FEDERAL ENERGY REGULATORY COMMISSION

D
E
P
A
R
T
M
E
N
T
O
F
E
N
E
R
G
Y
F
E
D
E
R
A
L
E
N
E
R
G
Y
R
E
G
U
L
A
T
O
R
Y
C
O
M
M
I
S
S
I
O
N
A Handbook for Energy Market Basics
Energy Primer
This report is a product of the sta of the Federal Energy Regulatory Commission (Commission or FERC). The opinions and
views expressed in this paper represent the preliminary analysis of the Commission sta. This report does not necessarily
reect the views of the Commission, its Chairman, or individual Commissioners, and is not binding on the Commission.
FEDERAL ENERGY REGULATORY COMMISSION


D
E
P
A
R
T
M
E
N
T
O
F
E
N
E
R
G
Y
F
E
D
E
R
A
L
E
N
E
R
G
Y
R
E
G
U
L
A
T
O
R
Y
C
O
M
M
I
S
S
I
O
N
A Handbook for Energy Market Basics
Energy Primer
 n n FEDERAL ENERGY REGULATORY COMMISSION

The Energy Market Primer was originally issued in 2012 and has been updated several times since
its rst issuance. This update to the Energy Market Primer is the result of the combined eorts
of many dedicated individuals throughout the Federal Energy Regulatory Commission (FERC or
Commission). The team consisted of individuals from the Commission’s Oice of Energy Policy
and Innovation, Oice of Enforcement, Oice of Energy Market Regulation, and Oice of External
Aairs. We specically wanted to recognize the primary contributors to each chapter.






 n  n FEDERAL ENERGY REGULATORY COMMISSION

Lance Hinrichs
Federal Energy Regulatory Commission
Oice of Energy Policy and Innovation
Lance was instrumental in the creation and publication of the Energy Market Primer.
He will forever be remembered as a dedicated public servant whose knowledge
of energy markets was unsurpassed.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
 
 
03 | Natural Gas Industry
04 | Natural Gas Demand
06 | Natural Gas Supply
14 | Liqueed Natural Gas
16 | Natural Gas Processing and Transportation
25 | Natural Gas Storage
29 | Natural Gas Markets and Trading
31 | Price Discovery
 
34 | Electric Power Industry
37 | Electricity Demand
44 | Electricity Supply and Delivery
53 | Wholesale Electricity Markets and Trading
60 | Traditional Electricity Systems
60 | Southeast Wholesale Market Region
62 | Western Wholesale Market Regions
66 | RTO and ISO Markets

 n  n FEDERAL ENERGY REGULATORY COMMISSION
75 | ISO-New England
79 | New York Independent System Operator
83 | PJM
87 | Midcontinent Independent System Operator
90 | Southwest Power Pool
94 | California Independent System Operator


111 | Petroleum Characteristics
113 | U.S. Crude Oil Supply
114 | Crude Oil and Petroleum Products Demand
115 | Crude Oil Rening
116 | Crude Oil and Petroleum Products Transportation
117 | Crude Oil and Petroleum Products Markets and Trading

120 | Trading Physical and Financial Natural Gas and Electricity
124 | Markets for Trading Physical and Financial Natural Gas and Electricity
126 | Trading Concepts and Terminology
128 | Trading Analysis and Strategy
130 | Capital Markets

135 | Manipulative Trading Techniques and Cross-Product Manipulation
136 | Information-Based Manipulation
136 | Gaming
137 | Witholding
137 | Representative Matters
 n v n FEDERAL ENERGY REGULATORY COMMISSION
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Natural gas, electricity, and crude oil are forms of
energy that are of particular interest to the Federal
Energy Regulatory Commission (FERC) pursuant to
its authority under the Natural Gas Act, the Federal
Power Act, and the Interstate Commerce Act. This
primer explores the workings of the wholesale markets
for these forms of energy, as well as energy-related
nancial markets.
Energy markets consist of both physical and nancial
elements. The physical markets contain the natural
resources, infrastructure, institutions and market
participants involved in producing energy and delivering
it to consumers. The nancial markets include the
buying and selling of nancial instruments that derive
value from the price of the physical commodity. These
nancial markets have their own set of market structures
and institutions, market participants, and traded
products which have their own drivers of supply and
demand. In general, physical and nancial markets
can be distinguished by the products and by the
intentions of the market participants involved.
Much of the wholesale natural gas and electric power
industry in the United States trades competitively,
while some markets and their prices are established
through administrative processes based on the cost
of providing service. In competitive markets, prices
are largely driven by the economic concepts of supply
and demand. Underlying the supply and demand
for energy are physical fundamentals - the physical
realities of how markets produce and deliver energy
to consumers and how they form prices. These physical
fundamentals will be covered in Chapter 1 (Wholesale
Natural Gas Markets), Chapter 2 (Wholesale Electricity
Markets), and Chapter 4 (U.S. Crude Oil and Petroleum
Products Markets).
The signicant shi in the U.S. fuel mix has heightened
the importance over the past decade of the
interdependence of the natural gas and electric systems.
Given the importance of natural gas in electricity
generation, integration of market operations between
the natural gas and electricity industries is critical.
The primer provides an overview of natural gas and
electric system interdependencies in Chapter 3, Gas-
Electric Interdependency.
Market participants buy and sell energy based nancial
contracts for a number of reasons. Physical market
participants, such as producers and large consumers,
usually use nancial contracts to manage price risk
and to protect against price volatility. That is, nancial
contracts can serve as a tool for managing risk akin
to insurance. Other market participants use the energy
markets to speculate, or to assume a market risk in
hope of proting from market uctuations. Additionally,
companies turn to the capital markets if they need
to raise or invest money. This primer explores the
market participants, products, market mechanisms
and trading at work for natural gas and electricity
in the nancial markets in Chapter 5, Financial Markets
and Trading.
Where there are markets, there will be those who
attempt to manipulate the markets for their own benet.
These practices undermine the market’s ability to
operate eiciently, reduce other market participants’
condence in the markets and distort market outcomes,
including prices. Some of these practices are discussed
in Chapter 6, Market Manipulation.
This primer is written to be used either as a traditional
text – read front to back – or as a reference guide.
Consequently, some material is repeated in dierent
sections and references are provided to other
parts of the primer where a concept is addressed in
greater detail.
Further information about various aspects of energy
markets and FERC regulation can be found at www.ferc.
gov; then navigate to the Market Oversight tab. You can
nd the market oversight pages here: https://www.ferc.
gov/market-assessments.
 n n FEDERAL ENERGY REGULATORY COMMISSION
Chapter 1
Wholesale Natural Gas Markets
 n n FEDERAL ENERGY REGULATORY COMMISSION

Natural gas markets have a signicant eect on the economy and on the individuals who rely on the fuel for electric
generation, manufacturing, heating, cooking, and other purposes. The Department of Energy’s (DOE) Energy
Information Administration (EIA) estimates that natural gas supplies approximately 32 percent of the energy used in
the U.S.
Under the Natural Gas Act (NGA), the Federal Energy Regulatory Commission (FERC) has jurisdiction over the
transportation and sale of natural gas in interstate commerce and the companies engaged in those activities.
The natural gas market is an amalgamation of a number of subsidiary markets. There is a physical market, in which
natural gas is produced, transported, stored, and consumed. There is also a nancial market that focuses on the
purchase and sale of nancial instruments whose price is linked to the price of natural gas in the physical market,
but that rarely result in the physical delivery of natural gas. Additionally, natural gas markets are regional, with prices
for natural gas varying with the demand characteristics of the market, the region’s access to dierent supply basins,
pipelines, and storage facilities.
1 Derived from EIA, Monthly Energy Review, Primary Energy Consumption by Source, Table 1.3 (accessed August 2022), https://www.eia.gov/
totalenergy/data/monthly/pdf/mer.pdf.
2 Natural gas liquids (NGLs) are hydrocarbons—in the same family of molecules as natural gas and crude oil— composed exclusively of carbon and
hydrogen. Ethane, propane, butane, isobutane, and pentane are all NGLs. There are many uses for NGLs, including inputs for petrochemical plants,
burned for space heat and cooking, and blended into vehicle fuel.
3 Dry gas contains “insuicient quantities of hydrocarbons heavier than methane to allow their commercial extraction or to require their removal
in order to render the gas suitable for fuel use.” Society of Petroleum Engineers, Glossary of Terms Used in Petroleum Reserves and Resources
Denitions (n.d.), https://www.spe.org/en/industry/terms-used-petroleum-reserves-resource-denitions/.
FERC Jurisdiction
FERC is responsible for the regulation of the siting,
construction and/or abandonment of interstate
pipelines, gas storage facilities, and Liquied Natural
Gas (LNG) terminals, regulation of the transmission and
sale of natural gas for resale in interstate commerce,
establishing rates for pipeline and storage services
and assessing the safe operation and reliability of LNG
facilities. We explain FERC’s jurisdiction over natural gas
related activities in more detail throughout this chapter.
Natural Gas
Natural gas is primarily methane, which is a molecule
made of one carbon atom and four hydrogen
atoms (CH4), and is among the materials known as
hydrocarbons. Natural gas is colorless and odorless in its
natural pure form, but is oen odorized with mercaptan
or other odorants to allow for easy detection. It is also
highly combustible, giving o a great deal of energy and
fewer emissions than fuels such as coal and oil. Natural
gas occurs in geological formations in dierent ways: as
a gas phase associated with crude oil, as a gas dissolved
in the crude oil, as a gas phase not associated with any
signicant crude oil, or as a supercritical uid. Natural
gas is “rich” or “wet” if it contains signicant amounts
of natural gas liquids (NGL) – e.g., ethane, propane and
pentane
– mixed with the methane. In contrast, natural
gas is “lean” or “dry” if it consists of mostly methane.

Excess NGLs are separated from the methane and sold
separately. Natural gas reservoirs oen contain other
elements and compounds, such as carbon dioxide,
hydrogen sulde, nitrogen, helium, water, dissolved
salts, and other dissolved gases. The natural gas is
further processed to remove the impurities from the
methane to make the natural gas suitable for sale. While
natural gas is typically a gas, it can be cooled to a liquid
and transported in trucks or ships. In this form, it is
referred to as liqueed natural gas, or LNG.
 n n FEDERAL ENERGY REGULATORY COMMISSION
Natural Gas Industry
The markets of the natural gas industry are both physical
and nancial. This chapter focuses on the physical natural
gas markets, but it should be noted that nancial markets
can have a signicant inuence on the physical natural
gas market.
The natural gas industry has three major segments,
the upstream (supply), the midstream (transportation),
and the downstream (consumption). The upstream
segment includes exploration, which is the process
of attempting to nd accumulations of natural gas
resources, production, which includes recovering
natural gas resources through drilling and extraction
at the wellhead, and nally gathering. Gathering entails
using small diameter pipeline systems to transport
the gas from the wellhead to local pooling points or
to natural gas processing facilities, where impurities
and NGLs are removed to create pipeline-quality natural
gas. The midstream segment includes transportation
on intrastate and interstate pipeline systems that move
natural gas through large-diameter pipelines to storage
facilities and a variety of consumers. The downstream
segment includes large gas consumers, such as power
plants and industrial facilities, and local distribution
companies (LDCs), which deliver the natural gas to
retail consumers.
Each component of the supply chain is critical in serving
customers. The quantity of reserves and production
can aect market participants’ expectations about
current and future supply, and thus can aect prices.
Similarly, the availability of pipeline and storage capacity
determines which supply basins are used and the
amount of gas that can be transported from producers
to consumers. All of these factors aect the supply
chain, but they also aect the supply-demand balance,
both nationally and regionally. More specically, the
dierences in supply and demand result in dierent
prices for natural gas at various locations. Prices have
historically tended to be lower in regions supplied
by multiple production areas with robust pipeline
infrastructure, such as the Gulf Coast, Southwest, and
Midwest. In contrast, prices tend to be highest in areas
where production or transportation and storage are
limited and demand is high, such as New England
and Southern California. Transportation costs and
limitations in pipeline capacity from supply to demand
areas are generally the major factors driving regional
price dierentials.
Various factors have shied the dynamics of natural
gas supply and demand since 2007, when shale gas
production began to grow signicantly. These include,
but are not limited to:
 Development of modern hydraulic fracturing and
horizontal drilling techniques that have enabled
producers to access unconventional resources,
such as those in shale formations. These
techniques have expanded the amount of available
economically accessible natural gas reserves and
have increased domestic natural gas production.
These newer resources are located closer to eastern
population centers and have provided those regions
with access to lower cost natural gas supplies and
transportation costs.
 Natural gas demand for power generation has
expanded considerably over the past decade.
Power plant demand for natural gas reects the
operating exibility of natural gas-red generators
and the environmental benets of the fuel. Natural
gas-red power plants emit less air pollution than
power plants using coal or oil. These plants are also
relatively easier to site, can be built in a range of
sizes, and can increase or decrease output exibly.
The ability to quickly change output provides
electric system grid operators with the exibility
to support variations in output from renewable
energy resources, changes in demand from
customer load, as well as unexpected power
system events and disruptions.
 Pipeline expansions linking the new supply regions
to markets have enabled regions such as the
Northeast and Mid-Atlantic to access new supply
sources, expanding the amount of natural gas
that can ow from traditional supply sources, and
enhancing the amount of natural gas that can ow
to markets.
 n n FEDERAL ENERGY REGULATORY COMMISSION
 Rising natural gas production combined with
increasing international natural gas demand has
led to the construction of several LNG export
terminals. As a result, U.S. LNG export capacity
and international cargo deliveries have grown
signicantly since 2016.
Natural Gas Demand
Natural gas is the fuel of choice for many sectors of the
U.S. economy. Over the long-term, natural gas use is
driven by overall economic and population growth,
environmental policy, energy eiciency, technological
changes and prices for natural gas and substitute energy
sources such as oil, coal and electricity. In the short-
term, natural gas demand can uctuate substantially
due to weather, economic activity, and competition from
other fuel sources such as coal and oil.
WEATHER
Weather is the most signicant factor aecting seasonal
natural gas demand, which can swing considerably
within a given day, especially during periods of extreme
temperatures. Short-term changes in weather, such as
heat waves and winter storms, can send demand and
prices soaring – or dropping – within the course of a day,
sometimes unexpectedly. The weather’s unpredictability
challenges suppliers and pipelines, especially when
demand is high and pipelines are full.
ECONOMIC ACTIVITY AND GROWTH
Economic growth can increase the amount of natural gas
used by industry, power plants, and commercial entities
as consumers want more of their products and services.
During a recession, natural gas use typically declines.
Structural changes in the economy can also aect natural
gas demand, such as varying levels of manufacturing
and service sector activity. Additionally, new domestic
markets for products and services may increase the
consumption of natural gas, whereas movement of
manufacturing overseas may reduce demand. Lastly,
demand for exports of natural gas, to Mexico and Canada
via pipeline and globally via LNG shipping, have also had
a signicant eect on aggregate demand.
Daily and weekly economic activity creates cyclical
demand patterns. During the work day, demand rises
as people get up and go to work or school. Similarly,
it declines as they go to sleep. On the weekend, demand
tends to vary less over the course of the day.
PRICES OF NATURAL GAS AND COAL
Just as a homeowner may decide to invest in a furnace
and associated piping to use natural gas for heating, so,
too, a power producer may decide to make long-term
investments in natural gas-red generators. Decisions
requiring long-term capital investments are easiest to
make at the time a home or power plant is being built
and are more complicated to changelater. Thus, over
the long term, demand for natural gas can be aected
by the expected costs of alternative energy sources: the
cost of a natural gas furnace versus an electric one; the
cost of a coal-red generating plant versus one fueled by
natural gas.
In the short-term, the opportunity for fuel switching
has been signicant in power generation. Electric
grid operators have choices as to which power plant
to dispatch to meet electric demand. As explained in
greater detail in the electric chapter, dispatch is oen
based on the marginal cost of generation at each
available plant in the generation eet. While the degree
to which these fuels are used varies regionally, plants
with lower marginal costs, such as nuclear plants, are
typically dispatched before plants with higher marginal
costs, such as natural gas plants. As natural gas prices
drop relative to coal prices, natural gas-red generation
may be dispatched ahead of coal-red generation,
increasing natural gas demand from the power sector.
DEMOGRAPHICS AND SOCIAL TRENDS
Long-term demand can also be aected by shiing
demographics and social trends. Population growth
in warmer climates and population declines in certain
areas of the North have aected natural gas use. So
has the trend toward larger houses, which have greater
 n n FEDERAL ENERGY REGULATORY COMMISSION
heating and cooling needs, yet are generally more
energy eicient.
ENVIRONMENTAL CONCERNS
AND ENERGY EFFICIENCY
Natural gas emits much fewer pollutants than other
competing fossil fuels, including carbon and other
greenhouse gases, which has been an important
factor in some decisions to use natural gas for power
generation. This is particularly signicant in states and
regions that have experienced challenges in meeting air
quality standards.
The natural gas emissions prole has also encouraged
some urban mass transit bus systems, West Coast port
operations, and other vehicle eets to shi to natural
gas from gasoline or diesel fuel.
CUSTOMER SECTORS AND DEMAND
On an annual basis, power generation makes up about
37 percent of total U.S. natural gas demand.
Industrial,
residential, and commercial consumers represent
approximately 27 percent, 15 percent, and 11 percent
of total U.S. natural gas demand, respectively.
An
additional 6 percent is used for lease and plant fuel
operations and 3 percent is used for pipeline and
distribution activities.
See FERC’s State of the Markets
Report and Seasonal Assessments for analyses on recent
natural gas demand sector trends.
7
Each customer sector has a unique demand prole, both
in the amount that the demand varies over a season
and whether its peak demand coincides with the overall
system peak. Residential demand, for example, can be
highly variable in colder climates, and its peak coincides
with the overall system peak. Power generations peak
does not coincide with the overall winter gas-demand
peak, but the use of natural gas to produce electricity for
4 Derived from EIA, Natural Gas Consumption by End Use, U.S., Annual (accessed October 2022), https://www.eia.gov/dnav/ng/ng_cons_sum_dcu_
nus_a.htm.
5 Id.
6 Id.
7 See FERC, Reports & Analyses (n.d.), https://www.ferc.gov/reports-analyses.
air conditioning has created robust summer demand,
which competes with natural gas supply that traditionally
would ow into underground storage for later use.
Industrial demand is fairly constant year-round.
In the short term, residential and commercial natural gas
use tends to be inelastic – consumers use what they need,
regardless of the price. Power plant demand, on the other
hand, is more price-responsive as natural gas competes
with other fuels, especially coal. Price inelasticity implies
that a potential for price spikes exists during periods of
supply constraints. In the longer term, residential and
commercial natural gas use can change, with changes
in space heating or cooking from fuel oil to natural gas
(increasing demand for natural gas) or from natural gas to
electric (decreasing demand for natural gas).
Consequently, the mix of customers in a region can
aect system operations and costs. Pipelines and other
equipment are sized to account for peak demand.
Load that has fairly constant demand presents fewer
operational challenges to suppliers and usually enjoys
lower prices. Highly variable demand will result in
pipelines and equipment being used at less than full
capacity for much of the year. As a result, the cost to
provide service may be higher because the pipelines may
become constrained during peak times and because the
capacity is not consistently utilized.
POWER GENERATION
Natural gas-red generators can exibly manage
their output and are frequently called on to respond
to changes in demand or when called upon by power
grid operators. Seasonally, generating plants tend
to consume more natural gas in the summer to meet
air conditioning loads, but also increase output in
the winter to provide electric heating and lighting.
Generation demand can also be inuenced by the
 n n FEDERAL ENERGY REGULATORY COMMISSION
relative prices for natural gas and other fuels, especially
coal. Since late 2008, natural gas-red generators
generally have been dispatched before many of the
less eicient coal plants because of the relatively low
natural gas prices seen over the past decade. In 2016,
electricity generation from natural gas overtook coal
generation for the rst time on an annual basis.
8
INDUSTRIAL
Natural gas as a fuel is used to produce items such
as steel, glass, paper, clothing and brick. It also is
an essential raw material for paints, fertilizer, plastics,
antifreeze, dyes, medicines, and explosives. As noted
earlier, industrial load tends to show the least seasonal
variation of natural gas use.
RESIDENTIAL
Despite population growth, natural gas used in the
residential sector has remained fairly at over the past
decade. This has primarily occurred because homes and
appliances like furnaces, water heaters, and clothes dryers
have become more energy eicient. Slightly more than
half of the homes in the U.S. use natural gas as their main
heating fuel.
9
Separately, much of the year-to-year demand
variation in this sector can be attributed to the weather
during a particular year. A year with a long, cold winter
will see higher gas demand than a year with a mild winter,
especially in cold-winter regions where demand soars
during winter months as consumers turn on their furnaces.
COMMERCIAL
Like the residential sector, commercial consumption
experiences year-to-year variation based on weather.
Commercial consumers include hotels, restaurants,
wholesale and retail stores, and government agencies,
which use natural gas primarily for heat. Consequently,
its demand varies over the seasons, weeks, and days.
8 See EIA, Total Energy, Electricity, Table 7.2b Electricity Net Generation: Electric Power Sector (accessed October 2022), https://www.eia.gov/
totalenergy/data/browser/?tbl=T07.02B.
9 EIA, Natural gas explained (May 24, 2022), https://www.eia.gov/energyexplained/natural-gas/use-of-natural-gas.php.
10 Probabilistic reserves are oen used, for instance a P90 reserve gure indicates there should be at least a 90 percent probability that quantities
actually recovered will equal or exceed the estimate. Society of Petroleum Engineers, World Petroleum Congresses, and American Association
of Petroleum Geologists, Guidelines for the Evaluation of Petroleum Reserves and Resources, at 45 (2001), https://www.spe.org/industry/docs/
Guidelines-Evaluation-Reserves-Resources-2001.pdf.
Natural Gas Supply
NATURAL GAS RESOURCES,
RESERVES AND PRODUCTION
The amount of natural gas in the ground is estimated by
a variety of techniques, including seismic studies and
drilling exploration wells. Estimating the technically
recoverable oil and natural gas resources in the U.S. is
an evolving process. Analysts use dierent methods
and systems to make natural gas estimates. Natural gas
supplies are broadly characterized as resources, proved
reserves, and production.
Resources, the largest category of supply, refers to
the quantity of a natural resource that is known to
exist with a reasonable degree of certainty and can
be extracted using existing or feasibly commercial
technology. Proved reserves are a subset of resources
which are known to exist with a reasonable degree
of certainty and can be economically extracted under
current or assumed prices. Resources and proved
reserves are dynamic as both change when new natural
resources are discovered via exploration, as natural
resources are extracted, and as prices uctuate. All
estimates of proved reserves involve some degree of
uncertainty, which depends primarily on the amount
of reliable geologic and engineering data available
at the time of the estimate. According to the Society
of Petroleum Engineers, “proved reserves are those
quantities of petroleum which, by analysis of geological
and engineering data, can be estimated with a
reasonable certainty to be commercially recoverable,
from a given date forward, from known reservoirs and
under current economic conditions,operating methods,
and government regulations.

Lastly, production
describes the amount of a natural gas that is actually
extracted over a period of time.
 n n FEDERAL ENERGY REGULATORY COMMISSION

Source: U.S. Energy Information Administration and U.S. Geological Survey

11 EIA, Today in Energy, The geology of natural resources (February 14, 2011), https://www.eia.gov/todayinenergy/detail.php?id=110.
12 Pub. L. No. 101-60 (1989); 15 U.S.C. § 3431(b)(1)(A). The Natural Gas Wellhead Decontrol Act of 1989 amended the Natural Gas Policy Act of 1978 to
declare that the price guidelines for the rst sale of natural gas do not apply to: (1) expired, terminated, or post-enactment contracts executed aer
the date of enactment of this Act; and (2) certain renegotiated contracts. Specically, as of May 15, 1991, the act, decontrolled natural gas produced
from newly spudded wells and also repealed permanently wellhead price controls beginning on January 1, 1993.
FERC Jurisdiction
Section 1(b) of the Natural Gas Act (NGA) exempts
production and gathering facilities from FERC
jurisdiction. Moreover, the Wellhead Decontrol Act
of 1989 completely removed federal controls on new
natural gas and eventually all wellhead price controls,
except sales for resale of domestic natural gas by
interstate pipelines, LDCs, or their ailiates.

In Order
No. 636, FERC required interstate pipelines to separate,
or unbundle, their sales of gas from their transportation
service, and to provide comparable transportation
service to all shippers whether they purchase natural gas
from the pipeline or another gas seller.
UNCONVENTIONAL AND
CONVENTIONAL NATURAL GAS
Natural gas is a fossil fuel. It has historically been found
in underground reservoirs formed when organic material
was buried and pressurized. The remains of that
organic material were trapped in the surrounding rock
as oil or natural gas, and the two fuels are oen found
together. The depth of the organic materials and the
temperatures at which they are buried oen determine
whether the organic matter turns into oil or natural gas.
Oil is generally found at depths of 3,000 to 9,000 feet,
while organic materials at greater depths and higher
temperatures result in natural gas.
Oil
Conventional
Associated Gas
Tight
sand gas
Coalbed Methane
Sandstone
Gas rich shale
Seal
Conventional
Non-Associated
Gas
Land Surface
 n n FEDERAL ENERGY REGULATORY COMMISSION
Natural gas basins are frequently referred to as
unconventional or conventional basins or plays. These
basins dier in the geology of the basin and the depth at
which gas can be found. The schematic illustrates diering
geologic formations in which natural gas can be found.
UNCONVENTIONAL NATURAL GAS
Innovations in exploration and drilling technology have
led to rapid growth in the production of unconventional
natural gas. The majority of unconventional natural gas
production in the U.S. comes from shale and tight sands.
Unconventional natural gas is a found in shale, and
tight, low-permeability rock formations (also referred
to as tight sands) and coal seams (also referred to as
coal beds). The National Petroleum Council (NPC)
denes unconventional gas as “natural gas that cannot
be produced at economic ow rates nor in economic
volumes unless the well is stimulated by a large
hydraulic fracture treatment, a horizontal wellbore, or by
using multilateral wellbores or some other technique to
expose more of the reservoir to the wellbore

SHALE AND TIGHT SANDS
Shale gas is natural gas found in ne-grained sedimentary
rock with low permeability, including mudstone, clay
stone, and what is commonly known as shale. Natural
gas in shale formations tends to concentrate in natural
fractures and the rock adjacent to them. Historically,
extraction of natural gas from shale formations has been
diicult to achieve. Growth in shale resources is discussed
further below (see “The Shale Revolution”).
Tight sands gas is natural gas contained in sandstone,
siltstone, and carbonate reservoirs of such low
permeability that it will not naturally ow at economic
production rates when a well is drilled. There are about
20 shale and tight sands basins in the U.S. (see map).
13 See National Petroleum Council Global Oil & Gas Study, Topic Paper
#29 Unconventional Gas, at 5 (July 18, 2007), http://www.energybc.
ca/cache/naturalgas/www.npc.org/Study_Topic_Papers/29-TTG-
Unconventional-Gas.pdf.
The presence of natural gas in
unconventional plays had been common
knowledge for decades. Historically,
the lower permeability of rock in shale
formations typically yielded too little natural
gas for a company’s investment when using
traditional drilling methods. In the early
1990s, aer years of experimenting in the
Barnett Shale in Texas, George Mitchell
and Mitchell Energy Co. developed new
techniques that made production from these
types of formations more economically
feasible. The new techniques combined
horizontal drilling with slickwater hydraulic
fracturing (slickwater hydraulic fracturing
uids are water-based uids, generally
containing a friction reducer, that facilitate
rapid pumping of the uid into the well),
allowing Mitchell to drill into specic target
areas and release the natural gas trapped
in the formation. Horizontal drilling allows
producers to target the specic cross-
sections of rock formations where the
natural gas is trapped, greatly improving the
likelihood of a productive well.
Horizontal and
Directional Drilling
with Hydraulic Fracturing
 n n FEDERAL ENERGY REGULATORY COMMISSION
Growth in shale gas in particular has been substantial
since 2007 and has contributed to a signicant increase
in U.S. proved natural gas reserves. Proven shale reserves
are approximately 13 times larger than 2007 levels.

Shale and tight sands require a special technique known
as hydraulic fracturing (fracking) to release the natural
gas. This technique involves fracturing the rock in the
horizontal sha using a series of radial explosions and
water pressure. Since 2007, the processes for nding
geological formations have improved, and producers
have accumulated knowledge of subsurface oil and gas
deposits over that span of time. As a result, most wells
targeting shale and tight sands formations result in drill
14 Derived from EIA, U.S. Shale Proved Reserves, Annual (accessed October 2022), https://www.eia.gov/dnav/ng/hist/res_epg0_r5301_nus_bcfa.htm.
15 See EIA, Drilling Productivity Report, Production by Region (accessed October 2022), https://www.eia.gov/petroleum/drilling/#tabs-summary-2.
16 Derived from EIA, Natural Gas Gross Withdrawals and Production, U.S., Annual-Million Cubic Feet (accessed October 2022), https://www.eia.gov/
dnav/ng/ng_prod_sum_dc_NUS_mmcf_a.htm.
17 Derived from EIA, Natural Gas Gross Withdrawals and Production, Gross Withdrawals from Shale Gas, Annual-Million Cubic Feet (accessed October
2022), https://www.eia.gov/dnav/ng/NG_PROD_SUM_A_EPG0_FGS_MMCF_A.htm.
18 See EIA, Annual Energy Outlook 2022, Table 14. Oil and Gas Supply (March 3, 2022), https://www.eia.gov/outlooks/aeo/tables_ref.php.
contact with formations and successful new natural
gas production. Improved exploration techniques,
coupled with improved drilling and production methods,
have lowered the cost of nding and producing
shale gas, and have resulted in a signicant increase
in production.
The largest gas producing unconventional shale plays in
the U.S. are the Appalachia, Permian, Haynesville, Eagle
Ford, Anadarko, Niobrara, and Bakken basins (see map
below for shale locations).

Other shale formations have
experienced heavy exploration activity and depending
on economic conditions may become major contributors
of natural gas supply.
THE SHALE REVOLUTION
The estimated resources, proven reserves, and
production of shale gas has risen rapidly since 2005,
and the development of shale gas has transformed
gas production in the U.S. Shale gas continues to be
the dominant source of domestically produced gas,
providing 70 percent of the gross production of natural
gas. By comparison, coalbed methane accounts for
about 2 percent of production, while nearly 11 percent
of the natural gas came from oil wells and 17 percent
was produced from conventional natural gas wells.

Production from shale gas plays is 13 times larger
than 2007 levels.

According to the EIA, shale gas
and production from tight formations will account for
greater than 92 percent of U.S. natural gas production
by 2050.

SHALE GAS PRODUCTION BY REGION
Shale gas well productivity improved considerably
since 2007, with technological advances in drilling
and fracking technology reducing exploration, drilling,


Source: FERC sta, 2012
Geologic Basin
Exploration
Land and Lease
Geological and Geophysical
Development
Production
Resource Base
New Field Discovery
• Seismic
Reserve Extensions
and Revisions
Delineation Wells
Production
Land and Lease
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: U.S. Energy Information Administration

19 EIA, Maps: Exploration, Resources, Reserves, and Production (June 2016), https://www.eia.gov/maps/images/shale_gas_lower48.pdf.
20 See EIA, NGL 101 – The Basics (June 6, 2012), https://www.eia.gov/conference/ngl_virtual/eia-ngl_workshop-anne-keller.pdf.
and production expenses. Rising well productivity and
falling costs resulted in larger amounts of shale gas
production at lower costs to the producers.
The presence of NGLs, or natural gas liquids, in addition
to natural gas in many shale gas plays, may add to shale
gas well protability. NGL prices are more closely linked
to oil prices than natural gas prices, and natural gas
wells with high liquids content are oen more protable
than wells producing natural gas alone. A typical barrel
of NGL might contain 40-45 percent ethane, 25-30
percent propane, 5-10 percent butane and 10-15
percent natural gasoline (gasoline derived from natural
gas).

This can make the production of NGLs from so-
called “wet shale gas wells” less sensitive to natural
gas prices than wells solely producing natural gas, as
NGLs tend to trade at higher prices than natural
gas. Thus, there may be an incentive to drill from
wet shale gas wells even when natural gas prices
are relatively low because of the relatively high
value of the associated NGLs that are also produced
when drilling.
The Marcellus Shale formation in Appalachia is
particularly noteworthy because of its location, size
and resource potential. The formation extends from
West Virginia to New York, near the high population
centers of the Northeast and Mid-Atlantic. Although
the Marcellus Shale has produced gas for decades,
it has produced signicant amounts of gas only since
2008, where production has been prolic, with high
initial well pressures and high production rates.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
The growth in production in the Marcellus Shale has
signicantly aected U.S. natural gas transportation.
As more natural gas has owed out of Marcellus, less
has been needed from the Rockies or the Gulf Coast to
serve the eastern U.S. This has resulted in changing ow
patterns of natural gas on pipelines that traditionally
served eastern and midwestern markets. In some
instances, pipelines that transport natural gas into
northeastern markets and have relied on production
from outside of the region, have reversed ow direction
to export natural gas produced in the Marcellus and
Utica to markets across the U.S.
COALBED METHANE
Coalbed methane (CBM) is natural gas trapped in coal
seams. Coalbeds are usually lled with water that
naturally enter coal seams through fractures in the
formation; the deeper the coalbed, the less water is
present. To release the gas from the coal, pressure
in the fractures is created by removing water from the
coalbed. While the venting of methane from coal mines
had been in practice for years, commercial production of
this resource began in earnest in the 1980s. According to
a U.S. Geological Survey released in October 2000, there
is more than 700 Tcf of domestic CBM, but less than
100 Tcf of it may be economically recoverable.

Most
CBM production in the U.S. is concentrated in the Rocky
Mountain area, although there is also some activity in
the Midcontinent and Appalachian area.
CONVENTIONAL NATURAL GAS
Natural gas has been historically produced from what is
traditionally known as conventional natural gas resources.
These supplies are found in geologica basins or reservoirs
made of porous and permeable rock, holding signicant
amounts of natural gas in spaces in the rock.

For more
21 See U.S. Geological Society, Coal-Bed Methane: Potential and
Concerns (October 2000), https://pubs.usgs.gov/fs/fs123-00/fs123-00.
pdf.
22 Permeability refers to the ability of a porous medium to transport
a uid. The natural gas found in permeable rock formations
contains trapped or slowly migrating natural gas molecules, where
the migration of the gas molecules takes place over the course of
millions of years.
The rig count is used to measure exploration
activity by assessing the number of rotary
drilling rigs actively drilling for oil and gas.
Historically, rig counts were used as a rough
predictor of future production. However,
improvements in drilling technology and
practices have caused a decoupling between
rig count and production. The adoption of
horizontal drilling signicantly increased
production per rig, making historical
comparisons of rig counts problematic
as horizontal rigs are considerably more
productive than vertical rigs. Within the total
rig count, the use of horizontal drilling rigs,
used in the production of natural gas and oil
in shale formations, has been growing for
years, while the traditional vertical rig count
has steadily declined.
Rig Count and Rig Productivity
 n  n FEDERAL ENERGY REGULATORY COMMISSION

23 EIA, Maps: Exploration, Resources, Reserves, and Production (April 8, 2009), https://www.eia.gov/oil_gas/rpd/coalbed_gas.pdf.
24 Derived from EIA, U.S. Natural Gas Gross Withdrawals and Production (accessed October 2022), https://www.eia.gov/dnav/ng/ng_prod_sum_a_
EPG0_FGW_mmcf_a.htm.
25 Florida and Texas were provided an exemption to the federal government’s jurisdiction over natural resource beyond three nautical miles of state
coastlines, up to a 9 nautical mile limit, because each state proved the further boundary based on its constitution or laws prior to when it came
into the Union or was approved by Congress. See Submerged Lands Act of 1953. 43 U.S.C. § 1301-1315 at § 1312 (2002).
Source: U.S. Energy Information Administration

than a century, up until the early 2000s, nearly all of the
country’s production of natural gas was obtained from
conventional sources.
Conventional resources have been found both on land
and oshore (see map below), with the major elds in
an arc from the Rocky Mountains to the Gulf of Mexico
to Appalachia. The largest conventional elds reside
in Texas, Wyoming, Oklahoma, New Mexico, and the
federal oshore area of the Gulf of Mexico.
In 2000,
oshore
natural gas production represented 24 percent
of total U.S. production; it has since fallen to 3 percent of
total U.S. production.

Federal oshore natural gas wells are drilled into the
ocean oor o the coast of the U.S. in waters that are
jurisdictional to the federal government. Most states
have jurisdiction over natural resources within three
nautical miles of their coastlines; Florida and Texas
claim nine nautical miles of jurisdiction.

Roughly 1,650 oil and gas platforms are producing in
federal waters at water depths approaching 7,500 feet (at
total well depths of 25,000-30,000 feet) and at distances
Coos Bay
Field
Gulf Coast
Coal Region
Williston
Basin
Illinois
Basin
Forest City
Basin
Northern
Appalachian
Basin
Powder River
Basin
Uinta Basin
Cherokee Platform
San Juan
Basin
Central Appalachian
Basin
Michigan
Basin
Greater Green
River Basin
Black Warrior
Basin
North Central
Coal Region
Arkoma
Basin
Denver
Basin
Southwestern
Coal Region
Piceance Basin
Big Horn
BasinWind River Basin
Raton
Basin
Black Mesa
Basin
Terlingua
Field
Kaiparowits
Basin
Deep River
Basin
SW Colorado
Coal Area
Park Basin
Hannah-Carbon Basin
Wyoming
Overthrust
0 200 400100 300
Miles
±
Coal Basins, Regions & Fields
Coalbed Methane Fields
!
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: U.S. Energy Information Administration

26 EIA, Maps: Exploration, Resources, Reserves, and Production (April 8, 2009), https://www.eia.gov/oil_gas/rpd/conventional_gas.pdf.
27 Derived from Bureau of Safety and Environmental Enforcement, Oshore Statistics by Water Depth, Totals table (accessed October 2022), https://
www.data.bsee.gov/Leasing/OshoreStatsbyWD/Default.aspx.
28 Derived from EIA, Natural Gas Summary, Imports and Exports, U.S., Annual (accessed October 2022), https://www.eia.gov/dnav/ng/ng_sum_lsum_
dcu_nus_a.htm.
29 Id.
as far as 200 miles from shore.

Most of these oshore
wells are in the Gulf of Mexico.
Oshore wells have produced natural gas for decades.
As close-in, shallow-water wells became less economic
to produce, companies looked to reserves at greater
water depth. Technological improvements contributed
to continuing production from deep oshore wells.
IMPORTS AND EXPORTS
The U.S. has historically been a net importer of natural
gas by pipeline from Canada, with shipments of LNG
from foreign nations playing an important role in serving
pipeline capacity-constrained regions during periods
of peak natural gas demand. However, the increase
in U.S. natural gas production, spurred by the shale
revolution, has reduced the need for imports and
enabled greater exports.
Net natural gas imports peaked in 2007, when natural
gas imports represented approximately 20 percent
of the natural gas used in the U.S.

Since then, imports
have declined and now represent approximately 9
percent of total U.S. consumption.

The vast majority
of imports are delivered by pipeline from Canada,
with additional waterborne shipments of liqueed
!
!!!!!!
!
!!
!
!
!! !
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!!!!!!!!!
!
!
!
!!
!!
!
!
! !!
!!
!
!
!
!!
!
!
!
!!
!!
!!!!
!!
!!
!
! !!!
!
!!
!!!
!!!
!
!
!
! !!
!
!!
!!!
!
!!
!!!
!!!!!
!
!
!!
!!
!
!!
!
!
!
!
!!
!!
!!
!
!
!!!
!!
!
!
!
!!
!
!! !
! !!
!!
!
!
!!
!
!
!!
!
!!
!
!
!!!!
!
!!
!!
!
!!
!
!
!
!!
!
!!!!!!!!
!
!
!!
!
! ! !!
!!
!!
!!!!!
! !!
!
!!!!!
!
!!
!
!!
!
!
!
!
!
!!!!!!!!
!!
!!
!!!
!
!
!!
! !!
!
!!
!
!!!!
!
!
!
!
!!
!
!
!
! !!!!!!!
!!
!
!
!
!!!! !
!!
!!
!
!
!
!
!!!! !
! !!
!!! !!!!
!!
!!! !!
!
!!
!
!
!
!!!!
!
!!
!
!
!
!!
!
!
!
!!
!!!
!!
!!
!
!
!
!
! !!!!! !
!!
!! !
!
!!!!
!
!!!!! !!! !!!!!! !!!! ! !!!! !!!!!!
!
!!!!
!
!
!
!!
!
! !!!!!! !!!!
!!
!!
!
!
!
!
!
!
!
!
!!
! !!!!! !!!! !
!
!!
!
!
! ! ! !! !!
!
!!
!!!
!
!
!
!!!!
!
!! ! !
!
! !! ! !
!!
!
!!!!!
!
!
!
!! !! !
!
!! ! ! !
!
!!! !!! !!!!! !!
!
!!
!
!
!
!
!!!!
!
!!
!
!!!!!!! !!!! !!
!!
!!
!
!
!
! !!!!
!!
!
!!
!
!
!!
!!
!
!
!!
!
!
!! !! !
!
!
!
!!
!
!!!!!
!
!!
!
!
!!
!
!
!!
! !!
!
! !!!! !!
!
!!
!
!
!!
!!!! !
!
!
!
!
!
!
!
!!
!
!
!
!
!
!! !
!
!
!
!!!!
!
!
!!!
!!
!
! !!! !!!!
!! !
!
!
!
!
!! !
!
!
!
!
!
!
!
!!
! !!!!
!
!
!!
!
!! !
!
!!
!!
!
!
!
!
!
!!
! !!
!
!! !
!
!
! !!!
!
!!!! !!!
!
! !! !
!!
!
!!
!!
!!!!!!!!!
!
!
!
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!!!!
!!
!
!!
!
!! !
! !!
!
!!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
! !!!! !!
!
!!
!
!!
!
!!
!
!
!!
!
!
!
!
! !!
!!
!
!
!
!! !
!
!
!!
!!
!
!!!
!
!
!
! !!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!!
!
!
!
!
!
!!
!
! !!
!!
!
!
!!
!
! ! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!!
!
!
! !!
!! !
!
!
!!
!
!
!
!
!
!
!
!
!
!
!! !
!! !
!!
!
!!
!
!!
!!
!!
!
! ! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!!
!! !!
!! !
!!
! !! !
!
!
!
!!
! !! !!
!!
!!
!!
!
!
!
!! ! ! !
!
!
!
!
!
! !!
!
!
!
!!!
!
!
!
!
!
!
!!!
!!
!
!
!!!
! !! !
!
!
!
!!!!! !!!!!
!
!
!
!!
!
!!!!!!!!!!
!! !
!
!!!!
!
!
!!
! !! ! !!
!!!! !
!
!
!
!
! !!
!!
!
!! !
!!!!!!!!!!!
!
!
!
!!
!!
! !! !!
!!
!!!! !
!
!
!!!
!!
! !!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
! !!
!
!!
!
!
!
!!!!
!
!! !!!
!
!!
!!
!!!
!
!
!
!!
!!
!!
!!
!
!!
!
!
!
!
!
! !
!!!
!
!
!
!
!
!
!!
!!
!
!! !
! ! !!
!!
!
!!
!
!!
!!
!!
!!!
!
!!
!
!
!! !
!
!
!!!
!
!
!
!!
!!
!
!
!
!!
!
!!
!
!! !
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
! !! !
!
!
!!
!
! !!
!
!!
!
!
!
!
!!! !!
!
!
!
!! !
!
!
!
!
!
!! !
!!
!!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
! ! !!
!
!!
!
!!
!! !!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
! !!
! !!
!
!!
!
!!!!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!! !!!! !
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!!!!!!!!!!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !! !! ! ! !
!
!
!
!
!
!
!
!!!
!
!
!
!!
!!!!!!!
!!
!!
!
!!
!
!
!
!
!
!
!!
!!!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!!
!
!!!
!
!
!!!
!
!
!
!! !
!
!
!
!! !!!
!!!
!
!
!!!
!
!!
!
!
!
!
!
!!!!! !!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!!
!!
!!
!!!
!
!
!!
!
!
!!!
!
!
!!
!!!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
! !!!!
!! ! !!
!
!
!!!
!
!
!
!
!!!!!!
!!!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!
!
! !!!
!
!!!
!
!
!
!
!
!
!
!
!!!
!
! ! !!
!
!
!
!!
!! !
!
!
!
!
!
!!
!
!
!!!!
!
!
!!
!
!
!!
!
!!! !
!
!
!
!!
!
!!
!
!
!! !
!
!
!
!
!
!
!
!
! ! !!
!
!!
!
!!
!!
!
!!
!
!
!
!
!
!!
!
!
!!
!!
!!
!
!
!!
!!!!!
!
!
!
!
!
!!
!
!
!
!
!!!
!
!
!
!
!
!
!
!!!
!!
!
!!
!
!
!!
!
!
!
!!!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!!
!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!!
!
!
!!
!!!
!
!
! !!
!!
!
!!
!
!
!!
!
!!
!!
! !!!!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!! !
!
!
!
!
!!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!!
!
!
!
!! !
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!! !
!
!
! !! ! ! !!
!
!!!!
!!!!
!
!!!!!!!!
!
!!!!!!!!
!
!!
!!
! !!
!!!!!!
!
!!!
!
!
!
!!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!!
!
!!
!
!!!
!! !
!
!
!!!!
!
!
!
!!
!
!
!
!
!
!
!
!!! !
!
!!!
!
!!!!
!
!! !
!
!!!
!
!!!
!!!
!
!!
!!
!
!
!
!! !
!
!!!
!
!
!
!
!
!
!
!
!
!!
!!!!
!
!!!
!
!!!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
! !!
!
!
!
!
!
!
!
!!
!
!!
!
! ! !!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!!
!
! !!
!!
!
! ! !! !
!
!
!!
!
!
!!
!!
!! !!
!! !
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!! !
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!! !!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
! !!
!
!
!!
!
!
!
!! !!!!
!
!
!!
!!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!! !
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!
! !!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!! !
!
!
!
!!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!!
!!!!
!
!!!!
!!
!!
!!!!
!
!
! ! !!
!!
!!
!!!!!
!
!!
!
!!!!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!!! !!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!!
!!
!
!
!
!
!
!
!!!!
!!
!
!
!
!
!! !
!!
!
!
!
!
!!
!
!
!!
!!
!
!!
!
!
!!
!
!!!!!
!
! !!
!!!
! !!!!
!
!
!!
!!
!!
!
!! !
!!!
!! !
!
!!
!
!
! !!! !!!!!!
!!
!!!!!!
!
!!
!
!! !
!!!!!
!
!!
!
!
!
!!
!
!!!!! !
!!!!
!
!!
!!!
!!
!!
! !!!
!!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!! !!
!!!!
!
!
!
!!!!
!
!!!!
! !!
!
!
!!
!!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
! !
!
!
!
!!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!!
!
!
!
!
!
!
!! !
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
! !
!
!
!!!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
! !!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!!!!!
!
!!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
! !!
!
!
!! !!
!
!!
!
! !!
!
!
!
!!
!
! !
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!! !
! ! !!
!!
!! !
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!!
!!
!!
!
!
!
!
!
!!
!!
!
!!
!
!
!
!!
!!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!
!!
!
!!
!!
!
!! ! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
! !!!!!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!! ! !!
!
!
!
!
!!
!
!
!
!!
!! !
!
!
!
!
!
!
!!
!
!
!!
!
!!!
!
!!
!
!! !
!!
! !!!
!
!!
!
! !!
!
!
!
! !!!!
!
!
!!!!
!!
!
!!!!!!!!
!!!!!
! !!
!
!
!
!
!
!
!
!
!
!!!!!!!!! !
!!!
!
!!
!
!! !
!
!
!
!
!
!!!! !!!
!! !!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
! !!!
!
!!
!
!
!!
!
!
!!
!
!!
!!
!
!
!!!
!
!
!
!
!!!!!!! !
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!
!
! !!
!!
!!
!
!
!
!! !
!
!
!
!
!!
!
!!
!!
!
!!
!
!!
!!! !
!
!
!!
!
!
!
!
!
! !! !
!
!!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!! !
!!
!!
!
!
!
!
!
!
!
!!
!
!!
!!!!!! !
!
! ! !!! !!
!!
!
!!
!! !! ! ! ! !
!!
!!!!!
!!
!! !!! !!!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!!!
!
!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!
! ! !!
!
!!
!
!
!!!
!
!
!
!
!
!!
!
!!
!
!
!
! !!!!!!!!! !!! !
!
!!!
!
!
!
!
!
!
!
!
!!!! ! !!! !! !!! !!
!
!! !!!!!!!!!!!!! !
!
!!
!!
!!! !
!
!!
!
!!!!!!!!!!!
!! !!!!!! !!!
!
!
!
!!! !
!!!!
!
! !!!!!!!!!!
!
!
!
!!
!
!
! !!
!
!
!
!!
!
!!!!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!!!
!
!
!
!
!
!
!!!! !
!
!
!
!
!
!! !
!!!
!
!
!
!
!!
!
!
!
!
!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!! !! ! !! ! !!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
! !!
!
!!
!
!
!
!
!
!!
!
!!
!
! !
!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!!
!!
!
!
!!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!!!
!
!
!!
!
!
! !!
!
!
!!!!!
!
!!! ! !!
!!
!
!
!
!
!
!
!
!
!
!
! !!!!!!!!! !!!!!
!
!
!!
!
!
!
!
!!!!
! !!
!!!!!
!
!
!!
!!
!
!!
!
!!
!
!!!
!
! !! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!! !! !!!!!!!!!
!!
!! !
!
!!
!!!
!!!
!
!!
!
!
!
!
!!
!
!
!! !
!
!
!!
!! !
!!
!!
!!! ! !
!
!
!
!
!
!!
!
!! ! !!!!
!
!
! !!
!
!
!
!! ! !!
!
! !!!!! !
!
!!!!
!
!!!
!
!!!!
!
!
!
!
!
!
!!
!!!
!
!
!!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!!
!
!!!!!!!!
!
!!!!!
!
!!
!!
!
! !!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
! ! !! !
!!
!
!
!!
!!
!
!
! !!
!!!!
!
!!
!!!!!
!
!!
!
!
!
!!
!
!
!
!
!!
!!
!!!
!
!!!
!
!
!
!!!!!
!
!
!
!
!
!
!!! !
! !
! !!
!
!
!!!
!!!
!
!
!
! !
!!
!
!
!
!!! !
!!
!
!!
!!
!!
!
!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!!!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!!
!!!!!
!!
!!
!!!
!
!
!!
!
!
!
!!
!
!
!
!!!
!
!!
!!
!!
!
!!
! !!
!
!
!
!!
!
!
!!
!!
!
!
!
!!
!
!!
!!
!
!
!
!!
!
!!
!!!!!
!!
! ! !!
!
!
!
!
!!
!
!!
!
!!!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!!
!!
! ! !!
!
!! !
!!
!
!
!
!!
!
! !! !
!
!!
!
!!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!! !
!!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!!!
!
!!
!
!!
!! !
!!
!
!!!
!!
!
!
! !! !
!
!
!
!
!!
!
!!
!!
!!!
!!!
!!
!
!!!
!!!!
!
!
!
!
!
!!!!!
!!
!!!!!!!!
!!
!
!
!
!!
! !!!
!!!!! !!! !!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!!!!
!!!!
!
!
!
!
!!!!
!
!!
!!
!
!!
!
!
!
!
!!
!!
!!!!!!!!!
!!
!
!!!!!!
!
!!!!
!
!!
!
!!!!
!
!
!
!!!!
!
!
!
!!!
!!!
!
!
!!
!!
!!
!
!
!
!
!
!
!!
!!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!!!!!
!
!! !
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!! !
!
! !! !
!!!
!
! !
!
!!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!! !
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!!
! !!
!
!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!!
!
!
!
!! !!
!
!!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!! !
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!!
!!
!
! !! !
!
!
!!!!
!
!
!
!
!
!!
!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!!!
!
!!
!
! !!! !!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!! !
!
!
!
!!
!!
!
!!
!
!
!
! !
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
! !!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
! !!
!!
!!
!
!
!!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!! !
!
!
!
!
!
!!!!!!!!
!
!!!!
!!!!!!!
! !! !! !! !
!!
!
!!
!
!
!! !
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!!! !!
!!
! ! !! !
!
! ! !!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!!
!
! !
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
! !!
!
! ! !!
!!
!
!
!
! !! ! !
!
!
!
!!
!!
!
!!!
!
!
!
!
!
!!
!
!
!
!
!
!! !!!!
!
!!!!!
!
!
!!!!!
!
!
!
!
!
!
!
!
!!
!!!!
!
!
!!
!
!
!!! !! !!
!!!!
!!
!!
!
!
!
!
!!
!!
!
! !!
!
!
!!
!!
!
!! ! ! !!
!
!
!!!!!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!!
!!!!!!
!
!!!
!
!! !
!!!!!!!!!!
!!
!!!!
!
!
!
!
!!
!!
! !! !
!!
!
!!
!
!
!!
!!
!!
!
!!
!
! !!
!
!
!
!
!
!!!
!!
!!!!!!
!!
!
!!
!
!
!! !
!
!
!
!
!
!!
!
!!
!
!
!
!
! !!!!
!
!
!!
!! ! ! !
!
!
!!
!
!
!
! !!
!!
!
!
!
!
!
!
!
!! !!
!
!!
!
!!
!
!
!
!
!!
!
! !!
!
!
!
!!
!
!
!
!!
!!
!
!
!!
!
!!
!
!
!!
! !
! !! !!! !
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!!
! !
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!
!
!!
!
!
!
!
!! !
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!!
!!
!
!!
!
!!!
!!
!
!
!
!! ! !!
!
!
!!!
!
!
!!
!
!
!!!
!
!!
!
!!
!
!!! !!!!!
!
!!!! !!!!!! !!
!
!! !
!!!!
!
!
!!!
!
!
!!!!!
!!
!!
!
!
!
!
!
!!
!!!
!
!
!
!
!!
!
!!! !
!
!!
!
!!
!!!!
!
!
!
!
!!!!!
!!
!!
!!
!
!
!
!!
!
!!!
!!!
!
!
!
!!
!
!!
!
!
!
!!!
!
!
!
!!
!!
!
! !!
!
!
!
!
!!
!
!!
!
! !! !!
!
!
!!
!
!! !! !!!!!!!!!!!
!
! ! ! !!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!! !
!!!!
!
!!
!!
!!
!
!
!
!
!
!
!
!!
!
!!! !!
!!
!
!
!!!!!!
!! !
!
!
!
!
!
!!
!!
!!
!!
!
!
!
!!
!
!
!
!
! !!
!
!
!
!
!
!
!!
!!
!
! !!
!
!
!!
!
!
!
!!
!
!
!
!
! !!
!
!!!
!! !!!
!
!
!
!!!!!
!
! !! !
!
!
!! !
!!
!!!!! !!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!!
!!
!!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!!
!
!
!
!
!!!!! !
!!
!!!
!
!
!! !
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!!!
!
!
!!!
!!!!
!
!
!
!!
!
!!
!
!
! !!
!!
!
!
!
!!
!
!!
!!
!
!!!!
!
! !!
!
!!!! !
!
!! ! !
!
!! !
!
!!
!
!!!
!
!
!!
!
!! !
!
!
!! !!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!! !
!
!
!!
!!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!! ! !!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!!
!!
!
!
!
!
!
!
!!
!
!
!!!
!
!
!!!
!!!!
!
!!
!
!
!!
!!
!
!
!!!!!
!!!!
!! !
!
!!!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!! !
!! !
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!! !!
!
!!! !
!!
!
!!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!! !!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!!
!
!
!!
!! !
!
!
!
!!
!!!!
!!
!!
!
!
!!
!
!
!!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!
! !!!!
!!
!
!
!
!!
!
!!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!!!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!!
!
!!!!!
!
!
!
!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!!
!
!!
!!
!
!!
!! !
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!!
!
!
!!!!!!!!
!
!
!!
!
!! !!!!!!!! !!!!!
!!
!
!
!
!
!!
!
!!
!!
!
!
!
! !!
! !! !
!
!
!
!
!
!!
!!
!!
!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!!
! !!
!!
!
!!
!
!
!
!
!
!! !
!
!
!
! !!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!
!!
!!
!
!
!!
!
!
! !!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!!
!
!
!
!!
!
!
!! ! !!
!
!
!
!
!
!
!
!
!
!
!!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!! !
!!
!
!
!
!! !
!
!
!
!!
!
!!!!!
!
!
!
!
! !! !
!
!!
!
!
!
!!
!
!
!
!
!!
!
! !!!
!!
!!!!
!!
!!
!!
!
!!
!
!!
!
!
!!!
!
!
!
!!
!!!!
!
!!!!!!
!!!!
!
!
!!
!
!
!
!
!!!
!
!
!
!!
!
!
!
!
!!! !!!
!
!
!
!
!
!
!
!
!!
! !! !!
!!
!! !!!
!!
!
!
!!
!
!
! !!!!
!
!
!
!!!!!!!
!
!!!!
!
!
!!!!
!!
!!!!
!!
!!!!!!!!!!
!!! !
!!
!!
!!!!!!!
!!!
!
!
!!
!!!!!!
!
!!
!
!
!!
!!
!!!!!!!!!! !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! !!!!!!!!!!!
!!!
!!!!!!
!!!!!!!!!!
!!
!
!!
!
!! !
!
!
!
!!
!
!
!!
!
!
!
!!!
!
! !!
!
!
!!!!!!!
!!!
!!
!
!
!
!
!
!
!
!!!
!
!!!
!
!
!
!
!!!
!
!! !
!
!
!!
! !!
!
!
!
!
!!
!!!
!
!
!
!
!
!!!!! !!
!
!
!!
!!!!
!
!
!!!!
!
!
!
!
!
!!!!!
!
!!!!!
!
!!!
!!!!
!
!
!
!!!!
!!
!!
!
!
!!
!
!
!
!
!
!!!!!! !!!!!!!!! !!!
!
!
!
!
!!
!
!!!!!!!!!!!!!!!!!!
!
!!
!
!
!
!!
!
!
!
!
!
!
!!!
!!
!
!
!
!!
!!!
!
!
!!!!
!
!
!
!!
!!
!!
!
!
!
!
!
!
!
!!
!
!! ! !
!
!
!
!!!
! !!
!!!!
!!
!!!!
!!
!!!!
!!
!
!
!!!!!!
!
!!
!
!
!
!!!!!!!!!
!! ! !
!
!
!
!!!
!
!!
!
!
!
!
!
!!!
!
!!!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!!
!
! !!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!!!!!!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
! !
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!!
!
!!!!
!
!
!
!
!
!!!!!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!!
!!
!!
!
!! !
!
!
!!
!!
!!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!!
!! !!!!!!!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
! !
!
!!
!!!
!!
!
!
!
!
!!!
!!
!
!!
!
!!
!!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
! !!
!
!
!
!!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !!
!
!! !
! !!!!
!!
! ! !!
!!
!
!
!
!
!!
!
!
!
!
! !!
!!!!
!
!!
!
!!
!
!! !
!!
!
!!
!
!
!
!
!
!
!
!! !
!
!!
!
!
!
!
!!
!!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!! !
!
!
!
!! !
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!! !
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!!
!!
!
!
!! !!!!
!!
!
! !! !
!!
!
!
!
!!!!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!! !
!!!
!!
!!
!
!
!!!!
!
!
!
!!
!!
!!
!!
!!
!
!
!
!
!
!
! !!! !
!!
!!
!
!
!
!
!
!
!!!
!!
!!!!!!
!
!
! !!
!
!!
!!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!!
! !!
!!!!
!
!
!
!
!
!
!!!!
!!
!!
!
!
!
!
!!
!!
!
!!
!
!!
!
!! !
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!!
! !!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
! !
!
!!
!
!
!
!! ! !
!
!!
!
!
!
!!
!
!
!
!! !
!
!!
!
!!
!
!
!
!!!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
! !!
!
!!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!! !
!
!
!
! !!!
!
!
!
!!
!
!
! !!
!!
! !!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!!
!
!
!
!
!
!
!
!
!
!! !
!!
!
!
!! !
!!
!!
!
!
!
!
!
!!
!
!!
!
!
! !! !
!
!
!!
!
!!
! !!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!!
!
! !!
!
!!!!! !
!!
!
!!!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!!!!
!!!
!!
!
!
!
!
!!
!
!
!
!
!
!!!
!
! !! !
!
!
!
!
!
!!
!
!!!
!!
!!
!
!
!!!
!
!
!!!! !
!
!
!!
!!
!!
!
! !!
!
!
! ! ! !! !!!
! !!!! !
!
!!
!
!!
!
!!
!!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!! !!
!!
!
!!
!
!
!
!
! !!
!
!
!
!!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!!!
!
!!
!
!
!!
!
!!
!
!
!
!
!
! ! !!
! !!!!!!
!
!
!
!
!
!
!
!
!
!
!
!!
!!!!!!!!! !!!!!
!
!!!
!
!
!
!
!
!
!!
!
!!
!
!!!
!
! ! !!
!
!
!
!!!
!
!
!
!
! !!
!
!!
!!
!
!
!
!
!!!
!
!!
!
!
!!
!!
!!
!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!! !! !
!
!! !
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!
!! !
!
!!!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!! !
!
!! !!
!
!
!
!
!
!
!!!
!
!!
!
!
!
!
!! !
!
!
!
!
!
!
!!
!
!! !
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!! !
!
!
!
!!!!
!
!
!
!
!
!!!
!!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!!
!
!
!!
!
!
!
!
!!
! ! !!
!
!
!
!
!!
!
!!!!!!
! !! !
!
! ! !!
!!
!
!
!
!
! !!
!
!! !
!
!
!
!
!
!!!
!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !! !
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!!
!!
!!
!
!
! !!
!
!
!
!
!
!!
!!!
!
!
!
!
!
!!
!
!
!
!!
!!
!!
!
!
!!
!
!
!
!!!!!!
!
!!
!
!
!
!
!
!
!
!!!!!!
!
!
!
!
!
!
!
!
!!
!
! ! !!! !!! !
!
!!
!
!
!
!
!
!
!
!!!
!
!
!!
!! !
!
!
!
!
!!
! !!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
! !!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!!
!
!!
!!
!
!
!
!!
!
!
!
!
!
! !!
!
!
!!
!
!
!
!
!
!!
!
!! !
!
!
!
!!!
!
!!
!
! !!!
!
!
!
!
!
!
!
!
!!! !!! !!!
!
!
!
!!
!
!! !!! !
!!!!
! !!!!
!
!
!
!
!!!
!!
!! !!
!
!
!
!
!
!
!
!
!
!!
!! !
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!!
!!
!
!
!!
!
!
!
!
! !! !
!
!
!
!
!
!
!!
!
!
!
!
!
!!!
!
!
!
!
!
!!
!!
!
!! !!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!
!!
!!
! !! !!
!
!!
!!
! !!!!!!
!
!
!
!!
!! !
!!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!
! !! !! !
!
!
!
!
!
!
!
!
!
! !!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!! !
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
! !!
!!
!
!
!
!
!!
!
! !!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!
!!!
!
!! !
!!!
!
!
!
!
!
!
!!
!
!! !
!
! !! !!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
! !! !
!
!!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!! ! !
!
!
!
!!!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!! !
!
!!
!
!
!
!! !
!
!
!
!!
!!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!! !
!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!!!
!
!
!!
!
!
!!
!!
!!
!
!
!
!!
!!!
!
!
!
!
! !!
!!
!!
!
!
!!
!
!
!
!
!!
! !!
!
!
!!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!!
!
!!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
! !!
!
!
!!
!
!
!!
!!
!
!
!!
!
!! !
!
!!!
!!
!
!
!
!
!
!
!
!
!! !
!
! !!
!
!!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!!
!
! !!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!
! !!
!
!
!
!
!! !
!
!
!!
!
!!
!
!!
!
! !!
!!!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
! !!!
!
!
!
!
!
!!
!
!!!
!
!
!
!
!
!
!
!!!!!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!! ! !
!
!!
!!!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!! !!!!
!
!!!!
!
!!! !!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!!!
!!
!
!
!!!
!
!!
!!!!!!!!!
!
!
!
!
!
!
!!
!
!!
!
!!
! !!!!!! !
!
!
!
!
!
!! !
!
!
!
!
!
! !!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
! !! ! !
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
! !!
!!
!!
!!!!
!
! !! !!
!
!
!
!
!
!
!
!
!
!! ! !
!
!
!
!!!
!
!
!!
!!
!!
!!
!
!!
!
!
!!!
!
!!
!
!
!! !
!
!
!
!!
!
!! !!!
!
!!
!
!
!!
!
!
!
!
!
!
!
! !!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!! !!
! !!!!!!
!
!
!
!
!
!
!
!
!
!!
!!
!!!!!!!!
!
!!
!!
!
!!!
! ! !!
!
!!!
!!!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
! !!
!!!!!
!
!!
!
! !!
!
!
!
!
!
! !! ! !
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
! !!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
! !! ! !
!!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
! !! !
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!!
!!
!
!
!
!
!
!!
!!
!
!!
!
!!
!
! !!
!!
!
!
!
!
!!
!
!!!!
!
!
!!
!
!!! ! !
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!! !
!!
!
!!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!!!!
!
!
!
!!
!
!
!!
!
!
!! !
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!!
!!
!! !
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!! !
!! !
!
!!
!
!
!
!
!
!
!! !
!
!!
!!
!
!
!
!
!
!! !
!
!!
!
!
!
!!
!!
!
! ! !!
!
!
!
!
!
!
!
!
!
!
!
! !
!!
!
! !!
!!
!
!!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!!
!
!
!
!
!!!
!
! !!!
!
!!
!!
!
!!
!! !
!
!
!
!
!
!!
!!!!! !!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!! !
!! !
!
!
!
!!!!!
! !! !!
!!
!!
!
!
!!
!
!!
!
!!!!
!
!
!!
!
!
!
!! !
!
!!
!
! !!
!
!!!
!
!
!
!
!
!
!
!
!! !!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
! !
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!!
!! !
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!
!
!
!!
!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!!!!
!
!
!!!!
!!!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!!!
!
!
!
!! !
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!!
!
!!
!! !
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!!!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
! !!
!!
!!
!
!
!
!
!!
!!!
!
!
!
!!
!! !
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
! !! !
!! ! !
!
!!
!
!
!
!
! ! !!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
! !!
!
!
!
!
!!
!
!!
!
!!
!!
!
!
!!
!
!
!
!
! !
!
!!
!!
!
!
!
!
!
!!
!!
! !!
!!
!
!
!
!
!
!!
!
!!
!
!
!
! !!
!
!
!
!!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!!
!
!
!!
!
!!
!!
! !!
!
!! !
!
!
!!!
!!
!
!
!!!
!
!
!! !!!
!
! !!!
!! !
!
!!
!
!
!
! !
!
!
!!
!
!!
!
!
!
!! !
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!! !
!
!
!
!
!
!
!!
!!
!!
!
!
!!
!
! !!
!
!
!
!
!
!
!
!! !
!!
!!!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!!
!
!!
!
!!
!
!
!!
!!
!!
! !!
!
!
!! !
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
! ! !!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!
!
!
!
!
!! !
!! !
!
!
!!
!
!!
!
!!!
!! !
!
!
!
!!!!
!
!
!!
!
!
!
!
!
!
!
! !!
!!
!
!
! !!
!
!
!
!!
!!!!!
!!!
!!!!
!
!!
!!!!! !!!!
!
!
!
!
!!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!!
!
!!!!
!
!
!!
!
!
!!!
!!
!
!
!
!!
!!
!
!
!!!
!
!
!
!! !
!! !
!!
!
!
!
!
! ! !!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
! !!
!!
!
!
!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!! !!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
! !!
! !!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!
!!
! !!
!
!!
!
!!
!
!
!
!!
!
!!
!
!
!
!!
!!
!
!
!!!! !
!!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!!!!!
!!!
!
!
!
!! !
!
!
!
!!
!
!
!
!! ! !
!
!!
!
!
!! !
!
!
!
!
!
!!
!
!!
!
!!
!
!!!
!
!! !
!
!!!!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
! !!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
! !! !
!
!
!
!!
!
!
!
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
! !!
!!
!
!!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!!
!
!! !!! !!
!
!
!
!
!
!!
!!
!
!! !!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!
!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!!
!!!
!!!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
! !! !!!!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!!
!! ! ! !!! ! !
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!!
!
!
!!
!!!!
!!!!!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
! !! !
! ! !!
!! !
!
!!
!
!
!
!
!!
!
!!!
!
!
!
!
!
!
!!
!
!
!
!
!! !
!!
!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!! !
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!!
!
!!
! !!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!!
!
!
!!! !
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!!!!
!
!!
!
!!
!!
!
!
!!! !!!
!
!!
!
!!
!
!!
!
!
!!
!
!!!
!
!!
!!
!! !
!
!
!
!! ! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!! !
!
!!
!!!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!
! !!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
! !!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
! !!
!
!
!
!
!!
!
!
!
!
!
!!
!!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!!!
!!
!
!
!
!
!!!!!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!!!!
!
!
!
!!
!!
!!
!
!
!
!!!
!
!!
!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!!!
!
!
!!
!!
!
!
!
!
!
!
! ! !!
!
!
!
!
!!
!!!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!!!
!
!
!
!!
!!!!!! !
!
!!
!!!!
!
!
!!
!
!!
!!
!
!!
!
!!
!! !
!
!!
!!
!
!
! !!
!
!!
!!
!
!!
!
!!
!
!
!
!
! !!
!!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!!!!!
!
!!
!
!
!
!
!! !
!
! !!
!
!
!!!
!
!!! !
!
!!
!
!!
!
!
!
!
!
!!!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!!!!
!
!
!
!
!!
!!!!
!
!
!
!!
!
!
!
!
!
!!!!!!! !!
!
!
!!
!
!
!!
!
!
!!
!
!
!
!
! !!!
!
!
!
!
!
!
!!
!
!!!! !
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!! !
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
! !!
!!!
!
!
! !
!
!!
!!!
!
!!
!! !
!
!
!
!
!
!
!! !!!
!
!
! !!
!
!!
!!
!!
!
!!
!
!
!!! !!!!
!
!
!
!
!
!! !
!
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!! !
!
! !!
!
!
!!
!
! !
!!
!
!
! !!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
! !!
!
!!!
!!
!!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!
!! !!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!!!!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
! !
!!
!!
!!
!!
!!
!
!
!
!
!
!
!
!
!
!!!!
!!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
! !!
!!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!
!
!!!!
!!
!
!
! !!
!!!
!!!! !
!!!
!!
!
!!!!
!!
!!
!
!
!
!!!!!!!!!
!
!
!!
!
!
!! !!!
!
!
!
!!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!! !
!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!! !
!!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!!!!
!
!
!!
!
!
!!
!
!
!! !!!!
!
!
!
!!
!
!
!!!
!
!
!
!
!!
!
!
!!! !
!
! !!!!
!
!
!
!!!!
!!
!
!!
!! !!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!! !
!
!
!
!!
!
!! !
!
!
!! !
!
!!
!! !
!!
!
!!
!!!!!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!!!! !
!
!
! !!
!
!
!
!
!
!
! !!
!
! !!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!!
!
!!
!
!
!
! !!
!
!!
!!!! !!!
!
!!!! !!!! !!!!!!!!!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!
!!!
!! !
!!!
!!
!! !
!!
!! !
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!!
!
!!
!!
!
!
!!
!!
!
!
!
!
!
!!
!!!
!!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
! !!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!!
!!
!!
!
!
!
!
!! !
!
!
!! !
!
!
!!
!
!
!!
!
!!
!!
!
!
!!
!
!!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!! !!
!
!!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
! !!
!
!
!!
!
!!
!!
!!!! !
!
!
!
!
!!
!
!!
!
!
!!
!
!!!!!!!
!
!!
!!
!
!!
!!!!
!
!!! !
!!
!
!
!
!
!!!!
!
! !!
!
!!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
! ! !!
!
!!
! !!
!
!
!
!
!! !!
!! !
!
!
!
!! !
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!! !
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!
! !!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!! !
! !!
!
!
!!
!
!! !
!
!
!
!
!!
!
!
!
!!
!
!
!!!
!
!
!
!
!
!!!
!
!! !
!!
!!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!
!
!!
!
!
!
!
!!
!!
!!
!
!
!!
!
!
!
!!
!
!
!
!
!! !
!
!
! !!
!
!
!
!
!!
!!
!
!!
!
!
!!
!
!
!!!!
!
! !!
!!!! !
!
!
!!
!
!
!!
!
!
!!
!!!!!
!
!!
!
!!!!! !
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!!!!! !!! !!!!!!! !! !!! ! !!
!!
!
!
!
!!
!
!
!!
!
!
!
! !!
!
!
!
! !!
!!
!
!
!
!!
!!
!!
!!
!
!
!
!
!
!
!
!!
!
!! !!!!
!
!!
!!
!! !
!
!!
!
!
!
!
!!!! !
!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!!!!! !
!
!
!
!
!
!! !!
!
!!
!
!
!
!
!!! !
!!!!
!
! !!
!
!! !
!
!
!
!
!! !!
!!
!
!!!!
!
!!!! !
!
!! !!
!
!
!
!
!
!
!! ! ! !!
!
!
!
! !!
!
!
!
!!
!
!
!
!!
!!
!!
!
!
!!
!
!
!!
!
!
!
!
!!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!
!! !
!
!!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!! !
!!!!
!
!!
!
!
!
!!
!
!
!
!
! !!
!!!!!
!
!!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!! !!!!!!
!
!
!!!
!
!
!
!
!
!
!!
!
!
!
!
!!!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!!!!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!! !
!
!
!
!
!
!!
!! !
!!
!!
!!
!
!!!
!!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!! !
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!!
!!
!! !
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
! !! !
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!
!!
!!
!! ! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!!
!!
!
!!
!
!!
!!
!
!! !
!
!
!! !
!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!
!
!!
!
!
!
!
!! !
!
!
!
! !!
!!
!!
! !!!!
!!
!!
!
!
!!!
!
!
!!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!!
! !
!
!
!!
!
!
!
!! !!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
! !!
! !!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!!
!!
!
!
!
!! !!
!!
!
!
!
!! !
!!!
!
!!
!!
!
!!!
!
!!
!
! !!
!!!
!!
!
! !
!
!!
!!!!!!!
!
!
!
!
!!
!!
!
!
!
! !!
!
!!
! !!
!
!
!!
!
!
!!
! ! !!
!
! !!
!
!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!! !
!
!! !
!!
!
! ! !!
!!
!
!
!
!
!
!
!!
!
! !! ! !!
!
!
!
!
!
!
!
!! ! ! !
!
!
!
!
!
!
!
!
!!
!! !
!
!!
!!
!
!
! !! !
!!!!!
!
!
!
!!
!
!
!
!
!
! ! !!
!
!!
!!!!!
!!
!
!
!
!
! !!
!!
!!!
!! !
!!
!
!
!
!
!
!
! !!!
!! !
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!!
!!
!
!
!! !
!
!
!
!!
!
!! !
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!!!
!!
!
!
!
!!
!!
!
!
!
!!
!!!
!
!
! !!
!!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!!
!!
!
!
!
!! !
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!!
! !!
!
!!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!!!!
!
!!
!
!!!
!!
!
!!
!
!
!!
!
!!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!
!!!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!!!!
!
!!!!
!
!!!!
!
!!
!
!!
! !!
!
!!
!
!
!!!
!
!
!
!!!
!
!
!!
!
!
!!
!
!
!!!!!
!
!
!!
!
!!!!
!!!!
!!
!
!
!!
!
!!
!
!
! !!
!
!!! !!!! !!!!!!
!!
!!
!
!! !
!
!!
!!!!!!
!
!!!!
! !!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!!!
!!
!!
!
!
!
!
!!
!
!
!!!!!!!
!!!
!!
!!!
!!
!
!
!
!
!!!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!! !
!
!
!
!!!
!
!!!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!! !!
!
!!
!
!
!
!
!! !
!!!!!!
!
!!
!
!
!
!!! !!! !!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!!
!
! !! !
!
!! !
!
!!!
!
!
!
!
!
!!
!
!
!
!
!
!! !
!
!
! !
!
!
!
!!! !
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
! !!!!!!
!
!
!
!
!
!
! !!
!!
!
!
!!
!!
!
!!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
! !!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!!
! !!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!!!!!!
!!
!
!
!
!
!!
!
!!!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!!
!!
!
!
!
!
!
!!
!
!
! !!
!!!
!
!
!!
!
!
!
!
!
!!
!! !
!!
!!!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
! !!!
!
!
!!
!
!
!!
!
!! !
!!
!!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!! !
!
!
!
!
!!
!
!
!
!
!
!
! !!
!!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
! !!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
! !!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!!
!!
!
!
!
!
!!
!
!
!!
!! !
!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!!
!
!
!!
!
!
!
!!
!
!!
!
!!
!
! !! !
!
!! !
!
!!!!!
!!!
!
!
!
!
!
!
!!
!
!!!!!
!
!
!
!!
!
!
!
!!!
!
!
!
!
!!
!
! !!
!
!
!
!
!!
!
!
!
!
!
!!!!
!!
!
!
!!!
!
!
!
!!
!
!
!
!!
!
!
!!
!
!!
!
!!!!
!
!
!
!
!
!
!
!!!
!
!!
!!!!!!
!!
!
!
! !! !!!
!
!
!
!! !
!
!
!
!
!
!!
!
!
!
!
!
!! !
!
!
!
!
!!!
!!
!
!
!
!!
!
!!
!
!
!
!!
!
!!!
! !!
!!
!!
!
!
!
! !!
!
!
!!!!!!!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!! !
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!! !
!
!
!
!
!
!
!!
!!
!
!! ! !
!
!
!
!
!!
!
! !!
!
!! ! !
!
!
!!
!
!
!
!
!! !
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
! !!
!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!!!!!
!
!
!
!
!!!
!
!!
!
!
!!
!
!
!
!
!!!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!
!! !
!!
!
!!
!
!
!!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!!
!
!
!!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!
!! ! !!!
!
!
! !!!!! ! ! ! ! !!
!
!!
!
!!
!
!! !
!!
!!
!
! !
!
!
!
!
!
! !!
!
!
! !!
!
!
!
!
!
!
!!
!
!
!!!
!
!
!
!!! !!
!
!!! !!
!!
!
!
! !!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!!!!
!!
!
!
!
!!
!!
!
!
!
!! ! ! !! !!!
!
!
!
!! !! !!
!
!
!
!
!
!!!!!
!
!!
!
!
!
!!
!
!
!
!!!
!!!!
!!!!!! !! !
!
!
!! !
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
! !! !!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!
!
!
!
!!!
!
!
!!
!
!
!
!
!
!
!
! !!!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
! !
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!!
!
!
!
!
! !!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!!!!
!
!
!
!
!
!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!!
!!
!!
!
!
!
!!!
!!
!
!!!!!! !
!
!
!!!
!
!! !
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!
!!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!!
!
!!
!
!!
!!
!
!!
!!
!
!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
! !!
!
!!
!
!!
!
!
!!
!
! !!
!
!
!!!
!
!
!
!
!
!!
!
!!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
! ! !!
!
!
!
!
!
!!
!
!
!! !
!
!!
!
!
!
!! ! !
!!!
!
!
! ! !! !
!
!!!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!! !
!!
!
!
!
!!
!!
!
!
!!
!
!
!
!!
!
!
!
!! !
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!! !
!
!!
!
!
!
!!!
!
!
! !!!!
!
!! !
!!
!
!
!!
!!
!!!!!
!
!
!!
!
!!
!
!
!!
!
!!
!!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
! !!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
! !! !
!
!
!
!
!!
!
!!
!
!!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!!
!
!
!
!!
!!
!
!
!!
!!!
!
!
!
!!!
!
!
!!
!!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!!!
!
!
!
!!
!
!!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!!! !
!
!
!
!
!
!
!
!
!! !
!
!
!!
!
!!!!
!
!
!
!
!
!
!
!!
!!
!!
!!
!
!!
!
!
!
!
!! !
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!!!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!! !
!
!
!!
!! !
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
! !
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!!!
!!
!
!
!
!
!
!!
!!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!!!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!!
!! !
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!!!! !
!
!
!
!
!
!
!
!
!
!
! !!! !
!
! !! !
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!!
!
!!!!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
! !!
!
!
!
!
!
!!
!
!
!
!! !
!
!!! !
!
! !!!
!
!!
!
!
!
!! !
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!! !
!
!
!!
!!
!
!!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!
!
! !!
!
!!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!!
!
!!
!
!!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!
! !!
!!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!!
!! !
!
!!
!
!
!! !
!
!
!
!
!
!
!!
!!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!! ! !
!
!
! !!
!
! !!
!
!
!
!!
!
!
!
!
!!
!!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
! !!
!
!
! !
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!
!!!!
!
!!!
!
!!
!!
!
!
!
!! !
!!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!!!!!
!
!! !!!! !
!
!!!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!! !
!
!!
!! ! !
!
!
!!
!
!
!!!
!
!
!!
!
!!
!
!
!!
!
! !! ! !
!
! !!
!
!
!
!!
!
! !!
!
!!
!!
!
!
!
!
!
!
!!!
!
!
!
!
! !!
!
!
!
!
!!!
!
!
!
!
!
!
!
!!!!!!
!
!
!
!
!
!
!
!
!
!!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
! !!
!
!!
!
!!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!! !
!!
!
!
!
!
!!!
!
!
!!
!!
!
!
!
!
!!!!
!
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!!!!
!
!
!!
!!!
!
!
!
!
!
!
!
!
!
!! !
!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!!
!! !
!
!
!
!
!!!
!!
!
!! !
!
!
!
!
!
!
!
!!
!
!
!! !
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!!!!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
! !!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!!
!
! !!
!
!!! !!!
!
!
! !! ! !!
!
!
!
!!!!!!! !!
!
!
!
!
!!
!!
!!
!!!
!
!
! !!
!
!
!
!
!
!
!!
!!
!!
!!
!!
!
!!
!
!!
!
!!!
!
!
!!!! !!! !!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!!
!!
!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
! !! !!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!!
!
! !
!!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!!
!! !
!!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
! ! !!
!
!
!
!
!!
!!!!
!
!
!!
!!
!!
!
!
!!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!! !
!
!
!
!
! !!
!
!!
!! !
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !
!
!!
!
!
!
!
!!
!
!
!
!
!
!! !
!
! !
!
! !
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
! !
! ! !!!
!
!
!
!
!
!! !
!!
!
!
!
!
!
!
!
!!
!
!
!!
!
!! !
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!! !
!
!
!
!
!
!
!
!
!!
!! !
!
!
!!
!
!
!
! !!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!
! !!
!
!
!!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!!
!
!
!
!
!!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!!
!
!
! !!
!
!
!
!!
!!
!
!!
!
!!
!
!
!
!
!
!
!!
!!
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!! !
!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!!
!
!
!
!
!
!
!
!!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
! !!
! !! !
!
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!!!
!
!!!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
! !! !!! !!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!! ! !
!
!
!
!
!
!!
!!
!
!!
!
!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!!
!
!
!
!!
!
!!!
!!
!!
!
!!
!!
!!
!!
!
!
!!
!
!!
!
!
! ! !!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!! !
!
!!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!!
!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!! !
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
! !!!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!!!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!! !!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!!
!!
!
!!
!
!
!
!!!
!
!
!
!
!
!
!
!
!! !
!
!! !
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!!
!!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!! ! !
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!! !
!
!!
!
!
! !!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!! !
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!! !
!!
!
!
!
!
!
!!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!!
!!!
!
!
!!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
! !! !! !!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
! !!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!!!!
!!
!
!!!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!! !
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!! !
!
!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!!
! !!
!
!
!
!
!
!
!
!!
!
!
!
!! !
!!
! ! ! !!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!! !
!!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!
!!
!! !
!
!
!
!!
!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!!!
!
!
!
!
!
!!
!
!
! !!!!!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!!! !!!! !!!!
!
!
!
!
!
!
!
!
!!
!!!!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
! !
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!!!
!
!
!
!
!!
!
!
!
! !!
!!
!
!
!!
!
!!
!
!
!
!
!!!!
!!
!!!!
!!
!
!!
!
!
!!! !!!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!!!
!
!
!
!
!!
!
!
!
!
!!
!
! ! !!
!
!
!
!
!
!
! !!
! !! !
!
!!!
!!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!!
!
!
!
! !!
!
!!!
!
!
!
!!
!
!!
!!
!
!!
!
! !!
!
!
!
! !!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!!
! !!
!! !
!
!!
!
!!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!!!
!!!!
!
!
!
!!!!! !!!!!! !
!
!!
!! !
!!!!!
!
!
!
!
!
!
!
!
!
!!
!
! !!
!
!!!!!! !!
!!
!!
!!
!
!
!
!
!!!
!
!
!!!!!
!
!! !
!
!
!
! !!
!!
!
!
!!!!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
! !
!
!
! !!
!
!
!!
!
! !!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!!
!!
!!
!!
!
!!
!!
!
!!
!
!
!!
!!
!
! !!!
!
!
!! !
!
!
!
!
!!!!
!!! !!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!! !
!!
!!
!!
!
!!!
!
!!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!!!
!
!!
!
!!!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
! !!
!
!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!!!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!! !
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!! !
!!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
! !
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
! !!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!! !!!!
!
!!
!
!
!
!
!!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!!
!
!
!
!
!!! !!!!! !!
!
!
!
!
!
!!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!!
!
!!! !!!!
!
!
!!
!
!
!!! !
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!! !
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!!!
!!!!!
!
!
!!
!
!!
!
!!
!!
!
!
!
!
!
!
!!
!!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!!!!
!
!!!
!!!
!!
!
!!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!!
!
!
!
!!
!
!
!
!! !! !!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
! !!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
! !!
!
!!
!
!
!
!!!
!
!
!
!
!
!
!!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
! !
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!! !!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!! !
!
!
! !
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!!!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!! !
!!
!
!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!! !
!
!
!
!
!
!!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
! !
!
!
!!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!!
!
!
!
!
!
!
!! !!!
!
!
!
!
!!!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!!!!!!!!!!!
!
!!!!!!
!
!! !
!!!!
!
!!
!
!!
!
!
!! !! !
!
!!
!
!!!!
!
!
!
!
!
!!
!!
!!
!!!!
!!
!
!!
!
!
!
!!
! !!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
! !
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!!
!!
!!!!
!
!
!
!
!
!!
!
!
!!
!
!
!! ! !
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!!
!
!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !
!!
!
!! !
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
! !!
!!
!! !
!
!!
!
!
!
!
!
!!
!
! !!
!
!!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!!!
!!!!!!!!
!!
!!!
!
!
!
!
!!!!!!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!!!
!!
!
!
!
!!!
!
!!!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
! !!
!! !
!!!!
!
!
! !!
!!
!
!
!!
! ! !!
!
!!
!! !!
!
!!!!!!
!
!
!
!
!!
!
!!
!
!
!! ! !
!
!
!
!
!
!
!
! !!
!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!! !
!!!!
!
!
!!
!
!
!
!
!!
!
!
!
!!!!!!!!!!!
!
!!
!!!!!! !!!!! !!!!
!
!!! !!!!!!!!!!!!!!!
!
!
!!
!!!!!! !
!
!
!!
!!!!!!!!
!!
!
!!
!! !! ! ! !! !
! !!
!
!
!!
!!
!
!!
! !!
! !! !
!
!
!
!!!
!
!
!!!
!
!
!
!
!
!!
!
!!!!
!
!
!!
!
!
!!!!!!!!!!
!
!!!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!!
!
!!
!
!!
!
!
!!
!
!
!!!
!
!!
!
!!!!
!
!
!
!
!
!!
!
!
!
!!!
!!!!!!
! ! !!
!
!!
!
!!
!
!
!!
!
!!
!
! !!
!!
!
!!
!!!
!
!
!
!
!
!
!
!
!!
!
!! !!!
!
!
!! !
!
!
!
!!
!!
!!
!
!!!!
!
!! !
!!!!
!
!!!!
!!!
!
!!
!
!
!
!
!!!!!
!
!!
!
!
!
!!
!! !!!!
!
!
!
!
!
!! !
!
!
!
!!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!! !
!
!
!
!
!
!
!
!!!! !!!
!
!
! !!
!
!
!
!
!
!!
!!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
! !!
!!!
!!!!
!!
!!
!
!
!
!
!
!
!
!
! !!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
! !!! !!
!
!!!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!!!!
!
!
! !
!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!!! !
!
!!
!
!
!
!
!
! ! !!
!
!
!
!!
!!
!
!
!
!
!
!! !
!
!
!
!
!!
!!
!!!
!
!
!!
!!!!
!
!!
!!!!!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!! !
!
!!!
!
!
!!!!
!!
!
!
!
!
!
!
!!
!! ! !! !
!
!
!
!
!
!
!!!!
!!
!
!
!
!
!
!
!
! !!
!
!
!!
!!
!
!
!
!!!!
!
!
!!!!
!
!
!
!!
!
!
!!!
!
!
!!
!
!
!!
!
!
!! !
!!
!!!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
! !!
!
!
!!
!
!
!! !
!
!
!
!
!!
!!
!!
!!
!!
!!!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!!!
!
!
!
!! !!
!
!
!
!
!
!
!
!
!
!
!
!!
!!!!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
! !! !
!
!
!
!
!
! !! !
!!!! !
!
!
!
! !!
!
!
!
!
!
!
!
!
!
! !!
!
! !!
!
!
!
!
!
!
!
!
!!
!
!
!
!!!
!
!!
!!
!
!!
!
!
!
!
!
!!!!!
!
!
!! !
!
!!
!!!
!!
!
!
! !!
!!
!
!
!
!!
!
! !! !!!
!
!
!
!
!
!!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!!
! !!
!!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
! !!!
!
!! !
!!
!
!!
!
!
!!
!!
!!
!
!!!!
!
!!
! !! !
!
!
!!
!!
!
!!
!
!
!!
!!
!!
!
!!
!
!
!
!!
!!
!!
!
!!!! !! !
!
!
!
!
!
!!
!
!!
!! !
!
!
!!
!
!
!
!
!
!
!! !
!! !
!
!
! ! !!
!
!!!
!! !
!!!!!
! !!!
!!
!
!
!
!
!
!!
!!!!
!
!
!
!
!
!
!!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
! !!
!!!
!
!!
!
!
!
! !!
!
!
!
!
!!
!
!
!!
!
!
! !!
!!
! !!
!
!
!
!
!
!
!
!
!
!!
!!!
!
!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!! !
!
!
!!!
!! !
!
!!
!
!
!
!!!!
!
!! !
!
!! !
!
!
!!! ! !!!!
!
!!!!!
!
!
!
!
!
!!
!
!
!
!
!!
!! !! !!
!
!!!!
!
!
!
!
!
!!
!
!!
!
!!!
!
!
!
!!!
!
!
!!
!
!
!!
!
!!!
!
!
!!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
! !!
!
!!
!
! !!
!
!! !
!!!!! !!!!
!
!
!!
!
!
!!!
!
!!
!
!!
!!!
!!
!
!
!!!
!!!!!!!!!!! !!!!
!
!!! !!
!
!
!
!
!
! !!!!!
!
!
!!
!
!
!
!!
!!
!
!
!!
!
!
!
!
!
!
!! !
!
!
! !! !
!
!
!
!
!
!!
!
!
!!
!! !
!
!!
!
!
!
! !!!
!
!!
!
!!
!! !
!!
!
!!
!!
!!
!
!
!
!
!
!
!
!
!!!!!
!
!!
!
!!!!!!!
!!
!!!!!! !! !
!
!
!
!! ! !!
!
!! !!! !!!!!!!!!!
!
!!! !
!!
!!! !!
!
!!
!
!
!!
!
!
!
!
!! !
!
!!!!!!!!!!!!!!!!!!!!!!!!!!
!
!!
!
!
!
!!!!!!!
!
!
!
!
!!
!!!! !!!!!!!!!!
!
!
!!
!
!
!
!
!!
!
!
!!!
!
!
!
!!!!!!!! !
!
!!! !!! !
!
!!
!
!
!
! !!!!!!!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!!
!!
!!
!
!
!
!
!!
!
!
!!
!!
!
!!
!!
!
!! !!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!!!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!! !
!!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!!!
!
!
!!!!
!
!
!!
!
!
!
!!
!
!
!!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!! !!!
!
!!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!!!!!
!!
!
!
!!
!!
!
!
!!!
!!
!
!!
!
!
!!
!
!
!
!
!!!!!!
!
!
!
!!
!
!!
!
!!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!! !!
!
!
!!
!!
!! ! !
!!!
!!
!
!
!
!
!!!
!
!!
!
!
!! !
!
!!
!
!! !
!!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!!!
!
!
!
! !!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
! !!
!
!
!
!!
!
!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
! !!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!!
!!!!
!
!
!
!
!!
!
!
!
!!!
!
!!
!
!
!
!!
!
!!
!
!!
!
!!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!! !
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!!
!!
!!
!!
!
!!
!
!!
!
!!!
!!
!!
!!!
!!
!
!!
!
!
!
! !!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
! !!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!!
!
!
!
!
!
!!
!
!
!
!!
!!
! !!
!!
!
!
!
!!
!
!
! !!
!
!
!
!!
!!
! !!!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!! !
!
!
!!
!
!!
!
!
!!
!
!
!
!!
!!
!
!!
!!!!!
!
!!
!
!
!
!!
!
!
!
!
!
! !
!
!
!
!
!!
!
! !
!
! !! !
!
!
!
!
!
!
!
!
!
!
!!
!
!! !
!
!!!!!
!
!
!
!
!
!
!!!
!
!
!
!
!! !!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!
!!!!!
!
!!
!
!
!
!
!
!
!
!!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!! ! !
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!!
!
!! !
!!!!
!!
!
!!!
!
!
!
!
!!
!
!
!
!!!
!!
!
!
!
!
!
!
!
!
!!! !!! !!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!!!!!
!
!!
!
!
!
!
!
!
!
! !!
!
!!!
!
!
!!!
!
!!!!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!!!!!
!
!!!!!!!!! !!!!!!!!!! !!!!!!
!
!
!!
!!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!!
!
!
!
!
! !!
!
!!!!!
!
!!! !!!
!! !
!
!
!!
!
!!
!
!!
!!!!!!
!! !!
!!!
!
!
!!
!
!
!
!
!!!
!!!
!
!
!
!
!
!
!
!
!
!
!!! !!!! !!
!!
!
!
!!
!
!
!!!!
!
!
!
!
!!
!!!
!
!
!
!
!! !!!! !
!!!
!!!!
! !!!
!
!
!
! !!
!
!!
!
!
!!!
!!
!!
!!
!
!
!
!
!
!!
!!
!
!
!
!
!!
!!
!
!
!
!!!
!!!
!!
!!!!!!
!!
!!!
!
!
!!
!
!
!
!
!!
!
!!
!
!
!
! !!
!
!!
!
!!
!!!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
! !!
!
!
! !!!!!!
!
!!!!!! !!!
!
!
!!
!!
!
!
!!!
!
!!!! !!!!
!
!!
! !!
! !!
!
!
!
!
!
!
!
!!
! !!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!! !!
!
!!
!! !! ! !
!
! !!!! !!!
!!
!!!!!!!!!
!
!!!!
!
!
!!!!!
!!
!!
!
!!!! !
!!
!
!
!
!!!!
!
!
! !
!
!
!
!!
!
!!
!!
!! !!!!
!!
!
!
!
!!!!
!!!!
!
!!
!
!
!!
!
!
!
!
!
!
!
! !!! !!
!! !
!
!!!
!
!!
!
!
!
!
!!
!
!!
!
!!
!
!!!!!
!!!
!! !
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!! !! !!!! !
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!! !
!!
!!
!
!!
!!!
!!
!
!
!
!
!
!
!
!!!
!
!
!
!!
!
!
!!
!!!
!!
!
!
!
!
!
!
!
!!
!!
!!
!! !
!
!
!!
!! !!
!!
!!
!
!
!
!!!!
!
!
!!!
!!
!
!!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
! !!
!
!
!!
!
!
!
!
!
!
!!!!!!
!!!
!
!!
!!!
!
!
!
!
!!!!!
!!
!
!!
!
!
!
!!
!!
!
!
!!
!
!!
!!!
!
!!
!
!
!
!!!!
!
!
!!
!!!!!!
!!!
!!!!
!!
!
!
!!!!
!
!
!!!!
!!!
!
!!
!
!
!!!!!!
!
!
!
!
!!!
!
!!
!
!!
!!!!! !!
!
!
!
!
!
!!!
!
!
!
!
!!!!!!!!!!
!
!! !
!
! ! !!
!
!!
!
!
!
!
!
!
!
!
!!!!!!! !!
!
!!! !!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
! !!
!
!
!
!!
!
!! !!!
!
!
!!
!
!!
!
!
!
!!
!
!!
!
!
!!
!
!
!
!!
!
!!
!
!!
!!
!!
!
!
!! !
!
!!
!!
!
!
!!
!
!!
!
!
!!!!
!
!
!!
!
!
!
!
! !!!
!!!
!
!
!
!
!!
!
!
!!
!
!!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!!!
!!
!
!!!!!!
!
!
!!
!
! !!
!
!!
!
! !!
!
!
!
!
!
!
!
!
!
!!
!
! !!
!!
!!!!
!
!
!!!!
!
!
!
!
!
!! !
!!
!!
!
!
! !!
!
!!
!
!
!
! !!
!! !
!!!!
!!! !!!
!
!!
!
!
! !!
! !!!
!
!
!
!
!
!
!
!
!!
!
! !!
!
!
!!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!!!!
!
!
!!
!
!!!
!!
!
!!!
!!
!! !
!
!!
!
!
!
!
!!!!!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!!
!
!
!!
!!
!!
!!
!
!
!
!
!!!!!
!
!
!!
!!
!
!!
!
!
!
!
!
!
!
!
!!
!!
!
!
!!
!
!!!
!!
!
!!!
!
!!!
!!
!
!!
!
!!!!!
!
!!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!!!! !!! !!
! !
!
!
!
!!
!!
!!
!
!
!
!
!
!!!!!
!
!!
!
!
!
!!!
!
!!!!!
!!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!!
!
! !! !
!! !
!
! !! !
!
!
!!!! !
!! !
!!!!!
!
!
!
!!
!
!!!!!
!
!!!
!
!!!!
!
!!
!
!
!
!
!
!
!! !
!
!!! !!!
!
!!
!!
!
! !!
!
!
! !! !! ! !! !
!
!!
!!
!
!
!
!!!!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!!
!!!!
!
!!
!
!!
!
!
!
!
!!!
!
!
!!
!!
!
! !!
!
!
!
!!
!
! !!!
! !!
!
!
!!
!!
!!!!!
!!
!
!
!
!
!
!!
!
!!
!
!
! !! ! !!
!! !
!!!
!
!!
!
!
!!!
!
!!!!
!!
!
!
! !! !
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!!
!
!
!
!
!!!
!!
!
!
!
!
!
!
!
!
!
!
!!
! !!
!
!!
!
! !
!!
!
!!!!!!!
!!
!! ! !!
!
!
!
!
!!
!
!!
!
!!!!
!!!
!!!
!
!
!!!!!
!
!
!! !
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!!
!
!
!
!
!!
!
!!
!!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!!!!!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!!
!
!!
!! !
!!
!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!!
!
!
!!!
!!!!
!!!!!
!!
!!!!!!!!
!!!
!!!!!!!!!!!!!!!
!
!!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!!!
!!!!
!
!
!
!
! !!
!!
!!
!
!!
!
!
!
!
!!!
!!!!
!!!!!!
!!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!! !
!!!!!!!!!
!!
!
!
!
!!!
!!!!
!
!
!!
!!
!!! !!
!!
!
!!
!
!!!!
!
!
!
!!!!!
!!
!
!
!
!
!!
!
!
!
! !! !
!
!!
!
!!!
!
!
!
!
!
!
!
!
!
!
!! !
!
!!
!!
!
!!
!!!!!
!
!
!
!
!
!!!
!
!
!
! !
!!
!
!
!
!
!
!!
!
!!!!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!!!
!
!
!!
!
!
!!!!!!!
!! !
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!!!!!!!!!!!!!
!
!
!!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!!!!! !!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!
!! ! !
!
!
!
!!
!
!
!!!
!
!! ! !! !!
!
!!
!
!
!!
!
!!
!!!!!!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!
!!!!
!!!!!!!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!
!
!!
!!!
!! !!! !
!
!! !
!
!!
!
!
!
!!!
!!
!! !
!
!! !
!
!!
!
!
!
! !!!
!!!
!
!
!!!
!!
!!
!
!
!!
!
!!!!
! ! !!
!!
!
!
!!
!
!
!!
! !!
!
!
!
!!!!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!!
!!!!
!
!
!!
!
!
!
!
!
!!
!
!!
!
!
!!!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!! !
!
!
!
!
!!!
!!
!
!
!
!!
!
! !
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!! !
!
!
!!
!
!
!!
!
!!!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!
!
!
!! !
!
!
!
!!! !
!!
!
!
!!
!
!!!
!
!! ! !! !
!!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
! !!
!
!!
!
!!
! ! !!
!
!
!
!
!!
!!
!
!!
!!
!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!! !
!
!!
! ! !!
!!
!
!!
!!
! !!
!!
!
!!
!!
!
!
! !!!!
!!
!!!
!
!
!
!
!
!!
!
!!
!
!
!!
!
! !!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!
!
!!
!!
!!
!!
!
!
!
!
!
!
!
!
!
!! !! !
!!!
!!
!!! !!!!
!
!
!
!
!
!
!
!
!
!
!
!
! !!!!!
!
!!
!
!! !!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!!!
!
!
!
!
!
! !!
!!! !
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!!
!!!
!
! !!!!!!!!!
!!!! !!!!!!! !!!!!!!
!
!
!!
!
!
!
!!
!
!!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!!
! !! !
!
!
!!!!
!
!
!
!!!
!
!
!!!
!
!!!
!!
!! !
!
!
! !! !
!
!!
!
!
! !!
!!!
!!
!
!
!
!!
!
!!!!!!!!
!
!
!
!!
!
!!
!!
!
!! !
!!
!!!!!!!
!
!
!
!
!
!!
!!
!
!!
!
!
!
!!!! !
!
!
!
!!
!
!
!
!!!!
!!
!
!
!
!
!
!!
!! !
!
!
!
!
!
!
! !
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
! ! !!
!
!!
!! !!!
!
!
!
!!
!
!
!
!
!! !
!
!
!
!!
!
!
!!
!
!
!! ! ! !!
!
!
!
!
!
!!!!!!!
! !!
!!
!!
!
!!!!
!!!
!
!
!
!
!!!!!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!!
!!!!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!!!
!
!!
! !!
!
!! ! !
!! !!!!!!!
!
!
!
!
!
!
! !!
!
! !! !
!
!
!
!! ! !
!!
!!
!
!!
!!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!! !
!
!!!
!
! !!
!!
! !!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!!!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!!!!!
!
!!
!
!
!!
!!
!!
!! !
!
!
!
!! ! !
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!
!
! !! !
!
!!
!
!
!!!!
!
! !!
!
!
!
!
!
!!!!! !
!
!
!
!
!
!
!
!
!!!
!!
!
!
!
!
!
!!
!! !!
!
!
!!!!!
!
!
!
!! !
!!
!
!!
!!!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!
! !!
!
!!
!
!
!
!!!
!!!
!!
! !!
!
!
!
!
!
!
!
!
!!
!!!
!
!!!
!
!!!
!
!
!
!!!
! !!
!! !
!
!
!
!
!!
!! !!!! !!!
!
!
!!!!!
!
!!
!
!
!!!
!
!
!!!!! !
!
!
!
!
!
!
!
!
!! !
!
!
!
!!
!
!
!
!! !!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!!!! !
!
!
!!
!!
!
!!
!
!
!
!!
!
!
!!
!
!
!!
!!!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
! !!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!
!!
!
!
!
!
!
!!!!!
!
!
!
!
!!! ! !
!
!
!
!
!
!!
!
!
!
!
!
!
!
! !!!
!
!
!!!!!!!!
!
!!!!!!! !
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!!
!
!!!!!!!!!!
!
!
!
!
!
!
!
!!
!
!
!
!
!! !
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!! ! !
!
!!
!!
!
!
!
!
!
!
!
!
!
!! !!!
!
!!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!! !
! !
!
!
!!
!!
!
!
!
!
!
! !!!
!
!
!
! !!!!
!
!
!
!
!
! !!
!
!
! !!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!!
!
!!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!!!!!
!
!
!!
!
!!
!
!
!!
!
!
! !! !
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!!
!!
!!!
!
!!
!
!
!
!
!
!
!
!!!!!
!!!!!!!! !!
!!!
!
!!
!
!
!
!
!
!
!!!!!
!!
!!
!
!
!
!!
!! !
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!!
!!
!
!
!
! !!
!
!
!!!!!! !!!
!
!! !
!
!
!
!
!
!!!
!
!!!!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!
!
!!
!
!
!
!!
!!!!
!!
!
!!
!
!!
!
!
!!
!
!!
!
!!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!! !
!
!
!
!
!
!
!!
!!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!!
!
!
!
!
!!!
!!!
!!!!
!
!!!!!
!
!
!!
!
!!
!
!!
!! !
!
!
!
!
!!
!
!
!!
!!!!
!
!
!
!
! !!
! !!!!
!!
!
!
!
!
!
!!
!
!!
!
! !!
!
!
!!
!
!
!
!
!
!!
!
!!
!!!!
!
!
!!!
!
!!!
!
!
!
!
!!!
!!
!
!
!
!
!!!
!!!
!!
!!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!!!
! !!!!
!
!
!
!
!
!
!
!!!!
!
!!!
!!
!
!
!!!
!
!
!
!
!
!
!
!!!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!! !
!
!!
!
!
!
!!
!!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!!
!
! !!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!! !
!
!
!!
!
!
! !! !!
!!
!!
!
!
!
!
!
!
!
!
!
!
!! !!
!
!
!
!
!!!
!!!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!! !
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!!
!
!
!!!
!!
!
!!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!!
!
!!
!
!
! !! !
!
!!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!! ! ! !!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!!!!
!!
!!
!
!
!
!
!
! !! !
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!!!!!
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!!
! !!
!!
!
!
!
!
!!!!
!
! ! !! !! !
!
!
!
!
! !!
!!
!
! !! !
!!
!
!
!
!
!!
!
!!!!!
!
! !! !
!
!
!
!
!
!!!
!
!! !!!
!
!
!
!! !
!!! !
!
!!
!!!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!!!!!!!!
!
! !! !
!!! !!!!!!!!!
!!!!
!
!!! !!
!
!
!
!
!
!!!
!
!
!
!
!
!!
!
!
!
!
!!
! !!
!
!
! !!
!!
!!!!
!
! !!
!!!!
!
!! !
!
!!
!
!
!!
!!!!
!
!
!!!!!
!
!
!
!
!
! !!
!
!!!!!!!!
!!
!!
! !!!!
!! !
!
!
!
!
!
!
!
!!!!
!
!!! !!!!!!!!!!!! !!!!
!!
!
!
!
!
!
!
!! !
!!
!!
!!
! !!
!!
!!!
!! !! !
!
!
!
!
!!
!!!!
!
!
!
!!
!
!!
!!
!!!
!!
!!
!! !!! !!! !
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!!
!
!
!
!!
!!!
!
!!
!
!
!
!!
!
!
!!
!!! !
!
!!
!
!
!!!!!
!!
!
!!
!
!!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!!!!
!!
!
! !!
!
!!
!!!!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!!!!!!!!
!
!!
!
!!
!!
!!
!
!
!!
!
!!
!
!!
!!
!!! !
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!! !
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
! !!!!!!
!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
! !!!!!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
! !!
!
!!
!!!
!
!!
!
!
!
!
! !! !
!
!! !! ! !
!
!!
!!
!
!!
!
!
!
!
!
!
!! !
!
!
!
!!
!! !!!!!
!
!
!
!
!!
!
!!!
!!
!
!! !
!
!
!
!
! !!
!
!
!
!!
!
!!
!!!!!
!
!
!
!
!!
!
!
!!
!
!
!
!!
! !!
!
!
!
!!
!
!!
!
! !!
!
!
!
!!
!
!!
!
!
! !!
!
!
!!!!!
!!
!
!!
!
!!
!
!!
!!
!
!
!
!
!!
!!
!
!!
!
!!
!
!
!
!
!! !!
!!!! !
!
!!!
!
!
!
!!
!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
! ! !! ! !
!
!
!
!
!
!
!!
!
!!
!
! !!
!
!
!
!
!
!
!
!! !
!
!
!!
!!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
! !!
!
!
! !!
!!
!
!
! ! !!
!
!!
!!
!
!
!!
!
!
!!
!!!!!!!!
!
!
!
!
!
!
!!
!!!!! !
!
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!!! !
!
!
!
!
!!!
!!
!
!
!!!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!!
!
!!!!!!!
!
!
!!
!!
!
!!
!! !!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!!!
!
!
!!
!
!
!
!
!
!!!!! !
!!
!
!
!! !
!!
!
!
!
!
!
!
!!
!
!!
!
!!
!
!
!
!
! !!
!!!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!!
!!
!!
!
!
!!!
!
!
!
!!
!
!
!
!
!
!
! !!
!
!!!
!
!
!
!
!!
!
!
!
!
!
!!! !!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!!!
!!!!
!
!!!!
!
!
!
!! !
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!!
!
!
! !!! !!!!
!
!
!
!
!! !
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!!
! !!!
!
!
!
!
!!
!
! !!
!!!
!
!
!
!
!!
!
!
!
!
! !
!!
!
!!
!
!
!
!!
!
!!!!
!
!!!! !!
!
!
!
!!!
!
!!
!
!
!! !
!! !!
!!!
!!
!!
!
!
!
!
!
!!
!!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!!
!
! !!! !
!
!
!!
!!
!
!
!
!
!
!!
!
!
!
!!
!
!! !
!
!
!
!!
!
!
!
!
!
!
!
!!! !! !!!
!
!
!! !
!
!
!
!!!
!!
!
!
!!
!!
!
!
!
!
! ! !!
!
!
!!
!! ! ! !
!!
!
!
!
!!
!
!
!
!
! !! !
!
!!!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!!!!!
!!!!!!!!!!!!! !!
!!!
!
!
!!
!
!
!
!!
!!!
!
!
! !! !
!! !
!!
!
!!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!!!!
!
!!
!
!!
!
!
!
!!
!
!
!!
!
!
!!
!!
!
!!
!
!
!
!!!!!
!!
!!!
!!
!
!
!
!
!!!!!!!!
!
!
!
!!!
!
!
!
!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!!!!
!
!
!
!!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
!
!!
!
!
!!!
!
!
!
!
!! !
!
!
!
!
!
!
!!
! ! !!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!!
!
!
!
!
!
!!
! !!!!!
!
!
!
!
!
!!
!
!
!
!!
!
!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!!
!
!
!
! !!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!!
!
!
!! !
!
!
!
! !!
!
!!
!
!!
!
!
!!
!
!
!
!! !
!
!
!
!!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
! !!
!
!
!
!
!
!
!
!
! !!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!
!
!
!
!
! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
! !!!!!!!! !!!!!!!!!!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!! !
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!! !
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!!
!
!
!
!
!!!
!!
!
!
!
!
!
!
!
!
!
! !!
!
!!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!
!!
!!
!
!
!
!
!
!!
!
!
!
!
!!!!!
!
!
!
!
!!
!
!
!
!!
!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
! ! !!
!
!!!
!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!!!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!!!
!!!!!
!!!!!!
!!!!!!!!
!!
!! !!
!!!!!!!!!!!
!!!!!!!!!
!!!!! !!!!!!!!!!!!!!
!
!!!
!!!
!
!!
!!
!
!
!!!!
!!!!!!
!
!!
!
!!!!
!
!!!!!!!
! !!!!
!
!
!
!
!!
!!!!!!
!
!!!!!
!!!!!!!!!!!!
!!!!
!!
!!!!
!!!
!!
!!
!!!! !!!
!!!!!
!!!
!!
!!
!!!
!!!!!!!! !!!!!!!!
!!!!!!!!
!!!!
!!!!!!
!!!
!!
!!!
!
!
!
!
!
!
!!!!!!
!
!!
!!!!!!!!!!!!!
!!
!!!!
!!! !!!!!!!!!!!!!!!!!!!!!!!!!
!!!
!!!!!!!!!!!
! !!!!!!!
!!!
!!
!!!!!!!!!!
!!!!!!!!!!!!!!!!!!!!!!!!!!!!
!!
!!!!!!!
!!!!!!!!!!!!!!!
!
!!!!
!!!!!!!!!!!!!!
!!!!!!!!
!
!!!
!
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
!!
!
!!!!!
!!!!!!
!
!!!!
!!!!!!!!!!!!!!!!!!!!!!!!!!
!!
!
!!!!!!!!!!!!!!!!!
!
!!!!!!!!!
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
!!!!!!!!!!!!!!
!!!!!!
!
!!!
!!
!!!!!!!!!!!!!!!!!!!!! !!!!
!!!!!!!!!!!!!! !!!!!!!!!!!!!!!
!
!
!!!!!!!!!!! !!! !!!!!!
!
!!!!!!!!!!!!!!!!!!!!!!!!
!
!!!!!!!!!!!!!!!!!!!!!!!!!!!! !!!
!
!!!!!!!!!!!!!!!!!! !!!!!!!! !!!!!!!!!!!!! !
!!!
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! !!!!!!!!
!
!!
!!!!!!!!!!!!
!
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!! !!!!
!!
!
!
!!
!!
!!!
!!!
!!
!!!!
!
!
!
!!!!!
!!!!!!!!!!!!!!!!!!!!!!!!!!!
!
!
!
!
!!!!
!
!!!!!!!!!!!
!!!!!!!!!!!!!!
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
!!
!!!!!!!!
!
!!!!!!
!
!!!!!!
!!
!!!!
!!!
!!
!!!
!
!
!!
!!!!!!!!!
!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
!!!!!!
!!!
!!!!!!!!!!!!!!!!!!!!!!!!!!!! !!
!
!!!! !!!!
!!
!!!
!
!!
!!
!
!!!!!
!!!!!!!
! !!!!!!!
!!!!
!!!!!
!!
!!
!
!!!!!!!!!!!!!!!!!!!
!!!!!!!!!!!!
!
!
!!!!!
!
!
!
!!!!
!!!
!!
!
!
!
! !!
!
!!!
!
!
!
!!!
!!
!
!
!
!
!!
!
!!!! !!!
!
!
!!
!
!
!
! !! !!
!
!
!
!
!
!
!!!!
!
!
!
!
!
!!
!
!
!!
! !!
!
!
!
!
!
!
!!
!!
!!
!!
!
!
!
!
! !! !!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!!
!
! !! !
!
!! !!!!!! !!!!!!!!!!!!!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!!!
!
!
!!
!
!!
!
!
!
!
!
!
!
!
!!
!
!!
!!
!
!
!
!
!
!
!
!!!
!!
!
!
!!
!
!!!!
!!!
!
!
!
!!!
!
!!
!
!
!
!!
!
!
!
!
!!
!
!
!
! !!!!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!
! !
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
! !!
!
!
!
!
!!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!!
!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!!
!
!!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
! !!
!
!
!
!
!! !
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!!
!
!
!
!
!
!
!
!
!
!
!
!
Appalachian
Basin
Michigan
Basin
Ill inois
Basin
Western
Gulf Basin
Williston
Basin
Denver
Basin
Permian
Basin
TX-LA-MS Salt Basin
Fore st City
Basin
Powder
Riv er
Basin
Ft.
Worth
Basin
Sacramento Basin
Anadarko
Basin
Uin ta
Basin
Paradox
Basin
Arko ma Basin
Greater Green
River Basin
Black Warrior
Basin
Palo Duro Basin
Cherokee Platform
San Juan
Basin
Montana
Thru st
Belt
Wyoming
Thrust Belt
Bighorn
Basin
Wind River Basin
Ventura
Basin
Raton
Basin
Los Angeles
Basin
Ardmore Basin
Piceance
Basin
Hanna-Carbon
Basin
Gulf Cenozoic OCS Area
Gulf Mesozoic
OCS Area
±
0 200 400100 300
Miles
N. Central
Montana Area
NW
Shelf
Eastern
Shelf
Ana da rko
Shelf
Inter-Basin Ar eas
Basins and OCS Areas
Gas Production,
Last Reported Year
(Billions of Cubic Feet)
50.1 - 290
20.1 - 50
5.1 - 20
0 - 5
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: U.S. Energy Information Administration

30 EIA, Maps: Exploration, Resources, Reserves, and Production (June 6, 2010), https://www.eia.gov/oil_gas/rpd/tight_gas.pdf.
31 Derived from EIA, U.S. Natural Gas Imports by Country, Annual (accessed October 2022), https://www.eia.gov/dnav/ng/NG_MOVE_IMPC_S1_A.htm.
32 See EIA, U.S. Natural Gas Exports and Re-Exports by Country, Annual (accessed October 2022), https://www.eia.gov/dnav/ng/ng_move_expc_s1_a.htm.
33 Derived from EIA, Natural Gas Summary, Imports and Exports, U.S., Annual (accessed October 2022), https://www.eia.gov/dnav/ng/ng_sum_lsum_
dcu_nus_a.htm.
34 See FERC, Existing and Proposed Terminals (October 26, 2022), https://www.ferc.gov/natural-gas/lng.
natural gas from Trinidad and Tobago and other gas-
exporting nations.

Although the U.S has owed natural gas through pipelines
to Canada and Mexico for decades, total exports only
began to rise following the rst large scale exports of LNG
that started in 2015 and ramped up in 2016 (see discussion
on LNG following). Since then, exports have risen by nearly
4 times its 2016 levels.

As a result of these developments,
the U.S. became a net exporter of natural gas in 2017 for
the rst time since 1957.

FERC sta provides locations for
existing, FERC-approved and proposed LNG Import and
Export terminals on FERC’s website.

Liqueed Natural Gas
Liqueed natural gas (LNG) is natural gas cooled to
minus 260 degrees Fahrenheit to liquefy it, which
reduces its volume by 600 times. The volumetric
reduction makes it possible to economically transport
natural gas in ships and trucks to locations not
connected by a pipeline network.
FERC JURISDICTION
FERC has exclusive authority under section 3 of the
NGA, 15 U.S.C. § 717b, to authorize applications for
the siting, construction, expansion, and operation
of facilities for imports or exports of LNG. This
Texas-Louisiana-
Mississippi
Salt Basin
Greater Green
River Basin
W. Gulf Coast Basin
Appalachian
Basin
Wind River Basin
Eastern
Shelf
NW S he lf
Abo
Sussex-Shannon
Muddy J
Mesaverde-
Lance-Lewis
Medina/Clinton-Tuscarora
Bradford-Venango-Elk
Berea-Murrysville
Piceance
Basin
Bossier
Williston
Basin
Ft Worth
Basin
Davi s
Bighorn Basin
Judith River-
Eagl e
Permian
Basin
Anadarko
Basin
Denver Basin
San Juan
Basin
North-Central
Montana Area
Uint a B as in
Austin Ch alk
Codell-Niobrara
Penn-Perm Carbonate
Niobrara Chalk
Dako ta
Morrow
Mesaverde
Thirty-
One
Cleveland
Ozona Canyon
Wasatch-
Mesaverde
Red Fork
Mesaverde
Granite Wash
Stuart City-Edwards
Bowdoi n-
Greenhorn
Travis Peak
Olmos
Cott on Valley
Vicksburg
Wilcox Lobo
Pictured Cliffs
Cretaceous
Cretaceous-Lower Tertiary
Mancos-
Dako ta
Gilmer Lime
0 200 400100 300
Miles
±
Inter-Basin Ar eas
Tight Gas Plays
Basins
Stacked Plays
Deepest / Oldest
Shallowe st / Youngest
 n  n FEDERAL ENERGY REGULATORY COMMISSION
authorization, however, is conditioned on the
applicant’s meeting of other statutory requirements
not administered by FERC for various aspects of the
project. In addition, the DOE has authority over the
issuing of permits to import and export the commodity.
The U.S. Coast Guard (USCG)

and Department of
Transportation’s Pipeline and Hazardous Materials
Safety Administration (PHMSA)

also have regulatory
authority over LNG facilities. Under NGA section 3, FERC
shares ongoing oversight over the safety of LNG facilities
in operation.
THE LNG SUPPLY CHAIN
Natural gas is sent through the pipeline network to
liquefaction facilities for conversion to LNG. These
liquefaction facilities, which convert methane from a
gas to a liquid, are major industrial complexes, typically
costing $10 billion or more, with some costing as much
as $50 billion.

Once liqueed, the LNG is typically
transported by specialized ships with cryogenic, or
insulated, tanks.
When LNG reaches an import (regasication) terminal,
it is unloaded and stored as a liquid until ready for
sendout. To send out the gas, the regasication terminal
warms the LNG to return it to a gaseous state and then
sends it into the pipeline transportation network for
delivery to consumers. Currently, global regasication
is approximately 2.15 times the amount of liquefaction
capacity.

Excess regasication capacity provides
35 The USCG exercises regulatory authority over LNG facilities which aect the safety and security of port areas and navigable waterways. Specically,
the USCG is responsible for matters related to navigation safety, vessel engineering and safety standards, and all matters pertaining to the safety
of facilities or equipment located in or adjacent to navigable waters up to the last valve immediately before the receiving tanks. The USCG also has
authority for LNG facility security plan review, approval, and compliance verication and siting as it pertains to the management of vessel traic in
and around the LNG facility.
36 PHMSA has exclusive authority to establish and enforce safety regulations for onshore LNG facilities. PHMSA inspects LNG facilities and operators
to enforce compliance with the safety standards for LNG facilities used in the transportation of gas by pipeline.
37 See, for example, Cheniere Energy Partners, L.P., Annual Report, SEC Form 10-K, at 4 (February 24, 2017), https://www.sec.gov/Archives/edgar/
data/1383650/000138365017000011/cqp2016form10-k.htm#s569b7029a90e4dd19894f10c84a51e70.
38 Derived from International Group of LNG Importers, The LNG Industry: GIIGNL Annual Report 2022, Key Figures 2021, at 4, https://giignl.org/wp-
content/uploads/2022/05/GIIGNL2022_Annual_Report_May5.pdf.
39 EIA, Understanding Natural Gas and LNG Options, at 218 (November 2016), https://www.energy.gov/sites/prod/les/2016/12/f34/
Understanding%20Natural%20Gas%20and%20LNG%20Options.pdf.
40 See FERC, North American LNG Import Terminals – Existing, Approved not Yet Built, and Proposed (October 26, 2022), https://www.ferc.gov/natural-
gas/lng.
greater exibility to LNG suppliers, by enabling them to
deliver cargoes to the highest-priced markets.
The cost of the LNG process is $2-$10 per million
British thermal units (MMBtu), depending on the costs
of natural gas production and liquefaction and the
distance over which the LNG is shipped. Liquefaction
and shipping form the largest portion of the LNG supply
chain costs, while regasication is the least of any of the
cost components. The cost of a regasication facility
varies considerably; however, the majority of these costs
arise from the development of the port facilities and
the storage tanks. A 700 MMcfd regasication terminal,
which converts methane from a liquid to a gas, may cost
$500 million or more.

LNG IN THE UNITED STATES
The U.S. was historically an importer of LNG, with
greater regasication capacity than any other country
except Japan. As of 2022, there were 10 LNG receiving
or regasication terminals in the continental U.S., with
approximately 18 Bcfd of import capacity.

All of these
facilities are on the Gulf or East coasts, or just oshore.
Additionally, the U.S. can import regasied LNG via
pipeline into New England from the Saint John LNG
terminal (formerly Canaport) in New Brunswick, Canada.
The Energia Costa Azul LNG terminal in Baja California,
Mexico, which became operational in 2008, provided for
the ow of re-gasied LNG from Mexico into Southern
California. In 2019, Energia Costa Azul received DOE
 n  n FEDERAL ENERGY REGULATORY COMMISSION
authorization to export natural gas from the U.S. to
Mexico and re-export LNG to Free Trade Agreement (FTA)
and Non-FTA countries.
Between 1999 and 2012, the U.S. met between 1 to
3 percent of its natural gas demand through LNG
imports.

LNG imports to the U.S. peaked at about
99 Bcf/month in the spring of 2007.

Subsequently,
competition from relatively low-cost U.S. shale gas
production has trimmed imports, aecting Gulf Coast
terminals the most. Currently, less than 1 percent of
U.S. natural gas demand is met through LNG imports.

Roughly 90 percent of the total LNG delivered to the
United States and Puerto Rico was under long-term
contracts in 2021.

The remainder of the LNG enters the
U.S. under short-term contracts or as spot cargoes. The
cost for the natural gas commodity to be liquied and
exported is generally tied to the closest trading hub to
where the terminal is located. For instance, the cost of
natural gas feeding into the Sabine Pass export terminal
may be priced o of the Henry Hub trading point.

Starting in 2010, numerous proposals to export
domestically produced LNG were prompted by
increased U.S. natural gas production, largely due to
shale gas. No large-scale liquefaction facilities existed
in the continental U.S. at the time, though the now
non-operational Kenai LNG plant in Nikiski, Alaska had
produced small volumes since the late 1960s. Cheniere’s
Sabine Pass LNG was the rst LNG export terminal in
the lower 48 US states, shipping its rst cargo in 2015.
The facility is a large LNG terminal which is capable of
processing over 4.55 Bcfd of natural gas. Sabine Pass was
41 Derived from EIA, Natural Gas Summary, Imports and Exports, Consumption, U.S., Annual (accessed October 2022), https://www.eia.gov/dnav/ng/
ng_sum_lsum_dcu_nus_a.htm.
42 Derived from EIA, Natural Gas Summary (accessed October 2022), https://www.eia.gov/dnav/ng/ng_sum_lsum_dcu_nus_a.htm.
43 Derived from EIA, Natural Gas Summary, Imports and Exports, Consumption, U.S., Annual (accessed October 2022), https://www.eia.gov/dnav/ng/
ng_sum_lsum_dcu_nus_a.htm.
44 Derived from Department of Energy, Oice of Fossil Energy and Carbon Management, LNG Monthly 2021 (accessed December 2021), https://www.
energy.gov/fecm/articles/lngmonthly-2021.
45 The Sabine Pass export terminal is located along the coast of the Gulf of Mexico in Cameron Parish, Louisiana. The Henry Hub trading point
represents natural gas shipped from the distribution hub in Erath, Lousiana.
46
See FERC, North American LNG Export Terminals – Exisng, Approved not Yet Built, and Proposed (October 26, 2022), hps://www.ferc.gov/natural-gas/lng
.
47 See U.S. Department of Transportation, Pipeline and Hazardous Materials Safety Administration, 2010+ Pipeline Mileage and Facilities, Gas Pipeline
Miles by System Type table (January 28, 2020), https://www.phmsa.dot.gov/data-and-statistics/pipeline/pipeline-mileage-and-facilities.
formerly an import terminal, from which the developers
utilized common facilities like docks and storage tanks
to add liquefaction trains.
LNG export capacity continues to grow. FERC sta tracks
existing and proposed LNG export terminals. As of 2022,
there were seven export terminals operating in the
continental U.S., with approximately 14 Bcfd of export
capacity. See FERC’s website for up-to-date information
on LNG export terminal projects.

Natural Gas Processing
and Transportation
Most natural gas production must be transported via
pipeline to natural gas consumers. To get gas from
the wellhead to consumers requires a vast network of
processing facilities and a national network of the more
than 2.6 million miles of pipelines.

Eicient markets require this network to be robust
and allow consumers to access gas from more than
one production center. Supply diversity tends to
improve reliability and moderate prices, while supply
constraints have the eect of increasing prices during
peak demand periods.
FERC JURISDICTION
The NGA gives FERC comprehensive regulatory
authority over companies that engage in either the sale
in interstate commerce of natural gas for resale or the
transportation of natural gas in interstate commerce.
FERC regulates entry into the transportation market by
 n  n FEDERAL ENERGY REGULATORY COMMISSION
issuing certicates of public convenience and necessity
under section 7 of the NGA, 15 U.S.C. § 717f, subject to
such conditions as FERC deems appropriate. To this
end, FERC reviews applications for the construction and
operation of interstate natural gas pipelines. FERC has no
jurisdiction over pipeline safety or security, but actively
works with other agencies (such as USCG and PHSMA)
with safety and security responsibilities, particularly
when FERC is overseeing restoration eorts along the
pipeline right-of-way which may take years aer a
pipeline goes into service. Applicants for a certicate
must certify in their applications that they will comply
with PHMSA safety standards. The USCG provides
FERC with a recommendation on the suitability of the
waterway to support marine traic associated with the
proposed LNG facility. FERC also regulates market exit
through its authority to abandon certicated service and
facilities, 15 U.S.C. § 717f(b).
PROCESSING
The midstream segment of the natural gas industry,
between the wellhead and pipelines, is shown in the
48 EIA, Natural Gas Explained: Delivery and Storage of Natural Gas (February 18, 2020), https://www.eia.gov/energyexplained/natural-gas/delivery-
and-storage.php.
graphic above. This involves gathering the gas from
the wellhead, processing the gas to remove liquids and
impurities, and moving the processed (dry) natural
gas to pipelines. The composition of raw, or wellhead,
natural gas diers by region. Consequently, processing
will dier depending on the quality of the natural gas.
Once a well is constructed and production starts, the
natural gas moves into gathering pipelines, typically
small-diameter lines that move the gas from the
wellhead to either a processing plant or a larger pipeline.
Natural gas may also be dissolved in oil underground,
but separates out from the oil as it comes to the surface
due to reduced pressure. In these instances, the oil
and natural gas are sent to separate processing
facilities. Where it does not separate naturally,
processing is required.
At the processing plant, various products (NGLs) and
contaminants (e.g., sulfur and carbon dioxide) are
removed from the incoming wet natural gas stream
and the gas is dehydrated. The extracted NGLs are then

Source: U.S. Energy Information Administration

 n  n FEDERAL ENERGY REGULATORY COMMISSION
49 EIA, About U.S. Natural Gas Pipelines (2007/2008), https://www.eia.
gov/naturalgas/archive/analysis_publications/ngpipeline/index.html.
50 Derived from EIA, Natural Gas Annual Respondent Query System,
EIA-757 data through 2017 (January 2019), https://www.eia.gov/
cfapps/ngqs/ngqs.cfm?f_report=RP9&f_sortby=&f_items=&f_year_
start=&f_year_end=&f_show_compid=&f_fullscreen.
51 See U.S. Department of Transportation, Pipeline and Hazardous
Materials Safety Administration, 2010+ Pipeline Mileage and
Facilities, Gas Distribution Pipeline Miles, Gas Gathering Pipeline
Miles, and Hazardous Liquid Pipeline Miles and Tanks tables (January
28, 2020), https://www.phmsa.dot.gov/data-and-statistics/pipeline/
pipeline-mileage-and-facilities.
separated into individual components by fractionation,
which uses the dierent boiling points of the various
hydrocarbons to separate them. The extracted liquids
are high-value products used by the petrochemical
industry, reneries, and other industrial consumers.
Once processing is completed, the natural gas is
of pipeline quality and is ready to be moved by
intrastate and interstate pipelines. There were about
480 natural gas processing plants operating in the
U.S. in 2017.

NATURAL GAS TRANSPORTATION
Interstate pipelines account for approximately two
thirds of the natural gas pipeline miles in the U.S. and
carry natural gas across state boundaries. Intrastate
pipelines account for the remaining one third, and
have similar operating and market characteristics.

The interstate network moves dry natural gas from
producing areas to LDCs, large industrial customers,
electric power plants, and natural gas storage facilities.
The pipelines, which generally range in diameter from
16 inches to as large as 48 inches, move gas between
major hubs to lateral lines. Smaller diameter delivery
laterals then transport gas to end-users and LDCs.
The large pipelines are known as mainline transmission
pipelines and typically consist of steel suicient to
meet standards set by PHMSA. These pipes are also
coated to reduce corrosion. Smaller distribution lines,
which operate under much lower pressures, may be
made of plastic materials, which provide exibility
and ease of replacement.
Source: U.S. Energy Information Administration

The United States natural gas market relies
on extensive infrastructure:
Roughly 303,000 miles of large-diameter,
high-pressure inter- and intrastate
pipelines make up the mainline pipeline
transportation network, run by more than
210 companies.
More than 1,400 compressor stations
maintain pressure on the natural gas
pipeline network.
More than 5,000 receipt points, 11,000
delivery points, and 1,400 interconnection
points implement the ow of gas across
the United States.
More than 20 hubs or market centers
provide additional interconnections.
Over 400 underground natural gas storage
facilities increase the exibility of the
system.
49 Pipeline border crossings enable natural
gas to be imported or exported.
There are 10 LNG import facilities and 100
LNG peaking facilities (stored gas held for
peak demand periods).
More than 1,300 local distribution
companies deliver natural gas to retail
customers.
Natural Gas Infrastructure
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Compressor stations are typically located every 50-100
miles along the pipe to add or maintain the pressure
of the natural gas, propelling it through the pipeline.
Natural gas travels through pipelines at high pressures,
ranging from 200 pounds per square inch (psi) to 1,500
psi. The natural gas is compressed by turbines, motors,
or engines. Most facilities power the compressors with
turbines and reciprocating natural gas engines that use
some of the gas from the line to fuel their operations,
while others rely on very large electric motors.
See the EIAs website

for a map of interstate and
intrastate pipelines and the Interstate Natural Gas
Assocation of America’s (INGAA) website

for an interactive
map of major interstate natural gas pipelines in the U.S.
Metering stations are placed along the pipelines to
measure the ow of natural gas as it moves through
the system. Movement of natural gas along a pipeline
is controlled in part by a series of valves, which can be
opened to allow the gas to move freely or closed to stop
gas ow along a section of pipe. Large valves may be
placed every 5 to 20 miles along the pipeline.
Pipeline operators and engineers use supervisory
control and data acquisition (SCADA) systems to track
and control the natural gas as it travels through the
system. SCADA is a centralized communication system
that collects, assimilates, and manages the meter and
compressor station data.
HUBS AND CITYGATES
A key element of the pipeline transmission and
distribution network is the natural gas hub. Typically, a
hub is a specic point where pipeline interconnections
allow the transfer of gas from one pipeline to another.
Hubs also provide a convenient location to establish
natural gas prices.
52 See EIA, Natural gas explained, Natural gas pipelines (November 5, 2021), https://www.eia.gov/energyexplained/natural-gas/natural-gas-pipelines.php.
53 See INGAA, Natural Gas Pipelines (n.d.), https://custom.envisionmaps.net/ingaa/default.html.
54 Futures contracts allow market participants to manage price risk and to protect against price volatility. See Chapter 5: Trading and Capital Markets
for more information on futures contracts.
There are dozens of natural gas hubs in the country,
with over 20 major hubs. The dominant benchmark
point in the physical natural gas market is the Henry
Hub, which is strategically located in the Gulf Coast’s
producing area at a series of pipeline connections to
the East Coast and Midwest consumption centers. It
is located in south central Louisiana, in the town of
Erath, and comprised of 12 delivery points and 4
major receipt points. More than a dozen major
natural gas pipelines converge and exchange gas
at the Henry Hub.
In addition to market hubs, other major pricing
locations include citygates. Citygates are the locations
at which distribution companies receive gas from
a pipeline. Citygates at major metropolitan centers
oer another convenient point at which to price
natural gas.
Physical natural gas can be bought and sold at the Henry
Hub or other hubs around the country in daily and
monthly markets. In addition, the New York Mercantile
Exchange (NYMEX) established a natural gas futures
contract

centered at the Henry Hub in 1990 that gained
widespread acceptance and is generally used as the
reference price for natural gas in the U.S.
Distribution lines typically take natural gas from the
large transportation pipelines, reduce the pressure,
odorize the gas, and deliver the gas to retail customers.
While some large consumers – industrial and electric
generation, for example – may take service directly o
a transmission pipeline, most receive their natural gas
through their local gas utility, or LDC. These companies
typically purchase natural gas and ship it on behalf of
their customers, taking possession of the natural gas
from the pipelines at local citygates and delivering it to
customers at their meters.
 n  n FEDERAL ENERGY REGULATORY COMMISSION

 Arrows indicate direction of ow Source: EnLink Midstream

55 See https://sabinepipeline.enlink.com/wp-content/uploads/2019/12/Sabine-Pipe-Line-LLC-Henry-Hub-Schematic-PDF.pdf.
56 See Order No. 636, FERC Stats. & Regs. ¶ 30,939 at P 88 (1992).
Some states allow competition in natural gas service
at the local level. In these circumstances, natural gas
marketers purchase the natural gas and arrange for it
to be shipped over both the interstate pipeline network
and the LDC system.
PIPELINE SERVICES
Customers or shippers have a choice between a variety of
services on interstate pipelines. One is rm transportation
service in which an agreement is executed directly
between the pipeline and a customer, providing the
customer with rights to transport natural gas from primary
receipt point(s) to delivery points. Shippers with rm
transportation service receive priority to use their capacity
over those customers without rm capacity.
A shipper can also contract for interruptible transportation
service, which is oered to customers on an as-available
basis. This service may not be available during periods
of peak demand. Due to the interruptible nature of
the service, customers pay lower rates than those that
contract for rm service.
A secondary market for rm transportation rights
enables shippers to sell their pipeline capacity to a
third party through FERC’s capacity release program.

Services oered in the primary market can be oered
in the secondary market by the holder of the primary
service. Released capacity oers market participants the
opportunity to buy and sell from each other as well as
from the pipeline. Holders of rm capacity can release
segments rather than their full holdings, provided
segmentation is operationally feasible on the interstate
pipeline’s system. In addition, rm capacity holders can
also make deliveries on their own to secondary points
on the pipeline system to the extent capacity is available.
Sabine Mainline
Texas & Louisiana
Acadian
Sea
Robin
Southern
Natural
Texas
Gas
Trunkline
High
Trunkline
Low
Bridgeline Columbia
Gulf
Gulf
South
Jefferson
Island
NGPL
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Some interstate pipelines also provide “no-notice
service” which enables pipeline customers to receive
delivery of natural gas on demand up to their rm
entitlements on a daily basis without incurring daily
balancing and scheduling penalties. No-notice service
enables customers to receive natural gas volumes
that have not been scheduled and thereby helps meet
unexpected requirements caused, for example, by
unexpected changes in temperature
.

This service
is especially helpful to LDCs that must serve their
load without knowing their exact load level each day.
No-notice service is generally priced at a premium to
rm transportation service and is provided through a
combination of storage and transportation services.
Shippers may temporarily release this service to other
parties, using FERC-approved capacity release guidelines.
Finally, natural gas pools are points on a pipeline’s system
where natural gas suppliers aggregate supplies for sale
to buyers. They can be physical points on the pipeline
system, such as the Henry Hub in Louisiana, but they
are most oen “paper” points, such as the TCO Pool on
Columbia Gas Transmission’s system. A paper pool (also
called a virtual point) is not a physical point but is used
solely for nomination and scheduling purposes. Pooling is
an administratively eicient process that allows suppliers
to aggregate supply together at one location on the
pipeline system, rather than having to tie each individual
well or receipt point to a buyer, and deliver from the pool
to multiple delivery points. Each interstate pipeline is
required to have a pooling service and the service is oen
free. Natural gas prices are oen set for the market at the
major pooling points on the interstate pipeline systems.
Thus, adding capacity to enable additional volumes to
access pooling points benets and enhances the eiciency
of the domestic natural gas market.
FERC JURISDICTION
The NGA requires that interstate natural gas pipelines
charge just and reasonable rates for the transportation
and sale of natural gas. To promote compliance with
this mandate, the NGA requires natural gas pipelines
57 Id.
to le rate schedules with FERC and to notify FERC
of any subsequent changes in rates and charges. On
submission of a pipeline tari revision, FERC may hold
a hearing to determine whether the pipeline has met its
burden to show that the amended rates and charges are
just and reasonable.
Under sections 4 and 5 of the NGA, 15 U.S.C. §§ 717c and
717d, FERC regulates the rates, terms, and conditions
of jurisdictional transportation and sales, ensuring that
rates and charges for such services, as well as all rules,
regulations, practices, and contracts aecting those rates
and charges, are just and reasonable and not the product
of undue discrimination (15 U.S.C. §§ 717c(a) and (b)).
INTERSTATE TRANSPORTATION RATES
Pipeline transportation rates can be priced on zones or
miles, or be a xed postage stamp rate. In zonal pricing,
the price of transportation varies by the location of the
receipt and delivery points across a series of geographic
zones, and the rate is xed within each zone and across
dierent zones. Transco Gas Pipe Line is an example of
a pipeline that uses zonal pricing. Under postage stamp
rates, shippers pay the same rate for transportation
regardless of how far the natural gas is moved, similar
to the way a postage stamp costs the same amount
regardless of whether a letter is sent to New York or
California. Pipelines using postage stamp rates include
Northwest Pipeline, Colorado Interstate Gas, and
Columbia Gas Transmission.
With mileage-based rates, shippers pay based on the
distance between where the gas enters the pipeline and
where it is taken out of the pipeline. The rate is designed
to reect the distance involved in transporting the gas.
Gas Transmission Northwest (GTN), for example, uses
mileage-based rates.
Other pipelines use hybrid or mixed-rate systems.
Northern Natural Gas, for example, uses both a zonal
rate for upstream receipts and a postage stamp rate for
market area deliveries.
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: FERC

58 FERC, Coordination of the Scheduling Processes of Interstate Natural Gas Pipelines and Public Utilities, Order No. 809, FERC Stats. & Regs. ¶ 31,368,
at Appendix (2015).
Although pipelines are required to have a cost-based
transportation rate stated in their tari, many pipelines
oer shippers service at negotiated rates. These
negotiated rates are generally below the pipeline’s
cost-based rates, and pipelines are required to le these
negotiated rate contracts with FERC
SCHEDULING
Pipelines have rigorous schedules that shippers
must follow. Typically, shippers nominate natural gas
deliveries in the day-ahead market, and may update
their nominations at various points during the day
in which the natural gas ows. The Pipeline Capacity
Scheduling graphic illustrates a particular schedule.
PIPELINE USAGE OR LOAD FACTOR
Load factor measures the use of a pipeline network.
It is the average capacity used at a given point or
segment relative to a measurement of maximum
or peak available capacity. Customers with a 100
percent load factor use their maximum capacity
every day; one with a 50 percent load factor uses
its capacity only half the time. Dierent types of
customers use pipeline capacity dierently.
Historically, industrial customers have exhibited
high load factors and residential customers that
primarily rely upon seasonal natural gas to heat
homes have had lower load factors.
Cycle Cycle Description
T
Timely: Nomination sent by 1 p.m. (Central Clock Time), to be conrmed by 4:30 p.m., and to be eective for gas ow starting
at 9 a.m. next gas day.
E
Evening: Nominations sent by 6 p.m., to be conrmed by 8:30 p.m. for gas ow at 9 a.m.
ID1
Intraday 1: Nominations sent by 10 a.m., to be conrmed by 12:30 p.m. for gas ow at 2 p.m.
ID2
Intraday 2: Nominations sent by 2:30 p.m. to be conrmed by 5 p.m. for gas ow at 6 p.m.
ID3
Intraday 3: Nominations sent by 7 p.m. to be conrmed by 9:30 p.m. for gas ow at 10 p.m.
DAY 1 DAY 2
7 a.m. 1 p.m. 6 p.m.
10 a.m. 2:30 p.m. 7 p.m.
9 a.m.
Requirement
Daily Gas
Trading Period
Schedule (Timely
Cycle Nomination)
Re-Schedule(Evening
Cycle Nomination)
Re-Schedule (Intraday 1
Cycle Nomination)
Re-Schedule (Intraday
2 Cycle Nomination)
Re-Schedule (Intraday 3
Cycle Nomination)
Trade
Begin Gas Flow
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Pipelines are accustomed to serving dierent demands,
which can aect how much of their capacity is used at
various times. For example, Kern River Gas Transmission
has operated at around 86 percent of capacity since
2005, while Algonquin Gas Transmissions (Algonquin)
load factor can be considerably less at times. Algonquins
pipeline is used more seasonally than Kern River’s, with
Algonquins pipeline utilization averaging 90 percent of
the pipeline’s capacity during the winter (nearing full
utilization on very cold days) and averaging 77 percent
during the summer, spring, and fall. This utilization
pattern reects the seasonal demand in the Northeast.

PARK AND LOAN SERVICE
Park and loan service (PAL) is a way for shippers to balance
their takes of natural gas with their supply, by providing a
short-term load-balancing service to help shippers meet
their load. Using the PAL service, shippers can take less
natural gas than scheduled, thus parking their excess
supply in the pipeline at times when the demand is lower
than anticipated. If demand is higher than expected,
shippers can adjust their take upward, in eect borrowing
natural gas from the pipeline.
PAL characteristics include:
 Park and loan services typically generate low revenue
and are oered with the lowest service level priority
among all pipeline services.
 Market centers, or hubs, routinely oer these services.
 Charges are usually commensurate with interruptible
service rates.
PIPELINE CONSTRAINTS
AND CAPACITY GROWTH
Pipeline capacity limits the amount of natural gas supply
that can be delivered to a specic region and, therefore,
is a key factor in regional prices. In recent years, the
59 Derived from S&P Global Platts Natural Gas Pipeline Flow data (October 2022).
60 See EIA, The Waha Hub natural gas price continues to fall below the Henry Hub price (Sep. 20, 2022), https://www.eia.gov/todayinenergy/detail.
php?id=53919#.
61 See EIA, Advances in technology led to record new well productivity in the Permian Basin in 2021 (Sep. 30, 2022), https://www.eia.gov/todayinenergy/
detail.php?id=54079.
62 See EIA, The Waha Hub natural gas price continues to fall below the Henry Hub price (Sep. 20, 2022), https://www.eia.gov/todayinenergy/detail.
php?id=53919#.
natural gas pipeline network has expanded signicantly,
which has removed many bottlenecks and enabled
access to previously unreached supply areas.
This development includes a considerable amount
of new pipeline capacity in the Northeast, where
natural gas production has increased signicantly.
New pipelines have also increased the ow of Barnett
Shale gas into the interstate network and have reduced
congestion across the Texas-Louisiana border.
New England, on the other hand, experiences pipeline
constraints on peak demand days during the winter
months. Most of the year, there is excess pipeline
capacity into New England. However, when high
demand from the power sector coincides with peak
heating demand from LDC customers, customers
without rm (priority) pipeline service compete for the
scarce remaining pipeline capacity. This can lead to
substantial price volatility in the natural gas spot market.
The Florida Panhandle and Northern California were
also some of the most frequently constrained regions
of the country, but each region constructed signicant
new pipeline capacity. Conversely, since 2018, natural
gas production has outpaced pipeline capacity in the
Permian Basin, the second largest shale gas-producing
region in the U.S., due to associated natural gas
production rising with increasing crude oil production.

In addition, technological advancements in drilling and
completion techniques have continuously increased
productivity of new wells in the Permian Basin since
2010.

The lack of available infrastructure to transport
the abundant natural gas to high-demand regions has
frequently contributed to prices at the local Waha Hub
falling below prices at the Henry Hub.

To help reduce
pipeline constraints, two new intrastate pipeline projects
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Kinder Morgan Energy Partners’ Permian Highway
Pipeline and WhiteWater’s Whistler Pipeline, and one
interstate pipeline project, Summit Midstream Partners
Double E Pipeline came online in 2021. The additional
pipeline capacity in 2021 increased the amount
of natural gas owing out of the basin into nearby
consuming regions and narrowed the price dierence
between the Waha Hub and the Henry Hub.

All three
pipelines have announced expansion projects intended
to further expand pipeline capacity.

In addition, Kinder
Morgan’s Gulf Coast Express Pipeline Expansion, and
EnLink Midstreams Matterhorn Express Pipeline will
likely add additional takeaway capacity in 2023 and
2024, respectively.

The Oasis Pipeline Modernization
Project was completed in early 2023 will also add
additional capacity.

The additional pipeline capacity
in the Permian Basin would allow producers to ow
additional natural gas to demand centers in Mexico and
along the Texas Gulf Coast.

Building a pipeline project requires careful planning,
as the projects typically entail signicant costs that
must be recovered over years of operations. However,
unanticipated changes in supply and demand patterns
can have unexpected eects on even the best-planned
projects. For example, one of the largest additions to
the natural gas infrastructure came when the 1.8-Bcfd
Rockies Express Pipeline (REX) was completed in 2009.

REX was designed to move natural gas from Wyoming to
eastern Ohio in order to relieve pipeline constraints that
bottled up production and depressed prices in
63 Id.
64 Summit Midstream Partners’ Double E Pipeline’s Red Hills Lateral was approved in February 2023.
65 See EIA, EIA expects that natural gas production in the Permian Basin will increase in 2022 and 2023 (May 26, 2022), https://www.eia.gov/naturalgas/
weekly/archivenew_ngwu/2022/05_26/#itn-tabs-0.
66 See EIA, Pipeline Projects announced to expand Permian Natural gas capacity (August 4, 2022), https://www.eia.gov/todayinenergy/detail.
php?id=53319.
67 See EIA, EIA expects that natural gas production in the Permian Basin will increase in 2022 and 2023 (May 26, 2022), https://www.eia.gov/naturalgas/
weekly/archivenew_ngwu/2022/05_26/#itn-tabs-0.
68 Tallgrass Energy and Phillips 66, Rockies Express Pipeline (REX), Rockies Express System Map (n.d.), https://pipeline.tallgrassenergylp.com/Content/
REX/REX_FERC_Web_Map.pdf.
the Rockies, while at the same time providing needed
supplies into the East. When REX rst went into service,
Rockies producers saw a rise in prices. The Rockies gas
owing eastward displaced natural gas from the Permian
Basin. Permian natural gas, in turn, began moving to
the Southern California market. Consequently, regional
price dierences moderated. However, the rapid
increase in Marcellus Shale production pushed Rockies
supplies away from the Northeast and caused ows on
REX to decrease sharply, putting the pipeline at nancial
risk. In 2014, REX began the process of reversing ows on
parts of the pipeline to move natural gas from the East
to the Midwest. This development makes more Rockies
natural gas available to western markets, and more
Midcontinent production available for the Gulf Coast and
Southeast states.
LOCAL DISTRIBUTION
Distribution lines typically take natural gas from the
large interstate pipelines and deliver the natural gas
to retail customers. While some large consumers –
industrial and electric generators, for example – may
take service directly o an interstate pipeline, most
receive their natural gas through their LDC. The LDCs
typically purchase natural gas and ship it on behalf of
their customers, taking possession of the natural gas
from interstate pipelines at local citygates and deliver
the natural gas to their customers at the customer’s
meter. According to PHMSA, this distribution involves
a network of smaller pipelines, as well as smaller scale
compressors and meters.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Natural Gas Storage
Although natural gas production has risen steadily
since 2005 because of the increase in shale gas
production, day-to-day production remains relatively
steady throughout the year. Demand, however, changes
considerably with the seasons. Natural gas storage
enables producers and purchasers to store gas during
periods of relatively low demand – and low prices – then
withdraw the natural gas during periods of relatively
higher demand and prices.
Working gas storage capacity, as tracked by EIA, totaled
more than 4,844 Bcf in 2020.

The amount injected or
withdrawn is the dierence between production and
demand. Storage capacity adds exibility to pipeline
and distribution systems and helps moderate prices
by providing an outlet for excess natural gas during
periods of low demand. Storage facilities also provide
a readily accessible supply in periods of high demand.
Some natural gas can also be stored in the pipelines as
linepack, in which more molecules of gas are held in a
segment of pipeline under greater-than-normal pressure.
EIAs weekly storage report provides a high-level
snapshot of the natural gas supply and demand balance.
EIA releases its storage report at 10:30 a.m. eastern
time (ET) on Thursdays. The price for natural gas
futures can change dramatically within seconds of the
report’s release. If the reported injection or withdrawal
signicantly diers from market expectations, the price
for natural gas futures may rise or fall.
FERC JURISDICTION
The underground storage of natural gas has historically
been critical in assuring that the needs of natural gas
customers are met. The Energy Policy Act of 2005
added a new section to the NGA stating that FERC may
authorize natural gas companies to provide storage
and storage-related services at market-based rates for
69 See EIA, Underground Natural Gas Storage Capacity, Total Working Gas Capacity, Annual (October 2022), https://www.eia.gov/dnav/ng/ng_stor_
cap_a_EPG0_SACW0_Mmcf_a.htm.
70 Native gas refers to natural gas found in its original or natural state in underground reservoirs. Native gas is not associated with crude oil or other
hydrocarbon resources.
new storage capacity, even though the company cannot
demonstrate it lacks market power (15 U.S.C. § 717c(f)).
To make this authorization, FERC must determine that
market-based rates are in the public interest and are
needed to encourage the construction of new capacity,
and that customers are adequately protected.
STORAGE FACILITIES
The bulk of the storage capacity in the U.S. is below
ground. Diering cost and operational characteristics
aect how each facility is used:
 Deliverability rate is the rate at which inventory
can be withdrawn. The faster the natural gas
can be removed from storage, the more suitable
the storage facility is to helping serve rapidly
changing demand.
 Cycling capability is the ability of the resource
to quickly allow injections and withdrawals,
which is useful for balancing supply and demand.
Salt caverns tend to have high withdrawal and
injection rates, enabling them to handle as
many as a dozen withdrawal and injection
cycles each year. LNG storage also demonstrates
these capabilities.
Natural gas in an underground storage facility is divided
into two general categories, base gas and working gas.
Base gas is the volume of natural gas, including native
gas

, needed as a permanent inventory in a storage
reservoir to maintain adequate reservoir pressure
and deliverability rates throughout the withdrawal
season. Working gas is the volume of natural gas in the
reservoir above the designed level of base gas and
that can be extracted during the normal operation of
the storage facility.
Most of the nation’s natural gas storage is in depleted
reservoirs (former oil and gas elds). These facilities
reuse the infrastructure – wells, gathering systems,
 n  n FEDERAL ENERGY REGULATORY COMMISSION
and pipeline connections – originally created to
support the eld when it was producing. About 50
percent of total capacity goes to base gas used to
maintain operating pressure at the facility, and
inventory usually turns over once or twice a year.

Other storage facilities reside in aquifers that have
been transformed into natural gas storage facilities.
These are mostly in the Midwest. These aquifers consist
of water-bearing sedimentary rock overlaid by an
impermeable cap rock. Aquifers are the most expensive
type of natural gas facility because they do not have
the same retention capability as depleted reservoirs.
Therefore, base gas can be well over 50 percent of the
total natural gas volume. This makes the facility more
sensitive to withdrawal and injection patterns, so
inventory usually turns over just once a year.
71 See EIA, Map of Storage Facilities (2020), https://www.eia.gov/naturalgas/ngqs/images/storage_2020.png.
Salt cavern formations exist primarily in the Gulf
Coast region. These air- and water-tight caverns
are created by removing salt through solution-
mining, leaving a cavern that acts as a pressurized
vessel. Little basegas is required, which allows
inventory to turn over as many as a dozen times
during the year, and results in high injection and
withdrawal rates. Salt caverns generally hold smaller
volumes than depleted-reservoir or aquifer gas
storage facilities.
Natural gas may also be stored in above-ground
tanks as LNG. There is LNG storage at all of the
onshore LNG-receiving terminals, and there are
about a hundred standalone LNG storage facilities in
the U.S., as well. LNG ships can also serve as storage,
depending on timing and economics. LNG storage is
Source: U.S. Energy Information Administration


 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: U.S. Energy Information Administration

highly exible, allowing multiple inventory turns per
year with high injection and withdrawal rates.
REGIONAL STORAGE
The EIA divides the U.S. into ve storage regions:
East, Midwest, South Central, Mountain, and Pacic.

Currently, about a third of the underground storage
in the U.S. sits in the South Central region in a mix of
depleted reservoirs, aquifers, and high-deliverability
salt caverns. Close to one third of the South Central
regions working gas capacity is in these purpose-built
salt caverns. The East and Midwest each represent
about a quarter of working gas capacity, generally
near major population centers. The remaining
roughly 1/5 of working gas capacity is located in
depleted elds throughout the Mountain and Pacic
regions.

Depending on storage levels at the end of the
72 See EIA, The Basics of Underground Natural Gas Storage, Figure 1 (November 16, 2015), https://www.eia.gov/naturalgas/storage/basics/.
73 EIA, Weekly Natural Gas Storage Report, Notes and Denitions (n.d.), http://ir.eia.gov/ngs/notes.html.
74 Derived from EIA, Underground Natural Gas Working Storage Capacity, data for November 2021 (August 31, 2021), https://www.eia.gov/naturalgas/
storagecapacity.
75 Derived from EIA, Natural Gas Annual Respondent Query System, EIA-191 data through 2021 (accessed October 2022), https://www.eia.gov/
naturalgas/ngqs/#?report=RP7&year1=2021&year2=2021&company=Name.
previous winter, and the temperatures over the injection
season, U.S. working gas in storage will typically be
between 80 and 90 percent full when the oicial winter
season begins on November 1.
STORAGE SERVICE AND USES
Approximately 133 entities – including interstate and
intrastate pipeline companies, LDCs, and independent
storage service providers – operate the approximately
412 underground storage facilities active in the
continental U.S.

Facilities operated by interstate
pipelines and many others are operated on an open-
access basis, with much of the working gas capacity
available for use on a nondiscriminatory basis.
The ability to store large quantities of natural gas
improves reliability and usually has a moderating
inuence on natural gas prices. Storage inventory
augments natural gas supply during the winter, and
acts as an additional demand component during the
summer injection season. The storage injection season
typically starts April 1 and continues through October 31,
when demand for natural gas heating is lowest. Storage
withdrawals generally start in November and last
throughout the winter.
The ability to use storage to provide for winter peaks
creates an intrinsic storage value. This is the value from
buying during cheaper periods of the year for use during
higher-cost seasons. Depleted reservoirs or aquifers –
with limited ability to turn over inventory – support this
type of use. Local distribution companies or pipelines
store their natural gas in these facilities to ensure
adequate supplies for peak seasons, balance load, and
diversify their resources.
Storage may be priced at cost-based or market-based
rates. FERC may approve market based rates for storage
 
 
 
 
 
 n  n FEDERAL ENERGY REGULATORY COMMISSION
operators that lack market power.

Pricing mechanisms
for low-cycling depleted elds and aquifers may use a
traditional cost-of-service structure, including:
 Capacity charges for rm contract rights to
physical storage capacity
 Deliverability charges for transportation to and
from the storage facility
 Withdrawal charges for the removal of natural gas
from storage
 Injection charges for the injection of natural gas
into storage
A salt cavern, with its ability to turn over inventory
frequently and quickly, allows for additional uses,
enabling users to capture extrinsic value. Many salt
dome facilities can cycle between injection and
withdrawal at almost a moment’s notice, giving users
greater exibility. Entities contracting for storage
capacity may move natural gas in and out of storage
as prices change in attempts to maximize prots
or minimize costs. Storage may be a component in
producer or consumer hedging strategies, helping them
to manage the risk of price movements. Further, storage
helps shippers avoid system imbalances and associated
penalties, and supports swing gas supply services, which
are short-term contracts that provide exibility when
either the supply of gas from the seller, or the demand
for natural gas from the buyer, are unpredictable.
Storage also facilitates title transfers and parking and
lending services. This helps shippers balance daily
receipts and deliveries, manage their overall supply
portfolio, or take advantage of price movements.
Consequently, storage operators have begun oering
a more varied menu of services, and users have begun
using storage as a commercial tool and as part of a
comprehensive supply portfolio strategy.
Merchant storage, frequently using salt caverns, uses
market-based prices, recognizing the dynamics aecting
value at any given point in time. Prices oen take into
76 See Order No. 678, Rate Regulation of Certain Natural Gas Storage Facilities, 18 CFR Part 284 (2006).
account the prices at which the NYMEX futures contracts
are trading. They may also reect the storage volume,
the number of times the natural gas will be cycled, the
length of the contract and the timeframe it covers and
the maximum daily quantity that may be injected or
withdrawn. Energy marketers have increasingly used
these facilities as they try to prot from price volatility. It
is also attractive to shippers, industrial consumers with
uncertain loads, and natural gas-red generators whose
needs change rapidly.
Pipelines also oer storage service, both rm and
interruptible, as part of their open access transportation
service under FERC rules. Rates are rarely market-based.
Instead, prices are based on cost of service, with rates
containing reservation and usage components for rm
service and a usage component for interruptible.
MARKET EFFECTS
Storage can mitigate large seasonal price swings by
absorbing natural gas during low demand periods and
making it available when demand rises.
Further, storage levels can aect the market’s
expectations about prices during the coming winter
high-demand season. The amount of natural gas in
storage in November is a key benchmark of the natural
gas industry’s ability to respond to changes in winter
weather. Higher storage levels tend to reduce natural
gas futures prices; lower storage levels tend to increase
them, all other market conditions being equal.
Although the Shale Revolution has added signicant
supplies to the U.S. natural gas market, it has also
reduced the seasonal value of natural gas somewhat.
The price dierentials between winter and summer have
been reduced and this has had an impact on storage
development in the U.S. Several storage developers that
received a certicate from FERC have elected not to build
their storage facility due to this development.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Natural Gas Markets and Trading
The natural gas industry in the U.S. is highly competitive,
with thousands of producers, consumers, and
intermediate marketers. Some producers have the
ability to market their natural gas and may sell it directly
to LDCs, to large industrial buyers and to power plants.
Other producers sell their natural gas to marketers
who aggregate natural gas into quantities that t the
needs of dierent types of buyers and then transport
the natural gas to their buyers.
Most residential and commercial customers purchase
natural gas from a LDC. In contrast, many industrial
customers and most power plants have the option
to purchase natural gas from a marketer or producer
instead of from the LDC, thereby avoiding any
LDC charges.
Historically, natural gas pipelines served as natural
gas merchants, buying natural gas at the wellhead
and selling the transportation and commodity as a
bundled product directly to consumers. However, in
1992, FERC Order No. 636 restructured the natural gas
market by regulating interstate pipelines as open access
transporters.
77
Although interstate pipelines may buy
and sell natural gas, they now do so for operational
reasons and no longer act as merchants. As noted
earlier, interstate pipelines transport natural gas at rates
approved by FERC.
NATURAL GAS MARKETERS
Most natural gas trading in the U.S. is performed by
natural gas marketers. Any party engaging in the sale
of natural gas can be termed a marketer; however,
marketers are usually specialized business entities
dedicated solely to transacting in the physical and
nancial energy markets. It is commonplace for natural
gas marketers to be active in a number of energy
markets, taking advantage of their knowledge of these
markets to diversify their business.
77 Pipeline Service Obligations and Revisions to Regulations Governing Self-Implementing Transportation; and Regulation of Natural Gas Pipelines Aer
Partial Wellhead Decontrol, Order No. 636, FERC Stats. & Regs. ¶ 30,939 (1992).
Marketers can be producers of natural gas, pipeline
marketing ailiates, LDC marketing ailiates,
independent marketers, nancial institutions, or large-
volume users of natural gas. Some marketing companies
may oer a full range of services, marketing numerous
forms of energy and nancial products, while others
may be more limited in their scope. For instance, most
marketing rms ailiated with producers do not sell
natural gas from third parties; they are more concerned
with selling their own production and hedging to protect
their prot margin from these sales.
Generally speaking, there are ve categories of
marketing companies: major nationally integrated
marketers, producer marketers, small geographically
focused marketers, aggregators, and brokers.
 Nationally integrated marketers oer a full range of
services, and market numerous dierent products.
They operate on a nationwide basis and have large
amounts of capital to support their trading and
marketing operations.
 Producer marketers are those entities generally
concerned with selling their own natural gas
production or the production of their ailiated natural
gas production company.
 Smaller geographically focused marketers target
particular regional areas and specic natural gas
markets. Many marketing entities ailiated with LDCs
are of this type, focusing on marketing natural gas for
the geographic area in which their ailiated distributor
operates.
 Aggregators generally gather small volumes from
various sources, combine them and sell the larger
volumes for more favorable prices and terms than
would be possible selling the smaller volumes
separately.
 Brokers are a unique class of marketers because they
never take ownership of natural gas themselves. They
simply act as facilitators, bringing buyers and sellers of
natural gas together.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Most marketing companies have signicant operations
capabilities in addition to the core trading group.
These support sta are responsible for coordinating
everything related to the sale and purchase of
physical and nancial natural gas, including arranging
transportation and storage, posting completed
transactions, billing, accounting, and any other activity
that is required to complete the purchases and sales
arranged by the traders. These companies also have
risk-management operations that are responsible for
ensuring that the traders do not expose the marketing
company to excessive risk. These companies also have
risk-management operations that are responsible for
ensuring that the traders do not expose the marketing
company to excessive risk.
HUB PRICES AND BASIS
Natural gas is traded at dierent locations throughout
the country and the prices at specic hubs and citygates
are determined by the relative supply and demand for
natural gas at the particular locations. Additionally, the
dierence between the Henry Hub price and another hub
(or citygate) is called the location dierential, or basis.
Basis usually reects the variable cost to transport
natural gas between the Henry Hub and another hub.
Basis can change, sometimes dramatically, depending
on local market conditions, and can widen considerably
when pipelines between two points are congested. Basis
in excess of transportation costs results from pipeline
constraints and lack of pipeline competition. The natural
gas price at a hub in Florida, for example, would be the
price at the Henry Hub and the basis to the Florida hub.
In addition to being the country’s benchmark hub, the
Henry Hub is also the delivery point for the NYMEX
natural gas futures contract. Historically, changes in price
at the Henry Hub provided a good indicator of how prices
were generally changing across the country, however,
over the past few years, the price at the Henry Hub as
become less reective of regional price trends outside of
the Gulf Coast.
PHYSICAL TRADING OF NATURAL GAS
Physical natural gas contracts are negotiated between
buyers and sellers. There are many types of physical
natural gas contracts, but most share some standard
specications, including the buyer and seller, the price,
the amount of natural gas to be sold (usually expressed
in a volume per day), the receipt and delivery points,
the tenure of the contract (usually expressed in number
of days, beginning on a specied day), and other terms
and conditions. Other special terms and conditions can
outline such things as the payment dates, quality of
the natural gas to be sold, and any other specications
agreed to by both parties. Physical natural gas contracts
are negotiated between buyers and sellers over the
phone or executed on electronic bulletin boards and
e-commerce trading sites.
There are three main types of physical natural gas
contracts: swing contracts, baseload contracts, and
rm contracts:
 Swing (or interruptible) contracts are usually
short-term contracts between one day and one
month in length. These contracts are the most
exible, and are usually put in place when either
the supply of gas from the seller, or the demand
for natural gas from the buyer, are not guaranteed.
 Baseload contracts are similar to swing contracts.
Neither the buyer nor seller is obligated to deliver
or receive the exact volume specied. However,
it is agreed that both parties will attempt to
deliver or receive the specied volume, on a
best-eorts basis.
 Firm contracts are dierent from swing and
baseload contracts in that both parties are legally
obligated to either receive or deliver the amount
of natural gas specied in the contract. These
contracts are used primarily when both the
supply and demand for the specied amount
of natural gas are unlikely to change.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Price Discovery
SPOT (CASH) MARKET
The U.S. natural gas marketplace has a highly
competitive spot, or cash, market where brokers and
others buy and sell natural gas daily in short-term deals
for next-day delivery. The daily spot market for natural
gas is active, and trading can occur 24 hours a day, seven
days a week. These points include market centers, where
brokers actively trade and prices are established. In
addition to these market centers, natural gas is actively
traded at many other locations, including segments
of individual pipelines and locations where pipelines
interconnect with LDCs.
Spot market transactions are normally conducted on
electronic exchanges or by telephone, with the buyer
agreeing to pay a negotiated price for the natural gas
to be delivered by the seller at a specied point on the
next day. Natural gas spot prices reect daily supply and
demand balances and can be volatile.
BIDWEEK
Bidweek is the name given to the last ve business days
of a month, when producers sell their core production
and consumers buy natural gas for their core needs
for the upcoming month. In 2021, some publications
condensed the bidweek trading period to the rst three
days from within the full, ve-day bidweek timeframe.
78
INDEX PRICES
Several publications, such as Platts Gas Daily, Natural
Gas Intelligence, and Natural Gas Week, survey the
market for daily physical transactions that are used to
form daily indices that are made available the night
before or the morning of the next business day. Market
participants voluntarily provide this information to
publications, some of which also incorprate ICE trades in
their indices. Many market participants
78 See NGI, NGI Adopting Three-Day Natural Gas Bidweek Trading Period, Making Other Changes to Price Index Listings (May 7, 2021), https://www.
naturalgasintel.com/ngi-adopting-three-day-natural-gas-bidweek-trading-period-making-other-changes-to-price-index-listings/.
voluntarily report their monthly bidweek transactions
to publications as well. Publications convert these
transactions into monthly locational price indexes that
are available on the rst business day following the
last day of bidweek. These daily and monthly indexes,
in turn, are referenced in contracts for those rms that
do not choose to enter into xed-price contracts (or are
prohibited from using them by state or local regulators).
The majority of the natural gas that is physically traded
is priced o of index prices.
THE FINANCIAL MARKET
In addition to trading physical natural gas, there is
a signicant market for natural gas derivatives and
nancial instruments in the U.S. In the nancial market,
market participants are interested in proting from
the movement of the price of natural gas rather than
delivering or receiving natural gas. Financial trades also
market participants to hedge a price exposure without
having to make or take physical delivery of the natural
gas commodity. The pricing and settlement of these
nancial products are tied to physical natural gas. It is
estimated that the value of trading that occurs on the
nancial market is at least a dozen times greater than the
value of physical natural gas trading.
Derivatives are nancial instruments that derive their
value from an underlying fundamental – in this case, the
price of natural gas. Derivatives can range from being
quite simple to being exceedingly complex. Traditionally,
most derivatives were traded on the over-the-counter
(OTC) market, although most are now traded via
exchange-cleared, standardized contracts. Derivatives
can be used to speculate, or seek to prot from market
uctuations, or to hedge price exposure in other nancial
or physical positions.
More information on nancial markets appears in
Chapter 5.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Chapter 2
Wholesale Electricity Markets
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Electricity is a physical product – the ow of electrical power. It is a secondary energy source, in that it results from the
conversion of other energy forms such as natural gas, coal or uranium, or the energy inherent in wind, sunshine or the
ow of water in a river. Electricity is not visible or directly observable, but it can be turned on and o and measured.
Electricity markets have retail and wholesale
components. Retail service involves the sales of
electricity to consumers and may involve retail
markets; wholesale markets typically involve the sales
of electricity among electric utilities and electricity
traders before it is eventually sold to consumers.
Because the Federal Energy Regulatory Commission
(FERC) has jurisdiction over wholesale electric rates
and not retail electric rates, this document focuses on
wholesale electricity markets, although it does address
retail demand and other instances where retail markets
strongly inuence wholesale markets.
Most wholesale electric markets rely upon competitive
markets to set prices, but some prices are based on the
service provider’s cost of service. For wholesale markets,
FERC either authorizes jurisdictional entities to sell at
market-based rates or at cost-based rates.
Both market-based and cost-of-service prices are
aected by physical factors or conditions that drive
electric supply and demand – these factors are known
as physical fundamentals. For example, weather
aects both supply and demand. Fuel costs, capital
costs, transmission capacity and constraints, and the
operating characteristics of power plants aect the
cost at which supply can be provided. The actual price
for power is determined by the interaction of supply
and demand. For example, extreme heat can drive
up demand and require grid operators to activate
less-eicient, more-expensive power plants, and
consequently drive prices up.
A key measure of electricity used in industry
is the rate at which it is produced, transferred,
or consumed – how much energy per unit of
time a generator produces, with the units of
electricity called watts. Similar measures are
kilowatts (kW) – 1,000 watts, and megawatts
(MW) – 1,000 kilowatts. A watt, kilowatt, or
megawatt is a unit of power.
The amount of electric energy generated,
transmitted, or used over time is measured as
the number of watt-hours (also expressed as
kilowatt-hours, megawatt-hours, or gigawatt-
hours).
The amount of electricity a generator can
produce in an hour is its capacity, which is
typically noted as megawatts. For example,
a generator with a capacity of 100 MW can
produce 100 MW in an hour. The amount
of power consumed at any location is the
demand at that point.
Quick Facts:
Measuring Electricity
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Electric Power Industry
ELECTRICITY ON DEMAND
In the United States and other developed countries,
consumers expect electricity to be available whenever
they need it. Electricity use has grown as consumers
integrate various devices and amenities such as lighting,
refrigerators and computers into their everyday lives.
Consumers also expect to pay reasonable prices for the
electricity that they use.
Meeting these customer expectations requires
substantial eort and activity. While technology
continues to develop and advance, electric markets
can only store a portion of the electricity required to
serve electric loads. Thus, the vast majority of electricity
must be produced instantaneously as needed. Further,
unlike most other markets, electricity’s historically
inelastic demand does not move with prices. To provide
electricity on demand, electric system operations have
to be planned and conducted with that goal in mind. In
the absence of signicant amounts of storage and price
responsive demand, operators must plan and operate
power plants and the transmission grid so that demand
and supply exactly match, every moment of the day,
every day of the year, in every location.
ECONOMIES OF SCALE
Electric power is one of the most capital-intensive
industries. Generation, transmission and distribution
require signicant investment in capital intensive
equipment, the costs of which are xed. Spreading these
signicant xed costs over more customers helps bring
down the cost that each customer pays.
Thomas Edisons rst street lighting project in the 1880s
grew to electrifying whole neighborhoods, towns, and
cities. Providing service over larger areas allowed utilities
to take advantage of economies of scale and the cost per
unit of production dropped as power plants grew larger
and larger. The companies building these facilities were
generally self-contained and not connected to each other.
They owned and operated generation, transmission, and
distribution facilities and were vertically integrated.
While successful for launching the electric utility
industry, this market structure had limitations. The
larger generating units were diicult to replace if they
experienced unexpected shutdowns. As a result, the
utilities held and maintained excess capacity in reserve
(reserves) to ensure reliable electric service. These
reserves were able to quickly replace electricity lost due
to an unexpected shutdown or an unexpected increase in
electric loads.
RESERVE SHARING
The solution to high reserve costs was to share
reserves with adjacent utilities. Instead of building
and maintaining all of the capacity required to provide
energy and suicient reserves, utilities were able
to pool their reserves and could buy power from
their neighbors in times of need cutting their costs
signicantly as a result. To facilitate reserve sharing,
utilities built interconnecting transmission lines between
their transmission systems to deliver electricity in the
event of a generator outage or some other system
disruption. Today’s bulk power grid began as a way to
maintain reliable service while lowering costs. The value
of reserve-sharing agreements led to the formation
of power pools, the forerunners of today’s regional
transmission organizations.
Coordinating exchanges of energy and reserves also led
to closer coordination of other utility functions, such as
the process of determining which generating units to use
to serve electric loads. Operators want to commit just
enough capacity to ensure reliability, but no more than is
needed. Over time, this coordination ultimately led to the
creation of regional transmission organizations that use
markets to determine the set of resources to reliably serve
electric loads at least cost. These wholesale electricity
markets operate over large regions of the country.
Regional coordination also was spurred by special
circumstances, particularly in the West. Large federally
owned dams on the Columbia and Colorado river
systems generate power from the spring runo of melting
mountain snow. When the reservoirs are full
and hydroelectric plants are generating plentiful amounts
 n  n FEDERAL ENERGY REGULATORY COMMISSION
of power, there is not enough local demand to use the
available supply. Since hydropower was cheaper than
any alternative, long distance transmission lines were
built to deliver the excess power from the Northwest
and Southwest to load centers in California. With these
transmission interconnections in place, northwestern
utilities found that they could get cheaper power from
southern power generation at other times of the year.
These seasonal and regional disparities in availability and
price introduced a lively bilateral trading market.
In the 1960s, the electric power industry created an
informal, voluntary organization of operating sta
to aid in coordinating the reliable operation of the
bulk electric system. Then, in 1965, the largest power
blackout until that time hit the northeastern United
States and southeastern Ontario, Canada, aecting 30
million people. The blackout led to the development
of the National Electric Reliability Council in 1968,
shortly thereaer renamed the North American Electric
Reliability Council (NERC), and nine regional reliability
councils.

Rather than serving as a power pool or other
entity for sharing reserves, NERC focused on reliability.
In 2006, using authority granted in the Energy Policy
Act of 2005 (EPAct 2005), FERC certied NERC as the
electric reliability organization for the United States, and
reliability standards became mandatory and enforceable.
ECONOMY ENERGY TRADE
Transmission interconnections between adjacent
utilities were originally built for the primary purpose
of delivering reserves in emergencies. However, this
created excess transmission capacity, since these events
were rare. The interconnections allowed utilities to trade
power, which became protable when the marginal
cost of operating their generation was higher or lower
than that of their neighbors. Transmission availability
provided opportunities for utilities to save money by
buying energy when it was cheaper than generating and
74 In 2006, the North American Electric Reliability Council changed its name to the North American Electric Reliability Corporation (also referred to as
NERC).
75 For additional background and context on the early years of the electrication of the U.S., National Museum of American History, Powering a
Generation of Change, Emergence of Electrical Utilities in America (2002), http://americanhistory.si.edu/powering/past/h1main.htm.
selling energy to utilities with higher costs. This is called
economy energy trading.
EVOLVING PUBLIC POLICIES
Evolving public policies, regulatory constructs and
organizational structures shaped the electric power
industry over its history. Five concepts that helped shape
the electricity industry and markets are outlined below,
and still aect the industry today.
REGULATED MONOPOLIES
In the early years of the industry, investors provided
funds and took ownership shares in the power stations
and electric distribution systems. These utilities became
regulated – typically by state agencies – to overcome
concern they were natural monopolies in the areas they
served, lacking competition, and to bring stability to a
capital-intensive industry. Stability came from granting
exclusive service territories (or franchises), transparent
nancial statements, and the formulaic setting of
electricity rates that were subject to regulatory oversight
and approval. Over time, many of the utilities issued
stock, which gave stockholders a share of the company’s
ownership, commonly referred to as investor-owned
utilities (IOUs). The regulatory model for setting electricity
rates was almost exclusively cost of service-based until
about 30 years ago. Today, retail electric rate regulation
is largely still based on cost-of-service, while wholesale
electric rate regulation has become increasingly market-
based. State regulators are responsible for approving
retail rates, as well as utilities’ investments in generation
and distribution facilities. Some states eventually
developed elaborate integrated resource planning (IRP)
processes to determine what facilities should be built.

NOT-FOR-PROFIT UTILITIES
Another approach to serving customers emerged in the
form of nonprot electric providers. In the early years of
the industry, electrication started in towns and cities
 n  n FEDERAL ENERGY REGULATORY COMMISSION
where utility service was provided by municipal power
agencies or city governments. The federal government
also stepped in to develop and market electricity
from the nation’s signicant hydroelectric resources.
Finally, the Depression-era rural electrication program
promoted customer-owned rural electric cooperatives
and low-interest government loans. There are currently
more than 1,700 municipal and almost 900 cooperative
utilities in the United States.
POWER POOLS
Power pools are multilateral arrangements with members
ceding operational control over their generating units and
transmission facilities to a common operator. Members
provide incremental cost data about their units and
system status data to the operator. The operator then
runs an energy management system that uses the unit
cost data to optimize the overall unit commitment and
economic dispatch.
The rst of the power pools was PJM, which began in
1927 for utilities to share their generating resources.
The Electric Reliability Council of Texas (ERCOT) and
the Southwest Power Pool (SPP) formed in 1941 to pool
resources for the war eort. Later, the New York Power
Pool was formed in 1966 and the New England Power
Pool in 1971, in response to the 1965 Northeast blackout.
COMPETITION, PART 1: COMPETITIVE
GENERATION AND OPEN ACCESS
Environmental policy and initiatives to open the airline
and trucking industries to competition helped shape the
energy industry in the 1970s. A provision in President
Carter’s energy plan led to passage of the Public Utility
Regulatory Policies Act of 1978 (PURPA), which ushered
in the next era.
PURPA established a program implemented by states
and overseen by FERC to encourage the use of eicient
cogeneration (using the heat from industrial or other
processes to generate electricity) and small-scale
renewable generation. FERC’s role was to issue regulations
for the program and certify that qualifying facilities (QFs)
met statutory requirements. States administratively set
the price to be paid to these generators at the cost the
utilities would avoid by purchasing the power rather than
generating it themselves. Such prices are referred to as
avoided-cost rates.
Most states set their avoided-cost rates so low that they
got little QF capacity. However, California, Texas, and
Massachusetts set relatively generous avoided-cost
rates, and were overwhelmed with QF capacity, much
of which received prices that turned out to be higher
than the actual costs avoided by the purchasing utilities.
The rapid growth and size of the QF industry surprised
many policymakers and entrepreneurs and got them
thinking about the viability of generation independent of
regulated monopolies.
Under the original regulated monopoly model, utilities
owned and operated the transmission lines with no
obligation to allow others to use them. This posed a
signicant barrier to the development of an independent
power industry. FERC started conditioning approval
in merger cases on the utility’s voluntary provision of
open transmission access. The Energy Policy Act of 1992
gave FERC the authority to grant transmission access on
request. These approaches to open access resulted in a
patchwork of transmission access.
By the mid-1990s, support for opening the transmission
grid to all users encouraged FERC to pursue a generic
solution. FERC issued Order No. 888 in 1996 and required
mandatory open transmission access by all transmitting
utilities and a reciprocity provision successfully extended
open access to non-jurisdictional entities (municipal,
cooperative and federal utilities).
Order No. 889 addressed matters needed to implement
open access. The rule established the Internet-based Open
Access Same-Time Information System (OASIS) for posting
available transmission capacity and reserving transmission
capacity. These rules required signicant changes to
utility control room operations and limited the ability of
companies to share transmission-related information with
their own power marketing operating units.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
COMPETITION, PART 2:
INTEGRATING MARKETS AND
OPERATIONS – ISOS AND RTOS
While the industry had historically traded electricity
through bilateral transactions and power pool
agreements, Order No. 888 promoted the concept
of independent system operators (ISOs). Along with
facilitating open access to transmission, an ISO would
operate the transmission system independently of
wholesale market participants and foster competition
for electricity generation. Several groups of transmission
owners formed ISOs, some from existing power pools.
In Order No. 2000, FERC encouraged utilities to join
regional transmission organizations (RTOs) which,
like ISOs, would operate the transmission systems
and develop innovative procedures to manage
transmission equitably. FERC’s proceedings in Order
Nos. 888 and 2000, along with the eorts of the states
and the industry, led to the voluntary formation of ISOs
and RTOs. Each of the ISOs and RTOs subsequently
developed full-scale energy and ancillary service
markets in which buyers and sellers could bid for or
oer generation. Both organizations use bid-based
markets to determine economic dispatch. Throughout
the subsequent sections of the primer, when referring
to the organized RTO and ISO markets generally and
collectively, the term RTO/ISO is used.
Major parts of the country operate under more traditional
market structures, notably the West (excluding California)
and the Southeast. Two-thirds of the nations electricity
load is served in RTO/ISO regions.
Electricity Demand
Americans consume electricity for an ever-increasing
range of uses. While consumption has grown over the
years, it varies annually based on many inuences, such














Source: Hitachi Energy, Velocity Suite
 n  n FEDERAL ENERGY REGULATORY COMMISSION
as weather, economic activity, and other factors. Total
generation at utility-scale facilities reached 4,108,303
gigawatt hours in 2021.

Vertically-integrated IOUs, federal entities, municipally
owned, and electric cooperatives sell the majority of
electric generation to retail consumers. Additionally,
some retail consumers generate all or part of the power
that they consume. The rest of the electricity ultimately
consumed by customers is bought and sold through
wholesale electricity markets.
DEMAND CHARACTERISTICS
The amount of electricity consumed (demand) is
continuously varying and follows cycles throughout
the day and year. Regionally, electric demand may
peak in either the summer or the winter. Spring and
fall are considered shoulder months, with lower peak
demand. Seasonal peaks vary regionally, although the
highest levels of power load in almost all regions of the
United States occur during summer heat waves, in the
late aernoon. However, a minority of regions reach
their peak load when the weather is extremely cold.
These are primarily areas with signicant space-heating
requirements and little summer air conditioning load,
such as the far northern areas of the United States.
Throughout the year, and in most locations, daily
demand typically peaks in the late aernoon, as
commercial and domestic activities peak, and in the
winter, when lighting needs grow. Electricity use also
varies between weekdays and weekends. Commercial
and industrial activities are lower on weekends and
peoples’ noncommercial activities change with their
personal schedules. The load on dierent weekdays can
also show distinct usage. For example, Mondays and
Fridays, being adjacent to weekends, may have dierent
loads than Tuesday through Thursday. This is particularly
true in the summer.
Since supply must rise and fall to provide exactly the
amount of electricity customers need, the cost of
76 Derived from EIA, Electric Power Annual, Table 3.1.A (released November 8, 2022), www.eia.gov/electricity/annual/html/epa_03_01_a.html.
providing power typically rises as demand grows and
falls as demand declines. This is because higher levels
of demand require activation of increasingly expensive
sources of power generation, and reductions as demand
declines. As a result, power prices are typically highest
during periods of peak demand.
DEMAND DRIVERS
The amount of electricity demanded is insensitive
to prices in the short-term. Electricity is a necessity
to most people and businesses. While they may be
able to reduce their demand in the short-term – by
turning down the thermostat or turning o lights, for
example – electricity consumers nd it diicult to do
without electricity altogether. Further, most customers
– especially smaller customers – do not get price signals
to which they can respond. A vast majority of residential
customers are billed monthly on a preset rate structure.
Large industrial customers, on the other hand, may
receive real-time price signals.
In the longer-term, options for reducing electricity
use include installing insulation and implementing
other energy eiciency measures. Larger consumers may
also consider building their own generation facilities.
As discussed below, utilities, at the direction of
government, have developed demand-response
programs, which can provide reduced rates or other
compensation to customers who agree to reduce
load in periods of electric system stress.
Climate and Weather
Weather is one of the primary factors aecting demand.
General climatic trends drive long-term consumption
patterns and therefore the infrastructure needed to
ensure reliable service.
Weather also can have extreme short-term eects on
electricity usage. A sudden cold snap can drive heating use
up quickly and a heat wave can push up air conditioning
loads. Other, less obvious weather patterns aect demand
 n  n FEDERAL ENERGY REGULATORY COMMISSION
– rain and wind, for example, may result in sudden
cooling, aecting heating or air conditioning usage.
Economic Activity
The overall level of economic activity aects power
demand. During periods of robust activity, loads
increase. Conversely, loads drop during recessions.
These changes are most evident in the industrial
sector, where businesses and plants may close,
downsize, or eliminate factory shis. In addition
to reducing overall demand, these changes aect
the pattern of demand; for example, a factory may
eliminate a night shi, cutting o-peak use but
continue its use of power during peak hours. In some
cases, these eects can be signicant. For example,
the COVID-19 pandemic changed how consumers
used electricity as communities and companies
implemented social distancing and stay-at-home
measures to combat the spread of COVID-19 in the
spring of 2020. Electricity demand shied from
commercial and industrial uses to residential
consumption. Overall, electricity demand in the
U.S. dropped about 4% in 2020, as commercial and
industrial demand dropped 6% and 8%, respectively,
and residential demand rose 1%.
77
Energy Policies and Regulations
State regulatory agencies, such as public utility
commissions, oversee retail electric rates and set
policies aecting retail customer service. Some states
allow utilities to oer retail rate structures that enable
customers to receive more accurate price signals. They
include, among other things, rates that vary with the
time of day and the cost of providing electricity.
Eorts to reduce overall demand by improving energy
eiciency are also supported by governmental and
utility programs. These include rebates for the purchase
of energy eicient appliances and home improvements,
as well as capacity market payments for load reductions,
also known as demand response, that are made
available in certain markets.
77 EIA, Short-Term Annual Outlook, at 3 (January 2020).
Retail Customer Mix
Most electric utilities serve three distinct classes of
customers: residential, commercial, and industrial. Each
class uses electricity dierently, resulting in a diering
load prole, or the amount of energy each customer
class uses throughout the day. If a consumer uses
electricity consistently throughout the day and seasons,
the load shape is at. Another consumer may use more
at some times than others. More variable demand is
typically more expensive to serve, especially if the peak
occurs at the same time as other customers’ use peaks.
Consequently, the mix of customer types aects a
regions overall demand and costs.
In the United States, engineers developed
the concept of heating and cooling degree
days to measure the eects of temperature
on demand. Average daily temperatures
are compared to a 65°F standard - those in
excess of 65° yield cooling degree days; those
below 65° yield heating degree days. For
example, a day with an average temperature
of 66° would yield one cooling degree day.
Quick Facts:
Heating and Cooling
Degree Days
 n  n FEDERAL ENERGY REGULATORY COMMISSION
 form one of the top two customer
segments in the United States at approximately 39 percent
of electricity demand in 2021. Residential consumers use
electricity for air conditioning, refrigerators, space and
water heating, lighting, washers and dryers, computers,
televisions, and other appliances. Prices for residential
service are typically highest, reecting both residential
customers’ load shape and their service from lower-voltage
distribution facilities, meaning that more power lines and
related assets are needed to provide service to them.
, the next largest customer segment,
represented approximately 35 percent of electricity
demand in 2021.
78
This customer segment includes
oice buildings, hotels and motels, restaurants, street
lighting, retail stores, wholesale businesses, and
medical, religious, educational, and social facilities.
More than half of commercial consumers’ electricity use
is for heating and lighting.
 about 26 percent of the
nations electricity.
79
This customer segment includes
manufacturing, construction, mining, agriculture and
forestry operations. Industrial customers oen see the
lowest rates, reecting their relatively at load prole
and their ability to take service at higher voltage levels.
 for electricity stems primarily
from trains and urban transportation systems. This
is less than 1 percent of total electricity demand.

However, state and federal policies that advance
electrication of the transportation eet are expected to
increase electric load growth in the near future.
LOAD FORECASTING
Demand is constantly changing, which challenges
grid operators and suppliers who are responsible for
ensuring that supply will meet demand at all times.
Consequently, they expend considerable resources to
forecast demand.
78 Derived from EIA, Electric Power Annual, Table 2.5 (November 7, 2022), www.eia.gov/electricity/annual/html/epa_02_05.html.
79 Id.
80 Id.
Load forecasting uses mathematical models to predict
demand across a region, such as a utility service territory
or an RTO/ISO footprint. Forecasts can be divided into
three categories: short-term forecasts, which range
from one hour to one week ahead; medium-term
forecasts, usually a week to a year ahead; and long-term
forecasts, which are longer than a year. It is possible
to predict the next-day load with an accuracy of
approximately one to three percent of what will actually
happen. The accuracy of these forecasts is limited by
the accuracy of the weather forecasts used in their
preparation and the uncertainties of human behavior.
The forecasts for dierent time horizons are important
for dierent operations within a utility company.
Short-term load forecasting can help to estimate
transmission system power ows and to make decisions
that can prevent overloading of transmission systems.
Timely implementation of such decisions leads to the
improvement of network reliability and to reduced
occurrences of equipment failures and blackouts.
Forecasted weather parameters are the most important
factors in short-term load forecasts, with temperature and
humidity as the most commonly used load predictors.
The medium- and long-term forecasts take into account
historical load and weather data, the number of customers
in dierent customer classes, appliances used in the area
and their characteristics, economic and demographic
data, and other factors. For the next-year peak forecast,
it is possible to provide an estimated peak load based
on historical loads and weather conditions. Long-term
forecasts extending 10 to 20 years into the future are
used for system infrastructure planning and are meant to
ensure that there are suicient resources available to meet
the needs of the expected future peak demand.
Forecasts are necessary for the variety of actions that
must occur to ensure that suicient supply is available
in the immediate and long term. These include the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
planning of long-term infrastructure, purchasing fuel
and other supplies, and ensuring adequate staing of
specic personnel. Load forecasts are also extremely
important for suppliers, nancial institutions, and other
participants in electric energy generation, transmission,
distribution, and trading. Missed forecasts, when actual
demand diers signicantly from the forecast, can cause
wholesale prices to be signicantly higher or lower than
they otherwise might have been.
DEMAND RESPONSE
Electricity demand is generally insensitive to price,
meaning that demand does not typically fall when
prices rise. This occurs for several reasons, including
that most end-use consumers of electricity are not
exposed to real-time electricity prices. However,
some utilities and grid operators have developed
ways to stimulate a response from consumers through
demand-response programs.
Demand response is the reduction in consumption
of electricity by customers from their expected
consumption levels, in response to either reliability
needs or price signals. Customers will forego power
use for short periods, shi some energy use from peak
periods to other times, or use on-site generation in
response to price signals or incentives for load reduction.
The signals to respond to electric power system needs or
high market prices may come from a utility or other load-
serving entity, an RTO/ISO, or an independent provider
of demand response. Both retail and wholesale entities
administer these programs. Demand response has the
potential to lower system-wide power costs and assist in
maintaining reliability. It can also mitigate system stress
and allow operators to resolve shortages, avoid operating
ineicient power plants, or relieve transmission
congestion. There can also be environmental benets,
such as lower levels of power plant-related emissions
that result from not operating peaking units.
Measuring and verifying the amount of reduced
consumption during a demand response activation
requires development of consumers’ baseline usage,
against which their actual use is measured.
Demand-Response Programs
Programs generally fall into three categories: curtailing,
shiing, or on-site generation.
, or forgoing, involves reducing power use
(load) during times of high prices or threats to reliability
without making up the use later. For example, residential
customers might turn o lights or raise thermostats
during hot weather. Commercial facilities may turn o
oice equipment, lower building lighting or change
thermostat settings by a few degrees.
 involves moving or rescheduling high energy-
use activities in response to high prices or demand
response program events to o-peak periods – evenings,
nights, or weekends. Industrial customers might
reschedule batch production processes to evening hours
or the next day. Commercial establishments may delay
high-energy operations. Residential customers may wait
until evening or night to use high energy consuming
appliances, such as clothes dryers or dishwashers. In
shiing, the lost amenity or service is made up at a
subsequent time.
 is when customers respond by
turning on an on-site or backup emergency generator
to supply some or all of their electricity needs. Although
these customers may have little or no interruption to their
electrical usage, their net load and requirements from
the power system are reduced. The ability to use on-site
generation is most common for institutional customers,
such as hospitals, large schools, or data centers.
Demand response programs can be further
distinguished by whether they are controlled by the
system operator (dispatchable) or the customer (non-
dispatchable). Dispatchable demand response refers
to programs where the system operator can direct the
customer to reduce its energy use, such as direct load
control of residential appliances or directed reductions
to industrial customers. Dispatchable demand response
programs can be used for both reliability and economic
reasons. Non-dispatchable demand response lets the
retail customer decide whether and when to reduce
 n  n FEDERAL ENERGY REGULATORY COMMISSION
consumption in response to the price of power. This
includes time-sensitive pricing programs that are based
on rates that charge higher prices during high-demand
hours and lower prices at other times.
As a result of technological innovations and policy
directions, new types and applications of demand
response are emerging that encompass the use of
smart appliances that respond in near real-time to price
or other signals. These models may allow customers
to respond more easily, as they require little customer
monitoring or interaction.
Retail Demand Response Programs
Utilities and third-party aggregators oer a variety of
demand response programs that include time-based
rates and interruptible contracts. Also, some states
mandate energy eiciency resource standards that
include peak load reduction targets.
Time-based rates include time-of-use rates and dynamic
pricing. Time-based rates depend on advanced meters
at customer premises that can record usage over short
increments, typically groupings of hours or individual
hours. In time-of-use programs, customers are charged
dierent prices at dierent times of the day, with hours
on or near peak demand costing more than o-peak
hours. Dynamic pricing is a category of programs where
rates change frequently to better reect system costs.
The practice of adjusting prices as costs change provides
an incentive for consumers to shi load to other periods
or to reduce peak load. One form of dynamic pricing is
termed real-time pricing. In these programs, customers
are charged prices reecting the immediate cost of
power. Industrial or very large commercial customers are
the most likely to choose real-time taris.
81 DSIRE, N.C. Clean Energy Technology Center, Energy Eiciency Resource Standards (and Goals) at 1 (September 2021), https://ncsolarcen-prod.
s3.amazonaws.com/wp-content/uploads/2021/09/Energy-Eiciency-Resource-Standards_Sept-2021.pdf.
Another form of dynamic pricing is critical peak
pricing. These programs use real-time prices at times
of extreme system peak but are restricted to a limited
number of hours annually. They feature higher prices
than time-of-use prices during the critical peak.
Consumers do not know in advance when a critical
peak might be called. Critical peak programs for
residential customers typically use rebates as an
incentive to participate in the program, but customers
take the risk of paying higher prices or reducing load
during critical peak periods. These programs seek to
have customers respond to price signals, as opposed
to penalizing them, if they do not lower their use in the
critical peak hours.
Interruptible contracts are used by utilities to control
load and address potential reliability issues, such as
reducing stress on the electric system during heat
waves. The two primary forms of this category
of demand response are direct load control and
interruptible rates. Direct load control entails the
utility curtailing a portion of customer load as described
above. Under interruptible rates, customers agree
to turn o equipment or switch their energy supply
to an on-site generator.
Energy eiciency resource standards exist in 25 states,
while ve states and the District of Columbia. have
energy eiciency goals.

The standards typically
require utilities to achieve electric energy savings,
and many include peak load reduction targets.
These mandates provide incentives for utilities to
reduce customers’ energy consumption and include
mechanisms that decouple prots from the amount of
electricity sold or performance bonuses for utilities that
meet or exceed reduction targets.
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: U.S. Department of Energy

82 U.S. Department of Energy, Benets of Demand Response in Electricity Markets and Recommendations for Achieving Them: A Report to the United
States Congress Pursuant to Section 1252 of the Energy Policy Act of 2005, at 15, (2006), https://www.energy.gov/oe/articles/benets-demand-
response-electricity-markets-and-recommendations-achieving-them-report.
83 EPAct 2005 included policy encouraging time-based pricing and other forms of demand response and the elimination of barriers to demand
response participation in the energy, capacity, and ancillary services markets. Examples of FERC orders include Order No. 719, 128¶61,059, (July
16, 2009); Order No. 745, 134¶61,187 (March 15, 2011); and Order No. 2222, 174¶61,197, (March 18, 2021).
84 See FERC, Assessment of Demand Response and Advanced Metering Sta Report, at 3 (December 2021), https://www.ferc.gov/media/2021-
assessment-demand-response-and-advanced-metering.
Wholesale Market Demand
Response Programs
On the wholesale level, market operators have some
programs that dispatch the demand response resources.
Other demand response programs are dispatched by
the utilities or aggregators that sponsor the programs,
rather than the market operator. Note that with most
retail demand response programs, which can also aid
wholesale markets, market operators may not be able to
invoke them or even see the specic amount of response
that occurs.
Demand response participation in RTO/ISOs has been
encouraged in U.S. national energy policy and by various
FERC orders.

Overall, approximately 30.8 GW of demand
response participated in RTOs/ISOs in 2020.

These
resources primarily participate in RTO/ISOs as capacity
resources and receive advance reservation payments in
return for their commitment to participate when called
upon or activated. Additionally, demand resources may
oer into the RTO/ISO day-ahead markets, specifying the
hours, number of MWs and price at which they are willing
to curtail.
years
system planning
load
commitment
timescales
power & load
reduction delivery
energy
efficiency
time-of-use
rates
capacity/ancillary
services programs
demand bidding/
buyback
direct load
control
emergency
programs
interruptible
programs
day-ahead hourly
pricing (RTP)
real-time hourly
pricing (RTP)/CPP
months
operational
planning
day-ahead
economic scheduling
day of economic
dispatch
<15 min
Price-Based Demand Response
Incentive-Based Demand Response
 n  n FEDERAL ENERGY REGULATORY COMMISSION

85 National Energy Education Development Project, Electricity, at 56 (2017), http://www.need.org/Files/curriculum/infobook/Elec1S.pdf.
Source: The NEED Project

Some of the RTO/ISO demand response comes from
individual entities; the rest is accumulated through
third-party aggregators, or curtailment service
providers, who recruit customers too small to
participate on their own, such as schools, commercial
chains or groups of residential customers. In
aggregating small customers, curtailment service
providers have increased customer participation
in many wholesale reliability and emergency programs.
Demand Response and Energy Eiciency
in Planning and Operations
Dierent demand response programs can be used
at various times to support planning and operations
(see Figure 2-2). Energy eiciency programs that
reduce baseload or peak demand over the long-term
are incorporated into system planning. Dispatchable
programs that are quickly implemented and targeted
for short-term peak reductions – such as direct load
control – lie on the other end of the spectrum and
are used in the moment of operation.
Electricity Supply and Delivery
Unlike many other products, electricity cannot be
stored in any appreciable quantity relative to the
total consumed across the country each day. Further,
electricity is a necessity for most consumers, whose
use responds little to price changes. Finally, electric
equipment and appliances are tuned to very specic
standards of power, measured as voltage and
frequency. For example, deviations in voltage can
cause devices to operate poorly or may even damage
them. Consequently, the supply side of the electricity
market must provide and deliver exactly the amount
of power customers want at all times, at all locations.
This requires constant monitoring of the grid and close
coordination among industry participants.
Electricity service relies on a complex system of
infrastructure that falls into two general categories:
generation and delivery services of transmission and
distribution. Together, the power generation and
high-voltage transmission lines that deliver power to
distribution facilities constitute the bulk power system.
Transmission and distribution facilities are also referred
to as the power grid. These are coordinated, and at times
operated by, a grid coordinator.
Power Plant
Generates Electricity
Transformer
Steps Up Voltage
For Transmission
Distribution Lines
Carry Electricity
to Houses
End UserTransmission Lines
Carry Electricity
Long Distance
Transformer
Steps Down Voltage
Transformer
Steps Down Voltage
Before it Enters Houses
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Nationally, the grid is geographically split into three
main sections – the Western, Eastern and Texas
Interconnections. These sections operate independently
and have limited interconnections between them.
The nation, along with Canada and a small part of
Mexico, is also divided into regional entities for reliability
purposes. The regional reliability entities fall under
the purview of North American Electric Reliability
Corporations (NERC), which was designated by FERC as
the nations electric reliability organization, and which
develops and enforces mandatory reliability standards to
better ensure the reliable operation of the nations bulk-
power system (the interconnected transmission grid).
The reliability standards, once approved by FERC, must
be met by applicable industry participants as designated
in each reliability standard. Consequently, the grid is
planned and operated to meet these standards.
NERC’s regions include:
 Midwest Reliability Organization (MRO)
 Northeast Power Coordinating Council (NPCC)
 Reliability First Corporation (RFC)
 SERC Reliability Corporation (SERC)
 Texas Reliability Entity (TRE)
 Western Electricity Coordinating Council (WECC)

Interconnection
Western Interconnection
Quebec Interconnection
Eastern Interconnection
Texas Interconnection
MRO
Texas RC
WECC RF
SERC NPCC
Source: North American Electric Reliability Corporation
 n  n FEDERAL ENERGY REGULATORY COMMISSION
FERC JURISDICTION
Under the Federal Power Act (FPA), FERC regulates
the transmission of electric energy in interstate
commerce and the sale of electric energy at wholesale
in interstate commerce. The FPA requires that every
public utility le with FERC all rates and charges for
any transmission or sale subject to the jurisdiction
of FERC. Under Sections 205 and 206 of the FPA, 16
U.S.C. §§ 824d, 824e, FERC ensures that the rates and
charges made, demanded, or received by any public
utility for, or in connection with, the transmission or
sale of electric energy subject to the jurisdiction
of FERC, and all rules and regulations aecting,
or pertaining to, such rates or charges are just
and reasonable and not unduly preferential or
unduly discriminatory.
GENERATION
Power generators are typically categorized by the fuel
that they use and subcategorized by their specic
operating technology. In 2021, the United States had
approximately 1,218 GW of total generating capacity.

The majority of power generation is produced from coal,
natural gas, nuclear fuels, and renewables.
Power plants each have diering costs and operational
characteristics, both of which determine when, where
and how plants will be built and operated. Plant costs
fall into two general categories: capital investment
costs, which are amounts spent to build the plant,
and operational costs, the amounts spent to maintain
and run the plant. In general, there is a trade-o
between these expenses: more capital-intensive
plants tend to be cheaper to run – they have lower
variable costs – and, conversely, the least capital
intensive plants tend to be more expensive to run –
they have higher variable cost. For example, nuclear
plants produce vast amounts of power at low variable
costs but are expensive to build. Conversely, natural
gas-red combustion turbines are far less expensive to
86 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (February 2022), https://www.eia.gov/electricity/data/eia860m/.
build but can be more expensive to run. Grid operators
dispatch plants – or call them into service – with the
simultaneous goals of providing reliable power at the
lowest cost. Because various generation technologies
have diering variable costs, plants are dispatched only
when they are part of the most economic combination of
plants needed to supply the customers on the grid. For
plants operating in RTOs/ISOs, this cost is determined
by the price that generators oer. In other areas, it
is determined by the marginal cost of the available
generating plants.
CONVENTIONAL GENERATION
Generation is oen described as conventional or
renewable (described further in the Renewable
Generation section below). Conventional generation
typically includes natural gas-, oil-, coal- or nuclear-
powered generation.
Natural Gas-Fired Generation
Natural gas power plants consist of three major
technologies, each with its distinct set of market
advantages and limitations. They are steam boilers, gas
turbines and combined cycle generators. Natural gas
fuels nearly a third of U.S. electricity generation.
 technology is an older design that burns
gas in a large boiler furnace to generate steam at both
high pressure and high temperature. The steam is then
run through a turbine that is attached to a generator,
which spins and produces electricity. Typical plant
size ranges from 300 MW to 1,000 MW. Because of their
size and the limited exibility that is inherent in the
centralized boiler design, these plants require fairly long
start-up times to become operational and are limited
in their exibility to produce power output beyond a
certain range. Furthermore, these plants are generally
not as economical or easy to site as some newer
technologies – which explains why few have been built
in recent years.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
 are small, quick-start units similar
to an aircra jet engine. These plants are also called
simple cycle turbines or combustion turbines (CT). GTs
are relatively inexpensive to build but are expensive to
operate because they are relatively ineicient, providing
low power output for the amount of gas burned, and
have high maintenance costs. They are not designed
to run on a continuous basis and are used to serve
the highest demand during peak periods, such as hot
summer aernoons. GTs also run when there are system-
wide shortages, such as when a power line or generator
trips oline. GTs typically have a short operational life
due to the wear-and-tear caused by cycling. The typical
capacity of a GT is 10-50 MW, and they are usually
installed in banks of multiple units.
 are a hybrid of
the GT and steam boiler technologies. Specically, this
design incorporates a gas-combustion turbine unit along
with an associated generator, and a heat recovery steam
generator along with its own steam turbine. The result is
a highly eicient power plant. They produce negligible
amounts of SO2, and particulate emissions and their
NOx and CO2 emissions are signicantly lower than a
conventional coal plant. CCPPs, on average, require 80
percent less land than a coal-red plant, typically 100
acres for a CCPP versus 500 acres for comparable coal
plant, and CCPPs also use modest amounts of water
compared to other technologies.
Coal-Fired Generation
Coal plants produced approximately 22 percent of the
electricity in the United States in 2021.
87
These facilities
generate power by creating steam which is used to spin
a very large turbine. These plants tend to be used as
baseload units, meaning that they run continuously
and are not especially exible in raising or lowering
their power output. They have high initial capital costs,
with complex designs and operational requirements.
87 EIA, Electric Power Annual (November 7, 2022), Generation at Utility Scale Facilities, Tables 3.1A. and 3.1.B, (accessed December 2022), www.eia.gov/
electricity/annual/html/epa_01_02.html.
88 Derived from Hitachi Energy, Velocity Suite data (Accessed March 28, 2023).
89 EIA, Form EIA-860 (November 2022), www.eia.gov/electricity/data/eia860/.
However, coal plants have low marginal costs and can
produce substantial amounts of power. Most of the
coal-red plants in the United States are located in the
Southeast and Midwest.
Oil-Fired Generation
 generally produce only a small amount of the
total electricity generated in the U.S. power markets.
These facilities are expensive to run and also emit more
pollutants than natural gas plants. They are frequently
uneconomic and typically run at low-capacity factors.
Like natural gas-red generators, there are several types
of units that burn oil; primarily, these are steam boilers
and combustion turbines. Most dual-fuel power plants
are located in the eastern half of the United States,
especially on the East Coast.
88
Generally, two types of oil are used for power generation:
number 2 and number 6 (bunker) fuel oil. Number 2
is a lighter and cleaner fuel. It is more expensive, but
because it produces fewer pollutants when burned,
it is better for locations with stringent environmental
regulations such as major metropolitan areas.
Conversely, number 6 fuel oil is cheaper, but considered
dirty because of its higher emissions. It is highly viscous
(thick and heavy), and it comes from the bottom of the
barrel in the rening process.
Nuclear Generation
 provided roughly 19 percent of the
nation’s electricity in 2021, when 93 nuclear plants
operated in the United States with a total capacity of
approximately 100 GW.
89
Like generating units that use
coal, nuclear plants tend to be large, baseload units that
run continuously. Nuclear plants have high capital and
xed costs, but low variable costs, which includes fuel
cost. They typically run at full power for 18 or 24 months,
which is the duration of a unit’s fuel cycle, and are then
taken oline for refueling and maintenance. Outages
 n  n FEDERAL ENERGY REGULATORY COMMISSION
typically last from 20 days to signicantly longer,
depending on the work needed. Of the 92 operating
nuclear plants, most reside in the eastern United States.
Only six are in the West, four in Texas. Illinois had the
largest number of plants at 11, followed by Pennsylvania
at eight, and South Carolina at seven.

RENEWABLE GENERATION
Renewable resources use fuels that are naturally
replaced, such as wind, solar, hydroelectric and
geothermal or which use fuels that are readily
replaceable, such as biomass and biogas.
Such generation (generation termed renewable
generation or renewables) is an increasingly important
part of total U.S. supply, accounting for 29 percent of
electric energy produced in 2021.

As total generation
from all fuels has remained relatively constant in recent
years, renewable generations share has risen, spurred
by technological advancements, state policy, and federal
tax credits.

Wind and solar capacity have grown faster than other
renewable resources in recent years. Wind capacity
grew substantially, from approximately 10 GW in 2006 to
193 GW in 2021.

Utility-scale solar capacity grew even
faster, from approximately 0.1 GW to 61 GW over the
same period.

Additions of renewable generation capacity are usually
reported in megawatts of nameplate capacity. Actual
capability varies from the nameplate for any unit type
due to such factors as age, wear, maintenance and
ambient conditions. But as renewable resources are
oen weather-dependent, their capacity factors – the
ratio of average generation to the nameplate capacity
90 EIA, Form EIA-860M (February 2023), www.eia.gov/electricity/data/eia860M/.
91 Derived from EIA, Electricity Annual (September 2022), www.eia.gov/electricity/annual/html/epa_01_01.html.
92 Lawrence Berkeley National Lab, U.S. State Renewables Portfolio and Clean Electricity Standards: 2023 Status Update (June 2023), https://eta-
publications.lbl.gov/sites/default/les/lbnl_rps_ces_status_report_2023_edition.pdf.
93 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (February 2022), https://www.eia.gov/electricity/data/eia860m/.
94 Id.
for a specic period – have been lower (for example,
approximately 30 percent), depending on the technology
type, than for fossil-fuel generation. Grid operators pay
close attention to the dierence between nameplate
and capacity factor values when they evaluate capacity
available to cover expected load, however, capacity
factors have risen with technological innovation and
improved manufacturing processes.
Wind
Wind generation is among the fastest-growing
renewable resource, in part due to cost declines and
technology improvements, as well as receipt of federal
tax credits. Increases in average hub heights and rotor
diameters have increased average wind turbine capacity.
Because the best wind resources are oen located far
from load centers, obtaining suicient transmission
presents a challenge to delivering wind output. Other
market challenges for future wind development include
its variable output, which is oen inversely correlated
to demand (seasonally and daily); system operators
limited ability to dispatch wind resources to meet load
increases; diiculties related to accurately forecasting
its ramping; and the need for companion generation
(usually fossil-fueled) or energy storage to be available to
balance wind generation when the wind is not blowing.
Solar
Solar generation transforms sunlight into electricity
using one of two technologies: photovoltaic (PV) or
concentrating solar power (CSP). PV modules, or panels,
transform sunlight directly into power using cells made
of silicon or thin-lm materials. They can be installed on
roofs of buildings or at ground-level PV farms. CSP plants
use a two-step process to transform the suns energy. First,
mirrors direct sunlight towards a receiver that captures
 n  n FEDERAL ENERGY REGULATORY COMMISSION
the heat. CSP then employs a thermal process to create
steam, driving an engine or turbine to produce electricity.
CSP plants, which are dispatchable, can include low-cost
energy storage that extends their availability later in peak
hours. PV growth has increased greatly as a result of policy
incentives and cost declines. Total PV generation for 2021
was 161.5 GW, with approximately two-thirds of that
generation coming from utility-scale facilities and one-
third from small-scale generation.

By the end of 2021, 1.5 GW of CSP was operational –
a decline from 2017 when CSP capacity was 1.8 GW.

Total CSP capacity is signicantly lower than PV owing
to PV’s lower costs.
97
Seven western and southwestern
states have extensive CSP potential: Utah, New Mexico,
Arizona, Nevada, Texas, California and Colorado.
98
Developing that potential will require overcoming
challenges of cost, siting, transmission, and the need
for extensive water supplies to clean mirrors.
Hydroelectric
Hydroelectric generation is powered by the kinetic
energy of falling water that drives turbine generators,
which convert the energy into electricity. There are
two types of hydroelectric projects: conventional and
pumped storage. Conventional projects, which use a
dam in a waterway, can operate in a run-of-river mode,
in which water outow from the project approximates
inow, or in a peaking mode, in which the reservoir is
mostly drained to generate power during peak periods
when energy is more valuable. Pumped storage projects
use bodies of water at two dierent elevations. Water is
pumped into elevated storage reservoirs during o-peak
periods when pumping energy is cheaper; the water is
95 Derived from EIA, Electric Power Annual, Tables 3.1.A. and 3.1.B (released November 7, 2022 and accessed December 2022), www.eia.gov/electricity/
annual/html/epa_01_02.html.
96 Derived from EIA, See table 4.3 in Electric Power Annual 2021 and Electric Power Annual 2017, www.eia.gov/electricity/annual/html/epa_04_03.html
and www.eia.gov/electricity/annual/archive/pdf/03482017.pdf.
97 See National Renewable Energy Laboratory, Annual Technology Baseline (July 2018), https://atb.nrel.gov/electricity/2018/summary.html
98 EIA, Form EIA-860, (September 13, 2018), https://www.eia.gov/electricity/data/eia860/.
99 Derived from EIA, Electric Power Annual (November 7, 2022), Generation at Utility Scale Facilities, Tables 3.1.A and 3.1.B (accessed December 2022),
www.eia.gov/electricity/annual/html/epa_01_02.html.
100 Derived from EIA, Form EIA-860 (accessed November 2017), https://www.eia.gov/electricity/data/eia860/.
101 Id.
then used to generate power during peak periods as it
ows back to the lower elevation reservoir. In 2021, total
U.S. hydro-electric capacity (including conventional
and pumped-storage capacity) reached 246 GW.
Conventional hydro-electric capacity was 285.3 GW and
pumped storage hydro-electric capacity was 5.1 GW.
99
Geothermal
Geothermal generation taps into reservoirs of steam and
hot water deep beneath the earth’s surface to produce
power. The majority of the plants are based in California
and Nevada. Geothermal potential is determined by
thermal conductivity, thickness of sedimentary rock,
geothermal gradient, heat ow and surface temperature.
Geothermal generation, which stood at 16 GW in 2021,
increased from 0.6 GW in 2011, but has decreased as a
portion of total renewable output, due to the growth of
other renewables. California hosts about 76 percent of
geothermal U.S. operating capacity.

Biomass
Biomass generation includes power production from
many waste byproducts, such as agricultural residues,
landll gas, municipal solid waste, and wood resources.
The largest biomass category is wood waste, burned
for heat and power in the lumber, pulp and paper
industries. Challenges to biomass production include
impacts on food supplies (for example, converting
corn into ethanol), conserving natural resources, and
minimizing water pollution. In 2021, net utility-scale
power generation using biomass fuel sources was
54.3 GWh - composed of 36.5 GWh from wood and
wood-derived fuels as well as 17.8 GWh from other
biomass sources.

 n  n FEDERAL ENERGY REGULATORY COMMISSION
Biogas
Biogas energy is created through the anaerobic
(without oxygen) bacterial decomposition of
biodegradable waste, which is turned into a gas
containing 60-70 percent methane. Biogas recovery
is typically installed at farms and used to run farm
operations and reduce methane emissions from
natural manure decomposition.
Renewable Energy Policies
Renewable generation development is frequently tied to
policies promoting their use, which include tax credits,
low-cost loans, rebates and production incentives.
Federal funding of research and development has played
an important role in lowering the costs or reducing the
time it takes for renewable technologies to become
commercially viable.
Congress has provided tax incentives to spur renewable
resource investments. Originally enacted in 1992,
federal production tax credits (PTC) are available
for wind, biomass, geothermal, and other forms of
renewable generation based on a facility’s production.
An ination-adjusted credit, the PTC generally has
a duration of 10 years from the date the facility goes
online. The PTC has been revised several times,
most recently in August 2022 under the Ination
Reduction Act, which extended the PTC for projects
that begin construction before 2025, including solar
projects that had previously been excluded from
the PTC program.

Aer 2024, the PTC becomes
technology neutral and emission based, and phases
out starting in 2032, or when the U.S. electricity
sector emissions are 75% below 2022 levels. If
projects over 1 MW meet certain labor requirements,
their PTC is 2.6 c/kWh; if the projects do not meet
the labor requirements, the PTC would be 0.3 c/kWh.
A further 10% adder on the PTC and ITC can be
obtained if a project uses U.S. steel and roughly
102 Congress.gov, H.R. 5376-Ination Reduction Act of 2022, (became law August 4, 2022) https://www.congress.gov/bill/117th-congress/house-
bill/5376/text.
103 Barbose, Galen. Lawrence Berkeley National Laboratory, U.S. Renewables Portfolio Standards: 2021 Status Update: Early Release (February 2021),
https://eta-publications.lbl.gov/sites/default/les/rps_status_update-2021_early_release.pdf.
half the of manufactured components (as measured by
cost) are sourced in the United States.
Another form of tax credit for renewables, including
solar and other types of projects, has been a federal
investment tax credit (ITC). The ITC has generally
been set at 30 percent of a project’s equipment and
construction costs. The Ination Reduction Act also
revised the ITC, with the same terms as for the PTC.
Projects meeting labor requirements may receive a
30% ITC, otherwise the ITC drops to 6%. Projects may
also receive a 10% increase in the ITC if they use U.S.
components, as described for the PTC.
State renewable portfolio standards (RPS) and
renewable energy standards (RES) have been signicant
drivers in the growth of investment in renewable
generation. An RPS requires a certain percentage of
energy sales measured by megawatt-hours (MWh) to
come from renewable resources. Percentages usually
increase incrementally from a base year to an ultimate
target. Currently, 30 states plus Washington, D.C., have
an RPS with nancial penalties for non-achievement.

As utilities and independent developers build more
renewable-powered generation, the markets in which
they participate continue to address the integration of
renewable output into their day-ahead and real-time
operations, and incorporate the expected growth of
renewable generation in their long-term transmission-
planning processes.
Renewable energy certicates (RECs) allow state
regulators to track compliance with mandatory RPS
targets or verify progress in voluntary state renewable
programs. They also allow compliance entities to
purchase credits – subject to state-imposed limits
on amount and price – if they have not generated or
bought enough renewable energy to meet their
annual requirements.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
ELECTRIC STORAGE
Historically, utility-scale storage of electricity for
later use had been limited to pumped-hydro storage
facilities. Recent advances in technology have made
other types of electric storage resources, including
batteries and ywheels, more economically feasible.
The lower costs and improved capabilities of electric
storage, along with favorable state and federal policies,
increased penetration of variable energy resources, and
a continued focus on grid reliability have helped spur the
development of electric storage resources.

As of 2021, the combined capacities of utility-scale
electric storage and battery storage represented less
than 2 percent of total generating capacity in the United
States.

The majority of storage capacity consists of
pumped-hydro storage (21 GW in 2021), which has
grown very slowly. Battery storage capacity, in contrast,
has grown from 3 MW in 2016 to 4,482 MW in 2021.

EIA
projects that total U.S. battery storage capacity could
reach 30 GW by 2025.

Electric storage projects are increasingly available to
help balance supply and demand particularly during
periods of high demand or excess supply. These
resources can charge during periods of low demand or
excess generation, when electricity is less expensive, and
discharge when demand is high and electricity is more
expensive. Batteries, ywheels, and other fast-acting
electric storage technologies can also provide ancillary
104 FERC has issued various orders to help remove barriers to the participation of electric storage resources in FERC-jurisdictional markets. See,
Electric Storage Participation in Markets Operated by Regional Transmission Organizations and Independent System Operators, Order No. 841, 162
FERC ¶61,127 (2018); Participation of Distributed Energy Resource Aggregations in Markets Operated by Regional Transmission Organizations and
Independent System Operators, Order No. 2222, 172 FERC ¶ 61,247 (2020).
105 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (February 2022), https://www.eia.gov/electricity/data/eia860m/.
106 Id.
107 EIA, U.S. battery storage capacity will increase signicantly by 2025 (December 8, 2022), https://www.eia.gov/todayinenergy/detail.
php?id=54939#:~:text=As%20of%20October%202022%2C%207.8%20GW%20of%20utility-scale,add%20another%2020.8%20GW%20of%20
battery%20storage%20capacity.
108 EIA, U.S. Battery Storage Market Trends, 13-15 (August 2021), https://www.eia.gov/analysis/studies/electricity/batterystorage/pdf/battery_
storage_2021.pdf.
109 California Public Utilities Commission, Energy Storage (accessed December 1, 2022), www.cpuc.ca.gov/industries-and-topics/electrical-energy/
energy-storage.
110 Order No. 2222, 172¶61,247, (September 17, 2020), at 4.
services which help maintain grid reliability. The vast
majority of battery storage capacity in the electricity
markets is used to provide ancillary services or capacity,
because these applications provide the most revenue for
storage owners.

Some states have passed legislation to incentivize
investment in storage projects. In 2013, California
adopted targets for utilities to procure 1,325 MW of
energy storage capacity by 2024 and subsequently
increased the capacity requirement target and
compressed the timeline for reaching that target.

As of May 2021, ve states besides California also
set energy storage requirements or targets: Oregon,
Massachusetts, New York, New Jersey and Virginia.
Additionally, some states which do not have formal
energy storage requirements oer nancial incentives
such as grants and tax incentives, while others have
begun requiring utilities to include storage in integrated
resource plans.
DISTRIBUTED ENERGY RESOURCES
In Order No. 2222, the Commission dened Distributed
Energy Resources (DERs) as any resource located on the
distribution system, any subsystem thereof or behind a
meter. These resources may include, but are not limited
to, electric storage resources, distributed generation,
demand response, energy eiciency, thermal storage,
and electric vehicles and their supply equipment.

In
most instances, these resources are located close to the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
end user of power. While individual installations of DER
tend to have capacities much smaller than that of central
station power plants (for example DER installations may
range from a fraction of a kW to systems producing less
than 10 MW), the overall quantity of DER installations
has grown tremendously, particularly in states with
benecial policies toward DERs.
One such policy is known as net metering, which is a
system in which DERs are connected behind the meter
to a distribution system and any surplus power is
transferred onto the grid, allowing customers to oset
the cost of power drawn from a distribution utility. Such
surplus ow typically occurs during periods when the
DER’s production outstrips the customer’s total demand.
Under one measure of DER, as tracked by EIA, total net-
metered capacity grew by approximately 277 percent
between 2014 and 2020, from approximately 7.5 GW of
capacity to 28.3 GW. The bulk of this capacity was solar
PV, which made up 94 percent of net-metered capacity
in 2020, with 62 percent of that capacity owned by
residential customers.

In some cases, surplus power
from a large DER or a set of net metered DERs may ow
onto the transmission system.
TRANSMISSION
The alternating current (AC) power grid operates like an
interconnected web, where, with a few exceptions,
111 EIA, Electric Power Annual (December 2022), (March 2022), www.eia.gov/electricity/annual/html/epa_04_10.html.
the ow of power is not specically controlled by
the operators on a line-by-line basis. Instead, power
ows from sources of generation to consumers across
any number of lines simultaneously, following the
path of least resistance. There are also a limited
number of direct current (DC) lines, which are set
up as specic paths with denite beginning and end
points for scheduling and moving power. These lines
are controllable by operators and have other
characteristics that make them attractive to grid
planners and operators, such as providing greater
grid stability and lower line losses. However, DC lines
cost signicantly more than AC lines to construct.
Consequently, DC lines are typically built for certain
specialized applications such as the movement of
large amounts of power over long distances, for
example the Pacic Intertie, which extends between
the Northwest and California.
Transmission lines provide a certain amount of
resistance to the ow of power as electricity travels
through them. This resistance is not unlike the wind
resistance that a car must overcome as it travels
along a highway. The resistance in power lines creates
losses: the amount of power injected into a power line
diminishes as it travels through the line. The amount of
these losses is contingent on many factors including the
voltage of the transmission facilities.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Wholesale Electricity
Markets and Trading
Electric markets encompass dierent organizational
structures and dierent mechanisms for buying and
selling power at the wholesale level. Electric systems
for delivering power to consumers in the United States
are split into two structures: traditional systems and
those run by RTO/ISOs. Traditional systems are typically
vertically integrated, rely on management to make
operational decisions, and sell electricity to retail
customers based on their cost of service. In general,
RTO/ISOs use their markets to make operational
decisions, such as generator dispatch, and to price
the resulting electricity. Load-serving entities then
buy the power through the RTOs/ISOs for resale to
retail customers.
Both traditional systems and RTOs/ISOs conduct
certain functions, although they may perform these
functions in dierent ways. These include:
 Ensuring the electric grid operates reliably in a dened
geographic footprint
 Balancing supply and demand instantaneously
and maintaining suicient operating reserves
 Dispatching system resources as economically
as possible
 Coordinating system dispatch with neighboring
balancing authority areas (BAAs)
 Planning for transmission in its footprint
 Coordinating system development with
neighboring systems and participating in
regional planning eorts
 Providing non-discriminatory transmission access
Buying and selling electricity in the wholesale
markets – trading – occurs through bilateral and
RTO/ISO transactions, as discussed below. Bilateral
transactions occur in both traditional systems and
in RTO/ISO regions. Pricing for bilateral transactions
in both RTO/ISO and traditional regions incorporates
both cost-based and market-based rates.
SUPPLYING LOAD
Load serving entities (LSE) serve customer load through
a combination of self-supply, bilateral market purchases
and purchases from RTO/ISO markets. Self-supply
means that the LSE generates power from plants it owns
or operates to meet demand. With bilateral purchases,
the LSE buys power from a supplier. RTO/ISO market
purchases means the supplying company purchases
power through the RTO’s/ISO’s markets.
LSEs’ sources of energy vary considerably. In ISO-NE,
NYISO, and CAISO, the LSEs have divested much or
all their generation. In these circumstances, LSEs
supply their customers’ requirements through
bilateral and RTO/ISO market purchases. In PJM,
MISO, and SPP, LSEs may own signicant amounts
of generation, either directly or through ailiates,
and therefore use self-supply as well as bilateral
and RTO market purchases.
BILATERAL TRANSACTIONS
Bilateral transactions between two parties do not occur
through an RTO/ISO and can occur through direct
contact and negotiation, through a voice broker or
through an electronic brokerage platform, such as the
Intercontinental Exchange (ICE). The deals can range
from standardized contract packages, such as those
traded on ICE, to customized, complex contracts known
as structured transactions. In bilateral transactions,
buyers and sellers know the identity of the party with
whom they are doing business.
Whether the trade is done on ICE, directly between
parties or through another type of broker, the trading of
standard physical and nancial products, such as next-
day on-peak rm or swaps, allows index providers to
survey traders and publish price indexes. These indices
provide price transparency.
Physical bilateral trades involving the movement of
energy from one point to another require the parties to
reserve transmission capacity to move the power over
the transmission grid. Transmitting utilities are required
to post the availability of transmission capacity and oer
 n  n FEDERAL ENERGY REGULATORY COMMISSION
service on an OASIS website. Traders usually reserve
transmission capacity on OASIS at the same time they
arrange the power contract.
Transfers of power between Balancing Authority Areas
(BAAs) require one of the parties to the transaction to
submit a request for interchange, also known as an
eTag.

The receiving BAA (the entity to which the power
is transferred or sinks), or its agent, will process the eTag,
ensure a reliability assessment has been completed, and
send it to all parties named on the eTag. This ensures
an orderly transfer of energy and provides transmission
system operators with the information that they need to
112 A BAA is a collection of generation, transmission, and loads within the metered boundaries of the entity (a Balancing Authority) that is responsible
for balancing load, generation, and net interchange between other BAAs. Glossary of Terms Used in NERC Reliability Standards (March 2022),
https://www.nerc.com/les/glossary_of_terms.pdf.
institute curtailments, as needed. Curtailments may
be necessary when a change in system conditions
reduces the capability of the transmission system
to move power and requires some transactions to
be reduced or cut.
Bilateral physical transactions that are conducted
in RTO/ISOs are settled nancially. Generators oer
their power into the markets, and load is served
through the power dispatched by the RTO/ISO. The
RTO/ISO then settles bilateral transactions based on
the prices in the contracts and the prices that occurred
in their markets.

Source: PJM Traditional Wholesale Electricity Markets
Self-Schedule
Own Resources
PJM Spot
Markets
Bilateral
Transactions
Industrial
Commercial
Residential
Load Serving
Entities Obtain
Energy to Serve
Customers
 n  n FEDERAL ENERGY REGULATORY COMMISSION
COST-BASED RATES
Cost-based rates are used to price most transmission
services and some electricity when FERC determines
that market-based rates are not appropriate, or when
an entity does not seek market-based rate authority.
Cost-based rates are set to recover costs associated with
providing service and give a fair return on capital. These
rates are typically listed in a published tari.
The following are major inputs to setting cost-based
electricity rates:
 Determining used-and-useful electricity plant costs.
This may include the cost of generation facilities,
transmission facilities, distribution plants and oice
and related administration facilities.
 Determining expenses for the production,
transmission and distribution of electricity, including
fuel and purchased power, taxes and administrative
expenses.
 Establishing a fair return on capital, known as the cost
of capital. This includes determining the cost of debt,
common equity, preferred stock and commercial
paper and other forms of short-term borrowing, such
as lines of credit used to nance projects and provide
cash for day-to-day operations.
 Allocating electric plant and other expenses among
various customer classes and setting the rate structure
and rate levels.
MARKET-BASED RATES
Under market-based rates, the terms of an electric
transaction are negotiated by the sellers and buyers
in bilateral markets or through RTO/ISO market
operations. FERC grants market-based rate authority
to electricity sellers that demonstrate that they and
their ailiates lack, or have adequately mitigated,
horizontal market power (typically based on whether
the seller is a pivotal supplier and on the percent of
generation owned by the seller relative to the total
amount of generation available in a market). Sellers
must also show that they lack, or have adequately
mitigated, vertical market power (the ability to erect
barriers to entry or inuence the cost of production
for competitive electricity suppliers). Wholesale sellers
who have market-based rate authority and sell into
day-ahead or real-time markets administered by an RTO/
ISO do so subject to the specic RTO/ISO market rules
approved by FERC. Thus, a seller in such markets must
have an authorization from FERC and must also abide by
the additional rules contained in the RTO/ISO tari.
TRANSMISSION SERVICE
FERC requires that public utilities that own transmission
lines used in interstate commerce oer transmission
service on a nondiscriminatory basis to all eligible
customers. The rates and terms of service are published
in each utility’s Open Access Transmission Tari (OATT).
Each utility’s OATT species the transmission services
available. Customers submit requests for transmission
service through the OASIS. Utilities evaluate each
transmission-service request using a model of the grid
called a state estimator. Based on the model’s estimation
of the eects on the system, the request for transmission
service is either approved or denied.
The two most common types of transmission service
are network and point-to-point service. Network
service allows a transmission customer the use of
the entire transmission network to deliver generation
from specied resources to specied loads. The price
for service is cost-based and published in the OATT.
Network service has higher priority than point-to-
point service.
Point-to-point service involves paying for and reserving
a xed quantity of transmission capacity and moving
power up to the reservation amount from one location,
the point of receipt (POR), to another location, the point
of delivery (POD). The POR and POD may be outside
the transmission operator’s footprint. Depending on
availability, customers may purchase rm or non-rm
point-to-point service for durations of one hour to
multiple years.
Customers holding rm point-to-point transmission
capacity may sell that capacity in a secondary market –
such a sale is known as capacity reassignment. An entity
holding transmission rights may want to resell
 n  n FEDERAL ENERGY REGULATORY COMMISSION
that capacity to another transmission customer in
the secondary market because it is unneeded, or to
make a prot. Resellers of transmission capacity are
permitted to charge market-based rates for capacity
reassignments, instead of the original cost-based
rate at which they purchased the capacity. Most
capacity reassignments are hourly, although capacity
can also be reassigned on a daily, weekly, monthly, or
yearly basis.

If the market price of energy is greater at the POD
than at the POR, the transmission has value. The
transmission holder can capture this value by using
the transmission – buying energy at the POR, moving
it to the POD and selling it. Alternatively, the
transmission holder can sell the transmission through
a capacity reassignment. Thus, the price of a capacity
reassignment should be consistent with, and rarely
exceed, the expected price dierential between the POD
and the POR.
Transmission Planning
Each transmission-operating utility must participate
in regional planning processes that identify transmission
system additions and improvements needed to
maintain reliability. Studies are conducted to test
the transmission system against mandatory national
reliability standards, as well as regional reliability
standards. Planning studies may look 10-15 years
into the future to identify transmission overloads,
voltage limitations, and other reliability problems.
GRID OPERATIONS
Grid operators dispatch their systems using the least
costly generation, consistent with the constraints of
the transmission system and reliability requirements.
The dispatch process occurs in two stages. For RTOs/
ISOs, the market determines a day-ahead unit
commitment, then updates the unit commitment
and dispatches in real time. Grid operators in
traditional utilities plan for the next day’s dispatch,
then update and implement that dispatch in real time.
113 FERC, Electric Quarterly Reports, Downloads, Quarterly Filings (2021), https://eqrreportviewer.ferc.gov.
Dispatch Planning
Grid operators decide which generating units should
be committed in advance of actual operations. For
RTOs/ISOs, this is done, in part, through the day-ahead
markets and forecasts. For operators in traditional
utilities, this is done through various planning and
forecasting processes. Planning dispatch in advance
of real-time operations is needed because some
generating units need to obtain fuel or require several
hours of lead time before they are brought online. In
selecting the most economic generators to commit,
operators take into account forecast load requirements
and each unit’s physical operating characteristics, such
as how quickly output can be changed, maximum
and minimum output levels and the minimum time a
generator must run once it is started. Operators must
also take into account each generating unit’s cost
factors, such as fuel and nonfuel operating costs, and the
cost of environmental compliance.
Forecast conditions can also aect how the transmission
grid is optimally dispatched to reliably meet load. This is
the security aspect of commitment analysis. The factors
that can aect grid capabilities include generation and
transmission facility outages, line capacities as aected
by loading levels and ow direction, and weather
conditions. If the security analysis indicates that the
optimal economic dispatch cannot be carried out reliably,
relatively expensive generators may have to be called
upon to replace less-expensive units.
System and Unit Dispatch
Grid operators must decide the actual level at which
each available resource should be operated, given
the actual real-time load and grid conditions, so that
reliability is maintained and overall production costs
are minimized. Actual conditions will vary from those
forecast prior to real-time, and grid operators must
adjust the dispatch accordingly. As part of real-time
operations, demand, generation and interchange
(imports and exports) must be continually kept in
balance to maintain a system frequency of 60 hertz.
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: Hitachi Energy, Velocity Suite

114 Derived from Hitachi Energy, Velocity Suite, Supply Curve Analyst, Form EIA 860, NERC Electric Supply and Demand database, FERC Form 1, FERC
Form 714, ISO Load Data, Hitachi Energy Primary Research, et al (February 2023).
This is typically done by automatic generation control
(AGC) to change the generation dispatch as needed.
In general, dispatch occurs based on the cost of
generation from given resources, with the lowest-cost
resources dispatched rst and the higher-cost resources
dispatched last. The chart above is a depiction of the
market supply curve for the New York Independent
System Operator (NYISO). This is also commonly called
the supply stack. In it, all the generating units in the
New York market are shown, sorted according to their
marginal cost of production. Their cost of production is
shown on the vertical axis in terms of dollars per MWh.
The cheapest units to run are to the le and the most
expensive to the right.
Dispatch in New York, for example, rst calls upon wind
generating units, followed successively by hydroelectric,
nuclear and coal-, gas- and oil-red generating units.
This assumes that the generating units have suicient
resources – enough wind for the wind-powered
generators or enough river ow for the hydroelectric
plants, for example – and that suicient transmission
capability exists to deliver generator output and meet
reliability needs.
In addition to these considerations, transmission ows
must be monitored to ensure that the grid operates
within voltage and reliability limits. If transmission
ows exceed accepted limits, the operator must take
corrective action, which could involve curtailing
schedules, changing the dispatch or shedding load.
Operators may check conditions and issue adjusted
dispatch instructions as oen as every ve minutes.
ANCILLARY SERVICES
Ancillary services maintain electric reliability and
support the transmission of electricity. These services
 n  n FEDERAL ENERGY REGULATORY COMMISSION
are produced and consumed in real-time, or in the
very near term. NERC and regional entities establish
the minimum amount of each ancillary service that is
required for maintaining grid reliability.

 matches generation with very short-term
changes in load by moving the output of selected
resources up and down via an automatic control signal,
typically every few seconds. The changes to output are
designed to maintain system frequency at 60 hertz.
Failure to maintain a 60-hertz frequency can result in
systemic failure of an electric grid.
 are needed to restore load and
generation balance when a supply resource trips oline.
Operating reserves are provided by generating units and
demand resources that can act quickly, by increasing
output or reducing demand, to make up a generation
deciency. There are three types: spinning reserves,
non-spinning reserves and supplemental reserves.
 are provided by generators that
are online (synchronized to the system frequency)
with some unloaded (spare) capacity and capable
of increasing its electricity output within a specied
period, such as 10 minutes. During normal operation,
these reserves are provided by increasing output on
electrically synchronized equipment or by reducing
load on pumped storage hydroelectric facilities.
Synchronized reserve can also be provided by demand-
side resources.
 are provided by generating
units that are not necessarily synchronized to the
power grid but can be brought online within a
specied amount of time, such as 10 minutes.
Non-spinning reserve can also be provided by
demand-side resources.
 are provided by generating
units that can be made available within a specied
115 For additional information on the denitions of ancillary services, NERC, Glossary of Terms Used in NERC Reliability Standards, (March 2022),
https://www.nerc.com/pa/Stand/Glossary%20of%20Terms/Glossary_of_Terms.pdf.
amount of time, such as 30 minutes and are not
necessarily synchronized with the system frequency.
 generating units have the ability to go
from a shutdown condition to an operating conditi
on and start delivering power without any outside
assistance from the electric grid. Hydroelectric
facilities and diesel generators predominately have
this capability. These are the rst facilities to be
started up in the event of a system failure or blackout
to restore the rest of the grid.
 Electricity consists of current, the
ow of electrons, and voltage, the force that pushes
the current through the wire. Reactive power is the
portion of power that establishes and maintains
electric and magnetic elds in AC equipment. It is
necessary for transporting AC power over transmission
lines, and for operating magnetic equipment, including
rotating machinery and transformers. It is consumed
by current as it ows. As the amount of electricity
owing on a line increases, so does the amount of
reactive power needed to maintain voltage and
move current. Power plants can produce both real
and reactive power and can change the output of
both. Special equipment installed on the transmission
grid is also capable of injecting reactive power to
maintain voltage.
WEATHER
Weather is the single most important factor aecting
the level of electricity demand and, thus, is a major
factor in grid operations. System operators therefore
rely heavily on weather forecasts to ensure they have
the right generation, in the right locations, to run the
grid reliably.
Weather aects grid operations in other ways, as
well. Primary among these is on the productivity
of certain types of power generators: wind and
hydroelectric. Wind turbines’ power output changes
 n  n FEDERAL ENERGY REGULATORY COMMISSION
with wind availability and speed, which aects cost
of wholesale power. Solar generation declines with cloud
cover, which not only decreases available generation but
can increase demand as behind-the-meter solar, such as
residential and commercial installations, decrease their
supply to retail users.
Hydroelectric plants rely on rain and snowfall to
provide the river ow needed for their output.
Geographically, this is most important in the Pacic
Northwest, where seasonal hydroelectric plant output
is a critical source of power. Rain and the melting
of winter snowpack feed the Columbia and Snake
River systems. Surplus power from these generators is
typically exported to California to help meet summer
peak demand, increase reliability and lower prices.
Temperature can also aect the output of other
power plants and capacity of transmission lines.
Thermal plants that use a turbine – coal, gas, oil,
and nuclear plants – become less eicient at
higher temperatures. Additionally, the capacity of
transmission lines is limited by heat because the
conductive material used in fabrication becomes more
electrically resistant as they heat up, limiting their
throughput capability.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Traditional Electricity Systems
Traditional wholesale electricity markets exist primarily
in the Southeast and the West outside of California,
where utilities are responsible for system operations and
management, and, typically, for providing power to retail
consumers. Utilities in these markets are frequently
vertically integrated – they own the generation,
transmission and distribution systems used to serve
electricity consumers. They may also include federal
systems, such as the Bonneville Power Administration
(BPA), the Tennessee Valley Authority and the Western
Area Power Administration. Wholesale physical power
trading typically occurs through bilateral transactions.
In addition to the responsibilities listed in the overview
to this section, a utility in a traditional region has the
following responsibilities:
 Generating or obtaining the power needed to serve
customers (this varies by state)
 Dispatching resources based on some cost minimizing
algorithm
116 The hourly peak demand observed between 2000 and 2020. Based on FERC Form 714, Annual Electric Balancing Authority Area and Planning Area
Report. Derived from the Balancing Authority Areas within the SERC NERC region, using the Hitachi Energy, Velocity Suite, Balancing Authority Area
Net Energy for Load & Peak Demand dataset.
 Ensuring the reliability of the transmission grid
Southeast Wholesale
Market Region
The Southeast electricity market is a bilateral market
that includes all or parts of Florida, Georgia, Alabama,
Mississippi, North Carolina, South Carolina, Missouri, and
Tennessee. It encompasses the Southeastern Electric
Reliability Council (SERC) NERC region. Major hubs
include Into Southern and the Tennessee Valley Authority
(TVA). The Southeast region’s hourly peak demand is
greater than 203 GW.

While traditional bilateral trading
continues in the Southeast, some utilities in the region
have created a trading platform, the Southeast Energy
Exchange Market (SEEM), discussed further below.
Southern Company also conducts an auction for some of
its available generation, also discussed further below.



















Source: Hitachi Energy, Velocity Suite
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: EIA Form 860-M

117 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (released February 2022), https://www.eia.gov/electricity/data/eia860m/.
118 FERC, Electric Quarterly Reports, Downloads, Quarterly Filings (2021), https://eqrreportviewer.ferc.gov.
Supply Resources
The total generating capacity in the Southeast Electric
Region is over 256 GW and is predominately composed
of natural gas and coal-red generators. Hydroelectric
and nuclear capacity are also substantial resources in
the region.
The Southeast generates most of its electricity from coal,
nuclear, and natural gas-red plants, as shown in the bar
chart above.
The TVA sub-region has a majority of its capacity and
output from coal and nuclear, while the Virginia-Carolina
(VACAR) sub-region has the highest utilization of nuclear
generation in the Southeast.
TRADING AND MARKET FEATURES
Physical sales in the Southeast are done bilaterally
and long-term energy transactions are particularly
prominent, compared to short-term transactions.
Many long-term agreements involve full-requirements
contracts or long-term power purchase agreements. For
example, Southern Company’s short-term transactions
account for around 30 percent of its total wholesale
energy sales in 2021.

Short-term energy is traded among various entities,
including investor-owned utilities, municipal utilities,
public utility districts, independent power producers,
and marketers. Some of the largest sellers of short-term
power include Southern Company, North Carolina
Municipal Power Agency, Cargill, and Exelon.
Industry-referenced trading points for short-term
bilateral transactions in the Southeast include the
following locations: Into Southern, TVA, VACAR, and
Florida. Volumes for short-term transactions can be low,
particularly under normal weather conditions. Overall
demand for short-term transactions tends to rise during
periods of system stress, for example summer heat
waves or winter cold snaps.
The Southeast has relatively low volumes of short-term
trades compared to the Western regions. Thus, there is
limited data on that price index publishers have on which
to base their price reporting. Given the bilateral nature
of wholesale power transactions in the Southeast, and a
relatively small market for short-term transactions, interest
in nancial power products in the Southeast is weak.
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
 n  n FEDERAL ENERGY REGULATORY COMMISSION
SOUTHEAST ENERGY
EXCHANGE MARKET
The Southeast Energy Exchange Market (SEEM) launched
on November 9, 2022. However, on July 14, 2023, the
U.S. Court of Appeals for the D.C. Circuited remanded to
FERC orders addressing the Seem. Consequently, the
SEEM proposal is now pending before the Commission
once again.
SOUTHERN COMPANY AUCTION
Southern Company has held daily and hourly auctions
for power within its balancing area since April 2009 as
a requirement of Southern Company’s market-based
rate tari. This BAA encompasses the service territories
of Southern Company utilities: Georgia Power, Alabama
Power, Mississippi Power, and Gulf Power. The products
included in the auction are day-ahead power and real-
time power.
According to the auction rules, Southern Company must
oer all of its available uncommitted thermal generation
capacity into the auction, aer regulation and contingency
reserves are met. The auction is intended to mitigate the
potential ability of Southern Company to exercise market
power within its balancing authority area and certain
adjacent balancing authority areas. In February 2017,
Southern Company revised its market-based rate tari to
119 Alabama Power Company, 158 FERC ¶ 61,131 (2017) (February 2, 2017 Order) (order accepting market-based rate tari revisions subject to condition).
120 Western Electricity Coordinating Council, Western Interconnection Balancing Authorities (accessed November 2022), https://www.wecc.org/_
layouts/15/WopiFrame.aspx?sourcedoc=/Administrative/Balancing_Authorities_JAN17.pdf&action=default&DefaultItemOpen=1.
121 The hourly peak demand observed in a given month between 2000 and 2020. Based on FERC Form 714, Annual Electric Balancing Authority Area
and Planning Area Report. Derived from the Balancing Authority Areas within the NWPP NERC subregion, using the Hitachi Energy, Velocity Suite,
Balancing Authority Area Net Energy for Load & Peak Demand dataset.
cap all market-based sales of less than one year outside of
the auction at a cost-based tari rate.

Western Wholesale Market Regions
The power markets in the western United States are
primarily bilateral markets. A key exception is most of
California and portions of Nevada, which operate under
CAISO. Further, several entities buy and sell electricity
in a regional, short-term markets run by CAISO, called
the Western Energy Imbalance Market (WEIM), and the
SPP-run Western Energy Imbalance Service (WEIS).
CAISO and SPP are discussed further in the RTO and
ISO Markets section. The West includes the Western
Power Pool (WPP), the Rocky Mountain Power Area,
and the Arizona, New Mexico, Southern Nevada Power
Area within the Western Electricity Coordinating Council
(WECC), a regional entity. These areas contain over 30
balancing authority areas responsible for dispatching
generation, procuring power, operating the transmission
grid reliably, and maintaining adequate reserves.

NORTHWEST ELECTRIC REGION
The Northwest Electric Region is composed of the
Northwest Power Pool (NWPP) NERC region in
the northwestern section of the Western Electric
Coordinating Council (WECC) NERC region. The hourly
peak demand is approximately 49 GW

 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: Hitachi Energy, Velocity Suite
Supply Resources
The total capacity in the Northwest Electric Region is
approximately 79 GW and is primarily composed of
hydroelectric, natural gas, and coal-red generators, as
shown in the bar chart below. Wind generator capacity is
also a signicant resource for the region.
The Northwest has a unique resource mix, as
demonstrated in the bar chart below, with hydroelectric
generation capacity comprising approximately 40
percent of the power supply, which is sourced from
many dams that are in the Columbia River system. The
largest dam, Grand Coulee, can produce up to as much
power as six nuclear plants. Due to the large amount of
hydroelectric generation, the Northwest typically has
low-cost power during the spring and early summer.
During these periods, the region exports power to
neighboring regions, especially California, where power
prices are typically higher.
The amount of hydroelectric power produced depends
on a number of factors, some natural and some
controllable. On a seasonal basis, the intensity and
duration of the water ow is driven by snowpack in
the mountains, the fullness of the reservoirs, and
rainfall. On a short-term basis, the levels of hydroelectric
power generation output are inuenced by decisions
to release water locally and upstream to generate power,
as well as local water-use decisions that are independent
of the economics of the power markets, based on
recreation, irrigation, and wildlife considerations,
for example. The peak hydroelectric power generation
period begins in the spring, when the snow melts,
and may last into early summer. When less water is
available, the Northwest may rely more on its coal
and natural gas generation, and occasionally import
power from neighboring regions, including Canada,
when loads are high.















 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: EIA Form 860-M
122 Bonneville Power Administration, BPA Overview, 45, https://energy.gov/sites/prod/les/2016/01/f28/0911review_ikakoula.pdf.
123 Bonneville Project Act, 16 U.S.C. §§ 832-832m (2000).
124 National Energy Board, Market Snapshot: Which states trade electricity with British Columbia? (September 2022) https://www.cer-rec.gc.ca/en/
data-analysis/energy-markets/market-snapshots/; National Energy Board, Market Snapshot: Why Canada is one of the world’s largest electricity
consumers (August 2022), https://www.cer-rec.gc.ca/en/data-analysis/energy-markets/market-snapshots/
125 The hourly peak demand observed between 2000 and 2020. Based on FERC Form 714, Annual Electric Balancing Authority Area and Planning Area
Report. Derived from the Balancing Authority Areas within the AZ/NM/SNV NERC subregion, using the Hitachi Energy, Velocity Suite, Balancing
Authority Area Net Energy for Load & Peak Demand dataset.
Trading and Market Features
The water forecast aects the forward market for
electricity in the Northwest. Similarly, the daily water
ow conditions inuence the prices in the daily physical
market. When there is an abundance of hydroelectric
generation, the Northwest will export as much as
possible on the transmission lines leading into California
and elsewhere in the West. Sometimes in o-peak hours,
more electricity is available than can move through
transmission lines or be used locally, so electric prices
become negative.
The largest seller of wholesale power in the region is
the BPA, a federal agency that markets the output from
federally owned hydroelectric facilities, as well as a
non-federal nuclear plant and several other smaller
non-federal power plants. BPA meets approximately
one-third of the rm energy supply in its service territory
and owns 75 percent of the regions high-voltage
transmission.

BPA gives preference to municipal and
other publicly owned electric systems in allocating and
pricing its generation output.

Two Canadian BAAs, Alberta Electric System Operator
and British Columbia Hydro, are also substantial
suppliers of energy to the United States via the Northwest
Electric Region. These Canadian BAAs oen import
power to, and export power from, the United States,
depending on market conditions. The Canadian BAAs
generally import power from the United States when
prices are low in order to save water in their hydroelectric
reservoirs. The water is later released to generate and
sell hydroelectric power during higher-priced periods

The Northwest region trading points for bilateral
transactions include Mid-Columbia (Mid-C), California-
Oregon Border (COB), Nevada-Oregon Border (NOB),
and Mona (Utah). Of these, Mid-C is the most actively
traded location.
SOUTHWEST ELECTRIC REGION
The Southwest electric market encompasses Arizona,
New Mexico, and Southern Nevada in the WECC NERC
region. The hourly peak demand is approximately
25 GW.

0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: Hitachi Energy, Velocity Suite
126 Derived from EIA, Form EIA-860, 3-1-Generator_Y2021 Report, (2021), https://www.eia.gov/electricity/data/eia860/.
127 Plant Operating License, Palo Verde, Unit 1, Current Facility Operating License NpF-41, Tech Specs, Revised 08/18/2022, hps://www.nrc.gov/info-
nder/reactors/palo1.html.
128 Western Electricity Coordinating Council, State of the Interconnection, at 9 (September 2017), https://www.wecc.biz/epubs/StateOfTheInterconnection/.
Supply Resources
The total capacity in the Southwest Electric Region is
over 40 GW and is predominately composed of natural
gas and coal-red generators. Hydroelectric, wind, solar,
and nuclear capacity account for the majority of the
remaining capacity, as shown in the bar chart below.
The majority of generation in the Southwest is produced
from natural gas and coal, as demonstrated in the
bar chart above. The coal generators are generally
located in close proximity to coal mines, resulting in
low delivered fuel costs. Some generation is jointly
owned among multiple nearby utilities, including
the Palo Verde nuclear plant, a plant with three units
totaling approximately 4,000 MW,

which has owners in
California and the Southwest.

The Southwest is also
characterized by large amounts of solar capacity, as this
region has the highest solar potential in the nation.

Trading and Market Features
The Southwest region is summer-peaking and
experiences peak loads coincident with air conditioning
demand. The daily high temperature averages above 100
degrees from June through mid-September in Phoenix.


















 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: EIA Form 860-M

129 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. EIA, Preliminary Monthly Electric Generator
Inventory (based on Form EIA-860M) (February 2022), https://www.eia.gov/electricity/data/eia860m/.
130 For source information on the peak load statistics for PJM Interconnection, Midcontinent ISO, Southwest Power Pool, California ISO, New York ISO,
and New England ISO, see the individual regions description later in this chapter. For ERCOT, see ERCOT, Fact Sheet, (October 2022), https://www.
ercot.com/les/docs/2022/02/08/ERCOT_Fact_Sheet.pdf.
However, power prices tend to be the highest when
there is also hot weather in Southern California, creating
competition for the region’s generation resources. The
Southwest trading points include Palo Verde, Four
Corners, and West Wing. Of these, Palo Verde is the most
actively traded location.
RTO and ISO Markets
Two-thirds of the population of the United States
is served by electricity markets run by regional RTOs/
ISOs. A key distinction between RTO/ISO markets and
vertically integrated utilities, municipal utilities and co-
ops is that RTO/ISO markets deliver electricity through
competitive market mechanisms coordinated by a non-
prot entity over a large geographic footprint. Further,
RTOs/ISOs do not own or conduct maintenance on the
transmission or other resources involved in providing
electric service.
Currently, seven RTO/ISOs operate in the United States,
listed below in order of the size of their all-time peak
load.

FERC regulates all RTOs/ISOs except ERCOT.
In addition to operating RTOs/ISOs, SPP and CAISO
also operate regional short-term or imbalance energy
markets, which, while not RTOs/ISOs, provide markets
for real-time energy sales and purchases. SPP operates
the WEIS and CAISO runs the WEIM, which are discussed
at the end of the SPP and CAISO sections below.
 PJM, 165 GW (summer of 2006)
 MISO, 127 GW (summer of 2011)
 ERCOT, 80 GW (summer of 2022)
 SPP, 53 GW (summer of 2022)
 CAISO, 52 GW (summer of 2022)
 NYISO, 34 GW (summer of 2013)
 ISO-NE, 28 GW (summer of 2006)
Unlike traditional electricity systems, RTOs/ISOs also
operate competitive, nondiscriminatory electricity
markets, which allow resource owners to oer
resources and load-serving entities to submit bids for
generation. These markets are the primary mechanism
for dispatching resources, managing transmission
congestion and pricing electricity. RTOs/ISOs work in
conjunction with the resources and transmission-owning
resources that participate in the RTO/ISO to maintain
reliability. RTOs/ISOs also coordinate the maintenance
of generation and transmission systems and oversee
a transmission planning process to identify needed
upgrades in both the near- and long-term.
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
 n  n FEDERAL ENERGY REGULATORY COMMISSION
RTO/ISO FEATURES
All RTOs/ISOs function as non-prot entities that operate
markets to dispatch and price electricity across a large,
dened footprint. To do this, the RTOs/ISOs perform
functions such as operating day-ahead and real-time
markets, but also perform an array of functions not
directly part of the markets, but essential to allow their
eicient performance. For example, RTOs/ISOs manage
the ow of payments between market participants.
The next section discusses markets operated by
RTOs/ISOs. The remainder of this section discusses
key RTO/ISO support features or functions.
Governance
RTOs/ISOs, resource owners and operators, investor-
owned, public and cooperative utilities, marketers
and nancial entities participate in the RTO/ISO
under a governance structure and rules determined
through RTO/ISO-run processes.

RTO/ISO governance
131 Order No. 2000, Regional Transmission Organizations, 89¶61,285, (December 20, 1999).
typically involves a board of directors and stakeholder
committees, which, among other things, review
rule revisions. Rules underlying RTO/ISO functions
are included in the RTO’s/ISO’s tari and are subject
to FERC’s approval. Details on rule implementation
can be found in RTO’s/ISO’s Business Practice Manuals.
Financial Policies
Financial settlement is the process through which
payments due from customers, and to generators,
are calculated. Such settlements are based upon
day-ahead schedules, real-time metering, interchange
schedules, internal energy schedules, ancillary service
obligations, transmission reservations, energy prices,
Financial Transmission Rights (FTR) positions, and
capacity positions. Each market participant’s invoice
of charges and credits includes the costs of services
used to serve load and the costs for operating the
RTO/ISO.










Source: Hitachi Energy, Velocity Suite
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Generally, customers receive weekly or monthly invoices
stating their charges and credits. Weekly invoices must
be settled within a few days of being issued, while
monthly invoices must be paid within either one or two
weeks, depending on the policies of each RTO/ISO. All
payments are made electronically.
While RTO/ISO energy and ancillary service markets
operate to price electricity at a level that compensates
resources for their energy supply and meet other
requirements of their taris, instances do occur where
additional cost recovery is needed – this is commonly
known as upli. The need for upli may arise, for
example, when unplanned transmission and generation
outages occur, resulting in actual operations diering
from the assumptions included in the market models
underlying the energy and ancillary service markets.

Credit Policies
RTOs/ISOs settle the many nancial charges that are
paid by, or to, market participants. As RTOs/ISOs are
non-prot entities with no nancial interest in the
markets they operate, any nancial shortfall or over-
collection goes to the various market participants.
To protect the RTO/ISO and its market participants,
each RTO/ISO has tari provisions and other policies
to ensure that market participants have the ability to
pay, known as credit policies.

Defaults by market
participants in RTOs/ISOs are rare and the costs have
generally been spread across the market. Credit policies
contain provisions related to credit evaluations, credit
limits, forms of collateral, and the consequences of
violations or defaults.
Transmission Planning
RTO/ISOs coordinate transmission planning for their
footprint as required under Order 1000, a comprehensive
transmission rule issued by FERC in 2011.

Each of
132 Order No. 844, Upli Cost Allocation and Transparency in Markets Operated by Regional Transmission Organizations and Independent System
Operators, 163¶61,041, (April 19, 2018)
.
133 Order No. 741, Credit Reforms in Organized Wholesale Electric Markets, 133¶61,060, (October 21, 2010).
134 Order No. 1000, Transmission Planning and Cost Allocation by Transmission Owning and Operating Public Utilities, 135¶61,051, (July 21, 2011).
the RTO/ISOs has system-wide or regional planning
processes that identify transmission system additions
and improvements that are needed to keep electricity
owing. Studies are conducted to test the transmission
system against mandatory national reliability standards,
as well as regional reliability standards. The RTO/ISO
transmission planning studies may look 10-15 years into
the future to identify transmission overloads, voltage
limitations, and other reliability problems. RTO/ISOs
then develop transmission plans in collaboration with
transmission owners to resolve potential problems that
could otherwise lead to overloads and blackouts. This
process culminates in one recommended plan for the
entire RTO/ISO footprint.
RTO/ISO MARKETS AND
ASSOCIATED FUNCTIONS
RTOs/ISOs operate several markets and functions
that address the physical supply of electricity and
its pricing – energy and capacity markets. To physically
provide the supply of electricity at all times in all
places, RTOs/ISOs operate energy markets that LSEs
use to procure energy and ancillary services. Some
RTOs/ISOs also operate capacity markets, which,
along with underlying resource adequacy rules,
ensure suicient capacity is available. RTOs/ISOs
also operate nancial markets associated with the
energy markets – nancial transmission rights and
virtual transactions.
RTOs/ISOs must dene rules and operate programs
needed to ensure eicient market operations. The
operations of the markets are discussed further below.
Underlying these market operations are an extensive list
of detailed rules and functions. For example, these rules
detail what types of resources can participate, at limits
on what prices resources can oer, and the operation of
an independent market monitoring program:
 n  n FEDERAL ENERGY REGULATORY COMMISSION
In addition to generation,
demand response resources (DR), DER, energy eiciency
and batteries may participate in RTO/ISO markets.

 Each RTO/ISO caps a resources supply oer
at $1,000. If a resource's costs exceed $1,000, they may
request authority to oer at a higher price that reects
their veried costs. Oers up to $2,000 may be used by
the RTO/ISO to set the locational marginal price.

 Each RTO/ISO must have
independent market monitors which oversee various
aspects of the RTO’s/ISO’s markets and performance,
such as market power mitigation, assessment and referral
of market manipulation and assessing and reporting on
the competitiveness of market operations.

135 Order No. 2222, Participation of Distributed Energy Resource Aggregations in Markets Operated by Regional Transmission Organizations and
Independent System Operators, 172¶61,247; Order No. 841, Electric Storage Participation in Markets Operated by Regional Transmission
Organizations and Independent System Operators, 162¶61,127 (2018); Order No. 745, Demand Response Compensation in Organized Wholesale
Energy Markets, 134¶61,187, (March 15, 2011).
136 Order No. 831, Oer Caps in Markets Operated by Regional Transmission Organizations and Independent System Operators, 157¶61,115, (November
17, 2016)
.
137 Order No. 719, Wholesale Competition in Regions with Organized Electric Markets, 125¶61,071
.
Energy Markets
All RTOs/ISOs have day-ahead and real-time markets.
The day-ahead market schedules electricity production,
ancillary services commitments and consumption
before the operating day, whereas the real-time market
reconciles any dierences between the schedule in
the day-ahead market and the real-time conditions.
Both the day-ahead and real-time markets reect
reliability criteria and infrastructure conditions, such as
transmission topology and limitations, resource outages,
and resource operating limits.
Energy markets operate to match the supply options
oered by resource oprators to the demand bid in
by LSEs and RTO/ISO demand forecasts. The market
models select the most economic supply oers available,

Quantity buying, selling and reselling of
the electric energy generated by a bulk
power system to meet the system ʻs
demand for electric energy.
Three primary markets
System for purchasing and
selling electricity using
supply and demand to set
the price
Services that ensure the
reliability of and support
for the transmission of
electricity
Market where generators
receive compensation for
investing in generating
capacity
ISO-NE
Wholesale
Electricity
Market
Electricity
Energy
Market
Ancillary
Services
Market
Capacity
Market
Source: ISO-NE
 n  n FEDERAL ENERGY REGULATORY COMMISSION
recognizing physical resource and transmission
limitation. The overall market price for electricity is
determined by the highest oer accepted. However,
transmission limitations may require the market to
adjust the oers selected, which can change the price
for dierent locations in the RTO/ISO – the locational
marginal price (LMP). The RTO/ISO markets calculate the
LMP at each location on the power grid. The LMP reects
the marginal cost of serving load at the specic location,
given the set of resources that are being dispatched and
the limitations of the transmission system. LMP has three
elements: an energy charge, a congestion charge, and a
charge for transmission system energy losses.
If there are no transmission constraints, known as
transmission congestion, LMPs will not vary signicantly
across the RTO/ISO footprint. However, when transmission
congestion occurs, LMPs will vary across the footprint
because operators are not able to dispatch the least-
cost generators across the entire region and some more
expensive generation must be dispatched to meet
demand in the constrained area.
When transmission is constrained, the highest variable
cost unit that must be dispatched to meet load within
transmission-constrained boundaries will set the LMP in
that area. All sellers receive the LMP for their location and
all buyers pay the price for their location.
The primary means used for relieving transmission
congestion constraints is by changing the output of
generation at dierent locations on the grid. The market-
based LMP sends price signals that reect congestion
costs to market participants. Thus, LMPs take into
account both the impact of specic generators on the
constrained facility and the cost to change (redispatch)
the generation output to serve load. This process is
known as security-constrained economic dispatch.
This redispatch could be implemented by using non-
market procedures, such as transmission loading
relief (TLR). NERC established the TLR process for
dealing with reliability concerns when the transmission
network becomes overloaded and power ows must be
reduced to protect the network. A TLR is used to ration
transmission capacity when the demand for transmission
is greater than the available transmission capacity (ATC).
The rationing is a priority system that cuts power ows

Day-Ahead Market produces financially binding
schedules for the production and consumption of
electricity one day before the operating day.
Real-Time Market balances differences between the
Day-Ahead scheduled amounts of electricity needed
and the actual Real-Time load requirements
Electric Energy
Markets
Day-Ahead
Market
Real-Time
Market
Source: ISO-NE
 n  n FEDERAL ENERGY REGULATORY COMMISSION
based on size, contractual terms and scheduling.
Day-Ahead Energy Markets
The day-ahead energy market produces nancially
binding schedules for the production and consumption
of electricity one day before its production and use (the
operating day). The purpose of the day-ahead market
is to give generators and load-serving entities a means
for scheduling their activities with suicient lead time
to procure fuel or bring up resources with longer start
times. The day-ahead bids and oers are based on a
forecast of loads and are consistent with resources’
business strategies.
In day-ahead markets, oers of supply and demand
bids are compiled hours ahead of the beginning of the
operating day. The RTO/ISO then runs a computerized
market model that matches demand and supply
throughout the market footprint for each hour of the
day. Additionally, the model must account for changing
system capabilities that occur, based on weather
and equipment outages, transmission and resource
capabilities, and the rules and procedures that are used to
ensure system reliability.

The market rules dictate that
generators submit supply oers and that loads submit
demand bids to the RTO/ISO by a deadline that is typically
in the morning of the day-ahead scheduling. Typically, 95
percent of all load is scheduled in the day-ahead market
and the rest is scheduled in real-time. Generation and
demand bids that are scheduled in the day-ahead market
are settled at the day-ahead market prices.
Inputs into setting a day-ahead market schedule include:
 Generators’ oers to sell electricity for each hour
 Load-serving entities’ bids to buy electricity for
each hour
 Demand-response oers by customers to curtail usage
of electricity
 Virtual demand bids and supply oers
 Operational information about the transmission
138 In evaluating which generators provide the power to meet hourly load, the market model assesses whether the power ows can travel without
exceeding the physical capability of any transmission path. If the model shows such a violation of transmission capability, the combination of
assigned generators will be changed in a process known as redispatch.
grid and generating resources, including planned
or known transmission and generator outages, the
physical characteristics of generating resources
including minimum and maximum output levels and
minimum run time, and the status of interconnections
to external markets.
Real-Time Energy Markets
The real-time market is used to balance the dierences
between the day-ahead scheduled amounts of electricity
cleared in the day-ahead market and the actual real-time
load and supply. The real-time market is run in ve-minute
intervals and clears a much smaller volume of energy and
ancillary services than the day-ahead market (some RTOs/
ISOs also run hour-ahead and 15 minutes- ahead of the
operating interval). The real-time market also provides
supply resources additional opportunities for oering
energy into the market. When the real-time generation and
load are dierent from the day-ahead cleared amount, the
dierence is settled at the real-time price.
Real-time market prices are signicantly more volatile
than day-ahead market prices. This stems from demand
uncertainty, transmission and generator forced outages,
and other unforeseen events. Since the day-ahead
market generally is not presented with these events,
it produces more stable prices than in real-time. Also,
because the volumes in the real-time market are much
smaller, there is an increased likelihood of supply and
demand imbalances, which can lead to both positive
and negative price movements.
Ancillary Services
RTOs/ISOs procure ancillary services, which are
described in the Electricity Supply and Delivery Section,
through the day-ahead and real-time market dispatch.
RTOs/ISOs primarily procure ancillary service through
their market mechanisms, although they compensate
blackstart and voltage service based on the cost of
providing the service (cost-of-service). Changes in the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
resources providing supply have necessitated changes
in ancillary service procurement and compensation. For
example, the advent of faster-ramping resources led to
changes in compensation for frequency regulation.

While not an ancillary service, ramping capacity is a
service for which some RTOs/ISOs have developed
products. The growth of renewable generation has
increased the need for generation that can increase its
production rapidly to oset swings in generation or load.
Shortage Pricing
RTO/ISO markets dispatch energy and ancillary services
to meet demand and reserve requirements. However, the
markets may nd that not enough supply is available. If
the RTOs/ISOs cannot procure suicient generation to
meet demand and reserve requirements in the real-time
market, they trigger shortage pricing

to send price
signals to incentivize resources to increase the supply
oered. Shortage events can be caused by unexpectedly
high electric loads, supply disruptions, or both.
The common method that RTO/ISOs employ to
implement shortage pricing is through the use of an
operating reserve demand curve. The demand curve
species price levels for the degree of the shortages.

The price of the reserves, reecting shortage as
determined by the demand curves, sets the price for
ancillary services and energy.
Market Power Mitigation
RTO/ISO energy and capacity markets are typically
competitive, allowing the markets to set the price.
However, situations may occur that result in certain
resources being essential to serving demand, thus
enabling those resources to increase prices in a specic
area – in other words, the ability to exercise market
power. Typically, this occurs when a transmission
139 Order No. 755, Frequency Regulation Compensation in the Organized Wholesale Power Markets, 137¶61,064, (October 20, 2011)
.
140 Order No. 825, Settlement Intervals and Shortage Pricing in Markets Operated by Regional Transmission Organizations and Independent System
Operators, 155¶61,276 (June 16, 2016)
.
141 RTO/ISOs apply shortage pricing in the LMP for all intervals in which the operating soware indicates that there is insuicient available energy
to provide system or localized demand and reserves. Settlement Intervals and Shortage Pricing in Markets Operated by Regional Transmission
Organizations and Independent System Operators, Order No. 825, 81 Fed. Reg. 42,882 (June 30, 2016), FERC Stats. & Regs. ¶ 31,384 (2016).
constraint limits the amount of electricity that can ow
into an area, rendering generation located inside that
area essential to serving that local load. RTOs/ISOs have
mechanisms for determining whether such market
power may occur, and if appropriate, to mitigate the
price at which aected resources may oer their supply.
RTO/ISO market power mitigation typically examines
whether a resource has the potential to exert market
power; whether they actually oer in a way that could be
an exertion of market power (conduct test); and whether
any potential exertion of market power actually aected
the market price (impact test).
RTO/ISO Capacity Markets and
Resource Adequacy
RTO/ISOs, like other electric systems, are required to
maintain adequate generation and demand-resource
capacity to meet load and reliability requirements.
LSEs have typically satised their reserve obligations
with owned generation or bilateral contracts with other
suppliers. In general, LSEs are required to procure
suicient capacity to meet their load. Some RTOs/ISOs
also have mechanisms through which LSEs can obtain
capacity commitments, such as capacity auctions and
capacity payments.
Most RTOs/ISOs run a capacity market that allows LSEs
to satisfy their reserve obligation. The markets cover
short-term capacity, such as a month, season or year. PJM
and ISO-NE run capacity auctions up to three years prior
to when the capacity is needed. The capacity markets are
intended to provide more certainty for investment in new
capacity resources while including an opportunity for all
resources to recover their xed costs over time.
Other ISOs/RTOs, such as SPP and CAISO, rely on
resource adequacy programs, in which the RTO/ISO
determines the capacity each LSE is required to provide
 n  n FEDERAL ENERGY REGULATORY COMMISSION
at dierent times of the year. These programs require
each LSE to show the RTO/ISO that it has procured the
required capacity for dierent times of the year.
Special Provisions for Essential Resource Retirements
Reliability must-run (RMR) units are generating plants
that would otherwise retire but that the RTO/ISO has
deemed necessary to ensure reliability. They can also
be units that have market power due to their location
on the grid. RTO/ISOs enter into cost-based contracts
with these generating units and allocate the cost of the
contract to transmission customers. In return for these
payments to the generator, the RTO/ISO may call on the
owner of an RMR generating unit to run the unit for grid
reliability. The payment must be suicient to pay for the
cost of owning and maintaining the unit, even if it does
not operate. Transmission upgrades can reduce the need
for RMR units by increasing generation deliverability
throughout the RTOs/ISOs.
Financial Transmission Rights
Financial transmission rights (FTRs) are contracts that
give market participants an oset, or hedge, against
transmission congestion costs in the day-ahead market.
FTRs were originally developed in part to give native
LSEs in the nascent RTOs/ISOs price certainty similar
to that available to traditional vertically integrated
utilities operating in non-RTO/ISO markets. This practice
continues, as FTRs are allocated to load-serving entities,
transmission owners, or rm transmission right holders
in RTOs/ISOs, typically based on historical usage. Entities
that fund the construction of specic new transmission
facilities may also be eligible to receive FTRs. The details
of the allocations vary by RTO/ISO.
FTRs allow customers to protect against the risk of
congestion-driven price increases in the day-ahead
market in the RTOs/ISOs. Specically, FTRs grant their
holders the right to day-ahead congestion revenues over
specic paths and periods of time. Congestion costs occur
as the demand for scheduled power over a transmission
path exceeds that paths ow capabilities. This causes the
price at the source to decline or the price at the sink to
increase, or both, causing the congestion cost of serving
Point B from Point A to increase. By buying an FTR over
the path from Point A to Point B, the FTR holder is paid
the dierence of the congestion price components at the
sink and source, thus allowing it to hedge against the
congestion costs incurred in the day-ahead market.
FTRs are acquired through allocations and purchases.
Purchases take place in the RTO-administered auctions
or in a secondary market. Allocations stem from a
related product, the auction revenue rights (ARR).
ARRs provide the rm transmission capacity holders,
transmission owners or LSEs with the rights to revenue
from the FTR auctions. In general, ARRs are allocated
based on historical load served and, in some RTO/ISOs,
ARRs can be converted to FTRs. If ARRs are converted
to FTRs, the holder receives revenue from congestion. If
ARRs are kept as such, the holder receives revenue from
the FTR auction.
The main method for procuring FTRs is through an
auction, which typically includes an annual (or multiyear)
auction of one-year FTRs and monthly (or semiannual)
auctions of shorter-term FTRs provided by existing FTR
holders or made available by the RTO/ISO. The auctions
are scheduled and run by the RTO, which requires
bidding parties to post credit to cover the positions
taken. FTR auction revenues are used to pay the holders
of ARRs and assist the funding of future congestion
payments to FTR holders. There is also a secondary
market for FTRs (such as PJM’s eFTR), but historically only
a small number of transactions have been reported.
The quantity of FTRs made available by the RTO/ISO is
bounded by the physical limits of the grid, as determined
by a simultaneous feasibility test across all potential
owgates. This test is performed by the RTO/ISO prior to
making FTRs available at auction and takes into account
existing FTR positions and system constraints. The
resulting portfolio of FTRs allocated or oered at auction
represents an absolute constraint on the size of the net
positions that can be held by the market. Participants in
FTR auctions can procure counterow FTRs, which directly
oset prevailing ow FTR capacity, thereby allowing the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
value at risk on a given path to exceed the physical limits
of the line. However, such bids are physically constrained,
as the net position held on the path must always conform
to the simultaneous feasibility test.
FTRs can also be purchased by a creditworthy entity
seeking their nancial attributes as a speculative
investment. In this regard, FTRs are similar to nancial
swaps that are executed as a contract for dierences
between two day-ahead LMPs (swaps are explained
in Chapter 5, Trading and Capital Markets). However,
FTRs are substantially dierent from swaps in that the
quantity of FTRs is linked to physical constraints in the
transmission grid, while the quantity of swaps is not.
Further, FTRs are procured by allocation or FTR auction,
while swaps are procured through nancial over-the-
counter markets or exchanges.
All six FERC-jurisdictional RTOs/ISOs trade FTRs or FTR-
equivalent products. However, the types and qualities of
the rights traded across the organized markets vary, as
do the methods used to allocate, auction, and transfer
these rights. These attributes of the FTR markets are
discussed below.
 Prevailing Flow and Counterow. A
prevailing ow FTR generally has a source in a historical
generation-rich location and a sink that is in a historical
load-heavy location. Alternatively, the source of a
prevailing ow FTR is on the unconstrained side of a
transmission interface and the sink on the constrained
side. Auction clearing prices for prevailing ow FTRs
are positive. Conversely, a counterow FTR oen has a
source in a historical load-heavy location and a sink in a
historical generation-rich location. As a result, auction
clearing prices for counterow FTRs are negative;
bidders are paid to take the counterow FTR position.
 On-peak, O-peak, 24-hour. FTRs can be
purchased for either 16-hour on-peak blocks, 8-hour o-
peak blocks or around-the-clock. Only PJM oers all three
peak-type products. NYISO oers only the 24-hour product.
The other RTO/ISOs oer on-peak and o-peak products.
 The RTO/ISOs allocate transmission
rights to transmission owners or load-serving entities
within their markets. In PJM, MISO, SPP, and ISO-NE,
these are allocated as auction revenue rights (ARRs),
which give their holders the right to receive a share
of the funds raised during the FTR auctions. CAISO
allocates congestion revenue rights (CRR), which provide
their holders a stream of payments based on the actual
congestion occurring on associated paths. NYISO
allocates both auction-based and congestion-based
rights through multiple instruments. PJM and MISO allow
ARR holders to convert all these rights to FTRs; NYISO
allows only a portion of ARR-equivalent instruments to
be converted to its version of FTRs, called Transmission
Congestion Credits (TCCs). ISO-NE does not allow such
conversions, while CAISO’s allocation is already in a form
equivalent to an FTR. Converted ARRs are fully fungible
in PJM, MISO, and NYISO; CAISO only allows the sale of
allocated CRRs in its secondary market, and ISO-NE has
no converted instruments to sell.
 All RTOs provide FTRs (or equivalent
CRRs or TCCs) for sale to the public through two or more
auctions held at various times of the year. The products
vary by market and by auction, with some products
made available only at specic auctions.
 With the exception of NYISO, each
of the markets that auction FTRs also operates a bulletin
board or similar venue designed to enable a secondary
trading platform for FTRs. However, none of these
platforms has had signicant volume. NYISO oered to
create a bulletin board for its participants, if requested,
but received no requests.
Virtual Transactions
Virtual bids and oers (collectively, virtuals) are a form
of nancial trading used by market participants to hedge
physical positions and by speculative traders to prot
from dierences between day-ahead and real-time
prices. The quantity of MW purchased or sold in the
day-ahead market is oset by a sale or purchase of an
identical quantity of MW in the real-time, so that the net
eect on the market quantity traded is zero. A virtual
 n  n FEDERAL ENERGY REGULATORY COMMISSION
trader pays (or is paid) the day-ahead price while being
paid (or paying) the real-time price.
Although a trader does not have to deliver power, the
transaction is not strictly nancial as virtual transactions
can set LMPs; the price is applied to physical as well
as nancial transactions. Virtual transactions can also
aect the resource selection in the day-ahead market.
For each hour in the day-ahead market, virtual trades are
added to the demand – day-ahead scheduled load – if
virtual demand is greater than virtual supply. This has the
eect of raising the price in the day-ahead market and,
more importantly, increasing the amount of generation
resources procured by the RTO/ISO. Since these
generation resources will be available to the real-time
market, the fact that virtual load does not carry forward
into the real-time market will decrease the real-time
demand below day-ahead scheduled load, thus placing
downward pressure on real-time prices. The placement
of virtuals aects the dispatch of physical capacity.
The primary benets of virtual transactions are achieved
through their nancial impact on the markets. Virtuals
sometimes are referred to as convergence bidding, as a
competitive virtual market should theoretically cause
the day-ahead and real-time prices to converge in each
hour. The convergence of day-ahead and real-time prices
within the RTOs/ISOs is intended to mitigate market
power and improve the eiciency of serving load.
ISO-New England (ISO-NE)
MARKET PROFILE
ISO-NE serves the six New England states: Connecticut,
Maine, Massachusetts, New Hampshire, Rhode Island,
and Vermont. As the RTO for New England, ISO-NE is
responsible for operating wholesale power markets
that trade electricity, capacity, transmission congestion
142 ISO-New England Inc. Internal Market Monitor, An Overview of New England’s Wholesale Electricity Markets, A Market Primer (June 5, 2023), https://
www.iso-ne.com/static-assets/documents/2023/06/imm-markets-primer.pdf.
143 ISO New England, Key Grid and Market Stats, https://www.iso-ne.com/about/key-stats/.
contracts, and related products, in addition to
administering auctions for the sale of capacity.

ISO-NE
operates the regions high-voltage transmission network
and performs long-term planning for the New England
system. ISO-NE operates its master control center in
Holyoke, Mass.
Peak Demand
New England’s all-time peak demand was 28 GW in
summer 2006.

Imports and Exports
ISO-NE is interconnected with the NYISO, TransEnergie
(Québec), and the New Brunswick System Operator and
imports around 15 percent of its annual energy needs.
New England receives imports from Québec and New
Source: Hitachi Energy, Velocity Suite


 n  n FEDERAL ENERGY REGULATORY COMMISSION
Brunswick in most hours, and power ows in alternate
directions between New England and New York,
depending on market conditions.
Market Participants
The ISO-NE participants consist of end-users, IOUs,
publicly owned utilities, generators, transmission
owners, and nancial institutions.
Membership and Governance
ISO-NE is a not-for-prot entity governed by a
10-member, independent, non-stakeholder board of
directors. The sitting members of the board elect people
to ll board vacancies.
NEPOOL is the principal stakeholder organization for the
ISO-NE and is authorized to represent its more than 440
members in proceedings before FERC. It was organized
in 1971 and its members include all the electric utilities
rendering or receiving services under the ISO-NE Tari,
as well as independent power generators, marketers,
load aggregators, brokers, consumer-owned utility
systems, demand response providers, developers, end
users, and a merchant transmission provider.
Transmission Owners
ISO-NE’s largest transmission owners include:
 Central Maine Power Company
144 ISO-New England Internal Market Monitor, 2021 Annual Markets Report (May 26, 2022), hps://www.iso-ne.com/stac-assets/
documents/2022/05/2021-annual-markets-report.pdf.
145 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (February 2022), https://www.eia.gov/electricity/data/eia860m/.
 Cross Sound Cable Company, LLC
 Emera Maine, Inc.
 Eversource Energy Service Company
 Maine Electric Power Company
 National Grid USA
 NSTAR Electric Company
 The United Illuminating Company
 VT Transco, LLC
Chronic Constraints
Overall, transmission upgrades have reduced
transmission constraints in ISO-NE. Constraints in
ISO-NE may occur in regions aected by intermittent
resources (notably wind), or by major interconnections
with New Brunswick, Hydro-Quebec, and New York.


Transmission Planning
Each year, ISO-NE prepares a comprehensive 10-year
regional system plan (RSP) that reports on the results
of ISO system planning processes. Each plan includes
forecasts of future loads (the demand for electricity
measured in megawatts) and addresses how this
demand may be satised by adding supply resources;
demand resources, including demand response and
energy eiciency; and new or upgraded transmission
facilities. The plans also summarize the regions overall
needs, as well as the needs in specic areas, and
includes solutions and processes required to ensure the
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
Source: EIA Form 860-M


 n  n FEDERAL ENERGY REGULATORY COMMISSION
reliable and economic performance of the New England
power system.
Supply Resources
The total capacity in ISO-NE is over 38 GW and is
predominately composed of natural gas-red, oil-red,
and nuclear generators, as shown in the bar chart below.
The region has a substantial proportion of oil-red
generation that is a particularly important resource to
address potential power plant fuel shortages in the winter
months during periods of local natural gas market stress.
Demand Response
ISO-NE administers the following demand-response
programs for the New England wholesale electricity
market:
 Real-Time Demand Response Resources (RTDR): These
resources are required to respond within
30 minutes of the ISO’s instructions.
 Real-Time Emergency Generation Resources that the
ISO calls on to operate during a 5-percent voltage
reduction that requires more than 10 minutes to
implement. They must begin operating within 30
minutes of receiving a dispatch instruction.
 Transitional Price-Response Demand: An optional
program that allows market participants with assets
registered as RTDRs to oer load reductions in
response to day-ahead LMP. The participant is paid
the day-ahead LMP for the cleared interruptions, and
real-time deviations are charged or credited at the
real-time LMP.
 Price Responsive Demand (PRD): In June 2018,
ISO New England launched a new PRD structure
that fully integrates active demand resources into
the regional wholesale electricity marketplace.
With PRD, ISO-NE deploys its active demand
resources as part of the energy dispatch and
reserve-designation process along with generating
resources. PRD incorporates demand response into
the energy market, the reserves market and the
capacity market.

146 ISO-NE, Price-responsive demand explained: Q&A with Henry Yoshimura, ISO Director of Demand Resource Strategy (June 6, 2018), http://
isonewswire.com/updates/2018/6/6/price-responsive-demand-explained-qa-with-henry-yoshimura-is.html.
MARKET FEATURES
Energy Markets
ISO-NE operates day-ahead and real-time markets,
generally consistent with the discussion in the RTO/ISO
Features section of this report. In the real-time market,
ISO-NE uses 5-minute intervals. Market participants
can oer imports or request exports of electricity from
neighboring control areas with at least one hours notice
throughout the day.
Ancillary and Other Services
Ancillary services, described in the Electricity Supply and
Delivery section, are services that support the grid and
reliability. ISO-NE procures and sets prices for ancillary
services in the real-time and forward reserve markets.
Market Power Mitigation
In ISO-NE, market power mitigation is applied
for physical withholding, economic withholding,
uneconomic production, certain types of virtual
transactions and other conduct, if the activity has a
material eect on prices or upli payments. The market
monitor uses dened thresholds to identify physical
and economic withholding and uneconomic generation.
Additionally, dened thresholds determine whether bids
and oers would, if not mitigated, cause a material eect
on LMPs or upli charges.
Capacity Markets
ISO-NE’s capacity market is termed the Forward Capacity
Market (FCM). The FCM includes annual Forward
Capacity Auctions (FCA) where both generator and
demand resources oer capacity three years in advance
of the period for which capacity will be supplied.
The three-year lead time is intended to encourage
new resource entry by aording market participants
additional time to plan and make decisions relative to
the forward market prices. Resources whose capacity
clears the FCA acquire capacity supply obligations
(CSOs). ISO-NE held its rst two FCAs in 2008 for the
2010-11 and 2011-12 delivery years. The rst full year of
 n  n FEDERAL ENERGY REGULATORY COMMISSION
capacity market commitments began on June 1, 2010.
The FCA process includes the modeling of transmission
constraints to determine if load zones will be import- or
export-constrained.
The FCM includes rules known as Pay-for-Performance,
which mandate performance-based nancial incentives
for capacity resources during times of system stress.

Under Pay-For-Performance, resource owners are
subject to charges or incentive payments, based
on performance during shortage conditions. Those
resources unable to fulll their CSOs are penalized and
compensate the overperforming resources that relieve
the capacity shortfall. ISO-NE additionally requires the
owners of capacity resources to oer into the day-ahead
and real-time energy markets.
Special Provisions for Essential
Resource Retirements
When a resource owner requests to withdraw from the
capacity market (termed a delist bid) or to retire the
resource (termed a non-price retirement request),
the ISO evaluates whether the resource is needed for
reliability, such as when a resources withdrawal could
lead to a violation of a reliability requirement, such
as inadequate reserve margins or a loss of electric
system stability.
In New England, the resource owner has the option to
retire the unit or continue to operate it while the ISO
works with regional stakeholders to nd alternate supply
or engineering solutions that could allow the resource
to retire and still maintain grid reliability. Alternative
solutions might include obtaining emergency sources of
generation or more expensive generation from outside
the region. If no other alternative is available, the ISO
may compensate the unit through certain payment
provisions of the capacity market or by entering into a
147 ISO-NE’s Pay-For-Performance rules became eective June 1, 2018, for Forward Capacity Auction 9. ISO-NE, Internal Market Monitor, 2017 Annual
Markets Report, at 138 (2018), https://www.iso-ne.com/static-assets/documents/2018/05/2017-annual-markets-report.pdf.
cost-of-service agreement with the resource owner while
other options are pursued.
Financial Transmission Rights
New England FTRs are monthly and annual products
that provide market participants with a means to oset
or hedge against transmission congestion costs in the
day-ahead energy market. An FTR is an instrument that
entitles the FTR holder to a payment for costs that arise
with transmission congestion over a selected path, or
source-and-sink pairs of locations on the grid. The FTR
also requires its holder to pay a charge for those hours
when congestion occurs in the opposite direction of
the selected source-and-sink pair. The RTO holds FTR
auctions to allow market participants the opportunity to
acquire FTRs or to sell FTRs they currently hold. In New
England, ARRs represent the right to receive revenues
from the FTR auctions. ISO-NE allocates ARRs to both
LSEs, in relation to historical load, and to entities who
make transmission upgrades that increase the capability
of the transmission system.
Virtual Transactions
New England’s market includes a virtual transaction
feature, as generally described in the Virtual
Transactions part of the RTO/ISO Features section.
Credit Requirements
ISO-NE’s tari includes credit requirements for
participants that assist in mitigating the potential eects
of defaults that would otherwise be borne among all
market participants. ISO-NE assesses and calculates the
required credit dollar amounts for the segments of the
market in which an entity requests to participate. ISO-NE
then establishes a credit limit for each market participant
in accordance with tari formulas that include various
creditworthiness-related specications, such as tangible
net worth and total amounts due to the ISO-NE market.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
New York Independent
System Operator (NYISO)
MARKET PROFILE
The NYISO footprint covers the entire state of New York.
Prior to restructuring of the electric industry in the 1990s,
New Yorks private utilities and public power authorities
owned and operated New Yorks electric system. Operation
of the electric grid was coordinated by a voluntary
collaboration of the utilities and power authorities known
as the New York Power Pool (NYPP). The creation of the
NYISO was authorized by FERC in 1998. The formal transfer
of the NYPP’s responsibilities to the NYISO took place
on Dec. 1, 1999. NYISO operates its system from control
centers in Rensselaer, NY, and Guilderland, NY.
148 New York Independent System Operator, Gold Book, 2022 Load & Capacity Data Report 67 (April 2022), https://www.nyiso.com/
documents/20142/2226333/2022-Gold-Book-Final-Public.pdf/cd2fb218-fd1e-8428-7f19-df3e0cf4df3e.pdf.
NYISO is responsible for operating wholesale power
markets that trade electricity, capacity, transmission
congestion contracts, and related products, in addition
to administering auctions for the sale of capacity. NYISO
operates New York’s high-voltage transmission network
and performs long-term planning. NYISO also serves as
the reliability coordinator for its footprint.
Peak Demand
NYISO’s all-time peak demand was 34 GW in
summer 2013.

Imports and Exports
NYISO imports and exports energy through
interconnections with ISO-NE, PJM, TransEnergie
(Quebec) and Ontario.
Market Participants
NYISO’s market participants include generators,
transmission owners, nancial institutions, traditional
local utilities, electric co-ops, and industrials.
Membership and Governance
NYISO is governed by an independent 10-member board
of directors, ISO management, and the business issues
and operating committees. Each committee oversees
its own set of working groups or subcommittees.
These committees comprise transmission owners,
generation owners and other suppliers, consumers,
public power, and environmental entities. Tari revisions
on market rules and operating procedures led with
FERC are largely developed through consensus by these
committees. The members of the board, as well as all
employees, must not be directly associated with any
market participant or stakeholder.
Transmission Owners
NYISO’s largest transmission owners include:
 Central Hudson Gas & Electric Corp.
 Consolidated Edison Co. of New York
 Long Island Power Authority (LIPA)
Source: Hitachi Energy, Velocity Suite

 n  n FEDERAL ENERGY REGULATORY COMMISSION
 New York Power Authority (NYPA)
 New York State Electric and Gas Corp. (NYSEG)
 National Grid
 Orange & Rockland Utilities
 Rochester Gas and Electric Corp.
Chronic Constraints
The chronic transmission constraints in NYISO are in
the southeastern portion of the state, leading into New
York City and Long Island. As a result of their dense
populations, New York City and Long Island are the
largest consumers of electricity. Consequently, energy
ows from the west and the north towards these two
large markets, frequently requiring transmission facilities
to operate near their limits. This results in transmission
constraints in several key areas, oen resulting in higher
prices in the New York City and Long Island markets.
Transmission Planning
NYISO conducts a biennial transmission planning
process with stakeholders that includes both short-term
and long-term projects as part of its Comprehensive
System Planning Process. This work evaluates the
adequacy and security of the bulk power system in New
York over a ten-year study period. Reliability needs are
addressed through the development of a reliability
plan. Planning focuses on congestion on the bulk power
system and possible projects to alleviate the congestion.
149 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (February 2022), https://www.eia.gov/electricity/data/eia860m/.
A component of NYISO’s transmission planning includes
evaluating proposals to meet transmission needs driven
by public policy requirements identied by the New York
Public Service Commission.
149
Supply Resources
The total capacity in NYISO is over 43 GW and is
predominately composed of natural gas-red,
hydroelectric, nuclear and oil-red generators, as
shown in the bar chart below. The regions hydroelectric
capacity is particularly important and includes the
Niagara Falls and St. Lawrence facilities.
Demand Response
NYISO has four demand-response programs: the
emergency demand-response program (EDRP), the
installed capacity (ICAP) special case resources program
(SCR), the Day-Ahead Demand-Response Program (DADRP)
and the Demand-Side Ancillary Services Program (DSASP).
Both the emergency and special case programs can be
deployed in energy shortage situations to maintain the
reliability of the bulk power grid. The participants in
these programs are paid by NYISO for reducing energy
consumption when asked to do so and reductions
are voluntary for EDRP participants.However, SCR
participants are required to reduce power usage as part of
their agreement and are compensated for this obligation.
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other

Source: EIA Form 860-M

 n  n FEDERAL ENERGY REGULATORY COMMISSION
NYISO’s DADRP program allows energy users to bid their
load reductions into the day-ahead market and oers
that are determined to be economic are paid the market
clearing price. Under day-ahead demand-response,
exible loads may eectively increase the amount of
supply in the market and moderate prices.
The DSASP provides retail customers that can meet
telemetry and other qualications with the ability to
bid their load curtailment capability into either the
day-ahead market or real-time market to provide
reserves and regulation service. Accepted oers are paid
the market clearing price for the supplied reserves or
regulation services.
MARKET FEATURES
Energy Markets
NYISO operates day-ahead and real-time markets,
generally consistent with the discussion in the RTO/ISO
Features section of this report. In the real-time market,
NYISO uses 5-minute intervals. Market participants
can oer imports or request exports of electricity from
neighboring control areas with at least one hours notice
throughout the day. NYISO refers to LMPs as locational-
based marginal prices, or LBMPs.
NYISO’s real-time market also oers an hour-ahead
feature. The hour-ahead market allows buyers and
sellers of electricity to balance unexpected increases or
decreases of electricity consumption aer the day-ahead
market closes. Bids and oers are submitted an hour
ahead of time and prices are set based on those bids
and oers, generally for use in matching generation and
load requirements, but those prices are advisory only.
Hour-ahead scheduling is completed at least 45 minutes
prior to the beginning of the dispatch hour aer NYISO
reviews transmission outages, the load forecast, reserve
requirements and hour-ahead generation and rm
transaction bids, among other things.
Ancillary and Other Services
NYISO co-optimizes ancillary services with the energy
through its markets. Operating reserves and regulation
are typically provided by generators, but NYISO also
allows demand-side providers to participate in
these markets.
Ancillary services are those functions performed by
electric generating, transmission and system-control
equipment to support the transmission of electric power
from generating resources to load. RTOs procure or
direct the supply of ancillary services to maintain the
reliability of the transmission system.
Market Power Mitigation
ISO-NE conducts automatic market power mitigation
in its day-ahead and real-time markets. This automated
mitigation performs conduct and impact tests and
applies mitigation where it deems appropriate. The
categories of conduct that may warrant mitigation
by NYISO include physical withholding, economic
withholding, and uneconomic production by a
generator or transmission facility to obtain benets
from a transmission constraint. NYISO does not impose
mitigation unless the conduct causes or contributes to
a material change in prices, or substantially increases
guarantee payments to participants.
Generators in New York City are subject to automated
market power mitigation procedures because New York
City is frequently separated by transmission congestion
from other parts of New York. Additionally, generators in
New York City have been deemed to have market power.
These automated procedures determine whether any
day-ahead or real-time energy bids, including start-up
cost bids and minimum generation bids, but excluding
ancillary services bids, exceed the tari’s thresholds for
economic withholding. The protocols also determine
whether such bids would cause material price eects
or changes in guaranteed payments. If these two tests
are met, mitigation is imposed automatically, and the
applicable reference level is substituted for the entity’s
actual bid to determine the clearing price.
Capacity Markets
NYISO’s capacity market requires LSEs to procure capacity
through installed-capacity (ICAP) auctions, self-supply or
bilateral arrangements based on their forecasted peak
 n  n FEDERAL ENERGY REGULATORY COMMISSION
load plus a margin. New York has capacity requirements
for four zones: New York City, Long Island, Lower Hudson
Valley, and New York-Rest of State. NYISO conducts
auctions for three time periods: the capability period
auction (covering six months), the monthly auction and
the spot market auction. The resource requirements do
not change in the monthly auctions and spot market
auctions relative to the capability period auction. The
shorter monthly auctions are designed to account for
incremental changes in LSEs' load forecasts.
Under the NYISO capacity auction rules, entities that
oer capacity into an auction that is subsequently
purchased by load are required to oer that amount of
capacity into the day-ahead energy market. This rule
ensures that capacity sold through the capacity auctions
is actually delivered into the market.
Capacity for New York City is subject to oer caps
and oors. Oer caps in New York City are based on
the projected clearing price for capacity in the spot
market.

Capacity from generators within New York City
must be oered in each ICAP spot market auction, unless
that capacity has been exported out of New York or sold
to meet ICAP requirements outside New York City.

Special Provisions for Essential Resource
Retirements
Generation owners within New York that seek to retire
or suspend a generator must rst obtain approval from
state regulators. Aer an assessment, if the generator
is found to be necessary for reliability purposes, the
local transmission owner can be compelled to reach a
contract with the generator that includes compensation
150 New York Independent System Operator, Inc., NYISO MST - Market Administration and Control Area Services Tari (MST) - 23MST Att H - ISO Market
Power Mitigation Measures - 23.2 MST Att H Conduct Warranting Mitigation at 625 (accessed October 6, 2022), https://nyisoviewer.etari.biz/
ViewerDocLibrary/MasterTaris/9FullTariNYISOMST.pdf; New York Independent System Operator, Inc., NYISO MST - Market Administration and
Control Area Services Tari (MST) - 23 MST Att H - ISO Market Power Mitigation Measures - 23.4.5 MST Att Installed Capacity Market Mitigation Measures
- 23.4.5.2 MST Att H at 705 (accessed October 6, 2022), https://nyisoviewer.etari.biz/ViewerDocLibrary/MasterTaris/9FullTariNYISOMST.pdf.
151 New York Independent System Operator, Inc., NYISO MST - Market Administration and Control Area Services Tari (MST) - 23 MST Att H - ISO Market
Power Mitigation Measures - 23.4.5 MST Att Installed Capacity Market Mitigation Measures - 23.4.5.4 MST Att H at 708 (accessed October 6, 2022),
https://nyisoviewer.etari.biz/ViewerDocLibrary/MasterTaris/9FullTariNYISOMST.pdf.
to support continued operation of the plant until the
reliability need is resolved.
Financial Transmission Rights
The NYISO refers to FTRs as Transmission Congestion
Contracts (TCCs). A TCC is an instrument that entitles
the holder to a payment for the costs that arise with
transmission congestion over a selected path, or source-
and-sink pair of locations (or nodes) on the grid. The
TCC also requires its holder to pay a charge for those
hours when congestion is in the opposite direction of the
selected source-and-sink pair. The payment, or charges,
are calculated relative to the dierence in congestion
prices in the day-ahead market across the specied FTR
transmission path.
Virtual Transactions
NYISO’s market includes a virtual transaction feature
that allows a participant to buy or sell power in the
day-ahead market without requiring physical generation
or load. Virtual trading in NYISO takes place on a zonal
level, not a nodal level.
Credit Requirements
NYISO’s tari includes credit requirements that assist
in mitigating the eects of defaults that would otherwise
be borne among all market participants. NYISO assesses
and calculates the required credit dollar amounts for
the segments of the market in which an entity requests
to participate. The market participant may request an
unsecured credit allowance subject to certain restrictions.
NYISO must review the entity’s request relative to various
creditworthiness-related specications such as investment
grade or equivalency rating and payment history.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
PJ M
MARKET PROFILE
PJM centrally dispatches generation and coordinates
the movement of wholesale electricity in all or part
of 13 states (Delaware, Illinois, Indiana, Kentucky,
Maryland, Michigan, New Jersey, North Carolina, Ohio,
Pennsylvania, Tennessee, Virginia and West Virginia)
and the District of Columbia. PJM operates two fully
functional dispatch centers at Valley Forge and Milford,
Pennsylvania. The control rooms operate simultaneously
with parallel operations. PJM operates a competitive
wholesale electricity market and manages the reliability
of its transmission grid. PJM provides open access to the
transmission system it manages and performs long-term
planning. PJM’s markets include energy (day-ahead and
real-time), capacity and ancillary services.
PJM was founded in 1927 as a power pool of three
utilities serving customers in Pennsylvania and New
Jersey. In 1956, with the addition of two Maryland
utilities, it became the Pennsylvania-New Jersey-
Maryland Interconnection, or PJM. PJM became a fully
functioning ISO in 1996 and, in 1997, it introduced
markets with bid-based pricing and locational market
pricing. PJM was designated an RTO in 2001.
Peak Demand
PJM’s all-time peak demand was 165.6 GW in
summer 2006.

Imports and Exports
PJM has interconnections with MISO and the NYISO.
PJM also has direct interconnections with TVA, Progress
Energy Carolinas and the VACAR, among other systems.
PJM market participants import energy from, and
export energy to, external regions continuously. PJM is a
primarily a net exporter of electricity, but occasionally is
a net importer during periods of system stress.
Market Participants
PJM’s market participants include power generators,
152 PJM Interconnection, PJM 2021 Annual Report, Summer Performance by the Numbers, https://services.pjm.com/annualreport2021/operations/.
transmission owners, electric distributors, power
marketers, large consumers, and nancial traders.
Membership and Governance
PJM has a two-tiered governance model consisting of
a board of managers and the members committee.
PJM is governed by a 10-member board, nine of whom
PJM members elect. The board appoints the tenth, the
president and CEO, to supervise day-to-day operations.
The board is generally responsible for oversight of
system reliability, operating eiciency and short-
and long-term planning. The board ensures that no
member or group of members exerts undue inuence.
The members committee, which advises the board, is
composed of ve voting sectors representing power
generators, transmission owners, electric distributors,
power marketers and large consumers.
Transmission Owners
PJM transmission owners eligible to vote in PJM
Source: Hitachi Energy, Velocity Suite

 n  n FEDERAL ENERGY REGULATORY COMMISSION
stakeholder proceedings include:
 Appalachian Power Company, AEP Subsidiary

 AMP Transmission, LLC
 Dayton Power & Light Company, AES Subsidiary
 Duke Energy Business Services, LLC

 Duquesne Light Company
 East Kentucky Power Cooperative, Inc.
 Exelon Business Services Company, LLC

 ITC Interconnection LLC
 Linden VFT LLC
 Monongahela Power d/b/a Allegheny Power, First
Energy Subsidiary

 Neptune Regional Transmission System, LLC

 PPL Electric Utilities Corporation, d/b/a
PPL Utilities

 Public Service Electric and Gas Company
 Rockland Electric Company
 Virginia Electric and Power Company
Chronic Constraints
The most severe constraints occur on 230 kV
transmission facilities moving power south from
Pennsylvania and New Jersey to Maryland, Delaware,
and Virginia. Local congestion also occurs on low-
voltage lines near load centers in northern Illinois,
New Jersey, eastern Pennsylvania, central and eastern
Maryland, northern Virginia, the District of Columbia,
and Delaware.
Transmission Planning
PJM’s Regional Transmission Expansion Plan identies
transmission system additions and improvements
needed to keep electricity owing within PJM. Studies
are conducted to test the transmission system against
153 Transmission Companies represented: AEP Appalachian Transmission, AEP Energy Partners, AEP Energy, AEP Indiana Michigan Transmission, AEP
Kentucky Transmission, AEP Ohio Transmission, AEP West Virginia Transmission, Appalachian Power, Indiana Michigan Power, Kentucky Power,
Kingsport Power, Ohio Power, Ohio Valley Electric, PATH West Virginia Transmission, Transource Energy, Wheeling Power.
154 Transmission Companies represented: Duke Energy Kentucky, Duke Energy Ohio.
155 Transmission Companies represented: Commonwealth Edison, PECO Energy, Baltimore Gas and Electric.
156 Transmission Companies represented: American Transmission Systems, Jersey Central Power & Light, Mid-Atlantic Interstate Transmission, PATH
Allegheny Transmission, Potomac Edison, Trans-Allegheny Interstate Line, West Penn Power.
157 Transmission Companies represented: Hudson Transmission Partners.
158 Transmission companies represented: Louisville Gas and Electric, Kentucky Utilities.
159 Monitoring Analytics, 2022 Quarterly State of the Market Report, January Through June, Section 12, p. 673 (https://www.monitoringanalytics.com/
reports/PJM_State_of_the_Market/2022/2022q2-som-pjm-sec12.pdf).
national and regional reliability standards. These studies
look forward to identify future transmission overloads,
voltage limitations, and other reliability standards
violations. PJM then develops transmission plans to
resolve violations that could otherwise lead to overloads
and blackouts.
Supply Resources
The total capacity in PJM is over 219 GW and is
predominately comprised of natural gas, coal, and
nuclear generators, as shown in the bar chart below.
Much of PJM’s gas-red capacity is located near the
Marcellus and Utica shale formations. Of note, 40.6
gigawatts of coal-red capacity are projected to retire in
PJM between 2011 and 2026.

Demand Response
End-use customers providing demand response have
the opportunity to participate in PJM’s energy, capacity,
synchronized reserve, and regulation markets. PJM’s
demand response programs can be grouped into
emergency or economic programs. The emergency
program compensates end-use customers who reduce
their usage during emergency conditions on the PJM
system. Participation in the emergency program may
be voluntary or mandatory and payments may include
energy payments, capacity payments or both.
The economic program allows end-use customers to
reduce electricity consumption in the energy markets
and receive a payment when LMPs are high. Under this
program, all hours are eligible and all participation
is voluntary. Participation in the program takes three
forms: submitting an oer into the day-ahead market
 n  n FEDERAL ENERGY REGULATORY COMMISSION
that clears; submitting an oer into the real-time market
that is dispatched; and self-scheduling load reductions
while providing notication to PJM. End-use customers
participate in demand response in PJM through members
called curtailment service providers who act as agents for
the customers. Curtailment service providers aggregate
the demand of retail customers, register that demand
with PJM, submit the verication of demand reductions
for payment by PJM and receive the payment from PJM.
160
MARKET FEATURES
Energy Markets
Energy Markets: PJM operates day-ahead and real-time
markets, generally consistent with the discussion in the
RTO/ISO Features section of this report. In the real-time
market, PJM uses 5-minute intervals. Generators that are
available but not selected in the day-ahead scheduling
may alter their oers for use in the real-time market
during the generation rebidding period from 4 p.m. to 6
p.m.; otherwise, their original day-ahead market oers
remain in eect for the real-time market.
Ancillary and Other Services
Ancillary services, described in the Electricity Supply and
Delivery section, are services that support the grid and
reliability. PJM procures most ancillary services via its
energy markets. Blackstart service and reactive power
are compensated on a cost-of-service basis.
160 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (released February 2022), https://www.eia.gov/electricity/data/eia860m/.
Market Power Mitigation
PJM caps oers for any hour in which there are three
or fewer generation suppliers available for redispatch
that are jointly pivotal, meaning they have the ability to
increase the market price above the competitive level.
This is called the Three Pivotal Supplier Test. When this
occurs, generator oers are adjusted to price levels
reecting short-run marginal cost.
Capacity Markets
PJM’s capacity market is called the Reliability Pricing
Model (RPM). The RPM market was implemented in
2007 and is designed to ensure the future availability
of capacity resources, including demand-resources
and energy-eiciency resources that will be needed to
keep the regional power grid operating reliably. The
RPM market design is based on three-year, forward-
looking annual obligations for locational capacity, under
which supply oers are cleared against a downward-
sloping demand curve, called the variable resource
requirement (VRR) curve. The VRR curve establishes the
amount of capacity that PJM requires its LSE customers
to purchase, and the price for that capacity, in each
capacity zone (locational deliverability area or LDA).
Under RPM, when an LDA is transmission-constrained in
the auction (limited in the amount of generation that can
be imported into those areas), capacity prices generally
rise in that area relative to the overall PJM footprint.

0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
Source: EIA Form 860-M

 n  n FEDERAL ENERGY REGULATORY COMMISSION
Annual auctions are referred to as Base Residual Auctions
(BRA). LSEs that are able to fully supply their own capacity
needs can choose not to participate in the auctions. The
largest amounts of capacity in PJM are procured through
the BRA, with lesser quantities procured through self-
supply and contracted (bilateral) resources.
Market power mitigation in PJM’s capacity market
includes rules delineating a must-oer requirement, oer
caps, minimum oer prices, exceptions for competitive
entry, among others. Demand resources and energy
eiciency resources may be oered into RPM auctions
and receive the clearing price without mitigation.
Specic RPM rules, termed Capacity Performance,
provide performance incentives for power plants,
demand response, and energy eiciency resources
to provide electricity at peak demand regardless of
extreme weather events and system emergencies.
Capacity Performance rules provide performance
bonus payments for resources that over-perform during
system emergencies, and severe nancial penalties for
resources that do not perform during such events.
Existing generation that qualies as a capacity
resource must be oered into RPM auctions, except
for resources owned by entities that elect the xed
resource requirement option. The xed resource
option allows LSEs to meet their supply obligation
outside PJM’s capacity market, using, for example,
resources they own.

Intermittent and capacity storage
resources, including hydro, and demand response and
energy eiciency, are also exempt from must-oer
requirements. An administratively determined demand
curve denes scarcity pricing levels and, with the supply
curve derived from capacity oers, determines market
prices in each BRA. Participation by load-serving entities
is mandatory, except for those entities that elect the
xed resource requirement option. Also, any generator
that has a commitment from the capacity market must
submit an oer into the day-ahead energy market.
161 PJM, Securing Fixed Resources, (accessed December 2, 2022), https://pjm.com/-/media/about-pjm/newsroom/fact-sheets/securing-resources-
through-xed-resource-requirement-fact-sheet.ashx.
Special Provisions for Essential
Resource Retirements
A generator owner who wishes to retire a unit must
request permission from PJM to deactivate the unit
at least 90 days in advance of the planned date. The
request includes an estimate of the amount of project
investment necessary to keep the unit in operation.
PJM, in turn, analyzes if the retirement would lead to a
reliability issue. Additionally, PJM estimates the period
of time it would take to complete transmission upgrades
necessary to alleviate the reliability issue.
If PJM requests the unit to operate past the desired
deactivation date, the generator owner may le with
FERC for cost recovery associated with operating the unit
until it may be deactivated. Alternatively, the owner may
choose to receive avoided cost compensation calculated
according to PJM’s tari.
Financial Transmission Rights
PJM conducts auctions for selling and buying FTRs made
available for the PJM transmission system. Proceeds
from the auctions are paid to Auction Revenue Right
(ARR) holders, where the ARRs are allocated to rm
transmission service customers. PJM conducts its auctions
on a long-term, annual, and monthly basis. In PJM, market
participants are able to acquire nancial transmission
rights in the form of options or obligations. The RTO
includes a secondary market for its FTRs, which facilitates
bilateral trading of existing FTRs between PJM members
through an internet-based computer application.
Virtual Transactions
PJM’s market includes a virtual transaction feature that
allows a participant to buy or sell power in the day-
ahead market without requiring physical generation or
load. In addition to the types of transaction discussed
above, PJM oers Up to Congestion (UTC) transactions,
a spread bid. In a UTC transaction, a market participant
submits an oer to simultaneously inject energy at a
specied source and withdraw the same megawatt
 n  n FEDERAL ENERGY REGULATORY COMMISSION
quantity at a specied sink in the day-ahead marketand
species the maximum dierence in locational marginal
prices (LMP) at the transaction’s source and sink that the
market participant is willing to pay. PJM accepts the bid if
the day-ahead LMP dierential, i.e., the dierence in day-
ahead LMPs at the sink and the source, does not exceed
the participant’s UTC transaction bid. UTC positions are
liquidated in the real-time energy market.
Credit Requirements
PJM’s tari includes credit requirements that a market
participant needs to meet in order to participate in the
market. The credit requirements assist in mitigating
the eects of defaults that would otherwise be borne
among all market participants. The RTO assesses and
calculates the required credit amounts for the segments
of the market in which an entity requests to participate.
The market participant may request an unsecured
credit allowance subject to certain restrictions. The
RTO must review the entity’s request relative to various
creditworthiness-related specications such as tangible
net worth and credit scores.
Midcontinent Independent
System Operator (MISO)
MARKET PROFILE
MISO operates the transmission system and a centrally
dispatched market in portions of 15 states in the
Midwest and the South, extending from Michigan and
Indiana to Montana and from the Canadian border to the
southern areas of Louisiana and Mississippi. The system
is operated from three control centers: Carmel, Indiana;
Eagan, Minnesota; and Little Rock, Arkansas. MISO
also serves as the reliability coordinator for additional
systems outsideof its market area, primarily to the north
and northwest of the market footprint.
MISO was not a power pool before organizing as an ISO in
December 2001. It began market operations in April 2005.
162 MISO, Corporate Fact Sheet, at 1 (June 2022), https://www.misoenergy.org/about/media-center/corporate-fact-sheet.
In January 2009, MISO implemented a market redesign
that added auctioned and optimized ancillary services
along with energy. As part of the market update, MISO
combined its 24 separate balancing areas into a single
balancing area. In 2013, the RTO began operations in
the MISO South region, including the utility footprints
of Entergy, Cleco, and South Mississippi Electric Power
Association, among others, in parts of Arkansas,
Mississippi, Louisiana, and Texas.
Peak Demand
MISO’s all-time peak demand was 127 GW in
summer 2011.

Imports and Exports
MISO has interconnections with the PJM and SPP RTOs.
It is also directly connected to Southern Company,
TVA, the electric systems of Manitoba and Ontario, and
several smaller systems. MISO is a net importer of power
overall, but the interchange with some areas can ow
Source: Hitachi Energy, Velocity Suite

 n  n FEDERAL ENERGY REGULATORY COMMISSION
in either direction, depending on the relative loads and
prices in the adjoining regions. Manitoba Hydro supplies
a large part of MISO’s load with its excess capacity,
particularly in the summer.
Market Participants
MISO includes approximately 56 transmission owners,
whose assets dene the MISO market area. MISO’s
market participants include generators, power
marketers, transmission-dependent utilities and load-
serving entities.

Membership and Governance
An independent board of directors of ten members,
including the CEO, governs MISO. Directors are elected
by the MISO membership from candidates provided by
the board.

MISO relies upon a stakeholder process that works
to nd collaborative solutions to problems faced by
the RTO. These entities have an interest in MISO’s
peration and include state regulators, consumer
advocates, transmission owners, independent power
producers, power marketers and brokers, municipal and
cooperative utilities and large-volume customers.
Transmission Owners
MISO’s largest transmission owners include:
 American Transmission Co.
 Ameren (Missouri and Illinois)
 American Transmission Systems
 Duke
 Cleco
 Entergy
 Indianapolis Power and Light
 ITC
 Michigan Public Power Agency
 NSP Companies (Xcel)
 Northern Indiana Public Service Co.
163 Id.
164 MISO, Principals of Corporate Governance, at 3, https://cdn.misoenergy.org/Principles%20of%20Corporate%20Governance110859.pdf.
 Otter Tail Power
 MidAmerican Energy
Chronic Constraints
MISO has certain pathways that are more likely to
become congested, but the likelihood and pattern of
congestion in any area is subject to weather patterns,
wind production, and interchange with external regions.
When load is high in the eastern part of MISO and to the
east in PJM, constraints occur on pathways from the
Minnesota and Wisconsin areas through Chicago and
across Indiana. A particular congestion point with this
pattern is northern Indiana. When colder weather occurs
in Minnesota and the Dakotas, there is oen congestion
in the northern direction, particularly in Iowa. Higher
wind production can cause localized constraints in
some areas and can cause congestion in pathways from
southern Minnesota and western Iowa moving eastward.
New Orleans and East Texas are two constrained areas
in MISO South. Additionally, constraints frequently arise
between MISO Midwest and MISO South.
Transmission Planning
The main vehicle MISO uses for transmission planning
is the MISO Transmission Expansion Plan developed
by the MISO planning department in collaboration
with transmission owners and other stakeholders
who form the planning advisory committee. The
plan is updated annually. Once approved by the
board, the plan becomes the responsibility of the
transmission owners.
Supply Resources
The total capacity in MISO is over 197 GW and is
predominately composed of coal and natural gas-red
generators, providing roughly 70 percent of the total
capacity combined, as shown in the bar chart below.
Nuclear and wind are also important resources for
the region.
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: EIA Form 860-M

165 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (released February 2022), https://www.eia.gov/electricity/data/eia860m/.
166 Potomac Economics, 2021 State of the Market Report for the MISO Electricity Markets, at 100 (June 2022), https://www.potomaceconomics.com/
wp-content/uploads/2022/06/2021-MISO-SOM_Report_Body_Final.pdf.
Demand Response
MISO has more than 12.2 GW of demand response
resources, including behind-the-meter generation. A
number of these resources are operated through local
utility programs and are not under the direct control
of MISO. MISO has provisions allowing demand-side
resources to participate in the energy and reserve markets,
but participation is a small part of demand response.
Some of the demand response under MISO’s direct control
is only available under emergency conditions.

MARKET FEATURES
Energy Markets
MISO operates day-ahead and real-time markets,
generally consistent with the discussion in the RTO/ISO
Features section of this report. MISO’s real-time market
operates for 5-minutes intervals.
Ancillary and Other Services
Ancillary services, described in the Electricity Supply and
Delivery section, are services that support the grid and
reliability. MISO procures ancillary services via the co-
optimized energy and ancillary services market.
In addition to ancillary services, MISO has implemented
a ramping product that provides capacity that can
increase output rapidly to help oset shis in generation
or load, known as the Ramp Capability Product (RCP).
Market Power Mitigation
When congestion occurs, there may be limits on the
number of generators that can satisfy load in some
areas, so that they may be able to exercise market
power. In response, MISO may impose mitigation for
those generators whose oers are signicantly higher
than their costs and have a signicant impact on one
or more LMPs. When these conditions are met, MISO
reduces the generators oer to an oer that is consistent
with a competitive result.
Capacity Markets
MISO maintains an annual capacity requirement on
all LSEs based on the load forecast plus reserves.
LSEs are required to specify to MISO what physical
capacity, including demand-side resources, they have
designated to meet their load forecast. This capacity
can be acquired either through an annual capacity
auction, bilateral purchase, or self-supply. For the
capacity market, MISO is divided into 10 zones
whose forecast demand must be met by internal
generation, demand-side resources, or deliverable
external capacity.
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Resources used to meet LSEs’ annual capacity
requirements must oer that capacity into MISO’s
energy markets and, when qualied, into the ancillary
services markets, for each hour of each day for the entire
planning year. Must-oer requirements support MISO’s
mitigation process by providing an objective measure
with which to identify physical withholding.
Special Provisions for Essential
Resource Retirements
Power plant owners that seek to retire or suspend a
generator must rst obtain approval from MISO. The
RTO evaluates plant retirement or suspension requests
against reliability needs, and System Support Resource
(SSR) designations are made where reliability is
threatened. Once an agreement has been reached, SSRs
receive compensation associated with remaining online
and available.
Financial Transmission Rights
MISO holds FTR auctions to allow market participants the
opportunity to acquire FTRs, sell FTRs that they currently
hold, or to convert ARRs to FTRs. ARRs provide LSEs, and
entities who make transmission upgrades, with a share of
the revenues generated in the FTR auctions. MISO allocates
ARRs to transmission customers relative to historical
usage, or upgraded capability, of the transmission system.
MISO FTRs are monthly and annual products.
Virtual Transactions
MISO’s market includes a virtual transaction feature that
allows a participant to buy or sell power in the day-ahead
market without requiring physical generation or load.
Virtual transactions allow for more participation in the
day-ahead, price-setting process, allow participants to
manage risk, and promote price convergence between
the day-ahead and real-time markets.
These transactions are a component of the day-ahead
market where the bids and oers are included in the
determination of the LMP along with physical resource
oers and actual load bids. Market participants, whose
virtual transactions clear in the day-ahead market, have
their positions cleared in the real-time market at the
real-time price. Virtual bids and oers are allowed in
MISO at any pricing node or aggregate of pricing nodes.
Credit Requirements
MISO’s tari includes credit requirements that a market
participant needs to meet in order to participate in the
market. The credit requirements assist in mitigating the
eects of defaults that would otherwise be borne among
all market participants. The RTO assesses and calculates
the required credit dollar amounts for the segments of
the market in which an entity requests to participate.
The market participant may request an unsecured
credit allowance subject to certain restrictions. The
RTO must review the entity’s request relative to various
creditworthiness-related specications such as tangible
net worth and credit scores.
Southwest Power Pool (SPP)
MARKET PROFILE
SPP’s RTO manages transmission in fourteen states:
Arkansas, Iowa, Kansas, Louisiana, Minnesota, Missouri,
Montana, Nebraska, New Mexico, North Dakota,
Oklahoma, South Dakota, Texas, and Wyoming. Founded
as an 11-member tight power pool in 1941, SPP achieved
RTO status in 2004, ensuring reliable power supplies,
adequate transmission infrastructure, and competitive
wholesale electricity prices for its members. SPP
operates through its control center in Little Rock, Ar.
SPP began operating its real-time Energy Imbalance
Service (EIS) market in 2007. In the same year, SPP became
a FERC-approved Regional Entity. The SPP Regional Entity
serves as the reliability coordinator for the NERC region,
overseeing compliance with reliability standards.
SPP implemented its Integrated Marketplace in March
2014 which includes a day-ahead energy market, a real-
time energy market, and an operating reserve market.
SPP’s Integrated Marketplace also includes a market for
Transmission Congestion Rights. The SPP Integrated
Marketplace co-optimizes the deployment of energy and
operating reserves to dispatch resources on a least-cost basis.
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: Hitachi Energy, Velocity Suite
SPP expanded its footprint in 2015, incorporating the
Western Area Power Administration – Upper Great
Plains region, the Basin Electric Power Cooperative,
and the Heartland Consumers Power District. The
expansion nearly doubled SPP’s service territory by
square miles, adding more the 5 GW of peak demand
and over 7 GW of generating capacity.

SPP also operates a real-time energy imbalance market in
the Western Interconnect, which is described further below.
Peak Demand
SPP’s all-time peak demand of 53 GW occurred in
summer 2022.

Imports and Exports
SPP has interties with MISO, TVA, and other systems.
Additionally, SPP has two DC interties with ERCOT
167 Southwest Power Pool, Western, Basin, Heartland join Southwest Power Pool, at 1 (October 2015), https://www.spp.org/about-us/newsroom/
western-basin-heartland-join-southwest-power-pool/.
168 Southwest Power Pool, Fast Facts, https://www.spp.org/about-us/fast-facts/.
and seven DC interties to the Western Interconnection
through New Mexico, Colorado, Nebraska, South Dakota
and Montana. At times, SPP is both a net importer and
net exporter of electricity at times.
Market Participants
SPP’s market participants include investor-owned
utilities, generation and transmission cooperatives,
independent power producers, municipal utilities, state
authorities, independent transmission companies,
power marketers, nancial participants, and a federal
power marketing administration.
Membership and Governance
SPP is governed by a board of directors representing
and elected by its members. Supporting the board is
the members committee, which provides non-binding
input. The members’ committee is composed of
representatives from each sector of SPP’s membership.
The SPP Regional State Committee represents retail
regulatory commissions from state agencies and
provides input on matters of regional importance
related to the development and operation of bulk
electric transmission.
Transmission Owners
SPP’s largest transmission owners include:
 American Electric Power
 Oklahoma Gas and Electric
 Westar Energy
 Southwestern Public Service (Xcel Energy)
 Great Plains Energy
 Kansas City Power & Light
 Omaha Public Power District
 Nebraska Public Power District
 Tri-State Generation and Transmission
 Empire District Electric
 Western Area Power Administration – Upper
Great Plains
 Western Farmers Electric Cooperative
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Chronic Constraints
SPP has certain pathways that are more likely to become
congested, based on the physical characteristics of the
transmission grid and associated transfer capability,
the geographic distribution of load, and the geographic
dierences in fuel costs. The eastern side of the SPP
footprint has a higher concentration of load and
congestion can occur when wind-powered generation
from the west tries to travel across limited connections
to the east. The most signicant congestion has typically
occurred in the Oklahoma and Texas Panhandle region.

Transmission Planning
SPP conducts its transmission planning according to its
Integrated Transmission Planning process,which is a three-
year planning process that includes 20-year, 10-year, and
near-term assessments designed to identify transmission
solutions that address both near-term and long-term
transmission needs. The Integrated Transmission Planning
process focuses on identifying cost-eective regional
transmission solutions, which are identied in an annual
SPP Transmission Expansion Plan report.
Supply Resources
The total capacity in SPP is approximately 94 GW and is
predominately composed of natural gas and coal-red
169 See Southwest Power Pool Market Monitoring Unit, State of the Market 2022 (May 2022), at 202, https://www.spp.org/documents/67104/2021%20
annual%20state%20of%20the%20market%20report.pdf.
170 SPP Market Monitor, State of the Market 2021 (May 10, 2021), at 49, https://www.spp.org/documents/67104/2021%20annual%20state%20of%20
the%20market%20report.pdf.
171 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (released February 2022), https://www.eia.gov/electricity/data/eia860m/.
generators, as shown in the bar chart below. Wind is an
important and growing resource in the region.
Demand Response
SPP allows demand response resources to register in
its market.

As of December 31, 2021, 102 demand
resources participated in SPP’s markets, representing
176 MW of nameplate capacity. While the demand
response resources can participate in SPP’s markets,
they are rarely dispatched.
SPP allows Market Participants to register two types of
demand response resources: Block Demand Response
(BDR) resources and Dispatchable Demand Response
(DDR) resources. BDR resources can participate in SPP’s
markets by providing energy and reserves in 60-minute
blocks. DDR resources can participate in SPP’s markets
by providing energy, regulation, and reserves in
5-minute blocks.
MARKET FEATURES
Energy Markets
171
SPP operates day-ahead and real-time markets,
generally consistent with the discussion in the RTO/ISO
Features section of this report. SPP’s real-time market
operates in 5-minute intervals.

0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
Source: EIA Form 860-M

 n  n FEDERAL ENERGY REGULATORY COMMISSION
Ancillary and Other Services
Ancillary services, described in the Electricity Supply
and Delivery section, are services that support the grid
and reliability. SPP procures ancillary services via the
co-optimized energy and ancillary services market.
Separately, SPP has a ramping product to procure
capacity that can quickly increase output to oset both
anticipated and unforeseen future changes in generation
or load within the hour, known as the Ramp Capability
Product. SPP launched this ramp product in March 2022.
Market Power Mitigation
SPP applies a set of behavioral and market outcomes
tests to determine if the local market is competitive and if
generator oers should be adjusted to approximate short-
run marginal costs. SPP’s mitigation test includes a local
market power test, a conduct test, and a market impact
test. Where mitigation measures are triggered by the tests,
SPP generates a mitigated resource oer that the RTO then
uses for dispatch, commitment, and settlement purposes.
Capacity Markets
SPP does not oer a capacity market. However, it
requires each Load Responsible Entity (LRE) to have
suicient energy supply (capacity) to cover its energy
obligations. SPP develops and implements policies and
processes necessary to ensure resource adequacy and
determines the amount of capacity each LRE must have
available to meet its energy obligations.

Special Provisions for Essential
Resource Retirements
A generator owner who wishes to retire a unit must
request that SPP study the retirement of the resource no
less than one year from the expected retirement date.
SPP will then conduct studies to examine the potential
eects of the resource retirement including the need for
transmission network upgrades, if any.
Otherwise, SPP prepares annual reliability studies
as part of its system planning responsibilities. In the
172 Southwest Power Pool Market Monitoring Unit, State of the Market 2022 (May 2022), at 202, https://www.spp.org/documents/67104/2021%20
annual%20state%20of%20the%20market%20report.pdf
event that the studies reveal a potential constraint
on SPP’s ability to deliver power to a local area on
the transmission system, SPP works with regional
stakeholders to nd alternate transmission, operating
procedure, or generation solutions for the constraint
and thus maintain grid reliability. The SPP parties then
determine an appropriate sharing of the costs, and, if
unable to reach agreement, SPP will submit a proposed
cost-sharing arrangement to FERC for approval.
Financial Transmission Rights
SPP refers to FTRs as Transmission Congestion Rights
(TCR). A TCR is an instrument that entitles the holder to
receive compensation, or requires the holder to pay a
charge, for costs that arise from transmission congestion
over a selected path, or source-and-sink pair of locations
on the grid. A TCR provides the holder with revenue,
or charges, equal to the dierence in congestion prices
in the day-ahead market across the selected TCR
transmission path. SPP TCRs include monthly and
annual products, as well as a long-term instrument
called Long-Term Congestion Rights.
A related product, ARRs, provide their holders with a share
of the revenue generated in the TCR auctions. In general,
ARRs are allocated based on rm transmission rights. As
with TCRs, ARRs provide transmission owners and eligible
transmission service customers an oset or hedge against
transmission congestion costs in the day-ahead market.
Virtual Transactions
SPP’s market includes a virtual transaction feature that
allows a participant to buy or sell power in the day-
ahead market without requiring physical generation
or load. In SPP, virtual bids are sometimes used in the
day-ahead market as a placeholder or hedge for wind
generation expected in the real-time market.
Credit Requirements
SPP’s tari includes credit requirements that a market
participant needs to meet in order to participate in the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
market. The credit requirements assist in mitigating
the eects of defaults that would otherwise be borne
among all market participants. The RTO assesses and
calculates the required credit amounts for the segments
of the market in which an entity requests to participate.
The market participant may request an unsecured
credit allowance subject to certain restrictions. SPP
must review the entity’s request relative to various
creditworthiness-related specications such as tangible
net worth and various nancial measures.
Western Energy Imbalance
Service (WEIS)
SPP launched its WEIS market in February 2021. The
WEIS market balances generation and load regionally in
real time for participants in the Western Interconnection.
SPP’s WEIS market centrally dispatches generation from
participating resources every ve minutes using the
lowest-cost resource available to meet demand. As of
August 2022, ten entities participate or plan to participate
in the WEIS Market with three more anticipated to join in
April 2023: Basic Electric Power Cooperative, BlackHills
Energy (April 2023), Colorado Springs Utilities, Deseret
Power Electric Cooperative, Guzman Energy, Municipal
Energy Agency of Nebraska, Platte River Power Authority
(April 2023), Tri-State Generation and Transmission
Association, WAPA (Upper Great Plains West, Rocky
Mountain, and Colorado River Storage Projects regions),
and Xcel Energy (April 2023). The following map shows
SPP’s footprint in red and the WEIS in blue.
California Independent System
Operator (CAISO)
MARKET PROFILE
CAISO operates an ISO serving most of California and
part of Nevada. CAISO is a California nonprot public
benet corporation started in 1998 when the state
restructured its electric power industry. CAISO manages
wholesale electricity markets, centrally dispatching
173 California ISO, California ISO Peak Load History 1998 through 2022, at 1 (n.d.), http://www.caiso.com/documents/californiaisopeakloadhistory.pdf.
electric generators. In managing the grid, CAISO
provides open access to the transmission system and
performs long-term transmission planning. It manages
energy and ancillary markets in day-ahead and real-time
markets and is responsible for regional reliability. CAISO
also operates a real-time energy imbalance market,
the Western Energy Imbalance Market (WEIM), which is
discussed further below. CAISO operates its grid out of
its main control center in Folsom, CA.
Peak Demand
CAISO’s all-time peak demand was 52 GW in
summer 2022.

Imports and Exports
Up to about one-third of CAISO’s energy is supplied
by imports, principally from the Southwest (Arizona,
Nevada, and New Mexico) and the Pacic Northwest
(Oregon, Washington, and British Columbia). Imports
from the Pacic Northwest generally increase in the
Source: SPP Website

 n  n FEDERAL ENERGY REGULATORY COMMISSION
late spring when hydroelectric production peaks from
increases in winter snowmelt and runo.
Market Participants
CAISO’s market participants include load-serving
investor-owned utilities, load-serving municipal utilities,
generators, power marketers, utility customers, and
nancial entities.
Membership and Governance
The CAISO has a board of governors that consists of ve
members appointed by the governor and conrmed
by the California Senate. The board provides corporate
direction, reviews and approves management’s annual
strategic plans, and approves CAISO’s operating and
capital budgets.
CAISO uses an informal stakeholder process to
propose solutions to problems that may ultimately
require a ling at FERC. Unlike other RTOs, which have
a formal committee structure, CAISO’s stakeholder
process generally consists of rounds of dialogue with
stakeholders on major policy issues.
Transmission Owners
CAISO’s largest transmission owners include:
 Pacic Gas and Electric
 Southern California Edison
 San Diego Gas and Electric
 Valley Electric Association
 Municipal utilities such as Vernon, Anaheim,
and Riverside
Chronic Constraints
CAISO has several locally constrained areas, typically
near population centers and where transmission
lines have relatively low voltage (115 kV and below).
The locally constrained areas that have local capacity
requirements include the Greater Bay Area, Greater
Fresno, Sierra, Humboldt, Los Angeles Basin, San Diego,
and North Coast/North Bay.
Transmission Planning
CAISO conducts an annual transmission planning
process with stakeholders that includes both short-term
and long-term projects.
Supply Resources
The total capacity in CAISO is over 70 GW and is
predominately composed of natural gas-red and
hydroelectric generators, as shown in the bar chart below.
CAISO also has substantial renewable resources, including
roughly half of the installed solar capacity in the U.S.
Demand Response
Demand response participation in the wholesale energy
market includes programs entitled Proxy Demand
Response, Reliability Demand Response Resources,
and CAISO’s Participating Load program. Proxy Demand
Response allows for customer loads, aggregated by
LSEs or third-party providers, to oer load reduction
into CAISO's day-ahead, real-time, and ancillary
services markets in return for compensation. Reliability
Demand Response Resources allows customer loads,
also aggregated by LSEs or third-party providers, to
reduce load for compensation when triggered for
Source: Hitachi Energy Velocity Suite

 n  n FEDERAL ENERGY REGULATORY COMMISSION
reliability-related events. Reliability Demand Response
Resources can also oer into the day-ahead market.
The Participating Load program allows the CAISO
operators to directly curtail end-users’ load, rather than
through aggregators. This is a relatively small program
that is primarily composed of the power demand from
Californias water pumping projects. Other demand
response in California consists of programs for managing
peak summer demands operated by the state’s electric
utilities. In general, activation of the utility demand
response programs is based on criteria that are internal
to the utility or when CAISO issues a Flex Alert. Flex Alerts
also inform consumers of how and when to conserve
electricity usage.

MARKET FEATURES
Energy Markets
CAISO operates day-ahead and real-time markets,
generally consistent with the discussion in the RTO/
ISO Features section of this report. CAISO operates
a 15-minute market to adjust schedules from those
determined in the day-ahead market, then a 5-minute
market to balance supply and load in real-time. Real-
time bids can be submitted up to 75 minutes before the
start of the operating hour.
174 Installed nameplate capacity is assessed through December 2021 and captures Operating and Standby resources available. Note that these
estimates do not imply that generation output will match the nameplate capacity of a resource type. Derived from EIA, Preliminary Monthly Electric
Generator Inventory (based on Form EIA-860M) (released February 2022), https://www.eia.gov/electricity/data/eia860m/.
175 Net load in CAISO is total market demand minus generation output from solar and wind resources.
176 CAISO describes ramping capability as a resource’s ability to move from one energy output to a higher (upward ramp) or lower (downward ramp)
energy output; California Independent System Operator Corp., 156 FERC ¶ 61,226, at P 2 (2016).
CAISO also procures capacity in the real-time market to
provide upward and downward ramping of generation
in order to accommodate changes in net load with
the Flexible Ramping Product.

This service provides
compensation to the generators selected to provide the
desired exible ramping capability.

Ancillary and Other Services
Ancillary services, described in the Electricity Supply
and Delivery section, are services that support the grid
and reliability. CAISO procures ancillary services via its
co-optimization of energy and ancillary services in its
energy markets
In addition to ancillary services, CAISO has implemented
a ramping product to procure capacity that can quickly
increase output to oset changes in generation or load,
known as the Flexible Ramping Product.
Market Power Mitigation
CAISO applies a set of behavioral and market outcome
tests to determine if the local market is competitive and
if generator oers should be adjusted to approximate
price levels that would be seen in a competitive market –
close to short-run marginal costs.
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
0%
10%
20% 30% 40% 50%
60%
70% 80% 90% 100%
Nuclear
Coal
Natural Gas
Hydro
Solar
Wind Oil Batteries Other
Source: EIA Form 860-M


 n  n FEDERAL ENERGY REGULATORY COMMISSION
Capacity Markets
CAISO does not operate a formal capacity market,
but it does have a mandatory resource adequacy (RA)
requirement. The program requires LSEs to procure 115
percent of their aggregate system load on a monthly
basis, unless a dierent reserve margin is mandated
by the LSE’s local regulatory authority. The program
provides deliverability criteria that each LSE must meet,
as well as system and local capacity requirements and
exibility requirements.
The CAISO market rules also include must-oer
provisions pertaining to resources procured as RA
resources. These resources must make themselves
available to the CAISO day-ahead and real-time markets
for the capacity for which they were counted.
Special Provisions for Essential
Resource Retirements
CAISO employs RMR contracts to assure that it has the
ability to reliably serve load in local import-constrained
areas. RMR contracts also help to mitigate any local
market power that one or more units may have. Over
time, CAISO has been able to signicantly decrease its
RMR designations in much of the system. Remaining
generators with RMR contracts are located primarily near
the San Francisco and Los Angeles areas.
Financial Transmission Rights
In California, FTRs are referred to as Congestion Revenue
Rights (CRR). A CRR is an instrument that entitles the CRR
holder to a payment for costs that arise with transmission
congestion over a selected path, or source-and-sink pair
of locations on the grid. The CRR also requires its holder
to pay a charge for those hours when congestion occurs
in the opposite direction of the selected source-and-sink
pair. CRRs are monthly or quarterly products. CRRs can
be bought at auction or allocated by CAISO. Allocated
CRRs receive the congestion value for a specic path,
similar to a converted FTR. CAISO also allocates open
market CRR auction revenues to LSEs, based on their
physical participation in the market, similar to an ARR in
other markets.
Virtual Transactions
CAISO’s market includes a virtual transactions feature,
termed convergence bidding. CAISO’s convergence
bidding includes both virtual supply and virtual
demand transactions.
Credit Requirements
CAISO’s tari includes credit requirements that a
market participant needs to meet in order to participate
in the market. The credit requirements assist in
mitigating the eects of defaults that would otherwise
be absorbed by all market participants. CAISO assesses
and calculates the required credit dollar amounts
for the segments of the market in which an entity
requests to participate. The market participant may
request an unsecured credit allowance subject to
Copyright © 2023 California ISO

 n  n FEDERAL ENERGY REGULATORY COMMISSION
certain restrictions – CAISO must review the entity’s
request relative to various creditworthiness-related
specications such as tangible net worth, net assets, and
credit rating.
Western Energy Imbalance Market (WEIM)
On Nov. 1, 2014, CAISO began operation of an energy
imbalance market (EIM) with PaciCorps two BAAs,
PaciCorp East and PaciCorp West. The EIM is an
extension of the CAISO’s real-time market into other
BAAs in the Western Interconnection. The market
dispatches resources inside the participating entities
BAAs to meet intra-hour changes in their energy demand
and supply. The EIM’s imbalance energy helps the BAAs
meet their energy demand in real-time. Overall, EIM
energy represents about two to three percent of the
energy used to meet load in the participating BAAs. With
the balancing authorities in the Pacic Northwest, the
EIM integrates low-cost hydroelectric power generation
with the signicant amount of solar and wind generation
capacity in CAISO.
The EIM is a voluntary market where the participating
balancing authorities can choose which resources to
include in the market. The market participants have the
exibility to add and remove capacity from the EIM on
an hourly basis. The transmission system operators for
each participating BAA preserve the responsibility and
exibility to respond to events such as a sudden large
imbalance between load and supply caused by a loss of
a power plant or transmission line.
As of November 2022, the EIM consisted of the following
LSEs and their respective BAAs: BPA, Puget Sound
Energy, Portland General Electric, PaciCorp West,
PaciCorp East, Idaho Power, NV Energy, Tucson
Electric Power, Avista, NorthWestern Energy, Los
Angeles Department of Water & Power, Public Service
177 Powerex (BC Hydro) also makes transmission rights available to the EIM, providing its power to the EIM at the British Columbia-U.S. border
178 The EIM soware calculates dispatch solutions for the EIM market area as a whole. Consequently, participating balancing authorities need not
maintain high levels of reserves.
179 See Department of Market Monitoring – California ISO, 2017 Annual Report on Market Issues & Performance, at 118 (June 2018), http://www.caiso.
com/Documents/2017AnnualReportonMarketIssuesandPerformance.pdf.
Company of New Mexico, Turlock Irrigation District, Salt
River Project, Seattle City Light, Balancing Authority of
Northern California, Idaho Power Company, Portland
General Electric, Puget Sound, NV Energy, Arizona
Public Service, and CAISO. Additionally, Powerex (the
marketing arm of the Canadian utility, BC Hydro) joined
the EIM, providing contributions of generation and load
imbalance (the dierence between generation supply
and demand schedules).

Other balancing authorities
have expressed interest in becoming EIM Entities.
The EIM provides a market mechanism for dispatching
generation resources to meet imbalance energy
needs along with a limited amount of power ows
between the participating BAAs. The market dispatches
generation based on the relative cost of the resources,
resulting in cost savings for the participants. Before
the EIM, a balancing authority such as PaciCorp
West or PaciCorp East resolved imbalances between
energy demand and supply in real-time by dispatching
its resources and using ancillary services (mainly
regulation). Under the EIM, by contrast, the market
automates the dispatch of enough resource capacity
within the BAAs, along with transmission ows between
BAAs, to resolve energy imbalances.

The automated
EIM sets LMPs at both 15-minute and 5-minute intervals.
Along with dispatch cost savings, the EIM also helps
integrate renewable generation resources. Prior to the
EIM, CAISO imported power from outside its service
territory to balance load throughout most hours of
the day. However, with the growth of solar and wind
generation, particularly in California, there were periods
when these resources were forced to curtail because
there was too much energy oered into the market.
Now, with the EIM, any excess power can be exported
throughout the participating BAAs. In some hours, this
results in power exports from CAISO to other BAAs.

 n  n FEDERAL ENERGY REGULATORY COMMISSION
As the independent system operator of the EIM, CAISO
addresses local market power mitigation at 5-minute
and 15-minute intervals across the EIM area, which
includes the non-CAISO balancing authority areas.
CAISO also procures a Flexible Ramp Product to
provide upward and downward exible capacity
to meet energy ramp requirements. In these respects,
CAISO’s operator responsibilities have grown in
the EIM as enhancements to the market design have
been implemented.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Chapter 3
Gas-Electric Interdependency
 n  n FEDERAL ENERGY REGULATORY COMMISSION

The signicant shi in the U.S. fuel mix has heightened the importance over the past decade of the interdependence
of the natural gas and electric systems. Natural gas is now the largest source of U.S. electricity generation; in 2021,
about 38.3 percent of utility-scale electricity generation in the U.S. (1.576 trillon kilowatt hours, kWh) was from
natural gas.

In the same year, the electric power sector accounted for about 37 percent of total U.S. natural gas
consumption. The amount of natural gas used for electricity generation (also known as power burn) has increased
approximately 49 percent over the past decade.

The growth of power burn has been driven by plentiful, low-cost
natural gas supply, the favorable economics of gas-red combined cycle technology, and the relatively low emissions
associated with gas-red generation compared to other fossil fuels. Given the importance of natural gas in electricity
generation, integration of market operations between the natural gas and electricity industries is critical. This section
provides an overview of natural gas and electric system interdependencies. In addition, it discusses key issues
pertaining to gas-electric harmonization
183
that FERC has addressed to ensure the coordinated, reliable, and eicient
operation of both the interstate natural gas pipeline network and electricity systems.
181 See EIA, Electricity explained (July 15, 2022), https://www.eia.gov/energyexplained/electricity/electricity-in-the-us-generation-capacity-and-sales.php.
182 See EIA, Natural gas explained (December 6, 2022), https://www.eia.gov/energyexplained/natural-gas/use-of-natural-gas.php
.
183 The term “harmonization” encompasses interactive dynamics between gas and electric such as communication, coordination, and alignment of
economic incentives facilitating cross-system reliability.
184 See section 215(g) of the Federal Power Act.
185 NAESB is an American National Standards Institute (ANSI) accredited, non-prot 501(c)(6) corporation formed with the support of the U.S.
Department of Energy (DOE) for the purpose of developing voluntary business practice standards designed to promote more competitive and
eicient natural gas and electric markets. NAESB complies with ANSI’s requirements that its procedures are open to materially aected entities
and that the standards represent a reasonable consensus of the industry without domination by any single interest or interest category.
FERC JURISDICTION
FERC has jurisdiction over many aspects of gas-electric
harmonization, particularly on the electricity side, where
it has authority over wholesale electricity markets.
In addition, the North American Electric Reliability
Corporation (NERC), the FERC-certied electric reliability
organization responsible for reliability of the Bulk Power
System, has conducted assessments and event analyses
that have resulted in recommendations pertaining
to gas-electric coordination.

Further, FERC may
recommend that the North American Energy Standard
(NAESB)
185
develop standards pertaining to the nation’s
natural gas system and bulk electric system, including
gas-electric coordination, for adoption by FERC, which
then become mandatory. FERC may consider reforms
that require the wholesale electricity markets to account
for conditions on the pipeline system. In comparison,
however, FERC’s ability to identify and assess risks on
the reliability of natural gas transportation service in
real time is limited. Furthermore, FERC lacks statutory
authority to respond to natural gas transportation risks.
BACKGROUND
Natural gas usage for electricity generation (power burn)
will likely remain relatively at. The natural gas share of
power burn is projected to continue in a constant range
despite potential gains due to projected coal and nuclear
generating unit retirements, as electricity generation
capacity replacements for the expected retirements are
increasingly met by generation from renewable sources.
Renewable electric-generating technologies are projected
to account for about 60 percent of cumulative electricity
generation capacity additions through 2050, and natural
gas-red capacity accounts for almost the entire amount
of remaining additions. These natural gas-red generators
 n  n FEDERAL ENERGY REGULATORY COMMISSION
will both provide energy and help generators.
186
The U.S.
interstate natural gas pipeline system has a long history
of reliably serving all customers, including electricity
generators. Nevertheless, extreme winter weather events
and associated disruptions and constraints to certain
natural gas infrastructure over
the last several years have prompted FERC to research,
assess, and take action on a number of issues arising
from the growing interdependence of the natural gas
and electricity markets. These disruptions including the
Southwest Gas Outages in 2011, the Polar Vortex in 2014,
the Aliso Canyon Storage Field leak in 2015, the Bomb
Cyclone during the winter of 2017-2018, Winter Storm
Uri in February of 2021, and Winter Storm Elliot in
December of 2022, have led to questions regarding the
adequacy of market structures and regulations to support
the reliance of electricity generation on natural gas. This
has in turn prompted FERC to address a number of issues
arising from the interdependence of the natural gas and
electricity markets.
As an initial exploration of these challenges, FERC
convened ve regional conferences throughout the
month of August 2012, to solicit input from both
industries regarding the harmonization of natural
gas and electricity markets.

The conferences were
structured around three sets of issues: scheduling and
market structures/rules; communications, coordination,
and information-sharing; and reliability concerns.
Information gathered at the conferences conrmed that
gas-electric interdependence concerns are more acute
in some regions than others, with the discussion at each
conference focusing on the circumstances and needs
of each region. Notwithstanding the regional focus
of the discussions, several topics emerged that were
common to multiple regions. First, participants in many
regions sought conrmation that sharing information
in furtherance of enhancing gas-electric coordination
186 See EIA, Annual Energy Outlook (March 3, 2022), https://www.eia.gov/outlooks/aeo/narrative/electricity/sub-topic-04.php.
187 Coordination Between Natural Gas and Electricity Markets, 141 FERC ¶ 61,125 (2012).
188 The Standards of Conduct govern communications between interstate natural gas pipelines and their ailiates that engage in marketing functions,
and public utilities that own or operate electric transmission facilities and their ailiates that engage in marketing functions. See 18 CFR § 358.1(a)
and (b) (2012).
189 Both rules are covered later in this section.
would not run afoul of FERC’s Standards of Conduct
or be construed as engaging in undue discrimination or
preference.

The Standards of Conduct are intended
to prevent undue preferences in the providing of
interstate transmission services by prohibiting
marketing employees from receiving non-public
transmission information. Second, several concerns
were expressed regarding the misalignment of
natural gas and electric scheduling practices, as well
as application of FERC’s no bump rule and pipeline
capacity release rules.

Third, questions were raised
in several regions regarding whether generators have
appropriate incentives to deliver rm energy. Finally,
industry representatives in multiple regions described
steps they were considering to address reliability issues
in the context of gas-electric coordination.
COMMUNICATION BETWEEN
THE NATURAL GAS AND
ELECTRIC INDUSTRIES
With electric generation’s increased reliance on natural
gas, it has become more important that the electric
and nature gas sectors maintain robust communication
to ensure that their systems are operated reliably and
eectively. Communication between interstate natural
gas pipelines and electric transmission operators can
be essential to help ensure that electric transmission
operators provide grid reliability and that interstate
natural gas pipelines can meet contractual and
operational obligations to all their shippers.
During the FERC-sponsored regional conference, natural
gas and electric industry stakeholders pointed out that,
historically, industry oicials have been reluctant to share
operational information because of concerns that doing so
could be a violation of current laws, regulations, or taris,
including FERC’s prohibition on undue discrimination.
Accordingly, multiple industry participants requested
 n  n FEDERAL ENERGY REGULATORY COMMISSION
that, to facilitate the exchange of information between
transmission operators, FERC should more clearly
identify the types of operational information that may
be shared between transmission operators and clarify
that the sharing of such information does not violate the
prohibition against undue discrimination.
To address these concerns, FERC issued Order No.
787

on November 15, 2013, which amended FERC
regulations to provide authority for interstate natural
gas pipelines and public utilities to share non-public,
operational information with each other for the purpose
of operational planning and promoting reliable service
on both systems. Specically, the order permits
information-sharing for day-to-day operations, planned
outages, and scheduled maintenance when, such
information is provided for the purpose of promoting
reliable service or operational planning.
SCHEDULING AND DISPATCH
BETWEEN THE INTERSTATE NATURAL
GAS PIPELINE AND WHOLESALE
ELECTRIC INDUSTRIES
Natural gas-red generators must coordinate their
operations consistent with both natural gas and electric
business practice timelines. Electric transmission
operators are continuously and near instantaneously
balancing supply and demand to ensure that the system
remains in equilibrium. In contrast, due to the physical
characteristics of interstate natural gas transmission,

pipelines require advance nominations to ensure they
have suicient line pack and storage available to meet
190
Communication of Operational Information Between Natural Gas Pipelines and Transmission Operators, Order No. 787, 78 Fed. Reg. 70,163, at P 2
(November 22, 2013), FERC Stats. & Regs. ¶ 31,350 (2013) (cross-referenced at 145 FERC ¶ 61,134), order on rehg, Order No. 787-A, 147 FERC ¶
61,228 (2014), order dismissing request for clarication, 152 FERC ¶ 61,051 (2015).
191 Natural gas transportation velocities through long-distance pipelines can rarely exceed 20 miles per hour (mph) under rm service or 50 mph
under intermittent service.
192 "Linepack" refers to the volume of natural gas that can be "stored" in a natural gas pipeline.
193
The existing 24-hour operating day, or Gas Day, for interstate natural gas pipelines begins at 9:00 a.m. CCT and ends at 9:00 a.m. CCT the following
day. All nominations for interstate natural gas pipeline transportation service are for a daily quantity to be transported over the 24-hour Gas Day. By
contrast, with respect to electricity industry scheduling practices, most electric utilities use a 24-hour operating day that begins at 12:00 a.m. local time.
the scheduled daily load of all their customers, including
natural gas-red generators, which may constitute
signicant load for a pipeline, and which generally rely
on a just-in-time natural gas supply and pipeline delivery.
While pipeline linepack

and storage provide some
operational exibility to pipelines to accommodate load
swings throughout the day, short-term swings in demand
by natural gas-red electricity generators resulting
from redispatch by electric transmission operators
may be diicult to manage, particularly during times of
coincident peak loads on interstate natural gas pipelines
and electric transmission systems, such as during
unusual cold weather events when end-use customers
may rely on both natural gas and electricity.
A historical, key concern for the electric industry
has been that natural gas-red generators had
insuicient time to procure natural gas pipeline
transportation given that the day-ahead deadline
to request pipeline transportation service was aer
or very close to the time that the generators receive
their day-ahead dispatch instructions from the
electricity market operator. In addition, intraday
pipeline scheduling exibility provided natural
gas-red generators in some regions with limited
opportunities to revise pipeline nominations within
the operating day to accommodate changes in load
throughout the electric day. Finally, a third challenge
was that the lack of alignment between the industries
contributed to operational problems and logistical
challenges resulting from the electric operating day
extending over two Gas Days.

 n  n FEDERAL ENERGY REGULATORY COMMISSION

Time Shis -- All times CCT Previous NAESB Standards Revised NAESB Standards
Timely (Eective Next Day) Nomination Deadline 11:30 AM 1:00 PM
Evening (Eective Next Day) Nomination Deadline 6:00 PM 6:00 PM
Intraday 1 (Eective Current Day) Nomination Deadline 10:00 AM 10:00 AM
Intraday 2 (Eective Current Day) Nomination Deadline 5:00 PM 2:30 PM
Intraday 3 (Eective Current Day) Nomination Deadline None 7:00 PM
194 Coordinaon of the Scheduling Processes of Interstate Natural Gas Pipelines and Public Ulies, Order No. 809, 80 Fed. Reg. 23,198, at P 5 (April 24,
2015), FERC Stats. & Regs. ¶ 31,368 (2015) (cross-referenced at 151 FERC ¶ 61,049 (2015)), order on claricaon, 152 FERC ¶ 61,095, order on reh’g,
152 FERC ¶ 61,212 (2015), order on claricaon, 153 FERC ¶ 61,049 (2015).
195 The No-Bump Rule restricts rm shippers from bumping nominated and scheduled interruptible service during the last standard intraday
nomination cycle of the Gas Day.
196 Order Initiating Investigation into ISO and RTO Scheduling Practices and Establishing Paper Hearing Procedures, 146 FERC ¶ 61,202, at P 1 (2014)
(Section 206 Order).
Through a multi-year eort that engaged industry
stakeholders, FERC sought to facilitate the coordination
of the scheduling practices of the natural gas and
electric industries to accommodate the growing
interdependency. To better align the scheduling of
wholesale natural gas and electricity markets in light
of increased reliance on natural gas for electricity
generation, FERC issued Order No. 809 on April 16,
2015.

This order accepted NAESBs proposal to move
the Timely Nomination Cycle nomination deadline for
scheduling natural gas transportation from 11:30 AM
CCT to 1:00 PM CCT to provide generators more time to
acquire natural gas supply and pipeline transportation
capacity aer learning their electric dispatch obligations.
The nal rule also accepted NAESBs proposal to add an
additional, third intraday nomination cycle at 7:00 PM
CCT to provide greater exibility for generators to obtain
and schedule natural gas during the day of operation.
This new “no-bump” intraday cycle
195
starts at 7:00 p.m.
CCT, two hours later than the prior “no-bump” second
intraday cycle, which was moved up to 2:30 p.m. CCT
and which is “bumpable.” Table 3-1 depicts the previous
NAESB gas nomination timeline and the revised NAESB
gas nomination timeline accepted in Order No. 809,
eective April 1, 2016.
In related actions, on March 20, 2014, FERC instituted
proceedings under section 206 of the Federal Power
Act to ensure that regional transmission operator (RTO)
and independent system operator (ISO) day-ahead
scheduling practices conform with any revisions to the
natural gas scheduling practices adopted by FERC in
Order No. 809.

The Section 206 Order required each
RTO/ISO to propose tari revisions such that generators
will receive dispatch instructions in suicient time to be
able to acquire natural gas and pipeline transportation
by the start of the Timely Nomination Cycle and to
complete RTO/ISO supplemental reliability dispatch
in suicient time for generators to use the Evening
Cycle. Alternatively, RTOs/ISOs could show cause as
to why existing scheduling practices should remain
unchanged. FERC subsequently issued orders on all
 n  n FEDERAL ENERGY REGULATORY COMMISSION
RTO/ISO compliance lings in response to the Section
206 Order.

FUEL ASSURANCE, ELECTRIC SYSTEM
RELIABILITY, AND INCENTIVES TO
DELIVER FIRM ENERGY
Natural gas-red electricity generation is oen not
backed by primary rm pipeline transportation contracts.
Firm pipeline contracts provide shippers of natural gas,
including electricity generation operators, with an agreed-
upon amount of capacity for the pipeline transportation
of natural gas. Firm transportation service means that the
service is not subject to a prior claim by another customer
or another class of service and receives the same
priority as any other class of rm service. The pipelines
delivery of natural gas cannot be curtailed below the
contracted quantity under a rm contract except under
unforeseeable circumstances such as pipeline and
compressor outages or system maintenance.
In contrast, interruptible contracts (also called IT
or non-rm contracts) are lower-priority pipeline
transportation arrangements. Under these contracts,
the ow of natural gas to an electricity generator may
be stopped or curtailed if rm contract holders use the
available capacity. On peak natural gas demand days,
interruptible transportation may be unavailable because
rm customers will be using their full contractual
entitlements, and pipelines therefore cannot schedule
interruptible transportation service. Interruptible
contracts are generally set up for short periods, oen
197 The Commission issued six orders accepting compliance lings from the RTOs/ISOs identied in the Section 206 Order. The Commission accepted
compliance lings from California Independent System Operator, ISO New England, Inc., and New York Independent System Operator, Inc. without
requiring scheduling changes because the ISOs were able to show cause as to why their existing scheduling practices did not need to be modied.
The Commission accepted compliance lings from Midcontinent Independent System Operator, Inc., PJM Interconnection, L.L.C., and Southwest
Power Pool, Inc., nding that the proposed tari revisions would better align the ISO’s/RTO’s scheduling with that of the natural gas industry as
discussed in the Section 206 Order. See California Independent System Operator Corporation, 153 FERC ¶ 61,315 (2015), ISO New England, Inc.,
153 FERC ¶ 61,211 (2015), Midcontinent Independent System Operator, Inc., 154 FERC ¶ 61,276 (2016), New York Independent System Operator,
Inc., 153 FERC ¶ 61,210 (2015), PJM Interconnection, L.L.C., 153 FERC ¶ 61,209 (2015), and Southwest Power Pool, Inc., 153 FERC ¶ 61,316 (2015).
198 The Commission’s current pipeline capacity release program is designed to permit expeditious and exible releases, in a transparent and not
unduly discriminatory manner, to the shipper placing the highest value on the capacity. The Commission generally requires that a rm shipper
(releasing shipper) sell its capacity by oering it for bid on the pipeline’s website, with the capacity awarded to the highest bidder. A releasing
shipper may release its rm capacity in whole or in part, on a permanent or short-term basis, and with “recall” provisions that allow the releasing
shipper to interrupt the replacement shippers use of the capacity under specied circumstances.
for next-day delivery. Interruptible contracts are less
expensive than rm contracts, reecting the higher risk
of disrupted fuel receipts. Electricity generators may also
use natural gas pipeline capacity released or sold by an
existing rm capacity holder that is available seasonally
or for limited periods of time to other shippers.
Alternatively, the electricity generators may buy natural
gas from a marketer that is, in turn, using released
pipeline capacity. This resale market for pipeline
capacity is called Capacity Release. FERC designed
the posting and bidding procedure that gives pipeline
shippers the ability to auction o all or a portion of their
rm capacity for a designated period.

FERC has identied generator access to suicient
fuel supplies and the rmness of generator fuel
arrangements as a signicant issue contributing to
potentially poor generator performance and ineicient
market operations. Electricity generators that rely on
non-rm arrangements for fuel transportation face
the risk of not procuring enough fuel on high demand
days. However, rm contracts require generators to pay
more for pipeline capacity, and thus ultimately result
in higher fuel prices. As such, specic concerns have
focused on the ability of RTO/ISO markets to address
rm fuel supplies and their valuation. These issues
have been considered in various venues. On November
20, 2014, FERC issued an Order (Fuel Assurance Order)
directing each RTO/ISO to le a report on the status of
its eorts to address market and system performance
associated with “fuel assurance” issues, by February 18,
 n  n FEDERAL ENERGY REGULATORY COMMISSION
2015.
199
FERC explained that the term “fuel assurance”
describes a range of generator-specic and system-
wide issues, including the overall ability of resources
to access suicient fuel and the rmness of their fuel
arrangements as necessary to maintain reliability in
each RTO/ISO. Many of these issues were also previously
identied in FERC’s September 25, 2013, centralized
capacity markets technical conference concerning the
ability of capacity markets and resource adequacy
constructs to procure and retain the resources necessary
to meet future reliability. FERC observed at the time
that most capacity markets failed to properly value fuel
assurance because their auctions establish capacity
prices based on economic bids, without taking into
account fuel supply arrangements or the operational
characteristics of the generators.
200
FERC further
identied fuel assurance issues in the April 1, 2014
polar vortex technical conference, which explored
the impacts on system performance and market
operations of cold weather events occurring in the
2013/2014 winter and the actions taken by RTOs/ISOs
to respond to those impacts.
FERC has approved tari changes proposed by ISO New
England (ISO-NE), and PJM to their capacity market rules
to allow market participants to recover costs associated
with the provision of fuel assurance.
201
These capacity
market rule changes were designed to improve the
performance of capacity resources by providing payments
for superior performance and establishing penalties for
199 Order on Technical Conferences, 149 FERC ¶ 61,145 (2014) (“November 20 Order”).
200 Centralized Capacity Markets in Regional Transmission Organizations and Independent System Operators, Winter 2013-2014 Operations and Market
Performance in Regional Transmission Organizations and Independent System Operators, 149 FERC ¶ 61,145, at P 1 (2014).
201 PJM Interconnection, L.L.C., 151 FERC ¶ 61,208 (2015); see also ISO New England Inc., 149 FERC ¶ 61,009 (2014).
202 Promotion of a More Eicient Capacity Release Market, Order No. 712, 123 FERC ¶ 61,286, at P 1 (2008), order on reh’g, Order No. 712-A, FERC Stats. &
Regs. ¶ 31,284 (2008), order on reh’g, Order No. 712-B, 127 FERC ¶ 61,051 (2009).
203 The Commission found that the maximum rate ceiling previously applied to capacity release transactions denied releasing and replacement
shippers the ability to negotiate transactions that reect the market value of capacity at all times. Thus, providing the ability to negotiate capacity
release transactions based on price dierentials or at market clearing prices would help in providing short-term capacity to replacement shippers,
such as natural gas-red electricity generators.
204 AMAs provide signicant benets to many participants in the natural gas and electric marketplaces and to the secondary marketplace itself. They
maximize the utilization and value of capacity by creating a mechanism for capacity holders to use third party experts to both (1) manage their
natural gas supply arrangements and (2) use that capacity to make natural gas sales or re-releases of the capacity to others when the capacity is
not needed to serve the releasing shipper. AMAs result in ultimate savings for end-use customers by providing for lower natural gas supply costs
and more eicient use of the pipeline grid.
poor performance. While neither the Pay for Performance
program in New England nor the Capacity Performance
program in PJM required a specic method of securing
rm fuel supplies, the payments and penalties were
designed to incentivize market participants to procure
backup fuels, rm pipeline transportation, alternative
generating capacity, demand response, or other methods
of ensuring resources can produce electricity.
NATURAL GAS PIPELINE CAPACITY
RELEASE REGULATIONS
As discussed in the previous section, electricity
generators may use natural gas pipeline capacity
released or sold by an existing rm capacity holder.
FERC, on June 19, 2008, issued Order No. 712,

which
approved signicant changes to its natural gas pipeline
capacity release regulations to strengthen competition
and benet consumers by providing natural gas users,
producers, and marketers more options for how they
transact as well as more accurate price signals on the
market value of pipeline capacity.
More specically, FERC revised its regulations governing
interstate natural gas pipelines to reect changes
in the market for short-term transportation services
on pipelines and to improve the eiciency of FERC’s
capacity release program. FERC allowed market-based
pricing for short-term capacity releases

and facilitated
asset management arrangements (AMAs)

by relaxing
the prohibition on tying and on bidding requirements
 n  n FEDERAL ENERGY REGULATORY COMMISSION
for certain capacity releases.

Finally, FERC waived
its prohibition on tying and bidding requirements for
capacity releases made as part of state-approved retail
open-access programs.
RELIABILITY CONSIDERATIONS IN
THE CONTEXT OF GAS-ELECTRIC
COORDINATION
An issue related to fuel assurance, but with a broader
scope, is the systemic risk to the electric system from a
potential natural gas system disruption and how such
risk can be mitigated. As natural gas use for power
generation has grown, grid operators are beginning
to consider the implications of natural gas system
contingencies on the electric grid.
FERC has continued to address the systemic risk to the
electric system from a potential natural gas system
disruption and how these risks can be reduced. In
February 2021, Winter Storm Uri, which impacted the
central-United States, and particularly Texas, caused
outages at electricity generating plants that resulted
in millions of people being without heat or power for
nearly four days and signicant loss of life. Winter
Storm Uri resulted in a combined 23,418 MW of manual
rm load shed, the largest controlled rm load shed
event in U.S. history.

Winter Storm Uri also caused a
reduction of daily natural gas production, including the
production necessary to keep many natural gas-red
power plants operational. Unplanned outages of natural
gas wellheads due to freeze-related issues, loss of power,
and facility shut-ins, as well as unplanned outages
of natural gas gathering and processing facilities,
resulted in a decline of natural gas available supply and
transportation to many natural gas-red generating
205 Tying refers to attempts by the releasing shipper to add additional terms or conditions to the release of pipeline capacity by tying the release of
pipeline capacity to any extraneous conditions.
206 See FERC, NERC and Regional Entity Sta Report, The February 2021 Cold Weather Outages in Texas and the South Central United States at 9
(November 16, 2022), https://www.ferc.gov/media/february-2021-cold-weather-outages-texas-and-south-central-united-states-ferc-nerc-and.
207
OFOs are notices issued by natural gas pipelines to protect the operational integrity of the facility. Pipelines typically invoke OFOs during high or peak-
demand periods to maintain system pressure and reliable operations. The orders may either restrict service or require airmative action by shippers.
208 See FERC, NERC and Regional Enty Sta Report, The February 2021 Cold Weather Outages in Texas and the South Central United States at 13
(November 16, 2022), hps://www.ferc.gov/media/february-2021-cold-weather-outages-texas-and-south-central-united-states-ferc-nerc-and.
209 Id.
units. Once natural gas supply outages began at the
wellhead, they rippled throughout the natural gas and
electric infrastructure, causing processing outages and
reductions, pipeline declarations of Operational Flow
Order (OFO)s

and force majeure, and outages and
derates of natural gas-red generating units. U.S. natural
gas production in February 2021 experienced the largest
monthly decline on record. Between February 8 and 17,
2021, the total natural gas production in the U.S. lower 48
states fell by 28 percent.

Winter Storm Uri has contributed to FERC and
NERC's renewed focus on critical infrastructure
interdependencies. On February 16, 2021, FERC and
NERC, announced a joint inquiry with the Regional
Reliability Entities, to examine the root causes of
the reliability events that have occurred throughout
the county, in particular the regions served by the
Electric Reliability Council of Texas, Inc. (ERCOT),
Midcontinent Independent System Operator, Inc.
(“MISO”), and Southwest Power Pool, Inc. (SPP). The
inquiry’s nal report was issued on November 16, 2021,
and included 28 formal recommendations that seek
to prevent a recurrence of the failures experienced
during the February 2021 cold weather event.

One
of the key recommendations, pertaining to gas-electric
coordination, was that FERC consider establishing
a forum to identify actions to improve the reliability
of the natural gas infrastructure system as necessary
to support the bulk power system, and to address
recurring challenges stemming from natural gas-electric
infrastructure interdependency. Accordingly, FERC and
NERC encouraged NAESB to convene a forum to identify
solutions to the reliability issues facing the nation’s
natural gas system and bulk electric system. In response,
 n  n FEDERAL ENERGY REGULATORY COMMISSION
NAESB convened a multi-meeting forum, beginning on
October 21, 2022, to identify actions that would improve
the reliability of the natural gas infrastructure system to
support the bulk power system and to address ongoing
challenges from the interdependency of natural gas-
electric infrastructure in categories including:
 Measures to improve gas-electric information
sharing for improved system performance during
extreme cold weather emergencies;
 Measures to improve reliability of natural gas
facilities during cold weather (freeze protection,
electric supply); and
 Measures to improve the ability of generators
to obtain fuel during extreme cold weather
events, when natural gas heating load and natural
gas-red generators both demand high amounts
of natural gas while natural gas production may
have decreased.
In a similar vein, on September 8, 2022, and on June
20, 2023, FERC convened forums to discuss the
electricity and natural gas challenges facing the New
England region.

Topics discussed included the
historical context of New England winter gas-electric
challenges and concerns and considerations for
upcoming winters, such as reliability of gas and electric
systems and fuel procurement issues. The forum also
explored whether additional information or modeling
of the electric and/or gas systems are needed to inform
the development of solutions to these challenges.
210 New England Winter Gas-Electric Forum, Docket No. AD22-9-000, (September 8, 2022 and June 20, 2023).
211 See Inquiry into Bulk-Power System Operations During December 2022 Winter Storm Elliott (October 2023), https://www.ferc.gov/news-events/
news/ferc-nerc-release-nal-report-lessons-winter-storm-elliott.
Discussion centered around ISO-NE’s signicant
reliability dependence on natural gas, along with
natural gas pipeline constraints that shi peak
fuel supply reliance to liquied natural gas (LNG)
procurement. Participants observed that New
England had thus far avoided a severe energy outage
through actions such as incentives for stored fuels and
winterization of facilities, along with timely coordination
among ISO-NE, pipelines, and natural gas pipeline
shippers that have been able to release their capacity or
resell their natural gas supplies.
As another example of a severe weather event, Winter
Storm Elliott, which occurred from December 23 -26,
2022, stressed regional electric grids across the U.S. in
dierent ways. It contributed to power outages aecting
millions of electricity customers. Although most of
these outages were due to weather impacts on electric
distribution facilities operated by local utilities, utilities
in parts of the southeast were nevertheless forced to
engage in rolling blackouts, and the bulk-power system
in other regions was signicantly stressed. FERC, NERC,
and NERC’s Regional Entities announced on December
28, 2022 that they would open a joint inquiry into
the operations of the bulk-power system during the
extreme winter weather conditions that occurred during
Winter Storm Elliott. On November 7, 2023, FERC and
NERC released the Winter Storm Elliott report which
recommends the completion of cold weather reliability
standard revisions and suggests improvements to
reliability for U.S. natural gas infrastructure.
211
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Chapter 4
U.S. Crude Oil and Petroleum Products Markets
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Petroleum, or crude oil, and its derived products play a key role in the U.S. economy, accounting for approximately 24
percent of primary energy consumption in the U.S. in 2021.
180
Petroleum is not directly consumed in its natural form,
but is distilled and rened into an array of products that can be used for various applications. These include fuels for
transportation, power generation, and heating. Other applications include petrochemical feedstocks used to manufacture
various products, such as plastics, pharmaceuticals, fertilizers, and construction materials. Petroleum is especially
important in the transportation sector, where it accounted for 90 percent of all transportation fuels used in 2021.
181
Petroleum and petroleum products, such as gasoline, diesel fuel, and jet fuel, are domestically produced and
imported. The percent of imported petroleum and petroleum products has been decreasing in recent years as U.S.
crude oil production from shale has increased. Approximately 79 percent of the domestic U.S. crude oil production
comes from three states-- Texas, New Mexico, and North Dakota--and federal oshore elds located in the Gulf Coast
(PADD 3).
182
U.S. reneries, which separate crude oil into usable products, are found throughout the country but are
most heavily concentrated on the Gulf Coast. Total U.S. rening capacity peaked in 2020 but has since fallen for two
consecutive years.
183
180 Derived from EIA, Monthly Energy Review, 1. Energy Overview, Table 1.2 Primary Energy Production by Source, Annual (accessed October 2022),
https://www.eia.gov/totalenergy/data/browser/index.php?tbl=T01.02#/f=A&start=2017&end=2017&charted=1-2-3-4-6-13.
181 Id., 2. Energy Consumption by Sector, Table 2.5 Transportation Sector Energy Consumption, Annual (accessed October 2022), https://www.eia.gov/
totalenergy/data/browser/index.php?tbl=T02.05#/?f=A .
182 Derived from EIA, Crude Oil Production, Annual-Thousand Barrels per Day (accessed October 2022), https://www.eia.gov/dnav/pet/pet_crd_crpdn_
adc_mbblpd_a.htm.
183 See EIA, Today in Energy, U.S. renery capacity decreased during 2021 for second consecutive year (June 29, 2022), https://www.eia.gov/
todayinenergy/detail.php?id=52939.
184 See 49 App. U.S.C. §§ 1(5)(a) and 3(1).
FERC JURISDICTION
Under the Interstate Commerce Act (ICA), FERC regulates
the transportation of oil in interstate commerce. The ICA
requires that all charges made for the transportation of
oil or oil products be just and reasonable, and not unduly
discriminatory.
184
In this regard, FERC does not regulate the
oversight of oil pipeline construction or oil pipeline safety.
FERC’s jurisdictional responsibilities regarding crude oil
and petroleum product pipelines include:
Regulating rates and practices of oil pipeline
companies engaged in interstate transportation;
Ensuring the provision of pipeline transportation
to shippers on a non-discriminatory and non-
preferential basis; and
Establishing just and reasonable rates for transporting
crude oil and petroleum products by pipeline.
Outside of FERC’s jurisdictional responsibilities, the
regulation of crude oil and petroleum product pipelines
falls under a number of dierent government entities.
The Department of Transportations (DOT) Pipeline and
Hazardous Materials Safety Administration (PHMSA) is
FERC’s jurisdiction over the oil markets is
limited to the setting of interstate oil pipeline
transportation rates and ensuring open access
to the interstate oil pipeline system.
FERC Jurisdiction
 n  n FEDERAL ENERGY REGULATORY COMMISSION
responsible for regulating and ensuring the safe and
secure movement of hazardous materials to industry
and consumers by all modes of transportation, including
pipelines. PHMSAs Oice of Pipeline Safety ensures safety
in the design, construction, operation and maintenance,
and spill response of oil and natural gas pipelines and
other hazardous liquid transportation pipelines. Federal
regulatory approval is not ordinarily required for siting of
new crude oil and petroleum product pipelines, unless
the pipelines cross federal lands. Generally, state and
local laws are the primary regulatory factors for siting
crude oil and petroleum product pipelines.
Petroleum Characteristics
Petroleum is a mixture of hydrocarbons that were
primarily formed from plants and organisms that
lived millions of years ago. It is found in tiny spaces
within sedimentary rocks, in underground reservoirs,
or near the surface in tar (or oil) sands. Crude oil is
highly heterogeneous, and naturally ranges in density
and consistency, depending on the geological setting.
Its color can vary from a light golden yellow to a
deep black.
Dierent countries, regions, and geological formations
produce dierent types of crude, which are generally
described as light or heavy, depending on their density,
and sweet or sour, depending on their sulfur content.
In general, heavy crude oil is sour, as it contains more
sulfur. West Texas Intermediate (WTI), the U.S. pricing
benchmark, is a light, sweet oil that is delivered to
Cushing, Oklahoma. The European benchmark oil,
Brent, is also a light, sweet oil and is based on a basket
of North Sea oils that are used to set petroleum prices
around the world. By contrast, Mexicos Maya crude is
both heavy and high in sulfur content (sour).
Crude oil that is light and sweet usually commands higher
prices than heavy, sour crude oil. This is partly because
gasoline and diesel fuel, which typically sell at a signicant
premium to the heavier products produced in the rening
process, are more readily and cheaply produced from
light, sweet crude oil. However, individual reneries are
The density, or “weight,” of an oil is one
of the largest determinants of its market
value (another key characteristic is sulfur
content – see text box, “Sweet or Sour?”).
The density of crude oil is oen referred to as
“light” or “heavy” and is measured using the
American Petroleum Institutes (API) density
index also known as API gravity. API gravity is
determined using the specic gravity of crude
oil, which is the ratio of its density to that of
water (density of the oil/density of water)
at 60 degrees Fahrenheit. Oils are generally
classied as:
However, crude oil may be categorized
dierently depending on the region where it
is produced and how the crude oil is referred
to by commodity traders.
Though specic gravity is a unitless number,
API gravity values in practice are oen
referred to as degrees. The API gravity of West
Texas Intermediate is said to be 39.6 degrees.
API gravity moves inversely to the density of
crude oil, which means the denser an oil the
lower its API gravity. An API of 10 is equivalent
to water, which means crude oil with an API
above 10 will oat on water while crude oil
with an API below 10 will sink. Crude oil that
is light and sweet usually commands higher
prices than heavy, sour crude oil.
Density of an oil (API Gravity)
Light – API > 31.1
Medium – API between 22.3 and 31.1
Heavy – API between 10 and 22.2
Extra Heavy – API < 10.0
optimized to process crude oil with specic properties,
and deviations from any given renery’s optimal crude oil
can signicantly impact protability. Thus, the value of a
given crude oil can oen be renery specic.
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: EIA

185 See EIA, Today in Energy, Changing quality mix is aecng crude oil price dierenals and rening decisions (September 21, 2017), hps://www.eia.
gov/todayinenergy/detail.php?id=33012.
5.0
4.5
4.0
3.5
3.0
2.5
2.0
1.5
1.0
0.5
0.0
10
20
30
40
50 60
Density (API Gravity)heavy
sweet
sour
Sulfur Content (Percent)
light
North Sea Brent
Bonny Light
Tapis
Oriente
Urals
Dubai
Iran Heavy
Iran Light
Arab Heavy
Arab Light
Merey
Maya
Western Canada Select
Hondo Monterey
Mars
West Texas Sour (Midland)
West Texas Intermediate
Bakken
Eagle Ford
condensate
Louisiana Light Sweet
United States
Canada
Mexico
Venezuela
Saudi Arabia
Iran
United Arab Emirates
Former Soviet Union
Ecuador
United Kingdom
Nigeria
Malaysia
A benchmark crude oil is a specic product that is widely bought and sold at well-traded locations,
with commonly posted prices. Other quality crude oils are traded with reference to benchmark
crude oils and the pricing is typically adjusted using agreed-upon price dierentials that take into
account such factors as API gravity, sulfur content, and transportation costs. WTI and Brent are two
major benchmark crude oils. WTI is a U.S. benchmark crude and Brent is the most commonly used
benchmark in global trade. A third major benchmark, Dubai, is mostly used in Asian trade
Benchmark Crude Oil
 n  n FEDERAL ENERGY REGULATORY COMMISSION
U.S. Crude Oil Supply
PETROLEUM RESERVES
Crude oil resource estimates are categorized in
several ways. The most certain is the category “proved
reserves,” which takes into account the potential to
extract crude oil based on current technology
and economic feasibility.
At the end of 2020, there were an estimated 38 billion
barrels of proved crude oil and condensate reserves
in the U.S.
186
While the measure can uctuate from
year to year, from 2009
187
to 2020, proved reserves
increased by more than 40 percent. This growth
was substantially driven by exploration and drilling
in shale formations and technological advances,
such as horizontal drilling and hydraulic fracturing
(horizontal drilling and hydraulic fracturing were
discussed in Chapter 1, Wholesale Natural Gas Markets).
Shale and tight oil formations accounted for 48
percent of all U.S. crude oil proved reserves by the
end of 2020.
188
The top areas in the country for
proved crude oil reserves are in New Mexico and
Texas (home to the Permian and Eagle Ford basins)
186 See EIA, U.S. Crude Oil and Natural Gas Proved Reserves, Year-
end 2020, at 1 (January 2022), https://www.eia.gov/naturalgas/
crudeoilreserves/pdf/usreserves.pdf.
187 Derived from EIA, U.S. Crude Oil, Natural Gas, Natural Gas Liquids
Proved Reserves, 2009 (November 30, 2010), https://www.eia.gov/
naturalgas/crudeoilreserves/archive/2009/cr2009.html.
188 Derived from EIA, U.S. Crude Oil and Natural Gas Proved Reserves,
Year-end 2020, at 13 (January 2022), https://www.eia.gov/
naturalgas/crudeoilreserves/pdf/usreserves.pdf.
The terms sweet and sour refer to the sulfur
content of crude oil. Early prospectors would
taste oil to determine its quality, with low
sulfur oil tasting relatively sweet. Crude is
considered sweet if it contains less than 0.5
percent sulfur.
Sweet crude is easier to rene and safer
to extract and transport than sour crude.
Because sulfur is corrosive, sweet crude also
causes less equipment damage to reneries
and results in lower maintenance costs
over time. Due to these factors, sweet crude
commands a price premium over sour crude.
Major sources of sweet crude include the
Appalachian Basin in Eastern North America,
West Texas, the Bakken Formation of North
Dakota and Saskatchewan, Saudi Arabia, the
North Sea of Europe, North Africa, Australia,
and parts of Asia, including Indonesia.
Sour crude oil has greater than 0.5 percent
sulfur, with some of the sulfur in the form of
hydrogen sulde, known for its “rotten egg”
smell. Hydrogen sulde is considered an
industrial hazard and, thus, sour crude must
be stabilized by removing hydrogen sulde
before it can be transported by oil tankers.
Sour crude is more common in the Gulf
of Mexico, Mexico, South America, and
Canada. Crude produced by Organization
of Petroleum Exporting Countries (OPEC)
member nations also tends to be relatively
sour, with an average sulfur content of
1.77 percent.
Sweet or Sour?
Estimated quantities of oil that analysis
of geologic and engineering data
demonstrates with reasonable certainty
are recoverable under existing economic
and operating conditions.
Proved Oil Reserves
 n  n FEDERAL ENERGY REGULATORY COMMISSION
and North and South Dakota (home to much of the
Bakken and Three Forks formations).
189
Outside the U.S., other top countries by proved reserves
include Venezuela and Canada. As a region, most of
the world’s proved reserves are in the Middle East,
including Saudi Arabia, Iran, Iraq, Kuwait, and the
United Arab Emirates.
190
DOMESTIC PRODUCTION AND IMPORTS
From the 1970s to the early 2000s, the U.S. imported a
growing proportion of its crude oil supply and petroleum
products, which peaked at 13.7 million barrels per
day (MMbd), or 67 percent of total U.S. supply in 2005.
However, improvements in domestic production that
started in the late 2000s began a reversal of that trend.
In 2021, imports of crude oil and petroleum products
fell to 8.5 MMbd, or 34 percent of the total U.S. supply.
Crude oil imports to the U.S. came from over 65
countries in 2021. Canada was the largest foreign
supplier to the U.S. supplying more than 51 percent of
U.S. total imports, which included the robust output
from the oil sands region in Alberta.
191
The second-
largest supplier to the U.S. was Mexico, followed by
Russia and Saudi Arabia.
192
Just as the case with proved reserves, the increase
in domestic oil production followed the successful
commercialization of horizontal drilling and hydraulic
fracturing. Texas has historically been the largest
producer among the states and has also substantially
increased its production output with shale oil from its
189 Id.
190 See BP, Statistical Review of World Energy 2021, at 16, https://www.bp.com/content/dam/bp/business-sites/en/global/corporate/pdfs/energy-
economics/statistical-review/bp-stats-review-2021-full-report.pdf.
191 Derived from EIA, U.S. Imports by Country of Origin, Total Crude Oil and Products, Monthly-Thousand Barrels, U.S. (accessed October 2022), https://
www.eia.gov/dnav/pet/pet_move_impcus_a2_nus_ep00_im0_mbbl_m.htm.
192 Id.
193 Derived from EIA, Texas Field Production of Crude Oil, Total Crude Oil and Products, Monthly-Thousand Barrels, U.S. (accessed October 2022), https://
www.eia.gov/dnav/pet/hist/LeafHandler.ashx?n=PET&s=MCRFPTX2&f=A.
194 Derived from EIA, New Mexico Field Production of Crude Oil, Annual (accessed October 2022), https://www.eia.gov/dnav/pet/hist/LeafHandler.
ashx?n=pet&s=mcrfpnm1&f=a.
195 Derived from EIA, North Dakota Field Production of Crude Oil, Annual (accessed October 2022), https://www.eia.gov/dnav/pet/hist/LeafHandler.
ashx?n=PET&s=MCRFPND2&f=A.
Eagle Ford (South Texas) and Permian Basin (West Texas)
formations. The overall production in Texas reached 4.8
MMbd in 2021, up from an average of 1.1 MMbd from
2000 through 2010.
193
New Mexico, also home to the Permian Basin, produced
1.25 MMbd in 2021, the second most from an individual
state, up from an average of only 0.17 MMbd between
2000 and 2010.
194
Finally, North Dakota, with its Bakken
Shale, produced 1.1 MMbd in 2021, the third most from
an individual state, up from an average of only 0.132
MMbd between 2000 and 2010.
195
Because increases in shale production have driven nearly
all U.S. oil production growth since 2008, most of the new
supply is light, sweet oil, which has also aected renery
investments and operations. These renery changes,
likewise, tend to inuence future changes in the types of
crude oil imported and processed in U.S.
Crude Oil
and Petroleum
Products Demand
The largest demand sector for petroleum products
in the U.S. is transportation, which accounted for
approximately 90 percent of total domestic consumption
in 2021. Among the specic product categories, motor
gasoline alone made up 57 percent of petroleum
products sold by prime suppliers into the U.S. market.
The second largest was No. 2 distillate, accounting
for 28 percent of sales, which includes diesel fuel, fuel
 n  n FEDERAL ENERGY REGULATORY COMMISSION
oil for space heating, and, in a lesser capacity, oil for
electric generation. The third-largest demand category
was jet fuel, with nine percent of sales.
196
Other petroleum products include propane used for
space heating and in agricultural and petrochemical
processes; kerosene used in heating and lighting; No. 1
fuel oil, which can be blended into heating fuel or
diesel fuel; No. 4 fuel oil used for commercial heating
and power generation; residual fuels (includes No. 5
and No. 6 fuel oils) used in power generation and
ship boilers; and asphalt used to build roads.
Crude Oil Rening
In 2021, the U.S. had over 17 MMbd of operating
renery capacity.
197
For historical reasons dating
back to gasoline rationing during World War II, the
country is divided into ve geographical regions
called Petroleum Administration for Defense
Districts (PADDs).
198
The majority of U.S. rening
capacity is located in the Gulf Coast, in PADD 3. In
2021, approximately 53 percent, or 9.3 MMbd of
rening capacity was located in PADD 3.
196 Derived from EIA, Prime Supplier Sales Volume, U.S., Annual (accessed October 2022), http://www.eia.gov/dnav/pet/pet_cons_prim_dcu_nus_a.htm.
197 Derived from EIA, Renery Utilization and Capacity, U.S., Annual (accessed October 2022), https://www.eia.gov/dnav/pet/pet_pnp_unc_dcu_nus_a.htm.
198 See hps://www.eia.gov/petroleum/markeng/monthly/pdf/paddmap.pdf for a map of PADD locations.
199 Derived from EIA, Annual Energy Outlook, Production (accessed March 3, 2022), https://www.eia.gov/outlooks/aeo/narrative/production/sub-
topic-03.php.
200 Catalytic cracking is the process used to convert high molecular weight hydrocarbon fractions of crude oil into gasoline, olenic gases, and other
petroleum products.
201
A coker is a machine that converts residual oil into low molecular weight hydrocarbon gases, naphtha, light and heavy gas oils, and petroleum coke
.
Most of the larger and more modern reneries are
situated along the Gulf Coast in Texas, Louisiana,
Mississippi, and Alabama. Many reneries are located
close to the traditional crude oil production areas,
near import centers in the Gulf Coast or proximate to
major population centers where demand for rened
products is greatest, including California and the
metropolitan areas of New York City and Chicago.
However, shutdowns have reduced U.S. renery capacity
across the U.S. Six reneries closed or were converted
to renewable diesel facilities between 2020 and 2021,
totaling 750,000 barrels per day of lost capacity.
199
These
closures or conversions were mainly due to reduced
demand for crude oil distillation.
In general, crude oil rening involves processing crude
oil through distillation facilities where the crude oil
is heated and separated into its lighter and heavier
components. Distillation occurs in a fractionating
column, which uses a temperature dierential across
the column to separate the liquid mixture into its
component parts. The heat causes the lighter, more
volatile hydrocarbon molecules to vaporize and rise. As
they cool, the heavier components with higher boiling
points, such as heavy fuels and residual fuels, liquefy
and settle into trays where they are carried out of the
unit into their own processing streams. The lighter
molecules rise higher in the unit and are processed
into light products, such as gasoline and naphtha (a
byproduct used in solvents). Depending on the renery
conguration, heavier components may be further
processed to yield additional amounts of the more
valuable light products. Breaking down the heavier
products into lighter ones requires more specialized and
expensive equipment and processes such as catalytic
crackers
200
and cokers
201
.
Companies that produce, import, or
transport petroleum products across state
boundaries, to sell to local distributors,
retailers, or end users. Prime supplier sales
are a good proxy for demand.
Prime Suppliers
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: EIA
202
202 See EIA, Oil: Crude and Petroleum Products Explained, The Rening Process (August 14, 2018), https://www.eia.gov/energyexplained/oil-and-
petroleum-products/rening-crude-oil.php#tab2.
203 Derived from API-AOPL, Annual Liquids Pipeline Report, at 45 (2021), https://liquidenergypipelines.org/Documents/en-us/1e14ec3b-9b98-46f3-
aa54-808792b8a13a/1.
204 Id. and Derived from API-AOPL, Annual Liquids Pipeline Report, at 45 (2018), https://www.pipelaws.com/wp-content/uploads/
sites/451/2018/05/2018-Annual-Liquids-Pipeline-Report-API-AOPL.pdf.
Crude Oil and
Petroleum Products
Transportation
There are nearly 150,000 miles of crude oil and
petroleum product pipelines in the U.S.
203
Crude oil
pipeline mileage grew by nearly 28,000 miles, or 23
percent, between 2012 and 2020, and was driven by
increased shale production.
204
Crude pipelines move
oil from the production elds and import terminals to
reneries for processing. Pipelines then distribute the
rened fuels to consumers across the country.
The operators of the three largest crude oil and liquids
pipelines in North America are Enbridge Energy,
Colonial Pipeline Company and Transcanada. Enbridge
Energy operates one of the longest crude oil and liquids
transportation systems in the world. Enbridge Energy’s
pipelines transported 1.1 trillion barrel-miles in 2021,
< 85° F
boiling range products
butane and lighter products
85 - 185° F gasoline blending components
185 - 350° F naphtha
350 - 450° F kerosene, jet fuel
450 - 650° F distillate (diesel, heating oil)
heavy gas oil
residual fuel oil
650 - 1,050° F
>1,050° F
lighter
(low boiling point)
heavier
(high boiling point)
distillation unit
CRUDE
OIL
 n  n FEDERAL ENERGY REGULATORY COMMISSION
the most among crude oil pipelines.
205
Enbridge Energy’s
vast network of oil and liquids pipelines travel from
Canada and North Dakota to the Midwest and Gulf
Coast.
206
The second largest pipeline is Colonial Pipeline
Company, with 722 billion barrel-miles transported in
2021.
207
It carries supply from the rening centers in
Texas and Louisiana to the major demand centers along
the U.S. East Coast. It also transports gasoline, diesel
fuel, jet fuel, and other products from Houston, Texas
to Linden, N.J. on a 5,500-mile network, crossing 13
states. A distant third-largest pipeline is the TransCanada
Keystone Pipeline, which transported 239 billion barrel-
miles of crude oil in 2021 from Canada to the U.S. Mid-
Continent and the Gulf Coast.
208
MOVEMENT OF CRUDE OIL WITHIN
AND EXPORTS FROM THE U.S.
Two federal statutes have played a role in shaping the
movement of crude oil and crude oil products. First, the
Jones Act
209
generally prohibits any foreign-built
or foreign-agged vessel from engaging in trade
that begins at any point within the U.S. and delivers
commercial cargo to any other point within the U.S.
210
Because of the limited numbers of oil and petroleum
products vessels that meet the Jones Act requirements,
the ability to move crude oil and rened products between
domestic marine ports is periodically constrained. That
means, for example, that producers can be limited in their
ability to move crude oil to the Gulf Coast via pipeline and
then ship it to East Coast reners. Likewise, Gulf Coast
205 Derived from FERC, 2021/Q4 FERC Form 6, at 600 (October 2022), Enbridge Energy Limited Partnership, https://elibrary.ferc.gov/eLibrary/
ledownload?leid=94740646-9F0A-C0FE-9363-803547600000, Enbridge Pipelines (FSP) L.L.C., https://elibrary.ferc.gov/eLibrary/
ledownload?leid=4D1DAA66-FF9C-CE65-9097-80298B700000, Enbridge Pipelines (Southern Lights) LLC, https://elibrary.ferc.gov/
eLibrary/ledownload?leid=1E0DC7DE-8645-C597-86FC-803DE5D00000, Enbridge Pipelines (Toledo) Inc., https://elibrary.ferc.gov/
eLibrary/ledownload?leid=A4795E1D-B912-CC17-91BF-802966E00000, Enbridge Transportation (IL-OK) L.L.C, https://elibrary.ferc.gov/
eLibrary/ledownload?leid=655EE23C-DC4D-C0A7-93AB-802959200000, Enbridge Storage (Patoka) LLC, https://elibrary.ferc.gov/eLibrary/
ledownload?leid=4F6065E6-3AF8-C503-9950-803DB3B00000.
206 See Enbridge Energy, Infrastructure Map, https://www.enbridge.com/Map.aspx#map:infrastructure,crudeInfrastructure.
207 Derived from FERC, 2021/Q4 FERC Form 6, at 600 (October 2022), Colonial Pipeline Company, https://elibrary.ferc.gov/eLibrary/
ledownload?leid=9DDCCC5F-E2E1-C84F-9260-803E93F00000.
208 Derived from FERC, 2021/Q4 FERC Form 6, at 600 (October 2022), TransCanada Keystone Pipeline, https://elibrary.ferc.gov/eLibrary/
ledownload?leid=4A0CEFEC-C81F-C8E8-9161-801F47F00000.
209 The term “Jones Act” refers to section 27 of the Merchant Marine Act of 1920, 46 U.S.C. § 50101, et seq. (2012).
210 46 U.S.C. at § 55102.
211 Consolidated Appropriations Act, 2016, Division O – Other Matters, Title I, Sec. 101 (a – b).
212 See EIA, This Week in Petroleum (March 7, 2018), www.eia.gov/petroleum/weekly/archive/2018/180307/includes/analysis_print.php.
reners can be limited in their ability to move rened
products up the East Coast via waterborne vessels.
The second was a ban on most exports of crude oil in
a policy stemming from the 1970s oil crisis. While the
ban was highly restrictive, certain licensed exports were
allowed, including slightly rened crude oil condensate,
shipments of crude oil owned by a company to an
ailiate renery in Canada, and heavy-for-light crude
oil swaps with Mexico. The export ban was repealed in
late 2015 as part of the Consolidated Appropriations Act
of 2016.
211
Following the repeal, the U.S. exported 1.1
million barrels per day of crude oil to various countries
in 2017, up from approximately 100 thousand barrels per
day from 1975 through 2015, with Canada as the largest
recipient of the exports.
212
In 2021, the U.S. exported
nearly 3 million barrels per day of crude oil.
Crude Oil and
Petroleum Products
Markets and Trading
As a global commodity, crude oil’s price on the world
markets is set by the traders who buy and sell the
commodity at various locations around the world.
However, most trades are based on, or derivative to, a
handful of benchmark crude prices, such as WTI, Brent,
and Dubai. There are also benchmark locations for
petroleum products, including New York Harbor in the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
U.S., Amsterdam-Rotterdam-Antwerp (ARA) in Europe,
and Singapore in Asia.
Domestic crude oil markets are more closely tied to
global trends than U.S. natural gas markets because
of the tremendous worldwide production of crude
oil which enjoys relatively low shipping costs.
213
In
comparison, natural gas faces additional costs to
ship overseas because of the need for liquefaction
and regasication facilities, which require multi-billion
dollar investments.
World crude oil prices have historically experienced
periods of great volatility, oen driven by supply and
demand fundamentals and external shocks, such as
production disruptions related to geopolitical events
and speculative trading. Crude oil prices rose following
supply disruptions that occurred during international
events such as the Arab Oil Embargo in 1973 and 1974,
the Iranian Revolution, the Iran-Iraq War in the 1980s,
and the Persian Gulf War in 1990 and 1991. For example,
WTI spot prices were $4.31 per barrel (bbl) in June 1973,
but by December 1974, crude oil prices reached $11.16/
bbl, a 159 percent increase. Global economic events
can also aect crude markets. For instance, during
the recession of 2008 and 2009, the WTI benchmark
reached $145.31/bbl on July 3, 2008 and, by December
23, 2008, the price had fallen to $30.28/bbl, a decline of
nearly 80 percent due to falling earning projections and
credit contractions that, a result of decreased demand.
Similarly in a more dramatic fashion, the WTI benchmark
seemingly collapsed overnight into negative territory
from $18.31/bbl on April 17, 2020 to negative $36.98/
213 See EIA, Low Tanker Rates Are Enabling More Long Distance Crude Oil and Petroleum Product Trade (October 27, 2016), https://www.eia.gov/
todayinenergy/detail.php?id=28532.
214 Derived from Federal Reserve Bank of St. Louis, Crude Oil Prices: West Texas Intermediate (WTI) – Cushing, Oklahoma (accessed October 2022),
https://fred.stlouisfed.org/series/DCOILWTICO.
215 Derived from EIA, Spot Prices (Crude Oil) (September 6, 2018), https://www.eia.gov/dnav/pet/pet_pri_spt_s1_d.htm.
bbl on April 20, 2020 due to the COVID-19 pandemic
triggering an unprecedented demand shock for oil.
The culmination of stay-at-home mandates, restricted
travel, and closed economies created an oversupply
that le producers scrambling to nd space to store
the crude oil. The reopening of the economy lied
prices from pandemic lows, eventually peaking at
$123.64/bbl on March 8, 2022, due to heightened
geopolitical tensions and speculation in Europe
before coming back down to a steady $82.59/bbl on
September 7, 2022.
214
From 1987 through 2010, WTI and Brent benchmarks
traded within a few cents of each other, with WTI
benchmark generally commanding a small price
premium. However, the sharp increase in production
of shale oil in the U.S. resulted in a surge in supply at
Cushing, causing WTI benchmark prices to drop below
the Brent benchmark. Between 2011 and 2014, the
Brent benchmark price reached a premium of $29/bbl
in September 2011, but the spread narrowed to
about $6/bbl by December 2017.
215
Crude oil became
oversupplied at Cushing because of large increases
in oil production that outpaced the development of
transportation and storage infrastructure. The then-
current ban on exports of crude oil further limited
the options for addressing the supply pressures. Since
2011, the construction of additional infrastructure
combined with the repeal of export restrictions
has reduced the oversupply at Cushing and, in turn,
narrowed the price dierential between the WTI
and Brent benchmarks, to an average of $2.72/bbl
in 2021.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Chapter 5
Trading and Capital Markets
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Restructuring of the energy markets and changes in the industry during the 1980s and 1990s resulted in the
expansion of the commodity markets associated with natural gas and electricity. In particular, restructuring resulted
in the growth of nancial products that derive their value from the underlying energy products. Expansion in physical
and nancial market trading for natural gas and electricity has tightened the traditional relationship between these
markets. As a result, activities in the physical markets aect values in nancial markets. Likewise, activities in the
nancial markets can also aect values in the physical markets.
This chapter explores the trading of physical and nancial contracts for natural gas and electricity. It also provides an
overview of capital markets and their importance to investments in industry infrastructure.
216 As discussed below, a buyer of a commodity under a physical contract may in many instances elect not to take delivery. The buyer may do so by
reselling the commodity, where the reselling is referred to as obtaining an osetting contract.
217 Many nancial contracts are standardized, regulated products called cash-settled energy futures.
218 Indices are weighted average prices for a group of transactions over a given time frame at a specied location.
Trading Physical
and Financial Natural
Gas and Electricity
Natural gas and electricity are oen bought and sold
using standardized contracts. The standard terms and
conditions and standard product denitions of such
contracts appeal to a wide variety of market participants
because they need only negotiate on terms such as
price, term, quantity and delivery point. Contracts can
also be customized to meet the needs of individual
buyers and sellers through a vast array of diering
pricing and delivery mechanisms, as well as customized
terms and conditions. Contracts in the physical and
nancial natural gas and electricity markets can also be
referred to as instruments or securities.
In general, a physical contract provides an obligation to
physically deliver natural gas or electricity in exchange for
payment.

As discussed in Chapters 1 and 2 (Wholesale
Natural Gas Markets and Wholesale Electricity Markets),
producers and consumers of natural gas and electricity sell
and buy energy products to manage price and volatility
risk in a variety of their enterprise operations that include
production, marketing, and meeting customer demand.
When a contract does not require the delivery of
natural gas or electricity but instead provides a right
to a nancial payout in exchange for a payment,
the contract is referred to as a nancial contract
or swap.

The payment is typically based on the
underlying value of the physical commodity or
index

of asset values or nancial products specied
by the contract. Under such a contract, the commodity
or index is called the underlying or underlier. Because
the value of the nancial contract is derived from the
value of the underlier, the contract is also called
a derivative, which is a general term for a contract
whose value is derived from some other physical or
nancial product.
Market participants buy and sell energy-based nancial
contracts for a number of reasons. As mentioned
above, physical market participants, such as producers
and consumers, typically use nancial contracts to
manage price risk and protect against price volatility.
That is, nancial contracts can serve as a tool for
managing risk akin to insurance. Other market
participants use the energy markets to speculate,
or to assume a market risk in the hope of proting
from market uctuations.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
CONTRACT CHARACTERISTICS
Every contract, whether physical or nancial, is
identied by a number of characteristics, such as
the product conveyed, location, timeframe, size or
quantity, and the price or mechanism for determining
the settlement. Additionally, there are dierent types
of contracts based on uses and obligations of the
participants, which are further described in the section
below on Contract Types.
 Each contract species what is
being bought and sold. For physical contracts, the
product bought or sold would be natural gas or
electricity. For derivatives, a payout may be derived
from natural gas or electricity prices.
 Standardized contracts trade on exchanges
and on Over the Counter (OTC) electronic brokerage
platforms. For example, the InterContinental Exchange
(ICE) oers trading of standardized physical contracts
and cash-settled energy futures at predetermined
locations or pricing points (exchanges and OTC
transactions are discussed further below). Natural
gas and electricity are traded at dierent locations
throughout the country. Natural gas trading locations
are usually located at the intersections of major pipeline
systems, pipeline zones, near storage facilities, locations
where local distribution companies (LDCs) receive
natural gas from pipelines, and pooling points. Standard
trading locations are referred to as market hubs. The
Henry Hub is the U.S. natural gas benchmark hub
and is also the delivery point for the New York Mercantile
Exchange (NYMEX) natural gas futures contract. For
electricity, contracts are oen based on locations known
as nodes, zones, or hubs. Examples of frequently traded
electricity locations are the PJM Western Hub and the
Mid-Columbia Hub. For physical contracts, the location
must be physically viable – a location where natural
gas or electricity can actually be delivered. Because
nancial contracts do not result in actual physical
delivery, the contract may reference a location that
is not physically viable – the location is only used in
determining the price that will be paid for a specic
quantity. O-exchange bilateral OTC transactions can
use any location desired by the counterparties. This
allows traders to negotiate complex pricing mechanisms
based on a number of locations.
 Each contract has a number of time
elements. The trade date is the date on which the
contract is executed. The termination date is the last day
of the contract term. The settlement date establishes
when payment is due under the contract. Also, physical
contracts specify the delivery day(s) or month – the
day(s) or month during which the product is to be
delivered. Physical and nancial electricity contracts
may also specify peak or o-peak delivery, with the peak
or o-peak hours dened by the contract and reecting
the North American Energy Standards Board (NAESB)
contract denitions.
For physical contracts, begin and end dates are the
timeframe during which a physical product (natural
gas or electricity) is to be delivered. Next-day physical
natural gas contracts oen have the same begin and
end ow dates; however, on weekends and holidays,
ow days can span multiple days for delivery. For
example, a next-day physical natural gas contract may
have a trade date of Thursday, August 25, a begin ow
date of Friday, August 26, and an end ow date of Friday,
August 26. The weekend strip may have a trade date
of Friday, August 26, a begin ow date of Saturday,
August 27, and an end ow date of Monday, August 29.
A monthly physical natural gas contract may have a
trade date of Thursday, August 25, a begin ow date of
Thursday, September 1, and an end ow date of Friday,
September 30. Monthly physical contracts are generally
for delivery in equal parts per gas day over a month for
natural gas and equal parts per hour for electricity. For
nancial contracts, the begin and end dates indicate
the underlying natural gas or power days’ index and
settlement prices to be used in setting the payout for a
specic quantity of natural gas or power.
 All physical contracts specify the amount
of natural gas or electricity to be delivered. For
standardized products traded on a futures exchange or
on an OTC electronic brokerage platform, the quantity
 n  n FEDERAL ENERGY REGULATORY COMMISSION
is predetermined and specied in the contract. For o-
exchange contracts traded in OTC markets, the contract
quantity can be any amount agreed upon by the parties.
All physical contracts specify a price that will be
exchanged for physical delivery. All nancial contracts
specify a price, or prices, which will determine a cash
exchange between the two parties.
Fixed prices are known at the time a transaction is
entered into. The xed price is a set price at which the
seller agrees to sell, and the buyer agrees to buy. A xed
price would be represented, for example, as $3 per
million British thermal units (MMBtu) for natural gas or
$30 per megawatt-hour (MWh) for electricity.
Floating prices are not known at the time a transaction
is entered into but will be known at the time of
settlement. For example, a price may be tied to the
average of all the daily prices at a location over the
course of a month, typically published as an index.
Indices referenced in contracts in the natural gas market
are published using a known methodology by a variety
of index developers, such as S&P Global Commodity
Insights (also known as Platts) or Natural Gas Intelligence
(NGI).

NYMEX and other exchanges also post prices
for standardized contracts that can be referenced in
contracts. Electricity contracts oen reference the
Locational Marginal Prices (LMPs) set by the regional
transmission organizations (RTOs) and independent
system operators (ISOs) (see Chapter 2) or indices
calculated by exchanges such as ICE.
Options contracts also include prices, such as a strike
price and a premium. Options contracts are discussed in
more detail in the following section.
219 Data used for developing price indices is collected from market participants who voluntarily report the quantities and prices of their trades to the
index developers. Some index developers incorporate trades from ICE in their indices.
220 The Dodd-Frank Wall Street Reform and Consumer Protection Act of 2010 reformed the regulation of swaps. See https://www.cc.gov/
LawRegulation/DoddFrankAct/index.htm for more information.
221 See https://www.cmegroup.com/market-data/browse-data/cash-settled-futures.html for examples of cash-settled futures products.
222 The Group owns NYMEX. The CME Group oers a marketplace for derivatives composed of its exchanges: Chicago Mercantile Exchange (CME),
New York Mercantile Exchange (NYMEX), Chicago Board of Trade (CBOT), and COMEX (formerly known as the Commodity Exchange, Inc.). See CME
Group, Driving Global Growth and Commerce (n.d.), https://www.cmegroup.com/company/history/.
CONTRACT TYPES
The most common contract types are forwards, futures,
swaps, and options.
 A forward contract is an
agreement between two parties to receive or deliver a
commodity at a specied time in the future. A forward
contract is oen used for physical delivery. The buyer pays
an agreed-upon forward purchase price and the seller
delivers the natural gas or electricity on the designated
date. The product is physically settled with delivery.
Forward contracts
may also be nancially settled when no delivery of a
commodity takes place, also known as a swap contract.
A nancially settled contract, also referred to as cash
settled, has the parties paying and receiving
in cash the loss or gain based on the price of the
underlying product. A forward contract may also be
traded o-exchange.
Aer passage of the
Dodd-Frank Act,

many nancially settled energy
contracts traded on electronic brokerage platforms are
cleared cash, settled energy futures contracts.

A futures contract is a
standardized forward contract that is traded on an
exchange, such as CME’s NYMEX

. Each contract
represents the same quantity and quality of the
underlying physical commodity, valued in the same
pricing format, to be delivered and received at the
same delivery location. In addition, the specic
time period of delivery and receipt is the same for
all contracts traded for a particular calendar month.
Because futures are interchangeable with one another
 n  n FEDERAL ENERGY REGULATORY COMMISSION
and are traded on centralized exchanges, futures
markets generally are more liquid than forward markets.
 An option is an instrument that gives
its holder the right, but not the obligation, to buy or sell
an underlying physical or nancial contract at a set price
for a set time period. The right to buy the underlying
contract is called a call option, and the right to sell is
called a put option. The price paid to buy or sell the
option is known simply as the options price or premium.
The price at which the underlying contract may be
bought or sold is the strike price. Electing to buy or sell
the underlying commodity or security at the future date
is known as exercising the option. An option’s expiration
date is the last date at which an option may be exercised.
The options themselves may be bought or sold and are
frequently standardized and traded on an exchange.
Options traded on an exchange or an electronic trading
platform may be traded up to the contract’s expiration.
The owner of an option may sell the option rather
than exercise the option or may let it expire if it is not
protable to exercise it. Traders may use options to
boost prots through more complex trading strategies or
to reduce the volatility of their returns.
EXAMPLES OF CONTRACTS
Electricity Forward Contract
In the electric industry, the Edison Electric Institute
(EEI) Master Power Purchase and Sale Agreement is
a commonly used contract that can be employed for
forward sales of power. Transacting parties may make
a bilateral sale by agreeing to transaction-specic
values for price, quantity, delivery location, and period
of delivery, among other details pertinent to the
negotiated transaction. The terms of the transaction are
documented on a transaction-specic conrmation.
NYMEX Natural Gas Futures Contract
For the natural gas industry, the dominant physical
futures contract is the NYMEX Henry Hub Natural Gas
(NG) Futures contract. For NYMEXs NG contract, the
223 The prompt month is the futures contract that is closest to expiration, typically prompt-month refers to the next contract month.
standard contract specications are the delivery location
– Sabine Pipeline Hub at the Henry Hub in Louisiana;
the term – monthly; and the quantity – 10,000 MMBtu
delivered equally over the course of the ow month.
LD1 Future or Natural Gas (Henry Hub)
Financial Future
The physically deliverable NYMEX NG contract has
its prompt-month

strip expire on the third to last
business day of the month. The NG contract’s Last
Day 1 (LD1) settlement price is set during a 30-minute
settlement window on its expiration day from 2pm to
2:30pm Eastern Prevailing Time. The settlement price
is used to settle the legs of many nancial and physical
contracts. The simplest contract is the cash settled LD1
future, also known as NYMEX lookalike contracts or
Natural Gas Financial Futures product. These are simple
xed-for-oat swap futures in which the buyer pays a
price and receives the LD1 settlement price if taken to
settlement. Such contracts allow a market participant
to maintain or hedge a price exposure without having
to make or take physical delivery of the natural gas
commodity.
Natural Gas Basis Future
A basis swap contract or basis future is a nancial
instrument that provides payments calculated on the
price dierence between a month-ahead index at a given
location and the Henry Hub LD1 settlement price. An
example is the ICE Michcon Basis Futures contract, in
which traders buy and sell the contract, which derives
its price from the subtraction of the NYMEX Henry Hub
Futures contract price from the Mich Con city-gate Inside
FERC monthly price. Basis futures can trade strips of
a single month or multiple months, the settlement is
determined each month until the contract expires, and
the standard contract size is 2,500 MMBtu per ow day.
Traders can use natural gas nancial basis contracts for
either hedging or speculative trades.
Natural Gas Index Future
An index swap contract or index future is a nancial
 n  n FEDERAL ENERGY REGULATORY COMMISSION
instrument that provides payments calculated on the
price dierence between a given location’s averaged
day-ahead index for a month and that month’s rst-
of-month index set in the bidweek just before the
start of the month. The ICE Michcon Index Futures
contract allows traders to buy and sell a contract that
derives its price from the subtraction of the Mich Con
city-gate Inside FERC monthly price from the average
of the Mich Con city-gate Platts Gas Daily prices over the
ow days of a given month.
Natural Gas Swing Future
A swing swap contract or swing future is a nancial
instrument that provides payments based on the
location’s day-ahead index. ICE’s Michcon Swing Future
contract allows traders to buy and sell a contract that
derives its price from the average of the Mich Con city-
gate Platts Gas Daily prices over specic ow days. In
addition to trading as full month strips, swing futures
can trade during the ow month, providing a balance-of-
month strip for the remaining ow days in the month.
Natural Gas Fixed Price Future
A xed price future is a nancial instrument that
provides payments based on the locations month
ahead index. ICE’s Michcon Fixed Price Future contract
allows traders to buy and sell a contract which derives
its price from the Mich Con city-gate Inside FERC
monthly price.
Natural Gas Options Contract
A natural gas options contract, such as ICE’s Option
on SoCal Fixed Price Futures (the futures price for the
Southern California Border trading hub published by the
Natural Gas Intelligence index), gives the purchaser the
right, but not the obligation, to buy a specied number
of xed price futures contracts at a predetermined price,
at a future date. The put option gives the option buyer
the right, but not the obligation, to sell the xed price
futures at a minimum selected oor (strike) price. A
natural gas consumer, such as a gas-red power plant,
might buy a call option to protect against having to
pay more for natural gas than the selected strike price.
Similarly, a natural gas producer or marketer could use
a put option to protect against price drops below the
strike price as a means of ensuring the protability of
future natural gas production. Traders also use options
to speculate on the price of the underlying commodity,
in anticipation of future market prices or as part of more
complex nancial trades.
Markets for Trading
Physical and Financial Natural
Gas and Electricity
As mentioned above, contracts in both physical and
nancial markets are transacted through exchanges,
OTC electronic brokerage platforms, or o-exchange.
With exceptions for cleared physical futures or trading,
physical trading on electronic brokerage platforms
is generally bilateral and OTC. O-exchange trading
inherently occurs bilaterally OTC. In the case of
electricity, transactions also take place in RTOs and
ISOs (see Chapter 2 for more information on RTO/ISOs).
EXCHANGES
An exchange is a central marketplace where buyers
and sellers trade commodities, derivatives, and other
nancial instruments. A market participant (e.g., a
buyer or seller) does not interact directly with
its counterparty on an exchange. Instead, the
Standardized forwards, futures, and swaps
are traded for every month, years into
the future. The NYMEX natural gas futures
contract, for example, is traded more than
eight years into the future although only the
rst few years are actively traded. Each of the
monthly contracts for which trading occurs
has a price. Together, the prices for future
contract months create a trajectory of prices
known as the forward or futures curve.
Forward and Futures Curves
 n  n FEDERAL ENERGY REGULATORY COMMISSION
counterparties place their orders with the exchange,
which then matches the buyer and seller anonymously.
Exchange-traded contracts are standardized and the
specications for the contract, such as quantity and
location, are established in advance by the exchange.
Historically, exchange trading occurred in trading pits
where traders actively called out orders to buy and
sell, known as open outcry. However, with the advent
of electronic trading, open outcry has largely become
obsolete, and most trading is now done electronically.
Physical OTC trades on electronic brokerage platforms
inherently require communication and coordination
with a counterparty, which becomes known aer a
transaction. Electronic brokerage platforms trading
in OTC markets provide an anonymized trading
screen where buyers and sellers do not know their
counterparty, and some platforms allow traders to
communicate with bidding and oering counterparties
in OTC products.
Natural gas and electricity are traded on exchanges
and electronic brokerage platforms such as the NYMEX
and ICE. In addition to energy contracts for natural gas
and power, NYMEX facilitates the sale and purchase of
nancial and physical contracts for other commodities,
including metals and agricultural products. ICE also
oers natural gas and electricity contracts (both in
cash-settled energy futures and physical OTC contracts),
as well as emissions allowances. Nodal Exchange
oers locational (nodal) futures contracts to market
participants in the organized electricity markets, as
well as electricity contracts for forward months at RTO
hubs, zones, and nodes.
Margin is collateral contributed as a percentage of
the current market value of a commodity contract. Margin
allows market participants to trade without having to pay
cash for the full value of the trade. Eectively, someone
who trades on margin borrows much of the money used
to buy or sell from the exchange or another entity. The
trader posts collateral by putting down a certain amount
of money or percentage of the trade value in cash or other
security acceptable to the exchange.
OVER-THE-COUNTER MARKETS
An OTC market is a market where buyers and sellers
interact with one another, usually via electronic or
telephone communications, and without the supervision
of an exchange. In OTC markets, contracts are bilateral,
meaning two market participants directly negotiate
and complete a purchase or sale. OTC transactions
are not required to be standardized; they range from
complicated negotiations for one-o structured contracts
to standardized contracts traded through an electronic
brokerage platform. The ability to tailor a contract to
the exact needs of the counterparties is one of the chief
benets of OTC markets. Nonetheless, standardized
contracts can also be transacted OTC. Many negotiations
begin with a standardized contract, such as the natural
gas contract developed by the North American Energy
Standards Board (NAESB), and are then modied.
OTC transactions may be conducted via brokers that
include voice brokers (brokers who conduct most
business by phone or instant messaging) and electronic
brokerage platforms. Unlike an exchange, the broker
performs the function of matching specic buyers
and sellers. In OTC trades, buyers and sellers are not
anonymous to one another.
RTO/ISO MARKETS
Electricity is also bought and sold through RTO/ISOs.
In general, RTO/ISO markets are operated to support
the physical operation of the electric grid, dispatching
generation to meet customer demand. RTO/ISO markets
are multilateral; buyers and sellers are not matched
individually against each other. The overall level of
buying, or demand, is matched to the overall level
of selling, or generation. In matching generation and
demand, RTOs/ISOs are considered to clear the market
but the word clearing has a dierent meaning than
other markets or exchanges. For RTOs/ISOs, clearing
refers to the matching of supply and demand, or, put
it another way, to clear the market means the RTO/ISO
accepts suicient generation oers to meet demand
needs. In general, if a generator’s oer in the day-ahead
market clears, the generator’s output was oered at or
below the day-ahead locational marginal price, and the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
generator is expected to deliver power. RTO/ISOs also
allow for bilateral physical transactions, although each
RTO/ISO handles bilateral trades dierently.
RTO/ISO markets have products that have some
similarities to nancial contracts. RTO/ISOs allow virtual
transactions, such as virtual supply oers or virtual
demand bids, which allow a market participant to trade
nancially on the expected price dierence between
an RTO/ISO’s day-ahead and real-time markets. Virtual
transactions (virtuals) are directly integrated into the
operation of the physical market and aect physical
supply and demand, and prices. However, virtual trades
do not result in physical delivery. Chapter 2 provides
additional information on virtuals.
Additionally, RTO/ISOs oer nancial transmission rights
(FTRs). FTRs and similar instruments are designed to
provide nancial compensation to oset transmission
congestion costs over specic transmission paths. FTRs
are allocated to transmission owners and auctioned to
market participants by the RTO/ISOs on a periodic basis.
The amount of available FTRs is linked to the physical
operation of the transmission system and the amount of
expected transmission capacity. FTRs are also discussed
further in Chapter 2.
RTO/ISOs maintain credit policies to prevent default and,
in the event of default, allocate the costs of defaults or
other performance failures across market participants.
RTO/ISO credit policies are discussed in Chapter 2 as well.
Trading Concepts and
Terminology
Trading
Trading is the act of buying and selling a contract or
contracts. A trade is a single consummated transaction.
224 Note that, with transactions involving standardized nancial contracts such as an ICE natural gas swap futures contract, one can also readily
determine a notional amount of energy volume represented by the number of trades because each contract trades a standardized amount of
energy -- e.g., 2,500 MMBtu per contract.
Trading Volumes and Transactions
Trading volume refers to the total amount of a
commodity traded or the number of related contracts
that have changed hands in a given energy market for a
given time period, such as a single trading day. Trading
volumes give an indication of the nature of the market
activity and traders may track increases or decreases in
trading volumes over time to gauge the tendency for a
price trend to continue.

Market Prices, Bids, and Oers
The market price of a contract is the average price (or
volume-weighted average price) of all individual trades
for that contract. Trading requires a buyer and a seller,
each willing to transact for a price. The price a buyer
is willing to pay to purchase a contract is the bid price.
The price at which the seller oers is the oer price. The
prices at which buyers want to buy and sellers want to
sell may not be the same. When the bid and oer prices
dier, the dierence between the prices is the bid-oer
spread or bid-ask spread. This spread is the dierence
between the highest price at which buyers are currently
willing to buy (the highest bid) versus the lowest price
at which sellers are currently willing to sell (the lowest
oer). For example, if a buyer bids $7 and the seller
oers at $10, the bid-ask spread is $3.
Spot Prices
The spot price is a cash market price for a physical
commodity that is available for immediate delivery
(generally next-day or intra-day for natural gas and day-
ahead or real-time for electricity).
Settlement
Settlement is the exchange of physical commodities or
currency to close out a physical or nancial contract.
For settlement, a contract will indicate if delivery is
to be made for a physical contract (physically settled)
or a nancial payout made for a nancial contract
(nancially settled). Settlement occurs both on
 n  n FEDERAL ENERGY REGULATORY COMMISSION
exchanges and for OTC transactions. On exchanges,
futures settlements occur according to a documented
process and timeframe established by the exchange,
while OTC transaction settlement occurs under the
terms agreed upon by the parties.
Most market participants liquidate or roll contracts
prior to expiration day and avoid trading during the
225 A lookalike contract is based on a futures contract traded on the New York Mercantile Exchange (NYMEX). It may be traded on other platforms such
as ICE.
226 Note that a trader taking a long position by purchasing index gas benets from declining index prices. A long position in physical or nancial
products where the buyer pays an index price benets from declines in that index price.
settlement period of a contract. As the time to contract
expiration approaches, price risk and volatility may
increase signicantly, while market liquidity and the
remaining open positions (open interest) may decrease.
Market participants seeking to maintain price exposure
or hedges through expiration frequently use cash-settled
lookalike contracts.

Daily settlement prices are used to revalue traders’
positions to the current market price for accounting and
for margin calculations. Daily and LD1 settlement prices
are also reported in publications and indexes and are
used for price discovery.
Mark-to-Market
Mark-to-Market is an accounting methodology that
provides a daily update of the value of a portfolio
of market positions, all revalued to current market
prices. Mark-to-Market results in near real-time updates
to nancial and accounting gains and losses, even
though a trader might not actually transact to cash out
of the positions.
Position
A position is the accumulated unexpired contracts held
at a given point in time. Traders may have positions in
each contract, as well as an overall position reecting
the balance of all their contracts.
Long and Short Positions
Traders are always aware of their positions and are
constantly evaluating how market changes will aect
the value of their positions, for example, by knowing
whether a position benets or loses when prices go
up or down. A trader would establish a long position
when he or she purchases an asset. In other words, a
long position generally benets from price increases.

A trader would establish a short position when he or
she sells an asset. A short position generally benets
As mentioned above, the nal settlement for
the NYMEX natural gas (NG) futures contract
for a given month occurs three business days
prior to the start of the month of delivery (the
prompt month). The contract expires and the
last-day settlement (LD1 settlement) price
is based upon the trading in the last half-
hour of the settlement day. LD1 settlement
is the nal price for that particular futures
contract term. For the NYMEX natural gas
futures contract, most market participants
either liquidate or “roll” their positions
well before the settlement period. Rolling
is the process of (1) liquidating the current
month’s contract before the contract expires
and (2) purchasing a comparable position
in the upcoming contract month. The trader
holds the same number of contracts, but the
contract month changes as time passes and
contracts expire. Rolling and liquidating NG
contracts is necessary for market participants
to avoid making or taking physical delivery of
the commodity for the contract month. It is
far more common for a market participant to
roll or liquidate than physically settle an NG
futures contract.
Settlement Example
 n  n FEDERAL ENERGY REGULATORY COMMISSION
from falling prices.

If a position is neutral, the trader
benets from neither a rise nor a fall in prices and the
position is considered “at.
Position Limits
Position limits are imposed on exchanges, such as
ICE and NYMEX, in accordance with the rules of the
Commodity Futures Trading Commission. The position
limits restrict the number of contracts a trader may hold
at any point in time, during the month that the contract
expires, or during some period closer to settlement.
For example, NYMEX imposes position limits, which it
refers to as accountability levels,

for any one month,
for all months, and for expiration-month positions.
Accountability levels for the NYMEX Henry Hub natural
gas futures contract are 12,000 contracts for all months,
6,000 contracts for one month and 2,000 contracts in the
expiration month.

Trading entities can petition to have
accountability levels waived or modied.
Clearing
Clearing is a process in which nancial or physical
transactions are brought to a single entity to manage
counterparty risk. The entity (referred to as a
clearinghouse) steps into the middle of the transaction
and becomes the counterparty to each buyer and seller.
The clearinghouse assumes the risk that either the buyer
or seller will fail to perform its contractual obligations, and
thus maintains rules about the creditworthiness of traders,
collateral that must be posted and fees that must be paid
for the service. NYMEX and ICE act as clearinghouses for
transactions occurring on their platforms.
Liquidating
Liquidating a position is the process of making a position
neutral or at. This can be done by selling that position
227 A trader taking a short position by selling index gas benets from increasing index prices. A short position in physical or nancial products where
the seller receives an index price benets from increases in that index price.
228 Accountability levels are trading limits related to the total number of futures contracts held. These levels are set by exchanges and cannot be
exceeded without a request for modication or a waiver.
229 See CME Group, Position Limits, NYMEX & COMEX Position Limits (n.d.), hp://www.cmegroup.com/market-regulaon/posion-limits.html for up to
date information.
230 CME Group, Understanding Futures Expiration & Contract Roll, (accessed June 23, 2023), hps://www.cmegroup.com/educaon/courses/
introducon-to-futures/understanding-futures-expiraon-contract-roll.html.
for cash, or by undertaking an opposite and equal
transaction.

Aer liquidation of a futures position,
the trader has no net position in a contract.
Liquidity
Liquidity refers to the market for a contract having
suicient trade volume so that traders can transact
with substantial volume (e.g., to liquidate his or her
position) at any time and to do so without, or with
limited, eect on market price. A market would be
considered to be thin, or less liquid, if the market
experiences few transactions or little volume. In low
liquidity instances, signicantly large trades may result
in a noticeable movement in the market price.
Open Interest
Open interest is the aggregation of all traders’ existing,
or open, positions. For example, in futures and options
markets, open interest is the total number of futures or
options contracts transacted in a given period (e.g., in
the delivery month) or market that have not yet been
liquidated by an osetting transaction or fullled by
delivery. As the number of existing contracts generally
changes from day to day, open interest is oen tracked
by traders and analysts to assess trends in market
activity pertaining to beginning (or opening) positions
or ending (or closing) positions in the market. In physical
futures markets, open interest (both in terms of the
total number of contracts and the number of
counterparties) rapidly decreases as contracts near
expiration and are settled.
Trading Analysis and Strategy
In deciding whether to trade, both hedgers and
speculators pay attention to what is going on in the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
market and develop their own view of where the market
is likely to go. Traders may develop complicated forecasts
as the basis for decisions on a number of transactions:
whether, when, and where to build a merchant power
plant; how to hedge natural gas production; and of
course, when to buy and sell in the markets.
FUNDAMENTAL ANALYSIS
Two general schools of thought inuence traders
thinking when analyzing markets for trading
opportunities. The rst is fundamental analysis, which
considers physical demand and supply fundamentals
including: production, pipeline and transmission
capacity, planned and unplanned outages, as well as
weather, economic, and demographic changes. Changes
in information about fundamentals (or changes in
perceptions of fundamentals) alter traders’ views of
the supply-demand balance, and therefore, of prices.
Fundamental analysis is used oen to determine the
impacts of longer-term trends in the physical market –
the development of shale gas supplies, for example.
TECHNICAL ANALYSIS
The second school of thought is technical analysis,
which forecasts price movements based on patterns
of price changes, rates of change, and changes in
trading volumes and open interest, without regard to
the underlying fundamental conditions. Instead of
looking at the market for a physical good, technical
analysis primarily looks at trading and price changes.
Technical analysis is used most oen to determine short-
term movements and trends, helping traders time their
buys and sells.
TRADERS’ STRATEGY
A traders strategy consists of a dened plan that
includes decisions such as what contracts to trade
and how to trade them. A trader’s strategy will depend
on the objectives of his or her company. Trading
strategies in natural gas and electricity markets include
activities such as buying or selling the physical product,
managing the risk of physical and nancial positions –
also known as hedging--and attempting to make money
through speculation.
Hedging
Hedging is the act of establishing an osetting position
with the intent of minimizing substantial losses should
an original position lose its value. More specically,
market participants and traders with physical positions
are exposed to potential gains or losses as market
prices change over time. To manage this risk, market
participants and traders may use any of a variety of
transactions with opposing risk exposures to reduce or
eliminate the original market risk. Traders frequently
unwind hedges to lock in prots should a position gain
in value.
A local distribution company (LDC) provides natural
gas to end-use (retail) customers and is concerned
with obtaining suicient volumes of natural gas to
serve variable customer demand at the lowest possible
price. To ensure suicient quantities and diversify the
risk associated with price swings, an LDC trader may
create a portfolio of supplies, with a block of rm supply
to meet minimum daily needs. An LDC trader may also
decide to buy in the next-day market to meet demand
peaks. Additionally, an LDC trader may diversify the
sources of natural gas, both to improve the reliability
of supply and to diversify its price. Physical market
participants can also manage risk by trading nancial
contracts. Physical market participants may also hedge
for other reasons, such as establishing a predictable cash
ow to support nancing or to show state regulators that
purchasing practices are prudent.
Speculating
Speculators, or traders seeking to prot from nancial
or physical markets without any other underlying
energy production or consumption requirements, may
employ dierent strategies to prot from the market.
Some traders may take a passive approach, seeking to
benet from long-term price movements or to diversify
a broader portfolio. Others may buy and sell relative to
short-or medium-term movements in prices or
price spreads. Some market participants may use
High Frequency Trading (HFT), a trading activity guided
by computer algorithms that process many buy and sell
orders in extremely short timeframes. HFT trades are
 n  n FEDERAL ENERGY REGULATORY COMMISSION
executed in milliseconds and HFT trading programs can
execute thousands and thousands of trades per day.
Capital Markets
Capital markets refer to the markets for ownership
capital and debt. Capital markets provide the money
needed to make investments in infrastructure such as
power plants or natural gas pipelines, to operate plants
and companies and to trade or conduct transactions.
Most corporate nancing is funded through a mixture of
equity and debt capital.
Equity capital is most commonly raised through a direct
sale of shares in a company to the public, aer which
shares may be traded on one or more stock exchanges.
Note that, in recent years, a substantial amount of
private equity has invested in the energy markets as well.
Debt capital may take the form of bonds, which are debt
obligations sold directly to investors, and which typically
specify a particular interest rate and a xed time period.
Companies may also borrow funds by employing a bank
loan. Bank loans are frequently sold onward to investors
through a process known as syndication.
EQUITY DEBT AND FINANCING
Equity nancing is money provided in exchange for a
share in the ownership, or shares of stock, of the business.
A company does not have to repay the capital received,
and shareholders are entitled to benet from the
company’s operations through dividends and potential
gains from appreciation in the original investment.
Characteristics of equity include:
 Equity capital can be kept by the company indenitely.
 A company can issue shares in the company – stock –
through nancial markets. Companies may also use
private equity – money from venture capital rms or
private investment entities.
 The most common form of stock is common stock,
which does not require regular dividend payments.
Investor-owned utilities oen issue preferred stock
that entitles the holder to a xed dividend, whose
payment takes priority over that of common stock
dividends.
 Stockholders and private equity investors get a say
in how the company is operated and may impose
restrictions.
 Equity investors may be more willing to assume higher
risks in return for higher potential returns. Electric
utilities are typically considered fairly conservative
investments. Natural gas producers generally attract
more risk-inclined investors.
 The return required to attract equity is generally higher
than the interest paid to debt holders.
 Equity capital does not require collateral; equity
constitutes a share in the company.
 Additional equity capital infusions may dilute, or
reduce, the value of existing shares.
Debt nancing involves borrowing money to be repaid
over time, along with interest at a xed or variable
interest rate. With debt, the investor does not become
an owner of the company. Some common types of
debt include bonds – securities that companies issue in
nancial markets with maturities (when the loan must
be repaid) of more than a year; shorter-term debt issued
by companies through nancial markets; and bank
loans, such as lines of credit. A revolving line of credit
is an assurance from a bank or other institution that a
company may borrow and repay funds up to some limit
at any time. Municipal and cooperative utilities typically
use debt, since municipals and cooperatives have no
ownership to sell.
Characteristics of debt include:
 Capital obtained through debt must be repaid
or renanced.
 Debt may be short-term, such as lines of credit from
banks or corporate paper, or debt may be long-term.
 Companies must make their interest payments
and repayment on schedule or the debt holders
can take action, including forcing the company
into bankruptcy. A company must generate suicient
cash through its operations or through other
nancing to make debt payments.
 Interest gets paid before equity dividends. In the
 n  n FEDERAL ENERGY REGULATORY COMMISSION
event of bankruptcy, all debtholders are generally
paid back in full before shareholders are compensated.
 Debt gives lenders little or no control of the company
(unless the company gets into nancial trouble).
 Debt can leverage company prots; similarly, debt
can magnify losses.
 Lenders are typically conservative, wanting to
minimize downside risks.
 Borrowers may be required to provide collateral
to secure debt. Debt without collateral is known
as unsecured debt.
Companies oen try to match the type of nancing
with the investment that they are making. Pipelines,
power plants, and transmission facilities are long-lived
assets and are typically nanced using long-term capital,
such as stock and long-term bonds, which can have 30-
year maturities.
Other capital is also needed to conduct day-to-day
operations. Some of the cash needed to fund operations
comes from a company’s revenues. However, revenues
do not always come in when payments are due.
Consequently, companies also rely on working capital,
including some long-term capital from stocks and
medium- and long-term bonds. Short-term investments
and day-to-day operations also rely on commercial
paper and bank loans to cover day-to-day cash needs.
If a company faces signicant problems, the company
may have to issue higher-priced debt to obtain nancing,
which is a form of compensation to the lender in return
for the added risk of lending. High-yield or junk bonds
are issued by entities lacking investment grade credit
ratings (see Credit Ratings, below).
231 In general, the risker a company is perceived to be, the higher rate of return an investor will require to invest in the equity or debt security of
the company. Returns for an equity investor can come in the form of the return of capital through a dividend or stock buyback, or through an
expectation of higher future protability on which the investor will have a claim. Debt securities provide a return through the interest rate which
accrues to the purchaser, known as the yield.
CAPITAL EXPENDITURES
The overall stability of the capital markets – or the desire
and ability of investors and lenders to provide capital
– is an important issue for the overall health of the
capital-intensive energy industry. The recession of 2008
and 2009 took a toll on capital spending as nancial
commitments to infrastructure fell for the rst time in
years, but spending has been rising since 2010 (see bar
chart below).
The electricity industry makes the bulk of the capital
expenditures in the utilities sector, specically on
electric transmission, distribution, and generation.
CREDIT RATINGS
Access to capital markets depends on the perceived
riskiness of the entity seeking the capital.

To measure
relative riskiness, many providers of capital look at
dierent measures, including company nancial reports,
third-party analysis, and credit ratings assigned by the
three major credit rating agencies -- Standard and Poor’s
(S&P), Moody’s, and Fitch Ratings.
Not all market participants present the same level of
riskiness. Market participants, such as investors and
traders, consider the risks their counterparty may
present, including the risk of default. One standardized
tool used to assess relative risk is the credit rating. The
credit rating agencies usually assess a company’s Energy
utility actual and estimated capital expenditures ($B)
riskiness every time the company issues debt. A credit
rating represents the rating agency’s estimation of the
likelihood that an issuer will be unable to repay its debt,
as well as the capacity and willingness of the borrower
to meet its nancial obligations. Many organizations,
including RTO/ISOs, consider credit ratings, among
other things, when setting their credit policies, which
determine with whom companies may transact and
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Source: S&P Global Market Intelligence

232 S&P Global Market Intelligence, z, at 1 (June 8, 2020).
whether the counterparty will need to post collateral.
Each credit rating agency has its own way of assessing
risk, reected in the rating system the agency uses.
Credit quality tends to vary across industry sectors,
may uctuate over time, and is dependent both on the
amount of debt issued by a company as well as the
stability of a company’s cash ow. As a result, companies
with predictable income and capital expenditures, such
as regulated electric utilities and natural gas LDCs, tend
to have higher credit quality than companies subject
to more variable cash ows. In contrast, merchant
generators (known as independent power producers
or IPPs) have experienced challenges with matching
volatile cash ows against their capital and debt
burdens. As a result, IPPs have experienced several
credit rating downgrades and even bankruptcies over
the past decade.
160
140
120
100
80
60
40
20
0
2009
2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020E 2021E 2022E
CapEx
Trendline
160
140
120
100
80
60
40
20
0
2009 2010 2011 2012 2013 2014 2015 2016 2017 2018 2019 2020E 2021E 2022E
CapEx
Trendline
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Chapter 6
Market Manipulation
 n  n FEDERAL ENERGY REGULATORY COMMISSION

Following the Western Energy Crisis in the early 2000s,

Congress enacted the Energy Policy Act of 2005 (EPAct 2005),
which added anti-manipulation provisions to the Federal Power Act, 16 U.S.C. § 824v (2012), and the Natural Gas Act,
15 U.S.C. § 717c-1 (2012). To implement these provisions, the Commission issued Order No. 670 in 2006,

adopting
the Commission’s Anti-Manipulation Rule, codied as 18 C.F.R. § 1c (2022). Recognizing that Congress and other
federal regulators have long prohibited manipulation of other markets, such as securities and commodities markets,
the Commission draws from the experience of sister federal agencies in implementing its anti-manipulation authority.
The Anti-Manipulation Rule applies to any “entity,” which the Commission and courts have interpreted to cover
both companies and individual people.

The Anti-Manipulation Rule prohibits (1) using a fraudulent device,
scheme or artice, or making any untrue statement of a material fact or omitting to state a material fact necessary
to make a statement that was made not misleading, or engaging in any act, practice or course of business that
operates or would operate as a fraud or deceit upon any entity; (2) with the requisite scienter (intent, knowledge,
or recklessness); (3) in connection with a transaction subject to Federal Energy Regulatory Commission (FERC)
jurisdiction. Unlike in private lawsuits, the Commission need not show reliance, loss causation, or damages to prove
a violation.

To the extent that an allegation of manipulation depends on the actors purpose, both the Commission and courts
have found that a violation can occur even if the wrongful objective is not the actor’s sole purpose. For example,
the Commission and courts have found that a party can engage in market manipulation if its primary purpose was
wrongful, even if that was not its only goal.

The prohibition on market manipulation is intended to deter or punish fraud in wholesale energy markets. The
Commission denes fraud in general terms, meaning that fraud includes any action, transaction, or conspiracy
for the purpose of impairing, obstructing, or defeating a well-functioning market. Fraud is a question of fact to be
determined by all the circumstances of a case. In Order No. 670, the Commission modeled its Anti-Manipulation Rule
on Securities and Exchange Commission (SEC) Rule 10b-5 in an eort to prevent and deter fraud and manipulation
aecting the markets the Commission is entrusted to protect. Like SEC Rule 10b-5, FERC’s Anti-Manipulation Rule is
intended to be a broad anti-fraud catch-all clause.
Manipulation comes in many forms. As a federal court of appeals explained in a commodities manipulation case, “We
think the test of manipulation must largely be a practical one . . . . The methods and techniques of manipulation are
limited only by the ingenuity of man.

The Commission recognized this reality by framing its Anti-Manipulation Rule
broadly, rather than articulating specic conduct that would violate the Rule. While not an exhaustive list, the most
233
The Western Energy Crisis of 2000-2001 was a series of market conditions and events in the Western U.S. that included diminished power supplies
due to drought, inadequate infrastructure, a awed power market design, and market manipulation. See FERC, Addressing the 2000-2001 Western
Energy Crisis (2010), www.ferc.gov/industries/electric/indus-act/wec.asp. See also, e.g., Puget Sound Energy, Inc., 146 FERC ¶ 63,028, PP 5-16 (2014).
234 Prohibition of Energy Market Manipulation, Order No. 670, 114 FERC ¶ 61,047, at P 38, rehg denied, 114 FERC ¶ 61,300 (2006).
235 FERC v. Vitol Inc., 2021 WL 6004339, at *8 (E.D. Cal. December 20, 2021); FERC v. Coaltrain Energy, L.P., 2018 WL 7892222, at **9–10 (S.D. Ohio March
30, 2018) (reviewing rationale and collecting prior cases).
236 Order No. 670, 114 FERC ¶ 61,047 at P 48 n.102 (2006) (“reliance, loss causation and damages are not necessary for a violation of the [Anti-
Manipulation] Rule”); ETRACOM LLC & Michael Rosenberg, 155 FERC ¶ 61,284 (2016) (no requirement to prove causation).
237 FERC v. Coaltrain Energy, L.P., et al., 501 F. Supp.3d 503, 531-35 (S.D. Ohio 2020); FERC v. Coaltrain Energy, L.P., et al., 2018 WL 7892222, at **13-14
(S.D. Ohio March 30, 2018).
238 Cargill, Inc. v. Hardin, 452 F.2d 1154, 1163 (8th Cir. 1971).
 n  n FEDERAL ENERGY REGULATORY COMMISSION
common types of fraud in energy, other commodities, and securities markets in recent years are discussed below.
The borders of these categories are exible and a single scheme may include elements of multiple types of fraud.
In addition to the information provided here, the Commission’s Oice of Enforcement (Enforcement) sta has
published a white paper providing additional background on the types of manipulative schemes discussed here.

239 FERC Sta White Paper on Anti-Market Manipulation Enforcement Eorts Ten Years aer EPAct 2005 (2016) (Enforcement Sta White Paper on
Manipulation), available at https://www.ferc.gov/legal/sta-reports/2016/marketmanipulationwhitepaper.pdf.
240 Wash trading refers to osetting trades that, as an economic matter, cancel one another out. See Houlian Chen, Powhatan Energy Fund, LLC, HEEP
Fund, LLC, CU Fund, Inc., 151 FERC ¶ 61,179 P 104 (2015) (Order Assessing Civil Penalties).
Manipulative Trading
Techniques and Cross-Product
Manipulation
Traders sometimes place trades not to prot from
market forces but to achieve a dierent, improper goal.
For example, a trader may engage in high-volume wash
trading to create a false impression of strong market
interest in the instrument.

In another unlawful strategy,
a trader may buy or sell at uneconomic prices to move a
price to trigger an option that will prot the trader.
Another common manipulative technique is “marking
the close,” in which a trader places transactions near
the close of a trading period not to prot based on
market forces but to aect the closing or settlement
price. This may be done to drive up (or down) mark-to-
market marks for valuation, to avoid margin calls, or to
benet positions in related instruments. “Banging the
open” is a similar practice in which a trader buys or sells
in large quantities at the opening of trading to induce
others to trade at that price level and to create a false
impression about how the market views fundamentals
that day.
Manipulators have grown more sophisticated with the
expanded use of derivative products, whose value is set
by the price of transactions in a related product. Many
of the manipulative schemes that Enforcement sta
has investigated and prosecuted are cross-product
schemes in which an entity places trades in one market
(e.g., the physical market), oen at a loss, with the intent
to aect the settlement price of derivative instruments
(e.g., the nancial market). Such trading can violate
the Anti-Manipulation Rule because the trading is
not undertaken in response to supply-and-demand
fundamentals but rather to benet another position.
Trading for that purpose can undermine the functioning
of jurisdictional markets.
Key to understanding cross-product manipulation is that
nancial and physical energy markets are interrelated:
physical natural gas or electric transactions can help set
energy prices on which nancial products are based,
so that a manipulator can use physical trades (or other
energy transactions that aect physical prices) to move
prices in a way that benets their overall nancial
position. One useful way of looking at this type of
manipulation is that the transaction is a “trigger” that
is used to “target” a price. Commonly, the trigger is a
physical product, but cases have also arisen where the
trigger was a nancial product. For example, the trigger
could be a physical power ow scheduled in a day-
ahead electricity market at a particular node, and the
target could be the day-ahead price established by the
market operator for that node. Or the trigger could be a
purchase of natural gas at a trading point located near a
pipeline, and the target could be a published index price
corresponding to that trading point. The purpose of
using the trigger to target a price is to raise or lower that
 n  n FEDERAL ENERGY REGULATORY COMMISSION
price in a way that will increase the value of a “beneting
position” (e.g., a Financial Transmission Right (FTR)
product in power markets, a swap, a futures contract, or
other derivative).
Usually, increasing the value of the beneting position
(i.e., increase prots or mitigate losses) is the goal or
motive of the manipulative scheme. Understanding
the nature and scope of a manipulator’s beneting
nancial positions—and how they relate to the triggering
transactions—can be a key focus of manipulation
cases. The Commissions Anti-Manipulation Rule is an
intent-based rule: a nding of manipulation requires
proving that the manipulator acted intentionally,
knowingly, or recklessly to impair, obstruct, or defeat
the proper functioning of the energy markets the
Commission regulates.

The mere fact that a trade may move market prices
does not by itself make the trade illegal. If a market-
moving trade is placed for a legitimate purpose—such
as to hedge risk or try to prot based on market
fundamentals—the conduct, without more, would not
violate the Commission’s Anti-Manipulation Rule.
Information-Based
Manipulation
Many manipulative schemes rely on spreading false
information, which involves knowingly disseminating
untrue information about an asset’s value to move its
price. A well-known scheme in the securities markets is
the “pump and dump,” in which a participant spreads
a false, misleading, or exaggerated statement that
drives the price up and then sells the shares aer the
price rises. In the energy markets, a common way to
misrepresent a commodity’s value is to misrepresent
the price of the commodity or its level of trading activity.
241 Order No. 670, 114 FERC ¶ 61,047 at PP 49, 52-53 (2006).
242 The Commission’s Report on the Western Energy Crisis is available here: Addressing the 2000-2001 Western Energy Crisis | Federal Energy
Regulatory Commission (ferc.gov) (2003).
243 See Enforcement Sta White Paper on Manipulation 23-25.
False reporting and wash-trading schemes were
well-documented forms of manipulation in the early
2000s and contributed to the Western Energy Crisis.

False reporting occurs when a market participant
submits ctitious transactions or information to a
price-index publisher to aect the index-settlement
price. Another form of information-based manipulation
involves providing misinformation through conduct
that is intended to misrepresent a market participant’s
characteristics, circumstances, or intentions, to receive
a benet, payment, or award for which it would not
be eligible but for the misleading conduct. This includes
engaging in trading strategies that are intended to
create market results inconsistent with the purpose
of the transactions.
Similarly, wash trading may involve actual but osetting
trades for the same (possibly nonmarket) price and
volume between the same market participants such that
no real economic exchange takes place; however, it may
falsely inate trading volumes at a price level and give
the impression of greater trading activity. False reporting
and wash trading have resulted in a number of criminal
prosecutions by the Department of Justice.
Gaming
Many of the cases investigated and prosecuted by
Enforcement sta concern gaming of tari provisions
or market rules. The Commission has made clear that
gaming includes behavior that circumvents or takes
unfair advantage of market rules or conditions in a
deceptive manner that harms the proper functioning of
the market and potentially other market participants or
consumers. The prohibition on gaming is longstanding
and applied to a number of pre-EPAct 2005 schemes
including those that arose during the Western
Energy Crisis.

More recently, the Commission has
pursued numerous cases involving gaming, including,
 n  n FEDERAL ENERGY REGULATORY COMMISSION
as discussed below, GDF Suez Energy Marketing
NA, Inc., JPMorgan Ventures Energy Corp., the PJ M
Interconnection, L.L.C. (PJM) Up-To Congestion Cases,
Golden Spread Electric Cooperative, Inc., and GreenHat
Energy, LLC. In considering these cases, the Commission
has found gaming to include eectively riskless
transactions executed for the purpose of receiving
a collateral benet;conduct that is inconsistent or
interferes with a market design function; and conduct
that takes unfair advantage of market rules to the
detriment of other market participants and market
eiciency. In these cases, entities typically submit
oers or bids that falsely appear to be based on
normal market forces (i.e., supply and demand
fundamentals) but are in fact aimed at dierent,
improper objectives.
Withholding
Withholding is the removal of supply from the market
and is one of the oldest forms of commodities
manipulation. The classic manipulative scheme referred
to as a “market corner” involves taking a long contract
position in a deliverable commodity and stockpiling
physical supply to force those who have taken a short
position to buy back those positions at an inated price.
Withholding played an important role in the Western
Energy Crisis in the early 2000s. Market participants,
particularly Enron, exploited supply-demand imbalances
and poor market design. Generation operators
scheduled maintenance outages during peak demand
periods, which is an example of physical withholding.
In addition, transmission lines were overscheduled
to create the appearance of congestion in an eort
to reduce the supply of electricity. These eorts, in
combination with economic withholding (discussed
below) and information-based schemes (discussed
above), resulted in a dramatic rise in wholesale
electricity prices. Utilities such as Pacic Gas & Electric
(PG&E) and Southern California Edison were unable
to pass on these high prices to their retail customers
244 Barclays Bank PLC, Daniel Brin, Scott Connelly, Karen Levine, and Ryan Smith, 144 FERC ¶ 61,041 (2013) (Order Assessing Civil Penalties).
because of state price caps. The crisis precipitated
widespread blackouts, impaired the state’s economy,
and led to PG&E’s bankruptcy ling in April 2001.
Economic withholding, which also contributed to the
Western Energy Crisis, is similar to physical withholding,
but rather than turning o a generator or stockpiling a
physical commodity, the manipulator sets an oer
price for a needed resource that is so high that the
resource will not be selected in the market. For example,
a generator in a constrained market such as New York
City could purposely set its oer price high enough
that it would not be called on to run. This scheme
would create a shortage of generation and, thus, raise
prices for the benet of the rest of its generation eet
or its nancial positions.
Representative Matters
The following representative matters involve at least
one of the types of manipulative schemes previously
described. Each of these matters has either been
resolved through settlement or is currently pending
before a district court or on remand from a Court
of Appeals.
BARCLAYS BANK, PLC (BARCLAYS) AND
DANIEL BRIN, SCOTT CONNELLY, KAREN
LEVINE, AND RYAN SMITH (TRADERS)
On July 16, 2013, the Commission determined that
Barclays and the Traders violated the Commission’s
Anti-Manipulation Rule.

The Commission found
that Barclays and the Traders engaged in loss-generating
trading of day-ahead, xed-price physical electricity
on the InterContinental Exchange (ICE) with the
intent to benet nancial swap positions at primary
electricity trading points in the western United States.
In sum, Barclays undertook xed-price, day-ahead
physical trades at various western trading points
to change the ICE daily index for the benet of its
nancial swap positions whose price was based on
that index.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
Barclays and the Traders failed to pay the penalties
assessed by the Commission. Enforcement sta led
an action to airm the Commission’s assessment in
the United States District Court for the Eastern District
of California on October 9, 2013. In May 2015, the court
rejected defendants’ motion to dismiss and ruled that
the conduct alleged was actionable as manipulation,
that the Commission had jurisdiction over the
manipulative trading at issue, and that the Commission
had authority to pursue individuals. Following a
mediation under the court’s supervision, Enforcement
sta and defendants reached a settlement for $105
million. Barclays agreed to pay a $70 million civil penalty
and $35 million in disgorgement.

The Commission
approved the settlement on November 7, 2017.

BP AMERICA, INC. AND AFFILIATES (BP)
On August 5, 2013, the Commission issued an order
to show cause and notice of proposed penalty to BP.

In that proceeding, Enforcement sta alleged that BP
made uneconomic natural gas sales at Houston Ship
Channel and took steps to increase its market share
at Houston Ship Channel as part of a manipulative
scheme to suppress the Houston Ship Channel Gas
Daily index. Enforcement contended that this was a
cross-product manipulation scheme, motivated by
a desire to benet certain physical and nancial
positions held by BP whose price was set by the
same index.
On August 13, 2015, Administrative Law Judge (ALJ)
Carmen Cintron issued her Initial Decision nding that
BP violated the Anti-Manipulation Rule and Section 4A
of the NGA.

On July 11, 2016, the Commission issued
an order airming the ALJ’s Initial Decision and directed
BP to pay $20,160,000 in civil penalties and to disgorge
245 FERC v. Barclays Bank PLC, 105 F. Supp. 3d 1121 (2015).
246 Barclays Bank PLC, Daniel Brin, Scott Connelly, and Karen Levine, 161 FERC ¶ 61,147 (Order Approving Stipulation and Consent Agreement) (2017).
247 BP America Inc., 144 FERC ¶ 61,100 (2013).
248 BP America Inc., 152 FERC ¶ 63,016 (2015).
249 BP America Inc., 156 FERC ¶ 61,031 (2016).
250 BP America Inc., 173 FERC ¶ 61,239 (2020) (Order Addressing Arguments Raised On Rehearing).
251 BP America Inc., 184 FERC ¶ 61,016.
unjust prots in the amount of $207,169 to the Low
Income Home Energy Assistance Program of Texas for
the benet of its energy consumers.

On August 10, 2016, BP sought rehearing of the
Commission’s July 16, 2016 order, and on December
11, 2017, led a motion seeking to dismiss the action
based on the ve-year statute of limitations in 28 U.S.C.
§ 2462. On December 17, 2020, the Commission denied
rehearing, provided a modied discussion reaching the
same result, and denied the motion to dismiss based on
the statute of limitations.

BP appealed the Commissions orders to the Fih
Circuit Court of Appeals. On October 20, 2022, the Court
of Appeals upheld the orders in most respects. The
Court of Appeals held that the Commission could not
base its market manipulation claims on BP’s intrastate
(entirely within Texas) transactions, but that the
Commission properly rested, as an alternative basis
for jurisdiction, on particular interstate transactions
by BP. On market manipulation, the court airmed the
Commission’s ndings of manipulative conduct and
intent, based on BP’s changed trading behavior during
the investigative period and the “suspicious nature” of
BP’s trading patterns. As for the Commissions penalty
assessment, the court found that its jurisdictional ruling,
resting on a smaller set of BP transactions, requires a
new calculation. The court did not otherwise limit the
agency’s discretion on remand to revisit its calculation.
On July 7, 2023, the Commission approved a Stipulation
and Consent Agreement resolving the Commissions
case against BP.

In )the settlement, BP agreed to
pay a civil penalty of $10,750,000 and agreed not
to seek return of the $250,295 of disgorgement it
already paid.
 n  n FEDERAL ENERGY REGULATORY COMMISSION
CONSTELLATION ENERGY
COMMODITIES GROUP (CCG)
On March 9, 2012, the Commission approved a
settlement with CCG in which CCG agreed to disgorge
$110 million in unjust prots and pay a civil penalty of
$135 million.

Enforcement sta determined that CCG
had employed a scheme of virtual and physical trading
in the New York ISO (NYISO) market to move day-ahead
prices in a direction that would benet CCG’s nancial
swap positions.

Although CCG’s virtual and physical
transactions were routinely unprotable, they enabled
CCG to make a $110 million prot on its swap positions.
Enforcement determined that this manipulation of
the physical and virtual markets caused widespread
economic losses to market participants in the Day Ahead
markets of ISO New England (ISO-NE) and NYISO.

Enforcement sta also determined that CCG violated 18
C.F.R. § 35.41(b) by providing inaccurate and misleading
information to the NYISO. Specically, Enforcement
determined that CCG denied that its virtual transactions
were related to its swap positions and instead told the
NYISO that the transactions were independent of the
swap positions and were based on market fundamentals.
In addition to $245 million in monetary relief, CCG
agreed to a variety of compliance measures, including
(a) monitoring of prot and loss concentrations in virtual
and physical trading and (b) advance documentation of
the purpose of virtual transactions.
ETRACOM LLC (ETRACOM) AND
MICHAEL ROSENBERG
On June 17, 2016, the Commission found that ETRACOM
and Rosenberg violated the Commissions Anti-
Manipulation Rule by implementing a scheme to submit
virtual transactions for the purpose of economically
benetting ETRACOM’s Congestion Revenue Rights (CRR)
positions, which are similar to Financial Transmissions
252 Constellation Energy Commodities Group, Inc., 138 FERC ¶ 61,168 (2012).
253 For background about NYISO, see https://www.ferc.gov/power-sales-and-markets/rtos-and-isos/nyiso.
254 For background about ISO-NE, see https://www.ferc.gov/industries-data/electric/electric-power-markets/iso-ne.
255 ETRACOM LLC and Michael Rosenberg, 155 FERC ¶ 61,284 (2016) (Order Assessing Civil Penalties).
256 ETRACOM LLC and Michael Rosenberg, 163 FERC ¶ 61,022 (2018) (Order Approving Stipulation and Consent Agreement). For more information
about PJM, see https://www.ferc.gov/industries-data/electric/electric-power-markets/pjm.
257 GDF SUEZ Energy Marketing NA, Inc., 158 FERC ¶ 61,102 (2017) (Order Approving Stipulation and Consent Agreement).
Rights in other ISOs.

Specically, in May 2011, the
Commission found that ETRACOM submitted continuous
and uneconomic virtual supply oers at New Melones, a
node near the eastern border of California Independent
System Operator (CAISO), during every hour over
an 18-day period with the intent to articially lower
prices there. Many of ETRACOM’s virtual supply oers
were placed near the oer oor of negative $30, and
ETRACOM accumulated $42,000 in losses related to
its virtual supply oers over that period. At the same
time, the articially-lowered prices increased the prot
on ETRACOM’s CRR positions at New Melones by over
$315,000 during that period. The Commission assessed
civil penalties against ETRACOM and Rosenberg of $2.4
million and $100,000, respectively. The Commission
further directed ETRACOM to disgorge the $315,000 of
unjust prots, with interest. ETRACOM and Rosenberg
failed to pay the penalties assessed by the Commission.
Therefore, on August 17, 2016, the Commission led
an action to airm the Commission’s assessment of
penalties in the United States District Court for the
Eastern District of California. On April 10, 2018, the
Commission approved a settlement in which ETRACOM
agreed to pay the full disgorgement amount (with
interest)and a penalty of $1,500,508.

GDF SUEZ ENERGY MARKETING NA,
INC. (GDF SUEZ)
On February 1, 2017, the Commission approved a
settlement with GDF Suez resolving an investigation
relating to lost opportunity cost credits (LOCs) in
the PJM market.

Under the terms of the settlement,
GDF Suez agreed to pay a civil penalty of $41 million
and to disgorge to PJM $40.8 million in unjust prots.
Enforcement sta concluded that GDF Suez violated the
Commission’s Anti-Manipulation Rule by targeting and
 n  n FEDERAL ENERGY REGULATORY COMMISSION
inating its receipt of LOCs. PJM pays LOCs to combustion
turbine units that clear the day-ahead market but are
not subsequently dispatched in the real-time market.
During the period of GDF Suez’s conduct (2011-2013),
PJM calculated LOCs for combustion turbine units based
on the dierence between the real-time locational
marginal price and the higher of a unit’s price-based and
cost-based oers in the day-ahead market. GDF Suez
targeted and inated its receipt of LOCs by discounting its
oers below-cost to clear the day-ahead market at times
when the units likely would not have cleared based on
undiscounted oers and when GDF Suez expected that
PJM would not dispatch the units in the real-time. This
resulted in prots from LOCs when PJM did not dispatch
the units and when they would have operated at a loss if
dispatched. GDF Suez’s discounted oers did not reect
the price at which it could economically generate power,
but rather the price at which it could obtain a day-ahead
award and then receive LOCs when the units could not
have operated protably
.
ISO-NE DAY-AHEAD LOAD RESPONSE
PROGRAM (DALRP)
Based on an Enforcement sta investigation of Rumford
Paper Company (Rumford), Lincoln Paper and Tissue
LLC (Lincoln), Competitive Energy Services, LLC (CES),
and Richard Silkman (Silkman), the Commission, in July
2012, issued each subject an order to show cause alleging
that their conduct related to the DALRP in the ISONE
market violated the Commissions Anti-Manipulation
Rule. Enforcement sta and Rumford reached a
settlement of the allegations against the company,
which the Commission approved in March 2013.

On August 29, 2013, the Commission issued Orders
Assessing Civil Penalties to Lincoln, CES, and Silkman,
nding that the subjects fraudulently inated load
258 Rumford Paper Co., 142 FERC ¶ 61,218 (2013) (Order Approving Stipulation and Consent Agreement).
259 Lincoln Paper and Tissue, LLC, 144 FERC ¶ 61,162 (2013) (Order Assessing Civil Penalty); Competitive Energy Services, LLC, 144 FERC ¶ 61,163 (2013)
(Order Assessing Civil Penalty); Richard Silkman, 144 FERC ¶ 61,164 (2013) (Order Assessing Civil Penalty).
260 FERC v. Silkman, 177 F. Supp.3d 683 (D. Mass. 2016) (order regarding motions to dismiss); FERC v. Silkman, 2016 WL 1444604 (D. Mass. April 11, 2016)
(order regarding transfer).
261 Lincoln Paper and Tissue, LLC, 155 FERC ¶ 61,228 (2016) (Order Approving Stipulation and Consent Agreement).
262 Competitive Energy Services, LLC, 173 FERC 61,176 (2020) (Order Approving Stipulation and Consent Agreement).
baselines and repeatedly oered load reductions at the
minimum oer price to maintain the inated baseline.

The Commission found that the scheme involved
uneconomic energy purchases that served no legitimate
purpose and were designed to increase DALRP payments
that would not have otherwise been obtained. The
Commission determined that this scheme misled ISO-NE,
inducing payments to these entities based on the inated
baselines for load reductions that never occurred.
The Commission ordered Lincoln to pay $5 million
in civil penalties and approximately $379,000 in
disgorgement; CES to pay $7.5 million in civil penalties
and approximately $167,000 in disgorgement; and
Silkman to pay $1.25 million in civil penalties. When
none of the respondents paid the amounts assessed by
the Commission, Enforcement sta led two petitions
in the United States District Court for the District of
Massachusetts on December 2, 2013 to airm the
Commission’s orders. On April 11, 2016, the Court denied
Lincolns, Silkman’s, and CES’s motions to dismiss the
Commission’s petitions for failure to state a claim, but
transferred the cases to the United States District Court
for the District of Maine.

The Commission subsequently
approved a settlement in which Lincoln agreed to a $5
million penalty, subject to certain conditions on account
of its bankruptcy, and disgorgement of $379,016.

In 2020, the Commission settled its claims against
Silkman and CES with a civil penalty of $708,159 against
CES, a civil penalty of $600,000 against Silkman, and
disgorgement of $166,841 from CES.

JP MORGAN VENTURES ENERGY
CORPORATION (JPMVEC)
On July 30, 2013, the Commission approved a settlement
between Enforcement sta and JPMVEC resolving
 n  n FEDERAL ENERGY REGULATORY COMMISSION
an investigation of JPMVEC’s bidding practices.

Pursuant to the settlement, JPMVEC agreed to pay $285
million in civil penalties, $124 million in disgorgement
to CAISO ratepayers, and $1 million in disgorgement
to Midcontinent Independent System Operator (MISO)
ratepayers. In addition, the company agreed to waive
its claims that CAISO owed it money from two of the
strategies that Enforcement sta had investigated, and
agreed to conduct a comprehensive external assessment
of its policies and practices in the power business.
Enforcement sta determined that JPMVEC violated
the Commission’s Anti-Manipulation Rule by engaging
in twelve manipulative bidding schemes in CAISO and
MISO. These schemes distorted a well-functioning market
in several ways, including but not limited to, misleading
CAISO and MISO into paying JPMVEC at rates far above
market prices; submitting bids that were expected to, and
did, lose money at market rates, as they were not driven
by the market forces of supply and demand; defrauding
the RTOs/ISOs by obtaining payments for benets that
JPMVEC did not deliver; and displacing other generation
and inuencing energy and congestion prices.

MAXIM POWER CORP. (MAXIM)
On May 1, 2015, the Commission assessed $5 million
in civil penalties against Maxim and its ailiates and
$50,000 against the individual employee principally
responsible for the conduct, nding that Maxim’s oers
to ISO-NE for its Pittseld, Mass., power plant were
manipulative.

Although the Pittseld plant could
burn either natural gas or fuel oil, Maxim almost always
263 In Re Make-Whole Payments and Related Bidding Strategies, 144 FERC ¶ 61,068 (2013) (Order Approving Stipulation and Consent Agreement). For
more information about CAISO, see https://www.ferc.gov/industries-data/electric/electric-power-markets/cais o. For more information about
MISO, see https://www.ferc.gov/industries-data/electric/electric-power-markets/miso.
264 For background about RTOs and ISOs, see hps://www.ferc.gov/power-sales-and-markets/rtos-and-isos.
265 Maxim Power Corporation, Maxim Power (USA), Inc., Maxim Power (USA) Holding Company Inc., Pawtucket Power Holding Co., LLC, Pittseld
Generating Company, LP, and Kyle Mitton, 151 FERC ¶ 61,094 (2015) (Order Assessing Civil Penalties).
266 Make-whole payments are designed to compensate units that are dispatched by ISO-NE even though the unit’s oer prices are higher than
market prices.
267 FERC v. Maxim Power Corp., 196 F. Supp. 3d 181 (D. Mass. 2016).
268 Maxim Power Corp., Maxim Power (USA), Inc., Maxim Power (USA) Holding Company Inc., Pawtucket Power Holding Company, LLC, and Pittseld
Generating Company, LP, 156 FERC ¶ 61,223 (2016) (Order Approving Stipulation and Consent Agreement).
burned natural gas because it was usually much cheaper
to do so. In the summer of 2010, on hot days when
it expected the Pittseld plant to receive day-ahead
awards for reliability, Maxim submitted oers to ISO-NE
based on oil prices even though the unit actually burned
natural gas. Because the unit was needed for reliability,
Maxim received make-whole payments for costly oil
that Maxim did not in fact burn, generating substantial
prots for the rm.

Maxim also sent emails to ISO-NE’s
market monitor that, the Commission found, had falsely
communicated that the unit was actually burning oil.
Aer Maxim failed to pay the assessed penalties, the
Commission led an action to airm the Commission’s
assessment of penalties in the United States District
Court for the District of Massachusetts. Aer the court
denied Maxim’s motion to dismiss,

the Commission,
on September 26, 2016, approved a settlement
negotiated by Enforcement sta and Maxim in which
Maxim agreed to pay $4 million in disgorgement to ISO-
NE and $4 million in civil penalties.

The settlement
covered both the conduct at issue in the district
court case and a separate strategy that Enforcement
determined to be manipulative.
PJM UP-TO CONGESTION (UTC) CASES
In August 2010, the Commission opened an investigation
into whether certain market participants were
manipulating the PJM UTC market. Following three
separate show-cause proceedings that commenced
between May 2015 and May 2016, the Commission
found certain trading by ve entities and eight
 n  n FEDERAL ENERGY REGULATORY COMMISSION
individuals to violate the Anti-Manipulation Rule
and assessed civil penalties.

The manipulative
trading involved the reservation of large volumes of
transmission in connection with spread trades that
were eectively wash trades or trades between points
with de minimis or zero price spreads. The lack of price
spreads allowed the traders to reserve exceptionally
large volumes of transmission which, in turn, enabled
the traders to claim certain credits that PJM was
allocating to paid-for transmission.
When the respondents failed to pay the assessed
penalties, the Commission led three actions to
airm the Commission’s penalty assessments: in the
U.S. District Court for the Eastern District of Virginia
seeking $28.8 million in penalties and $3.47 million
in disgorgement against Powhatan Energy Fund, LLC
(Powhatan) and other funds and $1 million against
Houlian Chen; in the U.S. District Court for the District
of Columbia seeking $14 million in penalties and $1.28
million in disgorgement against City Power Marketing,
LLC (City Power) and $1 million in penalties from K.
Stephen Tsingas (Tsingas); and in the U.S. District Court
for the Southern District of Ohio seeking $26 million
in penalties and $4.12 million in disgorgement against
Coaltrain Energy, L.P (Coaltrain) and $12 million in total
penalties from four individuals.
In City Power, the Court denied defendants’ motion
to dismiss, holding that the alleged conduct was
actionable as manipulation and that the Commission
could penalize individuals.

Subsequently, in February
2017, defendants settled for a $9 million penalty against
269 Houlian Chen, Powhatan Energy Fund, LLC, HEEP Fund, LLC, CU Fund, Inc., 151 FERC ¶ 61,179 (2015) (Order Assessing Civil Penalties); City Power
Marketing, LLC and K. Stephen Tsingas, 152 FERC ¶ 61,012 (2015) (Order Assessing Civil Penalties); and Coaltrain Energy, L.P., Peter Jones, Shawn
Sheehan, Robert Jones, Je Miller, Jack Wells, and Adam Hughes 155 FERC ¶ 61,204 (2016) (Order Assessing Civil Penalties).
270 FERC v. City Power Marketing, LLC, 199 F. Supp. 3d 218 (D.D.C. 2016).
271 City Power Marketing, LLC and K. Stephen Tsingas, 160 FERC ¶ 61,013 (2017) (Order Approving Stipulation and Consent Agreement).
272 FERC v. Coaltrain Energy, L.P., et al., 2018 WL 7892222 (S.D. Ohio March 30, 2018).
273 FERC v. Coaltrain Energy, L.P., et al., 501 F. Supp.3d 503 (S.D. Ohio 2020).
274 Coaltrain Energy, L.P., 181 FERC ¶ 61,031 (2022) (Order Approving Stipulation and Consent Agreement).
275 Houlian Chen, 177 FERC ¶ 61,076 (2021) (Order Approving Stipulation and Consent Agreement).
276 FERC v. Powhatan Energy Fund, LLC, 2023 WL 2603381 (E.D. Va. March 22, 2023).
277 Id.
City Power, a $1.42 million penalty against Tsingas, and
$1.3 million in disgorgement.

In Coaltrain, as in City Power, the court denied
defendants’ motions to dismiss, holding, among other
things, that the Commission had alleged actionable
manipulation, pled fraud with specicity, has
jurisdiction over nancially-settled transactions, and
can penalize individuals.

Aer discovery, the court
denied defendants’ motions for summary judgment,
while granting the Commission’s motion for summary
judgment on its claim that Coaltrain violated 18 C.F.R. §
35.41(b) by falsely denying the existence of key company
documents.

The Commission settled the Coaltrain
case in 2022 with an agreement by the defendants to pay
back virtually all of the $4.1 million in unjust prots.

The Commission settled its case against Houlian
Chen for a $600,000 disgorgement payment to PJM,
based on documentation of Chens limited ability to
pay.

Aer the other defendant, Powhatan, declared
bankruptcy, the U.S. District Court for the Eastern District
of Pennsylvania issued a default judgment against it
for $3,465,108 in disgorgement and $16,800,00 in civil
penalties.

The Court’s order includes detailed ndings
based on the record evidence.

GOLDEN SPREAD ELECTRIC
COOPERATIVE, INC. (GOLDEN SPREAD)
In November 2021, the Commission approved a
settlement agreement between Enforcement sta
and Golden Spread, in which Golden Spread agreed to
disgorge $375,000 and pay a civil penalty of $550,000
 n  n FEDERAL ENERGY REGULATORY COMMISSION
to resolve Enforcement stas allegations of market
manipulation in the Southwest Power Pool (SPP).

Through its investigation, Enforcement sta determined
that Golden Spread engaged in a scheme to wrongfully
obtain make-whole payments from SPP. Make-whole
payments in SPP are designed to ensure that a market
participant’s costs are met when market revenues are
insuicient to cover the resources short-run variable
costs across an entire day. Golden Spread inated its
make-whole payments by choosing “self-commit”
status (i.e., being a price taker) when Golden Spread
expected the unit to be protable, while oering
in at market prices when it expected the unit to be
unprotable. By doing so, Golden Spread was able
to obtain make-whole payments from SPP for the
unprotable hours, even though the unit was protable
across the day as a whole.
Enforcement sta concluded that Golden Spread’s
strategy signaled to the market that it was trading based
on market fundamentals when, in fact, it was trading for
the improper purpose of targeting and inating make-
whole payments.
GREENHAT ENERGY, LLP (GREENHAT),
JOHN BARTHOLOMEW, KEVIN
ZIEGENHORN, AND THE ESTATE OF
ANDREW KITTELL
On November 5, 2021, the Commission issued an
Order Assessing Civil Penalties against GreenHat,
John Bartholomew (Bartholomew), Kevin Ziegenhorn
(Ziegenhorn), and the Estate of Andrew Kittell (Kittell
Estate).

The Commission found that GreenHat and
the individual respondents violated section 222(a) of
the FPA and the Commissions Anti-Manipulation Rule
by: (1) engaging in a manipulative scheme in PJM by
purchasing FTRs with virtually no upfront cash, planning
not to pay for losses at settlement, and obtaining cash
278 Golden Spread Electric Cooperative, Inc., 177 FERC ¶ 61,109 (2021). (Order Approving Stipulation and Consent Agreement). For background about
SPP, see https://www.ferc.gov/industries-data/electric/electric-power-markets/spp.
279 GreenHat Energy, LLC, 177 FERC ¶ 61,073, at P 2 (2021) (Penalty Order).
280
Id. P 30.
281 GreenHat Energy, LLC, 180 FERC ¶ 61,109 (2022) (GreenHat and Kittell Estate) (Order Approving Stipulation and Settlement Agreement); GreenHat
Energy, LLC,, 180 FERC ¶ 61,108 (2022) (Bartholomew and Ziegenhorn) (same).
for the individual respondents by selling protable FTRs
to third parties; (2) purchasing FTRs based not on market
considerations but to amass as many FTRs as possible
with minimal collateral; (3) making false statements to
PJM about money purportedly owed by a third party rm
to try to convince PJM not to proceed with a planned
margin call; and (4) submitting inated bids into a PJM
long-term FTR auction with the intent to articially raise
the clearing price of FTRs that the third party rm had
purchased from GreenHat and oered for sale in the
auction.

The Commission assessed civil penalties in
the following amounts: $179,600,573 against GreenHat,
$25 million against Bartholomew, and $25 million against
Ziegenhorn. The Commission also directed GreenHat,
Bartholomew, Ziegenhorn, and the Kittell Estate, jointly
and severally, to disgorge unjust prots of $13,072,428,
plus applicable interest.
The Commission led suit against GreenHat,
Bartholomew, Ziegenhorn, and the Kittell Estate in the
U.S. District Court for the Eastern District of Pennsylvania
on January 6, 2021. On August 19, 2022, the Commission
approved two settlements that wholly resolved the
matter: one with GreenHat and the Kittell Estate, and one
with Bartholomew and Ziegenhorn.

GreenHat and the
Kittell Estate agreed to pay $600,000 in disgorgement
(based on ability to pay); Bartholomew and Ziegenhorn
agreed to pay a total of $775,000 in disgorgement (also
based on ability to pay); Bartholomew and Ziegenhorn
agreed not to trade in Commission-jurisdictional markets
for ten years, and never to trade in PJM; GreenHat agreed
to entry of judgment of $179,600,573 in favor of PJM
in a Texas state court lawsuit; and GreenHat agreed to
dismiss its $62 million lawsuit against a third party rm,
which was based on factual claims that the Commission
determined to be false. All of the Defendants have paid the
agreed amounts to PJM and the federal court lawsuit was
dismissed in April 2023.
FEDERAL ENERGY REGULATORY COMMISSION
Office of Energy Policy and Innovation
D
E
P
A
R
T
M
E
N
T
O
F
E
N
E
R
G
Y
F
E
D
E
R
A
L
E
N
E
R
G
Y
R
E
G
U
L
A
T
O
R
Y
C
O
M
M
I
S
S
I
O
N