Sevilleta
National Wildlife Refuge, near Albuquerque, New Mexico
\log
12/03/97
- Date this file created. G. Shore.
12/20/97 - Updated documentation. G.
Shore.
10/30/01 - Added date/time fields to APPENDIX II section. G.
Shore.
\doc
##############################################################
DATA
SET CODE AND TITLE
SEV031 AVHRR Biweekly Composites (1991)
##############################################################
ABSTRACT
This dataset contains 21 separate 14-day
composited AVHRR
images for 1991 clipped approximatedly to the New Mexico
State
boundaries (plus 50 Km buffer around boundary). These were
obtained from the U.S.
Geological Survey's EROS Data Center (EDC),
National Mapping Division,
from the "CONTERMINOUS U.S. AVHRR BIWEEKLY
COMPOSITES" CD
product series.
##############################################################
KEYWORDS
SEV031
AVHRR Advanced_Very_High_Resolution_Radiometer NOAA Satellite_Imagery
Remote_Sensing USGS_EROS_Data_Center 1991
##############################################################
TABLE
OF CONTENTS
I. WHY THE DATA WERE
COLLECTED
II. WHEN THE DATA WERE
COLLECTED
III. WHO IS INVOLVED
WITH THE DATA
IV. WHERE TH DATA
WERE COLLECTED
V. HOW THE DATA
WERE COLLECTED AND PROCESSED BY THE USGS EDC
VI. HOW THE DATA WERE PROCESSED BY THE SEVILLETA IMS (SIMS)
VII. APPENDIX I - USGS EDC Metadata
VIII.
APPENDIX II - Pixel Date Attribute Table
##############################################################
I.
WHY THE DATA WERE COLLECTED
See the U.S. Geological Survey's EROS Data Center (EDC)
documentation
in APPENDIX I below.
##############################################################
II.
WHEN THE DATA WERE COLLECTED
Twenty-one 14-day composites for 1991.
See the U.S. Geological
Survey's EROS Data Center (EDC)
documentation in APPENDIX I below
for specific composite periods.
##############################################################
III.
WHO IS INVOLVED WITH THE DATA
SOURCE AGENCY CONTACTS:
See the U.S. Geological Survey's EROS Data
Center (EDC) documentation
in APPENDIX I below for USGS EDC contacts.
LOCAL
SEVILLETA LTER CONTACTS:
Primary contact:
Greg Shore, Sevilleta LTER (gshore@sevilleta.unm.edu).
Principle
investigators:
Bruce Milne,
Sevilleta LTER (bmilne@sevilleta.unm.edu)
GIS/GPS specialist:
Greg Shore, Sevilleta LTER (gshore@sevilleta.unm.edu).
Data
Management
Greg Shore,
Sevilleta LTER (gshore@sevilleta.unm.edu)
##############################################################
IV.
WHERE THE DATA WERE COLLECTED
The original biweekly composited images covered the
Conterminous
United States. However, the images were
clipped
to the approximate New Mexico State boundaries (plus 50 Km
buffer
around boundary) for online access purposes, while the full
U.S.
scenes are stored offline on tape.
The clipping coordinates were
selected to perform exact clipping,
so no resampling was required.
The approximate online (NM clipped)
boundaries are:
Latitude/Longitude,
decimal degrees (Clarke 1866 spheroid)
XMIN: -109.515170 YMIN 30.759247 XMAX -102.454601 YMAX
37.817184
Lambert
Azimuthal Equal-area (see EDC document for projection info)
XMIN:
-914000 YMIN -1529000 XMAX -216000 YMAX -795000
The source and the clipped images
are in the following map projection:
Lambert
Azimuthal Equal Area projection
Parameters:
Radius of sphere 6,370,997.0 meters
Longitude of central meridian 100 00 00 West
Latitude of origin 45 00 00 North
False easting 0
False northing
0
Units of measure meters
Pixel size 1,000 meters
Each clipped image has
735 rows and 699 columns, and has a cell size
of 1000 x 1000 m.
See the U.S. Geological Survey's EROS Data
Center (EDC) documentation
in APPENDIX I below for spatial extent,
projection information, etc.,
related to the full Conterminous US
scenes.
##############################################################
V.
HOW THE DATA WERE COLLECTED AND PROCESSED BY THE USGS EDC
See the U.S. Geological Survey's EROS Data
Center (EDC)
documentation in APPENDIX I below.
##############################################################
VI.
HOW THE DATA WERE PROCESSED BY THE SEVILLETA IMS (SIMS)
The general SIMS processing steps for each
biweekly composite
period were to read the 10 image bands off the source
USGS-EDC CD,
concatenate/import them into a 10-band ERDAS Imagine format
image
file, georegister to the USGS-EDC specifications, clip the
scene
to the approximate New Mexico State boundaries, move the
clipped
scene to the online SIMS archive, and write the full scene to
offline tape.
The
band order in the archived scenes is:
1- NOAA CHANNEL 1
6- NDVI
2- NOAA
CHANNEL 2 7- SATELLITE
ZENITH
3- NOAA CHANNEL 3 8- SOLAR ZENITH
4- NOAA CHANNEL 4
9- RELATIVE AZIMUTH
5- NOAA CHANNEL 5 10-
DATE
The bands are described in detail in the U.S. Geological
Survey's
EROS Data Center (EDC) documentation in APPENDIX I below. The
attribute data for the
"DATE" band is found in APPENDIX II below.
A more precise
description of the processing steps is as follows:
1. Mount AVHRR
CD
2. Read the 10 bands of information off the CD for each biweekly
composited
scene, concatenate 21
NULL bytes onto the last line of each band, concatenate
the 10 bands into a single file, then
import as an ERDAS Imagine 10-band
image file (of size 2889 rows x
4587 cols). This process was
automated
with the C-shell
script:
/db/local/imagery/bincom/avhrr_import.csh
91
NOTE: this
generates 10-band ERDAS Imagine format files, that are of
image size 2889 rows x 4587
cols, with filenames as follows:
avhrr91pPP.img
where: PP = bi-weekly growth period number
and bands in following
order::
1- NOAA
CHANNEL 1 6- NDVI
2- NOAA CHANNEL 2 7- SATELLITE ZENITH
3- NOAA CHANNEL 3 8- SOLAR ZENITH
4- NOAA
CHANNEL 4 9- RELATIVE
AZIMUTH
5- NOAA
CHANNEL 5 10- DATE
3.
Georegister the scene as follows:
Bring up ERDAS Imagine GUI, then Tools->ImageInfo tool and do:
1. File->Open->avhrr91pPP.img
2. Edit->Change Map Model:
a. Upper Left X: -2050000
b. Upper Left Y: 752000
c. Pixel Size X: 1000
d. Pixel Size Y: 1000
e. Units: meters
f. Projection: Lambert Azimuthal
Equal-area
NOTE: click OK,
then answer "Yes" to changing Map Model in all layers.
3. Edit->Add/Change Projection:
a. Spheroid Name: Sphere of Radius
6370997m
b. Datum Name:
Undefined
c. Longitude of
center of projection: 100:00:00 W
d. Latitude of center of projection: 45:00:00 N
e. False easting: 0.0 meters
f. False northing: 0.0 meters
NOTE: click OK, then answer
"Yes" to changing Map Model in all layers.
4. Edit->Change Layer Name:
a. Change bands 1 - 5 to Channel_1,
Channel_2, ..., Channel_5,respectively
b. Change band 6 to NDVI
c. Change bands 7 - 10 to SATELLITE_ZENITH, SOLAR
ZENITH,
RELATIVE_AZIMUTH,
and DATE, respectively
4. Clip full-scene to New Mexico minimum
bounding box (+50 Km buffer) with
coordinates ULx = -914000, ULy = -795000, LRx = -216000, LRy =
-1529000,
and dimensions 735
rows x 699 columns. This process was
automated with
the C-shell
scripts:
/db/local/imagery/bincom/batch_avhrr_clip2nm.csh, which calls:
/db/local/imagery/bincom/avhrr_clip2nm.csh avhrr91pPP.img
avhrr91pPPnm.img
NOTE: this generates 10-band ERDAS Imagine format files, that are
of
image size 735
rows x 699 cols, with filenames as follows:
avhrr91pPPnm.img
5. Unix compress the NM clipped image, make
an archive directory, and move it
to the archive destination (/db/archive/imagery/avhrr/avhrr91pPP/).
This
process was automated with
the C-shell scripts:
/db/local/imagery/bincom/avhrr_archive.csh
NOTE: this generates Unix compressed
files with filenames as follows:
avhrr91pPPnm.img.Z
6.
Compress (gzip) and archive the full scene image to 4mm DAT tape, then
remove from online disk:
gzip avhrr91pPP.img
mt -f /dev/rmt/0cn fsf <#>
tar cvf /dev/rmt/0cn
avhrr91pPP.img.gz
rm avhrr91pPP.img.gz
7.
Copy the most current yearly "USGS-EDC-AVHRR Dataset README" file off
CD for
inclusion in the online
SIMS IAF metadata file (avhrr91.dbf) for the images
(note, must also convert from DOS to Unix
file):
dos2unix
/cdrom/cdrom0/readme.1st avhrr91readme.1st
8. Copy the "Date of
Acquisition by Pixel" attribute file off each CD, then
split by biweekly period for inclusion in
GIS/RS Metadata Abstract file
(avhrr91pPPnm.mda), and merge by year for inclusion in SIMS IAF
metadata
file (avhrr91.dbf):
dos2unix /cdrom/cdrom0/geom/date.att
avhrr91pPP-PPdate.att
/db/local/imagery/bincom/batch_avhrr_split_dateatt.csh, which
calls:
/db/local/imagery/bincom/avhrr_split_dateatt.csh
/db/local/imagery/bincom/avhrr_concat_dates.csh
91 > avhrr91date.att
9. Generate (this) SIMS IAF metadata file
(i.e., avhrr91.dbf) using template
file (avhrr_dbf.tmpl), appending readme file (avhrr91readme.1st), and
date
file
(avhrr91date.att).
10. Generate GIS/RS Metadata Abstract file for
each image, and put with
image
in appropriate directory (/db/archive/imagery/avhrr/avhrr91pPP/):
/db/local/imagery/bincom/get_avhrr_dates.csh 91 avhrr91.dbf 97 \
> avhrr91periods.txt
/db/local/imagery/bincom/batch_make_avhrr_abstract.csh
avhrr91periods.txt
which calls:
/db/local/imagery/bincom/make_avhrr_abstract.csh
##############################################################
VII. APPENDIX I - USGS EDC Metadata
THE
1991 CONTERMINOUS U.S. AVHRR BIWEEKLY COMPOSITES
CONTENTS
Introduction
. . . . . . . . . . . . . . . . . . . . . . . .Page 1
Data Set
Characteristics . . . . . . . . . . . . . . . . . . . . 3
Procedures
. . . . . . . . . . . . . . . . . . . . . . . . . . . 3
Scene Selection . . . . . . . . . . . . . .
. . . . . . . . . 3
Radiometric
Calibration . . . . . . . . . . . . . . . . . . . 3
Satellite and Solar Viewing Geometry. . . .
. . . . . . . . . 5
Date of
Acquisition . . . . . . . . . . . . . . . . . . . . . 5
Geometric Registration. . . . . . . . . . .
. . . . . . . . . 5
Normalized
Difference Vegetation Index. . . . . . . . . . . . 8
Compositing . . . . . . . . . . . . . . . .
. . . . . . . . . 9
Miscellaneous Data. . . . . . . . . . . . . . . . . . . . . .11
CD-ROM
Organization. . . . . . . . . . . . . . . . . . . . . . .14
References
. . . . . . . . . . . . . . . . . . . . . . . . . . .16
THE 1991 CONTERMINOUS U.S. AVHRR
BIWEEKLY COMPOSITES
INTRODUCTION
In 1987, the U.S. Geological Survey's EROS
Data Center (EDC),
in Sioux Falls, South Dakota, began receiving Advanced
Very High
Resolution Radiometer (AVHRR) data from NOAA
polar-orbiting
satellites. The
central location of the EDC in the United States
enables direct reception
of all AVHRR overpasses of the lower 48
States, as well as much of Canada
and Mexico. Early in the 1990
growing
season the EDC started acquiring NOAA-11 AVHRR 1-km
resolution daily
observations to produce weekly and biweekly
maximum normalized difference
vegetation index (NDVI) composites
of the conterminous United States. The objective of the
vegetation mapping
program is to compile, annually, a
comprehensive series of calibrated,
georegistered, daily
observations and biweekly maximum NDVI composites. These data
are being published on
CD-ROM for easy distribution of the data
set. These data sets can be used in environmental monitoring and
global
climate change studies.
The vegetation diversity of the conterminous United States
provides
opportunities for using both AVHRR data and the NDVI for
monitoring
vegetation condition in several different ecosystems,
including forests,
agricultural crops, and grasslands. The
data
set provides a comprehensive growing season profile of these
ecosystems,
is extremely useful for assessing seasonal variations
in vegetation
condition, and provides a foundation for studying
long-term changes
resulting from human or natural factors.
DATA SET
CHARACTERISTICS
The data
set is composed of twenty-one 14-day maximum NDVI
composites that were
created from nearly 500 NOAA-11 images.
The
17 core composite periods represent a continuous period
from
March 1, 1991, to October 22, 1991.
The first two (periods 1 and
2) and last two (periods 20 and 21)
composites represent a 2-week
period each for January, February, November,
and December.
Each daily
observation includes nine bands of information:
AVHRR channels 1-5, NDVI,
satellite zenith, solar zenith, and
relative azimuth. The daily observations have been calibrated
to
reflectance, scaled to byte data, and geometrically registered to
the
Lambert Azimuthal Equal Area map projection.
Each 14-day composite includes 10 bands of
information, the 9
bands described above for each daily observation and a
10th band,
which is a pointer to identify the date of the source
daily
observation scene. The data
for each pixel in the composite are
extracted from the daily observation
scene on the basis of the
maximum NDVI compositing process.
The
14-day composite periods for 1991 were:
____________________________________________________
Period Date of coverage Julian day
____________________________________________________
1
01/04 - 01/17/1991 004
- 017
2 02/01 - 02/13/1991
032 - 045
3 03/01 - 03/14/1991 060 - 073
4
03/15 - 03/28/1991 074
- 087
5 03/29 - 04/11/1991 088 - 101
6
04/12 - 04/25/1991 102
- 115
7 04/26 - 05/09/1991 116 - 129
8
05/10 - 05/23/1991 130
- 143
9 05/24 - 06/06/1991 144 - 157
10
06/07 - 06/20/1991 158
- 171
11 06/21 - 07/04/1991 172 - 185
12
07/05 - 07/18/1991 186
- 199
13 07/19 - 08/01/1991 200 - 213
14
08/02 - 08/15/1991 214
- 227
15 08/16 - 08/29/1991 228 - 241
16
08/30 - 09/12/1991 242
- 255
17 09/13 - 09/26/1991 256 - 269
18
09/27 - 10/10/1991 270
- 283
19 10/11 - 10/24/1991 284 - 297
20
11/08 - 11/21/1991 312
- 325
21 12/06 - 12/19/1991 340 - 353
____________________________________________________
The image dimensions of each band are
2,889 lines and 4,608
samples (13 megabytes).
PROCEDURES
The sections that follow describe the data
processing flow
that was used at EDC to create a composite data set. All image
processing was conducted
using the Land Analysis System (Ailts
and others, 1990) software.
Scene
Selection
Cloud free AVHRR observations of the land
surface are
necessary for monitoring the vegetation conditions. A single
AVHRR overpass is seldom
completely cloud free. Holben
(1986)
showed that compositing AVHRR data acquired over several days
produces
spatially continuous cloud free imagery over large areas
with sufficient
temporal resolution to study green vegetation
dynamics. The duration of consecutive daily
observations is
called the compositing period. On a daily basis during a
composite period, each observation
of NOAA-11 data over the
conterminous United States was evaluated for
cloud cover.
Typically, there are two satellite overpasses per day, one
over
the eastern portion of North America and a second pass over the
western
part of the continent. Every image that
provided a clear
observation of a large ground surface area at reasonable
nadir
viewing angles was included in the composite. On an average, 18
daily observations
per biweekly period were included in the
composite.
Radiometric
Calibration
Radiometric
calibration of the AVHRR visible and near-infrared
channels (channels 1
and 2) is an important consideration since
there is poor preflight
calibration, no on board calibration, and
difficulty with inflight
calibration. Preflight
calibration
coefficients can change while the instrument is in storage or
after
launch due to the space environment. Degradation of AVHRR sensors
after launch has been well
documented (Rao, 1987; Price, 1987;
Holben et al, 1990). Several studies have used stable sites
such
as homogeneous desert targets to monitor the degradation of the
sensors
after the satellite has been launched.
The EDC accounted
for sensor degradation by using modified
preflight gain
coefficients developed from a study by Holben et al (1990)
that was
based on measurements of desert targets. The adjusted gain
coefficient for
channel 1 is 0.09325 and 0.08475 for channel 2.
Besides radiometric calibration, the
solar illumination
variability which occurs in the north/south direction
within an
orbit was corrected using the cosine of the solar zenith angle.
The calibration and solar illumination correction of channels 1 and
2
was completed using the following formula:
R=(d*d/z)*(a+b*c)
=(d*d*a)/z + (d*d*b*c)/z
where:
R is reflectance
d is the mean earth-sun distance in astronautical units
z is the cosine of the solar zenith
angle
a is the
intercept
b is the
gain coefficient
c
is the digital count
Reflectance values for channels 1 and 2 were converted to byte
data
where the range 0 - 254 represents 0 to 63.5% reflectance
(0.25% per bin)
and the value 255 is a grouping of reflectance
values greater than
63.5%. Any feature with greater than
63%
reflectance is a cloud, snow, or other bright non-vegetated
surface.
The calibration coefficents for AVHRR
thermal channels 3,4,
and 5 are derived onboard the satellite using a view
of a stable
blackbody and deep
space as a reference (Kidwell, 1988).
The
calibration process converts raw data values to energy
(milliwatts/m2-steradians-cm-1)
using the following formula:
E=a+bc
where:
E is energy
a is the intercept
b is the gain coefficient
c is the digital count
Energy is converted to brightness
temperature using the
inverse of Planck's radiation function. The brightness
temperatures are
represented in Kelvin units. A scaling
factor was
used to convert the brightness temperatures to byte data. A
scaling factor of 202.5 is subtracted
from the brightness
temperature value and the difference is multiplied by
2 to maintain
one half percent accuracy (i.e., a brightness temperature of
280
becomes 155).
Satellite
and Solar Viewing Geometry
The availability of the viewing geometry information allows
studies
on the effects of off-nadir viewing and the investigation
of potential
data correction techniques.
The computation of the solar/satellite
geometry is a process
that derives the satellite zenith, solar zenith, and
relative
azimuth angle for each image pixel. The relative azimuth is the
absolute difference between the
satellite and solar azimuth
angles.
The computed angles do not exceed 180 degrees. A
separate image band is created for each of these three
angle
computations.
The satellite zenith angle is computed in
degrees, in which
nadir is represented as 90 degrees. Therefore, values less than
90 degrees
represent view angles in the backscattered (easterly)
direction and values
greater than 90 represent the forward
scatter (westerly) direction. Note that the effective field of
view
of the satellite is approximately 55 degrees each side of
nadir, but
computed satellite zenith angles can exceed 55 degrees
because of the
curvature of the Earth.
The relative azimuth angle is computed as the absolute
difference
between the solar azimuth and the satellite azimuth
angles. The computed values are in the 0 - 180
range. The
relative azimuth angle
is computed instead of separate azimuth
angles because only the absolute
difference between the azimuth
angles is required for atmospheric
correction algorithms. Also,
saving only the computed relative azimuth
angle requires only one
band in a daily observation and composite image
instead of two,
which reduces the image storage requirements on CD-ROM.
Date of Acquisition
The date of acquisition images are provided to allow a
user
to identify the specific daily observation used for each pixel.
The date images for each composite identify each daily input
image
as a unique value. The unique value is
linked to an
inventory of the daily observations. A complete list of daily
observations
used in each composite period is on this CD-ROM
under the \GEOM directory
in file DATE.ATT.
Geometric Registration
The process of compositing daily
observations for each
biweekly period required each daily overpass to be
registered to
a common map projection to ensure that, from day to day,
each 1-
km pixel represented the same ground location. The map
projection chosen for the data
on these CD-ROM's was the Lambert
Azimuthal Equal Area. This projection is appropriate for the
North
American continent because of its visual presentation, and
equal area
characteristic, which allows easy measurement of area
throughout the data
set.
To perform the
image-to-image registration of the data a base
image was developed as a
reference. Tests have shown that
the
best way to prepare the base image is to register individual
daily
orbits to an accurate base map. The map
base used was the
hydrography layer of the United State Geological Survey
1:2,000,00-scale
Digital Line Graph (DLG). The features
in the
DLG data, such as water bodies, rivers, and streams, are
identifiable
features in the AVHRR 1-km data. The
DLG were
rasterized to 1 km cells and registered to the Lambert
Azimuthal
Equal Area map projection before being used as the map base
for
the data.
Approximately 20 near-nadir cloud free segments of NOAA-11
channel
2 daily observations from the 1989 growing season were
manually registered
to the DLG data. Each segment was verified
for
accuracy (root-mean-square error less than 1.0 pixel). The
segments were digitally mosaicked
to produce a single base image
of the conterminous United States for
registering the 1991
growing season data.
The accuracy of this base image was
verified with a
root-mean-square error less than 1.0 pixel.
Table 1 provides details on
projection parameters.
Table 1.
Lambert Azimuthal Equal Area
(LAZEA) projection
_______________________________________________________________
Parameters:
Radius of sphere 6,370,997.0 meters
Longitude of central meridian
100 00 00 West
Latitude
of origin 45 00 00
North
False easting 0
False northing 0
Units of measure meters
Pixel size
1,000 meters
For the conterminous United States (1991)
Center of pixel (1,1) ( -2050000, 752000 )
Number of lines
2,889
Number of
samples 4,587
LAZEA minimum bounding rectangle:
In projection meters:
Lower left ( -2050500, -2136500 )
Upper left ( -2050500,
752500 )
Upper
right ( 2536500,
752500 )
Lower
right (
2536500, -2136500 )
In decimal degrees of latitude and longitude:
Lower left (
-119.9722899 23.5837576 )
Upper left ( -128.5300591
48.4030555 )
Upper
right (
-65.3946489 46.7048989 )
Lower right (
-75.4163527 22.4793919 )
In degrees, minutes, and seconds of
latitude and longitude:
Lower
left ( -119 58
20 23 35 02 )
Upper left ( -128
31 48 48 24 11 )
Upper right ( -65 23
41 46 42 18 )
Lower right ( -75 24
59 22 28 46 )
________________________________________________________________
Each daily observation for the 1991 growing season was
registered
to the base image using image-to-image correlation.
First, the channel 2
data for each daily observation were roughly
transformed using the
satellite transformation information in the
ephemeris data. Next, correlation was performed using a set
of
255 selected ground control points.
If all the ground control
points were cloud covered in the daily
observation, no
correlation was defined and the image was rejected. Otherwise,
the correlation was
determined and the satellite transformation
coefficients were
revised. Then the raw data (channels 1
- 5)
and satellite geometry data were transformed using the revised
coefficients
and nearest neighbor resampling.
Normalized
Difference Vegetation Index (NDVI)
NDVI was calculated from calibrated data that were scaled
to
byte range and geometrically registered. The NDVI is the
difference of near-infrared (AVHRR channel
2) and visible (AVHRR
channel 1) reflectance values divided by total
reflectance:
IR(channel 2) -
Visible(channel 1)
NDVI =
----------------------------------------
IR(channel 2)
+ Visible(channel 1)
The
equation produces NDVI values in the range of -1.0 to 1.0,
where negative
values typically represent clouds, snow, water,
and other non vegetated
surfaces and positive values represent
vegetated surfaces.
In order to scale the computed NDVI
results to byte data
range, the NDVI computed value, which range from -1.0
to 1.0, was
scaled to the range of 0 to 200, where computed -1.0 equals
0,
computed 0 equals 100, and computed 1.0 equals 200. As a result,
NDVI values less than 100
now represent clouds, snow, water, and
other non vegetative surfaces and
values greater than 100
represent vegetative surfaces.
Compositing
The method for determining the portion of
each overpass to be
included in the composite image was to retain pixels
having the
highest NDVI values.
The NDVI was examined pixel by pixel for
each overpass within the
biweekly compositing period to determine
the maximum value.
The retention of the highest NDVI reduces
the number of cloud
contaminated pixels because values for clouds and
cloud shadows
are generally less than 100 (in the byte scaled data) and
clear
day observations of vegetated surfaces are greater than 100
(in
the byte-scaled data). The
result is a near cloud free image
that depicts the maximum vegetative
greenness for the compositing
period.
The output of the compositing process was
a 10-band image
that included the maximum NDVI value for each pixel during
the
composite period, the channel 1-5 and satellite viewing geometry
data
from the chosen daily observations, and a pointer value that
identified
the satellite overpass from which that pixel was
taken. Table 2 lists the data included in each of
the 10 bands.
Table 2.- Band description of composite images
_________________________________________________________________
Band
Description Band Description
_________________________________________________________________
1
AVHRR channel 1 6 NDVI
2 AVHRR channel
2 7 Satellite zenith
3 AVHRR channel 3 8 Solar zenith
4
AVHRR channel 4 9 Relative azimuth
5 AVHRR channel 5 10 Date
_________________________________________________________________
The date of acquisition pointer is
provided to allow a user
to identify the specific AVHRR daily observation
(satellite scene
number) used for each pixel. To determine the date and scene
number, first identify the
date pointer value for the pixel
within a composite period, then use the
reference table in file
DATE.ATT to determine the scene number.
Miscellenous Data
When displaying data large areas with AVHRR data, an overlay
or
mask of familiar linework, such as county boundaries, can be
used as a
location aid. Several images are
included in the \MISC
directory to provide location information. All of the linework
images represent
lines in raster format as 1 km cells.
These
data sets include climatic division boundaries (CDLINES),
major
land resource areas boundaries (LRALINES), and county
boundaries
(CTYLINES). The
climatic division lines were digitized from NOAA
base maps. The county lines are a modified version of
the
1:2,000,000 Digital Line Graph data.
The major land resource
area boundaries were digitized from United
State Department of
Agriculture's Soil Conservation Service (1981) maps.
The linework in the CDLINES and LRALINES
images was coded at
the byte value 255.
In the CTYLINES image, the county boundaries
identified by the
coasts and international borders are at value
253, the county borders that
are coincident with State borders
are at value 254, and other county
boundaries are at value 255.
This variable coding provides the capability
to display coastal,
State, or county boundaries from the same image.
Also included are three raster polygon
images that can be
used in an overlay process where histograms or
descriptive
statistics could be computed for the NDVI values within
a
polygon. These images
include counties (CTYPOLY), major
land
resource areas (LRAPOLY), and climatic divisions (CDPOLY).
Each polygon is in raster format and has a
unique numeric
identifier. Images
that include more than 256 unique polygons
are stored in I*2 integer (16
bit) format.
The attribute information that identifies
or characterizes
each polygon are included under the \MISC directory. The
attributes for the county polygons
are in CTYPOLY.ATT. The
fields in
the file are:
cntyid --
the unique polygon identification number
npixels -- the number of pixels in each county
FIPS -- the Federal Information
Processing Standard State
and county code for each
county
cname -- the county
name
sname -- the State
name
The attributes for the major land resource area polygons are in
LRAPOLY.ATT.
The fields in the file are:
polyid -- the unique polygon identification number
mlra -- the major land resource area
(MLRA) identification
code used by the Soils Conservation Service
lratext -- text description of the MLRA
used by the Soil
Conservation Service
The
unique polygon identification number for the climatic
division polygons
can be parsed into the State and climatic
division number within that
State. For example, climatic
district
one in Arizona is polygon number 401. The 4 is the FIPS
State identification
number for Arizona, and the 01 identifies
the polygon as division
one. Climatic district one in
Oklahoma
is polygon number 4001, where 40 is the FIPS State code and 01
is
division one.
Table 3 - A list of miscellaneous image
file characteristics
-----------------------------------------------------------------
Name Type Bands
Lines Samples
-----------------------------------------------------------------
LRAPOLY I*2 1 2,889
4,608
LRALINES Byte 1 2,889
4,608
CDPOLY I*2 1 2,889 4,608
CDLINES Byte 1 2,889 4,608
CTYPOLY I*2 1 2,889 4,608
CTYLINES Byte 1 2,889 4,608
-----------------------------------------------------------------
CD-ROM
ORGANIZATION
A large
volume of data was generated during the construction
of this data
base. The data stored on each CD-ROM
required ten
6,250-bpi magnetic tapes.
The data are organized in a directory
structure that logically
separates the data components.
This
structure is:
README.1ST
\AVHRR
README \LABELS \IMAGES
\NDVI
README
\LABELS \IMAGES
\GEOM
README
\LABELS \IMAGES
\MISC
README
\LABELS \IMAGES
Each
directory on the disc contains data that are similar in
type. Each directory also contains an ASCII text
file (README)
that details the contents of the directory.
The data files and LAS header files (files with name
extensions
.DDR) are in the \IMAGES subdirectories, and the image
label files are in
the \LABELS subdirectories. The binary
image
files were put on the CD-ROM
with a 512-byte header record.
This header record is used by the LAS
image processing system.
To get a quick start looking at the image
files, label files
for each image are included in the \LABELS directory
using the
same file name as the image file it describes in the
\IMAGES
subdirectory. These label
files were designed for use by the
public domain MS-DOS personal computer
IMDISP image display
software developed by NASA's Jet Propulsion
Laboratory in
Pasadena, CA. IMDISP
users can access the images
on this CD-ROM by selecting the image name in
the \LABELS
subdirectory, which automatically will access all header
information
the software requires and quickly will retrieve the
image data.
The actual data dimensions of each band
are 2,889 lines and
4,587 samples (13 megabytes), but the images are
stored as 2,889
lines and 4,608 samples to accommodate LAS software. The last 21
samples of each image are
blank (zero) to make each line a
multiple of 512 as required by LAS.
The \AVHRR directory contains the five channels of AVHRR
data
associated with the four biweekly composites on each CD-ROM.
Each band of each biweekly composite
file is uniquely named using
the convention:
P01CH1.IMG
where P01
identifies composite period 1 and CH1 identifies the
image as channel
1. The image files are stored in the
\IMAGES
subdirectory.
The \NDVI directory contains the single band computed NDVI
for the
biweekly AVHRR composite data sets and name using the
convention:
P01NDVI.IMG
where P01
identifies composite period 1 and NDVI identifies the
image as a
vegetation index image. The image files
are stored in
the \IMAGES subdirectory.
The \GEOM directory contains the satellite
and solar zenith
and relative azimuth information for each pixel in the
AVHRR
composite images. This
directory also contains the date images
for each of the composites, as
well as the DATE.ATT attribute
file.
The \MISC directory contains the political (CTYLINES,
CTYPOLY),
climatic divisions (CDLINES, CDPOLY), and land resource
area (LRALINES,
LRAPOLY) raster line and polygon images which are
useful for display or in
digital analysis procedures.
Attribute
files related to these are included as files CTYPOLY.ATT
and
LRAPOLY.ATT.
For
more detailed technical information please contact
Customer Services, EROS
Data Center, U.S. Geological Survey,
Sioux Falls, SD 57198, (605)594-6151,
FAX (605)594-6589.
REFERENCES
Abel, Peter, 1990,
Calibration of NOAA-11 AVHRR visible and near
IR channels, National Oceanic
and Atmospheric Administration,
National Environmental Satellite Data, and
Information Service,
Satellite Research Laboratory, Washington, D.C.,
Technical
Report.
Ailts, B., Akkerman, D., Quirk, B., and
Steinwand, D., 1990, LAS
5.0 -- an image processing system for research
and production
environments, American Society for Photogrammetry and
Remote
Sensing-American Congress on Surveying and Mapping Annual
Convention,
Denver, Colorado, [date], Proceddings, v. 4, p. 1-12.
Holben, B.N.,
1986. Characteristics of maximum-value composite
images from temporal
AVHRR data: The International Journal of
Remote Sensing, v. 7, no. 11, p.
1417.
Holben, B.N., Kaufman, Y.J., and Kendall, J.D., 1990,
NOAA-11
AVHRR visible and near-IR inflight calibration: The International
Journal
of Remote Sensing, v. 11, no. 8, p. 1511.
Kidwell, K.B., 1988, NOAA
Polar Orbiter Data Users' Guide, National
Oceanic and Atmospheric
Administration, World Weather Building,
Room 100, Washington, D.C.
Price, John C., 1987,
Calibration of satellite radiometers and the
comparison of vegetation
indices: Remote Sensing of the
Environment,
v. 21, no. 15, pp. 15-27.
Rao, Nagaraja C. R., 1987, Pre-launch
calibration of channels 1 and
2 of Advanced Very High Resolution
Radiometer: NOAA Technical
Report
NESDIS 36, Satellite Research Laboratory, National
Environmental
Satellite, Data, and Information Service, Washington,
D.C., 62 p.
Teillet,
P.M., 1991, Radiometric and atmospheric correction
procedures for AVHRR
preprocessing in the solar reflective channels
in 5th International
Colloqium on Spectral Signatures of Objects in
Remote Sensing, Courchevel,
France, 1991, Proceedings:
U.S. Department of Agriculture, Soil
Conservation Service, 1981,
Land resource regions and major land resource
areas of the United
States: Agricultural Handbook 296, 156 p.
##############################################################
VIII.
APPENDIX II - Pixel Date Attribute Table
PERIOD INDEX
SCENEID Date GMT
------ -----
---------------- ------- --------
1 1
AH11010891183803 01-08-91 18:38:03
2
AH11010491192355 01-04-91 19:23:55
3
AH11011791220533 01-17-91 22:05:33
4
AH11011591204330 01-15-91 20:43:30
5
AH11011391210546 01-13-91 21:05:46
6
AH11011291211711 01-12-91 21:17:11
7
AH11011391192415 01-13-91 19:24:15
8
AH11011491191316 01-14-91 19:13:16
9
AH11011591190208 01-15-91 19:02:08
2 1
AH11020591215342 02-05-91 21:53:42
2
AH11020691214150 02-06-91 21:41:50
3
AH11020791213000 02-07-91 21:30:00
4
AH11020191205526 02-01-91 20:55:26
5
AH11020691195713 02-06-91 19:57:13
6
AH11020391185104 02-03-91 18:51:04
7
AH11020291190222 02-02-91 19:02:22
8
AH11020791194559 02-07-91 19:45:59
9
AH11020491183820 02-04-91 18:38:20
10
AH11020391185003 02-03-91 18:50:03
101
AH11021191204348 02-11-91 20:43:48
102
AH11021491200948 02-14-91 20:09:48
103
AH11021091191327 02-10-91 19:13:27
104
AH11020991192442 02-09-91 19:24:42
105
AH11020891193523 02-08-91 19:35:23
106
AH11020891211825 02-08-91 21:18:25
3 1
AH11030191204317 03-01-91 20:43:17
2
AH11030491201001 03-04-91 20:10:01
3
AH11030591195751 03-05-91 19:57:51
4
AH11030591182005 03-05-91 18:20:05
5
AH11030791211705 03-07-91 21:17:05
6
AH11030691212844 03-06-91 21:28:44
7
AH11030691194652 03-06-91 19:46:52
8
AH11030691180931 03-06-91 18:09:31
9
AH11030791193538 03-07-91 19:35:38
101
AH11030891210528 03-08-91 21:05:28
102
AH11030991191329 03-09-91 19:13:29
103
AH11031191185138 03-11-91 18:51:38
104
AH11031291201945 03-12-91 20:19:45
105
AH11031291184054 03-12-91 18:40:54
106
AH11030991205350 03-09-91 20:53:50
107
AH11030891192441 03-08-91 19:24:41
108
AH11031391200828 03-13-91 20:08:28
109
AH11031391215154 03-13-91 21:51:54
110
AH11031491195713 03-14-91 19:57:13
4 1
AH11031791210448 03-17-91 21:04:48
2
AH11031891205311 03-18-91 20:53:11
3
AH11031991190150 03-19-91 19:01:50
4
AH11031991204144 03-19-91 20:41:44
5
AH11032091185054 03-20-91 18:50:54
101
AH11032491194512 03-24-91 19:45:12
102
AH11032591193355 03-25-91 19:33:55
103
AH11032391195613 03-23-91 19:56:13
104
AH11032691192258 03-26-91 19:22:58
105
AH11032791205201 03-27-91 20:52:01
106
AH11032791191143 03-27-91 19:11:43
107
AH11032891222632 03-28-91 22:26:32
108
AH11032891190045 03-28-91 19:00:45
109
AH11032891204038 03-28-91 20:40:38
5 1
AH11033091220126 03-30-91 22:01:26
2
AH11032991202900 03-29-91 20:29:00
3
AH11033191200617 03-31-91 20:06:17
4
AH11033191182811 03-31-91 18:28:11
5
AH11033091201738 03-30-91 20:17:38
6
AH11033191214925 03-31-91 21:49:25
7
AH11040291194352 04-02-91 19:43:52
8
AH11040291212538 04-02-91 21:25:38
9
AH11040191195458 04-01-91 19:54:58
10
AH11040391193233 04-03-91 19:32:33
11
AH11040391175627 04-03-91 17:56:27
12
AH11040391211354 04-03-91 21:13:54
13
AH11040491210211 04-04-91 21:02:11
101
AH11040591205028 04-05-91 20:50:28
102
AH11040591190915 04-05-91 19:09:15
103
AH11040691185651 04-06-91 18:56:51
104
AH11040691203901 04-06-91 20:39:01
105
AH11040791221201 04-07-91 22:12:01
106
AH11040791184825 04-07-91 18:48:25
107
AH11040891215940 04-08-91 21:59:40
108
AH11040791202721 04-07-91 20:27:21
109
AH11040991214803 04-09-91 21:48:03
110
AH11040991200320 04-09-91 20:03:20
111
AH11041091213603 04-10-91 21:36:03
112
AH11041191194110 04-11-91 19:41:10
113
AH11041191212419 04-11-91 21:24:19
114
AH11041091195325 04-10-91 19:53:25
6 1
AH11041291211236 04-12-91 21:12:36
2
AH11041291175513 04-12-91 17:55:13
3
AH11041391210054 04-13-91 21:00:54
4
AH11041291193022 04-12-91 19:30:22
5
AH11041491204913 04-14-91 20:49:13
6
AH11041491190750 04-14-91 19:07:50
7
AH11041591203748 04-15-91 20:37:48
8
AH11041591185504 04-15-91 18:55:04
9
AH11041691202606 04-16-91 20:26:06
10
AH11041691184228 04-16-91 18:42:28
11
AH11041791215812 04-17-91 21:58:12
12
AH11041891214609 04-18-91 21:46:09
13
AH11041791201343 04-17-91 20:13:43
101
AH11041991180854 04-19-91 18:08:54
102
AH11041991213422 04-19-91 21:34:22
103
AH11042191211037 04-21-91 21:10:37
104
AH11042191192842 04-21-91 19:28:42
105
AH11042091193935 04-20-91 19:39:35
106
AH11042291205909 04-22-91 20:59:09
107
AH11042291191702 04-22-91 19:17:02
108
AH11042391204720 04-23-91 20:47:20
109
AH11042391190723 04-23-91 19:07:23
110
AH11042491185620 04-24-91 18:56:20
111
AH11042491203552 04-24-91 20:35:52
112
AH11042591202410 04-25-91 20:24:10
113 AH11042591220832 04-25-91 22:08:32
7 1
AH11042791214405 04-27-91 21:44:05
2
AH11042791200120 04-27-91 20:01:20
3
AH11042791182349 04-27-91 18:23:49
4
AH11042891195011 04-28-91 19:50:11
5 AH11042891181251 04-28-91 18:12:51
6
AH11042891213201 04-28-91 21:32:01
7
AH11042991180224 04-29-91 18:02:24
8
AH11042991212013 04-29-91 21:20:13
9
AH11043091210830 04-30-91 21:08:30
10 AH11043091192745 04-30-91 19:27:45
11
AH11050191205644 05-01-91 20:56:44
12
AH11050291190520 05-02-91 19:05:20
13
AH11050291204515 05-02-91 20:45:15
101
AH11050391203346 05-03-91 20:33:46
102 AH11050391185417 05-03-91 18:54:17
103
AH11050491220608 05-04-91 22:06:08
104
AH11050491184330 05-04-91 18:43:30
105
AH11050591215346 05-05-91 21:53:46
106
AH11050591183229 05-05-91 18:32:29
107 AH11050691195912 05-06-91 19:59:12
109
AH11050791194810 05-07-91 19:48:10
110
AH11050891211809 05-08-91 21:18:09
111
AH11050891193647 05-08-91 19:36:47
112
AH11050991192540 05-09-91 19:25:40
113 AH11050991210622 05-09-91 21:06:22
8 1
AH11051091191434 05-10-91 19:14:34
2
AH11051191204306 05-11-91 20:43:06
3
AH11051191190329 05-11-91 19:03:29
4
AH11051291221604 05-12-91 22:16:04
5 AH11051291203122 05-12-91 20:31:22
6
AH11051391201953 05-13-91 20:19:53
7
AH11051391184123 05-13-91 18:41:23
8
AH11051291185225 05-12-91 18:52:25
9
AH11051491215141 05-14-91 21:51:41
10 AH11051491200835 05-14-91 20:08:35
11
AH11051591213936 05-15-91 21:39:36
12
AH11051591195726 05-15-91 19:57:26
13
AH11051591181945 05-15-91 18:19:45
14
AH11051691212747 05-16-91 21:27:47
15
AH11051691194602 05-16-91 19:46:02
101
AH11051891210413 05-18-91 21:04:13
102
AH11051991205228 05-19-91 20:52:28
103
AH11051991191228 05-19-91 19:12:28
104
AH11052091222618 05-20-91 22:26:18
105
AH11052091190124 05-20-91 19:01:24
106
AH11052191221335 05-21-91 22:13:35
107
AH11052191202910 05-21-91 20:29:10
108
AH11052291220126 05-22-91 22:01:26
109
AH11052291183914 05-22-91 18:39:14
110
AH11052391214904 05-23-91 21:49:04
9 1
AH11052591212509 05-25-91 21:25:09
2
AH11052591194341 05-25-91 19:43:41
3
AH11052791210147 05-27-91 21:01:47
4
AH11052791192111 05-27-91 19:21:11
5 AH11052891205001
05-28-91 20:50:01
6
AH11052891191108 05-28-91 19:11:08
7
AH11052991185859 05-29-91 18:58:59
8
AH11052991203830 05-29-91 20:38:30
9
AH11053091202646 05-30-91 20:26:46
101 AH11060191214635 06-01-91 21:46:35
102
AH11060291213429 06-02-91 21:34:29
103
AH11060191182620 06-01-91 18:26:20
104
AH11060391194113 06-03-91 19:41:13
105
AH11060391212238 06-03-91 21:22:38
106 AH11060291195239 06-02-91
19:52:39
107 AH11060491211055 06-04-91 21:10:55
108
AH11060491193011 06-04-91 19:30:11
109
AH11060591205907 06-05-91 20:59:07
110
AH11060591191848 06-05-91 19:18:48
111 AH11060691223330 06-06-91
22:33:30
112 AH11060691204735 06-06-91 20:47:35
10 1
AH11060991215559 06-09-91 21:55:59
2
AH11060791203605 06-07-91 20:36:05
3
AH11060891202420 06-08-91 20:24:20
4 AH11060991183444 06-09-91
18:34:44
5 AH11061091200139 06-10-91 20:01:39
6
AH11061091214351 06-10-91 21:43:51
7
AH11061191195017 06-11-91 19:50:17
8
AH11061291193852 06-12-91 19:38:52
9 AH11061291212013 06-12-91
21:20:13
10 AH11061391192743 06-13-91 19:27:43
11
AH11061391210824 06-13-91 21:08:24
101
AH11061591204504 06-15-91 20:45:04
102
AH11061491191635 06-14-91 19:16:35
103 AH11061891201019 06-18-91
20:10:19
104 AH11061891215325 06-18-91 21:53:25
105
AH11061791202148 06-17-91 20:21:48
106
AH11061791220533 06-17-91 22:05:33
107
AH11061991214117 06-19-91 21:41:17
108 AH11061991195908 06-19-91
19:59:08
109 AH11061691203318 06-16-91 20:33:18
110
AH11061891183231 06-18-91 18:32:31
111
AH11061991182144 06-19-91 18:21:44
112
AH11062091212925 06-20-91 21:29:25
11 1 AH11062291210544 06-22-91
21:05:44
2 AH11062391205355 06-23-91 20:53:55
3
AH11062391191357 06-23-91 19:13:57
4
AH11062591203042 06-25-91 20:30:42
5
AH11062491204222 06-24-91 20:42:22
6 AH11062691184101 06-26-91
18:41:01
7 AH11062691201912 06-26-91 20:19:12
8
AH11062791215031 06-27-91 21:50:31
9
AH11062791200744 06-27-91 20:07:44
10
AH11062791182950 06-27-91 18:29:50
101 AH11062891195632 06-28-91
19:56:32
102 AH11063091211442 06-30-91 21:14:42
103
AH11062991194507 06-29-91 19:45:07
104
AH11070191210254 07-01-91 21:02:54
105
AH11070191192233 07-01-91 19:22:33
106 AH11070291205115 07-02-91
20:51:15
107 AH11070291191120 07-02-91 19:11:20
108
AH11070391203942 07-03-91 20:39:42
109
AH11070391222427 07-03-91 22:24:27
110
AH11070391190013 07-03-91 19:00:13
111 AH11070491221200 07-04-91
22:12:00
112 AH11070491202755 07-04-91 20:27:55
12 1
AH11070591215949 07-05-91 21:59:49
2
AH11070691214739 07-06-91 21:47:39
3
AH11070691200456 07-06-91 20:04:56
4 AH11070791213531 07-07-91
21:35:31
5 AH11070591201625 07-05-91 20:16:25
6
AH11070891212338 07-08-91 21:23:38
7
AH11070891194216 07-08-91 19:42:16
8
AH11070991211153 07-09-91 21:11:53
9 AH11070991193111 07-09-91
19:31:11
10 AH11071091210004 07-10-91 21:00:04
11
AH11071191223408 07-11-91 22:34:08
12
AH11071191190854 07-11-91 19:08:54
101
AH11071291185747 07-12-91 18:57:47
102 AH11071391202511 07-13-91
20:25:11
103 AH11071391184641 07-13-91 18:46:41
104
AH11071491215646 07-14-91 21:56:46
105
AH11071491201340 07-14-91 20:13:40
106
AH11071591182503 07-15-91 18:25:03
107 AH11071591200212 07-15-91
20:02:12
108 AH11071691213243 07-16-91 21:32:43
109
AH11071691195059 07-16-91 19:50:59
110
AH11071691181415 07-16-91 18:14:15
111
AH11071791212051 07-17-91 21:20:51
112
AH11071791193932 07-17-91 19:39:32
113
AH11071891192821 07-18-91 19:28:21
114
AH11071891210900 07-18-91 21:09:00
13 1
AH11071991205710 07-19-91 20:57:10
2
AH11071991191711 07-19-91 19:17:11
3
AH11072091204536 07-20-91 20:45:36
4
AH11072091190603 07-20-91 19:06:03
5
AH11072191221811 07-21-91 22:18:11
6
AH11072191203347 07-21-91 20:33:47
7
AH11072291220543 07-22-91 22:05:43
8
AH11072291184349 07-22-91 18:43:49
9
AH11072391183303 07-23-91 18:33:03
10
AH11072291202215 07-22-91 20:22:15
11
AH11072491182215 07-24-91 18:22:15
12
AH11072391201049 07-23-91 20:10:49
13
AH11072391215336 07-23-91 21:53:36
101
AH11072891205425 07-28-91 20:54:25
102
AH11072991204229 07-29-91 20:42:29
103
AH11073091221500 07-30-91 22:15:00
104
AH11073091203055 07-30-91 20:30:55
105
AH11073191201923 07-31-91 20:19:23
106
AH11080191215037 08-01-91 21:50:37
107
AH11080191200754 08-01-91 20:07:54
14 1
AH11080291213828 08-02-91 21:38:28
2
AH11080291195640 08-02-91 19:56:40
3
AH11080391212635 08-03-91 21:26:35
4
AH11080491193400 08-04-91 19:34:00
5
AH11080591192250 08-05-91 19:22:50
6
AH11080691205115 08-06-91 20:51:15
7
AH11080691191124 08-06-91 19:11:24
8
AH11080791222408 08-07-91 22:24:08
9
AH11080791190030 08-07-91 19:00:30
10
AH11080891184923 08-08-91 18:49:23
101
AH11080991215932 08-09-91 21:59:32
102
AH11081091200452 08-10-91 20:04:52
103
AH11081191213522 08-11-91 21:35:22
104
AH11081191195337 08-11-91 19:53:37
105
AH11081291180606 08-12-91 18:06:06
106
AH11081391211134 08-13-91 21:11:34
107
AH11081491205942 08-14-91 20:59:42
108
AH11081491191944 08-14-91 19:19:44
109
AH11081591223325 08-15-91 22:33:25
15 1
AH11081691185724 08-16-91 18:57:24
2
AH11081791202443 08-17-91 20:24:43
3
AH11081891201310 08-18-91 20:13:10
4
AH11081991214401 08-19-91 21:44:01
5
AH11081991200154 08-19-91 20:01:54
6
AH11081891215558 08-18-91 21:55:58
7
AH11082091213158 08-20-91 21:31:58
8
AH11082091195032 08-20-91 19:50:32
9
AH11082191193918 08-21-91 19:39:18
10
AH11082191212004 08-21-91 21:20:04
101
AH11082491190531 08-24-91 19:05:31
102
AH11082591203311 08-25-91 20:33:11
103
AH11082591221716 08-25-91 22:17:16
104
AH11082591185437 08-25-91 18:54:37
105
AH11082691202138 08-26-91 20:21:38
106
AH11082691184329 08-26-91 18:43:29
107
AH11082791201004 08-27-91 20:10:04
108
AH11082791183236 08-27-91 18:32:36
109
AH11082891214037 08-28-91 21:40:37
110
AH11082991212841 08-29-91 21:28:41
111
AH11082991194719 08-29-91 19:47:19
112
AH11082991181057 08-29-91 18:10:57
16 1
AH11090191223855 09-01-91 22:38:55
2
AH11083091193605 08-30-91 19:36:05
3
AH11083091211647 08-30-91 21:16:47
4
AH11083191210454 08-31-91 21:04:54
5
AH11090191191326 09-01-91 19:13:26
6
AH11090291190231 09-02-91 19:02:31
7
AH11083191192453 08-31-91 19:24:53
8
AH11090391202952 09-03-91 20:29:52
9
AH11090391221338 09-03-91 22:13:38
10
AH11090491201810 09-04-91 20:18:10
11
AH11090491220116 09-04-91 22:01:16
12
AH11090591214902 09-05-91 21:49:02
13
AH11090591200652 09-05-91 20:06:52
14
AH11090391185122 09-03-91 18:51:22
101
AH11090691195520 09-06-91 19:55:20
102
AH11090791194349 09-07-91 19:43:49
103
AH11090891193234 09-08-91 19:32:34
104
AH11090991210117 09-09-91 21:01:17
105
AH11090991192119 09-09-91 19:21:19
106
AH11091191222216 09-11-91 22:22:16
107
AH11091191203753 09-11-91 20:37:53
108
AH11091191185901 09-11-91 18:59:01
109
AH11091291184806 09-12-91 18:48:06
110
AH11091291220945 09-12-91 22:09:45
17 1
AH11091391183658 09-13-91 18:36:58
2
AH11091491214531 09-14-91 21:45:31
3
AH11091591213319 09-15-91 21:33:19
4
AH11091691194037 09-16-91 19:40:37
5
AH11091791210929 09-17-91 21:09:29
6
AH11091791192909 09-17-91 19:29:09
7
AH11091691212122 09-16-91 21:21:22
8
AH11091891205749 09-18-91 20:57:49
9
AH11091991204611 09-19-91 20:46:11
101
AH11092091203419 09-20-91 20:34:19
102
AH11092191220551 09-21-91 22:05:51
103
AH11092291183342 09-22-91 18:33:42
104
AH11092391214137 09-23-91 21:41:37
105
AH11092391195950 09-23-91 19:59:50
106
AH11092491212940 09-24-91 21:29:40
107
AH11092591211743 09-25-91 21:17:43
18 1
AH11092791191432 09-27-91 19:14:32
2
AH11092891204214 09-28-91 20:42:14
3
AH11092991221420 09-29-91 22:14:20
4
AH11092991203036 09-29-91 20:30:36
5
AH11093091220203 09-30-91 22:02:03
6
AH11100191214952 10-01-91 21:49:52
7
AH11100291213753 10-02-91 21:37:53
8
AH11100391212555 10-03-91 21:25:55
9
AH11100391194453 10-03-91 19:44:53
101
AH11100491193322 10-04-91 19:33:22
102
AH11100491211359 10-04-91 21:13:59
103
AH11100691205023 10-06-91 20:50:23
104 AH11100591210203 10-05-91 21:02:03
105
AH11100791203829 10-07-91 20:38:29
106
AH11100891202649 10-08-91 20:26:49
107
AH11100891184840 10-08-91 18:48:40
108
AH11100991201513 10-09-91 20:15:13
109 AH11100991183744 10-09-91 18:37:44
110
AH11101091200353 10-10-91 20:03:53
111
AH11101091214542 10-10-91 21:45:42
19 1
AH11101191213342 10-11-91 21:33:42
2
AH11101191195219 10-11-91 19:52:19
3 AH11101591204621 10-15-91 20:46:21
4
AH11101391210947 10-13-91 21:09:47
5
AH11101391192944 10-13-91 19:29:44
6
AH11101691221813 10-16-91 22:18:13
7
AH11101691203427 10-16-91 20:34:27
8 AH11101691185556 10-16-91 18:55:56
9
AH11101791220554 10-17-91 22:05:54
10
AH11101791202248 10-17-91 20:22:48
11
AH11101791184458 10-17-91 18:44:58
101
AH11101891201126 10-18-91 20:11:26
102 AH11102091212934 10-20-91 21:29:34
103
AH11101891183347 10-18-91 18:33:47
104
AH11102291192542 10-22-91 19:25:42
105
AH11102391191426 10-23-91 19:14:26
106
AH11102491190311 10-24-91 19:03:11
107 AH11102291210540 10-22-91 21:05:40
108
AH11101891215336 10-18-91 21:53:36
20 1
AH11110891210837 11-08-91 21:08:37
2
AH11110991205651 11-09-91 20:56:51
3
AH11110991191718 11-09-91 19:17:18
4 AH11111191221634 11-11-91 22:16:34
5
AH11111091204451 11-10-91 20:44:51
6
AH11111291220410 11-12-91 22:04:10
7
AH11111291202123 11-12-91 20:21:23
8
AH11111391201010 11-13-91 20:10:10
9 AH11111391215216 11-13-91 21:52:16
10
AH11111491213956 11-14-91 21:39:56
11
AH11111591194652 11-15-91 19:46:52
12
AH11111791210402 11-17-91 21:04:02
13
AH11111691193530 11-16-91 19:35:30
14 AH11111791192408 11-17-91 19:24:08
15
AH11111691211549 11-16-91 21:15:49
16
AH11111891205201 11-18-91 20:52:01
17
AH11111891191248 11-18-91 19:12:48
18
AH11111991204028 11-19-91 20:40:28
19
AH11112091221208 11-20-91 22:12:08
20
AH11112091202846 11-20-91 20:28:46
21
AH11112191215932 11-21-91 21:59:32
22
AH11112191201705 11-21-91 20:17:05
21 101
AH11120691190405 12-06-91 19:04:05
102
AH11120691204238 12-06-91 20:42:38
103
AH11120791221416 12-07-91 22:14:16
104
AH11120791203053 12-07-91 20:30:53
105
AH11120891220152 12-08-91 22:01:52
106
AH11120991214930 12-09-91 21:49:30
107
AH11120991200744 12-09-91 20:07:44
108
AH11121091195608 12-10-91 19:56:08
109
AH11121191194444 12-11-91 19:44:44
110
AH11121291211320 12-12-91 21:13:20
111
AH11121491223410 12-14-91 22:34:10
112 AH11121491204931
12-14-91 20:49:31
113
AH11121591222128 12-15-91 22:21:28
114
AH11121591203745 12-15-91 20:37:45
115
AH11121691220903 12-16-91 22:09:03
116
AH11121691202600 12-16-91 20:26:00
117 AH11121791215644 12-17-91
21:56:44
118 AH11121791201422 12-17-91 20:14:22
119
AH11121391210132 12-13-91 21:01:32
120
AH11121891200255 12-18-91 20:02:55
121
AH11121991195115 12-19-91 19:51:15
#################### END
DOC SECTION #########################
\header
\data