Last week we explored how combining large numbers of video frames into a single grid-based montage allows us to vastly accelerate at-scale OCR, but comes at the cost of reduced accuracy on extreme edge cases. At the same time, the primary use case for television news OCR lies with extracting more ordinary onscreen text such as chyrons, crawls and other high-quality front-facing text. How well does this montage workflow work in such scenarios? Let's explore how GCP's Cloud Vision API handles OCR of a 15×15 grid of an extract of 224 1fps frames from a circa-2010 SD-resolution CNN broadcast.

The end result is remarkable, with both extremely high accuracy and near-total recovery of the primary onscreen text, all with a 224x reduction in cost and increase in performance over single-frame OCR.

You can see the complete OCR results below:

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FRAMEID 0 => (RIOTERS TARGET PEACEKEEPERS
CNW
)
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FRAMEID 1 => (RIOTERS TARGET PEACEKEEPERS
CNN
)
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FRAMEID 2 => (RIOTERS TARGET PEACEKEEPERS
CNN
)
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FRAMEID 3 => (RIOTERS TARGET PEACEKEEPERS
CNN
S&P A 1.82
)
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FRAMEID 4 => (RIOTERS TARGET PEACEKEEPERS
CNN
)
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FRAMEID 5 => (RIOTERS TARGET PEACEKEEPERS
CNW
)
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FRAMEID 6 => (RIOTERS TARGET PEACEKEEPERS
CNN
10:50 AM ET
)
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FRAMEID 7 => (RIOTERS TARGET PEACEKEEPERS
CNN
10:59 AM ET
)
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FRAMEID 8 => (Etire
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FRAMEID 9 => (CNW
10:59 AM ET
)
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FRAMEID 10 => (GM SHIFTS INTO HIGH GEAR
CNW
)
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FRAMEID 11 => (GM SHIFTS INTO HIGH GEAR
CAW
7:59 AM PT
)
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FRAMEID 12 => (VOLT
GM SHIFTS INTO HIGH GEAR
CNN
7:59 AM PT
)
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FRAMEID 13 => (GM SHIFTS INTO HIGH GEAR
CNN
)
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FRAMEID 14 => (GM SHIFTS INTO HIGH GEAR
CNN
7:59 AM PT
)
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FRAMEID 15 => (GM SHIFTS INTO HIGH GEAR
CNN
7:59 AM PT
)
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FRAMEID 16 => (CANT
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FRAMEID 17 => (THE
THE
GRAMMY
GRAMMY
AWARDS
AWARDS
HE
MMY
ARDS
THE
GRAMM
CNNS
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FRAMEID 18 => (וז
GRA
GRY
A
AW
THE
AM
MMY
RDS
DJAY-Z: GETTING DOWN TO BUSINESS
CAW
DOW-12.26
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FRAMEID 19 => (THE
RAMMY
WARDS
GRA
GR
A
JAY-Z: GETTING DOWN TO BUSINESS
CNN
DOW 12.26
)
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FRAMEID 20 => (THE
MY
DS
GRAMMY
AWARDS
TH
GRA
JAY-Z: GETTING DOWN TO BUSINESS
CNN
DOW-12.26
)
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FRAMEID 21 => (AWAKUS
G MY
S
THE
THE
AMM
RAMM AMMY
WARDS
W JAY-Z: GETTING DOWN TO BUSINESS
CNN
)
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FRAMEID 22 => (GMY
S
THE
THE
AMN
WARDS
WARDS
JAY-Z: GETTING DOWN TO BUSINESS
CW
NASA 11.04
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NASA 11.10
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CAW
NASA 11.10
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CNN
NASA 11.04
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CNN
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CNN
S&P ▲ 1.98
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CNN
S&P 1.98
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CNN
SAP 198
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CNW
SUPA 1.95
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CNN
11:00 AM ET
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CNN
11:00 AM ET
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CNW
11:00 AM ET
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CAW
11:00 AM ET
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CAW
11:00 AM ET
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JAY-Z
CNN
8:00 AM PT
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LIVE
CAW
8:00 AM PT
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CAN
8:00 AM PT
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TONY HARRIS
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CAW
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now -15
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SROOM
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CAW
DOW-12.11
UPDATE Publicist shot to death after walking 'Burlesque' red carpet
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CAW
UPDATE Publicist shot to death after walking Burlesque red carpet NAS ▲ 10.79
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UPDATE Publicist shot to death after walking 'Burlesque' red carpet NAS 10.78
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UPDATE Publicat shot to death after waking urlesque red carpet NASA 10.78
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UPDATE Facebook bug disables members' accounts NAS 10.82
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TSA CHIEF BEFORE CONGRESS
CAW
UPDATE Facebook bug disables members' accounts NASA 10.82
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LIVE
CAW
UPDATE Facebook bug disables members' accounts
S&P 2.04
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CMW
UPDATE Facebook bug disables members' accounts
S&P ▲ 2.04
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LIVE
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UPDATE book bug disables members accou
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UPDATE TSA chief likely to face lawmakers' questions on pat-downs, body scans S&P 2.04
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UPDATE TSA chieflikely to face lawmakers' questions on pat-downs, body scans S&P 2.04
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LIVE
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LIVE
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UPDATE TSA chief likely to face lawmakers' questions on pat-downs, body scans 11:00 AM ET
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UPDATE matary questions on per downs, wody wa
11:00 AM ET
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CAW
UPDATE Plane on training mission overdue at Alaska base 11:00 AM ET
)
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CNN
UPDATE Plane on training mission overdue at Alaska base 11:00 AM ET
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LIVE
CAN
UPDATE Plane on training mission overdue at Alaska base 8:00 AM PT
)
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LIVE
CNN
UPDATE Plane on training mission overdue at Alaska base 8:00 AM PT
)
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FRAMEID 63 => (TSA CHIEF BEFORE CONGRESS
LIVE
CNN
UPDATE on training mission overdue at Aleska bese
8:00 AM PT
)
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FRAMEID 64 => (TSA CHIEF BEFORE CONGRESS
LIVE
CAW
UPDATE About 20,000 lose power in Baltimore storms 8:00 AM PT
)
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LIVE
CAW
UPDATE About 20,000 lose power in Baltimore storms 8:00 AM PT
)
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FRAMEID 66 => (TSA CHIEF BEFORE CONGRESS
LIVE
CNN
UPDATE About 20,000 lose power in Baltimore storms DOW▼ -12.90
)
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FRAMEID 67 => (TSA CHIEF BEFORE CONGRESS
LIVE
CAN
UPDATE About 20,000 lose power in Baltimore storms DOW▼ -12.50
)
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FRAMEID 68 => (LIVE
TSA CHIEF BEFORE CONGRESS
CAN
UPDATE About 20,000 lose power in Baltimore storms DOW-12.90
)
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FRAMEID 69 => (TSA CHIEF BEFORE CONGRESS
UPDATE Climate change set to cause migrant surge
LIVE
CAN
DOW▼ -12.50
)
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TSA CHIEF BEFORE CONGRESS
CNN
UPDATE Climate change set to cause migrant surge
DOW-12.98
)
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FRAMEID 71 => (TSA CHIEF BEFORE CONGRESS
UPDATE Climate change set to cause migrant surge
LIVE
CAW
NASA 10.72
)
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FRAMEID 72 => (LIVE
TSA CHIEF BEFORE CONGRESS
CAN
UPDATE Climate change set to cause migrant surge
)
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FRAMEID 73 => (TSA CHIEF BEFORE CONGRESS
LIVE
CNN
UPDATE Climate change set to cause migrant surge
)
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FRAMEID 74 => (LIVE
TSA CHIEF BEFORE CONGRESS
CNW
UPDATE U.S. case to unfold against accused international arms dealer NASA 10.71
)
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LIVE
CNW
UPDATE U.S. case to unfold against accused international arms dealer NASA 10.67
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FRAMEID 76 => (TSA CHIEF BEFORE CONGRESS
LIVE
CAN
UPDATE U.S. case to unfold against accused international arms dealer S&P ▲ 1.83
)
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FRAMEID 77 => (TSA CHIEF BEFORE CONGRESS
LIVE
CAWN
UPDATE U.S. case to unfold against accused international arms dealer S&P 1.83
)
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FRAMEID 78 => (LIVE
CMW
UPDATE
US case to unfold against accused international arms dealer
)
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FRAMEID 79 => (LIVE
CAW
UPDATE This is CNN, the Worldwide Leader in News S&P 1.83
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FRAMEID 80 => (LIVE
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UPDATE This is CNN, the Worldwide Leader in News S&P 1.83
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FRAMEID 81 => (LIVE
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UPDATE This is CNN, the Worldwide Leader in News 11:00 AM ET
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UPDATE This is CNN, the Worldwide Leader in News 11:00 AM ET
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FRAMEID 83 => (LIVE
CAW
UPDATE CNN, the Worldwide Leader in Hews
11:00 AM ET
)
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FRAMEID 84 => (LIVE
CNN
11:01 AM ET
)
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FRAMEID 85 => (CAW
UPDATE Pope calls for Pakistani Christian woman to be freed 11:01 AM ET
)
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FRAMEID 86 => (CW
UPDATE Pope calls for Pakistani Christian woman to be freed 8:01 AM PT
)
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FRAMEID 87 => (CN
UPDATE Pope calls for Pakistani Christian woman to be freed 8:01 AM PT
)
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FRAMEID 88 => (CW
UPDATE
801 AM PT
)
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FRAMEID 89 => (CNN
UPDATE In Germany, evidence emerges of attack plans 01 AM PT
)
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FRAMEID 90 => (CNN
UPDATE In Germany, evidence emerges of attack plans 8:01 AM PT
)
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FRAMEID 91 => (UPDATE
Germany, evidence emerges of attack plans DOW▼ -10.02
)
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FRAMEID 92 => (CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
NEWS
ROOM CAN
UPDATE In Germany, evidence emerges of attack plans Dow -10.02
)
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FRAMEID 93 => (CHOLERA EPIDEMIC SPARKS VIOLENCE
NEWS
Haitians: U.N. peacekeepers brought disease
UPDATE
Germany, evidenta amarges
kplans DOW-10.78
)
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FRAMEID 94 => (CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
CW
UPDATE Editor reacts to German journalists accused of spying in Iran DOW▼ -10.97
)
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Haitians: U.N. peacekeepers brought disease
NEWS
BOOM CAN
UPDATE Editor reacts to German journalists accused of spying in Iran DOW-10.97
)
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FRAMEID 96 => (CHOLERA EPIDEMIC SPARKS VIOLENCE NEWS
Haitians: U.N. peacekeepers brought disease
ROOM CAN
UPDATE Editor reacts to German journalists accused of spying in Iran NAS ▲ 11.12
)
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FRAMEID 97 => (TUESDAY
CAP HAITIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
NEWS
UPDATE Editor reacts to German journalists accused of spying in Iran NASA 11.13
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FRAMEID 98 => (TUESDAY
CAP HAITIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
NEWS
ROON CAN
UPDATE
spying NASA 11.12
)
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FRAMEID 99 => (TUESDAY
CAP HAITIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE NEWS
ROOM CAN
Haitians: U.N. peacekeepers brought disease
UPDATE Russian woman calls in fake bomb threat to prevent daughter's marriage NASA 11.15
)
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FRAMEID 100 => (TUESDAY
CAP HAITIEN, HAMI
CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
CNN
UPDATE Russian woman calls in fake bomb threat to prevent daughter's marriage NASA 11.14
)
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FRAMEID 101 => (TUESDAY
CAP HAITIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE
NEWS
Haitians: U.N. peacekeepers brought disease
UPDATE: Russian woman calls in fake bomb threat to prevent daughter's marriage S&P 2.07
RUUM CAN
)
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CAP HAITIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease.
NEWS
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UPDATE Russian woman calls in fake bomb threat to prevent daughter's marriage sa 2.07
)
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CAP HAITIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE
NEWS
Haitians: U.N. peacekeepers brought disease
UPDATE was calla in laka bumi liveet tu prevent dengitem's marnig SP 2.07
)
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CAP HAITIEN, HAITI,
CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
HOOM CAN
UPDATE Hundreds of fetuses found at Thailand temple Sap 2.07
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FRAMEID 105 => (CAP HAITIEN
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Haitians: U.N. peacekeepers brought disease
HOOM CAN
UPDATE Hundreds of fetuses found at Thailand temple SP2.07
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CREPORTING
CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
UPDATE Hundreds of fetuses found at Thailand temple 11:01 AM ET
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Haitians: U.N. peacekeepers brought disease
UPDATE Hundreds of fetuses found at Thailand temple 11:01 AM ET
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Haitians: U.N. peacekeepers brought disease
NEWS
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UPDATE Volcano's toll rises to 273 dead in Indonesia 11:01 AM ET
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UPDATE Volcano's toll rises to 273 dead in Indonesia 11:01 AM ET
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UPDATE Volcano's toll rises to 273 dead in Indonesia 8:01 AM PT
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Haitians: U.N. peacekeepers brought disease
UPDATE Volcano's toll rises to 273 dead in Indonesia
6:01 AM PT
)
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CREPORTING
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Haitians: U.N. peacekeepers brought disease
UPDATE
NEWS
HHIM CNN
and toil rives to 273 dead in indonesis 8:01 AM PT
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FRAMEID 114 => (CAP HAITIEN
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IVAN
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Haitians: U.N. peacekeepers brought disease
UPDATE Tests may soon tell if bone in Holloway case is human 8:01 AM PT
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IVAN
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Haitians: U.N. peacekeepers brought disease
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Haitians: U.N. peacekeepers brought disease
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UPDATE Tests may soon tell if bone in Holloway case is human Dow -9.19
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CAP HAÏTIEN, HAITI
Haitians: U.N. peacekeepers brought disease
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PRYSIS
UPDATE ta may seen tell if bone in Holloway case is human DOWY 4.27
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TUESDAY
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UPDATE Cholera spreads to Dominican Republic
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UPDATE Cholera spreads to Dominican Republic
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hottaak
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UPDATE Cholera spreads to Dominican Republic
ROOM CNN
NASA 11.52
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UPDATE
a spreads to Daminican Republie
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TUESDAY
UPDATE Official: Israel to pull out of strategic border town NASA 11.54
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UPDATE This is CNN, the Worldwide Leader in News 11:01 AM ET
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Haitians: U.N. peacekeepers brought disease
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UPDATE This is CNN, the Worldwide Leader in News 11:01AM ET
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Haitians: U.N. peacekeepers brought disease
TUESDAY
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HOM CAN
UPDATE See news happening? Send pictures to iReport.com 11:01 AM ET
)
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FRAMEID 135 => (CAP HAITIEN
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CAP HAÏTIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
TUESDAY
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HOOM CAN
UPDATE See news happening? Send pictures to iReport.com 11:01 AM ET
)
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FRAMEID 136 => (CAP HAITIEN
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Haitians: U.N. peacekeepers brought disease
TUESDAY
UPDATE See news happening? Send pictures to iReport.com 8:01 AM PT
)
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Haitians: U.N. peacekeepers brought disease
TUESDAY
HUAM CAN
UPDATE See news happening? Send pictures to iReport.com 8:01 AM PT
)
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Haitians: U.N. peacekeepers brought disease
TUESDAY
NEWS
ROUM CAN
UPDATE See newe happening? Land pictures to Report.com 8:01 AM PT
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SEP 4 2.34
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UPDATE O.J. Simpson attorneys ask court to reconsider appeal S&P 2.34
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monellat appea11:02 AM ET
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UPDATE France: 500 patients may have died after taking diabetes drug Mediator Dow 3.76
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Senate
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UPDATE Illinois victory hands GOP net gain of 61 House seats S&P 2.43
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IVAN
WATSON
CNN REPORTING
TUESDAY
CAP HAÏTIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE
NEWS
Haitians: U.N. peacekeepers brought disease
HOUM CAN
UPDATEAN, the worldwide
NASA 11.42
)
-------------------------------- 
FRAMEID 224 => (CAP HAITIEN
IVAN
WATSON
CHREPORTING
TUESDAY
NEWS
CAP HAÏTIEN, HAITI
CHOLERA EPIDEMIC SPARKS VIOLENCE
Haitians: U.N. peacekeepers brought disease
UPDATE Pink confirms pregnancy on 'Ellen'
HOOM CAN
NASA 11.42
)