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FKP
FKP
FKP
FKP
FKP
FKP
FKP
FKP
FKP
FKP
FKP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GBP
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GEL
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GHS
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GIP
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GMD
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GNF
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GTQ
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
GYD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HKD
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HNL
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HRK
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HTG
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
HUF
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
IDR
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
ILS
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
IMP
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
INR
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
ISK
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JMD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JOD
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
JPY
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KES
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KGS
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KHR
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KMF
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KPW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KRW
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KWD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KYD
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
KZT
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LAK
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LBP
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LKR
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LRD
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LSL
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
LYD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MAD
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MDL
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MGA
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MKD
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MMK
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MNT
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MOP
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MRU
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MUR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MVR
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MWK
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MXN
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MYR
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
MZN
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NAD
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NGN
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NIO
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NOK
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NPR
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
NZD
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
OMR
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PAB
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PEN
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PGK
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PHP
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PKR
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PLN
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
PYG
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
QAR
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RON
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RSD
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RUB
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
RWF
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SAR
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SBD
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SCR
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SDG
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SEK
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SGD
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SHP
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLL
SLE
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SRD
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
SSP
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STD
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
STN
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SVC
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SYP
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
SZL
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
THB
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TJS
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TMT
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TND
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TOP
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TRY
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TTD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TWD
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
TZS
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UAH
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UGX
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UYU
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
UZS
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VES
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VND
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
VUV
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
WST
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZAR
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
ZMW
XCG
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWL
ZWG
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Κοινή χρήση Bitcoin
Forklog
2022-11-30 12:49:12
ИИ научили предсказывать проблемы с сердцем по рентгеновскому снимку
Ученые разработали модель глубокого обучения, которая с помощью одного снимка грудной клетки прогнозирует 10-летний риск смерти от сердечных заболеваний. Результаты исследования представили на ежегодном собрании Радиологического общества Северной Америки. Стандартная оценка рисков заболеваний сердечно-сосудистой системы проводится для назначения профилактических статинов. Классический анализ предусматривает статистический метод, учитывающий множество факторов вроде демографии, биомаркеров, патологий и вредных привычек. По словам ученых, эти данные не всегда доступны, из-за чего точность предсказания существенно снижается. Для улучшения прогнозирования риска заболеваний сердца ученые разработали модель глубокого обучения. Они натренировали ее на 147 497 рентгенограмм грудной клетки от 40 643 участников многоцентрового рандомизированного исследования скрининга рака предстательной железы, легких, толстой кишки и яичников. Затем они проверили алгоритм, используя другие данные 11 430 пациентов, которые ранее потенциально подходили для терапии статинами. Из них 1096 перенесли заболевание сердечно-сосудистой системы в течение последних 10 лет после рентгенограммы. Остальные пациенты подобных проблем не имели. В результате ИИ-модель с высокой точностью предсказывает риск заболеваний. У пациентов, столкнувшихся с проблемами сердечно-сосудистой системы, рассчитанный уровень был значительно выше. По словам ведущего автора исследования Джейкоба Вайса, алгоритм поможет выявлять людей, которым было бы полезно начать лечение статинами. «Основываясь на одном существующем рентгеновском изображении грудной клетки, наша модель глубокого обучения предсказывает будущие серьезные неблагоприятные сердечно-сосудистые события с аналогичной эффективностью и дополнительной ценностью установленному клиническому стандарту», — заявил он. Вайс добавил, что необходимы дополнительные исследования для проверки модели, которая в будущем может служить инструментом поддержки принятия решений для лечащих врачей. Напомним, в сентябре ученые создали ИИ, выявляющий заболевания по рентгенограммам. Подписывайтесь на новости ForkLog в Telegram: ForkLog AI — все новости из мира ИИ!
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