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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
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2024-04-15 13:15:02
Ученые создали ИИ-модель для анализа медицинских снимков
Исследователи из Массачусетского технологического института (MIT) разработали ИИ-модель для определения неоднозначных результатов на медицинских изображениях. По словам разработчиков, даже при использовании нейросетей для диагностики заболеваний по рентгеновским снимкам или данным МРТ всегда существует риск ошибок. Это связано с тем, что изображения могут быть нечеткими или содержать артефакты. «Наличие цифрового помощника может помочь в принятии решений. Сам факт обнаружения неопределенности на снимке может повлиять на вывод врача», — отметила кандидат компьютерных наук MIT Марианна Ракич. В основе метода лежит сегментация — процесс, в ходе которого медицинские изображения разделяются на отдельные области и тщательно изучаются на предмет выявления потенциально опасных участков. Названная в честь греческой богини случая ИИ-модель Tyche использует байесовские нейронные сети, которые способны обрабатывать неопределенность. Эти сети обучаются на наборе данных медицинских изображений, помеченных экспертами-врачами. Система сегментации Tyche. Данные: arxive.org. Нейросеть от MIT имеет несколько преимуществ по сравнению с другими ИИ-методами: более точно диагностирует заболевания, поскольку учитывает неопределенность в изображениях; генерирует меньше ложных срабатываний; позволяет врачам лучше понять, как ИИ пришел к своему выводу. Новая модель может иметь множество применений в медицине. Она способна помочь врачам более точно диагностировать рак на ранних стадиях и спрогнозировать исход заболевания, что может помочь им принимать более обоснованные решения. Также Tyche дает возможность исследователям разрабатывать новые варианты лечения. Ранее Google Cloud и немецкая медицинская компания Bayer объявили о создании ИИ-платформы, которая поможет рентгенологам быстрее ставить диагнозы. Напомним, в марте ученые Университета Оттавы сообщили о внедрении в свою работу нейросети для обнаружения сердечно-сосудистых заболеваний.
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