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| # Training samples derived from real shipping email patterns. | |
| # 30 per class → 90 total labelled examples for TF-IDF + LogReg. | |
| TONNAGE_SAMPLES = [ | |
| "MV SHENG AN HAI DWT 56564 OPEN XIAMEN CHINA O/A 2ND JUNE 2026 BULK CARRIER CCS CLASS", | |
| "MV FENG HUI HAI DWT 63260 OPEN GUANGZHOU CHINA O/A 6TH JUNE 2026 SDSTBC BUILT 2017", | |
| "SARONIC CHAMPION 93K SCRUBBER FITTED 2011 OPEN VUNG ANG VIETNAM 08-12 JUNE BULK CARRIER", | |
| "MV TRUE FRIEND DWT 51241 BUILT 2009 OPEN BEJAIA 1ST JUNE BULK CARRIER NK CLASS BARBADOS FLAG", | |
| "MV BLUE STAR 38K DWT OPEN GABES TUNISIA 25 MAY GEARED SELF TRIMMING BULK CARRIER ABS", | |
| "MV YIN HUA 1 DWT 46613 OPEN CHITTAGONG BANGLADESH O/A 5TH JUNE 2026 5HO 5HA CCS", | |
| "MV BI JIA SHAN DWT 56625 OPEN GWADAR PAKISTAN O/A 2ND JUNE 2026 HONG KONG FLAG SDBC", | |
| "MV YUANNING SEA DWT 55580 OPEN SOHAR OMAN O/A 30TH MAY 2026 PANAMA FLAG SDSTBC 4X30T CRANES", | |
| "MV COS ORCHID DWT 55550 OPEN DAR ES SALAAM TANZANIA O/A 1ST JUNE 2026 SINGAPORE FLAG SDBC", | |
| "MV DE SHENG HAI DWT 38821 OPEN MUCURIPE BRAZIL O/A 24-25 MAY 2026 BULK CARRIER", | |
| "MV AN DING HAI DWT 38800 OPEN CASABLANCA O/A 28-30 MAY 2026 HONG KONG FLAG SDBC 5HO 5HA", | |
| "VESSEL ATLANTIC BULKER 75000 DWT OPEN SANTOS BRAZIL 15 JUNE BUILT 2015 PANAMAX BULK CARRIER", | |
| "OUR DIRECT OWNERS OPEN AS FOLLOWS MV PACIFIC GLORY 82000 DWT OPEN ROTTERDAM 20 JUNE", | |
| "VESSEL AVAILABLE OCEAN PIONEER 58000 DWT ETA SINGAPORE 10 JUNE HANDYMAX BULK CARRIER", | |
| "MV DELTA WIND DWT 32000 OPEN ISTANBUL TURKEY 5 JULY BUILT 2008 HANDYSIZE GEARED", | |
| "MV ALPHA STAR 176000 DWT OPEN QINGDAO CHINA 1 JULY CAPESIZE BULK CARRIER LR CLASS", | |
| "DWT 28000 MV EMERALD SEAS OPEN PARANAGUA BRAZIL O/A 18 JUNE HANDYSIZE 4 CRANES 30T", | |
| "VESSEL POSITION MV CORAL BAY 50000 DWT OPEN PORT KLANG MALAYSIA 25 JUNE ETA HANDYMAX", | |
| "MV STEEL WING 64000 DWT OPEN ANTWERP BELGIUM 8 JUNE ULTRAMAX BULK CARRIER NK CLASS", | |
| "MV IRON HAWK 81000 DWT OPEN TUBARAO BRAZIL 22 JUNE PANAMAX BUILT 2012 BV CLASS", | |
| "GEARED BULK CARRIER MV OCEAN TIDE 38000 DWT OPEN CHITTAGONG O/A 14 JUNE 4X30T CRANES", | |
| "MV GRAND PEAK 57000 DWT OPEN COLOMBO SRI LANKA 18 JUNE SUPRAMAX BULK CARRIER SDBC", | |
| "VESSEL OPEN MV CAPE GLORY 181000 DWT QINGDAO 01 JULY CAPESIZE NO GEAR BUILT 2010", | |
| "MV RUBY STAR DWT 56000 OPEN HALDIA INDIA O/A 10 JUNE BUILT 2014 SUPRAMAX 5HO 5HA", | |
| "MV GOLDEN VENTURE 33000 DWT OPEN CONSTANTA ROMANIA 17 JUNE HANDYSIZE BUILT 2006", | |
| "MV CORAL SEA DWT 45000 OPEN PORT SUDAN O/A 12 JUNE HANDYMAX 4X30T CRANES SDBC", | |
| "VESSEL ATLAS BULK 92000 DWT OPEN NEWCASTLE AUSTRALIA 5 JULY KAMSARMAX BUILT 2016 LR", | |
| "MV SILVER PEAK 55000 DWT OPEN KRISHNAPATNAM INDIA O/A 3 JUNE SUPRAMAX CCS CLASS", | |
| "MV HORIZON GLORY 63000 DWT OPEN PASIR GUDANG MALAYSIA O/A 7 JUNE ULTRAMAX BUILT 2019", | |
| "OPEN VESSEL MV DELTA OCEAN 38000 DWT MORMUGAO INDIA 9 JUNE HANDYSIZE 4X30T", | |
| ] | |
| CARGO_VC_SAMPLES = [ | |
| "PLEASE OFFER FIRM FOR FULL CARGO 15000 20000 MTS MOLASSES LOAD PORT KOH SI CHANG THAILAND DISCHARGE PORT KANDLA CHENNAI LAYCAN MID JULY 2026", | |
| "CARGO 20000 MT HRC JEDDAH BILBAO FIOS 4000MT FHINC CQD DISCHARGE 25 JUNE 5 JULY 3.75 PCT", | |
| "20000 30000 MTS IRON SLAG IN BULK LP BUSHEHR DP DOHA 10000 12000 LAYCAN 25-30 JULY 3.75 TTL", | |
| "CARGO 30000 MTS UREA IN BULK POL BIK POD ISKENDERUN OR DURBAN 5000 5000 LAYCAN 16-20 JULY", | |
| "VOYAGE CHARTER 45000 MT COAL LOADING PORT NEWCASTLE AUSTRALIA DISCHARGE PORT MUNDRA INDIA LAYCAN JULY 2026", | |
| "CARGO REQUEST 25000 MT CLINKER POL COLOMBO SRI LANKA POD CHITTAGONG BANGLADESH LAYCAN EARLY JUNE", | |
| "FIRM CARGO 10000 12000 TONS SALT LOAD PORT KANDLA INDIA DISCH PORT COLOMBO LAYCAN 1-10 JUNE", | |
| "PLEASE FIND BELOW CARGO 50000 MT GRAIN POL ROSARIO ARGENTINA POD ANY PACIFIC PORT LAYCAN 15-25 JUNE", | |
| "VOYAGE CHARTER CARGO 35000 MT FERTILIZER LOADING YUZHNE UKRAINE DISCHARGE PARANAGUA BRAZIL", | |
| "CARGO 55000 MT COAL LP MUARA KUIN DISCHARGE PORT KRISHNAPATNAM LAYCAN 10-20 JULY 2026", | |
| "DIRECT CHARTERERS CARGO 22000 MT STEEL COILS LOAD ANTWERP DISCHARGE HOUSTON LAYCAN JUNE 2026", | |
| "CARGO 15000 MT SUGAR LOAD PORT SANTOS BRAZIL DISCHARGE PORT CASABLANCA MOROCCO LAYCAN 5-15 JUNE", | |
| "CARGO AVAILABILITY 60000 MT IRON ORE LOAD TUBARAO BRAZIL DISCHARGE QINGDAO CHINA LAYCAN JULY", | |
| "PLEASE OFFER 40000 MTS ROCK PHOSPHATE LOAD PORT JORF LASFAR DISCHARGE PORT CHENNAI LAYCAN MID JUNE", | |
| "CARGO 18000 MT WHEAT LOADING PORT ODESSA UKRAINE DISCHARGE PORT ALEXANDRIA EGYPT LAYCAN JUNE 2026", | |
| "VOYAGE CHARTER NEEDED 25000 MT PET COKE LOAD HOUSTON DISCHARGE MUNDRA LAYCAN EARLY JULY", | |
| "CARGO INQUIRY 30000 MT BAUXITE LOAD PORT CONAKRY GUINEA DISCHARGE PORT TIANJIN CHINA LAYCAN JULY", | |
| "CARGO REQUEST FIRM 12000 MTS RICE LOAD BANGKOK THAILAND DISCHARGE DAKAR SENEGAL LAYCAN JUNE", | |
| "50000 MT SOYBEANS LOAD PORT PARANAGUA BRAZIL DISCHARGE BARCELONA SPAIN LAYCAN LATE JUNE", | |
| "CARGO 75000 MT COAL LOADING PORT KHATOVKA RUSSIA DISCHARGE JAPAN PORTS LAYCAN AUGUST 2026", | |
| "VOYAGE CHARTER 20000 MT SCRAP LOAD ROTTERDAM NETHERLANDS DISCHARGE ALIAGA TURKEY LAYCAN JULY", | |
| "CARGO AVAILABILITY 40000 MT CORN LOAD ROSARIO ARGENTINA DISCHARGE ANY PORT SPAIN LAYCAN JUNE", | |
| "CARGO REQUEST 8000 MT CEMENT CLINKER LP VISHAKHAPATNAM INDIA DP CHITTAGONG LAYCAN 20-30 JUNE", | |
| "FIRM CARGO 35000 MT PHOSPHATE ROCK LOAD SAFI MOROCCO DISCHARGE HAMBURG GERMANY LAYCAN JUNE", | |
| "25000 MTS STEAM COAL LOAD PORT BONTANG INDONESIA DISCH PORT KARACHI PAKISTAN LAYCAN JULY", | |
| "CARGO 14000 MT SULFUR LP ADEN YEMEN DP NHAVA SHEVA INDIA LAYCAN EARLY JUNE", | |
| "VOYAGE CHARTER 30000 MT LIMESTONE LOAD VIZAG INDIA DISCHARGE HALDIA INDIA LAYCAN MID JUNE", | |
| "CARGO NEED 55000 MT COAL LOADING NEWLANDS AUSTRALIA DISCHARGE TUTICORIN INDIA LAYCAN JULY", | |
| "CARGO 18000 MT MOP FERTILIZER LOAD VANCOUVER CANADA DISCHARGE COLOMBO SRI LANKA LAYCAN JUNE", | |
| "PLEASE QUOTE 45000 MT IRON ORE PELLETS LOAD OMAN DISCHARGE QINGDAO CHINA LAYCAN AUGUST 2026", | |
| ] | |
| CARGO_TC_SAMPLES = [ | |
| "CHINA NOPAC ACCOUNT DAI AN OCEAN SHIPPING DELIVERY TM VANCOUVER LC 10-17 JUNE SMX UMX 1 TCT WITH GRAINS REDELIVERY CHITTAGONG 3.75 ADDCOM", | |
| "SEASIA DELIVERY MAKE SANGATTA EAST KALIMANTAN INDONESIA 29 2ND JUN 1 TCT WITH CLINKER TO BANGLADESH DURATION ABT 30 DAYS", | |
| "1 TCT WITH STEELS GEN LAWFULS 22K DWT HMAX DELIVERY ECI LAYCAN 15-18 JULY REDEL MED VIA GOA DURATION ABT 35-40 DAYS WOG", | |
| "WORLDWIDE ACCOUNT SEA SCHIFFE SUPRA ULTRA DELIVERY WW FULL MAY 1-3 YEARS TIME CHARTER INDEX WORKABLE 3.75 ADDCOM", | |
| "1 TCT WITH STEELS 33K DWT DELIVERY ECI LAYCAN 21-23 JULY REDELIVERY ARAG VIA COGH DURATION ABT 50-55 DAYS 3.75 ADC", | |
| "TIME CHARTER TRIP SUPRAMAX DELIVERY SINGAPORE REDELIVERY JAPAN 1 TCT COAL DURATION 30 DAYS HIRE USD 12000 PD", | |
| "TCT ULTRAMAX DELY ROTTERDAM REDEL WEST AFRICA 1 TCT GRAIN DURATION ABT 45 DAYS LAYCAN JUNE 2026", | |
| "ACCOUNT PACIFIC LOGISTICS TIME CHARTER TRIP PANAMAX DELIVERY SANTOS BRAZIL REDELIVERY ANTWERP DURATION 35 DAYS", | |
| "1 TCT WITH FERTILIZER SMX DELY AQABA JORDAN REDEL INDIA SUBCONTINENT LAYCAN MID JUNE DURATION 25 DAYS", | |
| "TIME CHARTER CAPESIZE DELIVERY QINGDAO CHINA REDELIVERY BRAZIL 1 TCT IRON ORE DURATION 60 DAYS", | |
| "TCT HANDY DELY CHITTAGONG REDEL SINGAPORE INDONESIA RANGE DURATION 15-20 DAYS CARGO CLINKER LAYCAN JUNE", | |
| "1 TCT PANAMAX DELIVERY RECALADA ARGENTINA REDELIVERY SPAIN PORTUG RANGE GRAIN 35-40 DAYS", | |
| "TCT REQUIRED ULTRAMAX DELIVERY PORT KLANG MALAYSIA REDELIVERY JAPAN KOREA RANGE COAL 30 DAYS LAYCAN JULY", | |
| "ACCOUNT GLOBAL SHIPPING 1 TCT SUPRAMAX DELY DURBAN REDEL CHINA FAR EAST DURATION 40-45 DAYS COAL", | |
| "TIME CHARTER TRIP HANDYSIZE DELIVERY ISTANBUL REDELIVERY WEST AFRICA DURATION 20-25 DAYS STEEL", | |
| "1 TCT WITH LOGS HANDYMAX DELIVERY MOMBASA KENYA REDELIVERY CHINA DURATION 45 DAYS LAYCAN JUNE", | |
| "TCT PANAMAX ACCOUNT OCEANWIDE CHARTERING DELY TUBARAO BRAZIL REDEL QINGDAO CHINA IRON ORE 55 DAYS", | |
| "MINI TCT HANDYSIZE 28000 DWT DELIVERY ROTTERDAM REDELIVERY WEST AFRICA DURATION 18 DAYS CARGO SCRAPS", | |
| "1 TCT SUPRAMAX DELIVERY SINGAPORE REDELIVERY INDONESIA RANGE 15-20 DAYS CLINKER LAYCAN EARLY JUNE", | |
| "TIME CHARTER TRIP ULTRAMAX DELY MANILA PHILIPPINES REDEL SOUTH KOREA DURATION 20 DAYS COAL", | |
| "TCT REQUIRED PANAMAX DELIVERY VENTSPILS LATVIA REDELIVERY AMSTERDAM RANGE LAYCAN MID JUNE GRAIN", | |
| "1 TCT WITH FERTILIZER SUPRAMAX DELY AQABA LAYCAN JULY REDEL INDIA DURATION 20-25 DAYS 3.75 ADDCOM", | |
| "WORLDWIDE TIME CHARTER 1-2 YEARS HANDYMAX DELIVERY ANYWHERE WORLDWIDE REDELIVERY WORLDWIDE FLAT HIRE", | |
| "TCT CAPESIZE 160K DWT DELIVERY DAMPIER AUSTRALIA REDELIVERY SOUTH KOREA IRON ORE 15-20 DAYS", | |
| "1 TCT HANDY DELY YANBU SAUDI ARABIA REDEL NHAVA SHEVA INDIA DURATION 12 DAYS CARGO CLINKER LAYCAN JUNE", | |
| "TIME CHARTER TRIP ULTRAMAX DELIVERY SOHAR OMAN REDELIVERY VIZAG INDIA DURATION 10 DAYS COAL", | |
| "TCT SUPRAMAX ACCOUNT MARITIME VENTURES DELY PORT SAID EGYPT REDEL BLACK SEA DURATION 15 DAYS", | |
| "1 TCT PANAMAX WITH COAL DELIVERY NEWCASTLE AUSTRALIA REDELIVERY EAST COAST INDIA DURATION 20 DAYS", | |
| "TIME CHARTER TRIP HANDYSIZE DELY AGADIR MOROCCO REDEL NORTH EUROPE RANGE DURATION 20-25 DAYS", | |
| "TCT REQUIRED GEARED ULTRAMAX DELIVERY PASIR GUDANG MALAYSIA REDELIVERY PHILIPPINES DURATION 15 DAYS CEMENT", | |
| ] | |