initial commit

README.md

@@ -0,0 +1,15 @@
+---
+tags:
+    - flair
+    - token-classification
+    - sequence-tagger-model
+language: en
+datasets:
+    - mwo_ner
+widget:
+    - text: "replace seal on pump"
+---
+
+## MWO NER Test
+
+A flair-based NER model for MWOs. There are five classes: `Item`, `Activity`, `Observation`, `Specifier`, and `Consumable`.

dev.tsv

@@ -0,0 +1,2309 @@
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+at O O
+compressor O O
+thermostat O O
+
+rear O O
+drive O O
+box O O
+creating O O
+oil O O
+item_id O O
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+in O O
+wrench O O
+
+oil B-Consumable B-Consumable
+leak O B-Observation
+under O O
+oil O O
+cooler O O
+
+replace B-Activity B-Activity
+planun O B-Item
+seal O B-Item
+
+noise O B-Observation
+in O O
+compressor O O
+item_id O O
+
+fitting B-Item B-Observation
+loose B-Observation B-Observation
+on O O
+grease O O
+tank O O
+item_id O O
+
+oil B-Consumable B-Consumable
+reserve B-Item B-Item
+system B-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+alternator B-Item B-Item
+not B-Observation B-Observation
+charging. I-Observation I-Observation
+
+damaged B-Observation B-Observation
+hydraulic B-Item B-Item
+hoses I-Item I-Item
+
+mast B-Item B-Item
+walkway B-Item B-Item
+mounting B-Item B-Item
+brackets I-Item I-Item
+cracked B-Observation B-Observation
+
+inverter B-Item B-Item
+not B-Observation B-Observation
+working. I-Observation I-Observation
+
+replace B-Activity B-Activity
+f O O
+gearbox B-Item B-Item
+input B-Specifier B-Item
+and O O
+output B-Specifier B-Item
+seals B-Item I-Item
+
+repair B-Activity B-Activity
+and O O
+adjust B-Activity B-Activity
+pipe B-Item B-Item
+guide B-Item I-Item
+
+repair B-Activity B-Activity
+to O O
+lack O O
+retract O O
+sensor O B-Item
+
+mast B-Item B-Item
+will B-Observation B-Observation
+not I-Observation I-Observation
+lower I-Observation I-Observation
+
+alternator B-Item B-Item
+not B-Observation B-Observation
+exciting I-Observation I-Observation
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+valve I-Item I-Item
+on O O
+na O O
+
+check B-Activity B-Activity
+tracks B-Item B-Item
+
+refit B-Activity B-Activity
+manufacturer30 B-Item O
+to O O
+machine B-Item O
+
+repair B-Activity B-Activity
+& O O
+replace B-Activity B-Activity
+breakout B-Item B-Item
+tongs I-Item B-Item
+& O O
+dies B-Item B-Item
+
+hydraulic B-Item B-Item
+button I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+check B-Activity B-Activity
+vibration O B-Item
+
+damaged B-Observation B-Observation
+
+mast B-Item B-Item
+will B-Observation B-Observation
+not I-Observation I-Observation
+raise I-Observation I-Observation
+
+repair B-Activity B-Activity
+and O O
+return B-Activity B-Activity
+d90 O B-Item
+track B-Item B-Item
+ass. I-Item O
+
+repaired B-Activity B-Activity
+hydraulic B-Item B-Item
+pipe I-Item I-Item
+on O O
+feed O O
+circuit O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+tool B-Item B-Item
+wrench B-Item B-Item
+stop B-Item O
+
+replace B-Activity B-Activity
+expansion B-Item B-Item
+joint I-Item I-Item
+gasket B-Consumable B-Item
+
+front O O
+l O O
+\ O O
+h O O
+side O O
+jack O O
+proxy O O
+u O O
+\ O O
+s O O
+
+ajust B-Activity O
+track B-Item O
+
+inverter B-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+leak B-Observation B-Observation
+in O O
+fuel O O
+system. O O
+
+hydraulic B-Item B-Item
+control I-Item I-Item
+light I-Item B-Item
+not B-Observation B-Observation
+staying I-Observation I-Observation
+on I-Observation I-Observation
+
+check B-Activity B-Activity
+vibration O B-Item
+in O O
+machine O O
+
+repairs B-Activity B-Activity
+to O O
+bracket O B-Item
+head O B-Item
+up O O
+switch O O
+
+repalce O B-Activity
+cylinder O B-Item
+head O B-Item
+
+oil B-Consumable B-Consumable
+pressure B-Item B-Item
+gauge I-Item I-Item
+faulty B-Observation B-Observation
+
+mindrill O O
+straighten O O
+/ O O
+refurb O B-Activity
+x2 O O
+d40 O O
+rods O O
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+- O O
+front O O
+jacks O O
+
+replace B-Activity B-Activity
+fuel O B-Item
+return B-Item I-Item
+hose. I-Item B-Item
+
+changeout B-Activity B-Activity
+l/h O O
+fan O O
+adaptor O O
+
+damaged B-Observation B-Observation
+hyd B-Item B-Item
+hose I-Item I-Item
+break B-Item B-Item
+out I-Item I-Item
+fork B-Item I-Item
+
+mindrill O O
+separate O O
+stabilizer O O
+and O O
+return O O
+
+refit B-Activity B-Activity
+lh O O
+track O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+acc. O O
+pumps O O
+
+changeout B-Activity B-Activity
+lh O O
+final O O
+drive O O
+oil O O
+bad O O
+sos O O
+
+changeout B-Activity B-Activity
+propel B-Item B-Item
+controller I-Item I-Item
+item_id O O
+
+replace B-Activity B-Activity
+grouser B-Item B-Item
+bolts I-Item B-Item
+& O O
+nuts O B-Item
+
+repaired B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+slap O O
+wrench O O
+
+repair B-Activity B-Activity
+top O O
+of O O
+carousel O O
+spider O O
+item_id O O
+
+replace B-Activity B-Activity
+grouser B-Item B-Item
+bolts I-Item B-Item
+in O O
+spare O O
+track O O
+
+mindrill O O
+rod O O
+changeout O O
+service O O
+
+ajust B-Activity O
+mast B-Item B-Item
+chains I-Item B-Item
+defect B-Observation B-Observation
+from O O
+operator O O
+
+changeout B-Activity B-Activity
+offcab O O
+side O O
+track O O
+adjuster O O
+
+check B-Activity B-Activity
+tracks B-Item B-Item
+hastings O B-Item
+item_id O O
+
+hydraulic B-Item B-Item
+control I-Item I-Item
+button I-Item B-Item
+wo B-Observation B-Observation
+n't I-Observation I-Observation
+switch I-Observation I-Observation
+of I-Observation O
+
+no5 B-Specifier O
+cyl O B-Item
+head O I-Item
+gasket O B-Item
+leaking O B-Observation
+warranty O O
+
+no4 B-Specifier O
+hose B-Item B-Item
+leaking B-Observation B-Observation
+top O O
+of O O
+separator O O
+
+repair B-Activity B-Activity
+to O O
+radio B-Item B-Item
+power B-Item B-Item
+supply I-Item I-Item
+
+repair B-Activity B-Activity
+/ O O
+replace B-Activity B-Activity
+broken B-Observation B-Observation
+fitting B-Item B-Item
+
+repairing B-Activity B-Activity
+air B-Item B-Item
+blower I-Item I-Item
+on O O
+window O O
+
+changeout B-Activity B-Activity
+hydraulic B-Item B-Item
+pump I-Item I-Item
+- O O
+water B-Item O
+injecti I-Item O
+
+carousel B-Item B-Item
+pin B-Item B-Item
+not B-Observation B-Observation
+greasing I-Observation I-Observation
+? O O
+? O O
+? O O
+
+repair B-Activity B-Activity
+to O O
+handrails B-Item B-Item
+
+replace B-Activity B-Activity
+fuel O B-Consumable
+solenoid B-Item B-Item
+
+repairs B-Activity B-Activity
+to O O
+access B-Item B-Item
+stairs I-Item I-Item
+switch B-Item B-Item
+
+replace B-Activity B-Activity
+pipe O B-Item
+position O I-Item
+damaged O B-Observation
+cups O B-Item
+
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+weekly O O
+inspection B-Activity O
+& O O
+misc O O
+jobs O O
+
+oil B-Consumable B-Consumable
+on B-Observation O
+gear B-Item O
+box I-Item O
+
+changeout B-Activity B-Activity
+leaking B-Observation B-Observation
+hose B-Item B-Item
+in O O
+dogbox O O
+na O O
+
+carousel B-Item B-Item
+not B-Observation B-Observation
+turning. I-Observation I-Observation
+
+refit B-Activity B-Activity
+missing B-Observation B-Observation
+split B-Item B-Item
+pins I-Item I-Item
+on O O
+cyl O O
+mounts O O
+
+replace B-Activity B-Activity
+exhaust B-Item B-Item
+tube B-Item B-Item
+
+replace B-Activity B-Activity
+head O B-Item
+guide B-Item B-Item
+wear B-Item B-Item
+strips I-Item I-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hose B-Item B-Item
+on O O
+mast O O
+na O O
+
+oil B-Consumable B-Consumable
+low B-Observation B-Observation
+in O O
+rotary O O
+head O O
+gearbox O O
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+break B-Item B-Item
+out I-Item I-Item
+wrench I-Item B-Item
+
+oil B-Consumable B-Consumable
+pressure O O
+&air O O
+discharge O O
+gauges O O
+not O O
+d O O
+
+alternator B-Item B-Item
+pulley B-Item B-Item
+needs B-Observation B-Observation
+replacing. B-Activity I-Observation
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+front O O
+pump O O
+drive O O
+gearbox O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+mast O O
+na O O
+
+front O O
+levelling O O
+jack O O
+light O O
+not O B-Observation
+coming O I-Observation
+on O I-Observation
+
+dangerous B-Observation O
+t/tronics O O
+( O O
+positioner O O
+) O O
+
+replace B-Activity B-Activity
+pipe O B-Item
+position O I-Item
+swing O B-Item
+cylinder O I-Item
+
+fix B-Activity B-Activity
+air B-Item B-Item
+cond I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+noisy O B-Observation
+ac B-Item O
+fan B-Item O
+motor I-Item O
+
+changeout B-Activity B-Activity
+l/h/f O O
+jack O O
+leg O O
+
+cab B-Item B-Item
+door I-Item I-Item
+to O O
+deck O B-Item
+leaking O B-Observation
+dust O I-Observation
+badly O O
+
+fix B-Activity B-Activity
+item_id O O
+machine B-Item O
+signage B-Item O
+
+align B-Activity B-Activity
+lh O O
+chain O O
+guide O O
+
+danaged O O
+rope O O
+cover O O
+lower O O
+left O O
+
+mindrill O O
+rod O O
+changeout O O
+
+replace B-Activity B-Activity
+head O B-Item
+packing B-Item B-Item
+
+leak B-Observation B-Observation
+at O O
+head O O
+motors O O
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item B-Item
+cyl. O O
+accident O O
+da O O
+
+replace B-Activity B-Activity
+positioner B-Item B-Item
+arm I-Item I-Item
+ram B-Item B-Item
+
+alternator B-Item B-Item
+overcharging B-Observation B-Observation
+
+oil O B-Consumable
+reserve B-Item B-Item
+making B-Observation B-Observation
+oil B-Consumable B-Consumable
+
+check B-Activity B-Activity
+trip B-Item B-Item
+arm I-Item I-Item
+on O O
+sensor O O
+top O O
+of O O
+mast O O
+
+hydrauilc O O
+leak O B-Observation
+deck B-Item B-Item
+spanner I-Item B-Item
+hose B-Item B-Item
+
+oil B-Consumable B-Consumable
+samples B-Activity B-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hoses B-Item B-Item
+
+replace B-Activity B-Activity
+& O O
+relocate B-Activity B-Activity
+oil B-Consumable B-Consumable
+lube B-Item B-Item
+station I-Item I-Item
+
+fix B-Activity B-Activity
+broken/loss O B-Observation
+handrails O B-Item
+
+changeout B-Activity B-Activity
+hydraulic B-Item B-Item
+pump I-Item I-Item
+- O O
+rotation O O
+
+replace B-Activity B-Activity
+positerner O B-Item
+arm O I-Item
+cylinder O B-Item
+
+replace B-Activity B-Activity
+positioner B-Item B-Item
+arm I-Item I-Item
+cyl O B-Item
+
+repalce O B-Activity
+alt. O O
+belts O O
+
+repairs B-Activity B-Activity
+to O O
+walkway B-Item B-Item
+
+mindrill O O
+supply O O
+drill O O
+rods O O
+
+carousel B-Item B-Item
+operation O B-Item
+appears O B-Observation
+slow O I-Observation
+
+mast B-Item B-Item
+will B-Observation B-Observation
+not I-Observation I-Observation
+unlock I-Observation I-Observation
+
+mast B-Item B-Item
+walky O B-Item
+cracked O B-Observation
+
+repair B-Activity B-Activity
+air B-Item B-Item
+supply I-Item I-Item
+to O O
+thread B-Consumable B-Item
+lube I-Consumable I-Item
+
+repair B-Activity B-Activity
+and O O
+return B-Activity B-Activity
+d90 O O
+track B-Item B-Item
+
+replace B-Activity B-Activity
+head O B-Item
+guide B-Item B-Item
+cover B-Item B-Item
+bolts O B-Item
+item_id O O
+
+mast B-Item B-Item
+walkway B-Item B-Item
+cracking B-Observation B-Observation
+
+fix B-Activity B-Activity
+bent B-Observation B-Observation
+jack B-Item B-Item
+cylinder I-Item B-Item
+pin B-Item B-Item
+
+repairs B-Activity B-Activity
+to O O
+two B-Item O
+way I-Item O
+radio I-Item O
+
+replace B-Activity B-Activity
+/refurbish B-Activity O
+dril B-Item B-Item
+rods I-Item I-Item
+
+alternator B-Item B-Item
+not B-Observation B-Observation
+charging I-Observation I-Observation
+item_id O O
+
+replace B-Activity B-Activity
+plenum B-Item B-Item
+chamber B-Item I-Item
+
+replace B-Activity B-Activity
+5 O O
+cabin B-Item O
+window B-Item O
+
+changeout B-Activity B-Activity
+l/hfinaldrive O O
+& O O
+pto O O
+oils O O
+sos O O
+
+front O O
+ladder O O
+bent O O
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+fork I-Item I-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+strap B-Item B-Item
+on O O
+potable O O
+water O O
+
+refit B-Activity B-Activity
+pin B-Item B-Item
+deck B-Item B-Item
+spanner I-Item B-Item
+
+changeout B-Activity B-Activity
+pump B-Item B-Item
+drive I-Item I-Item
+input B-Item B-Item
+adaptor I-Item I-Item
+
+repair B-Activity B-Activity
+to O O
+chip B-Item B-Item
+deflector I-Item I-Item
+
+repair B-Activity B-Activity
+to O O
+mast B-Item B-Item
+cracking B-Observation B-Observation
+
+refit B-Activity B-Activity
+mast B-Item B-Item
+locking B-Item B-Item
+pin I-Item I-Item
+m O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+jack B-Item B-Item
+pad I-Item B-Item
+eyelet B-Item B-Item
+
+fix B-Activity B-Activity
+air B-Item B-Item
+conditioner I-Item I-Item
+
+carousel B-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+replace B-Activity B-Activity
+positioner B-Item B-Item
+arm I-Item I-Item
+cups B-Item B-Item
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+turbo O O
+oil O O
+feed O O
+line O O
+
+repair B-Activity B-Activity
+& O O
+replace B-Activity B-Activity
+alternator B-Item B-Item
+& O O
+adjuster B-Item B-Item
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+cups B-Item B-Item
+completed O B-Observation
+
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+upper O O
+& O O
+middle O O
+stacker O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+mast B-Item B-Item
+lock B-Item B-Item
+pin I-Item B-Item
+item_id O O
+
+oil B-Consumable B-Consumable
+pressure O B-Item
+guage O I-Item
+does O B-Observation
+n't O I-Observation
+work O I-Observation
+
+repair B-Activity B-Activity
+to O O
+planemrepair O O
+to O O
+planem O O
+
+mast B-Item B-Item
+warning B-Item B-Item
+light I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+hose B-Item B-Item
+leaking B-Observation B-Observation
+before O O
+water O O
+[ O O
+pump O O
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+wrench I-Item I-Item
+control I-Item B-Item
+switch I-Item I-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+line B-Item B-Item
+
+repaired B-Activity B-Activity
+step B-Item B-Item
+motor I-Item B-Item
+wiring B-Item B-Item
+
+check B-Activity B-Activity
+transmission B-Consumable B-Item
+oil I-Consumable B-Consumable
+
+replace B-Activity B-Activity
+expansion B-Item B-Item
+connector B-Item I-Item
+
+leak B-Observation B-Observation
+jumper B-Item B-Item
+hose I-Item B-Item
+r/h O O
+& O O
+main O O
+fuel O O
+tank O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+travelling B-Item B-Item
+hoses I-Item I-Item
+
+replace B-Activity B-Activity
+& O O
+adjust B-Activity B-Activity
+out O B-Observation
+of O I-Observation
+wack B-Observation B-Item
+head B-Item I-Item
+slides I-Item B-Item
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item B-Item
+switch I-Item I-Item
+
+mindrill O O
+rod O O
+changeout O O
+on O O
+site O O
+na O O
+
+hose B-Item B-Item
+inspection B-Activity B-Item
+and O O
+replace B-Activity B-Activity
+as O O
+required O O
+
+cab B-Item B-Item
+door I-Item I-Item
+wont B-Observation B-Observation
+shut. I-Observation I-Observation
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+tor O O
+of O O
+hyd O O
+tank O O
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+fuel O B-Item
+transfer B-Item I-Item
+pump I-Item B-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hoses. B-Item B-Item
+
+fitting B-Item B-Observation
+loose B-Observation B-Observation
+on O O
+siwvel O O
+
+fitting B-Item B-Activity
+on O O
+rotation O O
+pump O O
+leaking O O
+
+replace B-Activity B-Activity
+fuel O B-Item
+tank B-Item I-Item
+sender B-Item B-Item
+
+no8 B-Specifier O
+head B-Item O
+coolant B-Consumable B-Consumable
+leak B-Observation B-Observation
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+pull B-Item B-Item
+down I-Item I-Item
+chains I-Item B-Item
+item_id O O
+
+inverter B-Item B-Item
+damaged B-Observation B-Observation
+240v B-Specifier O
+circuit B-Item O
+
+repair B-Activity B-Activity
+to O O
+auto B-Specifier B-Item
+fire B-Item B-Item
+supression I-Item I-Item
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+cup B-Item B-Item
+bolts B-Item B-Item
+
+damaged B-Observation B-Observation
+l/h O O
+track O O
+link O O
+
+repaired B-Activity B-Activity
+leak B-Observation B-Observation
+on O O
+rod O O
+support O O
+
+check B-Activity B-Activity
+vibration O B-Item
+and O O
+item O O
+on O O
+deck. O O
+
+replace B-Activity B-Activity
+failed B-Observation B-Observation
+rear O O
+driveline O O
+on O O
+item_id O O
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hyd B-Item B-Item
+lines I-Item I-Item
+on O O
+deck O O
+spanner O O
+
+replace B-Activity B-Activity
+failed B-Observation B-Observation
+mast B-Item B-Item
+locking B-Item B-Item
+cylinder I-Item I-Item
+
+replace B-Activity B-Activity
+positioner B-Item B-Item
+arm I-Item I-Item
+limit B-Item B-Item
+sw I-Item O
+lever B-Item O
+
+replace B-Activity B-Activity
+pivot B-Item B-Item
+bolts I-Item I-Item
+in O O
+acess O O
+ladder O O
+
+replace B-Activity B-Activity
+guage B-Item B-Item
+in O O
+dash O O
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+flat B-Observation B-Item
+drive O I-Item
+tyre B-Item B-Item
+pos O O
+3 O O
+
+hose B-Item B-Item
+catching B-Observation B-Observation
+on O O
+cable O O
+tray O O
+
+mast B-Item B-Item
+won O B-Observation
+" O I-Observation
+t O I-Observation
+raise. O I-Observation
+
+inverter B-Item B-Item
+keeps B-Observation B-Observation
+tripping I-Observation I-Observation
+on O O
+na O O
+
+hose B-Item B-Item
+on O O
+small O O
+lifting O O
+crane O O
+u/s O O
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+on O O
+wrench O O
+
+oil B-Consumable B-Consumable
+sample B-Activity B-Item
++ O O
+check B-Activity B-Activity
+compressor B-Item B-Item
+filter B-Item B-Item
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+fuel O B-Item
+filter B-Item I-Item
+
+hose B-Item B-Item
+leaking B-Observation B-Observation
+in O O
+cluster O O
+in O O
+front O O
+of O O
+mast O O
+
+front O O
+levelling O O
+cyl O O
+control O O
+cable O O
+u/s O O
+
+replace B-Activity B-Activity
+1 O O
+track B-Item O
+roller I-Item O
+rhs. O O
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+at O O
+accessory O O
+pumps O O
+
+replace B-Activity B-Activity
+/ O O
+refurbish B-Activity B-Activity
+na O O
+rod B-Item O
+x1 O O
+
+replace B-Activity B-Activity
+& O O
+tighten B-Activity B-Activity
+grouser B-Item B-Item
+bolts I-Item B-Item
+item_id O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+wire B-Item B-Item
+on O O
+lh O O
+rear O O
+jack O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+handrail B-Item B-Item
+on O O
+item_id O O
+
+dash B-Item B-Item
+lights I-Item I-Item
+out B-Observation I-Item
+
+carousel B-Item B-Item
+pivoit B-Item B-Item
+mount B-Item I-Item
+bolts I-Item B-Item
+loose B-Observation B-Observation
+
+mindrill O O
+supply O O
+changeoutservice O O
+to O O
+gate O O
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+valve I-Item I-Item
+ass. B-Item B-Item
+
+replace B-Activity B-Activity
+failed B-Observation B-Observation
+turbo B-Item B-Item
+on O O
+item_id O O
+
+replace B-Activity B-Activity
+extension B-Item B-Item
+and O O
+reamer B-Item O
+na O O
+
+repairs B-Activity B-Activity
+to O O
+water B-Item B-Item
+injection I-Item I-Item
+
+oil B-Consumable B-Consumable
+soaked B-Observation B-Observation
+insulation B-Item B-Item
+under O O
+console O O
+
+all O O
+warning O O
+lights O O
+on O O
+
+replace B-Activity B-Activity
+fuel B-Consumable B-Item
+rail B-Item I-Item
+relief B-Item B-Item
+valve I-Item I-Item
+
+changeout B-Activity B-Activity
+lh O O
+carrier O O
+roller O O
+on O O
+eddh0099 O O
+
+front O O
+jacks O O
+wont O O
+raise O O
+
+mast B-Item B-Item
+walkway B-Item B-Item
+fitting B-Item B-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+jack B-Item B-Item
+pad I-Item B-Item
+na O O
+
+leak B-Observation B-Observation
+at O O
+rear O O
+of O O
+rotation O O
+pump O O
+
+alternator B-Item B-Item
+output O O
+unstable O O
+
+repaired B-Activity B-Activity
+flood B-Item B-Item
+light I-Item I-Item
+supply O B-Item
+
+changeout B-Activity B-Activity
+propel B-Item B-Item
+motor I-Item I-Item
+- O O
+right O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+hyd B-Item B-Item
+line I-Item I-Item
+on O O
+l/h O O
+brake O O
+
+hose B-Item B-Item
+off O O
+the O O
+air B-Item O
+tank I-Item O
+bent B-Observation O
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+on O O
+compressor O O
+
+changeout B-Activity B-Activity
+lh O O
+propel O O
+pump O O
+
+replace B-Activity B-Activity
+planum O B-Item
+chamber O B-Item
+seal O B-Item
+
+cab B-Item B-Item
+door I-Item I-Item
+wont B-Observation B-Observation
+open I-Observation I-Observation
+
+repaired B-Activity B-Activity
+the O O
+mast B-Item B-Item
+lights B-Item B-Item
+x2 O O
+
+repl B-Activity B-Activity
+filter B-Item B-Item
+,oil B-Consumable O
+and O O
+internal B-Activity O
+inspection I-Activity O
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+valve O O
+block O O
+na O O
+
+carousel B-Item B-Item
+out O O
+alarm B-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+carousel B-Item B-Item
+pin B-Item B-Item
+not O B-Observation
+retracin O I-Observation
+
+inverter B-Item B-Item
+tripping B-Observation B-Observation
+
+repaired B-Activity B-Activity
+light B-Item B-Item
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+wrench I-Item I-Item
+fitting B-Item B-Item
+
+front O O
+light O O
+u/s O O
+
+refit B-Activity B-Activity
+mast B-Item B-Item
+to O O
+machine O B-Item
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+wrench I-Item I-Item
+cyl I-Item B-Item
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leaks B-Observation B-Observation
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+valve O O
+chest O O
+
+hydraulic B-Item B-Item
+fault B-Observation I-Item
+
+changeout B-Activity B-Activity
+manufacturer6 O O
+pump B-Item O
+stroker B-Item O
+to O O
+manufacturer10 O O
+
+replace B-Activity B-Activity
+full O B-Specifier
+set O B-Item
+of O O
+drill O B-Item
+steels O I-Item
+
+hydraulic B-Item O
+access B-Item O
+step I-Item O
+slow O O
+
+repaired B-Activity B-Activity
+sub B-Item B-Item
+
+hydraulic B-Item B-Item
+control I-Item I-Item
+tripping B-Observation B-Observation
+out I-Observation I-Observation
+item_id O O
+
+replace B-Activity B-Activity
+head O B-Item
+guides B-Item B-Item
+
+cab B-Item B-Item
+door I-Item I-Item
+will O B-Observation
+not B-Observation I-Observation
+stay I-Observation I-Observation
+shut I-Observation I-Observation
+
+changeout B-Activity B-Activity
+lh O O
+eng O O
+camshaft O O
+assem. O O
+item_id O O
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+on O O
+break O O
+out O O
+wrench O O
+
+changeout B-Activity B-Activity
+l/h O O
+fuel O O
+vent O O
+valve O O
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hose B-Item B-Item
+on O O
+index O O
+cylinder O O
+
+alarm B-Item B-Item
+on O O
+fire O O
+suppression O O
+disconnected O O
+
+repair B-Activity B-Activity
+hydraulic B-Item B-Item
+pump I-Item I-Item
+and O O
+return B-Activity O
+to O O
+sto O O
+
+repairs B-Activity B-Activity
+to O O
+water B-Item B-Item
+injection I-Item I-Item
+system I-Item I-Item
+
+oil B-Consumable B-Consumable
+pressure B-Item B-Item
+gauge I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+refit B-Activity B-Activity
+pin B-Item B-Item
+on O O
+chain O O
+tensioning O O
+sprocket O O
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+front O O
+sun O O
+gear O O
+
+repair B-Activity B-Activity
+/ O O
+replace B-Activity B-Activity
+faulty B-Observation B-Observation
+lights B-Item B-Item
+
+replace B-Activity B-Activity
+head O B-Item
+guide B-Item B-Item
+block B-Item B-Item
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+swing B-Item B-Item
+in O O
+cyl. O O
+
+repair B-Activity B-Activity
+& O O
+adjust B-Activity B-Activity
+park B-Item B-Item
+brake I-Item B-Item
+
+alternator B-Item B-Item
+r/s O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+pump O O
+drive O O
+box O O
+? O O
+? O O
+? O O
+
+repair B-Activity B-Activity
+alternator B-Item B-Item
+adjusting O B-Item
+bracket B-Item I-Item
+
+replace B-Activity B-Activity
+hoist B-Item B-Item
+chains I-Item B-Item
+due O O
+to O O
+wear O O
+
+repair B-Activity B-Activity
+and O O
+replace B-Activity B-Activity
+comp. O B-Item
+discharge O B-Item
+hose O I-Item
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+wrench I-Item I-Item
+
+repairs B-Activity B-Activity
+to O O
+24v B-Specifier O
+electrical B-Item B-Item
+system I-Item I-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+wires B-Item B-Item
+on O O
+mast O O
+
+replace B-Activity B-Activity
+die B-Item B-Item
+holders B-Item B-Item
+
+front O O
+levelling O O
+jacks O O
+creeping O O
+down O O
+
+replace B-Activity B-Activity
+holding B-Item B-Item
+wrench I-Item I-Item
+cylinder. I-Item B-Item
+
+refit B-Activity B-Activity
+pad B-Item B-Item
+on O O
+levelling O O
+jack O O
+
+repair B-Activity B-Activity
+and O O
+return B-Activity B-Activity
+d90 O O
+air O O
+end B-Item O
+
+cab B-Item B-Item
+door I-Item I-Item
+seals I-Item B-Item
+u/s B-Observation B-Observation
+replace B-Activity B-Activity
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+fuel O B-Item
+tank B-Item I-Item
+breathers B-Item B-Item
+
+hose B-Item B-Item
+leak B-Observation B-Observation
+access O B-Item
+pump B-Item I-Item
+box I-Item B-Item
+
+cab B-Item B-Item
+fluoros I-Item B-Item
+on O O
+the O O
+blink O O
+
+changeout B-Activity B-Activity
+acc O B-Item
+pump O B-Item
+relief O B-Item
+cartridge O I-Item
+
+front O O
+jacks O O
+will O B-Observation
+not O I-Observation
+work O I-Observation
+
+fix B-Activity B-Activity
+cab B-Item B-Item
+light I-Item B-Item
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+on O O
+breakout O O
+wrench O O
+na O O
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hose B-Item B-Item
+on O O
+top O O
+of O O
+carousel O O
+
+hose B-Item B-Item
+leaking B-Observation B-Observation
+under O O
+walkway O O
+
+noise O B-Observation
+in O O
+hydraulics O O
+
+dask B-Item B-Item
+alarm B-Item B-Item
+lights I-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hyd B-Item B-Item
+hose I-Item I-Item
+
+repairs B-Activity B-Activity
+to O O
+a/c O O
+
+leak B-Observation B-Observation
+at O O
+rear O O
+accumulator O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+grease B-Item B-Item
+line I-Item I-Item
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+item_id O O
+
+replace B-Activity B-Activity
+& O O
+adjust B-Activity B-Activity
+rotary B-Item B-Item
+head I-Item I-Item
+guide B-Item B-Item
+na O O
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+cylinder B-Item B-Item
+
+repair B-Activity B-Activity
+-complete B-Observation O
+loss I-Observation O
+of I-Observation O
+feed B-Item O
+control I-Item O
+
+changeout B-Activity B-Activity
+operator B-Item B-Item
+seat I-Item I-Item
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+generator B-Item B-Item
+motor B-Item B-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+head B-Item B-Item
+proximity B-Item B-Item
+switch I-Item I-Item
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+top O O
+of O O
+rh O O
+propel O O
+pump O O
+
+repairs B-Activity B-Activity
+to O O
+aircondition O B-Item
+
+replace B-Activity B-Activity
+fuel O B-Item
+tank B-Item I-Item
+breathers B-Item B-Item
+
+oil B-Consumable B-Consumable
+pressure O B-Item
+sender O I-Item
+faulty O B-Observation
+
+cab B-Item B-Item
+fluoros I-Item B-Item
+need O B-Observation
+attention O I-Observation
+
+carousel B-Item B-Item
+not B-Observation B-Observation
+turning I-Observation I-Observation
+
+repairs B-Activity B-Activity
+to O O
+water B-Item B-Item
+injection I-Item I-Item
+lever B-Item I-Item
+
+mast B-Item B-Item
+walkway B-Item B-Item
+safety B-Item B-Item
+rail I-Item I-Item
+cracked B-Observation B-Observation
+
+repair B-Activity B-Activity
+and O O
+re-certify B-Activity B-Activity
+separator B-Item B-Item
+tank B-Item B-Item
+
+repair B-Activity B-Activity
+alternator B-Item B-Item
+
+check B-Activity B-Activity
+vibration O O
+in O O
+drive O O
+lines O O
+
+replace B-Activity B-Activity
+fuel O B-Item
+injectors B-Item I-Item
+
+inverter B-Item B-Item
+tripped B-Observation B-Observation
+out I-Observation I-Observation
+
+noise O B-Observation
+in O O
+rh O O
+track O O
+
+inverter B-Item B-Item
+tripping B-Observation B-Observation
+on O O
+e/l O O
+
+hose B-Item B-Item
+between O O
+compressor O O
+oil O O
+tank O O
+& O O
+seper O O
+
+cab B-Item B-Item
+door I-Item I-Item
+opening B-Item B-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+grease B-Item B-Item
+hoses I-Item B-Item
+
+repair B-Activity B-Activity
+and O O
+fab O B-Activity
+drill O B-Item
+signage O I-Item
+
+replace B-Activity B-Activity
+failed B-Observation B-Observation
+camera B-Item B-Item
+screen B-Item B-Item
+
+damaged B-Observation B-Observation
+electrical B-Item B-Item
+cable I-Item I-Item
+on O O
+item_id O O
+
+replace B-Activity B-Activity
+hand B-Item B-Item
+rails I-Item B-Item
+on O O
+mast O O
+
+refit B-Activity B-Activity
+manufacturer30 O O
+chain B-Item O
+
+leak B-Observation B-Observation
+from O O
+rear O O
+housing O O
+rear O O
+aux O O
+pump O O
+
+changeout B-Activity B-Activity
+mast B-Item B-Item
+lock B-Item B-Item
+cyl I-Item B-Item
+& O O
+adaptor B-Item O
+item_id O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+no5 O O
+r/bank O O
+head. O O
+need O O
+to O O
+
+ajust B-Activity O
+head B-Item O
+slids I-Item O
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+rear O O
+pump O O
+drive O O
+
+cab B-Item B-Item
+door I-Item I-Item
+not B-Observation B-Observation
+shutting I-Observation I-Observation
+
+repairs B-Activity B-Activity
+to O O
+blinds B-Item B-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+handrail B-Item B-Item
+at O O
+ladder O O
+access O O
+
+carousel B-Item B-Item
+only B-Observation B-Observation
+moves I-Observation I-Observation
+approx I-Observation O
+3/4 I-Observation O
+on I-Observation O
+25 I-Observation O
+deg I-Observation O
+
+replace B-Activity B-Activity
+gase O B-Item
+drain B-Item B-Item
+line I-Item I-Item
+from O O
+rotation O O
+mt O O
+
+carousel B-Item B-Item
+out B-Observation B-Observation
+of I-Observation I-Observation
+aligment I-Observation O
+
+alternator B-Item B-Item
+requires B-Observation B-Observation
+changing B-Activity I-Observation
+out I-Activity I-Observation
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+on O O
+breakout O O
+wrench. O O
+
+noise O B-Observation
+in O O
+rotary O O
+head O O
+
+repair B-Activity B-Activity
+/ O O
+replace B-Activity B-Activity
+handrail B-Item B-Item
+at O O
+top O O
+of O O
+mast O O
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+fuel O B-Item
+priming B-Item I-Item
+pump I-Item I-Item
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+handrails B-Item B-Item
+on O O
+na O O
+
+replace B-Activity B-Activity
+exhaust B-Item B-Item
+temp O B-Item
+probes O I-Item
+
+alarm B-Item B-Item
+going B-Observation B-Observation
+
+damaged B-Observation B-Observation
+chain B-Item B-Item
+gaurd B-Item B-Item
+
+replace B-Activity B-Activity
+hoist B-Item B-Item
+chains I-Item B-Item
+failing O O
+links O O
+
+inverter B-Item B-Item
+has B-Observation B-Observation
+no I-Observation I-Observation
+output. I-Observation I-Observation
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+mast B-Item B-Item
+locking B-Item B-Item
+pin I-Item I-Item
+lh O O
+side O O
+? O O
+
+oil B-Consumable B-Consumable
+line B-Item B-Item
+wearing B-Observation B-Observation
+re-position B-Activity I-Observation
+
+check B-Activity B-Activity
+two B-Item O
+way I-Item O
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+all O O
+supports O O
+from O O
+main O O
+chassis O O
+cracked O O
+
+front O O
+levelling O O
+jack O O
+limit O O
+switch O O
+faulty O O
+
+repair B-Activity B-Activity
+thred B-Item O
+lube O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+radiator B-Item B-Item
+fan B-Item I-Item
+guard B-Item B-Item
+
+repair B-Activity B-Activity
+/ O O
+replace B-Activity B-Activity
+head O B-Item
+proximity B-Item B-Item
+switch I-Item I-Item
+
+alternator B-Item B-Item
+shaft B-Item I-Item
+seal I-Item B-Item
+leaking B-Observation B-Observation
+- O O
+warranty O O
+
+oil B-Consumable B-Consumable
+reserve B-Item B-Item
+pump B-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+repair B-Activity B-Activity
+bull B-Item B-Item
+hose I-Item I-Item
+
+oil B-Consumable B-Consumable
+level B-Observation O
+low I-Observation O
+in O O
+rotary O O
+head O O
+
+hydrauilc O O
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+mast O O
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item B-Item
+swing B-Item B-Item
+cylinder B-Item I-Item
+
+hyd.s B-Item B-Item
+wont B-Observation B-Observation
+turn I-Observation I-Observation
+on I-Observation I-Observation
+
+no1 B-Specifier O
+load B-Item B-Item
+roller I-Item I-Item
+u/s B-Observation B-Observation
+
+alarm B-Item B-Item
+on O O
+fire B-Item O
+suppression I-Item O
+na O O
+
+replace B-Activity B-Activity
+dip B-Item B-Item
+stick I-Item I-Item
+
+refit B-Activity B-Activity
+pad B-Item B-Item
+
+replace B-Activity B-Activity
+/ O O
+repair B-Activity B-Activity
+break B-Item B-Item
+out I-Item I-Item
+dies I-Item B-Item
+
+leak B-Observation B-Observation
+at O O
+water O O
+injection O O
+hyd. O O
+pipe O O
+
+changeout B-Activity B-Activity
+injectors B-Item B-Item
+, O O
+v O O
+& O O
+i O O
+
+oil B-Consumable B-Consumable
+leak O B-Observation
+tell O O
+tale O O
+rotary B-Item B-Item
+head I-Item I-Item
+when O O
+mast B-Item O
+
+replace B-Activity B-Activity
+pivot B-Item B-Item
+bolt I-Item I-Item
+on O O
+shoe O O
+pad O O
+
+replace B-Activity B-Activity
+fuel B-Consumable B-Item
+shutdown O I-Item
+solenoid B-Item B-Item
+na O O
+
+noise O B-Observation
+from O O
+feed O B-Item
+chains O I-Item
+loose O B-Observation
+
+repair B-Activity B-Activity
+to O O
+chain B-Item B-Item
+guide I-Item I-Item
+
+replace B-Activity B-Activity
+dies B-Item B-Item
+na O O
+
+repalce O B-Activity
+main O O
+pto O O
+input O O
+ass. O O
+
+repaint B-Activity B-Activity
+drill B-Item B-Item
+
+leak B-Observation B-Observation
+in O O
+pipe O O
+guide O O
+regulator O O
+na O O
+
+hydraulic B-Item O
+9 O O
+spool O O
+stacker O O
+valve O O
+bypass O O
+
+replace B-Activity B-Activity
+head B-Item B-Item
+slide B-Item B-Item
+
+check B-Activity B-Activity
+track B-Item B-Item
+tensioner I-Item B-Item
+pressures O O
+
+hose B-Item B-Item
+leaking B-Observation B-Observation
+@ O O
+auxilary B-Specifier B-Item
+pump B-Item I-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hose B-Item B-Item
+on O O
+slap O O
+wrench O O
+
+repaired B-Activity B-Activity
+two O O
+lights O O
+
+repaired B-Activity B-Activity
+two O O
+ballasts O O
+
+repaired B-Activity B-Activity
+seal B-Item B-Item
+in O O
+window O O
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+oil O O
+cooler O O
+. O O
+suppl O O
+
+cab B-Item B-Item
+glasses B-Item B-Item
+coming O B-Observation
+loose O I-Observation
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+compressor O O
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+front O O
+levelling O O
+jack O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+jack B-Item B-Item
+pad I-Item B-Item
+eyelet B-Item B-Item
+na O O
+
+front O O
+levelling O O
+jacks O O
+creeping O O
+
+inverter B-Item B-Item
+playing O B-Observation
+up O I-Observation
+
+repiar O B-Activity
+positioner O B-Item
+arm O I-Item
+cup O B-Item
+
+mindrill O O
+rod O O
+change O O
+na O O
+
+replace B-Activity B-Activity
+/modify B-Activity B-Activity
+pipe B-Item B-Item
+pos. B-Item I-Item
+cups I-Item B-Item
+
+leak B-Observation B-Observation
+in O O
+l/h/s O O
+feed O O
+cyl O O
+top O O
+end O O
+
+oil B-Consumable B-Consumable
+lines B-Item B-Item
+tangled B-Observation B-Observation
+
+repaired B-Activity B-Activity
+head B-Item B-Item
+slide I-Item B-Item
+
+leak B-Observation B-Observation
+between O O
+water O O
+injection O O
+/ O O
+fan O O
+pump O O
+
+alternator B-Item B-Item
+noisy B-Observation O
+& O O
+tripping B-Observation O
+
+replace B-Activity B-Activity
+fuel O B-Item
+soliniod O I-Item
+
+changeout B-Activity B-Activity
+l/h O O
+fan O O
+motor O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+through O O
+head O O
+gasket B-Consumable O
+
+mindrill O O
+rod O O
+changeout O O
+on O O
+site O O
+item_id O O
+
+fix B-Activity B-Activity
+cable B-Item B-Item
+tray I-Item I-Item
+
+inverter B-Item B-Item
+tripping B-Observation B-Observation
+out I-Observation I-Observation
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+front O O
+vlc O O
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+cups B-Item B-Item
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hose B-Item B-Item
+on O O
+oil O O
+cooler O O
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+hose. B-Item B-Item
+
+repairs B-Activity B-Activity
+to O O
+2-way. B-Item O
+
+oil O B-Consumable
+pressure B-Item B-Item
+switch I-Item I-Item
+u/s B-Observation B-Observation
+.the O O
+engine B-Item O
+oil B-Consumable B-Consumable
+
+oil B-Consumable B-Consumable
+reserve B-Item B-Item
+system B-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+properly. O O
+

loss.tsv

@@ -0,0 +1,11 @@
+EPOCH	TIMESTAMP	BAD_EPOCHS	LEARNING_RATE	TRAIN_LOSS	DEV_LOSS	DEV_PRECISION	DEV_RECALL	DEV_F1	DEV_ACCURACY
+1	05:01:05	0	0.1000	1.5751898154080117	0.9883462190628052	0.4833	0.661	0.5583	0.4029
+2	05:01:11	0	0.1000	0.9212892941674568	0.6865214705467224	0.6463	0.6884	0.6667	0.5067
+3	05:01:16	0	0.1000	0.7452591259021724	0.614136278629303	0.8151	0.629	0.7101	0.5538
+4	05:01:22	0	0.1000	0.6402306041912924	0.5573540925979614	0.7149	0.7785	0.7454	0.6019
+5	05:01:27	0	0.1000	0.5661992964107031	0.4954551160335541	0.7316	0.8151	0.7711	0.6347
+6	05:01:33	1	0.1000	0.509796603508186	0.45735692977905273	0.7465	0.7934	0.7692	0.6307
+7	05:01:37	0	0.1000	0.4757033624391027	0.44222691655158997	0.7888	0.7888	0.7888	0.6562
+8	05:01:44	1	0.1000	0.4431915523688374	0.4376998245716095	0.7737	0.7648	0.7692	0.6303
+9	05:01:48	2	0.1000	0.41394752400235174	0.4502558410167694	0.7369	0.8185	0.7756	0.6385
+10	05:01:53	3	0.1000	0.400346524013382	0.4299003481864929	0.757	0.8071	0.7812	0.6468

pytorch_model.bin

@@ -0,0 +1,3 @@
+version https://git-lfs.github.com/spec/v1
+oid sha256:a336e9a2a09b51d0a21e448465d617988bcc5f3bdf2a2433d571e8e59cbe4a6f
+size 394168995

test.tsv

@@ -0,0 +1,2372 @@
+alarm B-Item B-Item
+on O O
+positioner O O
+arm O O
+not O B-Observation
+sounding O I-Observation
+
+fault B-Observation B-Observation
+with O O
+feed B-Item B-Item
+controller I-Item I-Item
+
+machine B-Item B-Item
+tramming B-Observation B-Item
+to I-Observation O
+one I-Observation O
+side I-Observation O
+
+replace B-Activity B-Activity
+worn B-Observation B-Observation
+deck B-Item B-Item
+wrench B-Item B-Item
+na O O
+
+replace B-Activity B-Activity
+pipe B-Item B-Item
+support I-Item I-Item
+and O O
+ram B-Item O
+
+compressor B-Item B-Item
+oil B-Consumable B-Consumable
+pressure B-Item B-Item
+switch I-Item I-Item
+u/s B-Observation B-Observation
+
+increase B-Activity B-Activity
+view B-Item B-Item
+window I-Item I-Item
+air O O
+pressure O O
+
+misssing O B-Observation
+2 O O
+" O O
+cam O O
+lock O O
+lh O O
+fill O O
+point O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+engine O O
+deck O O
+
+replace B-Activity B-Activity
+discharge B-Item B-Item
+hose I-Item I-Item
+na O O
+
+reposition B-Activity B-Activity
+deck B-Item B-Item
+light B-Item B-Item
+
+war O O
+: O O
+blown B-Observation B-Observation
+hose B-Item B-Item
+
+replace B-Activity B-Activity
+gearbox B-Item B-Item
+breather B-Item I-Item
+
+lube B-Consumable B-Item
+sys B-Item I-Item
+going B-Observation B-Observation
+out I-Observation I-Observation
+on I-Observation O
+falt O O
+
+mindrill O O
+changeout O O
+on O O
+site O O
+na O O
+
+broken B-Observation B-Observation
+grease B-Item B-Item
+injectors I-Item I-Item
+item_id O O
+
+rotary B-Item B-Item
+head I-Item I-Item
+making B-Observation B-Observation
+oil B-Consumable B-Consumable
+item_id O O
+
+krown O O
+labour O O
+x1 O O
+na O O
+4/08 O O
+
+drill B-Item B-Item
+wo B-Observation B-Observation
+n't I-Observation I-Observation
+change I-Observation I-Observation
+from I-Observation O
+drilling I-Observation O
+to I-Observation O
+tram I-Observation O
+
+scv O O
+labour O O
+x2 O O
+na O O
+22/07/09 O O
+
+rebuild B-Activity B-Activity
+rear O O
+d90 O O
+jack O O
+cyl O O
+
+thread B-Item B-Item
+grease I-Item B-Item
+pedal B-Item I-Item
+sticking B-Observation B-Observation
+
+top O O
+view O O
+window O O
+blower O O
+on O O
+all O O
+time O O
+
+alternator B-Item B-Item
+needs B-Observation B-Observation
+realigning I-Observation B-Activity
+
+top O O
+heater O O
+tap O O
+leaks O O
+when O O
+closed O O
+
+start B-Activity B-Activity
+machine B-Item B-Item
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+l/h O O
+propel O O
+hose O O
+
+light B-Item B-Item
+directed O O
+at O O
+top O O
+of O O
+boom O O
+u/s O O
+
+holding B-Item B-Item
+fork I-Item I-Item
+cylinder I-Item B-Item
+creeping B-Observation B-Observation
+
+order B-Activity B-Activity
+spare B-Specifier O
+u B-Consumable O
+bolts I-Consumable O
+for O O
+feed B-Item B-Item
+brackets I-Item I-Item
+
+holding B-Item B-Item
+wrench I-Item I-Item
+leaking B-Observation B-Observation
+oil B-Consumable B-Consumable
+badly. O B-Observation
+
+adjust B-Activity B-Activity
+hydraulic O B-Item
+pressure O I-Item
+
+check B-Activity B-Activity
+machine B-Item B-Item
+for O O
+hydraulic B-Consumable B-Consumable
+oil I-Consumable I-Consumable
+leak B-Observation B-Observation
+
+engine B-Item B-Item
+revs O O
+dying O O
+item_id O O
+
+head B-Item B-Item
+rotation O O
+slow O O
+
+repair B-Activity B-Activity
+work B-Item B-Item
+deck I-Item I-Item
+hand-rail B-Item B-Item
+
+replace B-Activity B-Activity
+sheave B-Item B-Item
+carrier I-Item B-Item
+slides I-Item I-Item
+
+replace B-Activity B-Activity
+hose B-Item B-Item
+locking B-Item B-Item
+pin I-Item I-Item
+on O O
+cylinder O O
+
+servo B-Item B-Item
+filter B-Item I-Item
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+na O O
+
+broken B-Observation B-Observation
+bolts B-Consumable B-Consumable
+plennum B-Item B-Item
+chamber I-Item I-Item
+
+pipe B-Item B-Item
+support I-Item I-Item
+switch B-Item B-Item
+sticking B-Observation B-Observation
+
+put B-Activity B-Activity
+in I-Activity O
+drill B-Item B-Item
+rod I-Item I-Item
+
+repalce B-Activity B-Activity
+mast B-Item B-Item
+pivot B-Item B-Item
+bolts B-Consumable I-Item
+
+l/h O O
+air O O
+filter O O
+guage O O
+not O B-Observation
+working O I-Observation
+
+need O B-Activity
+fitting O B-Item
+& O O
+hose B-Item B-Item
+outside O B-Item
+cab O I-Item
+
+replace B-Activity B-Activity
+head B-Item B-Item
+guide I-Item B-Item
+item_id O O
+
+deck B-Item B-Item
+spanner I-Item B-Item
+hoses B-Item B-Item
+keep B-Observation B-Observation
+coming O I-Observation
+loose. B-Observation B-Observation
+
+both O O
+a/c O O
+'s O O
+noisy O O
+
+align B-Activity B-Activity
+under O O
+deck O O
+camera O O
+
+changeout B-Activity B-Activity
+dcp B-Item B-Item
+extinguishers I-Item I-Item
+
+grease B-Item B-Item
+pump I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+on O O
+thread O O
+lube O O
+
+stair B-Item B-Item
+control I-Item B-Item
+unit I-Item I-Item
+broken B-Observation B-Observation
+off I-Observation I-Observation
+
+replace B-Activity B-Activity
+rod B-Item B-Item
+wiper B-Item B-Item
+seal B-Item I-Item
+
+blowen B-Observation B-Item
+tourbcharger O I-Item
+
+wnty O O
+left O O
+mast O O
+raise O O
+cylinder O O
+rod O O
+wear O O
+
+found O B-Activity
+head B-Item B-Item
+slide I-Item B-Item
+on O O
+deck O O
+
+adjust B-Activity B-Activity
+alternator B-Item B-Item
+belt I-Item I-Item
+item_id O O
+
+compressor B-Item B-Item
+poppet B-Item B-Item
+manifold B-Item B-Item
+gasket B-Item I-Item
+leakin B-Observation B-Observation
+
+replace B-Activity B-Activity
+l/h O O
+propel O O
+pump O O
+
+adjust B-Activity B-Activity
+lights B-Item B-Item
+item_id O O
+
+deck B-Item B-Item
+spanner I-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+na O O
+
+head B-Item B-Item
+hitting B-Observation O
+carousel B-Item O
+item_id O O
+
+arm B-Item B-Item
+rest I-Item O
+misssing B-Observation O
+from O O
+seat O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+wrench O O
+
+check B-Activity B-Activity
+stacker B-Item B-Item
+valve B-Item I-Item
+item_id O O
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+bull B-Item B-Item
+hose I-Item I-Item
+seperator B-Item B-Item
+to O O
+cross O O
+
+loose B-Observation B-Observation
+bolt B-Consumable B-Consumable
+on O O
+deck O O
+spanner O O
+edd095 O O
+
+air B-Item B-Item
+cond I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+no2 O O
+
+machine B-Item B-Item
+using B-Observation O
+coolant I-Observation O
+
+repair B-Activity B-Activity
+guide B-Item B-Item
+rear O O
+l.h. O O
+jack O O
+
+replace B-Activity B-Activity
+front O O
+camera O O
+
+replace B-Activity B-Activity
+o B-Item B-Item
+ring I-Item I-Item
+c B-Item B-Item
+spanner I-Item I-Item
+
+new B-Specifier B-Specifier
+mirrors B-Item B-Item
+need B-Observation O
+to O O
+be O O
+fitted. B-Activity O
+
+ram B-Item B-Item
+bent B-Observation B-Observation
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+brake B-Item B-Item
+release B-Item B-Item
+wire I-Item I-Item
+na O O
+
+misc O B-Item
+jobs B-Activity O
+na O O
+
+scv O O
+labour O O
+x2 O O
+na O O
+8/07 O O
+
+both O O
+a/c O O
+valve O O
+in O O
+dog O O
+box O O
+leaking O O
+
+carousel B-Item B-Item
+scraping B-Observation B-Item
+when I-Observation O
+drilling I-Observation O
+at I-Observation O
+angle I-Observation O
+
+licra B-Item B-Item
+screen I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+monitor B-Activity B-Activity
+engine B-Item B-Item
+oil B-Consumable B-Consumable
+level O O
+item_id O O
+
+replace B-Activity B-Activity
+lower O O
+carousel O O
+wear O O
+slides O O
+
+repairs B-Activity B-Activity
+to I-Activity O
+rear O O
+camera O O
+
+wnty O O
+right O O
+mast O O
+raise O O
+cylinder O O
+rod O O
+wear O O
+
+hastings O O
+checking O O
+lights O O
+on O O
+mast O O
+na O O
+
+fit B-Activity B-Activity
+bottom O B-Item
+radiator O B-Item
+hose. O I-Item
+
+hastings O O
+order O O
+top O O
+viewer O O
+window O O
+blind O O
+
+oil B-Consumable B-Consumable
+pressure B-Item B-Item
+gauge I-Item I-Item
+reading O B-Observation
+low O O
+
+feed B-Item B-Item
+pressure B-Item B-Item
+pot I-Item I-Item
+knob B-Item B-Item
+needs O B-Observation
+locking O O
+
+c/o B-Activity B-Activity
+lower O O
+starter O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+under O O
+machine O O
+
+replace B-Activity B-Activity
+drill B-Item B-Item
+water B-Item I-Item
+tank I-Item I-Item
+strainer B-Item B-Item
+
+rear O O
+drive O O
+shaft O O
+rear O O
+spider O O
+movement O O
+
+refit B-Activity B-Activity
+reamer B-Item B-Item
+after O O
+down O O
+day O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+carosell O O
+
+deck B-Item B-Item
+has O B-Observation
+falling B-Observation I-Observation
+out I-Observation I-Observation
+
+oil B-Consumable B-Consumable
+in O O
+radiator O O
+item_id O O
+
+k O O
+port B-Item O
+o B-Item O
+ring I-Item O
+on O O
+feed O O
+pump O O
+leaking O O
+
+winch B-Item B-Item
+will B-Observation B-Observation
+not I-Observation I-Observation
+come I-Observation I-Observation
+down I-Observation I-Observation
+
+adj B-Activity B-Activity
+pipe B-Item B-Item
+positioner I-Item I-Item
+
+relocate B-Activity B-Activity
+cab B-Item B-Item
+light I-Item B-Item
+pointing O B-Observation
+at O O
+work O O
+deck O O
+
+handrail B-Item B-Item
+cracked B-Observation B-Observation
+at O O
+deck O O
+area. O O
+
+remove B-Activity B-Activity
+one O O
+rod O O
+from O O
+carousel. O O
+
+order B-Activity B-Activity
+deck B-Item B-Item
+seals B-Consumable B-Item
+for O O
+na O O
+
+replace B-Activity B-Activity
+retainer B-Item B-Item
+under O O
+floor O O
+
+warranty O B-Activity
+l/h O O
+feed O O
+cylinder O O
+gland O O
+leaking O O
+
+carousel B-Item B-Item
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+na O O
+
+lost B-Observation B-Observation
+down O O
+hole B-Item O
+air O O
+pressure O O
+
+dash B-Item B-Item
+lights I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+lube B-Consumable B-Consumable
+cycle B-Item B-Item
+timer I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+put B-Activity B-Activity
+rod B-Item B-Item
+back O O
+in O O
+to O O
+carsel O O
+
+repair B-Activity B-Activity
+broken B-Observation B-Observation
+fitting B-Item B-Item
+on O O
+deck O O
+wrench O O
+
+clives B-Item B-Item
+pin I-Item I-Item
+broken B-Observation B-Observation
+pipe B-Item B-Item
+positioner I-Item B-Item
+arm I-Item I-Item
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+and O O
+vibration B-Observation O
+@ O O
+auxiliary O B-Item
+box O I-Item
+
+replace B-Activity B-Activity
+hydraulic B-Item B-Item
+cooling I-Item I-Item
+fan I-Item I-Item
+
+krown O O
+labour O O
+x1 O O
+na O O
+30/07 O O
+
+pipe B-Item B-Item
+support I-Item I-Item
+tight B-Observation B-Observation
+on O O
+stems O O
+
+replace B-Activity B-Activity
+light B-Item B-Item
+on O O
+walk O O
+way O O
+item_id O O
+
+mem O O
+labour O O
+x6 O O
+na O O
+22/07/09 O O
+
+fit B-Activity B-Activity
+new B-Specifier B-Specifier
+extension B-Item B-Item
+& O O
+reamer B-Item O
+item_id O O
+
+replace B-Activity B-Activity
+chip B-Item B-Item
+deflector I-Item I-Item
+& O O
+deck B-Item B-Item
+seal B-Item B-Item
+
+numerous O O
+oil O B-Consumable
+leaks O B-Observation
+on O O
+machine O O
+
+change B-Activity B-Activity
+grease B-Item B-Item
+nipple I-Item I-Item
+on O O
+driveshaft O O
+na O O
+
+head B-Item B-Item
+creeaping B-Observation B-Observation
+down I-Observation I-Observation
+
+jacks B-Item B-Item
+won B-Observation B-Observation
+" I-Observation I-Observation
+t I-Observation I-Observation
+work. I-Observation I-Observation
+
+replace B-Activity B-Activity
+drain B-Item B-Item
+bung I-Item I-Item
+rh O O
+fan O O
+adaptor O O
+
+jacks B-Item B-Item
+slow O O
+item_id O O
+
+item_id O O
+engine B-Item B-Item
+wo B-Observation B-Observation
+n't I-Observation I-Observation
+start I-Observation I-Observation
+
+feed B-Item B-Item
+pipe B-Item I-Item
+cracked B-Observation B-Observation
+
+blown B-Observation B-Observation
+hydraulic B-Item B-Item
+hose I-Item I-Item
+item_id O O
+
+warr O O
+: O O
+lh O O
+rotation O O
+motor O O
+u/s O O
+item_id O O
+
+replace B-Activity B-Activity
+hose B-Item B-Item
+on O O
+pulldown O O
+chain O O
+adjuster O O
+
+warranty O B-Activity
+lh O O
+feed O O
+cylinder O O
+leaking O O
+
+chubb O B-Item
+service O I-Item
+fire O B-Item
+suppression O I-Item
+
+overhaull O O
+shock O O
+sub O O
+
+water B-Item B-Item
+trap I-Item I-Item
+needed O B-Observation
+on O O
+top O O
+view O O
+window O O
+
+check B-Activity B-Activity
+pulldown B-Item B-Item
+chains I-Item I-Item
+
+manufacturer24 O O
+hose O O
+repair O O
+na O O
+11/07 O O
+
+mast B-Item B-Item
+lock B-Item B-Item
+light B-Item I-Item
+staying B-Observation B-Observation
+on I-Observation I-Observation
+
+tramming O B-Item
+slow O O
+
+remove B-Activity B-Activity
+rod B-Item B-Item
+item_id O O
+
+equiliser B-Item B-Item
+bar I-Item I-Item
+mountings B-Item B-Item
+worn B-Observation B-Observation
+
+manufacturer24 O O
+hose O O
+inspection O O
+na O O
+30/07 O O
+
+blown B-Observation B-Observation
+rotation B-Item B-Item
+line I-Item I-Item
+
+reweld B-Activity B-Activity
+guide B-Item B-Item
+rear O O
+left O O
+jack O O
+
+warr O O
+front O O
+drive O O
+shaft O O
+u/s O O
+
+adj B-Activity B-Activity
+feed B-Item B-Item
+chains I-Item I-Item
+
+turn B-Activity B-Activity
+sub B-Item B-Item
+
+item_id O O
+- O O
+holding B-Item B-Item
+wrench I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+rear O O
+pump O O
+drive O O
+hot O O
+
+machine B-Item B-Item
+shutting B-Activity B-Observation
+down I-Activity I-Observation
+electrical B-Observation B-Item
+fault I-Observation I-Item
+
+check B-Activity B-Activity
+positioner B-Item B-Item
+arm I-Item I-Item
+ram B-Item B-Item
+na O O
+
+no B-Observation O
+labeling I-Observation O
+@ O O
+fuel O O
+fill O O
+point O O
+
+replace B-Activity B-Activity
+lhs O O
+tram O O
+hose O O
+na O O
+
+front O O
+emergency O O
+step O O
+getting O O
+stiff O O
+
+breakout B-Item B-Item
+cylinder I-Item I-Item
+weeping B-Observation B-Observation
+
+main B-Specifier B-Specifier
+pump B-Item B-Item
+box I-Item I-Item
+making B-Observation B-Observation
+oil B-Consumable B-Consumable
+
+repair B-Activity B-Activity
+exhaust B-Item B-Item
+clamp B-Item I-Item
+
+warr O O
+: O O
+separator B-Item B-Item
+filter B-Item B-Item
+light I-Item I-Item
+on B-Observation O
+item_id O O
+
+loose B-Observation B-Observation
+bolt O B-Consumable
+on O O
+head O O
+slide O O
+catching O O
+
+compressor B-Item B-Item
+not B-Observation B-Observation
+making I-Observation I-Observation
+enough I-Observation I-Observation
+air O O
+na O O
+
+breakout B-Item B-Item
+function B-Item I-Item
+appears B-Observation B-Observation
+back O I-Observation
+to B-Observation O
+front I-Observation O
+
+hastings O O
+monitoring O O
+, O O
+inspection O B-Activity
+of O O
+drill O O
+
+check B-Activity B-Activity
+pipework B-Item B-Item
+for O O
+leaks B-Observation O
+
+replace B-Activity B-Activity
+staple B-Item B-Item
+lock I-Item I-Item
+in O O
+fork O O
+hose O O
+item_id O O
+
+measure B-Activity B-Activity
+mast B-Item B-Item
+pivot B-Item B-Item
+bolt B-Item I-Item
+size O B-Item
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+acc B-Item B-Item
+pump B-Item I-Item
+at O O
+mount O O
+? O O
+? O O
+
+check B-Activity B-Activity
+oil B-Consumable B-Item
+alarm B-Item I-Item
+on O O
+dms O O
+panel O O
+na O O
+
+order B-Activity B-Activity
+/ O O
+replace B-Activity B-Activity
+latching B-Item B-Item
+relays I-Item I-Item
+item_id O O
+
+cutting B-Observation B-Observation
+out I-Observation I-Observation
+on O O
+low B-Observation O
+compressor B-Item O
+oil I-Item O
+alarm. I-Item O
+
+relocate B-Activity B-Activity
+fire B-Item B-Item
+extinguisher I-Item I-Item
+
+relocate B-Activity B-Activity
+deck B-Item B-Item
+wrench B-Item B-Item
+hoses B-Item B-Item
+na O O
+
+hastings O O
+check O B-Activity
+hoses O B-Item
+on O O
+mast O O
+na O O
+
+repair B-Activity B-Activity
+slap B-Item B-Item
+wrench I-Item I-Item
+
+scope B-Activity B-Activity
+up O I-Activity
+pins O B-Item
+and O O
+bushs B-Item O
+geo O O
+graph O O
+
+chubb O B-Item
+fire O B-Item
+suppression O I-Item
+service O I-Item
+
+replace B-Activity B-Activity
+grease B-Item B-Item
+hose I-Item I-Item
+rh O O
+track O O
+
+engine B-Item B-Item
+oil I-Item B-Consumable
+press B-Item B-Item
+guage I-Item I-Item
+u/s B-Observation B-Observation
+
+test B-Activity B-Activity
+for O O
+take O O
+5 O O
+printout O O
+
+reweld B-Activity B-Activity
+rhs O O
+bottom O O
+sheave O O
+cover O O
+na O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+lh O O
+track O O
+adjuster O O
+piping O O
+
+vibration B-Observation O
+in O O
+machine O O
+item_id O O
+
+engine B-Item B-Item
+is O O
+having O O
+trouble O O
+starting. O O
+
+no B-Observation O
+down O O
+hole O O
+air O O
+. O O
+
+replace B-Activity B-Activity
+rusted B-Observation B-Observation
+flap B-Item B-Item
+at O O
+cabin O O
+? O O
+? O O
+? O O
+
+hastings O O
+250hr O O
+initial O O
+service O O
+
+stopped O B-Observation
+for O O
+fitters O O
+working O O
+on O O
+na O O
+
+wo B-Observation B-Observation
+n't I-Observation I-Observation
+continue I-Observation I-Observation
+to I-Observation O
+run I-Observation O
+
+rear O O
+jack O O
+indication O O
+light O O
+not O B-Observation
+working O I-Observation
+
+minor O B-Specifier
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+compressor B-Item B-Item
+tank B-Item I-Item
+
+reweld B-Activity B-Activity
+sub B-Item B-Item
+saver I-Item I-Item
+broken B-Observation B-Observation
+off I-Observation O
+
+can B-Observation B-Observation
+not I-Observation I-Observation
+remove I-Observation B-Activity
+bitt B-Item B-Item
+
+replace B-Activity B-Activity
+radiator B-Item B-Item
+ovflow O B-Item
+hose O I-Item
+
+repair B-Activity B-Activity
+hydraulic B-Item B-Item
+fitting I-Item I-Item
+
+fit B-Activity B-Activity
+up I-Activity I-Activity
+air B-Item B-Item
+hose I-Item I-Item
+inside O O
+& O O
+outside O O
+of O O
+cab O O
+
+tighten B-Activity B-Activity
+sight B-Item B-Item
+glass I-Item I-Item
+on O O
+rotary O O
+head O O
+
+drain B-Activity B-Item
+g/box B-Item I-Item
+over B-Observation B-Observation
+full I-Observation I-Observation
+
+c/o B-Activity B-Activity
+deck B-Item B-Item
+seal B-Item B-Item
+item_id O O
+
+slapper B-Item B-Item
+wrench I-Item B-Item
+stopper B-Item B-Item
+block I-Item I-Item
+weldout B-Activity B-Item
+
+check B-Activity B-Activity
+track B-Item B-Item
+cycle O B-Item
+time O I-Item
+
+front O O
+ac O O
+not O O
+functioning O O
+properly O O
+
+monitor B-Activity B-Activity
+rear O O
+tri O O
+box O O
+imput O O
+shaft O O
+
+warranty O B-Activity
+door B-Item B-Item
+latch I-Item I-Item
+on O O
+dog O O
+box O O
+u/s O O
+
+chubb O O
+replace O B-Activity
+foam O B-Item
+extingisher O I-Item
+on O O
+front O O
+
+miscelaneous O O
+cracking B-Observation O
+
+weld B-Activity B-Activity
+sub B-Item B-Item
+saver I-Item I-Item
+
+monitor B-Activity B-Activity
+oil B-Consumable B-Consumable
+weep B-Observation B-Consumable
+rotary B-Item B-Item
+head I-Item I-Item
+lower O O
+seal O O
+
+acc O O
+damage B-Observation O
+repair B-Activity B-Activity
+mast B-Item B-Item
+air B-Item B-Item
+piping I-Item I-Item
+scv O B-Item
+
+refit B-Activity B-Activity
+pivot B-Item B-Item
+pin I-Item I-Item
+to O O
+positioner O B-Item
+arm O I-Item
+
+rear O O
+crane O O
+controls O O
+not O B-Observation
+working O I-Observation
+
+deck B-Item B-Item
+spanner I-Item B-Item
+coming B-Observation B-Observation
+around I-Observation I-Observation
+too I-Observation O
+far I-Observation O
+
+blowing B-Observation B-Observation
+black I-Observation B-Item
+smoke I-Observation I-Item
+item_id O O
+
+brake B-Item B-Item
+out I-Item I-Item
+ram I-Item B-Item
+leaking B-Observation B-Observation
+badly I-Observation O
+
+mem O O
+labour O O
+na O O
+16/07 O O
+
+mast B-Item B-Item
+lock B-Item B-Item
+cyl. I-Item I-Item
+light B-Item B-Item
+staying B-Observation B-Observation
+on I-Observation I-Observation
+
+removedwater O B-Activity
+flow O B-Item
+meter O I-Item
+
+repair B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+top O O
+of O O
+hyd O O
+tank O O
+
+replace B-Activity B-Activity
+1 O O
+side O O
+pipe O O
+support O O
+cup O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+item_id O O
+
+replace B-Activity B-Activity
+top O O
+door O O
+& O O
+lh O O
+front O O
+glass O O
+
+change B-Activity B-Activity
+out I-Activity I-Activity
+controler B-Item B-Item
+
+cut B-Activity B-Activity
+out I-Activity I-Activity
+holes B-Observation B-Item
+in O O
+work O O
+table O O
+for O O
+washing O O
+
+replace B-Activity B-Activity
+sl32 O O
+injectors B-Item O
+
+dust O B-Observation
+entering O I-Observation
+cab O B-Item
+
+mindrill O O
+refurb O O
+/ O O
+replace O B-Activity
+drill O B-Item
+rods O I-Item
+
+carousel B-Item B-Item
+requires B-Observation B-Observation
+strengthing I-Observation B-Activity
+ppl O B-Item
+
+manufacturer24 O O
+air O O
+lines O O
+@ O O
+compressor O O
+need O O
+chang O O
+
+lost B-Observation B-Observation
+levelling B-Item B-Item
+jack I-Item I-Item
+foot B-Item B-Item
+
+remove B-Activity B-Activity
+tramming B-Item B-Item
+relay I-Item I-Item
+for O O
+tacho B-Item O
+
+replace B-Activity B-Activity
+cab B-Item B-Item
+blow B-Item B-Item
+down I-Item I-Item
+gun I-Item I-Item
+
+reweld B-Activity B-Activity
+sub B-Item B-Item
+saver I-Item I-Item
+na O O
+
+rod B-Item B-Item
+support I-Item I-Item
+hitting B-Observation B-Observation
+in O O
+cab B-Item O
+
+rotation O B-Item
+pressure O I-Item
+needs O B-Observation
+adjusting O B-Activity
+
+blown B-Observation B-Observation
+turbo B-Item B-Item
+item_id O O
+
+hobo B-Item B-Item
+mounting B-Item B-Item
+bolts I-Item I-Item
+loose B-Observation B-Observation
+
+breakout B-Item B-Activity
+die I-Item B-Item
+bolts B-Item I-Item
+u/s B-Observation B-Observation
+item_id O O
+
+manufacturer24 O O
+repair O O
+hoses O O
+na O O
+13/07/09 O O
+
+misc O B-Item
+jobs B-Activity O
+from O O
+operator O O
+pre O O
+start O O
+
+mem O O
+labour O O
+x2 O O
+na O O
+4/08/09 O O
+
+item_id O O
+pre B-Activity O
+service I-Activity O
+setup I-Activity O
+
+rebuild B-Activity B-Activity
+wash B-Item B-Item
+down I-Item I-Item
+pump I-Item I-Item
+
+repair B-Activity B-Activity
+damaged B-Observation B-Observation
+front O O
+emergency O O
+step O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+on O O
+tower O O
+na O O
+
+blowen B-Observation B-Observation
+hyd B-Item B-Item
+hose I-Item I-Item
+on O O
+bottem O O
+of O O
+mast O O
+
+sump B-Item B-Activity
+reservetnk B-Item B-Item
+leaking B-Observation B-Observation
+
+positioner B-Item B-Item
+arm I-Item I-Item
+worn B-Observation B-Observation
+
+vibration B-Observation O
+in O O
+drive O O
+train O O
+
+weld B-Activity B-Activity
+keeper B-Item B-Item
+plate I-Item I-Item
+on O O
+to O O
+hold O O
+in O O
+
+crack B-Item B-Activity
+in O O
+frame O O
+at O O
+rh O O
+jack O O
+tube O O
+
+miscelaneous O O
+leaks B-Observation B-Observation
+@ O O
+front O O
+pumps O O
+? O O
+? O O
+
+relieve B-Activity B-Activity
+dirt B-Observation B-Item
+build I-Observation I-Item
+under O O
+crane O O
+controls O O
+
+main B-Specifier B-Specifier
+c/b B-Item B-Item
+on O O
+generator O O
+tripping O O
+out. O O
+
+hand B-Item B-Item
+rails I-Item I-Item
+@ O O
+mast O B-Item
+access O B-Item
+need O B-Observation
+removing O B-Activity
+
+connect B-Activity B-Activity
+flood B-Item B-Item
+bar I-Item I-Item
+on O O
+top O O
+window O O
+
+potable B-Item B-Item
+water I-Item I-Item
+system B-Item I-Item
+u/s B-Observation B-Observation
+
+scv O O
+labour O O
+x2 O O
+na O O
+30/07 O O
+
+thread B-Item B-Item
+grease B-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+na O O
+
+leaks B-Observation B-Observation
+near O O
+carousel O O
+
+camera B-Item B-Item
+u/s B-Observation B-Observation
+item_id O O
+
+reweld B-Activity B-Activity
+sub B-Item B-Item
+saver I-Item I-Item
+to O O
+rotary O B-Item
+head O I-Item
+
+bent B-Observation B-Observation
+rod B-Item B-Item
+[ O O
+accident B-Observation O
+damage I-Observation O
+] O O
+
+krown O O
+labour O O
+x1 O O
+na O O
+8/07 O O
+
+retension B-Activity B-Activity
+feed B-Item B-Item
+ropes I-Item I-Item
+
+two B-Item O
+way I-Item O
+will B-Observation O
+not I-Observation B-Observation
+tranismit O I-Observation
+
+monitor B-Activity B-Activity
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+rear O O
+of O O
+motor O O
+
+leaking B-Observation B-Observation
+fan B-Item B-Item
+hose B-Item I-Item
+item_id O O
+
+pipe B-Item B-Item
+positioner I-Item I-Item
+audible B-Item B-Item
+alarm I-Item I-Item
+not B-Observation B-Observation
+workin I-Observation I-Observation
+
+order B-Activity B-Activity
+spare B-Specifier B-Item
+fan B-Item I-Item
+hub B-Item B-Item
+
+operators O O
+complain O O
+wont O O
+turn O O
+properly O O
+
+weld B-Activity B-Activity
+repair B-Activity B-Activity
+rod B-Item B-Item
+support I-Item I-Item
+
+leica B-Item B-Item
+screen I-Item I-Item
+u/s B-Observation B-Observation
+item_id O O
+
+wash B-Activity B-Activity
+down I-Activity B-Item
+hose O I-Item
+loosing B-Observation B-Observation
+pressure I-Observation O
+? O O
+? O O
+
+pipe B-Item B-Item
+loader I-Item I-Item
+creeping B-Observation B-Observation
+out I-Observation I-Observation
+on I-Observation O
+vertical I-Observation O
+
+warr O O
+: O O
+cabin B-Item O
+& O O
+air B-Item B-Item
+pipe I-Item I-Item
+suport B-Item B-Item
+damage B-Observation B-Observation
+
+heater B-Item B-Item
+not B-Observation B-Observation
+working. I-Observation I-Observation
+
+rear O O
+air O O
+blower O O
+to O O
+short O O
+
+hyd B-Item B-Item
+tank I-Item I-Item
+oil B-Consumable B-Consumable
+level B-Item B-Item
+gauge I-Item I-Item
+leaking B-Observation B-Observation
+
+replace B-Activity B-Activity
+head B-Item B-Item
+guide I-Item B-Item
+bolts B-Consumable I-Item
+
+locking B-Item B-Item
+pin I-Item I-Item
+indicator B-Item B-Item
+lights I-Item B-Item
+staying B-Observation B-Observation
+on I-Observation I-Observation
+
+changeout B-Activity B-Activity
+rotary B-Item B-Item
+head I-Item I-Item
+wear B-Item B-Item
+slides I-Item I-Item
+
+replace B-Activity B-Activity
+front O O
+and O O
+rear O O
+carrier O O
+rollers O O
+
+replace B-Activity B-Activity
+mast B-Item B-Item
+pivot B-Consumable B-Item
+bolts I-Consumable I-Item
+
+retension B-Activity B-Item
+head B-Item I-Item
+ropes I-Item B-Item
+na O O
+
+machine B-Item B-Item
+setup B-Activity B-Item
+in O O
+sap O O
+
+adjust B-Activity B-Activity
+electronic B-Item B-Item
+level I-Item I-Item
+system I-Item I-Item
+item_id O O
+
+tong B-Item B-Item
+wont B-Observation B-Observation
+retract I-Observation B-Activity
+
+zacs O O
+fabricate O O
+& O O
+supply O B-Activity
+parts O B-Item
+bin O I-Item
+signs O B-Item
+
+scv O O
+labour O O
+x2 O O
+na O O
+4/08 O O
+
+check B-Activity B-Activity
+mast B-Item B-Item
+light B-Item B-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+feed B-Item B-Item
+rope I-Item I-Item
+off B-Observation O
+upper O O
+sheave O O
+
+monitor B-Activity B-Activity
+engine B-Item B-Item
+oil B-Consumable B-Consumable
+level O O
+na O O
+
+repairs B-Activity B-Activity
+to I-Activity O
+tyrbo B-Item B-Item
+timer I-Item I-Item
+
+suction B-Item B-Item
+line I-Item I-Item
+on O O
+radiator O O
+cracked O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+water B-Item O
+inj I-Item O
+flow B-Item O
+divider I-Item O
+
+remove B-Activity B-Activity
+rods B-Item B-Item
+from O O
+machine O O
+
+seal B-Item B-Item
+cracks B-Observation B-Observation
+in I-Observation O
+glass B-Item O
+rubber I-Item O
+strips I-Item O
+
+replace B-Activity B-Activity
+grease B-Item B-Item
+nipple I-Item I-Item
+on O O
+uni O O
+na O O
+
+off O O
+side O O
+track O O
+will O B-Observation
+not O I-Observation
+go O I-Observation
+in O I-Observation
+to O O
+reverce O O
+
+wash B-Item B-Item
+down I-Item I-Item
+hose I-Item I-Item
+missing B-Observation B-Observation
+nozzle B-Item B-Item
+
+acc O O
+: O O
+replace B-Activity B-Activity
+chip B-Item B-Item
+deflector I-Item I-Item
+
+manufacturer24 O O
+hose O O
+inspection O O
+na O O
+1/07 O O
+
+manufacturer24 O O
+hose O O
+inspection O O
+na O O
+21/07/09 O O
+
+positioner B-Item B-Item
+cups I-Item I-Item
+not B-Observation B-Observation
+clamping I-Observation I-Observation
+properly O O
+
+check B-Activity B-Activity
+tramming B-Observation B-Item
+fault I-Observation I-Item
+
+rear O O
+lights O O
+not O B-Observation
+working O I-Observation
+
+gearbox B-Item B-Item
+temp B-Item B-Item
+gauge I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+
+repairs B-Activity B-Activity
+to I-Activity O
+sign B-Item B-Item
+skid B-Item I-Item
+
+lights B-Item B-Item
+near O O
+hyd O O
+tank O O
+dim O O
+
+repalce B-Activity B-Activity
+air B-Item B-Item
+filters I-Item I-Item
+item_id O O
+
+rotary B-Item B-Item
+head I-Item I-Item
+speed B-Item B-Item
+gauge I-Item I-Item
+not B-Observation B-Observation
+working. I-Observation I-Observation
+
+repair B-Activity B-Activity
+air B-Item B-Item
+window I-Item I-Item
+cleaner I-Item B-Item
+
+pipe B-Item B-Item
+positioner I-Item I-Item
+not B-Observation B-Observation
+working I-Observation I-Observation
+na O O
+
+rotation O B-Item
+slow O O
+& O O
+low O O
+stallout O O
+pressure O O
+
+wiper B-Item B-Item
+blade I-Item I-Item
+misssing B-Observation B-Observation
+
+feed B-Item B-Item
+control B-Item B-Item
+lever I-Item I-Item
+intermittent O B-Observation
+
+repairs B-Activity B-Activity
+to I-Activity O
+posationer O B-Item
+arm O I-Item
+
+chip B-Item B-Item
+deflector I-Item I-Item
+needs B-Observation B-Observation
+changing O B-Activity
+
+miscelaneous O O
+leaks B-Observation B-Observation
+
+mast B-Item B-Item
+lights B-Item B-Item
+u/s B-Observation B-Observation
+
+water B-Item B-Item
+injuction I-Item I-Item
+pipe I-Item B-Item
+leaking B-Observation B-Observation
+
+check B-Activity B-Activity
+oil B-Consumable B-Consumable
+level O I-Consumable
+aux O O
+gearbox O O
+na O O
+
+receiver B-Item B-Item
+pressure B-Item B-Item
+gauge I-Item I-Item
+wrong B-Observation O
+type I-Observation O
+
+check B-Activity B-Activity
+out I-Activity I-Activity
+vibration O B-Item
+in O O
+machine O O
+
+replace B-Activity B-Activity
+blown B-Observation B-Observation
+carosell B-Item B-Item
+hose B-Item I-Item
+
+chain B-Item B-Item
+gard I-Item I-Item
+fell B-Observation B-Observation
+out I-Observation I-Observation
+
+claem O B-Item
+and O O
+sanitised O O
+a/c O O
+units O O
+
+adjust B-Activity B-Activity
+rear O O
+door O O
+
+leaking B-Observation B-Observation
+ram B-Item B-Item
+on O O
+tool O O
+wrench O O
+na O O
+
+misc O B-Item
+jobs O O
+from O O
+operator O O
+prestart O O
+insp O O
+6/ O O
+
+repair B-Activity B-Activity
+steps B-Item B-Item
+accident B-Observation B-Observation
+damage I-Observation O
+
+change B-Activity B-Activity
+rh O O
+mast O O
+feed O O
+cylinder O O
+
+bent B-Observation B-Observation
+handrails B-Item B-Item
+
+c/o B-Activity B-Activity
+upper O O
+starter O O
+
+fire B-Item B-Item
+supression I-Item I-Item
+system I-Item I-Item
+repairs B-Activity B-Activity
+
+front O O
+emergency O O
+stairs O O
+hard O O
+to O O
+lower O O
+
+holding B-Item B-Item
+wrench I-Item I-Item
+requires O B-Observation
+replacing. B-Activity B-Activity
+
+inspect B-Activity B-Activity
+/ O O
+change B-Activity B-Activity
+deck B-Item B-Item
+fork I-Item I-Item
+
+oil B-Consumable B-Consumable
+coming B-Observation B-Observation
+out I-Observation I-Observation
+of O O
+breather B-Item O
+item_id O O
+
+pre B-Activity B-Item
+service I-Activity I-Item
+set B-Activity B-Activity
+up I-Activity I-Activity
+na O O
+
+remove B-Activity B-Activity
+retaining B-Item B-Item
+blocks I-Item I-Item
+fork B-Item B-Item
+cylinders I-Item B-Item
+
+replaced B-Activity B-Activity
+damaged B-Observation B-Observation
+seal B-Item B-Item
+
+scv O O
+labour O O
+x2 O O
+na O O
+16.07 O O
+
+agl O O
+replace O B-Activity
+broken O B-Observation
+roof O B-Item
+viewing O B-Item
+window O I-Item
+
+seat B-Item B-Item
+arm B-Item I-Item
+rests I-Item B-Observation
+faulty B-Observation B-Observation
+
+replace B-Activity B-Activity
+breather B-Item B-Item
+on O O
+pump O O
+drive O O
+box O O
+
+thread B-Item B-Item
+lube O I-Item
+has O O
+low B-Observation O
+air O O
+pressure O O
+
+relocate B-Activity B-Activity
+lube B-Item B-Item
+pot I-Item I-Item
+overflow O B-Observation
+
+refit B-Activity B-Activity
+right O O
+hand O O
+track O O
+
+lh O O
+fan O O
+pump O O
+adaptor O O
+seal O O
+weeping O O
+
+scope B-Activity B-Item
+slop O I-Item
+in O O
+rod O O
+support O O
+
+wiring O B-Item
+fault B-Observation I-Item
+to O O
+alternator O O
+item_id O O
+
+repair B-Activity B-Activity
+all O O
+240v O O
+and O O
+24v O O
+work O O
+lights O O
+
+oil B-Consumable B-Consumable
+leak B-Observation B-Observation
+fron O O
+water O O
+pump O O
+
+tec O O
+50 O O
+leak B-Observation O
+near O O
+cab O O
+item_id O O
+
+heat B-Activity B-Activity
+and O O
+break B-Activity B-Item
+stem B-Item I-Item
+
+hose B-Item B-Item
+fallen B-Observation B-Observation
+off I-Observation I-Observation
+washdown B-Item B-Item
+pump I-Item I-Item
+na O O
+
+limit B-Item B-Item
+switch I-Item I-Item
+has B-Observation B-Observation
+come O I-Observation
+away B-Observation I-Observation
+
+repair B-Activity B-Activity
+dust B-Item B-Item
+deflector I-Item I-Item
+chain B-Item B-Item
+na O O
+
+reamer B-Item B-Item
+& O O
+extension B-Item O
+thin O O
+changeout B-Activity O
+
+replace B-Activity B-Activity
+dust B-Item B-Item
+curtains I-Item I-Item
+
+deck B-Item B-Item
+fork I-Item I-Item
+leaking B-Observation B-Observation
+oil B-Consumable B-Consumable
+
+loose B-Observation B-Observation
+bolts B-Consumable B-Consumable
+on O O
+lighting O O
+bracket O O
+
+pipe B-Item B-Item
+in O O
+hole O O
+sensor O O
+not O B-Observation
+working O I-Observation
+
+broken B-Observation B-Observation
+hand B-Item B-Item
+rail I-Item I-Item
+on O O
+work O O
+deck O O
+item_id O O
+
+repair B-Activity B-Activity
+fitting B-Item B-Item
+on O O
+deck O O
+wrench O O
+na O O
+
+replace B-Activity B-Activity
+forward O B-Specifier
+rotation B-Item B-Item
+pipe I-Item I-Item
+
+oil B-Consumable B-Consumable
+laek O I-Consumable
+on O O
+compressor O O
+
+repair B-Activity B-Activity
+lights B-Observation B-Item
+out I-Observation B-Observation
+on O O
+the O O
+machine O O
+
+slow O O
+tramming O O
+lhs O O
+forward O O
+na O O
+
+replace B-Activity B-Activity
+chip B-Item B-Item
+deflector I-Item I-Item
+& O O
+deck B-Item B-Item
+seal B-Item B-Item
+l O O
+
+check B-Activity B-Activity
+hyd B-Consumable B-Consumable
+oil I-Consumable B-Consumable
+leak B-Observation B-Observation
+na O O
+
+pump B-Item B-Item
+drive I-Item B-Item
+box I-Item I-Item
+over- B-Observation B-Observation
+full I-Observation I-Observation
+
+rh O O
+propel O O
+pump O O
+broken O O
+hose O O
+item_id O O
+
+move B-Activity B-Activity
+eng B-Item B-Item
+camera B-Item I-Item
+
+scv O O
+labour O O
+x2 O O
+na O O
+21/07/09 O O
+
+carousel B-Item B-Item
+lock B-Item B-Item
+pin I-Item I-Item
+not B-Observation B-Observation
+retracting I-Observation I-Observation
+
+check B-Activity B-Activity
+potable B-Item B-Item
+water I-Item I-Item
+system B-Item I-Item
+
+top B-Activity O
+up I-Activity O
+rotary B-Item B-Item
+head I-Item I-Item
+
+wo B-Observation B-Observation
+n't I-Observation I-Observation
+start I-Observation I-Observation
+item_id O O
+
+fit B-Activity B-Activity
+new B-Specifier B-Specifier
+signs B-Item B-Item
+to O O
+skid O O
+item_id O O
+
+over B-Observation B-Activity
+filled I-Observation B-Observation
+hydraulic B-Item B-Item
+tank I-Item I-Item
+item_id O O
+
+slapper B-Item B-Item
+blocks I-Item I-Item
+need O B-Observation
+building B-Activity O
+up I-Activity O
+
+strip B-Activity B-Item
+and O O
+overhaul B-Activity B-Activity
+shock B-Item B-Item
+sub I-Item I-Item
+
+weeping B-Observation B-Observation
+oring B-Item O
+on O O
+steel O O
+pipe O O
+
+fit B-Activity B-Activity
+up I-Activity I-Activity
+misssing B-Observation B-Item
+filter B-Item I-Item
+parts I-Item B-Item
+
+fit B-Activity B-Activity
+stops B-Item B-Item
+to O O
+positioner O B-Item
+arm O I-Item
+
+changeout B-Activity B-Activity
+drill B-Item B-Item
+rods I-Item I-Item
+na O O
+
+check B-Activity B-Activity
+adjustment B-Activity B-Item
+of O O
+chains B-Item O
+
+broken B-Observation B-Observation
+latch B-Item B-Item
+alternator B-Item B-Item
+insp B-Activity B-Item
+door B-Item I-Item
+
+fabricate B-Activity B-Activity
+mast B-Item B-Item
+walkway B-Item B-Item
+gate I-Item I-Item
+
+loose B-Observation B-Observation
+shroud B-Item B-Item
+engine B-Item I-Item
+oil I-Item B-Consumable
+filter I-Item B-Item
+housing B-Item I-Item
+
+aux B-Specifier B-Specifier
+gearbox B-Item B-Item
+making B-Observation B-Observation
+oil B-Consumable B-Consumable
+na O O
+
+get B-Activity B-Activity
+part O B-Item
+no O O
+off O O
+pumps O O
+
+replaec O B-Activity
+hosev O O
+from O O
+metering O O
+pump O O
+
+l5 O O
+track B-Item O
+roller I-Item O
+to O O
+be O O
+replaced B-Activity O
+
+tidy B-Activity B-Activity
+up I-Activity I-Activity
+mast B-Item B-Item
+hosing B-Item B-Item
+catching B-Observation B-Observation
+
+change B-Activity B-Activity
+lh O O
+mast O O
+feed O O
+cylinder O O
+
+krown O O
+labour O O
+x1 O O
+na O O
+16/07 O O
+
+seal B-Item B-Item
+weeping B-Observation I-Item
+rotation B-Item B-Item
+hose I-Item I-Item
+
+warr O B-Item
+compressor B-Item I-Item
+input B-Item B-Item
+seal I-Item I-Item
+leaking B-Observation B-Observation
+
+replace B-Activity B-Activity
+seat B-Item B-Item
+arm B-Item I-Item
+rests I-Item B-Observation
+

training.log

@@ -0,0 +1,237 @@
+2023-04-06 05:00:57,477 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,477 Model: "SequenceTagger(
+  (embeddings): StackedEmbeddings(
+    (list_embedding_0): FlairEmbeddings(
+      (lm): LanguageModel(
+        (drop): Dropout(p=0.25, inplace=False)
+        (encoder): Embedding(275, 100)
+        (rnn): LSTM(100, 2048)
+        (decoder): Linear(in_features=2048, out_features=275, bias=True)
+      )
+    )
+    (list_embedding_1): FlairEmbeddings(
+      (lm): LanguageModel(
+        (drop): Dropout(p=0.25, inplace=False)
+        (encoder): Embedding(275, 100)
+        (rnn): LSTM(100, 2048)
+        (decoder): Linear(in_features=2048, out_features=275, bias=True)
+      )
+    )
+  )
+  (word_dropout): WordDropout(p=0.05)
+  (locked_dropout): LockedDropout(p=0.5)
+  (embedding2nn): Linear(in_features=4096, out_features=4096, bias=True)
+  (rnn): LSTM(4096, 256, batch_first=True, bidirectional=True)
+  (linear): Linear(in_features=512, out_features=23, bias=True)
+  (loss_function): ViterbiLoss()
+  (crf): CRF()
+)"
+2023-04-06 05:00:57,479 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,480 Corpus: "Corpus: 3200 train + 401 dev + 401 test sentences"
+2023-04-06 05:00:57,480 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,480 Parameters:
+2023-04-06 05:00:57,480  - learning_rate: "0.100000"
+2023-04-06 05:00:57,481  - mini_batch_size: "32"
+2023-04-06 05:00:57,481  - patience: "3"
+2023-04-06 05:00:57,481  - anneal_factor: "0.5"
+2023-04-06 05:00:57,481  - max_epochs: "10"
+2023-04-06 05:00:57,482  - shuffle: "True"
+2023-04-06 05:00:57,482  - train_with_dev: "False"
+2023-04-06 05:00:57,482  - batch_growth_annealing: "False"
+2023-04-06 05:00:57,483 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,483 Model training base path: "db/kgc_models/flair-spec-cons/trained_model"
+2023-04-06 05:00:57,483 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,483 Device: cuda:0
+2023-04-06 05:00:57,484 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:57,484 Embeddings storage mode: gpu
+2023-04-06 05:00:57,484 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:00:58,191 epoch 1 - iter 10/100 - loss 2.54841670 - samples/sec: 453.70 - lr: 0.100000
+2023-04-06 05:00:58,981 epoch 1 - iter 20/100 - loss 2.33677462 - samples/sec: 406.16 - lr: 0.100000
+2023-04-06 05:00:59,670 epoch 1 - iter 30/100 - loss 2.15419054 - samples/sec: 464.94 - lr: 0.100000
+2023-04-06 05:01:00,342 epoch 1 - iter 40/100 - loss 1.98991539 - samples/sec: 477.32 - lr: 0.100000
+2023-04-06 05:01:01,018 epoch 1 - iter 50/100 - loss 1.89150122 - samples/sec: 474.61 - lr: 0.100000
+2023-04-06 05:01:01,710 epoch 1 - iter 60/100 - loss 1.80637456 - samples/sec: 463.46 - lr: 0.100000
+2023-04-06 05:01:02,411 epoch 1 - iter 70/100 - loss 1.74580158 - samples/sec: 457.25 - lr: 0.100000
+2023-04-06 05:01:03,155 epoch 1 - iter 80/100 - loss 1.67068108 - samples/sec: 430.69 - lr: 0.100000
+2023-04-06 05:01:03,906 epoch 1 - iter 90/100 - loss 1.61186574 - samples/sec: 427.18 - lr: 0.100000
+2023-04-06 05:01:04,621 epoch 1 - iter 100/100 - loss 1.57518982 - samples/sec: 448.53 - lr: 0.100000
+2023-04-06 05:01:04,621 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:04,622 EPOCH 1 done: loss 1.5752 - lr 0.100000
+2023-04-06 05:01:05,978 Evaluating as a multi-label problem: False
+2023-04-06 05:01:05,992 DEV : loss 0.9883462190628052 - f1-score (micro avg)  0.5583
+2023-04-06 05:01:05,998 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:06,000 saving best model
+2023-04-06 05:01:07,645 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:07,958 epoch 2 - iter 10/100 - loss 1.07820137 - samples/sec: 1030.85 - lr: 0.100000
+2023-04-06 05:01:08,263 epoch 2 - iter 20/100 - loss 1.04921650 - samples/sec: 1053.15 - lr: 0.100000
+2023-04-06 05:01:08,548 epoch 2 - iter 30/100 - loss 1.01492418 - samples/sec: 1130.08 - lr: 0.100000
+2023-04-06 05:01:08,880 epoch 2 - iter 40/100 - loss 1.01476922 - samples/sec: 969.31 - lr: 0.100000
+2023-04-06 05:01:09,162 epoch 2 - iter 50/100 - loss 0.98812696 - samples/sec: 1137.46 - lr: 0.100000
+2023-04-06 05:01:09,492 epoch 2 - iter 60/100 - loss 0.96852050 - samples/sec: 974.46 - lr: 0.100000
+2023-04-06 05:01:09,771 epoch 2 - iter 70/100 - loss 0.96147093 - samples/sec: 1155.02 - lr: 0.100000
+2023-04-06 05:01:10,078 epoch 2 - iter 80/100 - loss 0.94764571 - samples/sec: 1046.79 - lr: 0.100000
+2023-04-06 05:01:10,380 epoch 2 - iter 90/100 - loss 0.93687541 - samples/sec: 1063.94 - lr: 0.100000
+2023-04-06 05:01:10,680 epoch 2 - iter 100/100 - loss 0.92128929 - samples/sec: 1074.48 - lr: 0.100000
+2023-04-06 05:01:10,681 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:10,682 EPOCH 2 done: loss 0.9213 - lr 0.100000
+2023-04-06 05:01:11,480 Evaluating as a multi-label problem: False
+2023-04-06 05:01:11,493 DEV : loss 0.6865214705467224 - f1-score (micro avg)  0.6667
+2023-04-06 05:01:11,501 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:11,502 saving best model
+2023-04-06 05:01:13,122 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:13,415 epoch 3 - iter 10/100 - loss 0.80292226 - samples/sec: 1098.71 - lr: 0.100000
+2023-04-06 05:01:13,703 epoch 3 - iter 20/100 - loss 0.80121644 - samples/sec: 1116.92 - lr: 0.100000
+2023-04-06 05:01:14,000 epoch 3 - iter 30/100 - loss 0.78842391 - samples/sec: 1082.53 - lr: 0.100000
+2023-04-06 05:01:14,300 epoch 3 - iter 40/100 - loss 0.78760832 - samples/sec: 1073.66 - lr: 0.100000
+2023-04-06 05:01:14,624 epoch 3 - iter 50/100 - loss 0.78730520 - samples/sec: 991.17 - lr: 0.100000
+2023-04-06 05:01:14,931 epoch 3 - iter 60/100 - loss 0.77427673 - samples/sec: 1049.45 - lr: 0.100000
+2023-04-06 05:01:15,236 epoch 3 - iter 70/100 - loss 0.76768125 - samples/sec: 1054.20 - lr: 0.100000
+2023-04-06 05:01:15,519 epoch 3 - iter 80/100 - loss 0.75606934 - samples/sec: 1138.62 - lr: 0.100000
+2023-04-06 05:01:15,821 epoch 3 - iter 90/100 - loss 0.75874242 - samples/sec: 1064.79 - lr: 0.100000
+2023-04-06 05:01:16,109 epoch 3 - iter 100/100 - loss 0.74525913 - samples/sec: 1116.10 - lr: 0.100000
+2023-04-06 05:01:16,110 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:16,110 EPOCH 3 done: loss 0.7453 - lr 0.100000
+2023-04-06 05:01:16,887 Evaluating as a multi-label problem: False
+2023-04-06 05:01:16,899 DEV : loss 0.614136278629303 - f1-score (micro avg)  0.7101
+2023-04-06 05:01:16,906 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:16,908 saving best model
+2023-04-06 05:01:18,556 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:18,835 epoch 4 - iter 10/100 - loss 0.64661913 - samples/sec: 1153.86 - lr: 0.100000
+2023-04-06 05:01:19,137 epoch 4 - iter 20/100 - loss 0.62497328 - samples/sec: 1065.76 - lr: 0.100000
+2023-04-06 05:01:19,419 epoch 4 - iter 30/100 - loss 0.63771202 - samples/sec: 1143.26 - lr: 0.100000
+2023-04-06 05:01:19,759 epoch 4 - iter 40/100 - loss 0.64536114 - samples/sec: 944.68 - lr: 0.100000
+2023-04-06 05:01:20,029 epoch 4 - iter 50/100 - loss 0.65670237 - samples/sec: 1189.03 - lr: 0.100000
+2023-04-06 05:01:20,327 epoch 4 - iter 60/100 - loss 0.65096773 - samples/sec: 1079.77 - lr: 0.100000
+2023-04-06 05:01:20,611 epoch 4 - iter 70/100 - loss 0.64386307 - samples/sec: 1132.05 - lr: 0.100000
+2023-04-06 05:01:20,903 epoch 4 - iter 80/100 - loss 0.64342225 - samples/sec: 1102.42 - lr: 0.100000
+2023-04-06 05:01:21,199 epoch 4 - iter 90/100 - loss 0.64639085 - samples/sec: 1088.24 - lr: 0.100000
+2023-04-06 05:01:21,486 epoch 4 - iter 100/100 - loss 0.64023060 - samples/sec: 1119.16 - lr: 0.100000
+2023-04-06 05:01:21,487 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:21,487 EPOCH 4 done: loss 0.6402 - lr 0.100000
+2023-04-06 05:01:22,479 Evaluating as a multi-label problem: False
+2023-04-06 05:01:22,490 DEV : loss 0.5573540925979614 - f1-score (micro avg)  0.7454
+2023-04-06 05:01:22,497 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:22,498 saving best model
+2023-04-06 05:01:24,161 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:24,456 epoch 5 - iter 10/100 - loss 0.61543932 - samples/sec: 1093.46 - lr: 0.100000
+2023-04-06 05:01:24,754 epoch 5 - iter 20/100 - loss 0.58400124 - samples/sec: 1079.67 - lr: 0.100000
+2023-04-06 05:01:25,064 epoch 5 - iter 30/100 - loss 0.56852493 - samples/sec: 1038.59 - lr: 0.100000
+2023-04-06 05:01:25,358 epoch 5 - iter 40/100 - loss 0.57995167 - samples/sec: 1094.36 - lr: 0.100000
+2023-04-06 05:01:25,683 epoch 5 - iter 50/100 - loss 0.57421334 - samples/sec: 987.87 - lr: 0.100000
+2023-04-06 05:01:25,987 epoch 5 - iter 60/100 - loss 0.56522019 - samples/sec: 1059.99 - lr: 0.100000
+2023-04-06 05:01:26,284 epoch 5 - iter 70/100 - loss 0.56915244 - samples/sec: 1082.58 - lr: 0.100000
+2023-04-06 05:01:26,587 epoch 5 - iter 80/100 - loss 0.56741243 - samples/sec: 1060.07 - lr: 0.100000
+2023-04-06 05:01:26,873 epoch 5 - iter 90/100 - loss 0.56403810 - samples/sec: 1122.34 - lr: 0.100000
+2023-04-06 05:01:27,162 epoch 5 - iter 100/100 - loss 0.56619930 - samples/sec: 1116.38 - lr: 0.100000
+2023-04-06 05:01:27,163 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:27,163 EPOCH 5 done: loss 0.5662 - lr 0.100000
+2023-04-06 05:01:27,972 Evaluating as a multi-label problem: False
+2023-04-06 05:01:27,984 DEV : loss 0.4954551160335541 - f1-score (micro avg)  0.7711
+2023-04-06 05:01:27,992 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:27,994 saving best model
+2023-04-06 05:01:29,618 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:29,920 epoch 6 - iter 10/100 - loss 0.51276362 - samples/sec: 1067.10 - lr: 0.100000
+2023-04-06 05:01:30,220 epoch 6 - iter 20/100 - loss 0.51676351 - samples/sec: 1074.30 - lr: 0.100000
+2023-04-06 05:01:30,528 epoch 6 - iter 30/100 - loss 0.51920724 - samples/sec: 1043.78 - lr: 0.100000
+2023-04-06 05:01:30,844 epoch 6 - iter 40/100 - loss 0.53617170 - samples/sec: 1016.64 - lr: 0.100000
+2023-04-06 05:01:31,157 epoch 6 - iter 50/100 - loss 0.52303169 - samples/sec: 1029.79 - lr: 0.100000
+2023-04-06 05:01:31,472 epoch 6 - iter 60/100 - loss 0.52088512 - samples/sec: 1019.45 - lr: 0.100000
+2023-04-06 05:01:31,875 epoch 6 - iter 70/100 - loss 0.51524863 - samples/sec: 797.62 - lr: 0.100000
+2023-04-06 05:01:32,197 epoch 6 - iter 80/100 - loss 0.52052504 - samples/sec: 999.15 - lr: 0.100000
+2023-04-06 05:01:32,524 epoch 6 - iter 90/100 - loss 0.51383911 - samples/sec: 984.59 - lr: 0.100000
+2023-04-06 05:01:32,835 epoch 6 - iter 100/100 - loss 0.50979660 - samples/sec: 1039.46 - lr: 0.100000
+2023-04-06 05:01:32,836 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:32,836 EPOCH 6 done: loss 0.5098 - lr 0.100000
+2023-04-06 05:01:33,785 Evaluating as a multi-label problem: False
+2023-04-06 05:01:33,799 DEV : loss 0.45735692977905273 - f1-score (micro avg)  0.7692
+2023-04-06 05:01:33,807 BAD EPOCHS (no improvement): 1
+2023-04-06 05:01:33,812 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:34,146 epoch 7 - iter 10/100 - loss 0.48405916 - samples/sec: 964.88 - lr: 0.100000
+2023-04-06 05:01:34,473 epoch 7 - iter 20/100 - loss 0.46699604 - samples/sec: 986.48 - lr: 0.100000
+2023-04-06 05:01:34,807 epoch 7 - iter 30/100 - loss 0.47639370 - samples/sec: 961.54 - lr: 0.100000
+2023-04-06 05:01:35,134 epoch 7 - iter 40/100 - loss 0.48267184 - samples/sec: 983.20 - lr: 0.100000
+2023-04-06 05:01:35,468 epoch 7 - iter 50/100 - loss 0.47247635 - samples/sec: 962.07 - lr: 0.100000
+2023-04-06 05:01:35,772 epoch 7 - iter 60/100 - loss 0.47543941 - samples/sec: 1061.04 - lr: 0.100000
+2023-04-06 05:01:36,101 epoch 7 - iter 70/100 - loss 0.47814133 - samples/sec: 977.64 - lr: 0.100000
+2023-04-06 05:01:36,440 epoch 7 - iter 80/100 - loss 0.47698574 - samples/sec: 948.03 - lr: 0.100000
+2023-04-06 05:01:36,747 epoch 7 - iter 90/100 - loss 0.47987035 - samples/sec: 1047.95 - lr: 0.100000
+2023-04-06 05:01:37,066 epoch 7 - iter 100/100 - loss 0.47570336 - samples/sec: 1008.92 - lr: 0.100000
+2023-04-06 05:01:37,067 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:37,070 EPOCH 7 done: loss 0.4757 - lr 0.100000
+2023-04-06 05:01:37,941 Evaluating as a multi-label problem: False
+2023-04-06 05:01:37,952 DEV : loss 0.44222691655158997 - f1-score (micro avg)  0.7888
+2023-04-06 05:01:37,960 BAD EPOCHS (no improvement): 0
+2023-04-06 05:01:37,961 saving best model
+2023-04-06 05:01:40,394 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:40,854 epoch 8 - iter 10/100 - loss 0.45383867 - samples/sec: 700.65 - lr: 0.100000
+2023-04-06 05:01:41,173 epoch 8 - iter 20/100 - loss 0.43853387 - samples/sec: 1008.63 - lr: 0.100000
+2023-04-06 05:01:41,480 epoch 8 - iter 30/100 - loss 0.44842076 - samples/sec: 1045.92 - lr: 0.100000
+2023-04-06 05:01:41,815 epoch 8 - iter 40/100 - loss 0.44778312 - samples/sec: 962.63 - lr: 0.100000
+2023-04-06 05:01:42,123 epoch 8 - iter 50/100 - loss 0.45261274 - samples/sec: 1044.30 - lr: 0.100000
+2023-04-06 05:01:42,467 epoch 8 - iter 60/100 - loss 0.45202269 - samples/sec: 932.97 - lr: 0.100000
+2023-04-06 05:01:42,766 epoch 8 - iter 70/100 - loss 0.44615702 - samples/sec: 1078.30 - lr: 0.100000
+2023-04-06 05:01:43,090 epoch 8 - iter 80/100 - loss 0.44471005 - samples/sec: 990.40 - lr: 0.100000
+2023-04-06 05:01:43,390 epoch 8 - iter 90/100 - loss 0.44290559 - samples/sec: 1074.92 - lr: 0.100000
+2023-04-06 05:01:43,716 epoch 8 - iter 100/100 - loss 0.44319155 - samples/sec: 984.69 - lr: 0.100000
+2023-04-06 05:01:43,717 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:43,720 EPOCH 8 done: loss 0.4432 - lr 0.100000
+2023-04-06 05:01:44,604 Evaluating as a multi-label problem: False
+2023-04-06 05:01:44,615 DEV : loss 0.4376998245716095 - f1-score (micro avg)  0.7692
+2023-04-06 05:01:44,623 BAD EPOCHS (no improvement): 1
+2023-04-06 05:01:44,625 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:44,962 epoch 9 - iter 10/100 - loss 0.38774550 - samples/sec: 954.84 - lr: 0.100000
+2023-04-06 05:01:45,286 epoch 9 - iter 20/100 - loss 0.41776223 - samples/sec: 991.11 - lr: 0.100000
+2023-04-06 05:01:45,599 epoch 9 - iter 30/100 - loss 0.42511250 - samples/sec: 1028.88 - lr: 0.100000
+2023-04-06 05:01:45,945 epoch 9 - iter 40/100 - loss 0.42112254 - samples/sec: 930.71 - lr: 0.100000
+2023-04-06 05:01:46,274 epoch 9 - iter 50/100 - loss 0.42444511 - samples/sec: 976.78 - lr: 0.100000
+2023-04-06 05:01:46,603 epoch 9 - iter 60/100 - loss 0.42389968 - samples/sec: 977.72 - lr: 0.100000
+2023-04-06 05:01:46,926 epoch 9 - iter 70/100 - loss 0.41802363 - samples/sec: 996.06 - lr: 0.100000
+2023-04-06 05:01:47,281 epoch 9 - iter 80/100 - loss 0.41442777 - samples/sec: 906.83 - lr: 0.100000
+2023-04-06 05:01:47,611 epoch 9 - iter 90/100 - loss 0.41460733 - samples/sec: 975.57 - lr: 0.100000
+2023-04-06 05:01:48,003 epoch 9 - iter 100/100 - loss 0.41394752 - samples/sec: 820.27 - lr: 0.100000
+2023-04-06 05:01:48,005 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:48,011 EPOCH 9 done: loss 0.4139 - lr 0.100000
+2023-04-06 05:01:48,916 Evaluating as a multi-label problem: False
+2023-04-06 05:01:48,928 DEV : loss 0.4502558410167694 - f1-score (micro avg)  0.7756
+2023-04-06 05:01:48,936 BAD EPOCHS (no improvement): 2
+2023-04-06 05:01:48,940 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:49,272 epoch 10 - iter 10/100 - loss 0.37656011 - samples/sec: 980.38 - lr: 0.100000
+2023-04-06 05:01:49,616 epoch 10 - iter 20/100 - loss 0.39638115 - samples/sec: 936.73 - lr: 0.100000
+2023-04-06 05:01:49,952 epoch 10 - iter 30/100 - loss 0.39364339 - samples/sec: 956.19 - lr: 0.100000
+2023-04-06 05:01:50,279 epoch 10 - iter 40/100 - loss 0.39287102 - samples/sec: 984.94 - lr: 0.100000
+2023-04-06 05:01:50,603 epoch 10 - iter 50/100 - loss 0.39715304 - samples/sec: 992.09 - lr: 0.100000
+2023-04-06 05:01:50,938 epoch 10 - iter 60/100 - loss 0.38995911 - samples/sec: 961.94 - lr: 0.100000
+2023-04-06 05:01:51,244 epoch 10 - iter 70/100 - loss 0.39104831 - samples/sec: 1050.41 - lr: 0.100000
+2023-04-06 05:01:51,569 epoch 10 - iter 80/100 - loss 0.39384103 - samples/sec: 988.09 - lr: 0.100000
+2023-04-06 05:01:51,891 epoch 10 - iter 90/100 - loss 0.39865212 - samples/sec: 1000.92 - lr: 0.100000
+2023-04-06 05:01:52,221 epoch 10 - iter 100/100 - loss 0.40034652 - samples/sec: 975.07 - lr: 0.100000
+2023-04-06 05:01:52,222 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:52,222 EPOCH 10 done: loss 0.4003 - lr 0.100000
+2023-04-06 05:01:53,082 Evaluating as a multi-label problem: False
+2023-04-06 05:01:53,094 DEV : loss 0.4299003481864929 - f1-score (micro avg)  0.7812
+2023-04-06 05:01:53,102 BAD EPOCHS (no improvement): 3
+2023-04-06 05:01:58,853 ----------------------------------------------------------------------------------------------------
+2023-04-06 05:01:58,855 loading file db/kgc_models/flair-spec-cons/trained_model/best-model.pt
+2023-04-06 05:02:08,102 SequenceTagger predicts: Dictionary with 23 tags: O, S-Item, B-Item, E-Item, I-Item, S-Activity, B-Activity, E-Activity, I-Activity, S-Observation, B-Observation, E-Observation, I-Observation, S-Consumable, B-Consumable, E-Consumable, I-Consumable, S-Specifier, B-Specifier, E-Specifier, I-Specifier, <START>, <STOP>
+2023-04-06 05:02:09,735 Evaluating as a multi-label problem: False
+2023-04-06 05:02:09,746 0.7132	0.7412	0.7269	0.5798
+2023-04-06 05:02:09,747 
+Results:
+- F-score (micro) 0.7269
+- F-score (macro) 0.75
+- Accuracy 0.5798
+
+By class:
+              precision    recall  f1-score   support
+
+        Item     0.6489    0.7064    0.6764       361
+    Activity     0.8324    0.8556    0.8438       180
+ Observation     0.7108    0.6860    0.6982       172
+  Consumable     0.7907    0.7727    0.7816        44
+   Specifier     0.7500    0.7500    0.7500         8
+
+   micro avg     0.7132    0.7412    0.7269       765
+   macro avg     0.7466    0.7541    0.7500       765
+weighted avg     0.7152    0.7412    0.7275       765
+
+2023-04-06 05:02:09,747 ----------------------------------------------------------------------------------------------------