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Suffering Allegiance
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Presumed Repayment
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Savior
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Progression
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Pessimism
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Awsome Frenchman
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Monarch Specs
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Filling Layout
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Posterity
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Belted Configuration
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Eater
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Hooded Resignation
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Pharaoh
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Larceny
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Enlisted Shoplifting
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Motto
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Commuting Gallery
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Geometric Aversion
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Revelatory Vanguard
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Unforeseen Lookout
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Stairway
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Blocked Downside
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Attained Sweater
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Timid Advice
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Heart Staging
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Biggest Seizure
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Leather Advertisement
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Conversation
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Exasperated Backlash
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Bohemian Hardship
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Imprisonment
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Fuming Skate
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Homeland
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Programmed Template
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Cilantro
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Listening Competition
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Investment
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Bridged Coaster
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Academic Observer
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Innovation
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Nonsense Oasis
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Disheveled Nucleus
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High-density Inaccuracy
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Opposing Posterity
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Beneficent Sharpness
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Glamour
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Terry
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Encrusted Fragmentation
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Electricity
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Elective Verification
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Dandy Spectre
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Clanking Ambulance
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Digress
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Scheming Loathing
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Disobedience
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Natural Electricity
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Duplicate Woodward
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No-fly Thicket
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Holiness Vogue
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Squad
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Nightmare
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Adultery
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Supposition
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Eroded Editor
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Righteousness
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Ancestral Validity
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Rancher
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Genesis
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Liner
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Private Repayment
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Scenario
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Dismissal
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Aerosol Reader
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Answerable Handshake
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Statewide Robber
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Publicist
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Sensed Catfish
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Athletic Demon
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Circus
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Elaborated Babbling
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Lineup
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Pensive Musician
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Insufferable Bedtime
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Mirth
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Countdown
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Irresolute Adultery
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Poster
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Penned Rebirth
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Girlfriend
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Dexterity
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Architecture
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Depletion
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Beguiled Semiconductor
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Reformer
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Humiliating Operation
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Modernized Encampment
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Exclamation
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Geometric Illustration
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Nourishment
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Success
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Cabot
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Tanked Racism
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Unaided Heath
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Pensive Woodward
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Wealth
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Accomplice
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Concentrated Locality
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Second-best Unhappiness
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Garbled Comer
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Interdependent Potassium
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Printed Frenchman
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Bonnie Spectacle
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Radiance
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Pitching Damsel
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Accountability
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Restrict Adultery
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Bolder Elements
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Runtime Ralph
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Depress Cabbage
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Causal Cross-examination
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Arrow
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Accreditation
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Accented Validity
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Disabling Lowry
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Woodward
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Homer
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Threshold
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Differentiation
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Bohemian Self-control
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Leopard
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Manga
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Fraud
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Vogue
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Dossier
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Disillusioned Absence
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Alligator
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Bounds
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Cartridge
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Inert Ascent
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Addicting Appendix
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Outdoors
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Ammonia
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Pernicious Invasion
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Defective System
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Dried Blackberry
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Paramount Disobedience
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Mighty Maintenance
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Demonstration
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Networking
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Intolerance
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Architecture
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Export Consistency
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Dandy Radiance
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Sunshine Soccer
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Begun
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Publicist
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Stimulant Imperialism
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Statewide Publicist
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Clerk
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Indicator
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Protein
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Facsimile Docking
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Metering Reader
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Habitation
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Flawed Therapy
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Hooded Battling
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Manmade Developer
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Reinstatement
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Cantankerous Paradox
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Tight-lipped Semiconductor
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Widen Measurement
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Autobiographical Originality
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Cassette
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Waved Foyer
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Sympathize Joseph
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Litigation
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Anatomy
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Posed Embodiment
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Running Cyclone
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Prodigious Delicacy
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Reaction
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Dialect
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Phrasing
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Newest Whiteness
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Allies
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Abbey
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Formulaic Verification
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University
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Hurricane
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Panther
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Laurels
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Girlfriend
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Opaque Allocation
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Inactivity
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Bonus
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Fusion
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Memory
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Betting Residency
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Robber
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Semifinal
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Ancestral Morale
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Roused Deduction
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Ducking
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Dissident Saturday
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Biology
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Christianity
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Mechanics
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Disservice
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Apologise
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Uppity Violation
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Sticky Dexterity
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Creator
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Innovation
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Piles
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Departure
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Torrent Colleague
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Instruction
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Doable Iniquity
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Timely Frigate
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Snark
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Pasta
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Overworked Tyrant
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Prisoner
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Syrah
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Lessening Tablespoon
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Delegation
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Unassisted Sister
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Penal Baker
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Diploma
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Worthless Brunch
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Dominance
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Inflate Cabbage
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Aligned Serenity
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Stoked Theology
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Vocalist
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Stagnation
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Occurring Standstill
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Elven Ligament
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Seduction
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Fragrant Sediment
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Premium Sending
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Noodle
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Mind-blowing Commissioner
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Robust Advertising
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Environs
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Sister
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Exulting Intercourse
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Half-breed Exclamation
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Hand-held Backlash
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Antiretroviral Negligence
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Detention
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Digger
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Alleged Hammock
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Vogue
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Literary Alligator
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Onward Headquarters
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Deficiency
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Roadblock
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Paced Balls
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Notification
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Grande Puberty
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Sparing Coconut
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Evacuation
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Conservative Liberation
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Outlaw Standpoint
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Salvation
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Politician Tyrant
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Worldly Fragmentation
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Clearance
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Joint Measurement
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Brazen Bonding
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Tanked Footing
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Vogue
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Worldwide Developer
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Academic Licence
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Invasion
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Tangible Dexterity
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Environment
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Mathematician
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Process Iteration
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Uninspired Developer
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Resurgence
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Academic Jenny
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Chili
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Longevity
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Announcement
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Lusty Manga
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Pharaoh
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Shipped Seriousness
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Trilogy
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Herbal Firing
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Freakish Formula
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Foolhardy Dugout
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Redeemable Exaggeration
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Fledgling Thriller
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Broadest Opportunity
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Mortality
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Brightness
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Exclamation
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Falls
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Oversize Mathematician
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Conduit
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Commonplace Ambulance
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Noodle
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Disfigured Tycoon
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Proctor Self-confidence
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Snead
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Acquainted Toxicity
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Custard
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Conditioned Epilepsy
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Synthetic Bedtime
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Mastered Cylinder
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Repository
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Branched Bicycle
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Preparatory Squid
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Minor Bingo
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Remorseless Genesis
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Lodging
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Squid
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Distributor
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Socialized Uprising
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Violation
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Surrogate Armour
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Subscription
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Unpleasant Condominium
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Outset
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Flexible Scissors
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Veering Arrow
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Woodland Consolidation
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Bureaucracy
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Subcommittee
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Freelance Cynicism
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Conceptual Involvement
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Misshapen Schooner
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Demeanor
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Circus
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Certification
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Biochemical Examination
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Dazzled Observer
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Designing Encouragement
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Cornerstone
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Newest Happiness
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Grudging Accreditation
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Vaulting Quorum
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Mortality
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Heads
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Formative Feces
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Funny Syntax
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Accountant Billing
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Height
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Dazzled Provocation
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Eaten Prorogation
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Gibberish Brewer
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Retailer
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Wheeled Putting
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Pathos
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Dossier
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Horseman
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Coaster
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Dispatcher
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Apparatus
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Trying Distributor
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Nobility
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Interval
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Invasion
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Villa
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Unsupervised Rendition
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Matron
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Vegetative Liner
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Midterm Adultery
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Crossroads
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Parted Conspiracy
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Walk-on Jurisprudence
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Formation
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Interfering Originality
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Canonization
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Outset
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Innocence
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Diseased Machinery
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Torrent Stamina
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Opportunist Sewing
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Brawling Cemetery
A reverend animator describes a presidential storey at a mud room.
Commander
A fish trimmer moors a piquant wealth at a pantry.
Eroded Countryman
A communications teacher sails at a washroom.
Elven Ducking
A marine engineer films at a night exit.
Mosaic Attraction
A swooning metal worker bombs a sweating memory at a slamming conference room.
Gilded Circus
A goody nursing teacher boasts an exulting prominence at a short dining room.
Squint Plateau
A blooded roofer imagines at a specific boudoir.
Molasses
A automotive mechanic admits a seriousness at a trail.
Physique
A metal caster separates at a print room.
Anemia
A problem software developer obeys a phosphorus at a stylized mud room.
Discord
A trimmer heads a peter at a runtime passage.
Untimely Width
A astronomer scrapes at a commissioned exit.
Dazzled Chivalry
A chapel radiologic technologist unfastens a racism at a control room.

Earnings
A night nuclear technician lists at a ginger trapdoor.
Almond Perusal
A office machine operator reminds a neutered plateau at a locked passage.
Pretense
A valued slicing machine tender trades a fascism at a library.
Reverend Lighting
A metallurgical food service manager scorchs at a ballroom.
Mastered Metaphysics
A transformed information research scientist improves at a ladder.
Climber
A firmer short order cook cures at a showroom.
Departed Mythology
A hunter annoys a peter at a warlike electrical room.
Orientalism
A manicurist suspends a racism at a corridor.
Shoestring Litre
A repeating engineer heats a vegetation at a sympathize entryway.
Refinery
A logging equipment operator rinses a notification at an all-round bathroom.
College
A honorable mediator mines a computing at a track.
Cardinal Poker
A recreation worker passs at an entryway.
Estimation
A cathartic orderly completes an uninvited parliament at an irritate path.
Hoarding
A exulting museum technician trembles a short-lived complexity at an operating fire escape.
Interesting Mayor
A medical scientist bares an uneasy accommodation at an unprincipled tunnel.
Designation
A laboratory animal caretaker removes at a polygamous washroom.
Export Adherence
A epidemiologist hates a patriotism at a courtroom.
Defaced Stanza
A natural judicial law clerk ends at a tunnel.
Diploma
A director waits at an opening.
Campaign
A home economics teacher teases a disparate theology at a hatch.
Tendency
A decorating worker trys at an unassuming stockroom.
Imprisonment
A logging equipment operator moves at a torrent fire pole.
Publicity
A verifying air conditioning mechanic helps an university at a constituent changing room.
Baron
A compromising structural steel worker attracts at a bloat breezeway.
Backlash
A negative airline copilot treats a confidant at a convertible guest room.
Logic
A pump operator guesss a molecular caught at a combat gate.
Terran Means
A wholesale buyer boils an immigrant receptor at a classroom.
Newest Check-in
A stylized veterinary technician advises at a mitigated path.
Commander
A architect attempts a bonus at a recovering avenue.
Safest Suspension
A bridge and lock tender warns at a door.

Translation
A dropped landscaping worker knits at a woeful foyer.
Dissident Obscurity
A maintenance painter pinchs an improbable accounting at a biochemical avenue.
Monastic Booty
A designing psychologist extends an ignition at a step.
Didactic Constable
A teacher identifys a collaborator at a well-bred caldarium.
Pointer
A unsafe postsecondary teacher lives an exclamation at an opening.
Medley Reaction
A liver secretary avoids at a salon.
Glorious Helper
A dietitian drags a liquidation at an anteroom.
Elective Inaction
A roused photographic processing machine operator presents a skinny protein at a pantry.
Ralph
A stimulant oral surgeon places at an enthralling path.
Weariness
A voluptuous claims adjuster connects at an anatomical theatre.
Plethora
A postmaster complains a basis at an adult passageway.
Plurality
A insurance sales agent whirls at an assembly room.
Parson
A home economics teacher removes a mouthful at a sweeping control room.
Hearts
A secondary school teacher preachs at a laundry room.
Taker
A insensible preschool teacher succeeds at an avenue.
Confidential Swimmer
A nuclear medicine technologist tastes at an addicting ladder.
Nourishment
A general practitioner carrys a synthetic actress at a secret door.
Fluke
A low-carb teller wonders a graven setup at a keyed corridor.
Wordless Quantity
A highway maintenance worker listens a filling spectacle at a dining room.
Endangered Repertoire
A smokeless semiconductor processor wrecks at a vaunted pantry.
Lamented Acquiescence
A memorial caster ruins a broadest driver at an emergency room.
Intersecting Vista
A fallacious translator rejects an allergy at an exit.
Litigation
A kiln operator collects at a dormitory.
Robber
A worldwide marble setter fixs a lusty denomination at a drawing room.
Worthless Verification
A insincere ski patrol introduces a hitless hegemony at a disheveled panic room.
Shaped Hurricane
A listening reinforcing rebar worker reachs at a disillusioned corridor.
Priced Plethora
A civil engineer extends a wardrobe at a dread lounge.
Footy Shaving
A airline copilot stretchs a rustling networking at a doorway.
Grandeur
A chirping ski patrol attracts a polygamous countryman at a summary basement.
Litre
A internist needs at a conveyor.
Comely Liberation
A petroleum pump system operator hooks a gallery at a staff room.
Agriculture
A risque manicurist continues an accelerated firing at an uncooked mailroom.
Angelic Constable
A tanked petroleum technician snatchs an allotment at an avenue.
Faith-based Underdog
A appellate welder confuses a cilantro at a grizzly alcove.
Plaza
A exasperated rental clerk whispers a presidential obscenity at a sleepless walkway.
Privacy
A heating mechanic reflects at a strapping library.
Tourist
A peacekeeping poultry cutter rinses at a dormitory.
Earnings
A vocational counselor extends a colors at a foyer.
Resurgence
A convertible timing device assembler belongs a boardroom at a ladder.
Means
A sweeping sales representative hurrys a roadblock at a guest room.
Pernicious Penguin
A subjugated electrical installer obtains a lineup at an antechamber.

Success
A social work teacher bolts a dropped subcommittee at an electoral studio.
Verifying Fertilization
A totalled biochemist knits a modernized means at an economical dressing room.
Blossom
A health information technician influences a feedback at a trail.
Underdog
A gold-plated childcare worker weighs a resurgence at an auditorium.
Unreliable Inaccuracy
A greener security guard zooms at a well-bred throne room.
Storied Passenger
A fence erector behaves a hedonistic vanguard at an unaided path.
Stoppage
A administrative services manager sniffs a summary doorstep at an everlasting aircraft cabin.
Tangible Hamburger
A opt-in plant scientist announces at a gym.
Disillusioned Lifeblood
A dispatcher wonders a sanctioned providence at a senior foyer.
Positive Thunderstorm
A heart-shaped political science teacher camps a saloon at a visceral pit.
Threatening Inevitability
A checker encourages at an outsized cry room.
Universal Dynamics
A delivery services driver dances a synonymous prisoner at a conveyor.
China
A management analyst disagrees a disparate celebrity at a conservatory.
Reversing Murderer
A transformed materials engineer expects at a scarlet newsroom.
Sleepless Computing
A fractional automotive and watercraft service attendant prepares an emerald mayor at a doorway.
Mayor
A programmed orderly allows an arrested Frenchman at a rec room.
Semiconductor
A gold-plated social sciences teacher hopes at a geometric trapdoor.
Strained Mutation
A assertive statistician injects at a stairway.
Alienate Deliverance
A signal operator balances at a bedroom.
Vogue
A amiable safe repairer mends at a studio.
Petrochemical Heads
A luxurious pedicurist brakes an awake overseer at an exit.
Brimming Inspiration
A religious worker analyses a circus at a schoolroom.
Incalculable Forgiveness
A real estate broker nails at an opening.
Advancement
A livid power dispatcher pats at a feathered salon.
Culminate Hacker
A school social worker offers at a showroom.
Unassisted Culprit
A waved mail clerk satisfys a conduit at a doorway.
Repository
A bill and account collector lands at a willing avenue.
Bipolar Scooter
A bellied cooling equipment operator objects at a library.
Donkey
A prepress technician listens at a grizzly doorway.
Artisan
A biophysicist changes a feedback at a foyer.
Witchcraft
A advertising manager supports a normalcy at a waiting room.
Plaza
A continuous mining machine operator offers a reviewer at an alcove.
Repository
A music teacher stains a branched contentment at an armory.
Scattering Pundit
A surrogate oven operator cleans at a designing corridor.
Feces
A loan interviewer melts at a path.
Readable Cross-examination
A constituent farm labor contractor cracks at a family room.
Tablespoon
A enthralling psychologist hammers a comely deflation at a ballroom.
Glorious Schoolboy
A adult education teacher injects a synthetic narration at a commuting guest room.
Darkness
A repellent head cook reproduces a matrix at a sexier secret door.
Scratchy Reins
A medical assistant slaps an ancestral fulfillment at an avenue.
Ambient Mantra
A predicted loading machine operator likes a grandeur at a playroom.
Cutter
A private anthropologist encourages a mayor at a walk-on closet.
Alleged Savior
A heat treating equipment setter relys an endangered souvenir at a brawling boardroom.
Shaving
A designing boring machine tool tender kills at an aggravated path.
Brimming Nobody
A surgical technologist starts at a conveyor.
Pillaged Assignment
A verifying maintenance painter mugs a biggest quantity at a premium conveyor.
Dialect
A piquant motorboat operator disapproves a voltage at a vaulting passage.
Bridged Hoarding
A forestry teacher rescues at a conceding engine room.
Emerald To-day
A primal shampooer owes a nationality at a drawing room.
Adage
A mediator reduces a handheld racism at a doing boudoir.
Geologic Locality
A maroon signal repairer licks a repayment at a partisan corridor.
Well-bred Friendliness
A market research analyst hurrys at a bathroom.
Colleague
A illustrator walks a consolidation at a dashing salon.

Archery
A glorified intercity bus driver dresss at a hands-off airport lounge.
Culprit
A measurer guesss a liberation at an emergency room.
Snail
A opaque camera repairer explodes at a specific entrance.
Self-respect
A defaced library assistant waits a sarcasm at a playroom.
Starlight Pendulum
A waitress mixs at an employed fallout shelter.

Self-taught Illustration
A technical writer backs a serenity at a ladder.
Unassuming Unhappiness
A mathematician undresss a prewar jones at a holiness gym.
Ma'am
A aerospace engineer sighs a biography at a luxurious kitchen.
Victory
A draught fashion designer chases an overseer at a diseased water closet.
Vista
A slapstick musical instrument repairer welcomes a depression at a precocious passage.
Opt-in Synopsis
A scratchy title abstractor changes at a dumbwaiter.
Accented Consolidation
A shipped order filler reigns at a rotating salon.
Migrating Ligament
A brazer screws at an unimaginative newsroom.
Obscurity
A impassive brokerage clerk wrestles an advertisement at a regal walkway.
Primer Clearance
A epidemiologist packs a providence at a door.
Confident Therapy
A gynecologist hopes an enthralling coyote at a hallway.
Cumin
A fish cutter films a flickering horror at a secret door.
Hostility
A web developer harms a transmission at a dumbwaiter.
Winnable Tavern
A convertible kettle operator pedals an interdependent tracing at an open-ended aerary.
Healthier Plurality
A salient stationary engineer requests a diversity at an anatomical theatre.
Fetish
A unread upholsterer scatters an enlarged adultery at a congressional stockroom.
Irrigation
A aerospace engineer dares at a grudging locker room.
Veering By-election
A weakest environmental scientist licks at a bored avenue.
Beginner
A mine cutting machine operator suspects a wealth at a hallway.
Night Recipe
A inflate home appliance repairer pokes a cushioned coding at a flawed path.
Vampire
A health and safety engineer slaps a goalless Chihuahuan at an advised avenue.
Prorogation
A political scientist thanks a formality at a gate.
Hamburger
A manmade brokerage clerk burns an unsealed monarchy at a Proctor walkway.
Purgatory Bowling
A artist stretchs a collision at a human trail.
Privacy
A funeral director suffers at a playroom.
Starlight Cabbage
A demonstrator pushs a pressurized stocks at a foyer.
Blocked Taker
A administrative assistant emptys a means at a track.
Birthplace
A shoe machine operator changes a pronged carcass at a timely conveyor.
Detention
A funeral attendant multiplys at a swarthy pit.
Rotating Actuality
A boring machine tool tender melts an overseer at a sitting room.
Fast-growing Insurer
A agricultural technician suspends a high-yield patriotism at an auditorium.
Voltage
A arbitrator consists at an alcove.
Sending
A picturesque locker room attendant smiles an university at a bedroom.
Taker
A personal financial advisor shops a joint laurels at a removable rec room.
Precinct
A procurement clerk approves an enlarged semifinal at a dulled foyer.
Revelatory Formality
A foreign language teacher knocks at a pit.
Lookout
A electrical engineer concerns a protracted detention at a casual equipment room.
Entangled Immunization
A literature teacher works a youngster at a breezeway.
Cornerstone
A bronze paving equipment operator offers a wiring at a Aristotelian workshop.
Bonnie Mouthpiece
A flowing veterinary technician shaves a publisher at a pit.
Warmth
A manufactured building installer remains at a kitchen.
Cartridge
A operations manager protects a disabling helplessness at a mud room.
And last but not least...
Ten Second Summaries
A something-maker generates summaries at a computer with Python for fun by making a program for NaNoGenMo 2017.


--- title: 'Smart Analytics for Big Data' author: admin date: '2020-11-03' subtitle: '' summary: '' authors: [IJ] featured: no image: caption: '' focal_point: '' preview_only: no projects: [] link-citations: yes biblio-style: apalike bibliography: [data/biblio_SABD.bib] \nocite: | @hayter2012, @Greene2008,@Greene2009, @Hougaard2000, @Lawless2003, @ListwonStPierre2013, @MaSeetharaman2004, @MartinussenScheike2006, @xie2015, @xie2016, @McFaddenTrain2000, @Train2009, @Agresti2013, ---
Industry 4.0, Digital Factory, Internet of Things, Digital Economy: they all name the fusion of the physical and virtual and digital worlds. Data has become a key asset in the global and digital economy; the amount of collectible, collected and available data keeps growing at a tremendous pace, whereas data sources and dimensions (temporal/spatial, numerical/textual) become more and more complex. Future industrial practices will rely more deeply on information and data management and analytics. Digitization spreading, new communication tools, measure and observation tools (sensor, camera, smartphones, …) increase needs to collect, stock, organize, secure, consult, extract and analyze data. These new data are characterized by their volume, variety and velocity.
Assessing the relevance of data and selecting the right data for business decisions is a key strategic capability.
Analysis of complex and big data, temporal and spatial data needs specific skills to search and to extract the relevant information and to analyze them accordingly with their specific dimensions.
Keywords:
Data Architecture, Data exploration, Data Analysis, Artificial Intelligence, Machine Learning, Big Data, Reproducible analysis, Data Science
The course covers the whole issues of the data supply-chain: from data collection and production, storage and organization, management, exploitation and analysis, and communication. Big data and dynamic process of analysis needs transparent, repeatable and reproducible technics. Information and knowledge production will be presented ‘backward’ departing from the needs of decision tools.
The course is made of four parts on the following topics. Each of them aims, first, at identifying the needs of specific Big Data Management situations, and second, to give overview of the relevant methods and tools.
Big-Data Management: Data Production and Storage rely on infrastructures and platform dedicated to the big data specificities. These are design to answer the needs of agility of the tools and of update of data. Repeatability, transparency and traceability of process will be discussed all along the data cleaning, querying and extraction operations.
Exploration of complex data with high dimensionality (characterized by large number of variables of different natures, eventually structured and/or latent): Main methods of data exploration (classification, segmentation, etc.) will be presented from the IA, mathematics and statistics, and algorithmic methods.
Analysis of complex data with temporal and / or spatial dimensions (i.e. duration of process, duration between events - in the factory, in logistics, in consumer analysis, etc.): Duration data and temporal data methods will be presented like time series, survival analysis, and duration modeling.
Visualization and communication: Visualization for big data exploration and results presentation will be discussed. Spatial dimension of big data will be explored using spatial data visualization tools (geographical information system). All along the data management and analysis processes, attention will be paid to answer the needs, which means adopting an integrated view of the operations from data production to delivering the analysis using communication tools. Coordination and integration of tools will answer the needs of reproducibility, transparency of the processes.
Information and knowledge production will be presented ‘backward’ departing from the needs of decision tools. Hence, Visualization and Reporting will be the first step of the course, to raise questions of data architecture, handling, exploration and analysis.
Four parts are planned in \(\approx 50h\) in the total class time. Each part is around \(15h\). For each parts theoritical elements and applied data cases are planned. Each lesson is planned as 3 hours lessons. Hence each part is \(5 \times 3h\).
| Topic | Details |
|---|---|
| General Introduction | Introduction to the “BigData analytics” process |
| From the sensor and survey collection to the visualization of analytics results | |
| Elements for a reproducible and transparent data analysis (introduced in the project sessions) | |
| *** | |
| PART I | Vizualisation |
| Reproducible report | Smart and efficient document edition |
| Advanced visual analytics | Interactive GIS - Dismantle a map before to built one |
| Decision tools | Dashboard, apps, etc. |
| *** | |
| PART II | Big Data Architecture |
| Distributed data management | System definition and architecture; data distribution and sharding; distributed querying and map-reduce; Data models; distributed transactions |
| 3 sessions | Tools: MongoDB (ensimag), MongoDB sharding docker Population in USA |
| Hands on: | |
| HO1: Getting acquainted with MongoDB | |
| H02: Sharding with mongoDB http://vargas-solar.com/data-management-services-cloud/wp-content/uploads/sites/32/2015/01/Ex1-2Do2Handin.pdf | |
| Data engineering | profiling, cleaning and preparation on fragmented large data sets |
| Tools: Kaggle Data Lab (http://www.kaggle.com) Python networkx library, Neo4J graph querying (both on a docker container) | |
| Data: Energy consumption data in Asia and in Europe | |
| Hands on: | |
| HO-3: Building samples using the k-fold technique) | |
| HO-4: Facebook contacts for exploring graphs | |
| Data processing and analytics at different scales | Big Data Analytics Stacks and AI/ML studios |
| Tools: PySpark (docker) on Zeppelin, Azure ML Studio, Kaggle | |
| Data: Configurations of Mercedes-Benz cars | |
| Hands On: | |
| HO-5: https://www.kaggle.com/c/mercedes-benz-greener-manufacturing | |
| HO-6: https://gallery.azure.ai/Experiment/Mercedes-time-in-testing-prediction | |
| Application cases | Smart-Grid Case |
| Data | Metering and predicting household energy consumption and CO2 footprints. |
| ToDo: | - Prepare, distribute, query and analyze datasets containing energy consumption variables. |
| - Use Big Data analytics environments for understanding the data and applying Mathematical (descriptive and inferential statistics, linear regression) and AI methods for generating energy consumption models using different perspectives. | |
| *** | |
| PART III | Big Data Exploration |
| Segmentation | Définitions. Notions de distances point à point, point à groupe, groupe |
| à groupe. Méthodes et algorithmes : de partitionnement (K-means, K-medoids, | |
| CLARA), hiérarchiques (CHA, CURE), basés sur la densité (DBSCAN), par grilles | |
| (STING, CLIQUE) | |
| Association rules | Définitions. Métriques. Génération de rêgles. Méthodes et |
| algorithmes : A priori, A prioriTID, A priori Partition, comptage dynamique, FP-Tree, | |
| RAM, random forest. Redondances des rêgles. | |
| Decision Tree | Classification automatique. Définitions. Construction d’arbres. Mesures d’impureté. |
| Élagage, sur-apprentissage. Variables discrètes et variables continues. | |
| Données manquantes. Méthodes et algorithmes : CART, ID3, C4.5, SPRINT. Validation. | |
| Mesure de la qualité d’un partitionnement. | |
| Neural Network and | Definitions. Perceptron : apprentissage par correction d’erreur |
| Bayesian Network | et par descente de gradient. Réseau multi-couches : apprentissage par |
| retropropagation du gradient. Détermination de modèles d’estimation | |
| et de classification. Formule de Bayes. Classificateurs Bayésiens naïfs. | |
| Validation. | |
| Application cases | Conception et fabrication de produits. Traitement de gammes de production. |
| Amélioration des processus de production. Amélioration, gestion de la | |
| qualité. Analyse de problèmes de non qualité. Systèmes de recommandations | |
| *** | |
| PART IV | Categorical, Temporal and Geospatial Data Analysis |
| Categorical Data Analysis | Définitions (Binomial and Multinomial vector), Decision modeling and Data Analysis |
| Logistic regression, Multinomial logit, random parameter logit | |
| Ordered logit ; Sequential Logit ; Nested Logit | |
| Temporal Data Analysis | Définitions (activités vs états ; Processus Markovien et semi-Markovien ). |
| Modèle Markovien à mémoire, modèle de durée entre états | |
| Données ordonnées, séquentielles, datée. Modélisation de l’ordre et du temps. | |
| Séries temporelles, DTW et corrélation croisée. | |
| Geospatial Data Analysis | Systèmes d’information géographique (Qgis et R) |
| Introduction to Cartography (coordinnates, projections, semiology, etc.) | |
| Base de données spatiales : couche de polygones, jointure entre données | |
| attributaires et spatiales | |
| Position et attributs fixes et/ou variables. | |
| Analyse spatiale: Statistique descriptives spatiale | |
| Rélation et corrélation spatiale (notion de voisinage) | |
| Modèle gravitaire, modèle à auto-corrélation spatiale | |
| Application cases | Industrial process events and duration analysis |
| French Urban Mobilities patterns and time-use analysis |
Students will have to know and be able to demonstrate skills in:
Knowledge in probability, statistics, introduction to data analysis, introduction to R language programming, relational database, declarative language SQL2.
If these elements are unknown by the student, teachers may decide to exclude them from the course (or under condition, may be requested to learn by themselves some of these elements)
corresponding teacher: iragael.joly@grenoble-inp.fr↩


Actions you can perform with the mouse (select using the dropdown box):
SplayDemo.java Splay tree logic and boilerplate to launch the demo as an applet or standalone Java program. BinaryTree.java A generic binary tree. The splay tree is built by extending this. Node.java Binary tree node interface. SplayTree.java Extension of the binary tree to maintain balance. TreeDisplay.java A JComponent that renders binary trees.


--- title: quadratureSO3Grid sidebar: function_reference_sidebar permalink: quadratureSO3Grid.html folder: function_reference toc: false ---
Compute nodes and weights for quadrature on SO(3). Therefore the following quadrature rules are implemented yet:
{% highlight matlab %} 'ClenshawCurtis' - combinate the Gauss quadrature in 1st and 3rd Euler angle (alpha, gamma) with Clenshaw Curtis quadrature in 2nd Euler angle (beta) 'GaussLegendre' - combinate the Gauss quadrature in 1st and 3rd Euler angle (alpha, gamma) with Gauss Legendre quadrature in 2nd Euler angle (beta) {% endhighlight %}
| N | bandwidth |
| CS,SS | @symmetries |
| SO3G | orientation grid |
| W | quadrature weights |
| ClenshawCurtis | use Clenshaw Curtis quadrature nodes and weights |
| GaussLegendre | use Gauss Legendre quadrature nodes and weights (not implemented yet) |


MEMORIES
Home
Let's Rewind
Gallery
Sarcastic Moments
Dostoon ki Zubaani
Contact Me
Dostoon Ki Zubaani, Dil Ki Kahaani...
Depanjan Maiti
Let's see what I want to say
Utkrisht Kumar Verma
Let's see what he has to say
Aryan Vyas
Let's see what he has to say
Eva Jaiswal
Let's see what she has to say
Hrishikesh Sahu
Let's see what he has to say
Siddharth Manna
Let's see what he has to say


{% trans "Information for Childcare" %}
{% trans "COVID-19 Information" %}
{% trans "This link contains the latest information from Victorian Government, Department of Education and Training regarding childcare for Victorian Parents.It also contains the latest advice regarding Coronavirus (COVID-19)" %}
{% trans "Learn More" %} »{% trans "Practical Information for Victorian Parents" %}
{% trans "These are the detailed information for the parents step by step process of how to find and enroll his child in childcare." %}
{% trans "Early parenting centers" %}
- {% trans "Early parenting centers provide a number of different services where their main agenda is to help parents who require additional support to take care of their kids." %}
- {% trans "They are mainly focused on building ability and talents for parenting, enhancing the bond between parent and child, Strengthening the relation of a family to their culture and Assessing the mental health of children." %}
- {% trans "Most of these services are accessible for parents who have a kid right from the pregnancy till the child grows to 4 years of age, and as a kid he requires extra help to learn skills and grow up." %}
{% trans "Community playgroups" %}
- {% trans "This is a fun group gathering where parents and children under the school age meet up." %}
- {% trans "It’s usually parents who organize these events for kids to interact with each other and find friends and the childs gets a place to play with his other friends ,meet different people from different cultures." %}
- {% trans "There is usually a base fee for these community gatherings to compensate for the cost to organise the event." %}
{% trans "How to choose the best childcare?" %}
- {% trans "Provides your kid with valuable playing and learning opportunities." %}
- {% trans "Ensure that the relationship between employers and the child is loving and consistent." %}
- {% trans "Allows kids time to investigate and discover new activities" %}
- {% trans "Promotes all facets of the wellbeing of your child, including their social , mental, physical and cognitive needs" %}
- {% trans "Establishes simple and realistic behavioural expectations" %}
- {% trans "Act with your family in cooperation." %}
{% trans "When looking for a childcare make sure that the child care provides:" %}
{% trans "How to choose a quality childhood service?" %}
- {% trans "In a scheme called the National Quality Framework, the quality of child care facilities is rated." %}
- {% trans "Quality child care and kindergarten are critical, much like colleges, because high-quality early education sets young kids up for life." %}
- {% trans "The National Quality System is structured to increase the quality of programmes for early childhood. Measuring the consistency of facilities is a major priority of the system." %}
- {% trans "To help them select early education and treatment, this knowledge is provided to families." %}
- {% trans "The quality of early childhood services is measured against seven quality areas such as Educational program and practice, Children's health and safety, physical environment, Staffing arrangements, Relationships with children, Collaborative partnerships with families and communities, Leadership and service management." %}
{% trans "Types of childcare" %}
- {% trans "Long Day care: Open to kids whose families are busy or learning, or who need more time off on a daily basis." %}
- {% trans "Occasional care: It supports parents with less formal demands, such as the need for an appointment or to relax for two hours." %}
- {% trans "Family Day Care: Centered in the home of a carer with a very limited number of other kids." %}
- {% trans "In-Home Care: When in your own house, the caregiver cares for your infant. This is normally referred to as a nanny or au pair." %}
{% trans "Enroll in childcare" %}
- {% trans "Name and address of the baby and specifics of any special needs" %}
- {% trans "Data about you and all other parents , caregivers or guardians" %}
- {% trans "Information of the entities who will pick your child up" %}
- {% trans "Birth certificate for the child or other identification records" %}
- {% trans "Information of any parenting orders or civil issues about your child's treatment or welfare (the details must be kept confidential by the child care service)" %}
- {% trans "Medical health and immunisation status for your kids." %}
{% trans "You need to register your child after you have selected a child care provider that has a position open that suits your family's needs. Later need to provide all the information of your child such as:" %}
{% trans "How much does childcare cost?" %}
- {% trans "Many kindergarten curriculum costs are partially charged directly to the kindergarten by the Victorian government. This keeps fees down and allows kids to have a fun experience with their children." %}
- {% trans "To better cover the expense of running kindergarten classes, all kindergartens charge fees. Specific kindergartens set rates which focus on factors such as how many hours the child attends and if there are added expenses such as excursions." %}
- {% trans "For their schedule of payments, call the kindergarten you are involved in. To guarantee a child's spot in the curriculum, several kindergartens call for a nominal fee." %}
- {% trans "Any kindergartens have services that the Department does not fund, often attracting fees." %}
{% trans "Financial help for parents" %}
- {% trans "Help with living costs: Families often unexpectedly find their situations shifting and they are unable to navigate work openings that accommodate their current family commitments easily.There are a variety of services open to the Federal Government to support people who find themselves in financial distress." %}
- {% trans "Help with Kindergarten Fees: Families who have such concession passes, passports or papers have access to the Kindergarten Fee Subsidy.For Aboriginal or Torres Strait Islander students, or students who have had experience with child welfare, Early Start Kindergarten is a free or low-cost kindergarten." %}
{% trans "If you follow those conditions, you will get financial support with housing and child care expenses." %}


Provide session management over Redis
Go to System | Package Management on the main menu in the MODX Manager and click on the "Download Extras" button. That will take you to the Revolution Repository (AKA Web Transport Facility). Put RedisSession in the search box and press Enter. Click on the "Download" button, and once the package is downloaded, click on the "Back to Package Manager" button.  Click on the "Install" button next to RedisSession in the grid. The RedisSession package should now be installed.


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{% load staticfiles %}
A small and simple income/outcome money app written in python using Django
It's RESTful, and has a very simple web interface to play with
And it's open source, Get it here
Read more...
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Company profile - Canadian Company Capabilities
Third-Party Information Liability Disclaimer
Some of the information on this Web page has been provided by external sources. The Government of Canada is not responsible for the accuracy, reliability or currency of the information supplied by external sources. Users wishing to rely upon this information should consult directly with the source of the information. Content provided by external sources is not subject to official languages, privacy and accessibility requirements.
Engineering Solutions.com Inc.
Mailing Address:
68 Newbridge CresBRAMPTON, Ontario
L6S 4B3
Location Address:
68 Newbridge CresBRAMPTON, Ontario
L6S 4B3
Tel.:<PHONE_NUMBER>
Fax:
Company Profile
Our Purpose:
To positively impact the success of our clients with projects and methodologies that achieve results.
Our Skills:
Project Management and / or Project Rescue
Applying Lean principles to achieve more with less resources
Mapping a Value Stream to create flow and eliminate waste
Health Care Privacy Audits and Privacy Impact Assessments
Bringing about Change with GAP Analysis / Change Cycle
Building effective processes to support e-business
Pre-start safety reviews of equipment and processes
Full profile
Full profile
Contact information
Company description
Product / Service / Licensing
knowledge, skills, tools and techniques to project activities in order to meet or exceed stakeholders needs and expectations.
Successful project management (PM) begins with a strategy to create a system and an environment. Accountability and authority change when PM is implemented, thus this strategy must be supported from the top with a champion leading the way.
Millions are spent annually on PM training, much of it wasted. Why? The systems and environment do not support what was learned. Without application and new habits of thought (attitudes), knowledge and skills are soon forgotten.
Engineering Solutions.coms pattern for success is:
Establish a purpose with top level commitment
Clearly define a strategy
Develop attitudes and the behaviours
Use PM to implement PM.
Engineering Solutions.com Inc. will positively
impact the success of your business by:
Managing projects and teams to deliver results
Rescuing Projects, bringing them back on track
Creating a system and environment with the supporting methodologies for successful PM
Mentoring / coaching a project team to success
Create and maintain the environment
Develop the right strategies
Execute those strategies, achieving the results
Engineering Solutions.com Inc. will positively
impact the success of your business. How?
Educate / coach / maintain a culture for success
Develop a proficiency in responding to change
Help break down walls between organizations
Facilitate development of the right strategies
Develop excellence in Project Management
With teams, execute strategies to achieve results
Develop high performance processes
We understand your environment as a result of
The triangle of communication
A pre-workshop interview
Goals / objectives are established for workshop
The principles of success and PM success
Alternating learning and application
Spaced repetition of key principles
The emphasis placed on effective teams
Teams learn through real world case studies
Post workshop follow up on goals / objectives
Workshop notes provide essence / information
ESPM is a flexible workshop designed to meet needs where PM theory and success principles are applied to real world case studies. Attend if your serious about leading project teams or businesses on the road to success. Both public and private in-house programs are available. Also a 15 week program is available to prepare PMP candidates.
This hands-on training for results workshop will positively impact the success of your business by:
Establishing a foundation for success in PM
Leading a team on the Road to PM Excellence
Five Principles of Lean:
The value of goods or services are defined precisely from the perspective of the customer.
Identify and map the value stream. All steps that do not add value (waste) are eliminated.
Make all remaining value-creating steps flow.
Create pull systems that give the customer what is wanted at the exact time it is wanted.
Strive for perfection. Continuously remove the root causes of poor quality goal zero defects.
Engineering Solutions.com Inc. will positively impact the success of your business, with the principles of Lean, working with your organization to:
Develop a strategic plan for implementing Lean
Define value from a customers perspective.
Map the value stream for a product line.
Develop innovative ways of eliminating waste.
Develop U shaped and / or continuous flow pull systems that maximize resource utilization
Develop Solutions of Value solving the root cause of problems, to achieve zero defects.
Get Lean and eliminate the primary reasons for outsourcing: reducing product and labour costs
Third-Party Information Liability Disclaimer
Some of the information on this Web page has been provided by external sources. The Government of Canada is not responsible for the accuracy, reliability or currency of the information supplied by external sources. Users wishing to rely upon this information should consult directly with the source of the information. Content provided by external sources is not subject to official languages, privacy and accessibility requirements.
Contacts
Contact information
Description
Company description
Products, services and licensing
Product / Service / Licensing
knowledge, skills, tools and techniques to project activities in order to meet or exceed stakeholders needs and expectations.
Successful project management (PM) begins with a strategy to create a system and an environment. Accountability and authority change when PM is implemented, thus this strategy must be supported from the top with a champion leading the way.
Millions are spent annually on PM training, much of it wasted. Why? The systems and environment do not support what was learned. Without application and new habits of thought (attitudes), knowledge and skills are soon forgotten.
Engineering Solutions.coms pattern for success is:
Establish a purpose with top level commitment
Clearly define a strategy
Develop attitudes and the behaviours
Use PM to implement PM.
Engineering Solutions.com Inc. will positively
impact the success of your business by:
Managing projects and teams to deliver results
Rescuing Projects, bringing them back on track
Creating a system and environment with the supporting methodologies for successful PM
Mentoring / coaching a project team to success
Create and maintain the environment
Develop the right strategies
Execute those strategies, achieving the results
Engineering Solutions.com Inc. will positively
impact the success of your business. How?
Educate / coach / maintain a culture for success
Develop a proficiency in responding to change
Help break down walls between organizations
Facilitate development of the right strategies
Develop excellence in Project Management
With teams, execute strategies to achieve results
Develop high performance processes
We understand your environment as a result of
The triangle of communication
A pre-workshop interview
Goals / objectives are established for workshop
The principles of success and PM success
Alternating learning and application
Spaced repetition of key principles
The emphasis placed on effective teams
Teams learn through real world case studies
Post workshop follow up on goals / objectives
Workshop notes provide essence / information
ESPM is a flexible workshop designed to meet needs where PM theory and success principles are applied to real world case studies. Attend if your serious about leading project teams or businesses on the road to success. Both public and private in-house programs are available. Also a 15 week program is available to prepare PMP candidates.
This hands-on training for results workshop will positively impact the success of your business by:
Establishing a foundation for success in PM
Leading a team on the Road to PM Excellence
Five Principles of Lean:
The value of goods or services are defined precisely from the perspective of the customer.
Identify and map the value stream. All steps that do not add value (waste) are eliminated.
Make all remaining value-creating steps flow.
Create pull systems that give the customer what is wanted at the exact time it is wanted.
Strive for perfection. Continuously remove the root causes of poor quality goal zero defects.
Engineering Solutions.com Inc. will positively impact the success of your business, with the principles of Lean, working with your organization to:
Develop a strategic plan for implementing Lean
Define value from a customers perspective.
Map the value stream for a product line.
Develop innovative ways of eliminating waste.
Develop U shaped and / or continuous flow pull systems that maximize resource utilization
Develop Solutions of Value solving the root cause of problems, to achieve zero defects.
Get Lean and eliminate the primary reasons for outsourcing: reducing product and labour costs


$def with (model) $ positions = model['positions_profile'] $ positions_stats = positions['profile_statistics']
$:render.elements.header() $:render.elements.navbar()| Cost | Value | Return $$ | Return % |
| $:scrub.dollar_value(positions_stats['unrealized_buy_price']) | $:scrub.dollar_value(positions_stats['unrealized_sell_price']) | $:scrub.dollar_change(positions_stats['unrealized_return']) | $:scrub.percent_change(positions_stats['unrealized_percent_return']) |
| Symbol | Buy Date | Buy Price | Quote | Return $$ | Return % | Owners |
|---|---|---|---|---|---|---|
| $:symbol | $:buy_time | $:scrub.dollar_value(buy_price) | $:scrub.dollar_value(recent_price) | $:scrub.dollar_change(difference) | $:scrub.percent_change(percent_change) | $for player in position['liable_players']: $player.split(":")[1] |


public class DigestChallengeResponse
extends java.lang.Object
Authorization
HTTP request header. Once the client has
received a HTTP Digest challenge from the server this header should be included in all subsequent
requests to authorize the client.
Instances of this class is normally created as a response to an incoming challenge using
responseTo(DigestChallenge)
. To generate the Authorization
header, som
additional values must be set:
username
and password
for
authentication.digest-uri
used in the HTTP request.request method
of the request, such as "GET" or "POST".
DigestChallengeResponse response = DigestChallengeResponse.responseTo(challenge)
.username("user")
.password("passwd")
.digestUri("/example")
.requestMethod("GET");
Each time the challenge response is reused the nonce count must be increased by one, see
incrementNonceCount()
. It is also a good idea to generate a new random client nonce with
randomizeClientNonce()
:
response.incrementNonceCount().randomizeClientNonce(); // Response is now ready for reuse
auth-int
quality of protection (optional, rarely used)auth-int
quality of protection the challenge response includes a hash of the
request's entity-body
, which provides some protection from man-in-the-middle attacks.
Not all requests include an entity-body
, PUT and POST do but GET does not. To support
auth-int
, you must set either the MD5 hash of the entity-body
(using
entityBodyDigest(byte[])
) or the entity-body
itself (using
entityBody(byte[])
).
java.security.SecureRandom
, which should be suitable for most purposes.
If you still for some reason need to override the default client nonce you can set it using
clientNonce(String)
. You may also have to call firstRequestClientNonce(String)
,
see the documentation of thet method for details.
| Modifier and Type | Field and Description |
|---|---|
static java.lang.String |
HTTP_HEADER_AUTHORIZATION
The name of the HTTP request header ("Authorization").
|
| Constructor and Description |
|---|
DigestChallengeResponse()
Creates an empty challenge response.
|
| Modifier and Type | Method and Description |
|---|---|
DigestChallengeResponse |
algorithm(java.lang.String algorithm)
Sets the
algorithm directive, which must be the same as the algorithm directive
of the challenge. |
DigestChallengeResponse |
challenge(DigestChallenge challenge)
Sets the values of the
realm , nonce , opaque , and algorithm
directives and the supported quality of protection types based on a challenge. |
DigestChallengeResponse |
clientNonce(java.lang.String clientNonce)
Sets the
cnonce directive, which is a random string generated by the client that will
be included in the challenge response hash. |
DigestChallengeResponse |
digestUri(java.lang.String digestUri)
Sets the
digest-uri directive, which must be exactly the same as the
Request-URI of the Request-Line of the HTTP request. |
DigestChallengeResponse |
entityBody(byte[] entityBody)
Sets the
entity-body of the request, which is only used for the "auth-int" quality of
protection. |
DigestChallengeResponse |
entityBodyDigest(byte[] entityBodyDigest)
Sets the MD5 digest of the
entity-body of the request, which is only used for the
"auth-int" quality of protection. |
DigestChallengeResponse |
firstRequestClientNonce(java.lang.String firstRequestClientNonce)
Sets the value of client nonce used in the first request.
|
java.lang.String |
getAlgorithm()
Returns the value of the
algorithm directive. |
java.lang.String |
getClientNonce()
Returns the value of the
cnonce directive. |
java.lang.String |
getDigestUri()
Returns the value of the
digest-uri directive. |
byte[] |
getEntityBodyDigest()
Returns the MD5 digest of the
entity-body . |
java.lang.String |
getFirstRequestClientNonce()
Returns the value of client nonce used in the first request.
|
java.lang.String |
getHeaderValue()
Returns the
credentials , that is, the string to set in the Authorization
HTTP request header. |
java.lang.String |
getNonce()
Returns the unquoted value of the
nonce directive |
int |
getNonceCount()
Returns the integer representation of the
nonce-count directive. |
java.lang.String |
getOpaque()
Returns the the unquoted value of the
opaque directive, or null . |
java.lang.String |
getPassword()
Returns the password to use for authentication.
|
java.lang.String |
getQuotedNonce()
Returns the quoted value of the
nonce directive. |
java.lang.String |
getQuotedOpaque()
Returns the the quoted value of the
opaque directive, or null . |
java.lang.String |
getQuotedRealm()
Returns the quoted value of the
realm directive. |
java.lang.String |
getRealm()
Returns the unquoted value of the
realm directive. |
java.lang.String |
getRequestMethod()
Returns the HTTP method of the request.
|
java.util.Set<DigestChallenge.QualityOfProtection> |
getSupportedQopTypes()
Returns the type of "quality of protection" that can be used when responding to the request.
|
java.lang.String |
getUsername()
Returns the username to use for authentication.
|
DigestChallengeResponse |
incrementNonceCount()
Increments the value of the
nonce-count by one. |
DigestChallengeResponse |
nonce(java.lang.String unquotedNonce)
Sets the
nonce directive, which must be the same as the nonce directive of the
challenge. |
DigestChallengeResponse |
nonceCount(int nonceCount)
Sets the integer representation of the
nonce-count directive, which indicates how many
times this a challenge response with this nonce has been used. |
DigestChallengeResponse |
opaque(java.lang.String unquotedOpaque)
Sets the
opaque directive, which must be the same as the opaque directive of
the challenge. |
DigestChallengeResponse |
password(java.lang.String password)
Sets the password to use for authentication.
|
DigestChallengeResponse |
quotedNonce(java.lang.String quotedNonce)
Sets the
nonce directive, which must be the same as the nonce directive of the
challenge. |
DigestChallengeResponse |
quotedOpaque(java.lang.String quotedOpaque)
Sets the
opaque directive, which must be the same as the opaque directive of
the challenge. |
DigestChallengeResponse |
quotedRealm(java.lang.String quotedRealm)
Sets the
realm directive, which must be the same as the realm directive of
the challenge. |
DigestChallengeResponse |
randomizeClientNonce()
Sets the
cnonce directive to a random value. |
DigestChallengeResponse |
realm(java.lang.String unquotedRealm)
Sets the
realm directive, which must be the same as the realm directive of
the challenge. |
DigestChallengeResponse |
requestMethod(java.lang.String requestMethod)
Sets the HTTP method of the request (GET, POST, etc).
|
DigestChallengeResponse |
resetNonceCount()
Sets the value of the
nonce-count to one. |
static DigestChallengeResponse |
responseTo(DigestChallenge challenge)
Creates a digest challenge response, setting the values of the
realm , nonce ,
opaque , and algorithm directives and the supported quality of protection
types based on a challenge. |
DigestChallengeResponse |
supportedQopTypes(java.util.Set<DigestChallenge.QualityOfProtection> supportedQopTypes)
Sets the type of "quality of protection" that can be used when responding to the request.
|
DigestChallengeResponse |
username(java.lang.String username)
Sets the username to use for authentication.
|
public static final java.lang.String HTTP_HEADER_AUTHORIZATION
public DigestChallengeResponse()
Consider using responseTo(DigestChallenge)
when creating a response to a specific
challenge.
public static DigestChallengeResponse responseTo(DigestChallenge challenge) throws UnsupportedHttpDigestAlgorithmException
realm
, nonce
,
opaque
, and algorithm
directives and the supported quality of protection
types based on a challenge.challenge
- the challengeUnsupportedHttpDigestAlgorithmException
- if the challenge uses an algorithm that is
not supportedpublic DigestChallengeResponse algorithm(java.lang.String algorithm) throws UnsupportedHttpDigestAlgorithmException
algorithm
directive, which must be the same as the algorithm
directive
of the challenge. The only values currently supported are "MD5" and "MD5-sess".algorithm
- the value of the algorithm
directive or null
to not include an
algorithm in the responseUnsupportedHttpDigestAlgorithmException
- if the algorithm is not supportedgetAlgorithm()
,
Section 3.2.2 of RFC 2617public java.lang.String getAlgorithm()
algorithm
directive.algorithm
directivealgorithm(String)
public DigestChallengeResponse username(java.lang.String username)
username
- the usernamegetUsername()
,
Section 3.2.2 of RFC 2617public java.lang.String getUsername()
username(String)
public DigestChallengeResponse password(java.lang.String password)
password
- the passwordgetPassword()
public java.lang.String getPassword()
password(String)
public DigestChallengeResponse clientNonce(java.lang.String clientNonce)
cnonce
directive, which is a random string generated by the client that will
be included in the challenge response hash.
There is normally no need to manually set the client nonce since it will have a default
value of a randomly generated string. If you do, make sure to call
firstRequestClientNonce(String)
if you modify the client nonce for the first request,
or some algorithms may not work (notably MD5-sess
).
clientNonce
- The unquoted value of the cnonce
directive.getClientNonce()
,
randomizeClientNonce()
,
Section 3.2.2 of RFC 2617public java.lang.String getClientNonce()
cnonce
directive.
Unless overridden by calling clientNonce(String)
, the cnonce
directive is
set to a randomly generated string.
cnonce
directiveclientNonce(String)
public DigestChallengeResponse randomizeClientNonce()
cnonce
directive to a random value.clientNonce(String)
,
getClientNonce()
public DigestChallengeResponse firstRequestClientNonce(java.lang.String firstRequestClientNonce)
This value is used in some algorithms, notably MD5-sess
. If the challenge is reused
for multiple request, the original client nonce used when responding to the original challenge
is used in subsequent challenge responses, even if the client changes the client nonce for
subsequent requests.
Normally, there is no need to call this method. The default value of the client nonce is a randomly generated string, and the default value of the first request client nonce is the same string. It is only if you override the default value and supply your own client nonce for the first request that you must make sure to call this method with the same value:
response,clientNocne("my own client nonce").firstRequestClientNonce(response.getClientNonce());
firstRequestClientNonce
- the client nonce value used in the first requestgetFirstRequestClientNonce()
,
clientNonce(String)
,
getClientNonce()
,
randomizeClientNonce()
,
Section <IP_ADDRESS>, A1, of RFC
2617public java.lang.String getFirstRequestClientNonce()
This value is used in some algorithms, notably MD5-sess
. If the challenge is reused
for multiple request, the original client nonce used when responding to the original challenge
is used in subsequent challenge responses, even if the client changes the client nonce for
subsequent requests.
firstRequestClientNonce(String)
,
clientNonce(String)
,
getClientNonce()
,
randomizeClientNonce()
,
Section <IP_ADDRESS>, A1, of RFC
2617public DigestChallengeResponse quotedNonce(java.lang.String quotedNonce)
nonce
directive, which must be the same as the nonce directive of the
challenge.
Setting the nonce
directive resets the nonce count to one.
quotedNonce
- the quoted value of the nonce
directivegetQuotedNonce()
,
nonce(String)
,
getNonce()
,
Section 3.2.2 of RFC 2617public java.lang.String getQuotedNonce()
nonce
directive.nonce
directivequotedNonce(String)
,
nonce(String)
,
getNonce()
public DigestChallengeResponse nonce(java.lang.String unquotedNonce)
nonce
directive, which must be the same as the nonce
directive of the
challenge.
Setting the nonce directive resets the nonce count to one.
unquotedNonce
- the unquoted value of the nonce
directivegetNonce()
,
quotedNonce(String)
,
getQuotedNonce()
,
Section 3.2.2 of RFC 2617public java.lang.String getNonce()
nonce
directivenonce
directivenonce(String)
,
quotedNonce(String)
,
getQuotedNonce()
public DigestChallengeResponse nonceCount(int nonceCount)
nonce-count
directive, which indicates how many
times this a challenge response with this nonce has been used.
This is useful when using a challenge response from a previous challenge when sending a request. For each time a challenge response is used, the nonce count should be increased by one.
nonceCount
- integer representation of the nonce-count
directivegetNonceCount()
,
resetNonceCount()
,
incrementNonceCount()
,
Section 3.2.2 of RFC 2617public DigestChallengeResponse incrementNonceCount()
nonce-count
by one.nonceCount(int)
,
getNonceCount()
,
resetNonceCount()
public DigestChallengeResponse resetNonceCount()
nonce-count
to one.nonceCount(int)
,
getNonceCount()
,
incrementNonceCount()
public int getNonceCount()
nonce-count
directive.nonce-count
directivenonceCount(int)
,
resetNonceCount()
,
incrementNonceCount()
public DigestChallengeResponse quotedOpaque(java.lang.String quotedOpaque)
opaque
directive, which must be the same as the opaque
directive of
the challenge.quotedOpaque
- the quoted value of the opaque
directive, or null
if no
opaque directive should be included in the challenge responsegetQuotedOpaque()
,
opaque(String)
,
getOpaque()
,
Section 3.2.2 of RFC 2617public java.lang.String getQuotedOpaque()
opaque
directive, or null
.opaque
directive, or null
if the opaque
is not setquotedOpaque(String)
,
opaque(String)
,
getOpaque()
public DigestChallengeResponse opaque(java.lang.String unquotedOpaque)
opaque
directive, which must be the same as the opaque
directive of
the challenge.
Note: Since the value of the opaque
directive is always received from a challenge
quoted it is normally better to use the quotedOpaque(String)
method to avoid
unnecessary quoting/unquoting.
unquotedOpaque
- the unquoted value of the opaque
directive, or null
if no
opaque
directive should be included in the challenge responsegetOpaque()
,
quotedOpaque(String)
,
getQuotedOpaque()
,
Section 3.2.2 of RFC 2617public java.lang.String getOpaque()
opaque
directive, or null
.opaque
directive, or null
if the opaque
is not setopaque(String)
,
quotedOpaque(String)
,
getQuotedOpaque()
public DigestChallengeResponse supportedQopTypes(java.util.Set<DigestChallenge.QualityOfProtection> supportedQopTypes)
Normally, this value is sent by the server in the challenge, but setting it manually can be used to force a particular qop type. Actual qop type in the response is chosen as follows:
DigestChallenge.QualityOfProtection.AUTH_INT
is supported and the digest of the
entity-body
has been set (see entityBodyDigest(byte[])
and
entityBody(byte[])
), DigestChallenge.QualityOfProtection.AUTH_INT
is used.DigestChallenge.QualityOfProtection.AUTH
is supported it is used.DigestChallenge.QualityOfProtection.UNSPECIFIED_RFC2069_COMPATIBLE
is supported it
is used.DigestChallenge.QualityOfProtection.UNSPECIFIED_RFC2069_COMPATIBLE
.supportedQopTypes
- the types of quality of protection that the server supportsgetSupportedQopTypes()
public java.util.Set<DigestChallenge.QualityOfProtection> getSupportedQopTypes()
supportedQopTypes(Set)
public DigestChallengeResponse digestUri(java.lang.String digestUri)
digest-uri
directive, which must be exactly the same as the
Request-URI
of the Request-Line
of the HTTP request.
The digest URI is explained in Section 3.2.2 of RFC 2617, and refers to the explanation of Request-URI found in Section 5.1.2 of RFC 2616.
Examples: If the Request-Line
is
GET http://www.w3.org/pub/WWW/TheProject.html HTTP/1.1the
Request-URI
(and digest-uri
) is "http://www.w3.org/pub/WWW/TheProject.html
". If Request-Line
is
GET /pub/WWW/TheProject.html HTTP/1.1the
Request-URI
is "/pub/WWW/TheProject.html
".
This can be problematic since depending on the HTTP stack being used the Request-Line
and Request-URI
values may not be accessible. If in doubt, a sensible guess is to set
the digest-uri
to the path part of the URL being requested, for instance using
getPath()
in the URL
class.
digestUri
- the value of the digest-uri directivegetDigestUri()
public java.lang.String getDigestUri()
digest-uri
directive.digest-uri
directivedigestUri(String)
public DigestChallengeResponse quotedRealm(java.lang.String quotedRealm)
realm
directive, which must be the same as the realm
directive of
the challenge.quotedRealm
- the quoted value of the realm
directivegetQuotedRealm()
,
realm(String)
,
getRealm()
,
Section 3.2.1 of RFC 2617,
Section 3.2.2 of RFC 2617public java.lang.String getQuotedRealm()
realm
directive.realm
directivequotedRealm(String)
,
realm(String)
,
getRealm()
public DigestChallengeResponse realm(java.lang.String unquotedRealm)
realm
directive, which must be the same as the realm
directive of
the challenge.unquotedRealm
- the unquoted value of the realm
directivegetRealm()
,
quotedRealm(String)
,
getQuotedRealm()
,
Section 3.2.1 of RFC 2617,
Section 3.2.2 of RFC 2617public java.lang.String getRealm()
realm
directive.realm
directiverealm(String)
,
quotedRealm(String)
,
getQuotedRealm()
public DigestChallengeResponse requestMethod(java.lang.String requestMethod)
requestMethod
- the request methodgetRequestMethod()
,
Section 5.1.1 of RFC 2616public java.lang.String getRequestMethod()
requestMethod(String)
public DigestChallengeResponse entityBody(byte[] entityBody)
entity-body
of the request, which is only used for the "auth-int" quality of
protection.
With "auth-int" quality of protection, the whole entity-body
of the message is
hashed and included in the response, providing some protection against tampering.
The entity-body
is not the same as the message-body
as explained in
RFC 2616, Section 7.2:
[…]The entity-body is obtained from the message-body by decoding any Transfer-Encoding that might have been applied to ensure safe and proper transfer of the message.So if, for example,
Transfer-Encoding
is gzip
, the entity-body
is the
unzipped message and the message-body
is the gzipped message.
Not all requests include an entity-body
, as explained in
RFC 2616, Section 4.3:
[…]The presence of a message-body in a request is signaled by the inclusion of a Content-Length or Transfer-Encoding header field in the request's message-headers.[…]In particular, PUT and POST requests include an
entity-body
(although it may be of
zero length), GET requests do not.entityBody
- the entity-body
entityBodyDigest(byte[])
public DigestChallengeResponse entityBodyDigest(byte[] entityBodyDigest)
entity-body
of the request, which is only used for the
"auth-int" quality of protection.
Note that the entity-body
is not the same as the message-body
. See
entityBody(byte[])
for details.
Here is an example of how to compute the MD5 digest of an entity body:
MessageDigest digest = MessageDigest.getInstance("MD5");
md5.update(entityBody);
byte[] digest = md5.digest();
entityBodyDigest
- the MD5 checksum of the entity-body
entityBody(byte[])
public byte[] getEntityBodyDigest()
entity-body
.entity-body
public DigestChallengeResponse challenge(DigestChallenge challenge) throws UnsupportedHttpDigestAlgorithmException
realm
, nonce
, opaque
, and algorithm
directives and the supported quality of protection types based on a challenge.challenge
- the challengeUnsupportedHttpDigestAlgorithmException
- if the challenge uses an algorithm that is
not supportedpublic java.lang.String getHeaderValue()
credentials
, that is, the string to set in the Authorization
HTTP request header.
Before calling this method, the following values and directives must be set:
Authorization
HTTP request headerjava.lang.IllegalStateException
- if any of the mandatory directives and values listed above has
not been set


OpenHTF
Version 1.0.0, board_tester 1.0.0
All Stations
> stark.1.preoptics.rockslide.thea > Cell #1
Station History
Start Tests
Cell 1 Waiting
Cell 2 Waiting
Cell 3 Waiting
Cell 4 Waiting
Cell 1, Waiting on Device


Astun Technology was founded in 2005 to provide enterprise web-based mapping to (mainly) local authorities, based on an open source software stack
Who?
I've been working for Astun as a consultant for 3 years, but have been working with open source GIS since 2004, and this is me, according to "Find Your Kitten"
What is "Enterprise"?
Sorry, couldn't resist...
Security
Auditing
Scalability
Sharing
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Business value
Centralised data store
Controlled editing
Auditing and compliance
Why Open Source Enterprise?
Security
Auditing
Scalability
Sharing
QGIS
Control exactly what gets loaded at install or startup
Fine-grained customisation of appearance
Plus...
Auto-configure database connections per user
Control installation of plugins
New layer definition files include references to datasource as well as styling
Prepare and deploy print templates over a network
Change splashscreens/icons...
PostgreSQL 9.2(+) is optimised for virtual environments and multi-processor scalability


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The switch toggle component requires a FormControl
and a label to work properly.
The FormControl can be passed in via the [control]
attribute on the <go-input>
component. The label is just a string.
All form components include an @Input() label: string;
that can be used to add a label to the component.
In addition to displaying an HTML label, the text passed
in via the [label]
attribute is used to generate a unique ID to associate the
label with the textarea. If no label is passed in, a generic,
but still unique ID will be generated.
As stated above the label attribute is used to generate a
unique ID to associate the label with the switch toggle. As this might
not be desired, the @Input() key: string;
can be used to configure the ID attribute directly.
Anything passed into the component via the [key]
attribute will be used to both assign the ID to the switch toggle and
the associated label.
Notice in the below example output that the key
has been assigned
to both the id
attribute on
the toggle and the for
attribute
on the label.
Form hints exist to help give more information about the
toggles they are attached to. The @Input() key: Array<string>
can be used to pass in an array of hints to the component.
FormControls all have a consistent way of setting errors
via the setErrors()
function.
All goponents use this API to display errors on our components, but the
data needs to be displayed in a specific structure.
By default the error type is set to "Error", however this can be overridden as shown below.
By default the label for the switch toggle appears after the toggle. If there is a case where the label needs to be positioned before the switch, there is a binding available for that.
By default the theme for the switch toggle is 'light', but there could be and instance where we need a 'dark' themed toggle. There is a binding available for that.


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©<%= nowYear %> <%= company %>. Registered in England and Wales No. 08589140
optimalWORKS
<%= layout || 'page.html' %> layout, v<%= version %>


Given an array $A = \{a_1,a_2, \ldots, a_N\}$ of $N$ elements, find the maximum possible sum of a
Empty subarrays/subsequences should not be considered.
Input Format
First line of the input has an integer $T$. $T$ cases follow.
Each test case begins with an integer $N$. In the next line, $N$ integers follow representing the elements of array $A$.
Constraints:
The subarray and subsequences you consider should have at least one element.
Output Format
Two, space separated, integers denoting the maximum contiguous and non-contiguous subarray. At least one integer should be selected and put into the subarrays (this may be required in cases where all elements are negative).
Sample Input
2
4
1 2 3 4
6
2 -1 2 3 4 -5
Sample Output
10 10
10 11
Explanation
In the first case:
The max sum for both contiguous and non-contiguous elements is the sum of ALL the elements (as they are all positive).
In the second case:
[2 -1 2 3 4] --> This forms the contiguous sub-array with the maximum sum.
For the max sum of a not-necessarily-contiguous group of elements, simply add all the positive elements.