Kaggle competition: Tabular Playground Series - Jan 2021
<SOS> metric: RMSE Kaggle data source: tabular-playground-series-jan-2021<set_options>
import os
import numpy as np
import pandas as pd
pd.set_option('display.max_columns', 50 )<define_variables>
train = pd.read_csv(".. /input/tabular-playground-series-jan-2021/train.csv")
 test = pd.read_csv(".. /input/tabular-playground-series-jan-2021/test.csv")
 train.drop([170514], axis=0, inplace=True)
 X = np.array(train.drop(["id", "target"], axis=1))
X_test = np.array(test.drop("id", axis=1))
y = np.array(train["target"] )
google_dict={
'steele stake': 'steel stake',
'gas mowe': 'gas mower',
'metal plate cover gcfi': 'metal plate cover gfci',
'lawn sprkinler': 'lawn sprinkler',
'ourdoor patio tile': 'outdoor patio tile',
'6 teir shelving': '6 tier shelving',
'storage shelve': 'storage shelf',
'American Standard Bone round toliet': 'American Standard Bone round toilet',
'6 stell': '6 steel',
'fece posts metal': 'fence posts metal',
'cushions outdoorlounge': 'cushions outdoor lounge',
'pricepfister kitchen faucet g135': 'price pfister kitchen faucet g135',
'glaciar bay toiled': 'glacier bay toilet',
'glacie bay dual flush': 'glacier bay dual flush',
'glacier bay tiolet tank lid': 'glacier bay toilet tank lid',
'handycap toilets': 'handicap toilets',
'high boy tolet': 'highboy toilet',
'gas wayer heaters': 'gas water heaters',
'basemetnt window': 'basement window',
'rustollum epoxy': 'rustoleum epoxy',
'air /heaterconditioner window': 'air /heat conditioner window',
'spliter ac unit': 'splitter ac unit',
'berh deck over': 'behr deck over',
'28 snow thower': '28 snow thrower',
'base board molding boundle': 'baseboard molding bundle',
'1 infloor flange': '1 in floor flange',
'10 window sping rod': '10 window spring rod',
'combo powertool kit': 'combo power tool kit',
'desalt impact 18': 'dewalt impact 18',
'rigid lithium ion batteries fuego drill': 'ridgid lithium ion batteries fuego drill',
'fiberglass repir kit': 'fiberglass repair kit',
'portable air condtioners': 'portable air conditioners',
'wall pannels': 'wall panels',
'2X4 SRUDS': '2X4 STUDS',
'frostking window shrink film': 'frost king window shrink film',
'Florescent Light Bulbs': 'Fluorescent Light Bulbs',
'violet flourescent light': 'violet fluorescent light',
'lawn mower- electic': 'lawn mower- electric',
'closetmade': 'closetmaid',
'greecianmarble floor tile': 'grecian marble floor tile',
'join compound wall tile': 'joint compound wall tile',
'montagnia contina floor tile': 'montagna cortina floor tile',
'porcelin floor tile 6x24': 'porcelain floor tile 6x24',
'three wayy': 'three way',
'incide wall heater': 'inside wall heater',
'westminster pedistal combo': 'westminster pedestal combo',
'water softners': 'water softeners',
'miricale': 'miracle',
'sliding windos locks': 'sliding window locks',
'20v dewalt kombo': '20v dewalt combo',
'DEWALT VACCUM': 'DEWALT VACUUM',
'lithium 20 dewalt': 'lithium 20v dewalt',
'water heather': 'water heater',
'riobi blower vac 9056': 'ryobi blower vac 9056',
'DRAWEER PULLS': 'DRAWER PULLS',
'bagged cinder mulch': 'bagged cedar mulch',
'hindges': 'hinges',
'chair rail hieght': 'chair rail height',
'celling light': 'ceiling light',
'tub repair kit procelian': 'tub repair kit porcelain',
'dewalr tools': 'dewalt tools',
'zinc plated flatbraces': 'zinc plated flat braces',
'cieling': 'ceiling',
'control celing fan': 'control ceiling fan',
'roll roofing lap cemet': 'roll roofing lap cement',
'cedart board': 'cedar board',
'lg stcking kit': 'lg stacking kit',
'ajustable ladder feet': 'adjustable ladder feet',
'milwakee M12': 'milwaukee M12',
'garden sprayer non pump': 'garden sprayer no pump',
'roof rdge flashing': 'roof edge flashing',
'cable prime line emergensy open': 'cable prime line emergency open',
'roybi l18v': 'ryobi l18v',
'milwaukee 18-volt lithium-ion cordlessrotary hammerss': 'milwaukee 18-volt lithium-ion cordless rotary hammers',
'bath sinnk': 'bath sink',
'bathro sinks': 'bathroom sinks',
'bathroom pedelal sink': 'bathroom pedestal sink',
'epoxy concrete pain': 'epoxy concrete paint',
'pool suppll': 'pool supply',
'3-3 galvinized tubing': '3-3 galvanized tubing',
'portable air conditionar and heater': 'portable air conditioner and heater',
'vynal windows': 'vinyl windows',
'aluminun tread plate': 'aluminum tread plate',
'3/4 vlve': '3/4 valve',
'kitchen ceiling lightening': 'kitchen ceiling lighting',
'led fixtues for the kitchen': 'led fixtures for the kitchen',
'wall design cermic': 'wall design ceramic',
'door chim buttons': 'door chime buttons',
'plastice corrugated panels': 'plastic corrugated panels',
'doors gaurds': 'doors guards',
'24 inche sink and vanity for bath': '24 inch sink and vanity for bath',
'24 swantone vanity top': '24 swanstone vanity top',
'40 wattsolar charged lights': '40 watt solar charged lights',
'buikids toilet seat': 'buy kids toilet seat',
'toliet seats': 'toilet seats',
'land scaping timbers': 'landscaping timbers',
'everblit heavy duty canvas dropcloth': 'everbilt heavy duty canvas drop cloth',
'3/4 sharkbits': '3/4 sharkbite',
'bath rom toilets': 'bathroom toilets',
'alumanam sheets': 'aluminum sheets',
'huskvarna': 'husqvarna',
'treate 2x4': 'treated 2x4',
'12000 btuair conditioners window': '12000 btu air conditioners window',
'air conditioner vbration': 'air conditioner vibration',
'heith-zenith motion lights': 'heath-zenith motion lights',
'small paint rollerss': 'small paint rollers',
'fencde posts': 'fence posts',
'knoty pine fencing': 'knotty pine fencing',
'metal sheet underpenning': 'metal sheet underpinning',
'plastic untility shelves': 'plastic utility shelves',
'christmass lights': 'christmas lights',
'garlend lights': 'garland lights',
'ceilig fan mount': 'ceiling fan mount',
'paito table and chairs': 'patio table and chairs',
'glacier bay one pice flapper': 'glacier bay one piece flapper',
'dcanvas drop cloth': 'canvas drop cloth',
'lawn mowre covers': 'lawn mower covers',
'vaccum for dw745': 'vacuum for dw745',
'Club cadet primer bulb': 'Cub cadet primer bulb',
'interior door lcoks': 'interior door locks',
'dremel toll kit': 'dremel tool kit',
'round up nozzle replacment': 'roundup nozzle replacement',
'ceder mulch': 'cedar mulch',
'sikalatexr concrete vonding adhesive': 'sikalatex concrete bonding adhesive',
'rigid air compressor': 'ridgid air compressor',
'garge doors': 'garage doors',
'ridding mowers': 'riding mowers',
'ridiing lawnmower': 'riding lawn mower',
'sliding mirror bathroom medicn cabinets': 'sliding mirror bathroom medicine cabinets',
'pastic qtr round': 'plastic quarter round',
'robutussin dh 835 replacement wick': 'robitussin dh 835 replacement wick',
'brick wall panles': 'brick wall panels',
'kitchen floor tikles': 'kitchen floor tiles',
'buffer polishewr': 'buffer polisher',
'keorsene heater wicks': 'kerosene heater wicks',
'1x6 cedar boaed': '1x6 cedar board',
'infered heaters': 'infrared heaters',
'1-1/2in.x 1ft.blk pipe': '1-1/2in.x 1 ft.black pipe',
'show me all 60 inch vaniteis': 'show me all 60 inch vanities',
'cieling fan': 'ceiling fan',
'instant waater heater gas lp': 'instant water heater gas lp',
'woodebn fence panels': 'wooden fence panels',
'hardiboard siding': 'hardie board siding',
'craft an lawn mower': 'craftsman lawn mower',
'kohler wellworth tpoilet': 'kohler wellworth toilet',
'moen dhower faucet': 'moen shower faucet',
'dewalt hand toolsg saw cordless': 'dewalt hand tools saw cordless',
'hindged l bracket': 'hinged l bracket',
'ceiling fan canopie for flst ceiling': 'ceiling fan canopy for flat ceiling',
'furnance vent delfector': 'furnace vent deflector',
'flourescent shop light': 'fluorescent shop light',
'bateries': 'batteries',
'bath wall tile chanpayne': 'bath wall tile champagne',
'floor ceramick': 'floor ceramic',
'stone are mb11': 'stone care mb11',
'traffic master porcelin ceramic tile portland stone': 'trafficmaster porcelain ceramic tile portland stone',
'celing fans hampton bay': 'ceiling fans hampton bay',
'outdoor ceilikng fan with light': 'outdoor ceiling fan with light',
'36in vinale fence': '36in vinyl fence',
'extention ladder little gaint': 'extension ladder little giant',
'closet rod 8 n9ickel': 'closet rod 8 nickel',
'closetmaid wire eight itier organizer': 'closetmaid wire eight tier organizer',
'shorten pendent lighting': 'shorten pendant lighting',
'chainlink gate': 'chain link gate',
'4 flourescent': '4 fluorescent',
'lithium batties': 'lithium batteries',
'24x73 book shelve case white': '24x73 bookshelf case white',
'linoliuml adhesive': 'linoleum adhesive',
'vynal flooring': 'vinyl flooring',
'vynal grip strip': 'vinyl grip strip',
'hagchet': 'hatchet',
'frameless mirro mount': 'frameless mirror mount',
'microwarve cart': 'microwave cart',
'mosia grout sealer': 'mosaic grout sealer',
'backsplach': 'backsplash',
'dimable ceiling strip lights': 'dimmable ceiling strip lights',
'lithum leaf blower': 'lithium leaf blower',
'rayoby batteries': 'ryobi batteries',
'pressure washerparts': 'pressure washer parts',
'rigid 18v lituim ion nicad': 'ridgid 18v lithium ion nicad',
'artric air portable': 'arctic air portable',
'8ft wht veranda post sleeve': '8 ft white veranda post sleeve',
'vynal fence': 'vinyl fence',
'solar naturlas salt': 'solar naturals salt',
'metl flashing': 'metal flashing',
'dog fence batt': 'dog fence battery',
'onda pressure washer': 'honda pressure washer',
'pressue washer': 'pressure washer',
'fridgdare air conditioners': 'frigidaire air conditioners',
'double pain windows': 'double pane windows',
'round flat topmetal post caps': 'round flat top metal post caps',
'1/2' plyweood': '1/2' plywood',
'ddummy door knobs interior': 'dummy door knobs interior',
'robi battery lawn trimmer': 'ryobi battery lawn trimmer',
'weewacker edger': 'weed wacker edger',
'prunning shears': 'pruning shears',
'steel enrty doors': 'steel entry doors',
'forimca': 'formica',
'satin nickle door hinge 4 in': 'satin nickel door hinge 4 in',
'garden hose repir cuplings': 'garden hose repair couplings',
'1/3 hoursepower garbage disposal': '1/3 horsepower garbage disposal',
'chicken wire 16 gauze': 'chicken wire 16 gauge',
'wheelbarow': 'wheelbarrow',
'didger': 'dodger',
'hhigh efficiency round toilet in white': 'high efficiency round toilet in white',
'accordian door venetian': 'accordion door venetian',
'patio flurniture covers': 'patio furniture covers',
'through thewall air conditioner': 'through the wall air conditioner',
'Whirpool washer': 'Whirlpool washer',
'4x6treaded wood': '4x6 treated wood',
'preature treated lumber 2in.x12in.x12 ft.': 'pressure treated lumber 2in.x 12 in.x 12 ft.',
'closetmade wood': 'closetmaid wood',
'steam cleanerm mop': 'steam cleaner mop',
'steqamers': 'steamers',
'pendant shads': 'pendant shades',
'battery operated flashingm light': 'battery operated flashing light',
'metal flexable water hose': 'metal flexible water hose',
'air filter for lawn equitment': 'air filter for lawn equipment',
'fiber glass pip insulation': 'fiberglass pipe insulation',
'insallation': 'installation',
'insullation': 'insulation',
'contracor string light': 'contractor string light',
'gas furnace and hotwater': 'gas furnace and hot water',
'rust oleum cabinet stain kit': 'rustoleum cabinet stain kit',
'sjhelf': 'shelf',
'small brackets for selves': 'small brackets for shelves',
'hecurles': 'hercules',
'anderson window grate': 'andersen window grate',
'anderson windows': 'andersen windows',
'lasron slider windows': 'larson slider windows',
'samsung 25.6 french door refridgerator': 'samsung 25.6 french door refrigerator',
'closet doors oganizers': 'closet doors organizers',
'koehler cimarron bathroom sink': 'kohler cimarron bathroom sink',
'kohler pedestal sink cimeron': 'kohler pedestal sink cimarron',
'cover for pole structue': 'cover for pole structure',
'drils': 'drills',
'surface mount channe': 'surface mount channel',
'outside corner- dentil': 'outside corner- dental',
'14heightx24withx15depth air conditioner': '14 heightx24 with 15 depth air conditioner',
'r30 demin insulation': 'r30 denim insulation',
'6 metal tee posts': '6 metal t posts',
'metal fence postsd': 'metal fence posts',
'aluminum l cahnnel': 'aluminum l channel',
'conner trim moulding': 'corner trim moulding',
'cornor board': 'corner board',
'pvc planel glue': 'pvc panel glue',
'3 in 1 vacum, ryobi': '3 in 1 vacuum, ryobi',
'toliet bowl rebuilding kits': 'toilet bowl rebuilding kits',
'swing set accesories': 'swing set accessories',
'ventenatural gas heater': 'vented natural gas heater',
'square ube wood': 'square cube wood',
'swivrl wood anchors': 'swivel wood anchors',
'ge gridle': 'ge griddle',
'pendant shafe': 'pendant shade',
'3/8 pipe galvinized': '3/8 pipe galvanized',
'vaporbarrier, crawl space': 'vapor barrier, crawl space',
'self sealant membrane': 'self sealing membrane',
'husky work bemch': 'husky work bench',
'vanity light fictures': 'vanity light fixtures',
'bed frames headboaed': 'bed frames headboard',
'replace plasticbathroom towel holder': 'replace plastic bathroom towel holder',
'whirlpool diswasher weather stripping': 'whirlpool dishwasher weather stripping',
'36 inch front dooe with casing': '36 inch front door with casing',
'glass back doorr': 'glass back door',
'pre hu door': 'pre hung door',
'backsplash paneks': 'backsplash panels',
'jeffery court mozaic tile': 'jeffrey court mosaic tile',
'floo shets': 'floor sheets',
'gazhose for dryer machine': 'gas hose for dryer machine',
'electric fireplacewater heaters': 'electric fireplace water heaters',
'ceiling mounted lighting fixures': 'ceiling mounted lighting fixtures',
'tools bloowers': 'tools blowers',
'artifical ground cover': 'artificial ground cover',
'waxhers and electric dryers': 'washers and electric dryers',
'outdoor tilees': 'outdoor tiles',
'owens corning ashingles': 'owens corning shingles',
'peper towel holder wall mount': 'paper towel holder wall mount',
'genecrac generators': 'generac generators',
'robyi gas weeder': 'ryobi gas weeder',
'acrtlic tape': 'acrylic tape',
'foam insulaion panels': 'foam insulation panels',
'rumbl;estone': 'rumblestone',
'famed sliding door $289.00': 'framed sliding door $289.00',
'padio door': 'patio door',
'cement boards ciding': 'cement boards siding',
'upholstry': 'upholstery',
'miror interior doors': 'mirror interior doors',
'recessed medicien cabinet': 'recessed medicine cabinet',
'bulked washed sand and gravel': 'bulk washed sand and gravel',
'sheet stock floorinh': 'sheet stock flooring',
'polycarbonite': 'polycarbonate',
'dedwalt cordless drill': 'dewalt cordless drill',
'ryobi power chalking gun': 'ryobi power caulking gun',
'poulan pro lawn motor blades': 'poulan pro lawn mower blades',
'diining set outdoor': 'dining set outdoor',
'granite countertop glu': 'granite countertop glue',
'cyculer saw': 'circular saw',
'kitchenaid frenchdoor ref': 'kitchenaid french door ref',
'rigid wet dry vac': 'ridgid wet dry vac',
'whirlpool caprios 4.3': 'whirlpool cabrio 4.3',
'micro wave ovens': 'microwave ovens',
'8 valleta edger': '8 valletta edger',
'decking hardsware': 'decking hardware',
'utility traiter': 'utility trailer',
'ceilin storage': 'ceiling storage',
'white wall bathroon cabinets': 'white wall bathroom cabinets',
'tsnkless hot water heater': 'tankless hot water heater',
'weed killer consertrated': 'weed killer concentrate',
'milwaukee ha,,er drill': 'milwaukee hammer drill',
'23 ince': '23 inch',
'stone outside tile': 'stone outdoor tile',
'galvanized outdoor celing fan': 'galvanized outdoor ceiling fan',
'oil rubbered bronze dor': 'oil rubbed bronze door',
'vynik tiles peel stick': 'vinyl tiles peel stick',
'window aircondiioner 12000 but': 'window air conditioner 12000 btu',
'60 lb hi strength concrete': '60 lb high strength concrete',
'plexy glass 24 x 24': 'plexiglass 24 x 24',
'porch liht fixture': 'porch light fixture',
'moving trollie': 'moving trolley',
'shoipping cart': 'shopping cart',
'accesory bags': 'accessory bags',
'garage door 70 lb extention spring': 'garage door 70 lb extension spring',
'riobi shop vac filter': 'ryobi shop vac filter',
'wet carpet cleaninig': 'wet carpet cleaning',
'pvd electrical conduit': 'pvc electrical conduit',
'roller up window blinds': 'roll up window blinds',
'uplihght': 'uplight',
'metal shelfs': 'metal shelves',
'dewalt 20v recepicating saw': 'dewalt 20v reciprocating saw',
'outdooor carpet': 'outdoor carpet',
'step latter': 'step ladder',
'kitchen cabinte hardware blue knob': 'kitchen cabinet hardware blue knob',
'pivotangle lock hinge': 'pivot angle lock hinge',
'plasticl panels': 'plastic panels',
'varigated fiber board': 'variegated fiber board',
'battery chages': 'battery charges',
'1/2 inch blk iron coupling': '1/2 inch black iron coupling',
'defiant led armer max': 'defiant led armormax',
'defiant led ight': 'defiant led light',
'led flashlightts': 'led flashlights',
'pfister pasedena 4 center set faucet': 'pfister pasadena 4 center set faucet',
'meguire plastic cleaner': 'meguiars plastic cleaner',
'single board pannel': 'single board panel',
'foundation fent covers': 'foundation vent covers',
'bottom freezer refrdgerators': 'bottom freezer refrigerators',
'colbolt drill bits': 'cobalt drill bits',
'soundfroofing material': 'soundproofing material',
'hanging light masn gar': 'hanging light mason jar',
'drywall mudd': 'drywall mud',
'delta bathroom falcet': 'delta bathroom faucet',
'ridgid 10000 watt': 'rigid 10000 watt',
'pvc edgetape white': 'pvc edge tape white',
'fireplace mantle': 'fireplace mantel',
'drop in sink ovel': 'drop in sink oval',
'40ft aluminumm ladder': '40 ft aluminum ladder',
'rigid shop vac filter': 'ridgid shop vac filter',
'moen single handle valvue rebuild': 'moen single handle valve rebuild',
'hunter ceiling fans accesories strip': 'hunter ceiling fans accessories strip',
'wheel barrel': 'wheelbarrow',
'16 aluminuim ladder': '16 aluminum ladder',
'1/2' olastic pipe': '1/2' plastic pipe',
'moen 7570 single hanlel faucet': 'moen 7570 single handle faucet',
'padtio heater': 'patio heater',
'rachet scret drivers': 'ratchet screwdrivers',
'water fountain nozle': 'water fountain nozzle',
'rigid sander': 'ridgid sander',
'anderson 4000 windows': 'andersen 4000 windows',
'doublew stainless': 'double stainless',
'milwakee m12 cordless heated jacket': 'milwaukee m12 cordless heated jacket',
'french door scree doorsscreen door': 'french door screen doors screen door',
'samsung refridegrator': 'samsung refrigerator',
'flurorescent light bulbs': 'fluorescent light bulbs',
'phillips 40t12cw plus florescent tube': 'phillips 40t12cw plus fluorescent tube',
'black and decker timmer parts st4500': 'black and decker trimmer parts st4500',
'gas range slide inove': 'gas range slide in love',
'baldwin lock stets': 'baldwin lock sets',
'6 ft ceder fence': '6 ft cedar fence',
'storeage': 'storage',
'beckett fountin pump': 'beckett fountain pump',
'polyeurethane exterior': 'polyurethane exterior',
'ceiling pannel': 'ceiling panel',
'70 celing fan': '70 ceiling fan',
'vynil barackets': 'vinyl brackets',
'moen kitchen fauchet': 'moen kitchen faucet',
'ridgid model wd1680 filter': 'rigid model wd1680 filter',
'point of use electtric': 'point of use electric',
'stell finished french patio door': 'steel finished french patio door',
'lg elec laundry suite': 'lg electric laundry suite',
'outdoor screem': 'outdoor screen',
'patio chair cushions/marth stewart': 'patio chair cushions/martha stewart',
'24 hollow core closet dor': '24 hollow core closet door',
'rigid miter saw': 'ridgid miter saw',
'ruotor table': 'router table',
'airconditioner decoritive cover unit': 'air conditioner decorative cover unit',
'miwaukee 18v battery and charger': 'milwaukee 18v battery and charger',
'potable air conditioner': 'portable air conditioner',
'perhung 30x80 interior door': 'prehung 30 x 80 interior door',
'6 dewalt skill saw': '6 dewalt skil saw',
'1x8x8 toung and grove': '1x8x8 tongue and groove',
'river feather door threashold': 'river feather door threshold',
'range connnector': 'range connector',
'ligt fixture covers': 'light fixture covers',
'window flasheing': 'window flashing',
'backet metal': 'bracket metal',
'horizantel fence panel': 'horizontal fence panel',
'rug pad 8 x 10': 'rug pad 8x10',
'frigadaire appliances': 'frigidaire appliances',
'bath si k cabinets': 'bath sink cabinets',
'8x10 outside storage': '8x10 outdoor storage',
'earthgrow mulch': 'earthgro mulch',
'10 60 tooth blde': '10 60 tooth blade',
'sink faucet with soap dispencer': 'sink faucet with soap dispenser',
'ridgid job max attatchmens': 'ridgid jobmax attachments',
'ridgid wrachet head': 'ridgid ratchet head',
'celliling light': 'ceiling light',
'waterroo concrete paint': 'waterproof concrete paint',
'americian standard champion 4 toliets': 'american standard champion 4 toilets',
'4 ftawning frame': '4 ft awning frame',
'restour for concrete': 'restore for concrete',
'econo florecent bulb': 'econo fluorescent bulb',
'florecent bulb holder': 'fluorescent bulb holder',
'light fictures': 'light fixtures',
'lihonia 4 led work light': 'lithonia 4 led work light',
'interrior frnch doors': 'interior french doors',
'hamptom bay cusion': 'hampton bay cushion',
'wndows': 'windows',
'porcalain thinset': 'porcelain thinset',
'versabon 50lb': 'versabond 50 lb',
'table for outsde': 'table for outside',
'hoinda gas edger': 'honda gas edger',
'installing sockets for flor': 'installing sockets for floor',
'laguna porcelin tile': 'laguna porcelain tile',
'showe heads in oil rubbed bronze': 'shower heads in oil rubbed bronze',
'chase lounge cushions': 'chaise lounge cushions',
'electric detector in simming pool water': 'electric detector in swimming pool water',
'elongagated toilet seat': 'elongated toilet seat',
'towbehind lawn spreaders': 'tow behind lawn spreaders',
'cable poter': 'cable porter',
'fraiming nailer electric': 'framing nailer electric',
'12 x 12 porcelian floor and wall tile': '12 x 12 porcelain floor and wall tile',
'marrazi': 'marazzi',
'range hoodu': 'range hood',
'whirpool range': 'whirlpool range',
'subway title 3 x 6': 'subway tile 3 x 6',
'untique stone': 'antique stone',
'post sleeveee': 'post sleeve',
'dinning chair seats': 'dining chair seats',
'christmas lights icicle colerful': 'christmas lights icicle colorful',
'colpay garage door molding': 'clopay garage door molding',
'light for public ligthining': 'light for public lightning',
'slate timberland shingle': 'slate timberline shingle',
'cicular saw blad': 'circular saw blade',
'varbide 7 1/4 circular saw blade': 'carbide 7 1/4 circular saw blade',
'10 flourescent bulbs': '10 fluorescent bulbs',
'kids outside furnature': 'kids outside furniture',
'whirpool gas range': 'whirlpool gas range',
'starter fertillzer': 'starter fertilizer',
'toro snowerblower light kit': 'toro snowblower light kit',
'High Wheel String Trimer': 'High Wheel String Trimmer',
'insided house door': 'inside house door',
'3 1/2 non-mortison hinges satin finish': '3 1/2 non-mortise hinges satin finish',
'miracle grow garden soil': 'miracle gro garden soil',
'miracle grow spray dispensers': 'miracle gro spray dispensers',
'alure flooring black oak': 'allure flooring black oak',
'sweeping atatchment for weed wacker': 'sweeping attachment for weed wacker',
'retangle bathroom sinks': 'rectangular bathroom sinks',
'underthe cabinet microwaves': 'under the cabinet microwaves',
'24 inch lover doors': '24 inch louvered doors',
'window drip egedg': 'window drip edge',
'rechargable portable air compressor': 'rechargeable portable air compressor',
'birkmann 5 burner': 'brinkmann 5 burner',
'whirlpool gasnstove self cleaning oven': 'whirlpool gas stove self cleaning oven',
'havc brush': 'hvac brush',
'discharge hose 1.5 inces': 'discharge hose 1.5 inches',
'6 ft laminite countertop': '6 ft laminate countertop',
'pool vaccum': 'pool vacuum',
'1/2 in.x 1/2 in.thread albow male to male': '1/2 in.x 1/2 in.threaded elbow male to male',
'sofet': 'soffit',
'sliding patio doort': 'sliding patio door',
'30inch flourescent tubes': '30 inch fluorescent tubes',
'phillips light bulbs': 'philips light bulbs',
'stainless steel sinl': 'stainless steel sink',
'burgular bars for front porch': 'burglar bars for front porch',
'oach lights': 'coach lights',
'2 in lnsulated bushings': '2 in insulated bushings',
'motion lught': 'motion light',
'residental light sensor security lights': 'residential light sensor security lights',
'vertical blind accsesories': 'vertical blind accessories',
'1/2 in ree bar': '1/2 in rebar',
'cloths rod and shelf brackets': 'clothes rod and shelf brackets',
'fire rated buildng materials': 'fire rated building materials',
'hot point water filer': 'hotpoint water filter',
'bathroom cabinet without fermaldehyde': 'bathroom cabinet without formaldehyde',
'9.6 bvolt': '9.6 volt',
'rustoleum bright coach metallic': 'rustoleum bright coat metallic',
'stone effect sante cecilia top': 'stone effects santa cecilia top',
'suspanded ceiling': 'suspended ceiling',
'4x8 plywood pressure treeted': '4x8 plywood pressure treated',
'acess panel': 'access panel',
'genie excellartor garage door opener': 'genie excelerator garage door opener',
'ge dish washer with 46 dba rating': 'ge dishwasher with 46 dba rating',
'wood and concret stain': 'wood and concrete stain',
'8 foot flour sent': '8 foot fluorescent',
'infared grills': 'infrared grills',
'wirless interconnected smoke dedector': 'wireless interconnected smoke detector',
'luever': 'leuver',
'3 in roung head bolt': '3 in round head bolt',
'rachet': 'ratchet',
'rigid 12 volt': 'ridgid 12 volt',
'sharkbit': 'sharkbite',
'hamiltton collectin': 'hamilton collection',
'kitchen aide wine and beverage refrigerator': 'kitchenaid wine and beverage refrigerator',
'paint markers burgondy color': 'paint markers burgundy color',
'glass washer with sucktion cups': 'glass washer with suction cups',
'andersor doors': 'anderson doors',
'hickory cabinett': 'hickory cabinet',
'repacement can type light bulbs': 'replacement can type light bulbs',
'ceeling patio shades': 'ceiling patio shades',
'white vainty 8 faucet': 'white vanity 8 faucet',
'daylight florisant bulb 36inch': 'daylight fluorescent bulb 36 inch',
'contact paoer': 'contact paper',
'air bathtubes': 'air bathtubs',
'cushions for wecker furniture': 'cushions for wicker furniture',
'galvinized poles 20long': 'galvanized poles 20 long',
'siegel light pendent': 'siegel light pendant',
'spaonges': 'sponges',
'extorior shatters': 'exterior shutters',
'led blubs': 'led bulbs',
'4 inch back flow prenter': '4 inch backflow preventer',
'silding closet doors track': 'sliding closet doors track',
'10000 btu windowair condiioner': '10000 btu window air conditioner',
'sewer pipe hoider': 'sewer pipe holder',
'vinal blind paint': 'vinyl blind paint',
'fuacet': 'faucet',
'picinic tables': 'picnic tables',
'all in one topmount kraus sinks': 'all in one top mount kraus sinks',
'solar post lmapy': 'solar post lamp',
'transormations': 'transformations',
'daltiles sandy beach': 'daltile sandy beach',
'wallmount indoor lights with plug': 'wall mounted indoor lights with plug',
'kennal kit': 'kennel kit',
'46 high output grow florescent bulb': '46 high output grow fluorescent bulb',
'frost fee freezers': 'frost free freezers',
'stainles steel door handle': 'stainless steel door handle',
'combo drill makita 20v': 'combi drill makita 20v',
'shop vacumm': 'shop vacuum',
'primer for led paint': 'primer for lead paint',
'outdoor gas fiepits': 'outdoor gas firepits',
'hallway pendendant lighting': 'hallway pendant lighting',
'chesapeke oak flooring': 'chesapeake oak flooring',
'ryobi multi tool acccessories': 'ryobi multi tool accessories',
'ryobi raidos': 'ryobi radios',
'milwaukee skill saw': 'milwaukee skil saw',
'ligh chrismas hanging tree': 'light christmas hanging tree',
'galvinized screws': 'galvanized screws',
'led circuline bulbs': 'led circline bulbs',
'kholer elongated toilet seat': 'kohler elongated toilet seat',
'tolet seats': 'toilet seats',
'ock blade knife piece 3': 'lock blade knife piece 3',
'portable airconditioner': 'portable air conditioner',
'window aircondition': 'window air conditioner',
'36 vx 72 commercial outdoor mats': '36 x 72 commercial outdoor mats',
'runner commerical': 'runner commercial',
'montagna dappy gray': 'montagna dapple gray',
'soil temperture test kit': 'soil temperature test kit',
'basement tolet': 'basement toilet',
'32 door threshhold': '32 door threshold',
'hampton bay oak bast cabinets': 'hampton bay oak base cabinets',
'charbroil parts': 'char broil parts',
'qucikie mop': 'quickie mop',
'concret anchor bolts': 'concrete anchor bolts',
'24 whtie storage cabinet': '24 white storage cabinet',
'door handle deabolt kit': 'door handle deadbolt kit',
'ge profile 30 inch charcoal folters': 'ge profile 30 inch charcoal filters',
'49 inch napolian vanity top': '49 inch napoleon vanity top',
'4in pvc franco cuppling': '4in pvc fernco coupling',
'graveless gravaless sewer pipe': 'graveless graveless sewer pipe',
'shower fllor': 'shower floor',
'riverera screen doors': 'riviera screen doors',
'animal deterent': 'animal deterrent',
'woodpeckers repellant': 'woodpeckers repellent',
'wood buring insert 200-250': 'wood burning insert 200-250',
'spectrazide ant': 'spectracide ant',
'gas grill accesories': 'gas grill accessories',
'elecronic insect repeller': 'electronic insect repeller',
'slyvanna motion nite light': 'sylvania motion nite light',
'4 in pvs end cap': '4 in pvc end cap',
'delta portor shower and tub trim': 'delta porter shower and tub trim',
'replacment mini bulbs': 'replacement mini bulbs',
'braxilian cherry laminate': 'brazilian cherry laminate',
'15 amp tampe resistant outlets': '15 amp tamper resistant outlets',
'hydraulic jack renat': 'hydraulic jack rental',
'32 x 32 shower baser': '32 x 32 shower base',
'electronic bed bug repellant': 'electronic bed bug repellent',
'ridgid auger': 'rigid auger',
'2000 psi force nozzzle': '2000 psi force nozzle',
'25 height beveragecooler': '25 height beverage cooler',
'anderson windows 400 seriesimpact resistant': 'andersen windows 400 series impact resistant',
'drill 20 lithium battery': 'drill 20v lithium battery',
'extertal air vent cover': 'external air vent cover',
'resin shesd': 'resin sheds',
'8x8x4 conctete block': '8x8x4 concrete block',
'tun faucet spout': 'tub faucet spout',
'continuos curtain rods': 'continuous curtain rods',
'upholstry cleaner': 'upholstery cleaner',
'ureka vaccuum': 'eureka vacuum',
'30 towel rods brushed nicol': '30 towel rods brushed nickel',
'1/2 gal thermos': '1/2 gallon thermos',
'unbralla fabric top only': 'umbrella fabric top only',
'outdoor cieling fans': 'outdoor ceiling fans',
'20 amps cros hinghs breaker': '20 amps cross highs breaker',
'mixing tubn': 'mixing tub',
'gfi circuit breaker': 'gfci circuit breaker',
'wrought iuron fence panels': 'wrought iron fence panels',
'ac air vent sleave': 'ac air vent sleeve',
'air ventalation deflector': 'air ventilation deflector',
'buddahs hand tree': 'buddha's hand tree',
'lawm mowers': 'lawn mowers',
'asathbula 7 piece': 'ashtabula 7 piece',
'recessed lightjs': 'recessed lights',
'hing pin door dtop': 'hinge pin door stop',
'elerical outlets plates': 'electrical outlets plates',
'bed tool boc': 'bed tool box',
'16 inch fabn': '16 inch fan',
'battery poerated motion sensor': 'battery operated motion sensor',
'grqss': 'grass',
'troy build trimmer extension': 'troy bilt trimmer extension',
'mansonry impact bit': 'masonry impact bit',
'high output basebord': 'high output baseboard',
'shower door sealparts': 'shower door seal parts',
'12 inch hight wall cabinet': '12 inch height wall cabinet',
'light s for sno throwers': 'lights for snow throwers',
'ceiling medallians': 'ceiling medallions',
'medalion': 'medallion',
'everbilt sloted': 'everbilt slotted',
'transparant redwood stain': 'transparent redwood stain',
'black and decker scub buster extreme': 'black and decker scrub buster extreme',
'mobilehome siding': 'mobile home siding',
'shutter screwws': 'shutter screws',
'hampton pation set with firepit': 'hampton patio set with firepit',
'industreial wire': 'industrial wire',
'vegtable seeds': 'vegetable seeds',
'masterpeice 72': 'masterpiece 72',
'5/4 lumbe': '5/4 lumber',
'dawn to dusk lig': 'dawn to dusk light',
'dusk to dawn motion sensoroutdoor lighting fixtures': 'dusk to dawn motion sensor outdoor lighting fixtures',
'cordless sweeperr': 'cordless sweeper',
'mill valley colle': 'mill valley college',
'outdoorstorage bin': 'outdoor storage bin',
'haging wire': 'hanging wire',
'4 in white recessed haol baffle in soft white': '4 in white recessed led baffle in soft white',
'11 1/2x25 1/2 white aluminun': '11 1/2 x 25 1/2 white aluminum',
'saratoga hickorya': 'saratoga hickory',
'surface gringer': 'surface grinder',
'kidie co2': 'kidde co2',
'batterys and charger kits': 'batteries and charger kits',
'nutru ninja': 'nutri ninja',
'23.5 shower door nickle': '23.5 shower door nickel',
'glass panel retiner': 'glass panel retainer',
'12v replacement blubs': '12v replacement bulbs',
'martha steward': 'martha stewart',
'1 1/2inchbrasswalltube18 inch': '1 1/2 inch brass wall tube 18 inch',
'brown color scheem': 'brown color scheme',
'spiral latters': 'spiral letters',
'24 incyh range': '24 inch range',
'8x8 ezup canopie cover': '8x8 ez up canopy cover',
'kitcheen door blind': 'kitchen door blind',
'flourescent balast 120-2/32is': 'fluorescent ballast 120-2/32is',
'vinyl lattiace': 'vinyl lattice',
'1/4 28 threadded connector': '1/4 28 threaded connector',
'kitchaid 3 burner': 'kitchenaid 3 burner',
'10 condiut pvc': '10 conduit pvc',
'WEBER GRILL GENIS 310': 'WEBER GRILL GENESIS 310',
'wall mount tub fauet moen': 'wall mount tub faucet moen',
'sower cleaner': 'shower cleaner',
'batteryfor alarm system': 'battery for alarm system',
'bed gugs': 'bed bugs',
'show the pric of washer and dryer': 'show the price of washer and dryer',
'washer electic dryer': 'washer electric dryer',
'ho hub couplings': 'no hub couplings',
'battey string trimmers': 'battery string trimmers',
'3/4 in.wide quarteround': '3/4 in.wide quarter round',
'ac dip pans': 'ac drip pans',
'rutland wood stove termometer': 'rutland wood stove thermometer',
'outdoor daucets': 'outdoor faucets',
'badless vacuum cleaners': 'bagless vacuum cleaners',
'dewalt 20 volt xr hamer': 'dewalt 20 volt xr hammer',
'dewalt drillimpact tool 20 volt xr': 'dewalt drill impact tool 20 volt xr',
'martha steward bath mirror': 'martha stewart bath mirror',
'infared thermometer': 'infrared thermometer',
'millwaukee 1/2 ele.c drill': 'milwaukee 1/2 elec drill',
'25 watt 4 foot flourescent': '25 watt 4 foot fluorescent',
'boscj bit': 'bosch bit',
'barbque grills': 'barbecue grills',
'brinkman grill burner': 'brinkmann grill burner',
'malbu replacement led light bubles': 'malibu replacement led light bulbs',
'natural stone tiele': 'natural stone tile',
'stone vaneer': 'stone veneer',
'stone venner sequia': 'stone veneer sequoia',
'ceiling fan replacement clades': 'ceiling fan replacement blades',
'transformet for flurescent tube lights': 'transformer for fluorescent tube lights',
'refrigerator frenchdoor': 'refrigerator french door',
'flourescent paint': 'fluorescent paint',
'marking baint': 'marking paint',
'mirrir hanger': 'mirror hanger',
'chrisymas tree bags': 'christmas tree bags',
'comercial food processor': 'commercial food processor',
'picture haning kitpicture hanging kit': 'picture hanging kit picture hanging kit',
'bathroom vanity cabinetwithouttops': 'bathroom vanity cabinets without tops',
'amcrest survelliance systems': 'amcrest surveillance systems',
'30 inch refigrator': '30 inch refrigerator',
'chain saw eletric': 'chainsaw electric',
'power dprayer': 'power sprayer',
'douglas fur fake christmas trees': 'douglas fir fake christmas trees',
'brinkman grill': 'brinkmann grill',
'dual switch dimer': 'dual switch dimmer',
'Ortho Wed B Gone max': 'Ortho Weed B Gon max',
'ortho weed be gone': 'ortho weed b gon',
'4ft flourescent bulb t8': '4ft fluorescent bulb t8',
'18 volt 1/2 roter hammer': '18 volt 1/2 roto hammer',
'cabinents with drawers': 'cabinets with drawers',
'7 mil trash bgs': '7 mil trash bags',
'1/2 ntp to 1/2': '1/2 npt to 1/2',
'3/8 rachert set': '3/8 ratchet set',
'hunter shower eshaust fan with light': 'hunter shower exhaust fan with light',
'vanity in mahogany mirros': 'vanity in mahogany mirrors',
'hasmmock bed': 'hammock bed',
'composit fencing': 'composite fencing',
'post insurts': 'post inserts',
'3500 psi pressue washer': '3500 psi pressure washer',
'idylus air purifier': 'idylis air purifier',
'garden solenoide valves': 'garden solenoid valves',
'window plastic instulation': 'window plastic insulation',
'engineered wood floorcleaners': 'engineered wood floor cleaners',
'parquee flooring': 'parquet flooring',
'dermal saw max ultra': 'dremel saw max ultra',
'external structual connector screw': 'external structural connector screw',
'tv shelv': 'tv shelf',
'kithen cabinets 18 white': 'kitchen cabinets 18 white',
'1 1/2 couplingg': '1 1/2 coupling',
'porceline faucet handle': 'porcelain faucet handle',
'duplex outlet and ubs charger': 'duplex outlet and usb charger',
'1/4 quarter round cherries jublilee': '1/4 quarter round cherries jubilee',
'lg hausys viaterra': 'lg hausys viatera',
'bear semi transparent cedar stain': 'behr semi transparent cedar stain',
'27 mivrowave': '27 microwave',
'gardinias': 'gardenias',
'ull spectrum plant light': 'full spectrum plant light',
'942196brinkmann 2 burner': '942196 brinkmann 2 burner',
'gargage storage ideas': 'garage storage ideas',
'outside horizontal storage sheds': 'outdoor horizontal storage sheds',
'bouganvilla': 'bougainvillea',
'led recressed lighting': 'led recessed lighting',
'3 x3 marle tile': '3x3 marble tile',
'concrete saw dewall': 'concrete saw dewalt',
'replacement glass for pellet stive': 'replacement glass for pellet stove',
'porcelin tile black pencil tile': 'porcelain tile black pencil tile',
'smoke dectectors': 'smoke detectors',
'humidifier fulters': 'humidifier filters',
'3/4 in.pvc assesories': '3/4 in.pvc accessories',
'12 inch sower head': '12 inch shower head',
'22 mm impact ocket': '22mm impact socket',
'garvanized wood screws': 'galvanized wood screws',
'interlocking rubbber floor mats': 'interlocking rubber floor mats',
'Hose end nozzel': 'Hose end nozzle',
'led energy efficient kitchen lites': 'led energy efficient kitchen lights',
'barn syslet door': 'barn style door',
'rat or mice poision': 'rat or mice poison',
'led ressed deameable lights': 'led recessed dimmable lights',
'prelit tree mutli': 'pre lit tree multi',
'sodering iron': 'soldering iron',
'tub suround': 'tub surround',
'fireplace screen assessories': 'fireplace screen accessories',
'acrilic white paint': 'acrylic white paint',
'gibraltor locking': 'gibraltar locking',
'air conditioner sideays': 'air conditioner sideways',
'white inyrtior paint': 'white interior paint',
'100 watt candlebra': '100 watt candelabra',
'llhampton bay patio rocker': 'hampton bay patio rocker',
'lock brushed nicke;': 'lock brushed nickel;',
'structered media': 'structured media',
'summit 24 inch ss gaqs range': 'summit 24 inch ss gas range',
'ryobl battery': 'ryobi battery',
'replacement carbrator for robyi': 'replacement carburetor for ryobi',
'balist': 'ballast',
'pressuer washer': 'pressure washer',
'22 storage shelve': '22 storage shelf',
'32' strorm door': '32' storm door',
'hazardous locationlight fixture globe': 'hazardous location light fixture globe',
'john deer bagger': 'john deere bagger',
'ridinng lawn mowers mulching': 'riding lawn mowers mulching',
'1/2 fpt x 1/2 inch pex': '1/2 npt x 1/2 inch pex',
'2 kindorff straps': '2 kindorf straps',
'telemechanic square d': 'telemecanique square d',
'thresh hold': 'threshold',
'24x24 framless recessed mount mirrored medicine': '24x24 frameless recessed mount mirrored medicine',
'600 connector cylander': '600 connector cylinder',
'well pump submerciable': 'well pump submersible',
'security gate pannel': 'security gate panel',
'1/4-20 jamb nuts': '1/4-20 jam nuts',
'american standard flush valvu': 'american standard flush valve',
'stove adopter': 'stove adapter',
'kitchenaide dishwasher': 'kitchenaid dishwasher',
'roofing leadders': 'roofing ladders',
'heath zenity 180 security light': 'heath zenith 180 security light',
'solar powerd lights': 'solar powered lights',
'24 white walloven': '24 white wall oven',
'kitchen aide mixer': 'kitchenaid mixer',
'10 in w 30 in l inetrior vent': '10 in w 30 in l interior vent',
'co smoke detector kiddie': 'co smoke detector kidde',
'vacum aa bag 58236c': 'vacuum aa bag 58236c',
'sealant for sideing': 'sealant for siding',
'come along and chaincome along and chain': 'come along and chain come along and chain',
'wall paper bprder': 'wallpaper border',
'cararra tile': 'carrara tile',
'14 gauge strranded wire': '14 gauge stranded wire',
'30 gal electirc water heater': '30 gal electric water heater',
'guarter round tile': 'quarter round tile',
'summit gril': 'summit grill',
'gavanized pipe 20 feet': 'galvanized pipe 20 feet',
'melamine sheliving': 'melamine shelving',
'composite fiscia board': 'composite fascia board',
'spunge mop refill': 'sponge mop refill',
'wall mount outside motion dector': 'wall mount outdoor motion detector',
'bisquit tub refinish kit': 'biscuit tub refinish kit',
'patternn paint rollers': 'pattern paint rollers',
'built in wall nitch': 'built in wall niche',
'ironboard built in': 'iron board built in',
'behr melrot': 'behr merlot',
'led shoplightmakita light': 'led shop light makita light',
'armazone': 'amazon',
'soild 6 panel interior door': 'solid 6 panel interior door',
'dishs for 8': 'dishes for 8',
'1 1/4 steel ppes': '1 1/4 steel pipes',
'pull out drw': 'pull out draw',
'swffer mop': 'swiffer mop',
'milwaukee m18 tootls': 'milwaukee m18 tools',
'bronzw phone wall jack cover': 'bronze phone wall jack cover',
'flourscent lights size 18x24': 'fluorescent lights size 18x24',
'berber carpeting destiny doeskin': 'berber carpet destiny doeskin',
'spring heavy dut': 'spring heavy duty',
'2 in pvc pipe incresers': '2 in pvc pipe increasers',
'lifetime rouind table': 'lifetime round table',
'16x26 recesssed medicine cabinets': '16x26 recessed medicine cabinets',
'rolling barn dorr hardware': 'rolling barn door hardware',
'huricane panel caps': 'hurricane panel caps',
'73 inch anderson patio screen doors': '73 inch andersen patio screen doors',
'barbque grill temperature guage': 'barbecue grill temperature gauge',
'bath tub shower repair lit': 'bathtub shower repair kit',
'entery door sidelights': 'entry door sidelights',
'5 burnerner brikman gas grill': '5 burner brinkmann gas grill',
'battub floor mat': 'bathtub floor mat',
'outlet wallplate with cover': 'outlet wall plate with cover',
'fungacide': 'fungicide',
'tuband tile latex caulk': 'tub and tile latex caulk',
'natural gas barbeque': 'natural gas barbecue',
'hallogen bulb flood': 'halogen bulb flood',
'roudulf': 'rudolf',
'cellular shade 23.75x37': 'cellular shade 23.75x 37',
'wyndham vanities with no tops': 'wyndham vanities without tops',
'frigidare gas range': 'frigidaire gas range',
'frigidare refrigerator': 'frigidaire refrigerator',
'dishwasher moiunting kit': 'dishwasher mounting kit',
'black refrigeratore': 'black refrigerator',
'barcello estates light fi': 'bercello estates light fi',
'kohler ch730 maintance kits': 'kohler ch730 maintenance kits',
'phillips led slimline a19': 'philips led slimline a19',
'asburn mahogany medicine cabinate': 'ashburn mahogany medicine cabinet',
'stove top replacement patr': 'stove top replacement part',
'hampton bay pendent light parts': 'hampton bay pendant light parts',
'wall mountreading light': 'wall mount reading light',
'heat on malamine tape': 'heat on melamine tape',
'vinal plank selection': 'vinyl plank selection',
'marble qwhite': 'marble white',
'reheem performance 75 gal water heater': 'rheem performance 75 gal water heater',
'cover for a double barrow grill': 'cover for a double barrel grill',
'water taste kits': 'water test kits',
'roybi gas trimmer repair kit': 'ryobi gas trimmer repair kit',
'masonary dril bits': 'masonry drill bits',
'bath and shower facet set': 'bath and shower faucet set',
'sanding sponce': 'sanding sponge',
'silestone sammples': 'silestone samples',
'ge mwr filter': 'ge mwf filter',
'rectangele garbage can': 'rectangle garbage can',
'light podt sensor': 'light post sensor',
'honewell wireless doorbell': 'honeywell wireless doorbell',
'vertical door slide mechanis': 'vertical door slide mechanism',
'2 inch bye 6 inch thick board': '2 inch by 6 inch thick board',
'28x80 contl splt rh': '28x80 control split rh',
'doors exterior with top windo': 'doors exterior with top window',
'water filter for vanitys': 'water filter for vanities',
'hampton bay geogian wall plates aged bronze': 'hampton bay georgian wall plates aged bronze',
'18 wat let lamps': '18 watt led lamps',
'qstatic cling window film': 'static cling window film',
'eletric pole hedge clippers': 'electric pole hedge clippers',
'moen voss lightin': 'moen voss lighting',
'dreamline showeruni door': 'dreamline shower door',
'dewaqlt air nailers': 'dewalt air nailers',
'hex drill chcuck': 'hex drill chuck',
'vinal siding per box': 'vinyl siding per box',
'verticle blind': 'vertical blind',
'chome framed mirror': 'chrome framed mirror',
'b onnet': 'bonnet',
'dowel sprial': 'dowel spiral',
'deck tdiles': 'deck tiles',
'driveing bits': 'driving bits',
'water putifiers': 'water purifiers',
'clyvus': 'clivus',
'old style nailshand forgednails': 'old style nails hand forged nails',
'grohe essencekitchen faucet': 'grohe essence kitchen faucet',
'femle end hose repair': 'female end hose repair',
'garden hose reair kits': 'garden hose repair kits',
'bathroom facets': 'bathroom faucets',
'kitchenaid refrigerator bottom frrezer': 'kitchenaid refrigerator bottom freezer',
'chrome/polished brass 2-handle 4-in centerset bathroom fauc': 'chrome/polished brass 2-handle 4-in centerset bathroom faucet',
'spackilng knife': 'spackling knife',
'cadelabra light bulbs led': 'candelabra light bulbs led',
'roller bracker for frameless shower doors': 'roller bracket for frameless shower doors',
'morola tile metro penny': 'merola tile metro penny',
'48 inchled tube': '48 inch led tube',
'corner sorage': 'corner storage',
'glaciar bay crystal shower': 'glacier bay crystal shower',
'tosco ivory tile': 'tosca ivory tile',
'elecric screw driver batteries': 'electric screwdriver batteries',
'mobilehome wall paint': 'mobile home wall paint',
'chainsaw rplacement chains': 'chainsaw replacement chains',
'electric guage cable': 'electric gauge cable',
'f15 t5 florescent': 'f15 t5 fluorescent',
'sprinkler conroller': 'sprinkler controller',
'wireless light sitch': 'wireless light switch',
'16x16x60boxes for moving': '16x16x60 boxes for moving',
'engeenered wood': 'engineered wood',
'frigidare microwave': 'frigidaire microwave',
'nals for subfloor': 'nails for subfloor',
'verathane': 'varathane',
'remote controlle light dimmer': 'remote controlled light dimmer',
'koehler shower door': 'kohler shower door',
'burgluar bar tool': 'burglar bar tool',
'greem roofing shingles': 'green roofing shingles',
'milwoki circular saw': 'milwaukee circular saw',
'tub faucets bronza': 'tub faucets bronze',
'bathtubdoor towel racks': 'bathtub door towel racks',
'ac exhaust extention': 'ac exhaust extension',
'outside deck boards composit': 'outside deck boards composite',
'4inch ligh junction box': '4 inch light junction box',
'gardenn containers': 'garden containers',
'plant continers': 'plant containers',
'3 paint bbrush': '3 paint brush',
'26 in woodsaddle stool': '26 in wood saddle stool',
'adhensive with nozzle': 'adhesive with nozzle',
'swanstone kitchen sink accesories': 'swanstone kitchen sink accessories',
'pvc to corragated connector': 'pvc to corrugated connector',
'unsanded grout bisquit': 'unsanded grout biscuit',
'spray paint rust-oleum gray': 'spray paint rustoleum gray',
'brushes drils': 'brushed drills',
'indoor mounting tpe': 'indoor mounting tape',
'indoor grow light blubs': 'indoor grow light bulbs',
'thinset morter': 'thin set mortar',
'flourescent g25 60watt': 'fluorescent g25 60 watt',
'diatemaceous earth': 'diatomaceous earth',
'23' biview surface mount med cab chestnut': '23' bi view surface mount med cab chestnut',
'72 hour carpt': '72 hour carpet',
'2 ' galvanise street 90': '2 ' galvanized street 90',
'maytab bravos': 'maytag bravos',
'600w incandecent toggle dimmer': '600w incandescent toggle dimmer',
'galvanized wire 10 guage': 'galvanized wire 10 gauge',
'assemble hight 17 inches': 'assembled height 17 inches',
'pvc t coulpler': 'pvc t coupler',
'water heatere drain pan': 'water heater drain pan',
'faucet steam washers': 'faucet stem washers',
'heat window filtm': 'heat window film',
'dewalt circlular saw blades': 'dewalt circular saw blades',
'5plinth block': 'plinth block',
'french pation doors with sidepanels': 'french patio doors with side panels',
'30 unfinish filler': '30 unfinished filler',
'home depot in cambrige': 'home depot in cambridge',
'faucet siphon hose connecter': 'faucet siphon hose connector',
'black out doors spray paint': 'black outdoor spray paint',
'anderson storm door full view easy install': 'andersen storm door full view easy install',
'ice marker water kits': 'ice maker water kits',
'adhesive magnetized roll': 'adhesive magnetic roll',
'metal kkitchen cabines': 'metal kitchen cabinets',
'2' x 1 1/2 reducing busing thread': '2' x 1 1/2 reducing bushing threaded',
'abs rambit pipe saver': 'abs rambut pipe saver',
'33 in w x 18 icnh depth vanity': '33 in w x 18 inch depth vanity',
'built in landry shelving': 'built in laundry shelving',
'grey rubbermaid trash barrells': 'grey rubbermaid trash barrels',
'sawall blades': 'sawzall blades',
'9v battery ackup': '9v battery backup',
'1/2 in.fip x 7/16 in.or 1/2 in.slip joint angle stop valv': '1/2 in.fip x 7/16 in.or 1/2 in.slip joint angle stop valve',
'peir block': 'pier block',
'under ceiling garag storage': 'under ceiling garage storage',
'stone effects backsplash cool fushion': 'stone effects backsplash cool fusion',
'desoldering vacum pump': 'desoldering vacuum pump',
'elrctric welders': 'electric welders',
'unfinushed kitchen cabinets': 'unfinished kitchen cabinets',
'3 pole range reciptical': '3 pole range receptacle',
'sink cutting oard': 'sink cutting board',
'steel tubing falanges': 'steel tubing flanges',
'outdoor unskid tiles': 'outdoor non skid tiles',
'6 round headlag bolt': '6 round head lag bolt',
'cyprees fence': 'cypress fence',
'75 qrt cooler with wheels': '75 quart cooler with wheels',
'buit in themostat': 'built in thermostat',
'speacalty bit set': 'specialty bit set',
'curtain rod classic sqaure finial': 'curtain rod classic square finial',
'silk poinsetia': 'silk poinsettia',
'1 1/4 pvcsch 80': '1 1/4 pvc sch 80',
'grill ousite door': 'grill outside door',
'lumionaire': 'luminaire',
'adienne bathroom vanity light': 'adrienne bathroom vanity light',
'chashing led lights': 'chasing led lights',
'24 inch vessal tops': '24 inch vessel tops',
'co2 detector kiddie': 'co2 detector kidde',
'white glazed 4 tilw': 'white glazed 4 tile',
'wood lattace': 'wood lattice',
'premaid stair railing': 'premade stair railing',
'3 function double walll switch': '3 function double wall switch',
'koehler shower faucet with spray': 'kohler shower faucet with spray',
'askley electric fireplace': 'ashley electric fireplace',
'blind for paladian': 'blind for paladin',
'regancy railin': 'regency railing',
'weatherside purit': 'weatherside purity',
'vent a hood dampr': 'vent a hood damper',
'light tropper 2x4': 'light troffer 2x4',
'30 amp generater receptical': '30 amp generator receptacle',
'prefab wood gate panals': 'prefab wood gate panels',
'floating corner shelfing': 'floating corner shelving',
'fridgidaire dehumidifier': 'frigidaire dehumidifier',
'pegs for cabinent shelves': 'pegs for cabinet shelves',
'100 amp to 200a lit': '100 amp to 200 a lot',
'decorative metal sceen': 'decorative metal screen',
'lacross weather pro center': 'lacrosse weather pro center',
'behr flat white marque': 'behr flat white marquee',
'high output floresant': 'high output fluorescent',
'behr hawian paint': 'behr hawaiian paint',
'pressure vaccuum breaker o-ring': 'pressure vacuum breaker o-ring',
'psint gun': 'paint gun',
'wine coller': 'wine cooler',
'rug ruunners': 'rug runners',
'clock control for fridgidare gas stove': 'clock control for frigidaire gas stove',
'outlet expsnsion surge protector': 'outlet expansion surge protector',
'rigid pipe threader': 'ridgid pipe threader',
'electical box': 'electrical box',
'insect granuels': 'insect granules',
'compsit outside corner': 'composite outside corner',
'cabinet kitchen ligth': 'cabinet kitchen light',
'dewalt ratchet srewdriver': 'dewalt ratchet screwdriver',
'18.5 outside chair cushiobs': '18.5 outside chair cushions',
'fenching and gate latches': 'fencing and gate latches',
'heater for refrigertor': 'heater for refrigerator',
'motion detect indoor': 'motion detector indoor',
'refrigerater french doors ge brand': 'refrigerator french doors ge brand',
'tiki tourches': 'tiki torches',
'gren house kits': 'greenhouse kits',
'5000 btu aircondition': '5000 btu air conditioner',
'airator dishwasher': 'aerator dishwasher',
'2x6 metal brakets': '2x6 metal brackets',
'weldn 3': 'weldon 3',
'ceiling paint pray': 'ceiling paint spray',
'flourescent fixture metal parts': 'fluorescent fixture metal parts',
'natural hickery kitchen cabinets': 'natural hickory kitchen cabinets',
'kitchen aide dishwasher': 'kitchenaid dishwasher',
'led track lightning systems': 'led track lighting systems',
'duplex receptacle nickle': 'duplex receptacle nickel',
'12 foot ceadar': '12 foot cedar',
'faux wood shade 100 jnches': 'faux wood shade 100 inches',
'contracto0r hose': 'contractor hose',
'lspacers for toilet bowl': 'spacers for toilet bowl',
'aftificial prelit christmas trees': 'artificial prelit christmas trees',
'paint colores by rooms': 'paint colors by rooms',
'warm whit led bulb': 'warm white led bulb',
'clamps for unistruct': 'clamps for unistrut',
'kitchen trviso price phister': 'kitchen treviso price pfister',
'10guage copper wire 3 stand': '10 gauge copper wire 3 stand',
'deep frezer with glass cover': 'deep freezer with glass cover',
'powder clorine shock treatment': 'powder chlorine shock treatment',
'galvanaized can': 'galvanized can',
'prebent aluminum facia': 'prebent aluminum fascia',
'vinyl scrapper for jack hammer': 'vinyl scraper for jack hammer',
'dwaft outside plants': 'dwarf outside plants',
'tilebath walls small': 'tile bath walls small',
'2 ton aircondition': '2 ton air conditioner',
'martha stewart metalic paint gallon': 'martha stewart metallic paint gallon',
'schilage electronic deadbolts locks': 'schlage electronic deadbolts locks',
'60x65shower doors': '60x65 shower doors',
'tile slide cuter': 'tile slide cutter',
'eagle peak hoickory': 'eagle peak hickory',
'gas black range worldpool': 'gas black range whirlpool',
'trigger makita skillsaw': 'trigger makita skil saw',
'hardi lap hanger': 'hardie lap hanger',
'master flow insolated duct wrap': 'master flow insulated duct wrap',
'replacment stove knobs': 'replacement stove knobs',
'outdoor alrm': 'outdoor alarm',
'wireless outdoor thermom': 'wireless outdoor thermometer',
'faun paint': 'fawn paint',
'wireless security caamera': 'wireless security camera',
'fiet electric led gu10': 'feit electric led gu10',
'stair unners': 'stair runners',
'stainstess steel spray paint': 'stainless steel spray paint',
'mount blanv': 'mont blanc',
'riobi power tool combo': 'ryobi power tool combo',
'24 sydey collection': '24 sydney collection',
'air compresser': 'air compressor',
'no tresspassing signs': 'no trespassing signs',
'flexable 6 inch': 'flexible 6 inch',
'wall beveled framelessmirror': 'wall beveled frameless mirror',
'slidein range bisque': 'slide in range bisque',
'router templit kits letters': 'router template kits letters',
'american sandard 1660.225,': 'american standard 1660.225,',
'onyx sand porcelian': 'onyx sand porcelain',
'watherproof electrical boxes': 'weatherproof electrical boxes',
'carpet remmnant': 'carpet remnant',
'8' sigle wall gal pipe': '8' single wall galv pipe',
'byfold hinges': 'bi fold hinges',
'terra cota quarry stones': 'terracotta quarry stones',
'rustolem appliance touch up paint': 'rustoleum appliance touch up paint',
'rain nickle': 'rain nickel',
'whirlpool light bulb part 8206232': 'whirlpool light bulb part 8206232a',
'Vigaro fall fertilizer': 'Vigoro fall fertilizer',
'pneumatic cynlinder': 'pneumatic cylinder',
'20 ft electical romex': '20 ft electrical romex',
'medicine cabinets recessable black': 'medicine cabinets recessed black',
'krass 30 inch kitchen sink': 'kraus 30 inch kitchen sink',
'stainless steel grat': 'stainless steel grate',
'suncort 8' duct fans': 'suncourt 8' duct fans',
'nutmag mirrors': 'nutmeg mirrors',
'clawfoot tub faucit kit': 'clawfoot tub faucet kit',
'protective pper': 'protective paper',
'touchless dishwashing kintchen dispenser': 'touchless dishwashing kitchen dispenser',
'air temperture contorl valve': 'air temperature control valve',
'melinger hand truck wheals': 'melinger hand truck wheels',
'watt premiere water filters': 'watt premier water filters',
'weed killer spray contaner': 'weed killer spray container',
'18in hardware coth': '18in hardware cloth',
'ac window supprt': 'ac window support',
'vegetable plannter': 'vegetable planter',
'soap punp': 'soap pump',
'wall paper murial glue': 'wallpaper mural glue',
'vertical binds hardware': 'vertical blinds hardware',
'rubbermaid verital sheds': 'rubbermaid vertical sheds',
'1/2 in.extension joint': '1/2 in.expansion joint',
'curtin rods': 'curtain rods',
'edge glued rounda': 'edge glued rounds',
'plywood edge taope': 'plywood edge tape',
'36' copoktop': '36' cooktop',
'curtains non black out': 'curtains not blackout',
'honolule center drain': 'honolulu center drain',
'toliet snake': 'toilet snake',
'black and deckerbattery pack': 'black and decker battery pack',
'beer and wine combination frigerator': 'beer and wine combination refrigerator',
'mess wire fencing': 'mesh wire fencing',
'ecosmart 90 led daylight br30': 'ecosmart 90w led daylight br30',
'miniture bulbs 2 pin': 'miniature bulbs 2 pin',
'dishwasher water connection vlave': 'dishwasher water connection valve',
'ant bait raps': 'ant bait traps',
'coragated aluimin special order': 'corrugated aluminum special order',
'carpot canopy 10x20': 'carport canopy 10x20',
'10 foot white ethjernet cable': '10 foot white ethernet cable',
'polished chrome cbinet pulls': 'polished chrome cabinet pulls',
'cooper tubing': 'copper tubing',
'dwarf pereniel plants': 'dwarf perennial plants',
'lampost motion detector': 'lamp post motion detector',
'3 gutter oulets': '3 gutter outlets',
'kohler shower ddoors for tubs in nickel': 'kohler shower doors for tubs in nickel',
'zep liquid air fresher': 'zep liquid air freshener',
'rewiring built in oven': 'wiring built in oven',
'10/4 SJ CABLE': '10/4 SJO CABLE',
'tempered glass wndow': 'tempered glass window',
'mataeials needed for paver patio': 'materials needed for paver patio',
'tankles water heater gas outdoor': 'tankless water heater gas outdoor',
'ypermethrin': 'cypermethrin',
'kwikset halifax door leaver': 'kwikset halifax door lever',
'ryobi coordless 18v starter kit': 'ryobi cordless 18v starter kit',
'habor gazeebo': 'harbor gazebo',
'electric barbeque grills': 'electric barbecue grills',
'rasin raised garden bed': 'resin raised garden bed',
'barbeque grills big and easy': 'barbecue grills big and easy',
'floor warming matt': 'floor warming mat',
'machette': 'machete',
'cool tube lgts': 'cool tube lights',
'universal faucet connect': 'universal faucet connector',
'daltile hexgon': 'daltile hexagon',
'hurracaine brackets': 'hurricane brackets',
'martha stewart curtiins': 'martha stewart curtains',
'byfold doors': 'bifold doors',
'2 tier adjustable cabinet orgainzer': '2 tier adjustable cabinet organizer',
'7w compact flourescent bulb': '7w compact fluorescent bulb',
'singel wall stove pipe': 'single wall stove pipe',
'wheeld trimmer': 'wheeled trimmer',
'boader rocks': 'border rocks',
'crown moldinf jig': 'crown molding jig',
'small refridgerators': 'small refrigerators',
'blind courner': 'blind corner',
'asphault gap repair': 'asphalt gap repair',
'no.30 ridgid cutting wheel': 'no.30 rigid cutting wheel',
'battery cable conector': 'battery cable connector',
'coranado baseboard pine': 'coronado baseboard pine',
'cerrowire 18 gauge': 'cerro wire 18 gauge',
'universal exstention cord': 'universal extension cord',
'wirlpool counterdepth side by side refrigrator': 'whirlpool counter depth side by side refrigerator',
'cedar bahr 502 stain': 'cedar behr 502 stain',
'small tracerse rods': 'small traverse rods',
'yelloe safet tape': 'yellow safety tape',
'elctric heating lamps': 'electric heating lamps',
't8 flourescent bulbs': 't8 fluorescent bulbs',
'u bents fluorescent': 'u bend fluorescent',
'pergo lamate flooring': 'pergo laminate flooring',
'sweenys mole and gopher repelant': 'sweeney's mole and gopher repellent',
'rg6 connecto': 'rg6 connector',
'ge electriv burners': 'ge electric burners',
'replacement part for koehler toilet kb3': 'replacement part for kohler toilet kb3',
'furiture paint, stain and varnish': 'furniture paint, stain and varnish',
'mission prarie camber top slab': 'mission prairie camber top slab',
'mirr edge': 'mirror edge',
'orbital sanding disck': 'orbital sanding disc',
'quickrete 50 lb mix': 'quikrete 50 lb mix',
'high efficiency dust baf rigid vac': 'high efficiency dust bag ridgid vac',
'liminate flooring cleaning': 'laminate flooring cleaning',
'gtxworks trimmer spools': 'gt worx trimmer spools',
'securty bar mounts': 'security bar mounts',
'fall supression kit': 'fall suppression kit',
'weatherproof boom box': 'waterproof boombox',
'geld wen 2500 96 x 36': 'jeld wen 2500 96 x 36',
'enfineered floors drifting sand': 'engineered floors drifting sand',
'well pump back presure valve': 'well pump back pressure valve',
'heavy duty shevlving': 'heavy duty shelving',
'mmodel': 'model',
'frigidare stainless refrig': 'frigidaire stainless refrig',
'rusteoulm spray paint': 'rustoleum spray paint',
't5 high output ligh': 't5 high output light',
'sandpap': 'sandpaper',
'cerowire 12 gauge': 'cerro wire 12 gauge',
'what rings for toitets': 'what rings for toilets',
'infrared theomomter': 'infrared thermometer',
'1x6 toungh groove': '1x6 tongue groove',
'v ceader board': 'v cedar board',
'sodpstone': 'soapstone',
'10 yeaer smoke detectors/carbon monoxide combo': '10 year smoke detectors/carbon monoxide combo',
'kkohler toilet seat': 'kohler toilet seat',
'pink toliet seat elongated': 'pink toilet seat elongated',
'flexiblr bit': 'flexible bit',
'coleman instasmart grill': 'coleman instastart grill',
'exide battery 75,car battrey': 'exide battery 75,car battery',
'black cherry stainer': 'black cherry stain',
'1x4 pre primed mfd trim': '1 x 4 pre primed mdf trim',
'mnt movr combo shovel': 'mnt move combo shovel',
'100 watt candlabra bulb': '100 watt candelabra bulb',
'samsung black stainles': 'samsung black stainless',
'dewalt jig saw blad': 'dewalt jig saw blade',
'alluminum downspout connector': 'aluminum downspout connector',
'alltyp of fences': 'all type of fences',
'clow hammer 16 0z': 'claw hammer 16 0z',
'tomatoe plants': 'tomato plants',
'white lacquer wall selves': 'white lacquer wall shelves',
'pressure guage': 'pressure gauge',
'slid pad': 'slide pad',
'female hose connectore': 'female hose connector',
'solor lamp outside': 'solar lamp outside',
'daltile urban camoflogue': 'daltile urban camouflage',
'deocorative screws for hanging pictures': 'decorative screws for hanging pictures',
'kitchen composie double sinks': 'kitchen composite double sinks',
'whitesilicone': 'white silicone',
'self contained recepticles': 'self contained receptacles',
'brass handel door': 'brass handle door',
'charley brown christmas trees': 'charlie brown christmas trees',
'carbon fiber vinel': 'carbon fiber vinyl',
'phillips fluorescent 40': 'philips fluorescent 40',
'36 inxh return air grill': '36 inch return air grill',
'garden pond pump impellor': 'garden pond pump impeller',
'vinal flooring 25 year warranty': 'vinyl flooring 25 year warranty',
'mulcing blades for troy built': 'mulching blades for troy bilt',
'5 1/4 deckboard': '5 1/4 deck board',
'plaste dip': 'plasti dip',
'cemnt pads for makita bo5030': 'cement pads for makita bo5030',
'ge beverage refriderator': 'ge beverage refrigerator',
'bathroom plummbing': 'bathroom plumbing',
'gas pire column': 'gas fire column',
'confrence': 'conference',
'clock cuitain rod wood': 'clock curtain rod wood',
'decrotive outdoor lighting': 'decorative outdoor lighting',
'ballast for single t12 fluorscent bulb': 'ballast for single t12 fluorescent bulb',
'workstar cordless and recharable work light': 'workstar cordless and rechargeable work light',
'light bulb 250 cfl': 'light bulb 250w cfl',
'rubber gromet': 'rubber grommet',
'spray metallicpaint': 'spray metallic paint',
'paint quart zise': 'paint quart size',
'blinds for portch': 'blinds for porch',
'sable browj 95': 'sable brown 95',
'1/2 conduet': '1/2 conduit',
'wooden curton rod brackets': 'wooden curtain rod brackets',
'corbels and shelfs': 'corbels and shelves',
'seimens typ qt breaker': 'siemens type qt breaker',
'steel builco': 'steel bilco',
'metal joinst': 'metal joist',
'externol patio doors': 'external patio doors',
'FENSE LIGHTING': 'FENCE LIGHTING',
'oil bronzed wine glass rack': 'oiled bronze wine glass rack',
'klien lether pouch': 'klein leather pouch',
'shark rocket filtes': 'shark rocket filters',
'4x7 ruggs': '4 x 7 rugs',
'24 elicreic stove': '24 electric stove',
'grill hasmilton': 'grill hamilton',
'air vents for plumping': 'air vents for plumbing',
'gazebo with shelfs': 'gazebo with shelves',
'expanding plastic sleeves for scews': 'expanding plastic sleeves for screws',
'oli rubbed bronze drain': 'oil rubbed bronze drain',
'clothsline rope': 'clothesline rope',
'stove gas replacement knops': 'stove gas replacement knobs',
'rechargale batteries for solar lights': 'rechargeable batteries for solar lights',
'standard artificial grasa synthetic lawn turf': 'standard artificial grass synthetic lawn turf',
'new deck for rtz 50': 'new deck for rzt 50',
'wire shelv liner': 'wire shelf liner',
'wood paint with primerin blue': 'wood paint with primer in blue',
'fabreeze': 'febreze',
'ceilng fan': 'ceiling fan',
'manuel for 425 - 1649': 'manual for 425 - 1649',
'14 in dimond circular saw blade': '14 in diamond circular saw blade',
'berhr solid 213 deep': 'behr solid 213 deep',
'driveway m arkers': 'driveway markers',
'commercil threshold': 'commercial threshold',
'multinozzle spray painting': 'multi nozzle spray painting',
'shower nitch': 'shower niche',
'1/2x1/2 quater round': '1/2 x 1/2 quarter round',
'Insulted work gloves': 'Insulated work gloves',
'5000 lumnes': '5000 lumens',
'magnets for gromets': 'magnets for grommets',
'toro springkler': 'toro sprinkler',
'motion sensoring black decorative lamp': 'motion sensing black decorative lamp',
'proclean concentrated drain cleaner': 'pro clean concentrated drain cleaner',
'feather river doorsth sidelights': 'feather river doors sidelights',
'ridgid powerwasher parts': 'ridgid power washer parts',
'skill pressure sander': 'skil pressure sander',
'outdoor vertical sheda': 'outdoor vertical sheds',
'brick web thin brick flats': 'brickweb thin brick flats',
'airguard undelayment': 'airguard underlayment',
'toyotaa': 'toyota',
'round rug for kitch': 'round rug for kitchen',
'round one piece tiolet': 'round one piece toilet',
'sppeed square': 'speed square',
'adirondak chair': 'adirondack chair',
'hickory hadwre touch of spring': 'hickory hardware touch of spring',
'garge door handle': 'garage door handle',
'whiteled tree': 'white led tree',
'airosol epoxy paint': 'aerosol epoxy paint',
'ice ring machine': 'ice rink machine',
'deep expresso walnut/new ellenton': 'deep espresso walnut/new ellenton',
'interior walls bieges brown': 'interior walls beige brown',
'pet disinfectent': 'pet disinfectant',
'altra furniture parsons credenza desk with drawer and bookc': 'altra furniture parsons credenza desk with drawer and books',
'gorilla gold cpvc gluetm': 'gorilla gold cpvc glue',
'aligator clips': 'alligator clips',
'irrigation pipe connectoer': 'irrigation pipe connector',
'citronella fire pot fue': 'citronella fire pot fuel',
'garden spreklers heads': 'garden sprinklers heads',
'light swith insulation': 'light switch insulation',
'dual lock 3m veclro': 'dual lock 3m velcro',
'water proof mc connecter': 'waterproof dc connector',
'snow blowerr scraper blade': 'snowblower scraper blade',
'vesel tub': 'vessel tub',
'carrrs': 'careers',
'odl 6' x 6'retractable screens': 'odl 6' x 6 retractable screens',
'outdoord storage locker': 'outdoor storage locker',
'standing seam roof panals': 'standing seam roof panels',
'phillips 65w 2 pack': 'philips 65w 2 pack',
'2 squares double 5 vinly siding': '2 squares double 5 vinyl siding',
'fabric steam cleamer': 'fabric steam cleaner',
'scikkens stain': 'sikkens stain',
'polyethylne cap': 'polyethylene cap',
'decorative interor glass doors': 'decorative interior glass doors',
'vanity top for two vessell': 'vanity top for two vessel',
'giant bird of paridise': 'giant bird of paradise',
'almeda hickory': 'alameda hickory',
'cabinet ba rpulls in bronze': 'cabinet bar pulls in bronze',
'l screwa': 'l screws',
'johan deer 0 turns': 'john deere 0 turns',
'milwankee 7 pc set': 'milwaukee 7 pc set',
'faucet pl801l 18 guage': 'faucet pl801l 18 gauge',
'12 light bronze chandilier': '12 light bronze chandelier',
'flourecent light plastic covers': 'fluorescent light plastic covers',
'roof pannel foam': 'roof panel foam',
'under cabinet lighting ro-hs': 'under cabinet lighting rohs',
'round lshower kit': 'round shower kit',
'concreet enchors': 'concrete anchors',
'woodwen pallet': 'wooden pallet',
'shigles': 'shingles',
'comercial plank doors': 'commercial plank doors',
'stainless steel kithen faucet with soap dispenser': 'stainless steel kitchen faucet with soap dispenser',
'm4 50 srcew': 'm4 50 screw',
'splitbolt connector': 'split bolt connector',
'charming 18 roll': 'charmin 18 roll',
'table glass oatu': 'table glass oahu',
'kohlor flush for toilet tank 4421': 'kohler flush for toilet tank 4421',
'outdoor pendant lioghting': 'outdoor pendant lighting',
'24 inflex gas line': '24 in flex gas line',
'lawn mower rechargeable batterys': 'lawn mower rechargeable batteries',
'merola metalic tile': 'merola metallic tile',
'above ground pool vaccume': 'above ground pool vacuum',
'bosss water softner': 'boss water softener',
'moen one handel kitchen faucet repair parts': 'moen one handle kitchen faucet repair parts',
'sanding machinehardwood floors': 'sanding machine hardwood floors',
'super patch driverway sealler': 'super patch driveway sealer',
'sschlueter shower system': 'schluter shower system',
'offset flang': 'offset flange',
'aluminium tube rectangle': 'aluminium tube rectangular',
'legrad keystone cat5e jack': 'legrand keystone cat5e jack',
'yellow jacket extenison cord': 'yellow jacket extension cord',
'Habachi': 'Hibachi',
'mini pendant braket': 'mini pendant bracket',
'hose to presure washer': 'hose to pressure washer',
'gliddon speed wall': 'glidden speed wall',
'new age produucts': 'new age products',
'archor tub and shower faucet trim': 'archer tub and shower faucet trim',
'space saving stoage': 'space saving storage',
'vinyl flooring that clicks togther': 'vinyl flooring that clicks together',
'gladden smooth stone': 'glidden smooth stone',
'knape vogt baseket': 'knape vogt basket',
'ul liquidthight 25': 'ul liquidtight 25',
'white glossy furniture pain': 'white gloss furniture paint',
'square bannister': 'square banister',
'greenh wall paint': 'green wall paint',
'tile medalions for the floor or wall': 'tile medallions for the floor or wall',
'milwalke brewers garden flag': 'milwaukee brewers garden flag',
'versatiube': 'versatube',
'kenocen can nozzle': 'kenken can nozzle',
'mosaic esterior': 'mosaic exterior',
'winow wheels': 'window wheels',
'stud popers': 'stud poppers',
'trane 2.5 toon 13 seer heat pump': 'trane 2.5 ton 13 seer heat pump',
'ultra vue quick screeen': 'ultra vue quick screen',
'watterproof cleated boots': 'waterproof cleated boots',
'hdx pneumaitic paint': 'hdx pneumatic paint',
'biscue dishwashers': 'bisque dishwashers',
'sunbrella sipcovers': 'sunbrella slipcovers',
'miracle grow water absorbing crystals': 'miracle gro water absorbing crystals',
'disposal rim and stopperkohler': 'disposal rim and stopper kohler',
'long brakets': 'long brackets',
'freplace gloves': 'fireplace gloves',
'ridgid power drve pipe threadrs': 'ridgid power drive pipe threader',
'12x24 shefl': '12x24 shelf',
'1x6 prime molding': '1x6 primed molding',
'countertop soap dispensor': 'countertop soap dispenser',
'bushbutton for door bell': 'push button for doorbell',
'cauk saver': 'caulk saver',
'rubber stipper': 'rubber stopper',
'16 inch flourescent': '16 inch fluorescent',
'pendents amber': 'pendants amber',
'newtone broan round 751': 'nutone broan round 751',
'danze shower vlve': 'danze shower valve',
'wooden track drawer replacment': 'wooden track drawer replacement',
'single granit bathroom vanity': 'single granite bathroom vanity',
'oval steele tubs': 'oval steel tubs',
'liquid weed and feeed': 'liquid weed and feed',
'outodoor oatoman': 'outdoor ottoman',
'nutone vaccum wall plate': 'nutone vacuum wall plate',
'collor clamp': 'collar clamp',
'pure air ultra filtration syste,m': 'pure air ultra filtration system',
'llantana': 'lantana',
'white melimine cabinet': 'white melamine cabinet',
'2-handlet diverter repair kit': '2-handle diverter repair kit',
'mosiac lamps': 'mosaic lamps',
'exterior pipeinsulation': 'exterior pipe insulation',
'warm espresso bamboo quarteround': 'warm espresso bamboo quarter round',
'hardwood medialons': 'hardwood medallions',
'tub/hand shoer diverter with trim': 'tub/hand shower diverter with trim',
'locite 2 plus 1': 'loctite 2 plus 1',
'kwiksest door handle delta': 'kwikset door handle delta',
'frame nail hitschi': 'frame nailer hitachi',
'30 mirrow medicine cabinet': '30 mirrored medicine cabinet',
'pecane trees': 'pecan trees',
'lifeproof carpet sample lower trasure': 'lifeproof carpet sample lower treasure',
'umbrell hole ring': 'umbrella hole ring',
'melmane wood': 'melamine wood',
'melomine accessories': 'melamine accessories',
'windows single hang': 'windows single hung',
'portabe bar': 'portable bar',
'crystable table set lamps': 'crystal table set lamps',
'schlage handleset bermingham': 'schlage handleset birmingham',
'lp gas converion kit': 'lp gas conversion kit',
'quart exterior semi glass enamel': 'quart exterior semi gloss enamel',
'woodrx ultra natural': 'wood rx ultra natural',
'brushed barringnton': 'brushed barrington',
'leather lgue': 'leather glue',
'moen bronze low arch faucet': 'moen bronze low arc faucet',
'18 inch linen closit': '18 inch linen closet',
'bear paint green myth': 'behr paint green myth',
'solar light rechargable batteries': 'solar light rechargeable batteries',
'solar powered emergancy unit': 'solar powered emergency unit',
'kohler 3 handle shower reapair kit': 'kohler 3 handle shower repair kit',
'thermadore black cast kitchen sink': 'thermador black cast kitchen sink',
'dental shelf door': 'dentil shelf door',
'seed starting mixx': 'seed starting mix',
'rubberaid dust mop': 'rubbermaid dust mop',
'phillips bugle-head finethread sharp': 'phillips bugle-head fine thread sharp',
'black laminate shelfing': 'black laminate shelving',
'ice maker cylinoid ge': 'ice maker solenoid ge',
'home decorators mantle green': 'home decorators mantel green',
'perrenial white daisy like': 'perennial white daisy like',
'chamber-top halifax glass dooor': 'chamber-top halifax glass door',
'depp well socket set': 'deep well socket set',
'hanger racc vertical': 'hanger rack vertical',
'tool package with pilers,needlenose': 'tool package with pliers,needlenose',
'fome core board': 'foam core board',
'colaroo outdoor shades corded': 'coolaroo outdoor shades corded',
'decoator chain': 'decorator chain',
'rust oleum dark hunter green spray enamel paint': 'rustoleum dark hunter green spray enamel paint',
'lights and siloutte': 'lights and silhouette',
'real live orchred plants': 'real live orchid plants',
'2ftx3ft industrail rbber mat': '2ftx3ft industrial rubber mat',
'fernace vent shut off': 'furnace vent shut off',
'cedar wood balisters': 'cedar wood balusters',
'gliden premium semi gloss quart': 'glidden premium semi gloss quart',
'mosaic tile costal mist': 'mosaic tile coastal mist',
'toilet lever kphler brass': 'toilet lever kohler brass',
'front doors - poinye zinc': 'front doors - pointe zinc',
'matte bailey mohogany': 'matte bailey mahogany',
'wesleyand': 'wesleyan',
'plasic diffuser': 'plastic diffuser',
'cover kage for pet': 'cover page for pet',
'network agapter': 'network adapter',
'whitehaus bathroom sinl': 'whitehaus bathroom sink',
'icey tech': 'icey tek',
'kaorik wine': 'kalorik wine',
'susbenders': 'suspenders',
'policarbonate case': 'polycarbonate case',
'shaw livng rugs model rac66': 'shaw living rugs model rac66',
'carpet in bassment': 'carpet in basement',
'bifold doorsfold plantation': 'bi fold doors fold plantation',
'handheld seed speader': 'handheld seed spreader',
'hot dipped galvinized coil nails': 'hot dipped galvanized coil nails',
'hand saw sharpner': 'hand saw sharpener',
'mattress foam protecter': 'mattress foam protector',
'n utdriver bit': 'nut driver bit',
'lattice wwod tone': 'lattice wood tone',
'our door receptacles': 'outdoor receptacles',
'great outdors': 'great outdoors',
'exterior string ligts': 'exterior string lights',
'dog ,cat,repellant': 'dog ,cat,repellent',
'20a wht nylon duple': '20a wht nylon duplex',
'fatmax leveler premier': 'fatmax level premier',
'ralph laren brown paints': 'ralph lauren brown paints',
'liquid bi fuels': 'liquid biofuels',
'scrubbin sponge': 'scrubbing sponge',
'ceramic tile tooth brush and soap holder': 'ceramic tile toothbrush and soap holder',
'cultured marbl;e shower walls': 'cultured marble shower walls',
'did recorder player': 'dvd recorder player',
'golith': 'goliath',
'black maytag french door refrigirator': 'black maytag french door refrigerator',
'stair nose santos maogani': 'stair nose santos mahogany',
'l tub fauctes': 'l tub faucets',
'eyebolt brass': 'eye bolt brass',
'terracotta exteriorpaint': 'terracotta exterior paint',
'manuel venting sky light': 'manual venting skylight',
'bathroom fan motion sencer': 'bathroom fan motion sensor',
'hard start capacitator': 'hard start capacitor',
'windows gazing bead': 'windows glazing bead',
'vanitiy top back splach': 'vanity top backsplash',
'large yellow screw inground anchors': 'large yellow screw in ground anchors',
'heavy duty polyurathane': 'heavy duty polyurethane',
'folfable stool': 'foldable stool',
'charlston south carolina': 'charleston south carolina',
'pine flooring, tang end grove': 'pine flooring, tongue and groove',
'starter fuil': 'starter fuel',
'granite colr group prices': 'granite color group prices',
'calanvreas': 'calaveras',
'golden krome spray': 'gold chrome spray',
'g e micewave': 'g e microwave',
'sheet meatal hole cutter': 'sheet metal hole cutter',
'zurn hot short stemcartridge': 'zurn hot short stem cartridge',
'outdoor picture ftames': 'outdoor picture frames',
'shower pad porceleain': 'shower pan porcelain',
'battery under counter lightening': 'battery under counter lighting',
'elictric door bail': 'electric door bell',
'barbeque insert': 'barbecue insert',
'barclay glass bathroom shelfs': 'barclay glass bathroom shelves',
'preserva wood caryon': 'preserva wood crayon',
'white grey floor tile mosiac': 'white grey floor tile mosaic',
'minwax wood puty': 'minwax wood putty',
'the govenore': 'the governor',
'diverter 5 in.tub spout with slip fit connection in chrom': 'diverter 5 in.tub spout with slip fit connection in chrome',
'vinyl plank blue slatr': 'vinyl plank blue slate',
'frameless shwoer panel': 'frameless shower panel',
'virtue usa huntshire': 'virtu usa huntshire',
'3.5 Hindge': '3.5 Hinge',
'round plastic tablrs': 'round plastic tables',
'paint storage contaiers': 'paint storage containers',
'centerset 2-handle weall': 'centerset 2-handle wall',
'wax ring with self taping bolts': 'wax ring with self tapping bolts',
'gama sonic winsor pier base': 'gama sonic windsor pier base',
'pilla windows': 'pella windows',
'dresser acessories': 'dresser accessories',
'duel compression 1/2 x 3/8 valve': 'dual compression 1/2 x 3/8 valve',
'american atanderd plebe 4086': 'american standard plebe 4086',
'dyson ball allergy vaccume': 'dyson ball allergy vacuum',
'low woltage relay': 'low voltage relay',
'hand steam cleanere': 'hand steam cleaner',
'eiectric concrte mixer': 'electric concrete mixer',
'pemco sill extender': 'pemko sill extender',
'silver branzing rods': 'silver brazing rods',
'sanding beltsr': 'sanding belts',
'dorr faceplates': 'door faceplates',
'stainless steel ball beating for hinges': 'stainless steel ball bearing for hinges',
'stabilty': 'stability',
'hose bibb replacement valve': 'hose bib replacement valve',
'long shower curtins': 'long shower curtains',
'crub rubber': 'crumb rubber',
'swivel saftey cover': 'swivel safety cover',
'makita oscilating saw': 'makita oscillating saw',
'whithaus faucet speckled brass': 'whitehaus faucet speckled brass',
'energy efficent skylight': 'energy efficient skylight',
'garden seed packs': 'garden seed packets',
'boshe double bevel sliding miter saw': 'bosch double bevel sliding miter saw',
'taylor test lit': 'taylor test kit',
'chargril grill': 'charbroil grill',
'over ran': 'overran',
'recipricating saw 15 amp': 'reciprocating saw 15 amp',
'mikita 18v 2.6 ah': 'makita 18v 2.6 ah',
'no burn spry': 'no burn spray',
'cuctis soil': 'cactus soil',
'brushed stainless cabin ate hardware': 'brushed stainless cabinet hardware',
'fork lift strps': 'forklift straps',
'electrian': 'electrician',
'doorbell chimes and transformr': 'doorbell chimes and transformer',
'faux diamondplate': 'faux diamond plate',
'milstead vintage maple engineered flooring': 'millstead vintage maple engineered flooring',
'ce tech coaxial cablenail in clips': 'ce tech coaxial cable nail in clips',
'bq heat distributipn plates': 'bbq heat distribution plates',
'metal lath stuko': 'metal lath stucco',
'cord less drill portcable': 'cordless drill porter cable',
'round bulb sting lights': 'round bulb string lights',
'lp coversion kit maytag dryer': 'lp conversion kit maytag dryer',
'chase lounger covers': 'chaise lounge covers',
'insl-x pure step': 'insl-x sure step',
'gerber knife tactiical': 'gerber knife tactical',
'deecals number': 'decals number',
'hampton bat 26'.w tilt out hamper white': 'hampton bay 26'.w tilt out hamper white',
'outdoor chritstmas light remote': 'outdoor christmas light remote',
'wood fuelpellets': 'wood fuel pellets',
'cpipe lamp': 'pipe lamp',
'wiemans stainless cleaner': 'weimans stainless cleaner',
'10 roll up outside blinds': '10 roll up outdoor blinds',
'wainscote': 'wainscot',
'heat resistant spicket': 'heat resistant spigot',
'garage shelve': 'garage shelf',
'shevles': 'shelves',
'storage shelfs': 'storage shelves',
'proipane': 'propane',
'ventless gas heters': 'ventless gas heaters',
'vinal fencing': 'vinyl fencing',
'toliet bowl': 'toilet bowl',
'toliet bowl wrench': 'toilet bowl wrench',
'fanc wire': 'fancy wire',
't post fence assesories': 't post fence accessories',
'telescooping ladder': 'telescoping ladder',
'spring haven brown all weather wicked': 'spring haven brown all weather wicker',
'36 exterior steele door': '36 exterior steel door',
'faucetskitchen': 'faucets kitchen',
'batt insulatiom': 'batt insulation',
'congolium': 'congoleum',
'vinal flooring': 'vinyl flooring',
'vynil floorring': 'vinyl flooring',
'clacier bay toliet': 'glacier bay toilet',
'GLAZER BAY TOILET': 'GLACIER BAY TOILET',
'norton hot water heater ingniter': 'norton hot water heater igniter',
'undercounter lighs': 'under counter lights',
'stainless refridgerator': 'stainless refrigerator',
'stainless steel refridgerator': 'stainless steel refrigerator',
'window ac manuel operation': 'window ac manual operation',
'rustolem': 'rustoleum',
'18v drill brushles': '18v drill brushless',
'dining sets outdo?': 'dining sets outdoor?',
'eat resistant epoxy': 'heat resistant epoxy',
'cordless drils': 'cordless drills',
'3 piece bfush set': '3 piece brush set',
'kitchen faucet installtion tools': 'kitchen faucet installation tools',
'Moen Kitchen sink fauset': 'Moen Kitchen sink faucet',
'plaqstic bucket': 'plastic bucket',
'3m winow film': '3m window film',
'water softner': 'water softener',
'flourescent light bulp': 'fluorescent light bulb',
'closermaid cabinet': 'closetmaid cabinet',
'raised panel extirior doors': 'raised panel exterior doors',
'blcktop repair kit': 'blacktop repair kit',
'peal and stick flashning': 'peel and stick flashing',
'marshaltown 6 inch': 'marshalltown 6 inch',
'vynel wall tiles': 'vinyl wall tiles',
'presusre treated post': 'pressure treated post',
'LAWN LEAF VACUM': 'LAWN LEAF VACUUM',
'space heatres': 'space heaters',
'alumium fence 6 ft 6ft': 'aluminum fence 6 ft 6 ft',
'bathroom sinks kholer': 'bathroom sinks kohler',
'pedistal': 'pedestal',
'clear eppoxy': 'clear epoxy',
'wood fir plank flooring': 'wood for plank flooring',
'quickcrete waterproof cement': 'quikrete waterproof cement',
'rood rake': 'roof rake',
'propane gas tank meater': 'propane gas tank meter',
'ac cooling fin straightenrs': 'ac cooling fin straightener',
'slidng panel lock': 'sliding panel lock',
'closet maiid cabinets': 'closet maid cabinets',
'ridge power tools combo packs': 'ridgid power tools combo packs',
'backsplash tiiles': 'backsplash tiles',
'cabinet knobsd': 'cabinet knobs',
'cabnet knobs': 'cabinet knobs',
'dealt air compressor parts': 'dewalt air compressor parts',
'spgot': 'spigot',
'paver bricks scolloped': 'paver bricks scalloped',
'CHASE LOUNGE': 'CHAISE LOUNGE',
'layndry tu': 'laundry tu',
'submeribale pedistal sump pump': 'submersible pedestal sump pump',
'celling fans': 'ceiling fans',
'wall sconse': 'wall sconce',
'93 inch widecellular shades': '93 inch wide cellular shades',
'post white ligth': 'post white light',
'palmero brushed nickel ceiling fan': 'palermo brushed nickel ceiling fan',
'aromaticeatern red cedar planking': 'aromatic eastern red cedar planking',
'black and decker hobby crafter': 'black and decker hobbycrafter',
'front load fridaire': 'front load frigidaire',
'pedestial washer': 'pedestal washer',
'whilrpool front loader washer': 'whirlpool front loader washer',
'extrior louvored wood door 30x80': 'exterior louvered wood door 30x80',
'interior doorser': 'interior doors',
'dill battery 12v model g0805': 'drill battery 12v model g0805',
'10 stair lader': '10 stair ladder',
'milwakee 1/2 impact cordless': 'milwaukee 1/2 impact cordless',
'kolher': 'kohler',
'floor slealer': 'floor sealer',
'high traffic floor polurethane paint': 'high traffic floor polyurethane paint',
'sawzall blades miluakee': 'sawzall blades milwaukee',
'vaccum hose': 'vacuum hose',
'vynal repalcement windows': 'vinyl replacement windows',
'vinil for flors': 'vinyl for floors',
'led withe': 'led white',
'squar flushmount lights': 'square flush mount lights',
'huskey 18': 'husky 18',
'remove oder from kerosine': 'remove odor from kerosene',
'25ft huskt tape': '25 ft husky tape',
'plastic corrougeted roofing': 'plastic corrugated roofing',
'kholerhighland white toilet': 'kohler highline white toilet',
'toilet seat for briggs toliet': 'toilet seat for briggs toilet',
'steel shelve': 'steel shelf',
'dig irritation drip': 'dig irrigation drip',
'kohler pedastal sink': 'kohler pedestal sink',
'high loss natural jabota': 'high loss natural jatoba',
'Huskavarna': 'Husqvarna',
'power cordclass 2 power model xy_2900600_u': 'power cord class 2 power model xy_2900600_u',
'treaated plywood': 'treated plywood',
'air condtioning wall unit': 'air conditioning wall unit',
'wall air conditioneer': 'wall air conditioner',
'window ac insaller': 'window ac installer',
'sensor porch ligts': 'sensor porch lights',
'miricile applet or and tray': 'miracle applet or and tray',
'paint refil tray': 'paint refill tray',
'door knobs exteria': 'door knobs exterior',
'exhaustless portable airconditioner': 'exhaustless portable air conditioner',
'portable aircondition': 'portable air conditioner',
'oscilliating too': 'oscillating tool',
'PYWOOD': 'PLYWOOD',
'rigid nailer': 'ridgid nailer',
'bankoft toilet biscuit': 'bancroft toilet biscuit',
'mown pull down faucet': 'moen pull down faucet',
'lo gas water heater': 'low gas water heater',
'richman water heater': 'richmond water heater',
'tall toliet': 'tall toilet',
'ridding mower covers': 'riding mower covers',
'hole angel jig': 'hole angle jig',
'10 deep kitchen sink porcelin': '10 deep kitchen sink porcelain',
'plastic tiles pcv': 'plastic tiles pvc',
'vinyl sheeti': 'vinyl sheet',
'samsungelectric ranges': 'samsung electric ranges',
'frameless shoer doors': 'frameless shower doors',
'webber charcoal grill': 'weber charcoal grill',
'kerosine heaters': 'kerosene heaters',
'kersone heaters': 'kerosene heaters',
'propain heater': 'propane heater',
'heating elements for dyer whirlpool': 'heating elements for dryer whirlpool',
'safty glasses': 'safety glasses',
'eletric stove': 'electric stove',
'Schecule 40 Pipe': 'Schedule 40 Pipe',
'bayonett saw blades': 'bayonet saw blades',
'sconses': 'sconces',
'52' pinacle ceiling fan': '52' pinnacle ceiling fan',
'atic fans with lubers': 'attic fans with louvers',
'cealing fans': 'ceiling fans',
'hampton bay out door celing fan': 'hampton bay outdoor ceiling fan',
'out door celing fan': 'outdoor ceiling fan',
'kitchen exaust fan': 'kitchen exhaust fan',
'Cimmaron': 'Cimarron',
'fridgedaire': 'frigidaire',
'frigidaire washer door striker/catch': 'frigidaire washer door striker/latch',
'lawn mover wrench': 'lawn mower wrench',
'bmboo lattecie': 'bamboo lattice',
'1 handle tub and shower faucet shower and tub vlaves': '1 handle tub and shower faucet shower and tub valves',
'hansgroph faucets bathroom': 'hansgrohe faucets bathroom',
'led light bulbsbulbs': 'led light bulbs bulbs',
'landscape srone': 'landscape stone',
'braid nailer combo kit': 'brad nailer combo kit',
'doors for mobilhomes': 'doors for mobile homes',
'smaller closet lights': 'small closet lights',
'traficmaster': 'trafficmaster',
'hardi board smooth': 'hardie board smooth',
'wainscoating': 'wainscoting',
'galvanisedround fire pit ring': 'galvanized round fire pit ring',
'electrichot water heaters residential': 'electric hot water heaters residential',
'garage shelf unjit': 'garage shelf unit',
'stone baxksplash': 'stone backsplash',
'pendent cealing fixture': 'pendant ceiling fixture',
'undercabinet ligghts': 'under cabinet lights',
'martha stewartcabinet pull': 'martha stewart cabinet pull',
'4 fluorescant fixture covers': '4 fluorescent fixture covers',
'exterior vanyl french door': 'exterior vinyl french door',
'adheasive': 'adhesive',
'lineulium floor': 'linoleum floor',
'plexiglass selves': 'plexiglass shelves',
'Allure mellowood flooring': 'Allure mellow wood flooring',
'allure tile sedon?': 'allure tile sedona?',
'allure vinyl tilecordoba': 'allure vinyl tile cordoba',
'wood veener facing for kitchen cabinets': 'wood veneer facing for kitchen cabinets',
'painters plastice': 'painters plastic',
'granitne sealer': 'granite sealer',
'55 inch cultured marble vanity tope': '55 inch cultured marble vanity top',
'mirros': 'mirrors',
'garge floor paint': 'garage floor paint',
'weather indoor and outpoor temp': 'weather indoor and outdoor temp',
'ryobi blower with batery': 'ryobi blower with battery',
'powerwasher hose': 'power washer hose',
'mikita 9.5 volt drill': 'makita 9.5 volt drill',
'vinal fence straps': 'vinyl fence straps',
'black chandelier wjth black shades': 'black chandelier with black shades',
'medecine cabinet': 'medicine cabinet',
'medicient cabinet': 'medicine cabinet',
'serface mount medicine cabinets': 'surface mount medicine cabinets',
'husqvarna presure washer': 'husqvarna pressure washer',
'back yard weather forecasteer': 'backyard weather forecaster',
'chain link fenceing': 'chain link fencing',
'jogsaw tool': 'jigsaw tool',
'lg ruff wall instalation': 'lg ruff wall installation',
'pcv pipe sement': 'pvc pipe cement',
'hardi trim': 'hardietrim',
'vynal siding insol': 'vinyl siding insol',
'cheapete gas 40 gallon hot water heater': 'cheapest gas 40 gallon hot water heater',
'powervent water heater': 'power vent water heater',
'exterieur door 32 inch': 'exterior door 32 inch',
'vynal floor matting': 'vinyl floor matting',
'door knobsw': 'door knobs',
'black decke weed eaters': 'black decker weed eaters',
'lectric string trimmer cst1200r': 'electric string trimmer cst1200r',
'1.4 mircowave over the stove': '1.4 microwave over the stove',
'stove excaust fan': 'stove exhaust fan',
'mobile home extior doors': 'mobile home exterior doors',
'wood lathesw': 'wood lathes',
'anderson replacement double hung window 34.5x36.5': 'andersen replacement double hung window 34.5x 36.5',
'contrcator baseboard': 'contractor baseboard',
'moehn kitchen facet 87211srssd': 'moen kitchen faucet 87211srs',
'repare kit for 2-handle side sprayer kitchen faucet': 'repair kit for 2-handle side sprayer kitchen faucet',
'ecco friendly garden hose': 'eco friendly garden hose',
'flex gardn hose': 'flex garden hose',
'garden host 50': 'garden hose 50',
'bathroon lighting': 'bathroom lighting',
'lanscape timber': 'landscape timber',
'bathroom valnity lights': 'bathroom vanity lights',
'gas pressure regular': 'gas pressure regulator',
'ashely 48 in electric chi': 'ashley 48 in electric chi',
'2x6 treted 8ft long': '2x6 treated 8ft long',
'wheel borrow': 'wheelbarrow',
'whellbarrow': 'wheelbarrow',
'scement bags': 'cement bags',
'accordian door': 'accordion door',
'Electic Lawn Mowers': 'Electric Lawn Mowers',
'hampton bay cabinetscornor cabinetupper': 'hampton bay cabinets corner cabinet upper',
'electric pump for sprying': 'electric pump for spraying',
'front foor 2 siding': 'front door 2 siding',
'whirlpool lgas dryer': 'whirlpool gas dryer',
'pressure treated lumber spaint': 'pressure treated lumber paint',
'rhee.40 gallon water heaters': 'rheem.40 gallon water heaters',
'8x96 white decrotive shelf': '8x96 white decorative shelf',
'bathroom pendastal': 'bathroom pedestal',
'r25/r30 faced insullation': 'r25/r30 faced insulation',
'heavy dutty letter support': 'heavy duty letter support',
'ceder decking': 'cedar decking',
'negitave air machine': 'negative air machine',
'outdoor maouse traps': 'outdoor mouse traps',
'storeage shed': 'storage shed',
'car canoply': 'car canopy',
'commerical tile': 'commercial tile',
'1 1/2 colated rock screws': '1 1/2 collated rock screws',
'sheeet rock mud': 'sheetrock mud',
'counterdepth fridge': 'counter depth fridge',
'maytag refregirator': 'maytag refrigerator',
'whirlpool french door frig 30 wide': 'whirlpool french door fridge 30 wide',
'wirlpool 30 wide french door': 'whirlpool 30 wide french door',
'dleta shower faucet handles': 'delta shower faucet handles',
'38 grainte composit sink': '38 granite composite sink',
'blown in insulaation': 'blown in insulation',
'foam insulatino': 'foam insulation',
'doors interiorwith door jams': 'doors interior with door jams',
'residentialsteel door and frame': 'residential steel door and frame',
'wood swimg set kits': 'wood swing set kits',
'quickcrete resurfacer': 'quikrete resurfacer',
'2 inch srew cap': '2 inch screw cap',
'30 gar builtin ranges': '30 gas built in ranges',
'samsong stive': 'samsung stove',
'chissel': 'chisel',
'rigid compound miter saw': 'ridgid compound miter saw',
'rigid compound miter saw dust pouch': 'ridgid compound miter saw dust pouch',
'shampoo and lotion automatice dispenser': 'shampoo and lotion automatic dispenser',
'wall scone': 'wall sconce',
'rubber for refridgerators': 'rubber for refrigerators',
'water proofing shower membrame': 'waterproofing shower membrane',
'fridigdaire back gas range': 'frigidaire black gas range',
'cabrio dryder': 'cabrio dryer',
'whilrpool cabrio dryer': 'whirlpool cabrio dryer',
'light switcht sensor': 'light switch sensor',
'calutta marble laminate countertop': 'calcutta marble laminate countertop',
'vinylcorner boards 4 inch': 'vinyl corner boards 4 inch',
'plastix box': 'plastic box',
'scurity screen doors': 'security screen doors',
'nonadhesive vinyl flooring': 'non adhesive vinyl flooring',
'trafficmaster interloclk': 'trafficmaster interlock',
'anntenias': 'antennas',
'clothes dryer srand': 'clothes dryer stand',
'eletric water heater': 'electric water heater',
'sharkbike push to connect 3/4': 'sharkbite push to connect 3/4',
'fuel nozzle furnance': 'fuel nozzle furnace',
'ryobi one batery': 'ryobi one battery',
'5/8 floring plywood weatherproof': '5/8 flooring plywood weatherproof',
'mitter saw manual': 'miter saw manual',
'selenoid for dryer': 'solenoid for dryer',
'presure coated wood': 'pressure coated wood',
'composote lumber': 'composite lumber',
'14 awgsoilid wire': '14 awg solid wire',
'welded wire fenching 12 gauge': 'welded wire fencing 12 gauge',
'patio chair cusions': 'patio chair cushions',
'viynl patches': 'vinyl patches',
'7 in.stove pie': '7 in.stove pipe',
'whirlpoolgas stove': 'whirlpool gas stove',
'whirpool microwave 1.4 cu ft': 'whirlpool microwave 1.4 cu ft',
'whirpool refrigerator': 'whirlpool refrigerator',
'3' nailes': '3' nails',
'nailer tooal': 'nailer tool',
'weed barier': 'weed barrier',
'oped garage door indicator': 'open garage door indicator',
'styrafoam': 'styrofoam',
'10 foot step laddert': '10 foot step ladder',
'3 1/2 hardwar': '3 1/2 hardware',
'double control shower vavle': 'double control shower valve',
'replacement shower encosure rod': 'replacement shower enclosure rod',
'baby gurad gate': 'baby guard gate',
'joint compund light weight': 'joint compound lightweight',
'sheetrock high preformance joint compound': 'sheetrock high performance joint compound',
'1x2 appearnce boards': '1x2 appearance boards',
'lumber 2x8 composit': 'lumber 2x8 composite',
'floot ball': 'float ball',
'dewalt empact driver': 'dewalt impact driver',
'bosh cordless combo set': 'bosch cordless combo set',
'ryobi 18v battwery': 'ryobi 18v battery',
'kihchen cabinet slidr shelves': 'kitchen cabinet slide shelves',
'chesnut border edging': 'chestnut border edging',
'outdoor seat cushions 24.5 whte': 'outdoor seat cushions 24.5 white',
'12x12 tile msaic': '12x12 tile mosaic',
'skill screwdriver battery': 'skil screwdriver battery',
'manual for airens lawnmower': 'manual for ariens lawn mower',
'gas stabilisor': 'gas stabilizer',
'4 x 4 white pocelain tile': '4 x 4 white porcelain tile',
'rigid pipe cutter': 'ridgid pipe cutter',
'24 regrigerators': '24 refrigerators',
'refrigerato 33 inch wide': 'refrigerator 33 inch wide',
'smudge proof stainless steele': 'smudge proof stainless steel',
'whirpool amana': 'whirlpool amana',
'moen banbury 24 in.doubletowel bar': 'moen banbury 24 in.double towel bar',
'4' r;ubber top set base': '4' rubber top set base',
'extension springes': 'extension springs',
'grass string trimmer electric homelight': 'grass string trimmer electric homelite',
'craftman style lights': 'craftsman style lights',
'glacier bay delmare expresso wall mirror': 'glacier bay del mar espresso wall mirror',
'dollie 600 lbs': 'dolly 600 lbs',
'patio tille': 'patio tile',
'eucalptus white board': 'eucalyptus white board',
'vynal tile': 'vinyl tile',
'heat reducing window flim': 'heat reducing window film',
'Porach Light': 'Porch Light',
'brissell zing vacuum bags': 'bissell zing vacuum bags',
'toillet': 'toilet',
'kitchen aid refrigirator light bulb:': 'kitchenaid refrigerator light bulb:',
'chadelier': 'chandelier',
'cararra marble': 'carrara marble',
'coedless makita chainsaw with batteries': 'cordless makita chainsaw with batteries',
'mikita cordless drill': 'makita cordless drill',
'antique brass hindges for doors': 'antique brass hinges for doors',
'riobi battery': 'ryobi battery',
'feerzer': 'freezer',
'schlade wirell door lock': 'schlage wireless door lock',
'water proff board': 'waterproof board',
'celing light holder': 'ceiling light holder',
'wood toold': 'wood tools',
'4 inch insolation': '4 inch insulation',
'Urehtane Foam Sheet': 'Urethane Foam Sheet',
'4 center lavatory facuet': '4 center lavatory faucet',
'Shower facuet': 'Shower faucet',
'electric dyrer heater elemnet': 'electric dryer heater element',
'milluakee drill bits': 'milwaukee drill bits',
'scrren wire': 'screen wire',
'safegaurd 30 synthetic felt': 'safeguard 30 synthetic felt',
'hampden bay chandelier': 'hampton bay chandelier',
'1/2 inch pnumatic stapler': '1/2 inch pneumatic stapler',
'12' firetreat 2x4': '12' fire treated 2x4',
'american-standarfairfield elongated one-piece 1.6 gpf toilet': 'american-standard fairfield elongated one-piece 1.6 gpf toilet',
'toilet aquaia': 'toilet aquia',
'Comercial electric': 'Commercial electric',
'light puff defuser': 'light puff diffuser',
'ryobi drill prass': 'ryobi drill press',
'110v ectric dryers': '110v electric dryers',
'FIRE RESTISTANT BOARD': 'FIRE RESISTANT BOARD',
'vinyle plankj': 'vinyl plank',
'cordless backpack vaccume': 'cordless backpack vacuum',
'hampton baysolar bird lights': 'hampton bay solar bird lights',
'kohler chair height elongated toliet': 'kohler chair height elongated toilet',
'electic fireplace': 'electric fireplace',
'hampton bay jmestown': 'hampton bay jamestown',
'surfacemount kitchen sink': 'surface mount kitchen sink',
'rigid wet nozzelsqueegee': 'ridgid wet nozzle squeegee',
'vacumns': 'vacuums',
'gble vent': 'gable vent',
'ventalation': 'ventilation',
'biinds and shades': 'blinds and shades',
'copact drills cordless': 'compact drills cordless',
'ridge 18v hammer': 'ridgid 18v hammer',
'heavy dutty garden hose': 'heavy duty garden hose',
'1/2' extirior plywood': '1/2' exterior plywood',
'gutter water reflector': 'gutter water deflector',
'under cabinet led light accesory pack': 'under cabinet led light accessory pack',
'armstroung floor adhesive': 'armstrong floor adhesive',
'whirlpoolstainless steel refrig': 'whirlpool stainless steel refrig',
'black and decker elctric': 'black and decker electric',
'cordless edgere': 'cordless edger',
'white electrtical outlets': 'white electrical outlets',
'tan unmbrella': 'tan umbrella',
'gothic fence picketts': 'gothic fence pickets',
'vinyl 1 bilnd': 'vinyl 1 blinds',
'console tab;le': 'console table',
'T-5 florescent light fixtures': 'T-5 fluorescent light fixtures',
'royobi pedestal grinder wheel': 'ryobi pedestal grinder wheel',
'wall panaling': 'wall paneling',
'PORCH STAIR RAILLING': 'PORCH STAIR RAILING',
'micro fibe': 'microfiber',
'champion toliet part': 'champion toilet parts',
'rr vaccum filter': 'rr vacuum filter',
'exhust fan': 'exhaust fan',
'corragated metal': 'corrugated metal',
'gasolene generaters and inverters': 'gasoline generators and inverters',
'stailess steel top stoves': 'stainless steel top stoves',
'top freezer refrigeratot': 'top freezer refrigerator',
'3/4 inche rock': '3/4 inch rock',
'12 roofing pannel': '12 roofing panel',
'blakck in decker edger': 'black and decker edger',
'tile scrapper': 'tile scraper',
'brick morter': 'brick mortar',
'cement blodks': 'cement blocks',
'unmortified mortor': 'unmodified mortar',
'bifold door hardw': 'bifold door hardware',
'metal scerews': 'metal screws',
'sliding doos for backyard': 'sliding doors for backyard',
'screen fame corner': 'screen frame corner',
'electric lawn mowerectrical': 'electric lawn mower electrical',
'clacer bay all n one sink': 'glacier bay all in one sink',
'sola water fountain': 'solar water fountain',
'closet clothes rackclosetmaid': 'closet clothes rack closetmaid',
'passload': 'paslode',
'kitchen tile backspl': 'kitchen tile backsplash',
'viyle fencing': 'vinyl fencing',
'flexible tourche extension': 'flexible torch extension',
'6 pnl molded': '6 panel molded',
'soild core flush pre hung door': 'solid core flush prehung door',
'convction heater': 'convection heater',
'closet orginizer shoe rack wire': 'closet organizer shoe rack wire',
'freesstanding': 'free standing',
'mmirror closet doors': 'mirror closet doors',
'maratha stewart monogram wreath': 'martha stewart monogram wreath',
'edsel heavy duty 5': 'edsal heavy duty 5',
'11 ft extension cord groud': '11 ft extension cord ground',
'indoor/otdoor extensions cords e176194': 'indoor/outdoor extension cords e176194',
'outdoor extention cords e': 'outdoor extension cords e',
'unface insulation 23 inches wide': 'unfaced insulation 23 inches wide',
'porble toilets': 'portable toilets',
'toilet saftey seat': 'toilet safety seat',
'silca sand': 'silica sand',
'tall 18 in storage cabnet': 'tall 18 in storage cabinet',
'20x8 storge shed': '20 x 8 storage shed',
'rubbermade shed': 'rubbermaid shed',
'rubbermaid resin storage cabnetsn': 'rubbermaid resin storage cabinets',
'cedar wod chips': 'cedar wood chips',
'hidraulic tools': 'hydraulic tools',
'celing fans with lighting and remote': 'ceiling fans with lighting and remote',
'fridigidaire drop in oven': 'frigidaire drop in oven',
'tub surround pices': 'tub surround prices',
'allure flooring oak expresso': 'allure flooring oak espresso',
'pass and seymore light cover switch': 'pass and seymour light cover switch',
'28x54 replacment window': '28x54 replacement windows',
'anderson windows new constraction': 'anderson windows new construction',
'swamp oolers': 'swamp coolers',
'wahing machines': 'washing machines',
'interior primed mdf crown mouldin': 'interior primed mdf crown moulding',
'built in convectionoven': 'built in convection oven',
'flpwers for your garden': 'flowers for your garden',
'closetr rod': 'closet rod',
'unfinished wide bplanked hickory flooring': 'unfinished wide plank hickory flooring',
'48v to 110 invertor': '48v to 110v inverter',
'landscape wateting': 'landscape watering',
'sockets for fluorescence fixtres': 'sockets for fluorescent fixtures',
'woodceramic floor tile': 'wood ceramic floor tile',
'brigsg and stations 500 seris': 'briggs and stations 500 series',
'green carpert': 'green carpet',
'pressure treated step tread 6ft': 'pressure treated stair tread 6ft',
'hand pump gfor water': 'hand pump for water',
'rutic lighting': 'rustic lighting',
'cender blocks': 'cinder blocks',
'talsrar': 'talstar',
'rybi power tools': 'ryobi power tools',
'portercable 6 gal': 'porter cable 6 gal',
'table covers waterproff': 'table covers waterproof',
'solid alium square tubing': 'solid aluminum square tubing',
'deck post jhardware': 'deck post hardware',
'hunter new bronzel fans': 'hunter new bronze fans',
'16d framin': '16d framing',
'moen brushed nickel batharoom': 'moen brushed nickel bathroom',
'barriar plastic': 'barrier plastic',
'window ac/hehat units': 'window ac/heat units',
'icycle lights': 'icicle lights',
'4 gallon expanion': '4 gallon expansion',
'floor mount lawndry seek': 'floor mount laundry sink',
'high addhesion primer': 'high adhesion primer',
'24 gauge wire connectorsa': '24 gauge wire connectors',
'sterio wire for indoor speakers': 'stereo wire for indoor speakers',
'garage bicyclestorage': 'garage bicycle storage',
'how mustall tankless water heater': 'how install tankless water heater',
'chelsea white acrylic oval in rectangl': 'chelsea white acrylic oval in rectangle',
'cleaning jeta for whirlpool': 'cleaning jets for whirlpool',
'bathroom faucet replacment valve': 'bathroom faucet replacement valve',
'3x5 cemet board': '3x5 cement board',
'vaccumm': 'vacuum',
'ghroe shower headstrong shower heads': 'grohe shower headstrong shower heads',
'mial boxes': 'mail boxes',
'claw tups': 'claw tips',
'facia corner brace': 'fascia corner brace',
'pegisas sink top': 'pegasus sink top',
'mirroes for doors': 'mirrors for doors',
'counter depth refridgidere': 'counter depth refrigerator',
'corrigaed fiberglass roofing': 'corrugated fiberglass roofing',
'window airconditionerwith heaters': 'window air conditioners with heaters',
'extention rail for opener': 'extension rail for opener',
'whitecomposite fascia board': 'white composite fascia board',
'vanity topp 31 white': 'vanity top 31 white',
'underhood range fan': 'under hood range fan',
'price pfister trevisa': 'price pfister treviso',
'milwaukee cordlees tools': 'milwaukee cordless tools',
'pendent light': 'pendant light',
'pre-emergent weed contro': 'pre-emergent weed control',
'is this item in stoes?': 'is this item in store?',
'door home secutity': 'door home security',
'3oo watt haalogen bulbs': '3oo watt halogen bulbs',
'96 in flourescent bulbs': '96 in fluorescent bulbs',
'shop ceiling fane': 'shop ceiling fan',
'aaa batteries everready gold': 'aaa batteries eveready gold',
'buth tub faucet': 'bathtub faucet',
'delta montecello tub faucet': 'delta monticello tub faucet',
'ge spring water heater': 'geospring water heater',
'ge water heater egnighter': 'ge water heater igniter',
'31x19 one piecs bathroom sink': '31x19 one piece bathroom sink',
'replacment clips for wire rack': 'replacement clips for wire rack',
'ac air diverer': 'ac air diverter',
'3 sewer pipce': '3 sewer pipe',
'3' electical pipe': '3' electrical pipe',
'large outside horizontal storage shed': 'large outdoor horizontal storage shed',
'swing hangar hardware': 'swing hanger hardware',
'dim able balafon flood light': 'dimmable balafon flood light',
'phillips exterior led': 'philips exterior led',
'banity 11 watt light bulb': 'vanity 11 watt light bulb',
'kithchen install': 'kitchen install',
'magnet stainless steel for diswasher': 'magnet stainless steel for dishwasher',
'phone spliter': 'phone splitter',
'receptical': 'receptacle',
'water resistent electrical outlets': 'water resistant electrical outlets',
'kitchenaid superb oven': 'kitchenaid superba oven',
'403esprit 2x4 ceing tile': '403 esprit 2x4 ceiling tile',
'wall excess panel': 'wall access panel',
'drop celing tiles': 'drop ceiling tiles',
'pvc drop in celing tiles': 'pvc drop in ceiling tiles',
'pl gas hose': 'lp gas hose',
'12 v landscaping ligtening fixture': '12v landscape lighting fixture',
'behr white external semigloss paint': 'behr white exterior semi gloss paint',
'GRAGE DOOR OPENER': 'GARAGE DOOR OPENER',
'grage doors': 'garage doors',
'24 inch med oak base': '24 inch medium oak base',
'okeefes working hands': 'o'keeffe's working hands',
'phenofin': 'penofin',
'8 foot galvinezed': '8 foot galvanized',
'12 mobil home air duct': '12 mobile home air duct',
'door hinges for americana refrigator': 'door hinges for americana refrigerator',
'tub drain kit bronz': 'tub drain kit bronze',
'halligon light bulb': 'halogen light bulb',
'husky rachet': 'husky ratchet',
'andersen vnyl windows': 'andersen vinyl windows',
'balwind double cilynder lock': 'baldwin double cylinder lock',
'drop down ceiling ppanel': 'drop down ceiling panel',
'arearugs and mats': 'area rugs and mats',
'dark expresso paint for wood': 'dark espresso paint for wood',
'melamine shelvees': 'melamine shelves',
'mosaic whitel and black tile': 'mosaic white and black tile',
'8 wre wheel': '8 wire wheel',
'9' plna replament blade': '9' plane replacement blade',
'saw zall blades': 'sawzall blades',
'pain pot': 'paint pot',
'drain cleaneraner machines': 'drain cleaner machines',
'anderson storm doors pet': 'andersen storm doors pet',
'basement window replacement insructions': 'basement window replacement instructions',
'grill cover brinkman double grill': 'grill cover brinkmann double grill',
'gerber daisies': 'gerbera daisies',
'gerber daisy': 'gerbera daisy',
'exterior wood stainolid color': 'exterior wood stain color',
'2700 br30 led': '2700k br30 led',
'3m wheather stripping': '3m weather stripping',
'barn doorhinges': 'barn door hinges',
'plywood progect': 'plywood project',
'28 guage screen': '28 gauge screen',
'lampsade pendent light': 'lamp shade pendant light',
'kitchen cabiner corner': 'kitchen cabinet corner',
'paatio swings': 'patio swings',
'12 bar chian for echo': '12 bar chain for echo',
'bix max 7x7': 'big max 7x7',
'bathtub faucethandle replacement parts': 'bathtub faucet handle replacement parts',
'prelit spiral trees': 'pre lit spiral trees',
'12 sthel chainsaws': '12 stihl chainsaws',
'10 ft drain house': '10 ft drain hose',
'american standard tiolet flappers': 'american standard toilet flappers',
'solar out doors post lights': 'solar outdoor post lights',
'kitchen cabinet with counertop': 'kitchen cabinet with countertop',
'Painting Cabniets': 'Painting Cabinets',
'18x18 teracota porcelain floor tiles': '18x18 terracotta porcelain floor tiles',
'drywal': 'drywall',
'pencle trim tile': 'pencil trim tile',
'vinyl latice': 'vinyl lattice',
'angle findeer': 'angle finder',
'laminate tile comercial': 'laminate tile commercial',
'couner deep refrigerators': 'counter deep refrigerators',
'chritmas tree': 'christmas tree',
'plug in carbon monoxcide': 'plug in carbon monoxide',
'cabinet handels': 'cabinet handles',
'frigidair drop in': 'frigidaire drop in',
'7' hex hed bolt': '7' hex head bolt',
'vent fllters': 'vent filters',
'horizontall': 'horizontal',
'3 x 6 blace tile': '3 x 6 black tile',
'rostoluem spray paint': 'rustoleum spray paint',
'power drill battery an charger': 'power drill battery and charger',
'rayobi blue charger': 'ryobi blue charger',
'robyi': 'ryobi',
'5/4 pressure treaded decking': '5/4 pressure treated decking',
'white carrara herring bome': 'white carrara herringbone',
'sailr blue': 'sailor blue',
'charbroil classic': 'char broil classic',
'14 electric concrete saw with vc-u dch300': '14 electric concrete saw with vac-u dch 300',
'potable air conditioners': 'portable air conditioners',
'fin heating tubeing': 'fin heating tubing',
'fine/line baseboarrd': 'fine/line baseboard',
'hot water heating eliment': 'hot water heating element',
'toiet': 'toilet',
'hole house fan': 'whole house fan',
'montaga bay tile': 'montego bay tile',
'40 gal liquid propan': '40 gal liquid propane',
'4 x 4 pos cap': '4x4 post cap',
'white quartz cointertop': 'white quartz countertop',
'elongated bone toilest': 'elongated bone toilet',
'white acryl paint': 'white acrylic paint',
'foundstion vents': 'foundation vents',
'sqeaky carpet stair kit': 'squeaky carpet stair kit',
'defusiers for floors': 'diffusers for floors',
'8' galvanized roll top edginh': '8' galvanized roll top edging',
'marithon water heater element': 'marathon water heater element',
'wirerless light switch': 'wireless light switch',
'moen posi-temp tim kit': 'moen posi-temp trim kit',
'shower dooroil rubbed bronze': 'shower door oil rubbed bronze',
'wireing': 'wiring',
'kitchen aid architecs series 11': 'kitchenaid architect series 11',
'wall oven combon': 'wall oven combo',
'survival babkpack': 'survival backpack',
'wire dstaples': 'wire staples',
'4in drain gratewhite': '4in drain grate white',
'shitch cover': 'switch cover',
'vitarera quartz': 'viatera quartz',
'5/8-in masonary drill bit': '5/8-in masonry drill bit',
'brinkman grill grates': 'brinkmann grill grates',
'pest repellant': 'pest repellent',
'bathun drain plunger': 'bathtub drain plunger',
'incounter gas cook range': 'encounter gas cook range',
'peat moss bails': 'peat moss bales',
'3-piece bath accessory kit in chrom': '3-piece bath accessory kit in chrome',
'alameda hickey laminate': 'alameda hickory laminate',
'flooring moisture barier': 'flooring moisture barrier',
'vinylcove base': 'vinyl cove base',
'ge diswasher': 'ge dishwasher',
'b10 led bub': 'b10 led bulb',
'cub cadetcordless hedge trimmer': 'cub cadet cordless hedge trimmer',
'hampton bay jewelery armoire wht': 'hampton bay jewelry armoire white',
'perenials': 'perennials',
'heat ventss': 'heat vents',
'mobil home glass door': 'mobile home glass door',
'lamanet floor cutter': 'laminate floor cutter',
'on off valvefor tub faucet': 'on off valve for tub faucet',
'assie grill fire and ash': 'aussie grill fire and ash',
'hanging worklight fixtures ceiling': 'hanging work light fixtures ceiling',
'20 amp tamper resitance duplex receptacle': '20 amp tamper resistant duplex receptacle',
'liqwuid nail': 'liquid nail',
'1/2 tee pvcp': '1/2 tee pvc',
'toilet repair kit cadet 3 flowise 2-piece 1.28 gpf round fro': 'toilet repair kit cadet 3 flowise 2-piece 1.28 gpf round front',
'50 amp turn look plug': '50 amp turn lock plug',
'6x6 colunm caps': '6x6 column caps',
'12 valleta': '12 valletta',
'pellitized lime': 'pelletized lime',
'concrete sonic tub': 'concrete sonic tube',
'110 air conditior an heat': '110 air conditioner and heat',
'what is best for settingfence posts in soil?': 'what is best for setting fence posts in soil?',
'washer dryer folding worksurface': 'washer dryer folding work surface',
'outdoor spigot spliter': 'outdoor spigot splitter',
'alumiunm gate': 'aluminum gate',
'lawm mower': 'lawn mower',
'door floor plate slideing doors': 'door floor plate sliding doors',
'akkegro': 'allegro',
'wead burner': 'weed burner',
'galvinized nails 3': 'galvanized nails 3',
'artifical turf border': 'artificial turf border',
'oppeuss light trim ring': 'oppeus light trim ring',
'12 ft john boat': '12ft jon boat',
'outdoor coucg': 'outdoor couch',
'drywall panel hoisst': 'drywall panel hoist',
'ego hainsaw': 'ego chainsaw',
'hibascus plant': 'hibiscus plant',
'pullbehind fertilizer spreader': 'pull behind fertilizer spreader',
'door latch uard': 'door latch guard',
'water suppy box': 'water supply box',
'octagon eve vents': 'octagon eave vents',
'el ctrical s ez': 'electrical sez',
'varnishe': 'varnish',
'klien rg6': 'klein rg6',
'floor matt': 'floor mat',
'60 shower ddor': '60 shower door',
'blue tapeexhaust fan/light': 'blue tape exhaust fan/light',
'rocks hydrophonics': 'rocks hydroponics',
'mesquito spray': 'mosquito spray',
'alumiun grove in': 'aluminum grove in',
'lithonia outdoor wall paks': 'lithonia outdoor wall packs',
'60 in.shower door brushed nicker': '60 in.shower door brushed nickel',
'makit 12v': 'makita 12v',
'black and yellow non skip tape': 'black and yellow non skid tape',
'skylifghts': 'skylights',
'led hale gin g9': 'led halogen g9',
'electrical pipe flexable': 'electrical pipe flexible',
'emt stroas': 'emt straps',
'ridged 1 emt conduit': 'rigid 1 emt conduit',
'baliey window roller shades': 'bailey window roller shades',
'hampton bay reswood valley 5 pc patio seating set with fire': 'hampton bay redwood valley 5 pc patio seating set with fire',
'lawn grass catchbag': 'lawn grass catcher bag',
'1/4 lauwan under layment': '1/4 lauan underlayment',
'window tintinig': 'window tinting',
'4 inch round bellbox cover': '4 inch round bell box cover',
'vinal latice fence': 'vinyl lattice fence',
'solar pest repelers': 'solar pest repellers',
'barn doorspring latches': 'barn door spring latches',
'3 gauge copper phhn': '3 gauge copper thhn',
'three wire hottube': 'three wire hot tub',
'shope cloths': 'shop clothes',
'bbostitch tool set': 'bostitch tool set',
'outdoor hightop dining': 'outdoor high top dining',
'delata raincan': 'delta raincan',
'soap wash maching tilde': 'soap wash machine tilde',
'16 ftdecking boards': '16 ft decking boards',
'1 amp receptical': '1 amp receptacle',
'outdoor gfi': 'outdoor gfci',
'bbq burner replacment': 'bbq burner replacement',
'levin 25 wat usb': 'levin 25 watt usb',
'delta diverte rhandle in rb': 'delta diverter handle in rb',
'3 pane craftsman door': '3 panel craftsman door',
'charolettetown': 'charlottetown',
'raised toelit sseat': 'raised toilet seat',
'webber spirit gas grill': 'weber spirit gas grill',
'adapter for extention cord': 'adapter for extension cord',
'bathrub and shower wall kits': 'bathtub and shower wall kits',
'sofit vents 4x16': 'soffit vents 4 x 16',
'1/2 inch isp water supply line': '1/2 inch ips water supply line',
'eurothem thermostatic valve': 'eurotherm thermostatic valve',
'plactic totes 36 inches wide': 'plastic totes 36 inches wide',
'pest control diat': 'pest control diet',
'black cobwoys star': 'black cowboys star',
'whirpool oven 5.1': 'whirlpool oven 5.1',
'min fridges for campers': 'mini fridges for campers',
'howards restore a finish': 'howards restor a finish',
'ge just cut fraiser fur': 'ge just cut fraser fir',
'25 watt warmlight bulb': '25 watt warm light bulb',
'kichen island': 'kitchen island',
'duel mount stainless steel sinks': 'dual mount stainless steel sinks',
'home sevalance cameras': 'home surveillance cameras',
'marbel vinyl tile': 'marble vinyl tile',
'30 entry door 9 litr': '30 entry door 9 lite',
'roxul sale n sound': 'roxul safe n sound',
'4 guage use': '4 gauge use',
'jigsaw tblades': 'jigsaw t blades',
'jigsaww blades': 'jigsaw blades',
'clawfoot tub cutain': 'clawfoot tub curtain',
'raised garden ed': 'raised garden bed',
'58.75x80 sliding glass door': '58.75x 80 sliding glass door',
'1/4 nich tee': '1/4 inch tee',
'alluminun wire splice': 'aluminum wire splice',
'2 sheet metal screrw': '2 sheet metal screw',
'non electically conductive epoxy': 'non electrically conductive epoxy',
'led fluoreecent light replacement': 'led fluorescent light replacement',
't8 8 ft 4-light flourescent fixture': 't8 8 ft 4-light fluorescent fixture',
'othor ant killer': 'ortho ant killer',
'spectacide for lawnscarpenter ants': 'spectracide for lawns carpenter ants',
'ccurved shower door': 'curved shower door',
'4in pvc electrcial boxes': '4in pvc electrical boxes',
'hampton bay fan replacemtn': 'hampton bay fan replacement',
'6' remodel can valted celing cans': '6' remodel can vaulted ceiling cans',
'roman tub faucers': 'roman tub faucets',
'flourescent paint by rustoleum': 'fluorescent paint by rustoleum',
'hidden fastners': 'hidden fasteners',
'otdoor sola': 'outdoor solar',
'solar post l8ghts': 'solar post lights',
'plus 3 tintet': 'plus 3 tinted',
'barbeque tools': 'barbecue tools',
'circular flourecent lights': 'circular fluorescent lights',
'rain barrells': 'rain barrels',
'gagarage storage cabinets': 'garage storage cabinets',
'brown blasplash tile': 'brown backsplash tile',
'evap cooler theromsat': 'evap cooler thermostat',
'undergroud telephone wire': 'underground telephone wire',
'cop mail adapter': 'cop male adapter',
'set crews for glass': 'set screws for glass',
'roybi lazer circular saw': 'ryobi laser circular saw',
'walnuit stain': 'walnut stain',
'ruber door extension': 'rubber door extension',
'home decorators cinamon': 'home decorators cinnamon',
'apoxy patch': 'epoxy patch',
'batroom fan heater light': 'bathroom fan heater light',
'commercial radient ceiling heaters': 'commercial radiant ceiling heaters',
'surveilance camera': 'surveillance camera',
'tub facet set': 'tub faucet set',
'solistone pebbble': 'solistone pebble',
'1 1/4 galvenized steel pipe fittings': '1 1/4 galvanized steel pipe fittings',
'22.4 cubit feet refrigerator': '22.4 cubic feet refrigerator',
'behr premium plus ultrta': 'behr premium plus ultra',
'autoficial grass': 'artificial grass',
'huskey scocket set': 'husky socket set',
'husky black toll boxes': 'husky black tool boxes',
'isunderlayment requiered for metal roof': 'is underlayment required for metal roof',
'safety glass with perscription': 'safety glass with prescription',
'polished brass 8 spread lavitory faucet': 'polished brass 8 spread lavatory faucet',
'heat only therostats': 'heat only thermostats',
'65 watt dim able': '65 watt dimmable',
'1-1/4 pocket hole screwsw': '1-1/4 pocket hole screws',
'wwod floor runner': 'wood floor runner',
'bostic wood floor glue': 'bostik wood floor glue',
'hand shovles': 'hand shovels',
'garage orgnize': 'garage organizer',
'diamond plate storge unit': 'diamond plate storage unit',
'silcone': 'silicone',
'packing suplies': 'packing supplies',
'ridgid planner': 'ridgid planer',
'shower fiberglas': 'shower fiberglass',
'curtain rod wrp': 'curtain rod wrap',
'fire place accessories gas loggs': 'fireplace accessories gas logs',
'recesseingd light housing': 'recessed light housing',
'100 amps circuit braker': '100 amps circuit breaker',
'delta satin nickle shower systems': 'delta satin nickel shower systems',
'auqatic shower & bath': 'aquatic shower',
'termini mosquito garlic spray': 'terminix mosquito garlic spray',
'arbourist safety climbing belt': 'arborist safety climbing belt',
'vynal wood fence': 'vinyl wood fence',
'acrylic primere': 'acrylic primer',
'20' facia board': '20' fascia board',
'17 1/2 high tolite': '17 1/2 high toilet',
'howard restore a finish': 'howard restor a finish',
'tub enclouseure with tub': 'tub enclosure with tub',
'leaf guards for stomr windows': 'leaf guards for storm windows',
'sliding tub soors': 'sliding tub doors',
'amdry wallpanel': 'amdry wall panel',
'22.1 refrierator': '22.1 refrigerator',
'fram boxes': 'frame boxes',
'patio tbricks': 'patio bricks',
'6 foot treshold': '6 foot threshold',
'florencet light cover': 'fluorescent light cover',
'taracota drain pan': 'terracotta drain pan',
'smaller single deadbolt lock': 'small single deadbolt lock',
'lmainate boards': 'laminate boards',
'acuria lattace panels': 'acurio lattice panels',
'adirondeck cusion': 'adirondack cushion',
'oscilating fan': 'oscillating fan',
'washing machine plug adapator': 'washing machine plug adapter',
'concrette pier': 'concrete pier',
'southren gray tile': 'southern gray tile',
'dealt portable table saw table': 'dewalt portable table saw table',
'matte heat resistant pain': 'matte heat resistant paint',
'White Temper Resistant Duplex Outlet': 'White Tamper Resistant Duplex Outlet',
'screws for deckin': 'screws for decking',
'20 gl.hose end sprayer': '20 gal.hose end sprayer',
'sliding door storage cabi nets': 'sliding door storage cabinets',
'tinted masonary sealer': 'tinted masonry sealer',
'kids toilet seateat': 'kids toilet seat eat',
'anderson storm door screen roller': 'andersen storm door screen roller',
'vaccuum cleaners for hardwood and carpet': 'vacuum cleaners for hardwood and carpet',
'copper baluseter': 'copper baluster',
'aluninion circular blade': 'aluminium circular blade',
'ceiling light nickle 2-light': 'ceiling light nickel 2-light',
'adirondac, patio chair': 'adirondack, patio chair',
'flourescent tube': 'fluorescent tube',
'polyurethane adhesiv': 'polyurethane adhesive',
'extirior clear spray paint': 'exterior clear spray paint',
'outdoor faucwts': 'outdoor faucets',
'asphaul based coating': 'asphalt based coating',
'3/8 couipling': '3/8 coupling',
'2x4x10 pressure treater': '2x4x10 pressure treated',
'koehler faucet': 'kohler faucet',
'led rop light clips': 'led rope light clips',
'square d double brakers': 'square d double breakers',
'30 inchesbathroom vanity': '30 inches bathroom vanity',
'1/2 ' copper fiting': '1/2 ' copper fitting',
'capital cap for colum': 'capital cap for column',
'grass turf pavewrs': 'grass turf pavers',
'lowvoltage indoor accent lights': 'low voltage indoor accent lights',
'dremel minimate cordless moto tool': 'dremel minimite cordless moto tool',
'96 right hand miter tyhoon ice': '96 right hand miter typhoon ice',
'magnet base tool loight': 'magnetic base tool light',
'robi 18v saw': 'ryobi 18v saw',
'5 light hanging chandielier': '5 light hanging chandelier',
'Moem faucet repair': 'Moen faucet repair',
'3x6 daltile white 101 kohler': '3x6 daltile white k101 kohler',
'lock cmbo': 'lock combo',
'trimmer/edger's, gas powered': 'trimmer/edgers, gas powered',
'generaor for fridge': 'generator for fridge',
'led light bulbs dimable spot': 'led light bulbs dimmable spot',
'outdoor seatting cushions': 'outdoor seating cushions',
'full size frigde': 'full size fridge',
'ASHPHALT SEALER': 'ASPHALT SEALER',
'behr ultra pint': 'behr ultra paint',
'emparador mosaic bamboo brick': 'emperador mosaic bamboo brick',
'bath mirror cabintes': 'bath mirror cabinets',
'floor squeege': 'floor squeegee',
'squeege': 'squeegee',
'allure golden oaksku579331': 'allure golden oak sku 579331',
'artificial turf for petrs': 'artificial turf for pets',
'8 foot florescent light bulb': '8 foot fluorescent light bulb',
'3x3 diamond thread plate': '3x3 diamond tread plate',
'handical rail': 'handicap rail',
'moen grab bar securemount': 'moen grab bar secure mount',
'ceiling mount electical box': 'ceiling mount electrical box',
'stainless steal hose clamps': 'stainless steel hose clamps',
'sod grass san agustino': 'sod grass san agustin',
'bateries 9v': 'batteries 9v',
'kohler brushed nickle framless shower doors': 'kohler brushed nickel frameless shower doors',
'mirro shower doors': 'mirror shower doors',
'daylillies': 'daylilies',
'fridgedaire fridge': 'frigidaire fridge',
'storage buiding 12' x 20'': 'storage building 12' x 20'',
'pvc valvez': 'pvc valves',
'socket magnectic extension': 'socket magnetic extension',
'shop vac aacessories': 'shop vac accessories',
'roll jp door': 'roll up door',
'rollup door': 'roll up door',
'steibler eltron': 'stiebel eltron',
'liquid itght non metalic': 'liquid tight non metallic',
'metalic lquid tight': 'metallic liquid tight',
'22 bin plastic drawer parts storage organiz': '22 bin plastic drawer parts storage organizer',
'marroon roof screws': 'maroon roof screws',
'battery opererated lighting': 'battery operated lighting',
'roybi pop up': 'ryobi pop up',
'connectorv 30': 'connector 30',
'ge gfi braker 30amp': 'ge gfci breaker 30 amp',
'pipe swer': 'pipe sewer',
'treaded pvc pipe fitting': 'threaded pvc pipe fitting',
'cornewr bathtub': 'corner bathtub',
'whirlpool apron bathtup': 'whirlpool apron bathtub',
'veranda facia': 'veranda fascia',
'rrecessed light trim ring': 'recessed light trim ring',
'1 light steele sconce': '1 light steel sconce',
'7' 90 elboq': '7' 90 elbow',
'drawer guides and slides': 'drawer glides and slides',
'christmsa dog': 'christmas dog',
'light weight coccrete': 'lightweight concrete',
'hardwoo flooring 2 1/4 in': 'hardwood flooring 2 1/4 in',
'garden hose filter attactchent': 'garden hose filter attachment',
'milwaukie saw blades': 'milwaukee saw blades',
'dewalt extention cord': 'dewalt extension cord',
'hampton bay high gloss jabot laminate': 'hampton bay high gloss jatoba laminate',
'20v blacker and decker charger': '20v black and decker charger',
'15 water depth bathub': '15 water depth bathtub',
'magnetized wall covering': 'magnetic wall covering',
'fire brick and morter': 'fire brick and mortar',
'anderson french wood patio door 400 series': 'andersen frenchwood patio door 400 series',
'outdoor baners': 'outdoor banners',
'osciallating blade to cut tile': 'oscillating blade to cut tile',
'one way valae': 'one way valve',
'black decker matris': 'black decker matrix',
'makita skill saw': 'makita skil saw',
'tuscon patio pavers': 'tucson patio pavers',
'plastic florring': 'plastic flooring',
'fungicidal seed innoculant': 'fungicidal seed inoculant',
'pcv coated hardware cloth': 'pvc coated hardware cloth',
'2x2 ceiling tilepantq22s': '2x2 ceiling tile paint 22s',
'rectangulat wihite ceramic sink bathroom': 'rectangular white ceramic sink bathroom',
'battery operataed wall light': 'battery operated wall light',
'72 inchtrack light': '72 inch track light',
'suny citrus fertilizer': 'sunny citrus fertilizer',
'48 inch aluminum shower curtin rod': '48 inch aluminum shower curtain rod',
'dehumidifyer': 'dehumidifier',
'earthquaike': 'earthquake',
'phillips led sparkle light bulbs': 'philips led sparkle light bulbs',
'metalic silver spray': 'metallic silver spray',
'all retaing wall': 'all retaining wall',
'high temperate sealant': 'high temperature sealant',
'greecian white porcelein marble': 'greecian white porcelain marble',
'shelves stailess stel': 'shelves stainless steel',
'wallmounted garage shelves': 'wall mounted garage shelves',
'remote meat thermom': 'remote meat thermometer',
'pvc threaded elbo': 'pvc threaded elbow',
'summit 20 in elctric range': 'summit 20 in electric range',
'groung fault electric outlet': 'ground fault electrical outlet',
'prenneols flower seeds': 'perennials flower seeds',
'hyrdaulic oil for kohler': 'hydraulic oil for kohler',
'hot/cold porcelin handles': 'hot/cold porcelain handles',
'white vanites with tops': 'white vanities with tops',
'exterier door keypad': 'exterior door keypad',
'purpor power': 'purple power',
'automatic drower closer': 'automatic drawer closer',
'potable firepace': 'portable fireplace',
'azelas': 'azaleas',
'mta distributions log splitter': 'mta distributors log splitter',
'standing town rack': 'standing towel rack',
'zinser stain cover': 'zinsser stain cover',
'weed trimer push type': 'weed trimmer push type',
'centipe grass seed': 'centipede grass seed',
'36 curved showered curtain rod': '36 curved shower curtain rod',
'4 quck grip 101': '4 quick grip 101',
'metal gringing weel 5/8': 'metal grinding wheel 5/8',
'weelbarrow': 'wheelbarrow',
'baraar emy': 'bazaar emy',
'wetbar sink and faucet': 'wet bar sink and faucet',
'perenial flowers': 'perennial flowers',
'infred turkey fryer': 'infrared turkey fryer',
'oil rubbed bronse bathroom lighting': 'oil rubbed bronze bathroom lighting',
'solor power lighting for exterior': 'solar power lighting for exterior',
'infloor heating antifreeze': 'in floor heating antifreeze',
'galvinized conduit pipe': 'galvanized conduit pipe',
'double curtain rod connecter': 'double curtain rod connector',
'drop cieling tiles 2ft by 4 ft': 'drop ceiling tiles 2ft by 4ft',
'plug in led night lite photocell': 'plug in led night light photocell',
'rough limber': 'rough lumber',
'48x48 windoww': '48x48 window',
'high intensity t5 flourescent lights': 'high intensity t5 fluorescent lights',
'brinly hardy 40 inc tow behind': 'brinly hardy 40 inch tow behind',
'ornge 5x7 rugs': 'orange 5x7 rugs',
'kitchenmaid built-in double drawer': 'kitchenaid built-in double drawer',
'safety latter': 'safety ladder',
'blind replacemetn': 'blind replacement',
'stainless steeel collated nails': 'stainless steel collated nails',
'hang rials barnyard doors': 'hang rails barnyard doors',
'tall black toliet': 'tall black toilet',
'fint tube': 'find tube',
'24 inches rerefrigerator': '24 inches refrigerator',
'ge microwave wall oven comb': 'ge microwave wall oven combo',
'presure treated': 'pressure treated',
'husky 46 9 drawer mobil': 'husky 46 9 drawer mobile',
'apartment size ge refrigertor stainless steel': 'apartment size ge refrigerator stainless steel',
'penedtrating stain': 'penetrating stain',
'briggsstraton 11 horse air filter': 'briggs stratton 11 horse air filter',
'hoovwe cordless vacuum cleaners': 'hoover cordless vacuum cleaners',
'tumbler dryer hose and claps': 'tumble dryer hose and clamps',
'antique truch': 'antique truck',
'hohler black and tan': 'kohler black and tan',
'spray and forget house nad deck': 'spray and forget house and deck',
'apriaire humidifier water panel': 'aprilaire humidifier water panel',
'unsanded groutr': 'unsanded grout',
'60 wat soft watt 2700k a19 dimibal led': '60 watt soft watt 2700k a19 dimmable led',
'7.5 mconnection for 9000 btu': '7.5 connection for 9000 btu',
'dimer switch and fan control': 'dimmer switch and fan control',
'granitecounter top cararra': 'granite countertop carrara',
'20 amp decor outlet ivory': '20 amp decora outlet ivory',
'rock wall papper': 'rock wallpaper',
'thin set fray': 'thin set gray',
'glass mirrior doors 72x80': 'glass mirror doors 72x80',
'heirloom whie': 'heirloom white',
'wood shelfing': 'wood shelving',
'kohler top mont bathroom sink': 'kohler top mount bathroom sink',
'outdoor dust to dawn light': 'outdoor dusk to dawn light',
'windowbalance': 'window balance',
'gunstock oak liamate': 'gunstock oak laminate',
'gardden benches': 'garden benches',
'strended electrical wire': 'stranded electrical wire',
'counter refinsher': 'counter refinishing',
'unfinished wood p-lant stand': 'unfinished wood plant stand',
'celing fan 60': 'ceiling fan 60',
'porta nailor': 'porta nailer',
't fittin': 't fitting',
'bousch lazer level gll2-80p': 'bosch laser level gll2-80p',
'2 1/2 inch nail boxe': '2 1/2 inch nail box',
'bonda body filler': 'bondo body filler',
'window manganetic lock': 'window magnetic lock',
'cat 5 cable uv restance': 'cat 5 cable uv resistance',
'3 4 toilet phlange': '3 4 toilet flange',
'aa batteried': 'aa batteries',
'6 pvc flixible coupling pipe': '6 pvc flexible coupling pipe',
'7 footaluminum awning': '7 foot aluminum awning',
'carburator': 'carburetor',
'water mainfold': 'water manifold',
'kholer bathroom wall lights': 'kohler bathroom wall lights',
'toro belt pully': 'toro belt pulley',
'paper lawn tefuse bags': 'paper lawn refuse bags',
'wadrobe moving boxes': 'wardrobe moving boxes',
'ultra clarifer, pool': 'ultra clarifier, pool',
'trash caninet slide': 'trash cabinet slide',
'craftig pvc cabinets': 'crafting pvc cabinets',
'plastic organozers': 'plastic organizers',
'rj45 crinp tool': 'rj45 crimp tool',
'darby 18 inch dishwasher': 'danby 18 inch dishwasher',
'10 x 10 gaxebo garden house': '10x10 gazebo garden house',
'colonial caseing': 'colonial casing',
'tarp for outsid furniture': 'tarp for outside furniture',
'phlne batteries': 'phone batteries',
'eatrhwise mower blades': 'earthwise mower blades',
'outdoor artifical lawn': 'outdoor artificial lawn',
'dual mount porcelin kitchen sinks': 'dual mount porcelain kitchen sinks',
'sflexible shower': 'flexible shower',
'savfavieh rug pad': 'safavieh rug pad',
'tigerwood perigo laminate flooring': 'tigerwood pergo laminate flooring',
'2' flourescent lighting': '2' fluorescent lighting',
'concerte stair railings': 'concrete stair railings',
'indoor infered heaters': 'indoor infrared heaters',
'tensil ties': 'tinsel ties',
'20 ampweather proof recepticles': '20 amp weatherproof receptacles',
'hdmi cabl': 'hdmi cable',
'matage double oven ranges': 'maytag double oven ranges',
'navarra sierra passage doorknob set': 'navarra sierra passage door knob set',
'outdoor furniture cover martha steward': 'outdoor furniture cover martha stewart',
'divonshire': 'devonshire',
'marine grade painr': 'marine grade paint',
'counter and appliance gaperaser': 'counter and appliance gap eraser',
'whirpool range hood 36': 'whirlpool range hood 36',
'flourecent': 'fluorescent',
'drain spoutts': 'drain spouts',
'1/4 shut off velves': '1/4 shut off valves',
'porta cool': 'portacool',
'yard walll': 'yard wall',
'kohler elongaterd toilet seat': 'kohler elongated toilet seat',
'kohler lighted tolet seats': 'kohler lighted toilet seats',
'cree led bub 6-pack': 'cree led bulb 6-pack',
'concrere chisel': 'concrete chisel',
'pedistal sink, 27'': 'pedestal sink, 27'',
'florsent replacement diffuser': 'fluorescent replacement diffuser',
'chlorox': 'clorox',
'core aeretor': 'core aerator',
'water proofing connector': 'waterproof connector',
'washer/dryr': 'washer/dryer',
'cambria java refridgerator': 'cambria java refrigerator',
'decrotive metal deck rail incecerts': 'decorative metal deck rail inserts',
'whirl pool water heater pilot': 'whirlpool water heater pilot',
'siemens double pole gfi': 'siemens double pole gfci',
'hampton bay alenxander oak': 'hampton bay alexander oak',
'32 inchvinyl screen doors': '32 inch vinyl screen doors',
'hamptonbay shaker cabinets wall': 'hampton bay shaker cabinets wall',
'3/8 entension': '3/8 extension',
'10x12 outdoor gazabos': '10x12 outdoor gazebos',
'seet metal tools': 'sheet metal tools',
'boch gll': 'bosch gll',
'dealt 8v screwdriver': 'dewalt 8v screwdriver',
'hand heald showers and ada grab bars': 'hand held showers and ada grab bars',
'200 amp outdoor circut breaker panel': '200 amp outdoor circuit breaker panel',
'fingerprint lockset': 'fingerprint locks',
'weekender powerwasher extension arms': 'weekender power washer extension arms',
'makita drill batterie charger': 'makita drill battery charger',
'ridgid fan': 'rigid fan',
'swifer wet cloth': 'swiffer wet cloth',
'hot water recirculator': 'hot water recirculation',
'riding mower blabes': 'riding mower blades',
'chain sherpeners': 'chain sharpeners',
'relief valve for rudd hot water heater': 'relief valve for ruud hot water heater',
'ceiling light brackt': 'ceiling light bracket',
'perferated pipe': 'perforated pipe',
'bath room sink accecories': 'bathroom sink accessories',
'ding room set': 'dining room set',
'2 ton expoxy': '2 ton epoxy',
'cutkler hammer breaker': 'cutler hammer breaker',
'red color cauking': 'red color caulking',
'strap and t hindge': 'strap and t hinge',
'screw driver 10 iches': 'screwdriver 10 inches',
'shower glass slelves': 'shower glass shelves',
'playststion 4 destiny bundle': 'playstation 4 destiny bundle',
'air conditiooning filter 14'': 'air conditioning filter 14'',
'sliding reversable patio door': 'sliding reversible patio door',
'rust oleam pinters touch black': 'rust oleum painters touch black',
'apron sink firecaly two bowl': 'apron sink fireclay two bowl',
'condesate pump': 'condensate pump',
'bronze outdoor ceiling dan': 'bronze outdoor ceiling fan',
'8 guage wire': '8 gauge wire',
'capacitor for quaterhorse motor 110 volts': 'capacitor for quarter horse motor 110 volts',
'anderson storm doors antique bronze': 'andersen storm doors antique bronze',
'gas enthonal free': 'gas ethanol free',
'is item at homedop': 'is item at home depot',
'drain stopper exstension': 'drain stopper extension',
'no tresspassing': 'no trespassing',
'100 gallon storage ben': '100 gallon storage bin',
'paint hardner': 'paint hardener',
'mystick permanent adhesive value pack': 'mystik permanent adhesive value pack',
'clear vlyvynal an rolls': 'clear polyvinyl and rolls',
'kliz primers': 'kilz primers',
'one way scrue removal tool': 'one way screw removal tool',
'stainless dishwaser smugde proof': 'stainless dishwasher smudge proof',
'hex shank drill bitt sets': 'hex shank drill bit sets',
'3.9 high effeciency front load washer': '3.9 high efficiency front load washer',
'concret patio floor': 'concrete patio floor',
'in the ground rodiron plant hanger': 'in the ground rod iron plant hanger',
'anderson storm door series 2500 sandtone polished brass': 'andersen storm door series 2500 sandstone polished brass',
'stainless steele screws': 'stainless steel screws',
'spray sealent for showers': 'spray sealant for showers',
'split line air conditioing': 'split line air conditioning',
'water softner pellet': 'water softener pellet',
'shelac': 'shellac',
'helti tools': 'hilti tools',
'PHILLIPS POST LIGHT BULB': 'PHILIPS POST LIGHT BULB',
'post light bulbl': 'post light bulb',
'tiolet': 'toilet',
'indoor home decor raindeer': 'indoor home decor reindeer',
'dinning tables': 'dining tables',
'patio dinning tables': 'patio dining tables',
'dremel router acessary': 'dremel router accessory',
'accordion door harware': 'accordion door hardware',
'edget tape': 'edge tape',
'verneer edging tool': 'veneer edging tool',
'drywall fastner': 'drywall fastener',
'heat pump acessories': 'heat pump accessories',
'scroll saw spirsl blade': 'scroll saw spiral blade',
'kitchen mat boack': 'kitchen mat black',
'chamberlain chain and pulliepaarts': 'chamberlain chain and pulley parts',
'swivle fitting for gas': 'swivel fitting for gas',
'SOLDERING IRORN': 'SOLDERING IRON',
'oaint marker': 'paint marker',
'upsidedowncan marker paint': 'upside down can marker paint',
'rope chritsmas lights': 'rope christmas lights',
'shower curtin rod': 'shower curtain rod',
'scoaring pads': 'scouring pads',
'spring set for price fister': 'spring set for price pfister',
'laquer thinner': 'lacquer thinner',
'mout faucet water filter': 'mount faucet water filter',
'NEUMATIC DOOR ARM': 'PNEUMATIC DOOR ARM',
'ceiling tile square fotage': 'ceiling tile square footage',
'ne angle base': 'neo angle base',
'1/4 in.-20 x 1 in.stainless steel flat-head socket cap scre': '1/4 in.-20 x 1 in.stainless steel flat-head socket cap screw',
'flexable pipe for propane': 'flexible pipe for propane',
'daltile accent peices': 'daltile accent pieces',
'specticide weed and grass rtu refill': 'spectracide weed and grass rtu refill',
'wood ddeck kits': 'wood deck kits',
'closetmaid hang9ing shelf': 'closetmaid hanging shelf',
'asb shower with curtian': 'asb shower with curtain',
'ptouch labeling tape': 'p touch labeling tape',
'misquito': 'mosquito',
'yard fooger': 'yard fogger',
'plastic splash guarf': 'plastic splash guard',
'3 light celling mount': '3 light ceiling mount',
'textered wallpaper': 'textured wallpaper',
'thermostat w remote senser': 'thermostat w remote sensor',
'spray oil prier': 'spray oil primer',
'maxx shower door': 'maax shower door',
'corion shower base': 'corian shower base',
'stapler hammers': 'staple hammers',
'2in non metalic standing coupling': '2in non metallic standing coupling',
'backyard xs capes': 'backyard xscapes',
'kraylon non skid': 'krylon non skid',
'pendent lights wit conversion kits': 'pendant lights with conversion kits',
'american wood charllotesville natural hickory': 'american wood charlottesville natural hickory',
'1/0 aqg': '1/0 awg',
'artci shag rug': 'arctic shag rug',
'omen single hole bathroom faucet': 'moen single hole bathroom faucet',
'john deere d100 sereissnow blade': 'john deere d100 series snow blade',
'brownbrick wallpaper': 'brown brick wallpaper',
'clear corrougated sheets': 'clear corrugated sheets',
'pressuer control valve': 'pressure control valve',
'white acryllic sheet': 'white acrylic sheet',
'wg307work jaw saw': 'wg307 worx jawsaw',
'plaskolight ceiling panel': 'plaskolite ceiling panel',
'charger y maintainer': 'charger and maintainer',
'waterless urinal conversion kist': 'waterless urinal conversion kit',
'hot water heating recirculitating pumps': 'hot water heater recirculating pumps',
'two gang carlton switch red dpt': 'two gang carlton switch red dot',
'kohler shower cartidges': 'kohler shower cartridges',
'rigid portable tool boxes': 'ridgid portable tool boxes',
'magniflier lamp': 'magnifier lamp',
'irragation controler': 'irrigation controller',
'minala rope': 'manila rope',
'wood sculture tool': 'wood sculpture tool',
'combination fan and lightwall switches': 'combination fan and light wall switches',
'acid stian': 'acid stain',
'bathtub deck mouted faucet with sprayer': 'bathtub deck mounted faucet with sprayer',
'attachments for zero turn touro': 'attachments for zero turn toro',
'wood pellats for grills': 'wood pellets for grills',
'whirpool 7000 washer': 'whirlpool 7000 washer',
'kitchenover sink lighting': 'kitchen over sink lighting',
'pegasus antique black side spalsh': 'pegasus antique black side splash',
'lock tight pl': 'loctite pl',
'landscasping ms international polish black stone': 'landscaping ms international polish black stone',
'1.4 cubit ft micro wave': '1.4 cubic ft microwave',
'square soffet vents': 'square soffit vents',
'exterior for pastic shutters': 'exterior for plastic shutters',
'exterior hous shutters': 'exterior house shutters',
'nutone ventiliation fan parts': 'nutone ventilation fan parts',
'belt anf tie rack': 'belt and tie rack',
'no elecetrity lights': 'no electricity lights',
'merola porcelain mosiac': 'merola porcelain mosaic',
'knotches': 'notches',
'savavieh soho': 'safavieh soho',
'double doors with security licks': 'double doors with security locks',
'glass tile backsp gpxtpnrf': 'glass tile backsp gpx pnrf',
'cabibet shelf pins': 'cabinet shelf pins',
'kolher repair': 'kohler repair',
'mantle brakets': 'mantle brackets',
'masonry painnt': 'masonry paint',
'muliti locks': 'multi locks',
'serger sewimg machine': 'serger sewing machine',
'mirror installation hardwawrd': 'mirror installation hardware',
'walnut porcelian': 'walnut porcelain',
'40 airens mulching kit': '40 ariens mulching kit',
'porcelaine cleaner': 'porcelain cleaner',
'monococcon 8x8 ceramic azuvi tile': 'monococcion 8x8 ceramic azuvi tile',
'black patioo set': 'black patio set',
'3/8 viyl j channel': '3/8 vinyl j channel',
'5/8 j chann': '5/8 j channel',
'home alerty': 'home alert',
'linen storage cabnit': 'linen storage cabinet',
'natur gas heat': 'natural gas heat',
'repacement toilet handle': 'replacement toilet handle',
'poyurethane clear satin': 'polyurethane clear satin',
'garbage desposal': 'garbage disposal',
'fire restaint paint': 'fire resistant paint',
'bathroom floting ball': 'bathroom floating ball',
'kitchen aid processer': 'kitchenaid processor',
'fire extinguishhers': 'fire extinguishers',
'trex fenc': 'trex fence',
'circular sawshop vac': 'circular saw shop vac',
'arylic wood paint': 'acrylic wood paint',
'appache mills plush tiles': 'apache mills plush tiles',
'phillips tuvpl-l 36': 'philips tuv pl-l 36',
'framed inerior door': 'framed interior door',
'end squicky floor': 'end squeaky floor',
'hoover prower scub deluxe': 'hoover power scrub deluxe',
'pernennial grass seed': 'perennial grass seed',
'phone linesplice connectors': 'phone line splice connectors',
'grow boz and pots': 'grow box and pots',
'organic leafgrow soil': 'organic leaf grow soil',
'6 foot pation table': '6 foot patio table',
'replacement patio unbrella pole': 'replacement patio umbrella pole',
'exteriro door 30 * 80': 'exterior door 30 * 80',
'oilrubbed bronze 3/8in riser': 'oil rubbed bronze 3/8in riser',
'latge storage containers': 'large storage containers',
'fridgidaire water filter': 'frigidaire water filter',
'sheeking for log cabin': 'seeking for log cabin',
'modern shower facuet': 'modern shower faucet',
'mirror, brushed nichel': 'mirror, brushed nickel',
'antic brass chandelier': 'antique brass chandelier',
'bufflo box wrench': 'buffalo box wrench',
'armstrong hardwood flooring422250z5p': 'armstrong hardwood flooring 422250z5p',
'mixet math faucet': 'mixet bath faucet',
'24 port patch pane': '24 port patch panel',
'black postlantern': 'black post lantern',
'needel valve': 'needle valve',
'wood ballusters': 'wood balusters',
'sharkbite sprinler': 'sharkbite sprinkler',
'1/2 hp genie screw drive garage door openner': '1/2 hp genie screw drive garage door opener',
'black dimmable gimble lights': 'black dimmable gimbal lights',
'power gable mount attic fac': 'power gable mount attic fan',
'door threshholds': 'door thresholds',
'rubber office chair sweel': 'rubber office chair wheel',
'16x7 garage door sandtone': '16x7 garage door sandstone',
'dal tile 12x24 porcelaine black tile': 'daltile 12x24 porcelain black tile',
'non ferroue saw blade': 'non ferrous saw blade',
'aluminum three way swich': 'aluminum three way switch',
'racheting wrench': 'ratcheting wrench',
'shower wal hook': 'shower wall hook',
'inflatable pool pumper': 'inflatable pool pump',
'cub cadet 46 balde': 'cub cadet 46 blade',
'spade terminalsnylon insulated': 'spade terminals nylon insulated',
'jimmyproof lock': 'jimmy proof lock',
'braSS pie fittings': 'braSS pipe fittings',
'brushed nichol hanging lights': 'brushed nickel hanging lights',
'lockbox keydoor lock': 'lockbox key door lock',
'white cabnet 30 inch base': 'white cabinet 30 inch base',
'ryobi replacemet batteries': 'ryobi replacement batteries',
'bath bord': 'bath board',
'aerp garden': 'aerogarden',
'white sign lettters': 'white sign letters',
'sqaure vessel sink': 'square vessel sink',
'i beam brackest': 'i beam brackets',
'paint for aluminun siding': 'paint for aluminum siding',
'digital temp monotor': 'digital temp monitor',
'floatinf shelving': 'floating shelving',
'light buld for stinger zapper': 'light bulb for stinger zapper',
'custom counterto': 'custom countertop',
'replacement delta faucet cartrigdge': 'replacement delta faucet cartridge',
'laundry bnasket': 'laundry basket',
'air conditon cooper soft': 'air conditioner copper soft',
'wood qwik bolts': 'wood kwik bolts',
'bolt conrete anchors': 'bolt concrete anchors',
'outdoor dining se?': 'outdoor dining set?',
'glass sheet mosiacs': 'glass sheet mosaics',
'whites parkle': 'white sparkle',
'fiskers titanium 1 1/2 loppers': 'fiskars titanium 1 1/2 loppers',
'cement mason bit': 'cement masonry bit',
'bananna leaves plant': 'banana leaves plant',
'fi nish screws': 'finish screws',
'tolet handle left hand': 'toilet handle left hand',
'sika repair shp': 'sika repair shop',
'murry circuit breakers 20 amps': 'murray circuit breakers 20 amps',
'hand pipe theader': 'hand pipe threader',
'powermate walkbehind trimmer': 'powermate walk behind trimmer',
'metal clothes handing carts': 'metal clothes hanging carts',
'electric radiatior heat': 'electric radiator heat',
'shopvac filter hepa': 'shop vac filter hepa',
'hampton bay fenving': 'hampton bay fencing',
'knife sharppener': 'knife sharpener',
'atttic heat barrier': 'attic heat barrier',
'wondow curtains': 'window curtains',
'american standard town square widespread facet': 'american standard town square widespread faucet',
'5.0 chest freezerz': '5.0 chest freezers',
'20 amp surger protector': '20 amp surge protector',
'f 30 flourescent light fixture': 'f30 fluorescent light fixture',
'1/2 inch rubber lep tips': '1/2 inch rubber leg tips',
'threader rod end coupler': 'threaded rod end coupler',
'lamated counter tops': 'laminate countertops',
'railing kit system round ballusters': 'railing kit system round balusters',
'sintetic grass': 'synthetic grass',
'landry sink': 'laundry sink',
'solar led light dust to dawn': 'solar led light dusk to dawn',
'pegro xp coffee step': 'pergo xp coffee step',
'maytag two door refridgerator': 'maytag two door refrigerator',
'reprobramable combination lock': 'programmable combination lock',
'pnematic flooring nails 16 gauge': 'pneumatic flooring nailer 16 gauge',
'outide dog kennel': 'outside dog kennel',
'6 incn door knocker': '6 inch door knocker',
'non programmable vertical thermost': 'non programmable vertical thermostat',
'windser light coco': 'windsor light coco',
'cooling towes': 'cooling towers',
'glacier bay shower catridge': 'glacier bay shower cartridge',
'ge discontinnued top freezers': 'ge discontinued top freezers',
'security camaras': 'security cameras',
'toiles partes': 'toilet parts',
'pegasus ntique brass': 'pegasus antique brass',
'water pic shower head chrome': 'waterpik shower head chrome',
'85 gall tall 4500': '85 gal tall 4500',
'contempery ceiling fans': 'contemporary ceiling fans',
'toile seat lid': 'toilet seat lid',
'milwaukee noncontact tester': 'milwaukee non contact tester',
'emser ocuntry': 'emser country',
'front screen for a gazeebo': 'front screen for a gazebo',
'fatpack 18v': 'fat pack 18v',
'bathroom kraft made': 'bathroom kraftmaid',
'1/4 qk connect x 1/8 mip': '1/4 quick connect x 1/8 mip',
'plate for faucet stoper': 'plate for faucet stopper',
'femaie gas fitting quick disonnect': 'female gas fitting quick disconnect',
'recesse light bulbs': 'recessed light bulbs',
'3m 60926 vapor catridges': '3m 60926 vapor cartridges',
'weather strip for commerial door': 'weather strip for commercial door',
'arcadia mettal locks': 'arcadia metal locks',
'gekko gauges': 'gecko gauges',
'frigidaire water firlters': 'frigidaire water filters',
'30 par haolgen bulbs': '30 par halogen bulbs',
'red devil scraperreplacement bldes': 'red devil scraper replacement blades',
'gcfi outlet': 'gfci outlet',
'mohawk oak wood fllors': 'mohawk oak wood floors',
'all porpose stools': 'all purpose stools',
'primered floor molding': 'primed floor molding',
'glass cleaner concintrete': 'glass cleaner concentrate',
'30 amp surface mount recepticle': '30 amp surface mount receptacle',
'60 x 100 aluminun mesh': '60 x 100 aluminum mesh',
'tile border black and whit': 'tile border black and white',
'peir mount black': 'pier mount black',
'xtra wide baby gates': 'extra wide baby gates',
'roffing caulk': 'roofing caulk',
'1/2 inc pvc treaded connector': '1/2 inch pvc threaded connector',
'electric hock for lift': 'electric shock for lift',
'greak': 'greek',
'airfilter 20x24': 'air filter 20x24',
'extenion cord storage': 'extension cord storage',
'shluter': 'schluter',
'circular saw rrip fence': 'circular saw rip fence',
'HEATED TOLIET SEAT': 'HEATED TOILET SEAT',
'rount magnet': 'round magnet',
'handi cap sink faucett': 'handicap sink faucet',
'arc fault circute breaker 1pole 15 amp': 'arc fault circuit breaker 1 pole 15 amp',
'oreck full reease carpet cleaner': 'oreck full release carpet cleaner',
'min split mounting brackets': 'mini split mounting brackets',
'kholer sink 20x17': 'kohler sink 20x17',
'heavy duty extensoion cordyellow only': 'heavy duty extension cord yellow only',
'3 newll post': '3 newel post',
'veraluz 4 light bathroom vanity': 'varaluz 4 light bathroom vanity',
'anual combo': 'annual combo',
'ciling pan': 'ceiling pan',
'syllicone lube': 'silicone lube',
'hdx 20' hight velocity floor fan': 'hdx 20' high velocity floor fan',
'30 inch kitchenaide cooktops': '30 inch kitchenaid cooktops',
'kusshuln concrete mixer': 'kushlan concrete mixer',
'roles of concreate mesh': 'roles of concrete mesh',
'hardward for pull out waste bin': 'hardware for pull out waste bin',
'glass towel bar braket': 'glass towel bar bracket',
'living room cabnets': 'living room cabinets',
'1-1/4 extention pvc': '1-1/4 extension pvc',
'metal double gain boxes': 'metal double gang boxes',
'fabric umbella': 'fabric umbrella',
'club cadet 46 belt': 'cub cadet 46 belt',
'window air conditionerriding lawn mowers': 'window air conditioner riding lawn mowers',
'digital cammera': 'digital camera',
'prppane pan': 'propane pan',
'oride plant': 'pride plant',
'home decorator outoddor patio cordless shades': 'home decorator outdoor patio cordless shades',
'1x1 square tubeing': '1x1 square tubing',
'water filter for frigidaire refrigirator': 'water filter for frigidaire refrigerator',
'linier track pendant': 'linear track pendant',
'medal stud finder': 'metal stud finder',
'mke m12 heated hoddie kit': 'mke m12 heated hoodie kit',
'bilt in pool': 'built in pool',
'buit in shower base': 'built in shower base',
'grohsafe roughin valve 35015': 'grohsafe rough in valve 35015',
'tank insualation': 'tank insulation',
'khols double toilet bowl': 'kohl's double toilet bowl',
'atlantiic can racks': 'atlantic can racks',
'skylites': 'skylights',
'kwikset passive door knob': 'kwikset passage door knob',
'loadspeaker': 'loudspeaker',
'koehler enamel cast iron sink': 'kohler enameled cast iron sink',
'tood handle lock': 'todd handle lock',
'sable brow grout': 'sable brown grout',
'rewd bird feeder': 'red bird feeder',
'lilac aera rug': 'lilac area rug',
'lightsavannah 3-light burnished ing fixtures': 'light savannah 3-light burnished ing fixtures',
'clear vynil for patio': 'clear vinyl for patio',
'intersate battery': 'interstate battery',
'jeldewen prairie mission door': 'jeld wen prairie mission door',
'honey oak tmolding': 'honey oak t molding',
'COMPLET SHOWER KIT': 'COMPLETE SHOWER KIT',
'36' florescent light bulb': '36' fluorescent light bulb',
'melon sunbrellap': 'melon sunbrella',
'28 kg washign machine': '28 kg washing machine',
'metal trash cas': 'metal trash cans',
'front door with side transome': 'front door with side transom',
'tribecia': 'tribeca',
'exterior shutters byrgundy': 'exterior shutters burgundy',
'light switchvers for little girls': 'light switches for little girls',
'miraposa whirlpool tub': 'mariposa whirlpool tub',
'schoolhouse pendqnt light': 'schoolhouse pendant light',
'cablrail': 'cable rail',
'vinly seat cleaner': 'vinyl seat cleaner',
'metal 3 tiertrolley': 'metal 3 tier trolley',
'white pendant uplight': 'white pendant light',
'lbathroom vanity lights chrome 3': 'bathroom vanity lights chrome 3',
'brushed nickel knobw': 'brushed nickel knobs',
'Renassaince': 'Renaissance',
'simpon strong tie wedge': 'simpson strong tie wedge',
'silocone repairs': 'silicone repairs',
'chocolate brown blackspash': 'chocolate brown backsplash',
'portabel tabel, plastic': 'portable table, plastic',
'safavieh courtyard dark biege area rug': 'safavieh courtyard dark beige area rug',
'theromometer smart': 'thermometer smart',
'hummngbird feeders': 'hummingbird feeders',
'diverter handels': 'diverter handles',
'dynamic desighn planters': 'dynamic design planters',
'pri meld flush bi fold doors': 'primed flush bifold doors',
'fisher and penkel': 'fisher and paykel',
'price of 1 gal beher marquee paint': 'price of 1 gal behr marquee paint',
'makersbot': 'makerbot',
'shelter logic sun sahde': 'shelterlogic sun shade',
'moen 4 port pex vavle': 'moen 4 port pex valve',
'ceiling fan extension wre': 'ceiling fan extension wire',
'single knobreplacement for shower kohler': 'single knob replacement for shower kohler',
'high gloss waterborne acrylic enamal': 'high gloss waterborne acrylic enamel',
'cattale': 'cattle',
'double deountable': 'double demountable',
'fantsastic': 'fantastic',
'milwaulkee battery charger': 'milwaukee battery charger',
'tandom 30 20': 'tandem 30 20',
'schluter kurdie': 'schluter kerdi',
'square buckes': 'square buckets',
'pro series vinal post': 'pro series vinyl post',
'krud cutter rust': 'krud kutter rust',
'warm espresso distresed': 'warm espresso distressed',
'levinton phone tv combo': 'leviton phone tv combo',
'makita planner knives': 'makita planer knives',
'barictric walk in tubs': 'bariatric walk in tubs',
'woper blades': 'wiper blades',
'kidcraft 18 doll furniture': 'kidkraft 18 doll furniture',
'stickon shower wall tower': 'stick on shower wall tower',
'riding lawn mower accesores': 'riding lawn mower accessories',
'towel bar nickel gracier 18'': 'towel bar nickel glacier 18'',
'compreshion repair kit': 'compression repair kit',
'huskie air compressors accessories': 'husky air compressors accessories',
'36 inch neo angle glass doooors': '36 inch neo angle glass doors',
'gerber cohort fine edg knife': 'gerber cohort fine edge knife',
'work force prpane heatr': 'workforce propane heater',
'progress lighting nottingdon': 'progress lighting nottington',
'dog leash atachments': 'dog leash attachments',
'elaphent ear': 'elephant ear',
'veeneer wood tape': 'veneer wood tape',
'siccsers': 'scissors',
'klien folding 6ft ruler': 'klein folding 6ft ruler',
'wall socket covedrs': 'wall socket covers',
'klein 8 inch plies': 'klein 8 inch pliers',
'screen doors: screen tight doors 32 in.unfinished wood t-ba': 'screen doors: screen tight doors 32 in.unfinished wood t-bar',
'g e dishwaaher': 'g e dishwasher',
'white semigloass': 'white semi gloss',
'shop swiming pools': 'shop swimming pools',
'rectangular baulaster': 'rectangular baluster',
'cedar 0roofing shingles': 'cedar roofing shingles',
'prehung door fanlite': 'prehung door fan lite',
'martha suart carpet tobacco leaf': 'martha stewart carpet tobacco leaf',
'furnance gas upflow': 'furnace gas upflow',
'spalted m aple': 'spalted maple',
'crimpling pleirs': 'crimping pliers',
'cold stem for glacer bay faucets': 'cold stem for glacier bay faucets',
'holegen flood light 35w': 'halogen flood light 35w',
'ridgid ipact wrench': 'rigid impact wrench',
'twin wsher dryer gas': 'twin washer dryer gas',
'Diamond HArd Acrylic Enamal': 'Diamond HArd Acrylic Enamel',
'stainless steel wall pannels': 'stainless steel wall panels',
'perenial bulb': 'perennial bulb',
'caroilne avenue 36 in single vanity in white marble top in l': 'caroline avenue 36 in single vanity in white marble top in l',
'broadway collectionchrome vanity fixture': 'broadway collection chrome vanity fixture',
'vogoro flower': 'vigoro flower',
'guarge parnel': 'gauge panel',
'sweeep pan': 'sweep pan',
'dewalt magnetic drive quide': 'dewalt magnetic drive guide',
'milwuakee magnetic drive guide': 'milwaukee magnetic drive guide',
'stainlss steel wire wheels': 'stainless steel wire wheels',
'deltile 3x6 ceramic blue': 'daltile 3x6 ceramic blue',
'discontinuedbrown and tan area rug': 'discontinued brown and tan area rug',
'frost protectionm': 'frost protection',
'5 tier chandalier': '5 tier chandelier',
'perry hickory laminte': 'perry hickory laminate',
'carpet chessnut': 'carpet chestnut',
'midnight blue irridecent': 'midnight blue iridescent',
'under cabinet black flourescent': 'under cabinet black fluorescent',
'concord charcole runner': 'concord charcoal runner',
'gibrallar post series cedar post': 'gibraltar post series cedar post',
'jefrrey court 3x12': 'jeffrey court 3x12',
'baking panb': 'baking pan',
'dustless ginder': 'dustless grinder',
'paw print doorbe;;': 'paw print doorbell;;',
'rustolium paint american accesnts': 'rustoleum paint american accents',
'costum key': 'custom key',
'halh circle glass shelf': 'half circle glass shelf',
'pedestial snk': 'pedestal sink',
'cordless celullar': 'cordless cellular',
'scounces wall light outside': 'sconces wall light outside',
'gas powere wood chipper': 'gas powered wood chipper',
'hampton bay brillant maple laminate': 'hampton bay brilliant maple laminate',
't8 flourescent bulbs 4 ft 2 pack': 't8 fluorescent bulbs 4 ft 2 pack',
'leminate floor alexandrea': 'laminate floor alexandria',
'reflector 50w flurecent': 'reflector 50w fluorescent',
'he xl 44 range': 'ge xl44 range',
'branch protctor paint': 'branch protector paint',
'rehargeable aa batteries for landscape lighting': 'rechargeable aa batteries for landscape lighting',
'msa safet work hat': 'msa safety work hat',
'conemporary hanging outdoor light fixture': 'contemporary hanging outdoor light fixture',
'piano door hing': 'piano door hinge',
'kohler whole houser generator': 'kohler whole house generator',
'dynasty collecion': 'dynasty collection',
'chesapeke nightstand in cherry': 'chesapeake nightstand in cherry',
'kohler glas shower door 4ft': 'kohler glass shower door 4ft',
'apartment size refreidgerator': 'apartment size refrigerator',
'centerpise': 'centerprise',
'motar for large tilw': 'mortar for large tile',
'bathroom lightning 48 inch': 'bathroom lighting 48 inch',
'panle clamp': 'panel clamp',
'roll up door fo shed': 'roll up door for shed',
'oil rubbed bronze airgap for dishwasher': 'oil rubbed bronze air gap for dishwasher',
'multi plub adapter': 'multi plug adapter',
'decorative clarance': 'decorative clarence',
'tamper resistant combo outet black': 'tamper resistant combo outlet black',
'polyurethane collors': 'polyurethane colors',
'scrool lever': 'scroll lever',
'gentec smoke detector': 'gentex smoke detector',
'kohler claxton biscuit sink': 'kohler caxton biscuit sink',
'strapping for cielings': 'strapping for ceilings',
'wall mounteddrop leaf table': 'wall mounted drop leaf table',
'chamberlain intercomm': 'chamberlain intercom',
'sumpter oask': 'sumpter oak',
'torino chandler 5 light bn': 'torino chandelier 5 light bn',
'allure red mahoghany': 'allure red mahogany',
'ge personal eletrical home security': 'ge personal electric home security',
'for rent sighn': 'for rent sign',
'coper clad aluminum': 'copper clad aluminum',
'homeywell cool moisture humidifier filters': 'honeywell cool moisture humidifier filters',
'hdc fairlawm jasper cane': 'hdc fairlawn jasper cane',
'wire fen c e': 'wire fence',
'cap screww everbilt 1/4in x2in': 'cap screw everbilt 1/4in x2in',
'metal urathane': 'metal urethane',
'blitz colth': 'blitz cloth',
'commercial accunts': 'commercial accounts',
'electic chainsaw worx': 'electric chainsaw worx',
'power toll accesories': 'power tool accessories',
'leviton - decora 3 gang midway nylon wall plate - light almo': 'leviton - decora 3 gang midway nylon wall plate - light almond',
'pond filter mediumpond filter pads': 'pond filter media pond filter pads',
'tall wine cabnet': 'tall wine cabinet',
'bulk calking': 'bulk caulking',
'insolated cooler with a strap': 'insulated cooler with a strap',
'concete placer': 'concrete placer',
'transmissin leak stopper': 'transmission leak stopper',
'toilet in buisk': 'toilet in buick',
'black wire hidder': 'black wire hider',
'braid trim ceramic title molding': 'braid trim ceramic tile molding',
'laundry tub fosets valves': 'laundry tub faucets valves',
'schlage plymoth orbit oil rubbed bronze': 'schlage plymouth orbit oil rubbed bronze',
'romanic poetry flat interior paint': 'romantic poetry flat interior paint',
'worklight 500 watt bullbs': 'worklight 500 watt bulbs',
'elvies ornament': 'elvis ornament',
'dpcam camera': 'dropcam camera',
'clorine tabs for septic': 'chlorine tabs for septic',
'interor door framed': 'interior door frame',
'hot dipped galvanized screwes': 'hot dipped galvanized screws',
'14 ft.w x29 ft.l x 14 ft.h': '14 ft.w x 29 ft.x 14 ft.h',
'water resistent top': 'water resistant top',
'galvinize 2 in box of screws': 'galvanized 2 in box of screws',
'taupe teasure carpet': 'taupe treasure carpet',
'nickle vanity lighting mosaics': 'nickel vanity lighting mosaics',
'heat circualtor': 'heat circulator',
'flexible pvc joing': 'flexible pvc joint',
'14 metal abresive blade': '14 metal abrasive blade',
'foldin g patio doors': 'folding patio doors',
'primeline mirror sliding doors': 'prime line mirror sliding doors',
'sanora maple flooring': 'sonora maple flooring',
'plastic paint containwes with lid': 'plastic paint containers with lid',
'deck fasting systems': 'deck fastening systems',
'long handled squeege window cleaning': 'long handled squeegee window cleaning',
'lsnd scape trim edger': 'landscape trim edger',
'rust oleum aged iron': 'rustoleum aged iron',
'redi ledge cooner': 'redi ledge corner',
'milwakee work radio': 'milwaukee work radio',
'progress piedmot': 'progress piedmont',
'home security camera cablee': 'home security camera cable',
'white rock daltale': 'white rock daltile',
'japenes lilacs': 'japanese lilacs',
'thickrubber mat': 'thick rubber mat',
'topdown bottom up shades': 'top down bottom up shades',
'locktite 9oz 2in1 premium sealant': 'loctite 9oz 2in1 premium sealant',
'evaporative thermstate': 'evaporative thermostat',
'red devil paint cleanaer': 'red devil paint cleaner',
'beer wine refrigeratr': 'beer wine refrigerator',
'forced air vents covrs': 'forced air vents covers',
'ew drops marquee paint': 'dew drops marquee paint',
'kitchen sink and fawcet black dual mount': 'kitchen sink and faucet black dual mount',
'dimmable fluoreecent': 'dimmable fluorescent',
'textured 6 pannel hollow core primed composite prehung inter': 'textured 6 panel hollow core primed composite prehung inter',
'dakato 4 light': 'dakota 4 light',
'playset handels': 'playset handles',
'vauhhan hammers': 'vaughan hammers',
'sterling frosted glass shower ath doors': 'sterling frosted glass shower bath doors',
'autom tic drawer lite': 'automatic drawer light',
'all trellisses': 'all trellises',
'american standard 5324.019 enlongate toilet seat': 'american standard 5324.019 elongated toilet seat',
'15 in built in maytag trash compactorr': '15 in built in maytag trash compactor',
'3 butto pico pj-3b': '3 button pico pj-3b',
'ligth': 'light',
'sissors': 'scissors'
} 
<concatenate>
SEED = 1380
data_all = pd.concat([train, test], axis=0, ignore_index=True )<merge>
kf1 = KFold(n_splits=10, shuffle=True, random_state=SEED)
 kf2 = KFold(n_splits=10, shuffle=True, random_state=SEED+SEED )
data_all = pd.merge(data_all, desc, how = 'left', on = 'product_uid')
 data_all = pd.merge(data_all, brand, how = 'left', on = 'product_uid' )<feature_engineering>
params_xgb = {
"booster": "gbtree",
"objective": "reg:squarederror",
"eval_metric": "rmse",
"max_depth": 15,
"eta": 0.0065,
"gamma": 0.005346636874993822,
"colsample_bytree": 0.5,
"subsample": 0.7,
"min_child_weight": 257,
"alpha": 0.01563,
"lambda": 0.003,
"tree_method": "hist",
"seed": SEED
}
attr_stripped = attr
attr_stripped['name'] = attr_stripped['name'].astype(str)
 attr_stripped['name'] = attr_stripped['name'].apply(lambda s: re.sub(r"Bullet([0-9]+)", "", s))
attr_stripped['attribute'] = attr_stripped['name'] + " " + attr_stripped['value']
attr_test = attr_stripped.groupby('product_uid' ).agg({'attribute': lambda s : ' '.join(s.astype(str)) } ).reset_index()<merge>
d_test = xgb.DMatrix(X_test )
data_all = pd.merge(data_all, attr_test, how = 'left', on = 'product_uid' )<categorify>
y_test_xgb = pd.DataFrame()
for tr_id, vl_id in kf1.split(X, y):
print("===========================================================")
 X_train, X_val = X[tr_id, :], X[vl_id, :]
y_train, y_val = y[tr_id], y[vl_id]
d_train = xgb.DMatrix(X_train, y_train)
 d_val = xgb.DMatrix(X_val, y_val)
 model = xgb.train(params=params_xgb,
dtrain=d_train,
num_boost_round=10000,
early_stopping_rounds=50,
verbose_eval=500,
evals=[(d_train, "train"),(d_val, "val")])
 pred = model.predict(d_test, ntree_limit=model.best_ntree_limit)
 pred = pd.Series(pred)
 y_test_xgb = pd.concat([y_test_xgb, pred], axis=1 )
def string_edit(s):
if isinstance(s, str):
s = re.sub(r"(\w)\.( [A-Z])", r"\1 \2", s)
 s = s.lower()
s = s.replace(" "," ")
 s = s.replace(",","")
 s = s.replace("$"," ")
 s = s.replace("?"," ")
 s = s.replace("-"," ")
 s = s.replace("//","/")
 s = s.replace(".. ",".")
 s = s.replace(" / "," ")
 s = s.replace(" \\ "," ")
 s = s.replace(".",".")
 s = re.sub(r"(^\.|/)", r"", s)
 s = re.sub(r"(\.|/)$", r"", s)
 s = re.sub(r"([0-9] )([a-z])", r"\1 \2", s)
 s = re.sub(r"([a-z] )([0-9])", r"\1 \2", s)
 s = s.replace(" x "," xbi ")
 s = re.sub(r"([a-z] )(*)\.( * )([a-z])", r"\1 \4", s)
 s = re.sub(r"([a-z] )(*)/(* )([a-z])", r"\1 \4", s)
 s = s.replace("*"," xbi ")
 s = s.replace(" by "," xbi ")
 s = re.sub(r"([0-9] )(*)\.( * )([0-9])", r"\1.\4", s)
 s = re.sub(r"([0-9]+ )(* )(inches|inch|in|')\.?", r"\1in.", s)
 s = re.sub(r"([0-9]+ )(* )(foot|feet|ft|'')\.?", r"\1ft.", s)
 s = re.sub(r"([0-9]+ )(* )(pounds|pound|lbs|lb)\.?", r"\1lb.", s)
 s = re.sub(r"([0-9]+ )(* )(square|sq)?\.?(feet|foot|ft)\.?", r"\1sq.ft.", s)
 s = re.sub(r"([0-9]+ )(* )(cubic|cu)?\.?(feet|foot|ft)\.?", r"\1cu.ft.", s)
 s = re.sub(r"([0-9]+ )(* )(gallons|gallon|gal)\.?", r"\1gal.", s)
 s = re.sub(r"([0-9]+ )(* )(ounces|ounce|oz)\.?", r"\1oz.", s)
 s = re.sub(r"([0-9]+ )(* )(centimeters|cm)\.?", r"\1cm.", s)
 s = re.sub(r"([0-9]+ )(* )(milimeters|mm)\.?", r"\1mm.", s)
 s = s.replace("°"," degrees ")
 s = re.sub(r"([0-9]+ )(* )(degrees|degree)\.?", r"\1deg.", s)
 s = s.replace(" v "," volts ")
 s = re.sub(r"([0-9]+ )(* )(volts|volt)\.?", r"\1volt.", s)
 s = re.sub(r"([0-9]+ )(* )(watts|watt)\.?", r"\1watt.", s)
 s = re.sub(r"([0-9]+ )(* )(amperes|ampere|amps|amp)\.?", r"\1amp.", s)
 s = s.replace(" "," ")
 s = s.replace("."," ")
 s = re.sub(r"zero\.?", r"0 ", s)
 s = re.sub(r"one\.?", r"1 ", s)
 s = re.sub(r"two\.?", r"2 ", s)
 s = re.sub(r"three\.?", r"3 ", s)
 s = re.sub(r"four\.?", r"4 ", s)
 s = re.sub(r"five\.?", r"5 ", s)
 s = re.sub(r"six\.?", r"6 ", s)
 s = re.sub(r"seven\.?", r"7 ", s)
 s = re.sub(r"eight\.?", r"8 ", s)
 s = re.sub(r"nine\.?", r"9 ", s)
 return s
else:
return "null" 
<string_transform>
pred_xgb = y_test_xgb
def str_stemmer(s):
return " ".join([stemmer.stem(word)for word in s.lower().split() ] )<string_transform>
y_test_xgb = y_test_xgb.mean(axis=1)
 y_test_xgb = np.array(y_test_xgb )
def str_common_word(str1, str2):
return sum(int(str2.find(word)>=0)for word in str1.split() )<feature_engineering>
pred_xgb_pseudo = pd.DataFrame()
for tr_id, vl_id in kf2.split(X_xgb, y_xgb):
print("========================================================================")
 X_train, X_val = X_xgb[tr_id, :], X_xgb[vl_id, :]
y_train, y_val = y_xgb[tr_id], y_xgb[vl_id]
d_train = xgb.DMatrix(X_train, y_train)
 d_val = xgb.DMatrix(X_val, y_val)
 model = xgb.train(params=params_xgb,
dtrain=d_train,
num_boost_round=10000,
early_stopping_rounds=50,
verbose_eval=500,
evals=[(d_train, "train"),(d_val, "val")])
 pred = model.predict(d_test, ntree_limit=model.best_ntree_limit)
 pred = pd.Series(pred)
 pred_xgb_pseudo = pd.concat([pred_xgb_pseudo, pred], axis=1 )
data_all['search_term']=data_all['search_term'].map(lambda x: google_dict[x] if x in google_dict.keys() else x )<feature_engineering>
params_lgb = {
"task": "train",
"boosting_type": "gbdt",
"objective": "regression",
"metric": "rmse",
"learning_rate": 0.0057,
"num_leaves": 256,
"bagging_fraction": 0.8206341150202605,
"feature_fraction": 0.5,
"min_data_in_leaf": 100,
"lambda_l1": 1.074622455507616e-05,
"lambda_l2": 2.0521330798729704e-06,
"min_data_per_group": 5,
"max_depth": -1,
"subsample_for_bin": 200000,
"cat_smooth": 1.0,
"min_sum_hessian_in_leaf": 0.001,
"bagging_freq": 6,
"min_gain_to_split": 0.0,
"verbosity": -1,
"random_state": SEED
}
start_time = time.time()
data_all['search_term'] = pd.Series(data_all['search_term'].map(lambda x:str_stemmer(str(x))))
data_all['product_title'] = pd.Series(data_all['product_title'].map(lambda x:str_stemmer(str(x))))
data_all['product_description'] = pd.Series(data_all['product_description'].map(lambda x:str_stemmer(str(x))))
data_all['attribute'] = pd.Series(data_all['attribute'].map(lambda x:str_stemmer(str(x))))
print("--- %s seconds ---" %(time.time() - start_time))<data_type_conversions>
y_test_lgb = pd.DataFrame()
for tr_id, vl_id in kf1.split(X, y):
print("======================================================================")
 X_train, X_val = X[tr_id, :], X[vl_id, :]
y_train, y_val = y[tr_id], y[vl_id]
lgb_train = lgb.Dataset(X_train, label=y_train)
 lgb_val = lgb.Dataset(X_val, label=y_val, reference=lgb_train)
 model = lgb.train(params=params_lgb,
train_set=lgb_train,
valid_sets=(lgb_train, lgb_val),
num_boost_round=10000,
early_stopping_rounds=50,
verbose_eval=500)
 pred = model.predict(X_test, num_iteration=model.best_iteration)
 pred = pd.Series(pred)
 y_test_lgb = pd.concat([y_test_lgb, pred], axis=1 )
data_all['len_of_query'] = data_all['search_term'].map(lambda x:len(str(x ).split())).astype(np.int64 )<data_type_conversions>
pred_lgb = y_test_lgb
data_all['len_of_brand'] = data_all['brand'].map(lambda x:len(str(x ).split())).astype(np.int64 )<data_type_conversions>
y_test_lgb = y_test_lgb.mean(axis=1)
 y_test_lgb = np.array(y_test_lgb )
data_all['len_of_attribute'] = data_all['attribute'].map(lambda x:len(str(x ).split())).astype(np.int64 )<feature_engineering>
pred_lgb_pseudo = pd.DataFrame()
for tr_id, vl_id in kf2.split(X_lgb, y_lgb):
print("======================================================================")
 X_train, X_val = X_lgb[tr_id, :], X_lgb[vl_id, :]
y_train, y_val = y_lgb[tr_id], y_lgb[vl_id]
lgb_train = lgb.Dataset(X_train, label=y_train)
 lgb_val = lgb.Dataset(X_val, label=y_val, reference=lgb_train)
 model = lgb.train(params=params_lgb,
train_set=lgb_train,
valid_sets=(lgb_train, lgb_val),
num_boost_round=10000,
early_stopping_rounds=50,
verbose_eval=500)
 pred = model.predict(X_test, num_iteration=model.best_iteration)
 pred = pd.Series(pred)
 pred_lgb_pseudo = pd.concat([pred_lgb_pseudo, pred], axis=1 )
data_all['product_info'] = data_all['search_term']+'\t'+data_all['product_title']+'\t'+data_all['product_description']+'\t'+data_all['attribute']<feature_engineering>
pred = pd.concat([pred_xgb, pred_lgb], axis=1)
 pred = pred.mean(axis=1)
 pred_pseudo = pd.concat([pred_xgb_pseudo, pred_lgb_pseudo], axis=1)
 pred_pseudo = pred_pseudo.mean(axis=1 )
data_all['word_in_title'] = data_all['product_info'].map(lambda x:str_common_word(str(x ).split('\t')[0],str(x ).split('\t')[1]))<feature_engineering>
sample_sub = pd.read_csv(".. /input/tabular-playground-series-jan-2021/sample_submission.csv")
 sub = sample_sub.copy()
sub_pseudo = sample_sub.copy()
data_all['word_in_description'] = data_all['product_info'].map(lambda x:str_common_word(str(x ).split('\t')[0],str(x ).split('\t')[2]))<feature_engineering>
sub["target"] = pred
sub
data_all['word_in_attributes'] = data_all['product_info'].map(lambda x:str_common_word(str(x ).split('\t')[0],str(x ).split('\t')[3]))<feature_engineering>
sub_pseudo["target"] = pred_pseudo
sub_pseudo
<feature_engineering><EOS> 
sub.to_csv("submission.csv", index=False)
 sub_pseudo.to_csv("submission_pseudo.csv", index=False )