Normalised records

Normalised records (silver)

Each raw row is parsed into consistently formatted fields. Every change from the raw value is recorded as a data-quality flag.

Normalised rows

99,495

usable in matching

Flagged rows

99,881

99.9% carry at least one flag

Junk quarantined

505

no usable last name

Average quality score

0.75

1.00 = no corrections needed

Quality flags

What normalisation had to do, and how often. Select a flag to filter the table.

Placeholder values cleared71,257
Placeholder tokens such as NULL, N/A, UNKNOWN or "-" treated as empty
Whitespace trimmed57,061
Leading or trailing whitespace removed from one or more fields
Address re-cased56,490
Street line re-cased and punctuation removed
Street suffix standardised55,824
Street suffix standardised to USPS abbreviation (Street to St, Avenue to Ave, and so on)
Phone reformatted50,244
Phone reduced to ten digits, punctuation and leading country code removed
Name re-cased39,996
Name letter-case rewritten to Title Case and stray characters removed
Date of birth reformatted32,400
Date of birth rewritten to ISO 8601 from a source format (MM/DD/YYYY, YYYYMMDD, Mon D, YYYY)
City re-cased17,850
City re-cased to Title Case
Gender normalised16,828
Gender mapped to F or M from a longer or variant value
Email lower-cased11,635
Email lower-cased
Name split from “Last, First”9,980
First-name field held "LAST, FIRST"; the two parts were split into their own fields
State name converted to code9,084
Full state name replaced by its two-letter USPS code
ZIP+4 trimmed8,263
ZIP+4 trimmed to the five-digit ZIP
Member ID reformatted7,723
Member ID re-hyphenated and upper-cased to the UHC-#####-## pattern
ZIP missing7,146
Street address present but no ZIP supplied
Unit split from street6,994
Apartment, suite or unit designator split from street line and re-appended in standard form
Two-digit birth year6,661
Date of birth carried a two-digit year; century inferred by pivot
State code upper-cased4,010
Two-letter state code upper-cased
Plan code upper-cased3,278
Plan code upper-cased
SSN last four extracted2,817
Last four digits of SSN extracted from a longer or punctuated value
Date of birth unreadable2,274
Date of birth did not match any known format or was out of range; cleared
Phone missing area code2,021
Phone had only seven digits (no area code); cleared
Middle initial moved out of first name1,125
A single middle initial was embedded in the first-name field and moved to middle name
Date of birth missing990
Date of birth absent or a null token; left empty
No usable name (quarantined)505
No usable last name; record quarantined as junk and excluded from matching

Normalised records

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-136912	ENR	Aisha Moreno	1979-05-12	UHC-22386-72	—	8472 Mesa Dr, Phoenix, AZ, 85040	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-103410	ENR	Danieelle Mendez	1958-05-25	UHC-12593-59	5943795180	9769 Palm Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-142487	ENR	Kayla Z Maldondao	1992-01-10	UHC-94753-42	4539296460	4114 Ridge Rd, Austin, TX, 78798	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140863	ENR	Philip H Bradley	1947-05-21	UHC-22562-15	9412965648	8709 Palm Dr, Jacksonville, FL, 32210	0.48	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-133060	ENR	Howell Michael	1990-10-17	UHC-61004-06	3392235079	7155 Palm Dr, Tempe, AZ, 85207	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-112752	ENR	Kelly E Flores	1971-04-25	UHC-51326-64	3232449263	4492 Park Pl, Scottsdale, AZ, 85258	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-133550	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-133549	ENR	Christine Brooks	1953-12-25	UHC-05235-32	7432386989	3231 Cedar Ln, Seattle, WA	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140092	ENR	Sandra Q White	2005-05-03	UHC-13421-40	9485449274	2142 Indian School Rd, Atlanta, GA, 30380	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-106742	ENR	James Henderson	1975-12-19	UHC-00613-90	4786508381	6458 Meadow Ln # 469, Glendale, AZ, 85305	0.48	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+4 more
ENR-111527	ENR	Carolyn Bryant	1990-06-16	UHC-09342-45	7735473261	9240 Park Pl Apt 17, San Diego, CA	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-119730	ENR	Anthony Wilson	1939-06-01	UHC-13776-69	9828141368	2727 Ridge Rd, Fresno, CA, 93778	0.48	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+4 more
ENR-103954	ENR	Hannah Q Peterson	—	UHC-35783-07	7797108154	3908 Pine Dr, Jacksonville, FL, 32263	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-128134	ENR	Frances O Rojas	1985-05-01	UHC-82208-39	7203371205	270 Willow Ct, Orlando, FL	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-136852	ENR	Daid R Hawkins	1982-08-05	UHC-77123-33	5873923847	4607 Jefferson Ave, Fresno, CA, 93781	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-141811	ENR	Arthur I Simpson	1989-03-06	UHC-42939-64	9104017402	7971 Indian School Rd, Dallas, TX, 75222	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-122950	ENR	Kimberly X Mejia	1985-02-21	UHC-36570-17	6294855846	5419 Park Pl # 913, Seattle, WA, 98113	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-128912	ENR	Terry N Lawson	1974-04-04	UHC-03302-69	4487968474	3688 Hillcrest Rd, Eden Prairie, MN, 55383	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108342	ENR	Doris Perry	1995-06-20	UHC-81544-25	5294842209	9693 Lincoln Way, Atlanta, GA, 30330	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139642	ENR	Teresa A Anderson	1956-03-17	UHC-79731-73	5457376239	3024 Meadow Ln # 952, Seattle, WA, 98117	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-107241	ENR	Rachel Wheeler	1968-04-06	UHC-03328-76	7983935087	3159 River Rd Apt 32, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-113251	ENR	Willie G Espinoza	—	UHC-99098-64	3943371897	6665 Harbor Blvd, Chandler, AZ, 85275	0.48	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+4 more
ENR-120361	ENR	Frances V Roes	1991-03-14	UHC-35281-32	3646072891	7938 Church St, Gilbert, AZ, 85260	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-118555	ENR	Betty K Larson	1944-06-06	UHC-50271-71	6958636190	304 Baseline Rd, Orlando, FL, 32814	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100045	ENR	Ruth J Price	1978-12-03	UHC-48375-18	—	5458 Canyon Rd, Seattle, WA, 98144	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-105416	ENR	Betty Padilla	1979-09-12	UHC-00259-16	—	7491 Canyon Rd, Tampa, FL, 33609	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-124854	ENR	Ethan T Mitchell	1954-08-17	UHC-64818-21	2938524806	4533 Valley View Dr, Atlanta, GA, 30372	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-127103	ENR	Benjamin B Weaver	1996-08-10	UHC-20232-99	—	3047 Willow Ct, Columbus, OH, 43204	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-102158	ENR	Philip T Hall	1945-11-02	UHC-71742-64	2372809330	3728 Hillcrest Rd, San Diego, CA, 92177	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100964	ENR	Jon W Bryant	1980-03-06	UHC-60743-94	2067526309	6901 Baseline Rd, Plano, TX, 75033	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-103999	ENR	Judith Brown	2002-05-09	UHC-51197-10	9838068975	3207 Maple Ave Apt 15, Scottsdale, AZ, 85295	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-137589	ENR	Kevin Howard	1967-09-16	UHC-68679-39	4834384719	5866 Sunset Blvd, Chandler, AZ, 85212	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100033	ENR	Vincent L Oliver	1973-05-14	UHC-16577-40	7476422564	6938 Apache Blvd, San Diego, CA, 92161	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-129174	ENR	Lucia C Wood	1946-04-20	UHC-62547-59	3236700149	2088 Indian School Rd, Los Angeles, CA	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+4 more
ENR-128036	ENR	Carlos M Hughes	1955-05-05	UHC-29904-36	3896114765	516 Sunset Blvd Apt 37, Plano, TX, 75047	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-141661	ENR	William T Rodriguez	1993-05-23	UHC-66982-37	2477420627	2554 Market St, Columbus, OH, 43296	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-118684	ENR	Bradley L Henry	2003-04-13	UHC-31206-71	6406003977	7362 Park Pl # 878, Chandler, AZ, 85294	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-119674	ENR	Tyer S Torrees	2002-11-05	UHC-22537-44	8389413003	9062 Oak St, Tampa, FL, 33673	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105568	ENR	Matthew Carroll	1999-01-17	UHC-31003-23	4908055318	223 Market St, San Diego, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-120651	ENR	Karen Lucas	1956-07-02	UHC-43243-09	5065661046	6460 Bayshore Dr Apt 23, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-131811	ENR	Luis G Perry	1946-06-14	UHC-22698-52	—	8902 Park Pl, Tucson, AZ, 85755	0.48	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-141381	ENR	Beverly Henry	1938-07-18	UHC-07701-78	8819876074	4245 Lake View Rd Apt 29, Scottsdale, AZ, 85260	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-142354	ENR	Judy M Lynch	1966-09-04	UHC-41671-34	—	5926 Mesa Dr # 463, Austin, TX, 78718	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-136504	ENR	Ruh C Montgomery	1968-10-18	UHC-83646-29	—	125 Sunset Blvd, Atlanta, GA, 30383	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113152	ENR	Tler Sullivan	1992-07-06	UHC-70041-90	9603215648	1500 Meadow Ln, Miami, FL, 33115	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-132029	ENR	Angela U Henry	1969-08-26	UHC-34788-41	7765868352	8514 Desert Sky Blvd, San Antonio, TX, 78276	0.48	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106784	ENR	Denise L Morgan	1995-12-27	UHC-49964-55	5346232496	5211 Harbor Blvd Apt 36, Houston, TX, 77085	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-130246	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130247	ENR	Emily X Little	1996-04-14	UHC-12266-19	7375403603	3165 Sunset Blvd, Chandler, AZ, 85292	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127584	ENR	Nicole Snyder	1988-07-06	UHC-47909-54	3302417673	6336 Spring St, San Antonio, TX, 78237	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

13,989 rows, page 15 of 280Previous Next