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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-100059	ENR	Doris F Garza	1957-12-18	UHC-03918-71	5597495345	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.80	Phone reformatted SSN last four extracted Email lower-cased Whitespace trimmed
ENR-130176	ENR	Daniel P Ellis	1977-11-27	UHC-49609-99	3545564756	1259 Maple Ave, Nashville, TN, 37258	0.80	Phone reformatted Member ID reformatted SSN last four extracted Placeholder values cleared
ENR-129248	ENR	Camila Cox	1938-02-19	—	3228283937	2807 Grand Ave, Las Vegas, NV, 89111	0.82	Name re-cased SSN last four extracted Placeholder values cleared
ENR-104786	ENR	Dylan Long	1960-07-19	UHC-17533-10	3123143102	7418 Pine Dr, Sacramento, CA, 95808	0.82	SSN last four extracted Email lower-cased Whitespace trimmed
ENR-126498	ENR	Gerald Hunter	1976-08-21	UHC-23416-82	5766572026	6553 Lincoln Way, Glendale, AZ, 85317	0.82	Name re-cased Phone reformatted SSN last four extracted
ENR-114024	ENR	Omar Mithell	1974-05-09	UHC-58230-06	—	3506 Lake View Rd, San Antonio, TX, 78208	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-132875	ENR	Diana K Dean	1970-06-22	UHC-92926-13	5154529362	2271 Indian School Rd, Orlando, FL, 32852	0.82	SSN last four extracted Plan code upper-cased Whitespace trimmed
ENR-109699	ENR	Bran Le	2007-01-23	UHC-37994-02	2303241379	1142 Jefferson Ave, Nashville, TN, 37201	0.82	Name re-cased SSN last four extracted Placeholder values cleared
ENR-109700	ENR	Bran Le	2007-01-23	UHC-37994-02	2303241379	1142 Jefferson Ave, Nashville, TN, 37201	0.82	Name re-cased SSN last four extracted Placeholder values cleared
ENR-128210	ENR	Megan A Medina	1944-10-12	UHC-22001-33	3529675550	3116 Hillcrest Rd, Jacksonville, FL, 32245	0.82	Date of birth reformatted Member ID reformatted SSN last four extracted
ENR-120000	ENR	Terry Z Diaz	2005-09-08	UHC-25528-49	—	5482 Central Ave, Los Angeles, CA, 90006	0.82	Date of birth reformatted SSN last four extracted Placeholder values cleared
ENR-142336	ENR	Katherine Kelly	1938-08-01	UHC-13415-79	8695592521	5787 Camelback Rd, Tempe, AZ, 85261	0.82	Phone reformatted Member ID reformatted SSN last four extracted
ENR-131298	ENR	George Gilbert	1990-12-21	UHC-16075-96	8126049356	5038 Ocean Ave, Seattle, WA, 98165	0.82	Phone reformatted SSN last four extracted Placeholder values cleared
ENR-119602	ENR	Madison Wheeler	1971-01-22	UHC-77320-73	5496303576	1054 Market St, Fresno, CA, 93735	0.82	Name re-cased Phone reformatted SSN last four extracted
ENR-133618	ENR	Martha Y Mitchell	1967-06-15	UHC-13759-17	2193876802	7494 Baseline Rd, Mesa, AZ, 85291	0.82	Name re-cased Phone reformatted SSN last four extracted
ENR-105913	ENR	Jonathan V Cunningham	1988-01-15	UHC-32520-91	—	8972 Union St, Minneapolis, MN, 55470	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-137103	ENR	Arjun Q Flores	1999-02-16	UHC-44900-25	4325571777	8217 Union St, Tempe, AZ, 85277	0.82	Name re-cased SSN last four extracted Placeholder values cleared
ENR-102627	ENR	Wood Wei	1999-07-20	UHC-75274-07	8375532919	—	0.82	Name re-cased SSN last four extracted Placeholder values cleared
ENR-136101	ENR	Ann K Silva	1967-02-28	UHC-80435-97	4397147845	924 Desert Sky Blvd, San Diego, CA, 92117	0.82	Name re-cased Phone reformatted SSN last four extracted
ENR-100713	ENR	Amanda O Rice	1982-08-02	UHC-69443-51	6555357007	6243 Lake View Rd, Minneapolis, MN, 55444	0.82	Phone reformatted SSN last four extracted Email lower-cased
ENR-124816	ENR	Adam W Ortega	1967-06-08	UHC-25173-52	8585875028	8102 Mountain View Dr, Orlando, FL, 32855	0.82	Phone reformatted SSN last four extracted City re-cased
ENR-124954	ENR	Patrick K Ford	1991-01-12	UHC-72154-88	9043307144	6567 Mountain View Dr, Mesa, AZ, 85235	0.82	SSN last four extracted City re-cased Placeholder values cleared
ENR-119941	ENR	Aaron A Webb	1951-01-24	UHC-18647-43	3763304503	4854 Forest Ave, Phoenix, AZ, 85084	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-134423	ENR	Kelly K Mitchell	1991-07-13	UHC-46965-75	2523108532	256 Sunset Blvd, Seattle, WA, 98147	0.82	Phone reformatted SSN last four extracted Email lower-cased
ENR-107613	ENR	Ralph H Gibson	1946-06-11	UHC-67040-22	7784826524	4521 Lincoln Way, Columbus, OH, 43281	0.82	Phone reformatted SSN last four extracted City re-cased
ENR-124294	ENR	Eric N Hunt	1981-12-10	UHC-73011-66	6843580013	7141 Sunset Blvd, Dallas, TX, 75227	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-139676	ENR	Carol N Olson	1943-01-24	UHC-73394-99	4044328857	541 Willow Ct, Charlotte, NC, 28213	0.82	SSN last four extracted Plan code upper-cased Whitespace trimmed
ENR-120094	ENR	Frank Rommero	1972-06-16	UHC-14499-44	5428787390	3613 Mesa Dr, Sacramento, CA, 95840	0.82	Name re-cased SSN last four extracted Placeholder values cleared
ENR-125273	ENR	Nancy H Dixon	1946-03-13	UHC-18593-21	7704212054	9305 Ridge Rd, Charlotte, NC, 28215	0.82	Phone reformatted SSN last four extracted Whitespace trimmed
ENR-125272	ENR	Nancy H Dixon	1946-03-13	UHC-18593-21	7704212054	9305 Ridge Rd, Charlotte, NC, 28215	0.82	Phone reformatted SSN last four extracted Whitespace trimmed
ENR-125733	ENR	Marilyn U Patel	1962-10-23	UHC-01102-59	4424205948	7087 Camelback Rd, Los Angeles, CA, 90079	0.82	Phone reformatted SSN last four extracted Whitespace trimmed
ENR-116080	ENR	Dennis I Salazar	1987-01-01	UHC-90264-58	5807510726	1001 Mesa Dr, Nashville, TN, 37293	0.82	Phone reformatted SSN last four extracted Whitespace trimmed
ENR-131477	ENR	Ronadl Smith	1951-01-23	UHC-41571-65	2564143688	6968 Central Ave, Los Angeles, CA, 90025	0.82	Date of birth reformatted Phone reformatted SSN last four extracted
ENR-122105	ENR	Priya Z Reynolds	1995-05-20	UHC-03653-51	3755415656	3380 Camelback Rd, Tucson, AZ, 85754	0.82	Phone reformatted SSN last four extracted Whitespace trimmed
ENR-126367	ENR	Alice Y Willis	1944-06-18	UHC-52240-26	7088054449	5380 Willow Ct, Nashville, TN, 37241	0.82	Phone reformatted SSN last four extracted Whitespace trimmed
ENR-134985	ENR	Racehl D Fowler	1961-06-04	UHC-31365-37	9838192153	8131 Sunset Blvd, Phoenix, AZ, 85069	0.82	Phone reformatted SSN last four extracted Email lower-cased
ENR-115171	ENR	Mariana Alvarez	1951-04-01	UHC-81390-02	8235937971	8423 Desert Sky Blvd, Eden Prairie, MN, 55335	0.82	Phone reformatted Member ID reformatted SSN last four extracted
ENR-112172	ENR	Emma Robertson	1974-03-04	UHC-78323-03	7425016743	434 Pine Dr, Tempe, AZ, 85242	0.82	Date of birth reformatted SSN last four extracted Whitespace trimmed
ENR-112171	ENR	Emma Robertson	1974-03-04	UHC-78323-03	7425016743	434 Pine Dr, Tempe, AZ, 85242	0.82	Date of birth reformatted SSN last four extracted Whitespace trimmed
ENR-104237	ENR	Keith D Price	1997-10-13	UHC-07851-61	8287261678	—	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-104238	ENR	Keith D Price	1997-10-13	UHC-07851-61	8287261678	—	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-132341	ENR	Edward Hunter	1959-05-04	UHC-02646-40	5257953461	452 Central Ave, Seattle, WA, 98113	0.82	Date of birth reformatted SSN last four extracted Whitespace trimmed
ENR-136423	ENR	Sean Campbell	2004-05-09	UHC-72935-03	7992053462	1432 Lincoln Way, Orlando, FL, 32803	0.82	Phone reformatted SSN last four extracted Whitespace trimmed
ENR-116504	ENR	Andrea T King	1981-08-14	UHC-59243-19	3575903094	1431 Broadway, Minneapolis, MN, 55482	0.82	SSN last four extracted Address re-cased Email lower-cased
ENR-140468	ENR	Jacob Rose	1989-01-02	UHC-83239-78	4309787580	933 Jefferson Ave, Houston, TX, 77057	0.82	Phone reformatted SSN last four extracted Whitespace trimmed
ENR-107113	ENR	Keith Ortega	1978-12-20	UHC-38565-14	5204163841	—	0.82	Phone reformatted SSN last four extracted Email lower-cased
ENR-110269	ENR	Maria Nunez	1946-01-24	UHC-05838-12	8092197412	5440 Camelback Rd, Atlanta, GA, 30342	0.82	Date of birth reformatted Phone reformatted SSN last four extracted
ENR-113516	ENR	Catherine M McCoy	1960-03-19	UHC-63901-64	3055153179	1175 Lincoln Way, Columbus, OH, 43286	0.82	SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-141904	ENR	Richard U Green	1944-05-14	UHC-91416-11	8105680913	8231 Union St, Minneapolis, MN, 55428	0.82	Name re-cased Phone reformatted SSN last four extracted
ENR-127658	ENR	Helen O Parker	1993-11-12	UHC-81686-86	—	3784 Ocean Ave, Miami, FL, 33106	0.82	Name re-cased Date of birth reformatted SSN last four extracted

1,767 rows, page 34 of 36Previous Next