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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-108678	ENR	Priya N Adams	2008-05-26	UHC-46347-96	3218608794	2718 Washington St, Miami, FL, 33122	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised
CLM-418099	CLM	Denise Ortega	1956-02-19	UHC-05763-13	—	9540 Broadway, Dallas, TX, 75244	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-121455	ENR	Arjun T Freeman	1952-09-18	UHC-57216-19	5014414983	2488 Willow Ct, Sacramento, CA, 95816	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-114638	ENR	Anna Gordon	1949-12-19	UHC-99377-53	—	4857 Washington St, Nashville, TN, 37229	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-137520	ENR	Melissa Valdez	1958-04-10	UHC-92566-61	8754810688	1948 Lincoln Way Apt 8, Fresno, CA, 93740	0.68	Name re-cased Date of birth reformatted Unit split from street Gender normalised
TPA-51000	TPA	Gerald Walsh	2000-04-07	—	—	8766 Forest Ave, Plano, TX, 75052	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-123672	ENR	Steven J Tucker	1956-01-22	UHC-06640-86	5935804482	82 Baseline Rd, Glendale, AZ, 85363	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-401108	CLM	Kathryn Holmes	1939-02-10	UHC-21580-23	—	1223 Canyon Rd, Austin, TX, 78717	0.68	Two-digit birth year City re-cased Gender normalised Placeholder values cleared
TPA-56083	TPA	Cheryl Cruz	1952-05-01	—	—	—	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-137082	ENR	Laura Thomas	1940-04-21	UHC-63477-40	8104804448	2534 Central Ave, Columbus, OH, 43227	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-101668	ENR	Valentina H Gordon	1979-06-26	UHC-71342-54	6648338079	674 Jefferson Ave, Glendale, AZ, 85339	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
TPA-50748	TPA	Jacob Diaz	1951-10-15	—	2629357695	37 Camelback Rd, Glendale, AZ, 85327	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-143038	ENR	Joan Price	1962-10-16	UHC-41663-09	—	4745 Church St, Fresno, CA, 93757	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-110576	ENR	Ethan Williamson	1953-08-28	UHC-74604-79	—	7067 Ocean Ave, Tempe, AZ, 85286	0.68	Member ID reformatted State name converted to code Gender normalised Placeholder values cleared
TPA-53312	TPA	Bruce Sanchez	1966-12-13	UHC-67947-39	—	9891 Highland Ave # 771, Tempe, AZ, 85216	0.68	Member ID reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-105149	ENR	Mark Carroll	1980-07-26	UHC-63939-24	6204108335	1141 Highland Ave, Seattle, WA, 98157	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-113910	ENR	Karen Munoz	1997-12-27	UHC-56123-62	—	4891 Pine Dr, Tampa, FL, 33627	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-422403	CLM	Abigail L Soto	1953-03-27	UHC-46807-97	—	3268 Lake View Rd, Mesa, AZ, 85252	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-129224	ENR	Jean E Harrison	2004-10-13	UHC-68382-76	8006415054	6547 Broadway, Sacramento, CA	0.68	Phone reformatted ZIP missing Gender normalised Whitespace trimmed
TPA-63418	TPA	Daniel Davis	2004-12-08	UHC-43463-17	—	8632 Camelback Rd, Dallas, TX, 75272	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-417251	CLM	Martha Henderson	2008-10-26	UHC-24638-57	—	6710 Washington St, Minneapolis, MN, 55437	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-113231	ENR	Edward Woods	1992-09-08	UHC-26897-37	7219091574	7848 Elm St, Tempe, AZ, 85204	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-113230	ENR	Edward Woods	1992-09-08	UHC-26897-37	7219091574	7848 Elm St, Tempe, AZ, 85204	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
PRV-28924	PRV	Amanda N Collins	1995-12-18	UHC-44091-18	3985287707	503 Meadow Ln, Las Vegas, NV, 89196	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-142280	ENR	Donald E Nelson	1994-05-23	UHC-92978-40	4422970550	7977 Market St Apt 25, Nashville, TN, 37255	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-107086	ENR	Douglas Sims	1955-11-20	UHC-18514-72	8535942098	9415 Baseline Rd, Chandler, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
TPA-64437	TPA	Carlos Gardner	1963-10-26	—	—	503 Elm St, Columbus, OH, 43241	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
PRV-25015	PRV	Natalie O Shaw	1966-08-15	UHC-04451-66	2396014239	491 Palm Dr, Sacramento, CA, 95819	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-413214	CLM	Albert Mendez	1972-10-21	UHC-76989-44	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109087	ENR	Zachary Alvarez	2004-08-21	UHC-94286-44	7112809128	8023 Sunset Blvd, Sacramento, CA, 95815	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-416543	CLM	Janet Henderson	1976-07-16	—	—	7039 Mountain View Dr, Houston, TX, 77055	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-123545	ENR	Brittany J Fernandez	1990-03-08	UHC-81322-64	3502239003	6864 Willow Ct, Sacramento, CA, 95898	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
PRV-25894	PRV	Kelly Vasquez	1994-11-02	—	—	2110 Church St, Mesa, AZ, 85274	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-58069	TPA	Sullivan Janet	1962-02-20	UHC-73270-99	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-430665	CLM	Cheryl Banks	1985-09-01	—	6327010937	1981 Cedar Ln, Seattle, WA, 98191	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-52794	TPA	Terry Coooper	1988-02-23	—	—	3070 Bayshore Dr, Minneapolis, MN, 55439	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-108371	ENR	Brian B Patel	—	UHC-04047-38	2347863479	2330 Maple Ave, Orlando, FL, 32876	0.68	Name re-cased Date of birth missing Phone reformatted Gender normalised
ENR-108629	ENR	Abigail Z Hayes	1945-12-15	UHC-77689-43	2909991954	2400 Sage Ct, Denver, CO, 80253	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
CLM-400403	CLM	Patrick H Foster	2001-08-21	UHC-07454-34	2723026646	—	0.68	SSN last four extracted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-135788	ENR	Douglas Edwards	—	UHC-70622-63	4089910490	1861 Bayshore Dr, Sacramento, CA, 95888	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400654	CLM	Arjun Luacs	1993-03-09	UHC-83630-69	—	7452 Indian School Rd, Nashville, TN, 37237	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-112274	ENR	Richard Berry	1982-06-10	UHC-18509-08	3229311447	5809 Mesa Dr, Austin, TX, 78786	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-414094	CLM	Debra J Elliott	1959-08-05	—	—	5362 Park Pl, Nashville, TN, 37210	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-419271	CLM	Katerine Lucas	1966-07-23	UHC-29115-96	—	6724 Market St, Austin, TX, 78706	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-110813	ENR	Grace Webb	1950-04-21	UHC-94686-06	—	2962 Maple Ave, Sacramento, CA, 95873	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-406011	CLM	Rachel Carroll	1956-11-10	UHC-07257-67	—	6558 Union St, Miami, FL, 33163	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-133682	ENR	Tommy Ray	1942-08-12	UHC-25610-12	4378461048	979 Broadway, Tucson, AZ, 85731	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-406855	CLM	Nancy Spencer	2008-09-06	UHC-62462-17	6803761098	6931 Ocean Ave, Charlotte, NC, 28255	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64171	TPA	Carolyn Gonzalez	2007-10-04	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56331	TPA	Billy Parkeer	1967-06-08	—	—	6710 Maple Ave, Mesa, AZ, 85220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared

16,828 rows, page 244 of 337Previous Next