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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131888	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-131889	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-128133	ENR	Ryan M Cox	1963-09-19	—	6729764042	3541 Highland Ave, Chandler, AZ, 85262	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-134621	ENR	Jack A Sullivan	—	UHC-56237-02	—	—	0.68	Name re-cased Date of birth unreadable Phone missing area code Placeholder values cleared
ENR-108723	ENR	Sofia Greene	1976-05-20	UHC-16642-19	—	6125 Apache Blvd, Denver, CO	0.68	Date of birth reformatted State name converted to code ZIP missing Placeholder values cleared
ENR-121149	ENR	Eljah Price	1986-12-26	UHC-50102-32	—	3333 Palm Dr, Phoenix, AZ, 85024	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-113510	ENR	Becky G Elliott	1951-07-04	UHC-15131-53	4794127303	1001 Lincoln Way, Columbus, OH, 43213	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-100474	ENR	Laura D Henderson	1939-09-02	UHC-08977-16	—	6222 Union St, Tampa, FL, 33684	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-117064	ENR	Benjamin X Chen	1976-09-15	UHC-26104-20	6567646035	1923 River Rd, Seattle, WA, 98142	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-108153	ENR	Ryan O Maldonado	—	UHC-48920-84	—	3211 Lincoln Way, Austin, TX, 78767	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-104756	ENR	Olivia Cox	1964-01-06	UHC-84543-81	9305255737	4346 Washington St # 668, Jacksonville, FL, 32201	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-127728	ENR	Matteo N Hughes	1965-05-14	UHC-97145-41	3842456609	—	0.68	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Placeholder values cleared
ENR-122001	ENR	Christopher P Thompson	1939-09-01	UHC-45364-76	—	9639 Broadway, Mesa, AZ, 85258	0.68	Date of birth reformatted State name converted to code ZIP+4 trimmed Placeholder values cleared
ENR-140975	ENR	Virginia Diaz	2001-09-22	UHC-64247-69	2092912754	7053 Apache Blvd, Scottsdale, AZ, 85213	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-138688	ENR	Mary Henry	—	UHC-01663-34	9417262912	7201 Washington St, Fresno, CA, 93742	0.68	Name split from “Last, First”Date of birth missing Whitespace trimmed Placeholder values cleared
ENR-115336	ENR	Adam P Alvarado	1941-02-23	UHC-25176-33	5938996010	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-137821	ENR	Samantha H Bell	1970-12-02	—	6409890536	5505 Church St # 994, Tampa, FL, 33695	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-101335	ENR	Margaret V Powell	1987-06-01	UHC-01977-73	8466587077	8250 Lincoln Way, Gilbert, AZ, 85285	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-111567	ENR	Dylan Bailey	1960-05-07	UHC-82883-31	7243237361	4044 Sunset Blvd, Los Angeles, CA, 90003	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-121167	ENR	Hannah Simpson	1995-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 733, Tucson, AZ, 85725	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-108682	ENR	Roger B Patel	1944-11-04	UHC-80721-12	6635326181	4678 Lincoln Way, Plano, TX, 75074	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115528	ENR	Gary V Espynoza	1948-04-18	UHC-84150-57	9606425868	7730 Lincoln Way, Gilbert, AZ	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-105371	ENR	Diane Alvarado	1963-09-08	UHC-11604-87	5214011544	649 Bayshore Dr, Phoenix, AZ, 85030	0.68	Two-digit birth year Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-122552	ENR	Lisa Hernandez	1992-11-25	UHC-98334-19	9855547360	4517 Grand Ave, San Antonio, TX	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-112364	ENR	Stephen M Fowler	2001-09-27	UHC-96013-13	—	9290 Forest Ave, Chandler, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-139989	ENR	Austin C Willis	1996-10-05	UHC-64753-14	—	9501 Spring St # 137, Fresno, CA, 93714	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-129446	ENR	Ruth Jordan	1941-01-21	UHC-15673-95	—	2396 Ridge Rd, Nashville, TN, 37230	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-133474	ENR	Teresa Mitchell	2001-09-12	UHC-68340-13	8097588651	1695 Cedar Ln, San Antonio, TX, 78272	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-105995	ENR	Branda Warren	1960-08-12	UHC-14137-85	—	331 Harbor Blvd, Glendale, AZ, 85398	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-141100	ENR	Stephen L Butler	2000-08-09	UHC-10227-99	6233879235	1461 Pine Dr, Atlanta, GA, 30354	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-129471	ENR	Christian Peterson	1969-06-14	UHC-46520-71	4765149395	2683 Indian School Rd, Eden Prairie, MN, 55358	0.68	Two-digit birth year Phone reformatted SSN last four extracted Placeholder values cleared
ENR-128281	ENR	Diana K Webb	1967-05-27	UHC-08113-64	7994065836	5776 Oak St, Scottsdale, AZ, 85244	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-122227	ENR	Billy V Ruzi	1994-10-09	UHC-56250-23	—	4316 Broadway, Los Angeles, CA, 90030	0.68	Name split from “Last, First”Two-digit birth year Whitespace trimmed Placeholder values cleared
ENR-105984	ENR	Brenda B Collins	1981-05-04	UHC-88962-02	2179688368	1070 Ridge Rd, Tucson, AZ	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-107953	ENR	Maria I Chapman	1965-07-03	UHC-48655-61	2043254323	3669 Spring St, Minneapolis, MN, 55466	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-103755	ENR	Sarah Ruiz	1991-05-08	UHC-76266-90	6904455644	3307 Maple Ave, Charlotte, NC	0.68	Two-digit birth year Phone reformatted ZIP missing Placeholder values cleared
ENR-102957	ENR	Michael H Stone	1974-01-26	UHC-84625-12	—	7918 Meadow Ln, Miami, FL, 33129	0.68	Two-digit birth year Street suffix standardised Address re-cased Placeholder values cleared
ENR-134431	ENR	Priya Moreno	1980-07-12	UHC-43156-40	9076017066	1729 Jefferson Ave Apt 37, Nashville, TN, 37257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-123694	ENR	Jordan Howell	1965-02-13	UHC-95053-20	7936429148	8510 Mesa Dr, San Antonio, TX, 78250	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
ENR-126086	ENR	Hunt Noah	2004-06-14	UHC-24276-37	4369389818	3532 Highland Ave, Seattle, WA	0.68	Street suffix standardised Address re-cased ZIP missing Placeholder values cleared
ENR-104531	ENR	Melissa Brooks	1990-06-02	UHC-50029-66	6433462522	72 Park Pl, Sacramento, CA, 95896	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-142520	ENR	Hiroshi Jordan	1981-05-22	UHC-65873-95	9186570207	9545 Main St # 920, Seattle, WA, 98117	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-110112	ENR	Jennifer Harvey	1995-04-14	UHC-95867-94	—	2807 Lake View Rd, Miami, FL, 33182	0.68	Street suffix standardised Address re-cased State name converted to code Placeholder values cleared
ENR-141820	ENR	James C Holmes	1983-12-16	UHC-85728-59	5128477594	—	0.68	Name split from “Last, First”SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-141046	ENR	Christine Murray	—	UHC-07405-48	—	894 Elm St, Orlando, FL, 32823	0.68	Date of birth missing Street suffix standardised Address re-cased Placeholder values cleared
ENR-128937	ENR	Matthew Schmidt	1990-04-09	UHC-21293-99	7876960213	5622 Elm St, Seattle, WA, 98151	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-128553	ENR	Wayne J Crawford	1993-06-07	UHC-19028-63	9612682586	3186 Elm St, Houston, TX, 77091	0.68	SSN last four extracted Street suffix standardised Address re-cased Placeholder values cleared
ENR-130670	ENR	Patricia E Cooper	1938-05-02	UHC-15734-55	5189299334	3209 Baseline Rd, Fresno, CA, 93792	0.68	Street suffix standardised Address re-cased ZIP+4 trimmed Placeholder values cleared
ENR-106462	ENR	KJunk	1998-04-09	UHC-66870-46	2503266726	7026 River Rd, Chandler, AZ, 85251	0.68	Street suffix standardised Address re-cased Placeholder values cleared No usable name (quarantined)
ENR-106257	ENR	Katherine Knight	2001-03-26	UHC-38850-15	8915077707	4472 Highland Ave, Las Vegas, NV, 89186	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared

16,916 rows, page 133 of 339Previous Next