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-125981	ENR	Kathryn C Day	1982-11-24	UHC-37330-92	4948845985	6913 River Rd Apt 25, Charlotte, NC, 28278	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-109447	ENR	Donna Turner	1971-02-11	UHC-72021-36	7269148081	2213 Canyon Rd, Los Angeles, CA, 90055	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131208	ENR	Lawrence Bryant	1966-11-21	UHC-35899-60	6164498097	7082 Central Ave, Austin, TX, 78784	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138908	ENR	Aisha Q McCoy	2004-08-22	UHC-89978-22	5824146818	354 Market St, San Diego, CA, 92198	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-108772	ENR	Sarah G James	1984-12-20	UHC-76376-81	3792469344	3221 Spring St, Atlanta, GA, 30381	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100008	ENR	Christina A Payne	1956-09-14	UHC-71667-70	7683676680	7164 Lake View Rd, Los Angeles, CA, 90064	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105019	ENR	Arjun V Varas	2006-03-09	UHC-30971-89	2509887295	2447 Apache Blvd, San Diego, CA, 92187	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104089	ENR	Noah P Wilson	1942-07-12	UHC-22667-58	4819840815	1183 Spring St, Nashville, TN, 37275	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-134926	ENR	Kyle T Evans	1994-11-14	UHC-11098-69	7228153445	3008 River Rd, Austin, TX, 78716	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-123861	ENR	Christine Boyd	1960-02-28	UHC-94168-61	2692145167	7304 Jefferson Ave, Tucson, AZ, 85748	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-139203	ENR	Diego M Knight	1939-10-11	UHC-87115-85	3115284149	7285 Valley View Dr, Dallas, TX, 75271	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-122300	ENR	Janet F Rios	1947-02-09	UHC-03163-17	3665081392	6582 River Rd, Seattle, WA, 98160	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-126373	ENR	Juan G Gordon	1979-08-06	—	6923582645	7373 Washington St, Atlanta, GA, 30391	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-142306	ENR	Jerry Q Chapman	1997-09-24	—	9219825498	3583 Meadow Ln, Houston, TX, 77061	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110726	ENR	Henry G Reid	1968-01-04	UHC-50023-54	5979944818	7221 Lincoln Way, Austin, TX, 78753	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109044	ENR	Lauren G Mason	1953-05-25	UHC-58084-93	2824956976	2872 Church St, Tempe, AZ, 85205	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116499	ENR	Sofia A Rios	2005-02-03	UHC-29478-20	4932444921	9897 Union St, Seattle, WA, 98134	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116500	ENR	Sofia A Rios	2005-02-03	UHC-29478-20	4932444921	9897 Union St, Seattle, WA, 98134	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104774	ENR	Mariana W Schultz	1987-05-13	UHC-51841-18	5904175985	8300 Highland Ave, Houston, TX, 77047	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132908	ENR	Willie Rivera	1939-02-10	UHC-50957-21	8589770547	4874 Willow Ct, Atlanta, GA, 30347	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-107454	ENR	Meria Hansen	1983-11-28	UHC-89653-21	6744538396	9210 Sage Ct, Tempe, AZ, 85292	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-117682	ENR	Austin T Hanson	1974-09-09	UHC-99877-94	—	1610 Church St, Phoenix, AZ, 85030	0.72	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+4 more
ENR-118758	ENR	Michelle Obrien	1981-04-16	UHC-08211-87	9475015603	5183 Cedar Ln, Seattle, WA, 98189	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-140182	ENR	Martha A Kelley	1972-05-09	UHC-81504-26	4415726451	2131 Palm Dr, Minneapolis, MN, 55442	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101486	ENR	Deborah Domynguez	1997-08-06	UHC-62481-83	9765930012	8593 Canyon Rd, Phoenix, AZ, 85049	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-110074	ENR	Janet Fox	1995-07-05	UHC-69968-18	4845099574	9667 Mesa Dr, Columbus, OH, 43263	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-135378	ENR	Lucia A Ross	1995-11-07	UHC-91262-41	2088196179	1906 Spring St, Charlotte, NC, 28289	0.72	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115060	ENR	Ashley Wood	1983-06-10	UHC-93437-42	8926553261	1215 Cedar Ln, Tempe, AZ, 85276	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-138631	ENR	Julia A Payne	1950-07-19	UHC-99601-39	3398610516	2773 Elm St, Jacksonville, FL, 32282	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141957	ENR	Jessica S Lwis	1998-02-03	UHC-39423-43	4773849790	2448 Main St, Tempe, AZ, 85226	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-118898	ENR	Frank C Garrett	1994-06-20	UHC-96202-03	3677844030	9348 Mesa Dr, Charlotte, NC, 28264	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131189	ENR	Wayne M Ward	1981-01-02	UHC-83240-76	6054199098	9586 Baseline Rd, Seattle, WA, 98156	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-134834	ENR	Russell Jenkins	1965-02-11	UHC-31854-52	3144286876	7939 Park Pl, Tempe, AZ, 85257	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-141439	ENR	Dorothy I Edwards	1947-05-18	UHC-40811-85	7984802331	7794 Oak St, Sacramento, CA, 95820	0.72	Name re-cased Date of birth reformatted Phone reformatted City re-cased+4 more
ENR-126069	ENR	Justin Elliott	2007-08-16	UHC-63826-19	6837302596	797 Mountain View Dr, Phoenix, AZ, 85043	0.72	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-127390	ENR	Sophia X Franklin	1938-12-01	UHC-43254-64	7748175753	2156 Ocean Ave, Tampa, FL, 33622	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-139594	ENR	Melissa Sims	1975-02-17	UHC-56605-33	—	5162 Willow Ct, Columbus, OH, 43277	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-123011	ENR	Tyler D Henry	1986-08-10	UHC-53217-87	3593718694	3742 Palm Dr, Nashville, TN, 37277	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101007	ENR	Julie Q Larson	1947-06-08	UHC-11789-96	7974833187	8499 Meadow Ln, Columbus, OH, 43219	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-124791	ENR	Katherine S Chapman	1943-08-10	UHC-91355-21	8488191160	220 Highland Ave, Houston, TX, 77082	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126907	ENR	Tom C Franlin	1966-11-13	UHC-69821-97	4464158695	3502 Maple Ave, Jacksonville, FL, 32262	0.72	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109668	ENR	Katherine N James	2001-09-14	UHC-01774-66	4465816841	6636 Highland Ave, Miami, FL, 33180	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-111866	ENR	Bobby J Gray	1998-12-27	UHC-31950-26	5917836723	5084 Market St, Tampa, FL, 33607	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-123038	ENR	Betty I Watson	1941-07-12	UHC-53708-85	3894433016	9629 Broadway, Phoenix, AZ, 85080	0.72	Name re-cased Date of birth reformatted Phone reformatted Address re-cased+4 more
ENR-105512	ENR	Doris Welch	1950-07-19	UHC-37433-50	4428915456	2676 Forest Ave, Houston, TX, 77070	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105088	ENR	Cheryl W Thompson	1959-10-20	UHC-88060-98	6019512107	5892 Camelback Rd, Sacramento, CA, 95895	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116669	ENR	Dorothy Hanson	1958-12-09	UHC-56345-74	6248116866	4903 Meadow Ln, Eden Prairie, MN, 55335	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116619	ENR	Charlotte Fox	1978-03-10	UHC-60940-57	4337541715	657 Jefferson Ave, San Antonio, TX, 78201	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-106539	ENR	Kelly J Wright	1988-08-05	UHC-66125-58	3649000823	4952 Mesa Dr, San Antonio, TX, 78282	0.72	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-104670	ENR	Kevin Stevens	1947-11-12	UHC-74291-02	8237901554	2398 River Rd, San Antonio, TX, 78255	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

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