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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106267	ENR	Nncy Elliott	2004-10-04	UHC-74232-48	6607440616	4488 Washington St, Houston, TX, 77051	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106947	ENR	Julia Simmons	1964-04-28	UHC-63294-43	3178231711	1215 Washington St, Phoenix, AZ, 85070	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138195	ENR	Lauren Wagner	1959-01-09	UHC-76656-69	8106161786	6697 Highland Ave, Seattle, WA	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-131594	ENR	Susan Contreras	1964-09-27	UHC-68573-55	4612140376	1830 Maple Ave, San Diego, CA, 92196	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128343	ENR	Wei V Delgado	1988-10-21	UHC-25539-41	6085835617	5989 Washington St, Eden Prairie, MN, 55384	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122016	ENR	Ralph Sullivan	1944-12-18	UHC-55195-82	9322756294	19 Washington St, Orlando, FL, 32867	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135967	ENR	Eric Li	1944-12-19	UHC-57535-49	7063619511	7760 Union St, Jacksonville, FL, 32249	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-124894	ENR	Willie O Cruz	1971-07-16	UHC-94163-61	3236039794	—	0.62	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
ENR-115911	ENR	Pamela Hunt	1955-10-25	UHC-33974-06	9553073739	8769 Meadow Ln, Dallas, TX, 75298	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-121669	ENR	Aisha X Gibson	1941-12-19	UHC-35385-80	8773634795	3743 Church St, Atlanta, GA, 30359	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129796	ENR	Paul L King	1938-01-15	UHC-40438-30	7426528430	327 Ridge Rd, Charlotte, NC, 28241	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-129813	ENR	Kim U Armstrong	1958-04-08	UHC-44215-61	3578593661	1214 Palm Dr, Tucson, AZ, 85739	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114937	ENR	Mariana B Edwards	1962-05-15	UHC-92193-98	6193700629	5454 Camelback Rd, Jacksonville, FL, 32242	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-130605	ENR	David D Barnes	1972-09-09	UHC-38781-88	3847053053	8997 Pine Dr, Charlotte, NC, 28203	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-142668	ENR	Barbara Montgmoery	1940-07-04	UHC-47451-46	4798634206	6648 Palm Dr, Eden Prairie, MN, 55310	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-122543	ENR	Bruce Rogers	1941-02-23	UHC-94024-16	3539535607	5876 Ridge Rd, Atlanta, GA, 30320	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122583	ENR	Peter Siva	1964-07-15	UHC-85660-24	8516120948	5964 River Rd, Tampa, FL, 33621	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111909	ENR	Yuki Morgan	1954-08-20	UHC-00518-72	7078592438	8337 Desert Sky Blvd, Las Vegas, NV, 89187	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107000	ENR	Eric B Sancez	1942-03-09	UHC-51287-21	4534147687	9364 Jefferson Ave, Tempe, AZ, 85210	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102724	ENR	Emily Nguyen	1981-12-25	UHC-05387-74	4865831068	8613 Mesa Dr, Columbus, OH, 43241	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134530	ENR	Carolyn D Wright	1981-12-24	UHC-75258-31	9144653881	8010 Hillcrest Rd, Orlando, FL, 32870	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110086	ENR	Amber Rogers	1984-04-20	UHC-64010-43	7903094072	7710 Park Pl, Glendale, AZ, 85376	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116146	ENR	David V Mooreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA, 30348	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-120789	ENR	Rebecca H Richards	1974-06-05	UHC-74951-83	7519540074	8780 Jefferson Ave, Denver, CO, 80280	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133528	ENR	Terry Soto	2003-06-24	UHC-32340-64	4082213934	5079 Valley View Dr, Tucson, AZ, 85758	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101022	ENR	Julia S Sullivan	1981-08-10	UHC-01329-60	6585396177	1151 Apache Blvd, Tempe, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119067	ENR	Crlos F Perry	2003-05-14	UHC-74538-98	5754178557	872 Mesa Dr, Seattle, WA, 98149	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135216	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	4382 Indian School Rd, Denver, CO, 80231	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127462	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133019	ENR	Catherine V Day	1943-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX, 75047	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118808	ENR	Grace Mitchell	1976-12-07	UHC-70804-87	—	2330 Valley View Dr, Columbus, OH, 43206	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-124313	ENR	Mari O Harper	1941-06-14	UHC-43044-73	8067183814	48 Grand Ave Apt 12, Seattle, WA, 98157	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-113753	ENR	Mariana E Herrera	1979-09-25	UHC-47508-09	—	4823 Mountain View Dr, Sacramento, CA, 95863	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-115057	ENR	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138909	ENR	George Torres	1999-03-01	UHC-02059-32	2685007150	6407 Washington St, Los Angeles, CA, 90040	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-104463	ENR	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-139891	ENR	Doris E Jackson	1989-08-14	UHC-01934-16	6426414493	2996 Mountain View Dr, Sacramento, CA, 95897	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-106042	ENR	Amber F White	1962-10-21	UHC-86611-68	8209117647	2131 Sunset Blvd, Miami, FL, 33105	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119054	ENR	Kathleen Z Park	1994-08-09	UHC-09672-42	2636289409	5014 Mountain View Dr, Seattle, WA, 98144	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-105738	ENR	Melissa G Garrett	1962-04-25	UHC-56131-09	8179663109	1223 Baseline Rd, Tampa, FL, 33616	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110489	ENR	Ahmed Phillips	1944-01-07	UHC-63412-32	9868312555	324 Park Pl, Gilbert, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-111130	ENR	Marcus Tran	1946-07-01	UHC-83333-80	7742091466	7237 Baseline Rd, Phoenix, AZ, 85049	0.62	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-128491	ENR	Deborah Wung	2007-07-16	UHC-41251-21	5869177081	1633 Mesa Dr, San Diego, CA, 92140	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101512	ENR	Donna Q Weaver	1983-01-05	UHC-86931-10	7373841188	8693 Desert Sky Blvd, Chandler, AZ, 85299	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-132035	ENR	Kelly A Munoz	1971-07-06	UHC-16171-83	6109535292	997 Bayshore Dr, Tempe, AZ, 85247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-114685	ENR	Karen W Shaw	1995-04-08	UHC-04059-22	5218202286	9539 Camelback Rd, Austin, TX, 78745	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127212	ENR	Dylan E Morrisoon	1988-10-20	UHC-65054-17	6626495574	40 Apache Blvd, Tucson, AZ	0.62	Two-digit birth year Phone reformatted Member ID reformatted ZIP missing+3 more
ENR-122044	ENR	George Coleman	1961-02-13	UHC-34296-72	9609266717	4707 Meadow Ln, Las Vegas, NV, 89154	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-132953	ENR	Charlotte K Stone	1962-09-11	UHC-93258-86	4764076686	2236 Washington St, Miami, FL, 33128	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138495	ENR	Maria Carlson	1955-09-12	UHC-01702-71	9715473243	1113 Church St, Phoenix, AZ, 85048	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

2,874 rows, page 25 of 58Previous Next