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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123213	ENR	Austin Q Thompson	2004-09-22	UHC-86839-81	8723856009	9183 Desert Sky Blvd, Gilbert, AZ, 85265	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118857	ENR	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-128802	ENR	Grace T Taylor	1987-06-25	UHC-14572-13	5346798505	5460 Grand Ave, San Antonio, TX, 78296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-136092	ENR	Judy Price	1995-04-04	UHC-95781-13	7165402635	3123 Palm Dr # 976, Las Vegas, NV, 89147	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-116894	ENR	Bradley Howard	1942-12-02	UHC-20927-06	9024438375	2391 Indian School Rd, Tempe, AZ, 85203	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122404	ENR	Linda Wong	1983-11-12	UHC-06165-19	7478191780	2608 Church St, Atlanta, GA, 30309	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130445	ENR	Nicholas Jordan	1977-09-21	UHC-29419-58	4803346486	1304 Hillcrest Rd, Phoenix, AZ, 85082	0.62	Street suffix standardised Address re-cased City re-cased Gender normalised+3 more
ENR-111123	ENR	Ryan Diaz	1991-04-01	UHC-85118-52	3212105174	1621 Willow Ct, Columbus, OH, 43295	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110409	ENR	Emma Q Peterson	1998-02-13	UHC-65453-98	2395162205	404 Jefferson Ave, Sacramento, CA	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-121171	ENR	Noah R Pana	1965-08-23	UHC-64478-55	3585255633	783 Palm Dr, Tempe, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111179	ENR	Sahron Maldonado	1972-08-13	UHC-56381-23	7732138422	3759 Maple Ave, Mesa, AZ, 85281	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-120096	ENR	Abigail Q Reed	1986-07-19	UHC-99894-11	5374192280	8479 Spring St, Tampa, FL, 33650	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-100239	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100238	ENR	Yuki S Jenkins	1973-10-25	UHC-89458-27	—	2132 River Rd, Mesa, AZ, 85282	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123577	ENR	Donald G Fernandez	1956-09-28	UHC-09849-83	8946283124	1413 Meadow Ln, Tucson, AZ, 85793	0.62	Name re-cased Phone reformatted Street suffix standardised Address 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-104702	ENR	Vicky Y Cruz	2005-11-12	UHC-50607-17	8032485984	4496 Bayshore Dr, Sacramento, CA, 95857	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-109532	ENR	Jimmy D Price	1992-03-15	UHC-64093-04	5465648124	4016 Maple Ave, Charlotte, NC	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123184	ENR	Dylan N Meyer	1984-05-05	—	9836406382	6395 Park Pl Apt 2, Scottsdale, AZ, 85238	0.62	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-119178	ENR	Andrea O Freeman	2006-08-15	UHC-42153-42	3934220811	8297 Sage Ct, Atlanta, GA, 30356	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133107	ENR	Chapman P Maria	2006-09-26	UHC-47747-76	—	6252 Central Ave, Dallas, TX, 75202	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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-139794	ENR	Brian Burke	2003-06-24	UHC-91013-14	9425866095	4636 Union St, Fresno, CA	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-140767	ENR	Philip Russell	2000-05-17	UHC-68991-80	5813732144	1105 Maple Ave, Tampa, FL, 33676	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-107302	ENR	Timothy T Soto	2005-11-09	UHC-93230-87	3706730342	5441 Sunset Blvd, Phoenix, AZ	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-109897	ENR	Rachel L Reyes	1990-12-03	UHC-94617-20	7246118176	3174 Ridge Rd, Minneapolis, MN, 55459	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114461	ENR	Diego M Hicks	1999-10-24	UHC-33928-89	5556305755	517 Church St, Sacramento, CA, 95835	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114460	ENR	Diego M Hicks	1999-10-24	UHC-33928-89	5556305755	517 Church St, Sacramento, CA, 95835	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130137	ENR	Yuki L Black	1947-04-17	UHC-81857-01	7638416178	892 Main St, Scottsdale, AZ, 85230	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136892	ENR	Keith A Gray	1963-11-18	UHC-41667-97	6913723861	5446 Union St, Phoenix, AZ, 85020	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+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-112802	ENR	Logan Lewis	1969-06-02	UHC-66714-96	5757926798	5160 Church St, Dallas, TX, 75205	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135765	ENR	Gloria K Harris	2007-02-17	UHC-29924-54	8269389336	7150 Lake View Rd, Mesa, AZ, 85260	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123145	ENR	Denise Peterson	2006-10-12	UHC-84776-24	3998722277	3782 Main St, Sacramento, CA, 95896	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-127685	ENR	Heaher T Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-127684	ENR	Heaher T Knight	1968-11-05	UHC-24200-09	9456057839	1067 Sunset Blvd, Phoenix, AZ, 85007	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-104719	ENR	Alice F Oliver	1972-06-21	UHC-69662-54	5755303758	1841 Forest Ave, Sacramento, CA, 95875	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-130116	ENR	Amanda Kelly	2001-05-04	UHC-16076-20	5352352423	2294 Sunset Blvd, Phoenix, AZ, 85090	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108282	ENR	Michael Peters	1951-07-01	UHC-46427-71	—	5547 Mountain View Dr, Scottsdale, AZ, 85228	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127141	ENR	Jacqueline A Jimenez	2005-07-10	UHC-88420-64	2936448764	7921 Cedar Ln, Dallas, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-126088	ENR	Linda Martin	2006-09-27	UHC-16338-39	4667239904	1063 Union St, Dallas, TX, 75262	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101905	ENR	Olivia S Carroll	1979-07-19	UHC-59310-82	9138838310	3195 Harbor Blvd, Nashville, TN, 37255	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107985	ENR	Zachary Hudson	1952-12-12	UHC-64556-29	6762197000	3391 Jefferson Ave, Gilbert, AZ, 85288	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124393	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-124394	ENR	Michelle N Carroll	1980-12-26	UHC-10245-69	8852819163	4702 Park Pl, Las Vegas, NV, 89136	0.62	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-105696	ENR	Mason Morales	—	UHC-84582-98	7966035630	2969 Sage Ct, Los Angeles, CA, 90042	0.62	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120669	ENR	Kelly Montgomery	1962-05-24	UHC-89838-70	3537015695	8917 Valley View Dr, Sacramento, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137370	ENR	Evelyn Lucas	1955-07-07	UHC-92805-27	2587587018	6833 Desert Sky Blvd, Los Angeles, CA, 90010	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

26,564 rows, page 134 of 532Previous Next