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
CLM-431733	CLM	Henry Lopez	1968-10-24	UHC-84906-58	2183561751	1854 Central Ave, Minneapolis, MN, 55471	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-407081	CLM	Andrew R Fisher	1976-09-27	—	—	6348 Bayshore Dr, Tampa, FL, 33622	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-110082	ENR	Valentina A Price	2004-04-24	UHC-82856-79	6477209931	9812 Meadow Ln, Phoenix, AZ, 85032	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-408213	CLM	Billy Olson	1974-06-21	UHC-87272-66	7064463924	2435 Main St, San Diego, CA, 92126	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
TPA-59892	TPA	Helen U Wylliams	1978-04-25	—	3814271921	1803 Bayshore Dr, San Antonio, TX, 78208	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135687	ENR	Sophia L Fowler	1954-12-16	UHC-00499-12	2694712046	7348 Broadway Apt 24, Miami, FL, 33123	0.60	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106012	ENR	Sean Morreno	1989-08-28	UHC-94786-19	7689699642	8250 Elm St, San Diego, CA, 92188	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114984	ENR	Susan N Howard	1995-01-09	UHC-23868-31	3035682945	9163 Willow Ct, Plano, TX, 75089	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-22748	PRV	Elizabeth Carr	1986-10-18	—	7794334987	4100 Ocean Ave, Charlotte, NC, 28226	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426873	CLM	Joseph Berry	1999-08-25	—	—	3868 Main St, Atlanta, GA, 30372	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-421463	CLM	Denise Arnold	1939-08-26	—	7235139519	1440 Ridge Rd, Fresno, CA, 93747	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-25010	PRV	Amber T Hudson	1941-01-09	—	5118964922	1218 Willow Ct, San Diego, CA, 92119	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431475	CLM	Emily F Dean	1938-09-11	UHC-59103-27	8095753906	45 Oak St, Denver, CO, 80259	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-108066	ENR	Arjun Ray	1966-09-21	UHC-51751-35	6276322371	8416 Baseline Rd, Nashville, TN, 37205	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-135042	ENR	Patricia Hicks	1984-05-19	UHC-34406-02	2825286484	7193 Main St, Chandler, AZ, 85285	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-109126	ENR	Jeremy Carlson	1989-08-01	UHC-96041-62	9107268586	6448 Church St, Eden Prairie, MN, 55377	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-411906	CLM	Jonathan B Harris	1997-12-08	UHC-49757-35	5414939008	4530 Indian School Rd, Las Vegas, NV, 89149	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-126471	ENR	Rssell S Fuller	1976-09-18	UHC-39766-37	8296592894	7563 Maple Ave, Phoenix, AZ, 85069	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-128763	ENR	Dennis Weber	2008-10-19	UHC-92414-28	6887868699	4332 Central Ave, Miami, FL, 33105	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-120828	ENR	Diane C Snyder	1953-08-25	UHC-68765-36	6082870496	3890 Cedar Ln, Plano, TX, 75081	0.60	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-416205	CLM	Hannah Valdez	1981-05-11	—	—	5846 Canyon Rd, Nashville, TN, 37202	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-141367	ENR	Matthew Y Cruz	1982-02-15	UHC-51746-95	—	5680 Hillcrest Rd, Sacramento, CA, 95879	0.60	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101552	ENR	Samuel E Matthews	1944-09-02	UHC-46320-28	3122669108	7941 Elm St, Plano, TX, 75044	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-421946	CLM	Emma Castillo	1946-04-21	UHC-53809-28	8907032515	2824 Park Pl, Glendale, AZ, 85351	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411933	CLM	Ana Mejia	1990-02-18	UHC-35659-03	—	8489 River Rd, San Diego, CA, 92143	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122277	ENR	Denise X Padilla	1961-11-02	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO, 80213	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
ENR-128957	ENR	Jean Chavez	1965-06-07	UHC-97809-22	7673313354	1806 River Rd, San Diego, CA	0.60	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+4 more
ENR-121226	ENR	Frances Z Rogers	1953-05-25	UHC-18099-21	8117742862	131 Lake View Rd, Sacramento, CA, 95868	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-416901	CLM	Michelle Andrews	1993-08-24	UHC-95441-15	2377871199	6315 Highland Ave, Orlando, FL, 32874	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29197	PRV	Denise Pena	2001-09-06	—	6838444648	5007 Pine Dr, Miami, FL, 33107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428908	CLM	Janice Rose	1962-07-21	—	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426147	CLM	Diana R Mills	1989-02-06	UHC-78735-87	9605742578	5029 Union St, Los Angeles, CA, 90053	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-116115	ENR	Ana Alvarado	1967-06-19	UHC-55845-19	8973105980	5209 Ocean Ave, Chandler, AZ, 85209	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-425450	CLM	Judy K Snyder	2001-04-21	UHC-49523-70	—	4775 Baseline Rd, Austin, TX, 78741	0.60	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-412370	CLM	Charles Franklin	1997-06-08	UHC-12070-16	7468042891	3188 Cedar Ln, Scottsdale, AZ, 85236	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-424994	CLM	Alice Gomez	1939-01-07	—	6478136003	5999 Sage Ct, Fresno, CA, 93711	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-137225	ENR	Cheryl N Bradley	1981-08-26	UHC-91491-21	8338027279	1119 Lake View Rd, Orlando, FL, 32858	0.60	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
CLM-411623	CLM	Wei Schmidt	1999-03-17	UHC-77674-75	3355331128	4870 Pine Dr, Tempe, AZ, 85210	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-53007	TPA	Walter Murray	1964-02-14	—	3572596288	7714 Washington St, Tampa, FL, 33600	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417295	CLM	Brittany Aguilar	2000-11-16	—	7482644177	4574 Willow Ct, Gilbert, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120263	ENR	Scott L Obrien	1979-03-15	UHC-07659-60	8917561537	3693 Camelback Rd, Atlanta, GA, 30315	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56614	TPA	Christopher Fuller	1947-05-27	—	9128520357	7758 River Rd, Eden Prairie, MN, 55395	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-121169	ENR	Roger L Mills	1945-04-01	UHC-89961-17	5565978095	8121 Central Ave, Eden Prairie, MN, 55350	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-51690	TPA	Nathan Williams	1976-09-07	—	5522058925	5340 Jefferson Ave, Tempe, AZ, 85203	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57939	TPA	Cole Kevin	1961-02-14	UHC-88488-78	4152227207	2813 Market St, Eden Prairie, MN, 55329	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54149	TPA	Angela Hawkins	2003-04-13	—	8632020678	8940 Church St, Mesa, AZ, 85276	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-63490	TPA	Alexander Lawrence	1974-03-07	—	6087286552	4292 Grand Ave, Jacksonville, FL, 32279	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131097	ENR	Douglas Z Guzman	1939-05-04	UHC-59096-88	4143293966	4355 Mountain View Dr, Tempe, AZ, 85299	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107184	ENR	Rachel A Peters	1970-12-15	UHC-21109-44	4284423908	8979 Market St, Austin, TX, 78751	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-422998	CLM	Pat Marshell	1981-06-08	—	6124428236	7133 Cedar Ln, Houston, TX, 77072	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more

16,828 rows, page 112 of 337Previous Next