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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135370	ENR	Jeffrey Jones	1985-10-03	UHC-66750-25	8283974023	7112 Broadway, Jacksonville, FL, 32251	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-139058	ENR	Carolyn Rose	1980-04-07	UHC-19714-91	9335486321	6101 Park Pl, Gilbert, AZ, 85286	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-132426	ENR	Jose Patterson	—	UHC-60006-41	8496550950	9395 Sunset Blvd, Houston, TX, 77066	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-117318	ENR	Melissa Rose	1954-07-10	UHC-51916-72	8748714040	6028 Maple Ave, Phoenix, AZ, 85084	0.64	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-138251	ENR	Christine A Rios	1942-05-09	UHC-18940-85	4482283647	2798 Jefferson Ave, Nashville, TN, 37216	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137295	ENR	Elijah S Hall	—	—	4722510367	9680 Elm St, Nashville, TN, 37232	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119903	ENR	Ana L Webb	2002-09-28	UHC-90823-82	—	6431 Desert Sky Blvd, Tampa, FL, 33641	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
ENR-137314	ENR	Virginia Maldonado	1970-11-25	UHC-65188-99	6377741635	2323 Lincoln Way # 370, Eden Prairie, MN, 55388	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
ENR-142158	ENR	Andrew P Jacobs	1990-12-11	UHC-94590-96	—	5166 Highland Ave Apt 24, Austin, TX, 78720	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-105932	ENR	Welter U Coleman	—	UHC-46983-59	—	4297 Canyon Rd, Houston, TX, 77060	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
ENR-131602	ENR	Doris T Rice	1964-04-25	UHC-90955-10	2666671217	9774 Palm Dr, Seattle, WA, 98119	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108674	ENR	Sean Bradley	1941-10-28	UHC-41802-50	4213129259	8159 Ridge Rd, San Diego, CA, 92168	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125462	ENR	Melissa U Chavez	1991-11-18	UHC-46372-65	6857522960	5163 Maple Ave, Columbus, OH, 43259	0.64	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more
ENR-138447	ENR	Roger Martin	1998-05-15	UHC-19292-65	3293322869	4122 Sage Ct, Glendale, AZ, 85382	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-122372	ENR	Daniel X Jimenez	1959-01-18	UHC-38087-84	2503385724	5471 Sage Ct # 324, Eden Prairie, MN, 55340	0.64	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-113908	ENR	Janet Carroll	1979-12-09	UHC-24627-62	3865808267	2629 Sage Ct, Denver, CO, 80226	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124487	ENR	Nicholas A Chapman	1942-02-14	UHC-21609-61	—	9582 Sage Ct, Phoenix, AZ, 85080	0.64	Name re-cased State name converted to code Email lower-cased Gender normalised+2 more
ENR-107690	ENR	Jimmy Ortega	1981-08-09	UHC-82229-70	3514890878	3696 Willow Ct, Fresno, CA, 93728	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-114627	ENR	Hughes Nicole	2001-10-12	UHC-13273-39	4305770794	5263 Willow Ct, Columbus, OH, 43271	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-113598	ENR	Betty B Hudson	1996-09-16	UHC-99970-03	6657558125	1505 Canyon Rd, Charlotte, NC, 28272	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117601	ENR	—Junk	1955-09-11	UHC-31677-40	5614516157	1438 Spring St, Houston, TX, 77023	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-132738	ENR	Judith Lynch	1961-08-17	UHC-81000-44	9456253043	2473 Palm Dr, Atlanta, GA, 30344	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112066	ENR	Emma Y Spencer	1943-06-15	UHC-81963-03	6626947590	8003 Market St, Orlando, FL, 32818	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-133363	ENR	Russell Hudson	1962-10-13	UHC-66326-40	2028984755	8985 Hillcrest Rd, Columbus, OH, 43252	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117313	ENR	Christian Rogers	1938-09-13	UHC-98160-36	9252559574	5617 Mesa Dr, Tampa, FL, 33610	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-100415	ENR	Logan Jenkins	1983-02-11	UHC-92608-13	9513936562	2509 Spring St, Minneapolis, MN, 55408	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-110734	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd, Jacksonville, FL, 32216	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102534	ENR	Nathan V Brooks	1942-11-26	UHC-35463-07	7876383278	5065 Meadow Ln, Charlotte, NC, 28284	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132871	ENR	Sharon Carroll	1981-09-16	UHC-68191-57	9157792559	1457 Grand Ave Apt 29, Atlanta, GA, 30323	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131133	ENR	Daniel Owens	1996-09-12	UHC-62595-38	—	2304 Church St, Minneapolis, MN, 55411	0.64	Date of birth reformatted State name converted to code ZIP+4 trimmed Email lower-cased+2 more
ENR-125593	ENR	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125594	ENR	Adam Henry	1946-11-28	UHC-90187-32	6534105907	580 Mountain View Dr, Tempe, AZ, 85231	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125344	ENR	Judy L Young	1988-07-17	UHC-08038-15	3769897043	2287 Elm St, Columbus, OH, 43225	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-122799	ENR	Garrett James	—	UHC-83000-74	5889031339	7858 Spring St, Sacramento, CA, 95889	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-132293	ENR	Anthony K Martin	1949-09-01	UHC-77394-07	5719854969	6926 Market St # 211, Atlanta, GA, 30302	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-135952	ENR	Michelle Gray	2008-09-10	UHC-05375-73	5926282705	3840 Hillcrest Rd # 419, Los Angeles, CA, 90010	0.64	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-139105	ENR	Mateo Chen	1996-08-28	UHC-60396-08	7712915703	6374 Jefferson Ave, San Diego, CA, 92129	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-120550	ENR	Kyle L Peters	2007-09-05	UHC-11956-50	—	4340 Union St, Jacksonville, FL, 32267	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-139902	ENR	Hannah I Pierce	1956-10-20	UHC-53803-34	6935139438	742 Baseline Rd, Atlanta, GA	0.64	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
ENR-132474	ENR	John C Sanders	1938-09-06	UHC-51054-48	3628479163	1497 Broadway, Tempe, AZ	0.64	Phone reformatted State code upper-cased ZIP missing Email lower-cased+2 more
ENR-110525	ENR	Ashley O Fernandez	2003-03-19	UHC-00933-59	—	6961 Lake View Rd, Fresno, CA, 93793	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-140509	ENR	Victoria O Santos	1943-12-21	UHC-03713-87	9063378592	2394 Baseline Rd, San Diego, CA, 92171	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-129540	ENR	Angela Elliott	1983-05-12	UHC-38998-38	6123315525	1490 Jefferson Ave, Phoenix, AZ, 85071	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-116830	ENR	Madison C Riichards	1946-11-09	UHC-62417-20	4209473320	4785 Cedar Ln, Gilbert, AZ, 85276	0.64	Name re-cased Two-digit birth year City re-cased Email lower-cased+2 more
ENR-141595	ENR	Dorothy Russell	1990-09-17	UHC-99625-04	7049231856	9373 Spring St Apt 20, Mesa, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+2 more
ENR-135323	ENR	Michael Olson	1938-05-19	UHC-99283-82	—	995 Camelback Rd, Tucson, AZ, 85794	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
ENR-138062	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.64	Middle initial moved out of first name Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-114744	ENR	Hellen Robinson	1996-03-10	UHC-80098-32	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139084	ENR	Willie K Holmes	2001-10-19	UHC-46139-28	7787496469	8106 Lincoln Way, Houston, TX, 77083	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
ENR-141491	ENR	Hiroshi C Marshall	1984-03-07	UHC-00465-86	7419837417	6890 Park Pl, Eden Prairie, MN	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more

8,934 rows, page 62 of 179Previous Next