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
ENR-134604	ENR	Carol Grant	1939-07-13	UHC-58128-35	2563778166	9824 Sunset Blvd, San Diego, CA, 92139	0.68	Name split from “Last, First”City re-cased Email lower-cased Gender normalised
ENR-119295	ENR	Sofia X Jordan	1959-03-13	UHC-02274-85	4902914702	4025 Church St, Atlanta, GA, 30371	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
TPA-52356	TPA	Danielle N Ellis	1990-10-07	—	4336129016	5780 Meadow Ln, Sacramento, CA, 95825	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-136960	ENR	Wayne B Tran	1961-12-03	UHC-70630-07	5129895991	1576 Meadow Ln, Charlotte, NC, 28280	0.68	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised
TPA-53648	TPA	Alice B Owens	1997-06-09	—	—	—	0.68	Middle initial moved out of first name Date of birth reformatted Gender normalised Placeholder values cleared
PRV-28805	PRV	Emily Smith	2002-12-16	—	5906622794	709 Spring St, Miami, FL, 33113	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-130568	ENR	Eugene Padilla	2007-06-27	UHC-02340-28	5378633073	1804 Ridge Rd, Chandler, AZ	0.68	ZIP missing Gender normalised Whitespace trimmed Placeholder values cleared
ENR-135085	ENR	Donna B Delgado	1939-08-03	UHC-28789-87	—	8190 Desert Sky Blvd, Seattle, WA, 98110	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-102696	ENR	Albert U Crawford	1942-11-20	UHC-09010-78	8372320823	2926 Ocean Ave, Glendale, AZ, 85347	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-406817	CLM	Jennifer Turner	1959-12-20	UHC-61460-36	2824236202	9073 Harbor Blvd, Austin, TX, 78742	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-406818	CLM	Jennifer Turner	1959-12-20	UHC-61460-36	2824236202	9073 Harbor Blvd, Austin, TX, 78742	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-114317	ENR	Mary Morales	1998-04-27	UHC-10683-37	9196515365	2249 Broadway # 990, Eden Prairie, MN, 55323	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-121835	ENR	Logan O Alvarado	1997-07-02	UHC-87265-64	8288139378	8314 Bayshore Dr, Los Angeles, CA, 90058	0.68	Name re-cased Two-digit birth year Phone reformatted Gender normalised
ENR-134883	ENR	Theresa Y Rios	2008-07-20	UHC-59751-66	7099412606	3083 Sage Ct, Houston, TX, 77063	0.68	Member ID reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
PRV-28557	PRV	Carlos Webb	1949-12-20	—	8783040123	7922 Canyon Rd, Tempe, AZ, 85242	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-52897	TPA	David Wallace	1969-09-17	—	—	1145 Valley View Dr, Phoenix, AZ, 85047	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
ENR-115482	ENR	Juan Kelly	2001-07-25	UHC-79297-20	—	1899 Maple Ave, Dallas, TX, 75268	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-54474	TPA	Sarah Edwards	1941-04-27	—	—	7813 Main St, San Diego, CA, 92118	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408385	CLM	Denise Olson	1951-05-11	UHC-65886-44	2374533779	—	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-427196	CLM	William Rose	1964-03-08	UHC-55154-36	—	5030 Cedar Ln, Phoenix, AZ, 85035	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-427811	CLM	Steven George	1984-07-09	UHC-26902-16	—	6220 Lincoln Way, Seattle, WA, 98128	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
ENR-121045	ENR	Jesse Kelley	1954-06-03	UHC-71064-07	9762097230	6169 Camelback Rd, San Antonio, TX, 78217	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
CLM-415870	CLM	Terry Gomez	2002-01-21	UHC-97945-44	—	875 Grand Ave, Eden Prairie, MN, 55359	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-425156	CLM	Mry P Olson	1959-05-05	UHC-41659-11	—	853 Forest Ave, Orlando, FL, 32830	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-101352	ENR	Christine T Boyd	1993-03-06	UHC-02045-60	6484391037	1953 Forest Ave, Houston, TX, 77073	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-115595	ENR	Kathryn Y Marquez	—	UHC-99441-94	2416810562	8346 Baseline Rd, Tucson, AZ, 85740	0.68	Date of birth missing Phone reformatted Email lower-cased Gender normalised
CLM-415085	CLM	Nathan Salazar	1968-03-03	UHC-92123-21	8448358897	3670 Meadow Ln, Los Angeles, CA, 90004	0.68	Phone reformatted State name converted to code Gender normalised Placeholder values cleared
PRV-22652	PRV	Eugene Collins	2005-05-18	—	8643502892	1653 Highland Ave # 905, Tempe, AZ, 85221	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-428063	CLM	Carolyn Henry	1941-09-17	UHC-10251-23	—	924 River Rd, Dallas, TX, 75256	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-64163	TPA	William Wells	1996-06-27	—	9375878321	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
ENR-138425	ENR	Richard W Ortega	1954-01-13	UHC-12140-45	—	9796 Spring St, Mesa, AZ, 85231	0.68	Name split from “Last, First”State code upper-cased Gender normalised Placeholder values cleared
ENR-125197	ENR	Omar Tran	1958-03-04	UHC-82234-71	—	3320 Jefferson Ave, Gilbert, AZ, 85283	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
ENR-122674	ENR	Nicholas Morgan	1955-09-04	UHC-12156-84	2696856435	3237 Desert Sky Blvd, San Diego, CA, 92188	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-412149	CLM	Roger Bishop	1958-03-26	UHC-15509-76	4324305118	695 Canyon Rd, Austin, TX, 78798	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-400610	CLM	Roger P Tran	—	UHC-00583-18	7616571574	2965 Camelback Rd, San Antonio, TX, 78238	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
TPA-50099	TPA	Evelyn Knight	1989-08-28	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109368	ENR	Larry Cunningham	1983-10-10	UHC-35442-84	—	3179 Church St, Fresno, CA, 93718	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-126901	ENR	Hannah Garcia	1983-05-16	UHC-57173-47	4014271897	8769 Apache Blvd, Columbus, OH, 43229	0.68	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed
ENR-128590	ENR	Janet M Hunter	2005-01-06	UHC-45138-78	9076641490	5117 Lake View Rd, Charlotte, NC, 28256	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-416412	CLM	Amber B Bryant	1989-11-09	UHC-16604-78	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-408941	CLM	Susan Garrett	1939-08-02	UHC-86282-68	—	4507 Ridge Rd, Denver, CO, 80256	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413503	CLM	Mariana R Lee	1972-01-02	UHC-21542-39	—	6393 Main St, Austin, TX, 78706	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-419664	CLM	Beverly Lynch	1991-04-16	UHC-58484-01	—	7879 Washington St, Sacramento, CA, 95867	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-117209	ENR	Henry X Hanson	1963-10-24	UHC-69978-70	2155471729	8735 Bayshore Dr, Houston, TX, 77067	0.68	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised
ENR-141765	ENR	Russell Y Rojas	1966-11-19	UHC-09549-19	6555818674	1584 Broadway, Houston, TX, 77069	0.68	Phone reformatted City re-cased State name converted to code Gender normalised
CLM-404453	CLM	Larry Martin	2001-01-13	UHC-92470-78	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115992	ENR	Lisa X Hart	1958-02-28	UHC-49707-65	5496251448	9687 Lake View Rd, Columbus, OH, 43252	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-403421	CLM	Dylan Dominguez	1988-03-25	UHC-56390-60	—	3895 Palm Dr, Gilbert, AZ, 85279	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20171	PRV	Roger Bell	1986-11-02	UHC-49797-35	9578753466	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-408266	CLM	Alice W Duncan	1962-04-05	—	8075082517	4992 Church St, Seattle, WA, 98161	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed

16,828 rows, page 233 of 337Previous Next