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 “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-107953	ENR	Maria I Chapman	1965-07-03	UHC-48655-61	2043254323	3669 Spring St, Minneapolis, MN, 55466	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-128563	ENR	Bobby B Carr	2004-11-07	UHC-15965-61	7787879127	8445 Canyon Rd, Charlotte, NC, 28281	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-128562	ENR	Bobby B Carr	2004-11-07	UHC-15965-61	7787879127	8445 Canyon Rd, Charlotte, NC, 28281	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-126837	ENR	Teresa N Carpenter	1939-10-25	UHC-09736-05	—	7659 Grand Ave, Glendale, AZ, 85386	0.68	Name re-cased Two-digit birth year Email lower-cased Gender normalised
ENR-103727	ENR	James A Pierce	1954-02-16	UHC-54069-42	6529315136	1034 Broadway, Scottsdale, AZ, 85215	0.68	Phone reformatted State name converted to code Gender normalised Whitespace trimmed
ENR-134431	ENR	Priya Moreno	1980-07-12	UHC-43156-40	9076017066	1729 Jefferson Ave Apt 37, Nashville, TN, 37257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-116204	ENR	Cynthia H Yang	1957-04-25	—	8746108566	3749 Market St, Gilbert, AZ, 85205	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-114898	ENR	Roy O Simmons	2005-01-21	UHC-73280-23	5586656058	1753 Baseline Rd, Scottsdale, AZ, 85272	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-123694	ENR	Jordan Howell	1965-02-13	UHC-95053-20	7936429148	8510 Mesa Dr, San Antonio, TX, 78250	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
ENR-109945	ENR	Ausstin L Nguyen	1992-08-09	UHC-43885-20	2318670843	5199 Church St, Las Vegas, NV, 89131	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-103232	ENR	Mary J Shaw	1961-12-27	UHC-19721-07	5165950021	3392 Forest Ave, Scottsdale, AZ, 85270	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-134368	ENR	Amnada V Castillo	1973-04-21	UHC-19670-66	5673374819	8441 Jefferson Ave, San Antonio, TX, 78295	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-104531	ENR	Melissa Brooks	1990-06-02	UHC-50029-66	6433462522	72 Park Pl, Sacramento, CA, 95896	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
ENR-142520	ENR	Hiroshi Jordan	1981-05-22	UHC-65873-95	9186570207	9545 Main St # 920, Seattle, WA, 98117	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-102185	ENR	Dennis Diaz	1979-07-03	UHC-76921-70	3107474912	1812 Spring St, Charlotte, NC, 28202	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-140357	ENR	Diego L Weaver	1970-08-19	UHC-97229-55	—	6826 Lincoln Way, Jacksonville, FL, 32241	0.68	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased
ENR-109099	ENR	Joe Carlson	2001-05-21	UHC-06730-30	4792771673	9839 Harbor Blvd, San Antonio, TX, 78297	0.68	Date of birth reformatted SSN last four extracted Gender normalised Plan code upper-cased
ENR-104533	ENR	Christopher G White	2008-10-22	UHC-49618-20	9633681676	1752 Palm Dr, Las Vegas, NV, 89110	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-101481	ENR	Albert Woods	1954-07-09	UHC-81873-91	—	1380 Harbor Blvd, Denver, CO, 80213	0.68	Phone missing area code Email lower-cased Gender normalised Whitespace trimmed
ENR-125254	ENR	Lawrance Davis	1957-11-08	UHC-87413-19	9357401134	5736 Willow Ct, Sacramento, CA, 95823	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-106257	ENR	Katherine Knight	2001-03-26	UHC-38850-15	8915077707	4472 Highland Ave, Las Vegas, NV, 89186	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
ENR-112828	ENR	Patricia Phillips	1963-07-20	UHC-92486-54	—	3971 Jefferson Ave, Los Angeles, CA, 90010	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-133829	ENR	Matthew Morrison	1950-04-22	UHC-11689-47	4068912755	9655 Sunset Blvd, Eden Prairie, MN, 55399	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-110443	ENR	Henry Black	1987-05-04	UHC-90450-59	7694067145	4006 Broadway, Los Angeles, CA, 90032	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
ENR-125420	ENR	Jordaan H Watson	1999-10-05	UHC-22725-60	8255465233	9846 Sunset Blvd # 975, Fresno, CA, 93708	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-104059	ENR	Mei S Brooks	1986-10-23	UHC-98539-12	9869731343	2240 Lake View Rd, Scottsdale, AZ	0.68	Name re-cased Phone reformatted ZIP missing Gender normalised
ENR-102431	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-102430	ENR	Henry F Boyd	1938-05-16	UHC-56800-60	3495480588	861 Elm St, Scottsdale, AZ	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-100142	ENR	Dennis V Berry	1965-03-22	UHC-82134-43	7207646563	384 Bayshore Dr, Eden Prairie, MN	0.68	Phone reformatted ZIP missing Gender normalised Placeholder values cleared
ENR-102945	ENR	Abigail T Snyder	1997-05-24	UHC-30299-02	8204382498	6519 Oak St, Miami, FL, 33171	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-107550	ENR	Jacob M Obrien	1949-07-03	UHC-92455-51	6794331722	9669 Mountain View Dr, Jacksonville, FL, 32281	0.68	Name split from “Last, First”Name re-cased Date of birth reformatted Gender normalised
ENR-107340	ENR	George P Sanchez	1978-02-18	UHC-41321-44	—	2945 Elm St, Miami, FL, 33182	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-115503	ENR	Jacqueline D Soto	1959-08-05	UHC-59864-67	—	5178 Camelback Rd, Sacramento, CA, 95869	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-106589	ENR	Kenneth Adams	1943-09-23	UHC-45510-69	6489455730	4246 Central Ave, Glendale, AZ, 85396	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-113765	ENR	Luis Martin	1991-12-04	UHC-72576-75	6358005856	8396 Valley View Dr, Los Angeles, CA, 90032	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-100095	ENR	Eddie C Harrison	1952-02-27	UHC-39886-31	5915060791	2915 Market St, Charlotte, NC, 28225	0.68	Street suffix standardised Address re-cased Email lower-cased Gender normalised
ENR-117832	ENR	Cynthia Parker	1946-10-14	UHC-94118-51	6839453748	9722 Baseline Rd, Las Vegas, NV, 89133	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-137098	ENR	Rebecca Luna	1949-06-01	UHC-65111-39	6804066795	1388 Church St, Jacksonville, FL, 32290	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-108170	ENR	Judith Arnold	1961-05-18	UHC-06641-50	9508834403	5777 Palm Dr, Las Vegas, NV, 89187	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-127196	ENR	Emma Hunt	1984-02-17	UHC-70237-17	8986135660	3835 Central Ave, Miami, FL, 33161	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
ENR-139030	ENR	Keith Espinoza	1963-02-24	UHC-27101-51	4139361853	6826 Hillcrest Rd, Minneapolis, MN, 55407	0.68	Name split from “Last, First”Email lower-cased Gender normalised Whitespace trimmed
ENR-141217	ENR	Michelle Bryant	1945-12-02	UHC-17996-45	8424310690	8020 Jefferson Ave, Seattle, WA, 98190	0.68	Name re-cased Street suffix standardised Address re-cased Gender normalised
ENR-142838	ENR	Mark Walsh	1980-06-15	UHC-70851-53	6462303878	9283 Bayshore Dr, Atlanta, GA, 30320	0.68	Date of birth reformatted Phone reformatted State name converted to code Gender normalised
ENR-128548	ENR	Larry C Morales	1941-06-09	UHC-93326-04	6054619166	3047 Main St, Nashville, TN, 37222	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
ENR-142781	ENR	Christine Q Sims	1992-06-03	UHC-77833-63	8088724520	5333 Bayshore Dr, Los Angeles, CA, 90025	0.68	Name re-cased Phone reformatted State name converted to code Gender normalised
ENR-124445	ENR	Danielle P Day	2005-07-09	UHC-21529-84	5927859778	6548 Washington St, Houston, TX, 77088	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-130678	ENR	Amber Willis	—	UHC-07211-06	8049432313	9561 Mountain View Dr, Sacramento, CA, 95848	0.68	Date of birth reformatted Date of birth unreadable Gender normalised Whitespace trimmed
ENR-101157	ENR	Omar U McDonald	1957-06-04	UHC-70145-28	8775407256	3532 River Rd, Columbus, OH, 43230	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-105262	ENR	Judy Gomez	1977-08-18	UHC-18172-29	9402504971	8411 Canyon Rd, Orlando, FL, 32840	0.68	Phone reformatted State code upper-cased ZIP+4 trimmed Gender normalised
ENR-127891	ENR	Samuel V Aguilar	1945-10-21	UHC-17837-77	4072594636	3030 Indian School Rd, Minneapolis, MN, 55418	0.68	Two-digit birth year Phone reformatted City re-cased Gender normalised

7,326 rows, page 112 of 147Previous Next