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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129789	ENR	Larry O Watson	1945-10-10	UHC-02736-74	—	6529 Baseline Rd, Orlando, FL	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-138451	ENR	Ronald Jimenez	1942-10-25	UHC-03548-71	6127797056	3830 Mountain View Dr, Atlanta, GA, 30359	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-118157	ENR	Jonathan Evans	1938-10-24	UHC-49583-74	8563434896	1311 Palm Dr, Austin, TX, 78722	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-106346	ENR	John V Diaz	1973-02-15	UHC-09680-90	2097273612	1634 Willow Ct, Sacramento, CA, 95877	0.66	Name re-cased State name converted to code Email lower-cased Gender normalised+1 more
ENR-101095	ENR	Stephen Morales	1961-03-24	UHC-68494-83	9183796476	5118 Grand Ave, Los Angeles, CA, 90075	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113698	ENR	Sara Campbell	1942-12-26	UHC-92906-33	—	5159 Desert Sky Blvd Apt 24, Gilbert, AZ, 85261	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-110559	ENR	Stephen Herrera	1948-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-119352	ENR	Mei T Howard	1949-07-20	UHC-96248-06	8177628784	314 Park Pl, Phoenix, AZ, 85043	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-129693	ENR	Patty Rmirez	1952-06-20	—	—	6656 Mesa Dr, Las Vegas, NV, 89142	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-134796	ENR	Deborah Espinoza	1965-09-22	UHC-30342-49	8779945836	9057 Harbor Blvd, Charlotte, NC, 28280	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-128106	ENR	Abigail F Howard	1987-08-19	UHC-10387-25	6637074305	3747 Lincoln Way, Tucson, AZ	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-104324	ENR	Bruce I Schultz	1994-08-09	UHC-54166-74	7342515216	7122 Indian School Rd, San Diego, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-137446	ENR	John O Marshall	2000-04-14	UHC-46195-40	3772559193	2707 Grand Ave, Las Vegas, NV, 89170	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-103908	ENR	Chritsian Powell	1951-10-20	UHC-89584-18	5026916416	5482 Union St, Scottsdale, AZ, 85228	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128669	ENR	Maria Simpson	2008-12-22	UHC-29411-66	3439494307	2468 Union St, Houston, TX, 77056	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138701	ENR	Maria L Moreno	2007-11-28	UHC-61343-62	3067881041	9319 Apache Blvd, Tampa, FL, 33654	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-137500	ENR	Nicholas Tan	2001-01-25	UHC-35106-35	9447541782	4942 Hillcrest Rd, Austin, TX, 78770	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-120351	ENR	Chris Q Vasquez	1988-07-26	UHC-43910-86	—	7335 Canyon Rd, San Diego, CA, 92190	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-115645	ENR	Mariana Park	2000-05-15	UHC-57556-96	3823530792	491 Sage Ct, Dallas, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116443	ENR	Richard K Tucker	1991-10-05	UHC-83126-16	6047247029	1183 Maple Ave, Glendale, AZ, 85328	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-109870	ENR	Alice L Yang	1997-02-18	UHC-22171-25	2207826753	3250 Forest Ave # 936, Sacramento, CA, 95866	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-119289	ENR	Jacob Watkinns	1948-01-23	UHC-84596-80	—	1221 Church St, Fresno, CA, 93719	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-113899	ENR	Tyler Russell	1958-12-09	UHC-38785-33	3676726496	596 Hillcrest Rd, Orlando, FL, 32866	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-104678	ENR	Mary K Rogers	1943-04-11	UHC-81130-66	4768194588	3310 Washington St, Scottsdale, AZ, 85202	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125191	ENR	Michelle Mason	1990-12-28	UHC-20548-45	9224131844	4639 Forest Ave, Seattle, WA, 98194	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139119	ENR	Carlos T Ward	1958-08-06	UHC-53162-19	2426339548	1360 Jefferson Ave, Minneapolis, MN, 55403	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125878	ENR	Charlotte Webb	1999-05-26	UHC-89136-86	5939521360	7084 Central Ave, San Antonio, TX, 78258	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-124517	ENR	Elizabeth Hanson	1981-10-23	UHC-21503-26	6745142023	1726 Elm St, San Antonio, TX, 78247	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115410	ENR	Gregory T Harper	1950-12-20	UHC-80986-61	5295128998	3135 Willow Ct, Sacramento, CA, 95809	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137292	ENR	Christopher P Peryr	1970-09-16	UHC-57512-28	—	3152 Willow Ct, Phoenix, AZ, 85086	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-112520	ENR	Jean Hunt	2000-11-13	UHC-31215-87	8958563700	3757 Central Ave # 557, Seattle, WA, 98175	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-129203	ENR	Benjamin E Santos	1967-09-27	UHC-77350-11	5217342562	6844 Main St, Tampa, FL, 33656	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-104652	ENR	Kimberly Vargas	2004-06-11	UHC-34628-05	6712678856	1690 Spring St, Miami, FL, 33157	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-141451	ENR	Helen Davis	1942-02-26	UHC-25473-05	—	9545 Apache Blvd, Dallas, TX, 75240	0.66	Name re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-134898	ENR	Victoria D Richards	—	UHC-93067-18	8257123118	2180 Central Ave, Plano, TX, 75048	0.66	Name re-cased Date of birth missing Phone reformatted ZIP+4 trimmed+1 more
ENR-117407	ENR	Susan Wong	1939-04-05	UHC-47628-83	4805225549	730 Desert Sky Blvd, Sacramento, CA	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-126516	ENR	Fatima Welch	1995-02-02	UHC-01584-09	6947362931	6957 Washington St, Seattle, WA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-110452	ENR	Omar I Guerrero	1951-12-09	UHC-89846-05	7324128688	7467 Bayshore Dr, Glendale, AZ, 85319	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134311	ENR	Billy S Tucker	1963-09-24	UHC-50509-83	6055830123	1197 Valley View Dr, Tucson, AZ, 85790	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135828	ENR	Helen X Chen	1941-09-22	UHC-44782-12	7802985905	6943 Spring St, Tucson, AZ, 85725	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126080	ENR	Diane Reid	1954-02-03	UHC-19446-14	4824190082	2365 Sage Ct, Houston, TX	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123566	ENR	Alan P Hanson	1999-01-27	UHC-37725-42	4389967162	3378 Ridge Rd, Los Angeles, CA, 90009	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-106065	ENR	Donald T Garrett	1949-08-06	UHC-57421-77	3799641549	346 Apache Blvd, Tampa, FL, 33683	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139478	ENR	Jean O Nelson	1987-09-12	UHC-20738-64	4947311148	5776 Ridge Rd, Charlotte, NC, 28236	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-125430	ENR	Brittany D Fuller	1964-06-05	UHC-60596-72	3943958941	7598 Grand Ave # 554, Orlando, FL, 32817	0.66	Name re-cased Unit split from street Email lower-cased Gender normalised+1 more
ENR-116189	ENR	Theresa Larson	1967-11-03	UHC-75355-53	6266425939	5031 Church St # 149, Dallas, TX, 75296	0.66	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-102778	ENR	Maria J Perkins	1979-04-22	UHC-18060-30	9602218858	5752 Central Ave, Atlanta, GA, 30396	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-140888	ENR	Julia Chavez	1958-02-19	UHC-90166-60	—	6840 Willow Ct Apt 8, Atlanta, GA, 30300	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104912	ENR	Heather T Walsh	1942-10-11	UHC-45163-98	—	6927 Oak St, Eden Prairie, MN	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP missing+1 more
ENR-140649	ENR	Aisha E Rogers	1953-12-24	UHC-34354-41	5958883840	6254 Baseline Rd, Tucson, AZ, 85701	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more

17,310 rows, page 118 of 347Previous Next