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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-123468	ENR	Christina G Sanchez	1982-02-11	UHC-15544-62	4853752605	5382 Harbor Blvd, Phoenix, AZ, 85006	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-126449	ENR	Grace Espinoza	1963-01-08	UHC-25192-82	2886636749	466 Willow Ct, Las Vegas, NV, 89161	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-115966	ENR	Sihrley Gibson	1981-01-24	UHC-25275-60	2069689811	3863 Willow Ct, Dallas, TX, 75213	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135285	ENR	David J Ryan	1990-01-19	UHC-06040-57	7342478808	5979 Park Pl, Orlando, FL, 32832	0.66	Name re-cased Member ID reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-120689	ENR	Aisha Patel	1941-10-21	UHC-23687-29	7244740312	465 Lincoln Way, Houston, TX, 77003	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-135831	ENR	Brian Jacobs	2001-11-04	UHC-22822-80	4245745244	6051 Valley View Dr, Jacksonville, FL, 32239	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123627	ENR	Debra Hudson	1999-06-22	UHC-37158-60	6415311118	8828 Union St, Atlanta, GA, 30327	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-106980	ENR	Patrick N Santiago	1942-12-02	UHC-62144-49	3195725670	6850 Park Pl, Seattle, WA, 98116	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100421	ENR	Robert B Harris	1983-10-27	UHC-42531-34	8783630618	7190 Main St, Charlotte, NC, 28290	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-103031	ENR	Roger Crawford	1966-01-21	UHC-92649-44	3098485055	8719 Oak St, Phoenix, AZ, 85008	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-142342	ENR	Bradley U Bennett	1995-09-12	UHC-52823-46	7563879617	5501 Baseline Rd, Scottsdale, AZ, 85233	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-107781	ENR	Tyler O Weaver	1954-03-26	UHC-60000-16	5437913535	7409 Ocean Ave, Jacksonville, FL, 32265	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130451	ENR	Racehl Lawson	1956-02-21	UHC-01050-47	5212206979	9092 Ocean Ave, Houston, TX, 77023	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134346	ENR	Julie G Jensen	1970-04-14	UHC-39503-67	4955907765	5625 Baseline Rd, Los Angeles, CA, 90060	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-113850	ENR	Joe Green	1980-10-16	UHC-41373-96	—	3650 Union St, Fresno, CA, 93785	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-129895	ENR	Ryan T Morgan	2006-04-05	UHC-24598-44	2416691680	3435 Indian School Rd, Tucson, AZ, 85799	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-137901	ENR	Sarah F Howell	1970-05-24	UHC-51009-70	9724024723	2068 Oak St, Gilbert, AZ, 85211	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134678	ENR	Scott Garcia	1938-10-27	UHC-93685-32	5284304823	5651 Market St, Mesa, AZ, 85228	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-135960	ENR	Danielle K Crawford	2002-09-25	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-132489	ENR	Ashley Q Cox	1973-08-17	UHC-39698-83	8019172376	4384 Spring St, Denver, CO, 80234	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-102478	ENR	Charles J Reed	1966-03-22	UHC-48406-15	9153430053	1924 Meadow Ln, Los Angeles, CA, 90097	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-118315	ENR	Peter G Carr	1986-07-21	UHC-05640-19	6907018705	9746 Lake View Rd, Atlanta, GA, 30351	0.66	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-130701	ENR	Dot Howard	1963-06-08	UHC-03790-63	4855146828	7140 Ridge Rd # 140, Atlanta, GA, 30317	0.66	Phone reformatted Member ID reformatted Unit split from street City re-cased+1 more
ENR-139364	ENR	Mason O Hoffman	1975-10-25	UHC-12915-20	5824224581	4286 Ridge Rd, Minneapolis, MN, 55495	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108758	ENR	Linda K Richardson	1948-09-07	UHC-26607-58	6175671627	8758 Pine Dr, Orlando, FL, 32883	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134019	ENR	Michelle Y Jimenez	1994-09-17	UHC-06168-30	—	5351 Hillcrest Rd, Scottsdale, AZ, 85255	0.66	Name re-cased Date of birth reformatted SSN last four extracted State code upper-cased+1 more
ENR-126071	ENR	Larry C McCoy	2005-05-04	UHC-27497-72	8003373081	9155 Indian School Rd, Miami, FL, 33149	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-117083	ENR	Doris C Evans	1939-12-19	UHC-92563-78	3579224649	7062 Apache Blvd, Fresno, CA, 93772	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122608	ENR	Joe Graham	1951-01-08	UHC-51875-48	2934411999	9427 Mountain View Dr, Tampa, FL, 33669	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132053	ENR	Jessica Richardson	2007-08-21	UHC-66802-37	—	8503 Ocean Ave, Eden Prairie, MN, 55301	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-138773	ENR	Luis Nichols	1974-08-02	UHC-08596-50	7938907819	8547 Spring St, Tucson, AZ, 85721	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104593	ENR	Marcus A Nichols	2004-08-26	UHC-44150-48	7788749468	7644 Ridge Rd, Minneapolis, MN, 55461	0.66	Date of birth reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-137482	ENR	Kyle Wang	1943-02-17	UHC-03682-21	9262175237	1590 Mountain View Dr, Houston, TX, 77046	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-108998	ENR	Arthur L Bennett	1999-10-06	UHC-95087-14	2059529160	9341 Forest Ave, Dallas, TX, 75241	0.66	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-142259	ENR	Valentina Diaz	1942-03-10	UHC-78450-72	8394147263	8351 Washington St, Gilbert, AZ, 85298	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136901	ENR	Omar Stone	2000-03-03	UHC-96683-20	—	3196 Ocean Ave, Tempe, AZ, 85210	0.66	Name split from “Last, First”ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
ENR-118316	ENR	Anddrea V Kelly	1940-11-02	UHC-21701-06	4259738695	2445 Forest Ave, Nashville, TN, 37253	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-103602	ENR	Jose Alvarez	1976-05-26	UHC-94418-36	—	4639 Camelback Rd, Orlando, FL, 32867	0.66	Name re-cased State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110557	ENR	Stephen Herrera	1949-10-11	UHC-09183-29	7542809782	3354 Grand Ave, Nashville, TN, 37254	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-136110	ENR	Donald Z Mendez	1997-11-14	UHC-19775-85	—	8762 Camelback Rd, Mesa, AZ, 85270	0.66	Name re-cased Phone missing area code ZIP+4 trimmed Email lower-cased+1 more
ENR-109281	ENR	Grace Sullivan	1982-10-04	UHC-95473-15	7382553474	9464 Grand Ave, Minneapolis, MN, 55488	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-140004	ENR	Elijah Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-107099	ENR	Doris Alvarez	1971-01-07	UHC-60201-75	6699270351	8860 Meadow Ln, Tampa, FL, 33639	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114227	ENR	Dylan I Larson	1965-12-16	UHC-23758-98	3596608439	2961 Palm Dr, Atlanta, GA, 30376	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124194	ENR	Marcus Soto	1977-03-21	UHC-85530-58	9865341919	8050 Main St, Atlanta, GA, 30362	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-143013	ENR	Jessica E Sandoval	1991-04-26	UHC-21043-30	—	5220 Highland Ave, Columbus, OH, 43210	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-100620	ENR	Sarah Patterson	2000-04-06	UHC-49912-64	6097536003	8282 Hillcrest Rd, Glendale, AZ, 85316	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104044	ENR	Nicholas Carter	1938-12-23	UHC-84056-95	—	8213 Apache Blvd, Orlando, FL, 32843	0.66	Name re-cased ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-105431	ENR	Paul Crawford	1973-04-11	UHC-49265-38	5445585990	6341 Grand Ave, Tampa, FL, 33672	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108491	ENR	Albert Q Kennedy	1945-12-05	UHC-89191-01	2908392311	7119 Camelback Rd, Seattle, WA, 98113	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more

3,951 rows, page 51 of 80Previous Next