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 “Phone missing area code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone missing area codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111944	ENR	Logan Z Vega	1999-02-16	UHC-11562-55	—	2873 Cedar Ln, Austin, TX, 78767	0.68	Phone missing area code City re-cased ZIP+4 trimmed Whitespace trimmed
CLM-429293	CLM	Ethan Ruiz	1968-03-27	—	—	9415 Willow Ct, Gilbert, AZ, 85215	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-126000	ENR	Teresa Lawrence	1988-05-24	UHC-66781-07	—	6964 Maple Ave, Seattle, WA	0.68	Name re-cased Phone missing area code ZIP missing Whitespace trimmed
ENR-130566	ENR	Jacob A Cruz	1964-06-27	UHC-34873-65	—	9286 Desert Sky Blvd, Denver, CO, 80267	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
ENR-117345	ENR	Luis C Weaver	1970-06-07	UHC-64638-57	—	—	0.68	Name split from “Last, First”Phone missing area code Member ID reformatted Placeholder values cleared
ENR-128805	ENR	Paul G Perez	1954-11-15	UHC-31595-01	—	7031 Lincoln Way, Sacramento, CA, 95843	0.68	Name re-cased Phone missing area code Gender normalised Whitespace trimmed
ENR-109992	ENR	Diana I Oliver	2002-03-10	UHC-03540-75	—	7663 Maple Ave, Columbus, OH, 43222	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
CLM-416811	CLM	Anthony Jackson	1996-11-11	UHC-47435-53	—	7175 Mesa Dr, Dallas, TX, 75263	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-122242	ENR	Natalie C Fernandez	1964-01-19	UHC-04526-89	—	7790 Sage Ct # 322, Mesa, AZ, 85294	0.68	Phone missing area code Unit split from street City re-cased Placeholder values cleared
ENR-124540	ENR	Omar Morales	1965-06-15	UHC-01149-88	—	2612 Meadow Ln, Houston, TX, 77071	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-140576	ENR	Noah A Ferguson	1964-06-17	UHC-63143-64	—	—	0.68	Name split from “Last, First”Phone missing area code Email lower-cased Whitespace trimmed
CLM-424426	CLM	Andrea Bryant	1955-03-03	UHC-85336-01	—	—	0.68	Date of birth reformatted Phone missing area code Gender normalised Placeholder values cleared
ENR-141933	ENR	Douglas D Castillo	—	UHC-86309-17	—	81 Mesa Dr, Phoenix, AZ, 85050	0.68	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased
ENR-142254	ENR	Rachel N Holmes	1982-08-28	UHC-72535-35	—	9194 Desert Sky Blvd, Los Angeles, CA, 90001	0.68	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased
CLM-400983	CLM	David Moreno	1968-02-28	—	—	7932 Willow Ct # 668, Plano, TX, 75047	0.68	Name re-cased Phone missing area code Unit split from street Placeholder values cleared
TPA-55116	TPA	Frank Moreno	1941-03-07	—	—	2391 Lincoln Way # 874, Sacramento, CA, 95806	0.68	Date of birth reformatted Phone missing area code Unit split from street Placeholder values cleared
TPA-52002	TPA	Scott Richardson	—	—	—	5331 Highland Ave, Gilbert, AZ, 85297	0.68	Date of birth unreadable Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-424109	CLM	Omar Ferguson	1950-11-04	—	—	7551 Harbor Blvd, Los Angeles, CA, 90022	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
CLM-414651	CLM	Albert Brooks	1974-06-08	UHC-42974-77	—	3371 Elm St, Tempe, AZ, 85259	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
PRV-29506	PRV	Jula Feilds	1992-07-08	UHC-03539-69	—	7380 Bayshore Dr, Phoenix, AZ, 85050	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-107082	ENR	Andrew C Burke	1989-01-28	—	—	7038 Bayshore Dr, Austin, TX, 78708	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
TPA-62075	TPA	Nicholas Kim	1960-03-04	—	—	3831 Grand Ave, Miami, FL, 33119	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-26273	PRV	Carol Rose	1975-01-26	UHC-39091-36	—	4217 Willow Ct, Tampa, FL, 33639	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
ENR-110875	ENR	Alan White	1941-05-22	UHC-81845-87	—	353 Pine Dr, Houston, TX	0.68	Phone missing area code ZIP missing Email lower-cased Whitespace trimmed
TPA-50104	TPA	Jonathan Black	1952-12-24	UHC-08559-01	—	6042 Forest Ave, Seattle, WA, 98184	0.68	Name split from “Last, First”Phone missing area code Whitespace trimmed Placeholder values cleared
PRV-22056	PRV	Carol R Clark	1989-01-03	—	—	6078 Lincoln Way, Columbus, OH, 43226	0.68	Name re-cased Two-digit birth year Phone missing area code Placeholder values cleared
ENR-119776	ENR	Thomas Perez	1975-05-23	UHC-80680-30	—	2001 Park Pl # 105, Glendale, AZ, 85314	0.68	Name re-cased Date of birth reformatted Phone missing area code Unit split from street
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
TPA-51981	TPA	Richard Little	1942-10-15	—	—	2180 Baseline Rd Apt 37, San Antonio, TX, 78230	0.68	Phone missing area code Unit split from street Whitespace trimmed Placeholder values cleared
ENR-111860	ENR	Eric X Ross	1961-10-25	UHC-96969-93	—	6166 Palm Dr, Sacramento, CA, 95836	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-107029	ENR	Ronald Y James	2006-09-11	UHC-93023-09	—	7332 Spring St, Plano, TX, 75019	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-107509	ENR	Sandra Z Baker	1972-10-10	UHC-47885-43	—	8323 Sage Ct # 293, Sacramento, CA, 95804	0.68	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street
ENR-105829	ENR	Lisa Campbell	1965-10-22	UHC-87281-93	—	1629 Pine Dr, Denver, CO, 80275	0.68	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased
CLM-431404	CLM	Gary Matthews	1945-11-13	UHC-27209-51	—	4842 Pine Dr, Charlotte, NC, 28266	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-110256	ENR	Theresa Willis	1969-01-13	UHC-22770-16	—	1900 Valley View Dr, Nashville, TN, 37265	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-102997	ENR	Arjun S Howard	1965-06-21	UHC-44648-22	—	4229 Ridge Rd, Glendale, AZ, 85369	0.68	Name re-cased Date of birth reformatted Phone missing area code ZIP+4 trimmed
ENR-116779	ENR	Diae Torres	1983-03-20	UHC-21486-93	—	8329 Sunset Blvd, Plano, TX, 75081	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-409926	CLM	Brittany Crawford	1950-05-27	UHC-52699-22	—	9286 Highland Ave, Charlotte, NC, 28201	0.68	Phone missing area code Member ID reformatted Gender normalised Placeholder values cleared
ENR-141543	ENR	Christian D Wells	1946-07-26	UHC-13539-06	—	9255 Lake View Rd # 680, Atlanta, GA, 30365	0.68	Date of birth reformatted Phone missing area code Unit split from street Plan code upper-cased
ENR-129793	ENR	Julia X Perez	2005-11-25	UHC-69461-38	—	4521 Spring St, Tampa, FL, 33665	0.68	Name re-cased Phone missing area code State name converted to code Whitespace trimmed
ENR-130648	ENR	Jack J Smith	1950-07-24	UHC-36697-29	—	4569 Spring St, San Antonio, TX, 78247	0.68	Name re-cased Phone missing area code Street suffix standardised Address re-cased
ENR-114474	ENR	Debra V Vargas	1992-12-13	UHC-32301-47	—	7717 Hillcrest Rd, Tempe, AZ, 85269	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
ENR-120899	ENR	George S Bennett	1984-02-09	UHC-71808-02	—	4299 Mountain View Dr, Orlando, FL, 32817	0.68	Phone missing area code State code upper-cased Gender normalised Whitespace trimmed
ENR-109456	ENR	Carlos L Montgomery	1956-05-18	UHC-95754-93	—	9412 Broadway, Austin, TX, 78724	0.68	Name re-cased Phone missing area code Gender normalised Placeholder values cleared
ENR-123479	ENR	Matthew Watkins	1982-07-05	UHC-59970-47	—	9357 Valley View Dr, Minneapolis, MN, 55478	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed
CLM-412965	CLM	Susan George	1989-04-05	UHC-79821-24	—	1170 Spring St, Fresno, CA, 93739	0.68	Phone missing area code Street suffix standardised Address re-cased Placeholder values cleared
CLM-419814	CLM	Adam T Dixon	1974-07-03	UHC-43173-48	—	—	0.68	Two-digit birth year Phone missing area code Whitespace trimmed Placeholder values cleared
ENR-131888	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-131889	ENR	Marcus King	1980-07-26	UHC-75675-84	—	9461 Lincoln Way, Nashville, TN, 37205	0.68	Two-digit birth year Phone missing area code City re-cased Placeholder values cleared
ENR-121390	ENR	Dylan Fox	1946-04-10	UHC-69951-95	—	9665 Forest Ave, Seattle, WA, 98174	0.68	Phone missing area code Street suffix standardised Address re-cased Whitespace trimmed

2,021 rows, page 29 of 41Previous Next