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
CLM-406992	CLM	Eric Bishop	1951-02-13	—	—	2768 Highland Ave, Denver, CO, 80287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135600	ENR	Marilyn R Sullivan	1952-05-20	UHC-59465-80	2748519508	5246 Desert Sky Blvd, Miami, FL, 33143	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-105860	ENR	Teresa Lane	1988-05-22	UHC-40035-51	8337024778	70 Pine Dr, Columbus, OH, 43256	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109715	ENR	Ralph L Willis	1979-05-15	UHC-44807-51	2618428034	5490 Bayshore Dr, Denver, CO, 80211	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-407804	CLM	Brandon Bryant	1995-01-07	UHC-65094-90	—	7968 Central Ave, Tampa, FL, 33648	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401434	CLM	Bobby Q Jordan	1994-07-21	UHC-41568-13	—	7850 Market St, Charlotte, NC, 28225	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-126073	ENR	Patricia A Fox	1959-03-21	UHC-32104-52	6589475791	2227 Mountain View Dr, Phoenix, AZ, 85020	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138372	ENR	Maria F Diaz	1983-06-20	UHC-45228-06	—	5160 Valley View Dr, San Antonio, TX, 78208	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-100759	ENR	Rebecca Richards	1940-07-02	UHC-07899-04	9313423413	3120 Valley View Dr, Orlando, FL, 32802	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-114131	ENR	Cynthia K Woods	1940-10-04	UHC-56559-15	3028928121	7312 Desert Sky Blvd, Plano, TX, 75044	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-106079	ENR	Kenneth Jordan	1963-09-22	UHC-39698-67	3558552864	3273 Canyon Rd, Minneapolis, MN, 55437	0.64	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+2 more
PRV-28165	PRV	Nichoals B West	1984-01-12	UHC-15259-45	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-27369	PRV	Joan Fowler	1983-10-14	UHC-85183-78	7126109526	7025 Sage Ct, Fresno, CA, 93722	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-402442	CLM	Richard Patterson	1998-06-23	UHC-63925-81	—	2676 Market St, Nashville, TN, 37243	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428292	CLM	Breda K Price	1950-07-23	UHC-49836-10	—	553 Forest Ave, Atlanta, GA, 30397	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-116903	ENR	Justin S Lawrence	1945-06-12	UHC-56970-09	6774423139	1593 Spring St, Miami, FL, 33194	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-138188	ENR	Amy K Morrison	1977-02-06	UHC-29243-33	4846396784	4055 Palm Dr, Austin, TX, 78794	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131982	ENR	Isabella A Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101308	ENR	Beverly X Dominguez	1963-06-01	UHC-31657-36	9233500104	2507 Cedar Ln, San Diego, CA, 92172	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
TPA-55298	TPA	Alexander J Watkins	1951-01-04	UHC-16468-60	7905065866	4141 Meadow Ln, Columbus, OH, 43214	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113945	ENR	Joan Ford	1950-10-28	UHC-21698-74	4242089825	1737 Sage Ct, Eden Prairie, MN, 55305	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100621	ENR	Nicole Chen	1978-03-01	UHC-32643-30	9148064077	4532 Apache Blvd, Tempe, AZ, 85240	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-426180	CLM	Saen Crawford	1993-12-28	UHC-87115-68	7178395461	2140 Maple Ave, Las Vegas, NV, 89107	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128738	ENR	Carol Daniels	1943-12-28	UHC-99926-99	9794199053	4131 Ridge Rd, Los Angeles, CA, 90056	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134977	ENR	Sean Black	—	UHC-29465-84	5715033382	2110 Sage Ct, Minneapolis, MN, 55488	0.64	Name re-cased Date of birth unreadable Member ID reformatted Email lower-cased+2 more
TPA-60216	TPA	Lia Andesron	1951-12-09	—	8696558856	2347 Market St # 993, Jacksonville, FL, 32216	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
TPA-55150	TPA	Emma Washingtn	1949-12-01	UHC-20115-01	—	2206 Maple Ave, San Antonio, TX, 78222	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429476	CLM	Megan Mejia	1982-04-28	—	3818811128	2979 Ridge Rd, Gilbert, AZ, 85297	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407536	CLM	Jose Q Silva	1944-11-08	—	3675180514	—	0.64	Name re-cased Two-digit birth year Phone reformatted Gender normalised+2 more
ENR-108216	ENR	Michelle Garza	1964-01-08	UHC-34895-65	8537285666	6394 Indian School Rd, Tucson, AZ, 85740	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118600	ENR	Aaron B Kennedy	1993-12-26	UHC-04502-15	3364903606	2310 Jefferson Ave, Seattle, WA, 98163	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419798	CLM	Tyler Rice	1994-08-12	—	6733791249	9763 Spring St, Orlando, FL, 32855	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130808	ENR	Scott Marshall	1985-02-16	UHC-57608-82	7816414872	—	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-142542	ENR	Anna I Bennett	1953-09-15	UHC-53468-90	9885113477	8268 Highland Ave, Gilbert, AZ, 85263	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141466	ENR	Michelle Gonzales	1973-12-03	UHC-28818-28	6199342340	6915 Church St # 533, Sacramento, CA, 95887	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
ENR-113647	ENR	Elijah Brooks	1974-10-23	UHC-94363-43	4447584070	2057 Grand Ave, Scottsdale, AZ, 85240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-406776	CLM	Carl Owens	2001-01-10	—	8243071686	1298 Forest Ave, Minneapolis, MN, 55498	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
PRV-28714	PRV	Omar Gonzalez	1968-04-12	UHC-96715-90	5024267981	7931 Forest Ave, Plano, TX, 75052	0.64	Street suffix standardised Address re-cased State code upper-cased Gender normalised+2 more
ENR-102302	ENR	Aisha X Stewart	1990-01-28	UHC-19127-09	6515878418	4407 Baseline Rd, Eden Prairie, MN, 55368	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104378	ENR	Hiroshi Wilson	1964-06-20	UHC-93354-09	5079974896	1523 Apache Blvd, Fresno, CA, 93704	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-413866	CLM	Linda Vargas	1986-06-11	UHC-27818-16	9188099494	9669 Mountain View Dr, Scottsdale, AZ, 85205	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-27202	PRV	Isabella Perkins	1995-04-22	UHC-94647-17	9873461132	4650 Union St, Dallas, TX, 75245	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-405639	CLM	Ruh Herrera	1953-11-13	—	—	7181 Central Ave, Tempe, AZ, 85245	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-401636	CLM	Lucia Gutierrez	1993-06-18	UHC-40274-73	3536013288	9828 Maple Ave, Atlanta, GA, 30384	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-423551	CLM	Doris Castillo	1982-09-17	—	—	9025 Highland Ave, Columbus, OH	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-21276	PRV	Lucia M Wood	—	—	3418749619	8150 Pine Dr, Fresno, CA, 93726	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
CLM-411920	CLM	Julia Adams	1962-04-13	UHC-29398-05	6208274753	4202 Cedar Ln, Atlanta, GA, 30386	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118727	ENR	Willie R Armstrong	1938-12-04	UHC-54698-32	9326704084	9795 Sage Ct, Columbus, OH, 43276	0.64	Name split from “Last, First”Date of birth reformatted City re-cased Email lower-cased+2 more
TPA-60351	TPA	Eugene K Nguyen	1992-09-24	—	—	6870 Camelback Rd, Dallas, TX, 75249	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-406215	CLM	Jerry Chavez	2003-09-16	UHC-59936-83	—	5132 Baseline Rd, Phoenix, AZ, 85047	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more

16,828 rows, page 172 of 337Previous Next