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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402221	CLM	Kim Crawford	1995-10-25	—	—	3927 Ocean Ave Apt 12, Dallas, TX, 75218	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
PRV-21342	PRV	Jordan Torres	1974-05-15	UHC-00744-80	8305021135	5082 Bayshore Dr, Phoenix, AZ, 85046	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted City re-cased+3 more
CLM-401836	CLM	Cynthia Ray	2001-07-12	—	—	846 Highland Ave, San Diego, CA, 92134	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-127592	ENR	Maggie Dean	2000-06-07	UHC-39451-79	5149611106	2873 Maple Ave Apt 39, Tampa, FL, 33674	0.50	Two-digit birth year Phone reformatted Member ID reformatted Unit split from street+3 more
PRV-23482	PRV	Billy Lawson	1989-05-13	—	3207984306	2366 Oak St, Columbus, OH	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-430941	CLM	Michelle Bowman	1971-10-24	UHC-64949-34	—	7317 Oak St, Tampa, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-142081	ENR	Wayne Li	1960-01-10	UHC-00692-94	6184614168	7279 Mountain View Dr, Jacksonville, FL, 32265	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414695	CLM	John Sims	1979-06-09	UHC-98485-42	9872394608	7970 Main St, San Diego, CA, 92138	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120476	ENR	Jerry Dunn	1939-06-05	UHC-68186-75	4936428640	658 Washington St, Columbus, OH, 43295	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136493	ENR	Arthur N Santos	1994-07-02	UHC-64643-18	7043428300	9820 Market St, Fresno, CA, 93776	0.50	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-126388	ENR	Elizabeth O Graham	1997-12-27	UHC-13821-54	7038848580	342 River Rd, Plano, TX, 75035	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133408	ENR	Logan M Reed	1959-07-22	UHC-34426-64	2422757897	8131 Highland Ave, Sacramento, CA, 95824	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-411061	CLM	Priya P Rivera	1991-01-18	UHC-73259-41	6316768422	7262 Ocean Ave, Orlando, FL, 32880	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-27810	PRV	Teresa Elliott	1939-11-27	UHC-87593-18	—	621 Grand Ave, Gilbert, AZ, 85259	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-430464	CLM	Emily T Gonzalez	1986-09-26	UHC-10003-89	6078871437	4296 Willow Ct, San Antonio, TX, 78260	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-117855	ENR	Laura Mason	1979-10-02	UHC-27169-90	5362474745	259 Central Ave, Los Angeles, CA, 90044	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54232	TPA	Yuki Lynch	1963-06-01	—	—	5354 Central Ave, Denver, CO	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-21843	PRV	Alexis Wheeler	1957-05-26	—	3639724297	6355 Highland Ave, Orlando, FL, 32890	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122693	ENR	Sean Nguyen	2004-05-04	UHC-10988-10	8329901689	6219 Cedar Ln, Atlanta, GA, 30382	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110578	ENR	Rachel O Romero	1978-10-03	UHC-05946-53	6038443945	3385 Hillcrest Rd # 858, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
TPA-51052	TPA	Juith Lopez	1978-05-25	—	9455743892	2945 Grand Ave, Eden Prairie, MN, 55389	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-410655	CLM	Terry Brooks	1939-10-25	UHC-76049-74	6786257456	6223 Cedar Ln # 372, Gilbert, AZ, 85290	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-114714	ENR	Dylan Vasquez	2005-08-04	UHC-72211-21	6477801228	6703 Oak St, Atlanta, GA, 30360	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427288	CLM	Marcus Jensen	1968-07-11	UHC-67757-30	4988649885	2794 Pine Dr # 182, San Antonio, TX, 78242	0.50	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
CLM-422191	CLM	Alexander Wells	1997-01-06	UHC-49517-10	—	5592 Broadway, Los Angeles, CA, 90067	0.50	Name re-cased Two-digit birth year Address re-cased City re-cased+3 more
ENR-106576	ENR	Samuel Cruz	1982-01-09	UHC-58921-61	8487267946	9457 Church St, Scottsdale, AZ, 85233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-409746	CLM	Bruce Rios	1943-12-01	—	3728699250	4181 Baseline Rd, Charlotte, NC	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109455	ENR	Mason Mitchell	1981-09-23	UHC-11047-22	8366297454	8653 Union St Apt 14, Minneapolis, MN, 55497	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-26911	PRV	Jack J Smith	1950-07-24	UHC-36697-29	9566824215	4569 Spring St, San Antonio, TX, 78247	0.50	Middle initial moved out of first name Name re-cased Two-digit birth year Phone reformatted+3 more
TPA-60793	TPA	Elijah Jackson	1991-08-23	—	6808879251	2903 Lake View Rd # 551, Fresno, CA, 93786	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142727	ENR	Nanky X Marquez	1974-07-23	UHC-40161-64	7967428582	9403 Sage Ct, Glendale, AZ, 85383	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
TPA-63467	TPA	Evelyn F Hudson	1989-06-07	—	—	1021 Grand Ave, Plano, TX, 75034	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-102504	ENR	Emma Munoz	1994-09-16	UHC-82412-81	3145283398	2062 Jefferson Ave, Dallas, TX, 75213	0.50	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-20381	PRV	Katherine Carpenter	1949-04-23	UHC-20620-59	6706839429	4824 Lake View Rd, Plano, TX, 75046	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-400042	CLM	Eric James	2006-07-22	—	—	6336 Hillcrest Rd # 398, San Diego, CA, 92145	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-112670	ENR	Judy V Hanson	1999-12-04	UHC-90420-08	4399407484	5974 Ridge Rd, Los Angeles, CA, 90098	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58576	TPA	Sharon Sanchez	1996-03-09	—	—	6949 Canyon Rd # 643, Tempe, AZ, 85271	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-129631	ENR	Megan V Carter	1953-09-14	UHC-16129-53	4674071961	2354 Canyon Rd, Tucson, AZ	0.50	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
CLM-432526	CLM	Ahmed Hoffman	1991-01-20	UHC-79652-32	7324712029	6488 Desert Sky Blvd, Eden Prairie, MN, 55345	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22012	PRV	Denise Ryan	1976-07-02	UHC-47417-64	7302017277	5141 Baseline Rd, Eden Prairie, MN	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-414050	CLM	Omar D Nguyen	1997-06-08	UHC-18431-18	—	5478 Lake View Rd Apt 21, Tampa, FL, 33621	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-128416	ENR	Emma L Vega	1940-08-26	UHC-61278-63	4944118245	6288 Main St, Seattle, WA	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22001	PRV	Benjamin B Davis	1971-12-09	—	9637881778	4361 Cedar Ln, Las Vegas, NV, 89151	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-419198	CLM	Deborah West	1945-06-11	UHC-15597-12	—	479 Oak St, San Diego, CA, 92107	0.50	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-104345	ENR	Ann M Dominguez	1959-12-03	UHC-89013-57	5512054811	2671 Grand Ave, Los Angeles, CA, 90042	0.50	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-405544	CLM	William S Rose	1961-12-13	UHC-42141-56	8953102756	4362 Ocean Ave, Fresno, CA, 93762	0.50	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+3 more
CLM-431577	CLM	Natalie Ryan	2004-06-05	UHC-86274-64	3095522514	9790 Washington St, Minneapolis, MN, 55421	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113099	ENR	Bryan W Lawson	2006-03-27	UHC-80563-50	6498813937	9354 Pine Dr, Houston, TX, 77071	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112860	ENR	Valentina T Bryant	2007-10-01	—	—	2973 Jefferson Ave, Mesa, AZ, 85218	0.50	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-114028	ENR	Jonathan R Butler	1952-01-17	UHC-31719-37	6366115092	9213 Valley View Dr, Orlando, FL, 32852	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more

6,661 rows, page 20 of 134Previous Next