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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101266	ENR	Justin Ortiz	1956-12-05	UHC-24168-07	5466747824	8585 Maple Ave, Columbus, OH, 43263	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133151	ENR	Larry Li	2001-07-08	UHC-08701-85	—	3403 Willow Ct # 558, Miami, FL, 33161	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128889	ENR	Janet W Aguilar	1959-11-13	UHC-58854-62	3556563331	4575 Church St, Tucson, AZ, 85714	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-105852	ENR	Jerry P Wheeler	1977-06-17	—	—	4541 Meadow Ln, Atlanta, GA, 30344	0.50	Phone missing area code Street suffix standardised Address re-cased State name converted to code+3 more
ENR-109144	ENR	Samantha Romero	1995-12-10	UHC-89166-23	—	3469 Mountain View Dr, Scottsdale, AZ, 85292	0.50	Date of birth reformatted Phone missing area code Member ID reformatted State name converted to code+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
ENR-130195	ENR	Dennnis Phillips	1996-12-07	UHC-63082-94	7066237718	725 Grand Ave, Orlando, FL	0.50	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+3 more
ENR-142323	ENR	Asiha Gardner	1969-09-06	UHC-26182-08	8297864618	8538 Hillcrest Rd # 265, Sacramento, CA, 95884	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-136586	ENR	Kyle Weber	1987-08-09	UHC-48005-03	9683645938	9279 Forest Ave, San Diego, CA, 92182	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-121318	ENR	Steven O Brooks	1991-05-11	UHC-72425-74	3534980855	6614 Camelback Rd, Tampa, FL	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137601	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-137602	ENR	Kevin Hunt	1991-04-08	UHC-33272-12	7133598236	3595 Indian School Rd # 596, Las Vegas, NV, 89118	0.50	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+3 more
ENR-120657	ENR	Charlotte Le	1992-07-09	UHC-00963-84	3487060294	928 Hillcrest Rd, Plano, TX	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-131894	ENR	Melissa Harper	1989-08-25	UHC-49551-95	6718921974	3459 River Rd, Las Vegas, NV, 89101	0.50	SSN last four extracted Street suffix standardised Address re-cased City 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
ENR-101767	ENR	Edward L Perez	1969-07-23	UHC-70988-21	8369287540	7363 Meadow Ln, Houston, TX, 77093	0.50	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-140997	ENR	Amanda L George	1985-07-05	UHC-69524-04	9428066070	742 Oak St, Orlando, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-126193	ENR	Mariana E Nguyen	1974-09-10	UHC-30578-85	7332586892	789 Highland Ave, Glendale, AZ, 85338	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108238	ENR	Vincent Rodriguez	1950-05-23	UHC-00309-05	6636277464	6259 Oak St, Tucson, AZ, 85753	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124552	ENR	Kelly N Hunt	1985-12-13	UHC-13321-31	5738653865	6920 Willow Ct, Sacramento, CA, 95810	0.50	Name split from “Last, First”Phone reformatted SSN last four extracted 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
ENR-124440	ENR	Lawrence V Alvarado	1956-02-11	UHC-24233-95	8478193882	8480 Valley View Dr, Minneapolis, MN	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-138721	ENR	Judith I Sanchez	1953-05-23	UHC-37863-85	—	4710 Maple Ave, Jacksonville, FL, 32210	0.50	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Street suffix standardised+3 more
ENR-123009	ENR	Bobby T Mendez	1987-11-04	UHC-62846-21	3643893026	5296 Central Ave, Atlanta, GA	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107065	ENR	Arjun Bradley	1959-04-16	UHC-26745-33	—	1459 Ocean Ave, Dallas, TX, 75254	0.50	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-119741	ENR	Eugene Moreno	1942-03-06	UHC-59661-81	2469720952	8528 Maple Ave # 368, Scottsdale, AZ	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-104058	ENR	Deb L Ortega	1968-01-13	UHC-28296-54	7462136419	4916 Market St # 596, Dallas, TX, 75219	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138097	ENR	Arjun Hudson	1999-04-14	UHC-69955-67	3663862344	4237 Sunset Blvd, Gilbert, AZ	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113613	ENR	Emma F Simpson	—	UHC-99558-87	9675875832	3337 Valley View Dr, Scottsdale, AZ, 85291	0.50	Date of birth unreadable Street suffix standardised Address re-cased City 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-142298	ENR	Alexis T Nunez	1962-05-04	UHC-93711-09	2929832165	9582 Grand Ave, Denver, CO, 80210	0.50	Middle initial moved out of first name Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-111111	ENR	Michael Alvarado	1981-06-25	UHC-14405-57	—	3038 Baseline Rd # 899, Houston, TX	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106460	ENR	Christina Gomez	1971-09-20	UHC-11504-26	6069001552	3559 Harbor Blvd, Houston, TX, 77062	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111107	ENR	Lauren Rberts	1985-08-02	UHC-80177-29	—	2732 Palm Dr, Denver, CO, 80216	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-110064	ENR	Christopher Diaz	1940-11-27	UHC-69730-93	4618652343	3368 Oak St, Mesa, AZ, 85218	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124621	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-124622	ENR	Alexis Peyne	2003-05-01	UHC-10731-08	7089513478	6949 Market St, Columbus, OH	0.50	Street suffix standardised Address re-cased State name converted to code ZIP missing+3 more
ENR-103321	ENR	Martha I Cox	1979-02-18	UHC-85585-18	9349076477	1474 Oak St, Columbus, OH, 43232	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142701	ENR	Ahmed W Hoffman	1991-01-20	UHC-79652-32	—	6488 Desert Sky Blvd # 368, Eden Prairie, MN, 55345	0.50	Name re-cased Phone missing area code Member ID reformatted Unit split from street+3 more
ENR-131072	ENR	Philip U Spencer	1953-12-04	UHC-13092-60	6415105709	238 Highland Ave, Tempe, AZ, 85269	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127943	ENR	Emma Hayes	1947-11-22	UHC-08659-93	4386184440	7363 Cedar Ln, Charlotte, NC, 28215	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136970	ENR	Amy W Greene	1973-10-15	UHC-32627-26	5878699506	2894 Canyon Rd, Austin, TX, 78707	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108669	ENR	Amber Mejia	1973-08-10	UHC-47303-98	3809704189	8584 Jefferson Ave # 876, Fresno, CA, 93729	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-102710	ENR	Brian G Hamilton	1940-08-14	UHC-68025-63	—	7947 River Rd # 235, Scottsdale, AZ, 85227	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123054	ENR	Santiago Jimenez	1956-04-15	UHC-32526-93	9626234592	6514 Central Ave Apt 28, Chandler, AZ, 85260	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142445	ENR	Judith V Sandoval	1983-09-26	UHC-66168-19	8722459728	5058 Lake View Rd, Charlotte, NC, 28204	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-110605	ENR	Shirley K Ramirez	1978-03-10	UHC-48562-23	4113617855	7240 Valley View Dr # 940, Tempe, AZ, 85274	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142159	ENR	Joan P Kelly	2000-02-05	UHC-83052-16	8794305856	3036 Washington St, Gilbert, AZ, 85208	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-127933	ENR	Victoria X Estrada	1995-09-18	UHC-18975-43	—	1939 Park Pl, Seattle, WA, 98124	0.50	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105499	ENR	Kevin Baker	2001-01-12	UHC-06930-27	8966871486	9150 Church St, Jacksonville, FL, 32225	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more

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