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 “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
ENR-102484	ENR	Daniel U Mendez	1984-03-19	UHC-44692-67	9114552537	2559 Jefferson Ave, Gilbert, AZ, 85299	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139478	ENR	Jean O Nelson	1987-09-12	UHC-20738-64	4947311148	5776 Ridge Rd, Charlotte, NC, 28236	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-102778	ENR	Maria J Perkins	1979-04-22	UHC-18060-30	9602218858	5752 Central Ave, Atlanta, GA, 30396	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-123750	ENR	Charls R Weber	1980-09-23	UHC-23538-88	6433684726	1116 Baseline Rd, Tampa, FL, 33605	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-100245	ENR	Cynthia Peterson	1984-03-27	UHC-59351-27	2918480003	5694 Central Ave, Nashville, TN, 37227	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-113799	ENR	Janet Elliott	1976-09-18	UHC-44835-28	3494185569	5041 Mountain View Dr, Gilbert, AZ, 85216	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-107255	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St, Plano, TX, 75033	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-140333	ENR	Noah G Bradley	1998-06-02	UHC-52302-59	3495423588	3871 Mesa Dr, Tempe, AZ, 85255	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-125834	ENR	Scott Estrada	1951-05-18	UHC-44880-54	9192952432	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-142037	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-142036	ENR	Matthew X Banks	1978-04-27	UHC-11963-65	—	8415 Desert Sky Blvd, Seattle, WA, 98198	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-129090	ENR	Patrrick Mason	1954-04-24	UHC-14426-56	3498085767	6084 Baseline Rd, Mesa, AZ, 85221	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-114666	ENR	Justin J Mason	2002-01-09	UHC-94839-47	7604226272	8634 Sunset Blvd, Dallas, TX, 75222	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP+4 trimmed+1 more
ENR-135578	ENR	Matthew P Sanchez	1975-05-13	UHC-20584-91	8387332068	1626 Park Pl Apt 23, Tempe, AZ, 85298	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-135327	ENR	Ashley Garza	1971-09-10	UHC-69569-85	6758275683	6125 Park Pl, Plano, TX, 75086	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125531	ENR	Catherine Hart	1963-09-20	UHC-18151-19	2397066541	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-120512	ENR	Sharon J Cooper	1951-10-06	UHC-05129-04	7606454037	7393 Sage Ct, Tempe, AZ, 85254	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-121039	ENR	Patrick Gardner	2000-08-12	UHC-61113-46	6274744053	3583 Canyon Rd, Dallas, TX, 75290	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-112203	ENR	Logan Valdez	1971-09-21	UHC-80082-29	2769275136	4936 Park Pl, Los Angeles, CA, 90079	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105067	ENR	Stephen Q Scott	1943-08-22	UHC-90161-54	7923482814	8180 Hillcrest Rd, Seattle, WA, 98104	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-140394	ENR	Denny Gray	1960-02-19	UHC-06968-28	5933645495	1283 Sunset Blvd # 313, Miami, FL, 33163	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-132203	ENR	Larry I Watson	1964-11-17	UHC-48101-50	8256533324	2006 Valley View Dr, Denver, CO, 80219	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-116003	ENR	Carlos Alvarez	1977-10-26	UHC-04426-82	7704001467	2067 Lake View Rd, Nashville, TN, 37278	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-100955	ENR	Bryan V Weber	1987-10-19	UHC-91647-58	9662626528	3394 Lake View Rd, Minneapolis, MN, 55414	0.66	Two-digit birth year Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114721	ENR	Christopher K Miller	1980-09-02	UHC-58051-99	8089600520	5483 Bayshore Dr, San Antonio, TX, 78210	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118501	ENR	Michelle Coleman	1969-08-14	UHC-46833-58	2194961882	3514 Ocean Ave, Nashville, TN	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-137345	ENR	Charllotte N Wright	1948-01-21	UHC-32543-36	5972740386	5023 Pine Dr, Columbus, OH, 43225	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123341	ENR	Debra Anderson	1963-10-07	UHC-15730-68	—	4484 River Rd, Atlanta, GA	0.66	Two-digit birth year ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-129169	ENR	Russell Black	1975-06-03	UHC-14028-95	—	1205 Baseline Rd, Minneapolis, MN, 55491	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-135975	ENR	Maark A Larson	1952-10-22	UHC-49198-72	6077574688	2813 Indian School Rd, Tempe, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-113196	ENR	Keith S Garcia	1994-09-05	UHC-31785-44	—	2681 Bayshore Dr, Plano, TX, 75032	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-137972	ENR	Peter A Jensen	1942-04-01	UHC-82248-04	8827578622	9197 Spring St, Denver, CO, 80262	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-123561	ENR	Priya Burton	1985-09-24	UHC-30034-12	7799663579	722 Elm St, Tempe, AZ, 85267	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-134836	ENR	Brenda Jenkyns	1960-05-16	UHC-89807-62	4024710535	9453 Union St, Tempe, AZ, 85249	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135339	ENR	Susan Snyder	1968-08-26	UHC-37162-19	3066313551	6602 River Rd, Dallas, TX, 75238	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101940	ENR	Bruce Morris	1948-12-27	UHC-06635-80	2168654803	5113 Baseline Rd, Tucson, AZ, 85757	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-121753	ENR	Mei T Le	1942-07-21	UHC-19059-48	5845439885	1892 Forest Ave, Sacramento, CA, 95827	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105444	ENR	Young Joshua	1974-10-10	UHC-95779-94	2173029196	9167 Willow Ct, San Diego, CA, 92183	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124001	ENR	Linda Warren	1947-03-14	UHC-15412-53	5806431163	2937 Sunset Blvd, Atlanta, GA, 30310	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-106435	ENR	Nancy W Estrada	1976-03-22	UHC-01826-54	7916365612	7743 Oak St, Phoenix, AZ, 85092	0.66	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+1 more
ENR-139575	ENR	Megan Reyas	1978-11-12	UHC-34680-22	3872232350	3696 Central Ave, Miami, FL, 33111	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122547	ENR	Benjamin Lee	1957-04-22	UHC-90262-12	9726391636	7616 Lake View Rd, Plano, TX, 75006	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
ENR-117223	ENR	Christine Wagner	2008-04-03	UHC-14485-50	4909915069	9212 Desert Sky Blvd, Sacramento, CA, 95859	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
ENR-133454	ENR	Peter U Cunningham	1949-04-19	UHC-72694-61	—	331 Church St, Nashville, TN, 37293	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115218	ENR	Omar Knight	1955-04-25	UHC-56897-85	8079873654	5259 Forest Ave, Austin, TX, 78707	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-139372	ENR	Roger D Kelley	1969-01-26	UHC-99844-35	6528001976	8484 Canyon Rd, Mesa, AZ, 85248	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-138396	ENR	Dennis K Meyer	1988-09-15	UHC-24695-90	2874045819	9097 Spring St, Seattle, WA, 98166	0.66	Two-digit birth year Phone reformatted State name converted to code Email lower-cased+1 more
ENR-137693	ENR	Janice Perkins	1959-08-26	UHC-04977-71	5982902949	2707 Lincoln Way, Sacramento, CA	0.66	Two-digit birth year Phone reformatted City re-cased ZIP missing+1 more
ENR-110466	ENR	Wayne I Chavez	1995-08-11	UHC-99718-58	2886107037	586 Ocean Ave, Fresno, CA, 93725	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138343	ENR	Arthur R Lopez	1980-02-23	UHC-09569-22	2397444409	9565 Sunset Blvd, Orlando, FL, 32888	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more

2,874 rows, page 37 of 58Previous Next