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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128743	ENR	Ryan N Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.66	Name re-cased Date of birth reformatted 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-113720	ENR	Cynthia Hunter	2007-09-01	UHC-66546-30	7594934343	5520 Elm St, Seattle, WA, 98166	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-104431	ENR	Sofia Carpenter	—	UHC-20485-01	7647427104	4840 Central Ave, Nashville, TN, 37231	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-127549	ENR	Stephanie Harper	1964-06-15	UHC-74220-77	4434033199	2829 Cedar Ln, Orlando, FL, 32850	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-131274	ENR	Maria Q Jenkins	2006-04-01	UHC-85849-89	7118276384	2486 Mountain View Dr, Jacksonville, FL, 32232	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-132471	ENR	Sofia T Lucas	1969-04-12	UHC-89122-72	6606442234	9873 Union St, Austin, TX, 78744	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104096	ENR	Carolyn Hawkins	1955-08-14	UHC-24623-34	6954978570	354 Sunset Blvd, Seattle, WA, 98105	0.66	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-114470	ENR	Laura Cook	2002-07-27	UHC-35944-42	4072963645	740 Harbor Blvd, Chandler, AZ, 85253	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141754	ENR	Ana Porter	1957-06-16	—	5113877355	3430 Park Pl, San Diego, CA, 92193	0.66	Phone reformatted ZIP+4 trimmed Email lower-cased Gender normalised+1 more
ENR-138879	ENR	Sephanie J McCoy	1965-09-19	UHC-04671-13	2833291756	23 Sage Ct, Miami, FL, 33123	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137880	ENR	Daniel Silvva	1985-06-21	UHC-59936-40	4128362970	8847 Valley View Dr, Phoenix, AZ, 85042	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-104040	ENR	Keith J Williamson	1975-08-07	UHC-10224-17	9583186482	3014 Pine Dr, Charlotte, NC, 28207	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-124376	ENR	Elizabeth Nelson	1951-12-05	UHC-53683-17	2308867446	1662 Elm St, Minneapolis, MN, 55449	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-131768	ENR	Ryan P Reed	1951-11-12	UHC-83799-46	3644370961	1573 Mountain View Dr, Mesa, AZ, 85215	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-102218	ENR	John C Estrada	1991-01-14	UHC-95931-01	9288505242	7030 Baseline Rd, San Antonio, TX, 78290	0.66	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+1 more
ENR-110682	ENR	Diego Q Mason	1987-05-07	UHC-59635-23	4955427071	6414 Indian School Rd, Atlanta, GA, 30359	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-123960	ENR	Jason J Murphy	1996-09-21	UHC-15372-66	—	239 Church St, Nashville, TN, 37253	0.66	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-141479	ENR	Debbie Mendez	1978-02-28	UHC-11886-57	7439676147	2883 Forest Ave, Las Vegas, NV, 89170	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-112855	ENR	Brenda Ross	2000-06-04	UHC-31609-13	4059762446	6185 Harbor Blvd, Jacksonville, FL, 32241	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-127278	ENR	Laura Little	2001-07-05	UHC-72641-27	8324771227	5519 Willow Ct, Chandler, AZ, 85219	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-141493	ENR	Susan A Smith	1938-11-01	UHC-04605-79	3409257726	4260 Mesa Dr, Seattle, WA, 98137	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130894	ENR	Bryan Franklin	1981-12-17	UHC-08186-77	8982608770	325 Valley View Dr, Scottsdale, AZ, 85200	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-110244	ENR	Nunez G Rachel	1964-08-22	UHC-67182-52	4759313142	189 Lincoln Way Apt 5, Nashville, TN, 37298	0.66	Phone reformatted Unit split from street City re-cased State code upper-cased+1 more
ENR-104381	ENR	Michelle Carroll	2006-03-04	UHC-82924-06	6109801666	6882 Valley View Dr, Nashville, TN, 37265	0.66	ZIP+4 trimmed Gender normalised Plan code upper-cased Whitespace trimmed+1 more
ENR-137956	ENR	Jessica Reid	1948-12-23	UHC-60761-77	8887642688	8259 Park Pl, Jacksonville, FL, 32287	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129246	ENR	Noah Woods	1969-10-02	UHC-66705-23	9755911611	3225 Church St, Glendale, AZ, 85337	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+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-125262	ENR	Janice McCoy	2004-03-02	UHC-72128-31	—	7802 Oak St, Nashville, TN, 37293	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-130113	ENR	John Vasquez	1977-10-25	UHC-12628-50	6315223474	5225 Lincoln Way # 350, Nashville, TN, 37237	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-108816	ENR	Mark X Hart	1941-06-18	UHC-12044-87	6495629877	8242 Cedar Ln, Denver, CO, 80219	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-107085	ENR	Alice Guerrero	2003-09-24	UHC-20918-53	3996352738	5629 Hillcrest Rd, Chandler, AZ, 85260	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113952	ENR	Lucia S Mendoza	1978-09-11	UHC-29687-60	7059742980	7865 Sage Ct, Fresno, CA, 93777	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-108667	ENR	Jacob Coleman	1963-06-15	UHC-92202-30	3637787263	1605 Broadway, Fresno, CA, 93786	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-125942	ENR	Zachary Q Spencer	1957-04-06	UHC-58137-86	6547423396	552 Palm Dr, Scottsdale, AZ, 85228	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-137737	ENR	Cheryl Garza	2004-07-18	UHC-60602-34	3125114372	207 Union St, Tempe, AZ, 85203	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135820	ENR	Harold I Harrera	1958-11-09	UHC-89206-91	3753762737	6162 Canyon Rd, Plano, TX, 75085	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133087	ENR	Deorah X Owens	1969-09-28	UHC-36207-21	8542928872	7234 Highland Ave, Fresno, CA, 93721	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100919	ENR	Wayne Contreras	1950-05-19	UHC-52223-05	7688333510	2502 Indian School Rd, Atlanta, GA, 30375	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-123675	ENR	Ana Gant	1979-06-23	UHC-25155-17	—	9741 Oak St, Minneapolis, MN, 55447	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-134143	ENR	Lisa W Murray	1980-02-01	UHC-68709-47	9773816800	3760 Ocean Ave, Jacksonville, FL, 32274	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-130293	ENR	Bobbby Adams	1972-01-12	—	2082504797	8522 Spring St, Plano, TX, 75070	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-113497	ENR	Janet U Wager	1975-06-23	UHC-19960-63	9063079348	9750 Meadow Ln, Sacramento, CA, 95809	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130689	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Name split from “Last, First”Name re-cased ZIP+4 trimmed Email lower-cased+1 more
ENR-100006	ENR	Joe L White	1953-08-12	UHC-45454-67	6044420505	7003 Sunset Blvd, Seattle, WA, 98161	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106459	ENR	Jaccqueline R Simmons	2004-06-06	UHC-43996-60	3557718495	50 Indian School Rd Apt 39, Houston, TX, 77019	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased+1 more
ENR-119211	ENR	Margaret Z Patterson	1977-09-12	UHC-31161-99	8035518926	2729 Lincoln Way, Columbus, OH, 43264	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-106826	ENR	Maria Gibson	1985-05-25	UHC-55479-43	8528157153	9223 Cedar Ln, Plano, TX, 75080	0.66	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-118798	ENR	Noah Padilla	1965-09-11	UHC-79799-16	6376246682	6530 Oak St, Denver, CO, 80293	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

3,951 rows, page 54 of 80Previous Next