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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-102092	ENR	Brandon E Porter	1947-04-22	UHC-21240-90	7575976324	7764 Pine Dr # 656, Miami, FL, 33165	0.68	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed
ENR-107509	ENR	Sandra Z Baker	1972-10-10	UHC-47885-43	—	8323 Sage Ct # 293, Sacramento, CA, 95804	0.68	Date of birth reformatted Phone missing area code Member ID reformatted Unit split from street
ENR-111341	ENR	Robert K Palmer	1968-04-05	UHC-10171-50	—	9175 Maple Ave Apt 4, Orlando, FL, 32873	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
ENR-139355	ENR	Mason Santiago	1989-12-06	UHC-44962-59	6545214348	3907 Sage Ct # 608, Denver, CO, 80231	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-136189	ENR	Joseph Day	1948-02-19	UHC-72292-79	3588986299	6135 Apache Blvd # 459, Miami, FL, 33133	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-120065	ENR	Philip A Grant	1990-09-27	UHC-64888-16	—	5762 Main St Apt 10, Mesa, AZ, 85227	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-124143	ENR	Kelly H Richardson	1959-01-18	UHC-72131-03	8436497305	1166 Sunset Blvd Apt 39, Atlanta, GA, 30394	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
ENR-140666	ENR	Frank X Wright	1955-11-03	UHC-79600-13	9646238772	9434 Ocean Ave Apt 4, Houston, TX, 77031	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-127251	ENR	Ronald Y Mitchell	1993-08-06	UHC-57748-11	9517571037	6809 Valley View Dr # 934, Minneapolis, MN, 55465	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-131116	ENR	Pat Ferguson	1970-05-01	UHC-00688-98	5695489503	3806 Valley View Dr Apt 37, Orlando, FL, 32810	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Email lower-cased
ENR-100917	ENR	Evelyn Brooks	1949-05-03	UHC-06356-88	6354771199	9160 Forest Ave Apt 11, Scottsdale, AZ, 85239	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-141543	ENR	Christian D Wells	1946-07-26	UHC-13539-06	—	9255 Lake View Rd # 680, Atlanta, GA, 30365	0.68	Date of birth reformatted Phone missing area code Unit split from street Plan code upper-cased
ENR-138865	ENR	Kevin H Rumero	2005-01-10	UHC-28011-67	5086187276	6858 Lake View Rd # 310, Fresno, CA, 93706	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-118281	ENR	Mary T Knight	1939-11-27	UHC-60578-16	7435360196	6718 Valley View Dr Apt 13, Atlanta, GA, 30382	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-100636	ENR	Lawrence Jenkins	1977-11-05	UHC-18848-59	4755839696	2633 Elm St Apt 39, Orlando, FL, 32806	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-127388	ENR	Nathan I Howell	1964-12-06	UHC-07876-80	9246109802	5739 Main St # 263, Miami, FL, 33146	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-105026	ENR	Kyle Z Wong	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd # 157, Mesa, AZ	0.68	Name re-cased Unit split from street ZIP missing Whitespace trimmed
ENR-114807	ENR	Emily B Burns	1952-07-12	UHC-83733-14	7449573134	2466 Grand Ave Apt 36, Columbus, OH, 43203	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-114806	ENR	Emily B Burns	1952-07-12	UHC-83733-14	7449573134	2466 Grand Ave Apt 36, Columbus, OH, 43203	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-118412	ENR	Donald K Kennedy	1971-11-23	UHC-11082-55	8536735200	340 Meadow Ln Apt 28, Gilbert, AZ, 85232	0.68	Unit split from street Email lower-cased Gender normalised Plan code upper-cased
ENR-103426	ENR	Juan Z Chapman	1970-11-10	UHC-96301-70	6485931696	9103 Union St # 913, Fresno, CA, 93752	0.68	Phone reformatted SSN last four extracted Unit split from street City re-cased
ENR-130482	ENR	Harold Ramirez	1943-04-28	UHC-18546-96	7223160778	4674 Apache Blvd Apt 12, Fresno, CA, 93786	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-139849	ENR	Ryan Morgan	1999-03-04	UHC-41447-09	2786929304	4448 Church St Apt 21, Chandler, AZ, 85232	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-100133	ENR	Omar Oliver	1948-03-08	UHC-61050-12	8815131379	4884 Mountain View Dr Apt 1, Mesa, AZ, 85262	0.68	Name re-cased Phone reformatted Unit split from street Gender normalised
ENR-116187	ENR	Alice Sanders	1954-09-02	UHC-23411-73	3397900123	9777 Desert Sky Blvd Apt 39, Jacksonville, FL, 32268	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-132886	ENR	Kayla E Edwards	—	UHC-75544-45	6002520497	8770 Lake View Rd # 676, Mesa, AZ, 85288	0.68	Name re-cased Date of birth unreadable Unit split from street Placeholder values cleared
ENR-137217	ENR	Sarah Lewis	2001-04-11	UHC-20890-31	5842271463	2010 Sunset Blvd Apt 21, Dallas, TX, 75240	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-124712	ENR	Joyce Marshall	1953-11-22	UHC-48836-54	3108767176	3833 Hillcrest Rd Apt 15, Scottsdale, AZ, 85275	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed
ENR-104756	ENR	Olivia Cox	1964-01-06	UHC-84543-81	9305255737	4346 Washington St # 668, Jacksonville, FL, 32201	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
ENR-104344	ENR	Anna J Espinoza	1940-02-26	UHC-51064-37	3686749929	9713 Park Pl Apt 5, San Diego, CA, 92199	0.68	Middle initial moved out of first name Date of birth reformatted Unit split from street Whitespace trimmed
ENR-106373	ENR	Margaret L Little	1946-07-05	UHC-72661-22	2825066976	7966 Elm St Apt 13, Sacramento, CA, 95895	0.68	Phone reformatted Unit split from street City re-cased Gender normalised
ENR-137821	ENR	Samantha H Bell	1970-12-02	—	6409890536	5505 Church St # 994, Tampa, FL, 33695	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-137502	ENR	Julia Jiimenez	2000-02-21	UHC-57419-09	8296405581	1012 Canyon Rd # 752, Gilbert, AZ, 85287	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
ENR-121167	ENR	Hannah Simpson	1995-01-10	UHC-46037-77	5683791456	7540 Camelback Rd # 733, Tucson, AZ, 85725	0.68	Unit split from street Email lower-cased Gender normalised Placeholder values cleared
ENR-114740	ENR	Gabriel Castillo	1990-10-01	UHC-46808-96	3968841043	1163 Church St Apt 2, Plano, TX, 75066	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
ENR-139989	ENR	Austin C Willis	1996-10-05	UHC-64753-14	—	9501 Spring St # 137, Fresno, CA, 93714	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-108785	ENR	Christian Z Santiago	1987-03-15	UHC-53310-24	3947703248	3993 Jefferson Ave Apt 11, San Antonio, TX	0.68	Member ID reformatted Unit split from street State code upper-cased ZIP missing
ENR-136565	ENR	Pamela P Jimenez	1972-09-02	UHC-07568-10	9377995611	4894 Broadway Apt 25, Charlotte, NC, 28222	0.68	Two-digit birth year Unit split from street Address re-cased City re-cased
ENR-103997	ENR	Kimmberly R Parker	2002-12-14	UHC-87896-22	8816768176	7164 Elm St Apt 11, Chandler, AZ, 85227	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-141724	ENR	Alan Lawson	1984-02-08	UHC-13188-22	7385053770	3209 Lincoln Way Apt 30, Glendale, AZ, 85315	0.68	Date of birth reformatted Phone reformatted Unit split from street Gender normalised
ENR-118026	ENR	Donald Ray	1956-10-23	UHC-01772-80	5739124756	6568 Willow Ct Apt 14, Minneapolis, MN, 55405	0.68	Date of birth reformatted Unit split from street City re-cased Gender normalised
ENR-110347	ENR	Justin R Campbell	1938-08-08	UHC-25971-15	8262074474	525 Sage Ct Apt 40, Jacksonville, FL, 32208	0.68	Middle initial moved out of first name Name re-cased Unit split from street Email lower-cased
ENR-138184	ENR	Kevin Foster	1971-11-10	UHC-40606-46	9317833320	8212 Hillcrest Rd # 476, Chandler, AZ, 85294	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-111025	ENR	Mateo I Edwards	1958-09-14	UHC-77692-77	2107032080	746 Maple Ave # 682, Nashville, TN, 37291	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
ENR-129491	ENR	Jeremmy G Martinez	1995-05-10	UHC-21213-40	7064286240	1333 Bayshore Dr Apt 18, Glendale, AZ, 85336	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-134431	ENR	Priya Moreno	1980-07-12	UHC-43156-40	9076017066	1729 Jefferson Ave Apt 37, Nashville, TN, 37257	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-109138	ENR	Arthur X Hernandez	2003-08-06	UHC-81248-74	8977492416	9506 Washington St Apt 15, Mesa, AZ, 85298	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-117539	ENR	Victoria Stevens	1971-12-19	UHC-07139-26	3618387929	8879 Mountain View Dr Apt 40, Tampa, FL, 33623	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-142520	ENR	Hiroshi Jordan	1981-05-22	UHC-65873-95	9186570207	9545 Main St # 920, Seattle, WA, 98117	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
ENR-100300	ENR	Gerald Knight	1963-02-06	UHC-94266-68	4744859616	2508 Highland Ave # 178, Phoenix, AZ, 85026	0.68	Member ID reformatted SSN last four extracted Unit split from street Whitespace trimmed

3,345 rows, page 52 of 67Previous Next