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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137721	ENR	Debra D Hanson	—	UHC-53346-45	—	9897 Bayshore Dr, Dallas, TX, 75269	0.80	Date of birth unreadable Member ID reformatted Email lower-cased Whitespace trimmed
TPA-62990	TPA	Eric Harper	2002-10-26	UHC-18855-16	7293908233	8687 Ocean Ave, San Diego, CA, 92145	0.80	Member ID reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-429468	CLM	Larry Morgan	1971-01-28	UHC-96302-08	—	6143 Oak St, Tucson, AZ, 85794	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-124994	ENR	Sarah Luna	1994-12-16	UHC-62532-33	3068784444	7313 Bayshore Dr, Sacramento, CA, 95800	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-140456	ENR	Beverly E Schultz	1953-10-23	UHC-01012-35	—	8197 Ocean Ave, Houston, TX, 77096	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-102593	ENR	Lisa Panye	1986-05-06	UHC-84222-75	4609187364	4985 Sage Ct, Atlanta, GA, 30333	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-428293	CLM	Wayne V Ray	2003-12-15	UHC-38341-12	2209994971	1480 Jefferson Ave Apt 7, Dallas, TX, 75296	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared
ENR-124755	ENR	Helen Estrada	1950-12-12	UHC-70019-61	—	8146 Jefferson Ave, Gilbert, AZ, 85269	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-111160	ENR	Christopher M Austin	2007-02-02	UHC-14771-79	2012677317	3240 Mountain View Dr, Columbus, OH, 43235	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-130253	ENR	Samantha Dean	2004-11-26	UHC-17723-18	7555663797	8064 Indian School Rd, Dallas, TX, 75280	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-25457	PRV	Judy Soto	1981-01-26	UHC-64354-17	6219908463	9496 Ridge Rd, Glendale, AZ, 85322	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-115536	ENR	Stephanie Flores	1990-11-05	UHC-94918-95	9376058985	1443 Elm St, Los Angeles, CA, 90020	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
CLM-405358	CLM	Albert Li	—	UHC-19977-98	—	—	0.80	Name re-cased Date of birth unreadable Member ID reformatted Placeholder values cleared
CLM-411387	CLM	Mateo Medina	1950-03-15	UHC-80796-72	—	5639 Willow Ct, Sacramento, CA, 95805	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-129945	ENR	Joan M Hayes	2007-06-19	UHC-58787-64	7885563770	1258 Oak St, Tucson, AZ, 85722	0.80	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased
ENR-112546	ENR	Arjun D Evans	1963-10-19	UHC-57483-06	7605497219	—	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-132804	ENR	Charlotte D Hunter	1980-03-17	UHC-78791-32	6694587562	7332 Park Pl # 734, Plano, TX, 75075	0.80	Name re-cased Phone reformatted Member ID reformatted Unit split from street
CLM-430163	CLM	Ray Catsillo	1944-12-19	UHC-29214-49	—	—	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-406047	CLM	Mark Larson	1976-09-05	UHC-25685-61	—	6151 Palm Dr, Sacramento, CA, 95882	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50260	TPA	Katherine Sanders	1987-01-25	UHC-96221-61	—	7744 Sage Ct, Los Angeles, CA, 90044	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-118888	ENR	Anna D Park	—	UHC-82241-54	2906267195	68 Broadway, San Diego, CA, 92104	0.80	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased
ENR-120394	ENR	Matthew B Wheeler	1984-07-08	UHC-80819-04	—	3627 Market St, Austin, TX, 78704	0.80	Member ID reformatted Street suffix standardised Address re-cased City re-cased
ENR-105025	ENR	Kyle Z Wong	1953-12-09	UHC-64030-81	2042196423	1353 Lake View Rd, Mesa, AZ, 85242	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
ENR-120820	ENR	Lisa Y Gray	2004-05-26	UHC-96835-03	5925444149	4142 Washington St, Phoenix, AZ, 85007	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-141764	ENR	Valentina Simpson	1978-02-15	UHC-84824-46	2424776764	2422 Desert Sky Blvd, Austin, TX, 78703	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-431082	CLM	Ortega Bryan	1959-02-07	UHC-63848-87	—	6900 Union St, San Antonio, TX, 78226	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-134419	ENR	Bryan Y Bradley	—	UHC-56034-71	2126093209	5040 Oak St, Miami, FL, 33161	0.80	Name re-cased Date of birth missing Member ID reformatted Whitespace trimmed
CLM-412561	CLM	Anthony Harrison	1983-09-08	UHC-10947-62	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
ENR-109796	ENR	Andrew Contreras	1938-09-15	UHC-91231-49	8885623897	1647 Park Pl, Jacksonville, FL, 32233	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Email lower-cased
CLM-400675	CLM	Hannah Rice	—	UHC-84078-38	—	—	0.80	Name re-cased Date of birth missing Member ID reformatted Placeholder values cleared
ENR-112653	ENR	Eugene E Coleman	1986-03-07	UHC-85703-84	5084180342	8339 Sage Ct, Eden Prairie, MN, 55315	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-126887	ENR	Maria R Marshall	1961-02-19	UHC-73511-04	2403423474	5013 Forest Ave, Las Vegas, NV	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
ENR-125615	ENR	Joseph I Daniels	1958-05-08	UHC-62760-29	5485384603	4754 Cedar Ln, Austin, TX, 78779	0.80	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased
ENR-119184	ENR	Laura Cox	1989-04-12	UHC-88581-39	—	5186 Desert Sky Blvd, Dallas, TX, 75208	0.80	Date of birth reformatted Phone missing area code Member ID reformatted Placeholder values cleared
ENR-107070	ENR	Keith Wood	1958-12-17	UHC-73465-79	7689871803	7297 Indian School Rd, Nashville, TN, 37292	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-417196	CLM	Amber Harvey	1998-10-18	UHC-45573-36	—	6154 Main St, Dallas, TX, 75275	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-137143	ENR	Scott Welch	1981-07-13	UHC-80197-78	3428648102	5665 Elm St Apt 21, Denver, CO, 80220	0.80	Member ID reformatted Unit split from street City re-cased Placeholder values cleared
PRV-20813	PRV	Martha Sanchez	1992-08-24	UHC-34396-45	7289875490	3891 Camelback Rd, Seattle, WA, 98186	0.80	Name re-cased Member ID reformatted Gender normalised Placeholder values cleared
ENR-103549	ENR	Mei Wilsn	1944-02-23	UHC-43668-25	7469940803	8621 Sunset Blvd, Eden Prairie, MN, 55342	0.80	Member ID reformatted Street suffix standardised Address re-cased City re-cased
ENR-117236	ENR	Roegr Medina	1939-08-20	UHC-13428-09	6687275142	3488 Church St, Atlanta, GA, 30355	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-111310	ENR	Susan Murphy	1996-06-03	UHC-71234-34	7576674321	1234 Broadway, Tempe, AZ, 85231	0.80	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased
ENR-109950	ENR	Scott O Mason	1957-02-10	UHC-54479-46	3364035038	4741 Mesa Dr, San Diego, CA, 92160	0.80	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed
ENR-133057	ENR	Nicholas E Ptaterson	1966-10-09	UHC-92913-36	4209904362	8555 Valley View Dr, Nashville, TN, 37296	0.80	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed
ENR-102797	ENR	Lawrence H Morris	2007-08-11	UHC-57261-42	4032866679	4893 Broadway, Tampa, FL, 33646	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Whitespace trimmed
PRV-20494	PRV	Eric Wood	1994-08-23	UHC-89956-89	3518241256	6996 Canyon Rd, Denver, CO, 80288	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
CLM-417908	CLM	Nicholas Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ, 85085	0.80	Two-digit birth year Phone reformatted Member ID reformatted Placeholder values cleared
PRV-26834	PRV	Matt Jordan	1964-05-25	UHC-11158-75	—	9371 Camelback Rd, Scottsdale, AZ, 85240	0.80	Two-digit birth year Member ID reformatted Email lower-cased Placeholder values cleared
ENR-107105	ENR	Logan B Cruz	1999-04-07	UHC-96867-11	4067299591	9725 Oak St, San Antonio, TX, 78216	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-113617	ENR	Tricia F Hayes	1993-05-27	UHC-84060-91	6194100159	6331 Hillcrest Rd, Sacramento, CA, 95813	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-105214	ENR	Richard Z Bradley	1994-10-22	UHC-16054-13	—	3775 Highland Ave, Plano, TX, 75085	0.80	Name re-cased Phone missing area code Member ID reformatted Whitespace trimmed

7,723 rows, page 115 of 155Previous Next