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-121350	ENR	Alan O Maldonado	1940-09-18	UHC-40405-98	9648640740	3947 Willow Ct # 239, Fresno, CA, 93760	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-128702	ENR	Henry Sean	2006-09-22	UHC-61982-60	2738717720	4054 Apache Blvd Apt 38, Jacksonville, FL, 32272	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-109063	ENR	Amber O Delgado	1998-09-15	UHC-52060-85	7168981217	6469 Market St # 734, Minneapolis, MN, 55401	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125433	ENR	Rachel Long	1996-07-12	UHC-84625-21	3238832800	5552 Spring St Apt 24, Tampa, FL	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-134693	ENR	Henry Rios	1989-07-25	UHC-91003-95	6119307857	2185 Palm Dr Apt 24, San Antonio, TX	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117033	ENR	Luis S Howard	1987-09-10	UHC-63334-20	—	744 Harbor Blvd Apt 37, Las Vegas, NV, 89139	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105613	ENR	Daniel K Evans	1998-08-16	UHC-32054-39	7357545590	6814 Willow Ct # 204, Fresno, CA, 93790	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-115105	ENR	Sarah W Olson	2000-06-19	UHC-48451-84	7502604308	5496 River Rd Apt 31, Seattle, WA, 98181	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121904	ENR	Dorothy W Wagner	1999-11-07	UHC-27472-49	—	1607 Forest Ave # 301, Tucson, AZ, 85733	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-112373	ENR	Isabella Berry	1945-04-01	UHC-10949-47	6863928550	8659 Sage Ct Apt 37, Tucson, AZ, 85722	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-105325	ENR	Austin I Rodriguez	1994-10-26	UHC-11337-61	9074348731	9749 Mesa Dr # 336, Mesa, AZ, 85288	0.52	Two-digit birth year Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-103065	ENR	Joseph I Moore	1968-12-18	UHC-87309-83	9088273592	1466 Desert Sky Blvd Apt 20, Dallas, TX, 75239	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126372	ENR	Megan Guerrero	1963-08-27	UHC-90598-75	5893801480	370 Forest Ave # 232, Austin, TX, 78756	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-142031	ENR	Beverly Tran	1961-08-17	UHC-27198-30	2719576487	112 Canyon Rd Apt 31, Chandler, AZ	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107254	ENR	Julia Y Morales	1986-01-20	UHC-43213-79	4055122006	2365 Oak St Apt 2, Plano, TX, 75033	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101673	ENR	Walter Rogers	1947-10-27	UHC-57013-99	9043472505	3505 Baseline Rd # 880, Miami, FL, 33187	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-105058	ENR	Mariana X Roberts	2002-01-01	UHC-17847-12	3285538730	3588 Meadow Ln Apt 12, San Antonio, TX, 78264	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-127059	ENR	Lucia Vega	1962-02-03	UHC-18096-62	3203449877	5744 Spring St # 598, Las Vegas, NV, 89168	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-119694	ENR	Christine Bishop	1963-08-16	UHC-37025-54	8687631462	3732 Indian School Rd Apt 25, San Antonio, TX, 78266	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-126397	ENR	Abigail F Adams	—	UHC-47242-41	6588168171	9028 Spring St # 617, Glendale, AZ, 85370	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138100	ENR	Mason F Porter	1965-02-15	UHC-54272-63	9097807963	6442 Apache Blvd # 590, San Diego, CA, 92148	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113404	ENR	Julia Torres	1983-06-06	UHC-43531-71	4072293235	4613 Apache Blvd Apt 12, Eden Prairie, MN, 55320	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-119066	ENR	Carlos F Perry	2003-05-14	—	5754178557	1213 Spring St Apt 1, San Antonio, TX, 78226	0.52	Middle initial moved out of first name Unit split from street Street suffix standardised Address re-cased+2 more
ENR-119227	ENR	Larry M Franklin	1955-01-19	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 22, Atlanta, GA, 30311	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-129330	ENR	Jose Hernandez	2008-07-01	UHC-17958-03	—	8649 Camelback Rd # 107, Columbus, OH	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-102773	ENR	Sara H Hamilton	1977-01-11	UHC-62889-75	5066014372	1559 Broadway # 898, Seattle, WA, 98113	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
ENR-118264	ENR	Mariana Webb	1981-01-23	UHC-95353-72	—	4877 Mountain View Dr Apt 21, Seattle, WA, 98119	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-130379	ENR	Cynthia Nunez	1966-08-17	UHC-40492-89	3119155397	6744 Camelback Rd Apt 11, Mesa, AZ, 85207	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-133009	ENR	Jremy Dunn	2002-08-04	UHC-68007-89	—	5789 Apache Blvd Apt 5, Charlotte, NC, 28244	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
ENR-131756	ENR	Brenda Carpenter	1953-05-23	UHC-50968-55	3354432906	4125 Canyon Rd # 218, Minneapolis, MN, 55419	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117421	ENR	Albert B Little	1974-06-23	UHC-32994-61	2734147633	2310 Oak St # 666, Tempe, AZ	0.52	Date of birth reformatted Phone reformatted Unit split from street State name converted to code+2 more
ENR-108949	ENR	Paul Fisher	1950-05-11	UHC-57034-71	2883514995	1977 Mountain View Dr Apt 2, Eden Prairie, MN, 55361	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
ENR-100218	ENR	Austin I Wong	1960-08-26	UHC-42508-72	5719434647	2723 Grand Ave Apt 35, Houston, TX, 77024	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-113174	ENR	Mariana T Green	1989-08-17	UHC-41515-80	3547159929	9052 Grand Ave Apt 1, Denver, CO, 80222	0.52	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-128079	ENR	Priya N Stewart	1976-08-09	UHC-29329-49	4672770248	6977 Hillcrest Rd # 880, Jacksonville, FL, 32257	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-130653	ENR	Madison Hawkins	1950-04-28	UHC-18827-80	6365432404	3643 Forest Ave Apt 20, Gilbert, AZ, 85231	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-130349	ENR	Keith Griffin	1979-04-15	UHC-52969-88	5088426049	9173 Lake View Rd Apt 2, Tucson, AZ, 85795	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-112193	ENR	Shirley McDonnald	1949-08-25	UHC-84446-46	2966707470	3937 Church St Apt 26, San Diego, CA, 92164	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108918	ENR	Camila I Burke	2008-01-17	UHC-01880-25	8863246004	3340 Market St Apt 22, Minneapolis, MN, 55483	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-108611	ENR	Julia V Peterson	1944-12-08	UHC-94819-32	—	718 Palm Dr # 820, Dallas, TX, 75255	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
ENR-142692	ENR	Judy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd Apt 37, Fresno, CA, 93790	0.52	Phone reformatted Unit split from street State name converted to code ZIP+4 trimmed+2 more
ENR-126756	ENR	Helen D Wright	1968-04-24	UHC-67550-86	6238775433	1666 Sunset Blvd # 162, Phoenix, AZ	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-126982	ENR	Valentina Hawkins	1977-12-04	UHC-08903-57	3956797659	9768 Willow Ct Apt 36, Orlando, FL, 32857	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-128461	ENR	Kathleen Murphy	1950-06-17	UHC-54856-93	8822611864	1296 River Rd Apt 32, Charlotte, NC, 28244	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-122685	ENR	Gery H Garrett	1972-06-28	UHC-28642-31	6278802590	589 Park Pl # 749, Miami, FL, 33148	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-128860	ENR	Steven Reyes	1985-02-21	UHC-42981-83	5423197531	2292 Mesa Dr Apt 18, Nashville, TN, 37201	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-124944	ENR	Christine Webb	1979-03-15	UHC-65802-97	8396118541	8114 Ridge Rd # 636, Eden Prairie, MN, 55376	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107630	ENR	Shirley O Fields	—	UHC-49935-07	4045465834	829 Cedar Ln # 447, Glendale, AZ, 85342	0.52	Name re-cased Date of birth unreadable Phone reformatted Unit split from street+2 more
ENR-110731	ENR	Kelly Park	1961-01-15	UHC-03415-63	5006041013	1235 Camelback Rd # 977, Dallas, TX, 75231	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-140642	ENR	Kayla Fowler	1995-02-26	UHC-42064-13	5445947687	2690 Willow Ct Apt 13, Gilbert, AZ, 85284	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

3,345 rows, page 19 of 67Previous Next