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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124988	ENR	Juan C Powll	1986-03-20	UHC-26955-36	7077265948	3389 Pine Dr, Fresno, CA, 93736	0.52	Middle initial moved out of first name Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-116061	ENR	Arjun O Wong	1993-08-22	UHC-77127-41	4293948346	1565 Sunset Blvd, Gilbert, AZ, 85242	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-127954	ENR	Victoria G Kelley	2004-12-11	UHC-58308-81	—	3826 Washington St, Glendale, AZ, 85321	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-59142	TPA	Karen Martin	1984-04-01	—	—	3754 Main St, Miami, FL, 33149	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-142495	ENR	Ana N Mendoza	—	UHC-36196-33	5518727496	2702 Lake View Rd, Atlanta, GA, 30307	0.52	Middle initial moved out of first name Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-111645	ENR	Marilyn A Contreras	1977-05-23	UHC-19912-89	3829576440	1227 Highland Ave, San Antonio, TX, 78265	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-422647	CLM	Philip Vasquez	1942-01-18	UHC-19675-29	—	1135 Sage Ct, Jacksonville, FL, 32237	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-134254	ENR	Jese P Park	1950-02-11	UHC-31353-24	9487225676	5096 Valley View Dr, Charlotte, NC	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139045	ENR	Don Hudson	1964-02-07	UHC-48273-26	—	6118 Lake View Rd, Minneapolis, MN, 55444	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432796	CLM	Stephen C Murray	1962-05-26	UHC-92761-01	8113848702	4148 Main St, Seattle, WA, 98101	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414320	CLM	Angela E Woods	—	UHC-24555-87	—	3702 Central Ave, Los Angeles, CA, 90047	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-428368	CLM	TJunk	1991-02-02	UHC-14684-42	—	2259 Union St, Seattle, WA, 98173	0.52	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-403408	CLM	Virginia Nelson	1942-06-13	—	3379033483	5994 Ridge Rd # 606, Tempe, AZ, 85283	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123399	ENR	Anthony J Ramirez	1948-04-19	UHC-63508-44	6368477792	6106 Spring St, Dallas, TX, 75285	0.52	Middle initial moved out of first name Name re-cased Phone reformatted SSN last four extracted+2 more
ENR-134691	ENR	Dennis Warren	1969-11-23	UHC-83107-26	8718928053	5204 Bayshore Dr, Dallas, TX	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-116002	ENR	Sharon J Duncan	1994-04-22	UHC-94928-48	8586755796	1226 Mountain View Dr, Gilbert, AZ, 85228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-104853	ENR	Cole Jack	1966-03-02	UHC-23453-26	3343729745	3178 Desert Sky Blvd, Seattle, WA, 98197	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106091	ENR	Scott Q Singh	1941-06-19	UHC-63799-34	4334896845	2352 Oak St Apt 18, Nashville, TN, 37205	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-136187	ENR	Joyce V Chapman	2007-02-23	UHC-27758-57	3514492477	7447 Canyon Rd, Tempe, AZ, 85222	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51660	TPA	Doris Matthews	1944-07-09	—	—	8753 Pine Dr, Orlando, FL, 32880	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124089	ENR	Denise S Ward	1959-07-06	UHC-58871-56	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-52827	TPA	Mason Litle	1947-02-26	—	—	840 Market St, Gilbert, AZ, 85204	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-53166	TPA	Priya U Hunt	1992-04-15	—	—	9005 Ocean Ave, Denver, CO, 80251	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-56516	TPA	Billy L Little	2002-08-12	—	—	5327 Canyon Rd, Columbus, OH, 43296	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-51964	TPA	Chuck Jones	1950-06-21	—	6077012816	1193 Ocean Ave, Mesa, AZ, 85209	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22066	PRV	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421366	CLM	Nicholas Jacobs	—	UHC-63369-61	—	3122 Bayshore Dr, Sacramento, CA, 95821	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-120007	ENR	Roy K Snyder	1975-04-16	UHC-03945-17	—	3787 Jefferson Ave # 531, Seattle, WA, 98151	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108051	ENR	Donald Meyer	1987-07-10	UHC-63332-29	8529518013	5980 Washington St # 386, Columbus, OH, 43211	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107187	ENR	Billy J Crawford	1958-10-03	UHC-98380-24	2242205920	8274 Market St, Sacramento, CA, 95816	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-409804	CLM	Knight Wayne	1983-04-27	UHC-95604-13	—	6599 Market St # 292, Chandler, AZ	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-101637	ENR	Jeffrey Q Parker	1957-09-12	UHC-89349-27	—	408 Oak St, Orlando, FL, 32858	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-411601	CLM	Christian U Walker	1987-07-26	UHC-49864-13	3532328931	4100 Baseline Rd, San Diego, CA, 92112	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-113446	ENR	Omar T Matthews	1974-12-10	UHC-66764-33	8883431618	7558 Washington St Apt 10, Chandler, AZ, 85252	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-125074	ENR	Gerald Little	—	UHC-94042-51	6915941652	3476 Ocean Ave, Columbus, OH, 43297	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
PRV-21962	PRV	Judith K Daniels	1940-03-13	—	5416562075	862 Sunset Blvd, Phoenix, AZ, 85015	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23666	PRV	Dennis Castro	2000-05-06	—	3268442329	5520 Washington St Apt 16, Miami, FL, 33174	0.52	Unit split from street Street suffix standardised Address re-cased State name converted to code+2 more
CLM-424089	CLM	Jack Franklin	1968-02-01	—	2224380255	3069 Mountain View Dr, Tampa, FL, 33640	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
ENR-134956	ENR	Hannah Ortiz	1957-10-10	UHC-87191-37	4432852812	6790 Harbor Blvd, San Diego, CA	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136967	ENR	Natalie P Gray	1996-11-08	UHC-64557-49	5517229746	7891 Jefferson Ave Apt 27, Seattle, WA, 98104	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58266	TPA	Lewis Brenda	1941-12-12	UHC-46833-10	—	5805 Valley View Dr Apt 38, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-132670	ENR	Aaron Alexander	1956-03-20	UHC-32032-51	—	6261 Highland Ave, Denver, CO, 80267	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-129309	ENR	Betty J Dunn	—	UHC-03470-30	4485232416	1582 Bayshore Dr, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-110540	ENR	Richard Z Herera	1984-08-28	UHC-90195-39	8183153334	9847 Maple Ave, Tucson, AZ, 85755	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-54181	TPA	Bradley Brown	2004-06-11	—	—	4265 Grand Ave, Houston, TX, 77064	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-62723	TPA	Isabella Hall	1948-03-05	—	2195570261	9712 Washington St, Houston, TX, 77040	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-139284	ENR	Michelle F Harvye	1950-05-22	UHC-63801-84	6442661684	2326 Oak St, San Antonio, TX, 78200	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110280	ENR	Diane Mendez	1973-12-13	UHC-02276-61	—	6371 Grand Ave, Las Vegas, NV, 89191	0.52	Name split from “Last, First”Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-130951	ENR	Eugene Franklin	1999-06-01	UHC-34876-67	9537519462	4137 Mountain View Dr, Miami, FL, 33145	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112663	ENR	Teresa Vazquez	2005-01-09	UHC-14612-71	9114296370	1235 Elm St, San Diego, CA, 92177	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more

55,824 rows, page 157 of 1,117Previous Next