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
PRV-25577	PRV	Helen Green	1982-02-24	UHC-73031-46	4025457613	3097 Maple Ave, Seattle, WA, 98186	0.80	Name re-cased Member ID reformatted State name converted to code Placeholder values cleared
ENR-118611	ENR	Nathan Greene	1980-11-09	UHC-14971-45	8524432255	2644 Indian School Rd, Austin, TX, 78794	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
CLM-407261	CLM	Abigail C Stone	2009-12-07	UHC-76973-20	—	9054 Mesa Dr, Tampa, FL, 33681	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-141610	ENR	Gabriel Gilbert	1987-01-10	UHC-11108-81	6913199613	9797 River Rd, Tucson, AZ, 85723	0.80	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code
ENR-138993	ENR	Mary W Baker	1991-08-02	UHC-65266-05	—	100 Bayshore Dr, Sacramento, CA, 95802	0.80	Phone missing area code Member ID reformatted Plan code upper-cased Whitespace trimmed
TPA-54520	TPA	Evelyn McDonald	1960-11-01	UHC-62319-26	—	1973 Sage Ct, Chandler, AZ, 85242	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-104457	ENR	Bruce G Cooper	—	UHC-60040-69	8924544397	3870 Broadway, Columbus, OH, 43291	0.80	Name re-cased Date of birth missing Member ID reformatted Placeholder values cleared
CLM-400121	CLM	Sofia Lawsun	1963-09-07	UHC-68415-31	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-124997	ENR	Roger G Jackson	1997-03-27	UHC-02101-82	9813578501	202 Ocean Ave, Minneapolis, MN, 55466	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Email lower-cased
CLM-415366	CLM	Danile Warren	2007-05-06	UHC-75069-05	—	—	0.80	Member ID reformatted SSN last four extracted Whitespace trimmed Placeholder values cleared
ENR-137632	ENR	Michael Rios	1961-08-23	UHC-88156-15	2537291705	9120 Lake View Rd Apt 25, Los Angeles, CA, 90097	0.80	Member ID reformatted Unit split from street City re-cased Whitespace trimmed
ENR-119826	ENR	Henry Barnes	1982-11-18	UHC-94540-32	7015156130	6057 Sunset Blvd, Dallas, TX, 75283	0.80	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-131813	ENR	Willie M Rodriguez	1977-10-06	UHC-98614-26	8967325628	79 Market St, Plano, TX	0.80	Member ID reformatted City re-cased ZIP missing Whitespace trimmed
ENR-131470	ENR	Laura B Nunez	1969-01-27	UHC-56883-53	8584732755	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
PRV-26696	PRV	Edward Duncan	1961-06-25	UHC-59797-84	—	619 Market St, Denver, CO, 80280	0.80	Name re-cased Member ID reformatted ZIP+4 trimmed Placeholder values cleared
ENR-118766	ENR	Stephanie Gaham	1962-05-16	UHC-22782-06	4886602903	5498 Spring St, Austin, TX, 78740	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-102228	ENR	Kenneth Woods	1957-01-16	UHC-94677-57	9476207271	2537 Pine Dr, Los Angeles, CA, 90097	0.80	Phone reformatted Member ID reformatted SSN last four extracted Whitespace trimmed
ENR-127898	ENR	Frances D Foster	1983-12-24	UHC-61241-54	—	4148 Market St, Denver, CO, 80237	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-142731	ENR	Betty U Wang	1985-06-11	UHC-31162-20	2119771209	8453 Washington St, Minneapolis, MN	0.80	Phone reformatted Member ID reformatted ZIP missing Whitespace trimmed
CLM-416721	CLM	Brittany Flores	1952-04-15	UHC-97409-85	5477103532	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
ENR-129014	ENR	Emiyl Carpenter	1938-06-09	UHC-79683-86	4255980197	8568 Elm St, Nashville, TN, 37210	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-136290	ENR	Charlotte Z Silva	2007-01-27	UHC-82786-43	2937090294	822 Lake View Rd, Fresno, CA, 93739	0.80	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code
CLM-409366	CLM	Heather Wood	1960-05-18	UHC-98056-68	—	279 Spring St, Las Vegas, NV, 89114	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-402013	CLM	Natalie H Morgan	1939-06-07	UHC-30565-43	—	902 Broadway, Tucson, AZ	0.80	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing
ENR-130639	ENR	Valentina Freeman	1967-01-26	UHC-64211-41	6844721103	5602 Harbor Blvd, Las Vegas, NV, 89139	0.80	Phone reformatted Member ID reformatted Gender normalised Whitespace trimmed
ENR-105170	ENR	Stephen C Mitchell	1980-12-12	UHC-99156-85	—	4075 Bayshore Dr, Plano, TX, 75050	0.80	Name re-cased Phone missing area code Member ID reformatted City re-cased
CLM-412887	CLM	Russell G Smith	2002-07-05	UHC-62805-28	8945056635	8088 Ridge Rd, Eden Prairie, MN, 55377	0.80	Name re-cased Phone reformatted Member ID reformatted Gender normalised
CLM-431837	CLM	Carlos O Payne	1954-12-22	UHC-37293-70	—	6927 Camelback Rd, Tucson, AZ, 85772	0.80	Middle initial moved out of first name Member ID reformatted City re-cased Placeholder values cleared
CLM-409652	CLM	Adam L Ortega	2002-10-06	UHC-52099-82	—	6213 Valley View Dr, Denver, CO, 80200	0.80	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-118381	ENR	Joan A Alvarado	1946-07-21	UHC-00087-63	—	8314 Forest Ave, Miami, FL, 33182	0.80	Name re-cased Date of birth reformatted Member ID reformatted Gender normalised
ENR-133324	ENR	Bobby Chen	2003-07-10	UHC-10656-62	8082970122	7936 Pine Dr, San Antonio, TX, 78210	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-129127	ENR	Kelly I Reid	1974-02-13	UHC-13788-76	8583819449	7525 Palm Dr, Fresno, CA, 93721	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-119630	ENR	Mark McCoy	2002-08-11	UHC-49669-84	8415634365	7003 Willow Ct, Glendale, AZ, 85303	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-106759	ENR	Andrew P Chapman	1954-12-22	UHC-38146-17	6819272897	3398 Grand Ave, Plano, TX, 75005	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed
PRV-25599	PRV	Carlos Young	1985-03-14	UHC-22068-37	7564710943	8579 Spring St, Tampa, FL, 33678	0.80	Name split from “Last, First”Member ID reformatted City re-cased Placeholder values cleared
CLM-403364	CLM	Christine Clark	2001-10-24	UHC-65967-56	—	1201 Sunset Blvd, San Antonio, TX, 78215	0.80	Name split from “Last, First”Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-407182	CLM	Lori Nunez	1987-04-10	UHC-61380-99	—	2512 Canyon Rd, Orlando, FL, 32892	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-121195	ENR	Bruce Stevens	2003-02-23	UHC-19250-74	8658387604	4915 Broadway, Tucson, AZ	0.80	Phone reformatted Member ID reformatted ZIP missing Placeholder values cleared
CLM-428547	CLM	Joseph A Pena	1945-01-07	UHC-35846-37	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-123295	ENR	Alan Butler	1974-03-24	UHC-59324-14	8695596060	5890 Hillcrest Rd, Dallas, TX, 75293	0.80	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased
ENR-138221	ENR	Hannah Burns	1965-07-13	UHC-22094-17	3755812646	4611 Forest Ave, Scottsdale, AZ, 85277	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-132733	ENR	Frances Weaver	1999-12-23	UHC-64989-59	8169184825	9050 Camelback Rd, Seattle, WA, 98143	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
CLM-418457	CLM	Lawrecne P Russell	1987-08-05	UHC-94134-10	—	—	0.80	Member ID reformatted Gender normalised Whitespace trimmed Placeholder values cleared
CLM-413935	CLM	Sharon Scott	1977-06-19	UHC-18523-72	—	7146 Cedar Ln, Scottsdale, AZ, 85214	0.80	Member ID reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409930	CLM	Walter Little	1983-11-18	UHC-92544-52	5614200368	5629 Park Pl, Austin, TX, 78746	0.80	Phone reformatted Member ID reformatted State name converted to code Placeholder values cleared
ENR-138832	ENR	Priya Hanson	1952-10-13	UHC-48608-12	3737923601	8028 Baseline Rd, Dallas, TX, 75236	0.80	Name re-cased Phone reformatted Member ID reformatted Gender normalised
PRV-27413	PRV	Stephanie J Wagner	1966-09-22	UHC-41796-51	3656963373	—	0.80	Name split from “Last, First”Phone reformatted Member ID reformatted Placeholder values cleared
CLM-408716	CLM	Billy Parker	1973-06-07	UHC-57375-94	9594843069	1222 Baseline Rd, Chandler, AZ, 85280	0.80	Member ID reformatted Street suffix standardised Address re-cased Placeholder values cleared
ENR-128947	ENR	Alice Rodriguez	1971-03-03	UHC-45684-30	3705313154	2042 Sunset Blvd, Minneapolis, MN, 55459	0.80	Member ID reformatted Street suffix standardised Address re-cased Whitespace trimmed
ENR-136624	ENR	Cynthia K Pierce	1943-11-01	UHC-83180-92	9458987523	7470 Bayshore Dr, Scottsdale, AZ, 85255	0.80	Middle initial moved out of first name Name re-cased Member ID reformatted Whitespace trimmed

7,723 rows, page 112 of 155Previous Next