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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-139816	ENR	Brenda P Guerrero	1989-08-12	UHC-76710-72	2902383631	2456 Maple Ave, Sacramento, CA, 95828	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140165	ENR	Harold E Howell	1939-01-19	UHC-94504-49	5406356672	300 Washington St, Nashville, TN, 37219	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
PRV-25771	PRV	Brenda Lewis	1977-10-20	UHC-78243-99	9142238628	4565 Church St, Las Vegas, NV, 89169	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-128181	ENR	Dylan T Hansen	1994-07-05	UHC-01817-18	—	4500 River Rd, Plano, TX, 75054	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+3 more
PRV-21476	PRV	William Dominguez	1971-05-26	UHC-78896-13	4583567555	7833 Baseline Rd, Columbus, OH, 43213	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100236	ENR	Kenneth M Johnston	1992-11-04	UHC-07144-10	7872604031	3346 Park Pl # 258, Tempe, AZ, 85278	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-21390	PRV	Bradley Schmidt	1954-04-16	UHC-91040-77	9573535031	7492 Camelback Rd, Eden Prairie, MN, 55395	0.62	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+3 more
ENR-139529	ENR	Ronald U Butler	1971-07-18	UHC-23449-92	8394708174	6971 Lake View Rd, Las Vegas, NV, 89162	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-123828	ENR	Amber W Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ, 85330	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
PRV-26602	PRV	Jeffrey Yang	1953-08-11	—	6374470197	3040 Cedar Ln, Seattle, WA, 98108	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411539	CLM	Joseph P Walsh	1946-09-24	—	3565000394	6650 Indian School Rd, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-404082	CLM	Ana X Fuller	1978-10-18	—	—	9872 Spring St, Phoenix, AZ, 85042	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29295	PRV	Denise Walker	1960-07-11	—	3915528076	4844 Palm Dr # 237, Nashville, TN, 37274	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-417384	CLM	Christian Nguyen	1978-12-13	UHC-03910-55	—	5012 Ocean Ave, Dallas, TX	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-432448	CLM	Christina Cooper	1958-05-08	UHC-08660-19	7949304045	6821 Sage Ct, Miami, FL, 33179	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-422397	CLM	Betty Riley	2003-08-15	—	3167631673	9568 Grand Ave, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118336	ENR	Bradley Freeman	1999-01-11	UHC-36302-01	5472081684	8611 Main St, Plano, TX, 75087	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56045	TPA	Bradley Fowler	1996-12-25	—	—	9853 Lake View Rd, Gilbert, AZ, 85288	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115130	ENR	Jordan Bowman	1977-09-10	UHC-13738-33	3897491542	732 Bayshore Dr, Jacksonville, FL	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-62627	TPA	Brittany Fuller	1965-12-07	—	—	799 Elm St, Las Vegas, NV, 89109	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-406720	CLM	Martha Parker	1947-12-24	—	—	9880 Forest Ave, Phoenix, AZ, 85095	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-118048	ENR	Ryan J Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-423229	CLM	Michelle Kelley	1963-08-16	UHC-79555-07	—	8397 Pine Dr, Minneapolis, MN, 55438	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-129958	ENR	Bradley A Rodriguez	1956-08-20	UHC-54839-19	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52958	TPA	Samantha Russell	1943-11-13	—	6672390638	1842 Indian School Rd, Nashville, TN, 37230	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-113506	ENR	Michael B Evans	2006-09-04	UHC-53781-65	9145837414	8354 Maple Ave, Orlando, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-125085	ENR	Judith Garrett	1976-09-23	UHC-24819-78	4544524190	7882 Lake View Rd, Phoenix, AZ, 85063	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-432456	CLM	Kattherine Ross	1957-08-01	UHC-97525-84	—	942 Spring St, Mesa, AZ, 85244	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-115872	ENR	Kelly Cook	1991-04-01	UHC-28787-18	—	7453 Canyon Rd, Mesa, AZ, 85275	0.62	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-110083	ENR	Samuel Russell	1995-08-03	UHC-51354-12	—	5399 Forest Ave, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-400611	CLM	Samuel Hoffman	1995-05-28	UHC-48552-81	5705267242	8568 Elm St, Las Vegas, NV, 89159	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-124246	ENR	Arthur D Edwards	1987-06-05	UHC-78023-12	3816171241	4034 Cedar Ln, Dallas, TX, 75298	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-107772	ENR	Alexander Reed	1960-08-02	UHC-32257-08	—	7671 Church St, Austin, TX, 78717	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-56897	TPA	Henry Walsh	1949-08-27	—	8319492219	7903 Meadow Ln, Gilbert, AZ, 85277	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+3 more
PRV-22879	PRV	Linda Lawrence	1940-05-16	—	8735890123	9391 Indian School Rd, Scottsdale, AZ, 85237	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55290	TPA	Brittany Diaz	1974-03-08	—	3276912675	4481 Ocean Ave, San Antonio, TX, 78234	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-103012	ENR	Frances I Porter	1949-01-13	UHC-23993-16	6076977962	173 Broadway # 318, Tempe, AZ	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-115630	ENR	Judy U Gibson	1959-07-16	UHC-34364-53	5864063625	8631 Oak St, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-404406	CLM	Alice X Morris	1995-06-09	UHC-55977-01	6809602952	9349 Ocean Ave, Chandler, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-125338	ENR	Arjun Hill	1987-10-13	UHC-61760-65	7608273828	3066 Maple Ave, Eden Prairie, MN, 55318	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116052	ENR	Ahmed Vega	1986-04-15	UHC-31586-14	—	5337 Palm Dr, Jacksonville, FL, 32217	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
TPA-52481	TPA	Bruce J Fosster	1942-12-16	—	8482787537	1361 Highland Ave, Chandler, AZ, 85286	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+3 more
TPA-51189	TPA	Jacob Evans	1971-07-14	—	—	2290 Spring St, Jacksonville, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-130256	ENR	Barbara Reed	1968-01-07	UHC-47110-21	4662319638	3533 Ridge Rd Apt 34, Miami, FL, 33180	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-136879	ENR	Joseph Murray	1968-12-08	UHC-30365-32	7858637017	6592 Park Pl, Phoenix, AZ, 85023	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-120363	ENR	Gebriel F Patel	1995-03-20	UHC-43384-72	3755843495	2367 Valley View Dr, Houston, TX, 77012	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108784	ENR	Douglas Fernandez	1942-01-01	UHC-20086-55	6053563787	3013 Spring St, Austin, TX, 78736	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404385	CLM	Gregory K Smith	1984-03-20	—	—	6641 Mesa Dr # 209, Seattle, WA, 98150	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-130613	ENR	Sam F Washington	1995-02-23	UHC-17963-87	—	4213 Cedar Ln, Glendale, AZ, 85331	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54991	TPA	Alexander Ray	1996-05-06	UHC-31410-22	6683690258	5159 Ridge Rd, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

32,400 rows, page 116 of 648Previous Next