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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-59347	TPA	Steve Alvarez	2007-02-25	—	7799760516	6594 Spring St, San Antonio, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-110791	ENR	MJunk	1993-04-16	UHC-59220-89	5092409310	2179 Pine Dr, Los Angeles, CA, 90073	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-105619	ENR	Gary Welch	1940-12-20	UHC-29174-76	2667960060	2977 Main St # 237, Seattle, WA, 98151	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-138061	ENR	Sophia F Carroll	1994-02-22	UHC-95494-80	6867873544	1654 Highland Ave, Miami, FL, 33187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413401	CLM	Lauren H Shaw	1997-08-15	UHC-70188-66	—	2823 Spring St, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-134152	ENR	Douglas R Woods	1940-01-07	UHC-42719-19	3723233546	2430 Elm St, Columbus, OH	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-62778	TPA	Emma M Rodriguez	1977-10-28	—	—	8610 Church St, Tempe, AZ, 85221	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-51600	TPA	Isabella N Harris	1996-01-27	—	4905638104	3768 Mesa Dr, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59374	TPA	Valentina QJunk	1949-10-14	—	—	3256 Market St, Tucson, AZ, 85710	0.50	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
CLM-415118	CLM	Charlie Burke	1955-11-08	UHC-58990-73	—	5211 Sunset Blvd # 664, Atlanta, GA, 30354	0.50	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-28545	PRV	Walter Gomez	1945-05-22	—	5906943061	2117 Camelback Rd # 570, Chandler, AZ, 85299	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-416909	CLM	Angela Perez	1955-05-05	UHC-27456-12	—	2789 Valley View Dr, Atlanta, GA, 30331	0.50	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-102779	ENR	Alexis Mejia	—	UHC-10534-16	—	530 Baseline Rd, Tucson, AZ	0.50	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-101378	ENR	Jack H Hudson	1946-12-16	UHC-98393-26	7088010615	5259 River Rd, Gilbert, AZ, 85265	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429829	CLM	Nancy Porter	1940-07-15	UHC-71964-53	—	6331 Ocean Ave, Dallas, TX, 75291	0.50	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-60605	TPA	Karen D Johnson	1984-11-09	—	—	5052 Sunset Blvd, Tampa, FL, 33662	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-405130	CLM	Sofia Obrien	1967-03-16	UHC-11144-41	7613603371	7485 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20016	PRV	Smaantha Young	1990-04-28	UHC-43942-38	—	5157 Harbor Blvd, San Antonio, TX, 78231	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
ENR-106851	ENR	Catherine U Kelly	1960-03-04	UHC-17734-12	—	4121 Mesa Dr, Las Vegas, NV, 89111	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-53541	TPA	Deborah Freeman	1943-02-20	—	—	1889 Market St, Orlando, FL, 32832	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-129652	ENR	Debra C Rose	1955-05-23	UHC-38793-80	7968564591	7416 Baseline Rd Apt 36, Mesa, AZ, 85276	0.50	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-142492	ENR	Rebecca E Morrison	1959-09-24	UHC-30681-21	—	4518 Forest Ave, Tucson, AZ, 85786	0.50	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-418700	CLM	George Shaw	1984-10-02	UHC-36004-77	7996539568	6572 Bayshore Dr # 840, Tucson, AZ, 85780	0.50	Name re-cased Phone reformatted SSN last four extracted Unit split from street+3 more
ENR-128870	ENR	Matthew V Singh	1993-08-04	UHC-24784-52	3115496451	1811 Indian School Rd, Charlotte, NC, 28257	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121033	ENR	Carl R Jones	1962-07-01	UHC-55397-66	5858323621	2044 Washington St, Dallas, TX, 75233	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429734	CLM	Ralph Reyes	2001-05-26	—	7286496804	9795 Union St, Fresno, CA, 93719	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56030	TPA	Arthur Richards	1984-05-11	—	—	4040 Baseline Rd, Los Angeles, CA	0.50	Street suffix standardised Address re-cased City re-cased ZIP missing+3 more
TPA-55985	TPA	Natalie Bell	2005-03-27	—	—	7886 Mountain View Dr, Charlotte, NC, 28264	0.50	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-138382	ENR	Jennifer H Fisher	2007-10-13	UHC-19102-39	—	3860 Ocean Ave, Tempe, AZ	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-50932	TPA	Santiago Aguilar	1946-01-13	—	—	7366 Sunset Blvd, Charlotte, NC, 28219	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
PRV-21125	PRV	Virginia Singh	1957-04-27	UHC-78289-57	—	1609 Valley View Dr, Charlotte, NC	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
PRV-22102	PRV	Camila G Olson	1949-01-07	—	5246510806	3970 Sage Ct, Atlanta, GA, 30342	0.50	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+3 more
TPA-62375	TPA	Kenneth Hamilton	1985-10-18	—	—	4095 Lake View Rd, Sacramento, CA, 95883	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401541	CLM	Santiago Ford	1994-12-11	UHC-19531-20	—	179 Apache Blvd, Tucson, AZ	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-406581	CLM	Nancy Wright	1957-08-22	UHC-99348-62	—	4434 Canyon Rd, Tempe, AZ, 85241	0.50	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
TPA-55605	TPA	Austin Simpson	1993-02-27	—	—	3090 Ocean Ave, Los Angeles, CA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-27201	PRV	Ralph K Collins	1989-01-03	—	9257307915	1999 Ocean Ave, Columbus, OH, 43240	0.50	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134567	ENR	Carlos Clark	1975-12-08	UHC-35686-87	6917465857	3497 Church St, Miami, FL	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426928	CLM	Sean Howell	1979-03-20	—	—	1203 Sage Ct # 897, Sacramento, CA, 95889	0.50	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+3 more
ENR-133709	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-426583	CLM	Stephen QJunk	1990-04-08	UHC-69270-12	—	580 Grand Ave, Scottsdale, AZ, 85217	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60041	TPA	Charlotte U Armstrong	1953-11-03	—	7519288793	2974 Washington St, Sacramento, CA, 95871	0.50	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-29073	PRV	Brittany W Taylor	1941-05-07	UHC-11983-40	9403299157	3835 Ridge Rd, Tempe, AZ, 85298	0.50	Name re-cased Two-digit birth year Phone reformatted State name converted to code+3 more
CLM-412685	CLM	Joan D Clark	1939-07-07	UHC-69400-46	—	4377 Ridge Rd, Jacksonville, FL	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-127869	ENR	Gary Peters	1954-08-17	—	5129654132	355 Mesa Dr, Plano, TX, 75001	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-107133	ENR	Elijah Q Cox	1986-06-28	UHC-15378-08	7087550164	5551 Main St # 267, Jacksonville, FL	0.50	Phone reformatted Unit split from street City re-cased ZIP missing+3 more
CLM-425760	CLM	Abbigail Morrison	1950-04-01	UHC-09145-97	—	928 Bayshore Dr, Minneapolis, MN, 55448	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-417453	CLM	Rachel Webb	2001-04-13	UHC-11876-86	3127625131	5298 Maple Ave Apt 9, Atlanta, GA, 30378	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-100514	ENR	Bobby C Gilbert	2001-02-27	UHC-67259-66	3642810070	6310 Grand Ave, Dallas, TX, 75253	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-414502	CLM	Brandon Torres	1955-11-27	—	2868874840	4878 Canyon Rd Apt 9, Chandler, AZ, 85267	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more

71,257 rows, page 80 of 1,426Previous Next