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

Third-party administrator, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-52897	TPA	David Wallace	1969-09-17	—	—	1145 Valley View Dr, Phoenix, AZ, 85047	0.68	ZIP+4 trimmed Email lower-cased Gender normalised Placeholder values cleared
TPA-54474	TPA	Sarah Edwards	1941-04-27	—	—	7813 Main St, San Diego, CA, 92118	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-64163	TPA	William Wells	1996-06-27	—	9375878321	—	0.68	Name split from “Last, First”Phone reformatted Gender normalised Placeholder values cleared
TPA-50099	TPA	Evelyn Knight	1989-08-28	—	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52627	TPA	Jimmy Hamilton	1994-09-27	—	—	2485 Mountain View Dr, Los Angeles, CA, 90040	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-52779	TPA	Billy Austin	1944-10-09	—	—	386 Ocean Ave, San Diego, CA, 92171	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-61049	TPA	Danielle Henry	1950-11-16	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-54748	TPA	Samuel Marshall	2008-01-11	—	—	185 Union St, Columbus, OH, 43242	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-64399	TPA	Aysha I Crawford	1997-04-11	UHC-96544-64	—	5164 Meadow Ln, Fresno, CA, 93771	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-50590	TPA	Deborah Stephens	1998-04-13	—	—	2776 Mesa Dr, Chandler, AZ, 85203	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-58219	TPA	Douglas Day	1946-08-13	—	—	3209 Washington St, Orlando, FL, 32814	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-64414	TPA	Bobby Myers	1956-05-09	UHC-26951-75	—	4441 Mesa Dr # 139, Phoenix, AZ, 85041	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57463	TPA	Bill Wallace	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
TPA-61846	TPA	Matthew Warren	1958-10-03	—	—	6845 Lake View Rd, San Diego, CA, 92154	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-59401	TPA	Noah Cook	1966-08-22	—	7552284724	—	0.68	Phone reformatted SSN last four extracted Gender normalised Placeholder values cleared
TPA-58215	TPA	Deborah Simpson	1939-04-23	—	—	5622 Forest Ave, Nashville, TN	0.68	Name re-cased ZIP missing Gender normalised Placeholder values cleared
TPA-53740	TPA	Kenneth U Larson	1982-07-22	—	3224386680	3899 Central Ave, Tempe, AZ, 85267	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-51932	TPA	Brandon Salazar	1965-01-21	—	—	4338 River Rd, Mesa, AZ, 85268	0.68	Name re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-60643	TPA	Priya Ford	1969-05-03	—	—	6295 Indian School Rd, Denver, CO, 80256	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-58675	TPA	Bryan Jenkins	1945-05-18	—	7804210538	5150 Cedar Ln, San Diego, CA, 92139	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57150	TPA	Katharine Schultz	1955-09-26	—	—	2397 Pine Dr, Plano, TX, 75066	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51511	TPA	Sharon Boyd	—	—	—	4822 Camelback Rd, Minneapolis, MN, 55471	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52477	TPA	Willie L Shmidt	1978-04-21	UHC-26025-53	4779530898	5446 Forest Ave, Charlotte, NC, 28201	0.68	Middle initial moved out of first name Phone reformatted Gender normalised Placeholder values cleared
TPA-60134	TPA	Dois Dunn	1967-06-25	—	—	5802 Lake View Rd, Seattle, WA, 98151	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-59503	TPA	Grahm Deborah	1986-12-05	—	—	5543 Maple Ave, San Antonio, TX, 78220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57335	TPA	Benjamin Y Yang	1944-10-04	UHC-43975-07	—	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57334	TPA	Benjamin Y Yang	1944-10-04	UHC-43975-07	—	5389 Desert Sky Blvd, Mesa, AZ, 85265	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60702	TPA	Deborah Vargas	1944-06-26	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
TPA-56479	TPA	Ann Schmidt	1977-05-05	—	3878760394	9812 Palm Dr, Sacramento, CA, 95888	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-60750	TPA	Charlotte Peters	1997-05-10	—	3615884195	8173 Park Pl, Tampa, FL, 33605	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-60751	TPA	Charlotte Peters	1997-05-10	—	3615884195	8173 Park Pl, Tampa, FL, 33605	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52337	TPA	Bruce White	1979-12-28	—	4385548348	1956 Market St, Tempe, AZ, 85279	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-51910	TPA	Joe S King	1995-08-07	UHC-65740-09	—	265 Palm Dr Apt 32, Miami, FL, 33154	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
TPA-52308	TPA	Alexis Washington	1997-12-03	—	—	5669 Valley View Dr, Columbus, OH, 43234	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62936	TPA	Austin Jensen	1945-08-06	—	—	6006 Church St, San Diego, CA	0.68	Date of birth reformatted ZIP missing Gender normalised Placeholder values cleared
TPA-54751	TPA	Dylan Larson	—	—	—	—	0.68	Name re-cased Date of birth missing Gender normalised Placeholder values cleared
TPA-50594	TPA	Cynthia Hansen	1971-01-22	UHC-95339-89	—	388 Cedar Ln, Tucson, AZ, 85748	0.68	Date of birth reformatted Phone missing area code Gender normalised Plan code upper-cased
TPA-62269	TPA	Lucia White	1997-06-02	—	—	8826 Cedar Ln, Jacksonville, FL	0.68	State code upper-cased ZIP missing Gender normalised Placeholder values cleared
TPA-51104	TPA	Eric W Wright	1939-06-11	—	—	5338 Main St, Mesa, AZ, 85239	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-57992	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-57993	TPA	Brian McCoy	1958-07-15	—	—	8242 Union St, Tempe, AZ, 85238	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53269	TPA	Joseph C King	—	—	7038362946	9130 Broadway, Jacksonville, FL, 32290	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
TPA-54327	TPA	Alan Nunez	2003-08-05	—	9433305822	6551 Maple Ave, Tampa, FL, 33644	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-55017	TPA	Beverly Schultz	1980-07-15	—	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Placeholder values cleared
TPA-62126	TPA	Julie Garrtt	1940-06-04	UHC-79164-92	2333135139	5021 Pine Dr, San Antonio, TX, 78221	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
TPA-61999	TPA	—Junk	1960-03-21	—	9596542063	—	0.68	Date of birth reformatted Phone reformatted Gender normalised No usable name (quarantined)
TPA-55700	TPA	Janice Hunt	—	—	8569003404	5192 Lincoln Way, Charlotte, NC, 28268	0.68	Date of birth unreadable Phone reformatted Gender normalised Placeholder values cleared
TPA-57609	TPA	Andrea Anderson	1945-09-25	—	—	1436 Cedar Ln, San Antonio, TX, 78250	0.68	Date of birth reformatted State name converted to code Gender normalised Placeholder values cleared
TPA-57368	TPA	Sandra Vega	1949-12-23	UHC-13934-86	—	—	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
TPA-56208	TPA	Ruszell Le	1946-09-18	—	—	509 Central Ave, Dallas, TX, 75275	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared

2,435 rows, page 33 of 49Previous Next