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 “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
ENR-106024	ENR	Sara Cruz	2001-01-20	UHC-57937-69	9178258192	2379 Cedar Ln, San Diego, CA, 92105	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-418353	CLM	Bobby Wright	1995-04-03	UHC-74847-84	4846556424	8097 Central Ave, Eden Prairie, MN, 55323	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134963	ENR	Natalie U Warren	2007-12-13	UHC-66564-15	9533352615	576 Spring St, Las Vegas, NV, 89136	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-121304	ENR	Maria H Castro	1973-08-17	UHC-68892-31	7587053617	—	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-61455	TPA	Martha Perkins	2004-06-14	—	—	1561 Desert Sky Blvd, Mesa, AZ, 85213	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-126273	ENR	Gloria S Lee	1988-09-05	UHC-33495-99	5609335158	2438 Sunset Blvd, Los Angeles, CA, 90068	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
CLM-427202	CLM	William Hansen	1974-02-21	UHC-24086-77	—	201 River Rd, Jacksonville, FL, 32247	0.66	Phone missing area code Member ID reformatted State code upper-cased Gender normalised+1 more
ENR-101347	ENR	Zachary Stune	1976-11-21	UHC-90615-72	6405415078	4221 Harbor Blvd, San Antonio, TX, 78275	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-28164	PRV	Nick West	1984-01-12	UHC-15259-45	2395018715	5521 Grand Ave, Fresno, CA, 93776	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-131701	ENR	Mairana Hert	1940-09-21	UHC-29629-37	5906139619	4802 Union St, Gilbert, AZ, 85265	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-128510	ENR	Kyle Burns	1946-02-23	UHC-52612-93	5904235921	7723 Hillcrest Rd, Tucson, AZ, 85725	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-143048	ENR	Brian I Vazquez	1956-09-26	UHC-89900-10	3542605010	6606 Oak St, Austin, TX, 78766	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
ENR-135332	ENR	Juan N Hunter	1965-09-22	UHC-72781-38	6187734842	5057 Valley View Dr, Chandler, AZ, 85249	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-415791	CLM	Michelle Schultz	1971-05-14	UHC-74086-57	—	4881 Lincoln Way, Scottsdale, AZ, 85245	0.66	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-424231	CLM	Stephanie B Porter	1974-01-20	—	—	3850 Jefferson Ave, Los Angeles, CA, 90086	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-406154	CLM	Austin Robertson	1968-04-21	—	—	8721 Palm Dr, Las Vegas, NV, 89127	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-410966	CLM	Hiroshi Harrison	1948-04-27	UHC-09174-09	—	8739 Ocean Ave, Las Vegas, NV, 89129	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-61201	TPA	Sandra Knight	1956-08-03	—	—	5560 Sage Ct, Chandler, AZ, 85252	0.66	Name re-cased State name converted to code Gender normalised Whitespace trimmed+1 more
ENR-113201	ENR	Arthur Lane	1971-08-10	UHC-60748-08	—	7691 Elm St, Fresno, CA, 93720	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60075	TPA	Douglas M Kim	1940-07-09	—	—	5295 Market St, Fresno, CA, 93711	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-139304	ENR	Allen Stephanie	1996-11-20	UHC-14842-48	7759644173	2928 Main St, Tucson, AZ, 85715	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-406184	CLM	Laura Anderson	—	UHC-07846-02	—	5977 River Rd, Nashville, TN, 37214	0.66	Name re-cased Date of birth missing Gender normalised Whitespace trimmed+1 more
ENR-132583	ENR	Jeffrey G Jenkins	1992-05-11	UHC-38887-29	8399898724	413 Baseline Rd, Houston, TX, 77084	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
CLM-428626	CLM	Douglas Kelly	1994-05-25	—	9644424332	9857 Washington St, Charlotte, NC, 28231	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108952	ENR	Emma Patel	1973-04-09	UHC-89997-32	—	2279 Mountain View Dr, Columbus, OH, 43237	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-415250	CLM	Tyler Gomez	1972-04-01	—	—	33 Main St, Atlanta, GA, 30370	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115033	ENR	Olvia M Wright	1949-07-26	UHC-55221-95	4502946841	3681 Baseline Rd, Tucson, AZ, 85786	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
PRV-26079	PRV	Terry Ford	1994-10-01	—	7027235915	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-423142	CLM	Olivia Tucker	1946-05-01	UHC-36764-81	5856017147	6613 Highland Ave, Tucson, AZ, 85780	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
ENR-103091	ENR	Debra Romero	1946-06-10	UHC-12831-60	9009946349	1512 Central Ave, San Antonio, TX	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
CLM-422574	CLM	Samantha Reid	1944-10-26	—	6222867545	8681 River Rd, San Antonio, TX, 78273	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-423189	CLM	Jesse Armstrong	1941-04-03	UHC-52920-63	8637155511	2778 Elm St, Miami, FL, 33109	0.66	Name split from “Last, First”Date of birth reformatted City re-cased Gender normalised+1 more
PRV-28098	PRV	Hiroshi A Moore	1950-09-08	—	3349456011	952 Union St, Glendale, AZ, 85388	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119704	ENR	Keith G Vasquez	2000-09-04	UHC-43961-56	6526820405	3840 Elm St, Scottsdale, AZ, 85259	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112528	ENR	Amanda T Nunez	1973-09-04	UHC-71122-93	5696669380	9286 Grand Ave, Fresno, CA, 93764	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-53055	TPA	Stephen Bryant	1977-04-15	—	—	9317 Lincoln Way, Glendale, AZ, 85384	0.66	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed+1 more
CLM-414656	CLM	Ralph Hudson	1995-08-07	—	—	1667 Mountain View Dr, Jacksonville, FL, 32262	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-425399	CLM	Isabella Lee	1954-08-09	—	—	4462 Market St, Atlanta, GA, 30368	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-419210	CLM	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St, Nashville, TN	0.66	City re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
ENR-138622	ENR	Scott M Collins	1983-05-19	UHC-15395-64	2825757427	6546 Market St, Las Vegas, NV, 89179	0.66	Name re-cased Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
CLM-422348	CLM	Barbara Howard	1979-03-23	UHC-25098-80	—	3433 Highland Ave, Fresno, CA, 93736	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-115943	ENR	Laura Alvarado	1944-03-03	UHC-10614-33	5424878919	1141 Jefferson Ave, Houston, TX, 77096	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51127	TPA	Gregory Richardson	1960-04-11	UHC-32697-71	—	1687 Palm Dr, Dallas, TX, 75271	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-52866	TPA	Kayla Henry	1969-11-11	—	—	5247 Spring St, Columbus, OH, 43222	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62797	TPA	Judy Patterson	1998-03-07	—	—	7921 Church St, Austin, TX, 78767	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59122	TPA	Aaron Pierce	1942-09-19	UHC-91720-52	—	7423 Park Pl, Houston, TX, 77063	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
CLM-402244	CLM	Nicholas Santiago	1991-10-19	UHC-71532-02	—	7444 Bayshore Dr, San Diego, CA, 92173	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
TPA-56537	TPA	Wells Rachel	1974-05-08	—	—	4991 Market St, Minneapolis, MN, 55485	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-105141	ENR	Bobby Cooper	1998-12-01	UHC-84475-10	4882831996	379 Church St, Chandler, AZ, 85278	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
CLM-421495	CLM	Carol Garza	1993-10-02	UHC-47943-41	—	7562 Sunset Blvd, Plano, TX, 75037	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more

16,828 rows, page 186 of 337Previous Next