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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-118323	ENR	Judith Foster	—	UHC-34522-45	5396566661	6667 Elm St # 433, Dallas, TX, 75243	0.52	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-121279	ENR	Yuki D Jones	1987-04-24	UHC-69070-02	5826373080	2363 Maple Ave # 476, Jacksonville, FL, 32260	0.52	Two-digit birth year Phone reformatted Unit split from street City re-cased+2 more
ENR-106593	ENR	Carl V Dean	1972-03-28	UHC-87857-89	5768443760	9585 Oak St # 839, Tampa, FL, 33642	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-114300	ENR	Carol Hughes	1979-02-28	UHC-70476-15	3375477490	2280 Bayshore Dr # 570, Seattle, WA, 98128	0.52	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-416397	CLM	Aisha Chapman	1961-09-18	UHC-86057-39	2254697944	4462 Cedar Ln # 123, Miami, FL, 33191	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138496	ENR	Carolyn S Hernandez	1939-12-07	UHC-64823-02	3632254257	2739 Pine Dr Apt 27, Austin, TX, 78739	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-57906	TPA	Emily Luna	1939-09-28	—	8089212340	4489 Market St Apt 36, Denver, CO, 80299	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-50554	TPA	Joe Reid	1960-07-03	—	—	8020 Sunset Blvd Apt 22, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-425469	CLM	Steven Ramos	1969-01-26	—	—	1184 Hillcrest Rd Apt 12, Sacramento, CA	0.52	Name re-cased Unit split from street ZIP missing Gender normalised+2 more
ENR-125658	ENR	Alexxander Fisher	1947-06-15	UHC-01049-28	2939755973	3904 Baseline Rd # 325, Jacksonville, FL, 32299	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56509	TPA	Jacob K Carr	1995-12-25	—	—	473 Grand Ave Apt 3, San Antonio, TX, 78203	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-406610	CLM	Sophia Carroll	1979-02-23	—	—	5642 Desert Sky Blvd Apt 21, Atlanta, GA	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
CLM-422749	CLM	Julie Banks	1988-03-13	—	—	2818 River Rd Apt 11, Minneapolis, MN, 55419	0.52	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+2 more
CLM-418200	CLM	Laura Guzman	1971-04-20	—	8847683138	3197 Ridge Rd Apt 3, Plano, TX, 75022	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-131240	ENR	Fatima T Carroll	1945-03-08	UHC-54168-90	6583010002	8669 Maple Ave Apt 19, Tempe, AZ, 85291	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
CLM-420968	CLM	MelissaJunk	1998-06-13	UHC-73960-39	—	4529 Grand Ave # 997, Minneapolis, MN, 55492	0.52	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+2 more
ENR-123036	ENR	Jennifer Dominguez	1988-12-24	UHC-64982-19	3275226904	18 Meadow Ln Apt 16, Columbus, OH, 43263	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-103955	ENR	Juan S Silva	1974-10-08	UHC-07687-33	6512826389	5111 Mountain View Dr Apt 2, Las Vegas, NV, 89175	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-137458	ENR	Jacqueline F Salazar	1945-04-25	UHC-37624-77	5147655952	7958 Bayshore Dr # 730, San Antonio, TX, 78239	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102693	ENR	Emily Z Adams	2000-07-22	UHC-15907-13	4666348658	9365 Sage Ct # 739, Orlando, FL, 32823	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-58762	TPA	Julie Maldonado	—	UHC-32095-94	3676613460	2499 Cedar Ln # 572, Tampa, FL, 33655	0.52	Date of birth unreadable Unit split from street Street suffix standardised Address re-cased+2 more
ENR-104545	ENR	Lori N Duncan	1965-10-18	UHC-77386-40	—	2740 Oak St Apt 15, Plano, TX, 75093	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-123072	ENR	Alan Gibson	2000-06-13	UHC-40231-80	3442607218	6176 Mountain View Dr # 875, Fresno, CA, 93740	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
TPA-50829	TPA	Cloe Stephanie	1997-09-22	—	—	4353 Ocean Ave # 180, Houston, TX, 77031	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416191	CLM	Steven Brooks	1991-05-11	UHC-72425-74	—	6614 Camelback Rd # 960, Tampa, FL, 33699	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
PRV-23255	PRV	Omar Thomas	1983-02-04	—	—	3899 Union St Apt 32, Eden Prairie, MN, 55354	0.52	Name split from “Last, First”Unit split from street City re-cased State name converted to code+2 more
ENR-140129	ENR	Joan Hudson	1956-12-10	UHC-12759-13	8622299644	8106 Ridge Rd Apt 6, Tempe, AZ, 85285	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-115549	ENR	Samantha V Romero	1976-08-07	UHC-70881-28	6645502381	909 Lincoln Way Apt 33, Minneapolis, MN, 55447	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-137351	ENR	Harold B Sanders	2006-04-26	UHC-57938-52	6742296498	498 Park Pl # 337, Sacramento, CA, 95813	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-109888	ENR	Juan Tran	2007-06-20	UHC-08444-39	4312024556	354 Central Ave # 791, Plano, TX, 75047	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-101149	ENR	Kayla M Chavez	—	UHC-09981-99	3549727209	8478 Oak St Apt 10, Las Vegas, NV, 89198	0.52	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-410268	CLM	Mike Evans	2006-09-04	—	—	8354 Maple Ave Apt 7, Orlando, FL, 32856	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57264	TPA	Janet X Henderson	1976-07-16	—	9843086993	7039 Mountain View Dr Apt 28, Houston, TX	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-101975	ENR	Amy R Hawkins	1994-05-13	UHC-63576-09	8703173142	6772 Hillcrest Rd Apt 11, Charlotte, NC, 28267	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401779	CLM	Ann Reyes	—	UHC-80982-32	—	5760 Oak St # 231, Gilbert, AZ, 85281	0.52	Date of birth missing Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64272	TPA	Benjamin Walker	1995-12-12	—	—	4431 Union St Apt 10, Jacksonville, FL	0.52	Unit split from street Street suffix standardised Address re-cased ZIP missing+2 more
ENR-111330	ENR	George Patterson	1983-02-09	UHC-34242-48	6085125623	5376 Central Ave # 493, San Antonio, TX, 78205	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-56319	TPA	Elijah Stone	1944-04-03	—	—	250 Washington St # 471, Tempe, AZ, 85206	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-114606	ENR	Eric T Bowman	1950-05-23	UHC-56333-05	4509303605	8419 Central Ave # 287, Nashville, TN, 37296	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-127310	ENR	Bryan Graham	1999-09-04	UHC-39222-66	7656448229	6502 Market St # 568, Charlotte, NC, 28239	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
CLM-405944	CLM	Zachary Harris	1972-03-02	UHC-04428-62	7524419031	6872 Sage Ct # 826, Miami, FL, 33103	0.52	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+2 more
ENR-130397	ENR	Klye Harper	1997-08-03	UHC-68942-57	2679801331	1435 Jefferson Ave Apt 25, Gilbert, AZ, 85294	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136737	ENR	Shirley Spencer	1968-09-14	UHC-49565-98	5578512458	4384 Lincoln Way Apt 22, Fresno, CA, 93780	0.52	Phone reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-112438	ENR	Sandra Spencer	1981-03-07	UHC-91154-11	6327231292	2833 Willow Ct Apt 16, Chandler, AZ, 85292	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
CLM-422210	CLM	Vincent Morgan	1986-08-06	UHC-89453-55	6019759013	6852 Union St # 772, Phoenix, AZ, 85097	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-117265	ENR	Ronald D Daniels	1943-03-18	UHC-95529-06	—	2498 Oak St Apt 33, Plano, TX, 75033	0.52	Name re-cased Member ID reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-139557	ENR	Jesse D Wang	1951-05-04	UHC-64399-80	5627903791	4970 Grand Ave # 581, Chandler, AZ, 85245	0.52	Middle initial moved out of first name Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-109526	ENR	Heather K Arnold	1939-10-06	UHC-93459-97	5368191123	6480 Lincoln Way # 698, San Diego, CA, 92195	0.52	Name split from “Last, First”Phone reformatted Unit split from street City re-cased+2 more
TPA-56960	TPA	Noah Burton	1959-02-27	—	—	6852 Meadow Ln # 186, Jacksonville, FL, 32259	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-401591	CLM	Kathryn T Schmidt	1956-10-09	UHC-18595-46	6415188744	5650 Pine Dr # 989, Tucson, AZ, 85714	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 47 of 140Previous Next