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-118173	ENR	Dylan Lynch	1946-09-12	UHC-50578-24	8556854066	3680 Indian School Rd, Fresno, CA, 93782	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-119810	ENR	Mei SJunk	1985-04-19	UHC-52374-70	9858983921	2393 Cedar Ln, Nashville, TN, 37212	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-129727	ENR	Alex U Sims	1956-04-04	UHC-73870-63	8804560097	8247 Grand Ave, Columbus, OH, 43208	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103748	ENR	Peter Brooks	1965-09-18	UHC-56867-96	2474697906	2138 Union St Apt 6, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+2 more
ENR-123206	ENR	Patrick Y Estrada	1985-11-12	UHC-35894-99	2396364800	9608 Oak St, Plano, TX, 75054	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-55689	TPA	Pamela H Collins	1942-09-03	—	—	1992 Meadow Ln, Mesa, AZ, 85242	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-422850	CLM	George F Kelley	1982-01-24	—	6913678431	1386 Bayshore Dr, Gilbert, AZ, 85275	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106678	ENR	Patty V Grant	1962-11-13	UHC-86096-74	3177452390	2725 Hillcrest Rd # 393, Mesa, AZ, 85264	0.64	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-134208	ENR	Yuki I Daniels	1971-03-02	UHC-57335-08	4663844831	1842 Maple Ave, Charlotte, NC	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139164	ENR	Carol Ruiz	2007-05-05	UHC-33407-76	4643752538	1381 Sunset Blvd # 734, Seattle, WA, 98107	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
PRV-26770	PRV	Bradley Rodriguez	1956-08-20	—	4422875080	6966 Canyon Rd, Tampa, FL, 33620	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-112605	ENR	Linda E Parker	1947-11-06	UHC-76252-18	9578532982	5542 Sunset Blvd, Minneapolis, MN, 55455	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-23639	PRV	Jeremy Vega	1950-08-16	UHC-56071-65	6758185989	1820 Park Pl, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132770	ENR	Amy Q Simpson	1969-02-17	UHC-73157-40	—	8176 Bayshore Dr, Las Vegas, NV, 89144	0.64	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-412752	CLM	Cruz U Rachel	1995-10-10	—	—	94 Palm Dr, Eden Prairie, MN, 55379	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405156	CLM	Greg Hunt	1978-09-14	UHC-84710-60	—	6266 Ocean Ave, Seattle, WA	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-108183	ENR	Emma Bowman	1943-07-08	UHC-81705-08	7294158304	554 Hillcrest Rd, Tempe, AZ, 85208	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-416182	CLM	David Davis	1948-04-05	UHC-44621-94	—	5233 Maple Ave, Mesa, AZ, 85203	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-409033	CLM	Catherine Gordon	—	UHC-95390-20	5795674765	8861 River Rd, Austin, TX, 78780	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-60816	TPA	Pamela Armstrong	1974-10-10	UHC-77233-16	—	2114 Jefferson Ave, Plano, TX, 75041	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-122914	ENR	Ahmed Hudson	1963-04-04	UHC-89402-89	2272459308	6882 Sage Ct, Dallas, TX, 75259	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-21654	PRV	Dorothy Herrera	1952-04-24	—	—	6298 Broadway, Fresno, CA, 93767	0.64	Date of birth reformatted Phone missing area code ZIP+4 trimmed Email lower-cased+2 more
ENR-123364	ENR	Bryan S Simmons	1947-11-10	UHC-87202-79	—	67 Bayshore Dr, Atlanta, GA, 30364	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109307	ENR	Joan P Fremean	1970-09-20	UHC-15252-34	3788202786	8417 Spring St # 291, Tempe, AZ, 85220	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-101495	ENR	Theresa J Alvarado	2002-04-28	UHC-53023-30	—	4091 Ridge Rd Apt 19, Atlanta, GA, 30371	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-102555	ENR	Walter Allen	1948-12-07	UHC-54700-81	7756458847	6101 Hillcrest Rd, Nashville, TN, 37294	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104961	ENR	Lauren C Clark	1959-11-19	UHC-28407-27	8786097401	4118 Main St, Jacksonville, FL, 32240	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100259	ENR	Marilyn T Garza	1938-06-19	UHC-96077-99	4496353634	2481 Sage Ct # 371, Nashville, TN, 37232	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Unit split from street+2 more
TPA-63931	TPA	Zachary Scott	1949-12-24	—	6067826986	8108 Canyon Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63333	TPA	Larry Moreno	1959-04-27	—	3194491091	6676 Oak St, Tempe, AZ, 85271	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120776	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-120777	ENR	Hiroshi L McDonald	1991-07-08	UHC-32228-83	9036515984	8785 Harbor Blvd, Charlotte, NC, 28219	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-105036	ENR	Stephen X Romero	2005-04-12	UHC-91458-30	7232201272	2814 Sage Ct, Sacramento, CA, 95827	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413374	CLM	Albert Hayes	1993-09-23	UHC-37155-48	4886590186	1017 Willow Ct, Tempe, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117396	ENR	Marilyn C Thompson	1964-03-13	UHC-26376-20	8227163831	3010 Market St, Tampa, FL, 33609	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
CLM-406790	CLM	Jacqueline Burke	1994-12-08	—	6827859387	904 Baseline Rd, Tucson, AZ, 85702	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-109095	ENR	Walter Roberts	1979-01-05	UHC-32804-90	9173025383	8525 Ocean Ave, Miami, FL, 33110	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-119267	ENR	Mason A Ellis	1965-06-19	UHC-64618-74	6416457339	5237 Indian School Rd Apt 33, Glendale, AZ, 85388	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-411570	CLM	Wei Crawford	1994-12-28	UHC-41748-21	6694884393	744 Grand Ave, Minneapolis, MN, 55428	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-60728	TPA	Teresa Tompson	1988-10-23	—	—	3780 Mountain View Dr, Tempe, AZ, 85262	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-28646	PRV	Ryan Price	1972-08-09	—	—	6961 Market St, Mesa, AZ, 85290	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106765	ENR	Sophia M Anderson	1944-05-23	UHC-17148-98	7069163760	2387 Sage Ct Apt 3, Houston, TX, 77074	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-116654	ENR	Billy V Nunez	1974-06-02	UHC-72442-85	3876015975	4507 Mesa Dr, Jacksonville, FL, 32295	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-414411	CLM	Walter Andrews	1962-06-20	UHC-25990-64	9725950422	7531 Ocean Ave Apt 34, Phoenix, AZ, 85084	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138391	ENR	Jeffrey L Stewart	1951-09-14	—	8096679938	9574 Maple Ave, Orlando, FL, 32899	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137571	ENR	Stephanie Martinez	1943-05-07	UHC-86165-98	7038576417	9578 Camelback Rd, Orlando, FL, 32816	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-403173	CLM	Stephanie Oliver	1978-02-19	—	8315591211	2679 Elm St, Jacksonville, FL	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-52652	TPA	Victoria Luna	1947-05-10	—	—	7581 Willow Ct, Mesa, AZ	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-427536	CLM	Bobby Williamson	1981-09-16	UHC-55721-28	—	7659 Maple Ave, Orlando, FL, 32879	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-404974	CLM	Sofia R Hughes	1957-03-08	—	2312572917	6276 Bayshore Dr, Columbus, OH, 43264	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

32,400 rows, page 153 of 648Previous Next