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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62055	TPA	Douglas Edwards	1996-09-28	UHC-70622-63	4089910490	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-117408	ENR	Willie Hicks	1962-04-17	UHC-95705-04	6015586805	6951 Palm Dr, Mesa, AZ, 85246	0.70	Two-digit birth year Street suffix standardised Address re-cased
CLM-432469	CLM	Aaron D Salazar	1990-08-04	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
TPA-58488	TPA	Michelle Jenkins	1979-10-13	UHC-18507-38	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-113333	ENR	Martha M Price	2005-03-17	UHC-91667-64	6253149125	7718 Park Pl, Seattle, WA, 98139	0.70	Two-digit birth year Street suffix standardised Address re-cased
PRV-22810	PRV	Shirley P Aguilar	2000-10-16	UHC-87167-45	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-138796	ENR	Morales Q Theresa	1945-05-16	UHC-05685-98	2593840568	1335 Camelback Rd, Phoenix, AZ	0.70	Two-digit birth year Phone reformatted ZIP missing
CLM-415968	CLM	Patrick J Gardner	2000-08-12	UHC-61113-46	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-110792	ENR	Joshua P Dunn	1957-04-20	UHC-21385-42	7145359909	4674 Broadway, Tucson, AZ, 85776	0.70	Two-digit birth year Phone reformatted State name converted to code
ENR-116140	ENR	Gary C Maldonado	1978-10-07	UHC-81287-58	5006399695	1689 Maple Ave, Austin, TX, 78799	0.70	Two-digit birth year Phone reformatted Gender normalised
TPA-51635	TPA	Mateo T Henderson	1947-03-13	—	—	2138 Central Ave, Chandler, AZ, 85227	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-137064	ENR	Jacqueline Miller	1946-08-15	UHC-84568-24	5372023901	446 Sunset Blvd, Orlando, FL, 32889	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
TPA-56369	TPA	Nicole K Banks	1996-12-26	—	—	2517 Mountain View Dr, Mesa, AZ	0.70	Two-digit birth year ZIP missing Placeholder values cleared
TPA-60402	TPA	Austin Kelly	1978-10-18	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-123940	ENR	Matthew Patel	1996-05-04	UHC-87617-45	—	9252 Pine Dr, San Diego, CA, 92132	0.70	Two-digit birth year Phone missing area code Whitespace trimmed
TPA-59235	TPA	Ruth Mills	2005-05-13	—	—	6713 Market St, Tampa, FL, 33618	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-54929	TPA	Daniel Martinez	1990-03-07	—	—	8221 Willow Ct, Phoenix, AZ, 85001	0.70	Two-digit birth year State name converted to code Placeholder values cleared
TPA-61092	TPA	Betty Miller	1965-05-22	—	—	4060 Indian School Rd, Tampa, FL, 33671	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-130979	ENR	Angela Tran	1999-05-11	UHC-54002-55	2125038407	4523 Grand Ave, Glendale, AZ, 85379	0.70	Two-digit birth year Street suffix standardised Address re-cased
CLM-428035	CLM	Lawrence L Johnston	1981-05-16	UHC-28017-01	—	—	0.70	Middle initial moved out of first name Two-digit birth year Placeholder values cleared
CLM-416735	CLM	Omar Chavez	1976-12-25	UHC-90070-55	3699654622	2433 Baseline Rd, Seattle, WA, 98132	0.70	Two-digit birth year Phone reformatted Gender normalised
CLM-405233	CLM	Victuria Hawkins	1973-05-10	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-133272	ENR	Logan Hoffman	1944-05-19	UHC-61403-22	—	9891 Lincoln Way, Glendale, AZ, 85385	0.70	Name re-cased Two-digit birth year Phone missing area code
ENR-106727	ENR	Dorothy Johnston	1970-12-11	UHC-64629-02	8802990431	5559 Mountain View Dr, Houston, TX, 77072	0.70	Name split from “Last, First”Two-digit birth year Whitespace trimmed
CLM-411648	CLM	Nicholas Ryan	2006-10-26	UHC-54730-66	9654173413	565 Sunset Blvd, Phoenix, AZ, 85030	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
CLM-431446	CLM	Benjamin Parker	1988-03-13	—	—	1109 Grand Ave, Chandler, AZ, 85226	0.70	Two-digit birth year SSN last four extracted Placeholder values cleared
ENR-138700	ENR	Angela Simpson	1941-03-28	UHC-88361-45	5523173174	7681 Spring St Apt 39, Tucson, AZ, 85740	0.70	Name re-cased Two-digit birth year Unit split from street
CLM-401000	CLM	Diana Stevens	1981-11-16	UHC-59010-76	—	7736 Valley View Dr, Nashville, TN, 37249	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-130217	ENR	Gabriel Park	1948-03-19	UHC-80454-21	7835290079	1820 Broadway, Houston, TX, 77060	0.70	Two-digit birth year SSN last four extracted Address re-cased
TPA-64466	TPA	Valentina H Jacobs	1974-08-06	—	—	7801 Spring St Apt 36, Las Vegas, NV, 89133	0.70	Two-digit birth year Unit split from street Placeholder values cleared
ENR-101094	ENR	Adaam Z Stone	1969-12-25	UHC-32837-02	9523393032	4674 Ridge Rd, Charlotte, NC, 28272	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-120324	ENR	Carol L Marquez	1944-12-10	UHC-26390-57	—	3174 Broadway, Nashville, TN, 37290	0.70	Two-digit birth year State name converted to code Placeholder values cleared
ENR-128670	ENR	Catherine Peterson	1954-08-10	UHC-33326-02	6258836765	4080 Canyon Rd, Phoenix, AZ, 85057	0.70	Two-digit birth year ZIP+4 trimmed Whitespace trimmed
CLM-430921	CLM	Betty X Perez	1997-03-07	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-402874	CLM	Stephen Ray	1957-01-19	UHC-90976-19	—	630 Lake View Rd, San Antonio, TX, 78228	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared
TPA-52871	TPA	Yuki Santiago	1941-04-09	—	—	—	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-113044	ENR	Anna U Montgomery	1975-08-20	UHC-65162-84	—	2502 Jefferson Ave, Charlotte, NC, 28238	0.70	Two-digit birth year Phone missing area code Whitespace trimmed
ENR-117782	ENR	Chris Willis	1971-11-03	UHC-00681-59	4898933241	6655 Cedar Ln, Miami, FL	0.70	Two-digit birth year ZIP missing Email lower-cased
ENR-100011	ENR	Alexander A Arnold	1997-05-03	UHC-19853-44	8664890400	3397 Maple Ave, Mesa, AZ, 85265	0.70	Two-digit birth year Street suffix standardised Address re-cased
CLM-422953	CLM	Nancy Soto	1954-12-24	—	—	437 Maple Ave, Los Angeles, CA, 90039	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
CLM-407708	CLM	Michelle Luna	2001-07-03	UHC-80345-60	—	2555 Pine Dr, Los Angeles, CA, 90092	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-103573	ENR	Mason Z Moore	1984-05-16	UHC-30212-79	3256754387	7231 Indian School Rd, Chandler, AZ, 85220	0.70	Two-digit birth year Street suffix standardised Address re-cased
CLM-415656	CLM	Jack Garza	1965-12-27	UHC-07484-53	—	—	0.70	Two-digit birth year Phone missing area code Placeholder values cleared
ENR-106544	ENR	Alexander N Tucker	1967-05-05	UHC-79979-83	4482214708	7796 Cedar Ln, Las Vegas, NV, 89112	0.70	Two-digit birth year Email lower-cased Gender normalised
PRV-20977	PRV	Bruce G Cooper	1967-06-28	—	8924544397	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
CLM-429102	CLM	Brenda Phillips	1961-06-05	—	8043537023	1876 Central Ave, Miami, FL	0.70	Two-digit birth year ZIP missing Placeholder values cleared
ENR-116714	ENR	Christopher Graham	1964-03-28	UHC-32719-85	2677736389	3728 Valley View Dr, Tampa, FL, 33649	0.70	Name split from “Last, First”Two-digit birth year Phone reformatted
ENR-104312	ENR	Gerald V Robertson	1997-03-28	UHC-86460-12	7969302546	7199 Camelback Rd, San Diego, CA, 92127	0.70	Name split from “Last, First”Two-digit birth year Placeholder values cleared
ENR-103613	ENR	Cynthia F George	1991-08-22	UHC-29724-43	—	5169 Spring St, Orlando, FL, 32800	0.70	Two-digit birth year State name converted to code Placeholder values cleared
PRV-28246	PRV	Megan Z Marquaz	1990-06-14	UHC-86538-02	7964673988	4790 Washington St, Mesa, AZ, 85238	0.70	Two-digit birth year ZIP+4 trimmed Placeholder values cleared

6,661 rows, page 100 of 134Previous Next