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
ENR-101849	ENR	Stephen Murphy	1992-11-09	UHC-54490-83	2345384671	2604 River Rd, Eden Prairie, MN	0.54	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP missing+1 more
TPA-57709	TPA	Brndon Shaw	1960-11-07	—	—	7007 Oak St, Denver, CO	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP missing+1 more
ENR-100083	ENR	Melissa D Fields	1951-09-13	UHC-11822-38	8014746440	754 Central Ave, Houston, TX, 77085	0.54	Middle initial moved out of first name Two-digit birth year Phone reformatted Street suffix standardised+1 more
ENR-131179	ENR	Doris O Weaver	1994-04-04	UHC-85018-09	—	1270 Spring St, Columbus, OH, 43210	0.54	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-102186	ENR	Christina Garza	2006-12-07	UHC-41809-13	7303618559	6305 Harbor Blvd, Glendale, AZ, 85362	0.54	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-417410	CLM	Robert M Soto	1978-02-19	—	5966517237	1690 Church St, Miami, FL, 33132	0.54	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-116260	ENR	Bobbby A Schultz	1958-07-18	UHC-06876-95	2563073168	1371 Maple Ave, Seattle, WA, 98198	0.54	Two-digit birth year Street suffix standardised Address re-cased State name converted to code+1 more
CLM-400905	CLM	Adam Walsh	1956-08-01	UHC-75549-63	6756220001	6706 Lincoln Way, Denver, CO, 80221	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
ENR-117256	ENR	Sara S Espinoza	1997-01-27	UHC-90159-04	7938200340	5773 Central Ave, Los Angeles, CA, 90072	0.56	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised
CLM-429646	CLM	Megan Garrett	1944-02-14	UHC-79469-26	—	3207 Cedar Ln, Los Angeles, CA, 90037	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-140380	ENR	Henry Soto	1968-02-26	UHC-32029-14	5242635765	8371 River Rd, Austin, TX, 78748	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed
CLM-412075	CLM	Russell Williamson	1947-11-06	UHC-57475-82	—	1151 Maple Ave # 756, Miami, FL, 33120	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-107353	ENR	Vargas A Mark	1982-06-13	UHC-25967-45	6382418379	7658 Oak St, Phoenix, AZ, 85019	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
CLM-409242	CLM	Hannah Oliver	1951-07-08	UHC-60027-75	—	926 Oak St, Scottsdale, AZ	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
TPA-52048	TPA	Vincent Contreras	1992-05-18	—	—	5174 Forest Ave, Tucson, AZ, 85732	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-117587	ENR	Camila B Snyder	1951-11-11	UHC-68703-09	3255531780	8443 Valley View Dr, Austin, TX, 78762	0.56	Name re-cased Two-digit birth year State name converted to code Gender normalised
TPA-61204	TPA	Bryan Stevens	1978-01-24	—	—	2714 Harbor Blvd, Scottsdale, AZ	0.56	Two-digit birth year ZIP missing Gender normalised Placeholder values cleared
ENR-121262	ENR	Jeremy Ray	1995-12-15	UHC-72912-98	8119407369	2100 Sunset Blvd, Charlotte, NC	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
TPA-54436	TPA	Dylan Oliver	1958-01-17	—	—	—	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-131717	ENR	Scott N Anderson	1987-07-26	UHC-38641-40	2314012079	4712 Hillcrest Rd, Glendale, AZ, 85348	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
CLM-413028	CLM	Peterson Marilyn	1942-12-11	UHC-78588-21	—	2853 River Rd, Phoenix, AZ, 85070	0.56	Name split from “Last, First”Two-digit birth year Gender normalised Placeholder values cleared
ENR-140079	ENR	Ethan Ramos	1996-07-20	UHC-82654-90	5419892694	6394 Main St, Eden Prairie, MN, 55327	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
CLM-407083	CLM	Bryan Carter	1973-11-26	—	3859541310	2538 Valley View Dr, Austin, TX, 78720	0.56	Two-digit birth year Phone reformatted ZIP+4 trimmed Gender normalised
ENR-141096	ENR	Mei P Bishop	1982-09-12	UHC-14148-92	3023198981	8239 Park Pl Apt 5, Plano, TX, 75021	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
ENR-110733	ENR	Paul R Kelley	1970-01-07	UHC-52485-37	8606716045	3925 Hillcrest Rd # 518, Jacksonville, FL	0.56	Two-digit birth year Phone reformatted Unit split from street ZIP missing
ENR-103347	ENR	Keith X Wells	1951-03-11	UHC-14936-06	2749000423	9270 Camelback Rd, San Antonio, TX, 78287	0.56	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased
CLM-413270	CLM	Grace S Maldonado	1945-01-19	UHC-96133-18	—	902 Lincoln Way, Orlando, FL, 32827	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
ENR-119003	ENR	Sophia Peterson	1949-12-06	UHC-37400-94	9365541357	2121 Grand Ave, Houston, TX	0.56	Two-digit birth year Street suffix standardised Address re-cased ZIP missing
ENR-114533	ENR	Brenda Z Reed	1998-12-09	UHC-48758-61	5087030370	4270 Valley View Dr Apt 33, San Antonio, TX, 78221	0.56	Two-digit birth year Unit split from street Street suffix standardised Address re-cased
CLM-422923	CLM	Jennifer Burton	1969-06-02	UHC-57790-33	—	7210 Ocean Ave, Gilbert, AZ, 85230	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Placeholder values cleared
CLM-426616	CLM	Beverly Morris	1960-03-26	—	4229718925	502 Mesa Dr, Mesa, AZ, 85220	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
ENR-142189	ENR	George N Berry	2006-06-25	UHC-53417-41	—	2479 Broadway, San Diego, CA, 92135	0.56	Two-digit birth year State name converted to code ZIP+4 trimmed Whitespace trimmed
CLM-419177	CLM	Marilyn Barnes	1957-12-23	UHC-48806-49	—	4785 Apache Blvd, San Diego, CA, 92164	0.56	Two-digit birth year Street suffix standardised Address re-cased State name converted to code
CLM-405162	CLM	George Franklin	1964-06-09	UHC-98768-47	—	4658 Indian School Rd, San Diego, CA, 92133	0.56	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased
CLM-426251	CLM	Paul W Nguyen	1940-12-21	UHC-22208-52	—	—	0.56	Two-digit birth year SSN last four extracted Gender normalised Placeholder values cleared
TPA-62294	TPA	Carol G Baker	1956-10-28	—	—	3917 Maple Ave, Houston, TX, 77006	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-122607	ENR	Jerry Richadrson	1966-12-11	UHC-82086-33	—	8049 Broadway, Denver, CO, 80214	0.56	Two-digit birth year Phone missing area code ZIP+4 trimmed Whitespace trimmed
TPA-57131	TPA	Elizabeth Li	1954-02-01	—	—	3590 Willow Ct, Eden Prairie, MN, 55392	0.56	Two-digit birth year ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-132328	ENR	Paul Harper	1964-03-14	UHC-17112-43	—	7744 Ridge Rd # 529, Scottsdale, AZ, 85209	0.56	Two-digit birth year Phone missing area code Member ID reformatted Unit split from street
ENR-137035	ENR	Aisha Jimenez	1974-11-06	UHC-92482-06	4683840148	9077 Highland Ave, Minneapolis, MN, 55423	0.56	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased
ENR-120056	ENR	Randy Q Johnston	1978-02-22	UHC-32459-34	—	5415 Pine Dr, Tempe, AZ, 85297	0.56	Two-digit birth year Street suffix standardised Address re-cased Gender normalised
PRV-26795	PRV	Arthur Soto	1963-03-10	UHC-76728-29	5419202237	487 Maple Ave # 383, Austin, TX, 78796	0.56	Two-digit birth year Unit split from street Gender normalised Placeholder values cleared
ENR-103486	ENR	Ana King	1986-08-02	UHC-99079-64	9734370692	5769 Lincoln Way, Dallas, TX, 75257	0.56	Two-digit birth year State name converted to code Gender normalised Whitespace trimmed
ENR-126472	ENR	Luis Cooper	2003-08-19	UHC-43368-79	5407356118	3847 Maple Ave, San Diego, CA, 92139	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Whitespace trimmed
TPA-50405	TPA	Joan Lane	1949-03-16	UHC-13637-61	—	573 Willow Ct # 618, Plano, TX, 75001	0.56	Two-digit birth year Unit split from street State name converted to code Placeholder values cleared
CLM-431152	CLM	Jordan Munoz	2007-05-27	—	—	4852 Mountain View Dr, Mesa, AZ, 85211	0.56	Name split from “Last, First”Two-digit birth year ZIP+4 trimmed Placeholder values cleared
ENR-111849	ENR	Sarah M Reynolds	1992-08-21	UHC-42163-60	4528510352	6944 Washington St # 614, Los Angeles, CA, 90017	0.56	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed
CLM-420412	CLM	Jason Espinoza	1959-09-06	UHC-11220-61	—	7502 Central Ave, Miami, FL, 33109	0.56	Name split from “Last, First”Two-digit birth year State name converted to code Placeholder values cleared
ENR-120133	ENR	Ralph K Thompson	1943-08-18	UHC-33872-40	8462460001	7416 Elm St, Sacramento, CA, 95861	0.56	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased
ENR-111129	ENR	Larry Willis	1967-01-25	UHC-23228-90	6269209877	9590 Oak St, Las Vegas, NV, 89105	0.56	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed

6,661 rows, page 45 of 134Previous Next