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
CLM-418403	CLM	Omar Evans	1971-06-08	UHC-04207-13	—	—	0.68	Name split from “Last, First”Member ID reformatted Gender normalised Placeholder values cleared
CLM-411803	CLM	Zachary Simpson	1964-12-08	UHC-83668-28	—	5711 Church St, Miami, FL, 33183	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-403549	CLM	Carolyn O Jackson	2002-11-02	—	3964772255	2843 Mesa Dr, Atlanta, GA, 30305	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
TPA-63574	TPA	Mateo Salazar	1965-05-19	—	—	4525 Highland Ave, Mesa, AZ, 85215	0.68	City re-cased ZIP+4 trimmed Gender normalised Placeholder values cleared
ENR-111894	ENR	Brittany O Hawknis	1982-05-12	UHC-09960-63	7515691385	2844 Meadow Ln, Los Angeles, CA, 90098	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-432494	CLM	Rachel Q Carter	1953-11-18	—	—	6729 Grand Ave, San Diego, CA, 92164	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
ENR-101799	ENR	Amy Graham	1942-10-28	UHC-93467-22	8128178278	3276 Oak St, Seattle, WA, 98148	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-106171	ENR	Karen Perez	2004-08-20	UHC-19309-60	7508465667	7831 Park Pl, Las Vegas, NV, 89130	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
TPA-58417	TPA	Gary Jordan	1977-03-09	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
ENR-138492	ENR	Bradley Dean	1982-08-19	UHC-57976-31	9303090691	2578 Washington St, Charlotte, NC, 28222	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
CLM-409765	CLM	Jeremy Owens	1977-12-27	—	—	1683 Washington St, Plano, TX	0.68	City re-cased ZIP missing Gender normalised Placeholder values cleared
ENR-141717	ENR	Ronald Morales	1966-10-19	UHC-25860-33	3797617079	3264 Willow Ct, Plano, TX, 75010	0.68	Two-digit birth year Phone reformatted Member ID reformatted Gender normalised
CLM-428817	CLM	Batty Stephens	2006-12-15	UHC-08557-91	—	2735 Lincoln Way, Atlanta, GA, 30337	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
ENR-109975	ENR	Brian S Patterrson	1992-09-23	UHC-33502-60	8368938815	6786 Pine Dr, Scottsdale, AZ, 85266	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-118850	ENR	Luis A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr Apt 24, Sacramento, CA, 95822	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
CLM-424426	CLM	Andrea Bryant	1955-03-03	UHC-85336-01	—	—	0.68	Date of birth reformatted Phone missing area code Gender normalised Placeholder values cleared
ENR-103990	ENR	Elyzabeth H Adams	2000-04-19	UHC-70725-45	—	2237 Baseline Rd, San Diego, CA, 92173	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-427095	CLM	Julia Kellly	1938-12-28	UHC-69821-83	—	4420 Union St, Tampa, FL, 33662	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Placeholder values cleared
TPA-63251	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-63252	TPA	Carolyn Li	1947-07-28	—	—	6525 Highland Ave, Nashville, TN, 37205	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
TPA-50949	TPA	Larry Bryant	1996-10-10	UHC-63283-73	—	3207 Camelback Rd, Las Vegas, NV, 89148	0.68	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised
ENR-128252	ENR	Badley Rogers	1987-12-20	UHC-01551-77	—	8042 Pine Dr, Seattle, WA, 98169	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
PRV-29048	PRV	Patricia King	1967-06-23	UHC-26700-94	4872781868	5936 Willow Ct, Dallas, TX, 75246	0.68	Name re-cased Two-digit birth year Gender normalised Placeholder values cleared
CLM-430360	CLM	Jean Campbell	—	—	—	—	0.68	Date of birth unreadable Gender normalised Whitespace trimmed Placeholder values cleared
PRV-20867	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
PRV-20866	PRV	Larry Z Fields	1965-01-26	UHC-33543-82	—	9784 Forest Ave, Houston, TX, 77060	0.68	Name split from “Last, First”City re-cased Gender normalised Placeholder values cleared
TPA-57107	TPA	Linda Little	1986-10-25	—	—	7194 Main St, Denver, CO, 80220	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-406976	CLM	Emily Cooper	1987-04-08	UHC-31685-70	—	—	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-107177	ENR	Keith J Marshall	1990-04-01	UHC-06379-96	4777835742	2852 Main St, Atlanta, GA, 30380	0.68	Phone reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed
CLM-405216	CLM	Carol Davis	1951-10-03	—	9155348032	8959 Cedar Ln, Nashville, TN, 37233	0.68	Name split from “Last, First”City re-cased Gender normalised Whitespace trimmed
CLM-426864	CLM	Brandon Carter	2005-03-20	UHC-57023-24	8194536129	6856 Sage Ct, San Antonio, TX, 78233	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-429090	CLM	Peter I Carlson	1949-05-26	—	—	206 Maple Ave, Tempe, AZ, 85230	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-427290	CLM	Vincent S Graham	1998-05-26	UHC-40247-98	—	2048 Hillcrest Rd, Jacksonville, FL, 32208	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424416	CLM	Noah Cooper	1993-07-02	—	—	1754 Sage Ct, Las Vegas, NV, 89154	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
TPA-52204	TPA	Joyce Q Gibson	1984-04-10	—	—	2946 Ocean Ave, Las Vegas, NV, 89113	0.68	Date of birth reformatted ZIP+4 trimmed Gender normalised Placeholder values cleared
CLM-411291	CLM	Megan Brown	1999-05-07	UHC-23638-95	7673777536	6811 Grand Ave, Tempe, AZ, 85219	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
CLM-409327	CLM	Anna Thhompson	1973-04-05	—	—	3663 Willow Ct, Sacramento, CA, 95859	0.68	ZIP+4 trimmed Gender normalised Whitespace trimmed Placeholder values cleared
CLM-425191	CLM	Bradley Wells	1980-12-02	UHC-44434-27	—	1813 Elm St, Jacksonville, FL, 32280	0.68	Name split from “Last, First”Gender normalised Whitespace trimmed Placeholder values cleared
ENR-113149	ENR	Roger Vasquez	2005-07-09	UHC-14553-33	4448875892	8024 Hillcrest Rd, Jacksonville, FL, 32261	0.68	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed
ENR-136378	ENR	Bradley Crawford	1960-03-11	UHC-16738-82	5214569303	4699 Union St, Glendale, AZ, 85393	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-414651	CLM	Albert Brooks	1974-06-08	UHC-42974-77	—	3371 Elm St, Tempe, AZ, 85259	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58646	TPA	Valentina Santiago	1994-10-02	—	—	5323 Broadway, Las Vegas, NV, 89175	0.68	Name re-cased State name converted to code Gender normalised Placeholder values cleared
ENR-130602	ENR	Philip E Arnold	1969-03-11	UHC-89016-23	4927634488	1292 Highland Ave, Tampa, FL, 33679	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-401053	CLM	Rebecca Kennedy	1945-09-11	—	—	1156 Lake View Rd, Jacksonville, FL, 32297	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-416595	CLM	James Rojas	1946-10-27	UHC-49912-59	3148260850	7984 Camelback Rd, Nashville, TN, 37206	0.68	Two-digit birth year Phone reformatted Gender normalised Placeholder values cleared
CLM-409592	CLM	Evelyn O Olson	2005-11-27	—	6593857016	8984 Jefferson Ave, Jacksonville, FL, 32276	0.68	Middle initial moved out of first name Gender normalised Whitespace trimmed Placeholder values cleared
PRV-24708	PRV	Zachary Rogers	1980-11-20	UHC-85497-87	5203776622	4290 Ridge Rd, Eden Prairie, MN, 55310	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised
CLM-418611	CLM	Douglas Day	1946-08-13	UHC-15264-54	5553947248	3209 Washington St Apt 3, Orlando, FL, 32814	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
CLM-414326	CLM	Luis Miller	1998-03-25	—	—	6417 Apache Blvd, Fresno, CA, 93795	0.68	Street suffix standardised Address re-cased Gender normalised Placeholder values cleared
ENR-108550	ENR	Virignia Berry	1960-09-23	UHC-58654-72	5852205118	6980 Canyon Rd, San Diego, CA, 92197	0.68	Phone reformatted Street suffix standardised Address re-cased Gender normalised

16,828 rows, page 232 of 337Previous Next