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-125289	ENR	Elijh W Munoz	1957-11-23	UHC-27461-26	—	7576 Jefferson Ave, Houston, TX, 77004	0.66	Two-digit birth year Member ID reformatted Gender normalised Whitespace trimmed+1 more
PRV-22719	PRV	Scott B Johnston	1991-06-01	—	—	8261 Pine Dr, San Diego, CA, 92181	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51947	TPA	Shirley Alvarez	1986-07-17	—	—	1833 Grand Ave, Gilbert, AZ, 85203	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-113950	ENR	Shirley Alvarez	1998-01-12	UHC-08145-31	9836924748	8606 Lake View Rd, Dallas, TX, 75218	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-51400	TPA	Duncen Valentina	1974-12-22	—	2849173760	5898 Sunset Blvd, San Antonio, TX, 78219	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27372	PRV	Paul G Luna	1974-05-11	UHC-71549-96	9529945118	9143 Union St, Glendale, AZ, 85333	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115659	ENR	Donald O Lynch	1999-02-27	UHC-41325-80	—	2835 Lake View Rd, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year State code upper-cased ZIP+4 trimmed+1 more
ENR-113933	ENR	Stephanie S Porter	2001-02-18	UHC-07006-03	5075854083	3225 Forest Ave, Denver, CO, 80200	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-128217	ENR	Donald Stewart	2000-07-06	UHC-62097-19	2256334194	5415 Highland Ave, Minneapolis, MN, 55498	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-125524	ENR	Hannah F Howard	1994-06-26	UHC-12380-97	7817903045	7908 Maple Ave, Minneapolis, MN, 55495	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-409661	CLM	Santiago Rios	1946-05-18	UHC-40928-42	4377457758	8884 Pine Dr, Tucson, AZ, 85797	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-415595	CLM	Jackie Wang	1977-10-24	UHC-85294-14	—	6566 Indian School Rd, Tempe, AZ, 85266	0.66	Two-digit birth year City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-137204	ENR	Keith Thompson	1963-12-21	UHC-58395-71	8266693309	6960 Indian School Rd, Jacksonville, FL, 32274	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-401876	CLM	Isabella Bowman	1953-10-22	UHC-75417-10	2488754259	1711 Union St, Chandler, AZ, 85238	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116941	ENR	Joyce Morrison	1976-09-09	UHC-80236-49	9802069359	4704 Lincoln Way, Columbus, OH, 43278	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418884	CLM	Amanda Campbell	1968-08-28	UHC-76091-62	—	3611 Central Ave, San Diego, CA, 92112	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-56706	TPA	Samuel Robinson	1966-03-26	—	—	944 Hillcrest Rd, Los Angeles, CA, 90080	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-102063	ENR	Arjun Brown	1998-12-18	UHC-10496-36	5637054767	1914 Union St, Plano, TX, 75036	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-428399	CLM	Heaher Castillo	1970-03-18	UHC-37392-76	—	6411 Main St, Scottsdale, AZ, 85255	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-114279	ENR	Carl G Parker	1975-10-06	UHC-03174-48	2872582478	8659 Washington St, Chandler, AZ, 85216	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117886	ENR	Ann Z Rogers	2003-02-18	UHC-24914-75	3032981285	9630 Spring St, Eden Prairie, MN, 55310	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-113629	ENR	Alexander Murphy	1997-10-13	UHC-15436-47	4228946480	81 Church St, Minneapolis, MN, 55408	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
CLM-421843	CLM	Greg Romero	1946-11-20	UHC-97200-08	2022846618	8178 Sage Ct, Orlando, FL, 32844	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-24689	PRV	Jacob George	1957-06-02	—	—	1133 Lincoln Way, Eden Prairie, MN, 55383	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-131543	ENR	Gerald Ellis	1997-07-28	UHC-40481-26	9524843053	3286 Washington St, Phoenix, AZ, 85033	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-122370	ENR	Kenneth H Carrr	1947-01-02	UHC-16971-71	3289272055	5461 Grand Ave, Tucson, AZ, 85710	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-419367	CLM	Tyler Obrien	1961-04-24	UHC-95482-31	8695392532	1107 Pine Dr, Orlando, FL, 32828	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-58023	TPA	Julia Tran	1973-07-16	—	—	7521 Meadow Ln, Sacramento, CA, 95824	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62333	TPA	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62332	TPA	Sarah Perkins	1949-06-25	—	—	2882 Indian School Rd, Sacramento, CA, 95822	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-54759	TPA	Charlotte Kenndy	2008-05-19	—	—	1168 Apache Blvd, San Diego, CA, 92146	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122053	ENR	Aan Grant	1959-08-02	UHC-07213-89	5206868390	3529 Main St, Denver, CO, 80283	0.66	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+1 more
CLM-422687	CLM	Heather P Cook	1973-01-10	—	—	6040 Mountain View Dr, Tampa, FL, 33672	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-423494	CLM	Rachel Carr	1969-09-16	UHC-98318-41	—	6128 Central Ave, Seattle, WA, 98165	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126487	ENR	Vicoria Stevens	1939-04-07	UHC-81509-46	4249833049	7531 Forest Ave, Seattle, WA, 98136	0.66	Name re-cased Two-digit birth year SSN last four extracted City re-cased+1 more
ENR-135623	ENR	Ann H Thomas	1944-08-05	UHC-26331-71	4459448313	7631 Grand Ave, Tucson, AZ, 85730	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
PRV-22043	PRV	Emma Santiago	1995-03-17	UHC-20832-61	9627945315	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-110300	ENR	Sharon Meyer	2001-08-06	—	6815811823	1240 Forest Ave, Seattle, WA, 98119	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27562	PRV	Betty Lucas	1958-05-20	—	2923740103	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-61186	TPA	Shirley Thomas	1950-01-03	—	8914942053	4157 Jefferson Ave, San Diego, CA, 92155	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-129156	ENR	Ruth Olson	1960-10-19	UHC-37143-79	6944136596	8833 Sage Ct, Seattle, WA, 98120	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-405839	CLM	Ruth Stephens	1956-11-26	UHC-49733-39	—	3218 Grand Ave, Denver, CO, 80292	0.66	Two-digit birth year City re-cased State name converted to code Whitespace trimmed+1 more
CLM-413274	CLM	Joe Peters	1999-06-14	UHC-86752-62	2235846559	6645 Palm Dr, Los Angeles, CA, 90080	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124454	ENR	Natalie McCoy	1980-01-12	UHC-22737-76	3987587654	8469 Elm St, Fresno, CA, 93799	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
PRV-24972	PRV	Adam Li	1945-01-18	UHC-03793-43	—	51 Oak St, Houston, TX, 77050	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56616	TPA	Judith Owens	1969-09-17	—	—	8433 Lincoln Way, Miami, FL, 33151	0.66	Name re-cased Two-digit birth year Gender normalised Whitespace trimmed+1 more
ENR-142572	ENR	Donald Thomas	1987-01-20	UHC-60926-96	—	6844 Ridge Rd, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-27478	PRV	Christopher B Stephens	1988-09-21	UHC-69472-98	9219983447	5720 Valley View Dr, Gilbert, AZ, 85227	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127387	ENR	Nathan I Howwell	1964-12-06	UHC-07876-80	—	5739 Main St, Miami, FL, 33146	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432673	CLM	Amber Griffin	1939-12-09	UHC-63625-50	4068914367	6088 Desert Sky Blvd, San Diego, CA, 92193	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more

6,661 rows, page 75 of 134Previous Next