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-403689	CLM	Valentina Gonzalez	1995-09-13	UHC-08034-63	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
PRV-25712	PRV	Doris Diaz	1945-12-07	UHC-46853-05	—	—	0.70	Phone missing area code Gender normalised Placeholder values cleared
CLM-403082	CLM	Jose M Howell	1979-11-01	UHC-12973-72	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
TPA-56035	TPA	Christian Y Burton	1976-03-16	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-104490	ENR	Anna E Arnold	1939-05-22	UHC-72656-83	9106083990	9675 Maple Ave, Tucson, AZ, 85730	0.70	Street suffix standardised Address re-cased Gender normalised
PRV-28316	PRV	Yuki Willis	1985-12-25	UHC-15526-71	2988513348	5308 Meadow Ln, Miami, FL, 33177	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-425744	CLM	Martha Willis	1998-08-07	—	5066852309	6574 Main St, Plano, TX, 75020	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-109810	ENR	Samantha F Gilbert	1992-08-28	UHC-63008-24	2938126548	6946 Spring St, Las Vegas, NV, 89166	0.70	Date of birth reformatted State name converted to code Gender normalised
CLM-415968	CLM	Patrick J Gardner	2000-08-12	UHC-61113-46	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-105417	ENR	Camila D Alvarado	1977-07-19	UHC-49908-53	5385579046	2575 Park Pl, Charlotte, NC, 28201	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-411657	CLM	Pamela Jones	1949-04-26	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
TPA-61615	TPA	Marc X Herrera	1956-12-27	—	—	9213 Cedar Ln, Denver, CO, 80209	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
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
ENR-134950	ENR	Albert G Lawrence	1999-03-09	UHC-13213-80	9123001840	2348 Union St, Chandler, AZ, 85256	0.70	SSN last four extracted Gender normalised Whitespace trimmed
ENR-132851	ENR	Brcue H Wong	1945-02-01	UHC-96559-47	—	5043 Apache Blvd, San Diego, CA, 92128	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-132850	ENR	Brcue H Wong	1945-02-01	UHC-96559-47	—	5043 Apache Blvd, San Diego, CA, 92128	0.70	State name converted to code Gender normalised Placeholder values cleared
CLM-400078	CLM	Nancy Vega	1974-03-24	UHC-26451-41	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-133679	ENR	Judith Banks	1949-01-10	UHC-62110-53	9692258400	3720 Main St, Orlando, FL, 32890	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-115330	ENR	Jason M Moreno	1977-12-24	UHC-09388-80	7708438637	7109 Pine Dr, Mesa, AZ, 85270	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-128209	ENR	Alan O Berry	1938-01-16	UHC-57193-16	5418409745	3079 Park Pl, Tampa, FL, 33625	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-407623	CLM	William O McDonald	1987-08-17	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-407622	CLM	William O McDonald	1987-08-17	—	—	—	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
ENR-131174	ENR	Janice Alllen	1969-04-25	UHC-89622-69	7368614572	948 Union St, Nashville, TN, 37289	0.70	Name split from “Last, First”Gender normalised Whitespace trimmed
ENR-132352	ENR	Douglas Santos	1976-05-26	UHC-95955-44	6517025046	3754 Pine Dr, Charlotte, NC, 28225	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-109575	ENR	Amanda Ferguson	1956-01-16	UHC-22672-58	4634743993	1781 Mesa Dr, Fresno, CA, 93765	0.70	SSN last four extracted Email lower-cased Gender normalised
ENR-118676	ENR	Jean Burton	1960-06-12	UHC-75236-31	4924875585	1731 Central Ave, San Diego, CA, 92183	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-418462	CLM	Justin X Schultz	1985-08-09	UHC-07089-67	—	1094 Union St, San Diego, CA, 92105	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-130444	ENR	Christine H Robinnson	1962-11-19	UHC-79803-91	3816345364	4821 Ocean Ave, Seattle, WA, 98101	0.70	Street suffix standardised Address re-cased Gender normalised
CLM-430438	CLM	Douglas Padilla	1957-05-24	UHC-59766-26	—	5856 Willow Ct, Gilbert, AZ, 85274	0.70	Street suffix standardised Address re-cased Gender normalised
TPA-60402	TPA	Austin Kelly	1978-10-18	—	—	—	0.70	Two-digit birth year Gender normalised Placeholder values cleared
ENR-139169	ENR	Lauren K Sullivan	1938-07-08	UHC-65196-52	—	6489 Oak St, Seattle, WA, 98189	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-410186	CLM	Ronald Cox	1980-08-09	UHC-19931-06	—	6564 Camelback Rd, Charlotte, NC, 28270	0.70	Name split from “Last, First”Gender normalised Placeholder values cleared
CLM-403609	CLM	Robert F Jordan	1974-09-10	—	—	6722 Meadow Ln, Miami, FL	0.70	ZIP missing Gender normalised Placeholder values cleared
ENR-139270	ENR	Dennis Riley	1940-11-02	UHC-54348-02	2233767424	5149 Meadow Ln, Columbus, OH, 43226	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-117159	ENR	Tim I Davis	1974-07-13	UHC-35325-43	6834310841	3754 Meadow Ln, Nashville, TN, 37260	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-117160	ENR	Tim I Davis	1974-07-13	UHC-35325-43	6834310841	3754 Meadow Ln, Nashville, TN, 37260	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-110246	ENR	Dorothy Larson	1974-12-22	UHC-60255-14	7487780027	554 Market St, Miami, FL, 33164	0.70	Name re-cased ZIP+4 trimmed Gender normalised
PRV-22368	PRV	Yuki Dominguez	1982-09-13	—	5733552265	2794 Camelback Rd, Nashville, TN, 37291	0.70	ZIP+4 trimmed Gender normalised Placeholder values cleared
TPA-64180	TPA	Jeffrey O Arnold	1996-06-16	UHC-02477-34	—	838 River Rd, Sacramento, CA, 95825	0.70	State name converted to code Gender normalised Placeholder values cleared
ENR-103141	ENR	Natalie Howell	1950-03-28	UHC-74422-60	6915246600	5416 Jefferson Ave, Tempe, AZ, 85207	0.70	Date of birth reformatted ZIP+4 trimmed Gender normalised
ENR-113589	ENR	Debra G Green	2007-10-20	UHC-25289-02	3599133461	4502 Spring St, Miami, FL, 33199	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-133504	ENR	Rachel Griffin	—	UHC-00904-38	7128265386	3033 Camelback Rd, Tampa, FL, 33643	0.70	Name re-cased Date of birth unreadable Gender normalised
ENR-123486	ENR	Marcus K Wallace	1949-01-22	UHC-38270-72	5352686328	7468 Camelback Rd, Glendale, AZ, 85341	0.70	Street suffix standardised Address re-cased Gender normalised
ENR-139980	ENR	Zachary X Ellis	1976-12-09	UHC-43253-25	2462614799	2097 Apache Blvd, Nashville, TN, 37273	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-108950	ENR	Abby T Mason	2003-07-27	UHC-12071-84	2627423699	851 Baseline Rd, Charlotte, NC, 28284	0.70	Phone reformatted ZIP+4 trimmed Gender normalised
ENR-136356	ENR	Frances Sinh	1963-04-07	UHC-08846-83	2242022959	—	0.70	Name split from “Last, First”Phone reformatted Gender normalised
ENR-110900	ENR	Jerry Kelley	1989-02-21	UHC-46355-36	—	5316 Washington St, Tempe, AZ, 85203	0.70	Date of birth reformatted SSN last four extracted Gender normalised
ENR-125618	ENR	Willie Garcia	1939-05-09	UHC-41138-39	5952969080	2073 Church St, Sacramento, CA, 95855	0.70	SSN last four extracted Gender normalised Whitespace trimmed
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

16,828 rows, page 248 of 337Previous Next