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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106697	ENR	Jonathan P Bell	1988-02-22	UHC-75396-89	6559020671	4740 Forest Ave, Sacramento, CA	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
CLM-421290	CLM	Helen Guerrero	—	UHC-70876-54	—	3231 Baseline Rd, Glendale, AZ, 85329	0.52	Date of birth missing Phone missing area code City re-cased State name converted to code+2 more
ENR-100043	ENR	Julie G Carter	1979-07-02	UHC-96665-30	5939060630	1136 Desert Sky Blvd, Charlotte, NC, 28292	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-56398	TPA	Arthur Pierce	1950-01-16	—	—	6768 Lincoln Way, Tampa, FL, 33673	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-119899	ENR	Kyle Payne	1959-08-12	UHC-34802-47	5037025706	6422 Forest Ave, Gilbert, AZ, 85239	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-120929	ENR	Alan Mills	1998-02-18	UHC-85719-06	—	6345 Church St, Eden Prairie, MN	0.52	Name re-cased Phone missing area code City re-cased ZIP missing+2 more
TPA-57955	TPA	Doroty Griffin	1942-08-16	—	—	968 Camelback Rd, Austin, TX, 78770	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-110439	ENR	Randy L Murphy	1944-02-26	UHC-31162-50	8496614340	243 Central Ave, Charlotte, NC, 28250	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-121215	ENR	Sara Lee	1949-02-03	UHC-92684-75	—	7622 Desert Sky Blvd, Denver, CO, 80298	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-103791	ENR	Christina D Crawford	1956-06-26	UHC-10362-89	4245444443	5106 Desert Sky Blvd, Eden Prairie, MN, 55310	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142725	ENR	Santiago W McDonald	—	UHC-59608-33	6896673729	6607 Jefferson Ave, Miami, FL, 33176	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-406859	CLM	Walter Murray	—	UHC-21262-70	—	9728 Mesa Dr, Las Vegas, NV, 89166	0.52	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
ENR-140372	ENR	Larry W Hudson	—	UHC-70621-95	5372156216	7931 Elm St, San Diego, CA, 92161	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-103323	ENR	Oivia R Hughes	1985-02-19	UHC-11245-96	2379719758	6459 Lake View Rd, Denver, CO, 80228	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-100846	ENR	Justin Robertson	2005-01-13	UHC-36053-50	5574706801	1356 River Rd, San Antonio, TX, 78238	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-424245	CLM	Gabriel Freeman	1997-01-10	—	—	8222 Park Pl, Las Vegas, NV, 89159	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-63010	TPA	Austin Rogers	1986-07-06	—	—	7743 Sage Ct, San Antonio, TX, 78273	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-120562	ENR	Anna C Fox	1995-06-05	UHC-77555-18	4938302103	8586 Central Ave, San Diego, CA	0.52	Middle initial moved out of first name Phone reformatted City re-cased ZIP missing+2 more
CLM-411939	CLM	Keith Ramirez	1954-06-19	UHC-39559-25	—	339 Broadway, Tucson, AZ, 85705	0.52	Name split from “Last, First”City re-cased State name converted to code Gender normalised+2 more
TPA-51660	TPA	Doris Matthews	1944-07-09	—	—	8753 Pine Dr, Orlando, FL, 32880	0.52	Two-digit birth year SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-124089	ENR	Denise S Ward	1959-07-06	UHC-58871-56	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-102391	ENR	Carolyn Jimenez	1943-02-17	UHC-13964-61	4418228348	7201 Meadow Ln # 227, Houston, TX, 77054	0.52	Date of birth reformatted Unit split from street City re-cased State name converted to code+2 more
ENR-129309	ENR	Betty J Dunn	—	UHC-03470-30	4485232416	1582 Bayshore Dr, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-54181	TPA	Bradley Brown	2004-06-11	—	—	4265 Grand Ave, Houston, TX, 77064	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-112663	ENR	Teresa Vazquez	2005-01-09	UHC-14612-71	9114296370	1235 Elm St, San Diego, CA, 92177	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-114602	ENR	Jessica M Evans	1974-08-13	UHC-87523-88	5406006053	2157 River Rd, Dallas, TX, 75242	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
ENR-134984	ENR	Katherine G King	1976-10-05	UHC-75429-97	6082717320	7807 Baseline Rd, Atlanta, GA	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55086	TPA	Rachel Harrison	1956-09-25	—	—	5938 Cedar Ln, Eden Prairie, MN, 55366	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-407734	CLM	Vincent Maldonado	1997-04-01	UHC-63268-01	—	8069 Spring St, Nashville, TN, 37205	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-412591	CLM	Jordan Wheeer	—	UHC-68353-50	—	7792 Sage Ct, Dallas, TX	0.52	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
ENR-124136	ENR	Justin Coleman	1971-12-12	UHC-68642-60	5369949753	3927 Valley View Dr, Mesa, AZ, 85279	0.52	Name split from “Last, First”Phone reformatted SSN last four extracted City re-cased+2 more
ENR-124342	ENR	Justin P Li	1939-12-07	UHC-25803-73	—	540 Palm Dr, Austin, TX, 78799	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-113830	ENR	Adam Bailey	2000-08-10	UHC-61330-54	6804042855	6587 Jefferson Ave Apt 5, Scottsdale, AZ, 85222	0.52	Name re-cased Unit split from street City re-cased State code upper-cased+2 more
ENR-102678	ENR	Natalie W Graham	1969-01-02	UHC-06183-55	3888261089	8770 Oak St, Jacksonville, FL, 32228	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-126277	ENR	Jean J Vargas	1990-06-03	UHC-91924-50	—	3267 Oak St, Mesa, AZ, 85261	0.52	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20123	PRV	Jacqueline Chen	1997-08-07	—	—	5143 Grand Ave, Los Angeles, CA, 90011	0.52	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-424570	CLM	Eugene Nichols	1980-03-11	—	—	1911 Palm Dr, Phoenix, AZ, 85031	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-102733	ENR	Greg Chen	—	UHC-87310-18	—	8242 Canyon Rd, Mesa, AZ, 85280	0.52	Name re-cased Date of birth unreadable SSN last four extracted Street suffix standardised+2 more
ENR-113499	ENR	Watkins Maria	1943-09-15	UHC-30542-27	9796542026	7679 Central Ave, Tampa, FL, 33666	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-425732	CLM	Amber Jordan	1985-02-17	UHC-29175-45	—	1088 Sunset Blvd, Seattle, WA, 98186	0.52	Two-digit birth year City re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-111687	ENR	Mratha B Soto	1957-12-05	UHC-45087-63	5014708672	2000 Harbor Blvd, Austin, TX, 78700	0.52	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57875	TPA	Andrea Carter	1968-01-14	—	—	589 Bayshore Dr, Houston, TX, 77082	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-105592	ENR	Santiago Herrera	1965-05-20	UHC-36829-74	2975336713	9406 Washington St, Mesa, AZ, 85267	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101139	ENR	Brandoon J Munoz	1965-08-06	UHC-24440-97	4199034858	466 Desert Sky Blvd, Jacksonville, FL, 32253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
CLM-429612	CLM	Karen Richardson	1962-12-14	UHC-37708-18	—	1730 Central Ave, Nashville, TN, 37248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-120370	ENR	Mark Hunter	1941-09-01	UHC-16438-98	—	1443 Elm St, San Diego, CA, 92170	0.52	Phone missing area code SSN last four extracted City re-cased Gender normalised+2 more
ENR-100772	ENR	Stephanie Campbell	1960-03-15	UHC-45143-38	3997886790	8660 Central Ave, Atlanta, GA, 30368	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-122378	ENR	Juan George	1969-10-12	UHC-51548-97	6812589562	416 Hillcrest Rd, Austin, TX, 78790	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417803	CLM	Cheryl Butler	1972-02-27	—	—	7407 Ocean Ave, Atlanta, GA, 30320	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-432503	CLM	Evelyn Wright	1986-04-13	UHC-14032-27	—	7919 Harbor Blvd, Jacksonville, FL, 32236	0.52	Two-digit birth year Phone missing area code City re-cased State name converted to code+2 more

17,850 rows, page 40 of 357Previous Next