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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21818	PRV	Timothy Flores	1980-10-14	UHC-53330-02	5772997854	6476 Washington St, Eden Prairie, MN, 55389	0.64	Phone reformatted Member ID reformatted State name converted to code Gender normalised+2 more
CLM-400536	CLM	Brian Vargas	1977-11-09	UHC-94455-80	—	5424 Lincoln Way, Tucson, AZ, 85717	0.64	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+2 more
CLM-422799	CLM	Terry Duncan	—	UHC-48122-41	4503059619	3045 Highland Ave, Plano, TX, 75088	0.64	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+2 more
ENR-109803	ENR	Sophia S Black	2005-12-01	UHC-95151-85	3942289249	4200 Central Ave, Eden Prairie, MN, 55367	0.64	Middle initial moved out of first name Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118148	ENR	Keith C Obrien	1958-05-20	UHC-09251-92	5132632802	5450 Valley View Dr, Charlotte, NC	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418197	CLM	Diana Black	1988-01-22	UHC-32855-08	—	4681 Forest Ave, Phoenix, AZ, 85070	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-420955	CLM	Denise White	1963-07-19	UHC-43105-62	—	1157 Washington St, Columbus, OH, 43283	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424626	CLM	Diana Martinez	1964-05-19	UHC-43768-55	6254853713	8091 Highland Ave, Houston, TX	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115808	ENR	Carolyn Grant	1946-04-20	UHC-15051-83	6406384885	2730 Maple Ave, Tempe, AZ, 85259	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106355	ENR	Steve P Estrada	1940-10-15	UHC-77984-19	8139704382	6415 Baseline Rd, Houston, TX	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136580	ENR	Will Patterson	1953-03-02	UHC-87036-79	6245199885	9271 Oak St, Tempe, AZ, 85291	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-128757	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128758	ENR	Hannah Carlson	1975-11-20	UHC-14893-54	7082454469	2563 Forest Ave, Charlotte, NC, 28277	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137231	ENR	Patrick Rios	1953-12-16	UHC-79098-93	9878355631	7584 Union St, Charlotte, NC, 28298	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-102492	ENR	Glora Q Meyer	1988-01-23	UHC-25460-17	5222390186	8279 Willow Ct, Dallas, TX, 75212	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-422227	CLM	Patrick Ortega	2001-07-02	UHC-45462-68	8212622405	348 Cedar Ln, Atlanta, GA, 30305	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-52479	TPA	Helen Hasen	1959-09-19	UHC-38525-44	6343361127	—	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-104181	ENR	Walter Espinoza	1973-10-15	UHC-26179-57	8958443276	7825 Cedar Ln, Orlando, FL, 32851	0.64	Two-digit birth year Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-114831	ENR	Stephanie Hayes	—	UHC-35079-82	—	6718 Elm St, Scottsdale, AZ, 85232	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-130498	ENR	Omar Ortiz	1956-02-23	UHC-62827-27	3804356776	2029 Ridge Rd, Nashville, TN, 37239	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-141380	ENR	George W Myers	1970-10-13	UHC-78519-89	2065219426	—	0.64	Two-digit birth year Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-136142	ENR	Randy W Thomas	—	UHC-12233-10	3413584918	8387 Church St, Fresno, CA, 93740	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130042	ENR	Lawrence Snyder	2007-03-28	UHC-47696-50	8643689815	2275 Harbor Blvd, Miami, FL	0.64	Phone reformatted Member ID reformatted ZIP missing Gender normalised+2 more
ENR-132248	ENR	Danielle N Graham	—	UHC-01900-59	—	4165 Washington St, Tucson, AZ, 85790	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405493	CLM	Rachel Wheeler	1968-04-06	UHC-03328-76	—	3159 River Rd, Chandler, AZ	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107468	ENR	Peter C Gardner	1974-08-05	UHC-38763-95	6549614849	9174 Lake View Rd # 756, Orlando, FL, 32807	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-136971	ENR	Susan L Vasquez	1965-02-24	UHC-92843-07	6019998736	4067 Grand Ave, Columbus, OH, 43204	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-22238	PRV	Dean G Stephanye	1984-06-23	UHC-98085-12	9336402626	6137 Lake View Rd, Jacksonville, FL	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-103844	ENR	Jacob Y Montgomery	1951-07-09	UHC-73246-48	7374924455	9776 Church St, Sacramento, CA, 95862	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100304	ENR	Kayla Park	1963-12-07	UHC-85932-34	6437192186	976 Camelback Rd, Los Angeles, CA	0.64	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-101586	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-101585	ENR	Kevin I Riley	2003-06-19	UHC-92537-73	4726205862	7589 Jefferson Ave, Eden Prairie, MN, 55366	0.64	Middle initial moved out of first name Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-123740	ENR	Bryan C Ryan	1949-05-02	UHC-95424-62	5319694436	991 Grand Ave, Gilbert, AZ	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-130864	ENR	Joyce C Daniels	1999-03-12	UHC-17507-69	8207156604	6364 Broadway, Seattle, WA	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-125204	ENR	Tyler R Simpson	1958-12-13	UHC-59723-53	—	8568 Cedar Ln, Denver, CO, 80272	0.64	Member ID reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-125284	ENR	Jordan P Flores	1964-08-10	UHC-95164-43	8037133806	8436 Jefferson Ave, Tempe, AZ	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114972	ENR	Nathan R Gutierrez	1996-06-12	UHC-41662-03	5735190216	834 Pine Dr, Scottsdale, AZ, 85275	0.64	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-103343	ENR	Priya Reid	1939-08-04	UHC-91776-87	9166205494	8712 Pine Dr, Nashville, TN	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-136070	ENR	Larry W Lee	1996-04-03	UHC-45008-81	5398724420	4170 Central Ave, San Antonio, TX	0.64	Name re-cased Phone reformatted Member ID reformatted ZIP missing+2 more
ENR-113312	ENR	James B Cox	1982-11-25	UHC-14257-05	—	5562 Indian School Rd, Denver, CO, 80254	0.64	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-116261	ENR	Marcus I Hall	1969-12-13	UHC-13563-26	7726439222	3635 Valley View Dr, Gilbert, AZ	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-140914	ENR	Don Price	1990-06-06	UHC-98398-01	4618792627	1458 Oak St # 770, San Antonio, TX, 78291	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-127798	ENR	Roy Fowler	2002-09-28	UHC-26321-54	4599217744	6743 Apache Blvd # 496, Austin, TX, 78779	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+2 more
ENR-123961	ENR	Carolyn Daniels	2004-07-04	UHC-66809-89	5154986964	2466 Meadow Ln, Atlanta, GA, 30367	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117873	ENR	Dainel F Hamilotn	1965-06-09	UHC-34827-73	8657354992	7726 Park Pl # 466, Nashville, TN, 37200	0.64	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-111236	ENR	Gary V Day	1977-07-20	UHC-44898-69	4296775374	5985 Jefferson Ave, Dallas, TX, 75298	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105953	ENR	Catherine Jackson	2007-08-22	UHC-67558-54	2909528686	706 Bayshore Dr, Eden Prairie, MN	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138350	ENR	Martha Wood	1989-02-23	UHC-19861-21	6307626643	9595 Bayshore Dr, Seattle, WA, 98166	0.64	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
TPA-51251	TPA	Dylan Ferguson	1993-06-26	UHC-34747-74	—	9126 Maple Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-20473	PRV	Ronald G Gonzales	1951-05-19	UHC-77889-07	—	2738 Central Ave, Jacksonville, FL, 32239	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more

7,723 rows, page 45 of 155Previous Next