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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-415652	CLM	Thheresa Young	1940-01-10	UHC-74149-85	—	97 Broadway Apt 2, Sacramento, CA, 95843	0.66	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
CLM-407772	CLM	Brian M Wang	—	—	—	2019 Valley View Dr Apt 10, Eden Prairie, MN, 55356	0.66	Name re-cased Date of birth unreadable Unit split from street Whitespace trimmed+1 more
CLM-424621	CLM	Jack Austin	1950-04-20	UHC-01081-09	—	6937 Union St Apt 39, Orlando, FL, 32834	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137846	ENR	Jean I Schmidt	1939-01-14	UHC-37584-31	4207295348	944 Sage Ct Apt 33, Las Vegas, NV, 89148	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-403160	CLM	Diana Reid	2000-02-01	—	—	9358 Desert Sky Blvd Apt 25, Sacramento, CA, 95844	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-111278	ENR	Jean E Tran	1941-02-01	UHC-62640-51	7907107036	8164 Sage Ct Apt 18, Austin, TX, 78716	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-135956	ENR	Jessica Butler	1983-07-23	UHC-02526-79	7299124563	4446 Sage Ct Apt 36, Houston, TX	0.66	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
TPA-60534	TPA	Lori Q Yang	1974-08-09	—	7174754465	5415 Forest Ave Apt 11, Dallas, TX, 75273	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428839	CLM	Samantha Bell	1970-12-02	—	6409890536	5505 Church St # 843, Tampa, FL, 33695	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-410190	CLM	Gabriel Ward	1972-06-13	—	—	2708 River Rd # 202, Austin, TX, 78738	0.66	Date of birth reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405603	CLM	Raymond Gardner	1948-01-19	—	—	1331 Indian School Rd # 254, Scottsdale, AZ, 85260	0.66	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-138095	ENR	James Soto	2006-12-21	—	4934833194	8968 Maple Ave Apt 22, San Diego, CA, 92142	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-402783	CLM	Wei C Carlson	1949-12-04	—	6729008203	3604 Hillcrest Rd Apt 18, Glendale, AZ, 85302	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-424592	CLM	Paul Estrada	1983-07-26	UHC-63153-81	—	5930 Ridge Rd Apt 23, Seattle, WA, 98113	0.66	Unit split from street City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-133268	ENR	Michael N Bowman	1941-12-11	UHC-34132-68	—	47 Forest Ave Apt 4, Mesa, AZ, 85252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23534	PRV	Natalie B Medina	1987-05-27	—	5157806512	6608 Maple Ave Apt 6, Charlotte, NC, 28262	0.66	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431765	CLM	Dylan H Alexander	2003-08-15	UHC-29580-17	—	4658 Valley View Dr # 324, Los Angeles, CA, 90028	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-117478	ENR	Carolyn K Patterson	1975-02-10	UHC-74389-73	6819374209	2439 Valley View Dr # 956, Los Angeles, CA, 90083	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427117	CLM	Gabriel Gonzalez	1939-10-10	UHC-48725-02	7556039946	2465 Central Ave # 885, Orlando, FL, 32877	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-431676	CLM	Sophia Jacobs	1941-04-15	UHC-74205-24	2473106664	8862 Bayshore Dr # 497, Mesa, AZ, 85209	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411944	CLM	Russell Montgomery	1939-05-18	UHC-52136-18	9443287899	1323 Elm St # 996, Tampa, FL, 33654	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142077	ENR	Roy A Santiago	1985-08-04	UHC-41770-59	2298057739	6503 Desert Sky Blvd Apt 34, Denver, CO, 80230	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
TPA-50770	TPA	Timothy T Hill	2008-11-08	—	6784218798	4849 Spring St Apt 19, Houston, TX, 77072	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-417818	CLM	Ralph Gibson	1987-03-21	—	5698447571	2194 Baseline Rd Apt 31, Miami, FL, 33143	0.66	Two-digit birth year Unit split from street City re-cased State code upper-cased+1 more
ENR-103711	ENR	Heather Lawrance	1964-05-06	UHC-82881-79	8904479951	1794 Elm St # 908, Glendale, AZ, 85376	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
CLM-417035	CLM	Laura Diaz	1949-03-22	UHC-36829-61	7755329350	3940 Bayshore Dr # 785, Phoenix, AZ, 85099	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-121450	ENR	Diana Owens	1973-10-06	UHC-48954-53	2919975729	8103 Willow Ct Apt 10, Minneapolis, MN, 55493	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-112381	ENR	Olivia K Gibson	1956-06-01	UHC-86207-11	3217201855	8942 Harbor Blvd Apt 37, Chandler, AZ, 85206	0.66	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
PRV-27187	PRV	Steven Campbell	1987-11-27	—	7257192835	4595 Union St # 609, Plano, TX, 75099	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138756	ENR	Christian Sandoval	1953-07-09	UHC-34963-43	5372684975	6829 Oak St # 977, Tampa, FL, 33660	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-405783	CLM	Doris Robertson	1951-03-03	—	6268173802	1581 Canyon Rd # 667, Houston, TX, 77097	0.66	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+1 more
ENR-130439	ENR	Heather N Chavez	1955-08-17	UHC-89788-22	3263375755	1163 Ocean Ave # 209, Nashville, TN, 37224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-414056	CLM	Amanda Chapman	1950-09-03	UHC-94916-77	7667875967	6464 Maple Ave # 624, Miami, FL, 33137	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-131588	ENR	Amber T Reed	1964-04-03	UHC-27473-20	—	7366 Pine Dr Apt 32, Phoenix, AZ, 85099	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111027	ENR	Ana Q Allen	1938-05-27	UHC-40301-04	9216508923	8410 Desert Sky Blvd # 434, Denver, CO, 80252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111028	ENR	Ana Q Allen	1938-05-27	UHC-40301-04	9216508923	8410 Desert Sky Blvd # 434, Denver, CO, 80252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104904	ENR	Victoria L Cook	1942-07-17	UHC-92086-06	5406085923	8105 Cedar Ln # 262, Fresno, CA	0.66	Unit split from street ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-101561	ENR	Rachel O Simpson	2005-09-03	UHC-64110-63	3524542834	4414 Apache Blvd # 237, Gilbert, AZ, 85270	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113311	ENR	Peter F Brooks	1996-05-06	UHC-55560-09	8859686224	388 Highland Ave # 113, Sacramento, CA, 95832	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-141273	ENR	Wayne Y Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave # 736, Dallas, TX, 75296	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-54340	TPA	Mason Gonzalez	1992-03-11	—	—	720 Pine Dr Apt 35, Atlanta, GA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-113096	ENR	Abigail Hunter	1967-09-17	UHC-85123-87	2189543827	3253 Main St Apt 14, Minneapolis, MN, 55431	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137163	ENR	Meria Ward	1993-12-23	UHC-62524-86	3626981115	7942 Lincoln Way # 765, Plano, TX, 75034	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-110342	ENR	Keith P West	2003-12-22	UHC-45978-28	3428078814	7579 Camelback Rd Apt 23, Orlando, FL, 32860	0.66	Name re-cased Member ID reformatted Unit split from street Gender normalised+1 more
PRV-21437	PRV	Natalie Hicks	2004-09-04	UHC-35559-15	6384444698	3013 Palm Dr # 677, San Antonio, TX, 78246	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
ENR-109338	ENR	Kathleen L Obrien	1953-02-15	UHC-76854-65	6242279150	6948 Pine Dr Apt 37, Columbus, OH, 43294	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-422237	CLM	Joseph Daniels	1995-07-13	—	—	9477 Bayshore Dr # 821, Phoenix, AZ, 85037	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-116734	ENR	Eric Nunez	1974-11-03	UHC-04177-63	2796996587	1621 Valley View Dr Apt 19, Chandler, AZ, 85201	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22074	PRV	Jennifer Hawkins	1943-07-14	UHC-46500-91	—	1107 Lake View Rd Apt 40, Denver, CO, 80266	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125502	ENR	Kelly Perry	1963-08-16	UHC-61552-77	5424199112	6792 Maple Ave Apt 11, Fresno, CA, 93783	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more

6,994 rows, page 90 of 140Previous Next