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-415528	CLM	Amy Y Wright	1956-06-01	—	—	295 Meadow Ln # 518, Tucson, AZ, 85737	0.78	Name re-cased Date of birth reformatted Unit split from street Whitespace trimmed+1 more
ENR-138369	ENR	Yuki Harris	1949-05-10	UHC-35598-38	—	7770 Canyon Rd # 727, Austin, TX, 78755	0.78	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-427787	CLM	Jennifer T Padilla	1943-06-20	UHC-90521-32	—	8407 Highland Ave Apt 26, Gilbert, AZ, 85213	0.78	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+1 more
CLM-420804	CLM	Elizabeth Bishop	1956-12-27	UHC-78286-67	9679944942	5904 Harbor Blvd Apt 12, Plano, TX, 75067	0.78	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
TPA-55554	TPA	Olivia Sanchez	1947-09-04	UHC-66069-07	—	94 Cedar Ln # 421, Atlanta, GA, 30374	0.78	Name re-cased Unit split from street City re-cased Whitespace trimmed+1 more
ENR-101734	ENR	James P Weaver	1945-03-05	UHC-45993-08	8964567385	7387 Bayshore Dr Apt 6, Nashville, TN, 37261	0.78	Name re-cased Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-128363	ENR	Amber Murphy	1987-07-07	UHC-81004-23	5089712452	5481 Apache Blvd # 334, Scottsdale, AZ, 85283	0.78	Unit split from street City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-111146	ENR	Margaret U Hunter	2005-01-01	UHC-03826-60	8467827683	5534 Union St # 880, Denver, CO, 80290	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
CLM-405826	CLM	Rachel Long	1978-01-10	UHC-19067-72	—	1076 River Rd Apt 3, Mesa, AZ, 85298	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-137318	ENR	James Y Montgomery	1986-03-20	UHC-55149-63	7886710568	8520 River Rd Apt 10, Denver, CO, 80246	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-64356	TPA	George N Coleman	1939-05-05	—	2869210112	7711 Valley View Dr Apt 34, Sacramento, CA, 95896	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-129762	ENR	Terry T West	1982-11-25	UHC-12240-97	7538299365	4900 Church St # 545, Los Angeles, CA, 90086	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-104650	ENR	Timothy Reynolds	1961-07-01	UHC-76724-37	4558027913	8333 Forest Ave Apt 6, Miami, FL, 33125	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-125745	ENR	Rachel D James	1973-09-03	UHC-81066-82	8296245689	6196 Broadway Apt 4, Denver, CO, 80203	0.80	Phone reformatted Member ID reformatted Unit split from street Placeholder values cleared
ENR-118005	ENR	Joseph F Schmidt	1978-05-05	—	7096485617	6292 Broadway # 512, Mesa, AZ, 85298	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-108448	ENR	Ashley Reid	1957-09-10	UHC-23123-72	—	7945 Central Ave Apt 9, Dallas, TX, 75270	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-122291	ENR	Mei Kelly	2007-04-03	UHC-06073-29	3653733135	5712 Pine Dr Apt 16, Los Angeles, CA, 90069	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
CLM-420764	CLM	Joyce Carter	2006-11-01	UHC-28186-60	—	8256 Broadway # 309, Houston, TX, 77067	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
PRV-21099	PRV	Thomas Welch	2004-12-10	UHC-87160-11	4284450782	7503 Broadway Apt 19, Plano, TX, 75050	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-57788	TPA	Nancy Williams	1983-09-13	—	—	4029 Harbor Blvd Apt 32, Dallas, TX, 75225	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-124302	ENR	Kevin Munoz	2004-07-14	UHC-54549-85	9179306249	2320 Pine Dr # 359, Sacramento, CA, 95815	0.80	Phone reformatted Unit split from street State code upper-cased Whitespace trimmed
ENR-105127	ENR	Christina Cruz	1986-09-05	UHC-96388-39	3087113051	4501 Jefferson Ave Apt 36, Eden Prairie, MN, 55391	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-421731	CLM	Carlos Obrien	1994-07-22	—	—	5567 Sunset Blvd # 262, Seattle, WA, 98198	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
CLM-429164	CLM	Nathan Peters	1984-03-14	—	4543880965	7611 Spring St # 288, Gilbert, AZ, 85263	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-424573	CLM	Gary Knight	1974-09-02	UHC-98151-65	—	2037 Camelback Rd # 832, Sacramento, CA, 95891	0.80	Date of birth reformatted Unit split from street City re-cased Placeholder values cleared
ENR-107569	ENR	Diego G Hanson	2000-08-03	UHC-59842-53	4893091213	3400 Broadway # 158, Mesa, AZ, 85275	0.80	Unit split from street Address re-cased Whitespace trimmed Placeholder values cleared
ENR-102844	ENR	Stephanie U Turner	1954-03-01	UHC-61928-51	8892016944	7362 Washington St # 289, Fresno, CA, 93765	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
PRV-20159	PRV	Debra X Bishop	1939-08-24	UHC-47053-48	4214831954	6338 Grand Ave # 441, Orlando, FL, 32862	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-108482	ENR	Christine X Russell	1970-09-19	UHC-50677-41	—	6516 Spring St Apt 18, Austin, TX, 78753	0.80	Unit split from street City re-cased Email lower-cased Placeholder values cleared
ENR-126402	ENR	Pamela N Richards	1963-03-15	UHC-52373-14	6333544513	3202 Apache Blvd Apt 20, Plano, TX, 75078	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-404641	CLM	Debra H Marquez	1996-03-18	—	—	6543 Lincoln Way Apt 16, Mesa, AZ, 85274	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
ENR-142545	ENR	Abigail Aguilar	1974-03-07	UHC-72498-61	3707801347	7762 Ridge Rd # 759, San Antonio, TX, 78204	0.80	Date of birth reformatted Phone reformatted Unit split from street City re-cased
CLM-406351	CLM	Angela Lawson	1966-08-21	—	3325285419	1035 Bayshore Dr # 957, Dallas, TX, 75283	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
TPA-51569	TPA	Brandon V Lopez	1955-02-03	UHC-50184-15	3293167866	1851 Market St # 764, Mesa, AZ, 85285	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-137349	ENR	Terry D Howard	1938-02-09	UHC-55912-89	3499822887	4948 Washington St Apt 2, Jacksonville, FL, 32251	0.80	Name re-cased Phone reformatted Unit split from street Placeholder values cleared
TPA-61655	TPA	Shirley Soto	1948-09-15	UHC-96595-31	3274211075	6577 Baseline Rd Apt 20, Nashville, TN, 37217	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
CLM-423316	CLM	Willie Hill	1954-02-17	—	4047319190	6950 Camelback Rd Apt 20, Gilbert, AZ, 85250	0.80	Name re-cased Date of birth reformatted Unit split from street Placeholder values cleared
ENR-105537	ENR	Kelly Weber	1976-12-02	UHC-61011-24	8089169330	2991 Ocean Ave # 487, Houston, TX, 77065	0.80	Name re-cased Phone reformatted Unit split from street Whitespace trimmed
CLM-403107	CLM	Ethan O Stevens	1961-05-25	UHC-83036-06	—	7486 River Rd # 171, Dallas, TX, 75285	0.80	Date of birth reformatted Unit split from street Whitespace trimmed Placeholder values cleared
CLM-426192	CLM	Karen Myers	1996-06-23	UHC-60681-55	9159541863	2203 Washington St # 840, San Antonio, TX, 78274	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
ENR-133271	ENR	Logan H Hoffman	1944-05-19	UHC-61403-22	3182978974	9891 Lincoln Way Apt 19, Glendale, AZ, 85385	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
CLM-430860	CLM	Benjamin K Vasquez	2006-04-10	UHC-82637-55	3042095884	5631 Mountain View Dr Apt 34, Orlando, FL, 32879	0.80	Date of birth reformatted Phone reformatted Unit split from street Placeholder values cleared
TPA-60622	TPA	Espinoza Mark	1949-06-23	UHC-64946-78	—	6788 Ocean Ave Apt 22, Mesa, AZ, 85259	0.80	Name re-cased Unit split from street Whitespace trimmed Placeholder values cleared
PRV-22601	PRV	Jerry Butler	1964-11-15	—	4414910136	467 Indian School Rd # 319, Mesa, AZ, 85268	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-122258	ENR	Stephen P Stevens	1987-10-03	UHC-57453-86	9399399532	9133 Sage Ct Apt 38, Phoenix, AZ, 85087	0.80	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street
CLM-403360	CLM	Asshley Montgomery	1991-10-01	UHC-58020-30	2592246684	1873 Highland Ave Apt 8, Nashville, TN, 37266	0.80	Unit split from street City re-cased Whitespace trimmed Placeholder values cleared
CLM-405174	CLM	Denise Morgan	1995-12-27	UHC-49964-55	—	5211 Harbor Blvd Apt 4, Houston, TX, 77085	0.80	Name re-cased Member ID reformatted Unit split from street Whitespace trimmed
CLM-407580	CLM	Alice Murphy	1967-09-28	UHC-19582-46	3518854451	6768 Baseline Rd Apt 13, Tampa, FL, 33640	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared
ENR-103877	ENR	Mateo Maldonado	1971-06-02	UHC-32508-33	2815363236	3925 Baseline Rd Apt 3, Eden Prairie, MN, 55396	0.80	Date of birth reformatted Phone reformatted Unit split from street Whitespace trimmed
CLM-421620	CLM	Terresa O Chavez	1955-12-19	—	8972857938	8567 Church St Apt 40, Houston, TX, 77019	0.80	Phone reformatted Unit split from street Whitespace trimmed Placeholder values cleared

6,994 rows, page 125 of 140Previous Next