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
ENR-130515	ENR	Rachel Schmidt	1990-01-10	UHC-48968-94	4023757404	4772 Sage Ct # 163, San Antonio, TX, 78254	0.50	Unit split from street Street suffix standardised Address re-cased City re-cased+3 more
CLM-418998	CLM	Cynthia Mitchell	1944-10-20	—	3537354149	6540 Meadow Ln, Charlotte, NC, 28219	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
TPA-57835	TPA	Bryan Simmons	1947-11-10	—	5527938839	67 Bayshore Dr, Atlanta, GA, 30364	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56305	TPA	Geroge Clark	1957-12-20	UHC-07697-40	—	2954 Bayshore Dr, Eden Prairie, MN, 55306	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-57812	TPA	Eric Nunez	—	UHC-54081-90	—	4557 Indian School Rd, Charlotte, NC, 28254	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-114920	ENR	Carol Lewis	1949-07-22	UHC-11461-87	2803486927	2415 Lincoln Way, Las Vegas, NV, 89187	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-21550	PRV	Sara Ray	1970-06-23	UHC-20937-43	5504800879	2228 Jefferson Ave, Las Vegas, NV, 89120	0.50	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-21416	PRV	Nancy W Estrada	1976-03-22	—	7916365612	7743 Oak St, Phoenix, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-105484	ENR	Dylan C Hawkins	2003-12-21	UHC-82949-45	3616235078	5395 Lincoln Way Apt 7, Tucson, AZ, 85799	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-408796	CLM	Denise Parker	1947-11-17	UHC-17727-44	—	1449 Central Ave, Tempe, AZ	0.50	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
ENR-133801	ENR	Joshua V Rios	1968-05-18	UHC-07268-37	5199577640	6349 Indian School Rd Apt 35, Charlotte, NC, 28263	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139999	ENR	Stephen U Herrera	1950-05-18	UHC-99274-57	9304105875	1373 Park Pl Apt 33, Minneapolis, MN, 55449	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132343	ENR	Bobby Riley	1960-03-26	UHC-22969-34	—	2284 Main St, Denver, CO, 80205	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
CLM-423178	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-141327	ENR	Diego C Carter	1992-04-21	UHC-63998-38	4759726757	450 Main St, Eden Prairie, MN, 55382	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
PRV-21720	PRV	Elliott N Karen	1970-11-18	UHC-05863-63	7813543310	7428 Forest Ave, San Antonio, TX, 78201	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
CLM-417588	CLM	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd # 219, Sacramento, CA, 95854	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125966	ENR	Joshua Walker	1948-12-24	UHC-45586-72	7144119642	1765 Lincoln Way # 231, Orlando, FL, 32806	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-402607	CLM	Gerald Howell	1941-04-08	—	—	2627 Baseline Rd, Minneapolis, MN	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-139600	ENR	Nicholas J Bishop	2008-12-10	UHC-32869-34	8103379302	7846 Washington St # 686, Scottsdale, AZ, 85281	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120983	ENR	Madison Jenssen	2001-08-22	UHC-93265-26	9664872071	7460 Baseline Rd, Scottsdale, AZ, 85212	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104596	ENR	Jonathan T Hanson	—	UHC-12906-84	9384282903	5052 Washington St, Plano, TX, 75073	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-419332	CLM	Gregory F James	1971-03-22	UHC-64701-90	—	669 Desert Sky Blvd, San Antonio, TX, 78294	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142627	ENR	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-59815	TPA	Linda Ross	1969-06-14	UHC-27507-97	4297842765	9275 Ridge Rd Apt 2, Chandler, AZ, 85246	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423738	CLM	Alan Thompson	1972-10-05	UHC-77689-96	—	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
ENR-113837	ENR	Danielle A Ford	2006-12-08	UHC-47400-49	8642154797	9012 Central Ave, Plano, TX, 75081	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-422414	CLM	Gary Espinoza	1942-02-25	UHC-09582-44	4234665072	8150 Mesa Dr, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-413780	CLM	Gloria Ray	1982-06-02	—	8232773658	64 Central Ave, Tucson, AZ, 85712	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-406504	CLM	Emma S Pena	1949-07-17	UHC-14042-85	3162165156	2462 Highland Ave, Nashville, TN, 37245	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120137	ENR	Omar G Nichols	1974-12-28	UHC-45484-87	5066403452	1161 Ridge Rd, Denver, CO, 80273	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428898	CLM	Dan Ward	1941-04-15	UHC-94840-20	—	2104 Palm Dr, Denver, CO, 80294	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
ENR-120018	ENR	Susan Padilla	1965-01-07	UHC-62689-06	2208911043	8745 Cedar Ln, Glendale, AZ, 85368	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106434	ENR	Kyle Curz	—	UHC-67404-33	7427326030	4360 Broadway, Glendale, AZ, 85354	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-51344	TPA	Margaret James	1943-09-04	—	—	831 Grand Ave # 328, Tempe, AZ, 85240	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-132889	ENR	Brenda Cruz	2006-05-16	UHC-82459-61	6466985551	2625 Sunset Blvd, Plano, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-50332	TPA	Douglas Morales	1952-08-19	—	9172454353	2023 Maple Ave, Gilbert, AZ, 85226	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134405	ENR	Jack Brooks	1981-01-26	UHC-28522-72	7917222951	391 Market St, Las Vegas, NV, 89194	0.50	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-407403	CLM	Peter Riley	1989-11-21	UHC-68971-82	5936759335	5137 Willow Ct, Phoenix, AZ, 85018	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403788	CLM	Samuel Ramireez	1986-05-28	UHC-35438-68	—	895 Church St, Glendale, AZ, 85376	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-132015	ENR	Fatima Y Stephens	1995-07-04	UHC-06221-64	2644475759	1103 Main St, Sacramento, CA, 95862	0.50	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-419681	CLM	Olivia Z Arnold	—	UHC-48489-95	—	824 Forest Ave, Plano, TX, 75049	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
PRV-21163	PRV	Aaron Larson	1996-05-07	—	6839919805	3534 Union St, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131200	ENR	Logan L Ward	1957-07-06	UHC-11133-92	8943911727	3076 Valley View Dr, San Antonio, TX, 78233	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-134391	ENR	Mark Z Vazquez	1992-11-10	UHC-54827-07	5148555400	2171 Hillcrest Rd # 959, Minneapolis, MN, 55476	0.50	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-124484	ENR	Catherine Carroll	1971-06-08	UHC-19278-55	2748450117	5270 Highland Ave # 824, Orlando, FL, 32847	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63180	TPA	Aisha Salazar	1953-11-10	—	—	2129 Jefferson Ave, Nashville, TN, 37292	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
PRV-25976	PRV	Valentina Nguyen	1947-05-01	—	2429708424	8410 Sunset Blvd, Columbus, OH, 43270	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122558	ENR	Christine F Davis	1968-04-16	UHC-61321-56	9487277411	5608 Lincoln Way # 143, Dallas, TX, 75252	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-64457	TPA	Harold Andarson	1979-02-28	—	8553104739	9783 Market St # 413, Chandler, AZ, 85276	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more

16,828 rows, page 65 of 337Previous Next