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
TPA-51877	TPA	Angela Wagner	1951-05-16	—	—	2618 Camelback Rd # 624, San Diego, CA, 92175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
PRV-22194	PRV	John F Lee	1959-06-19	UHC-08697-40	—	6819 Pine Dr Apt 16, Mesa, AZ, 85251	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-140985	ENR	Nathan Lewis	1952-06-10	UHC-96932-40	8036967538	8798 Park Pl # 162, Sacramento, CA, 95848	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-410752	CLM	Zachary Shaw	1965-07-13	UHC-32514-98	—	6728 Market St # 237, Mesa, AZ, 85283	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104442	ENR	Judith C Foster	1964-09-11	UHC-50144-99	6393156452	8648 Lake View Rd Apt 9, Fresno, CA, 93763	0.66	Unit split from street City re-cased State name converted to code Whitespace trimmed+1 more
TPA-61906	TPA	Ahmed Vega	1953-09-25	—	9773600860	5743 Bayshore Dr # 530, Scottsdale, AZ, 85245	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54701	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-54700	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-118266	ENR	Amber Miller	1953-10-09	UHC-91685-21	9112124742	5844 Baseline Rd Apt 13, Columbus, OH, 43292	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-137516	ENR	Sarah Q Munoz	1966-11-09	UHC-67066-47	3186650437	6749 Market St Apt 13, Scottsdale, AZ, 85256	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50149	TPA	Aisha Henry	2005-07-22	—	—	2707 Market St Apt 36, San Antonio, TX, 78268	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142786	ENR	Emily B Hamilton	1958-04-24	UHC-45306-29	7927784735	1869 Apache Blvd # 850, San Antonio, TX, 78278	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-132284	ENR	Donna N Delgado	1985-07-17	UHC-83738-65	2014242738	9421 Market St # 510, Atlanta, GA, 30331	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142510	ENR	Kelly King	1960-09-10	UHC-20472-86	—	2448 Broadway Apt 25, Nashville, TN, 37233	0.66	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+1 more
TPA-51036	TPA	Richard Patterson	1998-06-23	—	—	2676 Market St Apt 31, Nashville, TN, 37243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100698	ENR	Lisa Griffin	1956-06-14	UHC-92306-14	7549344258	7485 Broadway # 633, Houston, TX, 77065	0.66	Phone reformatted Unit split from street Email lower-cased Gender normalised+1 more
ENR-137852	ENR	Roger E Fernnadez	1963-11-20	UHC-76572-53	—	7593 Main St Apt 20, Sacramento, CA, 95802	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
CLM-404234	CLM	Paela Hansen	2005-01-05	UHC-70145-78	—	7482 Oak St Apt 37, Austin, TX, 78778	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-432766	CLM	Doris Meyer	1960-12-20	UHC-45303-32	—	7944 Valley View Dr # 547, Plano, TX, 75036	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63571	TPA	Judy Knight	1961-12-28	UHC-66791-46	—	1771 Ridge Rd Apt 24, Scottsdale, AZ, 85284	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-133123	ENR	Ralph P Henderson	1993-01-01	UHC-76683-43	2547941469	4281 Willow Ct # 802, Plano, TX, 75073	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58217	TPA	Alice Wood	1946-05-04	—	8649575675	1569 Canyon Rd # 345, Seattle, WA, 98155	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125011	ENR	Joshua Andrews	1992-08-20	UHC-23044-84	8587926864	9339 Ocean Ave # 137, Dallas, TX, 75284	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-141861	ENR	Diego Evans	1964-06-28	UHC-07580-34	4486606449	5946 Mountain View Dr # 677, Eden Prairie, MN, 55392	0.66	Name re-cased Date of birth reformatted Unit split from street Email lower-cased+1 more
CLM-415139	CLM	Mei S Jordan	1974-06-14	UHC-25372-81	7322813810	8501 Canyon Rd # 926, Tampa, FL, 33632	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422835	CLM	Jacqueline T Willis	1998-05-09	UHC-10956-01	—	1671 Market St # 806, Denver, CO, 80290	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-120966	ENR	Alexis Reynolds	1988-03-04	UHC-91345-99	—	5890 Harbor Blvd Apt 32, Glendale, AZ, 85387	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
PRV-23128	PRV	Edward Daaniels	1985-10-27	UHC-52432-11	3343172163	8035 Central Ave Apt 10, Tampa, FL, 33615	0.66	Phone reformatted Unit split from street Gender normalised Whitespace trimmed+1 more
CLM-424492	CLM	Ryan Ramirez	1940-06-16	UHC-68274-91	—	2106 Cedar Ln Apt 4, Sacramento, CA, 95845	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-426822	CLM	Rebecca Rodriguez	1964-11-20	UHC-98034-10	6947712326	5378 Harbor Blvd Apt 1, Seattle, WA, 98146	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-409767	CLM	Gloria Snyder	1959-11-08	UHC-20521-89	—	8929 Mountain View Dr Apt 13, Fresno, CA, 93788	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-129887	ENR	Brenda G Willis	1953-12-11	UHC-15928-05	8959258544	9873 Union St Apt 17, Plano, TX, 75022	0.66	Phone reformatted Member ID reformatted SSN last four extracted Unit split from street+1 more
ENR-125904	ENR	Janet X Ford	1962-10-20	UHC-93525-44	4193487514	4746 Spring St Apt 28, Glendale, AZ, 85371	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-425055	CLM	Patricia Martin	1947-04-24	UHC-85046-13	—	1060 Desert Sky Blvd # 860, San Antonio, TX, 78264	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117688	ENR	Mariana K Roberts	1990-11-16	UHC-39339-40	3123284698	1684 Willow Ct Apt 39, Charlotte, NC, 28201	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-124258	ENR	Kathryn O Hunter	1987-09-21	UHC-93530-79	—	6677 Harbor Blvd # 287, Scottsdale, AZ, 85234	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
TPA-50921	TPA	Kathryn Stone	1968-08-16	—	2576336260	4756 Pine Dr Apt 30, Seattle, WA, 98131	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-411486	CLM	Nathan Palmer	1974-01-04	UHC-78327-09	4205727983	7701 Ocean Ave Apt 18, Tampa, FL, 33669	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
PRV-20001	PRV	Laura Alvarado	1939-03-06	—	—	4347 Church St Apt 36, Plano, TX, 75086	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-419762	CLM	Cynthia Carlson	1994-02-25	UHC-58426-35	—	7120 Oak St # 464, Las Vegas, NV, 89110	0.66	Name re-cased Date of birth reformatted Unit split from street Gender normalised+1 more
ENR-111879	ENR	Eugene S Collins	2005-05-18	UHC-77997-41	8643502892	1653 Highland Ave # 646, Tempe, AZ, 85221	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-430584	CLM	Theresa U Johnson	2004-05-10	—	—	8060 Desert Sky Blvd # 308, Charlotte, NC, 28254	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-25880	PRV	Noeh Hunt	2004-06-14	UHC-24276-37	4369389818	3532 Highland Ave # 266, Seattle, WA, 98117	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123119	ENR	Janice Y Perry	2001-11-11	UHC-27746-87	—	112 Highland Ave Apt 34, Eden Prairie, MN, 55327	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-123120	ENR	Janice Y Perry	2001-11-11	UHC-27746-87	—	112 Highland Ave Apt 34, Eden Prairie, MN, 55327	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106833	ENR	Anna Y Henry	1994-09-07	UHC-94202-84	3565924567	7054 Forest Ave Apt 31, Phoenix, AZ, 85039	0.66	Date of birth reformatted Phone reformatted Unit split from street Email lower-cased+1 more
PRV-21367	PRV	Morgan Benjamin	1941-05-03	—	—	8904 Main St Apt 25, Fresno, CA, 93709	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-126418	ENR	Judith D Rojas	1992-03-05	UHC-32413-72	6366599017	7964 Market St Apt 25, Tempe, AZ, 85263	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419864	CLM	Samuel N Maqruez	1995-12-04	UHC-23159-56	—	927 Church St # 957, Phoenix, AZ, 85093	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125109	ENR	Harold R Gibson	1963-11-09	UHC-00058-98	5686147221	4042 Jefferson Ave # 582, Las Vegas, NV, 89108	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 103 of 140Previous Next