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
TPA-60327	TPA	Thomas Ana	1983-07-19	UHC-79194-93	3284916761	8738 Camelback Rd, Scottsdale, AZ, 85228	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-400137	CLM	Doris Mendoza	1986-11-26	UHC-29920-87	—	5813 Willow Ct, Charlotte, NC	0.64	Name re-cased Member ID reformatted City re-cased State name converted to code+2 more
CLM-415357	CLM	William Thomas	1950-10-27	UHC-66305-24	—	8887 Palm Dr # 569, Miami, FL, 33102	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-111067	ENR	Karen Wells	1989-06-21	UHC-15913-51	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111066	ENR	Karen Wells	1989-06-21	UHC-15913-51	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137222	ENR	Ronald Cole	1952-02-22	UHC-01467-69	3823767927	1549 Union St, Miami, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-403370	CLM	Jerry Franklin	1983-12-02	UHC-03734-38	—	4905 Mountain View Dr, Columbus, OH, 43202	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-109008	ENR	Steven Richards	1973-06-17	UHC-94453-06	9305380787	7325 Camelback Rd, Miami, FL, 33179	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109009	ENR	Steven Richards	1973-06-17	UHC-94453-06	9305380787	7325 Camelback Rd, Miami, FL, 33179	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131307	ENR	Aaron H Hill	1953-01-22	UHC-43515-39	9204761283	6660 Willow Ct # 850, Nashville, TN, 37256	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
CLM-428122	CLM	Sophia I Rojas	1999-11-18	UHC-12553-08	—	4947 Mesa Dr, Nashville, TN, 37299	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139151	ENR	Linda M Stone	1951-09-26	UHC-41370-90	7636395325	896 Grand Ave, Fresno, CA, 93753	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122587	ENR	Kayla J Meyer	1971-06-20	UHC-10261-34	6646778162	4813 Market St, Phoenix, AZ, 85041	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29416	PRV	Harold Hart	1994-04-11	UHC-36348-42	6002329636	2280 Valley View Dr, Fresno, CA, 93746	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-418969	CLM	Kelly Kelley	1950-06-24	UHC-41100-02	—	6704 Church St # 710, Seattle, WA, 98122	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
PRV-28375	PRV	Virginia Kim	1945-08-11	UHC-47194-23	—	4941 Mesa Dr, Las Vegas, NV, 89132	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-411407	CLM	Nancy Castillo	1967-03-21	UHC-50056-60	—	8927 Pine Dr, Tucson, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-407154	CLM	Sarra Cooper	1938-07-03	UHC-45515-34	3694676493	1053 Pine Dr, Minneapolis, MN, 55402	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-427955	CLM	Christine Young	1978-10-04	UHC-29927-75	—	6594 Sunset Blvd, Orlando, FL, 32870	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109548	ENR	Charlotte Guerrero	1947-06-06	UHC-42580-43	8855098443	1517 Willow Ct, Tucson, AZ, 85787	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115766	ENR	Jesse Contreras	1998-12-20	UHC-26604-40	4163750386	1322 Mountain View Dr, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-114531	ENR	Charles U Roberts	1993-03-18	UHC-01701-62	3262160891	9692 Lake View Rd, San Diego, CA, 92180	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123780	ENR	Douglas Torres	—	UHC-24142-65	4055884518	5494 Sage Ct, Fresno, CA, 93731	0.64	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-421589	CLM	Andrea Bennett	1946-05-13	UHC-64984-58	—	241 Spring St, Jacksonville, FL, 32292	0.64	Name re-cased Two-digit birth year Member ID reformatted State code upper-cased+2 more
TPA-54414	TPA	Henry Shaaw	—	UHC-75336-68	3648379296	6601 Indian School Rd, Tucson, AZ, 85703	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
TPA-54413	TPA	Henry Shaaw	—	UHC-75336-68	3648379296	6601 Indian School Rd, Tucson, AZ, 85703	0.64	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-114248	ENR	LawrenceJunk	1995-05-16	UHC-85664-27	3438344709	3049 Broadway, Atlanta, GA, 30329	0.64	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
ENR-114306	ENR	Betty Y Wislon	2001-09-19	UHC-90824-27	8086429491	4841 Church St, Dallas, TX, 75281	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-139107	ENR	Ethan J Munoz	1976-07-13	UHC-06062-99	8293643780	1779 Apache Blvd Apt 17, Fresno, CA, 93711	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted Unit split from street+2 more
ENR-111437	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-111438	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-108349	ENR	Ryan G Peters	2000-11-19	UHC-85255-92	—	7810 Baseline Rd, Mesa, AZ, 85288	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-101968	ENR	Russell Day	1981-12-05	UHC-35891-73	7293430068	2065 Palm Dr, Seattle, WA, 98114	0.64	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-107866	ENR	Larry Z Bowman	1973-10-22	UHC-91270-07	7917114383	1972 Valley View Dr, San Diego, CA, 92102	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119855	ENR	Gary L Morgan	1956-05-06	UHC-94931-37	4008953012	9136 Maple Ave, Fresno, CA	0.64	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-110411	ENR	Sean C Chapman	1991-12-25	UHC-66577-79	7942644904	6667 Cedar Ln, Eden Prairie, MN, 55398	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-405431	CLM	Walter Espinoza	1976-05-06	UHC-40017-55	5095932183	9590 Bayshore Dr # 323, Gilbert, AZ, 85229	0.64	Name re-cased Phone reformatted Member ID reformatted Unit split from street+2 more
TPA-60941	TPA	Ethan Wlch	1941-06-23	UHC-61196-41	—	9226 Lake View Rd # 443, Minneapolis, MN, 55409	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-423121	CLM	Raymond J Turner	1999-09-09	UHC-94522-57	—	321 Grand Ave, Denver, CO	0.64	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112294	ENR	Shirley U Mills	1949-10-07	UHC-66883-15	6609816753	2854 Bayshore Dr, Chandler, AZ, 85213	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-117636	ENR	Richard Dixon	1962-02-08	UHC-03392-31	8553669790	8238 Valley View Dr, Denver, CO, 80239	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
PRV-23461	PRV	Eugene Ryan	1938-10-12	UHC-31719-62	6568533992	8037 Valley View Dr, San Diego, CA, 92133	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-422665	CLM	Sean I Watkins	1969-09-15	UHC-94342-84	—	9284 Ridge Rd, Seattle, WA, 98191	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130503	ENR	Janice J Rios	2003-04-19	UHC-16842-20	5869491000	3515 Hillcrest Rd, Scottsdale, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408769	CLM	Shaw Vincent	1984-04-27	UHC-60140-35	7722673629	—	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
CLM-432297	CLM	Sara Wood	—	UHC-68954-87	7834411944	3466 Oak St, Austin, TX, 78722	0.64	Date of birth missing Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-124767	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-124768	ENR	Luis Smith	1986-03-25	UHC-25461-26	2957745010	1207 Camelback Rd, Columbus, OH	0.64	Phone reformatted Member ID reformatted SSN last four extracted City re-cased+2 more
ENR-117078	ENR	Gabriel L Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St, Scottsdale, AZ, 85282	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-120975	ENR	Karen O Montgomery	1949-10-28	UHC-84155-80	5132862299	6291 Oak St, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more

7,723 rows, page 47 of 155Previous Next