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
CLM-426218	CLM	Helen C Maldonado	1993-11-23	UHC-15722-40	4666404177	6844 Highland Ave, Charlotte, NC, 28285	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-125079	ENR	Stephanie W Long	1950-08-22	UHC-09498-69	3752684746	913 Elm St, Denver, CO, 80208	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
CLM-408772	CLM	Joyce Gibson	1999-11-15	UHC-76784-79	—	7972 Valley View Dr, Houston, TX, 77035	0.92	Member ID reformatted City re-cased Whitespace trimmed Placeholder values cleared
ENR-118625	ENR	Pamela T Hansen	1977-02-27	UHC-90697-63	9057973296	8058 Mesa Dr, Phoenix, AZ, 85048	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
TPA-50197	TPA	Debra Davis	1986-02-13	UHC-91305-53	—	1252 Church St, Orlando, FL, 32862	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-421471	CLM	Arjun P Reynolds	1987-10-08	UHC-54196-28	2167640844	5920 Willow Ct, Glendale, AZ, 85382	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-132709	ENR	George Z Austin	1938-09-20	UHC-22482-04	4903978675	—	0.92	Name re-cased Member ID reformatted Plan code upper-cased Placeholder values cleared
CLM-404518	CLM	Alexs Harvey	1991-02-11	UHC-56292-04	5996190088	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-135641	ENR	Chris E Crawford	1940-08-08	UHC-75504-26	7936521734	6993 Lincoln Way, Las Vegas, NV, 89127	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
ENR-123318	ENR	Austin Collins	1991-05-05	UHC-53383-99	7468522077	8323 Willow Ct, Tempe, AZ, 85223	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
CLM-401256	CLM	Richard E Morrison	1997-06-16	UHC-44288-53	—	—	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-107658	ENR	Grace Vazquez	2000-05-14	UHC-00903-59	7892399863	5067 Apache Blvd, Gilbert, AZ, 85265	0.92	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted
ENR-136875	ENR	Isabella Bell	1965-01-17	UHC-68295-82	6279901707	8002 Cedar Ln, Eden Prairie, MN, 55383	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
CLM-418165	CLM	Ana Jackson	1977-02-23	UHC-71686-49	3992149338	347 Lincoln Way, Dallas, TX, 75221	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
ENR-106602	ENR	Rachel I Wheeler	1970-12-18	UHC-14038-41	7482758148	3101 Oak St, San Diego, CA, 92199	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-400055	CLM	Kyle Watson	1957-02-19	UHC-64229-19	—	1571 Broadway, Phoenix, AZ, 85034	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-119885	ENR	Virginia Jackson	1958-05-09	UHC-96033-99	3025990288	1576 Oak St, Austin, TX, 78774	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-420631	CLM	Christian Le	1970-07-15	UHC-11475-19	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-410609	CLM	Brian Alexander	1991-10-08	UHC-54534-29	—	8475 Mesa Dr, Nashville, TN, 37277	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-103551	ENR	Oliver Linda	1983-11-25	UHC-29977-44	2294438693	1038 Sunset Blvd, Eden Prairie, MN, 55375	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
ENR-135517	ENR	Sarah Garcia	1948-11-24	UHC-21658-64	3949503282	4211 Market St, Eden Prairie, MN, 55326	0.92	Phone reformatted Member ID reformatted State code upper-cased Whitespace trimmed
CLM-425520	CLM	Elizabeth Riley	1980-06-18	UHC-17628-39	5945572705	—	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-115472	ENR	Lucia Ryan	1987-05-06	UHC-61623-91	—	5920 Elm St, Columbus, OH, 43294	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-119420	ENR	Amber H Brown	1983-07-08	UHC-31542-62	—	2625 Bayshore Dr, Charlotte, NC, 28214	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-104760	ENR	Michelle J Perkins	1962-12-16	UHC-72207-33	8898278125	7224 Lake View Rd, Tampa, FL, 33672	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
ENR-122419	ENR	Olivia K Bradley	1950-11-05	UHC-21842-25	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.92	Name re-cased Phone reformatted Member ID reformatted Plan code upper-cased
CLM-404874	CLM	Nancy W Estrada	1976-03-22	UHC-01826-54	7916365612	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-141407	ENR	Sophia R Gonzales	1944-04-12	UHC-28713-62	9093207163	9811 Ocean Ave, Minneapolis, MN, 55454	0.92	Name re-cased Member ID reformatted City re-cased Whitespace trimmed
ENR-129458	ENR	Zachary George	1982-02-19	UHC-68384-52	4004822708	8626 Ridge Rd, Seattle, WA, 98123	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
PRV-23871	PRV	Martha B Campbell	1939-01-15	UHC-30282-20	4762731071	4725 Highland Ave, Plano, TX, 75075	0.92	Member ID reformatted State code upper-cased Whitespace trimmed Placeholder values cleared
CLM-429231	CLM	Arjun Meyer	2006-05-24	UHC-25647-22	—	—	0.92	Name re-cased Member ID reformatted Email lower-cased Placeholder values cleared
CLM-411058	CLM	Doris E Yang	1968-12-03	UHC-09369-79	2282448221	3736 Pine Dr, Phoenix, AZ, 85014	0.92	Name re-cased Member ID reformatted City re-cased Placeholder values cleared
ENR-140073	ENR	Janice Carter	1956-03-13	UHC-63333-08	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-127345	ENR	Julia Garza	1951-12-07	UHC-69609-77	2879180689	9030 Indian School Rd, Las Vegas, NV, 89162	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Placeholder values cleared
CLM-416351	CLM	Yuki Bryant	1999-06-25	UHC-69518-70	4274268644	—	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
PRV-23710	PRV	Emma Nunez	1955-05-11	UHC-09511-67	8036530206	2707 Bayshore Dr, Houston, TX, 77041	0.92	Name re-cased Phone reformatted Member ID reformatted Placeholder values cleared
ENR-118046	ENR	Olivia Gibson	1954-01-28	UHC-68618-14	6543378422	2702 Broadway, Eden Prairie, MN, 55366	0.92	Name re-cased Phone reformatted Member ID reformatted Whitespace trimmed
ENR-136497	ENR	Patricia Z Lawson	1963-01-04	UHC-61632-44	9155266047	2289 Broadway, San Antonio, TX, 78251	0.92	Name re-cased Date of birth reformatted Member ID reformatted City re-cased
PRV-20848	PRV	Bruce Y Jones	1971-05-22	UHC-03857-67	7869575176	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-139379	ENR	Sharon B Diaz	1957-07-25	UHC-05198-84	6089609342	4651 Sage Ct, Nashville, TN, 37266	0.92	Name re-cased Date of birth reformatted Member ID reformatted City re-cased
PRV-27892	PRV	Matthew Warren	1958-10-03	UHC-53986-45	—	6845 Lake View Rd, San Diego, CA, 92154	0.92	Date of birth reformatted Member ID reformatted State code upper-cased Placeholder values cleared
ENR-142816	ENR	Brenda T Valdez	2009-09-01	UHC-62667-49	4484859853	3190 Union St, Denver, CO, 80248	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
PRV-21171	PRV	Zachary Luna	1949-03-04	UHC-56365-90	4993825921	8165 Harbor Blvd, Glendale, AZ, 85350	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
CLM-430100	CLM	Campbell E Nathan	1985-11-19	UHC-33373-43	—	—	0.92	Name re-cased Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-405541	CLM	Gary Vega	2006-02-20	UHC-86681-75	5002156966	—	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
ENR-141707	ENR	Jacob P Bradley	2000-07-13	UHC-71581-47	9044019039	7112 Apache Blvd, Tampa, FL, 33687	0.92	Phone reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-413569	CLM	Brandon Peterson	1974-03-12	UHC-68516-24	—	8586 Central Ave, Glendale, AZ, 85392	0.92	Name re-cased Date of birth reformatted Member ID reformatted Placeholder values cleared
ENR-141515	ENR	Fuller B Christna	2002-06-02	UHC-61826-02	8107672507	24 Bayshore Dr, Dallas, TX, 75257	0.92	Date of birth reformatted Phone reformatted Member ID reformatted Whitespace trimmed
ENR-107871	ENR	Beverly Z Nelson	1980-12-05	UHC-81141-23	5325379803	1147 Sunset Blvd, Tucson, AZ, 85796	0.92	Phone reformatted Member ID reformatted City re-cased Placeholder values cleared
CLM-423042	CLM	David A Singh	1940-09-12	UHC-97681-49	—	6257 Canyon Rd, Houston, TX, 77051	0.92	Date of birth reformatted Member ID reformatted Whitespace trimmed Placeholder values cleared

7,723 rows, page 139 of 155Previous Next