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
ENR-103145	ENR	Sandra Smith	1967-08-12	UHC-43199-80	8493845123	2812 Maple Ave, Denver, CO, 80280	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-418838	CLM	Jennifer Martinez	1972-10-26	UHC-89803-35	—	7039 Elm St, Minneapolis, MN, 55467	0.62	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-119250	ENR	Kathy V Garrett	1959-05-02	UHC-55711-88	6927725384	9748 Market St, Fresno, CA, 93748	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-132377	ENR	Scott I Soto	2005-09-04	UHC-92231-93	3664455284	9832 Sage Ct, Houston, TX, 77039	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410950	CLM	Joseph A Estrada	1977-05-26	UHC-44142-50	4514839542	712 Washington St, Los Angeles, CA, 90025	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-401617	CLM	Sophia Fox	1973-06-20	UHC-96989-32	—	5249 Sage Ct, Houston, TX, 77012	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-127550	ENR	Vincent McDonald	1995-12-11	UHC-00519-76	9573672560	862 Ocean Ave, Las Vegas, NV, 89106	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126935	ENR	Shirley B Washington	2008-04-16	UHC-05301-16	—	5417 Valley View Dr, San Diego, CA, 92163	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-105122	ENR	Logan Y Holmes	1957-04-27	UHC-80073-60	7244005798	276 Sage Ct, Dallas, TX	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+3 more
ENR-119110	ENR	Mary U Park	1985-12-11	UHC-14312-13	9884300678	3217 Baseline Rd, Sacramento, CA, 95859	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100669	ENR	Walter Gardner	1945-06-21	UHC-00490-44	4698868025	6747 Spring St # 677, Dallas, TX, 75270	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-117701	ENR	Ryan Reid	1964-08-10	UHC-51919-52	5275583522	1384 Apache Blvd # 991, Orlando, FL, 32877	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-416842	CLM	Mason Ferguon	1968-08-04	UHC-99590-17	—	4206 Elm St, Scottsdale, AZ, 85243	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-125187	ENR	Zachary E Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-425214	CLM	Jerry Hamilton	1954-08-13	UHC-24792-31	2096707176	3452 Ocean Ave, Seattle, WA	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
PRV-25315	PRV	Ann Ford	1943-01-09	UHC-08240-81	—	3659 Ridge Rd, Houston, TX, 77081	0.62	Name split from “Last, First”Date of birth reformatted Phone missing area code Member ID reformatted+3 more
ENR-115760	ENR	Nicole I Vasquez	1951-02-03	UHC-78209-60	7984068344	1687 Mesa Dr, Scottsdale, AZ, 85258	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402051	CLM	Nancy Munoz	1947-05-03	UHC-50527-20	—	3307 Elm St, Plano, TX, 75094	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-107090	ENR	Santiago Robinson	1957-07-26	UHC-06217-27	—	1268 Desert Sky Blvd, Columbus, OH, 43274	0.62	Name re-cased Date of birth reformatted Phone missing area code Member ID reformatted+3 more
CLM-432701	CLM	Katherine Silva	1967-06-26	UHC-61789-52	—	1917 Palm Dr, Houston, TX, 77040	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402978	CLM	Mson Santos	1964-03-21	UHC-10432-64	—	8308 Canyon Rd # 517, Glendale, AZ, 85385	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-108248	ENR	Maria R Hughes	1976-12-07	UHC-91327-17	9753456432	2693 Market St, Austin, TX, 78791	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131951	ENR	Kenneth Daniels	—	UHC-47030-79	3872567309	3524 Central Ave, Orlando, FL, 32837	0.62	Name re-cased Date of birth missing Member ID reformatted Gender normalised+3 more
CLM-432346	CLM	Michael A Weber	1950-11-17	UHC-80019-73	2665201176	3529 Washington St, Columbus, OH, 43270	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-425004	CLM	Lucia Daniels	1982-11-22	UHC-83430-16	2228456416	6113 Market St, Las Vegas, NV, 89147	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-130069	ENR	Wright V Kathleen	2005-08-02	UHC-77297-29	6606187441	1377 Desert Sky Blvd, Tucson, AZ, 85732	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-128895	ENR	Cook Judith	1998-11-25	UHC-69843-96	3862873035	6012 Park Pl, Jacksonville, FL, 32259	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113855	ENR	Christopher Patterson	2005-03-24	UHC-57617-54	7755465106	6861 Grand Ave, Jacksonville, FL, 32221	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-136466	ENR	Ralph Wagner	1981-10-03	UHC-86584-38	9065829769	6852 Baseline Rd, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111183	ENR	Margaret Obrien	1966-02-24	UHC-33982-98	—	3519 Meadow Ln, Houston, TX, 77007	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-108951	ENR	Kathleen Nguyen	1946-10-19	UHC-86873-37	—	8138 Baseline Rd, San Antonio, TX	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429816	CLM	Jacob Gomez	1976-07-10	UHC-45306-71	2532375044	6461 Valley View Dr, Atlanta, GA, 30380	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429603	CLM	Jack Robinson	1956-12-10	UHC-10590-68	4479247018	7370 Washington St, Tempe, AZ, 85278	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-124800	ENR	Jen Martinez	1972-10-26	UHC-89803-35	3965959532	7039 Elm St, Minneapolis, MN, 55467	0.62	Name re-cased Phone reformatted Member ID reformatted City re-cased+3 more
ENR-123737	ENR	Jennifeer Lewis	1973-02-23	UHC-67406-74	2753550507	3020 Washington St Apt 27, Houston, TX, 77090	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
CLM-403922	CLM	Zachary Carlson	2003-10-23	UHC-05862-91	—	6475 Jefferson Ave, Denver, CO, 80273	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-117018	ENR	Johnny G Harper	2004-01-19	UHC-79932-51	3905895117	7402 Ocean Ave, Atlanta, GA, 30389	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-412144	CLM	Doris Guerrero	1951-01-14	UHC-32145-61	—	1029 Spring St, Las Vegas, NV, 89147	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139750	ENR	Ryan T Hansen	1974-02-25	UHC-08451-93	4616908946	871 Meadow Ln, San Antonio, TX, 78250	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113925	ENR	Mei Weber	2005-05-07	UHC-36230-97	5263491293	3077 Jefferson Ave, San Antonio, TX, 78217	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-431249	CLM	William Oliver	1951-01-11	UHC-98569-65	2492906803	9799 Pine Dr, Tampa, FL, 33624	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-403466	CLM	Arthur Gibson	1996-10-28	UHC-76549-19	7305264347	8100 Maple Ave, San Antonio, TX	0.62	Name re-cased Phone reformatted Member ID reformatted State name converted to code+3 more
TPA-53831	TPA	Bryan Wheeler	2000-01-22	UHC-07444-96	7307510835	9384 Mountain View Dr, Nashville, TN, 37209	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-128358	ENR	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-113368	ENR	Matthew Mason	1975-11-09	UHC-38038-76	—	1967 Indian School Rd, Fresno, CA, 93738	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126495	ENR	Dennis Woods	—	UHC-68746-10	3012181871	5741 Mesa Dr, Tucson, AZ, 85763	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-111480	ENR	Carlos P Li	1979-07-08	UHC-60268-18	9654796057	8294 Grand Ave, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124261	ENR	Carlos J Singh	1970-03-06	UHC-46865-24	7497157066	6180 Park Pl, Phoenix, AZ, 85085	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119150	ENR	Kenneth O Kelly	1986-08-06	UHC-11634-34	5334640680	3483 Hillcrest Rd, Jacksonville, FL, 32291	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
PRV-29092	PRV	Stephanie Lopez	1943-10-18	UHC-95228-95	6445980421	1921 Washington St, Gilbert, AZ, 85201	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 41 of 155Previous Next