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

Enrollment, flag “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131860	ENR	Albert G Hawkins	1993-06-17	UHC-46163-75	6445679790	1744 Highland Ave, Los Angeles, CA, 90071	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-107486	ENR	Amanda Wright	1972-08-09	UHC-45665-86	4056449641	1297 Willow Ct, Charlotte, NC, 28241	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-129595	ENR	Jack T Moore	1995-02-04	UHC-27499-28	5444670721	3114 Sunset Blvd, Glendale, AZ, 85355	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-125999	ENR	Gerald Maldonado	1946-04-17	—	9844676267	336 Broadway, Chandler, AZ, 85223	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-113764	ENR	Lauren Young	1984-01-17	UHC-03633-81	7349199826	—	0.78	Name re-cased Two-digit birth year Email lower-cased Whitespace trimmed+1 more
ENR-134811	ENR	Matthew Spencer	2002-08-26	UHC-03454-35	—	3364 Forest Ave, Jacksonville, FL, 32217	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-122230	ENR	Doris V Peters	1946-11-03	UHC-29069-40	2635337812	5338 Jefferson Ave, Nashville, TN, 37220	0.78	Name re-cased Two-digit birth year City re-cased Email lower-cased+1 more
ENR-121081	ENR	Christian Carter	1964-06-17	UHC-93847-10	9365590860	2175 Spring St, Tucson, AZ, 85720	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-141067	ENR	Christopher O Price	1950-10-23	UHC-95549-18	2035455987	9397 Apache Blvd, Miami, FL, 33103	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-113909	ENR	Rachel Walker	1941-06-28	UHC-14561-82	5094724333	6112 Elm St, Gilbert, AZ, 85267	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-134959	ENR	Larry Evans	1973-09-28	UHC-51691-53	8694780953	6969 Harbor Blvd, Mesa, AZ, 85265	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-114731	ENR	Roy I Olson	1956-12-13	UHC-80127-17	2272189033	1270 Sunset Blvd, Sacramento, CA, 95897	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-137945	ENR	Kelly L Santos	1981-06-01	UHC-97414-96	3138218945	4411 Market St, Sacramento, CA, 95850	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-128113	ENR	Roger Sullivan	1941-01-21	UHC-76081-48	3587989838	9235 Hillcrest Rd, Glendale, AZ, 85385	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-110238	ENR	Carol C Garrett	1971-02-27	UHC-98913-03	4409755259	5161 Valley View Dr, Fresno, CA, 93785	0.78	Two-digit birth year Phone reformatted City re-cased Whitespace trimmed+1 more
ENR-110819	ENR	Brenda Murphy	1945-08-12	UHC-42123-95	3853061442	8362 River Rd, Fresno, CA, 93776	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-132092	ENR	Santiago Franklin	1954-10-10	UHC-35421-78	9599179021	8938 Union St, Gilbert, AZ, 85212	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-133069	ENR	Carlos A Rogers	2001-11-20	UHC-13070-67	8453503008	9431 Desert Sky Blvd, Nashville, TN, 37280	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-103422	ENR	Donna G Miller	1941-06-21	UHC-99412-18	6442434685	9238 Sage Ct, Columbus, OH, 43235	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-102585	ENR	Carolyn Garcia	1983-09-04	UHC-71351-51	7083368115	9877 Ridge Rd, Orlando, FL, 32857	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-134394	ENR	Mateo Z Lucas	1981-02-05	UHC-10348-50	9708463823	570 Desert Sky Blvd, Seattle, WA, 98108	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-136443	ENR	Kevin H Porter	1970-08-02	UHC-18671-63	4946808001	6791 Cedar Ln, Jacksonville, FL, 32250	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-137648	ENR	Helen Thomas	1969-04-06	UHC-64641-02	9464447988	5587 Grand Ave, Tucson, AZ, 85772	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-141939	ENR	Danielle P Cruz	1946-12-22	UHC-42973-31	8149598680	8974 River Rd, Seattle, WA, 98176	0.78	Two-digit birth year Phone reformatted Member ID reformatted City re-cased+1 more
ENR-100522	ENR	Austin M Burtoon	2003-12-25	UHC-38884-47	7857448261	2713 Sage Ct, San Diego, CA, 92139	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-133247	ENR	Jason T Proter	1972-08-28	UHC-48950-27	8234578512	2763 Canyon Rd, Tampa, FL, 33614	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-101065	ENR	Eric J Kim	1983-08-06	UHC-91798-83	2227838251	9672 Broadway, Tampa, FL, 33649	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-117947	ENR	Aaron Ford	2006-08-21	UHC-64440-42	6126184130	8192 Lincoln Way, Houston, TX, 77090	0.78	Two-digit birth year Phone reformatted Member ID reformatted Whitespace trimmed+1 more
ENR-102318	ENR	Walter Wang	1947-09-13	UHC-97777-83	7719583882	5093 Grand Ave, Plano, TX, 75090	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-142694	ENR	Jdy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-142693	ENR	Jdy E Chen	1980-06-18	UHC-11040-24	7352380371	7401 Desert Sky Blvd, Fresno, CA, 93790	0.78	Two-digit birth year Phone reformatted Email lower-cased Whitespace trimmed+1 more
ENR-112280	ENR	Lauren Z Fox	1994-11-10	UHC-60152-94	9654283186	7262 Sage Ct, Denver, CO, 80220	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-133840	ENR	Scott Z Duncan	1970-06-06	UHC-34340-60	2014421258	71 Bayshore Dr, Los Angeles, CA, 90071	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-128707	ENR	Andrea B Marquez	2008-10-18	UHC-63854-86	6473618372	7039 Grand Ave, Houston, TX, 77056	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-139485	ENR	Natalie O Robers	1974-11-07	UHC-16923-99	5052145273	755 Bayshore Dr, Sacramento, CA, 95879	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-111089	ENR	Marilyn N Meyer	1969-04-26	UHC-34872-28	4338874914	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
ENR-102822	ENR	Gloria Hamilton	2008-01-22	UHC-19298-24	9117047508	4463 Lake View Rd, Tampa, FL, 33696	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-117691	ENR	Sandra Q Murphy	1982-09-27	UHC-50635-15	2742103081	6860 Ocean Ave, Las Vegas, NV, 89198	0.78	Two-digit birth year Phone reformatted Member ID reformatted Email lower-cased+1 more
ENR-112243	ENR	Laura D Wallace	1947-12-10	UHC-16225-98	6426149549	9541 Indian School Rd, Austin, TX, 78733	0.78	Two-digit birth year Phone reformatted Email lower-cased Plan code upper-cased+1 more
ENR-103690	ENR	Emily V Long	1966-10-03	UHC-52182-81	6226019706	9499 Bayshore Dr, Orlando, FL, 32815	0.78	Name re-cased Two-digit birth year Phone reformatted State code upper-cased+1 more
ENR-102866	ENR	Linda Bowman	1978-04-25	UHC-84271-43	3676944980	1878 Indian School Rd, Chandler, AZ, 85263	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-119417	ENR	Sofia Clark	1987-06-19	UHC-19964-84	3607268580	6761 Forest Ave, Gilbert, AZ, 85262	0.78	Two-digit birth year Phone reformatted City re-cased State code upper-cased+1 more
ENR-141814	ENR	Natalie K Daniels	1951-11-18	UHC-67354-43	6543049510	1690 Pine Dr, Eden Prairie, MN, 55375	0.78	Two-digit birth year City re-cased Email lower-cased Whitespace trimmed+1 more
ENR-120958	ENR	Jordan Y Young	2006-12-19	UHC-11243-09	2956700581	4637 Highland Ave, Fresno, CA, 93791	0.78	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+1 more
ENR-111463	ENR	Hannah Fernandez	1948-06-07	UHC-91041-43	6576908162	2300 Park Pl, Denver, CO, 80270	0.78	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+1 more
ENR-131760	ENR	Samuel Walker	1960-09-03	UHC-47130-43	5952425340	2385 Lincoln Way, Gilbert, AZ, 85216	0.78	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
ENR-111061	ENR	Matthew F Payne	1985-11-08	UHC-29793-81	6454657355	5751 Ocean Ave, Chandler, AZ, 85252	0.78	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+1 more
ENR-120850	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-120851	ENR	Natalie Jacobs	2005-02-13	UHC-20927-65	—	3207 Market St, Glendale, AZ, 85315	0.78	Name re-cased Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-137215	ENR	Adams Brenda	1971-07-01	UHC-43768-97	7124530519	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more

2,874 rows, page 49 of 58Previous Next