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

Claims, 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
CLM-429249	CLM	Haarold Y Butler	1939-08-28	UHC-48098-73	—	151 Valley View Dr, Seattle, WA, 98145	0.80	Two-digit birth year Member ID reformatted State code upper-cased Placeholder values cleared
CLM-423744	CLM	Jordn Rice	1965-09-13	—	8926828107	8671 Forest Ave, Sacramento, CA, 95866	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-405386	CLM	Isabella K Andrews	1959-10-19	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-414311	CLM	Andrew Dean	1943-03-23	UHC-47206-76	3585817310	5529 Church St, Houston, TX, 77018	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-424383	CLM	Richard N Chapman	1999-11-01	—	—	5513 Desert Sky Blvd, Plano, TX, 75012	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-412657	CLM	Justin Rodriguez	1981-01-25	UHC-14976-96	2034768363	5750 Desert Sky Blvd, Dallas, TX, 75286	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-430356	CLM	Atnhony Elliott	1979-10-12	UHC-44993-10	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-427313	CLM	Brenda Stewart	1958-03-28	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-419900	CLM	Kathryn Robinson	1968-05-13	—	—	8157 Ridge Rd, Charlotte, NC, 28201	0.80	Name re-cased Two-digit birth year City re-cased Placeholder values cleared
CLM-412748	CLM	Austin Simpson	1993-02-27	UHC-42582-05	—	3090 Ocean Ave, Los Angeles, CA, 90093	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-426283	CLM	Nathan Crawford	2002-06-03	UHC-83107-81	—	—	0.80	Two-digit birth year Member ID reformatted Whitespace trimmed Placeholder values cleared
CLM-421167	CLM	Ashley Patterson	1989-04-24	UHC-07593-45	—	9026 Lake View Rd, Denver, CO, 80220	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-419554	CLM	Brittany Jensen	2006-05-17	UHC-37798-78	—	—	0.80	Name re-cased Two-digit birth year Member ID reformatted Placeholder values cleared
CLM-407878	CLM	Richard Pierce	2001-02-08	UHC-33815-88	—	2290 Grand Ave, San Antonio, TX, 78224	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-416083	CLM	Lori George	1947-08-05	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423299	CLM	Nathan Turner	1987-05-06	—	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-429082	CLM	Lawrence Andrews	1972-09-22	—	—	5488 Spring St, Eden Prairie, MN, 55320	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-425248	CLM	Douglas M Ford	1943-10-27	UHC-73862-03	9556722086	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-425504	CLM	Joseph Bradley	2005-11-16	UHC-09212-23	—	7644 Park Pl, Charlotte, NC, 28237	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-423248	CLM	Sophia Lawrencce	1989-05-04	UHC-54923-39	2544280562	2752 Valley View Dr, Charlotte, NC, 28215	0.80	Two-digit birth year City re-cased Whitespace trimmed Placeholder values cleared
CLM-421056	CLM	Gregory Walker	1959-11-26	UHC-01696-10	4745571305	—	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-403223	CLM	Michael S Campbell	2005-09-05	UHC-94863-84	7468972594	—	0.80	Name re-cased Two-digit birth year Phone reformatted Placeholder values cleared
CLM-408457	CLM	Anthony Luna	1974-03-27	—	5774807205	9306 Spring St, Phoenix, AZ, 85008	0.80	Two-digit birth year Phone reformatted Whitespace trimmed Placeholder values cleared
CLM-414499	CLM	Melissa Gardner	1973-10-22	UHC-62350-59	—	—	0.80	Name re-cased Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-429823	CLM	Hannah Larson	2001-06-11	—	—	8916 Jefferson Ave, Miami, FL, 33161	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-400267	CLM	Charlotte M Ortiz	2002-10-16	UHC-52389-49	4594479762	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-422612	CLM	Carlos C Williamson	1977-07-01	UHC-61358-72	7075107974	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-429903	CLM	Tony Taylor	1940-06-11	—	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-407957	CLM	Hannah Nguyen	1950-03-16	UHC-03763-39	—	8533 Camelback Rd, Minneapolis, MN, 55441	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-407958	CLM	Hannah Nguyen	1950-03-16	UHC-03763-39	—	8533 Camelback Rd, Minneapolis, MN, 55441	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-405878	CLM	Rmaos L Deborah	1996-05-03	UHC-13452-14	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-413650	CLM	Fatima Wallace	1990-07-28	—	6099115729	2601 Central Ave, Atlanta, GA, 30335	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-415904	CLM	Jordan Young	2006-12-19	—	2956700581	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-422652	CLM	Angela Johnston	2004-11-02	UHC-84941-11	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-428875	CLM	Adam L Barnes	1951-06-08	UHC-43073-68	—	7258 Union St, Seattle, WA, 98140	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-428492	CLM	Arthur Wong	1975-07-15	UHC-99527-30	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-432538	CLM	Christian T Price	1944-08-02	UHC-56714-75	4689500780	—	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
CLM-405020	CLM	Abigail George	1949-07-17	—	7176642774	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-412584	CLM	Richard Z Simmons	1979-11-13	—	—	7176 Market St, Houston, TX, 77050	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-432451	CLM	Catherine G Harris	1994-08-16	—	—	2084 Lincoln Way, Chandler, AZ, 85269	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-408924	CLM	Christopher Hawkins	1961-01-06	UHC-49024-83	—	—	0.82	Two-digit birth year Email lower-cased Placeholder values cleared
CLM-414297	CLM	Sarah Tucker	1998-03-06	UHC-97286-29	8369550609	3680 Central Ave, Phoenix, AZ, 85036	0.82	Two-digit birth year Phone reformatted Whitespace trimmed
CLM-413727	CLM	Alexis Stephens	1946-11-14	UHC-11918-64	—	7276 Harbor Blvd, Denver, CO, 80295	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-410299	CLM	Bruce Morris	1986-01-18	—	7646439587	6865 Mesa Dr, Gilbert, AZ, 85258	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-401544	CLM	Heather Kelly	1971-01-25	—	5509334577	—	0.82	Two-digit birth year Phone reformatted Placeholder values cleared
CLM-408304	CLM	Frances Burns	1977-06-07	UHC-13404-99	—	—	0.82	Two-digit birth year Email lower-cased Placeholder values cleared
CLM-404445	CLM	Sandra Kim	1996-01-07	UHC-76520-73	—	—	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-423031	CLM	Linda Bishop	1982-07-25	UHC-08118-73	—	—	0.82	Name re-cased Two-digit birth year Placeholder values cleared
CLM-404415	CLM	Janet O Willis	1967-10-05	—	—	1913 Mountain View Dr, Orlando, FL, 32874	0.82	Two-digit birth year Whitespace trimmed Placeholder values cleared
CLM-426335	CLM	Brandon D White	1957-08-23	UHC-47774-61	5598901807	1017 Broadway, Minneapolis, MN, 55457	0.82	Two-digit birth year Phone reformatted Placeholder values cleared

2,168 rows, page 38 of 44Previous Next