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 “SSN last four extracted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagSSN last four extractedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-406054	CLM	Laura Perkins	1956-09-28	UHC-63015-71	8206778065	5448 Baseline Rd, Minneapolis, MN, 55493	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-108594	ENR	Carl S Pena	1939-07-24	UHC-49648-62	4377911630	2430 Jefferson Ave, Mesa, AZ, 85240	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-132381	ENR	Stephanie B Jenkins	1973-11-19	UHC-66957-95	4266098211	1363 Sunset Blvd, Columbus, OH, 43252	0.62	Name re-cased Phone reformatted SSN last four extracted City re-cased+3 more
ENR-116466	ENR	Nathan Thompson	1965-07-03	UHC-86157-10	5699782489	7069 River Rd, Houston, TX, 77059	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-125744	ENR	Jeremy A Chen	1968-08-04	UHC-98905-98	9016425683	6714 Grand Ave, Glendale, AZ, 85327	0.62	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-126116	ENR	Teresa Dixon	1970-04-03	UHC-78294-80	7039456181	5177 Camelback Rd, Dallas, TX, 75270	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
TPA-56973	TPA	Charles Ray	1951-09-17	—	—	8897 Ridge Rd, Nashville, TN, 37227	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-123828	ENR	Amber W Cox	1970-12-21	UHC-11328-76	4127957244	2746 Park Pl, Glendale, AZ, 85330	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-118048	ENR	Ryan J Johnson	1997-09-28	UHC-89836-17	—	3038 Desert Sky Blvd, Tempe, AZ, 85210	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-110083	ENR	Samuel Russell	1995-08-03	UHC-51354-12	—	5399 Forest Ave, Orlando, FL, 32863	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-107772	ENR	Alexander Reed	1960-08-02	UHC-32257-08	—	7671 Church St, Austin, TX, 78717	0.62	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-115630	ENR	Judy U Gibson	1959-07-16	UHC-34364-53	5864063625	8631 Oak St, Gilbert, AZ, 85275	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-106564	ENR	Roger Harris	1940-05-08	UHC-88515-80	3418116884	5796 Lake View Rd, San Diego, CA, 92170	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-133567	ENR	Arthur Taylor	1957-04-05	UHC-31787-49	9552461881	7573 Baseline Rd, Atlanta, GA, 30373	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136879	ENR	Joseph Murray	1968-12-08	UHC-30365-32	7858637017	6592 Park Pl, Phoenix, AZ, 85023	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-425624	CLM	Mason McDonald	1974-03-23	—	8689519816	2651 Mountain View Dr, Glendale, AZ, 85336	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-430720	CLM	Maria West	1995-08-02	—	2923754112	7111 Forest Ave, Las Vegas, NV, 89125	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-107813	ENR	Peter X Simpson	1980-02-20	UHC-03143-62	4088907483	2473 Lincoln Way, Fresno, CA, 93748	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
CLM-418011	CLM	Madison E Walsh	1939-05-02	UHC-80205-20	6828160052	7858 Desert Sky Blvd, Gilbert, AZ, 85218	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-101001	ENR	Noah F Montgomery	1994-06-17	UHC-80500-61	3983056218	6546 Elm St, Glendale, AZ, 85380	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-116361	ENR	Nicole Ellis	1956-04-26	UHC-46227-28	9567801821	8243 Central Ave, Phoenix, AZ, 85044	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432532	CLM	Donald Wallace	1966-05-22	UHC-15888-67	—	3382 Main St, Austin, TX, 78763	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-102477	ENR	Mary R Mason	1994-08-06	UHC-85232-94	8989232509	9474 Lake View Rd, Austin, TX, 78733	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
TPA-56334	TPA	Wei Castillo	1960-11-18	—	—	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-131272	ENR	Camila Bennnett	1992-08-15	UHC-75138-92	2669895476	5969 Elm St, Atlanta, GA, 30337	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-427228	CLM	Christine Ortega	1969-09-22	UHC-41954-71	8382186598	3529 Market St, San Diego, CA, 92177	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-119065	ENR	Joan I Torres	1963-04-07	UHC-36583-04	5434484675	7239 Ridge Rd, Orlando, FL, 32894	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103068	ENR	Brittany S Watkins	1940-07-23	—	5227907510	642 Sage Ct, Chandler, AZ, 85280	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-125849	ENR	Russell U Turner	1954-06-20	UHC-44249-74	—	31 Maple Ave, San Diego, CA, 92162	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410044	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-410045	CLM	Warren Sean	1961-04-01	—	8257538506	6622 Hillcrest Rd, Nashville, TN, 37286	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-135762	ENR	Martha McDonald	1984-08-28	UHC-53367-30	5748133632	1964 Highland Ave, Houston, TX, 77023	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
CLM-405478	CLM	Mei N Watkins	1986-04-13	—	8613746117	2223 Apache Blvd, Chandler, AZ, 85262	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-114993	ENR	Shirley Le	1982-02-01	UHC-57383-12	8314009761	6940 Camelback Rd, Jacksonville, FL, 32258	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
CLM-417224	CLM	Barbara Garza	1988-06-23	UHC-50918-39	6615309669	3720 Mesa Dr, Dallas, TX, 75268	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-22681	PRV	Mariana Wheeler	1959-10-23	—	—	9891 Washington St, Columbus, OH, 43204	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-431413	CLM	Jack Washington	1976-04-18	UHC-15231-06	7913336207	6824 Park Pl, Austin, TX, 78772	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-109261	ENR	Brian E Vazquez	1961-09-24	UHC-59626-83	7164689741	7029 Central Ave, Los Angeles, CA, 90048	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-107633	ENR	Jake Sullivan	2008-05-24	UHC-00506-22	4307661580	1349 Ocean Ave, Scottsdale, AZ, 85292	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-122399	ENR	Peter Q Arnolld	1994-08-02	UHC-08427-88	8313924397	1574 Oak St, Mesa, AZ, 85216	0.62	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+3 more
PRV-21266	PRV	Gloria Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-105447	ENR	Jean Walsh	1949-10-02	UHC-14913-65	4452854437	2051 Canyon Rd, Los Angeles, CA, 90059	0.62	Date of birth reformatted Phone reformatted Member ID reformatted SSN last four extracted+3 more
CLM-415010	CLM	Sofia Rice	1966-12-03	UHC-06230-57	3743116283	7745 Meadow Ln, Charlotte, NC, 28250	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-103098	ENR	Luis W Hill	1984-08-20	UHC-06728-54	5615445943	8111 Indian School Rd, Seattle, WA, 98158	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-408645	CLM	Nicholas G Lane	2006-12-14	—	—	7666 Church St, Phoenix, AZ, 85036	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
ENR-127763	ENR	Matthew Z Marquez	1984-02-09	UHC-31075-42	8057332989	6565 Maple Ave, Glendale, AZ, 85322	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-108328	ENR	Virginia G Carter	1958-06-24	UHC-07463-33	8418984941	9246 Lake View Rd, Minneapolis, MN, 55485	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-416415	CLM	Santiago Edwards	2001-03-24	—	—	1283 Main St, Dallas, TX, 75248	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
ENR-123702	ENR	Margaret Q Perry	1969-11-26	UHC-92594-86	8677260266	833 Apache Blvd, Scottsdale, AZ, 85209	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-137260	ENR	Jeremy Green	1999-09-19	UHC-75643-38	2804977407	638 Meadow Ln, Gilbert, AZ, 85272	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more

2,817 rows, page 26 of 57Previous Next