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 “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-119759	ENR	Olivia Jensen	1991-12-21	UHC-96429-21	5983309649	8697 Grand Ave, Minneapolis, MN, 55457	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428330	CLM	Gary Schultz	1974-05-01	UHC-32024-80	—	2035 Jefferson Ave, Tucson, AZ, 85747	0.66	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+1 more
PRV-23417	PRV	Jusitn Miller	1980-01-22	—	2563126286	7254 Harbor Blvd, Houston, TX, 77097	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23258	PRV	William Coleman	2004-12-19	UHC-42116-52	5102166989	2790 Forest Ave, Mesa, AZ, 85200	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412859	CLM	Michael Harrison	1963-07-09	UHC-04868-24	—	7551 Lake View Rd, Los Angeles, CA, 90095	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
TPA-50815	TPA	Gabriel Hanson	1981-07-24	—	8286453056	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-417920	CLM	Patrick Meyer	1952-03-22	UHC-05803-05	6454029937	6386 Sage Ct, Dallas, TX, 75260	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
PRV-20057	PRV	Robert Jenkins	1948-04-28	UHC-46816-23	7208274033	3732 Lake View Rd, Glendale, AZ, 85357	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-119771	ENR	Sophia V Maldonado	2002-05-12	UHC-56984-29	—	1306 Ridge Rd, Miami, FL, 33193	0.66	Name re-cased Two-digit birth year City re-cased Gender normalised+1 more
ENR-110643	ENR	Marilyn K Lane	1991-07-26	UHC-43044-27	7837341021	9311 Desert Sky Blvd # 444, Seattle, WA, 98175	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-405817	CLM	David Lewis	1981-04-09	UHC-05353-85	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128504	ENR	Dennis Morris	1992-03-10	UHC-83204-10	5093429408	1592 Cedar Ln # 237, Seattle, WA, 98162	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
CLM-416498	CLM	Alice Larson	1979-03-07	UHC-47376-36	8753120016	5606 Palm Dr, Austin, TX, 78736	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
PRV-21563	PRV	Virginia Smith	2001-07-22	—	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-425609	CLM	Nicle Evans	1960-04-28	—	4706640162	2462 Maple Ave, Tucson, AZ, 85720	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-425608	CLM	Nicle Evans	1960-04-28	—	4706640162	2462 Maple Ave, Tucson, AZ, 85720	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101031	ENR	Zachay E Wheeler	1990-07-19	UHC-14123-52	5793804033	5313 Spring St, San Diego, CA, 92169	0.66	Name re-cased Two-digit birth year Phone reformatted City re-cased+1 more
CLM-412574	CLM	Nunez N Douglas	1959-01-02	UHC-04096-41	8067198149	4598 Spring St Apt 13, Dallas, TX, 75262	0.66	Two-digit birth year Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-139835	ENR	Hiroshi N Tran	1986-02-04	UHC-69597-53	2873701322	3262 Lincoln Way, Austin, TX, 78738	0.66	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+1 more
TPA-50729	TPA	Joe Lynch	1939-05-17	—	—	3000 Lake View Rd, Fresno, CA, 93719	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-426794	CLM	George Ford	1991-12-01	—	4648132727	8138 Spring St, Scottsdale, AZ, 85280	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
PRV-26543	PRV	Patricia E Sanchez	1942-07-20	UHC-39394-07	8386555550	—	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
CLM-428593	CLM	Sara Adams	1958-07-08	—	—	7110 Central Ave, Phoenix, AZ, 85060	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-64260	TPA	Jerry Weber	2007-02-02	—	—	1357 Union St, Eden Prairie, MN	0.66	Two-digit birth year City re-cased ZIP missing Whitespace trimmed+1 more
ENR-103477	ENR	Donna Russell	1941-05-01	UHC-55663-84	2965524389	1862 Mesa Dr, Miami, FL, 33125	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-29071	PRV	Janice Marshall	1985-02-22	—	9058664819	5578 Bayshore Dr # 980, Sacramento, CA, 95824	0.66	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-123526	ENR	Paul Lucas	1946-06-15	UHC-80625-58	7796597606	3616 Camelback Rd, Jacksonville, FL, 32262	0.66	Name split from “Last, First”Two-digit birth year City re-cased Email lower-cased+1 more
CLM-415296	CLM	Brandon Watson	1999-08-03	UHC-65481-98	—	3953 River Rd, Fresno, CA, 93756	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-417343	CLM	Kimberly Austin	1999-02-22	—	9814286798	1735 Church St, Charlotte, NC, 28268	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-401464	CLM	Lawrence Tucker	1983-12-11	—	—	1664 Valley View Dr Apt 37, Plano, TX, 75024	0.66	Name re-cased Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-113597	ENR	Tyler U Perkins	1941-01-20	—	7679793333	4711 Mountain View Dr, Columbus, OH, 43249	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-25082	PRV	Danielle Q Peterson	1949-01-25	—	—	1519 Jefferson Ave, Mesa, AZ, 85265	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-431289	CLM	Roy U Ortiz	1995-04-07	UHC-61154-15	7566682215	6507 Bayshore Dr, Austin, TX, 78737	0.66	Two-digit birth year Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-26666	PRV	Bruce Clark	1990-05-02	UHC-63878-37	8644093656	2717 Ocean Ave, Houston, TX, 77077	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-138778	ENR	Austin U Duncan	1983-02-11	UHC-96648-07	2826985863	227 Church St, Las Vegas, NV, 89194	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-103414	ENR	Nathan M McCoy	1970-12-06	UHC-35142-11	8263455424	77 Sunset Blvd, Tampa, FL, 33686	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-414470	CLM	Cynthia Perkins	1972-09-09	UHC-19178-80	—	6645 Highland Ave, Denver, CO, 80202	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-52419	TPA	Grace Ramos	1989-10-27	UHC-17338-10	—	8508 Maple Ave, Minneapolis, MN, 55492	0.66	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-424380	CLM	Nicole Bryant	1973-03-24	UHC-87960-16	4186686351	8509 Valley View Dr, Dallas, TX, 75208	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-401326	CLM	Keith Brooks	1986-03-26	UHC-63341-37	—	5724 Pine Dr, Denver, CO, 80299	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
CLM-418447	CLM	Maria Castillo	1955-10-06	UHC-23443-73	—	3511 Ocean Ave, Seattle, WA, 98161	0.66	Two-digit birth year Phone missing area code City re-cased Whitespace trimmed+1 more
CLM-408698	CLM	Shirley Hunt	1958-09-01	UHC-53979-10	5092460501	1390 Indian School Rd, Fresno, CA, 93789	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-424037	CLM	Jerry Martin	1994-11-16	UHC-95865-44	3293310200	9420 Baseline Rd, Houston, TX, 77025	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-142690	ENR	Brandon O Graham	1938-02-12	UHC-05149-71	2692926029	8834 Mesa Dr, San Antonio, TX, 78253	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-413963	CLM	Janet Stone	1994-05-27	—	2176928382	5916 Sage Ct, Sacramento, CA, 95888	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-403940	CLM	Diego Pena	1993-08-12	UHC-86712-48	—	43 Washington St, Atlanta, GA, 30375	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
CLM-410551	CLM	Vincent Day	1994-01-23	UHC-43106-96	5384793763	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-60812	TPA	Santiago Silva	1955-12-21	—	—	2852 Valley View Dr, Tampa, FL, 33615	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124657	ENR	Hannah K Owens	1946-10-28	UHC-20754-86	4273007464	6773 Willow Ct, Orlando, FL, 32804	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-118862	ENR	Luis Riley	1971-06-19	UHC-42362-39	2097919867	8644 Apache Blvd, Los Angeles, CA, 90003	0.66	Name re-cased Two-digit birth year Member ID reformatted ZIP+4 trimmed+1 more

6,661 rows, page 84 of 134Previous Next