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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-129465	ENR	Steve Weber	1945-09-02	UHC-21855-17	6067060381	4201 Highland Ave, Glendale, AZ, 85316	0.74	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+3 more
ENR-136088	ENR	James Byant	1982-01-07	UHC-17281-99	5765912996	5544 Mesa Dr, Chandler, AZ, 85203	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127903	ENR	Susan X Hill	1945-07-03	UHC-93575-40	7576463153	6608 Harbor Blvd, San Diego, CA, 92195	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-430471	CLM	Elijah N Jensen	1939-08-12	UHC-95595-94	8934204656	8686 Harbor Blvd, Houston, TX, 77009	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-432256	CLM	Victoria Dunn	2001-10-11	UHC-06859-93	—	8891 Canyon Rd, Tampa, FL, 33620	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418291	CLM	Margaret F Nichols	1969-01-18	—	5594918770	4873 Sage Ct, Dallas, TX, 75225	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-122041	ENR	Mateo J Berry	1966-10-27	UHC-45461-01	5842189556	2042 Lincoln Way, Tampa, FL, 33668	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54533	TPA	Matthew Hunt	1964-09-03	—	5485113418	7991 Sunset Blvd, Scottsdale, AZ, 85263	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-418678	CLM	Yuki Hanson	1981-03-04	UHC-02203-04	5829358898	8102 Market St, Plano, TX, 75071	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132425	ENR	Lauren K James	1978-08-05	UHC-83197-90	4453468381	2435 Ocean Ave, Fresno, CA, 93736	0.74	Name re-cased Date of birth reformatted City re-cased Gender normalised+3 more
ENR-128626	ENR	Amy Wood	2004-07-19	UHC-57521-60	—	8517 Apache Blvd, Columbus, OH, 43201	0.74	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
ENR-102738	ENR	Patrick S Reed	1951-10-20	UHC-09722-24	5714888861	5033 Mountain View Dr, Sacramento, CA, 95801	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50024	TPA	Eddward Harrison	1952-02-27	—	—	2915 Market St, Charlotte, NC, 28225	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
ENR-103440	ENR	Kenneth Perkins	1996-07-07	UHC-46973-89	9846081911	6141 Maple Ave, Glendale, AZ, 85301	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102022	ENR	Santiago X Ford	1993-12-11	UHC-19531-20	8246440751	179 Apache Blvd, Tucson, AZ, 85720	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421263	CLM	Randy Lawrence	1952-10-20	—	—	9077 Oak St, Las Vegas, NV, 89131	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102284	ENR	Teresa G Hanson	1968-11-19	UHC-00302-33	9135999002	6035 Indian School Rd, Jacksonville, FL, 32265	0.74	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+3 more
CLM-426754	CLM	Walter Benntt	1995-10-25	UHC-35632-44	5532117517	9390 Spring St, San Diego, CA, 92121	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111322	ENR	Doris T West	1939-12-09	UHC-24341-03	5302894016	9597 Camelback Rd, Tempe, AZ, 85259	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402906	CLM	Janice Anderson	1981-10-10	—	7292220567	8439 Indian School Rd, Atlanta, GA, 30360	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412594	CLM	Natalie C Nelson	1944-03-01	—	8009397909	402 Ridge Rd, Plano, TX, 75056	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132515	ENR	Danielle Allen	2000-07-14	UHC-15955-57	3523106593	3050 Desert Sky Blvd, Sacramento, CA, 95837	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20783	PRV	Jarry Haart	1992-09-03	UHC-00989-27	4749430716	2072 Pine Dr, Los Angeles, CA, 90053	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-131664	ENR	Larson O Luis	1979-08-22	UHC-85158-48	2644571080	362 Ocean Ave, Plano, TX, 75067	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111482	ENR	Vincent Gordon	1973-01-03	UHC-67709-41	2558169267	1710 Central Ave, Miami, FL, 33190	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131346	ENR	Kathernie D Wilson	1969-09-03	UHC-57213-48	7063474187	2813 Market St, Eden Prairie, MN, 55330	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132190	ENR	Carlos M Kelley	1953-04-04	UHC-04610-58	9643278543	3081 Pine Dr, Houston, TX, 77077	0.74	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-141849	ENR	Olivia Sandoval	1946-07-09	UHC-10293-64	7374348196	4166 Ridge Rd, Orlando, FL, 32892	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101596	ENR	Sara W Stone	1964-02-27	UHC-23544-97	—	7258 Hillcrest Rd, Seattle, WA, 98154	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-409262	CLM	Terry E Rivera	1993-04-10	UHC-56476-05	2339455683	4242 Hillcrest Rd, Miami, FL, 33159	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-404144	CLM	Kathleen K Carpenter	1965-06-13	UHC-24892-68	2586454641	—	0.74	Name re-cased Phone reformatted Member ID reformatted Gender normalised+3 more
ENR-119682	ENR	Willie E Vega	1966-02-26	—	4715236491	9486 Camelback Rd, Miami, FL, 33185	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413979	CLM	Martha Maldonado	1965-02-23	UHC-91916-41	—	4490 Market St, Nashville, TN, 37266	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-414325	CLM	Isabella Park	1972-06-27	UHC-23698-51	6163182710	3705 Hillcrest Rd, Denver, CO, 80290	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-431451	CLM	Jordan Brooks	1963-03-19	UHC-55414-72	—	9719 Church St, Plano, TX, 75053	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-413349	CLM	Frances Carpenter	1989-07-13	UHC-94353-46	2789370578	1399 Mountain View Dr, Plano, TX, 75046	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409507	CLM	Adam Garrett	1986-12-01	UHC-27878-40	8079311482	1351 Ocean Ave, Seattle, WA, 98139	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-109110	ENR	Dorothy Z Rios	1993-07-17	UHC-82073-07	4844316884	963 Canyon Rd, Mesa, AZ, 85236	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122402	ENR	Cheryl D Thomas	1997-04-20	UHC-96463-73	7528030642	8372 Cedar Ln, Eden Prairie, MN, 55387	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131229	ENR	Ana L Ortega	1980-12-12	UHC-66814-56	3939568528	2029 Washington St, Minneapolis, MN, 55456	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102182	ENR	Brian K Syder	1969-11-19	UHC-67952-09	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-102183	ENR	Brian K Syder	1969-11-19	UHC-67952-09	4712487301	6722 Grand Ave, Chandler, AZ, 85212	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115341	ENR	Cynthia Baker	1940-05-26	UHC-09215-77	7168993786	2238 Grand Ave, Nashville, TN, 37263	0.74	Date of birth reformatted Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-115229	ENR	Gloira E Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave, Tempe, AZ, 85226	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115384	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-115385	ENR	Grace Z Guzman	1982-12-19	UHC-39682-17	7566431855	3690 Central Ave, San Diego, CA, 92192	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-101915	ENR	Kyle X Mason	1974-12-03	UHC-85406-11	2542639219	9852 Washington St, Tempe, AZ, 85279	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126642	ENR	Diana D Jordan	1939-05-18	UHC-93994-77	3214722415	9225 Camelback Rd, Atlanta, GA, 30364	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113632	ENR	Mason H Chen	1982-09-21	UHC-68233-59	7104003271	9569 Canyon Rd, San Antonio, TX, 78240	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-101252	ENR	Emily Mejia	1976-04-16	UHC-14207-80	2842861564	9063 Hillcrest Rd, Dallas, TX, 75252	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more

3,278 rows, page 30 of 66Previous Next