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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-402251	CLM	Nancy Bennett	1940-03-16	—	—	7655 Bayshore Dr, Denver, CO	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
PRV-26531	PRV	Santiago James	1945-09-07	UHC-43373-39	7292509542	6714 Church St, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-406572	CLM	Jean Ward	1942-05-13	—	7902441502	2434 River Rd, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121495	ENR	Christian M Wheeler	1961-12-05	UHC-52926-58	3179274242	1245 Cedar Ln, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-130283	ENR	Kathleen S Carter	1961-08-18	UHC-33330-56	4664037641	4186 Mesa Dr, Sacramento, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-105224	ENR	Michelle Weaver	1951-01-11	UHC-91048-38	6469761578	8059 Central Ave, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-106946	ENR	Sandra A Alvarado	1982-01-28	UHC-71767-16	8879027880	5572 Lake View Rd, Austin, TX	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-420834	CLM	Jonathan Vega	1952-03-24	UHC-70582-68	5986930420	6552 Jefferson Ave, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102949	ENR	Emma S Castillo	1966-01-03	UHC-15311-16	7524526102	6915 Oak St, Los Angeles, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-429497	CLM	Maria L Moreno	2007-11-28	UHC-61343-62	3067881041	9319 Apache Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141901	ENR	Amy Pena	1939-08-28	UHC-89660-26	3843460863	9258 Hillcrest Rd, Houston, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-429993	CLM	Terry Henderson	1940-10-05	—	4433182087	6152 Meadow Ln, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428776	CLM	Jacob W Grant	1969-10-22	UHC-57440-22	3084346185	3053 Harbor Blvd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-27458	PRV	Jennifer Payne	1968-12-18	—	9375377924	8320 Willow Ct, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429961	CLM	Luis Duncan	1998-10-12	UHC-50248-11	5776853865	8373 Harbor Blvd, Gilbert, AZ	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-409134	CLM	Don Taylor	2000-01-13	—	—	1401 Hillcrest Rd, Miami, FL	0.62	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+3 more
PRV-25845	PRV	Richard E Lwason	1976-05-25	UHC-60156-03	3754435819	9040 Ridge Rd, Las Vegas, NV	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-141983	ENR	Evelyn Z Siimmons	1938-11-26	UHC-10993-53	3482179398	1087 Spring St, San Diego, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417954	CLM	Roger F Arnold	2005-06-25	UHC-95539-20	2925753939	2065 Lake View Rd # 259, Denver, CO	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-114767	ENR	Austin Mdina	1941-01-04	UHC-98951-27	5907922213	5370 Baseline Rd, Los Angeles, CA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20219	PRV	Wei T Hughes	1987-07-27	—	3226899064	9840 Maple Ave, Austin, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134322	ENR	Larry T Medina	1940-05-03	UHC-68818-80	2889811869	6093 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-417985	CLM	Abigail Owens	1964-11-24	UHC-36998-88	—	9000 Valley View Dr, Chandler, AZ	0.62	Name re-cased City re-cased ZIP missing Email lower-cased+3 more
ENR-126254	ENR	Doris Bowman	1964-06-27	UHC-38304-59	3117787425	9294 Mesa Dr, Houston, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116328	ENR	Virginia F Smith	1963-08-07	UHC-21841-47	—	4860 Canyon Rd, Las Vegas, NV	0.62	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+3 more
TPA-56659	TPA	Kyle Payne	1959-08-12	—	—	6422 Forest Ave, Gilbert, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-125422	ENR	Dorothy R Soto	1962-07-04	UHC-69938-65	9598416482	5349 Highland Ave, Seattle, WA	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417074	CLM	Hannah Williams	1972-04-05	—	6812021493	7890 Oak St, San Diego, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430470	CLM	Kathryn Welch	1940-12-08	—	9099340100	5983 Indian School Rd, Denver, CO	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142982	ENR	Dorohy Harper	2001-04-01	UHC-09089-86	2576364916	6132 Forest Ave, Plano, TX	0.62	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-61697	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
TPA-61698	TPA	Philip Brooks	1954-04-07	—	9506282571	2349 Central Ave Apt 29, Tucson, AZ	0.62	Date of birth reformatted Phone reformatted Unit split from street State code upper-cased+3 more
ENR-132216	ENR	Timothy D Stevens	1945-06-03	UHC-07270-10	9589091213	2482 Oak St, Tampa, FL	0.62	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-412596	CLM	Kathy Brown	1994-08-14	—	—	3092 Sage Ct, Orlando, FL	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59456	TPA	Wayne Marshal	1983-10-09	—	3912203085	6085 Church St, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117157	ENR	Randy P Mills	1957-01-02	UHC-06038-24	2066035968	6343 Indian School Rd, Tucson, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137317	ENR	Lucya K Long	1996-10-19	UHC-58798-83	8582663360	3137 Sunset Blvd, Columbus, OH	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111551	ENR	Willie F Wood	1977-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-104627	ENR	Natalie N Martinez	1951-10-28	UHC-91807-65	—	8827 Hillcrest Rd, Los Angeles, CA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-142922	ENR	Roger I Garza	1961-03-12	UHC-70965-65	7947197749	8262 Market St, Phoenix, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117451	ENR	Cynthia M Ray	1944-07-28	UHC-77905-14	9855465699	8816 Meadow Ln, Orlando, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129545	ENR	Sofia Y Grant	1953-02-03	UHC-68246-83	—	5696 Bayshore Dr, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20582	PRV	Beverly Ramos	1944-03-10	—	9183627716	5540 Canyon Rd, Fresno, CA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-101892	ENR	Amanda M Barnes	1968-07-20	UHC-91250-79	2445523968	1270 Bayshore Dr, Denver, CO	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114728	ENR	Dorothy J Spencer	1945-06-17	UHC-83167-50	4587363297	8053 Meadow Ln, Atlanta, GA	0.62	Date of birth reformatted Phone reformatted SSN last four extracted City re-cased+3 more
ENR-112524	ENR	Beverly A Torres	1975-04-27	UHC-83323-48	3243824478	279 River Rd, Nashville, TN	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-411749	CLM	Sean Price	1983-08-27	UHC-80429-86	6913146948	8150 Harbor Blvd, Glendale, AZ	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-410440	CLM	Jeffrey Parker	2000-11-19	UHC-31127-48	—	7356 Canyon Rd, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101312	ENR	Alexander Herrera	1944-01-07	UHC-89424-84	6009428061	9103 Forest Ave, Gilbert, AZ	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408192	CLM	Larry Patterson	1993-11-15	UHC-30933-70	—	8912 Ocean Ave, San Antonio, TX	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more

7,146 rows, page 62 of 143Previous Next