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

Enrollment, flag “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-115821	ENR	Jessica V Carpenter	1953-06-08	UHC-87434-60	—	6742 Spring St, Mesa, AZ, 85254	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-140580	ENR	Elijah A Daniels	1974-01-14	UHC-88490-81	3276567935	3484 Union St, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-126760	ENR	Jesse Phillips	1987-07-09	UHC-17172-85	2186839901	2747 Baseline Rd, Fresno, CA, 93720	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-136944	ENR	Jerry J Edwards	1958-03-13	UHC-16590-26	—	1159 Cedar Ln # 235, Orlando, FL, 32815	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
ENR-106418	ENR	Marilyn J Holmes	1969-06-20	UHC-45953-24	2928047037	174 Cedar Ln, Plano, TX, 75062	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-124903	ENR	Mei J Stevens	1990-07-27	UHC-83269-31	2507684229	7727 Highland Ave, Glendale, AZ, 85383	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116603	ENR	Thomas Wheeler	2007-05-28	UHC-26608-56	4217500706	1681 Highland Ave, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-103329	ENR	Omar A Jenkins	1959-02-18	UHC-84841-49	3305338264	6657 Cedar Ln, Jacksonville, FL, 32229	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-110843	ENR	Isabella R Fernandez	1972-07-11	UHC-47886-84	8914937823	4521 Jefferson Ave, Orlando, FL, 32843	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136599	ENR	Marcus Montgomery	1966-02-07	UHC-94734-12	7392227653	1942 Meadow Ln, Chandler, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-136600	ENR	Marcus Montgomery	1966-02-07	UHC-94734-12	7392227653	1942 Meadow Ln, Chandler, AZ, 85203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120557	ENR	Philiip Y Ward	1982-01-18	UHC-04779-18	2739795001	2868 Desert Sky Blvd, Fresno, CA, 93749	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130774	ENR	Ema X Thomas	1970-03-16	UHC-83839-38	4802768039	1953 River Rd, Charlotte, NC, 28289	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-129171	ENR	Amber V Hamilton	1988-09-26	UHC-84817-87	3644457321	3555 Forest Ave, Mesa, AZ, 85274	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107369	ENR	Adam Vasquez	1978-12-15	UHC-91157-09	3974287745	9625 Hillcrest Rd, Charlotte, NC, 28263	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116364	ENR	William Alvarez	1944-01-18	UHC-21112-93	6799397104	8942 Ridge Rd, Plano, TX, 75085	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106332	ENR	Jonathan Z Arnold	1989-04-27	UHC-16896-95	—	3204 Mountain View Dr, Austin, TX, 78792	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-130495	ENR	Matthew K Fernandez	1973-01-23	UHC-58401-45	3693712937	9597 Ridge Rd, Sacramento, CA, 95807	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-142394	ENR	Paul Lucas	1997-05-19	UHC-42919-02	7045484849	3780 Valley View Dr, Columbus, OH, 43276	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-117642	ENR	Samantha N Obrien	1965-02-22	UHC-10855-85	8708411422	6785 Oak St, Seattle, WA, 98136	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-108686	ENR	Denise T King	1989-06-10	UHC-24696-32	9644256435	1882 Forest Ave, Mesa, AZ, 85234	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118318	ENR	Gary V Jensen	1950-07-25	UHC-59114-40	3903753976	104 Oak St, Gilbert, AZ, 85236	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-108728	ENR	Debbie Reyes	1972-12-05	UHC-65859-51	7818393963	139 Main St, Scottsdale, AZ, 85278	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111993	ENR	Theresa U Cunningham	2004-01-18	UHC-57506-28	9613903662	8763 Washington St, Tempe, AZ, 85277	0.74	Date of birth reformatted Phone reformatted City re-cased Email lower-cased+3 more
ENR-103264	ENR	Diana A Hernandez	1968-11-02	UHC-77309-19	9298675262	2531 Indian School Rd, Tucson, AZ, 85707	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-131632	ENR	Sean Lawrece	1942-07-21	UHC-49495-21	7095635514	1498 Willow Ct, Gilbert, AZ, 85221	0.74	Name re-cased Date of birth reformatted Member ID reformatted State name converted to code+3 more
ENR-112882	ENR	Mei A Johnson	1978-02-23	UHC-36165-09	3637610823	4634 River Rd, Plano, TX, 75089	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113434	ENR	Bobby P Hart	1941-11-19	UHC-50494-13	9763259365	6693 Meadow Ln, Miami, FL, 33104	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136478	ENR	Sean Kelly	2003-08-08	UHC-24159-74	2784826768	4766 Grand Ave, Eden Prairie, MN, 55307	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-119112	ENR	Kimberly Cooper	1983-09-12	UHC-95289-30	5829795281	9356 Central Ave, Sacramento, CA, 95865	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134559	ENR	Bobby O Sandoval	1972-11-17	UHC-92569-34	2237656425	8149 Church St, Mesa, AZ, 85259	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-127640	ENR	Ruth Wheeler	1972-10-02	UHC-22832-36	5974299157	1019 Valley View Dr, Las Vegas, NV, 89114	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-119900	ENR	Natalie Carr	1959-10-18	UHC-17758-73	7976347667	7888 Baseline Rd, Miami, FL, 33130	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-134262	ENR	Ryan Q Gibson	2000-03-01	UHC-58746-33	—	6308 Bayshore Dr, Minneapolis, MN, 55478	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121586	ENR	Ann U Luna	2007-08-13	UHC-70271-69	9158627196	6600 Hillcrest Rd, Tucson, AZ, 85711	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-128061	ENR	Nck F Dunn	1959-08-22	UHC-05520-26	9774443061	5990 Pine Dr, Mesa, AZ, 85242	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130699	ENR	Janet Phillips	1975-07-23	UHC-61798-65	2969846450	2817 Sage Ct, Atlanta, GA, 30308	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-137013	ENR	Evelyn U Hunter	1969-05-06	UHC-06839-41	6219477325	1899 Desert Sky Blvd, Minneapolis, MN, 55483	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-114295	ENR	Laura Johnson	1981-01-03	UHC-73708-61	2892278574	184 Meadow Ln, San Antonio, TX, 78203	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-105626	ENR	Susan K Obrien	1953-04-28	UHC-01670-54	6832552989	6292 Desert Sky Blvd # 240, Tucson, AZ, 85735	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-118296	ENR	Rebecca V Cooper	1954-10-28	UHC-13701-22	7979222692	4303 Forest Ave, Glendale, AZ, 85366	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-122206	ENR	Daniels N Douglas	1950-09-15	UHC-51404-66	7387710146	2988 Maple Ave, Jacksonville, FL, 32209	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-119673	ENR	Andrea V Holmes	1945-11-07	UHC-14059-46	—	4112 Sage Ct, Dallas, TX, 75221	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-100044	ENR	Ruth J Price	1978-12-03	UHC-48375-18	3227078943	5458 Canyon Rd, Seattle, WA, 98144	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134099	ENR	Carlos Estrada	1969-05-14	UHC-95033-99	7488000987	4195 Ocean Ave, Denver, CO, 80281	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-142097	ENR	Helen Rivera	1960-06-28	UHC-98891-36	9249898584	2648 Sunset Blvd, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-115576	ENR	Gary Hamilton	1963-04-19	UHC-83880-59	8435023406	148 Ridge Rd, Tempe, AZ, 85288	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142563	ENR	Juan Wallace	1954-02-27	UHC-92362-72	4805613121	5508 Union St, Columbus, OH, 43254	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-130991	ENR	Kathleen Day	1982-02-23	UHC-81831-31	7488355174	5003 Ocean Ave, Glendale, AZ, 85390	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-132430	ENR	BJunk	1951-09-02	UHC-52134-96	5596133325	—	0.74	Date of birth reformatted Phone reformatted Member ID reformatted Email lower-cased+3 more

13,989 rows, page 128 of 280Previous Next