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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-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-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-102569	ENR	Charles Y Alvarado	1982-06-16	UHC-02972-27	9086343767	2654 Cedar Ln, Minneapolis, MN, 55448	0.74	Name re-cased Phone reformatted Member ID 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-139544	ENR	Matthew Franklin	1990-09-14	UHC-71460-58	2342281651	5388 Canyon Rd, Tampa, FL, 33624	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-112863	ENR	Dennis Ray	1965-02-21	UHC-13590-78	8556618303	9600 Baseline Rd, Atlanta, GA, 30360	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-126434	ENR	Thomas Holmes	1997-12-19	UHC-36255-33	6828810217	2283 Broadway, Eden Prairie, MN, 55363	0.74	Name re-cased Two-digit birth year Phone reformatted Address re-cased+3 more
ENR-119192	ENR	Santiago M Woods	1999-07-20	UHC-32440-04	6578935566	1535 Hillcrest Rd, Seattle, WA, 98113	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-111808	ENR	Thomas Mtathews	2002-01-14	UHC-82481-42	8153314166	9134 Oak St, Dallas, TX, 75287	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-106206	ENR	Mary B Austin	1955-10-10	UHC-84483-96	7855301453	9469 Cedar Ln, Miami, FL, 33186	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-113545	ENR	Alexander F Jordan	1979-06-22	UHC-41447-04	6527957318	8019 Church St, Charlotte, NC, 28263	0.74	Name re-cased 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-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-109850	ENR	Roy N Palmer	1945-02-26	UHC-28102-09	7777804815	9448 Church St, Austin, TX, 78703	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-121747	ENR	Christine N Stewart	1946-01-03	UHC-62819-22	6954879216	412 Palm Dr, Austin, TX, 78728	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-130487	ENR	Ethan Matthews	1974-03-03	UHC-17417-81	6577872834	9531 Willow Ct, Scottsdale, AZ, 85233	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-101783	ENR	Bryan Cruz	1941-08-23	UHC-52766-32	5412833470	2664 Park Pl, Eden Prairie, MN, 55330	0.74	Phone reformatted Member ID 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-141810	ENR	Alan G Guzman	1939-12-13	UHC-08812-07	4178895294	6807 Sage Ct, Orlando, FL, 32829	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+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-125762	ENR	Teressa Wallace	1965-11-07	UHC-19584-98	7375253255	131 Baseline Rd, Tampa, FL, 33684	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123616	ENR	Judy Hart	2006-05-28	UHC-11656-07	8769378652	2376 Meadow Ln, Scottsdale, AZ, 85263	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140735	ENR	Josh X Diez	1953-03-05	UHC-25720-29	7343492128	1005 Market St, Columbus, OH, 43276	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121249	ENR	Logan B Richardson	1978-04-19	UHC-37659-40	3182742384	5259 Highland Ave, Fresno, CA, 93783	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-115179	ENR	Linda L Burns	1949-04-04	UHC-33371-57	4928863686	982 Forest Ave, Glendale, AZ, 85301	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-133337	ENR	David M Graham	1991-02-17	UHC-30463-08	4372294661	5820 Forest Ave, San Diego, CA, 92138	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116463	ENR	Melissa Gilbert	1999-03-20	UHC-06890-08	7594964891	8750 Palm Dr, Minneapolis, MN, 55498	0.74	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-110846	ENR	Barbara H Bishop	1979-04-22	UHC-14889-83	9538847826	4698 Willow Ct, Mesa, AZ, 85207	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-124512	ENR	Shirley W Miller	1971-04-22	UHC-18949-27	2745387623	7511 Pine Dr, Fresno, CA, 93791	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-140011	ENR	Virginia Wheeler	1992-07-17	UHC-05470-15	8278888238	5911 Washington St, Miami, FL, 33136	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118062	ENR	Valentina L Bishop	2004-11-17	UHC-77430-04	5668802645	7983 Washington St, Tampa, FL, 33630	0.74	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-135930	ENR	Russell Holmes	1981-12-03	UHC-96335-85	9803564027	8880 Meadow Ln, Atlanta, GA, 30317	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106902	ENR	Dorothy Ward	1965-08-12	UHC-79814-12	3129790029	2025 Canyon Rd, San Antonio, TX, 78287	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-140158	ENR	Teresa I Nguyen	2006-04-04	UHC-40534-10	9815127715	7070 Pine Dr, Denver, CO, 80252	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107037	ENR	Sandra Dixon	1966-11-08	UHC-02208-33	6462029251	648 Union St, Mesa, AZ, 85267	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-123274	ENR	Danielle Ferguson	1945-04-19	UHC-44073-57	4674833827	3567 Elm St, San Antonio, TX, 78209	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

8,423 rows, page 88 of 169Previous Next