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 “Middle initial moved out of first name”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMiddle initial moved out of first nameClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-128188	ENR	Heen M Reid	2005-11-28	UHC-88997-72	7597401091	463 Cedar Ln, Mesa, AZ, 85254	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Email lower-cased+1 more
CLM-423478	CLM	Mariana C Obrien	1971-10-08	UHC-70943-35	—	884 Lake View Rd, Orlando, FL, 32800	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-421333	CLM	Marcus I Riley	1964-12-07	—	8256558062	7986 Union St, Los Angeles, CA, 90099	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
ENR-121332	ENR	Gabriel Z Burton	1953-08-28	UHC-90561-32	7157973059	9724 Bayshore Dr, Jacksonville, FL, 32253	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113225	ENR	Christina G Howell	1939-09-22	UHC-20356-10	—	6124 Mesa Dr, Tempe, AZ, 85271	0.66	Middle initial moved out of first name Date of birth reformatted City re-cased State name converted to code+1 more
ENR-127044	ENR	Mary E Price	—	UHC-79267-93	5314924067	4950 Union St, San Antonio, TX, 78285	0.66	Middle initial moved out of first name Name re-cased Date of birth unreadable Whitespace trimmed+1 more
CLM-416110	CLM	Carlos T Walsh	1955-02-16	UHC-12354-08	6298076457	—	0.66	Name split from “Last, First”Middle initial moved out of first name Member ID reformatted Whitespace trimmed+1 more
ENR-133221	ENR	Janet A Payne	1992-07-08	UHC-51229-92	7036460010	2335 Camelback Rd, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased ZIP missing Whitespace trimmed+1 more
PRV-25204	PRV	Mariana G Gutierrez	1999-07-23	—	6016756473	8486 Central Ave, Mesa, AZ	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted ZIP missing+1 more
ENR-143013	ENR	Jessica E Sandoval	1991-04-26	UHC-21043-30	—	5220 Highland Ave, Columbus, OH, 43210	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-105670	ENR	Shirley C Harvey	1973-03-10	UHC-26587-58	—	1619 Union St, Nashville, TN, 37264	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-432099	CLM	Rachel O Vazquez	1983-01-11	—	3859729498	7668 Central Ave, Atlanta, GA	0.66	Middle initial moved out of first name Name re-cased City re-cased ZIP missing+1 more
ENR-133988	ENR	Juan U Welch	1983-02-06	UHC-00642-34	2728162704	1834 Forest Ave, Los Angeles, CA, 90047	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113243	ENR	Virginia D Cruuz	1950-06-15	UHC-48332-68	—	1146 Baseline Rd, Plano, TX, 75001	0.66	Middle initial moved out of first name Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
ENR-136371	ENR	Don T Howard	1993-03-21	UHC-66385-91	6526879852	2317 Lake View Rd, Scottsdale, AZ, 85241	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
CLM-425875	CLM	Kayla X Aguilar	1976-03-22	UHC-82478-71	2923605411	6304 Indian School Rd, Minneapolis, MN, 55409	0.66	Middle initial moved out of first name Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-121122	ENR	Eugene X Bailey	1968-02-11	UHC-60178-10	—	5402 Church St, Tempe, AZ, 85252	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-125547	ENR	Barbara L Medina	1986-07-03	UHC-96837-25	9296114552	4638 Elm St, Seattle, WA, 98164	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-414858	CLM	Nancy C Rojas	1999-06-09	UHC-90304-33	—	6782 Pine Dr, Houston, TX, 77065	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-134366	ENR	Russell J Holmes	1969-07-10	UHC-68851-64	4113858348	6297 Sage Ct # 452, Atlanta, GA, 30312	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-138588	ENR	Dylan R Russell	1950-01-20	UHC-68476-27	2297165281	875 Camelback Rd, Fresno, CA, 93795	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-100691	ENR	Bobby J Arnold	1993-03-03	UHC-10974-02	4313031794	8996 River Rd, Fresno, CA, 93790	0.66	Middle initial moved out of first name Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-132519	ENR	Henry F Brooks	1958-12-21	UHC-71727-36	4323834999	562 Sage Ct, Chandler, AZ, 85215	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116346	ENR	Jason S Wang	1998-11-22	UHC-62361-29	8538654878	6287 Washington St, Houston, TX, 77024	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+1 more
TPA-57799	TPA	Helen V Bailey	1953-03-28	—	—	6658 Maple Ave, Seattle, WA, 98172	0.66	Middle initial moved out of first name Name re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-131786	ENR	Ralph T Santiago	1964-01-11	UHC-93505-50	2875128451	397 Camelback Rd, Columbus, OH	0.66	Middle initial moved out of first name Phone reformatted ZIP missing Whitespace trimmed+1 more
ENR-132045	ENR	Elijah G Payne	1957-04-18	UHC-71644-53	4104733396	7432 Oak St, Miami, FL, 33160	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-419514	CLM	Camila X Jensen	1949-11-25	UHC-66295-51	7405475384	612 Central Ave, Fresno, CA, 93771	0.66	Middle initial moved out of first name Phone reformatted City re-cased Gender normalised+1 more
ENR-141492	ENR	Hiroshi C Marshall	1984-03-07	UHC-00465-86	7419837417	6890 Park Pl, Eden Prairie, MN, 55388	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52530	TPA	Christopher A Austin	1944-12-09	—	—	8029 Highland Ave, Austin, TX, 78715	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-116121	ENR	Diego L Carroll	1953-07-05	UHC-04213-88	9617760210	423 Maple Ave, Tampa, FL, 33667	0.66	Middle initial moved out of first name Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-21481	PRV	Sophia M Wilson	1958-10-14	UHC-22018-02	9446933110	3631 Market St # 845, Nashville, TN, 37219	0.66	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+1 more
ENR-107904	ENR	Gary R Daniels	1979-10-23	UHC-32904-97	3065197364	5753 Pine Dr, Orlando, FL, 32801	0.66	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-134172	ENR	Stephen X Nichols	1963-04-21	UHC-02707-02	3743127050	3131 Willow Ct, Glendale, AZ, 85389	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-414860	CLM	Nancy C Rojas	1999-06-09	—	—	6782 Pine Dr, Houston, TX, 77065	0.66	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+1 more
ENR-138889	ENR	Santiago I Sanchez	1984-05-28	UHC-26057-10	6155257468	4447 Canyon Rd, San Diego, CA, 92171	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-125282	ENR	Marilyn P Barns	1957-12-23	UHC-48806-49	6253821548	4785 Apache Blvd, San Diego, CA, 92164	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Gender normalised+1 more
TPA-62151	TPA	Beverly G Santos	1984-03-21	—	—	7505 Ocean Ave, Fresno, CA, 93736	0.66	Middle initial moved out of first name Name re-cased SSN last four extracted Whitespace trimmed+1 more
ENR-117931	ENR	Beverly V Ruiz	1972-02-15	UHC-85465-78	5218812450	159 Church St, Tempe, AZ, 85289	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108887	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
ENR-108888	ENR	Jacob N King	1970-03-14	UHC-22406-82	5236796588	7963 Lake View Rd, Tempe, AZ, 85266	0.66	Middle initial moved out of first name Phone reformatted Email lower-cased Gender normalised+1 more
CLM-423996	CLM	Karen N Harrison	1987-01-26	UHC-86250-15	—	—	0.66	Middle initial moved out of first name Name re-cased Gender normalised Whitespace trimmed+1 more
ENR-106086	ENR	Linda E Burton	1988-11-06	UHC-38270-36	2129682476	3172 Baseline Rd, Phoenix, AZ, 85002	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116428	ENR	Kathleen T Salazar	—	UHC-62432-29	5826762980	—	0.66	Middle initial moved out of first name Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
CLM-409979	CLM	Timothy B Bennett	1999-12-06	UHC-36770-15	—	8571 Bayshore Dr, San Diego, CA, 92178	0.66	Middle initial moved out of first name Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-120649	ENR	Lisa R Warren	1987-03-08	UHC-67026-75	6814286068	1800 Lincoln Way, Austin, TX, 78786	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-114406	ENR	Janet Q Hart	1986-09-08	UHC-57586-06	4077391511	7979 Forest Ave, Nashville, TN, 37229	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted Whitespace trimmed+1 more
ENR-139403	ENR	Sarah Z Chpman	1987-01-17	UHC-78688-10	5845740600	3127 Main St, Fresno, CA, 93755	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-113043	ENR	Anna U Montgomery	1975-08-20	UHC-65162-84	3212822059	2502 Jefferson Ave, Charlotte, NC, 28238	0.66	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-125353	ENR	Wayne K Collins	1983-12-03	UHC-90077-22	4425993236	73 Union St, Seattle, WA, 98188	0.66	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+1 more

1,125 rows, page 15 of 23Previous Next