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 “Email lower-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagEmail lower-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-124020	ENR	Vinccent Henderson	1962-06-21	UHC-29621-21	8365092297	4468 Ocean Ave, Houston, TX, 77084	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-136810	ENR	Lucia Aguilar	2004-07-14	UHC-68965-28	9639222813	6353 Market St, Sacramento, CA, 95897	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-135152	ENR	Sandra F Roberts	1941-06-03	UHC-36051-31	4937919974	2636 Union St Apt 29, Austin, TX, 78751	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-122969	ENR	Anna M Powell	1946-10-25	UHC-86202-91	3936651404	5670 Canyon Rd, Charlotte, NC, 28255	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-134635	ENR	Edward Z Griffin	1985-04-14	UHC-15790-05	6348187977	756 Apache Blvd, Plano, TX, 75081	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132608	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	2386854636	5420 Market St # 292, Eden Prairie, MN, 55374	0.64	Name re-cased Phone reformatted SSN last four extracted Unit split from street+2 more
ENR-126015	ENR	Alan Coopar	2001-10-17	UHC-35629-61	9555001573	8530 Canyon Rd, Las Vegas, NV, 89175	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-131196	ENR	Anna H Wong	1955-01-13	UHC-35977-69	6014153615	3418 Indian School Rd, Las Vegas, NV, 89196	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111552	ENR	Wille F Wood	1978-05-12	UHC-01701-76	9534353831	8425 Ridge Rd, Mesa, AZ, 85299	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131157	ENR	Melissa R Bell	1990-04-22	UHC-40093-42	9128823441	2114 Park Pl, Minneapolis, MN, 55436	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121476	ENR	Mark Larson	1965-08-15	UHC-74265-39	3962969270	2160 Hillcrest Rd, Denver, CO, 80245	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-121929	ENR	Albert G Stephens	1949-04-17	—	2676682075	2513 Lake View Rd, Seattle, WA, 98163	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-123025	ENR	Peter D Chapman	—	UHC-03130-30	4873448591	4387 Ocean Ave Apt 14, San Diego, CA, 92192	0.64	Date of birth unreadable Phone reformatted Unit split from street Email lower-cased+2 more
ENR-134340	ENR	Zachary N Schultz	—	UHC-17530-09	9788002170	9272 River Rd, Seattle, WA, 98170	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-129729	ENR	Luis S Hoffman	1975-12-13	UHC-08461-37	8857778245	1769 Main St, Nashville, TN, 37258	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118334	ENR	Abby L Snyder	1997-08-23	UHC-18440-04	3759885338	2215 Mesa Dr, Atlanta, GA, 30302	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115766	ENR	Jesse Contreras	1998-12-20	UHC-26604-40	4163750386	1322 Mountain View Dr, Columbus, OH	0.64	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-108878	ENR	Carl M Green	1957-03-11	UHC-30810-13	3563181921	8605 Lincoln Way # 721, Tampa, FL, 33644	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-105200	ENR	Cynthia Burton	1960-07-26	UHC-26454-12	5116006211	7275 Apache Blvd, Charlotte, NC, 28216	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140955	ENR	Jean Nunez	2008-01-15	UHC-87705-91	—	1238 Central Ave, Nashville, TN, 37294	0.64	Phone missing area code SSN last four extracted City re-cased Email lower-cased+2 more
ENR-118704	ENR	Logan R Jensen	1965-06-18	UHC-93744-90	6865464230	2423 Cedar Ln, Plano, TX, 75061	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
ENR-114248	ENR	LawrenceJunk	1995-05-16	UHC-85664-27	3438344709	3049 Broadway, Atlanta, GA, 30329	0.64	Phone reformatted Member ID reformatted Email lower-cased Gender normalised+2 more
ENR-117434	ENR	Tyler Tucker	1994-03-25	UHC-79029-76	6653165099	6236 Mesa Dr Apt 34, Scottsdale, AZ, 85276	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-119961	ENR	Jennifer Q Vezquez	1950-12-28	UHC-17096-95	2812764051	7536 Spring St, Glendale, AZ, 85393	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-133710	ENR	Doris Kelly	1957-03-07	UHC-00217-48	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.64	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-139107	ENR	Ethan J Munoz	1976-07-13	UHC-06062-99	8293643780	1779 Apache Blvd Apt 17, Fresno, CA, 93711	0.64	Middle initial moved out of first name Name re-cased Member ID reformatted Unit split from street+2 more
ENR-111437	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-111438	ENR	Alan T Snyder	1967-09-24	UHC-29214-46	6249391076	2024 Broadway, Phoenix, AZ, 85024	0.64	Middle initial moved out of first name Date of birth reformatted Member ID reformatted Email lower-cased+2 more
ENR-139718	ENR	Terry Walker	2005-11-15	UHC-13254-77	—	6348 Palm Dr, Phoenix, AZ, 85070	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-137748	ENR	Paul Mendez	1991-04-04	UHC-11811-69	4165494405	6755 Central Ave, Glendale, AZ, 85384	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137835	ENR	Camila B Torres	1939-02-23	UHC-74623-75	8842136430	4911 Cedar Ln, Scottsdale, AZ, 85278	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-103186	ENR	Billy V Tailor	1951-02-19	UHC-31776-49	—	1258 River Rd, Nashville, TN, 37256	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-130129	ENR	Jen Cooper	1983-07-28	UHC-07292-09	6908108370	8673 Elm St # 583, Denver, CO, 80270	0.64	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-127359	ENR	Gerald N Gray	1954-12-05	UHC-92992-71	9048407209	3662 Baseline Rd # 998, Fresno, CA, 93727	0.64	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-139252	ENR	Charlotte X Ramos	1996-05-05	UHC-26786-04	8714727455	3625 Ocean Ave, Denver, CO, 80249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-138648	ENR	Mason R Hawkins	1943-07-07	UHC-57852-17	7385223839	6154 Palm Dr, Tempe, AZ, 85238	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-124091	ENR	Lawrence I Diaz	1998-01-18	UHC-88531-91	5457081027	6361 Lincoln Way, Austin, TX, 78751	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-129639	ENR	Stephanie F Day	1968-05-02	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123626	ENR	Sims L Ann	1973-12-20	UHC-52306-01	9367829933	3815 Palm Dr, Phoenix, AZ, 85050	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-124252	ENR	Diego T Snyder	1949-08-27	UHC-88457-52	—	8410 Valley View Dr, Columbus, OH, 43259	0.64	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137997	ENR	Dylan Yang	1979-05-18	UHC-29576-91	6159229868	4125 Main St, Eden Prairie, MN, 55337	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-133130	ENR	Ben M Knight	1947-07-01	UHC-82305-91	8688651556	5766 Sunset Blvd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130200	ENR	Karen G Hayes	1973-07-22	UHC-56362-87	8705322922	4270 Hillcrest Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102683	ENR	Russell H Gardner	1955-12-20	UHC-65262-67	9848457002	4353 Jefferson Ave, Tempe, AZ, 85277	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100017	ENR	Jesse A Black	—	UHC-94495-51	4958819582	3456 Bayshore Dr, Nashville, TN, 37230	0.64	Date of birth missing Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-130503	ENR	Janice J Rios	2003-04-19	UHC-16842-20	5869491000	3515 Hillcrest Rd, Scottsdale, AZ	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117026	ENR	Kevin Q Rivera	1943-08-09	UHC-07697-20	3653984769	881 Spring St, Eden Prairie, MN, 55386	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131507	ENR	Noah Hansen	1971-05-16	UHC-83557-49	6987721915	8909 Harbor Blvd, Houston, TX	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-112936	ENR	Nathan Morgan	1969-04-07	UHC-41203-84	9762874685	811 Jefferson Ave, Miami, FL, 33143	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117078	ENR	Gabriel L Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St, Scottsdale, AZ, 85282	0.64	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+2 more

8,934 rows, page 55 of 179Previous Next