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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-131535	ENR	Wei B Stevens	1957-09-24	UHC-61657-92	2593872084	526 Sage Ct, Austin, TX, 78788	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-123198	ENR	Theresa Mejia	1950-03-10	UHC-12335-75	5379148304	929 Highland Ave, Seattle, WA, 98177	0.80	Name split from “Last, First”Date of birth reformatted Plan code upper-cased Whitespace trimmed
ENR-128604	ENR	Baker Donna	1981-11-27	UHC-71754-27	2168308166	3129 Jefferson Ave, Mesa, AZ, 85219	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-121853	ENR	Margaret S Cole	1973-09-02	UHC-65282-20	4333174026	2038 Hillcrest Rd, Sacramento, CA, 95851	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-109742	ENR	Kenneth Chavez	1988-06-19	UHC-30601-68	2329062057	8598 Elm St, Houston, TX, 77079	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-123949	ENR	Steven Taylor	2003-03-25	UHC-20151-78	8447533790	9165 Palm Dr Apt 29, Gilbert, AZ, 85258	0.80	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased
ENR-112760	ENR	Gary Stewart	1979-12-12	UHC-82371-38	3799574039	2034 Valley View Dr, Tempe, AZ, 85273	0.80	Name re-cased ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
ENR-141447	ENR	Lawrence J Davis	1987-06-12	UHC-14304-43	5052901117	9021 Highland Ave, Plano, TX, 75027	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Plan code upper-cased
ENR-121758	ENR	Nathan Z Gonzalez	1979-02-06	—	4147942031	4917 Market St, Fresno, CA, 93700	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-125994	ENR	Steven Weaver	1963-06-02	UHC-01879-06	6462546354	4330 Harbor Blvd, Houston, TX, 77080	0.80	Name re-cased ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
ENR-132493	ENR	Gabriel Stone	1960-03-14	UHC-12458-57	6076589790	8339 Washington St, San Antonio, TX, 78232	0.80	Name re-cased Phone reformatted State name converted to code Plan code upper-cased
ENR-128723	ENR	Burke M Kevin	1985-11-22	UHC-04792-21	9623280522	5265 Main St, Eden Prairie, MN, 55387	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-127309	ENR	Kelly M Gordon	1960-06-28	UHC-12821-62	6136441940	2520 Indian School Rd, San Antonio, TX, 78264	0.80	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-143066	ENR	Patricia J Yang	1991-10-21	UHC-62514-96	9267806728	3279 Cedar Ln, Tucson, AZ, 85792	0.80	State code upper-cased Gender normalised Plan code upper-cased Whitespace trimmed
ENR-117797	ENR	Alexis Larson	1979-11-17	UHC-76318-95	7545813289	8456 Union St, Miami, FL, 33123	0.80	Phone reformatted Member ID reformatted Gender normalised Plan code upper-cased
ENR-138002	ENR	Judy Bryant	1997-07-04	UHC-19209-50	3929975513	3537 Lincoln Way, Seattle, WA, 98117	0.80	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased
ENR-118344	ENR	Camila Burton	2003-01-14	UHC-40210-78	3334075142	6355 Mesa Dr, Seattle, WA, 98185	0.80	Name split from “Last, First”City re-cased Email lower-cased Plan code upper-cased
ENR-102748	ENR	Jack Arnold	1950-10-23	UHC-31146-13	2934952283	6818 Spring St, Columbus, OH, 43276	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-109530	ENR	Joyce T Boyd	1994-05-19	UHC-67546-96	9002944102	7204 Ocean Ave, Chandler, AZ, 85254	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-113095	ENR	Arjun James	1983-11-06	UHC-46049-75	7398992941	9490 Lake View Rd # 624, Tempe, AZ, 85270	0.80	Phone reformatted Unit split from street Plan code upper-cased Placeholder values cleared
ENR-108382	ENR	Sarah Flores	1990-11-24	UHC-21130-56	4568005123	6483 Lincoln Way, Los Angeles, CA, 90058	0.80	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased
ENR-139470	ENR	Albert A Howell	1957-06-27	UHC-25153-40	6186460371	1373 Mountain View Dr, Miami, FL, 33198	0.80	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
ENR-107208	ENR	Nathan Obrien	1939-09-27	UHC-35857-33	9205194785	9887 Apache Blvd, Tempe, AZ, 85200	0.80	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased
ENR-109914	ENR	Betty Patterson	1947-08-06	UHC-47348-32	—	7607 Palm Dr, Atlanta, GA, 30372	0.80	Street suffix standardised Address re-cased Plan code upper-cased Placeholder values cleared
ENR-134871	ENR	Roger Z Gardner	2006-09-08	UHC-32127-88	5328751699	—	0.80	Two-digit birth year Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-137974	ENR	Russell Lee	1969-11-26	UHC-11734-93	6108866920	244 Mesa Dr, Glendale, AZ, 85350	0.80	Name split from “Last, First”Phone reformatted Plan code upper-cased Whitespace trimmed
ENR-106739	ENR	Richard Silva	2000-07-04	UHC-08142-79	—	1302 Meadow Ln Apt 32, San Diego, CA, 92143	0.80	Member ID reformatted Unit split from street Plan code upper-cased Placeholder values cleared
ENR-115622	ENR	Christina D Carroll	1990-07-10	UHC-18251-33	7576411917	1480 Main St Apt 4, Eden Prairie, MN, 55331	0.80	Name re-cased Phone reformatted Unit split from street Plan code upper-cased
ENR-103394	ENR	Eric Martin	1985-11-05	UHC-54464-97	—	667 Pine Dr, Mesa, AZ	0.80	Date of birth reformatted ZIP missing Plan code upper-cased Placeholder values cleared
ENR-132875	ENR	Diana K Dean	1970-06-22	UHC-92926-13	5154529362	2271 Indian School Rd, Orlando, FL, 32852	0.82	SSN last four extracted Plan code upper-cased Whitespace trimmed
ENR-106278	ENR	Eric Ross	1989-03-20	UHC-65059-83	3503746694	2705 Broadway, Gilbert, AZ, 85237	0.82	Phone reformatted ZIP+4 trimmed Plan code upper-cased
ENR-112810	ENR	Diane I Perry	1972-06-28	UHC-44965-89	2063760734	5899 Union St, Phoenix, AZ, 85095	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-119068	ENR	Andrea LJunk	1972-03-06	UHC-61596-19	6153997629	8013 Willow Ct, Minneapolis, MN, 55466	0.82	Plan code upper-cased Placeholder values cleared No usable name (quarantined)
ENR-139167	ENR	Austin Contreras	1941-12-19	UHC-72120-49	2887922714	7460 Canyon Rd, San Diego, CA, 92125	0.82	Phone reformatted Gender normalised Plan code upper-cased
ENR-107207	ENR	Amber Bailey	1999-11-06	UHC-62902-39	6845376629	630 Union St, Jacksonville, FL, 32208	0.82	Name split from “Last, First”Plan code upper-cased Whitespace trimmed
ENR-103454	ENR	John R Carter	1961-02-03	UHC-89860-68	5777889063	1434 Union St, Tempe, AZ, 85241	0.82	Name re-cased Two-digit birth year Plan code upper-cased
ENR-123368	ENR	Gerald T Sandoval	—	UHC-41043-56	4605688417	1877 Mesa Dr, Mesa, AZ, 85212	0.82	Date of birth unreadable Plan code upper-cased Whitespace trimmed
ENR-139676	ENR	Carol N Olson	1943-01-24	UHC-73394-99	4044328857	541 Willow Ct, Charlotte, NC, 28213	0.82	SSN last four extracted Plan code upper-cased Whitespace trimmed
ENR-111823	ENR	David T Aguilar	1965-09-06	UHC-10464-55	4706931532	6615 Elm St, Phoenix, AZ, 85022	0.82	Two-digit birth year Phone reformatted Plan code upper-cased
ENR-117384	ENR	Cynthia J Robinson	1980-09-09	UHC-24600-14	3562768027	9382 Lincoln Way, Austin, TX, 78739	0.82	ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
ENR-125662	ENR	Julia I Foster	—	UHC-10308-90	—	7149 Jefferson Ave, Tucson, AZ, 85723	0.82	Name re-cased Date of birth unreadable Plan code upper-cased
ENR-110725	ENR	Elizabeth Edwards	2004-12-03	UHC-73277-83	6913411644	2881 Bayshore Dr, Phoenix, AZ, 85007	0.82	Gender normalised Plan code upper-cased Whitespace trimmed
ENR-113238	ENR	Angela J Nelson	1952-06-24	UHC-53462-83	—	9254 Forest Ave, Minneapolis, MN, 55497	0.82	Email lower-cased Gender normalised Plan code upper-cased
ENR-125567	ENR	Victoria S Kinng	1947-04-28	UHC-77902-23	5259996981	8023 Hillcrest Rd, Fresno, CA, 93753	0.82	Name split from “Last, First”Plan code upper-cased Whitespace trimmed
ENR-112272	ENR	Anna Thompson	1973-04-05	UHC-22617-58	—	3663 Willow Ct, Sacramento, CA, 95859	0.82	Phone missing area code Plan code upper-cased Whitespace trimmed
ENR-108731	ENR	Emma Cruz	2008-12-22	UHC-77639-72	6624491432	4030 Bayshore Dr, Jacksonville, FL, 32213	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-116999	ENR	Maria McDonald	1959-09-15	UHC-99859-28	—	8254 Cedar Ln, Glendale, AZ, 85327	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-133997	ENR	Natalie R Johnston	1950-06-26	UHC-96613-08	5144223794	8028 Camelback Rd, Denver, CO, 80281	0.82	Street suffix standardised Address re-cased Plan code upper-cased
ENR-129426	ENR	Brenda Padilla	1944-02-02	UHC-49265-51	3313018359	3405 Hillcrest Rd, Gilbert, AZ, 85206	0.82	Two-digit birth year Plan code upper-cased Whitespace trimmed
ENR-107736	ENR	Pamela B Jones	1975-12-10	UHC-99024-03	5696204508	1701 Spring St, Gilbert, AZ	0.82	Phone reformatted ZIP missing Plan code upper-cased

2,126 rows, page 35 of 43Previous Next