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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132439	ENR	John Bell	1957-01-01	UHC-95187-29	3195396419	8461 Union St, Los Angeles, CA, 90040	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-121811	ENR	Russell D Rogers	1965-10-12	UHC-45195-24	8517481263	387 Camelback Rd, Sacramento, CA, 95870	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-143026	ENR	Duris Meyer	1960-12-20	UHC-45303-32	—	7944 Valley View Dr, Plano, TX, 75036	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-125592	ENR	Ann Perkins	1965-08-01	UHC-97903-29	—	1099 Willow Ct, Orlando, FL, 32855	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-102058	ENR	Hannah Coleman	1957-12-14	UHC-98061-34	8817346540	295 Desert Sky Blvd, Minneapolis, MN	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-105846	ENR	Roger Tucker	2005-07-26	UHC-54789-43	7398496372	7631 Maple Ave, Plano, TX, 75075	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-135568	ENR	Lisa K Graham	1956-08-06	UHC-69384-55	2669411647	6089 Apache Blvd, Eden Prairie, MN, 55377	0.68	Name split from “Last, First”Two-digit birth year Member ID reformatted Whitespace trimmed
ENR-121970	ENR	Paul S Hamilton	1992-07-03	UHC-41906-30	3156746589	5227 Lake View Rd, Atlanta, GA, 30300	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-111642	ENR	Keith J Brooks	2005-04-21	UHC-41430-75	3716807862	2003 Grand Ave, Miami, FL, 33158	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Placeholder values cleared
ENR-140254	ENR	Katherine Weaver	1985-09-04	UHC-05678-51	2443742250	2249 Lake View Rd, Charlotte, NC, 28253	0.68	Name split from “Last, First”Phone reformatted Member ID reformatted State name converted to code
ENR-122322	ENR	Ana Woods	1999-12-10	UHC-76907-92	3853935205	9524 Broadway, Las Vegas, NV, 89124	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-127639	ENR	Sofia Morrison	1940-06-09	UHC-81614-18	—	2934 Canyon Rd, Gilbert, AZ, 85286	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-122756	ENR	Samantha Jacobs	1952-10-26	UHC-57057-69	4304091805	1353 Meadow Ln, Mesa, AZ, 85238	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-122755	ENR	Samantha Jacobs	1952-10-26	UHC-57057-69	4304091805	1353 Meadow Ln, Mesa, AZ, 85238	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-139268	ENR	Nancy L Carr	1951-03-15	UHC-37559-94	3695548481	9697 Elm St, Eden Prairie, MN, 55390	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-109239	ENR	Alexander Yang	2004-01-15	UHC-49686-06	2356512565	9877 Lake View Rd, Seattle, WA, 98168	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased
ENR-107027	ENR	Theresa F Hoffman	1982-08-08	UHC-15893-12	7088151358	—	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Email lower-cased
ENR-102862	ENR	Melissa C Washington	1983-05-16	UHC-41729-60	—	4346 Elm St, Gilbert, AZ	0.68	Name split from “Last, First”ZIP missing Whitespace trimmed Placeholder values cleared
ENR-134250	ENR	Christian Q Gibson	1988-06-12	UHC-12128-03	—	998 Main St, San Antonio, TX, 78236	0.68	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Placeholder values cleared
ENR-139117	ENR	Mark Parker	1995-01-16	UHC-03784-08	8798862295	5873 Mountain View Dr, Atlanta, GA, 30396	0.68	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-120675	ENR	Lauren Day	2007-01-09	UHC-99031-14	4848709885	6691 Broadway, Denver, CO, 80276	0.68	Name split from “Last, First”Phone reformatted Address re-cased Gender normalised
ENR-142549	ENR	Elijah Gordon	1952-04-21	UHC-33584-41	—	8183 Bayshore Dr, Mesa, AZ, 85241	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-124960	ENR	Henry I Simpson	1985-11-04	UHC-24024-87	6326315741	3244 Park Pl, Fresno, CA, 93772	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-133165	ENR	Lucia Williams	1996-04-13	UHC-28425-11	5544000611	7236 Central Ave, San Antonio, TX, 78247	0.68	Name split from “Last, First”Phone reformatted SSN last four extracted Plan code upper-cased
ENR-136996	ENR	Doris Nelson	1950-11-27	UHC-87944-22	7133219059	962 Hillcrest Rd, Austin, TX, 78784	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-121217	ENR	Melissa Q Henderson	1956-08-04	—	4466595844	3872 Highland Ave, Los Angeles, CA, 90021	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-117411	ENR	Martha Johnston	1998-12-04	UHC-85943-94	—	6408 Lake View Rd, Fresno, CA	0.68	Name split from “Last, First”Member ID reformatted ZIP missing Placeholder values cleared
ENR-125735	ENR	Susan Butler	1977-10-28	UHC-38271-73	6656606122	7733 Bayshore Dr, Orlando, FL, 32872	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised
ENR-121574	ENR	Alxis Griffin	1944-03-27	UHC-95424-56	5786215383	4091 Palm Dr, Sacramento, CA, 95817	0.68	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
ENR-100636	ENR	Lawrence Jenkins	1977-11-05	UHC-18848-59	4755839696	2633 Elm St Apt 39, Orlando, FL, 32806	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-138697	ENR	Cheryl S Maldonado	1999-06-11	UHC-13415-08	3174278811	6974 Hillcrest Rd, Phoenix, AZ, 85037	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-138696	ENR	Cheryl S Maldonado	1999-06-11	UHC-13415-08	3174278811	6974 Hillcrest Rd, Phoenix, AZ, 85037	0.68	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed
ENR-104198	ENR	Zachary Reynolds	2006-09-10	UHC-13310-72	9077672286	1038 Main St, Plano, TX, 75037	0.68	Name split from “Last, First”Two-digit birth year Phone reformatted Email lower-cased
ENR-108302	ENR	Mason Wagner	1962-08-16	UHC-02115-55	9143182055	1593 Church St, San Antonio, TX	0.68	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed
ENR-113103	ENR	Sean L Greene	2000-10-22	UHC-39816-71	4653503206	7912 Washington St, Charlotte, NC, 28221	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-105147	ENR	Eric L Myers	1978-08-04	UHC-64051-96	—	4858 Washington St, Glendale, AZ, 85394	0.68	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased
ENR-143030	ENR	Rachel C Brown	1952-05-05	UHC-87859-77	2527223594	4485 Main St, Miami, FL, 33180	0.68	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed
ENR-137540	ENR	Adam Z Baker	1998-11-08	UHC-26096-08	—	1209 Park Pl, Eden Prairie, MN, 55324	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Placeholder values cleared
ENR-117845	ENR	Theresa S McDonald	1945-11-19	UHC-67029-07	7229876265	9572 Baseline Rd, Glendale, AZ, 85332	0.68	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed
ENR-121380	ENR	Gloria N Harper	1943-06-01	UHC-02195-39	—	5253 River Rd, Plano, TX, 75089	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-126570	ENR	Sharon Woods	2002-07-05	UHC-33271-36	7842477570	6811 Lake View Rd, Plano, TX, 75035	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-136695	ENR	Raymond Q Reed	1997-07-04	UHC-01048-26	3816512027	8798 Lincoln Way, Orlando, FL, 32856	0.68	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed
ENR-109899	ENR	Gregory Car	1974-08-10	UHC-45524-46	4787585362	9728 Pine Dr, Dallas, TX, 75245	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-114760	ENR	Daniel B Martinez	1990-03-07	UHC-21660-33	5055815506	8221 Willow Ct, Phoenix, AZ, 85001	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-122262	ENR	Philip D Mejia	1940-07-22	UHC-40092-50	3108702256	6716 Central Ave, Plano, TX, 75019	0.68	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed
ENR-128042	ENR	Diego Garza	1947-03-02	UHC-22440-47	9846521400	9210 Hillcrest Rd, Dallas, TX, 75274	0.68	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased
ENR-124901	ENR	Kathleen C Salazar	1961-02-05	UHC-01997-43	—	9016 Ocean Ave, Fresno, CA, 93733	0.68	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased
ENR-101214	ENR	Sophia C Hamilton	1950-04-09	UHC-89129-63	3573203423	2596 Elm St, Miami, FL, 33181	0.68	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code
ENR-127537	ENR	Jose X Hunter	1952-06-01	UHC-33111-97	6153272706	2363 Forest Ave, Houston, TX, 77040	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared
ENR-128133	ENR	Ryan M Cox	1963-09-19	—	6729764042	3541 Highland Ave, Chandler, AZ, 85262	0.68	Name split from “Last, First”Phone reformatted State name converted to code Placeholder values cleared

4,309 rows, page 64 of 87Previous Next