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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-135052	ENR	Margaret Cook	1956-08-12	UHC-24526-87	4428486531	5393 Oak St, Dallas, TX, 75244	0.66	Member ID reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
TPA-61804	TPA	Janice Duncan	2003-08-22	UHC-43398-21	—	1469 Central Ave, Los Angeles, CA, 90099	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138633	ENR	Jacob Rice	1997-05-27	UHC-69188-90	—	209 Park Pl, Miami, FL, 33125	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-140808	ENR	Robert Mason	1979-01-24	UHC-58571-04	7025515297	4934 Mountain View Dr, Orlando, FL, 32839	0.66	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-124482	ENR	Andrew Adams	—	UHC-92432-52	2154986250	5914 Forest Ave, Miami, FL, 33146	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-429448	CLM	Christina Garcai	1969-02-11	UHC-73700-75	4336748812	7938 Church St, Houston, TX	0.66	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
ENR-137862	ENR	Austin J Garcia	1972-07-16	UHC-61676-05	—	8689 Meadow Ln, Sacramento, CA, 95863	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107637	ENR	Terry James	1977-02-05	UHC-30688-05	8332920171	851 Grand Ave, Denver, CO	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-111132	ENR	Roger O Valdez	1989-10-02	UHC-36017-63	8454673873	6462 Church St, Tampa, FL, 33669	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116985	ENR	Justin M Tran	1940-01-10	UHC-70251-56	—	7628 Pine Dr, Las Vegas, NV, 89129	0.66	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-137500	ENR	Nicholas Tan	2001-01-25	UHC-35106-35	9447541782	4942 Hillcrest Rd, Austin, TX, 78770	0.66	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+1 more
PRV-20489	PRV	Lucia Perkins	1968-10-09	UHC-64440-21	6769825008	9799 Washington St, Denver, CO	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-135633	ENR	Heather Lawson	1940-09-25	UHC-14515-94	9736265703	5507 Sage Ct, Dallas, TX, 75268	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-129611	ENR	Victoria Holmes	1989-02-28	UHC-76431-91	9028042155	1423 Oak St, Plano, TX, 75004	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+1 more
ENR-142534	ENR	Stephen Valdez	1975-03-18	UHC-30831-40	7747303736	3115 Park Pl, Denver, CO, 80251	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-142471	ENR	Kally Valdez	2000-08-09	UHC-94661-95	3832552253	3063 Indian School Rd, Fresno, CA, 93734	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
PRV-21924	PRV	Evelyn K Green	2006-05-03	UHC-78882-43	—	—	0.66	Name re-cased Two-digit birth year Member ID reformatted Gender normalised+1 more
ENR-103133	ENR	Helen F Griffin	1954-01-01	UHC-25193-40	2194205191	6756 Highland Ave, Austin, TX, 78711	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-116189	ENR	Theresa Larson	1967-11-03	UHC-75355-53	6266425939	5031 Church St # 149, Dallas, TX, 75296	0.66	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+1 more
ENR-111036	ENR	Dennis E Chavez	1968-03-06	UHC-33190-11	8595746589	6052 Mountain View Dr, Columbus, OH, 43295	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-425704	CLM	Kayla Willis	1944-09-11	UHC-95285-80	—	7871 Ridge Rd, Tampa, FL, 33616	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+1 more
CLM-431064	CLM	Kathleen Jacobs	—	UHC-95648-15	4303437119	5998 Sage Ct, Nashville, TN, 37250	0.66	Name split from “Last, First”Date of birth unreadable Phone reformatted Member ID reformatted+1 more
CLM-401841	CLM	Betty T Peters	1940-12-28	UHC-02149-74	9106580553	7521 Camelback Rd # 169, Sacramento, CA	0.66	Member ID reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-140333	ENR	Noah G Bradley	1998-06-02	UHC-52302-59	3495423588	3871 Mesa Dr, Tempe, AZ, 85255	0.66	Two-digit birth year Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-115208	ENR	Melissa Ray	1990-07-22	UHC-44121-79	8093623753	1183 Indian School Rd, Fresno, CA, 93720	0.66	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+1 more
ENR-118096	ENR	Kathryn Hart	—	UHC-87384-34	7066007087	1571 Main St, Scottsdale, AZ, 85287	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-432133	CLM	Maria W Welch	1950-04-01	UHC-40855-94	—	5189 Camelback Rd # 798, Jacksonville, FL, 32254	0.66	Member ID reformatted Unit split from street City re-cased Gender normalised+1 more
ENR-112109	ENR	Kelly Bailey	—	UHC-23343-92	3096353055	4951 River Rd, Las Vegas, NV, 89188	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Member ID reformatted+1 more
PRV-28404	PRV	Andrea Harey	1975-03-08	UHC-45580-06	9193260838	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-120168	ENR	Marcus Fisher	1994-01-18	UHC-86068-78	9729750546	6193 Ridge Rd, Minneapolis, MN, 55458	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-409223	CLM	Douglas R Crawford	1943-12-25	UHC-51847-36	—	—	0.66	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+1 more
ENR-119769	ENR	Robert Bowman	2000-09-24	UHC-35458-67	6237052192	899 Elm St, Phoenix, AZ, 85024	0.66	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-138618	ENR	Lauren T Turner	—	UHC-67476-39	7727272906	2508 Lincoln Way, Miami, FL, 33148	0.66	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+1 more
CLM-411383	CLM	Brandon Vazquez	1956-10-03	UHC-22701-62	—	2328 Elm St, Austin, TX, 78789	0.66	Name split from “Last, First”Member ID reformatted State name converted to code Whitespace trimmed+1 more
ENR-102650	ENR	Michael Z Boyd	1992-07-23	UHC-19257-78	3975431757	5328 Ridge Rd, San Antonio, TX, 78231	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+1 more
CLM-414165	CLM	Jessica Wang	2003-01-20	UHC-04085-61	—	—	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
ENR-138444	ENR	Rachel C Reynolds	—	UHC-63753-59	9596925616	9197 Cedar Ln, Atlanta, GA, 30369	0.66	Date of birth unreadable Member ID reformatted City re-cased State name converted to code+1 more
ENR-134143	ENR	Lisa W Murray	1980-02-01	UHC-68709-47	9773816800	3760 Ocean Ave, Jacksonville, FL, 32274	0.66	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+1 more
CLM-406691	CLM	Sofia Greene	1976-05-20	UHC-16642-19	6736953071	6125 Apache Blvd, Denver, CO	0.66	Member ID reformatted ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-404860	CLM	Virginia Munoz	1964-08-23	UHC-21025-48	—	4537 Oak St, Los Angeles, CA, 90018	0.66	Member ID reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-137623	ENR	Hiroshi McCoy	1978-03-02	UHC-31964-77	—	5533 River Rd, Jacksonville, FL, 32240	0.66	Name re-cased Phone missing area code Member ID reformatted Gender normalised+1 more
ENR-118263	ENR	Jesse Snyder	—	UHC-29952-88	2189570350	7932 Palm Dr, Phoenix, AZ, 85097	0.66	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+1 more
ENR-104104	ENR	Dyln Morris	1947-09-14	UHC-10956-50	—	3933 Camelback Rd, Seattle, WA, 98154	0.66	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-112209	ENR	Bran U Bailey	—	UHC-51571-55	8239601059	4358 Indian School Rd, Los Angeles, CA, 90033	0.66	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-101940	ENR	Bruce Morris	1948-12-27	UHC-06635-80	2168654803	5113 Baseline Rd, Tucson, AZ, 85757	0.66	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+1 more
PRV-24776	PRV	Lori S George	1947-08-05	UHC-37487-27	5437123950	6812 Broadway, Tempe, AZ, 85239	0.66	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+1 more
CLM-405434	CLM	Benjamin Olson	2003-05-25	UHC-22547-34	—	7725 Palm Dr, Las Vegas, NV, 89195	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted Gender normalised+1 more
ENR-118245	ENR	Joyce F Reyes	2008-12-04	UHC-28639-46	5382203546	1156 Broadway, Dallas, TX	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP missing+1 more
ENR-138208	ENR	Carl Gibson	1986-02-04	UHC-12791-74	3082058233	1931 Camelback Rd, Jacksonville, FL, 32236	0.66	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139511	ENR	Eric H Hamilton	1940-08-27	UHC-73392-87	6917027255	5487 Palm Dr, Houston, TX, 77028	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

7,723 rows, page 58 of 155Previous Next