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-115747	ENR	Aiha U Bradlley	1970-06-28	UHC-59376-51	3706854087	2343 Pine Dr, San Antonio, TX, 78236	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-127785	ENR	Sean X Roberts	1969-10-23	UHC-99121-47	4052348038	8385 Bayshore Dr, Mesa, AZ, 85226	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129783	ENR	Daniel T Foster	1941-06-03	UHC-62640-38	9693876548	4811 Apache Blvd, Tucson, AZ, 85772	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123743	ENR	Brittany W Nunez	2006-06-06	UHC-13686-89	5748079358	2966 Cedar Ln, Seattle, WA, 98195	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-132108	ENR	Eugene A Robertson	2001-11-10	UHC-32080-48	5536563521	8505 Palm Dr, Columbus, OH, 43265	0.76	Name re-cased Phone reformatted Member ID reformatted Gender normalised+2 more
ENR-115727	ENR	Heather P Graham	1970-05-06	UHC-76958-55	5446243321	7236 Elm St, Orlando, FL, 32835	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114558	ENR	Michelle Welch	1980-07-10	UHC-94322-99	—	2280 Lincoln Way, Columbus, OH, 43238	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-109211	ENR	Robert H Contreras	2004-02-27	UHC-12292-95	5093006171	18 Pine Dr, Orlando, FL, 32873	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140334	ENR	Lauren J Gardner	1941-12-03	UHC-93105-87	9764043498	5510 Mesa Dr, Nashville, TN, 37252	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
ENR-138051	ENR	Sharon Ruiz	1996-02-26	UHC-05868-02	6668856260	2788 Washington St, Tampa, FL, 33609	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-106166	ENR	Valentina Y Ward	1990-11-26	UHC-06830-35	7613935182	8511 Harbor Blvd, Charlotte, NC, 28207	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-113672	ENR	Henry Sandoval	1956-09-25	UHC-18789-53	—	2749 Church St, Gilbert, AZ, 85250	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
ENR-129080	ENR	Hoffman E Marilyn	1954-01-12	UHC-37385-12	8332009817	1148 Market St, Los Angeles, CA, 90000	0.76	Name split from “Last, First”Phone reformatted Email lower-cased Plan code upper-cased+2 more
ENR-104103	ENR	Matthew Reed	1950-11-22	UHC-00225-74	8593481938	8868 Sage Ct, Mesa, AZ, 85228	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-120922	ENR	Judith L Sullivan	2008-10-22	UHC-27263-13	3807746607	3145 Willow Ct, Tampa, FL, 33674	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140057	ENR	Debra Herrera	1986-02-20	UHC-51720-71	6483065777	108 Bayshore Dr, Tampa, FL, 33661	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-102501	ENR	Sara Holmes	1940-12-28	UHC-78568-09	4394379229	—	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-108163	ENR	William Stewart	1976-08-11	UHC-87792-82	2198079607	7629 Ridge Rd, Tampa, FL, 33650	0.76	Name re-cased Two-digit birth year Phone reformatted Plan code upper-cased+2 more
ENR-139831	ENR	James Hofmfan	1950-04-27	UHC-67796-03	8036203016	2852 Mountain View Dr, Seattle, WA, 98125	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-131918	ENR	Charles Ortiz	1952-10-14	UHC-58252-67	7022044981	8335 Hillcrest Rd, Fresno, CA, 93722	0.76	Name re-cased Phone reformatted Email lower-cased Gender normalised+2 more
ENR-140995	ENR	Andrea W Hill	1992-06-09	UHC-84948-84	3346842331	5966 Apache Blvd, Dallas, TX, 75251	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101168	ENR	Maria Coleman	2008-06-26	UHC-49758-95	2315073874	3616 Camelback Rd, Nashville, TN, 37240	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-132618	ENR	Christian Long	1988-11-01	UHC-14914-29	3084903750	4884 Union St, Sacramento, CA, 95825	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-101339	ENR	Sara Ortega	1976-02-06	UHC-81674-85	9146019464	5180 Church St, Fresno, CA, 93729	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-110208	ENR	Susan Jimenez	2003-04-07	UHC-96912-58	4129062436	3298 Mountain View Dr, Tempe, AZ	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-112457	ENR	Laura Dunn	1976-02-22	UHC-44881-02	6166557095	8838 Park Pl, Mesa, AZ, 85200	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-118165	ENR	Judith C Willis	1985-02-03	UHC-63096-17	3882434509	9269 Canyon Rd, Tampa, FL, 33626	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-104180	ENR	Scott V Gardner	1948-09-22	UHC-69159-68	4452130985	975 Cedar Ln, Atlanta, GA, 30380	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119889	ENR	Maria N Motgomery	1962-07-03	UHC-29751-78	—	1044 Ridge Rd, Phoenix, AZ, 85096	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-132765	ENR	Catherine Dominguez	1992-07-28	UHC-65991-40	8406692355	2948 River Rd, Glendale, AZ, 85378	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-127277	ENR	Cheryl Castro	1950-02-18	UHC-49263-97	9405851023	9227 Church St, Orlando, FL, 32896	0.76	Date of birth reformatted Phone reformatted Gender normalised Plan code upper-cased+2 more
ENR-104807	ENR	Victoria E Moore	2003-01-28	UHC-12825-45	6814370809	9635 Harbor Blvd, Orlando, FL	0.76	Phone reformatted ZIP missing Email lower-cased Plan code upper-cased+2 more
ENR-137122	ENR	Albert Hawkins	2000-08-08	UHC-89653-70	6843975202	6537 Mesa Dr, Dallas, TX, 75254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123074	ENR	Hiroshi E Meier	1988-10-03	UHC-79807-84	5259453638	3492 Willow Ct, Austin, TX, 78723	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-106149	ENR	Bradley Nunez	1981-10-04	UHC-94009-88	6937023124	4970 Union St, San Antonio, TX, 78237	0.76	Date of birth reformatted Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-119030	ENR	Bruce A Wood	2005-07-12	UHC-29182-73	4976394392	7942 Church St, Tampa, FL, 33626	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105938	ENR	Gregory O Meyer	1996-06-23	UHC-69051-57	8115237263	2113 Baseline Rd, Chandler, AZ, 85259	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136820	ENR	Frank A Richardson	1994-10-21	UHC-73768-87	4779830364	557 Meadow Ln, Austin, TX, 78796	0.76	Name split from “Last, First”Member ID reformatted Email lower-cased Plan code upper-cased+2 more
ENR-126794	ENR	George Weaver	1961-03-13	UHC-08783-42	2528982810	6059 Bayshore Dr, San Antonio, TX, 78243	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112578	ENR	Catherine G Patterson	1959-07-24	UHC-34815-16	4164536258	7410 Spring St, Scottsdale, AZ, 85281	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more
ENR-132784	ENR	Dorothy N Fuller	1964-02-22	UHC-65646-39	8747096081	3120 Union St, Tempe, AZ, 85215	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-116827	ENR	Eric P Stewart	2005-08-27	UHC-44441-15	4215825683	4955 Highland Ave, Eden Prairie, MN, 55342	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-125872	ENR	Lucia V Graham	1950-04-07	UHC-22262-48	4639036935	9737 Harbor Blvd, Tempe, AZ, 85250	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125873	ENR	Lucia V Graham	1950-04-07	UHC-22262-48	4639036935	9737 Harbor Blvd, Tempe, AZ, 85250	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117074	ENR	Angela Watkins	1997-08-02	UHC-53758-58	—	2215 Canyon Rd, Tampa, FL, 33613	0.76	Street suffix standardised Address re-cased City re-cased Plan code upper-cased+2 more
ENR-137557	ENR	Andrea Harvey	1976-03-08	UHC-45580-06	9193260838	7038 Valley View Dr, Phoenix, AZ, 85075	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-107345	ENR	Alice T Walker	1947-06-05	UHC-55066-76	—	3598 Willow Ct, Minneapolis, MN, 55437	0.76	Name re-cased Member ID reformatted SSN last four extracted Plan code upper-cased+2 more
ENR-130584	ENR	George King	2002-12-06	UHC-43777-66	—	4639 Valley View Dr, Seattle, WA, 98175	0.76	Name re-cased Date of birth reformatted Gender normalised Plan code upper-cased+2 more
ENR-133907	ENR	Mary J Gomez	2001-07-04	UHC-42075-64	9659271029	9463 Highland Ave, Glendale, AZ, 85355	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-100096	ENR	Billy Morris	1963-11-12	UHC-30168-61	9266940502	256 Sage Ct, Mesa, AZ, 85226	0.76	Phone reformatted SSN last four extracted City re-cased Email lower-cased+2 more

2,126 rows, page 27 of 43Previous Next