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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-120561	ENR	Yuki K Duncan	1957-09-19	UHC-13281-99	5322988794	5754 Apache Blvd # 538, Los Angeles, CA, 90008	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-137427	ENR	Joshua Morris	1997-07-01	UHC-52115-69	—	5767 Sunset Blvd, Houston, TX, 77050	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-110687	ENR	Kimberly E Young	—	UHC-91008-21	3612186867	5824 Washington St, Mesa, AZ, 85291	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142964	ENR	Wagner X Jacob	1987-08-08	UHC-37199-53	3434966818	3449 Grand Ave, Gilbert, AZ, 85258	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139949	ENR	Juan M Vasquez	1998-08-20	UHC-59195-16	3589642035	2523 Main St, San Diego, CA, 92165	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-130729	ENR	Peter Harper	1957-04-15	UHC-87117-06	2522107241	4191 Grand Ave, Columbus, OH, 43284	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-104124	ENR	Matthew E Espinoza	2004-08-08	UHC-35173-99	9122454951	2345 Park Pl # 275, Austin, TX, 78788	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-110746	ENR	Nancy K Hill	1954-07-10	UHC-01710-85	—	9505 Forest Ave, San Diego, CA, 92161	0.64	Middle initial moved out of first name Street suffix standardised Address re-cased City re-cased+2 more
ENR-100423	ENR	Brian Guerrero	1957-04-21	UHC-34537-90	—	8900 Sunset Blvd, Los Angeles, CA, 90067	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-118450	ENR	Marliyn J Maldonado	1964-05-17	UHC-86096-01	4868072196	3646 Canyon Rd, Orlando, FL, 32847	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-131654	ENR	Pamela R Arnold	1958-02-13	UHC-73899-09	8064463919	1866 Oak St, Fresno, CA, 93763	0.64	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+2 more
ENR-134260	ENR	Brandon Georeg	1968-10-07	UHC-49996-19	3902697404	6886 Ocean Ave, Sacramento, CA, 95837	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118851	ENR	Jlie Marshall	2006-09-02	UHC-19095-82	6132429319	9072 Pine Dr, Dallas, TX, 75264	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101671	ENR	Jeffrey G Lucas	1978-05-27	UHC-89444-84	2088973348	3327 Meadow Ln, Columbus, OH	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-100951	ENR	Brian Mitchell	1995-06-11	UHC-36383-41	4789224164	351 Oak St, Chandler, AZ, 85254	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-117261	ENR	Michael Chapman	1960-09-01	UHC-78960-31	6898099082	3528 Bayshore Dr, Tampa, FL, 33698	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142857	ENR	Linda B Marquez	1977-03-10	UHC-66226-32	9198241455	389 Hillcrest Rd, Orlando, FL, 32878	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103174	ENR	Lawrence Hansen	1979-06-08	UHC-24096-20	4719034526	7582 Valley View Dr, Austin, TX, 78768	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-102116	ENR	Dieggo Mills	1994-04-21	UHC-86437-50	—	2089 Camelback Rd, Scottsdale, AZ, 85241	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-131103	ENR	Joe Snyder	1994-11-27	UHC-75238-83	6253145044	2758 Broadway, Orlando, FL, 32880	0.64	Name re-cased Two-digit birth year Phone reformatted Address re-cased+2 more
ENR-101056	ENR	James Thompson	1979-07-14	UHC-57559-48	—	5754 Bayshore Dr, Minneapolis, MN, 55499	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-119685	ENR	Jeffrey A Lopez	1956-04-07	UHC-38292-42	3879602356	2377 Central Ave, Miami, FL, 33181	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111067	ENR	Karen Wells	1989-06-21	UHC-15913-51	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111066	ENR	Karen Wells	1989-06-21	UHC-15913-51	7306647348	3908 Sunset Blvd, Nashville, TN, 37236	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-119239	ENR	Lus Jenkins	1958-10-19	UHC-57726-75	—	7476 Ridge Rd, Phoenix, AZ	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105473	ENR	Carol Perry	1987-06-27	UHC-00745-17	6725718460	2551 Washington St, Plano, TX, 75043	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-137222	ENR	Ronald Cole	1952-02-22	UHC-01467-69	3823767927	1549 Union St, Miami, FL	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-102604	ENR	Lina Crawforrd	1993-12-27	UHC-89035-43	5545279805	8402 Washington St, Denver, CO, 80274	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125035	ENR	Rachel Green	1972-10-06	UHC-78943-88	3938558749	9450 Ridge Rd, Houston, TX, 77019	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-131256	ENR	Carol I Riely	1995-12-18	UHC-60140-26	2706865980	6128 Main St, Tampa, FL, 33627	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104616	ENR	Dorothy L Holmes	2006-10-05	UHC-62284-90	7419377608	6486 Palm Dr, Jacksonville, FL, 32266	0.64	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120442	ENR	Sharon Z Simmons	2005-02-04	UHC-71089-33	—	3873 Hillcrest Rd, Miami, FL, 33126	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-135555	ENR	Joyce Howard	1978-05-03	UHC-48747-24	2235481783	6070 Maple Ave, Glendale, AZ, 85302	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-107174	ENR	Camila LJunk	1977-12-26	UHC-37268-86	8666637272	9815 Harbor Blvd, Phoenix, AZ, 85062	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112007	ENR	Billy R Le	1940-01-19	UHC-22687-90	7982733512	1390 Mesa Dr, Phoenix, AZ, 85003	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108597	ENR	Martha T Stone	2000-11-11	UHC-60822-04	8515121604	1311 Hillcrest Rd, Glendale, AZ, 85387	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142160	ENR	Ana P Ford	2007-02-13	UHC-54888-77	7542342591	8252 Desert Sky Blvd # 487, Plano, TX, 75038	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-102526	ENR	Bradley F Richardson	1961-03-15	UHC-31604-51	6542775957	9129 Grand Ave, Eden Prairie, MN, 55353	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109008	ENR	Steven Richards	1973-06-17	UHC-94453-06	9305380787	7325 Camelback Rd, Miami, FL, 33179	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109009	ENR	Steven Richards	1973-06-17	UHC-94453-06	9305380787	7325 Camelback Rd, Miami, FL, 33179	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-122065	ENR	Aaron Y Hernandez	1991-12-10	UHC-34558-20	—	4536 Union St, Tempe, AZ, 85254	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-136918	ENR	Jeffrey O Simpson	1943-04-16	UHC-82165-72	6005883898	4147 Indian School Rd Apt 36, Miami, FL, 33101	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-119499	ENR	Yuki G Hudson	1972-05-22	UHC-52296-87	9442048069	7609 Willow Ct, Fresno, CA, 93734	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-114149	ENR	Betty F Scott	1997-04-26	UHC-67968-32	3232394648	9740 Apache Blvd, Chandler, AZ, 85288	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-130829	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130830	ENR	Samantha Sandoval	1962-09-25	UHC-73299-12	7533601033	6443 Central Ave, Houston, TX, 77085	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109965	ENR	Beverly Phillips	1945-08-19	UHC-74481-70	8465817626	996 River Rd, Nashville, TN, 37214	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121739	ENR	Brenda P Robinson	1946-11-23	UHC-07985-13	3414444166	8740 Sunset Blvd, Nashville, TN, 37205	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115742	ENR	Sophia Vasquez	1947-12-15	UHC-21463-60	7814559096	5478 Canyon Rd, Tucson, AZ, 85761	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-114777	ENR	Frank Cook	2003-05-03	UHC-32541-41	3734242081	9604 Willow Ct, Seattle, WA, 98189	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more

26,564 rows, page 188 of 532Previous Next