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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141547	ENR	Andrew Hoffman	—	UHC-49164-75	5524392270	8112 Meadow Ln # 918, Tampa, FL, 33690	0.48	Date of birth missing Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133964	ENR	Carol H Day	1965-09-01	UHC-08350-05	7899428724	4642 Lake View Rd # 217, Sacramento, CA, 95856	0.48	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132970	ENR	Michele J Tucker	1939-07-22	UHC-99041-10	—	5313 Broadway # 171, Gilbert, AZ, 85269	0.48	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+4 more
CLM-414468	CLM	Will Allen	1953-06-12	—	3647074187	430 Highland Ave # 819, Dallas, TX, 75267	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-409533	CLM	Sharno Morrison	1990-09-15	UHC-24318-58	7494516232	2424 Cedar Ln Apt 26, Seattle, WA, 98157	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
PRV-26597	PRV	Marshall Larry	1971-07-04	—	5284209087	1466 Grand Ave Apt 21, Minneapolis, MN, 55410	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411966	CLM	Megan Herrera	1991-02-23	—	7087172970	4453 Indian School Rd Apt 40, Denver, CO	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-106792	ENR	Marilyn Aguilar	1977-06-02	UHC-97377-90	2763483797	1454 Jefferson Ave # 544, Phoenix, AZ, 85025	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-427172	CLM	Bryan Black	1940-01-26	—	3844308523	985 Apache Blvd # 477, Minneapolis, MN	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127017	ENR	Soofia Peters	2001-05-16	UHC-73843-80	7665877977	4433 Camelback Rd Apt 33, Glendale, AZ, 85384	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-102221	ENR	Heather Fisher	1990-08-26	UHC-46371-25	3853406694	6233 River Rd Apt 22, Miami, FL, 33137	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
TPA-53187	TPA	Richard Santtos	1947-06-15	—	6904955430	7248 Main St Apt 20, Mesa, AZ, 85217	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-124981	ENR	Ann Martinez	2006-09-21	UHC-19690-85	2039082871	3769 Highland Ave Apt 39, Houston, TX, 77030	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-28994	PRV	Mateo Salazar	1965-05-19	UHC-62782-53	—	4525 Highland Ave # 743, Mesa, AZ, 85215	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-114106	ENR	Ashley N Hayes	1970-03-20	UHC-08753-09	4842802916	2850 Valley View Dr Apt 38, Chandler, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-133958	ENR	Brandon U Hart	1982-04-10	UHC-55080-97	6422779496	2303 Indian School Rd Apt 33, Columbus, OH, 43218	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-128167	ENR	Mariana Nguyen	1945-08-06	UHC-21698-02	6836994159	9516 Ocean Ave Apt 18, Chandler, AZ, 85250	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-109889	ENR	Abby Kelley	1987-10-27	UHC-49343-30	2325778514	3540 Harbor Blvd Apt 23, Seattle, WA, 98172	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-140499	ENR	Ana E King	—	UHC-25436-16	3803949632	5915 Park Pl # 766, Orlando, FL, 32850	0.48	Date of birth unreadable Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-432778	CLM	Nicole M Robertson	1982-10-04	UHC-44037-37	5569981750	70 Lake View Rd Apt 32, Nashville, TN, 37276	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411571	CLM	Glora Lynch	1980-11-13	UHC-57656-67	3779757975	4678 Grand Ave Apt 17, Tempe, AZ, 85226	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-109990	ENR	Gary Day	1974-05-27	UHC-86503-99	2048197147	5743 Hillcrest Rd # 228, Denver, CO, 80266	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-132941	ENR	Paul Q Porter	1941-07-27	UHC-28456-84	2483459516	4240 Church St Apt 31, Plano, TX, 75025	0.48	Name split from “Last, First”Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-136471	ENR	Teresa Z Coleman	2005-06-26	UHC-01517-27	8149449845	5737 Maple Ave # 982, Phoenix, AZ, 85029	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-420572	CLM	Austin Matthews	1998-04-17	—	7909741513	85 Union St # 715, Tampa, FL, 33615	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-424805	CLM	Marcus Griffin	1955-02-22	UHC-16047-81	—	6506 Spring St # 242, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-412681	CLM	Luis Lee	1965-04-28	UHC-56887-73	—	7876 Bayshore Dr Apt 30, Phoenix, AZ	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-417543	CLM	Sandra R Hart	1950-09-18	UHC-51984-99	—	9811 Maple Ave # 933, Orlando, FL	0.48	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-134920	ENR	Sofia N Davys	1971-05-14	UHC-61212-01	—	1769 Lincoln Way Apt 32, Plano, TX, 75021	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-429587	CLM	Laura Ford	1971-04-01	—	—	2828 Maple Ave Apt 8, Gilbert, AZ, 85283	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
CLM-403206	CLM	Jakob G Wong	1982-10-02	—	—	1191 Camelback Rd Apt 17, Mesa, AZ, 85210	0.48	Name re-cased Phone missing area code Unit split from street Street suffix standardised+4 more
CLM-400534	CLM	Carl Jacobs	1989-03-02	—	—	3975 Canyon Rd # 837, Gilbert, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
PRV-24387	PRV	Priya B Rice	1957-12-11	—	2084330337	9320 Bayshore Dr # 865, Chandler, AZ, 85250	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-428711	CLM	Peter Black	1991-07-06	UHC-10895-50	5297926699	9849 Palm Dr # 580, Miami, FL	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-23340	PRV	Bruce Stone	2006-02-06	UHC-02412-43	7777630224	4565 Mountain View Dr Apt 36, Phoenix, AZ, 85096	0.48	Name re-cased Phone reformatted Member ID reformatted Unit split from street+4 more
ENR-101899	ENR	Diana S Myers	1994-04-19	UHC-65881-90	7665062301	4782 Sage Ct # 409, Plano, TX, 75060	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-101900	ENR	Diana S Myers	1994-04-19	UHC-65881-90	7665062301	4782 Sage Ct # 409, Plano, TX, 75060	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-26722	PRV	Terry A Turner	1971-11-01	—	2737798336	1573 Park Pl Apt 38, Eden Prairie, MN, 55331	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-129623	ENR	Arthur Ryan	1964-06-17	UHC-17123-61	6007025020	2777 Oak St Apt 5, Tampa, FL, 33672	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-113034	ENR	Linda Lawrence	1940-05-16	UHC-42978-12	8735890123	4617 Palm Dr Apt 39, Tucson, AZ, 85757	0.48	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-426370	CLM	Mei Y Reyes	1945-08-10	—	2285300824	1048 Main St Apt 3, Jacksonville, FL, 32241	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-122780	ENR	Michelle Walker	2003-08-05	UHC-17580-14	3015838848	7539 Bayshore Dr Apt 19, Jacksonville, FL, 32259	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-404467	CLM	Gabriel Campbell	1941-09-14	UHC-07730-92	8512204176	1460 Pine Dr # 396, Plano, TX, 75001	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
PRV-26611	PRV	David G Hicks	1957-12-18	UHC-45736-97	—	3403 Sage Ct # 724, San Diego, CA, 92159	0.48	Middle initial moved out of first name Name re-cased Date of birth reformatted Unit split from street+4 more
CLM-432077	CLM	Terry Q Duncan	1972-11-17	UHC-55410-43	—	8349 Sunset Blvd Apt 40, Fresno, CA, 93726	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
PRV-24350	PRV	Bruce Hansen	1995-04-06	UHC-49101-83	7293716405	3759 Willow Ct Apt 28, Austin, TX	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-107978	ENR	George Munoz	1956-12-23	UHC-84709-91	3717474418	1291 Cedar Ln # 923, Tampa, FL, 33605	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-107977	ENR	George Munoz	1956-12-23	UHC-84709-91	3717474418	1291 Cedar Ln # 923, Tampa, FL, 33605	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
CLM-423289	CLM	Hansen Richaard	1959-10-08	—	3505892402	1452 Cedar Ln Apt 10, Nashville, TN, 37215	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-104038	ENR	Megan K Gordon	2001-04-14	UHC-50440-17	7984445814	5144 Maple Ave Apt 28, Tampa, FL, 33663	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more

6,994 rows, page 18 of 140Previous Next