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-106259	ENR	Megan Andrews	1962-05-13	UHC-94788-82	—	8147 Mesa Dr Apt 13, Jacksonville, FL, 32233	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405633	CLM	Marcus Nelson	1957-04-08	UHC-34131-61	—	4225 Washington St Apt 11, Tempe, AZ, 85276	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-103902	ENR	Elizabeth G Carr	1950-05-12	UHC-31609-62	6666447286	8111 Bayshore Dr Apt 22, San Antonio, TX, 78246	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-107376	ENR	Larry F Jackson	1943-03-16	UHC-86916-41	9178940301	9602 Church St # 525, Seattle, WA, 98124	0.52	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-114151	ENR	Philip Sanders	1957-06-07	UHC-05781-06	5837134357	4585 Camelback Rd Apt 3, Charlotte, NC, 28202	0.52	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-105513	ENR	Martha Willis	1949-05-10	UHC-02418-70	—	1641 Sage Ct Apt 2, Eden Prairie, MN, 55351	0.52	Phone missing area code Unit split from street State code upper-cased Gender normalised+2 more
CLM-408793	CLM	Nancy Simpson	1956-04-01	—	2059585506	5617 Jefferson Ave # 110, Sacramento, CA, 95828	0.52	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138825	ENR	Kathleen Scott	1963-06-18	UHC-56889-17	4963245531	5214 Meadow Ln Apt 13, Jacksonville, FL, 32240	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405585	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-405584	CLM	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl Apt 39, Columbus, OH, 43278	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-53091	TPA	Angela Cook	1957-11-18	—	—	2908 Highland Ave # 989, Plano, TX, 75000	0.52	Phone missing area code Unit split from street Street suffix standardised Address re-cased+2 more
TPA-54566	TPA	Michelle Cunningham	2007-07-25	—	—	1038 Main St # 290, Gilbert, AZ, 85250	0.52	SSN last four extracted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-59955	TPA	Billy Bradley	1998-05-18	—	—	2621 Palm Dr Apt 25, Atlanta, GA, 30374	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-128064	ENR	Katherine Hughes	1964-08-18	UHC-58411-53	9573748697	3745 Maple Ave # 391, San Diego, CA, 92114	0.52	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-111544	ENR	Omar T Freeman	1939-09-04	UHC-55803-50	3478349199	7187 Desert Sky Blvd Apt 7, Denver, CO	0.54	Date of birth reformatted Phone reformatted Unit split from street ZIP missing+1 more
CLM-403094	CLM	Ann O Adams	—	UHC-49487-89	9476613565	4774 Broadway # 640, Scottsdale, AZ, 85244	0.54	Name split from “Last, First”Date of birth unreadable Phone reformatted Unit split from street+1 more
ENR-122631	ENR	Sofia G Peters	2004-01-06	UHC-10758-59	5549560638	4510 Pine Dr Apt 8, Houston, TX, 77094	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-115904	ENR	Rusesll Williamson	1947-11-06	UHC-57475-82	8947451321	1151 Maple Ave Apt 16, Miami, FL	0.54	Name re-cased Phone reformatted SSN last four extracted Unit split from street+1 more
CLM-428220	CLM	Austin Welch	1963-04-23	UHC-09700-72	—	278 Palm Dr # 115, Gilbert, AZ, 85277	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-105721	ENR	Judy B Rose	1960-02-14	UHC-80661-85	6613165160	1226 Highland Ave # 942, Sacramento, CA, 95865	0.54	SSN last four extracted Unit split from street City re-cased Gender normalised+1 more
CLM-424139	CLM	Sofia Walker	1998-10-01	—	—	3784 Oak St # 275, Mesa, AZ	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-106429	ENR	Mateo K Romero	1974-12-01	UHC-51186-24	5362128275	1501 Bayshore Dr # 237, Scottsdale, AZ	0.54	Name split from “Last, First”Phone reformatted Unit split from street ZIP missing+1 more
CLM-431133	CLM	Nancy Ryos	1977-12-11	UHC-76965-35	—	9570 Broadway Apt 21, Scottsdale, AZ, 85294	0.54	Date of birth reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
ENR-123411	ENR	Donald E Burns	1976-06-18	UHC-07422-52	5682396235	887 Mesa Dr Apt 27, Fresno, CA, 93780	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-400302	CLM	Lauren Davis	—	UHC-98479-36	5343028354	4206 Baseline Rd Apt 26, Scottsdale, AZ, 85264	0.54	Date of birth missing Unit split from street Street suffix standardised Address re-cased+1 more
CLM-403747	CLM	Cynthia Castro	1988-10-16	—	8556990149	65 Camelback Rd # 440, Denver, CO, 80207	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-126489	ENR	Julia O Rice	1993-04-10	UHC-46090-42	2637214551	2155 Valley View Dr Apt 28, Fresno, CA, 93782	0.54	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+1 more
CLM-421869	CLM	Brenda Grant	1962-10-21	—	7489182543	9067 Baseline Rd Apt 40, Sacramento, CA, 95882	0.54	Name split from “Last, First”Date of birth reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-125701	ENR	Angela Flores	1985-04-07	UHC-81159-03	—	9795 Washington St Apt 26, Los Angeles, CA, 90021	0.54	Date of birth reformatted SSN last four extracted Unit split from street Email lower-cased+1 more
ENR-127485	ENR	Michelle R Carpenter	1960-07-18	UHC-05548-92	6545111132	8637 Ocean Ave Apt 21, Chandler, AZ, 85278	0.54	Two-digit birth year Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-129744	ENR	Karen R Duncan	1971-12-27	UHC-38258-24	—	6670 Cedar Ln # 886, Miami, FL, 33163	0.54	Name re-cased Phone missing area code Unit split from street Street suffix standardised+1 more
ENR-118337	ENR	Nancy W Mlils	1981-07-20	UHC-00702-28	4706389323	7380 Oak St # 505, Charlotte, NC	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
CLM-417727	CLM	Logan Yang	1967-09-12	—	—	219 Lincoln Way # 494, San Antonio, TX, 78217	0.54	Name split from “Last, First”Two-digit birth year Unit split from street Whitespace trimmed+1 more
ENR-113090	ENR	Jason Cole	2007-07-06	UHC-46743-18	6412113722	1897 Washington St # 701, Phoenix, AZ, 85006	0.54	Two-digit birth year Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-131770	ENR	Wei Q Morrison	1956-07-26	UHC-11160-33	—	5478 Canyon Rd Apt 34, Plano, TX, 75031	0.54	Phone missing area code Unit split from street Street suffix standardised Address re-cased+1 more
ENR-138699	ENR	Cheryl Little	1992-09-28	UHC-89021-43	5216093799	4835 Hillcrest Rd Apt 33, Eden Prairie, MN, 55390	0.54	Name split from “Last, First”Phone reformatted SSN last four extracted Unit split from street+1 more
TPA-55069	TPA	Joshua Ramos	1952-07-04	—	—	1749 Broadway # 313, Minneapolis, MN	0.54	Name split from “Last, First”Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-142444	ENR	Katyh C Anderson	1957-02-05	UHC-30623-89	4942875369	6950 River Rd Apt 35, Dallas, TX, 75298	0.54	Middle initial moved out of first name Phone reformatted Unit split from street State name converted to code+1 more
CLM-429451	CLM	Mason Hawkins	1943-07-07	UHC-57852-17	—	6154 Palm Dr # 459, Tempe, AZ, 85238	0.54	Unit split from street Street suffix standardised Address re-cased State name converted to code+1 more
ENR-136872	ENR	Ryan Richards	1978-06-09	UHC-25214-36	3646159985	4533 Mesa Dr # 596, Los Angeles, CA, 90039	0.54	Name re-cased Two-digit birth year Phone reformatted Unit split from street+1 more
ENR-117987	ENR	Susan C Gardner	1968-04-27	UHC-08142-93	9189686080	5508 Pine Dr # 675, Charlotte, NC, 28231	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-100695	ENR	Bryan Peterson	—	UHC-76984-96	—	71 Willow Ct # 737, Mesa, AZ, 85234	0.54	Date of birth unreadable Unit split from street ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111122	ENR	Jason Davis	2008-11-02	—	8886258419	8435 Pine Dr Apt 15, Gilbert, AZ, 85288	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
CLM-427532	CLM	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd # 324, Dallas, TX, 75216	0.54	Two-digit birth year Phone reformatted Unit split from street Gender normalised+1 more
CLM-420047	CLM	Samuel Alvarez	1939-10-18	UHC-86926-43	5675411557	7856 Highland Ave # 429, Columbus, OH, 43282	0.54	Name split from “Last, First”Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103313	ENR	Nicholas C Dominguez	1943-05-08	UHC-92617-68	9727333142	6743 Baseline Rd Apt 12, Houston, TX, 77071	0.54	Phone reformatted SSN last four extracted Unit split from street Street suffix standardised+1 more
ENR-128263	ENR	Bobby Castro	1943-06-02	UHC-60624-22	3069114821	288 Ocean Ave Apt 13, Los Angeles, CA	0.54	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-118382	ENR	Virginia Q Butler	1998-05-09	UHC-27368-95	6345362306	4254 Valley View Dr # 367, Atlanta, GA, 30304	0.54	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57968	TPA	Cynthia Carroll	2004-07-27	—	—	7925 Mountain View Dr Apt 10, Las Vegas, NV	0.54	Unit split from street Street suffix standardised Address re-cased ZIP missing+1 more
ENR-126893	ENR	Barbara N Murphy	1959-07-01	UHC-87414-30	6099310760	3962 Mesa Dr Apt 6, Chandler, AZ	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

6,994 rows, page 48 of 140Previous Next