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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-21720	PRV	Elliott N Karen	1970-11-18	UHC-05863-63	7813543310	7428 Forest Ave, San Antonio, TX, 78201	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+3 more
ENR-109883	ENR	Maria F Cooper	1963-02-22	UHC-53767-89	—	7528 Desert Sky Blvd Apt 35, Miami, FL	0.50	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-417588	CLM	Andrea Le	1957-02-16	UHC-70351-27	—	8785 Canyon Rd # 219, Sacramento, CA, 95854	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408122	CLM	Jason Mason	1983-09-02	UHC-84953-50	5278808118	6011 Washington St Apt 11, Sacramento, CA, 95800	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-402607	CLM	Gerald Howell	1941-04-08	—	—	2627 Baseline Rd, Minneapolis, MN	0.50	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-59679	TPA	Cynnthia Jenkins	1996-07-15	—	—	3297 Ridge Rd, San Antonio, TX	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-127834	ENR	Michelle R Price	1983-08-09	UHC-08987-60	9624008270	5625 Pine Dr, Glendale, AZ, 85359	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104763	ENR	Joe Bishop	1987-04-18	UHC-19037-06	7062877314	69 Highland Ave Apt 8, Tampa, FL, 33678	0.50	Name split from “Last, First”Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-139600	ENR	Nicholas J Bishop	2008-12-10	UHC-32869-34	8103379302	7846 Washington St # 686, Scottsdale, AZ, 85281	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-120983	ENR	Madison Jenssen	2001-08-22	UHC-93265-26	9664872071	7460 Baseline Rd, Scottsdale, AZ, 85212	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-52078	TPA	Nicole Bowman	1978-12-16	—	8355351763	3795 Lincoln Way, Tampa, FL, 33683	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-57047	TPA	Ryan Elliott	1962-07-01	—	8323083910	5526 Sunset Blvd Apt 8, San Antonio, TX, 78260	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-419332	CLM	Gregory F James	1971-03-22	UHC-64701-90	—	669 Desert Sky Blvd, San Antonio, TX, 78294	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-425167	CLM	Randy Jensen	2008-05-28	—	4107448684	7270 Ridge Rd, Austin, TX	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142627	ENR	Juan Snyder	1939-04-17	UHC-15581-31	—	7663 Spring St, Las Vegas, NV, 89164	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-125780	ENR	Gerald Z Willis	1957-08-12	UHC-23329-03	8152517130	7465 Church St, Houston, TX, 77008	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59815	TPA	Linda Ross	1969-06-14	UHC-27507-97	4297842765	9275 Ridge Rd Apt 2, Chandler, AZ, 85246	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
CLM-423738	CLM	Alan Thompson	1972-10-05	UHC-77689-96	—	2288 Sunset Blvd, Eden Prairie, MN, 55346	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more
TPA-51875	TPA	Naathan Greene	1974-10-10	—	—	277 Cedar Ln Apt 34, Columbus, OH, 43236	0.50	Name re-cased Date of birth reformatted SSN last four extracted Unit split from street+3 more
CLM-422414	CLM	Gary Espinoza	1942-02-25	UHC-09582-44	4234665072	8150 Mesa Dr, Mesa, AZ	0.50	Phone reformatted Street suffix standardised Address re-cased ZIP missing+3 more
CLM-420402	CLM	Carol Ortega	1996-01-15	UHC-51717-73	5967803069	5241 Central Ave Apt 18, Tampa, FL, 33612	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-118586	ENR	Rebecca J Perry	1949-08-01	UHC-79876-19	9408142686	2918 River Rd, Seattle, WA, 98123	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-124266	ENR	Garry U Perez	1980-08-18	UHC-00936-29	4456895197	5936 Park Pl, Tempe, AZ, 85298	0.50	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432665	CLM	Zachary Allen	1997-01-10	—	—	2122 Union St, Plano, TX, 75021	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-130679	ENR	Ana Thomas	1983-07-19	—	3284916761	6256 Apache Blvd Apt 13, Tampa, FL	0.50	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-24022	PRV	Marcus West	1999-09-26	—	2306747644	7751 Union St, Mesa, AZ, 85222	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-413780	CLM	Gloria Ray	1982-06-02	—	8232773658	64 Central Ave, Tucson, AZ, 85712	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-406504	CLM	Emma S Pena	1949-07-17	UHC-14042-85	3162165156	2462 Highland Ave, Nashville, TN, 37245	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-20903	PRV	Mary U Daniels	1969-09-15	—	3262426146	3406 Market St, Denver, CO, 80259	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-51383	TPA	Vincent Brooks	1946-11-09	—	—	1195 Ridge Rd, Eden Prairie, MN, 55300	0.50	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
PRV-20481	PRV	John Santiago	2005-10-04	—	9217830770	9707 Ridge Rd, Dallas, TX	0.50	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428898	CLM	Dan Ward	1941-04-15	UHC-94840-20	—	2104 Palm Dr, Denver, CO, 80294	0.50	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
CLM-422641	CLM	Deborah Wilils	1974-02-17	—	—	2399 Harbor Blvd, Miami, FL	0.50	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407502	CLM	Camila A Sandovval	1972-06-25	—	6153861685	7717 Ocean Ave, Jacksonville, FL	0.50	Phone reformatted Street suffix standardised Address re-cased State name converted to code+3 more
ENR-106434	ENR	Kyle Curz	—	UHC-67404-33	7427326030	4360 Broadway, Glendale, AZ, 85354	0.50	Name split from “Last, First”Date of birth reformatted Date of birth unreadable Phone reformatted+3 more
TPA-57486	TPA	Joe Q Powell	—	—	—	5587 Harbor Blvd, Tampa, FL	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
TPA-56913	TPA	Noah Black	1999-05-15	—	—	9551 Baseline Rd, Scottsdale, AZ, 85239	0.50	Name split from “Last, First”Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-51344	TPA	Margaret James	1943-09-04	—	—	831 Grand Ave # 328, Tempe, AZ, 85240	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-127517	ENR	Tyler Perry	1954-06-03	UHC-60694-52	—	9309 Desert Sky Blvd, San Antonio, TX, 78291	0.50	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-418592	CLM	Catherine Coleman	2004-08-12	UHC-75249-39	5508284224	4690 Camelback Rd, San Antonio, TX, 78292	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102771	ENR	Marcus M Woods	2003-01-14	UHC-97464-08	5696836492	5181 Harbor Blvd # 561, Orlando, FL, 32857	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23795	PRV	Jason Wang	1942-07-04	UHC-43783-35	5354319408	1287 Harbor Blvd # 201, Los Angeles, CA, 90011	0.50	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-142321	ENR	Eric Castro	1948-07-16	UHC-70681-72	—	575 Apache Blvd, Austin, TX	0.50	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-50332	TPA	Douglas Morales	1952-08-19	—	9172454353	2023 Maple Ave, Gilbert, AZ, 85226	0.50	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-407403	CLM	Peter Riley	1989-11-21	UHC-68971-82	5936759335	5137 Willow Ct, Phoenix, AZ, 85018	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-403788	CLM	Samuel Ramireez	1986-05-28	UHC-35438-68	—	895 Church St, Glendale, AZ, 85376	0.50	Two-digit birth year Street suffix standardised Address re-cased City re-cased+3 more
ENR-114940	ENR	Mary Fields	1941-09-09	UHC-14826-97	—	6672 Elm St, Denver, CO, 80238	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
CLM-419681	CLM	Olivia Z Arnold	—	UHC-48489-95	—	824 Forest Ave, Plano, TX, 75049	0.50	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+3 more
PRV-21163	PRV	Aaron Larson	1996-05-07	—	6839919805	3534 Union St, Nashville, TN	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61156	TPA	Emily Sims	1991-09-03	—	—	9820 Ocean Ave, Phoenix, AZ	0.50	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+3 more

71,257 rows, page 88 of 1,426Previous Next