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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-404063	CLM	Judith N Mers	1946-09-27	UHC-57361-78	5363832327	7974 Ocean Ave Apt 33, Austin, TX, 78758	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
ENR-139434	ENR	Barbara Long	1963-04-08	UHC-77610-75	8896914770	3334 Pine Dr, Nashville, TN	0.64	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+2 more
ENR-111776	ENR	Samantha Fields	2007-03-12	UHC-67440-52	4534841470	3019 Baseline Rd, Scottsdale, AZ, 85279	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123224	ENR	James D Bell	1982-06-24	UHC-41404-50	9536814112	1829 Mountain View Dr, Atlanta, GA, 30312	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-116038	ENR	Kathryn X Lopez	2001-01-08	UHC-90925-97	9363317270	2249 Valley View Dr, Scottsdale, AZ, 85265	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407895	CLM	Teresa Gutierrez	2001-03-21	UHC-30469-27	8406553103	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-23352	PRV	Santiago Henry	1995-11-06	UHC-14707-79	—	226 Canyon Rd, Mesa, AZ, 85255	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-128413	ENR	Thomas Rodriguez	1948-09-10	UHC-16493-55	8356459710	6430 Maple Ave, Minneapolis, MN, 55497	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115342	ENR	Wayne Rice	1999-12-05	UHC-91100-19	3802391706	103 Sunset Blvd, Fresno, CA, 93729	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-430822	CLM	Kimberly Wang	1988-01-05	—	9326759001	935 Jefferson Ave, Sacramento, CA, 95809	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-417215	CLM	Jack Campbell	1968-03-16	UHC-15180-41	—	1440 Grand Ave, Las Vegas, NV	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109360	ENR	Nicholas Gibson	1948-06-11	UHC-65344-16	—	6030 Camelback Rd, Minneapolis, MN, 55489	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-106408	ENR	Carolyn Lane	1965-12-27	UHC-35998-11	8224920257	9646 Mesa Dr, Sacramento, CA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422215	CLM	Yuki Smith	1995-02-28	—	—	8941 Highland Ave, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-134798	ENR	Marcus T Woods	1949-10-11	UHC-83570-44	3396884783	540 Desert Sky Blvd, Scottsdale, AZ, 85233	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54657	TPA	Campbell Keith	1962-05-19	—	4843988297	5441 Meadow Ln, Nashville, TN, 37234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129771	ENR	Willie Q Delgado	1965-09-16	UHC-47830-16	7688920673	2592 Sunset Blvd, Charlotte, NC, 28257	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-432034	CLM	Valentina Y Murray	1963-06-27	UHC-04164-84	—	306 Apache Blvd, Seattle, WA, 98188	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102873	ENR	Charlotte W Alvarez	1978-04-04	UHC-27907-28	2463806005	5621 Pine Dr, Sacramento, CA, 95827	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108074	ENR	Donna Diiaz	1997-08-21	UHC-14269-08	9388890393	1140 Elm St Apt 38, Miami, FL, 33115	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-138033	ENR	Henry Hoffman	2006-10-11	UHC-43838-09	5487211678	6294 Spring St, Mesa, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-139645	ENR	Julia R Hanson	2007-05-01	UHC-74657-99	3277539320	6216 Lincoln Way, Minneapolis, MN, 55479	0.64	Date of birth reformatted Phone reformatted SSN last four extracted ZIP+4 trimmed+2 more
CLM-404034	CLM	Logan Burton	1948-06-07	UHC-40551-44	—	3861 Lake View Rd, San Diego, CA, 92197	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-418503	CLM	Ralph Montgomery	1968-03-03	—	—	8841 Central Ave, Jacksonville, FL, 32223	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-139773	ENR	Jon J Thompson	1998-06-14	UHC-64805-11	9295160094	1536 Washington St, San Diego, CA, 92157	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-133812	ENR	Alan V Gordon	1982-10-20	UHC-56291-44	5662652030	1254 Baseline Rd, Sacramento, CA, 95894	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-24967	PRV	Mark Sandoal	2006-03-22	—	9629371862	6181 Mountain View Dr, Houston, TX, 77048	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-25788	PRV	Vincent Guerrero	1965-09-01	UHC-79757-63	—	4646 Baseline Rd, Minneapolis, MN, 55483	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123812	ENR	Ethan Bennett	1970-02-26	UHC-93687-51	—	1592 Palm Dr, San Diego, CA, 92167	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-408812	CLM	Mary J Burton	2008-01-03	—	—	6287 Palm Dr, Atlanta, GA, 30336	0.64	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-408851	CLM	Hiroshi B Welch	1962-06-24	—	—	5244 Forest Ave, Tucson, AZ, 85776	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-117819	ENR	Tyler M Medina	1990-10-01	UHC-89806-73	2347890945	3212 Grand Ave, Mesa, AZ, 85282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400586	CLM	Henry Lane	1940-09-11	UHC-78055-45	—	1172 Lincoln Way, Los Angeles, CA, 90068	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-108777	ENR	Anna Adams	2003-09-24	UHC-72517-80	6932030709	504 Ridge Rd, Minneapolis, MN, 55488	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417925	CLM	Sean H Dixon	2000-10-04	UHC-62395-04	—	3247 Mountain View Dr Apt 13, Nashville, TN, 37264	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Plan code upper-cased+2 more
ENR-131680	ENR	Bobby Z Sanchez	2005-08-08	UHC-44876-72	8506258131	2041 Washington St, Columbus, OH, 43202	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Street suffix standardised+2 more
ENR-116697	ENR	Donald Stephens	1972-04-02	UHC-75807-90	3615036600	4324 Market St, Seattle, WA	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27147	PRV	Donald Lee	1994-09-19	UHC-53065-99	8532696375	8388 Desert Sky Blvd, Plano, TX, 75019	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-59480	TPA	Beverly Taylor	1952-11-03	UHC-23926-10	—	294 Market St, Fresno, CA, 93790	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-118139	ENR	Roger Perkins	1990-12-09	UHC-42079-03	—	9858 Camelback Rd, Miami, FL, 33130	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-139359	ENR	Theresa J Larson	1990-09-02	UHC-37103-24	9294128278	2845 Central Ave, Fresno, CA, 93773	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-120141	ENR	Justin Perkins	1960-04-24	UHC-11422-31	4476065628	4260 Market St, Fresno, CA, 93714	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118822	ENR	Ann Y Castro	1950-02-10	UHC-97459-85	2719396201	9658 Willow Ct, Denver, CO, 80246	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122822	ENR	Eric U Daniels	1979-07-24	UHC-60880-20	9567352427	5333 Indian School Rd, Plano, TX, 75088	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-427740	CLM	Gloria Grant	1952-08-13	UHC-18393-21	6624198244	6583 Ridge Rd # 273, Las Vegas, NV, 89187	0.64	Name split from “Last, First”Date of birth reformatted Unit split from street Email lower-cased+2 more
CLM-409370	CLM	Gearld W Ramirez	1975-05-28	—	—	7735 Ridge Rd Apt 26, Nashville, TN, 37236	0.64	Name re-cased Date of birth reformatted Unit split from street State name converted to code+2 more
ENR-114796	ENR	Luis O Watson	2006-09-15	UHC-32214-62	—	265 Spring St Apt 19, Los Angeles, CA, 90034	0.64	Name re-cased Date of birth reformatted Phone missing area code Unit split from street+2 more
CLM-427012	CLM	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.64	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-135148	ENR	Ralph Park	1955-07-07	UHC-66680-80	6384418156	6166 Camelback Rd, Nashville, TN, 37250	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115682	ENR	Olivia I Anerson	1990-05-17	—	—	4847 Bayshore Dr Apt 23, Tucson, AZ, 85760	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

32,400 rows, page 164 of 648Previous Next