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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112545	ENR	Camila Nelson	1997-01-14	UHC-20801-64	6132771924	5213 Valley View Dr, San Antonio, TX, 78231	0.64	Name split from “Last, First”Date of birth reformatted City re-cased State name converted to code+2 more
PRV-29065	PRV	Sarah Dunn	1966-04-16	—	2545140687	4136 Grand Ave, Dallas, TX, 75268	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-139104	ENR	Donald Chapman	2003-08-09	UHC-60622-70	4353948718	58 Palm Dr, Las Vegas, NV, 89145	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-58654	TPA	Christine Clark	1968-02-23	UHC-92710-43	6724999413	4908 Elm St, Los Angeles, CA, 90011	0.64	Street suffix standardised Address re-cased State name converted to code Email lower-cased+2 more
TPA-56618	TPA	Diego Armstrong	1954-07-13	—	9575583266	6146 Canyon Rd, Dallas, TX, 75284	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-402770	CLM	Gloria Perez	1980-02-17	UHC-82117-14	6766305258	8074 Pine Dr, Tampa, FL, 33635	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-21898	PRV	Virginia N Greene	2005-06-22	—	2655524091	4747 Willow Ct, San Diego, CA, 92152	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55940	TPA	Katherine Hunt	1961-01-06	—	2486344660	6525 Apache Blvd, Mesa, AZ, 85214	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101841	ENR	Bian Cox	1980-04-19	UHC-39816-02	6603399913	4972 Washington St, Eden Prairie, MN, 55352	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101888	ENR	Amanda Marshall	1952-06-22	UHC-03865-31	9524022435	1064 Ocean Ave, Gilbert, AZ, 85283	0.64	Name re-cased SSN last four extracted City re-cased State name converted to code+2 more
TPA-50811	TPA	Samuel Myers	1979-04-02	UHC-50709-05	—	2560 Baseline Rd, Fresno, CA, 93772	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
PRV-25587	PRV	Donald Burton	1973-02-10	—	8252467993	8911 Sunset Blvd, Houston, TX, 77089	0.64	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+2 more
ENR-125236	ENR	Benjamin Hanson	1947-04-05	UHC-23432-99	4814972639	1725 Apache Blvd, Denver, CO, 80282	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-426249	CLM	Wayne Hunt	1959-02-25	UHC-34787-44	6206361503	8367 Willow Ct, Tucson, AZ, 85769	0.64	Phone reformatted SSN last four extracted City re-cased State name converted to code+2 more
CLM-407508	CLM	Andrea Kennedy	1959-07-01	UHC-99655-87	3103531687	7806 Market St, Phoenix, AZ, 85020	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133898	ENR	Christopher C Thomas	2003-09-08	UHC-20607-60	3424954941	2590 Ocean Ave, Chandler, AZ, 85296	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted State name converted to code+2 more
ENR-101013	ENR	Priya Collins	—	UHC-14575-37	2173713753	2440 Sage Ct, Houston, TX, 77014	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
CLM-407441	CLM	Evelyn Burke	1951-03-08	—	—	9253 Valley View Dr, Atlanta, GA, 30365	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-421653	CLM	Jim M Maldonado	1954-08-19	—	2759874401	9382 Mountain View Dr, Mesa, AZ, 85272	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-413704	CLM	Ryyan Harvey	1976-06-26	UHC-08814-34	7476642665	5411 Harbor Blvd, Mesa, AZ, 85272	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109293	ENR	Anna Marshall	2004-09-25	UHC-40846-63	7366532932	3775 Sunset Blvd, Minneapolis, MN, 55452	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-116027	ENR	Nancy Burton	1983-05-02	UHC-12094-80	7357737778	3984 Lake View Rd, Scottsdale, AZ, 85221	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57682	TPA	Evelyn Jensen	2005-05-28	—	—	9886 Sage Ct, Phoenix, AZ, 85052	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-141424	ENR	Chrisitan Henry	1946-10-11	UHC-60838-89	7043997321	1252 Jefferson Ave, Scottsdale, AZ, 85203	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-56036	TPA	Jonathan Burns	1966-05-01	—	8637138651	8059 Palm Dr, San Diego, CA, 92142	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
TPA-53172	TPA	Bruce Hart	1963-04-13	UHC-75859-83	8042921422	8947 Market St, Chandler, AZ, 85288	0.64	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
CLM-416998	CLM	Kenneth Carr	1947-01-02	UHC-16971-71	—	5461 Grand Ave, Tucson, AZ, 85710	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-123164	ENR	Mariana Moreno	1964-01-12	UHC-30139-49	9078546397	2366 Apache Blvd, Jacksonville, FL, 32269	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29309	PRV	Roy James	2008-11-12	—	5557193929	6635 Park Pl, Las Vegas, NV, 89178	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-115753	ENR	Julia Vega	1957-03-13	UHC-76127-09	5826771252	8225 Highland Ave, Scottsdale, AZ, 85229	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-405006	CLM	Linda O Martinez	1963-12-01	—	—	9442 Lake View Rd, Las Vegas, NV, 89148	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
PRV-27827	PRV	Judith Grant	1968-06-16	UHC-73698-48	5394379731	7974 Ridge Rd, Sacramento, CA, 95824	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104523	ENR	Bryan Y Green	1995-07-18	UHC-72511-86	8855353384	6662 Camelback Rd, Seattle, WA, 98167	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-54386	TPA	Kyle Alexander	1961-02-18	—	4789515500	9366 Elm St, Scottsdale, AZ, 85298	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107033	ENR	Carolyn T Green	1963-05-12	UHC-12560-66	6936380394	2761 Main St, Sacramento, CA, 95874	0.64	Phone reformatted Member ID reformatted City re-cased State name converted to code+2 more
PRV-23033	PRV	Kayla Bailey	—	—	6419740117	5758 Pine Dr, Columbus, OH, 43256	0.64	Date of birth missing Phone reformatted State name converted to code Email lower-cased+2 more
ENR-108631	ENR	Lisa V Park	1981-01-07	UHC-71833-42	6023521726	6352 Desert Sky Blvd # 791, Sacramento, CA, 95813	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-124948	ENR	Eugene P Fuller	1947-08-22	UHC-17261-98	4076674723	738 Market St, Minneapolis, MN, 55473	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-61799	TPA	Charles Robinson	1973-01-24	—	4555314087	3748 Ocean Ave, Tempe, AZ, 85277	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-414856	CLM	Donald Gonzales	2006-10-09	—	9435833336	179 Forest Ave, Jacksonville, FL, 32280	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
CLM-431716	CLM	Carol Lane	1971-04-14	UHC-55885-02	—	1038 Apache Blvd, Dallas, TX, 75207	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-406296	CLM	Rebecca T Moore	2000-10-24	—	2115351340	6114 Meadow Ln # 964, Charlotte, NC, 28211	0.64	Name re-cased Phone reformatted Unit split from street State name converted to code+2 more
TPA-61440	TPA	Betty Morris	1960-12-10	—	—	3269 Grand Ave, Eden Prairie, MN, 55342	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
CLM-432552	CLM	Charles Wang	1970-06-14	—	8633778761	8724 Camelback Rd, Charlotte, NC, 28249	0.64	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-101645	ENR	Keith Johnston	1939-07-14	UHC-91584-67	2454555973	3427 Sunset Blvd, Tempe, AZ, 85275	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54834	TPA	Fatima Collins	1999-12-24	—	6343053581	9073 Lincoln Way, Denver, CO, 80205	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-113277	ENR	Helen J Jackson	1978-08-12	UHC-94122-95	5105388168	5934 Lake View Rd, Glendale, AZ, 85356	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-124873	ENR	Aisha P Morrison	2006-04-13	UHC-15863-85	3559735208	3540 Maple Ave, Houston, TX, 77081	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405407	CLM	Keith Ortega	1978-12-20	UHC-38565-14	—	2270 Ocean Ave, San Diego, CA, 92170	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-137526	ENR	Ben Hcks	1968-09-17	UHC-96945-10	9892746054	3782 Jefferson Ave, Tucson, AZ, 85701	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more

9,084 rows, page 111 of 182Previous Next