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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25673	PRV	Arjun Ramirez	1990-05-09	UHC-84085-42	3807599608	2896 Sunset Blvd, Gilbert, AZ, 85259	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428055	CLM	Barbara D Rojas	1989-01-04	UHC-46818-78	—	5644 Forest Ave, Nashville, TN, 37287	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-137015	ENR	Charlotte Bowman	2001-05-08	UHC-77231-49	8248892425	1394 Main St, Tucson, AZ, 85778	0.66	Name split from “Last, First”SSN last four extracted City re-cased Whitespace trimmed+1 more
CLM-429538	CLM	Jeffrey Phillips	1977-06-27	UHC-08341-30	—	8994 Highland Ave, Phoenix, AZ, 85065	0.66	Name split from “Last, First”City re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-57210	TPA	Douglas Burns	1994-09-24	—	—	344 Church St, Fresno, CA	0.66	Name split from “Last, First”City re-cased ZIP missing Whitespace trimmed+1 more
ENR-130317	ENR	Jacqueline Mejia	1996-09-22	UHC-84382-67	7713032057	9852 Bayshore Dr, Tempe, AZ, 85254	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117619	ENR	Linda Marshall	1998-10-09	UHC-40406-99	5483067867	4299 Jefferson Ave, Sacramento, CA, 95868	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27080	PRV	Susan Salazar	1966-12-23	—	7436860152	1616 Sunset Blvd, Glendale, AZ, 85383	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-411729	CLM	Lucia Ryan	1987-05-06	UHC-61623-91	—	5920 Elm St, Columbus, OH, 43294	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
PRV-24339	PRV	Julia Weber	1984-11-10	—	8412412678	7153 Lake View Rd, Las Vegas, NV, 89124	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407552	CLM	Samantha W Greene	1976-09-02	—	—	1516 Highland Ave, San Diego, CA, 92151	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-423483	CLM	Donna Holmes	1958-03-17	UHC-94194-30	6802240241	8953 Main St, Glendale, AZ, 85308	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408183	CLM	Alice Wang	1938-03-05	UHC-19783-63	—	9104 River Rd, Austin, TX, 78739	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54165	TPA	Marilyn Tucker	2003-02-22	—	—	9692 Apache Blvd, Tempe, AZ, 85221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-400532	CLM	Christian W Carpenter	1947-09-17	—	—	8062 Canyon Rd, Los Angeles, CA, 90082	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106634	ENR	Ralph M Lucas	1946-09-07	UHC-60016-82	2925796849	8972 Harbor Blvd, Austin, TX, 78710	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-24084	PRV	Madison P Lupez	1945-02-18	—	—	673 Grand Ave, Las Vegas, NV, 89177	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-108935	ENR	Mary Cox	1963-06-09	UHC-99989-78	4465556536	—	0.66	Name split from “Last, First”Phone reformatted Member ID reformatted Gender normalised+1 more
ENR-103797	ENR	Medina Abigail	1993-10-24	UHC-32593-49	4215840217	4886 Church St, Atlanta, GA, 30351	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128310	ENR	Graham Deborah	1986-12-05	UHC-76384-04	9144298272	5543 Maple Ave, San Antonio, TX, 78220	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-408345	CLM	Brenda Stephens	1963-11-26	UHC-21755-58	—	5273 Church St, Tempe, AZ, 85256	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-61699	TPA	Jordan Greene	1982-01-27	—	—	2298 Camelback Rd, Scottsdale, AZ, 85255	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-424873	CLM	Alice Porter	1985-07-23	—	7509572811	5235 Lake View Rd, Tempe, AZ, 85232	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-429032	CLM	Isabella McDonald	1965-02-03	UHC-42587-12	—	4192 Willow Ct, Orlando, FL, 32816	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-22205	PRV	Jordan Cooper	1966-09-05	UHC-56687-76	7612126816	2256 Apache Blvd, Houston, TX, 77030	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-117495	ENR	Peter Wang	1945-03-18	UHC-64131-75	8463631993	1024 Maple Ave, Columbus, OH, 43293	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127846	ENR	Stephen E Pena	1993-04-03	UHC-42352-17	6589992950	1300 River Rd, Tucson, AZ, 85739	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-61995	TPA	Heather Austin	1994-10-27	UHC-79946-28	—	4774 Harbor Blvd, Gilbert, AZ, 85244	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-104400	ENR	Heather Vazquez	1997-06-06	UHC-76189-52	—	2802 Park Pl, San Antonio, TX, 78238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-104399	ENR	Heather Vazquez	1997-06-06	UHC-76189-52	—	2802 Park Pl, San Antonio, TX, 78238	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-117459	ENR	Aisha E Aguilar	1944-12-12	UHC-77127-54	3337379074	7532 Maple Ave, Glendale, AZ, 85374	0.66	Name split from “Last, First”Middle initial moved out of first name Phone reformatted State code upper-cased+1 more
ENR-105281	ENR	Frank V Ramos	2007-03-20	UHC-88144-65	—	8047 Indian School Rd, Charlotte, NC, 28232	0.66	Name split from “Last, First”Phone missing area code Email lower-cased Plan code upper-cased+1 more
CLM-405231	CLM	Evelyn Riley	1986-12-18	UHC-04663-24	5263498308	2147 Desert Sky Blvd, Mesa, AZ, 85284	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-137267	ENR	Pamela Hunt	1938-08-26	UHC-10728-96	4974852501	8742 Willow Ct, Houston, TX, 77060	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-422386	CLM	Gregory Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-422387	CLM	Gregory Kennedy	1991-09-21	UHC-80526-03	2637599103	6903 Sunset Blvd, Dallas, TX, 75246	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-407486	CLM	Abigail Hicks	2001-04-05	UHC-46842-79	—	251 Hillcrest Rd, Seattle, WA, 98176	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-102215	ENR	Jacqueline B Mills	1940-08-26	UHC-93734-06	3212349441	3447 Park Pl, Plano, TX, 75029	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
CLM-414842	CLM	Sara Jimenez	1968-08-07	—	—	—	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-402650	CLM	Carolyn Lawson	1945-04-13	UHC-41652-56	8882533046	7320 Elm St, Charlotte, NC, 28255	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55965	TPA	Cheryl Ward	1986-10-26	—	—	1170 Spring St, Nashville, TN, 37258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56821	TPA	Russell Burton	1948-06-02	—	—	5524 Valley View Dr, Seattle, WA, 98152	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
TPA-53631	TPA	Isabella Williams	2005-12-04	—	—	1402 Maple Ave, Mesa, AZ, 85261	0.66	Name split from “Last, First”Two-digit birth year City re-cased Whitespace trimmed+1 more
ENR-107434	ENR	Victoria Evans	1994-03-26	UHC-19050-62	2118074133	9661 Forest Ave, Houston, TX, 77068	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118275	ENR	Grace M Day	2000-10-09	UHC-20352-60	—	6305 Lincoln Way, Minneapolis, MN, 55455	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-422138	CLM	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-422137	CLM	Russell Nunez	1987-06-15	UHC-92246-28	—	9308 River Rd, Jacksonville, FL, 32287	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-128708	ENR	Stephanie B Campbell	1952-03-26	UHC-60143-31	6653742124	6703 River Rd, Denver, CO, 80255	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-428601	CLM	Aisha Rojas	1956-12-18	UHC-94886-33	2988219286	6374 Ocean Ave, Dallas, TX, 75208	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-131145	ENR	Jack Y Hooffman	1972-08-10	UHC-84193-50	9756505789	829 Elm St, San Antonio, TX, 78244	0.66	Name split from “Last, First”Phone reformatted State name converted to code Whitespace trimmed+1 more

9,980 rows, page 126 of 200Previous Next