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
TPA-52868	TPA	Linda Myers	1975-11-06	—	2465836521	8146 Church St, Phoenix, AZ, 85039	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-138594	ENR	Russell T Simpson	1976-04-09	UHC-87350-84	5016309246	9007 Palm Dr, Tampa, FL, 33643	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-430554	CLM	Kathleen P Spencer	1986-11-25	UHC-15103-98	—	8175 Broadway, Charlotte, NC, 28201	0.52	Middle initial moved out of first name Name re-cased State name converted to code Gender normalised+2 more
CLM-411319	CLM	Betty Rojas	1976-12-27	UHC-59588-79	—	3322 Hillcrest Rd, Sacramento, CA, 95831	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-410867	CLM	Megan Carpenter	—	UHC-78670-63	—	3675 Willow Ct, Nashville, TN, 37231	0.52	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-59468	TPA	Brittany Medina	1995-11-10	—	3808563600	8502 Baseline Rd, Glendale, AZ, 85311	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23337	PRV	Ahmed I Patel	2005-02-09	UHC-86063-13	6123970918	7258 Apache Blvd, Austin, TX, 78766	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-57973	TPA	Peter Richardson	1988-10-15	—	—	4232 Mesa Dr, Phoenix, AZ, 85008	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-56894	TPA	Ashley Kelley	1990-07-03	—	—	9283 Indian School Rd, San Diego, CA, 92129	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-119566	ENR	Carolyn P Spencer	2001-05-09	UHC-57300-93	3325892619	7047 Mesa Dr, Tucson, AZ	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-143068	ENR	Frances E Mendez	2000-10-09	UHC-31146-68	—	6052 Market St, Nashville, TN, 37238	0.52	SSN last four extracted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-23590	PRV	Virginia F Smith	1963-08-07	UHC-21841-47	—	4860 Canyon Rd, Las Vegas, NV, 89153	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased State name converted to code+2 more
ENR-105313	ENR	Priya S Pena	2004-10-22	UHC-70426-23	9008685574	5528 Willow Ct, Mesa, AZ, 85227	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
PRV-27554	PRV	Bradley Flures	1978-11-17	UHC-20706-40	9034300334	3417 Indian School Rd, Gilbert, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415068	CLM	Denise Richardson	2002-10-07	UHC-40221-43	—	6090 Spring St, Chandler, AZ, 85253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
CLM-415069	CLM	Denise Richardson	2002-10-07	UHC-40221-43	—	6090 Spring St, Chandler, AZ, 85253	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more
PRV-22144	PRV	Lori S Williams	1984-07-03	—	2018001039	7541 Washington St, Fresno, CA, 93734	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130655	ENR	Megan Q Snyder	1964-08-06	UHC-93058-54	7374686179	6921 Camelback Rd, Sacramento, CA, 95897	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-400312	CLM	James Romero	1992-08-19	UHC-88315-39	8156499481	2891 Sunset Blvd, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
TPA-61511	TPA	Kayla Brooks	—	—	—	9810 Forest Ave, Miami, FL, 33105	0.52	Date of birth unreadable Street suffix standardised Address re-cased State name converted to code+2 more
CLM-404580	CLM	Melissa Dominguez	1941-01-16	—	—	6079 Canyon Rd, Columbus, OH	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-118161	ENR	Jacob T Olson	1974-05-07	UHC-08496-94	7593862778	1616 Lake View Rd, Las Vegas, NV, 89131	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-417586	CLM	Hannah Luna	1980-07-17	UHC-65080-54	9642409671	4685 Grand Ave, Tampa, FL	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-409392	CLM	Abigail K Holmes	1994-03-16	UHC-14169-27	4083596951	6461 Main St, Denver, CO, 80200	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-118961	ENR	Doris Aguilar	1945-12-08	UHC-72012-88	8156600352	7409 Mesa Dr, Jacksonville, FL, 32263	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-418581	CLM	Samuel Santiago	1960-07-21	UHC-56570-42	—	2697 Cedar Ln, Las Vegas, NV, 89186	0.52	Name re-cased Member ID reformatted SSN last four extracted State name converted to code+2 more
ENR-125644	ENR	Jessica Hunt	2001-05-01	UHC-40668-92	8627860414	6736 Baseline Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Gender normalised+2 more
CLM-426269	CLM	Sharon Lynch	1942-12-05	UHC-84606-18	—	7952 Mountain View Dr Apt 15, Nashville, TN, 37249	0.52	Date of birth reformatted SSN last four extracted Unit split from street City re-cased+2 more
CLM-400394	CLM	ChristopherJunk	1944-11-18	UHC-48535-90	—	3313 Desert Sky Blvd, Minneapolis, MN, 55405	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-103194	ENR	Brittany N Wrgiht	1946-05-25	UHC-09549-37	3234081265	9086 Hillcrest Rd # 586, Miami, FL, 33101	0.52	Phone reformatted Unit split from street State name converted to code Email lower-cased+2 more
ENR-121567	ENR	Christian Reid	1972-02-24	UHC-73377-60	6214125299	1703 Broadway, Miami, FL, 33157	0.52	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+2 more
TPA-61310	TPA	Ahmed I Li	—	—	—	9424 Park Pl, Eden Prairie, MN, 55361	0.52	Name re-cased Date of birth missing State name converted to code Gender normalised+2 more
ENR-103583	ENR	Beverly T Santos	1946-10-27	UHC-54601-52	5796048510	3976 Baseline Rd, Sacramento, CA, 95811	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120631	ENR	Chris Valdez	1942-10-24	UHC-97505-59	4996053513	220 Pine Dr, Seattle, WA, 98107	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
CLM-409923	CLM	Randy L Castillo	1981-06-23	UHC-52935-57	—	7377 Mesa Dr, Las Vegas, NV, 89190	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-62452	TPA	Denise L Hughes	1997-09-03	—	—	8318 Central Ave, Denver, CO, 80219	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-127037	ENR	Natalie Daniels	1951-11-28	UHC-39276-13	4798345221	5167 Ridge Rd, San Antonio, TX, 78271	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
ENR-127038	ENR	Natalie Daniels	1951-11-28	UHC-39276-13	4798345221	5167 Ridge Rd, San Antonio, TX, 78271	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Email lower-cased+2 more
CLM-420397	CLM	Carol Castillo	2004-05-18	UHC-75924-10	—	9167 Canyon Rd, Tampa, FL	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51416	TPA	Kevin Rogers	1973-08-11	—	—	4596 Central Ave, Plano, TX	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
PRV-29347	PRV	Diego P Dominguez	1985-01-01	—	6667232138	3937 Lake View Rd, Austin, TX, 78784	0.52	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-141989	ENR	Theresa J Sims	1984-01-16	UHC-55226-19	5218851317	9244 Canyon Rd, Jacksonville, FL, 32261	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141469	ENR	Deborah Barnes	1978-07-21	UHC-58944-23	6976447256	1318 Cedar Ln # 646, Dallas, TX, 75228	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-408080	CLM	Marcus Scott	2003-02-20	UHC-58921-89	5475676342	2530 Harbor Blvd, Mesa, AZ, 85252	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-102816	ENR	Andrew C Cooper	1975-01-17	UHC-60313-72	5254063091	7383 Bayshore Dr, Columbus, OH, 43269	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
PRV-22573	PRV	Lori Butler	1981-02-20	UHC-75436-96	—	405 Indian School Rd, Nashville, TN, 37270	0.52	Street suffix standardised Address re-cased State name converted to code ZIP+4 trimmed+2 more
TPA-55424	TPA	Sharon Davis	1962-12-16	—	—	5576 Highland Ave, Fresno, CA, 93750	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-425803	CLM	Stephanie Chapman	1961-10-04	UHC-42279-63	—	7839 Main St, Gilbert, AZ, 85262	0.52	Name split from “Last, First”Member ID reformatted State name converted to code Gender normalised+2 more
CLM-424128	CLM	Justin Boyd	2007-09-17	—	—	3999 Pine Dr, Tempe, AZ, 85268	0.52	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-58319	TPA	Richard Hicks	1987-02-15	—	—	6440 River Rd, Eden Prairie, MN, 55321	0.52	Date of birth reformatted City re-cased State name converted to code ZIP+4 trimmed+2 more

9,084 rows, page 56 of 182Previous Next