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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-26354	PRV	Kim H Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-109710	ENR	Gerald Bailey	1939-07-16	UHC-38263-55	3892274811	6098 Washington St, Plano, TX, 75064	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-120103	ENR	Ruth B Wilson	1970-07-22	UHC-28608-66	—	1034 Camelback Rd, Jacksonville, FL, 32266	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-419949	CLM	Evelyn Le	1993-12-09	UHC-70727-05	5342195395	1620 Central Ave # 910, Glendale, AZ, 85349	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-129741	ENR	XJunk	1993-09-06	UHC-00455-39	5858741769	592 Jefferson Ave, Charlotte, NC, 28281	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-131586	ENR	Benjamin U Carpenter	—	UHC-86121-26	—	8555 Baseline Rd, Columbus, OH, 43243	0.48	Name re-cased Date of birth missing Phone missing area code Street suffix standardised+4 more
CLM-420126	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-420127	CLM	Scott Clark	1946-04-12	UHC-35459-02	5078246419	4843 Bayshore Dr, Houston, TX, 77043	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-26562	PRV	Larry Lawrence	1962-08-16	—	2058113418	891 Indian School Rd, Glendale, AZ	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-402233	CLM	Stephanie Harvey	1990-03-05	UHC-11287-52	7583184520	6362 Union St, Eden Prairie, MN, 55338	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-127578	ENR	Linda O Hart	1952-12-22	UHC-14871-12	8969776870	8803 Canyon Rd, San Diego, CA	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-116981	ENR	Dorothy Bishop	1975-12-12	UHC-06383-25	7744583790	8850 Mesa Dr, Houston, TX, 77040	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27288	PRV	Martha Hart	1992-08-09	UHC-75199-01	6112168218	8285 Oak St, Orlando, FL, 32874	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-132891	ENR	Linda V Reynolds	2004-10-19	UHC-41436-28	—	900 Ocean Ave, Tempe, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-129077	ENR	Sharon E Rose	2004-02-27	UHC-55095-57	2703965719	99 Lake View Rd Apt 16, Orlando, FL, 32839	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
CLM-417501	CLM	Justin Reyes	1963-09-22	—	—	4889 Spring St, Glendale, AZ, 85337	0.48	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+4 more
CLM-409716	CLM	Chheryl Grraham	1981-01-16	UHC-72022-38	9784971779	6905 Elm St Apt 25, Minneapolis, MN, 55411	0.48	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-25657	PRV	Kelly Gonzales	1965-12-21	—	8705262186	4772 Forest Ave, Plano, TX, 75014	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-140206	ENR	Barbara Stevens	1976-08-17	UHC-77280-77	2502990466	720 Main St, Las Vegas, NV, 89150	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-27076	PRV	Karen N Harrison	1987-01-26	—	8458765434	718 Canyon Rd, Jacksonville, FL, 32207	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-117747	ENR	Valentina Q Baker	1998-03-24	UHC-81231-41	8666510899	1465 Apache Blvd, Scottsdale, AZ	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-107598	ENR	Daniiel D Roberts	2005-12-26	UHC-94741-83	7797070570	631 Sunset Blvd, Sacramento, CA, 95832	0.48	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+4 more
ENR-132914	ENR	Scott T Gardner	1989-04-26	UHC-83945-74	2146698821	3672 Lake View Rd, Dallas, TX	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-423576	CLM	Peter Hernandez	1986-02-20	UHC-11079-43	—	7574 Baseline Rd # 842, Gilbert, AZ, 85204	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-120973	ENR	Julie R Rios	—	UHC-27625-41	8954299276	5635 Lincoln Way, Los Angeles, CA, 90002	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
PRV-25293	PRV	Beverly Romero	1963-02-22	—	6784132451	7088 Ocean Ave, Miami, FL	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-428657	CLM	Aisha Cox	1948-11-27	UHC-40748-27	7857593363	3223 Harbor Blvd, Las Vegas, NV, 89152	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-52773	TPA	Logan Lucas	1985-09-26	—	9295223998	3084 Desert Sky Blvd, Mesa, AZ, 85281	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131666	ENR	Debra Howell	—	UHC-76247-63	2018947966	9725 Mesa Dr, Austin, TX, 78743	0.48	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+4 more
ENR-114579	ENR	Jordan W Morles	1952-08-11	UHC-10237-84	6153410818	9688 Forest Ave, Atlanta, GA	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-137893	ENR	Carl P Chapman	1972-03-02	UHC-14869-57	2303357304	7757 Hillcrest Rd, Columbus, OH	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-134873	ENR	Samuel W Fisher	1963-12-19	UHC-86502-09	2214006909	1226 Palm Dr, Denver, CO, 80298	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-112398	ENR	Bobby Harper	1991-12-14	UHC-24069-93	2702784382	516 Park Pl, Fresno, CA	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-101242	ENR	Roger D Clark	1985-04-20	UHC-11754-69	7485158732	1018 Grand Ave, Nashville, TN, 37221	0.48	Name split from “Last, First”Middle initial moved out of first name Date of birth reformatted Phone reformatted+4 more
ENR-100362	ENR	Alice R Hudson	1997-06-04	UHC-39004-68	8112174753	5423 Bayshore Dr, Fresno, CA, 93714	0.48	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-142916	ENR	Bruce Tran	1939-06-10	UHC-11511-51	—	8766 Apache Blvd, Orlando, FL, 32876	0.48	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+4 more
ENR-120093	ENR	Tyler L Chapman	2005-02-26	UHC-17051-99	3412087504	6201 Mountain View Dr, Sacramento, CA, 95811	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
TPA-61160	TPA	Michael Chapman	1980-02-27	UHC-12278-83	2157873890	9642 Washington St, Eden Prairie, MN, 55324	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-124123	ENR	Carol Kelly	—	UHC-09522-48	3018346050	1796 Maple Ave, Seattle, WA, 98114	0.48	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-116655	ENR	Teresa Taylor	2007-08-11	UHC-76093-82	4685133749	3498 Bayshore Dr, Tampa, FL	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-420507	CLM	Judith H Sanchez	1994-04-11	—	3222076248	6227 Main St # 475, Charlotte, NC, 28201	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+4 more
CLM-432176	CLM	Anthony Park	2001-02-22	—	—	379 Oak St Apt 20, Dallas, TX, 75231	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
CLM-424685	CLM	Johnson Teresa	—	UHC-93030-14	2097641862	3273 Washington St, Austin, TX, 78701	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-424333	CLM	Sofia Patel	2000-03-25	—	2619156113	5736 Ocean Ave Apt 15, Chandler, AZ, 85298	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
CLM-404919	CLM	Cheryl M Bryant	—	—	2389474949	6111 Willow Ct, San Antonio, TX, 78214	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-424844	CLM	Aaron X Payne	1996-08-06	UHC-08039-35	—	8093 Pine Dr, Tucson, AZ	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-418459	CLM	Lawrence Russell	1987-08-05	—	2872850074	1418 River Rd, Dallas, TX, 75233	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-101107	ENR	Burke S Hannah	2008-11-14	UHC-00120-23	2619341416	7092 Canyon Rd, Chandler, AZ, 85257	0.48	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+4 more
TPA-51940	TPA	Larry Martin	2001-01-13	—	—	4620 Valley View Dr Apt 1, San Antonio, TX, 78256	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
TPA-51408	TPA	Richard Henry	1978-06-16	—	8482959786	7513 Spring St, Atlanta, GA	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more

55,824 rows, page 66 of 1,117Previous Next