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-25533	PRV	Samuel Graham	1999-05-06	UHC-97254-51	6787984350	2511 Valley View Dr, Phoenix, AZ, 85045	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-431846	CLM	Ruth Hudson	1966-02-12	—	—	6660 Market St, Eden Prairie, MN, 55384	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-115740	ENR	Alvarez Henry	1956-09-16	UHC-27814-80	9042388403	2832 Meadow Ln, Tampa, FL	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-123906	ENR	Samantha Gordon	2005-11-22	UHC-25459-19	3507238164	8170 Central Ave, Seattle, WA, 98194	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142506	ENR	Cheryl A Scott	1951-12-10	UHC-54074-36	4853403148	9579 Jefferson Ave, Atlanta, GA, 30331	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57483	TPA	Jacob Smith	1974-05-08	—	—	4760 Canyon Rd, Atlanta, GA, 30361	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
CLM-400266	CLM	Charlotte Ortiz	2002-10-16	—	4594479762	7944 Canyon Rd, Columbus, OH, 43239	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
PRV-29415	PRV	Alexis T Nunez	—	—	2929832165	9582 Grand Ave, Denver, CO, 80210	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-401552	CLM	Jesse T Jorddan	1968-10-10	UHC-91740-18	—	9252 Indian School Rd, Austin, TX, 78761	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
CLM-415294	CLM	Lucia Schmidt	1955-03-08	—	—	6822 Church St, Glendale, AZ, 85372	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-129126	ENR	Diana A Spencer	1942-08-19	UHC-15396-79	6903792927	1835 Oak St, Denver, CO, 80219	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+1 more
CLM-426265	CLM	Camla Green	1991-08-15	UHC-53157-96	—	8860 Willow Ct, Phoenix, AZ, 85067	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408319	CLM	Raymond McDonald	1965-06-24	—	—	8053 Broadway, San Antonio, TX, 78293	0.66	Name split from “Last, First”Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-51441	TPA	Teresa Tran	1997-11-01	—	—	9048 Grand Ave, Charlotte, NC, 28221	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-116847	ENR	Mary Herrera	1984-02-04	UHC-36393-81	2299870869	870 Church St, Orlando, FL, 32815	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-408587	CLM	Joshua D Gordon	1983-11-03	UHC-19807-30	—	7170 Willow Ct, Sacramento, CA, 95817	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Whitespace trimmed+1 more
CLM-431177	CLM	Stephen Robertson	1974-04-26	UHC-28049-09	—	4568 Canyon Rd, Fresno, CA, 93735	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-415909	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-118010	ENR	Stephen A Bailey	1994-02-22	UHC-72645-22	9798374715	5482 Indian School Rd, Scottsdale, AZ, 85256	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-105084	ENR	Dot T Clark	1989-03-13	UHC-97273-05	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105085	ENR	Dot T Clark	1989-03-13	UHC-97273-05	8518803134	9671 Sunset Blvd, San Antonio, TX, 78258	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-420643	CLM	Sarah Schmidt	1965-01-28	—	4608207029	8051 Willow Ct, San Diego, CA, 92166	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-23445	PRV	Janet E Ryan	1951-06-25	—	—	1077 Sage Ct, Minneapolis, MN, 55435	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-124479	ENR	Jesse Cunningham	1979-01-08	UHC-74903-88	8618908687	8321 Mesa Dr, Dallas, TX, 75224	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-113888	ENR	Terry Cunninghem	1966-10-11	UHC-72436-57	6618421003	1040 Baseline Rd, Austin, TX, 78784	0.66	Name split from “Last, First”Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-50334	TPA	Patrick R Robinson	1977-04-11	UHC-78696-43	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50333	TPA	Patrick R Robinson	1977-04-11	UHC-78696-43	2776456911	7387 Bayshore Dr, Sacramento, CA, 95862	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-412809	CLM	Santiago A Wong	1969-01-19	UHC-35346-77	6855242033	4049 Washington St, Houston, TX, 77081	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-58011	TPA	Walter Guzman	1980-07-20	—	9268843798	9478 Washington St, Tucson, AZ, 85787	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
PRV-27382	PRV	Hiroshi Webb	1978-05-02	UHC-42260-19	6224822335	8151 Church St, Denver, CO, 80296	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-406216	CLM	Lauren Porter	2007-09-10	—	—	1895 Elm St, Glendale, AZ, 85335	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
CLM-425195	CLM	Charlotte Coleman	1973-01-26	—	—	5053 Lincoln Way, Dallas, TX, 75264	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414035	CLM	Christine Bryant	1964-01-02	—	3139113030	8446 Union St, Jacksonville, FL, 32234	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134722	ENR	Gloria E Burton	2001-12-10	UHC-74093-22	5818816816	9844 Desert Sky Blvd Apt 18, Glendale, AZ, 85362	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
TPA-60288	TPA	Brandon Hall	1997-08-11	—	9214937486	1192 Union St, Chandler, AZ, 85280	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-107538	ENR	Wei Q Bailey	1955-03-16	UHC-50390-82	8977907503	7957 River Rd, Charlotte, NC, 28257	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
PRV-24031	PRV	Grace I Ramos	1991-08-09	UHC-74116-69	7933245860	683 Hillcrest Rd, Charlotte, NC, 28231	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124358	ENR	Isabella P McDonald	1967-08-02	UHC-60298-72	—	7667 Pine Dr, Columbus, OH, 43247	0.66	Name split from “Last, First”Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-114443	ENR	Scott Kennedy	1939-02-22	UHC-52155-54	6838169592	7062 Market St, Plano, TX, 75099	0.66	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+1 more
ENR-140870	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-111661	ENR	Grace S Jackson	1997-02-25	UHC-37567-28	—	6072 Meadow Ln, Houston, TX, 77016	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51811	TPA	Mendez Ryan	1969-06-26	—	8965994565	2216 Lake View Rd, Fresno, CA, 93714	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427237	CLM	Joseph Turner	1957-06-14	—	—	4916 Camelback Rd, Tampa, FL, 33682	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-130799	ENR	Anthony J Ross	1946-11-11	UHC-68058-93	—	8723 Lake View Rd, Glendale, AZ, 85390	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased+1 more
CLM-413119	CLM	Yuki U Ortega	1976-05-26	—	—	9570 Cedar Ln, Los Angeles, CA, 90089	0.66	Name split from “Last, First”Date of birth reformatted SSN last four extracted Whitespace trimmed+1 more
ENR-112312	ENR	Gabriel Richardson	2002-11-01	UHC-41025-97	7397941121	2343 Lake View Rd, Dallas, TX, 75274	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130304	ENR	Randy Washington	1980-02-03	UHC-93369-13	3637071896	1243 Maple Ave, Seattle, WA, 98115	0.66	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139500	ENR	William E Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd, Glendale, AZ, 85372	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-136279	ENR	Thomas Chavez	1964-11-24	—	8137306586	146 Sunset Blvd, Columbus, OH, 43282	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-128726	ENR	Mary Kelly	—	UHC-83955-93	4249532086	5109 Lake View Rd, Houston, TX, 77029	0.66	Name split from “Last, First”Date of birth unreadable Email lower-cased Plan code upper-cased+1 more

9,980 rows, page 121 of 200Previous Next