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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-107997	ENR	George R Fernandez	1959-03-23	UHC-61162-85	8189960415	5931 Union St, Columbus, OH, 43208	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-113178	ENR	Gary Gutierrez	2008-08-03	UHC-77619-57	7415787953	5455 Bayshore Dr, Houston, TX, 77077	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
CLM-430643	CLM	Lucia T Butler	1985-05-14	UHC-50319-68	—	5723 Desert Sky Blvd, Gilbert, AZ, 85247	0.48	Two-digit birth year Member ID reformatted SSN last four extracted Street suffix standardised+4 more
ENR-100053	ENR	Maria W McCoy	1980-10-08	UHC-49836-32	8744916428	9418 Forest Ave Apt 32, Orlando, FL, 32835	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-124457	ENR	Roy B Rios	1972-02-26	UHC-25856-56	7133187215	7323 Indian School Rd, Nashville, TN	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-112468	ENR	Jack Z Mendoza	1978-09-13	UHC-85398-59	—	6468 Camelback Rd, Chandler, AZ, 85243	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-406376	CLM	Brian Patel	2004-10-26	UHC-04047-38	—	2330 Maple Ave Apt 21, Orlando, FL, 32876	0.48	Date of birth reformatted Member ID reformatted Unit split from street City re-cased+4 more
CLM-419322	CLM	Megan Thomas	1998-10-14	UHC-49695-95	—	2120 Highland Ave, Dallas, TX, 75221	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-100499	ENR	Bryan M Lucas	1993-06-22	UHC-39542-79	4226425082	487 Harbor Blvd, Los Angeles, CA, 90026	0.48	Two-digit birth year Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-137532	ENR	Joeph E Porter	—	UHC-13992-81	8177127121	1656 Church St, Orlando, FL	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
CLM-419596	CLM	Emma Rodriguez	2006-11-25	—	—	894 River Rd, Phoenix, AZ	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-424425	CLM	Sara Burke	1969-04-08	UHC-67629-21	—	95 Maple Ave, Houston, TX	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-23479	PRV	Julie J Wilson	—	UHC-76381-41	2859476131	9127 Pine Dr # 522, Columbus, OH, 43249	0.48	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+4 more
TPA-54561	TPA	Anna Dunn	1979-05-15	—	2574782374	1087 Hillcrest Rd, Miami, FL, 33155	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23044	PRV	Amber Perez	1943-10-25	UHC-24581-99	4013011768	6547 Union St, Nashville, TN, 37244	0.48	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-139179	ENR	Luis Hernandez	1948-08-16	UHC-35955-65	6034792717	3548 River Rd Apt 19, Denver, CO, 80268	0.48	Name split from “Last, First”Member ID reformatted Unit split from street Street suffix standardised+4 more
PRV-20138	PRV	Debra W Davis	1986-02-13	—	—	1252 Church St Apt 30, Orlando, FL	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
TPA-64284	TPA	Jose Banks	1997-11-05	—	—	5571 Main St, Dallas, TX, 75275	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-132451	ENR	Jerry Thompson	—	UHC-70094-70	3564148088	8380 Ridge Rd, Seattle, WA	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
TPA-61933	TPA	Eugene Henderson	1959-02-22	—	2215016506	3030 Ocean Ave Apt 21, Scottsdale, AZ, 85296	0.48	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132607	ENR	Joan U Garcia	1956-02-10	UHC-53327-82	—	5420 Market St, Eden Prairie, MN, 55374	0.48	Two-digit birth year Phone missing area code Street suffix standardised Address re-cased+4 more
PRV-22545	PRV	Walter H Fuller	1957-07-01	UHC-25159-18	2467984713	1122 Camelback Rd, Atlanta, GA	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-123564	ENR	Nick Washington	1968-08-08	UHC-18391-87	4796870616	6609 Highland Ave, Phoenix, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-410773	CLM	Abigail Johnston	2002-06-09	UHC-13519-75	7044296787	5319 Meadow Ln, Dallas, TX	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-426268	CLM	Bryan Y Bradley	1987-05-12	—	2126093209	5040 Oak St Apt 38, Miami, FL, 33161	0.48	Name re-cased Two-digit birth year Phone reformatted Unit split from street+4 more
ENR-132023	ENR	Charlotte Matthews	1979-09-26	UHC-91604-76	9234670934	7380 Lincoln Way, Miami, FL, 33180	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
CLM-414920	CLM	Don Hamilton	—	UHC-49782-38	3453084119	4473 Canyon Rd, Columbus, OH, 43291	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
TPA-53990	TPA	Cheryl Stepehns	2008-06-25	—	—	8534 Valley View Dr Apt 5, Austin, TX	0.48	Name re-cased Unit split from street Street suffix standardised Address re-cased+4 more
ENR-132380	ENR	Stephanie B Jenkins	1972-11-19	UHC-66957-95	—	3598 Hillcrest Rd, Tempe, AZ, 85273	0.48	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+4 more
CLM-415339	CLM	Margaret N Foster	1970-07-13	—	9732494998	7591 Cedar Ln, Minneapolis, MN, 55418	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-114444	ENR	Debra Fernandez	1977-09-23	UHC-61165-26	6043178586	3489 Ridge Rd, Jacksonville, FL, 32236	0.48	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+4 more
ENR-133756	ENR	Marcus P Thompson	—	UHC-71607-73	4012247216	4858 Apache Blvd, Atlanta, GA	0.48	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+4 more
ENR-119232	ENR	Kevin D George	1941-01-17	UHC-63679-21	8779891598	1143 Jefferson Ave # 221, Houston, TX, 77030	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
PRV-22249	PRV	Beverly Phillips	1945-08-19	UHC-74481-70	8465817626	996 River Rd, Nashville, TN, 37214	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-429228	CLM	Thomas Campbell	1945-08-21	UHC-19472-43	2504766586	1644 Highland Ave, Eden Prairie, MN, 55327	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-112310	ENR	Teresa Williamson	1981-01-26	UHC-54512-54	4142162987	2913 Lincoln Way, Dallas, TX, 75257	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-123608	ENR	Ryan P Rogers	1988-02-01	UHC-87700-61	7372214903	8822 Cedar Ln, Atlanta, GA	0.48	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
CLM-406139	CLM	Jacob Kim	1988-11-28	—	—	3777 Cedar Ln, Los Angeles, CA, 90039	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
PRV-23318	PRV	Rebecca Garza	—	UHC-40205-49	5495561390	5199 Union St, Plano, TX, 75044	0.48	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+4 more
PRV-23801	PRV	Marilyn Aguilar	1989-02-22	—	4464578877	4665 Baseline Rd, Chandler, AZ, 85235	0.48	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+4 more
ENR-119190	ENR	Nicole Robertson	1976-07-12	UHC-67797-47	4732463823	3505 Sage Ct, Los Angeles, CA	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56512	TPA	Pamela K Butler	1995-11-10	—	—	8619 Spring St, Miami, FL	0.48	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
ENR-107623	ENR	Jacob J Reed	—	UHC-01120-63	5806639194	9349 Meadow Ln, Columbus, OH	0.48	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-23878	PRV	Bruce Murray	1994-10-11	UHC-95825-79	2893072986	2873 Highland Ave, Minneapolis, MN, 55438	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-56650	TPA	Daniiel K Reid	1939-01-23	UHC-18514-12	4775240045	8395 Camelback Rd, Columbus, OH, 43209	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-411735	CLM	Juan F Kelly	2002-07-25	—	2058588693	1899 Maple Ave Apt 14, Dallas, TX	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-133683	ENR	Lisa V Singh	1998-06-03	UHC-77375-17	—	3457 Mesa Dr, Miami, FL, 33101	0.48	Date of birth reformatted Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-139931	ENR	Kyle Z Le	—	UHC-49171-75	—	3289 Church St, Eden Prairie, MN, 55370	0.48	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+4 more
CLM-410092	CLM	Walter M Sanchez	1997-08-25	UHC-28330-36	—	6160 Elm St, Tampa, FL	0.48	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+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

17,850 rows, page 21 of 357Previous Next