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 re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414044	CLM	Stephen L Lawson	1974-09-03	UHC-40167-97	8942114802	5405 Valley View Dr # 813, Denver, CO, 80244	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-430132	CLM	Zachary W Harvey	1982-02-22	UHC-43673-22	—	7636 Canyon Rd Apt 15, Miami, FL, 33176	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-57716	TPA	Kathleen Morgan	1994-04-23	UHC-44662-69	—	5250 Spring St, Fresno, CA, 93754	0.62	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+3 more
ENR-113521	ENR	Diego Franklin	1973-06-07	UHC-04742-73	2998711494	800 Oak St, Columbus, OH, 43271	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22209	PRV	Henry Z Hoffmaan	1945-04-24	UHC-24303-37	9004649957	8962 Hillcrest Rd, Orlando, FL, 32845	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127349	ENR	Mendoza V Laura	2001-04-10	UHC-72770-86	9358509932	5539 Ocean Ave, Mesa, AZ, 85297	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-409470	CLM	Emily Burns	1967-05-03	UHC-65846-64	2893396858	3055 Desert Sky Blvd, Charlotte, NC, 28265	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-114601	ENR	Nicole B Hansen	1981-10-08	UHC-45002-08	4084089284	8866 Baseline Rd, Minneapolis, MN, 55463	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-123927	ENR	Diane Jimenez	1947-04-06	UHC-02910-16	9835052316	7314 Bayshore Dr Apt 28, Las Vegas, NV, 89181	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-117514	ENR	Joshua Y Hawkins	1942-02-02	UHC-04131-49	3495662578	4435 Union St, San Antonio, TX, 78204	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-142966	ENR	Andrew Obrien	2006-06-17	UHC-28831-78	4375354610	5723 Park Pl, Jacksonville, FL, 32283	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-429393	CLM	Amber Bishop	—	UHC-03362-75	2052293003	5736 Sage Ct, Dallas, TX, 75236	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-111374	ENR	James Nguyen	1966-02-04	UHC-49719-49	7718574072	9889 Hillcrest Rd Apt 16, Columbus, OH, 43254	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110752	ENR	Frances T Hill	1941-11-27	UHC-11640-50	7687767218	8660 Apache Blvd, Eden Prairie, MN, 55359	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-131777	ENR	Bradley P Burton	1978-09-17	UHC-94936-73	4006698349	9772 Main St, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112444	ENR	Kevin Fuller	1990-03-20	UHC-80082-47	7186995415	8731 Canyon Rd, Dallas, TX, 75245	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111240	ENR	Gabbriel Q Vazquez	1954-02-21	UHC-21481-63	4397280630	529 Baseline Rd, Austin, TX, 78780	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-422848	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422847	CLM	Ana Gilert	1979-03-17	UHC-96425-46	—	3101 Ridge Rd, Houston, TX, 77068	0.62	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-421928	CLM	Nancy Howard	1994-02-07	—	3806422553	1720 Willow Ct, Las Vegas, NV, 89112	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-102423	ENR	Patrick P Oslon	1966-04-06	UHC-86086-81	5634313528	6165 Main St, San Diego, CA, 92167	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113833	ENR	Heather Daz	1945-03-08	UHC-41818-71	7719731873	2988 Baseline Rd, Austin, TX, 78701	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-22166	PRV	Kiimberly White	—	UHC-64583-03	—	6560 Camelback Rd, San Antonio, TX, 78255	0.62	Name re-cased Date of birth missing Street suffix standardised Address re-cased+3 more
ENR-131321	ENR	Raymond Woods	1996-04-12	UHC-91976-08	2534897061	2178 Washington St Apt 38, Minneapolis, MN, 55497	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54710	TPA	Valentina R James	1958-11-14	UHC-20196-87	—	384 Market St # 914, Mesa, AZ, 85296	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-404246	CLM	Jon Sullivan	1975-02-24	—	8767559510	7173 Desert Sky Blvd, Denver, CO, 80247	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-110445	ENR	Lori Palmer	1941-05-23	UHC-50311-07	3758917580	6310 Apache Blvd, Orlando, FL, 32873	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24041	PRV	Fatima James	1988-09-04	—	2188143101	5401 Market St, Fresno, CA, 93774	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412531	CLM	Karen E Wagner	1995-02-07	—	—	3199 Market St, Nashville, TN, 37213	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-101001	ENR	Noah F Montgomery	1994-06-17	UHC-80500-61	3983056218	6546 Elm St, Glendale, AZ, 85380	0.62	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
CLM-414350	CLM	Wei Castillo	1960-11-18	—	9062439468	2397 Willow Ct, Eden Prairie, MN, 55392	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-431418	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-431419	CLM	Joan Elliott	1983-05-03	—	—	8888 Central Ave Apt 27, Miami, FL, 33158	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-401705	CLM	Sean Nunez	1997-10-03	UHC-98948-59	—	4431 Forest Ave # 376, Fresno, CA, 93704	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-410287	CLM	Anddrea P Schmidt	2002-05-19	UHC-90377-48	4747923354	5670 Grand Ave, Eden Prairie, MN	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-118067	ENR	Logan T Phillips	1962-04-09	UHC-41116-08	2077777071	2237 Market St Apt 12, Seattle, WA, 98118	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-21201	PRV	Julie M Garza	1973-01-15	—	7675696487	6575 Meadow Ln, Seattle, WA, 98191	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136093	ENR	Ashley Pierce	1956-03-23	UHC-16682-09	3555111179	4004 Jefferson Ave, Denver, CO, 80204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-120222	ENR	Beverly Little	1945-10-25	UHC-75057-46	8247357362	6663 Mountain View Dr, Fresno, CA, 93769	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-136961	ENR	Judith Webb	1948-09-19	UHC-38703-93	4603466201	5335 Spring St, Seattle, WA	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116361	ENR	Nicole Ellis	1956-04-26	UHC-46227-28	9567801821	8243 Central Ave, Phoenix, AZ, 85044	0.62	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+3 more
TPA-54538	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-54537	TPA	Jeffrey Mendez	1967-05-03	—	—	5599 Sage Ct, Denver, CO, 80246	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-50378	TPA	Kathleen Soto	1939-10-26	—	—	7986 Oak St, San Antonio, TX, 78293	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401127	CLM	Jordan Welch	2001-11-13	UHC-43144-83	2712167241	2704 Maple Ave, Denver, CO	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-415267	CLM	Albert Richards	1994-01-03	—	3465088391	3265 Church St, Chandler, AZ, 85246	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-432532	CLM	Donald Wallace	1966-05-22	UHC-15888-67	—	3382 Main St, Austin, TX, 78763	0.62	Name re-cased Date of birth reformatted SSN last four extracted Street suffix standardised+3 more
CLM-412622	CLM	Vincent George	1996-04-01	UHC-05005-65	—	1886 Market St, Miami, FL, 33147	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-102477	ENR	Mary R Mason	1994-08-06	UHC-85232-94	8989232509	9474 Lake View Rd, Austin, TX, 78733	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
CLM-425894	CLM	Samantha Murphy	1977-09-03	—	—	2756 Hillcrest Rd, Las Vegas, NV, 89195	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more

39,996 rows, page 141 of 800Previous Next