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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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
ENR-110700	ENR	Sarah Marshall	1941-06-20	UHC-65902-14	5417891031	4580 River Rd, Tucson, AZ, 85708	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+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
PRV-21705	PRV	Hannah Schmidt	1959-01-13	UHC-54182-06	—	5316 Park Pl, San Antonio, TX, 78226	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142607	ENR	Jason D Spencer	1943-05-08	UHC-03083-48	—	447 Washington St, Minneapolis, MN, 55409	0.52	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+2 more
ENR-116377	ENR	Rebecca Pierce	1997-01-17	UHC-36404-38	—	3492 Forest Ave, Houston, TX, 77034	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code City re-cased+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
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
ENR-105439	ENR	Emily Q Rojas	1973-08-11	UHC-97762-04	—	3791 Baseline Rd, Mesa, AZ	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-429166	CLM	Nathan Peters	1984-03-14	—	—	7611 Spring St, Gilbert, AZ, 85263	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-400632	CLM	Justin R Robertson	2005-01-13	UHC-36053-50	5574706801	2985 Market St, Sacramento, CA, 95830	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-127678	ENR	Brenda M Ray	1980-05-09	UHC-99155-76	2572142905	9660 Elm St, Mesa, AZ, 85232	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22901	PRV	Henry T Espinoza	1959-07-26	—	—	1745 Church St, Austin, TX	0.52	Name re-cased Date of birth reformatted Phone missing area code SSN last four extracted+2 more
PRV-28914	PRV	Alan Lopez	1983-04-13	UHC-37303-83	—	6719 Union St, Gilbert, AZ	0.52	Name re-cased Date of birth reformatted Phone missing area code State name converted to code+2 more
CLM-427491	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-427490	CLM	Kyle Salazar	1941-01-26	—	—	4948 Ocean Ave, Tucson, AZ, 85726	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-125341	ENR	Judith Robertson	1974-05-11	UHC-96845-24	—	9604 Elm St Apt 14, Nashville, TN, 37268	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-102705	ENR	Raymond Scott	1988-07-05	UHC-74464-51	2233122221	7866 Lincoln Way Apt 16, Denver, CO, 80228	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121504	ENR	Valentina G Cunningham	1969-08-28	UHC-01564-71	4835649196	2965 Baseline Rd, Chandler, AZ, 85244	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-128107	ENR	Jack Chavez	1984-03-24	UHC-35215-81	6542024061	2789 Baseline Rd, Eden Prairie, MN, 55379	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
CLM-430409	CLM	Lucia Campbell	1990-05-09	UHC-20371-54	—	8774 Maple Ave, Fresno, CA, 93723	0.52	Date of birth reformatted Phone missing area code SSN last four extracted Street suffix standardised+2 more
CLM-421676	CLM	Janice K Fox	1953-01-27	—	—	3828 Meadow Ln, Nashville, TN	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-58073	TPA	Denise Ward	1959-07-06	—	—	8358 Lake View Rd, Miami, FL, 33113	0.52	Date of birth reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
TPA-54050	TPA	Joan Gilbert	1995-06-14	—	—	6266 Valley View Dr # 715, Austin, TX, 78702	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-108140	ENR	Jerry S Meyer	1955-02-05	UHC-94668-47	6818803780	6076 Pine Dr, Plano, TX, 75071	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109109	ENR	Marilyn H Herrrera	1959-02-03	UHC-34250-05	2843742460	9296 Ridge Rd, Orlando, FL, 32834	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-426608	CLM	Sarah Fisher	1964-11-02	UHC-62164-98	8366173343	4209 Pine Dr, Fresno, CA, 93765	0.52	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-416321	CLM	Gabriel Carr	2007-02-14	—	—	2015 Jefferson Ave, Tempe, AZ, 85272	0.52	Name split from “Last, First”Date of birth reformatted Phone missing area code Street suffix standardised+2 more
TPA-63202	TPA	Barbara C Carroll	1966-01-23	—	—	7998 Harbor Blvd, San Diego, CA, 92116	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115920	ENR	Jess K Stephens	1948-06-15	UHC-76732-26	—	9811 Canyon Rd, Eden Prairie, MN, 55340	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
CLM-420586	CLM	Margaret Carlson	1983-05-22	—	—	4067 Ridge Rd, Plano, TX, 75003	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-118552	ENR	Benjamin Moore	—	UHC-21155-12	2456425065	8078 Meadow Ln, Jacksonville, FL, 32285	0.52	Name re-cased Date of birth reformatted Date of birth unreadable Street suffix standardised+2 more
ENR-126172	ENR	Ana TJunk	1940-12-03	UHC-78398-32	4823253706	7129 Washington St, Orlando, FL, 32830	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-115901	ENR	Sofia Anderson	1967-01-26	UHC-62309-86	8154175839	5335 Forest Ave, Fresno, CA, 93762	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-111833	ENR	Joan F Jacobs	1985-03-01	UHC-79278-16	—	4384 Cedar Ln, Miami, FL, 33133	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-428152	CLM	Gloria Yang	1940-02-03	UHC-03625-33	—	9382 Indian School Rd, Orlando, FL, 32871	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
CLM-413032	CLM	Brittany Lucas	2000-03-27	—	—	1258 Park Pl, Plano, TX, 75017	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-107102	ENR	Virginia N Smith	2001-07-22	UHC-62024-73	8902300951	9017 Palm Dr, Atlanta, GA, 30382	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408384	CLM	Joe Robinson	1941-10-27	—	2634106889	5475 Lake View Rd, Jacksonville, FL	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-115166	ENR	Nancy Willis	1990-11-10	UHC-80349-49	9258812140	7572 Bayshore Dr, Los Angeles, CA, 90079	0.52	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-100774	ENR	Judith J Chavez	1947-08-17	UHC-03402-97	—	3704 Sunset Blvd Apt 2, Orlando, FL, 32893	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street City re-cased+2 more
ENR-122535	ENR	Wayne E Morris	1984-06-07	UHC-85819-24	—	3686 Main St, Charlotte, NC, 28267	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-112486	ENR	Priya K Weber	1977-01-08	UHC-74953-20	6895453724	7071 Forest Ave Apt 21, Glendale, AZ, 85398	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+2 more
PRV-25261	PRV	Theresa L Garza	1942-10-28	—	—	877 Cedar Ln # 244, Atlanta, GA, 30319	0.52	Name split from “Last, First”Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-114650	ENR	Diana G Boyd	1955-04-18	UHC-11471-55	6088262669	1473 Sage Ct, San Antonio, TX, 78290	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-63004	TPA	Martha Carpenter	2001-04-23	—	—	8661 Valley View Dr, Seattle, WA, 98122	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-401659	CLM	Timothy Carpenter	1991-02-01	—	—	9850 Mesa Dr, San Antonio, TX, 78252	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more

32,400 rows, page 53 of 648Previous Next