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
CLM-410401	CLM	Brian Hall	1946-06-06	UHC-70681-11	7728331312	7724 Ridge Rd, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+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
CLM-403705	CLM	Samantha Z Guzman	1969-12-26	UHC-92739-37	9118284633	5202 Market St, Los Angeles, CA, 90040	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55690	TPA	John Harper	2004-01-19	—	—	7402 Ocean Ave, Atlanta, GA, 30389	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-410851	CLM	Kayla D Thompson	1963-09-26	UHC-24551-29	7119538739	89 Park Pl, Mesa, AZ, 85276	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-107155	ENR	Scott D Howard	1989-08-10	UHC-12674-72	6227219418	2527 Union St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-107303	ENR	Mari Nguyen	2003-04-02	UHC-01436-76	8202037758	4081 Willow Ct, Phoenix, AZ, 85030	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-425803	CLM	Stephanie Chapman	1961-10-04	UHC-42279-63	—	7839 Main St, Gilbert, AZ, 85262	0.52	Name split from “Last, First”Member ID reformatted State name converted to code Gender normalised+2 more
PRV-25582	PRV	Sophia Evans	1974-12-27	UHC-44844-73	8026281086	9437 Sunset Blvd, Chandler, AZ, 85230	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134688	ENR	Roy A Lawrence	1993-06-09	UHC-96696-03	3749643075	1251 Main St, Dallas, TX	0.52	Name split from “Last, First”Phone reformatted State name converted to code ZIP missing+2 more
CLM-427104	CLM	Lori Burke	1960-03-14	—	9582986080	3482 Sage Ct, Charlotte, NC, 28240	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted 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
TPA-52112	TPA	Diane S Banks	1988-03-16	—	—	8353 Ocean Ave, Orlando, FL, 32873	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-118351	ENR	Frances Kyng	1988-05-04	UHC-31602-81	5065820088	6888 Forest Ave, Tempe, AZ, 85254	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+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
TPA-59977	TPA	Doris Fisher	1999-12-25	—	3082115052	3931 Oak St Apt 4, Glendale, AZ, 85376	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-123991	ENR	Alan F Ward	1981-08-20	UHC-36246-03	9299486177	117 Mesa Dr, Dallas, TX, 75213	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120023	ENR	Kyle Harrison	1967-05-15	UHC-34852-96	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted ZIP+4 trimmed+2 more
CLM-431976	CLM	Sam Ray	1998-10-01	UHC-71219-67	3219583527	9124 Spring St, Charlotte, NC, 28299	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137007	ENR	Beverly Gonzalez	1995-11-24	UHC-10930-89	4328947915	6102 Camelback Rd, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-429159	CLM	Jason Z Thompson	—	—	—	1783 Indian School Rd, Nashville, TN, 37241	0.52	Name split from “Last, First”Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-426681	CLM	Judith Larson	—	UHC-46251-99	6836498806	6318 Sunset Blvd, Columbus, OH, 43237	0.52	Name split from “Last, First”Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-119802	ENR	Danielle F Kelley	2003-01-07	UHC-50091-64	9042489215	3285 Forest Ave, Fresno, CA, 93715	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
PRV-23803	PRV	Sara Espinoza	1997-01-27	UHC-90159-04	7938200340	859 Grand Ave, Tempe, AZ, 85201	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52099	TPA	Albert Espinoza	1962-06-23	—	—	2343 Central Ave Apt 6, Plano, TX, 75050	0.52	Name split from “Last, First”Unit split from street 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
CLM-428690	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
CLM-428691	CLM	Lucia Rios	1939-04-02	—	—	5436 Camelback Rd, Denver, CO, 80248	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-52193	TPA	Arthur I Contreras	1943-10-20	UHC-78188-71	—	3294 Baseline Rd, Jacksonville, FL, 32277	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-411374	CLM	Pamela Burns	—	UHC-07299-88	5162417294	—	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Gender normalised+2 more
CLM-407519	CLM	Melissa Walsh	—	UHC-81070-15	6585928689	9218 Bayshore Dr, Phoenix, AZ, 85051	0.52	Name split from “Last, First”Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-431988	CLM	Austin Hansen	2002-05-16	—	—	9390 Lincoln Way, Minneapolis, MN, 55410	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-412805	CLM	Brittany Hernandez	1972-01-22	—	—	8092 Washington St, Miami, FL, 33152	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+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-118692	ENR	Adam Green	2003-05-12	UHC-08215-14	—	731 Market St, Austin, TX, 78743	0.52	Name split from “Last, First”Phone missing area code State code upper-cased ZIP+4 trimmed+2 more
ENR-102111	ENR	Sophia Fox	1973-06-20	UHC-96989-32	4989404410	5249 Sage Ct, Houston, TX	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-407703	CLM	Natalie Singh	1946-01-04	—	—	1116 Market St, Chandler, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-107715	ENR	Benjamin W Brown	1951-08-19	UHC-16254-06	8848062463	9444 Union St, Mesa, AZ, 85284	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+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
CLM-408729	CLM	Fernandez Maria	1962-12-10	UHC-85600-60	—	9762 Forest Ave, Gilbert, AZ, 85255	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+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-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
ENR-139288	ENR	Chrristian Ruiz	2004-06-11	UHC-87732-27	6523660164	5969 Willow Ct, Gilbert, AZ, 85236	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129111	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129112	ENR	Kevin Reyes	1938-04-09	UHC-54672-04	5716478007	172 Sage Ct, Seattle, WA	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-117546	ENR	Logan Y Gonzales	1986-07-13	UHC-19729-25	—	6025 River Rd, Orlando, FL, 32899	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more

9,980 rows, page 53 of 200Previous Next