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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-132117	ENR	Judy Lee	1996-08-09	UHC-98404-56	5577662755	2608 Market St, Gilbert, AZ, 85234	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111105	ENR	Jacqueline F Adams	1996-06-09	UHC-65215-45	4517223182	5404 Spring St, Houston, TX, 77067	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108407	ENR	Wei F Wright	1947-10-18	UHC-97782-48	—	4960 Canyon Rd, Plano, TX, 75040	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-419115	CLM	Zachary Grant	1965-07-14	UHC-82010-72	6386267663	7471 Jefferson Ave, Houston, TX, 77089	0.64	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-118603	ENR	Sandra H Thompson	1972-07-14	UHC-77818-61	4512476783	858 Park Pl, Scottsdale, AZ	0.64	Phone reformatted City re-cased ZIP missing Gender normalised+2 more
CLM-401745	CLM	Bradley Rice	1983-03-12	UHC-06356-65	—	4855 Bayshore Dr, Atlanta, GA, 30350	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-400908	CLM	Ronald Cooper	1946-10-28	UHC-75874-34	—	9401 Union St, Las Vegas, NV, 89132	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-116007	ENR	Nicholas E Carter	2006-12-16	UHC-96506-93	6406937648	2576 Sunset Blvd, Glendale, AZ, 85359	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-63657	TPA	Ethan S Garza	2002-06-26	—	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-416831	CLM	Priya Reynolds	1995-05-20	—	—	3380 Camelback Rd, Tucson, AZ, 85754	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-56932	TPA	Jean Russell	1947-05-17	—	2777580393	8519 River Rd # 721, Orlando, FL, 32896	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
CLM-401601	CLM	Michelle Greene	1957-03-15	—	6157187595	3486 Camelback Rd, Eden Prairie, MN, 55341	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-140008	ENR	Vincent F Delgado	1960-02-12	UHC-58815-25	7402126774	5442 Sunset Blvd, Miami, FL, 33162	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-423350	CLM	Gerald T Ruiz	1989-02-10	UHC-14467-45	2346481263	8019 Canyon Rd, Columbus, OH, 43251	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-431112	CLM	Patricia Burns	1954-03-14	UHC-97556-39	8142534914	8332 Washington St, San Diego, CA, 92177	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124713	ENR	Ronald V Pierce	1938-09-25	UHC-99616-62	5944009129	861 Sunset Blvd, Phoenix, AZ, 85034	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100154	ENR	Fatima P Stone	1988-08-09	UHC-34812-21	3158149513	7374 Washington St, Charlotte, NC, 28297	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139431	ENR	Justin B Sntiago	1989-04-04	UHC-11375-98	3587236085	8313 Spring St, Phoenix, AZ, 85010	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26630	PRV	Larry Riley	1938-04-13	UHC-29158-66	3113969988	4797 Mountain View Dr, Orlando, FL	0.64	Name re-cased City re-cased ZIP missing Gender normalised+2 more
CLM-405827	CLM	Fields Mayr	1988-03-05	UHC-83147-55	6723571152	9296 Oak St, Gilbert, AZ, 85248	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-404909	CLM	Kathryn Carpenter	1943-01-12	—	—	9041 Palm Dr, Gilbert, AZ, 85216	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
CLM-429242	CLM	George Q Howell	—	—	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
CLM-400393	CLM	Ethan Lewis	1948-02-25	UHC-22221-92	—	5473 Lincoln Way, Houston, TX, 77041	0.64	Name split from “Last, First”City re-cased Gender normalised Plan code upper-cased+2 more
ENR-107342	ENR	Jacqueline Brooks	1964-10-04	UHC-71813-52	4102246758	6927 Park Pl, Columbus, OH, 43278	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125935	ENR	Charles Padilla	1948-10-24	UHC-99928-66	4483889157	8669 Highland Ave, Tempe, AZ, 85200	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52906	TPA	Ralph F Torrees	1945-09-17	—	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-426849	CLM	Kathryn J Thompson	1988-02-25	UHC-66658-75	—	9214 Forest Ave, Minneapolis, MN, 55416	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-29349	PRV	Stephanie Elliott	1957-09-15	—	3688106511	2713 Bayshore Dr, Gilbert, AZ, 85252	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
CLM-418064	CLM	Santiago Martinez	1959-06-09	UHC-34421-47	9322157494	225 Harbor Blvd, Minneapolis, MN, 55433	0.64	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
TPA-54867	TPA	Aisha Barnes	1986-05-05	—	—	6083 Main St, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
PRV-27630	PRV	Eric Robertson	2008-07-10	UHC-01745-78	2186271767	3096 Union St, Fresno, CA, 93766	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61312	TPA	Nathan Reynolds	1964-03-05	—	—	5436 Park Pl, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139767	ENR	Helen X Ellis	2008-02-12	UHC-73490-52	6389703302	2899 Broadway, Denver, CO, 80259	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-113345	ENR	Amy Wallace	1983-03-27	UHC-57852-57	7844691245	4996 Union St, Mesa, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-419444	CLM	Joe Bishop	1966-10-26	UHC-58513-77	9089607735	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-111768	ENR	Jose D Crawford	1991-06-13	UHC-88067-96	8108166307	2181 Willow Ct, Chandler, AZ, 85241	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119099	ENR	Julia F Vasquez	1956-12-05	UHC-90179-25	9322852002	7887 Indian School Rd, Minneapolis, MN, 55436	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133664	ENR	Amanda Rose	1963-07-24	UHC-45485-86	6102987277	216 Forest Ave, Atlanta, GA	0.64	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-408441	CLM	Sean V Sanders	2004-02-05	UHC-48053-23	—	3327 Grand Ave, Scottsdale, AZ, 85264	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129405	ENR	Stephen Dominguez	1997-02-23	UHC-14104-16	5108078448	2598 Jefferson Ave, Phoenix, AZ	0.64	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
TPA-51668	TPA	Camila Walsh	—	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-122078	ENR	Lori Cruz	1989-04-25	UHC-87156-17	9102112334	6582 Sage Ct, Eden Prairie, MN, 55387	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-417297	CLM	Lawrence Chapman	1975-10-20	—	—	3172 Ocean Ave, Austin, TX, 78770	0.64	State code upper-cased ZIP+4 trimmed Email lower-cased Gender normalised+2 more
CLM-427713	CLM	Jennifer McCoy	1950-09-26	UHC-92337-58	—	8713 Main St, Nashville, TN, 37208	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-405846	CLM	Lori Allen	1972-01-06	UHC-66446-36	6232845986	8219 Bayshore Dr, Denver, CO, 80213	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24055	PRV	Julie Li	1986-01-24	—	9312746436	2088 Ocean Ave, Miami, FL, 33136	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-55932	TPA	Cynthia Sandoval	2002-04-06	—	—	9753 Lake View Rd, Austin, TX, 78787	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-136979	ENR	Christina Hawkins	1999-03-20	UHC-88607-22	4485262978	4653 Lincoln Way, Las Vegas, NV, 89117	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
CLM-417146	CLM	Lucia White	1991-07-18	UHC-66434-91	—	4563 Lincoln Way, Sacramento, CA, 95853	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123106	ENR	Jose S Ryan	1948-06-08	UHC-19407-98	7073531374	5976 Market St, Gilbert, AZ, 85281	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more

16,828 rows, page 175 of 337Previous Next