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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106899	ENR	Aaron L Woods	1962-08-18	UHC-93651-88	6665860418	8586 River Rd, Glendale, AZ, 85397	0.62	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+3 more
ENR-100063	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-100064	ENR	Diane I Lee	1970-01-11	UHC-83472-91	8387724725	4401 Sunset Blvd, Scottsdale, AZ, 85200	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-120789	ENR	Rebecca H Richards	1974-06-05	UHC-74951-83	7519540074	8780 Jefferson Ave, Denver, CO, 80280	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-427440	CLM	Danielle Crawford	2002-09-25	UHC-73270-57	6655835578	3798 Desert Sky Blvd, Phoenix, AZ, 85033	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-110160	ENR	Luis Carlson	1962-02-07	UHC-63765-77	7598691502	8906 Meadow Ln Apt 31, Tempe, AZ, 85251	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-134004	ENR	Peter S Diaz	1938-01-23	UHC-02885-51	3829544392	8776 Market St, Minneapolis, MN, 55468	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-125690	ENR	Jake K Arnold	1945-11-04	UHC-45585-13	4299178212	4195 Jefferson Ave, Minneapolis, MN, 55427	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-122420	ENR	Olivia K Bradley	—	UHC-21842-25	5058067939	293 Grand Ave, Sacramento, CA, 95873	0.62	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-59514	TPA	Robert Walsh	1970-02-25	UHC-24675-76	9523490553	984 Forest Ave, Sacramento, CA, 95812	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115735	ENR	Emily Z Mills	1939-12-24	UHC-19723-89	7489166156	2201 Union St, Houston, TX, 77061	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-101412	ENR	Anthony Z Rose	1996-09-22	UHC-32318-01	8817142549	7414 Desert Sky Blvd, Scottsdale, AZ, 85229	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126971	ENR	Kenneth R Hunter	1975-08-15	UHC-91822-44	4912965898	6735 Broadway, Miami, FL, 33130	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Address re-cased+3 more
ENR-125617	ENR	Nick Lynch	1975-03-26	UHC-28009-85	7705191854	8167 Meadow Ln, Scottsdale, AZ, 85201	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-401299	CLM	Frank Park	1940-10-09	UHC-71024-06	6432702924	9254 Cedar Ln, Sacramento, CA, 95886	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-126900	ENR	Ronald K Ellis	2007-01-06	UHC-47088-25	7347267534	1443 Apache Blvd, Denver, CO, 80260	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411458	CLM	Terry N Arnold	1952-02-27	UHC-57242-43	—	5298 Elm St, Sacramento, CA, 95877	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-100159	ENR	Nicole Q Mitchell	1954-11-12	UHC-74652-24	9213259177	8002 Oak St, Houston, TX, 77020	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
CLM-420583	CLM	Gregory Hudson	1968-08-14	UHC-14069-21	—	7983 Hillcrest Rd # 180, Plano, TX	0.62	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+3 more
ENR-118808	ENR	Grace Mitchell	1976-12-07	UHC-70804-87	—	2330 Valley View Dr, Columbus, OH, 43206	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-123149	ENR	Christopher G Powell	1982-01-17	UHC-31697-64	8213956408	1288 Park Pl, Plano, TX, 75035	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-139705	ENR	Bryan I James	1974-04-22	UHC-70139-32	8303137519	2287 Broadway, Chandler, AZ	0.62	Phone reformatted Member ID reformatted State name converted to code ZIP missing+3 more
ENR-123112	ENR	Alexis J Tran	1938-01-26	UHC-80596-07	6349166724	238 Apache Blvd, Sacramento, CA, 95836	0.62	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+3 more
ENR-102240	ENR	Nancy W Hall	1945-10-06	UHC-34097-24	6973026660	4636 Harbor Blvd, Atlanta, GA, 30388	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-428634	CLM	Christopher Young	1993-07-09	UHC-27607-79	3524015851	1866 Church St, Chandler, AZ, 85269	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428528	CLM	Billy Dunn	1959-03-16	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-410717	CLM	Virginia Freeman	1960-09-05	UHC-43411-25	—	9052 Cedar Ln, Nashville, TN, 37275	0.62	Member ID reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-126457	ENR	David Pteerson	1982-03-16	UHC-64170-21	3687919880	1308 Apache Blvd, Atlanta, GA	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-122398	ENR	Joyce G Price	1964-01-27	UHC-38772-61	3709602343	3725 Jefferson Ave, Columbus, OH, 43281	0.62	Middle initial moved out of first name Name re-cased Member ID reformatted Street suffix standardised+3 more
ENR-118870	ENR	Jennifer B Vazquez	1946-07-25	UHC-29911-12	7714455658	1445 Market St, Los Angeles, CA, 90048	0.62	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-426777	CLM	Roy Ellis	—	UHC-97344-04	2135606666	2423 Central Ave, Mesa, AZ, 85234	0.62	Name re-cased Date of birth missing Phone reformatted Member ID reformatted+3 more
ENR-104944	ENR	Dorothy Tucker	2001-06-19	UHC-02112-59	5235096849	15 Elm St, Scottsdale, AZ, 85206	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
TPA-56489	TPA	Luis Cruz	1954-04-05	UHC-82624-56	—	1564 Grand Ave, Nashville, TN, 37283	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-426914	CLM	Susan Morrison	1959-02-28	UHC-92801-47	8742334613	2746 Apache Blvd, Denver, CO, 80252	0.62	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-123517	ENR	—Junk	1988-10-04	UHC-99904-77	9892123872	7873 Union St, Las Vegas, NV, 89162	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-111158	ENR	Amber G Perez	1969-03-01	UHC-63575-65	9643637206	2888 Mesa Dr, Mesa, AZ, 85218	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+3 more
ENR-114275	ENR	Jose K Howell	1974-11-06	UHC-32051-30	3836523892	6998 Cedar Ln, Seattle, WA, 98147	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-56939	TPA	Angela Cook	2008-11-05	UHC-30513-36	2398593746	8553 Valley View Dr, Los Angeles, CA, 90032	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-105738	ENR	Melissa G Garrett	1962-04-25	UHC-56131-09	8179663109	1223 Baseline Rd, Tampa, FL, 33616	0.62	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-114835	ENR	Diego S George	1962-07-15	UHC-54806-04	—	251 Apache Blvd, Tucson, AZ, 85792	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-115725	ENR	Jacob T Roberts	1959-04-06	UHC-64537-46	8693796218	5524 Canyon Rd, Austin, TX, 78796	0.62	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+3 more
PRV-24185	PRV	Douglas Mendez	1959-08-10	UHC-84771-78	3438859555	630 Apache Blvd, Plano, TX, 75015	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429961	CLM	Luis Duncan	1998-10-12	UHC-50248-11	5776853865	8373 Harbor Blvd, Gilbert, AZ	0.62	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-430795	CLM	Brittany E Wells	2001-01-14	UHC-87523-64	—	1690 Jefferson Ave, Austin, TX, 78737	0.62	Phone missing area code Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-136045	ENR	Sandra I Thompson	1979-08-20	UHC-34895-83	5516352476	4841 Bayshore Dr, Plano, TX, 75043	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-139414	ENR	Priya T Fuller	1951-07-13	UHC-15580-09	6764720948	8743 Maple Ave, Minneapolis, MN, 55404	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-126369	ENR	Mark Lopez	—	UHC-07607-29	6253005210	7194 Park Pl, Sacramento, CA, 95843	0.62	Date of birth missing Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-106495	ENR	Vincent H Hart	1976-04-05	UHC-99163-01	8609390189	3166 Oak St, Minneapolis, MN, 55413	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117204	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
ENR-117205	ENR	Sean W Berry	1968-09-12	UHC-17584-75	4473950926	8863 Harbor Blvd, Dallas, TX, 75213	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more

7,723 rows, page 35 of 155Previous Next