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

Enrollment, flag “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-141197	ENR	Alice Snyder	1981-06-05	UHC-65139-66	5149107994	9272 Palm Dr, Los Angeles, CA, 90003	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-113894	ENR	Randy Daniels	1945-06-11	UHC-90910-84	3882163376	4653 Highland Ave Apt 27, Austin, TX, 78748	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-134802	ENR	Kim U Bans	1973-08-14	UHC-47323-56	2288029057	1608 Pine Dr # 286, Miami, FL, 33145	0.62	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-136674	ENR	Sandra T Jesen	1993-12-28	UHC-72704-42	8775739605	2493 Meadow Ln, Las Vegas, NV	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-106359	ENR	Marcus U Hart	—	UHC-36017-42	4373526442	3873 Lincoln Way, Gilbert, AZ, 85279	0.62	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+3 more
ENR-128223	ENR	Kimberly H Harvey	1960-01-28	—	—	1939 Palm Dr, Miami, FL, 33153	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
ENR-118906	ENR	Brian Lynch	1980-12-15	UHC-40970-34	7929380882	2551 Apache Blvd, Seattle, WA, 98112	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-116840	ENR	Mei Powell	1938-01-21	UHC-86561-31	—	9037 Ridge Rd, Scottsdale, AZ, 85281	0.62	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-125019	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-125020	ENR	Sofia I Rios	—	UHC-21043-75	8688752423	5680 Desert Sky Blvd, Dallas, TX	0.62	Name re-cased Date of birth unreadable City re-cased ZIP missing+3 more
ENR-100567	ENR	Janet Robinson	1949-05-14	UHC-84144-35	5108846379	4133 Spring St, Tampa, FL, 33628	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-104715	ENR	Yuki N McDonald	—	UHC-33344-40	—	8386 Spring St, Sacramento, CA, 95893	0.62	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-116948	ENR	Kathryn Tucker	2006-06-26	UHC-29928-51	5537032967	7904 Bayshore Dr, Sacramento, CA, 95875	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117378	ENR	Omar Greene	1983-10-05	UHC-20535-09	3059045568	1583 Mountain View Dr, Los Angeles, CA, 90045	0.62	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118154	ENR	Patricia T Patel	1958-07-09	UHC-33252-46	7033724602	3400 Central Ave, Nashville, TN, 37256	0.62	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-103229	ENR	Wei W Ruiz	1994-04-06	UHC-16978-79	9357213360	5871 Church St, Columbus, OH, 43224	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-132679	ENR	Jeremy Gilbert	1977-02-25	—	8279693160	9363 Valley View Dr, Columbus, OH, 43275	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-138720	ENR	Victoria Wilson	1991-09-07	UHC-94894-07	3499299962	6910 Baseline Rd, Jacksonville, FL, 32211	0.62	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+3 more
ENR-138698	ENR	Nancy G Contreras	2003-07-06	UHC-06256-10	5337130635	8051 Highland Ave, Tempe, AZ, 85214	0.62	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-115768	ENR	Anna Medina	1972-05-06	UHC-37749-59	8437414462	7443 Desert Sky Blvd, Tampa, FL	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-102913	ENR	Mason T Schultz	1998-04-10	UHC-99478-24	—	9216 River Rd, Minneapolis, MN, 55455	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-100042	ENR	Omar F Williams	1994-03-17	UHC-48669-35	7577838343	6733 Grand Ave, Miami, FL, 33178	0.62	Name re-cased Phone reformatted State name converted to code Email lower-cased+3 more
ENR-131525	ENR	Philip D Guzamn	1996-01-05	UHC-22868-86	7795373319	8571 Main St, Orlando, FL, 32886	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-138973	ENR	Laura Torres	1978-04-10	UHC-22561-29	4328771091	5328 Meadow Ln, Austin, TX, 78771	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-135422	ENR	John Hanson	1978-09-09	UHC-61409-68	2874576932	9040 Park Pl, Glendale, AZ, 85387	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-102576	ENR	Patricia W Knight	2007-09-18	UHC-45826-06	7767906650	3958 River Rd, Chandler, AZ, 85217	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-121311	ENR	AJunk	1988-05-07	UHC-38572-50	5726152702	6987 Maple Ave, Minneapolis, MN, 55421	0.62	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-118543	ENR	Heather Soto	2005-05-04	UHC-19577-93	7563578272	4206 Harbor Blvd # 516, Las Vegas, NV, 89149	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-133447	ENR	Kayal Scott	1980-04-22	UHC-83248-67	6783988211	2383 Elm St Apt 13, Orlando, FL, 32888	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-125170	ENR	Helen Estrada	1944-12-08	UHC-63825-95	2865999236	5639 Spring St Apt 5, Las Vegas, NV, 89134	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-101459	ENR	ZJunk	1972-12-06	UHC-93980-84	7722041842	3196 River Rd, Denver, CO, 80244	0.62	Date of birth reformatted Phone reformatted City re-cased Gender normalised+3 more
ENR-141785	ENR	Richard Shaw	1996-02-03	—	9093629129	1104 Jefferson Ave, Minneapolis, MN, 55424	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-134879	ENR	Christian U Davis	1991-01-06	UHC-84270-65	6013827625	684 Camelback Rd, Columbus, OH, 43235	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-117939	ENR	Priya W Wlliams	2001-04-12	UHC-02077-27	4216922370	7123 Ocean Ave, Glendale, AZ, 85372	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-120798	ENR	Tyler A Duncan	1942-01-25	UHC-67311-44	3138428696	3554 Pine Dr, Denver, CO, 80229	0.62	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-136041	ENR	Luis J Schultz	1974-01-03	UHC-32378-87	2352497196	5872 Spring St, Phoenix, AZ, 85076	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-116812	ENR	Christina K Larson	1990-12-21	UHC-21863-98	5029381430	3967 Sage Ct, Nashville, TN, 37276	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-109893	ENR	Janice G Rojas	2005-10-21	UHC-88398-83	2317912351	6773 Washington St Apt 33, Denver, CO, 80290	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-108961	ENR	Gary A Gonzales	1973-01-28	UHC-74556-13	9104501706	8296 Park Pl, Gilbert, AZ, 85232	0.62	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-115010	ENR	Diana P Howard	1956-12-13	UHC-95898-65	—	1940 Apache Blvd, Fresno, CA	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-121291	ENR	Brittany C Bennett	1976-03-01	UHC-13990-39	2598768170	8266 Central Ave, Gilbert, AZ, 85298	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-131704	ENR	Katherine I Hart	1992-03-19	UHC-28620-79	8145279302	5857 Ridge Rd, Dallas, TX	0.62	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-141412	ENR	Zachary D Scott	1949-12-24	UHC-64427-62	—	8108 Canyon Rd, Plano, TX, 75085	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-118871	ENR	Mason V Gomez	2003-02-24	UHC-11709-44	2457660513	5656 Grand Ave, Glendale, AZ, 85364	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138591	ENR	Brandon Salazar	1984-01-01	UHC-46520-73	5817784026	1111 Main St, Las Vegas, NV, 89166	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-111691	ENR	Lauren Morrison	1978-08-20	UHC-90176-41	8553024256	5389 Willow Ct, Nashville, TN, 37297	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116593	ENR	Nancy O Richardson	2006-07-04	UHC-90846-48	—	8986 Willow Ct, Houston, TX, 77006	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-122289	ENR	Santiago Lynch	1998-06-15	UHC-94650-08	3253173092	2281 River Rd, Las Vegas, NV, 89117	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-121201	ENR	Jack I Sims	1983-09-21	UHC-08090-72	8249894889	8391 Harbor Blvd, Plano, TX, 75073	0.62	Name split from “Last, First”Phone reformatted City re-cased ZIP+4 trimmed+3 more
ENR-141277	ENR	Pamela Graham	1967-03-14	UHC-53873-23	5043527432	9174 Hillcrest Rd, Houston, TX, 77079	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

16,916 rows, page 73 of 339Previous Next