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 “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-136144	ENR	Isabella Z Reed	1987-08-24	UHC-76255-44	7686605539	8519 Main St, Gilbert, AZ, 85250	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107604	ENR	Matthew Ryan	1972-02-10	UHC-87039-03	8419439485	2434 Willow Ct, Eden Prairie, MN	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-100409	ENR	Heather H Thomas	1998-02-05	UHC-74493-68	2372145528	7841 Church St # 744, Minneapolis, MN, 55431	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-120436	ENR	Katherine N Hawkins	—	UHC-90748-59	8819951080	7014 Valley View Dr, Austin, TX, 78788	0.48	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
ENR-101263	ENR	Andrew Harper	1978-03-24	UHC-15603-56	9438400787	340 Lake View Rd, Los Angeles, CA, 90001	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-117986	ENR	Ann L Morgan	2001-12-12	UHC-18409-32	7677201619	6424 Cedar Ln, San Diego, CA, 92107	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-108984	ENR	Jess Chapman	2003-12-21	UHC-58883-44	4519364767	360 Desert Sky Blvd, Tampa, FL, 33619	0.48	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+4 more
ENR-103683	ENR	Ronald Morales	1967-07-24	UHC-74352-88	3958378373	6914 Cedar Ln, Denver, CO, 80215	0.48	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-110446	ENR	Beverly U Lewis	1979-09-21	UHC-51806-33	—	1731 Sunset Blvd, Tempe, AZ, 85252	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-120873	ENR	Lauren E Davis	1980-12-09	UHC-50623-59	7923393453	3712 Main St, Columbus, OH, 43293	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-130287	ENR	Douglas Wallace	2001-08-24	UHC-52717-40	7335890995	6536 Lake View Rd, Glendale, AZ, 85379	0.48	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-105303	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105302	ENR	Roger Watson	1948-04-27	UHC-88620-95	4367914775	6246 Forest Ave, Minneapolis, MN, 55429	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-115903	ENR	Ana W Andrews	1952-07-20	UHC-89158-54	—	2817 Apache Blvd, Denver, CO	0.48	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+4 more
ENR-135250	ENR	Jordan Ferguson	—	UHC-68665-03	3254919247	6753 Sage Ct, Seattle, WA, 98133	0.48	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+4 more
ENR-114296	ENR	Laura W Jonson	1981-01-03	UHC-73708-61	2892278574	184 Meadow Ln, San Antonio, TX, 78203	0.48	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-126407	ENR	Virginia Wilson	1999-05-18	UHC-88267-97	—	7763 Oak St, San Antonio, TX, 78268	0.48	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+4 more
ENR-137144	ENR	Denny O Dean	1974-02-06	UHC-07591-25	3653866925	863 Forest Ave, Gilbert, AZ, 85273	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-120318	ENR	Logan Stewart	1974-03-04	UHC-35018-95	9838076756	7919 Mesa Dr # 262, Nashville, TN, 37266	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-114251	ENR	Frank Q Gomez	1940-12-15	UHC-57895-27	5378475354	2750 Mesa Dr, Austin, TX, 78787	0.48	Name re-cased Date of birth reformatted Member ID reformatted SSN last four extracted+4 more
ENR-122212	ENR	Douglas Q Tucker	1971-11-13	UHC-69945-91	—	7086 Cedar Ln, San Antonio, TX	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-101046	ENR	Deborah Butler	1994-02-19	UHC-90382-97	—	6452 Church St, San Antonio, TX, 78232	0.48	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-130920	ENR	Samuel R Clark	1942-06-03	UHC-46047-49	—	7145 Valley View Dr, Eden Prairie, MN, 55372	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-111147	ENR	Raymond Peterson	1961-03-06	UHC-76146-60	3609456095	2005 Hillcrest Rd, Tampa, FL, 33668	0.48	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+4 more
ENR-104376	ENR	Dylan A Day	1968-03-05	UHC-69809-48	4364032927	522 Indian School Rd # 828, Denver, CO, 80214	0.48	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+4 more
ENR-110462	ENR	Cynthia I Lucas	1964-12-23	UHC-72108-02	4202361988	64 Indian School Rd, Minneapolis, MN, 55436	0.48	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-118369	ENR	Theresa Kelly	1950-01-02	UHC-26103-49	6876560179	1014 Hillcrest Rd, San Diego, CA, 92124	0.48	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-107845	ENR	Victoria Luna	1947-05-10	UHC-75189-78	—	7581 Willow Ct, Mesa, AZ, 85298	0.48	Name re-cased Street suffix standardised Address re-cased State name converted to code+4 more
ENR-136215	ENR	Amber N Lee	2004-04-08	UHC-32742-91	5362651559	8105 Desert Sky Blvd, San Diego, CA, 92184	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-113239	ENR	Joan Y Clark	1967-11-09	UHC-92120-58	2364835610	3163 Grand Ave, Atlanta, GA, 30308	0.48	Phone reformatted Street suffix standardised Address re-cased City re-cased+4 more
ENR-122585	ENR	Jacob Reyes	1998-07-28	UHC-39351-80	6537723905	2180 River Rd, Tucson, AZ, 85764	0.48	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-100963	ENR	Albert Harrison	1944-03-24	UHC-16381-51	5139965012	5207 Valley View Dr, Scottsdale, AZ, 85231	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-114297	ENR	Wei X Rios	1953-05-08	UHC-03294-76	—	9157 Bayshore Dr, Chandler, AZ, 85248	0.48	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+4 more
ENR-101239	ENR	Brandon Gonzeles	1966-05-07	UHC-09464-72	7926031562	1764 Ocean Ave, Plano, TX, 75060	0.48	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139853	ENR	Mariana Garrett	2003-11-15	UHC-39140-72	8297356353	6949 Sunset Blvd, Mesa, AZ, 85258	0.48	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-104628	ENR	Marilyn Z Elliott	2008-05-15	UHC-08946-09	2128783719	1704 Union St, Atlanta, GA, 30342	0.48	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-105180	ENR	Albert V Meyer	1986-10-17	UHC-06373-47	2633590486	7078 Cedar Ln, Orlando, FL, 32856	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-100887	ENR	Paul Z Jimenez	1977-10-17	UHC-80721-02	7525558763	1194 Pine Dr Apt 28, Tempe, AZ, 85257	0.48	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-118232	ENR	Nicholas Jacobs	1982-08-08	UHC-67353-83	—	9067 Meadow Ln Apt 7, Nashville, TN, 37265	0.48	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+4 more
ENR-109987	ENR	Mateo L Rivera	1958-11-09	UHC-49017-44	8138082222	3705 Spring St, Atlanta, GA, 30307	0.48	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-115491	ENR	Albert N Guzman	1968-01-08	UHC-34549-49	4009229853	2821 Highland Ave, Glendale, AZ	0.48	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-133876	ENR	Samantha Murphy	1977-09-03	UHC-20022-73	7003472354	2756 Hillcrest Rd # 384, Las Vegas, NV, 89195	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-132086	ENR	Douglas Grant	2005-04-15	UHC-69967-87	7452703908	4836 Spring St, Gilbert, AZ, 85268	0.48	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-131463	ENR	Patricia C Lane	1953-09-16	UHC-02304-16	6766895026	7476 Main St, Eden Prairie, MN, 55332	0.48	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-109320	ENR	Linda Torres	1990-08-06	UHC-86330-69	—	6469 Palm Dr, Dallas, TX, 75200	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-128424	ENR	Janet V Marquez	1965-01-24	UHC-22058-15	4593465238	6561 Maple Ave # 836, Tampa, FL, 33675	0.48	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-121423	ENR	Linda Berry	1952-07-22	UHC-94854-16	9085651714	5051 Sunset Blvd, Minneapolis, MN, 55413	0.48	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
ENR-109549	ENR	Sophia Edwards	1955-10-02	UHC-28031-99	5245514839	4035 Spring St Apt 39, Los Angeles, CA, 90009	0.48	Phone reformatted Unit split from street Street suffix standardised Address re-cased+4 more
ENR-108317	ENR	Megan U Baker	1994-01-06	UHC-45792-28	5964708007	5007 Bayshore Dr, Nashville, TN, 37261	0.48	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+4 more
ENR-103410	ENR	Danieelle Mendez	1958-05-25	UHC-12593-59	5943795180	9769 Palm Dr, Gilbert, AZ	0.48	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more

7,326 rows, page 22 of 147Previous Next