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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-112020	ENR	Fox Samantha	1949-02-21	UHC-12498-71	6685554407	—	0.66	Name re-cased Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-119456	ENR	Pamela K Butler	1995-11-10	UHC-80952-81	9757403631	8619 Spring St, Miami, FL, 33198	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-120636	ENR	Logan Yang	1968-12-06	UHC-63190-60	5575170109	8166 Bayshore Dr, Minneapolis, MN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-109563	ENR	Gerald C Gommez	2004-12-16	UHC-71792-78	8383783808	8799 Harbor Blvd, Miami, FL, 33112	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129358	ENR	Joshua Panye	1938-09-03	UHC-40350-50	2893105697	5146 Cedar Ln, Sacramento, CA, 95871	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-107941	ENR	Victoria E Moreno	—	UHC-39035-15	9736192774	1164 Meadow Ln, Nashville, TN, 37263	0.66	Name re-cased Date of birth missing Street suffix standardised Address re-cased+1 more
ENR-110625	ENR	Emily Martin	1997-05-14	UHC-23423-50	9666136576	3958 Elm St, Miami, FL, 33109	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139543	ENR	Joe Rojas	1982-01-06	UHC-25331-20	—	7841 Sage Ct, Phoenix, AZ, 85047	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-117435	ENR	Aisha Evans	1941-10-02	UHC-28302-37	8344345800	3315 Willow Ct, San Diego, CA	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-135479	ENR	Jack Q Ricards	1959-01-12	UHC-88698-83	7584848084	5859 Lake View Rd, Atlanta, GA, 30359	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116451	ENR	Kimberly L Santiago	1984-11-27	UHC-16774-11	7462057795	3655 Mountain View Dr, Denver, CO	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-109705	ENR	Anthony Holmes	—	UHC-49793-91	—	6000 Sunset Blvd, Austin, TX, 78770	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-128174	ENR	Chris I Jackson	1958-04-13	UHC-69793-47	3233825689	4347 Meadow Ln, Austin, TX, 78768	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130050	ENR	Maria Lane	—	UHC-74882-55	6837669912	6254 Forest Ave, Jacksonville, FL, 32295	0.66	Name re-cased Date of birth missing Phone reformatted Gender normalised+1 more
ENR-110440	ENR	Donald M Aguilar	1950-07-15	UHC-95936-49	7838169080	3963 Mesa Dr # 938, Austin, TX, 78726	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-112323	ENR	Mei Little	1998-09-16	UHC-10522-71	—	2961 Hillcrest Rd, Fresno, CA	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-112342	ENR	Catherine Watson	1938-07-22	UHC-12791-78	3375563347	9743 Ridge Rd, Tampa, FL	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-128155	ENR	Jesse U Cunningham	1968-06-09	UHC-70677-45	8137064995	7036 Grand Ave, Tampa, FL, 33602	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-104940	ENR	Martha Hansen	1988-04-22	UHC-51246-63	3106756838	2976 Central Ave Apt 12, Miami, FL, 33126	0.66	Name re-cased Phone reformatted Unit split from street City re-cased+1 more
ENR-100058	ENR	Doris F Garza	1957-12-18	UHC-03918-71	5597495345	5194 Desert Sky Blvd, Los Angeles, CA, 90000	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101067	ENR	Lori Q Warren	1976-12-09	UHC-11712-58	3949103879	4758 Highland Ave Apt 7, Los Angeles, CA, 90065	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-134160	ENR	Natalie Obrien	1969-07-27	UHC-10176-82	5435550647	5256 Apache Blvd, Plano, TX, 75024	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-103418	ENR	Eugene D Robinson	1958-11-01	UHC-47358-77	7946847171	6267 Oak St, Las Vegas, NV, 89120	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126563	ENR	Isabella O Medina	1982-11-22	UHC-04813-60	3446401596	5070 Sage Ct, Atlanta, GA	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-106453	ENR	Amber C Robinson	2006-08-07	UHC-29861-86	6432545330	7063 River Rd, Jacksonville, FL, 32224	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-141133	ENR	Raymond Y Chapman	1975-12-27	UHC-57667-96	2023467133	739 River Rd Apt 39, Nashville, TN, 37239	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-108978	ENR	Amanda Hicks	1972-10-09	UHC-66518-56	5958864136	5918 Forest Ave, Minneapolis, MN, 55439	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-108976	ENR	Zachary C Wallace	1994-02-09	UHC-31902-21	—	—	0.66	Name re-cased Two-digit birth year SSN last four extracted Whitespace trimmed+1 more
ENR-108754	ENR	David Tucker	1987-03-13	UHC-48263-22	9463490067	7849 Baseline Rd, Las Vegas, NV, 89134	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124880	ENR	Jean Fields	1944-12-22	UHC-82456-16	9867648535	4268 Elm St, Houston, TX, 77027	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-116202	ENR	Alexander O Brown	1991-10-21	UHC-96394-86	6017241093	6136 Jefferson Ave, Chandler, AZ, 85291	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127090	ENR	Janet E Lawrence	2006-01-06	UHC-94279-90	6484107286	942 Elm St, Gilbert, AZ	0.66	Name re-cased Two-digit birth year Phone reformatted ZIP missing+1 more
ENR-104817	ENR	Logan T Sanchez	1970-12-08	UHC-37017-96	5646784400	1334 Ridge Rd, Chandler, AZ, 85268	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126168	ENR	Juan I Rogers	—	UHC-81488-38	9327283550	2839 Main St, Los Angeles, CA, 90050	0.66	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+1 more
ENR-116974	ENR	Lucia G Little	—	UHC-70129-25	9542185645	5507 Mesa Dr, Miami, FL, 33115	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-133516	ENR	Barbara B Webb	2007-07-22	UHC-95611-74	8374021065	2043 Desert Sky Blvd, Los Angeles, CA, 90005	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-123924	ENR	Juan Singh	1951-08-22	UHC-53432-92	7507468626	2491 Ocean Ave, Eden Prairie, MN, 55322	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130748	ENR	Adam Morgan	1970-12-26	UHC-73274-64	3007676926	7848 Bayshore Dr, Chandler, AZ, 85268	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-135827	ENR	Daniel Nunez	1954-01-09	UHC-37947-01	2176217578	580 Church St, Glendale, AZ, 85333	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-127674	ENR	David Ray	2006-09-26	UHC-63175-31	5379777346	8279 Mountain View Dr, Phoenix, AZ, 85014	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106770	ENR	Gregory Hunt	1978-09-14	UHC-84710-60	9447374573	6266 Ocean Ave, Seattle, WA, 98128	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118212	ENR	Adam Welch	—	UHC-45041-79	9463128704	4241 Desert Sky Blvd, Tampa, FL, 33648	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-135585	ENR	Brandon Shaw	2007-05-20	UHC-41262-36	—	9042 Desert Sky Blvd, Charlotte, NC, 28263	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106361	ENR	Robert S Dunnn	1951-07-20	UHC-95326-41	3987553995	6341 Baseline Rd, Houston, TX, 77003	0.66	Name re-cased Two-digit birth year City re-cased State name converted to code+1 more
ENR-100001	ENR	Mark B Palmer	2003-04-05	UHC-34757-79	8117668647	6814 Baseline Rd, Dallas, TX, 75240	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-112316	ENR	Pamela Dominguez	1957-08-13	UHC-15089-82	3599504426	6080 Valley View Dr, Plano, TX, 75024	0.66	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-116450	ENR	Kimberly L Santiago	1984-11-27	UHC-16774-11	—	3655 Mountain View Dr, Denver, CO, 80211	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-103303	ENR	Harold Medina	1948-11-04	UHC-64245-47	6364322939	4445 Ocean Ave Apt 37, Fresno, CA, 93749	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-140849	ENR	Christian R Powell	2000-03-23	UHC-54654-92	5164287676	3686 Sage Ct, Denver, CO	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-129526	ENR	Steven C Watkins	1956-06-02	UHC-18796-43	5079940693	5142 Broadway, Mesa, AZ, 85224	0.66	Name re-cased Phone reformatted SSN last four extracted ZIP+4 trimmed+1 more

17,310 rows, page 117 of 347Previous Next