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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-126246	ENR	Wayne Ray	1973-12-03	UHC-44062-04	9297003107	7029 Cedar Ln Apt 19, Jacksonville, FL, 32215	0.64	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+2 more
ENR-124106	ENR	Patricia I Edwards	1990-08-27	UHC-40472-13	—	1996 Elm St # 811, Tampa, FL, 33661	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121312	ENR	Carlos S Ryan	1989-06-02	UHC-94370-95	2713289946	814 Meadow Ln Apt 30, Mesa, AZ, 85290	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-115592	ENR	Vincent Jones	1975-09-01	UHC-15101-05	—	3540 Jefferson Ave Apt 25, Nashville, TN, 37295	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-121618	ENR	Hiroshi F Roberts	1959-02-21	UHC-02113-02	7836139730	6214 Broadway # 518, Glendale, AZ	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-104746	ENR	Pamela Espinoza	1975-07-06	UHC-71228-89	7852589900	952 Lincoln Way # 766, San Diego, CA, 92177	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135329	ENR	Ryan Dixon	2007-03-03	UHC-90343-37	8795979163	3550 Lake View Rd Apt 27, San Diego, CA, 92195	0.66	Name re-cased Two-digit birth year Unit split from street Email lower-cased+1 more
ENR-126323	ENR	Kelly Q Lucas	1938-05-23	UHC-05461-94	5442390657	8835 Market St # 556, Las Vegas, NV, 89106	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-101945	ENR	Angela Hawkins	1945-03-25	UHC-87699-01	5728977358	6764 Ocean Ave Apt 15, Los Angeles, CA	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-142794	ENR	Judith T Edwards	1971-09-12	UHC-45676-55	8122231572	5302 Ocean Ave Apt 9, Phoenix, AZ, 85005	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103615	ENR	Sharon Alexander	1965-11-03	UHC-67371-91	4083657644	1874 Market St # 232, Plano, TX, 75038	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-141578	ENR	Frances Yang	1968-08-14	UHC-53107-97	3795253532	9875 Park Pl # 366, Miami, FL, 33154	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-109223	ENR	Joycce C Barnes	2007-10-25	UHC-71080-12	3069456635	3562 Broadway Apt 5, Miami, FL, 33150	0.66	Two-digit birth year Phone reformatted Unit split from street City re-cased+1 more
ENR-136074	ENR	Arthur G Ray	2005-05-23	UHC-79109-70	3693613269	1716 Canyon Rd # 539, Tampa, FL, 33617	0.66	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased+1 more
ENR-100584	ENR	Jacqueline Chen	1997-08-07	UHC-37309-92	7032478775	5143 Grand Ave # 239, Los Angeles, CA, 90011	0.66	Date of birth reformatted Phone reformatted SSN last four extracted Unit split from street+1 more
ENR-134200	ENR	Julia V George	1938-04-01	UHC-18914-10	2975810911	6168 Market St Apt 7, Tampa, FL	0.66	Phone reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
ENR-120671	ENR	Bobby Hawkins	1965-12-02	UHC-80196-75	—	6630 Maple Ave # 993, Gilbert, AZ, 85211	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-119607	ENR	Alert James	1962-11-11	UHC-00467-13	8357572854	2638 Forest Ave # 327, Tempe, AZ, 85266	0.66	Name re-cased Phone reformatted Unit split from street Gender normalised+1 more
ENR-124361	ENR	Mason Fowler	1940-01-28	UHC-02372-66	4247934688	606 Palm Dr # 377, Glendale, AZ, 85310	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-137846	ENR	Jean I Schmidt	1939-01-14	UHC-37584-31	4207295348	944 Sage Ct Apt 33, Las Vegas, NV, 89148	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-111278	ENR	Jean E Tran	1941-02-01	UHC-62640-51	7907107036	8164 Sage Ct Apt 18, Austin, TX, 78716	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-135956	ENR	Jessica Butler	1983-07-23	UHC-02526-79	7299124563	4446 Sage Ct Apt 36, Houston, TX	0.66	Phone reformatted Member ID reformatted Unit split from street ZIP missing+1 more
ENR-138095	ENR	James Soto	2006-12-21	—	4934833194	8968 Maple Ave Apt 22, San Diego, CA, 92142	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-133268	ENR	Michael N Bowman	1941-12-11	UHC-34132-68	—	47 Forest Ave Apt 4, Mesa, AZ, 85252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-117478	ENR	Carolyn K Patterson	1975-02-10	UHC-74389-73	6819374209	2439 Valley View Dr # 956, Los Angeles, CA, 90083	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-142077	ENR	Roy A Santiago	1985-08-04	UHC-41770-59	2298057739	6503 Desert Sky Blvd Apt 34, Denver, CO, 80230	0.66	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+1 more
ENR-103711	ENR	Heather Lawrance	1964-05-06	UHC-82881-79	8904479951	1794 Elm St # 908, Glendale, AZ, 85376	0.66	Phone reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-121450	ENR	Diana Owens	1973-10-06	UHC-48954-53	2919975729	8103 Willow Ct Apt 10, Minneapolis, MN, 55493	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-112381	ENR	Olivia K Gibson	1956-06-01	UHC-86207-11	3217201855	8942 Harbor Blvd Apt 37, Chandler, AZ, 85206	0.66	Date of birth reformatted Phone reformatted Unit split from street City re-cased+1 more
ENR-138756	ENR	Christian Sandoval	1953-07-09	UHC-34963-43	5372684975	6829 Oak St # 977, Tampa, FL, 33660	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-130439	ENR	Heather N Chavez	1955-08-17	UHC-89788-22	3263375755	1163 Ocean Ave # 209, Nashville, TN, 37224	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-131588	ENR	Amber T Reed	1964-04-03	UHC-27473-20	—	7366 Pine Dr Apt 32, Phoenix, AZ, 85099	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111027	ENR	Ana Q Allen	1938-05-27	UHC-40301-04	9216508923	8410 Desert Sky Blvd # 434, Denver, CO, 80252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111028	ENR	Ana Q Allen	1938-05-27	UHC-40301-04	9216508923	8410 Desert Sky Blvd # 434, Denver, CO, 80252	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-104904	ENR	Victoria L Cook	1942-07-17	UHC-92086-06	5406085923	8105 Cedar Ln # 262, Fresno, CA	0.66	Unit split from street ZIP missing Email lower-cased Whitespace trimmed+1 more
ENR-101561	ENR	Rachel O Simpson	2005-09-03	UHC-64110-63	3524542834	4414 Apache Blvd # 237, Gilbert, AZ, 85270	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-113311	ENR	Peter F Brooks	1996-05-06	UHC-55560-09	8859686224	388 Highland Ave # 113, Sacramento, CA, 95832	0.66	Phone reformatted Member ID reformatted Unit split from street State name converted to code+1 more
ENR-141273	ENR	Wayne Y Lopez	2001-12-26	UHC-76174-84	6396090321	8070 Highland Ave # 736, Dallas, TX, 75296	0.66	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+1 more
ENR-113096	ENR	Abigail Hunter	1967-09-17	UHC-85123-87	2189543827	3253 Main St Apt 14, Minneapolis, MN, 55431	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-137163	ENR	Meria Ward	1993-12-23	UHC-62524-86	3626981115	7942 Lincoln Way # 765, Plano, TX, 75034	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
ENR-110342	ENR	Keith P West	2003-12-22	UHC-45978-28	3428078814	7579 Camelback Rd Apt 23, Orlando, FL, 32860	0.66	Name re-cased Member ID reformatted Unit split from street Gender normalised+1 more
ENR-109338	ENR	Kathleen L Obrien	1953-02-15	UHC-76854-65	6242279150	6948 Pine Dr Apt 37, Columbus, OH, 43294	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-116734	ENR	Eric Nunez	1974-11-03	UHC-04177-63	2796996587	1621 Valley View Dr Apt 19, Chandler, AZ, 85201	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-125502	ENR	Kelly Perry	1963-08-16	UHC-61552-77	5424199112	6792 Maple Ave Apt 11, Fresno, CA, 93783	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-139209	ENR	Anthony X Taylor	1940-06-11	UHC-53353-74	8374546978	5141 Central Ave Apt 30, Atlanta, GA, 30369	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-121780	ENR	Olivia Lopez	2004-06-27	UHC-30429-10	7326323822	2477 Broadway # 963, Sacramento, CA, 95834	0.66	Phone reformatted Unit split from street Address re-cased ZIP+4 trimmed+1 more
ENR-135774	ENR	Jeremy West	1938-07-24	UHC-33653-23	4207577384	3262 Baseline Rd Apt 32, Scottsdale, AZ, 85232	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-139728	ENR	Stephen D Armstrong	1947-08-05	UHC-85565-84	5363582530	6996 Spring St Apt 22, Phoenix, AZ, 85094	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
ENR-106001	ENR	Richard B Webb	1970-08-17	UHC-90379-15	2164810000	5939 Highland Ave Apt 25, Austin, TX, 78706	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-127535	ENR	Denise White	1963-07-19	UHC-43105-62	2942934967	1157 Washington St Apt 9, Columbus, OH, 43283	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more

3,345 rows, page 43 of 67Previous Next