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 “ZIP missing”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP missingClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-426021	CLM	Pamela Medina	1945-06-06	UHC-50999-12	3906878493	9511 Sunset Blvd, Sacramento, CA	0.74	Name re-cased Date of birth reformatted City re-cased ZIP missing+3 more
ENR-137287	ENR	Gerald S Taylor	1975-09-10	UHC-09940-47	7102785529	2940 Cedar Ln, Chandler, AZ	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
ENR-119103	ENR	Samuel Guerrero	2004-08-11	UHC-70261-24	3562221119	4432 Willow Ct, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-402832	CLM	Lawrence Mrogan	1970-05-27	UHC-08471-65	5498685276	3458 Forest Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-109348	ENR	Ryan M Duncan	2002-11-20	UHC-30657-74	5002363668	8674 Willow Ct, Plano, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-138250	ENR	Sofia K Howard	1956-10-02	UHC-60029-39	5135486442	7473 Palm Dr, Phoenix, AZ	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
PRV-29447	PRV	Christian Morano	1939-05-17	—	4474812422	9892 Lake View Rd, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-100220	ENR	Joseph Ward	1982-07-04	UHC-50573-60	3636341187	8400 Baseline Rd, Nashville, TN	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-121242	ENR	Rebecca King	1966-03-28	UHC-55205-58	5666547385	4953 Cedar Ln, Seattle, WA	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
ENR-122270	ENR	Dorothy D Marquez	1955-12-07	UHC-73764-85	4483974788	1017 Baseline Rd, Los Angeles, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-112307	ENR	Tim X Weber	2004-08-09	UHC-38193-02	8485910817	2356 Meadow Ln, Minneapolis, MN	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-111495	ENR	Anna I Bryant	1956-08-11	UHC-91893-88	7912851692	3534 Grand Ave, Nashville, TN	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419169	CLM	Judy Gutierrez	1944-10-11	UHC-68949-79	7269228240	893 Market St, Houston, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-403251	CLM	Jack Fisher	1998-07-20	—	—	2171 Mountain View Dr, Charlotte, NC	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-137779	ENR	Edward U Simpson	1974-09-14	—	2796159432	8389 Valley View Dr, Scottsdale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
CLM-403441	CLM	Mei Mitchell	1976-02-19	—	6125163897	3051 Camelback Rd, Seattle, WA	0.76	Phone reformatted City re-cased ZIP missing Email lower-cased+2 more
CLM-409674	CLM	Kevin N Willis	1965-03-08	UHC-37185-19	3349820388	3862 Washington St, Denver, CO	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-131838	ENR	Pamela Hayes	1967-07-20	UHC-15386-32	9569671033	3336 Valley View Dr, Atlanta, GA	0.76	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+2 more
ENR-104736	ENR	Scott W Coleman	1981-11-07	UHC-13133-67	4019502072	5624 Meadow Ln, Glendale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
TPA-53818	TPA	Vincent Gordon	1973-01-03	—	2558169267	1710 Central Ave, Miami, FL	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
ENR-131692	ENR	Barbara V Parker	1957-11-19	UHC-31913-58	3704420740	5518 Sunset Blvd, Minneapolis, MN	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-419918	CLM	Tony Hansen	1963-05-16	UHC-17160-06	—	8380 Elm St, Orlando, FL	0.76	Name re-cased Date of birth reformatted ZIP missing Plan code upper-cased+2 more
ENR-128909	ENR	Brandon G Peters	1973-09-10	UHC-24583-07	8289636027	1387 Elm St, Tampa, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
CLM-424782	CLM	Carolyn Z Price	1983-07-27	UHC-44884-39	4767298151	524 Broadway, Nashville, TN	0.76	Name re-cased Phone reformatted City re-cased State code upper-cased+2 more
CLM-412040	CLM	Brenda Banks	1954-12-08	UHC-05819-20	—	2233 Broadway, Orlando, FL	0.76	Name re-cased Date of birth reformatted Member ID reformatted Address re-cased+2 more
TPA-51697	TPA	Ashley Thompson	1961-04-11	—	—	5781 Broadway, Miami, FL	0.76	Name re-cased Date of birth reformatted Address re-cased ZIP missing+2 more
ENR-100515	ENR	Roger X Rogers	1952-11-26	UHC-69863-82	4076825964	3762 Apache Blvd, Plano, TX	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
ENR-120089	ENR	Gerald Howell	1948-12-14	UHC-19205-15	4362734873	3597 Baseline Rd, San Antonio, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-110912	ENR	David Obrien	1975-10-06	UHC-16998-15	—	3213 Market St, Minneapolis, MN	0.76	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
PRV-26855	PRV	Keith Griffin	1979-04-15	—	5088426049	9173 Lake View Rd, Tucson, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-54487	TPA	Jmaes Johnson	1945-07-21	UHC-22933-11	—	9124 Grand Ave, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP missing+2 more
CLM-430335	CLM	Diego H Contreras	1948-02-23	UHC-46032-06	5944815555	2310 Forest Ave, Eden Prairie, MN	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-116872	ENR	Harold D Fernandez	1981-07-02	UHC-45011-98	8222250190	6390 Lake View Rd, Sacramento, CA	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
CLM-430789	CLM	Christian Anderson	1939-07-09	—	—	2042 Washington St, Orlando, FL	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-138863	ENR	Carolyn Y Gonzalez	1939-03-26	UHC-17410-90	2189811835	4727 Highland Ave, Las Vegas, NV	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-104219	ENR	Susn Schultz	1939-11-17	UHC-51642-66	9623369527	4292 Highland Ave, Seattle, WA	0.76	Member ID reformatted City re-cased ZIP missing Email lower-cased+2 more
PRV-21279	PRV	Kelly G Baker	2006-08-28	UHC-48249-92	2786859756	4218 Sunset Blvd, San Diego, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
ENR-124724	ENR	Dot Allen	1941-12-21	UHC-26714-76	—	6257 Park Pl, Las Vegas, NV	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more
ENR-116676	ENR	Carl V Pea	1991-03-22	UHC-76006-41	4128851476	2590 Church St, Las Vegas, NV	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-135751	ENR	Jeffrey X Fernandez	1967-12-26	UHC-50567-88	2702394330	1440 Market St, Tucson, AZ	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more
CLM-414717	CLM	Brandon Fernandez	1986-09-06	—	7099875160	4574 Canyon Rd, Seattle, WA	0.76	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
PRV-27974	PRV	Kenneth Burton	1950-06-10	—	2767546196	8977 Central Ave, Fresno, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-22541	PRV	Susan Murphy	1996-06-03	—	7576674321	1234 Broadway, Tempe, AZ	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
TPA-62806	TPA	Amber Henderson	1970-08-09	—	—	7298 Broadway, Sacramento, CA	0.76	Name re-cased Address re-cased State code upper-cased ZIP missing+2 more
TPA-51397	TPA	Rachel Washington	1965-11-02	—	5644745667	7169 Broadway, Glendale, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-133464	ENR	Douglas M Gutierrez	2005-03-01	UHC-07621-24	6147637752	25 Broadway, Plano, TX	0.76	Name re-cased Address re-cased ZIP missing Email lower-cased+2 more
PRV-24764	PRV	Eugene Bailey	1968-02-11	UHC-60178-10	5264472913	5402 Church St, Tempe, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-122472	ENR	Theresa Y Price	2003-04-02	UHC-56837-21	7467300503	3040 Main St, Jacksonville, FL	0.76	Name re-cased Phone reformatted ZIP missing Email lower-cased+2 more
CLM-420316	CLM	Sean Young	2007-07-27	UHC-50316-40	3688637921	3421 Indian School Rd, Phoenix, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
TPA-53813	TPA	Paul Holmes	1953-01-28	—	—	5401 Forest Ave, Scottsdale, AZ	0.76	Date of birth reformatted City re-cased ZIP missing Email lower-cased+2 more

7,146 rows, page 117 of 143Previous Next