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 “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-60513	TPA	Daniel Stephens	1993-08-03	—	5985032190	4109 Willow Ct, Tempe, AZ, 85244	0.66	Name re-cased Phone reformatted State name converted to code Gender normalised+1 more
ENR-104100	ENR	Rachel Orttega	2002-11-23	UHC-30814-10	6176168733	7804 Hillcrest Rd, San Diego, CA, 92136	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
ENR-122374	ENR	Adam F Robinson	1987-08-21	UHC-72059-96	—	5799 Church St, Denver, CO, 80228	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-126766	ENR	Donna Greene	1989-01-17	UHC-31782-23	8568609815	5500 Hillcrest Rd, San Diego, CA, 92179	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-400844	CLM	Ryan Kelly	1969-12-07	UHC-98387-34	—	9059 Maple Ave, Austin, TX, 78780	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403030	CLM	Raymond Lewis	1949-01-21	UHC-00572-26	5365907879	561 Pine Dr, Jacksonville, FL, 32266	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+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
CLM-421370	CLM	Virginia I Clark	1956-11-05	UHC-07844-60	—	8280 Forest Ave, Phoenix, AZ, 85031	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-133154	ENR	Tom Q Matthews	2002-08-28	UHC-58466-91	8473193831	8141 Mountain View Dr, Miami, FL, 33161	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
CLM-426084	CLM	Amy N Austin	1990-06-06	—	—	8232 Mountain View Dr, Nashville, TN, 37235	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-413044	CLM	Brandon Kim	1962-06-04	—	—	4843 Meadow Ln, Fresno, CA, 93719	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-426450	CLM	Evelyn Palmer	1997-04-03	UHC-50583-39	—	8011 Church St, Tucson, AZ, 85758	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+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
PRV-28666	PRV	Julia Cooper	2002-07-03	—	4238774045	4654 Cedar Ln, Tucson, AZ, 85729	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-124375	ENR	Arthur Chavez	1973-02-02	UHC-10907-02	3686014273	3230 Pine Dr, Miami, FL, 33179	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted State name converted to code+1 more
ENR-104323	ENR	Sean Fowler	1974-02-26	UHC-27565-34	4547691828	706 Lincoln Way, Eden Prairie, MN, 55353	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-141373	ENR	Jason W Wallace	1960-05-14	UHC-80148-10	9882292150	3701 Meadow Ln, Denver, CO, 80257	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
TPA-58503	TPA	Shirley Wheeler	1995-08-12	—	—	8363 Sage Ct, Tucson, AZ, 85701	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-427139	CLM	Julia E Brown	1989-05-17	UHC-01468-21	9502303813	8084 Main St, Sacramento, CA, 95885	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-427145	CLM	Priya D Coleman	1979-02-22	UHC-29997-83	—	8189 Canyon Rd, Phoenix, AZ, 85027	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-121755	ENR	Billy Price	1955-12-11	UHC-38863-65	—	8964 Willow Ct, Denver, CO, 80285	0.66	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-137239	ENR	Bobby T Santos	1953-01-24	UHC-56205-62	6959680235	1155 Jefferson Ave, Chandler, AZ, 85214	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-22460	PRV	Gary Q West	1998-01-17	UHC-19798-12	9816612400	6358 Ocean Ave, Columbus, OH, 43278	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
CLM-409270	CLM	Sam Hernandez	1980-10-22	UHC-94074-24	7997228805	6839 Jefferson Ave, Orlando, FL, 32889	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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
TPA-55392	TPA	Julie Lewis	1963-03-22	—	2862880696	7632 Church St, Seattle, WA, 98167	0.66	Name split from “Last, First”Phone reformatted State name converted to code Email lower-cased+1 more
ENR-115174	ENR	Elizabeth Crawford	2002-07-18	UHC-29391-61	6113531127	6310 Hillcrest Rd, Houston, TX	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP missing+1 more
CLM-412723	CLM	Steven Schmidt	1986-09-25	UHC-10816-62	6286739037	2572 Ridge Rd, Plano, TX, 75059	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63625	TPA	Jerry Stevens	1998-06-17	—	—	4239 Union St, San Diego, CA, 92162	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20603	PRV	Christina Perez	2000-01-20	UHC-96033-78	4557544897	9108 Meadow Ln, Gilbert, AZ, 85255	0.66	Two-digit birth year Phone reformatted State name converted to code Whitespace trimmed+1 more
CLM-415978	CLM	Megan Burton	1962-12-19	UHC-70543-77	—	2945 Hillcrest Rd, Columbus, OH, 43222	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-428614	CLM	Andrea Harvey	1975-03-08	—	—	7038 Valley View Dr, Phoenix, AZ, 85075	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-20620	PRV	Anthony Gray	1947-05-21	—	4984169169	3721 Park Pl, Miami, FL, 33102	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-119556	ENR	Nicole Banks	1949-11-11	UHC-40533-39	3984418821	2501 Apache Blvd, Tampa, FL	0.66	Phone reformatted State name converted to code ZIP missing Email lower-cased+1 more
CLM-404790	CLM	Roy Q Bennett	1950-11-23	UHC-17845-80	—	4687 Central Ave, Scottsdale, AZ, 85270	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
PRV-27448	PRV	Sarah T Prker	1990-02-23	—	2538286454	7418 Forest Ave, Denver, CO, 80280	0.66	Name re-cased Two-digit birth year State name converted to code Whitespace trimmed+1 more
CLM-418723	CLM	Wei Schultz	1995-09-03	UHC-71252-57	6143618318	7300 Grand Ave, Seattle, WA, 98126	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-405953	CLM	Carlos Salazar	1992-08-07	—	4079702887	2954 Canyon Rd, Phoenix, AZ, 85017	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
CLM-413319	CLM	Kevin Thompson	1948-01-11	UHC-76614-91	—	484 Meadow Ln, Las Vegas, NV, 89138	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+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-124362	ENR	Kimberly A Morrison	1943-11-19	UHC-34877-54	4459186280	7194 Lincoln Way, Plano, TX, 75086	0.66	Two-digit birth year Phone reformatted City re-cased State name converted to code+1 more
CLM-418995	CLM	Anthony Weber	1986-11-02	UHC-65934-35	4307245735	1777 River Rd, Mesa, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-421584	CLM	Heln Williams	1996-06-22	—	—	6789 Canyon Rd, Houston, TX, 77046	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
CLM-416994	CLM	William Gonzales	1977-08-17	UHC-92544-37	—	2689 Market St, Minneapolis, MN, 55475	0.66	Name split from “Last, First”Date of birth reformatted State name converted to code Whitespace trimmed+1 more
CLM-421671	CLM	Scott Henderson	1987-01-24	—	—	3317 Forest Ave Apt 39, Gilbert, AZ, 85273	0.66	Name re-cased Unit split from street State name converted to code Whitespace trimmed+1 more
ENR-139911	ENR	Beverly B Reid	1967-12-17	UHC-24324-35	5264995382	6813 Sunset Blvd, Austin, TX, 78705	0.66	Phone reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56893	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
TPA-56892	TPA	Richard Sandoval	1947-10-27	—	6922986423	7359 Harbor Blvd, San Diego, CA, 92107	0.66	Name split from “Last, First”Phone reformatted City re-cased State name converted to code+1 more
CLM-411349	CLM	Alexander Ray	1996-05-06	—	—	5159 Ridge Rd, Tampa, FL, 33639	0.66	Street suffix standardised Address re-cased City re-cased State name converted to code+1 more
ENR-126204	ENR	Brittany Ramirez	2004-01-11	UHC-59030-32	4775698125	1639 Valley View Dr, Houston, TX, 77007	0.66	Phone reformatted City re-cased State name converted to code ZIP+4 trimmed+1 more

9,084 rows, page 122 of 182Previous Next