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

Claims, flag “State code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-412230	CLM	Yuki King	1991-07-06	UHC-91956-26	4846826628	3840 Canyon Rd, Miami, FL, 33179	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408273	CLM	Glooria Webb	1941-12-28	UHC-39563-01	4218900395	7915 Mountain View Dr, Austin, TX, 78757	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-430968	CLM	Jonathan Simmons	1988-05-11	UHC-03464-95	7915150208	8022 Jefferson Ave, Las Vegas, NV, 89194	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-425209	CLM	Helen Ptael	1995-03-27	UHC-69833-28	7783790438	3185 Valley View Dr, Nashville, TN, 37228	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-408336	CLM	Mateo Gonzales	1978-04-10	UHC-83490-21	4712284517	7746 Ocean Ave, Tempe, AZ, 85292	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-428729	CLM	Adam Mitchell	1955-06-06	UHC-63450-13	—	2564 River Rd, Fresno, CA, 93739	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-403413	CLM	Douglas H Ruiz	1997-09-11	UHC-49143-85	—	4282 Meadow Ln, Tempe, AZ, 85246	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-407073	CLM	Charlotte Coleman	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.74	Name re-cased Date of birth reformatted Phone reformatted City re-cased+3 more
CLM-422879	CLM	Jonathan Kelly	1985-10-27	UHC-10931-15	5845997566	5606 Washington St, Phoenix, AZ, 85082	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-401043	CLM	Jesse Hunt	2006-12-05	UHC-34095-99	—	8783 Jefferson Ave, Gilbert, AZ, 85219	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431532	CLM	Zachary Scott	1949-12-24	—	—	8108 Canyon Rd, Plano, TX, 75085	0.74	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-419666	CLM	Scott Moreno	1982-06-28	UHC-06606-92	5632549383	6152 Broadway, San Antonio, TX, 78212	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-410027	CLM	Fatima Simmons	1999-03-09	UHC-08560-99	4598886174	388 Church St, Columbus, OH, 43239	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-425904	CLM	Jonathan B Rivera	1953-04-10	UHC-42719-76	5869724641	8587 River Rd # 518, Phoenix, AZ, 85070	0.74	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-431466	CLM	Lori Mason	2005-03-16	—	—	6710 Main St, Seattle, WA, 98128	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407729	CLM	Luis X Oliver	1999-04-15	UHC-83023-09	6433737907	6924 Oak St, Tucson, AZ, 85772	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-417365	CLM	Sirley Griffin	2008-09-22	UHC-80810-02	9153713074	3836 Oak St, Denver, CO, 80262	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-422775	CLM	Brenda Simmons	1969-10-10	—	9604581012	2504 Hillcrest Rd, San Diego, CA, 92181	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430209	CLM	Alan Gilbert	1965-01-14	UHC-63930-87	—	7071 Union St, Columbus, OH, 43298	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-411301	CLM	Donald Anderson	1955-04-02	UHC-91846-26	—	6274 Highland Ave, Phoenix, AZ, 85029	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-429183	CLM	Jennifer Williamson	1973-12-03	—	6977925414	1510 Forest Ave, Seattle, WA, 98147	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-414879	CLM	Alvarado Jacqueline	1946-02-10	UHC-56970-49	—	9838 Lake View Rd, San Diego, CA, 92157	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-422798	CLM	Shirley R Hunter	1958-03-17	—	—	4214 Spring St, San Diego, CA, 92173	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-430516	CLM	Sara Hicks	2001-12-23	UHC-24394-15	4745795639	2890 Mountain View Dr, Sacramento, CA, 95867	0.74	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-419356	CLM	Wei Fuller	1965-05-22	—	4237503755	1677 Washington St, Scottsdale, AZ, 85231	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-422073	CLM	Sharon Vega	1970-01-16	UHC-51699-03	6665859164	6900 Baseline Rd, San Diego, CA, 92104	0.74	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-428508	CLM	Frank C Lawrence	1945-09-08	—	8726626050	6136 Harbor Blvd, Fresno, CA, 93724	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-426489	CLM	Tommy E Syms	1971-03-19	UHC-88422-90	9817131418	4750 Grand Ave, Orlando, FL, 32898	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-430373	CLM	Joe Welch	1968-07-21	UHC-35283-22	—	2893 Harbor Blvd, Atlanta, GA, 30331	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-407531	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-407530	CLM	Roger White	1948-08-05	UHC-38078-45	—	1413 Meadow Ln, Miami, FL, 33135	0.74	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402296	CLM	Esspinoza P Amber	1948-01-22	UHC-65231-24	—	9369 Valley View Dr, Columbus, OH, 43256	0.74	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-405610	CLM	Larry F Jackson	1943-03-16	—	9178940301	9602 Church St, Seattle, WA, 98124	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-412015	CLM	Jerry Price	1957-10-17	UHC-62204-46	—	563 Desert Sky Blvd, Glendale, AZ, 85340	0.74	Name re-cased Date of birth reformatted Member ID reformatted City re-cased+3 more
CLM-421641	CLM	Sarah Richards	1969-07-06	—	8643960585	5747 Palm Dr, Scottsdale, AZ, 85223	0.74	Name re-cased City re-cased State code upper-cased Gender normalised+3 more
CLM-414715	CLM	Russell Long	1971-08-03	UHC-95571-13	8937257652	2005 River Rd, Atlanta, GA, 30385	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-421867	CLM	Noah Griiffin	1967-08-20	—	5843834338	6453 Jefferson Ave, Plano, TX, 75054	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-428721	CLM	Tim Silva	1948-10-12	UHC-09253-40	7557710982	5738 Forest Ave, Tampa, FL, 33607	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416134	CLM	Emma N Pakr	1952-09-22	—	2927787786	2157 Ridge Rd, Fresno, CA, 93791	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-427333	CLM	Camila W Phillips	1977-11-17	UHC-26863-57	3873790587	3465 Hillcrest Rd, Atlanta, GA, 30305	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-425848	CLM	Carl Robertson	1976-08-21	UHC-87750-98	2983706148	1832 Broadway, Columbus, OH	0.74	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+3 more
CLM-427745	CLM	Wayne B Coleman	1988-03-06	—	—	178 Union St, Austin, TX, 78770	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-425109	CLM	Jerry W Carlson	1968-03-22	—	7747935492	6575 Market St, Orlando, FL, 32873	0.74	Name re-cased Date of birth reformatted Phone reformatted State code upper-cased+3 more
CLM-425349	CLM	Dorothy N Patterson	1963-07-14	UHC-01755-52	—	3384 Cedar Ln, Nashville, TN, 37266	0.74	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+3 more
CLM-426091	CLM	Camila Chavez	2004-10-04	UHC-76557-54	6766893366	4518 Indian School Rd, San Antonio, TX, 78229	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-404694	CLM	Alice Diaz	1972-11-25	UHC-82251-24	—	1830 Mesa Dr, Jacksonville, FL, 32269	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-421154	CLM	Scott Rogers	1975-04-10	UHC-34357-45	2843508778	1722 Canyon Rd, Fresno, CA, 93769	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
CLM-429087	CLM	Thomas I Snyder	1999-07-18	UHC-50742-28	5149856368	2100 Baseline Rd, Las Vegas, NV, 89116	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402172	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-402173	CLM	Ahmed Gutierrez	1938-05-12	UHC-99150-74	2336721836	6178 Forest Ave, Columbus, OH, 43204	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more

1,156 rows, page 11 of 24Previous Next