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 “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-137684	ENR	Maria Reed	1980-11-20	UHC-56361-37	9373430231	7395 Willow Ct, Scottsdale, AZ, 85251	0.64	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
CLM-428208	CLM	Abby Murray	1972-02-02	—	—	3973 Union St, Jacksonville, FL, 32200	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52035	TPA	Olivia Padilla	1998-05-26	—	6444014155	9203 River Rd, San Diego, CA, 92139	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26608	PRV	Danny Cunningham	1943-08-03	UHC-00723-22	5869895708	2249 Mesa Dr, Glendale, AZ, 85325	0.64	Name re-cased Phone reformatted State name converted to code Gender normalised+2 more
CLM-405276	CLM	Alexander Crawfodr	1994-02-06	UHC-69787-09	—	1954 Ocean Ave, Los Angeles, CA, 90087	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
PRV-23779	PRV	Michelle C Suto	1966-06-26	—	5334184049	5905 Maple Ave Apt 34, Dallas, TX, 75211	0.64	Date of birth reformatted Phone reformatted Unit split from street Gender normalised+2 more
TPA-61932	TPA	Thomas Phillips	1991-03-10	UHC-55322-89	—	175 Apache Blvd, Denver, CO, 80267	0.64	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23596	PRV	William Alvarez	1944-01-18	—	—	8942 Ridge Rd, Plano, TX, 75085	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+2 more
ENR-111990	ENR	Nicole Q Jensen	1995-11-22	UHC-78290-10	5034682713	7398 Indian School Rd, Phoenix, AZ, 85066	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
CLM-416694	CLM	Dbebie D Webb	1956-10-16	UHC-83661-45	3873581411	—	0.64	Middle initial moved out of first name Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-123460	ENR	Christian W Webb	1994-05-09	UHC-47362-27	4789084066	3877 Willow Ct, Denver, CO, 80274	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-135892	ENR	Reyes Madison	1946-04-18	UHC-15905-97	3839294814	6130 Elm St, Orlando, FL, 32897	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-421504	CLM	William Clark	1986-07-21	UHC-40657-97	8369436892	7594 Cedar Ln, Tampa, FL, 33680	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102053	ENR	Jeean P Hawkins	1974-02-13	UHC-95085-84	6739557653	8254 Mesa Dr, Tucson, AZ, 85744	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102052	ENR	Jeean P Hawkins	1974-02-13	UHC-95085-84	6739557653	8254 Mesa Dr, Tucson, AZ, 85744	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-128742	ENR	Ryan Nunez	1950-10-06	UHC-12863-64	6953116420	3715 River Rd, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-409657	CLM	Christina Grant	1979-12-28	UHC-88985-87	—	—	0.64	Name re-cased Date of birth reformatted SSN last four extracted Gender normalised+2 more
PRV-21796	PRV	Emyly U Lopez	2004-08-12	UHC-26356-08	4127016275	3277 Forest Ave, Seattle, WA, 98153	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142174	ENR	Jerry Day	1966-12-18	UHC-84480-65	7677674930	4362 Church St, Dallas, TX, 75245	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-132412	ENR	Shirley X Roberts	1964-09-11	UHC-98206-77	6513291275	9848 Oak St, Glendale, AZ, 85305	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-137364	ENR	Carol C King	1986-01-28	UHC-55950-56	2513178594	854 Lake View Rd, Jacksonville, FL, 32261	0.64	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+2 more
ENR-101818	ENR	Jose S Warren	1969-01-19	UHC-42110-96	4806185878	2902 Oak St, Phoenix, AZ, 85095	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-410077	CLM	Mary Padilla	1975-11-16	UHC-05792-98	6515913831	7828 Cedar Ln, Gilbert, AZ, 85233	0.64	Two-digit birth year Phone reformatted Member ID reformatted State code upper-cased+2 more
CLM-426458	CLM	Dennis Warren	1969-11-23	UHC-83107-26	—	5204 Bayshore Dr, Dallas, TX, 75287	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123446	ENR	Michael S Lynch	1940-03-05	UHC-82219-84	8325494410	4883 Park Pl # 848, Tempe, AZ, 85202	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
ENR-138351	ENR	Thomas Campbell	1945-08-21	UHC-19472-43	2504766586	1644 Highland Ave, Eden Prairie, MN, 55327	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
ENR-134133	ENR	Joshua Aguilar	1959-08-24	UHC-27301-63	9344950086	6369 Oak St, San Antonio, TX, 78201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136646	ENR	Marilyn H Lynch	1971-07-02	UHC-71293-82	7913156564	8726 Washington St, Columbus, OH, 43222	0.64	Name re-cased City re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-423834	CLM	Alan Schmidt	1992-10-27	UHC-55876-27	—	5248 Canyon Rd, Minneapolis, MN, 55441	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-422689	CLM	Arthur Lawson	1980-01-04	UHC-45410-99	2375944552	6245 Union St, Tampa, FL, 33637	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-122148	ENR	Sophia Watkins	1947-12-21	UHC-75455-64	—	3945 Meadow Ln, Seattle, WA, 98173	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54282	TPA	Lauren Campbell	1955-08-07	—	—	6268 Main St, Tucson, AZ, 85718	0.64	Date of birth reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
CLM-424853	CLM	Theresa A Padilla	1944-12-07	UHC-76628-92	—	5793 Hillcrest Rd, Columbus, OH, 43210	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430353	CLM	Daniel Castillo	1949-05-16	UHC-74193-54	—	6991 Main St, Seattle, WA, 98171	0.64	Name re-cased Date of birth reformatted State name converted to code Gender normalised+2 more
CLM-424118	CLM	Judy Watkins	1973-04-08	UHC-12017-24	7947686283	—	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-26295	PRV	Carolyn Park	1956-12-06	UHC-04264-59	5525551251	2140 Union St, Scottsdale, AZ, 85248	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-131315	ENR	Michelle F Martin	1980-04-09	UHC-00811-86	2556492722	4748 Central Ave, Jacksonville, FL, 32263	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-138418	ENR	Christine Hughes	1964-05-10	UHC-27448-55	—	3921 Bayshore Dr, Orlando, FL, 32893	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421664	CLM	Rebecca Gonzalez	1944-09-04	UHC-31410-51	—	8753 Ocean Ave, Nashville, TN, 37248	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-104171	ENR	Melissa Y Elliott	1954-09-27	UHC-71227-99	5898438102	4625 Sunset Blvd, Tucson, AZ, 85760	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-26019	PRV	Daniel Q Soto	1985-08-17	—	5748152457	1606 Broadway, Seattle, WA, 98175	0.64	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+2 more
CLM-429934	CLM	Walter Flores	1947-07-06	UHC-24155-05	—	9510 Grand Ave, Los Angeles, CA, 90056	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-421886	CLM	Brittany P Fuller	1939-10-04	—	7165006523	1183 Elm St, Mesa, AZ, 85254	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+2 more
TPA-50432	TPA	Theresa Santiago	1976-03-28	—	—	9056 Bayshore Dr, Phoenix, AZ, 85029	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-110335	ENR	Aelxander Perry	1975-08-25	UHC-24848-99	3988230383	2228 Valley View Dr Apt 6, Eden Prairie, MN, 55396	0.64	Date of birth reformatted Phone reformatted Unit split from street City re-cased+2 more
PRV-27597	PRV	Barbara Little	1987-04-01	UHC-84382-79	—	629 Spring St, Sacramento, CA, 95841	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
CLM-429269	CLM	Amada Q Day	2003-05-12	—	—	16 Indian School Rd, Miami, FL, 33165	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423448	CLM	Russell Wallace	1958-10-21	UHC-92159-02	—	7077 Washington St Apt 1, Fresno, CA, 93778	0.64	Unit split from street City re-cased Email lower-cased Gender normalised+2 more
PRV-24003	PRV	Tucker Pamela	1974-08-08	—	2189075748	7360 Jefferson Ave, Atlanta, GA, 30385	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
CLM-421716	CLM	Jessica U Gutierrez	1975-10-27	—	6817862168	1699 Valley View Dr, Los Angeles, CA, 90068	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

16,828 rows, page 155 of 337Previous Next