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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101552	ENR	Samuel E Matthews	1944-09-02	UHC-46320-28	3122669108	7941 Elm St, Plano, TX, 75044	0.60	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
CLM-421946	CLM	Emma Castillo	1946-04-21	UHC-53809-28	8907032515	2824 Park Pl, Glendale, AZ, 85351	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-54959	TPA	Patricia Kennedy	1991-09-17	—	4473083352	6142 Harbor Blvd, Los Angeles, CA, 90015	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-421282	CLM	Terry Hall	1988-07-22	UHC-83199-44	7614796806	9208 Mesa Dr, San Antonio, TX, 78288	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-110481	ENR	Rachel L Bradley	1943-10-26	UHC-97573-46	4488784946	446 Central Ave, Dallas, TX, 75262	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-403383	CLM	Jacob Guerrero	2004-01-18	UHC-78856-87	3317366422	1954 Grand Ave, Plano, TX, 75079	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-409816	CLM	Hiroshi Rice	1947-09-04	—	6533423667	5783 Oak St, Jacksonville, FL, 32271	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-109720	ENR	Mariana Howell	1972-11-18	UHC-32155-76	8684448970	5535 Meadow Ln Apt 28, Columbus, OH, 43220	0.60	Name re-cased Phone reformatted Unit split from street Street suffix standardised+4 more
CLM-411933	CLM	Ana Mejia	1990-02-18	UHC-35659-03	—	8489 River Rd, San Diego, CA, 92143	0.60	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+4 more
ENR-122277	ENR	Denise X Padilla	1961-11-02	UHC-97647-24	—	1651 Hillcrest Rd, Denver, CO, 80213	0.60	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+4 more
CLM-426485	CLM	Jesse Freeman	2001-09-26	UHC-54492-80	—	3400 Grand Ave, Tucson, AZ, 85753	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
PRV-20921	PRV	Fatima Schmidt	1943-10-08	—	3442240097	3998 Palm Dr, Denver, CO	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
ENR-104098	ENR	Katherine S Williamson	1974-04-22	UHC-03866-47	3783171459	5607 Central Ave, Plano, TX	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-429016	CLM	Brenda P Green	1966-08-06	—	2464619923	4014 Canyon Rd, Eden Prairie, MN, 55348	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-22969	PRV	Sarh Wright	2007-07-09	UHC-88130-96	—	3671 Sunset Blvd, Nashville, TN, 37271	0.60	Member ID reformatted Street suffix standardised Address re-cased City re-cased+4 more
TPA-56654	TPA	Fatima Ford	1992-05-16	—	5052185478	4477 Maple Ave, San Diego, CA, 92134	0.60	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+4 more
ENR-121226	ENR	Frances Z Rogers	1953-05-25	UHC-18099-21	8117742862	131 Lake View Rd, Sacramento, CA, 95868	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-421126	CLM	Frnces P Ruiz	1949-05-28	UHC-20383-93	4406663884	4560 Cedar Ln, Mesa, AZ, 85215	0.60	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+4 more
PRV-24359	PRV	Randy Meyer	1984-07-26	UHC-39293-88	7072619905	2773 Mountain View Dr, Tucson, AZ, 85753	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-423273	CLM	Bruce Carter	1968-03-28	UHC-29998-49	5447647503	3127 Mountain View Dr, San Diego, CA, 92119	0.60	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+4 more
ENR-105155	ENR	Melissa B Jacobs	1955-02-20	UHC-37569-88	8698779773	2514 Grand Ave, Austin, TX, 78738	0.60	Phone reformatted Member ID reformatted SSN last four extracted Street suffix standardised+4 more
CLM-407039	CLM	Judith Mendez	1952-03-15	—	8339806245	4935 Pine Dr, Austin, TX, 78774	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-416901	CLM	Michelle Andrews	1993-08-24	UHC-95441-15	2377871199	6315 Highland Ave, Orlando, FL, 32874	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-109635	ENR	Robert Patel	1998-01-08	UHC-85449-55	6004637069	7450 Lake View Rd, Seattle, WA, 98146	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
PRV-29197	PRV	Denise Pena	2001-09-06	—	6838444648	5007 Pine Dr, Miami, FL, 33107	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-428908	CLM	Janice Rose	1962-07-21	—	8523032895	4623 Highland Ave, Chandler, AZ, 85234	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-426147	CLM	Diana R Mills	1989-02-06	UHC-78735-87	9605742578	5029 Union St, Los Angeles, CA, 90053	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-139704	ENR	Wei C Johnson	1973-02-12	UHC-77276-31	5898413733	474 Canyon Rd, Tampa, FL, 33673	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+4 more
CLM-425450	CLM	Judy K Snyder	2001-04-21	UHC-49523-70	—	4775 Baseline Rd, Austin, TX, 78741	0.60	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+4 more
CLM-427913	CLM	Denise Little	1975-11-22	—	—	3747 Market St, Mesa, AZ, 85207	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
CLM-425549	CLM	Aisha Maldonado	1965-04-08	UHC-43714-18	2406308438	6060 Sage Ct, Orlando, FL, 32867	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-412370	CLM	Charles Franklin	1997-06-08	UHC-12070-16	7468042891	3188 Cedar Ln, Scottsdale, AZ, 85236	0.60	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+4 more
ENR-124134	ENR	Bobby Wright	1994-04-03	UHC-74847-84	—	8097 Central Ave, Eden Prairie, MN	0.60	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
CLM-424994	CLM	Alice Gomez	1939-01-07	—	6478136003	5999 Sage Ct, Fresno, CA, 93711	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56764	TPA	Janet Edwards	1965-07-10	—	7378263478	3833 Market St, Scottsdale, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
CLM-431781	CLM	Marcus Coleman	1994-10-28	UHC-81728-73	3907759461	304 Pine Dr Apt 19, Plano, TX, 75045	0.60	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+4 more
ENR-127861	ENR	Barbara P Aguilar	1997-08-24	UHC-82036-55	7762306881	4233 Ocean Ave, Seattle, WA	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-114383	ENR	Richard K Ferguson	1949-12-18	UHC-78818-78	5688679799	4772 Central Ave, Tucson, AZ	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
ENR-116767	ENR	Ethan U Turner	1979-07-21	UHC-63512-82	4725798708	3909 Central Ave, Seattle, WA, 98119	0.60	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+4 more
PRV-27802	PRV	Weaver F Margaret	—	—	3792112495	3370 Mountain View Dr, Phoenix, AZ, 85092	0.60	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+4 more
CLM-411623	CLM	Wei Schmidt	1999-03-17	UHC-77674-75	3355331128	4870 Pine Dr, Tempe, AZ, 85210	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-135308	ENR	Mark I Hunt	1979-01-24	UHC-14722-67	8007595729	6380 Lake View Rd, Charlotte, NC, 28257	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-409981	CLM	Wei Bradley	1962-09-24	UHC-76357-55	—	2524 Baseline Rd, Columbus, OH, 43297	0.60	Name re-cased Street suffix standardised Address re-cased City re-cased+4 more
TPA-53007	TPA	Walter Murray	1964-02-14	—	3572596288	7714 Washington St, Tampa, FL, 33600	0.60	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-417295	CLM	Brittany Aguilar	2000-11-16	—	7482644177	4574 Willow Ct, Gilbert, AZ, 85208	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-124943	ENR	Theresa Thompson	1998-04-21	UHC-43516-11	3065372127	7858 Palm Dr, Plano, TX, 75016	0.60	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+4 more
ENR-120263	ENR	Scott L Obrien	1979-03-15	UHC-07659-60	8917561537	3693 Camelback Rd, Atlanta, GA, 30315	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-56614	TPA	Christopher Fuller	1947-05-27	—	9128520357	7758 River Rd, Eden Prairie, MN, 55395	0.60	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+4 more
CLM-407295	CLM	Debra Rojas	1989-11-06	UHC-98536-76	—	1359 Desert Sky Blvd Apt 25, Atlanta, GA, 30359	0.60	Date of birth reformatted Member ID reformatted Unit split from street Street suffix standardised+4 more
ENR-121169	ENR	Roger L Mills	1945-04-01	UHC-89961-17	5565978095	8121 Central Ave, Eden Prairie, MN, 55350	0.60	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more

71,257 rows, page 167 of 1,426Previous Next