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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56669	TPA	Lisa Cruz	2000-07-10	—	2583181027	6093 Hillcrest Rd # 976, Scottsdale, AZ, 85208	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
CLM-413079	CLM	Kathryn Moreno	1988-12-02	—	—	9188 Grand Ave Apt 11, Columbus, OH, 43239	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-138553	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	—	5114 Forest Ave Apt 26, Fresno, CA, 93769	0.68	Unit split from street State code upper-cased ZIP+4 trimmed Placeholder values cleared
ENR-130181	ENR	Ken Q Harvey	1943-05-16	UHC-16434-80	4087407028	7548 Ridge Rd Apt 2, Phoenix, AZ, 85041	0.68	Phone reformatted SSN last four extracted Unit split from street Whitespace trimmed
ENR-129931	ENR	Ethan D Jimenez	1980-02-01	UHC-72455-81	4203885627	8963 Indian School Rd # 422, Tempe, AZ, 85205	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-418151	CLM	Christine Boyd	1960-02-28	—	—	7777 Elm St # 849, Jacksonville, FL, 32244	0.68	Unit split from street ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-53448	TPA	Abigali Murphy	1975-04-26	—	—	6723 Willow Ct # 418, Austin, TX, 78743	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-129788	ENR	Ronald I Meyer	1969-12-15	UHC-34548-71	5765375264	9051 Desert Sky Blvd # 227, Austin, TX, 78796	0.68	Name re-cased Unit split from street Gender normalised Whitespace trimmed
ENR-111541	ENR	Timothy L Myers	1948-03-24	UHC-88645-59	3104737877	4105 Mesa Dr # 653, Eden Prairie, MN, 55382	0.68	Unit split from street Street suffix standardised Address re-cased City re-cased
CLM-424370	CLM	Peter F Alvarez	1972-06-19	—	—	1142 Church St Apt 34, Tempe, AZ, 85263	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
CLM-400346	CLM	Eugene Campbell	1951-03-21	UHC-94513-70	—	9531 Central Ave # 147, Atlanta, GA, 30370	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-120047	ENR	Elijah Hansen	1966-06-28	UHC-64874-13	5639294848	6700 Jefferson Ave # 240, Phoenix, AZ, 85037	0.68	Two-digit birth year Phone reformatted Unit split from street Placeholder values cleared
CLM-428577	CLM	Harold Sandoval	2006-12-28	UHC-13759-35	—	3094 Mountain View Dr Apt 8, Jacksonville, FL, 32288	0.68	Name re-cased Unit split from street Gender normalised Placeholder values cleared
CLM-413016	CLM	Gabriel Dominguez	1961-06-01	UHC-64727-36	2566251482	3778 Spring St # 849, Scottsdale, AZ, 85282	0.68	Unit split from street City re-cased Gender normalised Placeholder values cleared
ENR-126509	ENR	Christian Medina	1940-01-01	UHC-21221-45	9044598003	3666 Park Pl Apt 22, Eden Prairie, MN, 55347	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
CLM-422019	CLM	Cynthia Kelley	1951-10-26	—	3355513245	2490 Meadow Ln Apt 28, Sacramento, CA	0.68	Phone reformatted Unit split from street ZIP missing Placeholder values cleared
ENR-136570	ENR	Laura Arnold	1982-09-24	UHC-85878-69	—	6320 Main St # 150, Scottsdale, AZ, 85283	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-113975	ENR	Kathryn Portr	1976-03-17	UHC-28907-23	6793382184	1943 Broadway Apt 2, Tucson, AZ, 85774	0.68	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed
ENR-134439	ENR	Elijah I Carter	1950-12-19	UHC-89461-46	3656779079	9058 Church St # 188, Mesa, AZ, 85230	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
CLM-421861	CLM	Judith Murray	—	UHC-15847-88	—	235 Main St # 245, Columbus, OH, 43289	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
ENR-133767	ENR	Deborah Webb	1969-07-08	UHC-10428-28	3387431286	722 Main St # 357, Plano, TX, 75043	0.68	Name re-cased Unit split from street State name converted to code Placeholder values cleared
ENR-103085	ENR	Patrick Carter	1986-11-22	UHC-68722-56	5933786815	9383 Washington St Apt 4, San Diego, CA, 92101	0.68	Name split from “Last, First”Phone reformatted Unit split from street City re-cased
CLM-412854	CLM	Aisha McCoy	1988-10-09	—	—	5542 River Rd # 636, Atlanta, GA, 30315	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-58627	TPA	Christine Fuller	1976-04-25	UHC-04747-15	—	9726 Valley View Dr Apt 12, Glendale, AZ, 85323	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-133202	ENR	Sandra Knight	1956-08-03	UHC-03596-42	—	6368 Willow Ct Apt 24, Tucson, AZ, 85796	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
CLM-422420	CLM	Justin Franklin	1940-06-22	UHC-07882-41	—	5435 Palm Dr # 459, Columbus, OH, 43235	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
ENR-139158	ENR	Noah Tucker	1993-06-02	UHC-19864-11	6177491703	2659 Park Pl Apt 3, Columbus, OH, 43219	0.68	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed
CLM-429779	CLM	Elizabeth Grent	1975-08-09	—	9776231497	7355 Palm Dr Apt 34, Sacramento, CA, 95882	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-412834	CLM	William Black	1967-03-21	—	—	5405 Sunset Blvd Apt 11, Jacksonville, FL, 32243	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
ENR-103485	ENR	Marcus Richards	2008-01-28	UHC-72468-49	7475956022	8720 Market St Apt 7, Atlanta, GA, 30382	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Whitespace trimmed
ENR-131446	ENR	Timothy Griffin	1977-11-03	UHC-74484-31	6443016484	3387 Hillcrest Rd # 538, Austin, TX, 78761	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
CLM-411107	CLM	Carol D Thumas	1955-07-27	UHC-25221-32	5184709440	621 Apache Blvd Apt 36, San Diego, CA, 92113	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
ENR-115151	ENR	Bowman F Katherine	1973-12-10	UHC-03977-71	5567070955	4963 Central Ave # 345, Mesa, AZ, 85286	0.68	Unit split from street City re-cased Gender normalised Whitespace trimmed
CLM-430997	CLM	Lawrence Moore	1994-07-19	UHC-61864-11	—	4563 Elm St # 643, Dallas, TX, 75260	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
ENR-126736	ENR	Lawrence T Nichhols	1979-03-14	UHC-93718-40	9437191549	5355 Forest Ave Apt 13, Atlanta, GA, 30350	0.68	Unit split from street Street suffix standardised Address re-cased Email lower-cased
TPA-50053	TPA	Nathan Q Yang	1989-12-19	—	—	7436 River Rd Apt 16, Seattle, WA, 98190	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
ENR-122242	ENR	Natalie C Fernandez	1964-01-19	UHC-04526-89	—	7790 Sage Ct # 322, Mesa, AZ, 85294	0.68	Phone missing area code Unit split from street City re-cased Placeholder values cleared
CLM-403033	CLM	Keith Morales	1973-08-27	UHC-51608-34	—	9255 Washington St # 573, Plano, TX, 75009	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
CLM-431172	CLM	Zachary Adamms	1959-02-12	—	8083152134	5796 Broadway Apt 21, Orlando, FL, 32841	0.68	Name split from “Last, First”Unit split from street Whitespace trimmed Placeholder values cleared
ENR-125518	ENR	Kathryn Q Riley	1973-02-12	UHC-37171-83	3385952273	9716 Market St # 960, Las Vegas, NV, 89143	0.68	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased
ENR-102334	ENR	Ann S Ryes	1967-04-16	UHC-80982-32	—	10 Jefferson Ave # 851, Mesa, AZ, 85220	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
ENR-118850	ENR	Luis A Jones	2000-02-09	UHC-29350-58	9748678233	5765 Bayshore Dr Apt 24, Sacramento, CA, 95822	0.68	Phone reformatted Unit split from street Gender normalised Whitespace trimmed
CLM-418793	CLM	Larry Chapman	1981-11-16	UHC-75031-60	—	3349 Union St Apt 29, Eden Prairie, MN, 55390	0.68	Member ID reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
CLM-400983	CLM	David Moreno	1968-02-28	—	—	7932 Willow Ct # 668, Plano, TX, 75047	0.68	Name re-cased Phone missing area code Unit split from street Placeholder values cleared
CLM-420256	CLM	Joe Olson	1986-02-15	UHC-47916-67	—	8847 Market St # 779, Scottsdale, AZ	0.68	Unit split from street City re-cased ZIP missing Whitespace trimmed
ENR-121377	ENR	Debra Ray	1978-06-08	UHC-45020-13	2713762726	5864 Sage Ct # 630, Minneapolis, MN, 55419	0.68	Name re-cased Unit split from street Street suffix standardised Address re-cased
TPA-60171	TPA	Bobby Adams	1972-01-12	—	2082504797	8522 Spring St Apt 23, Plano, TX, 75070	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
TPA-55116	TPA	Frank Moreno	1941-03-07	—	—	2391 Lincoln Way # 874, Sacramento, CA, 95806	0.68	Date of birth reformatted Phone missing area code Unit split from street Placeholder values cleared
ENR-140575	ENR	Sofia C Owens	1972-08-15	UHC-02113-98	3235522546	3376 Central Ave # 749, Denver, CO, 80219	0.68	Name split from “Last, First”Phone reformatted Unit split from street Email lower-cased
ENR-115483	ENR	Juan F Kelly	2001-07-25	UHC-79297-20	2058588693	1899 Maple Ave Apt 20, Dallas, TX, 75268	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased

6,994 rows, page 107 of 140Previous Next