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-59678	TPA	Ryan Edwards	2000-05-08	—	—	638 Church St # 701, Gilbert, AZ, 85260	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-119373	ENR	Luis Cruz	1954-04-05	UHC-82624-56	6664583930	1564 Grand Ave Apt 18, Nashville, TN, 37283	0.62	Name re-cased Date of birth reformatted Phone reformatted SSN last four extracted+3 more
ENR-131335	ENR	Marilyn S Perkins	1981-04-09	UHC-97616-01	7866757543	5018 Ridge Rd # 381, Minneapolis, MN, 55446	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
PRV-22840	PRV	Hannah Riley	1964-12-11	—	8008131959	2847 Sage Ct Apt 7, Houston, TX, 77074	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118014	ENR	Jacqueline F Willis	1954-02-17	UHC-66165-73	5066025599	6072 Union St Apt 37, Plano, TX, 75085	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-426736	CLM	Robert Harper	1995-09-18	UHC-35694-15	6283139197	4989 Main St Apt 24, Chandler, AZ, 85219	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123737	ENR	Jennifeer Lewis	1973-02-23	UHC-67406-74	2753550507	3020 Washington St Apt 27, Houston, TX, 77090	0.62	Name re-cased Phone reformatted Member ID reformatted Unit split from street+3 more
ENR-126340	ENR	Susan Miller	1966-12-03	UHC-82953-35	2823308055	4202 Elm St # 267, Orlando, FL, 32834	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
CLM-416338	CLM	Albert Daniels	1954-05-11	—	6996447748	5558 Oak St # 547, Tampa, FL, 33681	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-414051	CLM	Omar Nguyen	1997-06-08	UHC-18431-18	8802568685	5478 Lake View Rd Apt 2, Tampa, FL, 33621	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-431434	CLM	Susan Welch	1983-01-10	UHC-59072-43	9638151044	6930 Cedar Ln Apt 40, Minneapolis, MN, 55464	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
PRV-20188	PRV	Brian Cole	—	—	8247148547	8635 Market St Apt 13, Miami, FL, 33182	0.62	Name re-cased Date of birth missing Phone reformatted Unit split from street+3 more
ENR-129828	ENR	Russell U Gutierrez	1986-01-15	UHC-80985-59	5149410432	1669 Market St Apt 3, Minneapolis, MN, 55454	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-104455	ENR	Aisha Cole	1975-04-01	UHC-86878-50	4593416989	4922 Cedar Ln Apt 39, Minneapolis, MN, 55410	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-122338	ENR	Judith B Cunningham	1999-05-20	UHC-01302-60	8107094477	2252 Mesa Dr # 158, Minneapolis, MN, 55436	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-134982	ENR	Janet R Owens	1981-08-15	UHC-62051-86	7685641982	4116 Sunset Blvd # 285, Orlando, FL, 32884	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-428652	CLM	Charles Williams	1971-09-12	—	4882602843	6059 Washington St # 538, Atlanta, GA, 30381	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50796	TPA	Virginia Vazquez	1995-03-27	—	4975459151	1472 Willow Ct # 869, Eden Prairie, MN, 55386	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-418759	CLM	Gary Vega	1996-03-01	UHC-43920-25	—	6269 Canyon Rd # 245, Denver, CO, 80277	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
PRV-23826	PRV	Sarah McCoy	1955-12-01	UHC-25246-54	3554600160	7068 Pine Dr Apt 32, Phoenix, AZ, 85057	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
ENR-106933	ENR	Roy B Price	1940-05-28	UHC-37121-77	4459856213	267 Hillcrest Rd Apt 11, Tucson, AZ, 85775	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-141395	ENR	Priya Grfifin	1991-04-14	UHC-12688-71	5859681576	7957 Elm St Apt 13, Jacksonville, FL, 32244	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
TPA-57918	TPA	Janice Greene	1986-08-15	—	—	3408 Spring St Apt 5, Sacramento, CA, 95829	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-408199	CLM	Theresa P Torres	1990-03-18	UHC-55258-87	—	4431 Highland Ave # 930, San Antonio, TX, 78202	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-131622	ENR	Johny Weber	1948-05-24	UHC-69576-96	6656597999	2499 Palm Dr # 587, Dallas, TX, 75298	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-411545	CLM	Maria Snyder	1966-05-27	UHC-84820-97	8448780896	5805 Mountain View Dr # 934, Denver, CO, 80255	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-132634	ENR	John Z Le	1992-12-27	UHC-50789-41	3889672869	6398 Church St # 867, Los Angeles, CA, 90096	0.62	Date of birth reformatted Phone reformatted Unit split from street City re-cased+3 more
ENR-114506	ENR	Luis Clark	1983-08-07	UHC-84938-13	—	8275 Church St # 723, Columbus, OH, 43264	0.62	Name re-cased Phone missing area code Unit split from street City re-cased+3 more
CLM-418777	CLM	Richard Hicks	1987-02-15	—	—	6440 River Rd Apt 15, Eden Prairie, MN, 55321	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-419021	CLM	Julia Rose	1943-06-25	—	6774462127	4918 Church St Apt 25, Denver, CO, 80281	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-110314	ENR	Ahmed Vea	1991-05-16	UHC-71140-57	3914332193	1975 Jefferson Ave Apt 1, San Diego, CA, 92114	0.62	Phone reformatted Member ID reformatted Unit split from street Street suffix standardised+3 more
CLM-405700	CLM	Michael Owens	1940-08-19	UHC-07421-16	4108483787	3292 Valley View Dr Apt 14, Austin, TX, 78773	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-103424	ENR	Yuki J Herrera	1996-01-20	UHC-52366-24	8004292011	301 Elm St Apt 4, San Diego, CA, 92148	0.62	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+3 more
ENR-113560	ENR	Kelly H Austin	1968-02-12	UHC-69850-74	6125634758	5716 Baseline Rd Apt 2, Mesa, AZ, 85214	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-122233	ENR	Joe Z Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd Apt 37, Columbus, OH, 43296	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
CLM-403025	CLM	Jordan F Gardner	1969-10-17	UHC-58120-60	5216098775	9683 Forest Ave Apt 7, Fresno, CA, 93741	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-429507	CLM	Douglas Alvarado	2000-03-27	UHC-27382-79	—	1453 Indian School Rd Apt 2, Jacksonville, FL, 32253	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413711	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-413710	CLM	Heather Perez	1961-11-18	UHC-55402-81	—	3546 Ridge Rd # 623, Chandler, AZ, 85209	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-125558	ENR	Edward Ward	1954-05-07	UHC-30556-03	2575013625	3932 Canyon Rd Apt 14, Sacramento, CA, 95831	0.62	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-50910	TPA	Grag P Knight	1993-08-02	—	—	8500 Main St Apt 14, Austin, TX, 78740	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-50595	TPA	Cynthia Hensen	1971-01-22	—	—	3524 Ridge Rd # 711, Jacksonville, FL, 32222	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-54383	TPA	Christian X Bowman	2007-09-01	—	5558767508	9778 Willow Ct # 486, Las Vegas, NV, 89171	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62989	TPA	Eric Harper	2002-10-26	—	—	8687 Ocean Ave Apt 20, San Diego, CA, 92145	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
ENR-101248	ENR	Amber Waalker	1993-08-19	UHC-76429-95	7785053188	6562 Elm St Apt 12, Orlando, FL, 32846	0.62	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
CLM-422913	CLM	Kayla Mills	2007-04-02	—	8867856919	3905 Apache Blvd Apt 23, Miami, FL, 33131	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-129052	ENR	Billy R Collins	1941-06-06	UHC-88822-54	3167831430	1834 Mountain View Dr Apt 38, Austin, TX, 78762	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-59324	TPA	Omar Coleman	1979-12-02	—	2529204577	4576 Camelback Rd Apt 27, Sacramento, CA, 95816	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-52256	TPA	Elijah Flors	1966-09-10	—	—	2946 Washington St # 632, Sacramento, CA, 95869	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-113665	ENR	Diana Rujas	1972-11-26	UHC-12739-99	6537635059	8215 Cedar Ln Apt 38, Atlanta, GA, 30320	0.64	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more

6,994 rows, page 71 of 140Previous Next