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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-401187	CLM	Joe Crawford	1977-07-08	UHC-55441-33	—	1032 Sunset Blvd, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-401186	CLM	Joe Crawford	1977-07-08	UHC-55441-33	—	1032 Sunset Blvd, Denver, CO, 80218	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412148	CLM	Roger O Bishop	1958-03-26	UHC-15509-76	—	695 Canyon Rd, Austin, TX, 78798	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
PRV-20135	PRV	Paul L Gutierrez	1939-11-28	UHC-28321-70	6632701366	167 Main St, Plano, TX, 75032	0.62	Middle initial moved out of first name Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55024	TPA	David Vega	2004-10-25	—	7742122321	8748 Grand Ave, Minneapolis, MN, 55459	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-134868	ENR	Barbara Chen	1975-12-11	UHC-51837-54	5172429448	454 Spring St, Sacramento, CA, 95803	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111480	ENR	Carlos P Li	1979-07-08	UHC-60268-18	9654796057	8294 Grand Ave, Jacksonville, FL, 32266	0.62	Name re-cased Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110370	ENR	Denise Cooper	1980-04-10	UHC-73125-42	7233152570	974 Washington St, Tampa, FL, 33612	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-123271	ENR	Anna Scott	1957-04-13	UHC-58273-66	9125241538	5832 Desert Sky Blvd, Mesa, AZ, 85290	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24738	PRV	Marilyn L Walker	1999-12-09	—	5236517965	721 River Rd, Minneapolis, MN, 55443	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-124261	ENR	Carlos J Singh	1970-03-06	UHC-46865-24	7497157066	6180 Park Pl, Phoenix, AZ, 85085	0.62	Name split from “Last, First”Date of birth reformatted Member ID reformatted Street suffix standardised+3 more
ENR-110668	ENR	Bryan Z Sanders	1976-04-21	UHC-11135-76	7023817340	1169 Market St, Orlando, FL, 32817	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108468	ENR	Sophia H Marquez	1986-09-01	UHC-21684-62	4003906829	6786 Meadow Ln, Fresno, CA, 93755	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27870	PRV	Charlotte X Jordan	1983-07-23	UHC-36937-84	7169515293	4790 Bayshore Dr, San Diego, CA	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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
TPA-55252	TPA	Ethan Armstrong	1970-12-08	—	5624965576	8528 Cedar Ln, Seattle, WA, 98182	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-22316	PRV	Christopher Santos	1995-05-06	UHC-66123-93	—	609 Spring St, Eden Prairie, MN, 55332	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-110384	ENR	Noah Edwards	1972-07-04	UHC-12310-14	9478814147	7980 Baseline Rd, Houston, TX, 77075	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126709	ENR	Christopher Z Ortega	2006-06-19	UHC-06039-73	6253350169	9815 Bayshore Dr, Charlotte, NC, 28268	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
PRV-27671	PRV	Reed T Cheryl	1984-06-12	—	—	984 Meadow Ln, Nashville, TN, 37207	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+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-137822	ENR	Peter Valdez	1939-10-02	UHC-67988-31	3224704354	4179 River Rd, Charlotte, NC, 28202	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-63412	TPA	Michael Wilson	1955-10-15	—	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-108486	ENR	Eric T Long	1956-11-04	UHC-21628-91	6068197313	4296 River Rd, San Antonio, TX, 78273	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-118627	ENR	Benjamin G Smith	1981-08-28	UHC-44653-98	4526151935	8827 Apache Blvd, Sacramento, CA, 95828	0.62	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-419868	CLM	Sanitago Farnklin	1961-12-08	UHC-54865-20	—	8471 Cedar Ln, Scottsdale, AZ	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-101020	ENR	David Taylor	1956-08-27	UHC-80641-10	6073778597	4578 Baseline Rd, Jacksonville, FL, 32221	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-134618	ENR	Hulmes U Arthur	1979-10-16	UHC-61995-62	4005834862	6471 Meadow Ln, Austin, TX, 78734	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-64277	TPA	Charles Nunez	1953-05-25	—	—	1663 Mesa Dr, Seattle, WA, 98179	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address 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
PRV-25814	PRV	Lawrence P Harvey	1948-01-13	—	3252292733	455 Canyon Rd, Los Angeles, CA, 90051	0.62	Name re-cased Date of birth reformatted Phone reformatted 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-140922	ENR	Marcus M Nelson	1990-02-05	UHC-78032-35	5155676352	1732 Park Pl, Plano, TX, 75056	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59165	TPA	Sara Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
CLM-405681	CLM	Grace Kennedy	1952-02-07	UHC-94262-16	—	3820 Indian School Rd, Fresno, CA	0.62	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+3 more
ENR-119505	ENR	Nicholas Sanders	1969-05-21	UHC-97380-06	3324088907	1501 River Rd, Tampa, FL, 33670	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
CLM-432010	CLM	Lisa Knight	2000-08-02	UHC-55792-79	—	2320 Palm Dr, Dallas, TX, 75215	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412542	CLM	Debra Powell	1945-02-07	—	7948101299	4358 Forest Ave, Tampa, FL, 33622	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-111013	ENR	Maria Gonzales	2000-01-19	UHC-95621-18	—	1866 Ridge Rd, Nashville, TN, 37273	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-123217	ENR	Joyce Bryant	1964-12-20	UHC-28974-37	2048651733	8094 Central Ave, Austin, TX, 78739	0.62	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+3 more
CLM-409966	CLM	Henry Espinoza	1959-07-26	UHC-08632-94	3546701432	1745 Church St, Austin, TX	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-412163	CLM	Deborha Harper	1973-09-28	UHC-63588-98	3247012215	4799 River Rd, Charlotte, NC, 28291	0.62	Date of birth reformatted Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-126843	ENR	Sandra Jackson	2003-05-16	UHC-07540-32	7869133115	531 Church St, Chandler, AZ, 85266	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-401733	CLM	Nichols Cynthia	1963-03-16	UHC-36208-79	—	7549 Main St, Mesa, AZ	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
CLM-431907	CLM	Melissa B Hudson	2007-09-06	—	5138367797	1746 Grand Ave, Gilbert, AZ, 85210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111101	ENR	Zachary E Weber	1945-01-21	UHC-61312-95	4636411510	1671 Elm St, Miami, FL, 33142	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-120171	ENR	Amy Lawrence	2003-09-23	UHC-73297-66	5037589751	2012 Mountain View Dr, Denver, CO, 80247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120172	ENR	Amy Lawrence	2003-09-23	UHC-73297-66	5037589751	2012 Mountain View Dr, Denver, CO, 80247	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-416915	CLM	Joe Harvey	1996-02-27	UHC-44826-03	5083898079	8728 Indian School Rd, Columbus, OH, 43296	0.62	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-112240	ENR	Nataliie N Wells	1985-11-10	UHC-53249-64	5587023048	2363 Sage Ct, Dallas, TX, 75210	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more

32,400 rows, page 134 of 648Previous Next