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

Third-party administrator, flag “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-61928	TPA	Christian Clark	1953-09-17	—	—	2938 Maple Ave, Chandler, AZ, 85239	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-53109	TPA	Pamela Mitchell	1997-11-08	—	7883541894	—	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-51228	TPA	Wayne McDonald	1994-06-22	—	—	7309 Baseline Rd, Eden Prairie, MN, 55300	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-54490	TPA	Bradely Hall	1978-05-24	—	8886447395	1877 Lincoln Way, Phoenix, AZ, 85054	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-60050	TPA	Douglas Matthews	1976-06-02	—	3119133819	1722 Canyon Rd, Tampa, FL, 33601	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-51298	TPA	Brittany Kim	1958-12-16	—	3514706707	—	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-59441	TPA	Samantha Ray	1990-09-03	—	—	464 Jefferson Ave, Denver, CO	0.78	Name re-cased Date of birth reformatted ZIP missing Whitespace trimmed+1 more
TPA-50975	TPA	Carol King	2002-07-03	—	—	9307 Apache Blvd, Tucson, AZ, 85724	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52232	TPA	Albert Hoffman	1961-07-26	—	7908808463	9423 Hillcrest Rd, Los Angeles, CA, 90002	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-56194	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-56195	TPA	Omar Woods	1980-09-05	—	—	6776 Mountain View Dr Apt 20, San Diego, CA, 92146	0.78	Name re-cased Date of birth reformatted Unit split from street City re-cased+1 more
TPA-56410	TPA	Paul Cooper	1984-05-19	—	—	732 Camelback Rd, San Antonio, TX, 78283	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63050	TPA	George Park	2001-08-22	UHC-72658-41	—	2626 Washington St, Plano, TX, 75080	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-58344	TPA	Luis Smith	1986-03-25	—	2957745010	1207 Camelback Rd, Columbus, OH, 43268	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61429	TPA	Maria Gardner	1995-01-03	—	6635357128	4165 Lake View Rd, Nashville, TN, 37232	0.78	Name re-cased Phone reformatted City re-cased State name converted to code+1 more
TPA-54291	TPA	Bobby Vazquez	1940-03-17	—	4547714809	8042 Baseline Rd, Nashville, TN, 37224	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-57381	TPA	Brandon Morris	1961-09-27	—	5829631175	3009 Maple Ave, Tampa, FL, 33626	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-50552	TPA	Logan Weber	2004-12-10	—	—	4097 Ridge Rd, Tucson, AZ, 85792	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-56837	TPA	Ronald Hoffman	1958-08-16	—	9892199266	8607 Ocean Ave, Tucson, AZ, 85715	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-62605	TPA	Jordan Moore	1991-03-02	—	8302500727	8323 Union St, Tampa, FL, 33690	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
TPA-59560	TPA	Donald V Rojas	1981-02-18	—	6118929310	3130 Grand Ave, Charlotte, NC, 28277	0.78	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
TPA-50316	TPA	Susan Bennett	1951-07-12	—	9894362311	8267 Jefferson Ave, Denver, CO, 80203	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62077	TPA	Karen Lopez	1992-01-05	—	6888045170	4053 Grand Ave, Orlando, FL, 32850	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-56118	TPA	Carol Burton	1984-02-02	—	—	5385 Broadway, Orlando, FL, 32807	0.78	Name re-cased Two-digit birth year Address re-cased Whitespace trimmed+1 more
TPA-62982	TPA	Kyle Diaz	1947-01-21	—	—	7281 Ridge Rd, Dallas, TX, 75274	0.78	Name re-cased ZIP+4 trimmed Email lower-cased Whitespace trimmed+1 more
TPA-54465	TPA	Mateo X Austin	1976-03-24	—	—	6217 Indian School Rd, Gilbert, AZ, 85282	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-64001	TPA	Nicholas Adams	1953-12-23	—	—	8975 Grand Ave, Atlanta, GA, 30394	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-53757	TPA	Larry Payne	1969-07-14	—	6483426301	2134 Pine Dr, Sacramento, CA, 95849	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52767	TPA	Tyler Gutierrez	1971-04-01	—	7619019746	2641 Lincoln Way, San Antonio, TX, 78299	0.78	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+1 more
TPA-56964	TPA	Julia Collins	1951-07-27	—	—	9208 Camelback Rd, Eden Prairie, MN, 55371	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-58939	TPA	Cralson Willie	1985-10-01	—	9242564054	9215 Ocean Ave, Minneapolis, MN, 55427	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-57911	TPA	Wei Young	1952-07-19	—	—	3533 Church St, Minneapolis, MN, 55487	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-56072	TPA	Vincent H Mills	1977-06-11	—	—	—	0.78	Name re-cased Date of birth reformatted Phone missing area code Whitespace trimmed+1 more
TPA-64378	TPA	Emily Hamilton	1985-04-24	—	—	1869 Apache Blvd, San Antonio, TX, 78278	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56501	TPA	Juan Lopez	1968-10-05	UHC-13601-93	2795763102	8639 Highland Ave, Columbus, OH, 43244	0.78	Name re-cased Two-digit birth year Phone reformatted Whitespace trimmed+1 more
TPA-53780	TPA	Ann Murphy	1974-11-17	UHC-34533-93	—	4819 Church St, Charlotte, NC, 28266	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52471	TPA	Edward Robertson	1995-11-16	—	9648396355	—	0.78	Name re-cased Phone reformatted Gender normalised Whitespace trimmed+1 more
TPA-61178	TPA	Ana Warren	1963-01-25	—	—	—	0.78	Name re-cased Date of birth reformatted Gender normalised Whitespace trimmed+1 more
TPA-54970	TPA	Lauren Y Cook	1991-09-16	—	4207704301	5042 Highland Ave, San Antonio, TX, 78202	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-52566	TPA	Christina Washington	1957-03-02	—	—	6381 Palm Dr, Las Vegas, NV, 89126	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-62027	TPA	Dorothy Howell	1990-10-05	UHC-62871-74	3196910269	8359 Maple Ave, San Diego, CA, 92167	0.78	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-61965	TPA	Timothy Wang	1948-06-10	UHC-63226-44	6428877182	9121 Willow Ct, Houston, TX, 77031	0.78	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+1 more
TPA-53069	TPA	Donna Padilla	1951-10-28	—	7322627317	6322 Bayshore Dr, Sacramento, CA, 95875	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-54841	TPA	Robert Stevens	1948-10-10	—	—	6132 Maple Ave, Columbus, OH	0.78	Name re-cased Date of birth reformatted City re-cased ZIP missing+1 more
TPA-60823	TPA	Deborah Ferrnandez	—	—	—	5013 Broadway, Miami, FL, 33157	0.78	Name re-cased Date of birth unreadable Address re-cased Whitespace trimmed+1 more
TPA-59081	TPA	Karen Y Perez	1955-07-03	—	—	2263 Palm Dr, Nashville, TN, 37250	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51568	TPA	Brandon Lopez	1955-02-03	—	—	4254 Desert Sky Blvd, Seattle, WA	0.78	Name re-cased City re-cased ZIP missing Whitespace trimmed+1 more
TPA-62918	TPA	Ken McDonald	2002-12-23	—	—	1501 River Rd, Tampa, FL, 33610	0.78	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-53756	TPA	Arjun Smith	1946-09-23	—	—	7371 Bayshore Dr, Minneapolis, MN, 55409	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-60342	TPA	Joan Woods	1963-12-01	—	—	9615 Central Ave, Dallas, TX, 75284	0.78	Name re-cased Street suffix standardised Address re-cased Whitespace trimmed+1 more

5,750 rows, page 69 of 115Previous Next