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 “Address re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagAddress re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56780	TPA	Jose Reyes	1942-06-27	UHC-54323-16	7698933572	5287 Valley View Dr, Charlotte, NC, 28250	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60724	TPA	Amber Reed	1938-04-08	—	—	715 Valley View Dr, Miami, FL, 33183	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-52474	TPA	Mike Ward	1943-01-07	—	—	7019 Spring St, San Antonio, TX, 78263	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-54035	TPA	Emma Q Estrada	1978-03-01	—	4696908266	7700 Sage Ct, Charlotte, NC, 28269	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-63263	TPA	Christine Marquez	1941-01-03	—	—	5341 Meadow Ln, Tampa, FL, 33627	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-60838	TPA	Diana Castro	1977-10-11	—	—	2172 Ocean Ave, Orlando, FL, 32838	0.66	Two-digit birth year Street suffix standardised Address re-cased City re-cased+1 more
TPA-62165	TPA	Nancy Alexander	—	UHC-02077-35	—	4505 Spring St, Dallas, TX, 75253	0.66	Date of birth unreadable Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-54415	TPA	Priya Aguilar	2000-10-24	—	—	6298 Pine Dr, San Diego, CA	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51127	TPA	Gregory Richardson	1960-04-11	UHC-32697-71	—	1687 Palm Dr, Dallas, TX, 75271	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50770	TPA	Timothy T Hill	2008-11-08	—	6784218798	4849 Spring St Apt 19, Houston, TX, 77072	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-52866	TPA	Kayla Henry	1969-11-11	—	—	5247 Spring St, Columbus, OH, 43222	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-60093	TPA	Melissa Owens	1972-03-18	—	—	7251 Sunset Blvd, San Antonio, TX, 78222	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-62797	TPA	Judy Patterson	1998-03-07	—	—	7921 Church St, Austin, TX, 78767	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-59122	TPA	Aaron Pierce	1942-09-19	UHC-91720-52	—	7423 Park Pl, Houston, TX, 77063	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-56537	TPA	Wells Rachel	1974-05-08	—	—	4991 Market St, Minneapolis, MN, 55485	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
TPA-59328	TPA	Ralph Wang	1952-06-03	—	—	7240 Grand Ave, Atlanta, GA, 30344	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-51682	TPA	Andrea U Brown	1977-01-22	—	3447577223	2828 Desert Sky Blvd, San Diego, CA, 92105	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-62310	TPA	Cheryl Wagner	1962-03-27	—	—	7207 Spring St, Dallas, TX, 75247	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-64404	TPA	Brian Hughes	1940-08-27	—	—	6137 Valley View Dr, Charlotte, NC, 28235	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
TPA-56905	TPA	Jerry Brooks	2006-11-13	—	—	9445 Market St, Glendale, AZ, 85372	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-58170	TPA	—Junk	1994-02-07	—	—	5068 Ocean Ave, Dallas, TX, 75218	0.66	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared+1 more
TPA-63596	TPA	Wayne Spencr	1999-12-01	—	5534726839	9632 Church St, Houston, TX	0.66	Street suffix standardised Address re-cased City re-cased ZIP missing+1 more
TPA-53031	TPA	Emily Greene	1972-11-07	—	2975559707	4133 Willow Ct, Chandler, AZ, 85286	0.66	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+1 more
TPA-59173	TPA	Vincent Castro	—	—	—	6652 Valley View Dr, Orlando, FL, 32852	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
TPA-57186	TPA	Carol N Ross	1987-03-24	—	—	5318 Central Ave, Orlando, FL, 32845	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-62965	TPA	Katherine Porter	1998-09-10	—	—	8284 Willow Ct, Eden Prairie, MN, 55392	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-51837	TPA	Wells Jonathan	1997-04-19	—	—	9341 Church St, Seattle, WA, 98160	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-57138	TPA	Emily Brown	1943-12-10	—	9408454541	8526 Valley View Dr, Eden Prairie, MN	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-50919	TPA	Benjamin Cruz	2007-06-05	—	—	3939 Pine Dr, Jacksonville, FL, 32265	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
TPA-57147	TPA	Jason Montggomery	1998-09-24	—	8256252792	8845 Park Pl, Orlando, FL, 32891	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-50108	TPA	Margaret Hicks	2008-06-15	—	—	2960 Central Ave, Orlando, FL, 32853	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-50345	TPA	Joshua Vasquez	1940-01-03	—	8276372355	8275 Washington St, Austin, TX, 78773	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-63410	TPA	Maria Greene	1918-03-10	—	—	2309 Market St, Las Vegas, NV, 89167	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
TPA-58648	TPA	Aisha Hoffman	1939-04-24	—	—	341 Sage Ct, San Diego, CA, 92111	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-55314	TPA	Martha Cole	1964-12-06	—	—	7007 Central Ave, Gilbert, AZ, 85258	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
TPA-59626	TPA	Betty Griffin	1955-04-26	—	—	8221 Bayshore Dr, Sacramento, CA, 95861	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-60559	TPA	Danielle Adams	1970-01-15	UHC-49180-49	—	355 Hillcrest Rd, Phoenix, AZ, 85043	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-62972	TPA	Gloria Howerd	2000-02-07	UHC-86207-58	—	3701 Ridge Rd, Mesa, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54964	TPA	Jerry Fox	1977-06-23	—	—	9700 Camelback Rd Apt 22, Mesa, AZ, 85245	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56957	TPA	Aaron Simpson	2005-05-22	—	6439817281	659 Washington St, Miami, FL, 33175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-56958	TPA	Aaron Simpson	2005-05-22	—	6439817281	659 Washington St, Miami, FL, 33175	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-61176	TPA	Judy Woods	1985-03-26	—	3097278604	5281 Canyon Rd, Houston, TX, 77098	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
TPA-53348	TPA	Sofia Castro	1999-02-28	—	8704668083	3317 Lincoln Way # 418, Las Vegas, NV, 89132	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55407	TPA	Alice Gomez	1942-11-04	—	—	6767 Baseline Rd, Tempe, AZ, 85258	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-52666	TPA	Merilyn Murphy	1974-01-17	—	—	7566 Washington St, Austin, TX	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
TPA-54499	TPA	Daniel D Alvarez	1943-05-25	—	4276742153	6848 Grand Ave, Austin, TX, 78790	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
TPA-58686	TPA	Lori Murray	1926-01-19	—	—	183 Harbor Blvd, San Antonio, TX	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
TPA-51808	TPA	Sharon B Santos	1990-01-28	—	—	6404 Bayshore Dr, Denver, CO, 80272	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
TPA-60907	TPA	Joyce Sanders	1944-01-23	—	8209621459	9492 Ocean Ave, San Antonio, TX, 78278	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
TPA-51081	TPA	Larry Powell	1947-08-03	—	—	1524 Sage Ct, Columbus, OH, 43236	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more

7,854 rows, page 65 of 158Previous Next