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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62411	TPA	John Santiago	1976-12-27	—	—	535 Canyon Rd, Glendale, AZ, 85361	0.62	Street suffix standardised Address re-cased State code upper-cased Gender normalised+3 more
TPA-64149	TPA	Bobby Bailey	—	—	3146030280	2275 Baseline Rd, Plano, TX, 75032	0.62	Date of birth unreadable Phone reformatted City re-cased Gender normalised+3 more
TPA-55591	TPA	Jacob Romero	1954-10-10	—	—	7038 Apache Blvd, Nashville, TN, 37209	0.62	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62622	TPA	Samuel Medina	1943-08-15	—	8734718945	1746 Grand Ave # 589, Sacramento, CA, 95807	0.62	Phone reformatted Unit split from street Street suffix standardised Address re-cased+3 more
TPA-53487	TPA	Richard Allen	1992-07-27	—	7974152000	3888 Mountain View Dr, Scottsdale, AZ, 85265	0.62	Name re-cased Street suffix standardised Address re-cased Gender normalised+3 more
TPA-63416	TPA	Bobby Jones	1990-10-25	—	—	8156 Lake View Rd, Austin, TX, 78778	0.62	Street suffix standardised Address re-cased City re-cased State name converted to code+3 more
TPA-58424	TPA	Nicole Peterson	1940-03-25	—	—	4591 Jefferson Ave, Phoenix, AZ, 85095	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-60978	TPA	Joe Obrien	—	—	—	7817 Mesa Dr, Tempe, AZ, 85201	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-60971	TPA	Jeff Lewis	1986-09-17	—	2329633658	6230 Hillcrest Rd, Dallas, TX, 75268	0.64	Phone reformatted State name converted to code Gender normalised Plan code upper-cased+2 more
TPA-58941	TPA	Mason Foster	1975-03-14	UHC-91690-75	—	3701 Harbor Blvd, Nashville, TN, 37229	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-54635	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-54634	TPA	Madison Wheeler	2008-01-14	—	—	4424 Forest Ave, Columbus, OH, 43276	0.64	Phone missing area code Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-55113	TPA	Julie Chen	1981-10-26	—	6966381928	6058 Church St, Dallas, TX, 75259	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-51748	TPA	Jeremy Snyder	1997-11-27	UHC-72167-18	—	4178 Park Pl, Jacksonville, FL, 32209	0.64	Name re-cased ZIP+4 trimmed Gender normalised Plan code upper-cased+2 more
TPA-54216	TPA	Danielle Torrees	—	UHC-36695-30	8558324572	—	0.64	Date of birth missing Phone reformatted Gender normalised Plan code upper-cased+2 more
TPA-59245	TPA	Mari X Rivera	1989-09-25	—	—	6492 River Rd # 541, Glendale, AZ, 85353	0.64	Unit split from street Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-53888	TPA	Bruce Perkins	1968-04-02	—	3819597953	7248 Grand Ave, Jacksonville, FL, 32257	0.64	Two-digit birth year Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-54960	TPA	Christopher T Reed	1952-11-16	—	—	1263 Desert Sky Blvd, Tampa, FL, 33642	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61141	TPA	Russell Powell	1943-08-05	—	—	259 Union St, Miami, FL, 33168	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-63267	TPA	Roger Marquez	1964-12-22	—	—	5303 Elm St Apt 14, Minneapolis, MN, 55407	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-61035	TPA	Ralph Morris	1971-12-28	—	—	2055 Forest Ave, Austin, TX, 78718	0.64	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+2 more
TPA-60699	TPA	Charles Murray	1951-01-15	—	—	5473 Mesa Dr # 768, San Diego, CA, 92199	0.64	Unit split from street Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-54646	TPA	Roegr X Johnston	1996-03-06	—	—	1206 Desert Sky Blvd # 822, Miami, FL, 33120	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
TPA-56036	TPA	Jonathan Burns	1966-05-01	—	8637138651	8059 Palm Dr, San Diego, CA, 92142	0.64	Name split from “Last, First”Phone reformatted State name converted to code Plan code upper-cased+2 more
TPA-54183	TPA	Martha Singh	—	—	—	3687 Pine Dr, Jacksonville, FL, 32278	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-57991	TPA	Emily Chen	1949-03-07	—	—	8476 Palm Dr, Glendale, AZ, 85381	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-54893	TPA	Patrick Alexander	1969-08-09	—	—	1326 River Rd, Austin, TX, 78721	0.64	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
TPA-62001	TPA	Harold Murphy	1948-08-24	—	—	7183 River Rd, Los Angeles, CA, 90004	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
TPA-62303	TPA	Amanda Ford	1946-05-22	—	—	251 Baseline Rd, Tucson, AZ, 85726	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-56823	TPA	Olivya Perez	1963-04-16	—	—	1737 Union St, Tampa, FL, 33689	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
TPA-52576	TPA	David Lewis	1981-04-09	—	—	5645 Apache Blvd, Eden Prairie, MN, 55366	0.66	Two-digit birth year Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-59346	TPA	Amanda Phillips	1987-07-18	UHC-49815-50	—	—	0.66	Name split from “Last, First”Two-digit birth year Email lower-cased Plan code upper-cased+1 more
TPA-59738	TPA	Janet Ryan	1948-04-08	—	—	1484 Mesa Dr, San Antonio, TX, 78203	0.66	Street suffix standardised Address re-cased State name converted to code Plan code upper-cased+1 more
TPA-52604	TPA	Emily Singh	1991-07-23	UHC-65155-15	—	4040 Jefferson Ave, Columbus, OH, 43230	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Plan code upper-cased+1 more
TPA-62597	TPA	Hannah Nelson	1987-03-10	—	—	7495 Mesa Dr, Tampa, FL	0.66	Name re-cased ZIP missing Gender normalised Plan code upper-cased+1 more
TPA-63624	TPA	Pamela Wheeler	1971-02-19	—	—	—	0.68	Name split from “Last, First”Gender normalised Plan code upper-cased Placeholder values cleared
TPA-50594	TPA	Cynthia Hansen	1971-01-22	UHC-95339-89	—	388 Cedar Ln, Tucson, AZ, 85748	0.68	Date of birth reformatted Phone missing area code Gender normalised Plan code upper-cased
TPA-59794	TPA	Jacob C Anderson	1939-07-06	—	5025547768	2590 Maple Ave, Seattle, WA, 98194	0.70	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+5 more
TPA-56238	TPA	Ana A Willis	1954-03-06	—	9596045540	7807 Apache Blvd, Chandler, AZ, 85210	0.72	Name re-cased Phone reformatted Street suffix standardised Address re-cased+4 more
TPA-58491	TPA	Kenneth Bailey	2002-01-05	—	5536167156	203 Camelback Rd, Plano, TX, 75011	0.72	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+4 more
TPA-57834	TPA	Jacob M Ferguson	1950-01-07	—	—	846 Lake View Rd, Mesa, AZ, 85238	0.72	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+4 more
TPA-54533	TPA	Matthew Hunt	1964-09-03	—	5485113418	7991 Sunset Blvd, Scottsdale, AZ, 85263	0.74	Phone reformatted Street suffix standardised Address re-cased City re-cased+3 more
TPA-50024	TPA	Eddward Harrison	1952-02-27	—	—	2915 Market St, Charlotte, NC, 28225	0.74	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-57931	TPA	Roger Bishop	1975-11-01	—	—	5376 Bayshore Dr # 602, Los Angeles, CA, 90063	0.74	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-57489	TPA	Sarah Banks	1980-10-22	—	5929922729	3771 Lincoln Way, Houston, TX, 77001	0.74	Name re-cased Two-digit birth year Phone reformatted Email lower-cased+3 more
TPA-53329	TPA	Beverly Harris	2002-03-03	—	2919754979	1868 Forest Ave, Miami, FL, 33199	0.74	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-61950	TPA	Eugene Oliver	1980-09-23	—	2938007094	3552 Spring St, Charlotte, NC, 28221	0.74	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-56076	TPA	Doris Dominguez	2001-12-16	—	—	607 Sage Ct, Tampa, FL, 33656	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-63745	TPA	Janet Vazquez	1988-12-01	—	—	2641 Palm Dr, Seattle, WA, 98110	0.74	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62434	TPA	Logan Young	1946-04-22	—	2883596938	602 Mesa Dr, San Antonio, TX, 78222	0.74	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more

227 rows, page 2 of 5Previous Next