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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-54663	TPA	Vicoria Contreras	1974-07-19	—	—	7228 Baseline Rd, Orlando, FL, 32817	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-53200	TPA	Scott Simmons	1976-01-09	—	—	2254 Lake View Rd, Mesa, AZ, 85226	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-62118	TPA	Christian Holmes	1951-08-01	—	5494875285	4067 Highland Ave, Minneapolis, MN, 55474	0.64	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
TPA-50041	TPA	Olivia H Estrada	1963-04-22	—	3377885512	8818 Camelback Rd, Sacramento, CA, 95866	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-50163	TPA	Daniel Howell	2008-09-20	—	—	3838 Central Ave, Tucson, AZ, 85760	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-51956	TPA	Natalie King	1946-01-09	—	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-51724	TPA	Sharon Mason	1939-03-23	—	—	6653 Park Pl # 183, Chandler, AZ, 85209	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-63657	TPA	Ethan S Garza	2002-06-26	—	3496815937	9873 Market St, Atlanta, GA, 30335	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56133	TPA	Roy Coleman	1986-11-12	—	—	4485 Pine Dr, Tampa, FL, 33650	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54286	TPA	Joe Q Hernandez	1984-04-12	—	7448370918	795 Maple Ave, Tempe, AZ	0.64	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
TPA-56932	TPA	Jean Russell	1947-05-17	—	2777580393	8519 River Rd # 721, Orlando, FL, 32896	0.64	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+2 more
TPA-56845	TPA	Lgoan Lawson	—	UHC-11101-95	2836807393	9216 Mesa Dr, Atlanta, GA, 30313	0.64	Name re-cased Date of birth missing Street suffix standardised Address re-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-55339	TPA	Jean Hamilton	1965-02-08	—	4167143383	4244 Oak St, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55868	TPA	Sarah Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-63175	TPA	Jake Marquez	1945-06-08	UHC-72121-60	—	8943 Market St, Columbus, OH, 43293	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52906	TPA	Ralph F Torrees	1945-09-17	—	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-54867	TPA	Aisha Barnes	1986-05-05	—	—	6083 Main St, San Diego, CA	0.64	Name re-cased Date of birth reformatted ZIP missing Gender normalised+2 more
TPA-61312	TPA	Nathan Reynolds	1964-03-05	—	—	5436 Park Pl, Sacramento, CA, 95827	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-62836	TPA	Kyle Howell	1986-12-25	—	—	274 Highland Ave, Miami, FL, 33152	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-57850	TPA	Arjun Jimenez	1994-06-09	—	2808052611	7369 River Rd # 881, Phoenix, AZ	0.64	Name re-cased Phone reformatted Unit split from street ZIP missing+2 more
TPA-60293	TPA	Maria Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62670	TPA	Jacqueline Reid	2004-11-04	—	—	8207 Cedar Ln, Sacramento, CA, 95880	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-51668	TPA	Camila Walsh	—	UHC-95340-27	5778404672	238 Market St, Miami, FL, 33187	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
TPA-53120	TPA	Nathan Schultz	1968-02-18	—	—	4204 Highland Ave, Miami, FL, 33144	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-54754	TPA	Amy Martin	1950-07-24	UHC-11699-14	2844651645	5564 Apache Blvd # 266, Mesa, AZ, 85212	0.64	Name re-cased Member ID reformatted Unit split from street State name converted to code+2 more
TPA-55932	TPA	Cynthia Sandoval	2002-04-06	—	—	9753 Lake View Rd, Austin, TX, 78787	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-61282	TPA	Teresa Mitchell	2001-09-12	UHC-68340-13	—	1695 Cedar Ln, San Antonio, TX, 78272	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
TPA-56529	TPA	Priya Edwards	1999-07-14	—	—	2881 Bayshore Dr, San Antonio, TX, 78280	0.64	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-50445	TPA	Sean Hunter	1944-01-18	—	6185124174	5604 Pine Dr, Austin, TX, 78795	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
TPA-60157	TPA	Lucia Day	1980-02-11	—	—	8005 Sage Ct, Jacksonville, FL, 32278	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-61376	TPA	Eric Sanders	1959-08-27	—	9545579690	2321 Grand Ave, Orlando, FL, 32817	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-51389	TPA	Brian Edwards	1983-12-09	—	2692926807	6740 Meadow Ln, Plano, TX, 75007	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53640	TPA	Deborah Alvarado	2006-02-04	—	4996656349	4970 Sunset Blvd, Denver, CO, 80201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-57510	TPA	Patrick Patel	1985-10-17	—	—	2331 Apache Blvd, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-52130	TPA	Alan Castillo	1954-06-12	—	2447188600	36 Hillcrest Rd, Mesa, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52891	TPA	Julia Peterson	1944-12-08	—	—	718 Palm Dr, Dallas, TX, 75255	0.64	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-55305	TPA	Margaret Harris	1971-03-16	UHC-77132-48	—	471 River Rd, Nashville, TN, 37288	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-62520	TPA	Frances Berry	1968-02-08	—	2047033326	7190 Pine Dr, Minneapolis, MN, 55466	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
TPA-64198	TPA	Karen Porter	2006-01-11	—	—	973 Desert Sky Blvd, Las Vegas, NV, 89137	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-51322	TPA	Samantha Jensen	1962-07-24	—	—	8073 Central Ave, Fresno, CA	0.64	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
TPA-60045	TPA	Zachary Greene	1992-12-26	UHC-69793-13	—	3732 Palm Dr # 883, Los Angeles, CA, 90067	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-64316	TPA	Gabriel Day	1991-11-24	—	—	1249 Indian School Rd, Austin, TX, 78717	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
TPA-52405	TPA	Alice Bailey	1988-07-02	UHC-77231-18	—	5898 Forest Ave, Tempe, AZ, 85268	0.64	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
TPA-57628	TPA	Andy Jimenez	1966-02-28	—	5798790779	3408 Spring St, Dallas, TX, 75209	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-60015	TPA	Russell F Lee	1966-02-19	UHC-71483-82	5723182318	336 Forest Ave, Denver, CO, 80279	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58769	TPA	Peter Duncan	1950-04-19	—	—	445 Elm St, Gilbert, AZ, 85225	0.64	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
TPA-54096	TPA	James Hunter	1991-12-20	—	9708788232	1586 Grand Ave, Tucson, AZ, 85774	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62161	TPA	Christian Meyer	2007-04-25	—	4834553818	2940 Indian School Rd, Dallas, TX, 75216	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more

14,135 rows, page 64 of 283Previous Next