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 “Unit split from street”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagUnit split from streetClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-56611	TPA	Denise Wells	1998-09-06	—	—	8604 Lincoln Way Apt 27, Columbus, OH	0.66	Name re-cased Unit split from street City re-cased ZIP missing+1 more
TPA-54396	TPA	Joan Clark	1967-11-09	—	—	3163 Grand Ave Apt 38, Atlanta, GA, 30308	0.66	Unit split from street Street suffix standardised Address re-cased State code upper-cased+1 more
TPA-52829	TPA	Jessica Andraws	1975-11-03	—	—	8940 Meadow Ln Apt 11, Las Vegas, NV, 89107	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-63086	TPA	Helen Diaz	2000-05-28	—	6268903419	5905 Camelback Rd # 739, Columbus, OH, 43202	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-55395	TPA	Karen Young	2008-03-15	—	2904451047	7441 Bayshore Dr Apt 14, Glendale, AZ, 85324	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
TPA-62470	TPA	Scott Phillips	1981-08-18	—	8883190206	4082 River Rd Apt 13, Sacramento, CA	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
TPA-63795	TPA	Zachary I Armstrong	1978-01-27	—	—	9095 Pine Dr # 396, Nashville, TN, 37228	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-60481	TPA	Christine Powell	1984-11-14	—	9619844221	1042 Maple Ave Apt 16, Houston, TX, 77000	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
TPA-51877	TPA	Angela Wagner	1951-05-16	—	—	2618 Camelback Rd # 624, San Diego, CA, 92175	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-61906	TPA	Ahmed Vega	1953-09-25	—	9773600860	5743 Bayshore Dr # 530, Scottsdale, AZ, 85245	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-54701	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-54700	TPA	Diana Reynolds	1970-07-19	—	—	6536 Lake View Rd # 545, Fresno, CA	0.66	Date of birth reformatted Unit split from street ZIP missing Whitespace trimmed+1 more
TPA-50149	TPA	Aisha Henry	2005-07-22	—	—	2707 Market St Apt 36, San Antonio, TX, 78268	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-51036	TPA	Richard Patterson	1998-06-23	—	—	2676 Market St Apt 31, Nashville, TN, 37243	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-63571	TPA	Judy Knight	1961-12-28	UHC-66791-46	—	1771 Ridge Rd Apt 24, Scottsdale, AZ, 85284	0.66	Date of birth reformatted Unit split from street State name converted to code Whitespace trimmed+1 more
TPA-58217	TPA	Alice Wood	1946-05-04	—	8649575675	1569 Canyon Rd # 345, Seattle, WA, 98155	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50921	TPA	Kathryn Stone	1968-08-16	—	2576336260	4756 Pine Dr Apt 30, Seattle, WA, 98131	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59519	TPA	Richard Hamilton	2001-10-03	—	2156053528	4119 Highland Ave Apt 15, Columbus, OH, 43201	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-50628	TPA	Janice Rice	1938-12-26	—	2673962817	8888 Palm Dr Apt 4, Tucson, AZ, 85748	0.66	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-58842	TPA	Daniel Parker	1977-04-03	—	—	5608 Canyon Rd Apt 7, Tucson, AZ, 85759	0.66	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
TPA-55422	TPA	Brian Jordan	1996-11-12	—	—	3595 Hillcrest Rd # 650, Eden Prairie, MN, 55382	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-56349	TPA	Ashley Rios	1975-01-01	—	—	4034 Ridge Rd # 268, San Diego, CA, 92144	0.66	Name re-cased Date of birth reformatted Unit split from street State name converted to code+1 more
TPA-63762	TPA	Helen Munoz	—	—	6505700591	7417 Forest Ave Apt 27, San Diego, CA, 92146	0.68	Date of birth unreadable Phone reformatted Unit split from street Placeholder values cleared
TPA-59826	TPA	Jack A Riley	1986-05-12	—	—	9899 Park Pl # 841, Phoenix, AZ, 85010	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63448	TPA	Ralph Phillips	1983-08-09	—	4636004576	6178 Park Pl Apt 29, Austin, TX, 78712	0.68	Phone reformatted Unit split from street Street suffix standardised Address re-cased
TPA-56967	TPA	Scott Reed	1984-08-28	—	7946055652	9220 Union St Apt 36, Tempe, AZ, 85299	0.68	Phone reformatted Unit split from street ZIP+4 trimmed Placeholder values cleared
TPA-55859	TPA	Diego Guerrero	1943-03-05	—	—	4725 Willow Ct # 450, San Diego, CA	0.68	Name re-cased Unit split from street ZIP missing Placeholder values cleared
TPA-61879	TPA	Denise V Henry	1963-07-22	—	6454037308	6558 Apache Blvd Apt 35, Tempe, AZ, 85284	0.68	Unit split from street Gender normalised Whitespace trimmed Placeholder values cleared
TPA-62560	TPA	Sara Murray	1944-05-25	—	—	9636 Spring St # 982, Columbus, OH, 43241	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-50916	TPA	Luis Sullivan	1943-02-09	—	—	2265 Maple Ave Apt 19, Los Angeles, CA, 90010	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-50074	TPA	Rick Kelley	1961-01-10	—	—	1539 Spring St # 849, Atlanta, GA, 30307	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
TPA-58907	TPA	Samantha King	1995-06-21	—	—	8728 Hillcrest Rd Apt 9, San Diego, CA, 92102	0.68	Unit split from street State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53594	TPA	Ana Richards	2001-02-07	—	—	6758 Grand Ave # 689, Seattle, WA, 98131	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-63325	TPA	Ronald Thomas	1999-03-07	—	—	700 Grand Ave Apt 11, Los Angeles, CA, 90054	0.68	Unit split from street City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-57824	TPA	Robert Palmer	1977-11-13	—	8903221400	5226 Forest Ave # 180, Tucson, AZ, 85735	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
TPA-50979	TPA	Christine R Andrews	1951-11-11	—	5593798758	5495 Willow Ct Apt 33, Mesa, AZ, 85224	0.68	Phone reformatted Unit split from street Gender normalised Placeholder values cleared
TPA-51343	TPA	Fatima Jones	1965-05-13	—	—	8055 Harbor Blvd # 778, Seattle, WA, 98167	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-56669	TPA	Lisa Cruz	2000-07-10	—	2583181027	6093 Hillcrest Rd # 976, Scottsdale, AZ, 85208	0.68	Two-digit birth year Unit split from street Whitespace trimmed Placeholder values cleared
TPA-53448	TPA	Abigali Murphy	1975-04-26	—	—	6723 Willow Ct # 418, Austin, TX, 78743	0.68	Name re-cased Two-digit birth year Unit split from street Placeholder values cleared
TPA-58627	TPA	Christine Fuller	1976-04-25	UHC-04747-15	—	9726 Valley View Dr Apt 12, Glendale, AZ, 85323	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-50053	TPA	Nathan Q Yang	1989-12-19	—	—	7436 River Rd Apt 16, Seattle, WA, 98190	0.68	Name split from “Last, First”Date of birth reformatted Unit split from street Placeholder values cleared
TPA-60171	TPA	Bobby Adams	1972-01-12	—	2082504797	8522 Spring St Apt 23, Plano, TX, 75070	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
TPA-55116	TPA	Frank Moreno	1941-03-07	—	—	2391 Lincoln Way # 874, Sacramento, CA, 95806	0.68	Date of birth reformatted Phone missing area code Unit split from street Placeholder values cleared
TPA-51981	TPA	Richard Little	1942-10-15	—	—	2180 Baseline Rd Apt 37, San Antonio, TX, 78230	0.68	Phone missing area code Unit split from street Whitespace trimmed Placeholder values cleared
TPA-62727	TPA	Ryan Washington	1986-04-02	UHC-71334-44	4432045515	7264 Lincoln Way Apt 7, Glendale, AZ, 85361	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-56661	TPA	Aaron Peters	2003-03-09	—	—	7769 Church St Apt 22, Charlotte, NC, 28242	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-56409	TPA	Nicole A Myres	1997-10-22	—	—	1400 Union St # 661, Eden Prairie, MN, 55355	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-53692	TPA	Bobby Anderson	1978-03-09	—	—	3664 Harbor Blvd # 951, Minneapolis, MN, 55491	0.68	Name split from “Last, First”Unit split from street City re-cased Placeholder values cleared
TPA-54543	TPA	Brian Hall	1946-06-06	UHC-70681-11	—	7724 Ridge Rd # 458, Dallas, TX, 75281	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared
TPA-59120	TPA	Sara Santiago	1996-01-19	—	—	2345 Valley View Dr Apt 19, Denver, CO, 80251	0.68	Unit split from street Street suffix standardised Address re-cased Placeholder values cleared

912 rows, page 14 of 19Previous Next