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

All sources, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111007	ENR	Alexander Perez	1993-06-05	UHC-58073-33	7566544101	1775 Lincoln Way, Phoenix, AZ	0.54	Phone reformatted Member ID reformatted State name converted to code ZIP missing+1 more
ENR-125221	ENR	Jesse Fisher	1982-08-26	UHC-84739-48	4945850163	5232 Elm St Apt 37, Houston, TX, 77041	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-123493	ENR	Raymond L Palmer	1983-06-22	UHC-07780-39	7574499563	728 Apache Blvd, Austin, TX, 78742	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-427061	CLM	Aamnda Singh	1946-10-03	—	—	2132 Baseline Rd, Dallas, TX, 75274	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-137598	ENR	Ralph Arnold	1998-08-26	UHC-79978-65	—	1334 Jefferson Ave, San Antonio, TX, 78254	0.54	Phone missing area code Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-124227	ENR	Omar Y Evans	1971-06-08	UHC-04207-13	7705504523	3145 Jefferson Ave, Charlotte, NC, 28242	0.54	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+1 more
ENR-120304	ENR	Keith Williamson	1976-03-27	UHC-70723-03	—	1299 Valley View Dr, Phoenix, AZ	0.54	Name split from “Last, First”Date of birth reformatted ZIP missing Gender normalised+1 more
CLM-426687	CLM	Frances B Ross	1987-12-11	—	—	379 Washington St, Las Vegas, NV, 89188	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
ENR-116806	ENR	Logan S Evans	1999-03-16	UHC-46383-50	4534277399	7167 Valley View Dr Apt 16, Fresno, CA, 93766	0.54	Name split from “Last, First”Date of birth reformatted Phone reformatted Unit split from street+1 more
CLM-424720	CLM	Joan Weber	—	UHC-41593-57	—	2151 Canyon Rd, Los Angeles, CA	0.54	Date of birth unreadable ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-425112	CLM	Richard West	1945-06-02	UHC-77633-09	—	7522 Desert Sky Blvd, Glendale, AZ	0.54	Name re-cased Two-digit birth year ZIP missing Gender normalised+1 more
ENR-117574	ENR	Priya Hamilton	1971-06-27	UHC-51752-38	4177490637	5118 Apache Blvd, Atlanta, GA, 30381	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
TPA-63098	TPA	Amber Delgado	1972-11-06	—	—	1854 Union St, Seattle, WA, 98150	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108261	ENR	Stephanie Q Crawford	1961-05-03	UHC-48820-47	9725849053	19 Pine Dr Apt 21, Nashville, TN, 37201	0.54	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
TPA-59076	TPA	Nicholas V Campbell	2004-08-21	—	—	5205 Elm St, Scottsdale, AZ, 85202	0.54	Two-digit birth year Street suffix standardised Address re-cased Gender normalised+1 more
CLM-412113	CLM	Christopher Jenkins	1982-09-18	UHC-46541-04	—	9681 Forest Ave, Dallas, TX	0.54	Street suffix standardised Address re-cased ZIP missing Gender normalised+1 more
PRV-27821	PRV	Stephanei J Moore	1978-07-04	UHC-96480-12	5987382091	4646 Ridge Rd, San Antonio, TX, 78256	0.54	Name re-cased Two-digit birth year ZIP+4 trimmed Gender normalised+1 more
ENR-106989	ENR	Laura J Bowman	2002-12-23	UHC-16543-14	5077262586	4517 Church St, Fresno, CA, 93702	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
ENR-132536	ENR	Frank K Roberts	1982-06-11	UHC-23833-14	3555231096	7429 Washington St # 551, Phoenix, AZ, 85050	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-64319	TPA	Douglas Lukas	1944-09-12	—	7837058963	2791 Forest Ave, Las Vegas, NV, 89177	0.54	Street suffix standardised Address re-cased State name converted to code Gender normalised+1 more
CLM-410359	CLM	Ahmed Riley	2007-03-13	UHC-08481-83	—	5024 Hillcrest Rd, Jacksonville, FL, 32283	0.54	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+1 more
ENR-139123	ENR	Teresa G James	1987-06-15	UHC-36227-89	6208458818	5550 Jefferson Ave Apt 40, Plano, TX, 75084	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
CLM-419004	CLM	Reynolds Wei	1973-07-01	UHC-28141-19	—	2782 Apache Blvd, Scottsdale, AZ, 85297	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-50209	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
TPA-50210	TPA	Judith Ortiz	1981-01-05	—	—	9287 Camelback Rd, Gilbert, AZ, 85216	0.54	Name split from “Last, First”Date of birth reformatted Phone missing area code Gender normalised+1 more
CLM-402301	CLM	Lawrece K Johnston	1952-10-18	UHC-57335-96	—	5968 Park Pl, Chandler, AZ, 85223	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more
CLM-411393	CLM	Lori Jordan	1985-05-24	UHC-12979-70	7214927607	3367 Ocean Ave, Mesa, AZ, 85209	0.54	Name split from “Last, First”City re-cased State name converted to code Gender normalised+1 more
ENR-133276	ENR	Donald Y Lene	1974-01-25	UHC-25028-43	9223675811	4221 Cedar Ln, Denver, CO, 80291	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-107729	ENR	John P Herrera	1968-03-13	UHC-51994-47	7694802111	5996 Oak St, Plano, TX, 75086	0.54	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
TPA-61093	TPA	Kelly Baker	1953-02-17	—	—	—	0.54	Name split from “Last, First”Two-digit birth year Email lower-cased Gender normalised+1 more
ENR-138074	ENR	Vincent T Bell	1972-06-09	UHC-71011-63	6668369927	4948 Ocean Ave, Mesa, AZ, 85288	0.54	Phone reformatted State name converted to code ZIP+4 trimmed Gender normalised+1 more
CLM-416636	CLM	Ann G Stewart	1946-07-10	—	—	6460 Valley View Dr, Gilbert, AZ, 85295	0.54	Phone missing area code Street suffix standardised Address re-cased Gender normalised+1 more
ENR-127805	ENR	Brian Fuller	1992-11-16	UHC-89616-14	4076237329	8939 Spring St, Phoenix, AZ	0.54	Name split from “Last, First”Phone reformatted ZIP missing Email lower-cased+1 more
ENR-105091	ENR	Robert T Young	1978-11-18	UHC-06031-99	9233945781	393 Willow Ct, Tampa, FL, 33686	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-118779	ENR	Megan Watson	1975-04-10	UHC-62910-31	9274237287	257 Pine Dr, Miami, FL, 33164	0.54	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140809	ENR	Rob Mason	1979-01-24	UHC-58571-04	7025515297	4934 Mountain View Dr, Orlando, FL, 32839	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142008	ENR	Diane A Carr	2005-08-14	UHC-71365-75	6324767089	2848 Lake View Rd # 813, Seattle, WA, 98102	0.54	Phone reformatted Unit split from street Street suffix standardised Address re-cased+1 more
TPA-62865	TPA	Roy Wood	1950-08-01	—	7655754581	5991 Church St # 616, Sacramento, CA, 95881	0.54	Name split from “Last, First”Phone reformatted Unit split from street Gender normalised+1 more
TPA-55633	TPA	Brian Burke	1995-01-24	—	—	6480 Valley View Dr, Austin, TX, 78776	0.54	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+1 more
TPA-63700	TPA	Fatima Price	1945-11-18	—	—	3822 Lincoln Way, San Diego, CA, 92174	0.54	State name converted to code ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
CLM-422571	CLM	Valentina Wong	—	UHC-87911-51	—	—	0.54	Name split from “Last, First”Date of birth unreadable Gender normalised Whitespace trimmed+1 more
ENR-102666	ENR	Wayne Jimenez	1962-12-03	UHC-31574-79	—	6937 Grand Ave # 107, Las Vegas, NV, 89161	0.54	Date of birth reformatted Unit split from street ZIP+4 trimmed Gender normalised+1 more
ENR-116388	ENR	Beverly Y Hunt	1984-05-06	UHC-39169-49	3373336093	1902 Maple Ave, Gilbert, AZ, 85246	0.54	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142351	ENR	James R Thompson	1980-11-03	UHC-35914-01	8407961407	6516 Park Pl, Sacramento, CA, 95829	0.54	Name split from “Last, First”Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-129389	ENR	Daniel Z Black	2005-02-09	UHC-29762-38	9508577341	4370 Spring St # 194, Phoenix, AZ, 85078	0.54	Unit split from street Street suffix standardised Address re-cased City re-cased+1 more
ENR-110170	ENR	Stephanie R Murray	1978-06-14	UHC-88833-25	7593134234	4629 Main St, Eden Prairie, MN	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-134448	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-134447	ENR	Camila Chen	1977-01-12	UHC-66437-32	4166840302	130 Harbor Blvd, Glendale, AZ, 85327	0.54	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-122673	ENR	Amanda Colle	1962-01-02	UHC-85854-04	3654757010	7895 Camelback Rd, Charlotte, NC, 28270	0.54	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
CLM-407424	CLM	Priya Ortiz	1946-06-05	—	—	3345 Baseline Rd, Tucson, AZ, 85783	0.54	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+1 more

16,828 rows, page 98 of 337Previous Next