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 “Name split from “Last, First””, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName split from “Last, First”Clear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
TPA-62492	TPA	Valentian Lewis	1950-08-06	—	5756512585	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-410243	CLM	Mariana Snyder	1999-01-24	UHC-66101-08	2267320254	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-100789	ENR	Gayr J Pirce	1946-12-25	UHC-75471-11	4218066659	4343 Market St, Seattle, WA, 98127	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
ENR-138162	ENR	Priya Benntt	1974-03-24	UHC-29512-27	5346753236	3279 Mesa Dr, Houston, TX, 77002	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-21209	PRV	Benjamin Rihcardson	1958-04-17	UHC-80303-69	5606446879	6480 Indian School Rd, Dallas, TX, 75277	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-404573	CLM	Suzan Perez	1949-07-28	UHC-63932-33	7632615146	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-133367	ENR	Jsoeph H Bradley	2005-11-16	UHC-09212-23	6877226409	5348 Apache Blvd, Denver, CO, 80297	0.78	Name split from “Last, First”Phone reformatted City re-cased Email lower-cased+1 more
ENR-123156	ENR	Christina T Lopez	1977-11-24	UHC-93022-02	4587333626	8112 Maple Ave, Mesa, AZ, 85290	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-135355	ENR	Maria Obrien	1962-09-02	UHC-45605-61	4179623581	432 Elm St, Miami, FL, 33149	0.78	Name split from “Last, First”Name re-cased Phone reformatted Member ID reformatted+1 more
ENR-108362	ENR	Helen Warren	1992-12-26	UHC-46711-11	2987698227	9044 Valley View Dr, Scottsdale, AZ, 85222	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-102370	ENR	Brian Munoz	1976-10-19	UHC-20932-66	6725070916	2640 Hillcrest Rd, Jacksonville, FL, 32257	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more
PRV-20125	PRV	Brian Nunez	1952-03-16	UHC-67413-60	7507922554	4829 Mountain View Dr, Orlando, FL, 32825	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401295	CLM	Kevin T Ford	1946-09-25	UHC-90193-21	7835850816	3596 Broadway, Houston, TX, 77069	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
ENR-139318	ENR	Martha G Hunter	1960-05-25	UHC-01122-45	2027052652	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
ENR-142247	ENR	Logan J Marshall	1939-04-21	UHC-13279-34	5397048856	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
PRV-22823	PRV	Grace Ortega	1965-11-15	—	8504233760	6367 Elm St, Los Angeles, CA, 90082	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-401915	CLM	Sharon O Ptaterson	1968-01-26	—	4892140421	7671 Central Ave, Atlanta, GA, 30364	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-102806	ENR	Edward D Dixon	1955-10-09	UHC-73167-56	9079863923	2744 River Rd, Glendale, AZ, 85365	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
ENR-121910	ENR	Brenda Ross	1985-09-17	UHC-61529-52	7915943305	2276 Ocean Ave, Jacksonville, FL, 32291	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Email lower-cased+1 more
CLM-431368	CLM	Cynthia Martinez	1996-09-25	UHC-73516-61	—	7315 Broadway, Gilbert, AZ, 85227	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Plan code upper-cased+1 more
PRV-23018	PRV	Melissa Stevens	1956-02-18	UHC-08975-82	2935934937	4400 Broadway, Plano, TX, 75091	0.78	Name split from “Last, First”Date of birth reformatted Address re-cased Whitespace trimmed+1 more
PRV-21469	PRV	Brian Little	1946-02-09	UHC-65114-56	9865881087	9016 Maple Ave, Mesa, AZ, 85278	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-102373	ENR	Jonathan Rivera	1992-08-01	UHC-64480-79	3459145090	728 Central Ave, Chandler, AZ, 85268	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Email lower-cased+1 more
ENR-124323	ENR	Ana A Ward	1990-10-10	UHC-01651-17	6384259388	5438 Church St, San Antonio, TX, 78216	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-106274	ENR	Gabriel Q Lynch	1961-04-25	UHC-26228-68	9819997735	9093 Valley View Dr, Sacramento, CA, 95841	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
PRV-25392	PRV	Larry Burke	1976-07-03	UHC-81346-65	6168760776	4801 Willow Ct, Tucson, AZ, 85722	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-414555	CLM	Brandon Warren	2003-01-11	UHC-89576-83	—	—	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
CLM-407080	CLM	Andrew R Fisher	1976-09-27	UHC-49611-17	6218418223	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-426367	CLM	Mei Obrien	1973-10-21	—	6175642385	—	0.78	Name split from “Last, First”Name re-cased Date of birth reformatted Phone reformatted+1 more
ENR-124529	ENR	Emily Wilson	1961-02-26	UHC-49998-61	6426001848	3781 Lincoln Way, Charlotte, NC, 28254	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-25511	PRV	Lucia Benntet	1946-12-08	UHC-47654-57	7223619686	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-121534	ENR	Denise E Hamilton	1988-06-25	UHC-25159-90	7014016989	—	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
CLM-431917	CLM	Ethan F Gutierrez	1991-09-27	UHC-50365-76	2586764838	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+1 more
CLM-415796	CLM	Joseph Barnes	1982-05-06	UHC-09374-54	5693977598	9650 Camelback Rd, Chandler, AZ, 85257	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
CLM-402497	CLM	Evelyn P Fysher	2005-10-08	UHC-52353-84	8765327319	—	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-118498	ENR	Yuki Lawson	1979-12-18	UHC-45792-55	3674439844	1848 Camelback Rd, Minneapolis, MN, 55427	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted State code upper-cased+1 more
TPA-50236	TPA	Brian Vargas	1977-11-09	—	3572251032	5424 Lincoln Way, Tucson, AZ, 85717	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-400031	CLM	Jennifer Matthews	1957-08-01	—	—	1779 Harbor Blvd, Charlotte, NC, 28281	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
CLM-409362	CLM	Sophia Morris	2002-02-22	—	—	1447 Broadway, Jacksonville, FL, 32233	0.78	Name split from “Last, First”Date of birth reformatted Email lower-cased Whitespace trimmed+1 more
ENR-141551	ENR	Karen Y Duncan	1956-07-14	UHC-54582-64	7963624652	23 Lincoln Way, Gilbert, AZ, 85264	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
TPA-57776	TPA	Jason Garrett	1978-04-08	—	6574036234	7286 Baseline Rd, Phoenix, AZ, 85081	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
TPA-53054	TPA	Dorothy Rios	1993-07-17	UHC-82073-07	—	963 Canyon Rd, Mesa, AZ, 85236	0.78	Name split from “Last, First”Member ID reformatted City re-cased Whitespace trimmed+1 more
CLM-427694	CLM	Amy Fernandez	1948-03-16	UHC-54769-51	—	—	0.78	Name split from “Last, First”Date of birth reformatted Member ID reformatted Whitespace trimmed+1 more
CLM-431963	CLM	Frances Williamson	1960-10-28	UHC-12909-32	—	3123 Mountain View Dr, Nashville, TN, 37278	0.78	Name split from “Last, First”Date of birth reformatted City re-cased Whitespace trimmed+1 more
PRV-21653	PRV	Bradley Vazquez	1944-01-07	—	2799737529	9117 Meadow Ln, Atlanta, GA, 30368	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+1 more
PRV-23001	PRV	Alice E Marshall	1988-11-22	—	6698641806	5036 Bayshore Dr, Plano, TX, 75009	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
ENR-108670	ENR	Pamela Lawrence	2001-03-23	UHC-46185-69	7278615849	648 Washington St, Eden Prairie, MN, 55309	0.78	Name split from “Last, First”Phone reformatted Email lower-cased Whitespace trimmed+1 more
PRV-21187	PRV	Doris Welch	1950-07-19	—	4428915456	2676 Forest Ave, Houston, TX, 77070	0.78	Name split from “Last, First”Date of birth reformatted Phone reformatted Whitespace trimmed+1 more
CLM-420658	CLM	Melissa Hansen	1996-03-18	—	7109650472	5176 Lincoln Way, Las Vegas, NV, 89109	0.78	Name split from “Last, First”Phone reformatted State code upper-cased Whitespace trimmed+1 more
CLM-417760	CLM	Stephen Guerrero	1966-09-27	UHC-23579-55	6562849300	—	0.78	Name split from “Last, First”Phone reformatted Member ID reformatted Whitespace trimmed+1 more

9,980 rows, page 160 of 200Previous Next