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 “ZIP+4 trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagZIP+4 trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-25538	PRV	Carl Burke	1952-04-12	—	2152580897	9767 Willow Ct, Minneapolis, MN, 55464	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-23389	PRV	Alice Ortega	1948-01-20	UHC-20128-12	7567665648	4708 Camelback Rd, Miami, FL, 33194	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-409591	CLM	Olivia Thomas	1966-01-14	UHC-31622-35	—	9328 Sage Ct, Plano, TX, 75006	0.80	Name re-cased City re-cased ZIP+4 trimmed Placeholder values cleared
ENR-109407	ENR	Murphy O Brandon	1969-03-05	UHC-35997-95	8619763609	5643 Valley View Dr, Houston, TX, 77069	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-127571	ENR	Christian Salazar	1972-06-19	UHC-51574-82	5026391812	7422 Camelback Rd, Miami, FL, 33146	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-406974	CLM	Nikk Bradley	1954-07-23	UHC-38925-57	9808934958	9694 Broadway, Las Vegas, NV, 89112	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-406973	CLM	Nikk Bradley	1954-07-23	UHC-38925-57	9808934958	9694 Broadway, Las Vegas, NV, 89112	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
PRV-22116	PRV	Logan Lane	1953-01-13	UHC-29585-43	2334738561	9736 Sunset Blvd, Tampa, FL, 33664	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-60543	TPA	Tyler Edwards	1988-03-04	—	—	8005 Church St, Los Angeles, CA, 90056	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
TPA-55538	TPA	Charles Patel	1997-03-15	—	—	8381 Hillcrest Rd, Tempe, AZ, 85219	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-136025	ENR	Emily Duncan	1995-02-28	UHC-52565-95	3099604838	9117 Harbor Blvd, Sacramento, CA, 95818	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
TPA-53384	TPA	Emma Sims	1963-11-28	—	—	7059 Sage Ct, Gilbert, AZ, 85222	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425701	CLM	Betty Willis	1958-07-17	UHC-87716-71	9513124114	2735 Cedar Ln, Houston, TX, 77086	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
CLM-428209	CLM	Kyle Jimenez	1971-03-11	UHC-69540-42	—	5206 Broadway, Chandler, AZ, 85244	0.80	Member ID reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-408973	CLM	Nicole Sullivan	1960-08-09	—	4922062641	6031 River Rd, Phoenix, AZ, 85079	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-111764	ENR	Gerald Maldonaod	1995-11-12	UHC-91427-57	5104425109	1415 Indian School Rd, Las Vegas, NV, 89111	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
ENR-109595	ENR	Josua E Ferguson	1949-10-20	UHC-04256-92	2696900357	6972 Indian School Rd, Dallas, TX, 75270	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-131479	ENR	Hannah U Bradley	1971-09-11	UHC-85847-31	4387238248	3317 Elm St, Houston, TX, 77060	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Placeholder values cleared
TPA-53553	TPA	Christopher Henderson	1952-06-11	—	—	1971 Meadow Ln, Los Angeles, CA, 90052	0.80	Name re-cased ZIP+4 trimmed Email lower-cased Placeholder values cleared
ENR-130242	ENR	Mariana H Henderson	2002-03-27	UHC-04490-01	8248401156	3267 Broadway, Orlando, FL, 32884	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Whitespace trimmed
ENR-112516	ENR	Roy P Carroll	1970-10-11	UHC-05121-71	—	5560 Market St, Tempe, AZ, 85286	0.80	Name re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-140243	ENR	Edward O Boyd	2003-11-09	UHC-44082-26	7173338374	8783 Willow Ct, San Diego, CA, 92123	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
CLM-400414	CLM	John Gardner	1947-11-06	UHC-45824-49	—	6299 Desert Sky Blvd, Austin, TX, 78722	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
ENR-139470	ENR	Albert A Howell	1957-06-27	UHC-25153-40	6186460371	1373 Mountain View Dr, Miami, FL, 33198	0.80	Phone reformatted ZIP+4 trimmed Plan code upper-cased Whitespace trimmed
CLM-420647	CLM	Ralph Nichols	1962-06-14	—	4305989682	5689 Lincoln Way, Chandler, AZ, 85269	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425210	CLM	Helen Patel	1995-03-27	—	—	3185 Valley View Dr, Nashville, TN, 37228	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
ENR-108602	ENR	Gerald P Lopez	2004-11-18	UHC-58085-71	3779268670	3691 Jefferson Ave, Jacksonville, FL, 32288	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-404926	CLM	Jonathna McCoy	2006-02-22	—	6152772005	6840 Ridge Rd, Phoenix, AZ, 85056	0.80	Date of birth reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-400292	CLM	Emma Hill	1974-02-09	UHC-72136-54	9835648155	5231 Central Ave, Tempe, AZ, 85242	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
TPA-52951	TPA	Wayne Elliott	1944-06-02	—	4916634304	2609 Central Ave, Tucson, AZ, 85726	0.80	Phone reformatted City re-cased ZIP+4 trimmed Placeholder values cleared
CLM-429862	CLM	Sara Murphy	1953-07-01	—	—	8753 Palm Dr, Plano, TX, 75082	0.80	Date of birth reformatted ZIP+4 trimmed Plan code upper-cased Placeholder values cleared
CLM-422924	CLM	Ahmed Murray	1969-10-08	—	—	8022 Lincoln Way, Atlanta, GA, 30353	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-124542	ENR	Kim Q Kelly	1984-07-09	UHC-14965-69	5816632495	2592 Grand Ave, Atlanta, GA, 30326	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-405743	CLM	Victoria Y Knight	1988-03-18	—	—	3173 Bayshore Dr, Chandler, AZ, 85264	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-425292	CLM	Patrick Parker	1986-09-01	UHC-14708-32	4863249088	5982 Bayshore Dr, Tempe, AZ, 85211	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-141303	ENR	Terry Y Gray	1993-06-01	UHC-48983-58	4454079832	406 Grand Ave, Los Angeles, CA, 90019	0.80	Phone reformatted ZIP+4 trimmed Email lower-cased Whitespace trimmed
ENR-140258	ENR	Maria Alexander	1979-05-05	UHC-74312-70	5858634578	7164 Camelback Rd, Houston, TX, 77037	0.80	Phone reformatted Member ID reformatted ZIP+4 trimmed Whitespace trimmed
CLM-428455	CLM	Alexander Kennedy	1962-10-17	UHC-46150-15	2818668900	5630 Forest Ave, Miami, FL, 33112	0.80	Phone reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-134908	ENR	Bevarly Morris	1960-03-26	UHC-42035-49	4229718925	502 Mesa Dr, Mesa, AZ, 85220	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-431789	CLM	Donald Silva	1940-01-23	UHC-12940-18	6514403019	7928 Union St, Las Vegas, NV, 89128	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
PRV-25310	PRV	Jonathan Wang	1997-08-12	—	6589890069	5706 Indian School Rd, Jacksonville, FL, 32238	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-423283	CLM	Elijah Medina	1950-10-18	—	3752726270	7269 Mesa Dr, Denver, CO, 80298	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-136368	ENR	Emily X Obrien	1941-06-06	UHC-64936-31	6845830935	1389 Lincoln Way, Atlanta, GA, 30392	0.80	Name re-cased Date of birth reformatted City re-cased ZIP+4 trimmed
ENR-126764	ENR	Douglas Allen	1953-09-02	UHC-14793-72	7317235113	3383 Meadow Ln, San Antonio, TX, 78245	0.80	Name re-cased Phone reformatted ZIP+4 trimmed Whitespace trimmed
CLM-403804	CLM	Maria Cruz	1949-10-22	UHC-56006-43	6458067548	2274 Baseline Rd, Atlanta, GA, 30336	0.80	City re-cased ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
ENR-116737	ENR	Hiroshi X Dunn	1991-12-08	UHC-40843-84	—	3236 Market St, Atlanta, GA, 30373	0.80	ZIP+4 trimmed Email lower-cased Whitespace trimmed Placeholder values cleared
CLM-407556	CLM	Laura Gonzales	1955-03-11	—	3362313576	2608 Washington St, Fresno, CA, 93729	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
ENR-111747	ENR	Mracus Olson	1944-02-07	UHC-01972-95	2926430177	2745 Broadway, Dallas, TX, 75202	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Placeholder values cleared
CLM-425474	CLM	Sean Young	1974-01-19	—	—	1139 Broadway, Eden Prairie, MN, 55384	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Whitespace trimmed
TPA-62707	TPA	Bobby Ward	1955-10-01	—	—	5410 Ocean Ave, Nashville, TN, 37255	0.80	Date of birth reformatted ZIP+4 trimmed Whitespace trimmed Placeholder values cleared

8,263 rows, page 155 of 166Previous Next