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 “Date of birth unreadable”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth unreadableClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-408869	CLM	Walter Clark	—	—	2577336460	3926 Lincoln Way, Jacksonville, FL, 32298	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427362	CLM	Naathan Gilbert	—	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-132426	ENR	Jose Patterson	—	UHC-60006-41	8496550950	9395 Sunset Blvd, Houston, TX, 77066	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-137295	ENR	Elijah S Hall	—	—	4722510367	9680 Elm St, Nashville, TN, 37232	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-64072	TPA	Mariana Little	—	—	5145791028	4453 Market St, Chandler, AZ, 85286	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-105932	ENR	Welter U Coleman	—	UHC-46983-59	—	4297 Canyon Rd, Houston, TX, 77060	0.64	Name re-cased Date of birth unreadable State name converted to code Email lower-cased+2 more
CLM-417276	CLM	Wei Hamilton	—	UHC-96684-93	—	449 Grand Ave, Jacksonville, FL, 32209	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-112919	ENR	Wayne U Knight	—	UHC-95604-13	9328067916	6599 Market St, Chandler, AZ, 85227	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
TPA-61818	TPA	Rebekca Mendoza	—	UHC-41468-60	8696390034	9585 Baseline Rd, Houston, TX, 77094	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-411033	CLM	Alice Jamas	—	UHC-50230-34	—	1005 Forest Ave # 764, Phoenix, AZ, 85036	0.64	Name re-cased Date of birth unreadable Member ID reformatted Unit split from street+2 more
TPA-54844	TPA	Luri Cruz	—	UHC-43223-03	—	3912 Main St, Austin, TX	0.64	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+2 more
PRV-26487	PRV	Gary V Hill	—	UHC-08265-40	4896713363	1930 Apache Blvd, Seattle, WA, 98148	0.64	Date of birth reformatted Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-122799	ENR	Garrett James	—	UHC-83000-74	5889031339	7858 Spring St, Sacramento, CA, 95889	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-123201	ENR	Omar Wheeler	—	UHC-56019-56	4373897552	5673 Hillcrest Rd, Gilbert, AZ, 85261	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54164	TPA	Zachary Perry	—	—	6392581928	1235 Main St, Charlotte, NC, 28237	0.64	Date of birth unreadable Phone reformatted City re-cased ZIP+4 trimmed+2 more
CLM-428285	CLM	Jessica Y Carroll	—	—	5033331504	9859 Sage Ct, Jacksonville, FL, 32206	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-421848	CLM	Eric Perkins	—	UHC-30832-44	7378873712	3134 Mountain View Dr, Fresno, CA, 93767	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-404657	CLM	Marcus Wells	—	UHC-49609-62	9782229188	9829 River Rd, Denver, CO, 80225	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427475	CLM	Shirley Lopez	—	UHC-32327-74	6152096793	3855 Palm Dr, Plano, TX, 75085	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-52447	TPA	Christine Ward	—	—	—	1291 Lincoln Way, Mesa, AZ, 85216	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-134746	ENR	Abigail Le	—	UHC-13342-03	7028424762	1183 Mesa Dr, Denver, CO, 80294	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-401565	CLM	Vincent George	—	—	—	2954 Lincoln Way, Phoenix, AZ, 85029	0.64	Date of birth unreadable Street suffix standardised Address re-cased State code upper-cased+2 more
CLM-430067	CLM	Dona Bell	—	UHC-23412-40	—	—	0.64	Name re-cased Date of birth unreadable Email lower-cased Gender normalised+2 more
ENR-101013	ENR	Priya Collins	—	UHC-14575-37	2173713753	2440 Sage Ct, Houston, TX, 77014	0.64	Name re-cased Date of birth unreadable Phone reformatted State name converted to code+2 more
ENR-135168	ENR	Sara I Baker	—	UHC-35017-70	5226618224	9270 Valley View Dr, Houston, TX, 77071	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-25958	PRV	Madison C Flores	—	UHC-58663-08	4069253912	4481 Mountain View Dr, Gilbert, AZ, 85252	0.64	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-105836	ENR	Janet Willis	—	UHC-24401-43	—	1913 Mountain View Dr, Orlando, FL, 32874	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-405642	CLM	Andrew Davis	—	UHC-87127-13	9404659477	1983 Oak St, Tucson, AZ, 85725	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-54183	TPA	Martha Singh	—	—	—	3687 Pine Dr, Jacksonville, FL, 32278	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
CLM-428527	CLM	Billy R Dunn	—	UHC-74132-11	7107005817	8863 Bayshore Dr, Fresno, CA, 93746	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26512	PRV	Priya Allen	—	UHC-44110-15	5752796999	4591 Maple Ave, Tampa, FL, 33688	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-400868	CLM	Catherine Ford	—	UHC-79361-30	3644097615	975 Main St, Gilbert, AZ, 85287	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141095	ENR	Kelly E Howard	—	UHC-06459-89	7066417702	9817 Church St, Glendale, AZ, 85319	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
CLM-428901	CLM	Barbara Weber	—	UHC-24739-99	—	4863 Ocean Ave, Eden Prairie, MN, 55336	0.64	Name re-cased Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
TPA-54371	TPA	Mason P Brooks	—	—	7724223662	563 Lake View Rd, San Diego, CA, 92174	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-143007	ENR	Denie Miller	—	UHC-85977-64	7893864561	4710 Oak St, Nashville, TN, 37241	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-114011	ENR	Sofia Webb	—	UHC-71462-42	7009545390	3993 Highland Ave, Orlando, FL, 32802	0.64	Date of birth unreadable Phone reformatted Member ID reformatted State name converted to code+2 more
CLM-406690	CLM	Raymnd Rodriguez	—	UHC-81501-18	7043124628	—	0.64	Name split from “Last, First”Date of birth unreadable Phone reformatted Email lower-cased+2 more
CLM-416294	CLM	Jerry J Watkins	—	UHC-20153-72	9407703748	2207 Washington St, Los Angeles, CA, 90098	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
PRV-24752	PRV	Mark Hart	—	—	8049933833	9124 Park Pl, Atlanta, GA, 30313	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-119423	ENR	Carlos U Ramos	—	UHC-80608-77	6347624987	2238 Indian School Rd, Tempe, AZ, 85255	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-125484	ENR	Stephanie Mitchell	—	UHC-58478-73	3772872178	6219 Valley View Dr, Fresno, CA, 93751	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131910	ENR	Michael S Vargas	—	UHC-17895-09	5154559343	2345 Maple Ave, Miami, FL, 33124	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-408232	CLM	Olivia Stephens	—	—	—	2367 Desert Sky Blvd, San Diego, CA, 92136	0.64	Date of birth reformatted Date of birth unreadable Street suffix standardised Address re-cased+2 more
PRV-26636	PRV	Sean Gardner	—	UHC-33476-72	—	9447 Lake View Rd, Seattle, WA, 98112	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-110400	ENR	Ralph Bowman	—	UHC-64338-31	—	1164 Cedar Ln, Minneapolis, MN, 55402	0.64	Date of birth unreadable SSN last four extracted State code upper-cased Email lower-cased+2 more
ENR-141138	ENR	James Lopez	—	UHC-89242-84	2859791022	8157 Spring St, Atlanta, GA, 30372	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
CLM-405338	CLM	Frances Jensen	—	—	—	6699 Market St, San Diego, CA, 92101	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
CLM-430693	CLM	Lucia Goemz	—	UHC-42126-16	5283601314	5088 Union St, Gilbert, AZ, 85255	0.64	Date of birth unreadable Member ID reformatted City re-cased ZIP+4 trimmed+2 more
ENR-140657	ENR	Sean Brown	—	UHC-14347-49	3644051614	9064 Jefferson Ave, Fresno, CA, 93735	0.64	Name re-cased Date of birth unreadable Phone reformatted Email lower-cased+2 more

2,274 rows, page 25 of 46Previous Next