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

Enrollment, 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
ENR-107513	ENR	Roy Stephens	—	UHC-69885-63	—	—	0.64	Name re-cased Date of birth unreadable Phone missing area code Email lower-cased+2 more
ENR-140769	ENR	Anthony Gibson	—	UHC-83521-36	5704643442	2139 Forest Ave, Minneapolis, MN, 55428	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-103171	ENR	Karen R Simspon	—	—	8737022189	7760 Apache Blvd, San Antonio, TX, 78249	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-142274	ENR	Steve J Gibson	—	UHC-07734-29	7075574177	8379 Ocean Ave, San Diego, CA, 92194	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-117374	ENR	Roy N Hansen	—	UHC-25734-43	2473901544	3041 Canyon Rd, Tampa, FL, 33618	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-107138	ENR	Sara Patel	—	UHC-48728-33	7678398428	1780 Baseline Rd, Tucson, AZ, 85768	0.64	Date of birth unreadable Phone reformatted Member ID reformatted City re-cased+2 more
ENR-122542	ENR	Angela T Perkins	—	UHC-99820-91	2482602208	7163 Oak St, San Diego, CA, 92125	0.64	Date of birth unreadable Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-108270	ENR	Albert Owens	—	UHC-26507-26	7425190776	367 Central Ave, Charlotte, NC, 28236	0.64	Name split from “Last, First”Date of birth unreadable Member ID reformatted City re-cased+2 more
ENR-132375	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
ENR-132374	ENR	Camila Q Coleman	—	UHC-30287-02	—	2961 Cedar Ln, Tampa, FL, 33609	0.64	Middle initial moved out of first name Name re-cased Date of birth unreadable City re-cased+2 more
ENR-117009	ENR	Nick V Fuller	—	UHC-33001-85	9536415809	9706 Broadway, Austin, TX, 78708	0.64	Name re-cased Date of birth unreadable Phone reformatted Member ID reformatted+2 more
ENR-122840	ENR	Elizabeth Gibson	—	UHC-53210-52	3338331944	833 Sage Ct, Tampa, FL, 33661	0.64	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+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
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
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
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
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
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
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
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
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
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
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
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
ENR-121473	ENR	Ortiz T Stephanie	—	UHC-92874-74	5712873717	5481 Washington St, Miami, FL, 33191	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101747	ENR	Donald T Johnston	—	UHC-99698-01	—	942 Harbor Blvd, Glendale, AZ, 85356	0.64	Date of birth unreadable Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100875	ENR	Douglas L Russell	—	UHC-97092-57	9354339844	2814 Washington St, Denver, CO, 80237	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
ENR-113625	ENR	Camila H Hamilton	—	UHC-11513-95	9793806921	2058 Broadway, San Antonio, TX, 78253	0.64	Name re-cased Date of birth reformatted Date of birth unreadable Phone reformatted+2 more
ENR-142290	ENR	Ray Maldonado	—	UHC-59420-59	6079050488	4552 Market St, Columbus, OH, 43285	0.64	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+2 more
ENR-119750	ENR	Brenda Wilson	—	UHC-84051-84	7495889994	3725 Central Ave, Tampa, FL, 33644	0.64	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141702	ENR	Brian D Rogers	—	UHC-93684-52	9488802923	3843 Mountain View Dr, Glendale, AZ, 85396	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-107401	ENR	Deborah Padilla	—	UHC-59330-53	2085444476	8041 Grand Ave, Tampa, FL, 33673	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-140511	ENR	Santos H Grace	—	UHC-38799-01	5604733272	1178 Central Ave, Austin, TX, 78779	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-136991	ENR	Andrea Reyes	—	—	6593771365	5494 Church St, Tampa, FL, 33666	0.66	Date of birth unreadable Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-116640	ENR	Eric R Pierce	—	UHC-40910-11	—	6563 Sage Ct, Chandler, AZ, 85292	0.66	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+1 more
ENR-111355	ENR	Frances Z Pena	—	UHC-11201-26	7385547011	8554 Apache Blvd, Sacramento, CA, 95832	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-111354	ENR	Frances Z Pena	—	UHC-11201-26	7385547011	8554 Apache Blvd, Sacramento, CA, 95832	0.66	Date of birth unreadable Phone reformatted Member ID reformatted Street suffix standardised+1 more
ENR-136538	ENR	Juan Bell	—	UHC-85192-55	8073105821	2193 Lake View Rd, Sacramento, CA, 95804	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-118741	ENR	Benjamin D Thompson	—	UHC-96031-72	5223389950	1064 Union St, Tucson, AZ, 85769	0.66	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+1 more
ENR-107702	ENR	Dylan I Gibson	—	UHC-91430-31	2338402203	3146 Forest Ave, Phoenix, AZ, 85098	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-113906	ENR	Betty Hunter	—	UHC-84042-08	8756302387	2690 Desert Sky Blvd, Seattle, WA, 98177	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more
ENR-116000	ENR	Hiroshi S Martinez	—	UHC-93735-65	3742149810	5606 Meadow Ln, Minneapolis, MN, 55435	0.66	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-127371	ENR	Deborah Little	—	UHC-43768-13	8137891280	16 Sunset Blvd, Miami, FL, 33125	0.66	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+1 more

991 rows, page 12 of 20Previous Next