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 “Placeholder values cleared”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlaceholder values clearedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-105236	ENR	Sanda P Jacksson	1970-01-18	UHC-04416-25	5065561529	9555 Meadow Ln, Eden Prairie, MN, 55397	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128008	ENR	Carolyn Park	1956-12-06	UHC-04264-59	5525551251	2140 Union St, Scottsdale, AZ, 85248	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115493	ENR	Ashley U Perry	1987-02-07	UHC-75552-09	9238938230	3205 Ridge Rd, Atlanta, GA, 30359	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102976	ENR	Sohia Carter	1968-04-28	UHC-19887-42	4776703899	1259 Lake View Rd, Mesa, AZ, 85285	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137464	ENR	Doris Reynolds	1992-03-28	UHC-16338-92	—	7980 Camelback Rd, Fresno, CA, 93784	0.76	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-121128	ENR	Jdith C Mills	1943-05-28	UHC-96992-51	3948150586	7674 Pine Dr, Denver, CO, 80205	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121129	ENR	Jdith C Mills	1943-05-28	UHC-96992-51	3948150586	7674 Pine Dr, Denver, CO, 80205	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-121991	ENR	Amber N Hudson	1994-05-20	UHC-34157-71	3163335148	8194 Maple Ave, Scottsdale, AZ, 85259	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-103620	ENR	Katherine K Turnar	1953-12-05	UHC-72280-81	—	7485 Lake View Rd, Seattle, WA, 98138	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-116540	ENR	Shirley Sanchez	1948-12-12	UHC-11667-88	2574594279	5839 Apache Blvd, Fresno, CA, 93740	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109746	ENR	Cynthya Ward	1969-07-16	UHC-59138-15	—	3700 Hillcrest Rd, Charlotte, NC, 28226	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-109728	ENR	Camila I Herrera	1970-12-22	UHC-32504-19	4817934994	4528 Union St, San Diego, CA, 92120	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120569	ENR	Grace N Ruiz	1995-10-08	UHC-34131-34	5453691062	3617 Camelback Rd # 818, Atlanta, GA, 30343	0.76	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-106543	ENR	Denise W Harvey	1942-01-07	UHC-77597-34	6478556485	1226 Desert Sky Blvd, Scottsdale, AZ, 85285	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118659	ENR	Helen Graham	1985-11-14	UHC-83009-59	9308134417	7493 Park Pl, Miami, FL, 33137	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129705	ENR	Sophia H Foster	1990-08-12	UHC-38594-20	2364256732	6771 Forest Ave, Orlando, FL, 32893	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111040	ENR	Anna T Coleman	2006-03-20	UHC-17896-01	7719625408	9158 Washington St, Austin, TX, 78747	0.76	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130540	ENR	Betty Perez	1959-03-06	UHC-14159-41	5267512340	5953 Ocean Ave, Orlando, FL, 32812	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115526	ENR	Robert V Lawson	1955-05-05	UHC-28291-68	—	4505 Ridge Rd, Austin, TX, 78767	0.76	Name re-cased Date of birth reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-122720	ENR	Larry Thompson	1991-06-16	UHC-41677-87	3092540023	8821 Grand Ave, Mesa, AZ, 85207	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-128192	ENR	Mari U Montgomery	1949-04-12	UHC-23118-53	6323746359	9106 Main St, Austin, TX, 78788	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121078	ENR	Aisha U Campbell	1997-01-28	UHC-52441-29	2558276600	9819 Indian School Rd, Mesa, AZ, 85239	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139737	ENR	Sofia McCoy	1945-07-01	UHC-12731-65	5383870124	2722 Willow Ct, Scottsdale, AZ, 85289	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108788	ENR	Helen Boyd	1959-11-27	UHC-30571-53	6245909691	3119 Valley View Dr, Nashville, TN, 37291	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-113104	ENR	Beverly Crawwford	2006-09-16	—	5298961910	8793 Valley View Dr, Jacksonville, FL, 32200	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122261	ENR	Jonathan Schmidt	1957-08-16	UHC-33434-91	9765687984	3219 Lake View Rd, Austin, TX, 78732	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-109845	ENR	Billy M Ward	1993-02-28	UHC-64088-45	—	4109 Spring St, Sacramento, CA, 95854	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-121411	ENR	Heather Burton	2002-06-15	UHC-68676-39	8534239768	308 Central Ave, Miami, FL, 33113	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104630	ENR	Bobby P Crawford	1940-01-06	UHC-76770-97	8617744566	9109 Washington St, Glendale, AZ, 85319	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110257	ENR	Eric Z Lane	1952-05-20	UHC-48704-64	5356684609	9899 Central Ave, Tampa, FL, 33630	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111180	ENR	Gregory K Pierce	1997-10-26	UHC-32313-32	6783298421	508 Central Ave, Plano, TX, 75029	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125322	ENR	Kevin K Roberts	1962-03-24	UHC-76083-04	7947636444	4395 Maple Ave, Las Vegas, NV, 89156	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140627	ENR	Jason U Meyer	2002-12-20	UHC-71924-51	3083924589	412 Canyon Rd, Los Angeles, CA, 90053	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108794	ENR	Kelly B Richards	1995-06-22	UHC-61615-48	—	7406 Pine Dr, Orlando, FL, 32830	0.76	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108806	ENR	Frank R Phillips	1964-06-02	UHC-96189-22	7375495362	168 Park Pl, Eden Prairie, MN, 55380	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118825	ENR	Bradley F Warren	1949-09-15	UHC-68145-62	3814304989	8313 Sage Ct, Las Vegas, NV, 89170	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125099	ENR	Donald W Reyes	1991-06-19	UHC-95264-09	4567764337	2262 Highland Ave, San Antonio, TX, 78211	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134232	ENR	Kelly E Hudson	1972-08-17	UHC-39251-23	2177551084	7389 Willow Ct, Mesa, AZ, 85205	0.76	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+2 more
ENR-102536	ENR	David I Davis	1939-12-06	UHC-96149-83	3983167721	9365 Elm St, Denver, CO, 80273	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-135088	ENR	Theresa Mitchell	1981-10-24	UHC-21852-65	9743024781	5576 Cedar Ln, Minneapolis, MN, 55431	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110912	ENR	David Obrien	1975-10-06	UHC-16998-15	—	3213 Market St, Minneapolis, MN	0.76	Name re-cased City re-cased ZIP missing Email lower-cased+2 more
ENR-141041	ENR	Charlotte Ferguson	1982-06-01	UHC-06552-12	—	1240 Mesa Dr, Gilbert, AZ, 85240	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-133275	ENR	Charlotte U Meyer	1965-07-01	UHC-88643-22	6923729310	7499 Pine Dr, Eden Prairie, MN, 55356	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-115094	ENR	Ana Carlson	1943-07-18	UHC-80981-69	3202801604	6642 Church St, Columbus, OH, 43287	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-108528	ENR	Jean Nunez	1942-06-05	UHC-34886-06	8876495188	4872 Desert Sky Blvd, Atlanta, GA, 30308	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133066	ENR	Mtaeo J Hunt	2005-07-05	UHC-56035-04	5085344723	2538 Spring St, Phoenix, AZ, 85029	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112361	ENR	Theresa F Ferguson	1971-08-02	UHC-72869-72	8169818524	4160 Harbor Blvd, Dallas, TX, 75223	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-128944	ENR	Emily Weber	1950-09-02	UHC-66282-02	4723995003	3643 Valley View Dr, Chandler, AZ, 85262	0.76	Name re-cased Phone reformatted State name converted to code Email lower-cased+2 more
ENR-106650	ENR	Gabriel T Sandoval	1948-01-09	UHC-73342-13	6976934152	464 Sunset Blvd, Plano, TX, 75063	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112654	ENR	Dylan Jordan	1949-05-05	UHC-41667-88	7278806401	7294 Harbor Blvd, Sacramento, CA, 95880	0.76	Name re-cased Phone reformatted Member ID reformatted City re-cased+2 more

16,916 rows, page 160 of 339Previous Next