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 reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-112890	ENR	Hannah X Lewis	2002-06-28	UHC-41226-01	8918067254	236 Church St, Denver, CO, 80227	0.76	Date of birth reformatted Member ID 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-106736	ENR	Margaret U Ward	1985-05-23	UHC-09444-69	6927813390	9749 Oak St, Nashville, TN, 37206	0.76	Date of birth reformatted 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-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-125933	ENR	Debra Stevens	1962-02-25	UHC-01935-34	9022950199	2374 Cedar Ln, Phoenix, AZ, 85009	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-118953	ENR	Santiago Miller	1969-04-28	UHC-35055-55	3279644892	3679 Meadow Ln, Mesa, AZ, 85216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124056	ENR	Juan Willis	1990-08-04	UHC-57655-64	8794794589	9867 Camelback Rd, Austin, TX, 78789	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-132209	ENR	Douglas E Reed	2002-01-18	UHC-06018-52	5595544961	6532 Main St, Chandler, AZ, 85262	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-100476	ENR	Cheryl X Howard	1946-08-24	UHC-29543-47	4318366154	5314 Apache Blvd, Las Vegas, NV, 89176	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-140281	ENR	Olivia Hawkins	1955-07-12	UHC-43719-21	5535151907	3492 Maple Ave, Columbus, OH, 43217	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-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-133092	ENR	Eugene X Stone	1959-05-27	UHC-96194-72	7014399972	4202 Valley View Dr, Orlando, FL, 32820	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-102161	ENR	Emma M Simpson	1980-11-24	UHC-76767-30	4243685159	2840 Lake View Rd, Denver, CO, 80298	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-121315	ENR	Harold Sims	1951-05-17	UHC-90975-19	3155593904	1106 Jefferson Ave, Chandler, AZ, 85214	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104388	ENR	Cheryl Q Henry	1955-08-19	UHC-97793-44	5987324108	4304 Canyon Rd, Tucson, AZ, 85764	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-132269	ENR	Marilyn Garrett	2001-04-05	UHC-94374-73	5059105727	9623 Hillcrest Rd, Charlotte, NC, 28267	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-125958	ENR	Russll O Hamlton	1974-01-01	UHC-40797-97	8786488443	5634 Hillcrest Rd, San Antonio, TX, 78232	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-141485	ENR	Grace U Williamson	1997-09-17	UHC-58263-31	8032575924	9267 Mesa Dr, Miami, FL, 33131	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-115142	ENR	Roger Z Turner	1986-05-18	UHC-91813-07	8539160623	4547 Apache Blvd, Tucson, AZ, 85743	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-115967	ENR	Jeffrey G Gonzalez	1980-02-24	UHC-50032-35	4225263923	4581 Meadow Ln, Austin, TX, 78744	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-130428	ENR	Scott I Hughes	1997-01-24	UHC-27255-93	3773669542	2208 River Rd, Orlando, FL, 32840	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-142220	ENR	Frank N Gonzalez	1939-03-19	UHC-31190-15	3914249461	9280 Highland Ave, Chandler, AZ, 85217	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129323	ENR	Dylan F Gibson	2002-01-13	UHC-54125-64	6757098180	8165 Meadow Ln, Jacksonville, FL, 32264	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-116469	ENR	Angela Q Dominguez	1939-12-28	UHC-11094-55	5953928235	3165 Sage Ct, Miami, FL, 33199	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-143058	ENR	Nancy G Miller	1953-09-11	UHC-43773-54	7795003781	3880 Desert Sky Blvd, Dallas, TX, 75272	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-106690	ENR	Denise Elliott	1986-11-13	UHC-46501-36	2338501801	3350 Camelback Rd, Denver, CO, 80238	0.76	Date of birth reformatted 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-129553	ENR	Andrew Burton	1970-08-05	UHC-88406-12	4742145016	4315 Camelback Rd, Tampa, FL, 33642	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+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-123243	ENR	Logan S Davis	1977-12-22	UHC-98416-71	2856287875	6326 Washington St, Mesa, AZ, 85237	0.76	Date of birth reformatted 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-114371	ENR	Alexander X Diaz	2001-08-14	UHC-08945-48	5409453173	3718 Mountain View Dr, Eden Prairie, MN, 55318	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110371	ENR	Denise Cooper	1980-04-10	UHC-73125-42	7233152570	974 Washington St, Tampa, FL, 33612	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-120089	ENR	Gerald Howell	1948-12-14	UHC-19205-15	4362734873	3597 Baseline Rd, San Antonio, TX	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
ENR-128129	ENR	Paul A Cruz	1993-04-08	UHC-90990-14	5718721444	9141 Ridge Rd, San Antonio, TX, 78236	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
ENR-132239	ENR	Jordan Girffin	1952-08-13	UHC-29273-52	6303145311	3678 Forest Ave, Scottsdale, AZ, 85298	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-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-129497	ENR	Harold U Gardner	1964-06-23	UHC-41258-63	8815951387	1493 Cedar Ln, Eden Prairie, MN, 55387	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104996	ENR	Gary Z Sandoval	1946-07-26	UHC-80407-02	2448261734	5562 Spring St, Charlotte, NC, 28249	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-100884	ENR	Lisa Robertson	1976-06-06	UHC-23792-82	6705433559	8853 Washington St, Las Vegas, NV, 89138	0.76	Date of birth reformatted 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

13,989 rows, page 135 of 280Previous Next