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
CLM-418692	CLM	Martha Warren	—	UHC-61710-65	—	3383 Lake View Rd, Scottsdale, AZ, 85239	0.66	Name re-cased Date of birth unreadable ZIP+4 trimmed Whitespace trimmed+1 more
ENR-128953	ENR	Ronald Csatro	1944-07-17	UHC-21772-99	5209884343	5512 Church St, Plano, TX, 75019	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-420085	CLM	Betty Vega	1946-04-04	—	—	1690 Bayshore Dr, Columbus, OH, 43248	0.66	Name re-cased Two-digit birth year ZIP+4 trimmed Whitespace trimmed+1 more
CLM-415909	CLM	Alexis Reynolds	1988-03-04	—	—	5890 Harbor Blvd, Glendale, AZ, 85387	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
ENR-106461	ENR	Bradley W Herrera	1939-02-06	UHC-88293-14	—	9384 Ocean Ave, Sacramento, CA, 95868	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-108202	ENR	Jeremy Welker	1958-05-11	UHC-68255-89	—	7404 Lincoln Way, Seattle, WA, 98133	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
TPA-59939	TPA	Stephanie F Day	1968-05-02	—	—	5173 Highland Ave, Atlanta, GA, 30361	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-57966	TPA	Jennifer Santos	1944-02-16	—	—	4465 Hillcrest Rd, Seattle, WA, 98130	0.66	Street suffix standardised Address re-cased State code upper-cased ZIP+4 trimmed+1 more
PRV-28129	PRV	Juditth Brown	1949-05-01	UHC-78195-69	2424587884	4374 Pine Dr, Fresno, CA, 93704	0.66	Two-digit birth year Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
PRV-27643	PRV	Brittany Wang	1994-11-14	UHC-81918-66	—	3355 River Rd, Miami, FL, 33185	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-419569	CLM	Debra Kelley	1975-12-19	UHC-04884-36	4522111602	1550 Sage Ct, San Antonio, TX, 78254	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-130600	ENR	Scott Duncan	1997-10-26	UHC-47476-28	5253736120	4543 Indian School Rd, Gilbert, AZ, 85261	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-64096	TPA	Kimberly Ferguson	2005-09-06	—	—	9024 Mesa Dr, Scottsdale, AZ, 85247	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-405792	CLM	Pamela T Chen	1955-10-09	UHC-59611-12	—	2159 Maple Ave, Tucson, AZ, 85749	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-139655	ENR	Michael Wallace	1939-06-05	UHC-03061-34	2889408672	2841 Desert Sky Blvd, Scottsdale, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141938	ENR	Jack Snyder	1971-02-14	UHC-26546-27	9408323210	3129 Desert Sky Blvd, Austin, TX, 78787	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-127611	ENR	Megn V Vazquez	1977-08-06	UHC-72536-81	7152641709	2485 Spring St, Los Angeles, CA, 90048	0.66	Member ID reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-115862	ENR	Mariana R Scott	1995-02-26	UHC-73872-66	7708316082	221 River Rd, Eden Prairie, MN, 55310	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-409887	CLM	Bobby F Ferguson	1954-07-24	UHC-22343-80	—	541 Hillcrest Rd, Orlando, FL, 32896	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
TPA-50054	TPA	Aaron R Medina	1978-11-05	—	—	1917 Sage Ct, Austin, TX, 78739	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
ENR-111288	ENR	Olivia P Banks	1974-05-06	UHC-70286-03	4857313308	6119 Bayshore Dr, Orlando, FL, 32823	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
PRV-28888	PRV	Cheryl Maldonado	1999-06-02	UHC-31630-48	—	2734 Hillcrest Rd, Jacksonville, FL, 32216	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-120245	ENR	Ethan R Little	1983-02-03	UHC-34632-67	9834112655	2244 Pine Dr, Tampa, FL, 33633	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
CLM-404838	CLM	Elizabeth Simmons	1938-07-15	—	6992704178	6495 Harbor Blvd, Houston, TX, 77097	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-113552	ENR	Kimberly L Lopez	1943-06-13	UHC-28888-07	7264584117	8071 Church St, Phoenix, AZ, 85026	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-139500	ENR	William E Ray	1943-10-22	UHC-70885-47	4629397323	3317 Indian School Rd, Glendale, AZ, 85372	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Email lower-cased+1 more
ENR-127803	ENR	Beverly G Garrett	—	UHC-15577-19	—	6080 Harbor Blvd, Austin, TX, 78765	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Whitespace trimmed+1 more
CLM-432038	CLM	Bobby Ortiz	1946-01-03	—	—	4494 Indian School Rd, Miami, FL, 33150	0.66	Name re-cased SSN last four extracted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-411278	CLM	Frank Lawrence	1979-09-09	UHC-94025-69	—	8715 Grand Ave, Atlanta, GA, 30364	0.66	City re-cased ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-126809	ENR	Helen V Burns	1966-12-09	UHC-74702-21	3623700721	7004 Lincoln Way, Minneapolis, MN, 55442	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
PRV-20448	PRV	Becky Jacobs	1993-02-24	—	9668486900	7259 Highland Ave, Jacksonville, FL, 32237	0.66	Name split from “Last, First”Phone reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-428648	CLM	Rebecca Eztrada	1998-01-03	UHC-94735-59	8983885406	9541 Jefferson Ave, Atlanta, GA, 30310	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-138414	ENR	Joyce I Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd # 798, Houston, TX, 77044	0.66	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
PRV-21775	PRV	Bradley G Carroll	1968-11-05	UHC-64547-12	7646502640	2490 Market St, Glendale, AZ, 85383	0.66	Phone reformatted State name converted to code ZIP+4 trimmed Whitespace trimmed+1 more
ENR-110059	ENR	Peter Fisher	1963-04-24	UHC-16081-29	5572959028	9174 Lincoln Way, Nashville, TN, 37215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-401945	CLM	Christina Nguyen	2003-04-20	UHC-52000-64	—	9150 Harbor Blvd, San Diego, CA, 92182	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427242	CLM	Stephen X Carter	1945-09-16	—	—	8200 Pine Dr, Tempe, AZ, 85245	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-58413	TPA	Sharon M Ortega	1972-05-08	—	—	9011 Willow Ct, Atlanta, GA, 30306	0.66	Name re-cased City re-cased ZIP+4 trimmed Gender normalised+1 more
PRV-20466	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
PRV-20465	PRV	Douglas Hill	1942-09-02	UHC-33322-25	5324308942	7413 Hillcrest Rd, Denver, CO, 80215	0.66	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+1 more
ENR-106835	ENR	Scott U Gomez	1994-12-27	UHC-06958-42	3048528575	4489 Union St, Las Vegas, NV, 89155	0.66	Name re-cased Member ID reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-130436	ENR	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
TPA-62985	TPA	Brandon Davis	1984-01-06	UHC-42245-62	—	1491 Jefferson Ave, Glendale, AZ, 85371	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-428689	CLM	Walter A Tucker	1976-12-11	UHC-36982-74	8879136632	7362 Desert Sky Blvd, Jacksonville, FL, 32253	0.66	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
CLM-403600	CLM	Judy Burke	1968-03-10	UHC-81539-57	—	7561 Broadway, Columbus, OH, 43282	0.66	Name split from “Last, First”Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-427385	CLM	Debbie Perry	1941-09-28	UHC-90537-38	4816085049	1929 Oak St, Fresno, CA, 93777	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
CLM-414312	CLM	Stephanie Mejia	1984-11-12	—	5648476984	3840 Highland Ave, Glendale, AZ, 85383	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-403722	CLM	Julie Simmons	1977-12-28	—	—	3742 Forest Ave, Tucson, AZ, 85783	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
TPA-55089	TPA	Carolyn Fowler	1993-06-10	—	—	4224 Union St, Seattle, WA, 98190	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-116216	ENR	Frank E Daniels	1945-02-24	UHC-02600-13	5024803267	5727 Baseline Rd, San Diego, CA, 92103	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more

8,263 rows, page 116 of 166Previous Next