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

Provider network, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22520	PRV	Judith Dean	1998-06-17	—	9897444303	7492 Market St, Mesa, AZ, 85270	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24338	PRV	Pamela K Butler	1995-11-10	UHC-80952-81	9757403631	8619 Spring St, Miami, FL, 33198	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-26890	PRV	Brandon Hall	1997-08-11	—	9214937486	1192 Union St, Chandler, AZ, 85280	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22722	PRV	Raymond Campbell	2002-11-15	UHC-88385-96	7735217027	5500 Ocean Ave, Glendale, AZ, 85328	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23886	PRV	Scott Rose	1985-06-01	—	7008722117	954 Canyon Rd, San Diego, CA, 92102	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21230	PRV	Andrea Scott	1942-11-13	UHC-49963-79	5494208731	5272 Maple Ave, Chandler, AZ, 85271	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24044	PRV	John Tucker	1994-11-15	UHC-06674-90	6424515710	5432 Park Pl, Miami, FL, 33174	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27111	PRV	Ana J Simpson	1953-01-28	UHC-12624-94	9559553953	2287 Valley View Dr, San Antonio, TX, 78220	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25606	PRV	Amanda U King	1986-07-04	—	3299230443	1813 Maple Ave, Mesa, AZ, 85208	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26285	PRV	Riley I Marcus	1963-12-07	UHC-91091-69	8256558062	7986 Union St, Los Angeles, CA, 90099	0.76	Date of birth reformatted Phone reformatted State name converted to code Email lower-cased+2 more
PRV-25147	PRV	Roger Edwards	2002-10-01	UHC-27243-62	8782199861	7296 Union St, Tempe, AZ, 85298	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25055	PRV	Yuki Rios	1979-11-21	—	5425797223	2827 Central Ave, Orlando, FL, 32883	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-29123	PRV	Nathan Lewis	1952-06-10	UHC-96932-40	8036967538	8798 Park Pl, Sacramento, CA, 95848	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27574	PRV	Sharon L Stevens	1948-08-04	UHC-69450-62	6828459845	5794 Jefferson Ave, Los Angeles, CA, 90084	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29247	PRV	Terry Hansen	1994-10-11	—	8696771414	213 Pine Dr, Columbus, OH, 43272	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-21204	PRV	Bruce Nichols	1943-10-11	UHC-21925-74	4717227129	7296 Indian School Rd, San Antonio, TX, 78234	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21827	PRV	Brittany Robinson	1966-08-08	UHC-17369-36	7726091297	521 Lincoln Way, Austin, TX, 78797	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-29283	PRV	William I Vargas	1981-12-28	UHC-52456-25	5274421061	5990 Apache Blvd, Nashville, TN, 37247	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21790	PRV	Frank Murray	2006-09-23	UHC-51068-95	6035882037	6786 Mountain View Dr, Fresno, CA, 93779	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28348	PRV	Brandon E Peters	2000-03-27	—	4913998978	1442 Harbor Blvd, Eden Prairie, MN, 55392	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28592	PRV	Christine Hughes	1964-05-10	—	3112840799	3921 Bayshore Dr, Orlando, FL, 32893	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21597	PRV	Mariana Sanders	1991-09-09	—	8117223521	2727 Willow Ct, Tempe, AZ, 85244	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-29565	PRV	Melissa Perez	1938-08-04	UHC-17175-25	9395377186	631 Union St, Sacramento, CA, 95842	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22618	PRV	Beverly Wilson	1942-07-05	—	6135429013	6056 Forest Ave, Jacksonville, FL, 32289	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-24039	PRV	Bruce Banks	1983-06-21	—	3515860335	5040 Harbor Blvd, Atlanta, GA, 30334	0.76	Phone reformatted City re-cased Email lower-cased Gender normalised+2 more
PRV-29038	PRV	Jessica Alvarez	1950-03-27	—	7407250663	976 Sunset Blvd, Gilbert, AZ, 85218	0.76	Date of birth reformatted Phone reformatted State code upper-cased ZIP+4 trimmed+2 more
PRV-25479	PRV	Justin Schultz	1985-08-09	UHC-07089-67	4286094867	6556 Mountain View Dr, Glendale, AZ, 85309	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-20650	PRV	Alexis W Shaw	2006-03-21	UHC-99178-38	2864031843	7789 Union St, Los Angeles, CA, 90090	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24458	PRV	Aaron Evans	1944-06-16	UHC-51560-75	6935365422	2320 Central Ave, Austin, TX, 78753	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28651	PRV	Dylan R Fuller	1938-03-20	UHC-49709-97	6133801722	9644 Indian School Rd, Miami, FL	0.76	Phone reformatted Member ID reformatted State code upper-cased ZIP missing+2 more
PRV-24475	PRV	Kyle Harrison	1967-05-15	—	6359648948	2106 Mountain View Dr, Gilbert, AZ, 85217	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26851	PRV	Rachel Garza	1951-02-09	—	2363283587	4470 Park Pl, Fresno, CA, 93732	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28043	PRV	Lawrence Ellis	1972-12-15	UHC-86802-85	3298366874	2366 Indian School Rd, San Diego, CA, 92152	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26288	PRV	Stephanie Alvarado	1994-11-24	—	9217919909	7956 Camelback Rd, Las Vegas, NV, 89197	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23998	PRV	Sarah I Oliver	1996-07-24	UHC-32902-31	2285136446	4779 Union St, Minneapolis, MN, 55405	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23997	PRV	Sarah I Oliver	1996-07-24	UHC-32902-31	2285136446	4779 Union St, Minneapolis, MN, 55405	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-28550	PRV	Christine A Rios	1942-05-09	—	4482283647	2798 Jefferson Ave, Nashville, TN, 37216	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23016	PRV	Pat H Sanchez	1955-04-09	UHC-04893-31	2199865988	8588 Church St, Dallas, TX, 75215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27654	PRV	Aisha V Wilson	1964-02-01	—	6583317945	2473 Bayshore Dr, Nashville, TN, 37229	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25407	PRV	Billy T Ryan	1941-06-01	—	5717744679	9764 Union St, Scottsdale, AZ, 85241	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24277	PRV	Henry Pierce	2006-12-27	UHC-37182-32	2612814971	1170 Camelback Rd, Jacksonville, FL, 32208	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22467	PRV	Camila M Lucas	1959-11-09	—	4029460018	1620 Jefferson Ave, Dallas, TX, 75232	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24996	PRV	Danielle G Garza	1996-10-19	UHC-85381-16	6062864936	3040 Spring St, Glendale, AZ, 85371	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27426	PRV	Martha Watsoon	1976-12-23	—	6966517927	6159 Union St, Eden Prairie, MN, 55365	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20571	PRV	Justin Cooper	1943-04-08	—	8333266042	8956 Baseline Rd, Fresno, CA, 93724	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22585	PRV	Susan Chavez	1982-09-21	—	3233610184	6323 Camelback Rd, Charlotte, NC, 28229	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-23153	PRV	Carol Hughs	1979-02-28	—	3375477490	2280 Bayshore Dr, Seattle, WA, 98128	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26996	PRV	Wei K Powell	1941-11-23	—	7154287219	4263 Cedar Ln, Glendale, AZ, 85343	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22198	PRV	Amanda Rodriguez	1951-11-11	—	2043474799	2060 Valley View Dr, Tampa, FL, 33618	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20180	PRV	Lisa Fernandez	1994-08-02	—	4397644733	6537 Lake View Rd, Nashville, TN, 37219	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

5,906 rows, page 65 of 119Previous Next