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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
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-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-26955	PRV	Mei Q Carter	1992-06-24	—	4672594055	635 Highland Ave, Houston, TX, 77055	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+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-20723	PRV	Brittany Wright	1946-05-25	UHC-09549-37	—	9086 Hillcrest Rd, Miami, FL, 33101	0.76	Street suffix standardised Address re-cased City re-cased Email lower-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-20110	PRV	David Padilla	1952-11-13	UHC-51025-47	5289081998	5065 Hillcrest Rd, Tampa, FL, 33633	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address 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-22470	PRV	Catherine M Gomez	1998-10-01	—	4822010233	2035 Lake View Rd, Atlanta, GA, 30395	0.76	Name re-cased Street suffix standardised Address re-cased City 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
PRV-23500	PRV	Hiroshi Hanson	1939-12-11	UHC-76924-24	9484755377	6791 Baseline Rd, Minneapolis, MN, 55425	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21359	PRV	Janet Arnold	1962-08-10	—	3933533885	2671 Palm Dr, Jacksonville, FL, 32296	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-28135	PRV	Harold Morales	1967-11-19	—	3496873951	9344 Main St, Glendale, AZ, 85364	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23360	PRV	Alice Reed	1960-03-07	UHC-07621-79	2868782398	8551 Park Pl, Tucson, AZ, 85740	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21470	PRV	Lawrence H Ward	1983-01-07	UHC-20136-99	9838497743	664 Elm St, Tempe, AZ, 85233	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-26438	PRV	Zachary Robertson	1963-06-17	UHC-51782-76	3365881947	9048 Jefferson Ave, Tucson, AZ, 85731	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20137	PRV	Wayne S Carpenter	1993-02-01	—	9764727482	6771 Bayshore Dr, Eden Prairie, MN, 55375	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21584	PRV	Philip Lawrence	1991-10-02	—	8023222072	1594 River Rd, Chandler, AZ, 85200	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27353	PRV	Frances Weaver	1999-12-23	UHC-64989-59	8169184825	9050 Camelback Rd, Seattle, WA, 98143	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-20162	PRV	Ralph P Weaver	1957-09-18	—	5376103292	4786 Ridge Rd, Charlotte, NC, 28232	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
PRV-25335	PRV	Jack X Dunn	1975-08-10	UHC-22549-45	5743947611	4632 Mesa Dr, Los Angeles, CA, 90029	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-20166	PRV	Emily Shaw	1952-02-06	—	7387266016	1742 Indian School Rd, Nashville, TN, 37253	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20836	PRV	Benjamin Y Castillo	2007-09-15	—	8553087264	374 Canyon Rd, Los Angeles, CA, 90012	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27744	PRV	Donald Morales	1965-12-15	UHC-67538-62	8892940574	9049 Ridge Rd, Atlanta, GA, 30395	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27561	PRV	Arjun Jensen	1978-03-02	—	3204151379	7875 River Rd, Las Vegas, NV, 89115	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20127	PRV	Linda Wong	1947-02-11	UHC-59924-42	8165059028	6511 Canyon Rd, Denver, CO, 80243	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,405 rows, page 83 of 109Previous Next