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-20550	PRV	Lori Jenkins	1942-03-08	UHC-04155-85	6364362211	6063 Market St, Nashville, TN, 37280	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-24292	PRV	Grace Sandoval	1994-07-17	UHC-09986-75	6049814588	3704 Canyon Rd, Glendale, AZ, 85331	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22431	PRV	Vincent V Wood	1955-11-02	—	5997044390	3500 Camelback Rd, San Diego, CA, 92162	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27286	PRV	Gregory Nguyen	1999-06-16	—	2563169300	8469 Camelback Rd, Mesa, AZ, 85267	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24155	PRV	Brian I Olson	1998-12-23	—	5364276399	8779 Bayshore Dr, Jacksonville, FL, 32216	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26264	PRV	Amanda Hall	2005-05-01	—	4782432432	9017 Church St, Mesa, AZ, 85215	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23655	PRV	Kathy Q Wright	1949-05-25	UHC-81490-13	2852379084	4168 Oak St, Fresno, CA, 93768	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23124	PRV	Samanta Santos	1946-10-22	UHC-62857-33	3303238374	9217 Market St, Miami, FL, 33125	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27184	PRV	Helen Fernandez	1942-06-16	UHC-17523-60	9188964154	5023 Grand Ave, Atlanta, GA, 30344	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23098	PRV	Keith Olson	2006-03-05	—	9494048924	500 Highland Ave, Sacramento, CA, 95828	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24686	PRV	Sara Little	1981-10-12	—	7209361742	5850 Jefferson Ave, Plano, TX, 75086	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24846	PRV	Gerald Ellis	1986-06-11	UHC-73134-35	4103588512	589 Mountain View Dr, Tempe, AZ, 85252	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24472	PRV	Frank Nelson	1997-09-14	UHC-41067-77	7286510565	9185 Elm St, Chandler, AZ, 85222	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-22630	PRV	Juan Powell	1975-01-22	—	4517712270	1179 Bayshore Dr, Los Angeles, CA, 90058	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24676	PRV	Diaz Joe	2001-03-25	UHC-07594-37	6016201229	3111 Maple Ave, Glendale, AZ, 85353	0.76	Name split from “Last, First”Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-28883	PRV	Theresa M Munoz	1962-04-06	—	8933039828	2470 Camelback Rd, Atlanta, GA, 30364	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21279	PRV	Kelly G Baker	2006-08-28	UHC-48249-92	2786859756	4218 Sunset Blvd, San Diego, CA	0.76	Date of birth reformatted Phone reformatted City re-cased ZIP missing+2 more
PRV-26439	PRV	Billy Hamilton	1962-12-26	UHC-77514-16	5469013469	2692 Meadow Ln, Phoenix, AZ, 85025	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21480	PRV	Diane Knight	1942-11-18	UHC-54183-65	2424683030	2976 Market St, Tucson, AZ, 85760	0.76	Date of birth reformatted Phone reformatted City re-cased Gender normalised+2 more
PRV-26928	PRV	Joe Salazar	1994-01-16	UHC-89970-58	8732759175	2559 Mountain View Dr, Dallas, TX, 75260	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26960	PRV	Laarry Cox	1983-06-01	UHC-25922-95	9553706658	4973 Grand Ave, Tampa, FL, 33619	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24965	PRV	Danielle Garza	1978-11-07	—	9648631091	2118 Desert Sky Blvd, Charlotte, NC, 28241	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
PRV-22503	PRV	Brandon V Rose	1970-04-09	—	9489835891	202 Ridge Rd, Seattle, WA, 98103	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26599	PRV	Dorothy Richards	1979-02-07	—	8163835314	4171 Spring St, Scottsdale, AZ, 85253	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21877	PRV	Ruth U McCoy	2001-01-03	—	5822604573	1090 Maple Ave, San Antonio, TX, 78253	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-27974	PRV	Kenneth Burton	1950-06-10	—	2767546196	8977 Central Ave, Fresno, CA	0.76	Name re-cased Phone reformatted City re-cased ZIP missing+2 more
PRV-22297	PRV	Charlotte Reyes	1942-10-20	UHC-26687-68	6242936807	2567 Canyon Rd, Charlotte, NC, 28296	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20876	PRV	Gerald Cunningham	1951-07-23	UHC-47203-81	7875677578	3051 Washington St, Scottsdale, AZ, 85257	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
PRV-29089	PRV	Theresa Yaang	1991-04-03	—	3749490510	6217 Bayshore Dr, Plano, TX, 75085	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28192	PRV	Denise S Little	1975-11-22	UHC-01972-71	7135072421	3747 Market St, Mesa, AZ, 85207	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-20304	PRV	Brandon Duncan	1940-09-27	UHC-13760-68	7486564965	5044 Market St, Scottsdale, AZ, 85242	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
PRV-24697	PRV	Judy Cox	1985-03-11	UHC-31243-27	7014580447	1767 Meadow Ln, Sacramento, CA, 95871	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28584	PRV	Dennis Meyer	1988-09-15	—	2874045819	9097 Spring St, Seattle, WA, 98166	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28757	PRV	Stephen R Freeman	1991-10-18	—	4962753492	1765 Spring St, Atlanta, GA, 30398	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27820	PRV	Steven Spencr	1937-06-20	—	3259185673	7438 Cedar Ln, San Diego, CA, 92179	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22442	PRV	Nathan Olson	1977-08-18	—	8935064456	7553 Central Ave, Houston, TX, 77034	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-27655	PRV	Steven Edwards	1943-10-14	UHC-25642-74	6739835407	1488 Hillcrest Rd, San Diego, CA, 92172	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20994	PRV	Sue Fuller	1956-09-15	—	6545469134	1486 Main St, Tampa, FL, 33699	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20079	PRV	Arthur Torres	1941-08-23	UHC-50812-37	8169079232	5706 River Rd, Tucson, AZ, 85704	0.76	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
PRV-26192	PRV	Geerald T Larson	1986-02-15	—	4435153502	8163 Valley View Dr, Atlanta, GA, 30381	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29087	PRV	Karen Yeng	1977-08-27	UHC-84529-42	9749064192	1854 Elm St, Orlando, FL, 32873	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-25468	PRV	Martha J Gonzales	1950-02-07	UHC-87872-07	3638174099	8970 Spring St, Sacramento, CA, 95806	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26900	PRV	Hiroshi A Greene	1999-03-25	—	7598521273	2623 Maple Ave, Las Vegas, NV, 89176	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-24580	PRV	Maria Vazquez	1954-10-10	—	2385506675	6910 Jefferson Ave, Miami, FL, 33150	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20738	PRV	Bruce Myers	1997-07-10	—	6239787690	162 Ridge Rd, San Antonio, TX, 78202	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28322	PRV	Bradley J Warren	2005-07-23	—	5883727120	93 Valley View Dr, Atlanta, GA, 30385	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20186	PRV	Emily Lewis	1993-11-02	UHC-88929-09	4795943555	8519 Willow Ct, Glendale, AZ, 85337	0.76	Name re-cased Date of birth reformatted Phone reformatted Email lower-cased+2 more
PRV-22134	PRV	Carl S Knight	1965-02-06	UHC-18875-60	2162957397	6964 Main St, Charlotte, NC, 28295	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22541	PRV	Susan Murphy	1996-06-03	—	7576674321	1234 Broadway, Tempe, AZ	0.76	Date of birth reformatted Phone reformatted ZIP missing Email lower-cased+2 more
PRV-25073	PRV	Wayne Moorris	1984-06-07	UHC-85819-24	8166404542	3686 Main St, Charlotte, NC, 28267	0.76	Date of birth reformatted Phone reformatted Member ID reformatted State name converted to code+2 more

5,906 rows, page 56 of 119Previous Next