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 “City re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagCity re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-24465	PRV	Terry S Peterson	1940-03-22	—	7826611322	3240 Apache Blvd, Los Angeles, CA, 90066	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-22532	PRV	Mariana Anderson	2000-10-14	—	8244073420	340 Ocean Ave, Columbus, OH, 43274	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23840	PRV	Arjun C Cruz	2002-01-18	—	7614780340	2954 Palm Dr, Eden Prairie, MN, 55315	0.76	Name re-cased Date of birth reformatted Phone reformatted City re-cased+2 more
PRV-25691	PRV	Angela E Murray	2004-11-25	—	9422472957	53 Elm St, Nashville, TN, 37215	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20461	PRV	Martha G Carter	1989-09-22	—	8923339841	8319 Lake View Rd, Las Vegas, NV, 89104	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-23065	PRV	Mei Weber	2005-05-07	—	5263491293	7138 Indian School Rd, Eden Prairie, MN, 55310	0.76	Name re-cased Phone reformatted City re-cased State name converted to code+2 more
PRV-24919	PRV	Deeborah Price	1940-11-15	UHC-27304-07	3907276725	6605 Highland Ave, Phoenix, AZ, 85095	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24653	PRV	Randy Marshall	2007-12-17	—	5213290907	1355 Harbor Blvd, Los Angeles, CA, 90048	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29327	PRV	Vincent Rliey	1964-12-24	UHC-46418-02	6384599174	1651 Grand Ave, Atlanta, GA, 30381	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-21739	PRV	Mari Daniels	1982-10-09	—	9882751065	5183 Sunset Blvd, Fresno, CA, 93783	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20780	PRV	Teresa Freeman	1960-04-11	UHC-86980-83	—	6947 Elm St, Miami, FL, 33116	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-24268	PRV	Mateo Ellliott	1996-02-27	—	5548525222	8436 Highland Ave, San Diego, CA, 92196	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-25037	PRV	William X Gonzales	1977-08-17	UHC-92544-37	4629391825	2689 Market St, Minneapolis, MN, 55475	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29224	PRV	Mason Q Stone	1983-10-10	—	—	5591 Park Pl, Glendale, AZ, 85392	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-21808	PRV	Gabriel Brown	1995-05-27	—	9387919979	3573 Forest Ave, Tampa, FL, 33681	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28786	PRV	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-29165	PRV	Carl Sims	1964-06-26	UHC-22625-51	8967386776	3056 Indian School Rd, Tucson, AZ, 85781	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-23073	PRV	Santiago Snydre	1990-10-11	—	6966411171	7460 Forest Ave, Jacksonville, FL, 32230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26321	PRV	Keith Schultz	1940-01-23	UHC-59799-84	—	3791 Sunset Blvd, Seattle, WA, 98127	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-28373	PRV	Alice W Montgomery	1987-10-21	—	7686079473	4933 Spring St, Columbus, OH, 43204	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24243	PRV	Yuki Fowler	1985-08-17	UHC-97221-33	8582384505	6317 Apache Blvd, Scottsdale, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24376	PRV	Donna Austin	1956-02-08	—	7603592571	3198 Maple Ave, Fresno, CA, 93784	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26319	PRV	Denise R Wang	2005-07-13	UHC-08918-74	9452834407	1095 Bayshore Dr, Sacramento, CA, 95863	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20060	PRV	Russell D Matthews	1998-06-27	UHC-74421-81	3015054031	2003 Baseline Rd, Chandler, AZ, 85293	0.76	Member ID reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-29200	PRV	Anna E Weaver	1965-12-26	UHC-31781-97	6639282869	400 Forest Ave, Scottsdale, AZ, 85221	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-20191	PRV	Janet Hart	1942-01-26	UHC-01803-67	—	9204 Grand Ave, Tucson, AZ, 85701	0.76	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
PRV-26262	PRV	Lawrence Shaw	1968-10-26	—	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-22090	PRV	Hannah Q Tucker	1957-11-08	UHC-11072-98	7217963172	7083 Market St, San Diego, CA, 92120	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-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-22870	PRV	Emma Pena	1947-04-06	—	4212570652	8350 Oak St, Columbus, OH, 43242	0.76	Name re-cased Street suffix standardised Address re-cased City 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-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-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-20246	PRV	Roy G Fisher	1967-07-02	—	—	323 Baseline Rd, Tampa, FL, 33699	0.76	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+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-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-21619	PRV	Raymond U Burns	1943-08-03	—	4703169493	2658 Hillcrest Rd, Austin, TX, 78700	0.76	Date of birth 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-21397	PRV	Nicole K Ortega	2005-09-13	—	—	376 Baseline Rd, Chandler, AZ, 85283	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-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-27857	PRV	Julie Hunter	1961-07-12	—	—	5231 Harbor Blvd, Miami, FL, 33196	0.76	Date of birth reformatted Street suffix standardised Address re-cased City 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-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-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

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