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 “Whitespace trimmed”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagWhitespace trimmedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-22105	PRV	Abigail R Jenkins	1943-02-14	UHC-10662-01	9712970797	2333 Central Ave, Tempe, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27757	PRV	Brittany Walsh	1984-05-09	—	9664013822	6263 Forest Ave, Denver, CO, 80220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27756	PRV	Brittany Walsh	1984-05-09	—	9664013822	6263 Forest Ave, Denver, CO, 80220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21055	PRV	Christopher Burns	1996-12-12	—	3549422013	7466 Union St, Charlotte, NC, 28296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20893	PRV	Diana F Reid	2000-02-01	—	8558669315	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29014	PRV	Sandra Brooks	1987-02-20	—	6879165579	1171 Oak St, Seattle, WA, 98128	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22355	PRV	Jess Ryvera	2006-11-22	UHC-07697-36	3596923588	207 Canyon Rd, Miami, FL, 33103	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-23491	PRV	Roger P Gilbert	1941-04-18	—	6597618400	7000 Desert Sky Blvd, Tampa, FL, 33684	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address 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-26855	PRV	Keith Griffin	1979-04-15	—	5088426049	9173 Lake View Rd, Tucson, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-20580	PRV	Eevlyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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-25481	PRV	Diana Flures	1990-07-19	—	—	7000 Desert Sky Blvd, Nashville, TN, 37234	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-27674	PRV	Sarah Li	1946-03-24	—	7365121624	4849 Mesa Dr, Chandler, AZ, 85232	0.76	Date of birth reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-24882	PRV	Lisa Lewis	1951-03-27	UHC-05664-71	3463681261	2672 Park Pl, Jacksonville, FL, 32202	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22555	PRV	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	6678 Mountain View Dr, Columbus, OH, 43272	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29023	PRV	Matthew Cox	1952-01-15	UHC-62478-86	8509834923	6971 Park Pl, Atlanta, GA, 30377	0.76	Name re-cased Phone reformatted Street suffix standardised Address 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-24399	PRV	Josh U Bowman	1972-02-10	—	5648005827	6523 Jefferson Ave, Charlotte, NC, 28261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23975	PRV	Alan Bennett	1985-09-11	—	6326601015	2470 Lake View Rd, Charlotte, NC, 28209	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26190	PRV	Donna Woods	1993-02-11	—	3496141350	4147 Cedar Ln, Miami, FL, 33143	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-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-29132	PRV	Roger Rice	1952-04-07	—	7835099873	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-27823	PRV	Ralph Armstrong	1957-02-11	—	8344856892	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address 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-21837	PRV	Janice Ellis	1972-04-17	—	2313540359	8233 Valley View Dr, Seattle, WA, 98153	0.76	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
PRV-20102	PRV	Gloria U Woods	1998-09-16	UHC-12398-94	6929728201	6142 Jefferson Ave, San Antonio, TX, 78246	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28655	PRV	Julia Luna	1971-02-15	—	4034715948	8584 Main St, Tampa, FL, 33678	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24221	PRV	Joan Hunter	1950-10-22	—	4886818551	7944 Washington St, Seattle, WA, 98159	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+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-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-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-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-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-22941	PRV	Thmas Reid	1998-06-09	UHC-15942-46	8642650053	5700 Broadway, Jacksonville, FL, 32274	0.76	Name re-cased Date of birth reformatted Address re-cased State name converted to code+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-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-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-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-26266	PRV	Jordan Carroll	1963-04-26	UHC-34809-76	8036358972	7063 Sage Ct, Tucson, AZ, 85714	0.76	Member ID reformatted Street suffix standardised Address re-cased State code upper-cased+2 more

5,467 rows, page 54 of 110Previous Next