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

Third-party administrator, 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
TPA-57680	TPA	Jeremy Austin	1956-05-06	—	5155425207	1708 Apache Blvd, Minneapolis, MN, 55441	0.64	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58002	TPA	Aisha Padilla	1998-08-02	—	—	1443 Camelback Rd, Atlanta, GA, 30318	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54885	TPA	Joyce N Pierce	1945-02-01	—	9149761760	3413 Spring St, Scottsdale, AZ, 85262	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-58465	TPA	Simpson Tyler	1958-12-13	—	—	8568 Cedar Ln, Denver, CO, 80272	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-55960	TPA	Isaella Payne	1990-06-09	—	—	2458 Forest Ave, Houston, TX, 77019	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-56391	TPA	Sandra Guzman	1941-03-22	—	3099403596	1098 Central Ave, Chandler, AZ, 85241	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-61684	TPA	Joan Morales	1945-05-09	—	—	2787 Union St, Jacksonville, FL, 32218	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-55312	TPA	Jerry Woods	1940-11-09	UHC-42920-25	—	3444 Bayshore Dr, San Diego, CA, 92145	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-51347	TPA	Noah Wilson	1942-07-12	—	4819840815	1183 Spring St, Nashville, TN, 37275	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-61948	TPA	Angela Ellis	1999-03-03	—	—	9680 Hillcrest Rd, Phoenix, AZ, 85054	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-58478	TPA	Jeffrey Lane	1941-09-24	—	—	3740 Mesa Dr, Tucson, AZ, 85791	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-58758	TPA	Susan J Rogers	1959-01-02	—	—	393 Park Pl, Miami, FL, 33132	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-51681	TPA	Andrea Brown	1977-01-22	—	—	2828 Desert Sky Blvd, San Diego, CA, 92105	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-51557	TPA	Alan Henderson	1996-06-16	—	9429298962	6293 Canyon Rd, San Antonio, TX, 78285	0.64	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+2 more
TPA-62759	TPA	Diane George	—	—	—	6546 Spring St, Houston, TX, 77077	0.64	Date of birth missing Street suffix standardised Address re-cased City re-cased+2 more
TPA-61126	TPA	Lopez Jesse	1960-09-09	—	—	3141 Apache Blvd, Las Vegas, NV, 89123	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-54878	TPA	David Harvey	1944-12-03	—	—	9718 Harbor Blvd # 891, Denver, CO, 80218	0.64	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
TPA-57883	TPA	Andrea Hanson	1971-11-09	—	—	8510 Camelback Rd, Plano, TX, 75012	0.64	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
TPA-61405	TPA	Harold Porer	1942-05-01	—	—	2658 Grand Ave, Glendale, AZ, 85372	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57545	TPA	Alan Lane	1982-06-10	—	—	3933 Pine Dr, Plano, TX, 75096	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-55427	TPA	Barbara Schultz	1997-02-25	—	7303432627	1266 Spring St, Dallas, TX, 75294	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51083	TPA	Jordan Porter	1970-07-21	—	—	214 Washington St, Los Angeles, CA, 90099	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-55150	TPA	Emma Washingtn	1949-12-01	UHC-20115-01	—	2206 Maple Ave, San Antonio, TX, 78222	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-64301	TPA	Jass Butler	1961-06-06	—	—	1637 Sage Ct, Plano, TX, 75050	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-52039	TPA	Lori Le	1962-06-12	—	—	7963 Jefferson Ave, Minneapolis, MN, 55485	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-52210	TPA	Bryan Mrshall	1959-12-05	—	—	4458 Spring St, Houston, TX, 77077	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-58996	TPA	—Junk	1971-03-18	—	—	455 Central Ave, Tampa, FL, 33633	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-57580	TPA	Judith Cole	1994-02-04	—	5374340268	4995 Mountain View Dr, Denver, CO, 80241	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51226	TPA	Mariana Alvarado	1988-05-19	—	3708083444	24 Lake View Rd, Austin, TX, 78795	0.64	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
TPA-57439	TPA	Ralph Vega	1993-05-04	—	—	627 Ridge Rd, Phoenix, AZ, 85094	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-50127	TPA	Luis Sims	1995-11-24	—	—	2483 Harbor Blvd, Chandler, AZ	0.64	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
TPA-54381	TPA	Debra Rojas	1942-07-15	—	—	8068 Meadow Ln, Tampa, FL	0.64	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-57428	TPA	Jeffrey Mendoza	—	UHC-92808-15	6374715196	9882 Washington St, Tucson, AZ, 85725	0.64	Date of birth unreadable Street suffix standardised Address re-cased City re-cased+2 more
TPA-56135	TPA	Samuel Richards	1938-05-17	UHC-77129-51	—	1323 Park Pl Apt 36, Seattle, WA, 98101	0.64	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
TPA-56417	TPA	Marilyn Martin	1996-11-28	—	—	2436 Indian School Rd, Eden Prairie, MN, 55376	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-59094	TPA	Ruth Hernandez	1955-05-15	—	2597098822	1617 Lincoln Way, Miami, FL, 33139	0.64	Date of birth reformatted Phone reformatted City re-cased State name converted to code+2 more
TPA-51519	TPA	Joshua Murphy	1958-12-18	—	—	5303 Baseline Rd, Chandler, AZ, 85280	0.64	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-51242	TPA	Peter Brooks	1965-09-18	—	—	2138 Union St # 748, Seattle, WA, 98164	0.64	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
TPA-52810	TPA	JudithJunk	1940-07-01	—	—	7317 Sage Ct, Minneapolis, MN, 55427	0.64	Street suffix standardised Address re-cased City re-cased Whitespace trimmed+2 more
TPA-60386	TPA	Thomas Day	—	—	—	2133 Broadway, Las Vegas, NV, 89109	0.64	Name re-cased Date of birth unreadable City re-cased Gender normalised+2 more
TPA-53200	TPA	Scott Simmons	1976-01-09	—	—	2254 Lake View Rd, Mesa, AZ, 85226	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-51956	TPA	Natalie King	1946-01-09	—	4347836508	5353 Valley View Dr, Mesa, AZ, 85256	0.64	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
TPA-55339	TPA	Jean Hamilton	1965-02-08	—	4167143383	4244 Oak St, Tempe, AZ, 85258	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-52906	TPA	Ralph F Torrees	1945-09-17	—	—	7823 Lincoln Way, Phoenix, AZ, 85014	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-60293	TPA	Maria Stephens	1986-09-24	—	8617633911	1827 Canyon Rd, San Diego, CA, 92119	0.64	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62670	TPA	Jacqueline Reid	2004-11-04	—	—	8207 Cedar Ln, Sacramento, CA, 95880	0.64	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
TPA-64198	TPA	Karen Porter	2006-01-11	—	—	973 Desert Sky Blvd, Las Vegas, NV, 89137	0.64	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
TPA-55397	TPA	Joradn D Wheeler	1954-09-25	—	—	9746 Mesa Dr, Mesa, AZ, 85258	0.64	Street suffix standardised Address re-cased City re-cased Gender normalised+2 more
TPA-63109	TPA	Vincent Hughes	1978-01-02	—	5189254297	8897 Willow Ct, Mesa, AZ, 85292	0.64	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
TPA-59068	TPA	Scott Thomas	1970-07-24	—	7134747562	2385 Park Pl, Eden Prairie, MN, 55374	0.64	SSN last four extracted Street suffix standardised Address re-cased City re-cased+2 more

2,455 rows, page 16 of 50Previous Next