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

Claims, 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
CLM-404773	CLM	Mike Nelson	1938-06-07	—	—	1008 Pine Dr Apt 16, Sacramento, CA, 95849	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-407810	CLM	Maria Nunez	1946-01-24	UHC-05838-12	—	5440 Camelback Rd # 743, Atlanta, GA, 30342	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412448	CLM	Kevin Lewis	1972-06-28	—	2736147265	8730 Sage Ct, San Diego, CA, 92157	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-427238	CLM	Russell King	1946-12-11	—	7872580235	9139 Willow Ct Apt 32, Fresno, CA, 93734	0.66	Name split from “Last, First”Phone reformatted Unit split from street Whitespace trimmed+1 more
CLM-416174	CLM	Samantha Jenkins	2007-01-20	UHC-20745-11	—	3267 Oak St, Orlando, FL	0.66	Date of birth reformatted State name converted to code ZIP missing Whitespace trimmed+1 more
CLM-429564	CLM	Robert Robinson	1988-10-05	—	8587292705	6663 Bayshore Dr, San Antonio, TX, 78288	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-418060	CLM	Dorothy Austin	1949-11-11	UHC-48631-14	—	8657 Oak St, Los Angeles, CA, 90068	0.66	Name split from “Last, First”City re-cased State name converted to code Whitespace trimmed+1 more
CLM-402661	CLM	Christine Henry	—	UHC-14353-96	9073872354	—	0.66	Name split from “Last, First”Date of birth missing Phone reformatted Whitespace trimmed+1 more
CLM-409992	CLM	Mariana T Green	1989-08-17	UHC-41515-80	—	9052 Grand Ave, Denver, CO, 80222	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428836	CLM	Ashley Walsh	1961-10-13	—	4522281878	7897 Palm Dr, Nashville, TN	0.66	Name split from “Last, First”Phone reformatted ZIP missing Whitespace trimmed+1 more
CLM-424963	CLM	Ahmde Harper	1942-12-22	—	—	8851 Valley View Dr, Dallas, TX, 75254	0.66	SSN last four extracted Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-428296	CLM	Frank Alvarez	2002-04-13	—	—	221 Willow Ct, Los Angeles, CA, 90061	0.66	Name split from “Last, First”Date of birth reformatted ZIP+4 trimmed Whitespace trimmed+1 more
CLM-421045	CLM	Joshua Williamson	1987-07-19	—	—	2202 Apache Blvd, Jacksonville, FL, 32286	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-403678	CLM	Frank P Williamson	1938-10-13	—	—	5825 Forest Ave # 233, Los Angeles, CA, 90091	0.66	Name split from “Last, First”Date of birth reformatted Unit split from street Whitespace trimmed+1 more
CLM-408424	CLM	Julia A Castillo	—	—	5135664821	6225 Bayshore Dr, Eden Prairie, MN, 55382	0.66	Date of birth missing Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-418360	CLM	Dorothy W Vega	2007-12-16	—	—	1660 Ridge Rd, Atlanta, GA, 30306	0.66	Name split from “Last, First”Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-412348	CLM	Catherine James	1988-09-11	UHC-83902-40	—	6878 Ridge Rd, Austin, TX, 78756	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-430594	CLM	Susan Laarson	1966-04-24	—	9407838231	8213 Indian School Rd # 994, Orlando, FL, 32859	0.66	Name split from “Last, First”Unit split from street City re-cased Whitespace trimmed+1 more
CLM-409115	CLM	Sean Y Phillips	1946-11-03	—	2476165218	—	0.66	Two-digit birth year Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-400862	CLM	Brenda K Mitchell	1973-10-13	UHC-31490-89	—	194 Willow Ct, Minneapolis, MN, 55439	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-427822	CLM	Jean Phillips	1983-12-07	UHC-92483-07	—	1926 Cedar Ln, Gilbert, AZ, 85242	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-402287	CLM	Olivia Hart	1976-10-26	UHC-78547-45	8638372853	9622 Highland Ave, Houston, TX, 77017	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
CLM-422964	CLM	Kevin Hicks	1977-01-14	—	—	7555 Pine Dr, Chandler, AZ, 85215	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-415231	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-415232	CLM	Joseph G Flores	1963-12-05	UHC-55754-19	—	6339 Lincoln Way # 897, Phoenix, AZ	0.66	Name re-cased Unit split from street ZIP missing Whitespace trimmed+1 more
CLM-431233	CLM	Joan Rivera	1989-12-18	UHC-22799-76	—	7244 Oak St, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-431232	CLM	Joan Rivera	1989-12-18	UHC-22799-76	—	7244 Oak St, Miami, FL, 33179	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-417471	CLM	Bryan W Burke	1977-05-20	UHC-87931-70	—	3778 Oak St, Orlando, FL, 32892	0.66	Middle initial moved out of first name Name re-cased Phone missing area code Whitespace trimmed+1 more
CLM-417768	CLM	Susan Burns	2000-04-10	—	—	6673 Cedar Ln, Tampa, FL, 33655	0.66	Date of birth reformatted State name converted to code Gender normalised Whitespace trimmed+1 more
CLM-431546	CLM	Chrstian Henry	—	—	7043997321	—	0.66	Date of birth missing Phone reformatted SSN last four extracted Whitespace trimmed+1 more
CLM-424639	CLM	Chalres Griffin	2003-10-08	UHC-79368-12	—	6431 Oak St, Eden Prairie, MN, 55384	0.66	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed+1 more
CLM-403530	CLM	Megan Davis	1994-06-27	UHC-00007-16	—	5918 Union St, Nashville, TN	0.66	Name re-cased ZIP missing Gender normalised Whitespace trimmed+1 more
CLM-413227	CLM	Alexsi Logn	1985-12-23	—	—	9010 Cedar Ln, San Antonio, TX, 78252	0.66	Two-digit birth year Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-414374	CLM	Kimberly H George	1958-03-08	—	—	252 Harbor Blvd, Nashville, TN, 37296	0.66	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+1 more
CLM-424514	CLM	James Delgado	1967-08-17	—	5082635398	3875 Mountain View Dr, Orlando, FL, 32838	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-408712	CLM	John D Maldonado	1993-03-17	—	—	5787 Apache Blvd # 608, Seattle, WA, 98128	0.66	Unit split from street Street suffix standardised Address re-cased Whitespace trimmed+1 more
CLM-401968	CLM	Matthew Carpenter	1955-06-10	UHC-33751-82	—	8003 Cedar Ln, Minneapolis, MN, 55458	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-401969	CLM	Matthew Carpenter	1955-06-10	UHC-33751-82	—	8003 Cedar Ln, Minneapolis, MN, 55458	0.66	Street suffix standardised Address re-cased Gender normalised Whitespace trimmed+1 more
CLM-427297	CLM	Christine Wright	1944-09-24	UHC-27440-91	—	5140 Ridge Rd, Glendale, AZ, 85395	0.66	Street suffix standardised Address re-cased State code upper-cased Gender normalised+1 more
CLM-420161	CLM	Abigail V Gonzalez	1980-11-06	—	—	6210 Highland Ave, San Antonio, TX, 78200	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-421178	CLM	Willie K Le	—	UHC-73240-85	5725184926	—	0.68	Date of birth unreadable Phone reformatted Gender normalised Whitespace trimmed
CLM-410707	CLM	Dlan Espinoza	1955-06-26	UHC-01683-02	—	—	0.68	Two-digit birth year Email lower-cased Gender normalised Whitespace trimmed
CLM-402773	CLM	Gabriel J Contreras	2001-04-16	—	—	868 Desert Sky Blvd, Tampa, FL, 33683	0.68	Phone missing area code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-401409	CLM	Laura M Young	1995-05-27	UHC-15182-93	—	7598 Meadow Ln, Gilbert, AZ, 85258	0.68	SSN last four extracted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409580	CLM	Adam Li	1959-01-03	—	5296501946	9474 Union St, Atlanta, GA, 30353	0.68	State name converted to code Gender normalised Whitespace trimmed Placeholder values cleared
CLM-412020	CLM	Timothy Z Young	1949-07-22	—	8006714748	2331 Jefferson Ave, Tampa, FL, 33656	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed
CLM-405651	CLM	Maria Griffin	1989-06-25	—	—	—	0.68	Two-digit birth year Gender normalised Whitespace trimmed Placeholder values cleared
CLM-424101	CLM	Brenda K Loepz	1990-02-18	UHC-93886-29	—	8704 Lincoln Way, Mesa, AZ, 85233	0.68	State name converted to code ZIP+4 trimmed Whitespace trimmed Placeholder values cleared
CLM-432292	CLM	Nathan Hernandez	—	UHC-99827-06	—	7224 Cedar Ln # 282, Columbus, OH, 43227	0.68	Date of birth unreadable Unit split from street Whitespace trimmed Placeholder values cleared
CLM-412422	CLM	Kenneth George	1945-10-13	UHC-44938-15	—	8887 Pine Dr, Tucson, AZ, 85749	0.68	Street suffix standardised Address re-cased State name converted to code Whitespace trimmed

18,771 rows, page 123 of 376Previous Next