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

All sources, flag “State name converted to code”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagState name converted to codeClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-414675	CLM	Sophia Sandoval	1964-05-26	—	2657049567	5489 Jefferson Ave, San Diego, CA, 92190	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-417764	CLM	Mason Rose	1948-06-12	UHC-72109-49	6539590695	1468 Central Ave, Phoenix, AZ, 85021	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
PRV-26515	PRV	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
PRV-26514	PRV	Janet Tran	1986-08-20	UHC-03218-96	6709017122	2658 Broadway, Phoenix, AZ, 85018	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-52212	TPA	Michelle Smith	2003-05-10	—	—	5366 Main St, Fresno, CA, 93769	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409322	CLM	Jason K Gordon	1952-06-05	UHC-52450-28	—	8596 Desert Sky Blvd, Plano, TX, 75052	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-51252	TPA	Julia Gomez	1999-11-19	—	4458330045	8426 Lincoln Way, Seattle, WA, 98137	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-432756	CLM	Adam W Wylliamson	1957-09-07	UHC-84285-56	—	6488 Central Ave, Fresno, CA, 93772	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-62809	TPA	Palmer J Anna	1961-01-03	—	—	3351 River Rd, Denver, CO, 80239	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-53869	TPA	Beverly Wilson	1942-07-05	—	—	6056 Forest Ave, Jacksonville, FL, 32289	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-407252	CLM	Bruce Hart	1963-04-13	UHC-75859-83	—	8947 Market St, Chandler, AZ, 85288	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
TPA-50130	TPA	Danielle Oliver	1947-05-28	—	—	4173 Maple Ave, Dallas, TX, 75225	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
PRV-25805	PRV	Bradley F Patterson	1990-01-05	—	2059186356	859 Valley View Dr, Scottsdale, AZ, 85241	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-409319	CLM	Madison W Graham	1967-03-23	—	—	4121 Jefferson Ave, Atlanta, GA, 30325	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-130031	ENR	Laura Bishop	1952-08-16	UHC-15246-57	9555279262	6443 Forest Ave, Glendale, AZ, 85387	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-426670	CLM	Ralph Jacubs	1999-04-07	UHC-82994-18	3398960338	1278 River Rd, Phoenix, AZ, 85090	0.80	City re-cased State name converted to code Whitespace trimmed Placeholder values cleared
TPA-63292	TPA	Jonathan Parker	1980-11-23	UHC-32181-76	—	9061 Pine Dr, Orlando, FL, 32891	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
PRV-25071	PRV	Susan Jakkson	1997-01-05	—	8678020946	4616 Sunset Blvd, Chandler, AZ, 85290	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-53840	TPA	Willie Rivera	1960-07-07	—	3716764022	9797 Lake View Rd, Los Angeles, CA, 90018	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-412926	CLM	Cooper Sharon	1985-01-14	—	8854771235	2375 Lincoln Way, Fresno, CA, 93771	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
CLM-429810	CLM	Sofia G Wang	1966-06-02	UHC-63739-70	—	6898 Indian School Rd, Seattle, WA, 98188	0.80	Name re-cased City re-cased State name converted to code Placeholder values cleared
ENR-100144	ENR	Joseph U Simpson	1997-04-14	UHC-40911-71	7684184471	9890 Canyon Rd, Nashville, TN, 37266	0.80	Phone reformatted City re-cased State name converted to code Whitespace trimmed
ENR-127193	ENR	Roger M Brown	1966-10-11	UHC-71329-29	5413768006	293 Indian School Rd, Orlando, FL, 32804	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-129876	ENR	Jackie T Willis	1998-05-09	UHC-10956-01	6387119546	1671 Market St, Denver, CO, 80290	0.80	Name re-cased Date of birth reformatted Phone reformatted State name converted to code
CLM-432321	CLM	Cheryl Orbien	1938-08-14	—	—	7836 Union St, Chandler, AZ, 85253	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-141897	ENR	Arjun G Yang	1994-02-07	UHC-92027-78	5714429808	8336 Ridge Rd, Plano, TX, 75007	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-132493	ENR	Gabriel Stone	1960-03-14	UHC-12458-57	6076589790	8339 Washington St, San Antonio, TX, 78232	0.80	Name re-cased Phone reformatted State name converted to code Plan code upper-cased
ENR-112568	ENR	Hawkins Q Angela	2003-04-13	UHC-27048-49	8632020678	8940 Church St, Mesa, AZ, 85276	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
ENR-125845	ENR	Linda Guzman	1951-12-14	UHC-28461-66	8026546913	8348 Lincoln Way, Nashville, TN, 37242	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
CLM-404779	CLM	Elijah N Bishop	1965-08-08	UHC-69416-72	4468109924	3542 Apache Blvd, Atlanta, GA, 30346	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-21091	PRV	Mari Munoz	1974-05-22	—	6357179000	7712 Cedar Ln, Tempe, AZ, 85257	0.80	Name re-cased Phone reformatted State name converted to code Placeholder values cleared
TPA-50970	TPA	Bruce Fisher	1991-10-14	—	—	1939 Pine Dr, Charlotte, NC, 28268	0.80	Name re-cased State name converted to code Whitespace trimmed Placeholder values cleared
ENR-140987	ENR	Arjun X Crawford	1971-06-23	UHC-35273-61	4133761866	8223 Highland Ave, Eden Prairie, MN, 55372	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-410074	CLM	Henry Harper	1952-10-15	—	—	3110 Desert Sky Blvd, Charlotte, NC, 28206	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-124804	ENR	Wayne Fields	1981-03-17	UHC-43751-22	5127439746	5569 Palm Dr, Nashville, TN, 37261	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
CLM-422601	CLM	Laura Morgan	1970-02-28	—	5042788356	6176 Pine Dr, Tampa, FL, 33650	0.80	Phone reformatted City re-cased State name converted to code Placeholder values cleared
CLM-419501	CLM	Logan G Johnston	1982-04-10	UHC-39291-39	—	4558 Willow Ct, Denver, CO, 80253	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-130472	ENR	Elizabeeth Simpson	1942-05-15	UHC-88527-17	—	7249 Valley View Dr, Las Vegas, NV, 89102	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared
PRV-20294	PRV	Reid Santiago	1991-05-21	UHC-51553-43	2282241894	8160 Willow Ct, Sacramento, CA, 95874	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-416695	CLM	Kimberly L Payne	1942-04-07	—	9323141309	4517 Bayshore Dr, Jacksonville, FL, 32253	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
ENR-140260	ENR	Denise S Thomas	2005-05-27	UHC-95294-86	6065508160	5820 Lincoln Way, Austin, TX, 78748	0.80	Date of birth reformatted Phone reformatted State name converted to code Whitespace trimmed
ENR-116420	ENR	Cheryl Pierce	1939-01-25	UHC-79286-56	2996266409	7454 Union St, Charlotte, NC, 28247	0.80	Phone reformatted State name converted to code Whitespace trimmed Placeholder values cleared
CLM-430401	CLM	Ruth Rice	1957-04-09	—	—	8970 Elm St, Columbus, OH, 43234	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
CLM-408608	CLM	Timothy Yang	1954-04-02	UHC-70570-53	—	5445 Forest Ave, Phoenix, AZ, 85093	0.80	Member ID reformatted City re-cased State name converted to code Placeholder values cleared
CLM-424872	CLM	Alice Porter	1985-07-23	—	—	5235 Lake View Rd, Tempe, AZ, 85232	0.80	Name re-cased Date of birth reformatted State name converted to code Placeholder values cleared
ENR-102804	ENR	Patrick C Elliott	1973-02-27	UHC-17420-63	6577583887	8508 Willow Ct, Columbus, OH, 43261	0.80	Phone reformatted State name converted to code Email lower-cased Whitespace trimmed
ENR-108544	ENR	Laura Hall	1965-01-26	UHC-14143-76	4598037292	8930 Broadway, San Diego, CA, 92142	0.80	Name re-cased Phone reformatted State name converted to code Whitespace trimmed
CLM-400948	CLM	Heather Lopez	1941-12-08	—	5406316183	2352 Ridge Rd, Seattle, WA, 98122	0.80	Date of birth reformatted Phone reformatted State name converted to code Placeholder values cleared
ENR-141120	ENR	Bradley L Silva	2006-03-08	UHC-52424-70	8055883195	7257 Broadway, Mesa, AZ, 85235	0.80	Phone reformatted Address re-cased City re-cased State name converted to code
CLM-410282	CLM	Santiago C Watson	1962-07-25	UHC-78715-95	—	9573 Sage Ct, Los Angeles, CA, 90024	0.80	Date of birth reformatted State name converted to code Whitespace trimmed Placeholder values cleared

9,084 rows, page 169 of 182Previous Next