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 “Name re-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagName re-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
CLM-418881	CLM	Annna Ward	1958-06-16	—	6014215132	1243 Oak St, Minneapolis, MN, 55493	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-108696	ENR	Cynthia Q Owens	1961-04-27	UHC-95956-57	7182424978	9409 Main St, Phoenix, AZ, 85051	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-25461	PRV	Barbara F James	1988-06-23	UHC-77875-98	—	2480 Ocean Ave # 741, Miami, FL, 33103	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-51014	TPA	Ryan S Boyd	1998-11-04	—	—	3945 Sage Ct, Mesa, AZ	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-124338	ENR	Debra Z Black	2004-05-25	UHC-02549-25	4757230223	2045 Valley View Dr # 897, San Diego, CA, 92108	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
CLM-424281	CLM	Adam Taylor	1958-11-06	UHC-10122-04	—	5074 Ocean Ave, Scottsdale, AZ, 85252	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-407248	CLM	Grace Hayes	—	UHC-70367-18	—	4935 Apache Blvd # 663, Orlando, FL, 32804	0.50	Name re-cased Date of birth missing Unit split from street Street suffix standardised+3 more
ENR-127108	ENR	Beth Kennedy	1946-03-05	UHC-31956-48	9322850128	2428 Valley View Dr Apt 36, Jacksonville, FL, 32287	0.50	Name re-cased Date of birth reformatted Phone reformatted Unit split from street+3 more
ENR-124765	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
ENR-124764	ENR	Kayla A Garrett	1993-01-02	UHC-84412-04	5952711400	3765 Desert Sky Blvd, Fresno, CA, 93773	0.50	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+3 more
PRV-24726	PRV	Ronald Lee	1941-06-28	—	—	7618 Desert Sky Blvd, Seattle, WA	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
PRV-25022	PRV	Karen Nunez	1964-07-26	UHC-53022-61	3893833489	315 Indian School Rd, Atlanta, GA, 30324	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-413352	CLM	Sarah M Kennedy	1998-07-05	—	—	5026 Hillcrest Rd, Mesa, AZ, 85286	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-103117	ENR	Kevin R Wright	1974-10-25	UHC-22698-63	9197348135	4413 Canyon Rd, Tucson, AZ	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-113853	ENR	Thomas D Walker	1999-03-19	UHC-98355-06	—	5048 Market St, Glendale, AZ, 85398	0.50	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+3 more
TPA-60233	TPA	Denise Trna	1986-02-18	—	8649506273	9384 Willow Ct, Glendale, AZ, 85375	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
ENR-121138	ENR	Linda Robinson	2002-05-22	UHC-09691-48	—	6595 Union St, Nashville, TN, 37283	0.50	Name re-cased Phone missing area code Member ID reformatted State name converted to code+3 more
CLM-423932	CLM	Sara I Wallace	1992-04-20	UHC-78913-28	9407614454	1117 Baseline Rd, Tempe, AZ, 85202	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-52862	TPA	Barbara Lynch	1958-02-01	—	—	8824 Maple Ave, Austin, TX, 78742	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-427632	CLM	Alan Evans	1941-03-07	UHC-27793-94	—	7622 Washington St # 140, Sacramento, CA, 95827	0.50	Name re-cased Two-digit birth year Member ID reformatted Unit split from street+3 more
TPA-51720	TPA	Bryan Moreno	—	—	—	212 Washington St, San Diego, CA, 92115	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-104462	ENR	Julia O Montgomery	1953-03-18	UHC-08245-41	3424773408	8871 Harbor Blvd, Scottsdale, AZ, 85265	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
TPA-51834	TPA	Joseph Gray	1954-08-06	—	—	907 Cedar Ln # 569, Phoenix, AZ, 85044	0.50	Name re-cased Two-digit birth year Unit split from street Street suffix standardised+3 more
ENR-120507	ENR	Theresa G Gordon	1944-01-11	UHC-51004-21	—	5855 Grand Ave, Chandler, AZ, 85295	0.50	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-54239	TPA	Patricia Phillips	1963-07-20	—	8568847797	3971 Jefferson Ave, Los Angeles, CA	0.50	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+3 more
ENR-109184	ENR	Eugene Porter	1966-07-22	UHC-60023-22	8226291602	4072 Maple Ave, Nashville, TN, 37291	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-428436	CLM	Shirey Gordon	1945-10-15	UHC-16318-59	—	734 Park Pl, Los Angeles, CA, 90082	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-126955	ENR	Christina Armstrong	1977-06-05	UHC-85233-33	6675606643	7060 Park Pl # 181, Las Vegas, NV, 89113	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
ENR-123439	ENR	Jim J Santiago	1946-12-26	UHC-83965-28	8983719168	1506 Mountain View Dr, Glendale, AZ, 85361	0.50	Name re-cased Two-digit birth year SSN last four extracted Street suffix standardised+3 more
TPA-59741	TPA	Martha Reid	1981-01-12	—	—	1230 Camelback Rd, Atlanta, GA	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-135621	ENR	Beth Z Stephens	1940-06-08	UHC-57401-20	8467206570	1884 Highland Ave, San Antonio, TX	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
PRV-22149	PRV	Lucia E Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
PRV-22150	PRV	Lucia E Butler	1997-12-24	UHC-64949-99	—	3810 River Rd, Denver, CO, 80210	0.50	Name re-cased Two-digit birth year Phone missing area code Member ID reformatted+3 more
CLM-422554	CLM	Frances Long	1959-08-23	—	—	3267 Park Pl, Tucson, AZ, 85763	0.50	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
TPA-60215	TPA	Jackie L Wheeler	1959-05-23	—	—	8137 Bayshore Dr, Plano, TX, 75011	0.50	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
ENR-104065	ENR	Judith Pena	1939-08-25	UHC-47584-45	5615105268	1931 Baseline Rd, Denver, CO, 80265	0.50	Name re-cased Two-digit birth year Phone reformatted SSN last four extracted+3 more
ENR-133564	ENR	Mason Baker	1942-12-28	UHC-52066-68	9625822416	7065 Harbor Blvd Apt 34, Columbus, OH, 43262	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
CLM-400164	CLM	Charlotte Wheeler	—	UHC-02876-57	—	8961 Park Pl, Sacramento, CA, 95844	0.50	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+3 more
ENR-124174	ENR	Philip Larson	1953-11-19	UHC-32280-28	4609465524	5533 Market St, Tucson, AZ, 85703	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-138308	ENR	Betty Ray	1991-11-01	UHC-11103-39	—	9637 Cedar Ln, Orlando, FL	0.50	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
CLM-407527	CLM	Alice Yang	1997-02-18	UHC-22171-25	—	3250 Forest Ave, Sacramento, CA	0.50	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
ENR-133708	ENR	Isabella Vasquez	2002-12-07	UHC-33559-05	4809850659	6491 Washington St Apt 19, Tempe, AZ, 85245	0.50	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
ENR-118354	ENR	Mariana R Santiago	2007-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
ENR-118353	ENR	Mariana R Santiago	2007-11-22	UHC-36282-56	—	4386 Jefferson Ave, Tucson, AZ, 85737	0.50	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+3 more
TPA-64327	TPA	Lucia Lucas	1942-09-22	—	8948411569	6590 Grand Ave, Sacramento, CA	0.50	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
CLM-421487	CLM	Victoria Vasquez	1951-10-26	UHC-89929-68	—	6241 Market St, Orlando, FL, 32879	0.50	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+3 more
CLM-402221	CLM	Kim Crawford	1995-10-25	—	—	3927 Ocean Ave Apt 12, Dallas, TX, 75218	0.50	Name re-cased Two-digit birth year Unit split from street City re-cased+3 more
ENR-114727	ENR	Sharon E Meyer	—	UHC-78085-87	9742487576	3676 Maple Ave, Los Angeles, CA	0.50	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+3 more
CLM-428303	CLM	Brittany Moore	1952-10-22	—	6772650694	2008 Park Pl Apt 6, Atlanta, GA, 30323	0.50	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
PRV-23057	PRV	Paul Bailey	1947-01-06	UHC-74026-83	3434219269	2994 Pine Dr, Las Vegas, NV	0.50	Name re-cased Date of birth reformatted State name converted to code ZIP missing+3 more

39,996 rows, page 40 of 800Previous Next