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 “Street suffix standardised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagStreet suffix standardisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-111030	ENR	Albert A Herrera	1979-02-01	UHC-78925-85	2672644878	5972 Baseline Rd, Charlotte, NC, 28221	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
CLM-415894	CLM	Diego Lane	1943-06-06	—	—	1277 Baseline Rd, San Diego, CA, 92186	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-414186	CLM	Carlos Daniels	1943-06-12	UHC-16011-75	—	7763 Main St, Gilbert, AZ, 85218	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
CLM-430685	CLM	Sharn Bell	2006-07-20	UHC-77136-29	—	6511 Sage Ct, Houston, TX, 77018	0.52	Name split from “Last, First”Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-115338	ENR	Andrea Watkins	1973-10-08	UHC-03284-66	6365124595	6651 Hillcrest Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
TPA-56058	TPA	Henry Z Johnson	1982-05-24	—	—	8640 Willow Ct, Tucson, AZ, 85757	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-133558	ENR	Lisa B Walker	1950-02-28	UHC-69000-23	9696295974	7489 Valley View Dr, Denver, CO	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104805	ENR	Vincent V Singh	1951-10-08	UHC-60582-92	5876182273	688 Baseline Rd, Miami, FL, 33173	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118569	ENR	Brandon Fowler	1938-06-25	UHC-57396-57	5496745470	820 Mesa Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-424078	CLM	Hannah Bradley	1971-09-11	—	—	3317 Elm St, Houston, TX	0.52	Street suffix standardised Address re-cased State name converted to code ZIP missing+2 more
ENR-119097	ENR	Olivia R Hamilton	1948-01-01	UHC-98232-98	2349228912	1843 Main St, Las Vegas, NV, 89142	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-58033	TPA	Jennifer Powell	1953-10-20	—	—	5942 Forest Ave, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
ENR-134302	ENR	Alexander C Chavez	1961-04-07	UHC-68036-12	6903660817	2654 Oak St, Orlando, FL, 32875	0.52	Name split from “Last, First”Two-digit birth year Phone reformatted Street suffix standardised+2 more
CLM-415759	CLM	Michael Anderson	1966-05-26	UHC-95902-85	—	8542 Willow Ct, Jacksonville, FL, 32260	0.52	Member ID reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-416296	CLM	Jerry Watkins	1957-07-07	UHC-20153-72	9407703748	2207 Washington St # 434, Los Angeles, CA, 90098	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138748	ENR	Spencer D Janet	1949-05-01	UHC-89276-43	2036122906	8719 Washington St, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112963	ENR	Joe Q Hernandez	—	UHC-15476-72	7448370918	795 Maple Ave, Tempe, AZ, 85295	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422371	CLM	Jess Q Sanchez	—	—	—	2365 Mountain View Dr, Sacramento, CA, 95888	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
CLM-424951	CLM	Joe E Ramos	1969-08-23	UHC-60247-76	3058535416	6532 Mountain View Dr, San Antonio, TX, 78281	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
PRV-24008	PRV	Kathryn Hart	1950-12-28	UHC-87384-34	7066007087	1571 Main St Apt 13, Scottsdale, AZ, 85287	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
ENR-138554	ENR	Logan P Sanders	1962-11-27	UHC-91805-80	6994950698	5114 Forest Ave, Fresno, CA, 93769	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-405330	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-405331	CLM	Rachel H Wong	1946-03-22	—	8184020223	9625 Ocean Ave, Denver, CO, 80232	0.52	Middle initial moved out of first name Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-429517	CLM	Julia D Luna	1971-02-15	—	—	8584 Main St # 607, Tampa, FL, 33678	0.52	Unit split from street Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-103245	ENR	Billy X Green	1951-07-15	UHC-62141-75	6359176121	3510 Sage Ct, San Antonio, TX, 78267	0.52	Name split from “Last, First”Date of birth reformatted SSN last four extracted Street suffix standardised+2 more
CLM-406616	CLM	Denise T Henderson	1969-04-06	—	—	5931 Jefferson Ave Apt 30, Tampa, FL, 33611	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-414277	CLM	Zachary Wakins	—	UHC-26709-92	7126853630	9266 Ridge Rd, Atlanta, GA, 30322	0.52	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-142594	ENR	Mei Q Howell	1961-04-12	UHC-44146-28	9004678163	3682 Spring St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-132126	ENR	Amy Collins	1970-09-28	UHC-11297-50	9135650175	4997 Maple Ave, Minneapolis, MN, 55493	0.52	Two-digit birth year Street suffix standardised Address re-cased City re-cased+2 more
ENR-119240	ENR	Amy Lane	1961-05-10	UHC-24923-31	5743203440	8713 Camelback Rd, Tempe, AZ, 85274	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114324	ENR	Ronald R Lawson	1991-08-03	UHC-93268-33	—	4129 Highland Ave, San Antonio, TX, 78241	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-141146	ENR	Brian Fox	1969-01-20	UHC-56910-92	—	3889 Spring St, Chandler, AZ, 85204	0.52	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+2 more
CLM-425012	CLM	Aisha Medina	1999-02-06	—	—	7802 Ocean Ave # 205, San Antonio, TX, 78270	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
PRV-20235	PRV	Charles M Bradley	1951-07-19	UHC-01729-01	—	7702 Willow Ct, Jacksonville, FL, 32263	0.52	Middle initial moved out of first name Two-digit birth year Street suffix standardised Address re-cased+2 more
TPA-60773	TPA	Angela Wells	1985-07-25	—	—	2563 Pine Dr Apt 6, Fresno, CA, 93715	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
CLM-421335	CLM	Maria E Spencer	1977-03-27	—	7254509368	973 Sage Ct, Eden Prairie, MN, 55349	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116535	ENR	NJunk	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
CLM-430883	CLM	Austin Espinoza	2003-02-23	UHC-00961-08	3133468698	2063 Valley View Dr, Minneapolis, MN, 55483	0.52	Two-digit birth year Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-413172	CLM	AliceJunk	1970-09-28	—	9418507322	8729 Park Pl, Houston, TX, 77078	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Whitespace trimmed+2 more
CLM-414677	CLM	Dunn Wei	1946-05-02	UHC-73139-88	3756121702	6309 Lincoln Way # 414, Plano, TX, 75041	0.52	Two-digit birth year Unit split from street Street suffix standardised Address re-cased+2 more
TPA-58824	TPA	Staven Turner	1940-04-27	—	—	7023 River Rd, Gilbert, AZ	0.52	Name split from “Last, First”Street suffix standardised Address re-cased ZIP missing+2 more
PRV-25282	PRV	Wei Rogers	1958-11-27	UHC-04137-54	7869805224	4311 Market St, Atlanta, GA	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-427555	CLM	Kymberly Wood	1984-10-03	—	—	6099 Cedar Ln, Tucson, AZ, 85708	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-139675	ENR	Maria U Montgomery	1951-04-08	UHC-73684-45	6173444429	2720 Baseline Rd, Plano, TX, 75056	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more
CLM-400107	CLM	Charles N Hall	1983-05-04	—	—	9101 Sage Ct, Tucson, AZ, 85798	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129330	ENR	Jose Hernandez	2008-07-01	UHC-17958-03	—	8649 Camelback Rd # 107, Columbus, OH	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-420148	CLM	Susan Yang	2000-01-13	UHC-21009-42	—	3414 Church St, Jacksonville, FL	0.52	Phone missing area code Street suffix standardised Address re-cased ZIP missing+2 more
ENR-133006	ENR	Priya G Arnold	1943-10-15	UHC-20609-33	6347644906	4401 Ridge Rd, Seattle, WA, 98131	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-123632	ENR	Jacqueline N Sanders	—	UHC-15346-56	2998888429	737 Grand Ave, Glendale, AZ, 85335	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-403691	CLM	Gary V Weber	1980-03-13	UHC-46874-68	—	7590 Forest Ave, Seattle, WA, 98100	0.52	Name split from “Last, First”Street suffix standardised Address re-cased State name converted to code+2 more

55,824 rows, page 136 of 1,117Previous Next