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 “Two-digit birth year”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagTwo-digit birth yearClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-122543	ENR	Bruce Rogers	1941-02-23	UHC-94024-16	3539535607	5876 Ridge Rd, Atlanta, GA, 30320	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-122583	ENR	Peter Siva	1964-07-15	UHC-85660-24	8516120948	5964 River Rd, Tampa, FL, 33621	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58551	TPA	Santiago Hamilton	2007-02-12	—	—	6075 Canyon Rd, Phoenix, AZ, 85080	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-111909	ENR	Yuki Morgan	1954-08-20	UHC-00518-72	7078592438	8337 Desert Sky Blvd, Las Vegas, NV, 89187	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57089	TPA	Arjun Torres	1986-04-21	—	7978268816	4920 Cedar Ln, Orlando, FL, 32805	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-411117	CLM	Kimberly Duncan	1999-07-10	—	6392871607	6835 Jefferson Ave, Jacksonville, FL, 32284	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-418346	CLM	Joan D Bishop	1960-11-01	UHC-81997-94	3766149480	2326 Canyon Rd, Tampa, FL, 33670	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-411987	CLM	Chris Elliott	2001-08-27	UHC-77522-55	—	6246 Church St, Austin, TX, 78704	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-107000	ENR	Eric B Sancez	1942-03-09	UHC-51287-21	4534147687	9364 Jefferson Ave, Tempe, AZ, 85210	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-102724	ENR	Emily Nguyen	1981-12-25	UHC-05387-74	4865831068	8613 Mesa Dr, Columbus, OH, 43241	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-134530	ENR	Carolyn D Wright	1981-12-24	UHC-75258-31	9144653881	8010 Hillcrest Rd, Orlando, FL, 32870	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429739	CLM	Austin L Nguyen	1939-12-26	—	3168952643	7868 Highland Ave, Jacksonville, FL, 32279	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-429677	CLM	Madison U Franklin	1975-01-16	UHC-89354-81	2728366963	6733 Oak St, Tucson, AZ, 85711	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
PRV-22720	PRV	Scott Johnston	1991-06-01	UHC-09585-03	5782113159	8261 Pine Dr, San Diego, CA, 92181	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405691	CLM	Santiago Mendoza	1939-10-25	—	8258697914	4106 Central Ave, San Diego, CA, 92124	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
CLM-403741	CLM	Mei A Griffin	1958-01-25	UHC-58308-51	—	7654 Mesa Dr, Sacramento, CA, 95860	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-402530	CLM	Jerry Johnson	1966-05-03	UHC-03123-70	5653390096	5614 Palm Dr, San Diego, CA, 92125	0.62	Name re-cased Two-digit birth year Phone reformatted City re-cased+3 more
ENR-110086	ENR	Amber Rogers	1984-04-20	UHC-64010-43	7903094072	7710 Park Pl, Glendale, AZ, 85376	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
PRV-24701	PRV	Aaron T Simpson	2005-05-22	UHC-21933-26	6439817281	659 Washington St, Miami, FL, 33175	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-116146	ENR	David V Mooreno	1973-09-22	UHC-59966-46	6943679303	8006 Valley View Dr, Atlanta, GA, 30348	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431099	CLM	Jose Chapman	1986-04-28	UHC-83579-02	6678876082	4506 Park Pl, San Diego, CA, 92114	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-120789	ENR	Rebecca H Richards	1974-06-05	UHC-74951-83	7519540074	8780 Jefferson Ave, Denver, CO, 80280	0.62	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+3 more
ENR-133528	ENR	Terry Soto	2003-06-24	UHC-32340-64	4082213934	5079 Valley View Dr, Tucson, AZ, 85758	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-417015	CLM	Alice Soto	1970-05-14	—	6696781003	3964 Baseline Rd, Eden Prairie, MN, 55306	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-412713	CLM	Bryan Hicks	1953-04-25	UHC-57811-46	—	856 Valley View Dr, Los Angeles, CA, 90013	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-415331	CLM	Bruce Bryant	2000-04-09	UHC-31867-72	4354516706	9841 Meadow Ln, Chandler, AZ, 85236	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24477	PRV	Ethan Ortiz	1968-07-09	—	6939202181	3946 Park Pl, Nashville, TN, 37215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-61023	TPA	Sofiia L Smith	1988-05-13	—	3829382876	6410 Oak St, Tempe, AZ, 85257	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-22032	PRV	Gerald Davis	1959-07-13	—	7918239090	7154 Pine Dr, Tempe, AZ, 85215	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-101022	ENR	Julia S Sullivan	1981-08-10	UHC-01329-60	6585396177	1151 Apache Blvd, Tempe, AZ, 85273	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-119067	ENR	Crlos F Perry	2003-05-14	UHC-74538-98	5754178557	872 Mesa Dr, Seattle, WA, 98149	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-135216	ENR	Sean X Barnes	1988-07-02	UHC-81350-59	9827299022	4382 Indian School Rd, Denver, CO, 80231	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-24230	PRV	Aisha Ryan	2006-03-11	—	9812238695	7550 Spring St, Gilbert, AZ, 85220	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
PRV-29027	PRV	Christopher Ross	1990-02-16	UHC-51132-99	7698326458	5213 Spring St, Seattle, WA, 98152	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-127462	ENR	Ana Ortiz	1959-05-28	UHC-28766-26	6247425118	1779 Central Ave, Atlanta, GA, 30336	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-431085	CLM	Natalie R Thompson	1999-02-26	UHC-21601-34	3444885569	3722 Lincoln Way, Denver, CO, 80204	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-133019	ENR	Catherine V Day	1943-07-04	UHC-08875-72	6987277846	5538 Grand Ave, Plano, TX, 75047	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-118808	ENR	Grace Mitchell	1976-12-07	UHC-70804-87	—	2330 Valley View Dr, Columbus, OH, 43206	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
ENR-124313	ENR	Mari O Harper	1941-06-14	UHC-43044-73	8067183814	48 Grand Ave Apt 12, Seattle, WA, 98157	0.62	Name re-cased Two-digit birth year Phone reformatted Unit split from street+3 more
ENR-113753	ENR	Mariana E Herrera	1979-09-25	UHC-47508-09	—	4823 Mountain View Dr, Sacramento, CA, 95863	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-115057	ENR	Jacob X Rios	2008-04-24	UHC-73234-71	3502545508	3158 Canyon Rd, Orlando, FL, 32863	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-138909	ENR	George Torres	1999-03-01	UHC-02059-32	2685007150	6407 Washington St, Los Angeles, CA, 90040	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-423085	CLM	Ana R Knight	1992-08-10	—	—	4791 Harbor Blvd, Glendale, AZ, 85327	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-403284	CLM	Judith Gilbert	1955-10-23	—	—	7478 Market St, Austin, TX, 78715	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
ENR-104463	ENR	Ryan Patel	2008-04-15	UHC-56279-29	5068686599	2016 Pine Dr, San Antonio, TX, 78270	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-426914	CLM	Susan Morrison	1959-02-28	UHC-92801-47	8742334613	2746 Apache Blvd, Denver, CO, 80252	0.62	Two-digit birth year Phone reformatted Member ID reformatted State name converted to code+3 more
ENR-139891	ENR	Doris E Jackson	1989-08-14	UHC-01934-16	6426414493	2996 Mountain View Dr, Sacramento, CA, 95897	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-401498	CLM	Judith Arnold	1968-02-05	UHC-64428-98	2258522295	5198 Church St, Dallas, TX, 75262	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
CLM-405902	CLM	Alexander Reed	1960-08-02	UHC-32257-08	—	7671 Church St, Austin, TX, 78717	0.62	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+3 more
CLM-427384	CLM	Lori Armstrong	1939-08-17	UHC-85173-78	2402251345	319 River Rd, Charlotte, NC, 28225	0.62	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+3 more

6,661 rows, page 51 of 134Previous Next