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

Enrollment, flag “Gender normalised”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagGender normalisedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-104488	ENR	Lori Howell	1980-06-05	UHC-61801-30	5772095440	8241 Harbor Blvd, Phoenix, AZ, 85056	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-128436	ENR	Judith S Crawford	2007-12-20	UHC-46347-58	4034663659	2508 Mountain View Dr, Chandler, AZ, 85285	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-139718	ENR	Terry Walker	2005-11-15	UHC-13254-77	—	6348 Palm Dr, Phoenix, AZ, 85070	0.64	Name split from “Last, First”Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-107866	ENR	Larry Z Bowman	1973-10-22	UHC-91270-07	7917114383	1972 Valley View Dr, San Diego, CA, 92102	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103186	ENR	Billy V Tailor	1951-02-19	UHC-31776-49	—	1258 River Rd, Nashville, TN, 37256	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-100702	ENR	Amy K Hanson	1987-10-08	UHC-09703-59	9015384446	62 Lake View Rd, Tucson, AZ, 85782	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110411	ENR	Sean C Chapman	1991-12-25	UHC-66577-79	7942644904	6667 Cedar Ln, Eden Prairie, MN, 55398	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-103162	ENR	Carlos Dixno	1975-08-26	UHC-94027-58	7554125648	5208 Indian School Rd, Columbus, OH, 43245	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-129639	ENR	Stephanie F Day	1968-05-02	UHC-13402-27	5764838525	5173 Highland Ave, Atlanta, GA, 30361	0.64	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+2 more
ENR-123626	ENR	Sims L Ann	1973-12-20	UHC-52306-01	9367829933	3815 Palm Dr, Phoenix, AZ, 85050	0.64	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-123430	ENR	Sharon Cox	1949-11-02	UHC-14494-39	—	4839 Ridge Rd, San Antonio, TX, 78224	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-107294	ENR	Ahmed Welch	1986-09-19	UHC-38427-46	3773730239	8895 Main St, Denver, CO, 80243	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137997	ENR	Dylan Yang	1979-05-18	UHC-29576-91	6159229868	4125 Main St, Eden Prairie, MN, 55337	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-114265	ENR	Abigail Gray	1998-07-12	UHC-91906-99	5065519542	625 Church St, Las Vegas, NV, 89174	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138381	ENR	Christopher George	1960-12-24	UHC-71164-91	6702044232	1925 Sage Ct, Austin, TX, 78761	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-134003	ENR	George W Smith	2008-06-25	UHC-87014-69	9344721549	8472 Cedar Ln, Fresno, CA, 93783	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133130	ENR	Ben M Knight	1947-07-01	UHC-82305-91	8688651556	5766 Sunset Blvd, Atlanta, GA, 30341	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-130200	ENR	Karen G Hayes	1973-07-22	UHC-56362-87	8705322922	4270 Hillcrest Rd, Seattle, WA, 98169	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138231	ENR	Mei C Banks	1973-01-19	UHC-38033-54	9024266668	2740 Central Ave, Charlotte, NC, 28246	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120806	ENR	Charles Walker	1952-02-15	UHC-36240-36	4335898997	2543 Oak St, Orlando, FL, 32828	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-121254	ENR	Bailey Alice	1980-08-28	UHC-17182-10	9022299228	9752 Willow Ct, Glendale, AZ, 85322	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120975	ENR	Karen O Montgomery	1949-10-28	UHC-84155-80	5132862299	6291 Oak St, Las Vegas, NV, 89185	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-105152	ENR	Emily Montgomery	1940-11-03	UHC-50496-48	6207100493	8482 Bayshore Dr, Dallas, TX, 75212	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114135	ENR	Charles P Jensen	1970-06-01	UHC-37460-17	—	9793 Palm Dr, San Diego, CA, 92106	0.64	Street suffix standardised Address re-cased Email lower-cased Gender normalised+2 more
ENR-135196	ENR	Justin I Rios	1941-03-24	UHC-51097-31	8944618988	3324 Jefferson Ave, Sacramento, CA, 95878	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-105186	ENR	Ahmed W Montgomery	1977-03-04	UHC-51952-62	—	5749 Baseline Rd, Gilbert, AZ, 85233	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-142329	ENR	Ronald R Ford	1963-10-11	UHC-97301-31	3682391657	137 Hillcrest Rd, Atlanta, GA, 30351	0.64	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-123830	ENR	Robert P Franklin	1956-02-12	UHC-92808-89	7522231700	2377 Camelback Rd, Tucson, AZ, 85789	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-122659	ENR	Marilyn J Ferguson	1960-04-08	UHC-33529-32	3033306160	8625 Camelback Rd, Charlotte, NC, 28279	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-114779	ENR	Maria Perkins	1979-04-14	UHC-07913-66	8338908253	4106 Park Pl, Scottsdale, AZ, 85248	0.64	Name re-cased Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-114814	ENR	Charles Z White	1958-10-28	UHC-91542-57	7353052138	6356 Cedar Ln, Orlando, FL, 32869	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-140655	ENR	Omar Moreno	1962-10-03	UHC-86667-03	9078085563	1681 Lake View Rd, Orlando, FL, 32841	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-116538	ENR	Joe Ford	1978-09-19	UHC-43516-61	9687738680	1902 Highland Ave, Chandler, AZ, 85201	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112998	ENR	Mark Marquez	1973-02-09	UHC-65595-79	4114338695	2581 Maple Ave, San Antonio, TX, 78228	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-142279	ENR	Patricia U Edwards	—	UHC-98173-36	9783003273	—	0.64	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+2 more
ENR-142951	ENR	Joseph T Payne	1971-07-21	UHC-40121-50	8603369247	8176 Hillcrest Rd, Orlando, FL, 32897	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-103708	ENR	Stephen U Ray	1957-01-19	UHC-90976-19	8493777360	630 Lake View Rd, San Antonio, TX, 78228	0.64	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-116757	ENR	Sean Matthews	2008-04-28	UHC-14473-06	6868180716	7946 Central Ave, Mesa, AZ, 85261	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-109227	ENR	Timothy Brooks	2005-07-19	UHC-54562-02	8929034016	3289 Mountain View Dr, Dallas, TX, 75214	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-102830	ENR	Harold G Singh	1949-12-22	UHC-27892-54	5817802635	7435 Lake View Rd, San Antonio, TX, 78285	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-135055	ENR	Braadley T Howard	1992-12-01	UHC-85451-99	2746184074	8403 Willow Ct, Atlanta, GA, 30310	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-110987	ENR	Abigail T Payne	2008-05-01	UHC-49968-61	6737925814	2812 Sage Ct, Nashville, TN	0.64	Date of birth reformatted City re-cased ZIP missing Gender normalised+2 more
ENR-141572	ENR	Christopher Willis	1953-10-21	UHC-10720-18	9635642838	269 Indian School Rd, Jacksonville, FL, 32278	0.64	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-124234	ENR	Michelle F Herrera	1950-05-20	UHC-18176-75	5416572819	7756 Ocean Ave # 606, Sacramento, CA, 95825	0.64	Name re-cased Phone reformatted Unit split from street Gender normalised+2 more
ENR-111019	ENR	Judith Santiago	1985-07-22	UHC-03959-48	5373987030	5280 Indian School Rd, Dallas, TX, 75247	0.64	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-140525	ENR	Willie S Holmes	1977-06-04	UHC-22394-73	7148320101	6486 Palm Dr, Phoenix, AZ, 85091	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125522	ENR	Gregory Fields	1956-07-04	UHC-50997-76	—	606 Sage Ct, Tempe, AZ, 85211	0.64	Street suffix standardised Address re-cased Gender normalised Plan code upper-cased+2 more
ENR-114102	ENR	Kevin U Cunningham	1942-10-27	UHC-96334-53	7536705354	4976 Cedar Ln, Orlando, FL, 32813	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109311	ENR	Doris Evans	1949-06-05	UHC-49358-35	6204624184	3326 Forest Ave, Orlando, FL, 32805	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted City re-cased+2 more
ENR-123154	ENR	Charles Q Santos	1962-08-07	UHC-27566-45	6759698776	8576 Jefferson Ave, Dallas, TX, 75270	0.64	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more

7,326 rows, page 77 of 147Previous Next