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 “Plan code upper-cased”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPlan code upper-casedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106115	ENR	Billy Tucker	1987-12-20	UHC-60679-14	5508771851	6369 Indian School Rd, Tampa, FL, 33681	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101440	ENR	Justin Jacobs	1969-06-04	UHC-85981-27	3163347790	3445 Mountain View Dr, Charlotte, NC, 28286	0.76	Name re-cased Phone reformatted City re-cased Gender normalised+2 more
ENR-139802	ENR	Ethan P Weber	1980-12-18	UHC-74911-42	3427824017	3382 Lincoln Way, Miami, FL, 33161	0.76	Name re-cased Phone reformatted ZIP+4 trimmed Plan code upper-cased+2 more
ENR-119835	ENR	Ana G Harris	1968-07-02	UHC-38335-10	7405838929	465 Elm St, Columbus, OH, 43264	0.76	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-129745	ENR	Emily T Vasquez	1965-02-23	UHC-59355-08	9892379123	1316 Apache Blvd, Orlando, FL, 32817	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-124273	ENR	Sophia I Munoz	1980-02-11	—	2096952786	3607 Mountain View Dr, Chandler, AZ, 85248	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123647	ENR	Jason Woods	1946-11-21	UHC-03610-29	—	4882 Ocean Ave, Plano, TX, 75092	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-115275	ENR	Christian U Walker	1987-07-26	UHC-49864-13	3532328931	4100 Baseline Rd, San Diego, CA, 92112	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-119546	ENR	Scott Gibson	1966-11-03	UHC-21871-27	4635858937	1015 Willow Ct, Glendale, AZ, 85390	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-120745	ENR	Roert Z Hanson	1954-10-04	UHC-27587-65	—	7526 Harbor Blvd, Houston, TX, 77045	0.76	Name re-cased State name converted to code Email lower-cased Plan code upper-cased+2 more
ENR-117816	ENR	Gregory Y Meyer	1959-09-07	UHC-65973-12	2662338342	6208 Lake View Rd, Columbus, OH, 43210	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
ENR-118187	ENR	Priya O Gonzales	1946-02-20	UHC-69041-60	6446722901	8243 Hillcrest Rd, Nashville, TN	0.76	Date of birth reformatted Phone reformatted ZIP missing Plan code upper-cased+2 more
ENR-118252	ENR	Diana Hamilton	1951-05-28	UHC-20227-17	9324639513	6681 Apache Blvd, Charlotte, NC, 28235	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-120068	ENR	Jack Jackson	1966-03-08	UHC-08906-65	2258397015	2499 Washington St, Chandler, AZ, 85252	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101472	ENR	Omar I Burton	1964-04-13	UHC-87703-12	9025466595	7786 Palm Dr, Gilbert, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-106081	ENR	Kyle Williamson	1988-10-24	UHC-08473-58	9493935064	5641 Meadow Ln, Gilbert, AZ, 85226	0.76	Phone reformatted Member ID reformatted ZIP+4 trimmed Plan code upper-cased+2 more
ENR-101490	ENR	Shirley Griffin	1997-10-19	UHC-13733-19	6389941304	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-130378	ENR	Sarah T Long	1977-08-16	UHC-37791-64	6186273911	2128 Ocean Ave # 183, Nashville, TN, 37284	0.76	Date of birth reformatted Phone reformatted Unit split from street Plan code upper-cased+2 more
ENR-129661	ENR	David P Jenkins	2003-05-05	UHC-89133-69	3335485373	4873 Bayshore Dr, Tucson, AZ, 85738	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-142192	ENR	Judith Carter	1963-03-07	UHC-45269-15	7788573298	7167 Oak St, Glendale, AZ, 85396	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-110897	ENR	Judith Hall	1956-02-10	UHC-93719-29	9185581715	8291 Pine Dr, Atlanta, GA, 30324	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
ENR-109200	ENR	Maria L King	1991-09-16	UHC-93835-29	8985495114	4798 Elm St, Columbus, OH, 43265	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-134498	ENR	Frank Fernandez	1987-09-07	UHC-26756-01	4216293411	2613 Oak St, Chandler, AZ, 85215	0.76	Street suffix standardised Address re-cased City re-cased Email lower-cased+2 more
ENR-100892	ENR	Lawrence Garrett	1982-07-27	UHC-83755-59	8606774695	6007 Broadway, Tampa, FL, 33687	0.76	Name re-cased Two-digit birth year Phone reformatted Member ID reformatted+2 more
ENR-120727	ENR	Maria Y Perry	1998-12-23	UHC-43223-30	7485260537	8434 Union St, San Diego, CA, 92151	0.76	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-103529	ENR	Harold T Welch	1941-11-24	UHC-33123-36	2585733297	2563 Maple Ave, Gilbert, AZ, 85202	0.76	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+2 more
ENR-109924	ENR	Elizabeth Hawkins	1978-04-17	UHC-09375-66	8994839788	8066 Palm Dr, Gilbert, AZ, 85229	0.76	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-115954	ENR	Benjamin Shaw	1993-05-24	UHC-42535-60	—	4124 Bayshore Dr, San Antonio, TX, 78298	0.76	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+2 more
ENR-112404	ENR	Camila J Davis	1938-05-14	UHC-67637-08	8452833587	5041 Mesa Dr, Austin, TX, 78755	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133615	ENR	Isabella U Miller	1992-03-22	UHC-79792-35	—	7287 Lincoln Way, Mesa, AZ, 85294	0.76	Name re-cased Date of birth reformatted Phone missing area code City re-cased+2 more
ENR-116786	ENR	Eric K Bell	1947-07-17	UHC-12364-05	6585341501	5298 Highland Ave, Los Angeles, CA, 90027	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-117042	ENR	Fernandez I Jeremy	1986-04-21	UHC-50658-84	9418675142	3364 Valley View Dr, San Diego, CA, 92128	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115272	ENR	Justin I Crawford	1964-09-16	UHC-08752-14	2812150397	7767 Bayshore Dr, Miami, FL, 33169	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121135	ENR	Nancy F Freeman	2005-06-03	UHC-47450-44	8176647855	1098 Sage Ct, Denver, CO, 80207	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-121134	ENR	Nancy F Freeman	2005-06-03	UHC-47450-44	8176647855	1098 Sage Ct, Denver, CO, 80207	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115187	ENR	Evelyn Martinez	1976-09-16	UHC-04589-33	9148507710	1377 Mesa Dr, Tempe, AZ, 85276	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-118473	ENR	Elizabeth B Andrews	1949-08-26	UHC-22305-37	—	1098 Ocean Ave, Dallas, TX, 75293	0.76	Name re-cased Date of birth reformatted Email lower-cased Gender normalised+2 more
ENR-109255	ENR	Alexandr Allen	1948-08-01	UHC-46570-79	3939957465	6664 Forest Ave, Dallas, TX, 75221	0.76	Name re-cased Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-108360	ENR	Nicole Santiago	1969-07-13	UHC-39042-85	9539965306	9805 Broadway, Minneapolis, MN, 55440	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
ENR-117024	ENR	Yuki Pak	1943-01-01	UHC-48407-22	2315208109	8316 Hillcrest Rd, San Antonio, TX, 78251	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-138608	ENR	Jesse J Elliott	1955-12-07	UHC-55100-10	3686205661	2749 Broadway, Fresno, CA, 93703	0.78	Name re-cased Date of birth reformatted ZIP+4 trimmed Plan code upper-cased+1 more
ENR-107450	ENR	Vincent Y Schmidt	2007-12-17	UHC-62293-18	8196918807	1891 Camelback Rd, Gilbert, AZ, 85227	0.78	Name re-cased Phone reformatted SSN last four extracted Plan code upper-cased+1 more
ENR-124514	ENR	Jonathan W Burns	1991-10-02	UHC-41188-15	3715383831	9173 Ocean Ave, Chandler, AZ, 85254	0.78	Date of birth reformatted Phone reformatted SSN last four extracted Email lower-cased+1 more
ENR-100670	ENR	Helen Peters	1977-09-22	UHC-45528-01	8978598767	6130 Willow Ct, Los Angeles, CA, 90072	0.78	Date of birth reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-101809	ENR	Don Butler	1960-09-20	UHC-55767-80	2833782540	321 Jefferson Ave, Tampa, FL, 33648	0.78	Phone reformatted Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-100092	ENR	Patrik Peterson	1977-05-10	UHC-36259-70	4866264109	7825 Sage Ct, Orlando, FL, 32885	0.78	Name re-cased Street suffix standardised Address re-cased Plan code upper-cased+1 more
ENR-134493	ENR	Sophia X Castillo	1969-03-04	UHC-55681-83	—	3937 Valley View Dr, Glendale, AZ, 85352	0.78	Name re-cased Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-128721	ENR	Robert Wells	1998-08-26	UHC-92831-90	2106076684	6881 Ocean Ave, Nashville, TN, 37279	0.78	Member ID reformatted ZIP+4 trimmed Email lower-cased Plan code upper-cased+1 more
ENR-121733	ENR	Ryan R Carr	1956-09-02	UHC-61870-76	5332749629	1694 Elm St, Fresno, CA, 93762	0.78	Phone reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-140730	ENR	Heather B Johnson	1984-05-27	UHC-96131-59	3595371076	190 Spring St, Denver, CO	0.78	Phone reformatted ZIP missing Email lower-cased Plan code upper-cased+1 more

2,126 rows, page 28 of 43Previous Next