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 “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
ENR-121257	ENR	Anthony N Reed	1942-05-02	UHC-08812-20	8332751534	6410 Cedar Ln, Nashville, TN	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124856	ENR	Anna Ward	1958-06-16	UHC-32019-99	6014215132	1243 Oak St, Minneapolis, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-125943	ENR	Carlos P Stephens	1956-08-03	UHC-00407-90	8574139303	1541 Elm St # 718, Scottsdale, AZ, 85225	0.66	Name re-cased Phone reformatted Unit split from street ZIP+4 trimmed+1 more
ENR-109757	ENR	Christopher Larson	1993-05-14	UHC-44959-12	—	6575 Jefferson Ave, Austin, TX, 78783	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120977	ENR	Brandon C Ward	1970-10-27	UHC-10310-44	8744566327	360 Oak St, San Diego, CA, 92108	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-139183	ENR	Valentina Pery	1958-07-19	UHC-68447-74	6945792409	4222 Maple Ave, Nashville, TN	0.66	Name re-cased Street suffix standardised Address re-cased City re-cased+1 more
ENR-118748	ENR	Steven N Ortiz	—	UHC-23902-47	8149220156	8017 Valley View Dr, San Antonio, TX, 78260	0.66	Name re-cased Date of birth unreadable Phone reformatted Gender normalised+1 more
ENR-126395	ENR	Walter B Vazquez	2005-09-05	UHC-84313-87	7602760070	2980 Washington St, Denver, CO, 80264	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-135523	ENR	Arjun Morales	1977-02-03	UHC-62826-73	9047393557	3741 Lincoln Way Apt 4, Glendale, AZ	0.66	Name re-cased Phone reformatted Unit split from street ZIP missing+1 more
ENR-122307	ENR	Aaron Kellly	1985-01-19	UHC-88625-20	5232276024	9606 Ridge Rd, San Antonio, TX, 78284	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-139403	ENR	Sarah Z Chpman	1987-01-17	UHC-78688-10	5845740600	3127 Main St, Fresno, CA, 93755	0.66	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+1 more
ENR-124272	ENR	Priya W Henderson	1942-09-26	UHC-79286-86	7333987726	3004 Cedar Ln, Tucson, AZ, 85718	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120637	ENR	Barbara R Brown	1968-11-14	UHC-93628-44	7309086890	1741 Market St, Jacksonville, FL, 32230	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122379	ENR	Madison Taylor	1957-06-12	UHC-49436-32	8817784455	4368 Sage Ct, Sacramento, CA, 95847	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-140541	ENR	Cheryl G Espinoza	1991-09-17	UHC-99301-55	5225541791	2210 Cedar Ln, Houston, TX, 77017	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126886	ENR	Maria R Marshall	1961-02-19	UHC-73511-04	2403423474	5013 Forest Ave, Las Vegas, NV, 89145	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126417	ENR	Martinez R Austin	2003-05-20	UHC-33131-73	3438742027	2801 Park Pl, Los Angeles, CA, 90064	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108420	ENR	Priya Long	1963-10-20	UHC-81049-33	6912119338	8124 Lincoln Way, Dallas, TX, 75239	0.66	Name re-cased Two-digit birth year Phone reformatted State name converted to code+1 more
ENR-113387	ENR	Douglas Cole	1958-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113388	ENR	Douglas Cole	1958-09-18	UHC-11333-58	5235426565	9589 Maple Ave, Fresno, CA, 93716	0.66	Name re-cased Street suffix standardised Address re-cased State name converted to code+1 more
ENR-130662	ENR	Amber T Wells	1953-04-11	UHC-80479-97	8446790447	3814 Palm Dr, Eden Prairie, MN, 55386	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-108202	ENR	Jeremy Welker	1958-05-11	UHC-68255-89	—	7404 Lincoln Way, Seattle, WA, 98133	0.66	Name re-cased Date of birth reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-105543	ENR	Anthony Burton	1974-03-27	UHC-92184-55	—	7992 Valley View Dr, Nashville, TN, 37244	0.66	Name re-cased Phone missing area code Member ID reformatted State name converted to code+1 more
ENR-137561	ENR	Hiroshi Tucker	1991-09-26	UHC-97146-79	7358520018	1742 Washington St, Atlanta, GA, 30300	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-100541	ENR	Yuki L Alvarez	1968-03-25	UHC-52693-23	6543006021	2679 Oak St, Phoenix, AZ, 85041	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-137692	ENR	Ethan S Butler	1958-01-03	UHC-86946-59	2552516678	4299 Forest Ave # 322, Columbus, OH, 43284	0.66	Name re-cased Phone reformatted Unit split from street State name converted to code+1 more
ENR-115501	ENR	Daniel Wood	1976-08-20	UHC-16055-58	4544507873	2271 Desert Sky Blvd, Plano, TX, 75050	0.66	Name re-cased Phone reformatted SSN last four extracted Gender normalised+1 more
ENR-125360	ENR	Robert Pena	1996-09-07	UHC-83450-57	—	850 Park Pl, Plano, TX, 75068	0.66	Name re-cased Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-101781	ENR	Judith O Ross	1991-03-23	UHC-17764-39	2935595977	8999 Hillcrest Rd, Jacksonville, FL, 32299	0.66	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+1 more
ENR-107182	ENR	Alexis P Meyer	1985-09-04	UHC-17132-60	8344140412	6460 Baseline Rd, Mesa, AZ, 85249	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-129898	ENR	Charlotte Owens	2000-08-15	UHC-35865-73	9769875126	5148 Elm St, Denver, CO, 80222	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-130600	ENR	Scott Duncan	1997-10-26	UHC-47476-28	5253736120	4543 Indian School Rd, Gilbert, AZ, 85261	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-100051	ENR	Alexis H Harvey	1978-08-04	UHC-80029-82	2402583762	5646 Palm Dr, San Antonio, TX, 78227	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-119718	ENR	Mason Henderson	2004-08-05	UHC-43603-66	7595147269	7776 Valley View Dr, San Diego, CA	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-133257	ENR	Jason Yang	—	UHC-26238-79	7175095041	786 Main St, San Antonio, TX, 78295	0.66	Name re-cased Date of birth unreadable Phone reformatted Street suffix standardised+1 more
ENR-123070	ENR	Charlotte O Cunningham	1949-03-11	UHC-26699-99	9207451415	7141 Mountain View Dr # 135, Jacksonville, FL, 32289	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-139655	ENR	Michael Wallace	1939-06-05	UHC-03061-34	2889408672	2841 Desert Sky Blvd, Scottsdale, AZ, 85277	0.66	Name re-cased Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-141938	ENR	Jack Snyder	1971-02-14	UHC-26546-27	9408323210	3129 Desert Sky Blvd, Austin, TX, 78787	0.66	Name re-cased Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-120541	ENR	Ralph Knight	1949-10-18	UHC-81725-26	5938532084	9517 Maple Ave # 957, Denver, CO, 80230	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-103060	ENR	Linda D Ryan	1952-06-11	UHC-16663-51	6655572730	3595 Elm St # 424, Scottsdale, AZ, 85297	0.66	Name re-cased Unit split from street Street suffix standardised Address re-cased+1 more
ENR-111288	ENR	Olivia P Banks	1974-05-06	UHC-70286-03	4857313308	6119 Bayshore Dr, Orlando, FL, 32823	0.66	Name re-cased City re-cased State name converted to code ZIP+4 trimmed+1 more
ENR-103055	ENR	Christian Bowman	2001-05-27	UHC-29041-37	4977788880	4084 Mountain View Dr, Chandler, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-103054	ENR	Christian Bowman	2001-05-27	UHC-29041-37	4977788880	4084 Mountain View Dr, Chandler, AZ	0.66	Name re-cased Street suffix standardised Address re-cased ZIP missing+1 more
ENR-127803	ENR	Beverly G Garrett	—	UHC-15577-19	—	6080 Harbor Blvd, Austin, TX, 78765	0.66	Name re-cased Date of birth missing ZIP+4 trimmed Whitespace trimmed+1 more
ENR-103149	ENR	Shirley D Stone	1987-01-18	UHC-05736-61	2415666326	2217 Meadow Ln Apt 4, Gilbert, AZ, 85231	0.66	Name re-cased Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-138414	ENR	Joyce I Howard	1969-01-06	UHC-64162-90	7123839741	9252 Lake View Rd # 798, Houston, TX, 77044	0.66	Name re-cased Phone reformatted Member ID reformatted Unit split from street+1 more
ENR-142138	ENR	Richard Y Lawson	1996-06-11	UHC-48252-83	5422233885	7235 Desert Sky Blvd, Tempe, AZ, 85240	0.66	Name re-cased Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-110059	ENR	Peter Fisher	1963-04-24	UHC-16081-29	5572959028	9174 Lincoln Way, Nashville, TN, 37215	0.66	Name re-cased Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-100568	ENR	Madison Elliott	1940-02-25	UHC-89732-71	—	3665 Forest Ave, Las Vegas, NV, 89187	0.66	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+1 more
ENR-122144	ENR	Terry I Richardson	1984-07-04	UHC-96410-44	5068021794	6145 Park Pl, San Antonio, TX, 78286	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more

17,310 rows, page 122 of 347Previous Next