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-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-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-111580	ENR	Luis Vasquez	1944-10-19	UHC-02521-15	7725949889	1400 Palm Dr, Fresno, CA, 93779	0.66	Date of birth reformatted Phone reformatted State name converted to code Gender normalised+1 more
ENR-119676	ENR	Mychael S Wagner	1948-10-09	UHC-90968-48	8169647551	4408 Ridge Rd, Eden Prairie, MN, 55304	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+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-127784	ENR	Betty Daniels	1994-02-16	UHC-73612-80	9647127372	6649 Palm Dr, Nashville, TN, 37242	0.66	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+1 more
ENR-126383	ENR	Gabriel Thompson	1962-10-09	UHC-12785-40	2478706650	6602 Valley View Dr, San Antonio, TX, 78273	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-123554	ENR	Dorothy Ryan	1968-08-15	UHC-07579-14	3476393746	4228 River Rd, Houston, TX, 77096	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-118105	ENR	Luis N Burns	1975-06-26	UHC-19526-66	7734767092	7449 Cedar Ln, Mesa, AZ, 85295	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+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-126166	ENR	Lucia G Jenkins	1962-08-09	UHC-17960-70	2517636966	2112 Sunset Blvd, Columbus, OH, 43253	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+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-105269	ENR	Martha Bell	1965-09-21	UHC-05322-98	5259835256	1624 Palm Dr, Mesa, AZ, 85222	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-107538	ENR	Wei Q Bailey	1955-03-16	UHC-50390-82	8977907503	7957 River Rd, Charlotte, NC, 28257	0.66	Name split from “Last, First”Phone reformatted Gender normalised Whitespace trimmed+1 more
ENR-131775	ENR	Barbara B Stone	1987-12-12	UHC-47557-38	6788869868	7397 Park Pl, Tampa, FL, 33627	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-120478	ENR	Kathryn T Dunn	2003-01-17	UHC-91234-39	7589325966	6922 Park Pl, Denver, CO, 80261	0.66	Phone reformatted SSN last four extracted Email lower-cased Gender normalised+1 more
ENR-107540	ENR	Beverly H Hughes	1987-06-28	UHC-84048-28	7947014104	4067 Mountain View Dr, Houston, TX, 77044	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-140870	ENR	Debra Q Burton	1998-08-18	UHC-42500-84	9399357160	639 Cedar Ln, Plano, TX, 75074	0.66	Name split from “Last, First”Phone reformatted State code upper-cased Gender normalised+1 more
ENR-136281	ENR	Yuki T McCoy	1963-10-22	UHC-43928-04	8652004321	4909 Union St, Denver, CO, 80226	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-142361	ENR	Bryan N Vargas	1991-01-19	UHC-24573-21	4569016596	6311 Sunset Blvd, Las Vegas, NV, 89101	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130799	ENR	Anthony J Ross	1946-11-11	UHC-68058-93	—	8723 Lake View Rd, Glendale, AZ, 85390	0.66	Name split from “Last, First”Date of birth reformatted Gender normalised Plan code upper-cased+1 more
ENR-112322	ENR	Sandra I Sandoval	1973-09-20	UHC-77343-46	3995028101	3146 Indian School Rd, Tucson, AZ, 85793	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-134911	ENR	Judy E Bell	1997-12-24	UHC-79345-70	7796305979	8251 Pine Dr, San Diego, CA, 92152	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126809	ENR	Helen V Burns	1966-12-09	UHC-74702-21	3623700721	7004 Lincoln Way, Minneapolis, MN, 55442	0.66	Date of birth reformatted Phone reformatted Member ID reformatted ZIP+4 trimmed+1 more
ENR-116354	ENR	Alice L Henry	1942-11-22	UHC-71248-55	3186401988	4514 Indian School Rd, Denver, CO, 80296	0.66	Date of birth reformatted 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-127717	ENR	Michelle L Powell	1966-11-26	UHC-01700-56	8846791047	7546 Ocean Ave, Chandler, AZ, 85269	0.66	Two-digit birth year Phone reformatted Email lower-cased Gender normalised+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
ENR-107328	ENR	Joe H Long	1971-11-07	UHC-76912-53	2796141432	5547 Elm St, Tempe, AZ	0.66	Name re-cased Phone reformatted ZIP missing Gender normalised+1 more
ENR-130436	ENR	Keith Reid	1955-08-15	UHC-01857-96	7506597342	4715 Jefferson Ave, Las Vegas, NV, 89174	0.66	Phone reformatted City re-cased ZIP+4 trimmed Gender normalised+1 more
ENR-136682	ENR	Bradley N Vazquez	1990-11-19	UHC-91363-51	—	7948 Oak St, Columbus, OH, 43256	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-130475	ENR	Samuel Hall	1988-09-22	UHC-61573-06	2127304833	6266 Mesa Dr, Columbus, OH, 43281	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-120117	ENR	Betty B Padilla	1950-12-18	UHC-71580-46	2325123721	3391 Oak St, Eden Prairie, MN, 55397	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109357	ENR	Michelle Burke	1952-09-06	UHC-13526-42	9072997638	4615 Ocean Ave, Las Vegas, NV, 89185	0.66	Phone reformatted SSN last four extracted City re-cased Gender normalised+1 more
ENR-114640	ENR	Elijah Sullivan	1941-04-26	UHC-16806-79	3495992944	7717 Lake View Rd, Eden Prairie, MN, 55373	0.66	Phone reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-136167	ENR	Carl Gardner	2004-02-12	UHC-45737-62	6933180651	759 Cedar Ln, Plano, TX, 75094	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-102401	ENR	Ryyan D Palmer	1964-12-15	UHC-75348-14	4425680312	452 Union St, Seattle, WA, 98167	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-136013	ENR	Bryan N Jenkins	1970-10-13	UHC-92838-28	9716047055	8592 Grand Ave, Miami, FL, 33197	0.66	Date of birth reformatted City re-cased State name converted to code Gender normalised+1 more
ENR-126924	ENR	Bobby Ryan	1975-03-26	UHC-70615-05	5596806656	9661 Broadway, Minneapolis, MN, 55435	0.66	Name re-cased Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-122852	ENR	Tyler P Hughes	1985-02-21	UHC-11147-61	3783070468	1804 Lincoln Way, Sacramento, CA, 95829	0.66	Name re-cased Two-digit birth year Phone reformatted Gender normalised+1 more
ENR-101704	ENR	Logan Padilla	1976-02-04	UHC-20084-25	5142744796	6627 Apache Blvd, Chandler, AZ, 85245	0.66	Date of birth reformatted Street suffix standardised Address re-cased Email lower-cased+1 more
ENR-103285	ENR	Jacob A Wilson	1965-02-09	UHC-87096-71	4539048478	1598 Lincoln Way, Atlanta, GA, 30322	0.66	Street suffix standardised Address re-cased City re-cased Gender normalised+1 more
ENR-107214	ENR	Jesse I Pierce	1990-06-05	UHC-18857-43	—	4975 Lincoln Way, Houston, TX, 77067	0.66	Middle initial moved out of first name Date of birth reformatted Gender normalised Whitespace trimmed+1 more
ENR-111096	ENR	Randy T Fisher	1946-10-27	UHC-12537-46	—	4312 Sage Ct, Minneapolis, MN	0.66	ZIP missing Email lower-cased Gender normalised Whitespace trimmed+1 more
ENR-125670	ENR	Henry F Shaw	1951-06-13	UHC-39506-66	3537086900	2300 Forest Ave, Nashville, TN, 37232	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106550	ENR	Julia Silva	1961-06-28	UHC-78965-73	4274742207	5029 Palm Dr, Tempe, AZ, 85262	0.66	Street suffix standardised Address re-cased Email lower-cased Gender normalised+1 more
ENR-137752	ENR	Anna Bowman	2007-03-24	UHC-89187-82	5295762468	3232 Spring St, Orlando, FL, 32810	0.66	Phone reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-108907	ENR	Sara F Augilar	1949-01-09	UHC-97394-26	—	8640 Forest Ave, Las Vegas, NV, 89192	0.66	Name re-cased Street suffix standardised Address re-cased Gender normalised+1 more
ENR-106181	ENR	Abigail Dean	1998-09-02	UHC-16177-59	6079501508	6212 Forest Ave, Las Vegas, NV	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more

7,326 rows, page 100 of 147Previous Next