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 “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-142614	ENR	Jason James	1957-02-14	UHC-94506-04	7413284041	9716 Mountain View Dr # 769, Glendale, AZ, 85352	0.52	Phone reformatted Unit split from street City re-cased ZIP+4 trimmed+2 more
TPA-55840	TPA	Anthony Aguilar	1989-11-06	—	7628088884	7499 Jefferson Ave, Phoenix, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-105847	ENR	Gloria V Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
ENR-105848	ENR	Gloria V Ortega	2007-02-20	UHC-54492-82	6256642450	4707 Highland Ave, Tempe, AZ, 85252	0.52	Middle initial moved out of first name Name re-cased Phone reformatted Street suffix standardised+2 more
CLM-427240	CLM	Juan Richardson	1953-06-28	UHC-66465-99	2914235102	4782 Palm Dr, Scottsdale, AZ, 85279	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-100741	ENR	Amy Z Sullivan	1964-12-06	UHC-96279-95	9255024808	3192 Willow Ct, Austin, TX, 78775	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138064	ENR	Raymond W Mason	1997-01-09	UHC-02558-95	4969159365	2597 Mountain View Dr, Austin, TX, 78747	0.52	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-128841	ENR	Cynthia I Kelley	1951-10-26	UHC-66524-42	3355513245	2490 Meadow Ln, Sacramento, CA, 95822	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-53105	TPA	Gerald Y Wagner	1982-02-05	—	6279468172	9744 River Rd # 478, Charlotte, NC, 28269	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-120503	ENR	Hannah P Carter	2003-02-12	UHC-42439-89	3173279722	6743 Church St, Tempe, AZ, 85233	0.52	Middle initial moved out of first name Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-426803	CLM	Hannah Chavez	1968-07-28	UHC-39743-86	6913674694	2210 Park Pl, Glendale, AZ	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
CLM-423575	CLM	Douglas Daniels	1957-01-06	UHC-43682-30	—	3223 Washington St, Denver, CO	0.52	Street suffix standardised Address re-cased ZIP missing Gender normalised+2 more
TPA-62535	TPA	Daniel Yagn	1950-03-26	—	—	8826 Valley View Dr, Tucson, AZ, 85735	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
CLM-423176	CLM	Kelly Lucas	1947-12-15	UHC-15635-05	—	6413 Meadow Ln, Seattle, WA, 98118	0.52	Name split from “Last, First”Date of birth reformatted State name converted to code Gender normalised+2 more
ENR-135201	ENR	Lucia K Cox	1978-07-03	UHC-24416-48	—	7527 Hillcrest Rd, Tucson, AZ, 85733	0.52	Middle initial moved out of first name Name re-cased Street suffix standardised Address re-cased+2 more
CLM-407599	CLM	Wayne Wallace	1967-05-17	UHC-45597-20	—	4877 Valley View Dr, Tampa, FL, 33670	0.52	Name split from “Last, First”Street suffix standardised Address re-cased Gender normalised+2 more
PRV-24735	PRV	Ryan J Hill	1966-09-13	—	3593973007	2450 Ridge Rd, Tempe, AZ, 85286	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
CLM-422657	CLM	Marcus Kelley	1975-06-02	—	—	6515 Elm St, Eden Prairie, MN, 55306	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-122738	ENR	Holmes U Arjun	1978-11-22	UHC-29447-82	—	5851 Main St, Glendale, AZ, 85333	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
PRV-23143	PRV	Tom X Luna	1986-04-10	—	8902543970	3916 Bayshore Dr, Houston, TX, 77025	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-126834	ENR	Brooks Robert	1956-03-14	UHC-20176-42	3388617553	8962 Central Ave, San Diego, CA	0.52	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-102723	ENR	Helen Muray	1952-12-22	UHC-97100-19	4794401429	432 River Rd, Los Angeles, CA, 90051	0.52	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-101354	ENR	Willie Austin	1998-09-20	UHC-42539-11	—	8903 Baseline Rd, Houston, TX, 77065	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429901	CLM	Mark Nelson	1957-10-06	—	—	3833 Desert Sky Blvd, Las Vegas, NV	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-140459	ENR	Roger Marshall	1998-11-17	UHC-50010-56	—	9125 Camelback Rd, Minneapolis, MN, 55418	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Gender normalised+2 more
ENR-115081	ENR	Arjun N Cooper	1997-01-20	UHC-97990-01	9102106468	3243 Ocean Ave, Fresno, CA, 93794	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
TPA-60578	TPA	Pamela Sanders	1960-06-11	—	—	5409 Washington St, Nashville, TN, 37230	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-106143	ENR	Carlos N Yang	1966-07-15	UHC-31412-87	3354256246	8160 Sage Ct Apt 18, Plano, TX, 75033	0.52	Name re-cased Date of birth reformatted Unit split from street ZIP+4 trimmed+2 more
CLM-424807	CLM	Martha Hart	1992-08-09	UHC-75199-01	—	8285 Oak St, Orlando, FL, 32874	0.52	Street suffix standardised Address re-cased State name converted to code Gender normalised+2 more
CLM-402805	CLM	Bruce Harper	2006-11-25	—	—	2021 River Rd # 649, Fresno, CA, 93771	0.52	Unit split from street Street suffix standardised Address re-cased Gender normalised+2 more
TPA-59336	TPA	Austin Franklin	1944-05-04	—	—	8689 Bayshore Dr, Tempe, AZ, 85212	0.52	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+2 more
ENR-109568	ENR	Rachel Q Watson	—	UHC-77213-11	3512869184	1928 Camelback Rd, San Diego, CA, 92132	0.52	Date of birth unreadable Street suffix standardised Address re-cased Gender normalised+2 more
ENR-113668	ENR	Brian I Hall	1946-06-06	UHC-70681-11	—	7724 Ridge Rd, Dallas, TX	0.52	Street suffix standardised Address re-cased State code upper-cased ZIP missing+2 more
ENR-111091	ENR	Doris Nguyen	1955-02-12	UHC-74700-92	9038843351	4996 Highland Ave, Atlanta, GA, 30356	0.52	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
PRV-26431	PRV	Teresa D Simpson	1957-04-18	—	—	1259 Mountain View Dr, Orlando, FL, 32820	0.52	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+2 more
PRV-26001	PRV	Roger Fisher	1980-08-23	UHC-56175-53	3917121226	7021 Meadow Ln, Tempe, AZ, 85206	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
CLM-418947	CLM	Bobby Hicks	1953-02-05	UHC-64037-39	—	9653 Palm Dr, Glendale, AZ, 85382	0.52	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-53759	TPA	Diane Butler	1984-02-05	—	4077191224	309 Hillcrest Rd, Charlotte, NC	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
ENR-141388	ENR	Kenneth S Ross	1947-09-04	UHC-26589-52	9068395974	4605 Hillcrest Rd, Phoenix, AZ	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
CLM-419260	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
CLM-419259	CLM	Steve Grant	1948-05-25	—	—	2957 Desert Sky Blvd Apt 30, Las Vegas, NV, 89117	0.52	Date of birth reformatted Unit split from street State name converted to code Gender normalised+2 more
ENR-101510	ENR	Yuki W Riley	1914-05-23	UHC-96554-32	3919819502	2940 Oak St Apt 23, Eden Prairie, MN, 55332	0.52	Date of birth reformatted Phone reformatted Unit split from street ZIP+4 trimmed+2 more
ENR-118602	ENR	Lori M Ferguson	2006-08-26	UHC-87498-51	2849026276	2459 Highland Ave Apt 17, Glendale, AZ, 85352	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-109572	ENR	Patrycia Sullivan	1960-08-06	UHC-32585-72	7888162357	7284 Grand Ave, Plano, TX, 75022	0.52	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-137980	ENR	Madison S Mendoza	1979-10-28	UHC-78916-73	8188040770	7638 Lake View Rd, Dallas, TX, 75215	0.52	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+2 more
CLM-429527	CLM	Frances Bryant	1943-02-02	—	—	1254 Jefferson Ave, Tampa, FL, 33688	0.52	Street suffix standardised Address re-cased City re-cased ZIP+4 trimmed+2 more
ENR-133042	ENR	Zachary V Flores	1966-05-17	UHC-91931-94	4456029752	138 Mesa Dr, Austin, TX, 78720	0.52	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
PRV-23058	PRV	Christina Hart	1954-04-21	—	8399833023	6532 Bayshore Dr, Las Vegas, NV, 89144	0.52	Street suffix standardised Address re-cased ZIP+4 trimmed Email lower-cased+2 more
CLM-426984	CLM	Lucia Ross	1995-11-07	UHC-91262-41	2088196179	1906 Spring St, Charlotte, NC, 28289	0.52	Street suffix standardised Address re-cased City re-cased State name converted to code+2 more
ENR-106393	ENR	Megan Harris	1969-07-07	UHC-23742-43	5023538053	5792 Ocean Ave Apt 27, Tampa, FL, 33620	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more

16,828 rows, page 76 of 337Previous Next