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 “Member ID reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagMember ID reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-101251	ENR	Justin Shew	1971-02-13	UHC-36800-97	7232522359	9091 Baseline Rd, Eden Prairie, MN, 55301	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-111731	ENR	Alan Q Soto	2000-09-04	UHC-40031-82	4185428741	2984 Mesa Dr, Plano, TX	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-432167	CLM	Andrew Mitchell	1963-11-28	UHC-95456-03	4357827740	4626 Elm St, Eden Prairie, MN, 55339	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-116218	ENR	Juan Harris	1965-11-17	UHC-78189-72	7794991234	5790 Cedar Ln, Sacramento, CA, 95802	0.64	Name split from “Last, First”Date of birth reformatted Member ID reformatted Gender normalised+2 more
CLM-427362	CLM	Naathan Gilbert	—	UHC-54667-70	—	9116 Sunset Blvd, Charlotte, NC, 28217	0.64	Date of birth reformatted Date of birth unreadable Member ID reformatted Street suffix standardised+2 more
ENR-112093	ENR	Ronald D Armstrong	1966-05-10	UHC-28796-71	8932135891	9818 Washington St Apt 12, Columbus, OH, 43262	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more
ENR-121006	ENR	Bruce Arnold	1947-05-25	UHC-54596-65	3967214978	7396 Main St, Sacramento, CA, 95811	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-109490	ENR	Nancy Robertson	1940-04-16	UHC-25650-42	5838436550	5341 Baseline Rd, Tampa, FL, 33688	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-128706	ENR	Debra G Murphy	1968-06-07	UHC-67251-50	4983235945	5043 Grand Ave, Tempe, AZ, 85279	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-141278	ENR	Walter Munoz	2002-05-12	UHC-46892-79	5025352140	6152 Sage Ct, Seattle, WA, 98156	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418038	CLM	Brandun Gilbert	1979-12-13	UHC-89487-07	4802218044	2482 Market St, Phoenix, AZ, 85021	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted SSN last four extracted+2 more
ENR-121125	ENR	Brian Ramirez	1955-01-27	UHC-95424-96	—	3731 Market St, Tempe, AZ, 85286	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-108278	ENR	Andrea Yang	1959-07-18	UHC-82520-81	—	5961 Canyon Rd, Tucson, AZ, 85778	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-118356	ENR	Johnny L Henry	1946-08-11	UHC-87860-22	7789280600	1677 Meadow Ln, Charlotte, NC, 28211	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-424870	CLM	Nancy C Mills	1950-02-27	UHC-50104-81	7874679968	4406 Sunset Blvd, Chandler, AZ, 85251	0.64	Member ID reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-102491	ENR	Arthur Z Ford	1951-11-04	UHC-94934-50	7696039290	784 Meadow Ln Apt 18, Tucson, AZ, 85780	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
CLM-406676	CLM	William Vasquez	1939-01-24	UHC-36379-12	—	3942 Union St, Minneapolis, MN, 55411	0.64	Name split from “Last, First”Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-408648	CLM	Debra Chavez	1977-11-01	UHC-26552-93	—	1967 Highland Ave, Sacramento, CA, 95831	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130688	ENR	Mariana C Obrien	1971-10-08	UHC-70943-35	4699982916	884 Lake View Rd, Orlando, FL, 32800	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-134272	ENR	Albert V Dominguez	1961-08-27	UHC-16125-24	3893227612	3883 Canyon Rd # 141, Sacramento, CA, 95819	0.64	Phone reformatted Member ID reformatted Unit split from street City re-cased+2 more
ENR-127673	ENR	Brittany Rose	1989-10-15	UHC-94836-79	5692397338	4135 Hillcrest Rd # 507, Eden Prairie, MN, 55392	0.64	Name re-cased Date of birth reformatted Member ID reformatted Unit split from street+2 more
ENR-100634	ENR	Megan Q Porter	1973-10-21	UHC-66937-90	2627702901	8071 Maple Ave, Tucson, AZ, 85797	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-418074	CLM	Kelly Powell	1984-05-14	UHC-57639-35	—	1647 Oak St, Gilbert, AZ, 85212	0.64	Date of birth reformatted Member ID reformatted SSN last four extracted Street suffix standardised+2 more
CLM-409822	CLM	Frances Graham	1971-04-22	UHC-93802-82	4645193646	1867 Ocean Ave, Nashville, TN	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104131	ENR	Douglas S Tran	1989-11-23	UHC-80256-41	3402778579	3176 Jefferson Ave, San Diego, CA, 92141	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-115892	ENR	Shirley C Lane	1951-07-02	UHC-14306-80	5088530736	3295 Pine Dr, Las Vegas, NV, 89189	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
CLM-419811	CLM	Victoria Harper	1955-09-05	UHC-33397-25	6304272018	3308 Baseline Rd # 811, Phoenix, AZ, 85089	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
CLM-411033	CLM	Alice Jamas	—	UHC-50230-34	—	1005 Forest Ave # 764, Phoenix, AZ, 85036	0.64	Name re-cased Date of birth unreadable Member ID reformatted Unit split from street+2 more
ENR-117497	ENR	Douglas T Henderson	1997-01-10	UHC-07476-51	7709386490	1129 Market St, Eden Prairie, MN, 55365	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-117601	ENR	—Junk	1955-09-11	UHC-31677-40	5614516157	1438 Spring St, Houston, TX, 77023	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-137238	ENR	Amber Coleman	1946-07-28	UHC-27097-33	2513047629	1153 Lake View Rd, Eden Prairie, MN, 55346	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-54844	TPA	Luri Cruz	—	UHC-43223-03	—	3912 Main St, Austin, TX	0.64	Name re-cased Date of birth unreadable Member ID reformatted City re-cased+2 more
PRV-20318	PRV	Bobby Garcia	1940-10-09	UHC-75717-45	3767933181	3222 Valley View Dr Apt 33, Minneapolis, MN, 55428	0.64	Member ID reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-134737	ENR	Teresa G Elliott	1939-11-27	UHC-87593-18	—	621 Grand Ave, Gilbert, AZ, 85259	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-120623	ENR	Joshua H Harris	1945-03-05	UHC-42406-33	8342391516	7597 Hillcrest Rd, Dallas, TX, 75270	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-100835	ENR	Bruce P Martinez	1967-02-06	UHC-23802-99	9262290984	6126 Canyon Rd, Dallas, TX, 75286	0.64	Name split from “Last, First”Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-107062	ENR	Kelly Little	1943-10-18	UHC-04223-47	5247851643	816 Highland Ave, Tampa, FL, 33612	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted City re-cased+2 more
ENR-134216	ENR	Janet Dominguez	1996-03-24	UHC-70191-82	8886229148	1555 Sunset Blvd, Nashville, TN, 37244	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-27078	PRV	Mark Kelly	1978-10-13	UHC-20486-09	2392338348	9319 Main St, San Diego, CA, 92127	0.64	Date of birth reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
TPA-53886	TPA	Beth Soto	1942-07-20	UHC-24398-25	—	4815 Valley View Dr, Tampa, FL, 33658	0.64	Two-digit birth year Member ID reformatted Street suffix standardised Address re-cased+2 more
CLM-429151	CLM	Michelle Lucas	1976-03-21	UHC-38152-13	—	6230 Valley View Dr, Sacramento, CA, 95843	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-104767	ENR	Lawrence V Estrada	1944-10-22	UHC-71464-18	—	4645 Harbor Blvd, Columbus, OH, 43290	0.64	Name re-cased Phone missing area code Member ID reformatted Street suffix standardised+2 more
ENR-123081	ENR	Eric V Freeman	1979-11-06	UHC-06917-70	8084558536	2593 Canyon Rd, San Antonio, TX, 78284	0.64	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-133417	ENR	Paul Ramirez	1961-07-11	UHC-57526-13	6929384437	3676 Bayshore Dr, San Diego, CA, 92119	0.64	Name re-cased Date of birth reformatted Phone reformatted Member ID reformatted+2 more
ENR-123903	ENR	Austin Ross	1995-01-02	UHC-53685-87	6033974657	2101 Valley View Dr, Tampa, FL, 33607	0.64	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-111285	ENR	Robetr V Greene	1992-07-26	UHC-26139-06	7046929979	6881 Meadow Ln, Tampa, FL, 33641	0.64	Name re-cased Member ID reformatted SSN last four extracted Street suffix standardised+2 more
ENR-124928	ENR	Sofia Gilbert	1951-09-25	UHC-44786-24	8483629635	4420 Central Ave, Glendale, AZ	0.64	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-138062	ENR	Mei H Thompson	1980-10-20	UHC-34224-49	7002522355	3545 Harbor Blvd, San Antonio, TX, 78232	0.64	Middle initial moved out of first name Two-digit birth year Member ID reformatted City re-cased+2 more
ENR-114744	ENR	Hellen Robinson	1996-03-10	UHC-80098-32	6532054941	1332 Hillcrest Rd, Atlanta, GA, 30378	0.64	Two-digit birth year Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-100850	ENR	Stephen Ramirez	2005-10-17	UHC-34622-69	7649540080	4006 Maple Ave Apt 37, Mesa, AZ, 85233	0.64	Name re-cased Member ID reformatted Unit split from street Street suffix standardised+2 more

7,723 rows, page 53 of 155Previous Next