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-126822	ENR	Carol Castillo	2004-05-18	UHC-75924-10	6199411290	9167 Canyon Rd, Tampa, FL	0.50	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+3 more
ENR-136227	ENR	Elijah G Yang	1990-04-17	UHC-90889-13	4254694345	418 Washington St, Las Vegas, NV	0.50	Name re-cased Phone reformatted State name converted to code ZIP missing+3 more
ENR-102074	ENR	Lisa Stewart	1947-01-24	UHC-45005-81	2032537680	1205 Apache Blvd, Minneapolis, MN, 55427	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-107801	ENR	Emily A Peters	1962-08-09	UHC-24172-82	5184678823	2414 Union St, Denver, CO, 80267	0.50	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
ENR-111086	ENR	Albert Nunez	1981-12-24	UHC-51651-67	—	1681 Union St, Jacksonville, FL	0.50	Name re-cased Street suffix standardised Address re-cased ZIP missing+3 more
ENR-110006	ENR	Amber D Chapman	1992-04-28	UHC-00847-23	2612692545	8550 Canyon Rd, Tempe, AZ, 85235	0.50	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
ENR-128855	ENR	Eric C Hall	1956-12-06	UHC-73484-68	2032903503	6838 Maple Ave, Dallas, TX, 75299	0.50	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
ENR-127340	ENR	Diane L Aguilar	1956-07-17	UHC-44282-26	8316017296	2266 Park Pl, Sacramento, CA	0.50	Name split from “Last, First”State code upper-cased ZIP missing Email lower-cased+3 more
ENR-131599	ENR	Bryan Arnold	—	UHC-11391-78	5496250498	8219 Central Ave, San Antonio, TX, 78272	0.52	Name re-cased Date of birth missing Street suffix standardised Address re-cased+2 more
ENR-137843	ENR	Marilyn T Johnson	—	UHC-48489-42	5856164597	8315 Willow Ct, Denver, CO, 80294	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP+4 trimmed+2 more
ENR-119432	ENR	Willie McCoy	—	UHC-22083-44	8759847359	1428 Cedar Ln, Fresno, CA, 93781	0.52	Date of birth unreadable Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137049	ENR	Joey C Lynch	1949-03-22	UHC-21147-79	6067607474	7688 Church St, Tempe, AZ, 85276	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-115105	ENR	Sarah W Olson	2000-06-19	UHC-48451-84	7502604308	5496 River Rd Apt 31, Seattle, WA, 98181	0.52	Phone reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-141456	ENR	Brandon Moreno	1983-09-07	UHC-40927-06	4523852288	1197 Hillcrest Rd, Columbus, OH, 43212	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-117512	ENR	Lawrence G Anderson	2001-08-07	UHC-75461-19	5843569567	6884 Meadow Ln, San Diego, CA	0.52	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125963	ENR	Harold Q Peterson	2004-06-22	UHC-40852-83	3279938860	7323 Harbor Blvd, Las Vegas, NV, 89191	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-103065	ENR	Joseph I Moore	1968-12-18	UHC-87309-83	9088273592	1466 Desert Sky Blvd Apt 20, Dallas, TX, 75239	0.52	Name re-cased Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135905	ENR	Maargaret Diaz	—	UHC-18648-63	6162096665	7146 Willow Ct, Columbus, OH	0.52	Name re-cased Date of birth unreadable Phone reformatted ZIP missing+2 more
ENR-126372	ENR	Megan Guerrero	1963-08-27	UHC-90598-75	5893801480	370 Forest Ave # 232, Austin, TX, 78756	0.52	Unit split from street Street suffix standardised Address re-cased City re-cased+2 more
ENR-111138	ENR	Judith S Owens	1944-02-28	UHC-30369-26	9456731363	4041 Maple Ave, Fresno, CA, 93782	0.52	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-126586	ENR	Bradley Dainels	1951-03-27	UHC-82783-21	5992017489	4074 Jefferson Ave, Austin, TX, 78751	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-125852	ENR	Angela L Wagner	1942-12-13	—	—	1573 Maple Ave, Tucson, AZ, 85713	0.52	Phone missing area code Street suffix standardised Address re-cased Gender normalised+2 more
ENR-101673	ENR	Walter Rogers	1947-10-27	UHC-57013-99	9043472505	3505 Baseline Rd # 880, Miami, FL, 33187	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-135194	ENR	Billy M Robertson	2004-11-07	UHC-17775-68	7932812018	1554 Grand Ave, Phoenix, AZ, 85023	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-130938	ENR	Mason M Vasquze	1952-12-01	UHC-56594-06	6696404326	7154 Maple Ave, Los Angeles, CA, 90097	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-128683	ENR	Joshua Watson	1993-02-28	UHC-01191-79	2228836876	2168 Elm St, Orlando, FL, 32848	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-114980	ENR	Christina I Guzman	1999-07-27	UHC-18324-39	3049036070	3359 Cedar Ln, Scottsdale, AZ, 85253	0.52	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
ENR-101494	ENR	Justin Z Webb	1940-03-22	UHC-44043-41	3768172453	2138 Harbor Blvd, Austin, TX, 78748	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-126363	ENR	Edward W Elliott	1979-05-08	UHC-33180-88	9205284936	2976 Park Pl, Tempe, AZ, 85230	0.52	Phone reformatted SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-119768	ENR	Chris Fuller	1947-05-27	UHC-77707-71	9128520357	7758 River Rd, Eden Prairie, MN	0.52	Phone reformatted State name converted to code ZIP missing Email lower-cased+2 more
ENR-109188	ENR	Heather P Wagner	1991-12-14	UHC-68131-47	4473470816	4720 Canyon Rd, Miami, FL, 33174	0.52	Name re-cased Street suffix standardised Address re-cased State code upper-cased+2 more
ENR-100253	ENR	Christopher Stevens	1949-06-27	UHC-34040-26	7467742832	1811 Lincoln Way, Las Vegas, NV, 89118	0.52	Name re-cased Street suffix standardised Address re-cased City re-cased+2 more
ENR-125637	ENR	Noah C Elliott	1946-12-04	UHC-45140-04	3237519435	1201 Harbor Blvd, Columbus, OH, 43233	0.52	Name split from “Last, First”Street suffix standardised Address re-cased City re-cased+2 more
ENR-138100	ENR	Mason F Porter	1965-02-15	UHC-54272-63	9097807963	6442 Apache Blvd # 590, San Diego, CA, 92148	0.52	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+2 more
ENR-115793	ENR	Maria Z Hoffman	2004-02-01	UHC-06277-65	4172852297	7344 Apache Blvd, Gilbert, AZ	0.52	Name re-cased Street suffix standardised Address re-cased ZIP missing+2 more
ENR-132330	ENR	Shirley S Munooz	1962-10-06	UHC-28956-10	5358922463	9750 Sage Ct, Fresno, CA, 93795	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-129826	ENR	Kyle Burton	1975-08-22	UHC-26348-50	7839896157	5561 Ocean Ave, San Antonio, TX, 78216	0.52	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137369	ENR	Rachel X Russell	1991-04-22	UHC-59733-49	8517869926	8899 Forest Ave, Glendale, AZ, 85398	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+2 more
ENR-115338	ENR	Andrea Watkins	1973-10-08	UHC-03284-66	6365124595	6651 Hillcrest Rd, Jacksonville, FL	0.52	Street suffix standardised Address re-cased City re-cased ZIP missing+2 more
ENR-133558	ENR	Lisa B Walker	1950-02-28	UHC-69000-23	9696295974	7489 Valley View Dr, Denver, CO	0.52	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-104805	ENR	Vincent V Singh	1951-10-08	UHC-60582-92	5876182273	688 Baseline Rd, Miami, FL, 33173	0.52	Name split from “Last, First”Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-118569	ENR	Brandon Fowler	1938-06-25	UHC-57396-57	5496745470	820 Mesa Dr, Minneapolis, MN	0.52	Phone reformatted Street suffix standardised Address re-cased ZIP missing+2 more
ENR-119097	ENR	Olivia R Hamilton	1948-01-01	UHC-98232-98	2349228912	1843 Main St, Las Vegas, NV, 89142	0.52	Name split from “Last, First”Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-138748	ENR	Spencer D Janet	1949-05-01	UHC-89276-43	2036122906	8719 Washington St, Orlando, FL, 32885	0.52	Two-digit birth year Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142594	ENR	Mei Q Howell	1961-04-12	UHC-44146-28	9004678163	3682 Spring St, Las Vegas, NV, 89135	0.52	Phone reformatted Street suffix standardised Address re-cased State name converted to code+2 more
ENR-119240	ENR	Amy Lane	1961-05-10	UHC-24923-31	5743203440	8713 Camelback Rd, Tempe, AZ, 85274	0.52	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-114324	ENR	Ronald R Lawson	1991-08-03	UHC-93268-33	—	4129 Highland Ave, San Antonio, TX, 78241	0.52	Phone missing area code Street suffix standardised Address re-cased City re-cased+2 more
ENR-119227	ENR	Larry M Franklin	1955-01-19	UHC-07734-45	8945055515	8091 Sunset Blvd Apt 22, Atlanta, GA, 30311	0.52	Name re-cased Two-digit birth year Phone reformatted Unit split from street+2 more
ENR-116535	ENR	NJunk	1959-01-02	UHC-04096-41	8067198149	4598 Spring St, Dallas, TX, 75262	0.52	Phone reformatted Street suffix standardised Address re-cased Gender normalised+2 more
ENR-139675	ENR	Maria U Montgomery	1951-04-08	UHC-73684-45	6173444429	2720 Baseline Rd, Plano, TX, 75056	0.52	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+2 more

7,326 rows, page 35 of 147Previous Next