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-123162	ENR	Lucia Hernandez	2003-08-05	UHC-88709-12	2966076326	5947 Bayshore Dr, Tempe, AZ, 85287	0.64	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+2 more
ENR-139089	ENR	Denise E Lynch	1965-06-12	UHC-24187-59	8706280498	4354 Sunset Blvd Apt 31, Phoenix, AZ, 85059	0.64	Name re-cased Phone reformatted Unit split from street City re-cased+2 more
ENR-137086	ENR	Aaron M Le	1974-02-22	UHC-71460-55	4202506352	1451 Apache Blvd, San Diego, CA, 92157	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-108815	ENR	Mark X Hart	1941-06-18	UHC-12044-87	6495629877	8242 Cedar Ln, Denver, CO, 80219	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-113378	ENR	Deborah D Evans	1948-06-12	UHC-93956-02	7243037070	7216 Harbor Blvd, Gilbert, AZ	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-132552	ENR	Crlos F Grant	1974-07-13	UHC-23187-98	5607120723	4876 Washington St, Chandler, AZ, 85288	0.64	Middle initial moved out of first name Name re-cased Date of birth reformatted Phone reformatted+2 more
ENR-120148	ENR	Betty Miller	1987-12-23	UHC-01451-40	4917816264	1474 Union St, Glendale, AZ, 85369	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105552	ENR	Donna B Williams	1984-06-25	UHC-10270-99	4252314592	5938 Ridge Rd, Glendale, AZ, 85390	0.64	Name re-cased Phone reformatted SSN last four extracted Street suffix standardised+2 more
ENR-141253	ENR	Frances Gonzalez	1946-04-11	UHC-22728-58	2067135517	95 Washington St, Tucson, AZ, 85796	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-142402	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-142401	ENR	David X Howell	1978-06-19	UHC-89122-31	3186878158	1246 Camelback Rd, Columbus, OH, 43210	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104045	ENR	Michael B Harper	—	UHC-60558-43	3008123744	7129 Mesa Dr, Houston, TX	0.64	Name re-cased Date of birth unreadable Phone reformatted City re-cased+2 more
ENR-136966	ENR	Jean O George	1981-10-26	UHC-52843-78	5964563520	4731 Jefferson Ave, Houston, TX, 77030	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-137811	ENR	Mary Moore	1966-04-22	UHC-12862-24	6183670394	3555 Ridge Rd, Columbus, OH, 43225	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-111110	ENR	Joyce Guzman	1983-12-19	UHC-35792-92	2313586467	2065 Elm St, Tempe, AZ	0.64	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
ENR-122691	ENR	Lawrence Z Alexander	1942-01-01	UHC-22677-64	2714507162	3342 Camelback Rd, Fresno, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-112999	ENR	Andrea G Sanchez	—	UHC-83436-90	4354443128	4587 Lake View Rd, Houston, TX, 77087	0.64	Name re-cased Date of birth missing Phone reformatted Street suffix standardised+2 more
ENR-135626	ENR	Doris Pierce	1947-07-28	UHC-36711-03	—	9815 Palm Dr, Atlanta, GA, 30396	0.64	Name re-cased Two-digit birth year Street suffix standardised Address re-cased+2 more
ENR-112655	ENR	Paul Webb	1993-07-12	UHC-52959-32	2453485666	2661 Indian School Rd, Houston, TX, 77011	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-109696	ENR	Diana F Freeman	1984-11-23	UHC-80595-45	3899674890	9230 Market St # 682, Charlotte, NC, 28295	0.64	Name re-cased Date of birth reformatted Unit split from street Gender normalised+2 more
ENR-108236	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-108235	ENR	Jack Jimeenez	1973-04-22	—	5266151203	2186 Camelback Rd, Fresno, CA, 93747	0.64	Name re-cased Phone reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-109793	ENR	Henry Z Hoffman	1954-04-24	UHC-24303-37	9004649957	5532 Market St, Orlando, FL, 32823	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-106911	ENR	Sophia Rojas	1998-07-08	UHC-02551-98	—	2983 Canyon Rd, Columbus, OH, 43274	0.64	Name re-cased SSN last four extracted Street suffix standardised Address re-cased+2 more
ENR-137253	ENR	George MJunk	1956-12-02	UHC-50698-43	—	5175 Indian School Rd, Atlanta, GA	0.64	Name re-cased Date of birth reformatted City re-cased ZIP missing+2 more
ENR-142335	ENR	Priya Williams	1972-03-23	UHC-70691-50	3822537248	6515 Willow Ct, Charlotte, NC, 28247	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-134555	ENR	Mei Y Obrien	1973-10-21	UHC-15488-51	6175642385	4768 Main St, Glendale, AZ, 85371	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-136484	ENR	Cheryl Stephens	1971-06-18	UHC-55529-33	—	176 Washington St, Mesa, AZ	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-106505	ENR	Amy B McDonald	1991-08-25	—	7917847622	3775 Valley View Dr, Sacramento, CA, 95849	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-124828	ENR	Abigail L Garza	1951-03-27	UHC-64005-11	2142214848	8978 Ocean Ave, Columbus, OH, 43230	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-131864	ENR	Heather Brooks	1978-07-08	UHC-62227-54	8225878741	8233 Indian School Rd, Plano, TX, 75008	0.64	Name re-cased Date of birth reformatted ZIP+4 trimmed Email lower-cased+2 more
ENR-134583	ENR	Zachary D Scott	1958-09-27	UHC-07739-84	7395105401	7469 Central Ave, Miami, FL, 33170	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-139825	ENR	Kayla Estrada	1996-09-26	UHC-29053-71	7446222442	9641 Camelback Rd, Tucson, AZ, 85753	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-111164	ENR	Jacob S Porter	1969-10-26	UHC-09627-22	—	2981 Park Pl, Chandler, AZ, 85204	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-123890	ENR	Aisha Y Parker	1986-02-03	UHC-97880-87	4826346233	764 Indian School Rd, Eden Prairie, MN	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-104661	ENR	Ann L Watkins	1949-12-27	UHC-96933-92	4132994008	7502 Jefferson Ave, Miami, FL, 33152	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-136089	ENR	Judith N Guzman	1944-02-20	UHC-84824-01	4878577182	3680 Church St, Glendale, AZ, 85308	0.64	Name re-cased Member ID reformatted Street suffix standardised Address re-cased+2 more
ENR-130394	ENR	Sean S James	1978-05-06	UHC-94412-75	9112757314	7309 Mountain View Dr, Tucson, AZ, 85758	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-137642	ENR	Laura Silva	1951-08-26	UHC-72934-78	—	9641 Valley View Dr, Austin, TX, 78743	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-138446	ENR	Adam A Murray	1965-11-04	UHC-44804-05	—	474 Pine Dr, Columbus, OH, 43242	0.64	Name re-cased Phone missing area code Street suffix standardised Address re-cased+2 more
ENR-119327	ENR	Carlos McDonad	1967-01-15	UHC-52759-39	9483984209	2056 Central Ave, Plano, TX, 75017	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more
ENR-109874	ENR	Kevin Z Aguilar	2007-06-08	UHC-46826-88	9306598326	3903 Oak St, Denver, CO	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-105860	ENR	Teresa Lane	1988-05-22	UHC-40035-51	8337024778	70 Pine Dr, Columbus, OH, 43256	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
ENR-109715	ENR	Ralph L Willis	1979-05-15	UHC-44807-51	2618428034	5490 Bayshore Dr, Denver, CO, 80211	0.64	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+2 more
ENR-101879	ENR	Noah K Thompson	1941-11-01	UHC-55460-63	3026728944	5805 Lincoln Way, Los Angeles, CA	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-126073	ENR	Patricia A Fox	1959-03-21	UHC-32104-52	6589475791	2227 Mountain View Dr, Phoenix, AZ, 85020	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-133635	ENR	Kathy O Day	1966-11-21	UHC-04206-33	4146753098	3932 Meadow Ln, Tampa, FL, 33660	0.64	Name re-cased Street suffix standardised Address re-cased State name converted to code+2 more
ENR-108240	ENR	Jen Butler	1938-09-04	UHC-29218-05	—	7574 Harbor Blvd # 222, Nashville, TN, 37252	0.64	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+2 more
ENR-132114	ENR	Denny V Ruiz	1988-12-22	UHC-75844-12	4304760934	2378 Valley View Dr, Dallas, TX, 75268	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
ENR-123894	ENR	Ahmed Adams	2001-12-06	UHC-61442-82	6422262115	3121 Union St, Las Vegas, NV, 89139	0.64	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+2 more

17,310 rows, page 100 of 347Previous Next