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 “Date of birth reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagDate of birth reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
ENR-106062	ENR	Andrew J Baker	1945-09-28	UHC-97356-90	—	3614 River Rd, Houston, TX, 77097	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-125828	ENR	Christine Clark	1968-02-23	UHC-92710-43	—	4908 Elm St, Los Angeles, CA, 90011	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more
ENR-126700	ENR	Gerald Y Gardner	1952-06-01	UHC-17504-13	3414882720	2245 Meadow Ln, Charlotte, NC, 28269	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-127724	ENR	Denise C Gordon	1972-10-09	UHC-08598-17	4502568458	8053 Cedar Ln, Scottsdale, AZ	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-106560	ENR	Jose N George	1987-07-07	UHC-29975-60	3398066807	5317 Willow Ct, Orlando, FL, 32885	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP+4 trimmed+1 more
ENR-133569	ENR	Jess Z Thomas	1986-11-18	UHC-58296-10	—	621 Elm St, Eden Prairie, MN, 55392	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-109244	ENR	Charlotte K Colmean	1994-05-05	UHC-33194-46	7035761622	4598 Baseline Rd, Nashville, TN, 37221	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-139803	ENR	Kayla Holmes	1952-10-16	UHC-86010-01	5686741220	7289 Canyon Rd, San Diego, CA, 92136	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115612	ENR	Jack U Wells	2004-12-07	UHC-87508-90	3852566426	900 Mountain View Dr, Las Vegas, NV, 89143	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-126998	ENR	Bradley J Foster	1992-10-12	UHC-61179-72	3692183356	7079 Washington St, Los Angeles, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-135012	ENR	Billy Lopez	1940-09-21	UHC-11120-88	4917094308	6638 Highland Ave, Columbus, OH, 43220	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-108736	ENR	Debra Maldonado	1973-10-14	—	7285072872	1488 Union St, Austin, TX, 78724	0.66	Name split from “Last, First”Date of birth reformatted City re-cased ZIP+4 trimmed+1 more
ENR-118491	ENR	Sanders O Nathan	2003-12-13	UHC-04089-53	8965835750	2412 Canyon Rd, Sacramento, CA, 95885	0.66	Date of birth reformatted Phone reformatted ZIP+4 trimmed Gender normalised+1 more
ENR-111431	ENR	Mariana Russell	1975-04-08	UHC-35952-60	7172387587	9455 Ridge Rd, Nashville, TN, 37277	0.66	Name re-cased Date of birth reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-125573	ENR	Johnny S Warren	1944-05-13	UHC-88283-73	3683154755	3903 Sage Ct, Tampa, FL	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-117106	ENR	Joseph Mandoza	1958-05-14	UHC-63893-37	7138314811	7749 Cedar Ln, Orlando, FL, 32865	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-115516	ENR	Lauren N Crawford	2005-01-23	UHC-07528-59	5006338568	3185 Washington St, Miami, FL, 33164	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-105736	ENR	Mei I Roberts	1976-01-12	UHC-45527-73	—	6782 Spring St, Chandler, AZ	0.66	Date of birth reformatted Street suffix standardised Address re-cased ZIP missing+1 more
ENR-113432	ENR	Jesse T Hansen	1969-02-12	UHC-45513-19	9027970072	5053 Oak St, Sacramento, CA, 95815	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-128100	ENR	Anthony N Moore	1999-01-02	UHC-26830-07	8385953722	8792 Highland Ave, Plano, TX	0.66	Date of birth reformatted Phone reformatted SSN last four extracted ZIP missing+1 more
ENR-135376	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-135375	ENR	Debra Moore	2001-07-06	—	2317508054	1132 Apache Blvd, Atlanta, GA	0.66	Date of birth reformatted Phone reformatted ZIP missing Gender normalised+1 more
ENR-126917	ENR	Alice A Morales	1980-09-03	UHC-00679-59	7629317844	431 Apache Blvd, Gilbert, AZ, 85244	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP+4 trimmed+1 more
ENR-104372	ENR	Yuki N Dixon	2007-02-03	UHC-69074-57	3592165221	6973 Camelback Rd, Fresno, CA, 93722	0.66	Date of birth reformatted Phone reformatted State name converted to code ZIP+4 trimmed+1 more
ENR-139307	ENR	Theresa W McDonald	1967-09-28	UHC-35139-46	8058656923	3477 Jefferson Ave, Mesa, AZ, 85242	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-139168	ENR	Amber Jemes	1942-02-27	UHC-46412-55	8398607413	3347 Forest Ave, Sacramento, CA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-115916	ENR	—Junk	1972-02-26	UHC-22368-01	6067060238	3469 Park Pl, Tampa, FL, 33622	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-136581	ENR	Arjun B Fields	1962-03-12	UHC-53153-49	4899725136	2949 Sunset Blvd, Denver, CO	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted ZIP missing+1 more
ENR-104185	ENR	Ann Elliott	1990-05-15	UHC-87363-16	2843122218	3996 Broadway # 899, Glendale, AZ, 85361	0.66	Date of birth reformatted Phone reformatted Unit split from street Address re-cased+1 more
ENR-113367	ENR	Mariana Morales	1966-09-22	UHC-90870-54	3215976007	212 Desert Sky Blvd, San Antonio, TX, 78212	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-115114	ENR	Fetima Wilson	2001-08-07	UHC-87747-75	—	949 Highland Ave, Denver, CO, 80230	0.66	Date of birth reformatted Member ID reformatted SSN last four extracted State name converted to code+1 more
ENR-123508	ENR	Madison O Stephens	1951-08-04	UHC-13108-98	—	1893 Washington St, Chandler, AZ, 85243	0.66	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+1 more
ENR-140238	ENR	Juan X Burns	1982-04-02	UHC-46319-03	2233064286	266 Camelback Rd, Minneapolis, MN, 55492	0.66	Name split from “Last, First”Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-141613	ENR	Fatima Bishop	1959-09-04	UHC-22906-10	—	5867 Grand Ave, Scottsdale, AZ, 85238	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-142438	ENR	Susan U Richardson	1985-09-09	UHC-73739-77	6315870561	9879 Market St, Phoenix, AZ, 85033	0.66	Date of birth reformatted Street suffix standardised Address re-cased Gender normalised+1 more
ENR-126690	ENR	Mason Z Alvarado	1990-01-19	UHC-58827-31	5324430253	1974 Mesa Dr, San Antonio, TX, 78285	0.66	Name split from “Last, First”Date of birth reformatted Phone reformatted Street suffix standardised+1 more
ENR-116428	ENR	Kathleen T Salazar	—	UHC-62432-29	5826762980	—	0.66	Middle initial moved out of first name Date of birth reformatted Date of birth unreadable Phone reformatted+1 more
ENR-120853	ENR	Tony Hunter	1973-04-17	UHC-25320-77	5148688083	3011 Park Pl, Seattle, WA	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-102712	ENR	Theresa V Pierce	2001-09-12	UHC-22598-55	6627422690	4585 Park Pl, Seattle, WA, 98107	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-124746	ENR	Priya R Perry	1950-01-09	UHC-68358-88	8784904665	5057 Pine Dr, Las Vegas, NV, 89147	0.66	Date of birth reformatted Street suffix standardised Address re-cased City re-cased+1 more
ENR-117291	ENR	Jesse Watson	2000-10-02	UHC-89198-62	9864466869	1977 Jefferson Ave # 570, Sacramento, CA, 95816	0.66	Date of birth reformatted Phone reformatted Unit split from street Street suffix standardised+1 more
ENR-138276	ENR	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-138275	ENR	Kathleen Le	1987-06-08	UHC-95340-31	9124584030	8323 Bayshore Dr, Tucson, AZ, 85782	0.66	Date of birth reformatted Street suffix standardised Address re-cased State name converted to code+1 more
ENR-113422	ENR	Dennnis U Estrada	1940-08-10	UHC-28133-57	—	2069 River Rd, Tampa, FL, 33617	0.66	Date of birth reformatted ZIP+4 trimmed Gender normalised Whitespace trimmed+1 more
ENR-124856	ENR	Anna Ward	1958-06-16	UHC-32019-99	6014215132	1243 Oak St, Minneapolis, MN	0.66	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+1 more
ENR-115832	ENR	JerryJunk	1993-04-23	UHC-13518-62	6648045127	3258 Baseline Rd, Charlotte, NC, 28259	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-134112	ENR	Carolyn Sullivan	1961-11-15	UHC-71999-32	—	7997 Hillcrest Rd # 779, Chandler, AZ, 85226	0.66	Date of birth reformatted Unit split from street Street suffix standardised Address re-cased+1 more
ENR-135198	ENR	Jason Q Santos	1978-09-15	UHC-97132-58	4773866876	1241 Indian School Rd, San Antonio, TX, 78207	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-116267	ENR	Jean Huntter	2000-07-27	UHC-35934-76	3546454657	4074 Pine Dr, Chandler, AZ, 85229	0.66	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+1 more
ENR-101458	ENR	Alexis Harper	1954-04-02	UHC-57014-87	—	1298 Central Ave, Sacramento, CA, 95845	0.66	Date of birth reformatted Phone missing area code Street suffix standardised Address re-cased+1 more

13,989 rows, page 100 of 280Previous Next