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

Third-party administrator, 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
TPA-53066	TPA	Amanda Simmons	1964-04-10	—	—	9164 Camelback Rd, Mesa, AZ, 85207	0.62	Name re-cased Street suffix standardised Address re-cased State name converted to code+3 more
TPA-56649	TPA	Stephanie Morgan	1958-01-03	UHC-25527-15	7282108827	338 Valley View Dr, Tempe, AZ, 85252	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59678	TPA	Ryan Edwards	2000-05-08	—	—	638 Church St # 701, Gilbert, AZ, 85260	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-61702	TPA	Teresa Elliott	1939-11-27	—	—	621 Grand Ave, Gilbert, AZ, 85259	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-55849	TPA	Brian Ford	1998-09-28	—	—	3178 Harbor Blvd, Houston, TX, 77071	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-60320	TPA	Justin Shaw	1942-04-02	—	8966040696	5769 Oak St, Las Vegas, NV, 89112	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54880	TPA	Cynthia Chapman	1998-12-22	UHC-71505-92	7433927767	5035 Camelback Rd, Glendale, AZ, 85341	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58327	TPA	Fatima Meyer	1962-11-01	—	—	8894 Main St, Tempe, AZ, 85297	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-56095	TPA	Justin P Montgomery	1981-06-01	—	9682228172	6366 Pine Dr, Seattle, WA, 98137	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-54246	TPA	Zachary Hill	1958-01-15	—	2539570730	7404 Market St, Sacramento, CA, 95805	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-55508	TPA	Emily U Ford	1944-05-25	—	7799506879	8358 Valley View Dr, Mesa, AZ, 85204	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50792	TPA	Janet Johnson	1980-02-22	—	6088504484	4171 Lincoln Way, Los Angeles, CA, 90036	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-56593	TPA	Eugene Wallace	1942-06-16	—	2207335096	8878 Baseline Rd, Jacksonville, FL, 32219	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-50796	TPA	Virginia Vazquez	1995-03-27	—	4975459151	1472 Willow Ct # 869, Eden Prairie, MN, 55386	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-54272	TPA	Matthew Jones	2002-04-11	—	—	9898 Valley View Dr, Los Angeles, CA, 90044	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-53831	TPA	Bryan Wheeler	2000-01-22	UHC-07444-96	7307510835	9384 Mountain View Dr, Nashville, TN, 37209	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-53332	TPA	Willie Robinson	1992-04-01	—	5023689952	3045 Lake View Rd, Seattle, WA, 98185	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57918	TPA	Janice Greene	1986-08-15	—	—	3408 Spring St Apt 5, Sacramento, CA, 95829	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-63412	TPA	Michael Wilson	1955-10-15	—	—	2200 Hillcrest Rd, Dallas, TX, 75248	0.62	Name re-cased Date of birth reformatted Phone missing area code Street suffix standardised+3 more
TPA-64277	TPA	Charles Nunez	1953-05-25	—	—	1663 Mesa Dr, Seattle, WA, 98179	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-59165	TPA	Sara Moore	1996-03-26	—	4967210963	7068 Market St, Tucson, AZ	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51826	TPA	Matthew Day	1949-03-08	—	3868458370	4162 Cedar Ln, Tempe, AZ, 85261	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-50719	TPA	Lauren Parker	1986-10-21	—	8495108221	4890 Ocean Ave, San Antonio, TX, 78243	0.62	Name re-cased Two-digit birth year Phone reformatted Street suffix standardised+3 more
TPA-54375	TPA	Keith Garcia	1994-09-05	—	6957497893	2681 Bayshore Dr, Plano, TX, 75032	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-56308	TPA	Megan Andrews	1974-07-14	—	4377103717	9086 Palm Dr, Columbus, OH, 43274	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-55408	TPA	Charlotte Obrien	1984-03-14	—	3556449036	314 Washington St, San Diego, CA, 92168	0.62	Name split from “Last, First”Name re-cased Phone reformatted Street suffix standardised+3 more
TPA-51309	TPA	Jose Howell	1979-11-01	UHC-12973-72	—	6267 Camelback Rd, Nashville, TN, 37265	0.62	Name re-cased Two-digit birth year Member ID reformatted Street suffix standardised+3 more
TPA-53668	TPA	Camila Lucas	1959-11-09	—	—	1620 Jefferson Ave, Dallas, TX, 75232	0.62	Name re-cased Street suffix standardised Address re-cased State code upper-cased+3 more
TPA-62888	TPA	Susan Hanson	1982-10-01	—	2715230271	4755 Maple Ave, Minneapolis, MN, 55488	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-58844	TPA	Samuel Alvarez	1939-10-18	—	—	7856 Highland Ave, Columbus, OH, 43282	0.62	Name re-cased Phone missing area code Street suffix standardised Address re-cased+3 more
TPA-57325	TPA	Dylan Carroll	1991-03-20	—	—	4376 Central Ave, Phoenix, AZ, 85032	0.62	Name re-cased Street suffix standardised Address re-cased City re-cased+3 more
TPA-50910	TPA	Grag P Knight	1993-08-02	—	—	8500 Main St Apt 14, Austin, TX, 78740	0.62	Name re-cased Unit split from street Street suffix standardised Address re-cased+3 more
TPA-61761	TPA	Charlotte Rogers	1996-03-20	—	9723574202	7069 Cedar Ln, Houston, TX, 77038	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-51779	TPA	Beverly Fuller	1940-08-02	—	2606091194	1857 Willow Ct, Minneapolis, MN	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-50595	TPA	Cynthia Hensen	1971-01-22	—	—	3524 Ridge Rd # 711, Jacksonville, FL, 32222	0.62	Name re-cased Date of birth reformatted Unit split from street City re-cased+3 more
TPA-56651	TPA	Teresa Harrison	2007-01-27	—	9753049752	1781 Harbor Blvd, San Antonio, TX	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-54383	TPA	Christian X Bowman	2007-09-01	—	5558767508	9778 Willow Ct # 486, Las Vegas, NV, 89171	0.62	Name re-cased Phone reformatted Unit split from street Street suffix standardised+3 more
TPA-62989	TPA	Eric Harper	2002-10-26	—	—	8687 Ocean Ave Apt 20, San Diego, CA, 92145	0.62	Name re-cased Date of birth reformatted Unit split from street Street suffix standardised+3 more
TPA-62299	TPA	Henry Nguyen	2002-03-18	—	4843109592	5080 Canyon Rd, Columbus, OH, 43273	0.62	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+3 more
TPA-50238	TPA	Maria Chavez	1999-10-15	—	—	3624 Union St, Las Vegas, NV, 89105	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-62340	TPA	Jack J Taylor	1971-03-07	UHC-47608-49	5294633874	3243 Main St, Tampa, FL	0.62	Name re-cased Phone reformatted Member ID reformatted Street suffix standardised+3 more
TPA-61988	TPA	Nathan Lawrence	1955-07-04	—	5932962649	6668 Park Pl, Eden Prairie, MN, 55393	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-57113	TPA	Amanda Washington	2000-07-01	—	—	2909 Spring St, Charlotte, NC, 28257	0.62	Name re-cased Date of birth reformatted Street suffix standardised Address re-cased+3 more
TPA-61378	TPA	Doris Kelly	1957-03-07	—	3952726980	9827 Highland Ave, Seattle, WA, 98162	0.62	Name re-cased Phone reformatted Street suffix standardised Address re-cased+3 more
TPA-59324	TPA	Omar Coleman	1979-12-02	—	2529204577	4576 Camelback Rd Apt 27, Sacramento, CA, 95816	0.64	Name re-cased Phone reformatted Unit split from street Street suffix standardised+2 more
TPA-62014	TPA	Pat Howell	1979-04-14	—	—	7085 Pine Dr, Houston, TX, 77099	0.64	Name re-cased Street suffix standardised Address re-cased Gender normalised+2 more
TPA-58555	TPA	Julia Le	1972-12-15	—	2789404205	9364 Market St # 125, Tucson, AZ, 85750	0.64	Name re-cased Phone reformatted Unit split from street Email lower-cased+2 more
TPA-62224	TPA	Zachary Fuller	1969-07-13	—	3919891906	3951 Market St, Eden Prairie, MN, 55323	0.64	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
TPA-62192	TPA	William Cook	—	—	—	221 Baseline Rd, Seattle, WA, 98135	0.64	Name re-cased Date of birth unreadable Street suffix standardised Address re-cased+2 more
TPA-56573	TPA	Omar J Obrien	—	—	—	8082 Highland Ave, Tucson, AZ, 85760	0.64	Name re-cased Date of birth reformatted Date of birth unreadable State name converted to code+2 more

5,750 rows, page 21 of 115Previous Next