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 “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
TPA-53217	TPA	Jason Fowler	1940-08-26	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-53060	TPA	Austin Flores	1945-03-14	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-58075	TPA	Brandon Jenkins	1992-09-25	—	—	617 Indian School Rd, Tucson, AZ, 85753	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52304	TPA	Randy Nichols	2004-09-25	—	—	3698 Forest Ave, Scottsdale, AZ, 85243	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-57909	TPA	Sarah Wilson	1976-07-19	UHC-82292-39	—	5348 Park Pl, Mesa, AZ, 85292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57910	TPA	Sarah Wilson	1976-07-19	UHC-82292-39	—	5348 Park Pl, Mesa, AZ, 85292	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54359	TPA	Henry Espinoza	1959-07-26	UHC-08632-94	—	1745 Church St, Austin, TX, 78795	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54586	TPA	Elizabeth X Black	1964-02-19	—	—	—	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-52824	TPA	Philip Bradley	1945-06-28	—	—	2457 Hillcrest Rd, Minneapolis, MN, 55448	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-52071	TPA	Anna I Mason	1972-01-02	—	—	—	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-50685	TPA	Johnny Santiago	2005-10-04	—	—	—	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-53235	TPA	Robert Patel	1998-01-08	—	—	7450 Lake View Rd, Seattle, WA, 98146	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-58794	TPA	Arjun Jones	1979-06-19	—	—	5653 Spring St, Mesa, AZ, 85223	0.80	Date of birth reformatted Gender normalised Whitespace trimmed Placeholder values cleared
TPA-51028	TPA	Margaret D Franklin	1941-10-02	—	—	4443 Central Ave, Gilbert, AZ, 85274	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-51360	TPA	Diego Daniels	1953-10-13	—	—	3198 Highland Ave, Eden Prairie, MN, 55357	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62795	TPA	Lori Miller	1942-02-11	—	—	138 Harbor Blvd, Nashville, TN, 37242	0.80	Date of birth reformatted City re-cased State name converted to code Placeholder values cleared
TPA-63115	TPA	Christine Snyder	1993-04-25	—	—	5818 River Rd, Gilbert, AZ, 85299	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-58975	TPA	Christian Cruz	1992-06-03	—	3976202117	—	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56987	TPA	Arthur Kim	1948-09-28	—	—	1383 Maple Ave, Phoenix, AZ, 85095	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-53998	TPA	Gerald Walker	1988-02-15	UHC-73481-57	—	4371 Apache Blvd, Glendale, AZ, 85322	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54041	TPA	Jason Gordon	1952-06-05	—	2277306812	—	0.80	Date of birth reformatted Phone reformatted Gender normalised Placeholder values cleared
TPA-63132	TPA	Marcus Luna	1955-03-12	—	2348831994	5242 Lake View Rd, Tampa, FL, 33623	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63495	TPA	Liz Riley	1963-05-28	—	—	2183 Bayshore Dr, Denver, CO, 80225	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-61301	TPA	Ann Harrison	1944-09-10	—	2667180641	4159 Market St, Sacramento, CA, 95866	0.80	Name split from “Last, First”Date of birth reformatted Phone reformatted Placeholder values cleared
TPA-56358	TPA	Julie Ellis	1997-11-19	UHC-11000-88	—	444 Baseline Rd, Charlotte, NC, 28247	0.80	Date of birth reformatted Phone missing area code Email lower-cased Placeholder values cleared
TPA-54479	TPA	Olivia Sanders	1948-04-06	—	—	9646 Church St, Tampa, FL, 33604	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55711	TPA	Jeremy Castillo	1981-09-28	—	—	3847 Grand Ave, Tempe, AZ, 85235	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56531	TPA	Dnise Harrison	1977-01-12	—	—	—	0.80	Name re-cased Date of birth reformatted Phone missing area code Placeholder values cleared
TPA-51778	TPA	Beverly Fuller	1941-08-02	—	—	1857 Willow Ct, Minneapolis, MN, 55416	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55071	TPA	Mary Martin	1983-10-15	—	—	9709 Union St, Orlando, FL, 32850	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-55070	TPA	Mary Martin	1983-10-15	—	—	9709 Union St, Orlando, FL, 32850	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-63765	TPA	Carter Larry	1981-10-14	—	—	1439 Maple Ave, Scottsdale, AZ, 85256	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-56332	TPA	Parker William	1968-06-08	—	—	4856 Mountain View Dr, Nashville, TN, 37213	0.80	Name re-cased Date of birth reformatted ZIP+4 trimmed Placeholder values cleared
TPA-63421	TPA	Denise Steens	1970-11-16	—	—	7600 Mountain View Dr, Houston, TX, 77053	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-54626	TPA	Sean Silva	1959-05-03	UHC-15160-88	—	7819 Church St, Chandler, AZ, 85221	0.80	Date of birth reformatted Phone missing area code Whitespace trimmed Placeholder values cleared
TPA-54511	TPA	Debbie Z Morrison	1975-03-18	—	—	8651 Central Ave, Tempe, AZ, 85298	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-64215	TPA	Diane Chavez	1971-09-18	—	—	7566 Mountain View Dr, Jacksonville, FL, 32255	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-52616	TPA	Dorothy Wagner	1953-08-05	—	—	4345 Market St, Columbus, OH, 43207	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63702	TPA	Camila Schmidt	1963-11-21	—	7645423283	7202 Market St, Las Vegas, NV, 89115	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-51482	TPA	Brian Flores	1958-06-18	—	—	9152 Lincoln Way, Las Vegas, NV, 89162	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-62741	TPA	Austin G Gordon	1963-02-27	UHC-97336-32	—	1575 Desert Sky Blvd, Dallas, TX, 75251	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55595	TPA	Judy E Jackson	1966-08-27	—	—	1493 Lincoln Way, Nashville, TN, 37256	0.80	Name re-cased Date of birth reformatted Gender normalised Placeholder values cleared
TPA-50354	TPA	Stehpen V Spencer	1972-06-27	—	—	334 Spring St, Austin, TX, 78785	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-63690	TPA	Karen Thomas	2005-11-05	—	—	6718 Mesa Dr, Houston, TX, 77082	0.80	Date of birth reformatted City re-cased Gender normalised Placeholder values cleared
TPA-59972	TPA	Paul Hoffman	1939-12-10	—	—	8814 Apache Blvd, Nashville, TN, 37208	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-57075	TPA	Jonathan Burke	1984-10-02	—	—	4277 Washington St, Denver, CO, 80209	0.80	Name split from “Last, First”Date of birth reformatted Whitespace trimmed Placeholder values cleared
TPA-55771	TPA	Sara Espinoza	1997-01-27	—	—	5773 Central Ave, Los Angeles, CA, 90072	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-55207	TPA	Zachary Holmes	1960-05-10	—	6985379094	5767 Broadway, Sacramento, CA, 95856	0.80	Date of birth reformatted Phone reformatted ZIP+4 trimmed Whitespace trimmed
TPA-59161	TPA	Christian Elliott	1972-07-07	—	—	3066 Apache Blvd, Tucson, AZ, 85724	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared
TPA-50433	TPA	Amy I Torres	1959-05-04	—	—	5688 Cedar Ln, Austin, TX, 78783	0.80	Date of birth reformatted Street suffix standardised Address re-cased Placeholder values cleared

4,728 rows, page 61 of 95Previous Next