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

Provider network, flag “Phone reformatted”, lowest dq score first

All ENR CLM TPA PRV

Junk onlyFlagPhone reformattedClear

Record	Source	Name	DOB	Member ID	Phone	Address	Quality score	Flags
PRV-29269	PRV	Larry N Hamilton	1963-11-20	UHC-53343-08	8167876758	890 Apache Blvd, Gilbert, AZ, 85264	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-22411	PRV	Alice P Wang	1938-03-05	UHC-19783-63	7666882633	9104 River Rd, Austin, TX, 78739	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-23898	PRV	Evelyn Y Reyes	1999-09-05	UHC-54787-27	6927560326	48 Mountain View Dr, Los Angeles, CA, 90035	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27219	PRV	Alexander V Silva	1984-08-10	UHC-70392-45	3258510146	5783 Pine Dr, Phoenix, AZ, 85008	0.76	Date of birth reformatted Phone reformatted Member ID reformatted Street suffix standardised+2 more
PRV-21808	PRV	Gabriel Brown	1995-05-27	—	9387919979	3573 Forest Ave, Tampa, FL, 33681	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-28786	PRV	Mateo Y Gardner	1991-11-03	UHC-88333-70	2283716017	2185 Market St, Minneapolis, MN, 55468	0.76	Name re-cased Two-digit birth year Phone reformatted City re-cased+2 more
PRV-22964	PRV	Bryan Lynch	1957-04-19	—	8449923921	7025 Bayshore Dr, Chandler, AZ, 85247	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23643	PRV	Jean Chen	1989-09-10	—	7803961369	9310 Camelback Rd, Plano, TX, 75025	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21729	PRV	Alexander Reed	1960-08-02	UHC-32257-08	4352731328	7671 Church St, Austin, TX, 78717	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-28235	PRV	Margaret J Jordan	1966-06-21	UHC-24141-95	7087911723	3038 Sage Ct, Tempe, AZ, 85286	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23410	PRV	Debra Cook	1943-11-19	UHC-39496-64	2486045893	4011 Palm Dr, Orlando, FL, 32860	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-25626	PRV	Anthony F Fernandez	1950-07-04	—	7575491957	899 River Rd, Jacksonville, FL, 32254	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20762	PRV	Cheryl Dunn	1988-05-22	UHC-52816-13	7768574988	6558 Canyon Rd, Columbus, OH, 43256	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23073	PRV	Santiago Snydre	1990-10-11	—	6966411171	7460 Forest Ave, Jacksonville, FL, 32230	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27824	PRV	Catherine U Medina	1970-09-07	UHC-50377-75	3318657151	4377 Park Pl, Houston, TX, 77001	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21993	PRV	Alexis Fernandez	1944-09-25	—	8329421719	4367 Valley View Dr, Scottsdale, AZ, 85267	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27977	PRV	Alexander Hudson	1964-03-17	UHC-67582-64	4126394110	965 Hillcrest Rd, Gilbert, AZ, 85290	0.76	Name re-cased Phone reformatted Member ID reformatted State name converted to code+2 more
PRV-27167	PRV	Sophia F Scott	1949-03-16	UHC-50442-67	3436297675	3828 Palm Dr, Charlotte, NC, 28283	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22105	PRV	Abigail R Jenkins	1943-02-14	UHC-10662-01	9712970797	2333 Central Ave, Tempe, AZ, 85295	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27757	PRV	Brittany Walsh	1984-05-09	—	9664013822	6263 Forest Ave, Denver, CO, 80220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-27756	PRV	Brittany Walsh	1984-05-09	—	9664013822	6263 Forest Ave, Denver, CO, 80220	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21055	PRV	Christopher Burns	1996-12-12	—	3549422013	7466 Union St, Charlotte, NC, 28296	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-20893	PRV	Diana F Reid	2000-02-01	—	8558669315	9358 Desert Sky Blvd, Sacramento, CA, 95844	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29014	PRV	Sandra Brooks	1987-02-20	—	6879165579	1171 Oak St, Seattle, WA, 98128	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22355	PRV	Jess Ryvera	2006-11-22	UHC-07697-36	3596923588	207 Canyon Rd, Miami, FL, 33103	0.76	Name re-cased Phone reformatted Gender normalised Plan code upper-cased+2 more
PRV-28373	PRV	Alice W Montgomery	1987-10-21	—	7686079473	4933 Spring St, Columbus, OH, 43204	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-26855	PRV	Keith Griffin	1979-04-15	—	5088426049	9173 Lake View Rd, Tucson, AZ	0.76	Name re-cased Date of birth reformatted Phone reformatted ZIP missing+2 more
PRV-20580	PRV	Eevlyn Lee	2007-02-22	UHC-62339-83	7013384967	7247 River Rd, Nashville, TN, 37293	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-24243	PRV	Yuki Fowler	1985-08-17	UHC-97221-33	8582384505	6317 Apache Blvd, Scottsdale, AZ, 85203	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24376	PRV	Donna Austin	1956-02-08	—	7603592571	3198 Maple Ave, Fresno, CA, 93784	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24882	PRV	Lisa Lewis	1951-03-27	UHC-05664-71	3463681261	2672 Park Pl, Jacksonville, FL, 32202	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-26319	PRV	Denise R Wang	2005-07-13	UHC-08918-74	9452834407	1095 Bayshore Dr, Sacramento, CA, 95863	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-22555	PRV	Cheryl Rios	1947-10-04	UHC-04103-47	7477868492	6678 Mountain View Dr, Columbus, OH, 43272	0.76	Phone reformatted Member ID reformatted Street suffix standardised Address re-cased+2 more
PRV-29023	PRV	Matthew Cox	1952-01-15	UHC-62478-86	8509834923	6971 Park Pl, Atlanta, GA, 30377	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29200	PRV	Anna E Weaver	1965-12-26	UHC-31781-97	6639282869	400 Forest Ave, Scottsdale, AZ, 85221	0.76	Phone reformatted Street suffix standardised Address re-cased City re-cased+2 more
PRV-24399	PRV	Josh U Bowman	1972-02-10	—	5648005827	6523 Jefferson Ave, Charlotte, NC, 28261	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-23975	PRV	Alan Bennett	1985-09-11	—	6326601015	2470 Lake View Rd, Charlotte, NC, 28209	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-21708	PRV	Madison Foster	1955-03-28	UHC-63068-07	6799727683	8828 Spring St, Atlanta, GA, 30393	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26190	PRV	Donna Woods	1993-02-11	—	3496141350	4147 Cedar Ln, Miami, FL, 33143	0.76	Phone reformatted Street suffix standardised Address re-cased State code upper-cased+2 more
PRV-21344	PRV	Sandra Stone	1951-02-12	—	7706331421	8768 Church St, San Diego, CA, 92150	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-21588	PRV	Jessica S Alexander	1973-06-17	—	5955116045	5403 Jefferson Ave, Phoenix, AZ, 85034	0.76	Name re-cased Date of birth reformatted Phone reformatted State name converted to code+2 more
PRV-29132	PRV	Roger Rice	1952-04-07	—	7835099873	—	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-27823	PRV	Ralph Armstrong	1957-02-11	—	8344856892	7059 Desert Sky Blvd, Glendale, AZ, 85367	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28792	PRV	Virginia A Santiago	1992-03-13	UHC-36147-93	2234022365	4239 Spring St, Scottsdale, AZ, 85275	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-26262	PRV	Lawrence Shaw	1968-10-26	—	2686453729	1500 Baseline Rd, Houston, TX, 77023	0.76	Name re-cased Phone reformatted City re-cased ZIP+4 trimmed+2 more
PRV-24286	PRV	Adam Williamson	1963-11-25	UHC-76610-04	7692932674	4862 Washington St, Scottsdale, AZ, 85244	0.76	Name re-cased Date of birth reformatted Phone reformatted Street suffix standardised+2 more
PRV-20102	PRV	Gloria U Woods	1998-09-16	UHC-12398-94	6929728201	6142 Jefferson Ave, San Antonio, TX, 78246	0.76	Date of birth reformatted Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-28655	PRV	Julia Luna	1971-02-15	—	4034715948	8584 Main St, Tampa, FL, 33678	0.76	Name re-cased Date of birth reformatted Phone reformatted Gender normalised+2 more
PRV-24221	PRV	Joan Hunter	1950-10-22	—	4886818551	7944 Washington St, Seattle, WA, 98159	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more
PRV-29561	PRV	Mason Ward	1993-02-17	—	3827208216	2679 Camelback Rd, Jacksonville, FL, 32212	0.76	Name re-cased Phone reformatted Street suffix standardised Address re-cased+2 more

5,906 rows, page 55 of 119Previous Next