Sample Dataset#
Below is the list of all datasets that come included with the chainladder package, and their basic attributes.
You can load any dataset with cl.load_sample(...) such as cl.load_sample("abc").
* Denotes datasets that are more interesting and possess unique characteristics.
Dataset Name |
Indexes |
Columns |
Origin Grain |
Development Grain |
|---|---|---|---|---|
abc |
(none) |
(none) |
Annual (11 Yrs) |
Annual (11 Yrs) |
auto |
[lob] |
[incurred, paid] |
Annual (10 Yrs) |
Annual (10 Yrs) |
berqsherm |
[LOB] |
[Incurred, Paid, Reported, Closed] |
Annual (8 Yrs) |
Annual (8 Yrs) |
cc_sample |
[Total] |
[loss, exposure] |
Annual (5 Yrs) |
Annual (5 Yrs) |
clrd * |
[GRNAME, LOB] |
[IncurLoss, CumPaidLoss, BulkLoss, EarnedPremDIR, EarnedPremCeded, EarnedPremNet] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_auto_bi_insurer* |
(none) |
[Paid Claims, Reported Claims] |
Annual (9 Yrs) |
Annual (9 Yrs) |
friedland_auto_freq_sev* |
(none) |
[Closed Claim Counts, Reported Claim Counts, Reported Claims, Reported Severity] |
Semiannual (10 Half-Yrs) |
Semiannual (10 Half-Yrs) |
friedland_autoprop |
(none) |
[Reported ALAE, Paid ALAE, Reported Claims, Paid Claims] |
Annual (11 Yrs) |
Annual (11 Yrs) |
friedland_auto_salsub |
(none) |
[Reported Salvage and Subrogation, Received Salvage and Subrogation, Reported Claims, Paid Claims] |
Annual (11 Yrs) |
Annual (11 Yrs) |
friedland_berq_sher_auto |
(none) |
[Paid Claims, Closed Claim Counts, Reported Claim Counts, Disposal Rate] |
Annual (8 Yrs) |
Annual (8 Yrs) |
friedland_gl_insurer |
(none) |
[Closed Claim Counts, Reported Claim Counts, Disposal Rate Paid Claims] |
Annual (8 Yrs) |
Annual (8 Yrs) |
friedland_med_mal |
(none) |
[Reported Claims, Paid Claims, Case Outstanding, Open Claim Counts] |
Annual (8 Yrs) |
Annual (8 Yrs) |
friedland_qs |
(none) |
[Gross Reported Claims, Net Reported Claims, Net to Gross] |
Annual (4 Yrs) |
Annual (4 Yrs) |
friedland_us_auto_chg_prod_mix |
(none) |
[Paid Claims, Reported Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_us_auto_incr_claim |
(none) |
[Paid Claims, Reported Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_us_auto_steady_state |
(none) |
[Paid Claims, Reported Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_us_industry_auto |
(none) |
[Paid Claims, Reported Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_us_industy_auto_case |
(none) |
[Case Outstanding, Paid Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_uspp_auto_incr_case |
(none) |
[Paid Claims, Reported Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_uspp_auto_incr_claim |
(none) |
[Paid Claims, Reported Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
frieldand_uspp_auto_steady_state |
(none) |
[Paid Claims, Reported Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_uspp_incr_claim_case |
(none) |
[Paid Claims, Reported Claims] |
Annual (10 Yrs) |
Annual (10 Yrs) |
friedland_wc_self_insurer |
(none) |
[Closed Claim Counts, Reported Claim Counts, Paid Claims, Paid Severities, Reported Claims, Reported Severities] |
Annual (8 Yrs) |
Annual (10 Yrs) |
friedland_xol |
(none) |
[Gross Reported Claims, Net Reported Claims, Ceded Reported Claims] |
Annual (4 Yrs) |
Annual (4 Yrs) |
friedland_xyz_auto_bi* |
(none) |
[Paid Claims, Reported Claims] |
Annual (11 Yrs) |
Annual (11 Yrs) |
friedland_xyz_case* |
(none) |
[Case Outstanding, Paid Claims] |
Annual (11 Yrs) |
Annual (11 Yrs) |
friedland_xyz_disp |
(none) |
[Disposal Rate, Closed Claim Counts, Paid Claims] |
Annual (8 Yrs) |
Annual (8 Yrs) |
friedland_xyz_freq_sev* |
(none) |
[Closed Claim Counts, Reported Claim Counts, Reported Claims, Reported Severities] |
Annual (11 Yrs) |
Annual (11 Yrs) |
genins |
(none) |
(none) |
Annual (10 Yrs) |
Annual (10 Yrs) |
ia_sample |
[Total] |
[loss, exposure] |
Annual (6 Yrs) |
Annual (6 Yrs) |
liab * |
[lob] |
[values] |
Annual (14 Yrs) |
Annual (14 Yrs) |
mack_1997 |
(none) |
[Case Incurred] |
Annual (10 Yrs) |
Annual (10 Yrs) |
m3ir5 |
(none) |
(none) |
Annual (14 Yrs) |
Annual (14 Yrs) |
mcl |
[Total] |
[incurred, paid] |
Annual (7 Yrs) |
Annual (7 Yrs) |
mortgage |
(none) |
(none) |
Annual (9 Yrs) |
Annual (9 Yrs) |
mw2008 |
(none) |
(none) |
Annual (9 Yrs) |
Annual (9 Yrs) |
mw2014 |
(none) |
(none) |
Annual (17 Yrs) |
Annual (17 Yrs) |
prism * |
[ClaimNo, Line, Type, ClaimLiability, Limit, Deductible] |
[reportedCount, closedPaidCount, Paid, Incurred] |
Month (120 months) |
Month (120 months) |
quarterly * |
[Total] |
[incurred, paid] |
Annual (12 Yrs) |
Quarter (45 Qtrs) |
raa |
(none) |
(none) |
Annual (10 Yrs) |
Annual (10 Yrs) |
tail_sample |
[Total] |
[incurred, paid] |
Annual (10 Yrs) |
Annual (10 Yrs) |
ukmotor |
(none) |
(none) |
Annual (7 Yrs) |
Annual (7 Yrs) |
usaa |
[Total] |
[incurred, paid] |
Annual (10 Yrs) |
Annual (10 Yrs) |
usauto |
[Total] |
[incurred, paid] |
Annual (10 Yrs) |
Annual (10 Yrs) |
xyz* |
[Total] |
[Incurred, Paid, Reported, Closed, Premium] |
Annual (11 Yrs) |
Annual (11 Yrs) |