modeling.earthquake.damage

Richter’s Predictor: Modeling Earthquake Damage

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Description

Predict the level of damage to buildings that were hit by the Gorkha earthquake.

Installation

modeling.earthquake.damage accommodates two stages in the project life-cycle: Development and Production.

Working in Pseudo-Package Mode (Advised During Development Stage)

1. Download the project to local computer
2. Launch the project via modeling.earthquake.damage.Rproj
3. Optional: Install all package dependencies

remotes::install_local(dependencies = TRUE, force = TRUE, upgrade = "always")
devtools::uninstall()

4. Load the complete project as a package via devtools::load_all() or Ctrl+Shift+L

Working in Package Mode (Advised During Production Stage)

install.packages("devtools")
devtools::install_github("data-science-competitions/Modeling-Earthquake-Damage")

Datasets

Accessing the Project Data

ds <- DataStore$new()
names(ds$data_model)

## [1] "historical_data"   "new_data"          "submission_format"

Data Overview

## -- Table source ----------------------------------------------------------------------------------------------
## src:  <environment: R_GlobalEnv>
## -- Data model ------------------------------------------------------------------------------------------------
## Data model object:
##   3 tables:  historical_data, new_data, submission_format 
##   82 columns
##   2 primary keys
##   1 references
## -- Filters ---------------------------------------------------------------------------------------------------
## None

Data Glimpse

## Observations: 260,601
## Variables: 40
## $ building_id                            <chr> "802906", "28830", "94947", "590882", "201944", ...
## $ geo_level_1_id                         <fct> 6, 8, 21, 22, 11, 8, 9, 20, 0, 26, 17, 17, 12, 1...
## $ geo_level_2_id                         <fct> 487, 900, 363, 418, 131, 558, 475, 323, 757, 886...
## $ geo_level_3_id                         <fct> 12198, 2812, 8973, 10694, 1488, 6089, 12066, 122...
## $ count_floors_pre_eq                    <int> 2, 2, 2, 2, 3, 2, 2, 2, 2, 1, 2, 1, 2, 3, 2, 2, ...
## $ age                                    <int> 30, 10, 10, 10, 30, 10, 25, 0, 15, 0, 20, 10, 15...
## $ area_percentage                        <int> 6, 8, 5, 6, 8, 9, 3, 8, 8, 13, 9, 8, 6, 7, 7, 4,...
## $ height_percentage                      <int> 5, 7, 5, 5, 9, 5, 4, 6, 6, 4, 6, 4, 5, 7, 6, 4, ...
## $ land_surface_condition                 <fct> t, o, t, t, t, t, n, t, t, t, t, t, t, t, t, n, ...
## $ foundation_type                        <fct> r, r, r, r, r, r, r, w, r, i, r, u, r, r, r, r, ...
## $ roof_type                              <fct> n, n, n, n, n, n, n, q, q, n, q, n, n, q, n, n, ...
## $ ground_floor_type                      <fct> f, x, f, f, f, f, x, v, f, v, f, v, x, f, f, f, ...
## $ other_floor_type                       <fct> q, q, x, x, x, q, q, x, q, j, q, j, x, q, x, q, ...
## $ position                               <fct> t, s, t, s, s, s, s, s, s, s, t, t, s, s, s, s, ...
## $ plan_configuration                     <fct> d, d, d, d, d, d, d, u, d, d, d, d, d, d, d, d, ...
## $ has_superstructure_adobe_mud           <lgl> TRUE, FALSE, FALSE, FALSE, TRUE, FALSE, FALSE, F...
## $ has_superstructure_mud_mortar_stone    <lgl> TRUE, TRUE, TRUE, TRUE, FALSE, TRUE, TRUE, FALSE...
## $ has_superstructure_stone_flag          <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_superstructure_cement_mortar_stone <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_superstructure_mud_mortar_brick    <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_superstructure_cement_mortar_brick <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_superstructure_timber              <lgl> FALSE, FALSE, FALSE, TRUE, FALSE, FALSE, FALSE, ...
## $ has_superstructure_bamboo              <lgl> FALSE, FALSE, FALSE, TRUE, FALSE, FALSE, FALSE, ...
## $ has_superstructure_rc_non_engineered   <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_superstructure_rc_engineered       <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_superstructure_other               <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ legal_ownership_status                 <fct> v, v, v, v, v, v, v, v, v, v, v, a, v, v, v, v, ...
## $ count_families                         <int> 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, ...
## $ has_secondary_use                      <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, TRUE, FALSE, ...
## $ has_secondary_use_agriculture          <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, TRUE, FALSE, ...
## $ has_secondary_use_hotel                <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_secondary_use_rental               <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_secondary_use_institution          <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_secondary_use_school               <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_secondary_use_industry             <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_secondary_use_health_post          <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_secondary_use_gov_office           <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_secondary_use_use_police           <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ has_secondary_use_other                <lgl> FALSE, FALSE, FALSE, FALSE, FALSE, FALSE, FALSE,...
## $ damage_grade                           <dbl> 3, 2, 3, 2, 3, 2, 3, 1, 2, 1, 3, 2, 2, 3, 3, 2, ...