From f6e2df32289bfd5102c1057150201c59f41d32dd Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Fri, 13 May 2022 14:18:48 +0200 Subject: [PATCH 01/53] Remove reduce_sum parallelization --- inst/stan/epinowcast.stan | 2 +- inst/stan/functions/obs_lpmf.stan | 7 ++++--- 2 files changed, 5 insertions(+), 4 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 0c0d1acea..013df130d 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -169,7 +169,7 @@ model { // log density: observed vs model if (likelihood) { profile("model_likelihood") { - target += reduce_sum(obs_lupmf, st, 1, flat_obs, sl, csl, imp_obs, sg, st, + target += obs_lupmf(flat_obs | sl, csl, imp_obs, sg, st, rdlurd, srdlh, ref_lh, dpmfs, ref_p, phi); } } diff --git a/inst/stan/functions/obs_lpmf.stan b/inst/stan/functions/obs_lpmf.stan index c64de1961..469230d87 100644 --- a/inst/stan/functions/obs_lpmf.stan +++ b/inst/stan/functions/obs_lpmf.stan @@ -1,9 +1,10 @@ -real obs_lpmf(int[] dummy, int start, int end, int[] obs, int[] sl, int[] csl, +real obs_lpmf(int[] obs, int[] sl, int[] csl, vector[] imp_obs, int[] sg, int[] st, int[,] rdlurd, vector srdlh, matrix ref_lh, int[] dpmfs, int ref_p, real phi) { + int end = num_elements(st); real tar = 0; real tar_obs; - int start_n = csl[start] - sl[start]; + int start_n = csl[1] - sl[1]; int end_n = csl[end]; int n = end_n - start_n; int snap_obs[n] = obs[(start_n + 1):end_n]; @@ -12,7 +13,7 @@ real obs_lpmf(int[] dummy, int start, int end, int[] obs, int[] sl, int[] csl, int ssnap = 1; int esnap = 0; - for (i in start:end) { + for (i in 1:end) { g = sg[i]; t = st[i]; l = sl[i]; From d288fe294b01f9049b33fb10280eb745848f643a Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Fri, 13 May 2022 14:23:05 +0200 Subject: [PATCH 02/53] Add observations with missing reference date Moved the whole observations block to have all required variables assigned before --- inst/stan/epinowcast.stan | 9 +++++---- 1 file changed, 5 insertions(+), 4 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 013df130d..1ab59824e 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -19,10 +19,6 @@ data { int csl[s]; // cumulative version of the above int sg[s]; // how snapshots are related int dmax; // maximum possible report date - // Observations - int obs[s, dmax]; // obs for each primary date (row) and report date (column) - int flat_obs[n]; // obs stored as a flat vector - int latest_obs[t, g]; // latest obs for each snapshot group // Reference day model int npmfs; // how many unique pmfs there are int dpmfs[s]; // how each date links to a pmf @@ -39,6 +35,11 @@ data { matrix[urds, nrd_effs + 1] rd_fixed; // design matrix for report dates int nrd_eff_sds; // number of standard deviations to use for pooling for rds matrix[nrd_effs, nrd_eff_sds + 1] rd_random; // Pooling pmf design matrix + // Observations + int obs[s, dmax]; // obs for each primary date (row) and report date (column) + int flat_obs[n]; // obs stored as a flat vector + int obs_miss[dmax]; // obs with missing primary date + int latest_obs[t, g]; // latest obs for each snapshot group // Control parameters int debug; // should debug information be shown int likelihood; // should the likelihood be included From 6cdf3f262f0d07c4c50f1b09439b203b4b94e1fd Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Sun, 15 May 2022 12:54:05 +0200 Subject: [PATCH 03/53] Add alpha vector --- inst/stan/epinowcast.stan | 1 + 1 file changed, 1 insertion(+) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 1ab59824e..561081e6f 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -87,6 +87,7 @@ transformed parameters{ matrix[dmax, npmfs] ref_lh; // sparse report logit hazards vector[urds] srdlh; // sparse report day logit hazards vector[t] imp_obs[g]; // Expected final observations + vector[t] alpha[g]; // share of cases with known reference date real phi; // Transformed overdispersion (joint across all observations) // calculate log mean and sd parameters for each dataset from design matrices profile("transformed_delay_reference_date_total") { From 6ca465743978308e87c491d6e3a95b418c12b107 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 16 May 2022 09:37:39 +0200 Subject: [PATCH 04/53] Implement random walk prior on logit alpha --- inst/stan/epinowcast.stan | 16 ++++++++++++++++ 1 file changed, 16 insertions(+) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 561081e6f..8241020e5 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -48,6 +48,8 @@ data { int ologlik; // Should the pointwise log likelihood be calculated // Priors (1st index = mean, 2nd index = standard deviation) real eobs_lsd_p[2]; // Standard deviation for expected final observations + real alpha_start_p[2]; // starting value for alpha random walk (logit scale) + real alpha_sd_p[2]; // standard deviation for alpha random walk increments real logmean_int_p[2]; // log mean intercept for reference date delay real logsd_int_p[2]; // log standard deviation for the reference date delay real logmean_sd_p[2]; // standard deviation of scaled pooled logmean effects @@ -77,6 +79,9 @@ parameters { vector[neff_sds] logmean_sd; // pooled modifiers to logmean vector[neff_sds] logsd_sd; // pooled modifiers to logsd vector[nrd_eff_sds] rd_eff_sd; // pooled modifiers to report date + real alpha_start[g]; // starting value for alpha + real alpha_sd; // standard deviation of the random walk increments + vector[t] alpha_epsilon[g]; // random walk increments, non-centered real sqrt_phi; // Overall dispersion by group } @@ -130,6 +135,11 @@ transformed parameters{ imp_obs[k] = exp(imp_obs[k]); } } + // estimate share of cases with eventually known onset date, modeled as + // a first order random walk for each group on the logit scale + for (k in 1:g) { + alpha[k] = logit(alpha_start[k] + cumulative_sum(alpha_epsilon[k])); + } // transform phi to overdispersion scale phi = 1 / sqrt(sqrt_phi); // debug issues in truncated data if/when they appear @@ -165,6 +175,12 @@ model { rd_eff_sd ~ zero_truncated_normal(rd_eff_sd_p[1], rd_eff_sd_p[2]); } } + // share of cases with eventually known onset date + alpha_sd ~ normal(alpha_sd_p[1], alpha_sd_p[2]) T[0, ]; + for (k in 1:g){ + alpha_start[k] ~ normal(alpha_start_p[1], alpha_start_p[2]); + alpha_epsilon[k] ~ normal(0, alpha_sd); + } // reporting overdispersion (1/sqrt) sqrt_phi ~ normal(sqrt_phi_p[1], sqrt_phi_p[2]) T[0,]; } From 0e43edeca3c418322fffbd8a53fb0f3e3720e0c5 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 16 May 2022 09:38:16 +0200 Subject: [PATCH 05/53] Simplify non-parallelized obs_lpmf --- inst/stan/functions/obs_lpmf.stan | 13 +++++-------- 1 file changed, 5 insertions(+), 8 deletions(-) diff --git a/inst/stan/functions/obs_lpmf.stan b/inst/stan/functions/obs_lpmf.stan index 469230d87..7ac5a64c4 100644 --- a/inst/stan/functions/obs_lpmf.stan +++ b/inst/stan/functions/obs_lpmf.stan @@ -1,19 +1,16 @@ real obs_lpmf(int[] obs, int[] sl, int[] csl, vector[] imp_obs, int[] sg, int[] st, int[,] rdlurd, vector srdlh, matrix ref_lh, int[] dpmfs, int ref_p, real phi) { - int end = num_elements(st); real tar = 0; real tar_obs; - int start_n = csl[1] - sl[1]; - int end_n = csl[end]; - int n = end_n - start_n; - int snap_obs[n] = obs[(start_n + 1):end_n]; - vector[n] exp_obs; + int n_snaps = num_elements(st); + int n_obs = num_elements(obs); + vector[n_obs] exp_obs; int g, t, l; int ssnap = 1; int esnap = 0; - for (i in 1:end) { + for (i in 1:n_snaps) { g = sg[i]; t = st[i]; l = sl[i]; @@ -30,6 +27,6 @@ real obs_lpmf(int[] obs, int[] sl, int[] csl, ssnap += l; } // observation error model (across all reference times and groups) - tar = neg_binomial_2_lupmf(snap_obs | exp_obs, phi); + tar = neg_binomial_2_lupmf(obs | exp_obs, phi); return(tar); } From c3350ab451f2525b1ad6e87845529e283a92d874 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 16 May 2022 09:45:39 +0200 Subject: [PATCH 06/53] Make alpha doc more generic --- inst/stan/epinowcast.stan | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 8241020e5..53ead4df9 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -135,7 +135,7 @@ transformed parameters{ imp_obs[k] = exp(imp_obs[k]); } } - // estimate share of cases with eventually known onset date, modeled as + // estimate share of cases with eventually known reference date, modeled as // a first order random walk for each group on the logit scale for (k in 1:g) { alpha[k] = logit(alpha_start[k] + cumulative_sum(alpha_epsilon[k])); @@ -175,7 +175,7 @@ model { rd_eff_sd ~ zero_truncated_normal(rd_eff_sd_p[1], rd_eff_sd_p[2]); } } - // share of cases with eventually known onset date + // share of cases with eventually known reference date alpha_sd ~ normal(alpha_sd_p[1], alpha_sd_p[2]) T[0, ]; for (k in 1:g){ alpha_start[k] ~ normal(alpha_start_p[1], alpha_start_p[2]); From 2864eee959bee7df5922669dc8d57f7de2435651 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 16 May 2022 10:45:16 +0200 Subject: [PATCH 07/53] Add first draft of likelihood computation for missing reference dates --- inst/stan/epinowcast.stan | 6 +++--- inst/stan/functions/obs_lpmf.stan | 21 +++++++++++++++++---- 2 files changed, 20 insertions(+), 7 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 53ead4df9..48a55905a 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -38,7 +38,7 @@ data { // Observations int obs[s, dmax]; // obs for each primary date (row) and report date (column) int flat_obs[n]; // obs stored as a flat vector - int obs_miss[dmax]; // obs with missing primary date + int obs_miss[g, rd]; // obs with missing primary date (group first) int latest_obs[t, g]; // latest obs for each snapshot group // Control parameters int debug; // should debug information be shown @@ -187,8 +187,8 @@ model { // log density: observed vs model if (likelihood) { profile("model_likelihood") { - target += obs_lupmf(flat_obs | sl, csl, imp_obs, sg, st, - rdlurd, srdlh, ref_lh, dpmfs, ref_p, phi); + target += obs_lupmf(flat_obs | obs_miss, dmax, sl, csl, g, imp_obs, sg, st, + rdlurd, srdlh, ref_lh, dpmfs, ref_p, alpha, phi); } } } diff --git a/inst/stan/functions/obs_lpmf.stan b/inst/stan/functions/obs_lpmf.stan index 7ac5a64c4..415b65acb 100644 --- a/inst/stan/functions/obs_lpmf.stan +++ b/inst/stan/functions/obs_lpmf.stan @@ -1,11 +1,15 @@ -real obs_lpmf(int[] obs, int[] sl, int[] csl, +real obs_lpmf(int[] obs, int[,] obs_miss, int dmax, int[] sl, int[] csl, int n_groups, vector[] imp_obs, int[] sg, int[] st, int[,] rdlurd, - vector srdlh, matrix ref_lh, int[] dpmfs, int ref_p, real phi) { + vector srdlh, matrix ref_lh, int[] dpmfs, int ref_p, vector[] alpha, real phi) { real tar = 0; real tar_obs; + real tar_alpha; int n_snaps = num_elements(st); int n_obs = num_elements(obs); + int n_obs_miss = num_elements(obs_miss[1]); + vector[n_obs] exp_obs_all; vector[n_obs] exp_obs; + vector[n_obs_miss] exp_obs_miss[n_groups]; int g, t, l; int ssnap = 1; int esnap = 0; @@ -19,14 +23,23 @@ real obs_lpmf(int[] obs, int[] sl, int[] csl, tar_obs = imp_obs[g][t]; // allocate report day effects rdlh = srdlh[rdlurd[t:(t + l - 1), g]]; + // allocate share of cases with known reference date + tar_alpha = alpha[g][t]; // combine expected final obs and date effects to get expected obs esnap += l; - exp_obs[ssnap:esnap] = expected_obs( + exp_obs_all[ssnap:esnap] = expected_obs( tar_obs, ref_lh[1:l, dpmfs[i]], rdlh, ref_p ); + // compute expected final obs with known and missing reference date + exp_obs[ssnap:esnap] = exp_obs * tar_alpha; + exp_obs_miss[g][t:(t + l)] = exp_obs * (1-tar_alpha); ssnap += l; } - // observation error model (across all reference times and groups) + // observation error model with known reference dates (across all reference times and groups) tar = neg_binomial_2_lupmf(obs | exp_obs, phi); + // observation error model with missing reference dates + for (k in 1:n_groups) { + tar += neg_binomial_2_lupmf(obs_miss[k] | exp_obs_miss[k], phi); + } return(tar); } From fa415e968bf44a7e786f92c9478bcfb01b716c6b Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 16 May 2022 11:49:44 +0200 Subject: [PATCH 08/53] Implement slicing of likelihood for obs_miss from 1+dmax onwards --- inst/stan/functions/obs_lpmf.stan | 8 +++++--- 1 file changed, 5 insertions(+), 3 deletions(-) diff --git a/inst/stan/functions/obs_lpmf.stan b/inst/stan/functions/obs_lpmf.stan index 415b65acb..5c3aad217 100644 --- a/inst/stan/functions/obs_lpmf.stan +++ b/inst/stan/functions/obs_lpmf.stan @@ -32,14 +32,16 @@ real obs_lpmf(int[] obs, int[,] obs_miss, int dmax, int[] sl, int[] csl, int n_g ); // compute expected final obs with known and missing reference date exp_obs[ssnap:esnap] = exp_obs * tar_alpha; - exp_obs_miss[g][t:(t + l)] = exp_obs * (1-tar_alpha); + if(t+l>=1+dmax){ + exp_obs_miss[g][max(1+dmax,t):(t + l)] = exp_obs[max(1+dmax-t,1):l] * (1-tar_alpha); + } ssnap += l; } // observation error model with known reference dates (across all reference times and groups) tar = neg_binomial_2_lupmf(obs | exp_obs, phi); // observation error model with missing reference dates for (k in 1:n_groups) { - tar += neg_binomial_2_lupmf(obs_miss[k] | exp_obs_miss[k], phi); + tar += neg_binomial_2_lupmf(obs_miss[k][(1+dmax):n_obs_miss] | exp_obs_miss[k][(1+dmax):n_obs_miss], phi); } return(tar); -} +}] From 104efd6bc5cde89f18efa319caff882e9e68b75e Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Tue, 17 May 2022 16:53:47 +0200 Subject: [PATCH 09/53] Bugfix obs_lmpf and improve formatting --- inst/stan/functions/obs_lpmf.stan | 11 ++++++----- 1 file changed, 6 insertions(+), 5 deletions(-) diff --git a/inst/stan/functions/obs_lpmf.stan b/inst/stan/functions/obs_lpmf.stan index 5c3aad217..6fee3ab05 100644 --- a/inst/stan/functions/obs_lpmf.stan +++ b/inst/stan/functions/obs_lpmf.stan @@ -9,7 +9,8 @@ real obs_lpmf(int[] obs, int[,] obs_miss, int dmax, int[] sl, int[] csl, int n_g int n_obs_miss = num_elements(obs_miss[1]); vector[n_obs] exp_obs_all; vector[n_obs] exp_obs; - vector[n_obs_miss] exp_obs_miss[n_groups]; + vector[n_obs_miss] exp_obs_miss[n_groups] = rep_array(rep_vector(0, n_obs_miss), n_groups); + int g, t, l; int ssnap = 1; int esnap = 0; @@ -31,9 +32,9 @@ real obs_lpmf(int[] obs, int[,] obs_miss, int dmax, int[] sl, int[] csl, int n_g tar_obs, ref_lh[1:l, dpmfs[i]], rdlh, ref_p ); // compute expected final obs with known and missing reference date - exp_obs[ssnap:esnap] = exp_obs * tar_alpha; + exp_obs[ssnap:esnap] = exp_obs_all * tar_alpha; if(t+l>=1+dmax){ - exp_obs_miss[g][max(1+dmax,t):(t + l)] = exp_obs[max(1+dmax-t,1):l] * (1-tar_alpha); + exp_obs_miss[g][max(1 + dmax, t):(t + l)] += exp_obs_all[max(1 + dmax - t, 1):l] * (1 - tar_alpha); } ssnap += l; } @@ -41,7 +42,7 @@ real obs_lpmf(int[] obs, int[,] obs_miss, int dmax, int[] sl, int[] csl, int n_g tar = neg_binomial_2_lupmf(obs | exp_obs, phi); // observation error model with missing reference dates for (k in 1:n_groups) { - tar += neg_binomial_2_lupmf(obs_miss[k][(1+dmax):n_obs_miss] | exp_obs_miss[k][(1+dmax):n_obs_miss], phi); + tar += neg_binomial_2_lupmf(obs_miss[k][(1 + dmax):n_obs_miss] | exp_obs_miss[k][(1 + dmax):n_obs_miss], phi); } return(tar); -}] +} From 4539e48b6c981fc9338783bfc94fef8671b89c62 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Tue, 17 May 2022 16:54:14 +0200 Subject: [PATCH 10/53] Extend generated quantities to cases with missing reference date --- inst/stan/epinowcast.stan | 45 +++++++++++++++++++++++++++++++++------ 1 file changed, 39 insertions(+), 6 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 48a55905a..bb2db3bc0 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -195,34 +195,55 @@ model { generated quantities { int pp_obs[pp ? sum(sl) : 0]; + int pp_obs_miss[pp ? sum(sl) : 0]; vector[ologlik ? s : 0] log_lik; + vector[ologlik ? rd : 0] log_lik_miss; int pp_inf_obs[cast ? dmax : 0, cast ? g : 0]; + int pp_inf_obs_miss[cast ? t : 0, cast ? g : 0]; + int pp_inf_obs_miss_rep[cast ? rd : 0, cast ? g : 0]; profile("generated_total") { if (cast) { - real tar_obs; - vector[dmax] exp_obs; + int i_group, i_time; + real tar_obs, tar_alpha; vector[dmax] rdlh; + vector[dmax] exp_obs; + vector[ologlik ? rd : 0] exp_obs_miss_rep[ologlik ? g : 0] = rep_array(rep_vector(0, rd), g); int pp_obs_tmp[s, dmax]; + int pp_obs_tmp_miss[s, dmax]; // Posterior predictions for observations for (i in 1:s) { profile("generated_obs") { - tar_obs = imp_obs[sg[i]][st[i]]; - rdlh = srdlh[rdlurd[st[i]:(st[i] + dmax - 1), sg[i]]]; + i_group = sg[i]; + i_time = st[i]; + tar_obs = imp_obs[i_group][i_time]; + tar_alpha = alpha[i_group][i_time]; + rdlh = srdlh[rdlurd[i_time:(i_time + dmax - 1), i_group]]; exp_obs = expected_obs(tar_obs, ref_lh[1:dmax, dpmfs[i]], rdlh, ref_p); - pp_obs_tmp[i, 1:dmax] = neg_binomial_2_rng(exp_obs, phi); + pp_obs_tmp[i, 1:dmax] = neg_binomial_2_rng(exp_obs * tar_alpha, phi); + pp_obs_tmp_miss[i, 1:dmax] = neg_binomial_2_rng(exp_obs * (1 - tar_alpha), phi); } profile("generated_loglik") { if (ologlik) { + exp_obs_miss_rep[i_group][max(1 + dmax, i_time):(i_time + dmax)] += (exp_obs * (1 - tar_alpha))[max(1 + dmax - i_time, 1):dmax]; log_lik[i] = 0; for (j in 1:sl[i]) { - log_lik[i] += neg_binomial_2_lpmf(obs[i, j] | exp_obs[j], phi); + log_lik[i] += neg_binomial_2_lpmf(obs[i, j] | exp_obs[j] * tar_alpha, phi); } } } } + profile("generated_loglik") { + for (i in (1+dmax):rd) { + log_lik_miss[i] = 0; + for (k in 1:g) { + log_lik_miss[i] += neg_binomial_2_lpmf(obs_miss[k, i] | exp_obs_miss_rep[k][i], phi); + } + } + } // Posterior prediction for final reported data (i.e at t = dmax + 1) profile("generated_obs") { for (k in 1:g) { + // cases with known reference date (by reference date) int start_t = t - dmax; for (i in 1:dmax) { int snap = ts[start_t + i, k]; @@ -231,6 +252,17 @@ generated quantities { pp_inf_obs[i, k] += sum(pp_obs_tmp[snap, (sl[snap]+1):dmax]); } } + // cases with missing reference date (by estimated reference date) + for (i in 1:t) { + int snap = ts[i, k]; + pp_inf_obs_miss[i, k] = sum(pp_obs_tmp_miss[snap, 1:dmax]); + } + // cases with missing reference date (by reporting date) + pp_inf_obs_miss_rep = rep_array(0, rd, g); + for (i in (1+dmax):rd) { + int snap = ts[i, k]; + pp_inf_obs_miss_rep[max(1 + dmax, i):(i + dmax), i_group] = pp_obs_tmp_miss[snap, max(1 + dmax - i, 1):dmax]; + } } // If posterior predictions for all observations are needed copy // from a temporary object to a permanent one @@ -239,6 +271,7 @@ generated quantities { int start_t = 0; for (i in 1:s) { pp_obs[(start_t + 1):(start_t + sl[i])] = pp_obs_tmp[i, 1:sl[i]]; + pp_obs_miss[(start_t + 1):(start_t + sl[i])] = pp_obs_tmp_miss[i, 1:sl[i]]; start_t += sl[i]; } } From 0db6ce194dc0139dc896ec008ecd8c79fd2ae456 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Wed, 18 May 2022 09:10:27 +0200 Subject: [PATCH 11/53] Change pp_inf_obs_miss_rep assignment to loop --- inst/stan/epinowcast.stan | 6 ++++-- 1 file changed, 4 insertions(+), 2 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index bb2db3bc0..cbe754908 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -259,9 +259,11 @@ generated quantities { } // cases with missing reference date (by reporting date) pp_inf_obs_miss_rep = rep_array(0, rd, g); - for (i in (1+dmax):rd) { + for (i in dmax:rd) { int snap = ts[i, k]; - pp_inf_obs_miss_rep[max(1 + dmax, i):(i + dmax), i_group] = pp_obs_tmp_miss[snap, max(1 + dmax - i, 1):dmax]; + for (l in 1:dmax){ + pp_inf_obs_miss_rep[i + l, i_group] += pp_obs_tmp_miss[snap, l]; + } } } // If posterior predictions for all observations are needed copy From 17484d06dff91d1ed6dfbe5393787a793a047080 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 13 Jun 2022 20:40:29 +0200 Subject: [PATCH 12/53] Fix typo --- R/preprocess.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/preprocess.R b/R/preprocess.R index 1de974583..60197d13a 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -34,7 +34,7 @@ enw_add_metaobs_features <- function(metaobs, holidays = c(), metaobs <- data.table::copy(metaobs) metaobs[, day_of_week := weekdays(date)] - # make holidays be sundays + # make holidays be Sundays if (length(holidays) != 0) { metaobs[get(holidays) == TRUE, day_of_week := holidays_to] } From 87e57e8d63c7a4d78572f6162811b2c91e2d5561 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 13 Jun 2022 20:41:33 +0200 Subject: [PATCH 13/53] Catch bug if data.table contains column "group" We need the "group" column for internal processing. Maybe we should use a more seldom keyword. --- R/preprocess.R | 3 +++ 1 file changed, 3 insertions(+) diff --git a/R/preprocess.R b/R/preprocess.R index 60197d13a..d2b32015d 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -94,6 +94,9 @@ enw_extend_date <- function(metaobs, max_delay = 20) { #' @export #' @importFrom data.table as.data.table copy enw_assign_group <- function(obs, by = c()) { + if ("group" %in% names(obs)) { + stop("Dataset cannot have a column called 'group'.") + } obs <- data.table::as.data.table(obs) if (length(by) == 0) { obs <- obs[, group := 1] From bdd2fba62fb6b0aa9a80db8d4e473a3ca4111e91 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 13 Jun 2022 20:42:28 +0200 Subject: [PATCH 14/53] Preprocess missing reference dates --- R/preprocess.R | 18 ++++++++++++------ 1 file changed, 12 insertions(+), 6 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index d2b32015d..4e88cccf9 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -192,7 +192,7 @@ enw_new_reports <- function(obs) { reports[, new_confirm := confirm - data.table::shift(confirm, fill = 0), by = c("reference_date", "group") ] - reports <- reports[, .SD[reference_date >= min(report_date)], + reports <- reports[, .SD[reference_date >= min(report_date) | is.na(reference_date)], by = c("group") ] reports <- reports[, delay := 0:(.N - 1), by = c("reference_date", "group")] @@ -271,7 +271,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, obs <- enw_assign_group(obs, by = by) # filter by maximum report date - obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1)], + obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], by = c("reference_date", "group") ] @@ -300,11 +300,16 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, diff_obs[, group := new_group][, new_group := NULL] obs[, old_group := NULL] - # calculate reporting matrix - reporting_triangle <- enw_reporting_triangle(diff_obs) + # calculate reporting matrix on obs with available reference date + reporting_triangle <- enw_reporting_triangle(diff_obs[!is.na(reference_date)]) + + # extract obs with missing reference date + reporting_missing <- diff_obs[is.na(reference_date)] # extract latest data - latest <- enw_latest_data(obs) + # Note: currently, only the obs with available reference date are used + # This should to be extended to missing reference dates to avoid bias + latest <- enw_latest_data(obs[!is.na(reference_date)]) # extract and extend report date meta data to include unobserved reports metareport <- enw_metadata(obs, target_date = "report_date") @@ -312,7 +317,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, metareport <- enw_add_metaobs_features(metareport, holidays = rep_holidays) # extract and add features for reference date - metareference <- enw_metadata(obs, target_date = "reference_date") + metareference <- enw_metadata(obs[!is.na(reference_date)], target_date = "reference_date") metareference <- enw_add_metaobs_features( metareference, holidays = ref_holidays @@ -324,6 +329,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, latest = list(latest), diff = list(diff_obs), reporting_triangle = list(reporting_triangle), + reporting_missing = list(reporting_missing), metareference = list(metareference), metareport = list(metareport), time = nrow(latest[group == 1]), From 2343ee99c203226f6e01cc3c77b853a08174a27a Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 13 Jun 2022 20:42:58 +0200 Subject: [PATCH 15/53] Add automatic completion of missing reporting dates per group and reference date --- R/preprocess.R | 13 ++++++++++++- 1 file changed, 12 insertions(+), 1 deletion(-) diff --git a/R/preprocess.R b/R/preprocess.R index 4e88cccf9..8f5c6b898 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -269,7 +269,18 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, # assign groups obs <- enw_assign_group(obs, by = by) - + + # complete missing report dates + comp <- rbind( + obs[!is.na(reference_date)][rep(1:.N,each=max_delay), .(report_date = reference_date + 0:(.N - 1)), by = c("reference_date", "group")], + CJ(reference_date = as.Date(NA), group = unique(obs[,group]), report_date = obs[,seq.Date(pmin(min(report_date,na.rm=T),min(reference_date,na.rm=T)), + pmin(max(report_date,na.rm=T),max(reference_date,na.rm=T)),by=1)]) + ) + grouping_factors <- obs[, lapply(.SD, min, na.rm = TRUE), .SDcols = by, by = "group"] + comp <- comp[grouping_factors, on = "group"] + obs <- obs[comp, on = c("reference_date", "group", "report_date", by)] + obs[, confirm:=nafill(nafill(confirm, "locf"), fill = 0), by = c("reference_date", "group")] + # filter by maximum report date obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], by = c("reference_date", "group") From d47c51096b4184a96db42dff1318bfa0cdeafa2f Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 13 Jun 2022 20:50:32 +0200 Subject: [PATCH 16/53] Change structure and fix assignment --- R/preprocess.R | 21 +++++++++++---------- 1 file changed, 11 insertions(+), 10 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index 8f5c6b898..9bc98fc79 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -310,25 +310,26 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, ) diff_obs[, group := new_group][, new_group := NULL] obs[, old_group := NULL] - - # calculate reporting matrix on obs with available reference date - reporting_triangle <- enw_reporting_triangle(diff_obs[!is.na(reference_date)]) - # extract obs with missing reference date + # separate obs with and without missing reference date + reporting_available <- diff_obs[!is.na(reference_date)] reporting_missing <- diff_obs[is.na(reference_date)] + # calculate reporting matrix on obs with available reference date + reporting_triangle <- enw_reporting_triangle(reporting_available) + # extract latest data # Note: currently, only the obs with available reference date are used # This should to be extended to missing reference dates to avoid bias - latest <- enw_latest_data(obs[!is.na(reference_date)]) + latest <- enw_latest_data(reporting_available) # extract and extend report date meta data to include unobserved reports - metareport <- enw_metadata(obs, target_date = "report_date") + metareport <- enw_metadata(reporting_available, target_date = "report_date") metareport <- enw_extend_date(metareport, max_delay = max_delay) metareport <- enw_add_metaobs_features(metareport, holidays = rep_holidays) # extract and add features for reference date - metareference <- enw_metadata(obs[!is.na(reference_date)], target_date = "reference_date") + metareference <- enw_metadata(reporting_available, target_date = "reference_date") metareference <- enw_add_metaobs_features( metareference, holidays = ref_holidays @@ -336,11 +337,11 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, out <- data.table::data.table( obs = list(obs), - new_confirm = list(diff_obs), + new_confirm = list(reporting_available), + new_confirm_missing = list(reporting_missing), latest = list(latest), - diff = list(diff_obs), + diff = list(reporting_available), reporting_triangle = list(reporting_triangle), - reporting_missing = list(reporting_missing), metareference = list(metareference), metareport = list(metareport), time = nrow(latest[group == 1]), From 4a0b6477b7f3408628b1b7d29d6b559ab901dab3 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 13 Jun 2022 21:37:42 +0200 Subject: [PATCH 17/53] Change date range for missing reference dates --- R/preprocess.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index 9bc98fc79..3f459674c 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -273,8 +273,8 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, # complete missing report dates comp <- rbind( obs[!is.na(reference_date)][rep(1:.N,each=max_delay), .(report_date = reference_date + 0:(.N - 1)), by = c("reference_date", "group")], - CJ(reference_date = as.Date(NA), group = unique(obs[,group]), report_date = obs[,seq.Date(pmin(min(report_date,na.rm=T),min(reference_date,na.rm=T)), - pmin(max(report_date,na.rm=T),max(reference_date,na.rm=T)),by=1)]) + CJ(reference_date = as.Date(NA), group = unique(obs[,group]), report_date = obs[,seq.Date(min(reference_date,na.rm=T), + max(reference_date,na.rm=T)+max_delay-1,by=1)]) ) grouping_factors <- obs[, lapply(.SD, min, na.rm = TRUE), .SDcols = by, by = "group"] comp <- comp[grouping_factors, on = "group"] From 41187e5f3bd5ebfd51447a2668d2c19785e02007 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Mon, 13 Jun 2022 21:37:58 +0200 Subject: [PATCH 18/53] Add obs_miss to stan_data_list --- R/model.R | 12 +++++++++++- 1 file changed, 11 insertions(+), 1 deletion(-) diff --git a/R/model.R b/R/model.R index af679230b..de9ed063a 100644 --- a/R/model.R +++ b/R/model.R @@ -63,6 +63,8 @@ enw_obs_as_data_list <- function(pobs) { # get new confirm for processing new_confirm <- data.table::copy(pobs$new_confirm[[1]]) data.table::setorderv(new_confirm, c("reference_date", "group", "delay")) + new_confirm_missing <- data.table::copy(pobs$new_confirm_missing[[1]]) + data.table::setorderv(new_confirm_missing, c("group", "reference_date")) # get flat observations flat_obs <- new_confirm$new_confirm @@ -87,6 +89,13 @@ enw_obs_as_data_list <- function(pobs) { snap_time <- unique(new_confirm[, .(reference_date, group)]) snap_time[, t := 1:.N, by = "group"] snap_time <- snap_time$t + + # obs with missing reference date + obs_miss <- as.matrix(data.table::dcast( + new_confirm_missing, + group ~ report_date, + value.var = "new_confirm", fill = 0 + )[, -1]) # Format indexing and observed data # See stan code for docs on what all of these are @@ -103,7 +112,8 @@ enw_obs_as_data_list <- function(pobs) { dmax = pobs$max_delay[[1]], obs = as.matrix(pobs$reporting_triangle[[1]][, -c(1:2)]), flat_obs = flat_obs, - latest_obs = latest_matrix + latest_obs = latest_matrix, + obs_miss = obs_miss ) return(data) } From 8b6866591ce3b5d7f8af6b1e5fdd739e97a9f26a Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Thu, 16 Jun 2022 13:06:21 +0200 Subject: [PATCH 19/53] Change code comments --- R/preprocess.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index 3f459674c..d7cac18c1 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -281,12 +281,12 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, obs <- obs[comp, on = c("reference_date", "group", "report_date", by)] obs[, confirm:=nafill(nafill(confirm, "locf"), fill = 0), by = c("reference_date", "group")] - # filter by maximum report date + # filter by maximum reporting delay obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], by = c("reference_date", "group") ] - # difference reports and filter for max delay an report date + # difference reports and filter for max delay and report date diff_obs <- enw_new_reports(obs) if (set_negatives_to_zero) { From 4e43eb75bc3d8bbcd6e5ae1a20374865c02f2eae Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Thu, 16 Jun 2022 13:06:48 +0200 Subject: [PATCH 20/53] Move completion to separate function, account for max_date --- R/preprocess.R | 68 +++++++++++++++++++++++++++++++++++++++++++------- 1 file changed, 59 insertions(+), 9 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index d7cac18c1..7bbbc3f64 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -236,6 +236,56 @@ enw_reporting_triangle_to_long <- function(obs) { return(reports_long[]) } +#' @title FUNCTION_TITLE +#' @description FUNCTION_DESCRIPTION +#' @param obs A `data.table` with the observations to complete +#' +#' @param min_date The first date from which to complete. +#' +#' @param max_date The last date until which to complete. +#' +#' @param groups A `data.table` with one row per group, a column for each group +#' attribute and a column `group` holding the group ID. +#' +#' @param max_delay The maximum reporting delay. +#' +#' @param include_missing Should entries for cases with missing reference date +#' be completed as well?, Default: FALSE +#' +#' @return A `data.table` with completed entries for all combinations of reference +#' dates, groups and possible report dates. +#' @family preprocess +enw_complete_dates <- function(obs, min_date, max_date, groups, max_delay, include_missing = FALSE) { + obs <- data.table::as.data.table(obs) + dates = seq.Date(min_date,max_date,by=1) + completion <- CJ( + reference_date = dates, + group = groups$group, + report_date = 0:(max_delay - 1) + ) + completion <- completion[, report_date := reference_date + report_date] + completion <- completion[report_date <= max_date] + + if (include_missing) { + completion <- rbind( + completion, + CJ( + reference_date = as.Date(NA), + group = groups$group, + report_date = dates + ) + ) + } + # join completion with groups and original obs + completion <- completion[groups, on = "group"] + obs <- obs[completion, on = c("reference_date", "report_date", names(groups))] + # impute + obs[, confirm := nafill(nafill(confirm, "locf"), fill = 0), + by = c("reference_date", "group") + ] + return(obs) +} + #' @title FUNCTION_TITLE #' @description FUNCTION_DESCRIPTION #' @param obs PARAM_DESCRIPTION @@ -269,17 +319,17 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, # assign groups obs <- enw_assign_group(obs, by = by) + by_with_group_id <- c("group",by) # complete missing report dates - comp <- rbind( - obs[!is.na(reference_date)][rep(1:.N,each=max_delay), .(report_date = reference_date + 0:(.N - 1)), by = c("reference_date", "group")], - CJ(reference_date = as.Date(NA), group = unique(obs[,group]), report_date = obs[,seq.Date(min(reference_date,na.rm=T), - max(reference_date,na.rm=T)+max_delay-1,by=1)]) - ) - grouping_factors <- obs[, lapply(.SD, min, na.rm = TRUE), .SDcols = by, by = "group"] - comp <- comp[grouping_factors, on = "group"] - obs <- obs[comp, on = c("reference_date", "group", "report_date", by)] - obs[, confirm:=nafill(nafill(confirm, "locf"), fill = 0), by = c("reference_date", "group")] + # Note: it might be better to get the "now" date as last date instead of + # estimating it from data using the max report date + obs <- enw_complete_dates(obs, + min_date = min(obs$reference_date,na.rm=T), + max_date = max(obs$report_date), + groups = unique(obs[,..by_with_group_id]), + max_delay = max_delay, + include_missing = any(is.na(obs$reference_date))) # filter by maximum reporting delay obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], From 275efc897a71f712d291c78ad5e737f0268b940d Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Thu, 16 Jun 2022 13:07:03 +0200 Subject: [PATCH 21/53] Adapt obs_miss length from rd to t --- inst/stan/epinowcast.stan | 10 +++++----- 1 file changed, 5 insertions(+), 5 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index cbe754908..9d8747838 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -38,7 +38,7 @@ data { // Observations int obs[s, dmax]; // obs for each primary date (row) and report date (column) int flat_obs[n]; // obs stored as a flat vector - int obs_miss[g, rd]; // obs with missing primary date (group first) + int obs_miss[g, t]; // obs with missing primary date (group first) int latest_obs[t, g]; // latest obs for each snapshot group // Control parameters int debug; // should debug information be shown @@ -200,14 +200,14 @@ generated quantities { vector[ologlik ? rd : 0] log_lik_miss; int pp_inf_obs[cast ? dmax : 0, cast ? g : 0]; int pp_inf_obs_miss[cast ? t : 0, cast ? g : 0]; - int pp_inf_obs_miss_rep[cast ? rd : 0, cast ? g : 0]; + int pp_inf_obs_miss_rep[cast ? t : 0, cast ? g : 0]; profile("generated_total") { if (cast) { int i_group, i_time; real tar_obs, tar_alpha; vector[dmax] rdlh; vector[dmax] exp_obs; - vector[ologlik ? rd : 0] exp_obs_miss_rep[ologlik ? g : 0] = rep_array(rep_vector(0, rd), g); + vector[ologlik ? t : 0] exp_obs_miss_rep[ologlik ? g : 0] = rep_array(rep_vector(0, t), g); int pp_obs_tmp[s, dmax]; int pp_obs_tmp_miss[s, dmax]; // Posterior predictions for observations @@ -233,7 +233,7 @@ generated quantities { } } profile("generated_loglik") { - for (i in (1+dmax):rd) { + for (i in (1+dmax):t) { log_lik_miss[i] = 0; for (k in 1:g) { log_lik_miss[i] += neg_binomial_2_lpmf(obs_miss[k, i] | exp_obs_miss_rep[k][i], phi); @@ -258,7 +258,7 @@ generated quantities { pp_inf_obs_miss[i, k] = sum(pp_obs_tmp_miss[snap, 1:dmax]); } // cases with missing reference date (by reporting date) - pp_inf_obs_miss_rep = rep_array(0, rd, g); + pp_inf_obs_miss_rep = rep_array(0, t, g); for (i in dmax:rd) { int snap = ts[i, k]; for (l in 1:dmax){ From 08b8b1f7cd49828a1c67bf0f350b78923927f1cc Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Thu, 16 Jun 2022 15:27:18 +0200 Subject: [PATCH 22/53] Correct alpha and obs in stan model --- inst/stan/epinowcast.stan | 4 ++-- inst/stan/functions/obs_lpmf.stan | 8 +++----- 2 files changed, 5 insertions(+), 7 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 9d8747838..d8f5f672f 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -80,7 +80,7 @@ parameters { vector[neff_sds] logsd_sd; // pooled modifiers to logsd vector[nrd_eff_sds] rd_eff_sd; // pooled modifiers to report date real alpha_start[g]; // starting value for alpha - real alpha_sd; // standard deviation of the random walk increments + real alpha_sd; // standard deviation of the random walk increments vector[t] alpha_epsilon[g]; // random walk increments, non-centered real sqrt_phi; // Overall dispersion by group } @@ -138,7 +138,7 @@ transformed parameters{ // estimate share of cases with eventually known reference date, modeled as // a first order random walk for each group on the logit scale for (k in 1:g) { - alpha[k] = logit(alpha_start[k] + cumulative_sum(alpha_epsilon[k])); + alpha[k] = inv_logit(alpha_start[k] + cumulative_sum(alpha_epsilon[k])); } // transform phi to overdispersion scale phi = 1 / sqrt(sqrt_phi); diff --git a/inst/stan/functions/obs_lpmf.stan b/inst/stan/functions/obs_lpmf.stan index 6fee3ab05..2a7baf6ac 100644 --- a/inst/stan/functions/obs_lpmf.stan +++ b/inst/stan/functions/obs_lpmf.stan @@ -7,10 +7,8 @@ real obs_lpmf(int[] obs, int[,] obs_miss, int dmax, int[] sl, int[] csl, int n_g int n_snaps = num_elements(st); int n_obs = num_elements(obs); int n_obs_miss = num_elements(obs_miss[1]); - vector[n_obs] exp_obs_all; vector[n_obs] exp_obs; vector[n_obs_miss] exp_obs_miss[n_groups] = rep_array(rep_vector(0, n_obs_miss), n_groups); - int g, t, l; int ssnap = 1; int esnap = 0; @@ -28,13 +26,13 @@ real obs_lpmf(int[] obs, int[,] obs_miss, int dmax, int[] sl, int[] csl, int n_g tar_alpha = alpha[g][t]; // combine expected final obs and date effects to get expected obs esnap += l; - exp_obs_all[ssnap:esnap] = expected_obs( + vector[l] exp_obs_all = expected_obs( tar_obs, ref_lh[1:l, dpmfs[i]], rdlh, ref_p ); // compute expected final obs with known and missing reference date exp_obs[ssnap:esnap] = exp_obs_all * tar_alpha; - if(t+l>=1+dmax){ - exp_obs_miss[g][max(1 + dmax, t):(t + l)] += exp_obs_all[max(1 + dmax - t, 1):l] * (1 - tar_alpha); + if(t+l-1>=1+dmax){ + exp_obs_miss[g][max(1 + dmax, t):(t + l - 1)] += exp_obs_all[max(2 + dmax - t, 1):l] * (1 - tar_alpha); } ssnap += l; } From 8add91b81efe7186c352a9de9a450f9fbe67ff57 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Thu, 16 Jun 2022 15:27:27 +0200 Subject: [PATCH 23/53] Add priors for alpha --- R/model.R | 14 ++++++++++---- 1 file changed, 10 insertions(+), 4 deletions(-) diff --git a/R/model.R b/R/model.R index de9ed063a..bd366e9a7 100644 --- a/R/model.R +++ b/R/model.R @@ -19,7 +19,9 @@ enw_priors <- function() { "logmean_sd", "logsd_sd", "rd_eff_sd", - "sqrt_phi" + "sqrt_phi", + "alpha_start", + "alpha_sd" ), description = c( "Standard deviation for expected final observations", @@ -28,7 +30,9 @@ enw_priors <- function() { "Standard deviation of scaled pooled logmean effects", "Standard deviation of scaled pooled logsd effects", "Standard deviation of scaled pooled report date effects", - "One over the square of the reporting overdispersion" + "One over the square of the reporting overdispersion", + "Logit start value for share of cases with known reference date", + "Standard deviation of random walk for share of cases with known reference date" ), distribution = c( "Zero truncated normal", @@ -37,10 +41,12 @@ enw_priors <- function() { "Zero truncated normal", "Zero truncated normal", "Zero truncated normal", + "Zero truncated normal", + "Normal", "Zero truncated normal" ), - mean = c(0, 1, 0.5, rep(0, 4)), - sd = rep(1, 7) + mean = c(0, 1, 0.5, rep(0, 4), 0, 0), + sd = c(rep(1, 7), 1, 0.1) ) } From 13759ff006ae069b5179e4eeed6874df382dc794 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Tue, 21 Jun 2022 11:49:10 +0200 Subject: [PATCH 24/53] Add support for missing reference dates to enw_retrospective_data --- R/preprocess.R | 4 ++-- 1 file changed, 2 insertions(+), 2 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index 7bbbc3f64..97f17d9a1 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -138,9 +138,9 @@ enw_retrospective_data <- function(obs, rep_date, rep_days, ref_date, retro_data <- retro_data[report_date <= rep_date] if (!missing(ref_days)) { - ref_date <- max(retro_data$reference_date) - ref_days + ref_date <- max(retro_data$reference_date, na.rm = TRUE) - ref_days } - retro_data <- retro_data[reference_date >= ref_date] + retro_data <- retro_data[reference_date >= ref_date | is.na(reference_date)] return(retro_data[]) } From ac809ac30f5446d06f33ae0c1bc457d80979332f Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Fri, 24 Jun 2022 09:51:10 +0200 Subject: [PATCH 25/53] Fix generated quantities and add code doc --- inst/stan/epinowcast.stan | 40 +++++++++++++++++++++++++++------------ 1 file changed, 28 insertions(+), 12 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index d8f5f672f..e483ddfc8 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -197,46 +197,63 @@ generated quantities { int pp_obs[pp ? sum(sl) : 0]; int pp_obs_miss[pp ? sum(sl) : 0]; vector[ologlik ? s : 0] log_lik; - vector[ologlik ? rd : 0] log_lik_miss; + vector[ologlik ? t : 0] log_lik_miss; int pp_inf_obs[cast ? dmax : 0, cast ? g : 0]; int pp_inf_obs_miss[cast ? t : 0, cast ? g : 0]; - int pp_inf_obs_miss_rep[cast ? t : 0, cast ? g : 0]; + int pp_inf_obs_miss_rep[cast ? (t-dmax) : 0, cast ? g : 0]; profile("generated_total") { if (cast) { int i_group, i_time; real tar_obs, tar_alpha; vector[dmax] rdlh; vector[dmax] exp_obs; - vector[ologlik ? t : 0] exp_obs_miss_rep[ologlik ? g : 0] = rep_array(rep_vector(0, t), g); + vector[ologlik ? t : 0] exp_obs_miss_rep[ologlik ? g : 0]; int pp_obs_tmp[s, dmax]; int pp_obs_tmp_miss[s, dmax]; + exp_obs_miss_rep = rep_array(rep_vector(0, t), g); + pp_inf_obs_miss_rep = rep_array(0, (t-dmax), g); // Posterior predictions for observations for (i in 1:s) { profile("generated_obs") { i_group = sg[i]; i_time = st[i]; + // estimated expected cases tar_obs = imp_obs[i_group][i_time]; + // estimated share of known reference dates tar_alpha = alpha[i_group][i_time]; + // reference date delay hazard rdlh = srdlh[rdlurd[i_time:(i_time + dmax - 1), i_group]]; + // expected observations with delay 0:(dmax-1) exp_obs = expected_obs(tar_obs, ref_lh[1:dmax, dpmfs[i]], rdlh, ref_p); + // realized observations with known reference date pp_obs_tmp[i, 1:dmax] = neg_binomial_2_rng(exp_obs * tar_alpha, phi); + // realized observations with unknown reference date pp_obs_tmp_miss[i, 1:dmax] = neg_binomial_2_rng(exp_obs * (1 - tar_alpha), phi); } profile("generated_loglik") { if (ologlik) { - exp_obs_miss_rep[i_group][max(1 + dmax, i_time):(i_time + dmax)] += (exp_obs * (1 - tar_alpha))[max(1 + dmax - i_time, 1):dmax]; + // predicted observations with missing reference date by reporting date + if (i_time > 1) { + exp_obs_miss_rep[i_group][i_time:min(i_time + dmax - 1, t)] + += (exp_obs * (1 - tar_alpha))[1:min(dmax, t - i_time + 1)]; + } log_lik[i] = 0; for (j in 1:sl[i]) { + // log-likelihood for observations with known reference date log_lik[i] += neg_binomial_2_lpmf(obs[i, j] | exp_obs[j] * tar_alpha, phi); } } } } profile("generated_loglik") { - for (i in (1+dmax):t) { - log_lik_miss[i] = 0; - for (k in 1:g) { - log_lik_miss[i] += neg_binomial_2_lpmf(obs_miss[k, i] | exp_obs_miss_rep[k][i], phi); + if (ologlik) { + for (i in (dmax+1):t) { + log_lik_miss[i] = 0; + for (k in 1:g) { + // log-likelihood for observations with missing reference date + log_lik_miss[i] += neg_binomial_2_lpmf( + obs_miss[k, i] | exp_obs_miss_rep[k][i], phi); + } } } } @@ -258,11 +275,10 @@ generated quantities { pp_inf_obs_miss[i, k] = sum(pp_obs_tmp_miss[snap, 1:dmax]); } // cases with missing reference date (by reporting date) - pp_inf_obs_miss_rep = rep_array(0, t, g); - for (i in dmax:rd) { + for (i in 2:t) { int snap = ts[i, k]; - for (l in 1:dmax){ - pp_inf_obs_miss_rep[i + l, i_group] += pp_obs_tmp_miss[snap, l]; + for (l in max(dmax - i + 2, 1):min(dmax, t - i + 1)){ + pp_inf_obs_miss_rep[(i - dmax) + l - 1, k] += pp_obs_tmp_miss[snap, l]; } } } From a48ae0a9ee0652d8b1ffbf6220484ec9c1de2114 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Fri, 24 Jun 2022 09:57:20 +0200 Subject: [PATCH 26/53] Shorten loglik missing array --- inst/stan/epinowcast.stan | 6 +++--- 1 file changed, 3 insertions(+), 3 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index e483ddfc8..465b280cd 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -197,7 +197,7 @@ generated quantities { int pp_obs[pp ? sum(sl) : 0]; int pp_obs_miss[pp ? sum(sl) : 0]; vector[ologlik ? s : 0] log_lik; - vector[ologlik ? t : 0] log_lik_miss; + vector[ologlik ? (t-dmax) : 0] log_lik_miss; int pp_inf_obs[cast ? dmax : 0, cast ? g : 0]; int pp_inf_obs_miss[cast ? t : 0, cast ? g : 0]; int pp_inf_obs_miss_rep[cast ? (t-dmax) : 0, cast ? g : 0]; @@ -248,10 +248,10 @@ generated quantities { profile("generated_loglik") { if (ologlik) { for (i in (dmax+1):t) { - log_lik_miss[i] = 0; + log_lik_miss[i - dmax] = 0; for (k in 1:g) { // log-likelihood for observations with missing reference date - log_lik_miss[i] += neg_binomial_2_lpmf( + log_lik_miss[i - dmax] += neg_binomial_2_lpmf( obs_miss[k, i] | exp_obs_miss_rep[k][i], phi); } } From ca460362a1776cefd3ec74b85d82d3a7ef8d445d Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Wed, 6 Jul 2022 15:34:30 +0200 Subject: [PATCH 27/53] Streamline grouping parameter of complete_dates and format --- R/preprocess.R | 48 +++++++++++++++++++++++++++--------------------- 1 file changed, 27 insertions(+), 21 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index 97f17d9a1..d36fc67a0 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -239,25 +239,28 @@ enw_reporting_triangle_to_long <- function(obs) { #' @title FUNCTION_TITLE #' @description FUNCTION_DESCRIPTION #' @param obs A `data.table` with the observations to complete -#' +#' #' @param min_date The first date from which to complete. -#' +#' #' @param max_date The last date until which to complete. -#' -#' @param groups A `data.table` with one row per group, a column for each group -#' attribute and a column `group` holding the group ID. -#' +#' #' @param max_delay The maximum reporting delay. -#' +#' +#' @param by A character vector describing the stratification of +#' observations. Defaults to no grouping. +#' #' @param include_missing Should entries for cases with missing reference date #' be completed as well?, Default: FALSE -#' +#' #' @return A `data.table` with completed entries for all combinations of reference #' dates, groups and possible report dates. #' @family preprocess -enw_complete_dates <- function(obs, min_date, max_date, groups, max_delay, include_missing = FALSE) { +enw_complete_dates <- function(obs, min_date, max_date, max_delay, by = c(), include_missing = FALSE) { obs <- data.table::as.data.table(obs) - dates = seq.Date(min_date,max_date,by=1) + dates <- seq.Date(min_date, max_date, by = 1) + by_with_group_id <- c("group", by) + groups <- unique(obs[, ..by_with_group_id]) + completion <- CJ( reference_date = dates, group = groups$group, @@ -319,18 +322,19 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, # assign groups obs <- enw_assign_group(obs, by = by) - by_with_group_id <- c("group",by) - + # complete missing report dates # Note: it might be better to get the "now" date as last date instead of # estimating it from data using the max report date - obs <- enw_complete_dates(obs, - min_date = min(obs$reference_date,na.rm=T), - max_date = max(obs$report_date), - groups = unique(obs[,..by_with_group_id]), - max_delay = max_delay, - include_missing = any(is.na(obs$reference_date))) - + obs <- enw_complete_dates( + obs, + min_date = min(obs$reference_date, na.rm = T), + max_date = max(obs$report_date), + max_delay = max_delay, + by = by, + include_missing = any(is.na(obs$reference_date)) + ) + # filter by maximum reporting delay obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], by = c("reference_date", "group") @@ -344,7 +348,9 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, } # filter obs based on diff constraints - obs <- merge(obs, diff_obs[, .(reference_date, report_date, group)], + obs <- merge( + obs, + diff_obs[, .(reference_date, report_date, group)], by = c("reference_date", "report_date", "group") ) @@ -360,7 +366,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, ) diff_obs[, group := new_group][, new_group := NULL] obs[, old_group := NULL] - + # separate obs with and without missing reference date reporting_available <- diff_obs[!is.na(reference_date)] reporting_missing <- diff_obs[is.na(reference_date)] From 27fd0e75c11200376c8109497a5bce486401bc83 Mon Sep 17 00:00:00 2001 From: Adrian Lison Date: Wed, 6 Jul 2022 16:03:05 +0200 Subject: [PATCH 28/53] Streamline groups Solving #99 (rename group variable to be more unique) for the preprocessing functions touched by this PR --- R/preprocess.R | 44 ++++++++++++++++++++++---------------------- 1 file changed, 22 insertions(+), 22 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index d36fc67a0..8c5d632b1 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -81,7 +81,7 @@ enw_extend_date <- function(metaobs, max_delay = 20) { data.table::copy(metaobs)[, observed := TRUE], exts[, observed := FALSE] ) - data.table::setorderv(exts, c("group", "date")) + data.table::setorderv(exts, c(".group", "date")) return(exts[]) } @@ -94,16 +94,16 @@ enw_extend_date <- function(metaobs, max_delay = 20) { #' @export #' @importFrom data.table as.data.table copy enw_assign_group <- function(obs, by = c()) { - if ("group" %in% names(obs)) { - stop("Dataset cannot have a column called 'group'.") + if (".group" %in% names(obs)) { + stop("Dataset cannot have a column called '.group'.") } obs <- data.table::as.data.table(obs) if (length(by) == 0) { - obs <- obs[, group := 1] + obs <- obs[, .group := 1] } else { groups_index <- data.table::copy(obs) groups_index <- unique(groups_index[, ..by]) - groups_index[, group := 1:.N] + groups_index[, .group := 1:.N] obs <- merge(obs, groups_index, by = by, all.x = TRUE) } return(obs = obs[]) @@ -190,12 +190,12 @@ enw_new_reports <- function(obs) { reports <- data.table::copy(obs) reports <- reports[order(reference_date)] reports[, new_confirm := confirm - data.table::shift(confirm, fill = 0), - by = c("reference_date", "group") + by = c("reference_date", ".group") ] reports <- reports[, .SD[reference_date >= min(report_date) | is.na(reference_date)], - by = c("group") + by = c(".group") ] - reports <- reports[, delay := 0:(.N - 1), by = c("reference_date", "group")] + reports <- reports[, delay := 0:(.N - 1), by = c("reference_date", ".group")] return(reports[]) } @@ -274,17 +274,17 @@ enw_complete_dates <- function(obs, min_date, max_date, max_delay, by = c(), inc completion, CJ( reference_date = as.Date(NA), - group = groups$group, + .group = groups$.group, report_date = dates ) ) } # join completion with groups and original obs - completion <- completion[groups, on = "group"] + completion <- completion[groups, on = ".group"] obs <- obs[completion, on = c("reference_date", "report_date", names(groups))] # impute obs[, confirm := nafill(nafill(confirm, "locf"), fill = 0), - by = c("reference_date", "group") + by = c("reference_date", ".group") ] return(obs) } @@ -337,7 +337,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, # filter by maximum reporting delay obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], - by = c("reference_date", "group") + by = c("reference_date", ".group") ] # difference reports and filter for max delay and report date @@ -350,22 +350,22 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, # filter obs based on diff constraints obs <- merge( obs, - diff_obs[, .(reference_date, report_date, group)], - by = c("reference_date", "report_date", "group") + diff_obs[, .(reference_date, report_date, .group)], + by = c("reference_date", "report_date", ".group") ) # update grouping in case any are now missing - setnames(obs, "group", "old_group") + setnames(obs, ".group", ".old_group") obs <- enw_assign_group(obs, by) # update diff data groups using updated groups diff_obs <- merge( diff_obs, - obs[, .(reference_date, report_date, new_group = group, group = old_group)], - by = c("reference_date", "report_date", "group") + obs[, .(reference_date, report_date, .new_group = .group, .group = .old_group)], + by = c("reference_date", "report_date", ".group") ) - diff_obs[, group := new_group][, new_group := NULL] - obs[, old_group := NULL] + diff_obs[, .group := .new_group][, .new_group := NULL] + obs[, .old_group := NULL] # separate obs with and without missing reference date reporting_available <- diff_obs[!is.na(reference_date)] @@ -400,9 +400,9 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, reporting_triangle = list(reporting_triangle), metareference = list(metareference), metareport = list(metareport), - time = nrow(latest[group == 1]), - snapshots = nrow(unique(obs[, .(group, report_date)])), - groups = length(unique(obs$group)), + time = nrow(latest[.group == 1]), + snapshots = nrow(unique(obs[, .(.group, report_date)])), + groups = length(unique(obs$.group)), max_delay = max_delay, max_date = max(obs$report_date) ) From a5cfe8447c56756d88f9be8848d4dff9c190021e Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 13:40:20 +0000 Subject: [PATCH 29/53] remove updates to stan code for missing reference dates --- inst/stan/epinowcast.stan | 118 ------------------------------ inst/stan/functions/obs_lpmf.stan | 47 ------------ 2 files changed, 165 deletions(-) diff --git a/inst/stan/epinowcast.stan b/inst/stan/epinowcast.stan index 835c62268..87a352f21 100644 --- a/inst/stan/epinowcast.stan +++ b/inst/stan/epinowcast.stan @@ -20,13 +20,10 @@ data { array[s] int csl; // cumulative version of the above array[s] int sg; // how snapshots are related int dmax; // maximum possible report date -<<<<<<< HEAD -======= // Observations array[s, dmax] int obs; // obs for each primary date (row) and report date (column) array[n] int flat_obs; // obs stored as a flat vector array[t, g] int latest_obs; // latest obs for each snapshot group ->>>>>>> develop // Reference day model int npmfs; // how many unique pmfs there are array[s] int dpmfs; // how each date links to a pmf @@ -43,11 +40,6 @@ data { matrix[urds, nrd_effs + 1] rd_fixed; // design matrix for report dates int nrd_eff_sds; // number of standard deviations to use for pooling for rds matrix[nrd_effs, nrd_eff_sds + 1] rd_random; // Pooling pmf design matrix - // Observations - int obs[s, dmax]; // obs for each primary date (row) and report date (column) - int flat_obs[n]; // obs stored as a flat vector - int obs_miss[g, t]; // obs with missing primary date (group first) - int latest_obs[t, g]; // latest obs for each snapshot group // Control parameters int debug; // should debug information be shown int likelihood; // should the likelihood be included @@ -55,17 +47,6 @@ data { int cast; // should a nowcast be produced int ologlik; // Should the pointwise log likelihood be calculated // Priors (1st index = mean, 2nd index = standard deviation) -<<<<<<< HEAD - real eobs_lsd_p[2]; // Standard deviation for expected final observations - real alpha_start_p[2]; // starting value for alpha random walk (logit scale) - real alpha_sd_p[2]; // standard deviation for alpha random walk increments - real logmean_int_p[2]; // log mean intercept for reference date delay - real logsd_int_p[2]; // log standard deviation for the reference date delay - real logmean_sd_p[2]; // standard deviation of scaled pooled logmean effects - real logsd_sd_p[2]; // standard deviation of scaled pooled logsd effects - real rd_eff_sd_p[2]; //standard deviation of scaled pooled report date effects - real sqrt_phi_p[2]; // 1/sqrt(overdispersion) -======= array[2] real eobs_lsd_p; // Standard deviation for expected final observations array[2] real logmean_int_p; // log mean intercept for reference date delay array[2] real logsd_int_p; // log standard deviation for the reference date delay @@ -73,7 +54,6 @@ data { array[2] real logsd_sd_p; // standard deviation of scaled pooled logsd effects array[2] real rd_eff_sd_p; //standard deviation of scaled pooled report date effects array[2] real sqrt_phi_p; // 1/sqrt(overdispersion) ->>>>>>> develop } transformed data{ @@ -97,9 +77,6 @@ parameters { vector[neff_sds] logmean_sd; // pooled modifiers to logmean vector[dist ? neff_sds : 0] logsd_sd; // pooled modifiers to logsd vector[nrd_eff_sds] rd_eff_sd; // pooled modifiers to report date - real alpha_start[g]; // starting value for alpha - real alpha_sd; // standard deviation of the random walk increments - vector[t] alpha_epsilon[g]; // random walk increments, non-centered real sqrt_phi; // Overall dispersion by group } @@ -109,12 +86,7 @@ transformed parameters{ matrix[dmax, npmfs] pmfs; // sparse report distributions matrix[dmax, npmfs] ref_lh; // sparse report logit hazards vector[urds] srdlh; // sparse report day logit hazards -<<<<<<< HEAD - vector[t] imp_obs[g]; // Expected final observations - vector[t] alpha[g]; // share of cases with known reference date -======= array[g] vector[t] imp_obs; // Expected final observations ->>>>>>> develop real phi; // Transformed overdispersion (joint across all observations) // calculate log mean and sd parameters for each dataset from design matrices profile("transformed_delay_reference_date_total") { @@ -159,11 +131,6 @@ transformed parameters{ leobs_init[k] + eobs_lsd[k] * cumulative_sum(leobs_resids[k]); } } - // estimate share of cases with eventually known reference date, modeled as - // a first order random walk for each group on the logit scale - for (k in 1:g) { - alpha[k] = inv_logit(alpha_start[k] + cumulative_sum(alpha_epsilon[k])); - } // transform phi to overdispersion scale phi = inv_sqrt(sqrt_phi); // debug issues in truncated data if/when they appear @@ -207,69 +174,21 @@ model { rd_eff_sd ~ zero_truncated_normal(rd_eff_sd_p[1], rd_eff_sd_p[2]); } } - // share of cases with eventually known reference date - alpha_sd ~ normal(alpha_sd_p[1], alpha_sd_p[2]) T[0, ]; - for (k in 1:g){ - alpha_start[k] ~ normal(alpha_start_p[1], alpha_start_p[2]); - alpha_epsilon[k] ~ normal(0, alpha_sd); - } // reporting overdispersion (1/sqrt) sqrt_phi ~ normal(sqrt_phi_p[1], sqrt_phi_p[2]) T[0,]; } // log density: observed vs model if (likelihood) { profile("model_likelihood") { -<<<<<<< HEAD - target += obs_lupmf(flat_obs | obs_miss, dmax, sl, csl, g, imp_obs, sg, st, - rdlurd, srdlh, ref_lh, dpmfs, ref_p, alpha, phi); -======= target += reduce_sum( obs_lupmf, st, 1, flat_obs, sl, csl, imp_obs, sg, st, rdlurd, srdlh, ref_lh, dpmfs, dist, nrd_effs, ref_as_p, phi ); ->>>>>>> develop } } } generated quantities { -<<<<<<< HEAD - int pp_obs[pp ? sum(sl) : 0]; - int pp_obs_miss[pp ? sum(sl) : 0]; - vector[ologlik ? s : 0] log_lik; - vector[ologlik ? (t-dmax) : 0] log_lik_miss; - int pp_inf_obs[cast ? dmax : 0, cast ? g : 0]; - int pp_inf_obs_miss[cast ? t : 0, cast ? g : 0]; - int pp_inf_obs_miss_rep[cast ? (t-dmax) : 0, cast ? g : 0]; - profile("generated_total") { - if (cast) { - int i_group, i_time; - real tar_obs, tar_alpha; - vector[dmax] rdlh; - vector[dmax] exp_obs; - vector[ologlik ? t : 0] exp_obs_miss_rep[ologlik ? g : 0]; - int pp_obs_tmp[s, dmax]; - int pp_obs_tmp_miss[s, dmax]; - exp_obs_miss_rep = rep_array(rep_vector(0, t), g); - pp_inf_obs_miss_rep = rep_array(0, (t-dmax), g); - // Posterior predictions for observations - for (i in 1:s) { - profile("generated_obs") { - i_group = sg[i]; - i_time = st[i]; - // estimated expected cases - tar_obs = imp_obs[i_group][i_time]; - // estimated share of known reference dates - tar_alpha = alpha[i_group][i_time]; - // reference date delay hazard - rdlh = srdlh[rdlurd[i_time:(i_time + dmax - 1), i_group]]; - // expected observations with delay 0:(dmax-1) - exp_obs = expected_obs(tar_obs, ref_lh[1:dmax, dpmfs[i]], rdlh, ref_p); - // realized observations with known reference date - pp_obs_tmp[i, 1:dmax] = neg_binomial_2_rng(exp_obs * tar_alpha, phi); - // realized observations with unknown reference date - pp_obs_tmp_miss[i, 1:dmax] = neg_binomial_2_rng(exp_obs * (1 - tar_alpha), phi); -======= array[pp ? sum(sl) : 0] int pp_obs; vector[ologlik ? s : 0] log_lik; array[cast ? dmax : 0, cast ? g : 0] int pp_inf_obs; @@ -285,43 +204,19 @@ generated quantities { sg[i], st[i], dmax ); pp_obs_tmp[i, 1:dmax] = neg_binomial_2_log_rng(lexp_obs, phi); ->>>>>>> develop } profile("generated_loglik") { if (ologlik) { - // predicted observations with missing reference date by reporting date - if (i_time > 1) { - exp_obs_miss_rep[i_group][i_time:min(i_time + dmax - 1, t)] - += (exp_obs * (1 - tar_alpha))[1:min(dmax, t - i_time + 1)]; - } log_lik[i] = 0; for (j in 1:sl[i]) { -<<<<<<< HEAD - // log-likelihood for observations with known reference date - log_lik[i] += neg_binomial_2_lpmf(obs[i, j] | exp_obs[j] * tar_alpha, phi); -======= log_lik[i] += neg_binomial_2_log_lpmf(obs[i, j] | lexp_obs[j], phi); ->>>>>>> develop } } } } - profile("generated_loglik") { - if (ologlik) { - for (i in (dmax+1):t) { - log_lik_miss[i - dmax] = 0; - for (k in 1:g) { - // log-likelihood for observations with missing reference date - log_lik_miss[i - dmax] += neg_binomial_2_lpmf( - obs_miss[k, i] | exp_obs_miss_rep[k][i], phi); - } - } - } - } // Posterior prediction for final reported data (i.e at t = dmax + 1) profile("generated_obs") { for (k in 1:g) { - // cases with known reference date (by reference date) int start_t = t - dmax; for (i in 1:dmax) { int snap = ts[start_t + i, k]; @@ -330,18 +225,6 @@ generated quantities { pp_inf_obs[i, k] += sum(pp_obs_tmp[snap, (sl[snap]+1):dmax]); } } - // cases with missing reference date (by estimated reference date) - for (i in 1:t) { - int snap = ts[i, k]; - pp_inf_obs_miss[i, k] = sum(pp_obs_tmp_miss[snap, 1:dmax]); - } - // cases with missing reference date (by reporting date) - for (i in 2:t) { - int snap = ts[i, k]; - for (l in max(dmax - i + 2, 1):min(dmax, t - i + 1)){ - pp_inf_obs_miss_rep[(i - dmax) + l - 1, k] += pp_obs_tmp_miss[snap, l]; - } - } } // If posterior predictions for all observations are needed copy // from a temporary object to a permanent one @@ -350,7 +233,6 @@ generated quantities { int start_t = 0; for (i in 1:s) { pp_obs[(start_t + 1):(start_t + sl[i])] = pp_obs_tmp[i, 1:sl[i]]; - pp_obs_miss[(start_t + 1):(start_t + sl[i])] = pp_obs_tmp_miss[i, 1:sl[i]]; start_t += sl[i]; } } diff --git a/inst/stan/functions/obs_lpmf.stan b/inst/stan/functions/obs_lpmf.stan index 59db6c6f9..82e40c11d 100644 --- a/inst/stan/functions/obs_lpmf.stan +++ b/inst/stan/functions/obs_lpmf.stan @@ -1,31 +1,3 @@ -<<<<<<< HEAD -real obs_lpmf(int[] obs, int[,] obs_miss, int dmax, int[] sl, int[] csl, int n_groups, - vector[] imp_obs, int[] sg, int[] st, int[,] rdlurd, - vector srdlh, matrix ref_lh, int[] dpmfs, int ref_p, vector[] alpha, real phi) { - real tar = 0; - real tar_obs; - real tar_alpha; - int n_snaps = num_elements(st); - int n_obs = num_elements(obs); - int n_obs_miss = num_elements(obs_miss[1]); - vector[n_obs] exp_obs; - vector[n_obs_miss] exp_obs_miss[n_groups] = rep_array(rep_vector(0, n_obs_miss), n_groups); - int g, t, l; - int ssnap = 1; - int esnap = 0; - - for (i in 1:n_snaps) { - g = sg[i]; - t = st[i]; - l = sl[i]; - vector[l] rdlh; - // Find final observed/imputed expected observation - tar_obs = imp_obs[g][t]; - // allocate report day effects - rdlh = srdlh[rdlurd[t:(t + l - 1), g]]; - // allocate share of cases with known reference date - tar_alpha = alpha[g][t]; -======= real obs_lpmf(array[] int dummy, int start, int end, array[] int obs, array[] int sl, array[] int csl, array[] vector imp_obs, array[] int sg, array[] int st, array[,] int rdlurd, vector srdlh, @@ -49,37 +21,18 @@ real obs_lpmf(array[] int dummy, int start, int end, array[] int obs, t = st[i]; l = sl[i]; } ->>>>>>> develop // combine expected final obs and date effects to get expected obs profile("model_likelihood_expected_obs_from_index") { esnap += l; -<<<<<<< HEAD - vector[l] exp_obs_all = expected_obs( - tar_obs, ref_lh[1:l, dpmfs[i]], rdlh, ref_p -======= log_exp_obs[ssnap:esnap] = expected_obs_from_index( i, imp_obs, rdlurd, srdlh, ref_lh, dpmfs, ref_p, rep_h, ref_as_p, g, t, l ->>>>>>> develop ); - // compute expected final obs with known and missing reference date - exp_obs[ssnap:esnap] = exp_obs_all * tar_alpha; - if(t+l-1>=1+dmax){ - exp_obs_miss[g][max(1 + dmax, t):(t + l - 1)] += exp_obs_all[max(2 + dmax - t, 1):l] * (1 - tar_alpha); - } ssnap += l; } } -<<<<<<< HEAD - // observation error model with known reference dates (across all reference times and groups) - tar = neg_binomial_2_lupmf(obs | exp_obs, phi); - // observation error model with missing reference dates - for (k in 1:n_groups) { - tar += neg_binomial_2_lupmf(obs_miss[k][(1 + dmax):n_obs_miss] | exp_obs_miss[k][(1 + dmax):n_obs_miss], phi); -======= // observation error model (across all reference times and groups) profile("model_likelihood_neg_binomial") { tar = neg_binomial_2_log_lupmf(snap_obs | log_exp_obs, phi); ->>>>>>> develop } return(tar); } From 152ffe0b14299358a1510571fdbf1da74bc3d0fa Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 13:55:47 +0000 Subject: [PATCH 30/53] fix merge issues in model.R --- R/model.R | 26 ++++++++++++-------------- 1 file changed, 12 insertions(+), 14 deletions(-) diff --git a/R/model.R b/R/model.R index 07bbf2f74..2b46abaf9 100644 --- a/R/model.R +++ b/R/model.R @@ -20,7 +20,7 @@ enw_priors <- function() { "logsd_sd", "rd_eff_sd", "sqrt_phi", - "alpha_start", + "alpha_int", "alpha_sd" ), description = c( @@ -32,7 +32,8 @@ enw_priors <- function() { "Standard deviation of scaled pooled report date effects", "One over the square of the reporting overdispersion", "Logit start value for share of cases with known reference date", - "Standard deviation of random walk for share of cases with known reference date" + "Standard deviation of random walk for share of cases with known + reference date" ), distribution = c( "Zero truncated normal", @@ -68,13 +69,9 @@ enw_obs_as_data_list <- function(pobs) { # get new confirm for processing new_confirm <- data.table::copy(pobs$new_confirm[[1]]) -<<<<<<< HEAD - data.table::setorderv(new_confirm, c("reference_date", "group", "delay")) - new_confirm_missing <- data.table::copy(pobs$new_confirm_missing[[1]]) - data.table::setorderv(new_confirm_missing, c("group", "reference_date")) -======= data.table::setorderv(new_confirm, c("reference_date", ".group", "delay")) ->>>>>>> develop + new_confirm_missing <- data.table::copy(pobs$new_confirm_missing[[1]]) + data.table::setorderv(new_confirm_missing, c(".group", "reference_date")) # get flat observations flat_obs <- new_confirm$new_confirm @@ -99,13 +96,14 @@ enw_obs_as_data_list <- function(pobs) { snap_time <- unique(new_confirm[, .(reference_date, .group)]) snap_time[, t := 1:.N, by = ".group"] snap_time <- snap_time$t - + # obs with missing reference date - obs_miss <- as.matrix(data.table::dcast( - new_confirm_missing, - group ~ report_date, - value.var = "new_confirm", fill = 0 - )[, -1]) + obs_miss <- as.matrix( + data.table::dcast( + new_confirm_missing, group ~ report_date, value.var = "new_confirm", + fill = 0 + )[, -1] + ) # Format indexing and observed data # See stan code for docs on what all of these are From a7d281c4a08decf8209a66f71d3f7fe74c9f7362 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 14:15:06 +0000 Subject: [PATCH 31/53] clean up preprocessing merge issues --- R/preprocess.R | 85 ++++++-------------------------------------------- 1 file changed, 9 insertions(+), 76 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index b76b41fd8..5e1035914 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -182,13 +182,6 @@ enw_filter_report_dates <- function(obs, latest_date, remove_days) { return(filt_obs[]) } -<<<<<<< HEAD - if (!missing(ref_days)) { - ref_date <- max(retro_data$reference_date, na.rm = TRUE) - ref_days - } - retro_data <- retro_data[reference_date >= ref_date | is.na(reference_date)] - return(retro_data[]) -======= #' Filter by reference dates #' #' @description This is a helper function which allows users to filter @@ -202,7 +195,7 @@ enw_filter_report_dates <- function(obs, latest_date, remove_days) { #' of reference dates to include, ending with the latest reference #' date included once reporting dates have been removed. If specifed #' this is indexed to `latest_date` or `remove_days`. -#' +#' #' @param latest_date Date, the latest reference date to include in the #' returned dataset. #' @@ -248,7 +241,6 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, filt_obs <- filt_obs[reference_date >= as.Date(earliest_date)] } return(filt_obs[]) ->>>>>>> develop } #' Filter observations to the latest available reported @@ -312,13 +304,8 @@ enw_new_reports <- function(obs, set_negatives_to_zero = TRUE) { reports[, new_confirm := confirm - data.table::shift(confirm, fill = 0), by = c("reference_date", ".group") ] -<<<<<<< HEAD - reports <- reports[, .SD[reference_date >= min(report_date) | is.na(reference_date)], - by = c(".group") - ] - reports <- reports[, delay := 0:(.N - 1), by = c("reference_date", ".group")] -======= - reports <- reports[, .SD[reference_date >= min(report_date)], + reports <- reports[, + .SD[reference_date >= min(report_date) | is.na(reference_date)], by = c(".group") ] reports <- reports[, delay := 0:(.N - 1), by = c("reference_date", ".group")] @@ -330,7 +317,6 @@ enw_new_reports <- function(obs, set_negatives_to_zero = TRUE) { if (set_negatives_to_zero) { reports <- reports[new_confirm < 0, new_confirm := 0] } ->>>>>>> develop return(reports[]) } @@ -410,7 +396,6 @@ enw_reporting_triangle_to_long <- function(obs) { return(reports_long[]) } -<<<<<<< HEAD #' @title FUNCTION_TITLE #' @description FUNCTION_DESCRIPTION #' @param obs A `data.table` with the observations to complete @@ -430,7 +415,8 @@ enw_reporting_triangle_to_long <- function(obs) { #' @return A `data.table` with completed entries for all combinations of reference #' dates, groups and possible report dates. #' @family preprocess -enw_complete_dates <- function(obs, min_date, max_date, max_delay, by = c(), include_missing = FALSE) { +enw_complete_dates <- function(obs, min_date, max_date, max_delay, by = c(), + include_missing = FALSE) { obs <- data.table::as.data.table(obs) dates <- seq.Date(min_date, max_date, by = 1) by_with_group_id <- c("group", by) @@ -464,12 +450,7 @@ enw_complete_dates <- function(obs, min_date, max_date, max_delay, by = c(), inc return(obs) } -#' @title FUNCTION_TITLE -#' @description FUNCTION_DESCRIPTION -#' @param obs PARAM_DESCRIPTION -======= #' Calculate reporting delay metadata ->>>>>>> develop #' #' Calculate delay metadata based on the supplied maximum delay and independent #' of other metadata or date indexing. These data are meant to be used in @@ -677,27 +658,18 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, obs <- enw_add_max_reported(obs) obs <- enw_add_delay(obs) -<<<<<<< HEAD # complete missing report dates # Note: it might be better to get the "now" date as last date instead of # estimating it from data using the max report date obs <- enw_complete_dates( obs, - min_date = min(obs$reference_date, na.rm = T), + min_date = min(obs$reference_date, na.rm = TRUE), max_date = max(obs$report_date), max_delay = max_delay, by = by, include_missing = any(is.na(obs$reference_date)) ) - # filter by maximum reporting delay - obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], - by = c("reference_date", ".group") - ] - - # difference reports and filter for max delay and report date - diff_obs <- enw_new_reports(obs) -======= if (max_delay_strat %in% "add_to_max_delay") { obs[ report_date == (reference_date + max_delay - 1), @@ -706,8 +678,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, ] } - obs <- enw_delay_filter(obs, max_delay = max_delay) ->>>>>>> develop + obs <- enw_delay_filter(obs, max_delay = max_delay diff_obs <- enw_new_reports( obs, @@ -715,13 +686,8 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, ) # filter obs based on diff constraints -<<<<<<< HEAD obs <- merge( - obs, - diff_obs[, .(reference_date, report_date, .group)], -======= - obs <- merge(obs, diff_obs[, .(reference_date, report_date, .group)], ->>>>>>> develop + obs, diff_obs[, .(reference_date, report_date, .group)], by = c("reference_date", "report_date", ".group") ) @@ -732,19 +698,14 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, # update diff data groups using updated groups diff_obs <- merge( diff_obs, -<<<<<<< HEAD - obs[, .(reference_date, report_date, .new_group = .group, .group = .old_group)], -======= obs[ , .(reference_date, report_date, .new_group = .group, .group = .old_group) ], ->>>>>>> develop by = c("reference_date", "report_date", ".group") ) diff_obs[, .group := .new_group][, .new_group := NULL] obs[, .old_group := NULL] -<<<<<<< HEAD # separate obs with and without missing reference date reporting_available <- diff_obs[!is.na(reference_date)] @@ -757,12 +718,6 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, # Note: currently, only the obs with available reference date are used # This should to be extended to missing reference dates to avoid bias latest <- enw_latest_data(reporting_available) -======= - - reporting_triangle <- enw_reporting_triangle(diff_obs) - - latest <- enw_latest_data(obs) ->>>>>>> develop # extract and extend report date meta data to include unobserved reports metareport <- enw_metadata(reporting_available, target_date = "report_date") @@ -770,28 +725,6 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, metareport <- enw_add_metaobs_features(metareport, holidays = holidays) # extract and add features for reference date -<<<<<<< HEAD - metareference <- enw_metadata(reporting_available, target_date = "reference_date") - metareference <- enw_add_metaobs_features( - metareference, - holidays = ref_holidays - ) - - out <- data.table::data.table( - obs = list(obs), - new_confirm = list(reporting_available), - new_confirm_missing = list(reporting_missing), - latest = list(latest), - diff = list(reporting_available), - reporting_triangle = list(reporting_triangle), - metareference = list(metareference), - metareport = list(metareport), - time = nrow(latest[.group == 1]), - snapshots = nrow(unique(obs[, .(.group, report_date)])), - groups = length(unique(obs$.group)), - max_delay = max_delay, - max_date = max(obs$report_date) -======= metareference <- enw_metadata(obs, target_date = "reference_date") metareference <- enw_add_metaobs_features(metareference, holidays = holidays) @@ -801,6 +734,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, out <- enw_construct_data( obs = obs, new_confirm = diff_obs, + new_confirm_missing = reporting_missing, latest = latest, reporting_triangle = reporting_triangle, metareference = metareference, @@ -808,7 +742,6 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, metadelay = metadelay, by = by, max_delay = max_delay ->>>>>>> develop ) return(out[]) From 4b6e2a9b4a1fcecdc53ef8cdf4a78b1f2aff3fd7 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 15:56:09 +0000 Subject: [PATCH 32/53] clean up and simplify missing data preprocessing --- NAMESPACE | 2 + R/model.R | 10 +- R/preprocess.R | 134 +++++++++++++------------- man/check_group.Rd | 4 +- man/enw_add_delay.Rd | 1 + man/enw_add_max_reported.Rd | 1 + man/enw_add_metaobs_features.Rd | 1 + man/enw_assign_group.Rd | 1 + man/enw_complete_dates.Rd | 57 +++++++++++ man/enw_construct_data.Rd | 6 ++ man/enw_delay_filter.Rd | 1 + man/enw_delay_metadata.Rd | 1 + man/enw_extend_date.Rd | 1 + man/enw_filter_reference_dates.Rd | 1 + man/enw_filter_report_dates.Rd | 1 + man/enw_latest_data.Rd | 1 + man/enw_metadata.Rd | 1 + man/enw_new_reports.Rd | 1 + man/enw_preprocess_data.Rd | 12 +-- man/enw_reporting_triangle.Rd | 1 + man/enw_reporting_triangle_to_long.Rd | 1 + 21 files changed, 158 insertions(+), 81 deletions(-) create mode 100644 man/enw_complete_dates.Rd diff --git a/NAMESPACE b/NAMESPACE index 256845c4c..580632995 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -10,6 +10,7 @@ export(enw_add_metaobs_features) export(enw_add_pooling_effect) export(enw_as_data_list) export(enw_assign_group) +export(enw_complete_dates) export(enw_construct_data) export(enw_dates_to_factors) export(enw_delay_filter) @@ -59,6 +60,7 @@ importFrom(cmdstanr,cmdstan_model) importFrom(data.table,":=") importFrom(data.table,.N) importFrom(data.table,.SD) +importFrom(data.table,CJ) importFrom(data.table,as.data.table) importFrom(data.table,copy) importFrom(data.table,data.table) diff --git a/R/model.R b/R/model.R index 2b46abaf9..441aa1d1d 100644 --- a/R/model.R +++ b/R/model.R @@ -70,8 +70,6 @@ enw_obs_as_data_list <- function(pobs) { # get new confirm for processing new_confirm <- data.table::copy(pobs$new_confirm[[1]]) data.table::setorderv(new_confirm, c("reference_date", ".group", "delay")) - new_confirm_missing <- data.table::copy(pobs$new_confirm_missing[[1]]) - data.table::setorderv(new_confirm_missing, c(".group", "reference_date")) # get flat observations flat_obs <- new_confirm$new_confirm @@ -98,9 +96,11 @@ enw_obs_as_data_list <- function(pobs) { snap_time <- snap_time$t # obs with missing reference date - obs_miss <- as.matrix( + missing_reference <- data.table::copy(pobs$missing_reference[[1]]) + data.table::setorderv(missing_reference, c(".group", "reference_date")) + missing_reference <- as.matrix( data.table::dcast( - new_confirm_missing, group ~ report_date, value.var = "new_confirm", + missing_reference, group ~ report_date, value.var = "new_confirm", fill = 0 )[, -1] ) @@ -121,7 +121,7 @@ enw_obs_as_data_list <- function(pobs) { obs = as.matrix(pobs$reporting_triangle[[1]][, -c(1:2)]), flat_obs = flat_obs, latest_obs = latest_matrix, - obs_miss = obs_miss + missing_ref = missing_reference ) return(data) } diff --git a/R/preprocess.R b/R/preprocess.R index 5e1035914..bb2d46cdc 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -141,6 +141,7 @@ enw_add_max_reported <- function(obs) { , .(reference_date, .group, max_confirm = confirm) ] + orig_latest[is.na(reference_date), max_confirm := confirm] obs <- obs[orig_latest, on = c("reference_date", ".group")] obs[, cum_prop_reported := confirm / max_confirm] return(obs[]) @@ -396,36 +397,48 @@ enw_reporting_triangle_to_long <- function(obs) { return(reports_long[]) } -#' @title FUNCTION_TITLE -#' @description FUNCTION_DESCRIPTION -#' @param obs A `data.table` with the observations to complete -#' -#' @param min_date The first date from which to complete. -#' -#' @param max_date The last date until which to complete. +#' Complete missing reference and report dates #' -#' @param max_delay The maximum reporting delay. -#' -#' @param by A character vector describing the stratification of -#' observations. Defaults to no grouping. +#' Ensures that all reference and report dates are present for +#' all groups based on the maximum and minimum dates found in the data. +#' This function may be of use to users when preprocessing their data but is +#' also used internally by `enw_preprocess_data()` to ensure the data is in the +#' format that the model assumes. #' #' @param include_missing Should entries for cases with missing reference date -#' be completed as well?, Default: FALSE +#' be completed as well?, Default: TRUE +#' +#' @return A `data.table` with completed entries for all combinations of +#' reference dates, groups and possible report dates. #' -#' @return A `data.table` with completed entries for all combinations of reference -#' dates, groups and possible report dates. +#' @inheritParams check_dates +#' @inheritParams enw_preprocess_data +#' @export +#' @importFrom data.table as.data.table CJ #' @family preprocess -enw_complete_dates <- function(obs, min_date, max_date, max_delay, by = c(), - include_missing = FALSE) { +#' @examples +#' obs <- data.frame( +#' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01" +#' ) +#' enw_complete_dates(obs) +enw_complete_dates <- function(obs, by = c(), include_missing = TRUE) { obs <- data.table::as.data.table(obs) + obs <- check_dates(obs) + + min_date <- min(obs$reference_date, na.rm = TRUE) + max_date <- max(obs$report_date, na.rm = TRUE) + if (is.null(obs$delay)) { + obs <- enw_add_delay(obs) + } + max_delay <- max(obs$delay, na.rm = TRUE) dates <- seq.Date(min_date, max_date, by = 1) - by_with_group_id <- c("group", by) + by_with_group_id <- c(".group", by) groups <- unique(obs[, ..by_with_group_id]) - completion <- CJ( + completion <- data.table::CJ( reference_date = dates, group = groups$group, - report_date = 0:(max_delay - 1) + report_date = 0:max_delay ) completion <- completion[, report_date := reference_date + report_date] completion <- completion[report_date <= max_date] @@ -433,7 +446,7 @@ enw_complete_dates <- function(obs, min_date, max_date, max_delay, by = c(), if (include_missing) { completion <- rbind( completion, - CJ( + data.table::CJ( reference_date = as.Date(NA), .group = groups$.group, report_date = dates @@ -443,11 +456,12 @@ enw_complete_dates <- function(obs, min_date, max_date, max_delay, by = c(), # join completion with groups and original obs completion <- completion[groups, on = ".group"] obs <- obs[completion, on = c("reference_date", "report_date", names(groups))] - # impute - obs[, confirm := nafill(nafill(confirm, "locf"), fill = 0), + # impute missing as zero + obs[, + confirm := nafill(nafill(confirm, "locf"), fill = 0), by = c("reference_date", ".group") ] - return(obs) + return(obs[]) } #' Calculate reporting delay metadata @@ -509,6 +523,9 @@ enw_delay_metadata <- function(max_delay = 20, breaks = 4) { #' #' @param latest The latest available observations. #' +#' @param missing_reference A data frame of reported observations that are +#' missing the reference date. +#' #' @param reporting_triangle Incident observations by report and reference #' date in the standard reporting triangle matrix format. #' @@ -529,6 +546,7 @@ enw_delay_metadata <- function(max_delay = 20, breaks = 4) { #' obs = pobs$obs[[1]], #' new_confirm = pobs$new_confirm[[1]], #' latest = pobs$latest[[1]], +#' missing_reference = pobs$missing_reference[[1]], #' reporting_triangle = pobs$reporting_triangle[[1]], #' metareport = pobs$metareport[[1]], #' metareference = pobs$metareference[[1]], @@ -536,13 +554,14 @@ enw_delay_metadata <- function(max_delay = 20, breaks = 4) { #' by = c(), #' max_delay = pobs$max_delay[[1]] #' ) -enw_construct_data <- function(obs, new_confirm, latest, reporting_triangle, - metareport, metareference, metadelay, by, - max_delay) { +enw_construct_data <- function(obs, new_confirm, latest, missing_reference, + reporting_triangle, metareport, metareference, + metadelay, by, max_delay) { out <- data.table::data.table( obs = list(obs), new_confirm = list(new_confirm), latest = list(latest), + missing_reference = list(reference_missing), reporting_triangle = list(reporting_triangle), metareference = list(metareference), metareport = list(metareport), @@ -568,7 +587,9 @@ enw_construct_data <- function(obs, new_confirm, latest, reporting_triangle, #' probability of report, the latest available observations, incidence of #' observations, and metadata about the date of reference and report (used to #' construct models). This function wraps other preprocessing functions that may -#' be instead used individually if required. +#' be instead used individually if required. Note that internally reports +#' beyond the user specified delay are reassigned to the last permissible delay +#' for modelling purposes. #' #' @param obs A data frame containing at least the following variables: #' `reference date` (index date of interest), `report_date` (report date for @@ -584,12 +605,6 @@ enw_construct_data <- function(obs, new_confirm, latest, reporting_triangle, #' include in the delay distribution. Computation scales non-linearly with this #' setting so consider what maximum makes sense for your data carefully. #' -#' @param max_delay_strat Character string indicating how to handle -#' reported cases beyond the specified maximum delay. Options include: -#' excluding ("exclude") and adding to the maximum delay ("add_to_max_delay"). -#' Adding to the maximum delay is the default. Compare `confirm`, `max_confirm`, -#' `prop_reported` columns to understand the impact of this assumption. -#' #' @param holidays A vector of dates indicating when holidays occur used by #' [enw_add_metaobs_features()] to treat holidays as sundays within the #' `day_of_week` variable it creates internally. @@ -643,9 +658,8 @@ enw_construct_data <- function(obs, new_confirm, latest, reporting_triangle, #' by = c("location", "age_group") #' ) #' pobs_all -enw_preprocess_data <- function(obs, by = c(), max_delay = 20, - max_delay_strat = "add_to_max_delay", - holidays = c(), set_negatives_to_zero = TRUE) { +enw_preprocess_data <- function(obs, by = c(), max_delay = 20, holidays = c(), + set_negatives_to_zero = TRUE) { max_delay_strat <- match.arg( max_delay_strat, choices = c("exclude", "add_to_max_delay") @@ -657,32 +671,18 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, obs <- enw_assign_group(obs, by = by) obs <- enw_add_max_reported(obs) obs <- enw_add_delay(obs) + obs <- enw_complete_dates(obs, by = by) - # complete missing report dates - # Note: it might be better to get the "now" date as last date instead of - # estimating it from data using the max report date - obs <- enw_complete_dates( - obs, - min_date = min(obs$reference_date, na.rm = TRUE), - max_date = max(obs$report_date), - max_delay = max_delay, - by = by, - include_missing = any(is.na(obs$reference_date)) - ) - - if (max_delay_strat %in% "add_to_max_delay") { - obs[ - report_date == (reference_date + max_delay - 1), - confirm := max_confirm, - by = ".group" - ] - } + obs[ + report_date == (reference_date + max_delay - 1), + confirm := max_confirm, + by = ".group" + ] - obs <- enw_delay_filter(obs, max_delay = max_delay + obs <- enw_delay_filter(obs, max_delay = max_delay) diff_obs <- enw_new_reports( - obs, - set_negatives_to_zero = set_negatives_to_zero + obs, set_negatives_to_zero = set_negatives_to_zero ) # filter obs based on diff constraints @@ -708,24 +708,26 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, obs[, .old_group := NULL] # separate obs with and without missing reference date - reporting_available <- diff_obs[!is.na(reference_date)] - reporting_missing <- diff_obs[is.na(reference_date)] + reference_available <- diff_obs[!is.na(reference_date)] + reference_missing <- diff_obs[is.na(reference_date)] # calculate reporting matrix on obs with available reference date - reporting_triangle <- enw_reporting_triangle(reporting_available) + reporting_triangle <- enw_reporting_triangle(reference_available) # extract latest data # Note: currently, only the obs with available reference date are used # This should to be extended to missing reference dates to avoid bias - latest <- enw_latest_data(reporting_available) + latest <- enw_latest_data(reference_available) # extract and extend report date meta data to include unobserved reports - metareport <- enw_metadata(reporting_available, target_date = "report_date") + metareport <- enw_metadata(reference_available, target_date = "report_date") metareport <- enw_extend_date(metareport, max_delay = max_delay) metareport <- enw_add_metaobs_features(metareport, holidays = holidays) # extract and add features for reference date - metareference <- enw_metadata(obs, target_date = "reference_date") + metareference <- enw_metadata( + obs[!is.na(reference_date)], target_date = "reference_date" + ) metareference <- enw_add_metaobs_features(metareference, holidays = holidays) # extract and add features for delays @@ -733,8 +735,8 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, out <- enw_construct_data( obs = obs, - new_confirm = diff_obs, - new_confirm_missing = reporting_missing, + new_confirm = reference_available, + missing_reference = reference_missing, latest = latest, reporting_triangle = reporting_triangle, metareference = metareference, diff --git a/man/check_group.Rd b/man/check_group.Rd index daf509f0a..8a85cf368 100644 --- a/man/check_group.Rd +++ b/man/check_group.Rd @@ -7,8 +7,8 @@ check_group(obs) } \arguments{ -\item{obs}{An observation data frame that does not contain\code{.group}, -\code{.old_group}, or \code{new_group} as these are reserved variables.} +\item{obs}{An observation data frame that does not contain \code{.group}, +\code{.old_group}, or \code{.new_group} as these are reserved variables.} } \description{ Check Observations for reserved grouping variables diff --git a/man/enw_add_delay.Rd b/man/enw_add_delay.Rd index 5be8f35c4..8754859e6 100644 --- a/man/enw_add_delay.Rd +++ b/man/enw_add_delay.Rd @@ -20,6 +20,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_add_max_reported.Rd b/man/enw_add_max_reported.Rd index d158d2a3a..5ffdf9f75 100644 --- a/man/enw_add_max_reported.Rd +++ b/man/enw_add_max_reported.Rd @@ -20,6 +20,7 @@ Preprocessing functions \code{\link{enw_add_delay}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_add_metaobs_features.Rd b/man/enw_add_metaobs_features.Rd index 0eb5c2271..76c98e3b3 100644 --- a/man/enw_add_metaobs_features.Rd +++ b/man/enw_add_metaobs_features.Rd @@ -25,6 +25,7 @@ Preprocessing functions \code{\link{enw_add_delay}()}, \code{\link{enw_add_max_reported}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_assign_group.Rd b/man/enw_assign_group.Rd index 999d805ff..21c5a2382 100644 --- a/man/enw_assign_group.Rd +++ b/man/enw_assign_group.Rd @@ -22,6 +22,7 @@ Preprocessing functions \code{\link{enw_add_delay}()}, \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_complete_dates.Rd b/man/enw_complete_dates.Rd new file mode 100644 index 000000000..d50f73753 --- /dev/null +++ b/man/enw_complete_dates.Rd @@ -0,0 +1,57 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/preprocess.R +\name{enw_complete_dates} +\alias{enw_complete_dates} +\title{Complete missing reference and report dates} +\usage{ +enw_complete_dates(obs, by = c(), include_missing = TRUE) +} +\arguments{ +\item{obs}{An observation data frame containing \code{report_date} and +\code{reference_date} columns.} + +\item{by}{A character vector describing the stratification of +observations. This defaults to no grouping. This should be used +when modelling multiple time series in order to identify them for +downstream modelling} + +\item{include_missing}{Should entries for cases with missing reference date +be completed as well?, Default: TRUE} +} +\value{ +A \code{data.table} with completed entries for all combinations of +reference dates, groups and possible report dates. +} +\description{ +Ensures that all reference and report dates are present for +all groups based on the maximum and minimum dates found in the data. +This function may be of use to users when preprocessing their data but is +also used internally by \code{enw_preprocess_data()} to ensure the data is in the +format that the model assumes. +} +\examples{ +obs <- data.frame( + report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01" +) +enw_complete_dates(obs) +} +\seealso{ +Preprocessing functions +\code{\link{enw_add_delay}()}, +\code{\link{enw_add_max_reported}()}, +\code{\link{enw_add_metaobs_features}()}, +\code{\link{enw_assign_group}()}, +\code{\link{enw_construct_data}()}, +\code{\link{enw_delay_filter}()}, +\code{\link{enw_delay_metadata}()}, +\code{\link{enw_extend_date}()}, +\code{\link{enw_filter_reference_dates}()}, +\code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data}()}, +\code{\link{enw_metadata}()}, +\code{\link{enw_new_reports}()}, +\code{\link{enw_preprocess_data}()}, +\code{\link{enw_reporting_triangle_to_long}()}, +\code{\link{enw_reporting_triangle}()} +} +\concept{preprocess} diff --git a/man/enw_construct_data.Rd b/man/enw_construct_data.Rd index 0e03516f1..763d6e824 100644 --- a/man/enw_construct_data.Rd +++ b/man/enw_construct_data.Rd @@ -8,6 +8,7 @@ enw_construct_data( obs, new_confirm, latest, + missing_reference, reporting_triangle, metareport, metareference, @@ -25,6 +26,9 @@ Empirical reporting distributions are also added.} \item{latest}{The latest available observations.} +\item{missing_reference}{A data frame of reported observations that are +missing the reference date.} + \item{reporting_triangle}{Incident observations by report and reference date in the standard reporting triangle matrix format.} @@ -81,6 +85,7 @@ enw_construct_data( obs = pobs$obs[[1]], new_confirm = pobs$new_confirm[[1]], latest = pobs$latest[[1]], + missing_reference = pobs$missing_reference[[1]], reporting_triangle = pobs$reporting_triangle[[1]], metareport = pobs$metareport[[1]], metareference = pobs$metareference[[1]], @@ -95,6 +100,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, \code{\link{enw_extend_date}()}, diff --git a/man/enw_delay_filter.Rd b/man/enw_delay_filter.Rd index 9a202e21d..0eca63517 100644 --- a/man/enw_delay_filter.Rd +++ b/man/enw_delay_filter.Rd @@ -33,6 +33,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_metadata}()}, \code{\link{enw_extend_date}()}, diff --git a/man/enw_delay_metadata.Rd b/man/enw_delay_metadata.Rd index 92a293b4f..87dc96727 100644 --- a/man/enw_delay_metadata.Rd +++ b/man/enw_delay_metadata.Rd @@ -43,6 +43,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_extend_date}()}, diff --git a/man/enw_extend_date.Rd b/man/enw_extend_date.Rd index 0dd6828f8..a83317d77 100644 --- a/man/enw_extend_date.Rd +++ b/man/enw_extend_date.Rd @@ -23,6 +23,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_filter_reference_dates.Rd b/man/enw_filter_reference_dates.Rd index b56dfd49e..68991b7eb 100644 --- a/man/enw_filter_reference_dates.Rd +++ b/man/enw_filter_reference_dates.Rd @@ -56,6 +56,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_filter_report_dates.Rd b/man/enw_filter_report_dates.Rd index fc4b7b87a..e2a103b1a 100644 --- a/man/enw_filter_report_dates.Rd +++ b/man/enw_filter_report_dates.Rd @@ -39,6 +39,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_latest_data.Rd b/man/enw_latest_data.Rd index 4752fdd6b..c40cb4fde 100644 --- a/man/enw_latest_data.Rd +++ b/man/enw_latest_data.Rd @@ -30,6 +30,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_metadata.Rd b/man/enw_metadata.Rd index ec8ec13d1..8a3799858 100644 --- a/man/enw_metadata.Rd +++ b/man/enw_metadata.Rd @@ -23,6 +23,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_new_reports.Rd b/man/enw_new_reports.Rd index 9efa026bf..a6c20dad3 100644 --- a/man/enw_new_reports.Rd +++ b/man/enw_new_reports.Rd @@ -43,6 +43,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_preprocess_data.Rd b/man/enw_preprocess_data.Rd index 6f29630ff..61c78050d 100644 --- a/man/enw_preprocess_data.Rd +++ b/man/enw_preprocess_data.Rd @@ -8,7 +8,6 @@ enw_preprocess_data( obs, by = c(), max_delay = 20, - max_delay_strat = "add_to_max_delay", holidays = c(), set_negatives_to_zero = TRUE ) @@ -28,12 +27,6 @@ downstream modelling} include in the delay distribution. Computation scales non-linearly with this setting so consider what maximum makes sense for your data carefully.} -\item{max_delay_strat}{Character string indicating how to handle -reported cases beyond the specified maximum delay. Options include: -excluding ("exclude") and adding to the maximum delay ("add_to_max_delay"). -Adding to the maximum delay is the default. Compare \code{confirm}, \code{max_confirm}, -\code{prop_reported} columns to understand the impact of this assumption.} - \item{holidays}{A vector of dates indicating when holidays occur used by \code{\link[=enw_add_metaobs_features]{enw_add_metaobs_features()}} to treat holidays as sundays within the \code{day_of_week} variable it creates internally.} @@ -76,7 +69,9 @@ observed empirical probability of a report on a given day, the cumulative probability of report, the latest available observations, incidence of observations, and metadata about the date of reference and report (used to construct models). This function wraps other preprocessing functions that may -be instead used individually if required. +be instead used individually if required. Note that internally reports +beyond the user specified delay are reassigned to the last permissible delay +for modelling purposes. } \examples{ library(data.table) @@ -109,6 +104,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_reporting_triangle.Rd b/man/enw_reporting_triangle.Rd index 7066e2b4e..da96d9eeb 100644 --- a/man/enw_reporting_triangle.Rd +++ b/man/enw_reporting_triangle.Rd @@ -28,6 +28,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, diff --git a/man/enw_reporting_triangle_to_long.Rd b/man/enw_reporting_triangle_to_long.Rd index d499c7216..6474ae83a 100644 --- a/man/enw_reporting_triangle_to_long.Rd +++ b/man/enw_reporting_triangle_to_long.Rd @@ -27,6 +27,7 @@ Preprocessing functions \code{\link{enw_add_max_reported}()}, \code{\link{enw_add_metaobs_features}()}, \code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, \code{\link{enw_construct_data}()}, \code{\link{enw_delay_filter}()}, \code{\link{enw_delay_metadata}()}, From a7adb4bcd31cf2d7ac05bddf04416ce917ed7cee Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 16:08:07 +0000 Subject: [PATCH 33/53] typos, check issues, grouping optional --- NEWS.md | 2 +- R/model-tools.R | 2 +- R/preprocess.R | 10 ++++------ R/utils.R | 5 +++-- man/enw_as_data_list.Rd | 2 +- man/enw_construct_data.Rd | 1 + man/enw_latest_data.Rd | 2 +- man/enw_opts_as_data_list.Rd | 2 +- man/enw_preprocess_data.Rd | 1 + man/epinowcast.Rd | 2 +- man/expose_stan_fns.Rd | 2 +- tests/testthat/test-enw_preprocess_data.R | 4 ++-- vignettes/model.Rmd | 4 ++-- 13 files changed, 20 insertions(+), 19 deletions(-) diff --git a/NEWS.md b/NEWS.md index 05ac729f3..49fd9f875 100644 --- a/NEWS.md +++ b/NEWS.md @@ -19,7 +19,7 @@ This is a major release and contains multiple breaking changes. If needing the o ## Documentation -* The model descriptipn has been updated to reflect the currently implemented model and to improve readability. The use use of reference and report date nomenclature has also been standardised across the package. See [#71](https://github.com/epiforecasts/epinowcast/pull/71) by [@sbfnk](https://github.com/sbfnk) and [@seabbs](https://github.com/seabbs). +* The model description has been updated to reflect the currently implemented model and to improve readability. The use use of reference and report date nomenclature has also been standardised across the package. See [#71](https://github.com/epiforecasts/epinowcast/pull/71) by [@sbfnk](https://github.com/sbfnk) and [@seabbs](https://github.com/seabbs). ## Internals diff --git a/R/model-tools.R b/R/model-tools.R index c76e39ffb..95b23215e 100644 --- a/R/model-tools.R +++ b/R/model-tools.R @@ -48,7 +48,7 @@ enw_formula_as_data_list <- function(data, reference_effects, report_effects) { #' @param distribution Character string indicating the type of distribution to #' use for reference date effects. The default is to use a lognormal but other #' options available include the exponential and gamma distributions. If "none" -#' is specfied then no parametric delay distribution is used. +#' is specified then no parametric delay distribution is used. #' #' @param nowcast Logical, defaults to `TRUE`. Should a nowcast be made using #' posterior predictions of the unobserved future reported notifications. diff --git a/R/preprocess.R b/R/preprocess.R index bb2d46cdc..6e0d44639 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -249,7 +249,7 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, #' @description Filter observations to be the latest available reported #' data for each reference date. Note this is not the same as filtering #' for the maximum report date in all cases as data may only be updated -#' up to some mamimum number of days. +#' up to some maximum number of days. #' #' @return A data.frame of observations filtered for the latest available data #' for each reference date. @@ -433,6 +433,7 @@ enw_complete_dates <- function(obs, by = c(), include_missing = TRUE) { max_delay <- max(obs$delay, na.rm = TRUE) dates <- seq.Date(min_date, max_date, by = 1) by_with_group_id <- c(".group", by) + by_with_group_id <- intersect(colnames(obs), by_with_group_id) groups <- unique(obs[, ..by_with_group_id]) completion <- data.table::CJ( @@ -525,7 +526,7 @@ enw_delay_metadata <- function(max_delay = 20, breaks = 4) { #' #' @param missing_reference A data frame of reported observations that are #' missing the reference date. -#' +#' #' @param reporting_triangle Incident observations by report and reference #' date in the standard reporting triangle matrix format. #' @@ -616,6 +617,7 @@ enw_construct_data <- function(obs, new_confirm, latest, missing_reference, #' - `new_confirm`: Incidence of notifications by reference and report date. #' Empirical reporting distributions are also added. #' - `latest`: The latest available observations. +#' - `missing_reference`: Observations missing reference dates. #' - `reporting_triangle`: Incident observations by report and reference date in #' the standard reporting triangle matrix format. #' - `metareference`: Metadata reference dates derived from observations. @@ -660,10 +662,6 @@ enw_construct_data <- function(obs, new_confirm, latest, missing_reference, #' pobs_all enw_preprocess_data <- function(obs, by = c(), max_delay = 20, holidays = c(), set_negatives_to_zero = TRUE) { - max_delay_strat <- match.arg( - max_delay_strat, - choices = c("exclude", "add_to_max_delay") - ) obs <- check_dates(obs) obs <- obs[order(reference_date)] check_group(obs) diff --git a/R/utils.R b/R/utils.R index 9f74c7e45..9d50cdb58 100644 --- a/R/utils.R +++ b/R/utils.R @@ -71,7 +71,7 @@ convert_cmdstan_to_rstan <- function(functions) { #' #' @param ... Arguments to pass to [rstan::expose_stan_functions()] #' -#' @return NULL (invisibily) +#' @return NULL (indivisibly) #' @family utils #' @importFrom rstan expose_stan_functions stanc expose_stan_fns <- function(files, target_dir, ...) { @@ -145,6 +145,7 @@ utils::globalVariables( "confirm", "effects", "fixed", ".group", "logmean", "logsd", ".new_group", "observed", "latest_confirm", "mad", "variable", "fit", "patterns", ".draws", "prop_reported", "max_confirm", - "run_time", "cum_prop_reported" + "run_time", "cum_prop_reported", "..by_with_group_id", + "reference_missing" ) ) diff --git a/man/enw_as_data_list.Rd b/man/enw_as_data_list.Rd index 9dc336be2..b0647a0ff 100644 --- a/man/enw_as_data_list.Rd +++ b/man/enw_as_data_list.Rd @@ -33,7 +33,7 @@ which is an intercept only model.} \item{distribution}{Character string indicating the type of distribution to use for reference date effects. The default is to use a lognormal but other options available include the exponential and gamma distributions. If "none" -is specfied then no parametric delay distribution is used.} +is specified then no parametric delay distribution is used.} \item{nowcast}{Logical, defaults to \code{TRUE}. Should a nowcast be made using posterior predictions of the unobserved future reported notifications.} diff --git a/man/enw_construct_data.Rd b/man/enw_construct_data.Rd index 763d6e824..27beef456 100644 --- a/man/enw_construct_data.Rd +++ b/man/enw_construct_data.Rd @@ -57,6 +57,7 @@ and and restricted to the specified maximum delay). \item \code{new_confirm}: Incidence of notifications by reference and report date. Empirical reporting distributions are also added. \item \code{latest}: The latest available observations. +\item \code{missing_reference}: Observations missing reference dates. \item \code{reporting_triangle}: Incident observations by report and reference date in the standard reporting triangle matrix format. \item \code{metareference}: Metadata reference dates derived from observations. diff --git a/man/enw_latest_data.Rd b/man/enw_latest_data.Rd index c40cb4fde..b0259dc70 100644 --- a/man/enw_latest_data.Rd +++ b/man/enw_latest_data.Rd @@ -18,7 +18,7 @@ for each reference date. Filter observations to be the latest available reported data for each reference date. Note this is not the same as filtering for the maximum report date in all cases as data may only be updated -up to some mamimum number of days. +up to some maximum number of days. } \examples{ # Filter for latest reported data diff --git a/man/enw_opts_as_data_list.Rd b/man/enw_opts_as_data_list.Rd index 91cf0396a..9babd74dd 100644 --- a/man/enw_opts_as_data_list.Rd +++ b/man/enw_opts_as_data_list.Rd @@ -17,7 +17,7 @@ enw_opts_as_data_list( \item{distribution}{Character string indicating the type of distribution to use for reference date effects. The default is to use a lognormal but other options available include the exponential and gamma distributions. If "none" -is specfied then no parametric delay distribution is used.} +is specified then no parametric delay distribution is used.} \item{nowcast}{Logical, defaults to \code{TRUE}. Should a nowcast be made using posterior predictions of the unobserved future reported notifications.} diff --git a/man/enw_preprocess_data.Rd b/man/enw_preprocess_data.Rd index 61c78050d..c653db5b5 100644 --- a/man/enw_preprocess_data.Rd +++ b/man/enw_preprocess_data.Rd @@ -45,6 +45,7 @@ and and restricted to the specified maximum delay). \item \code{new_confirm}: Incidence of notifications by reference and report date. Empirical reporting distributions are also added. \item \code{latest}: The latest available observations. +\item \code{missing_reference}: Observations missing reference dates. \item \code{reporting_triangle}: Incident observations by report and reference date in the standard reporting triangle matrix format. \item \code{metareference}: Metadata reference dates derived from observations. diff --git a/man/epinowcast.Rd b/man/epinowcast.Rd index 190d28e9b..88d8a083f 100644 --- a/man/epinowcast.Rd +++ b/man/epinowcast.Rd @@ -38,7 +38,7 @@ which is an intercept only model.} \item{distribution}{Character string indicating the type of distribution to use for reference date effects. The default is to use a lognormal but other options available include the exponential and gamma distributions. If "none" -is specfied then no parametric delay distribution is used.} +is specified then no parametric delay distribution is used.} \item{model}{A \code{cmdstanr} model object as loaded by \code{\link[=enw_model]{enw_model()}}.} diff --git a/man/expose_stan_fns.Rd b/man/expose_stan_fns.Rd index 52fc21ffb..24a6abd73 100644 --- a/man/expose_stan_fns.Rd +++ b/man/expose_stan_fns.Rd @@ -15,7 +15,7 @@ files can be found.} \item{...}{Arguments to pass to \code{\link[rstan:expose_stan_functions]{rstan::expose_stan_functions()}}} } \value{ -NULL (invisibily) +NULL (indivisibly) } \description{ This function builds on top of diff --git a/tests/testthat/test-enw_preprocess_data.R b/tests/testthat/test-enw_preprocess_data.R index 141197e81..675ee252e 100644 --- a/tests/testthat/test-enw_preprocess_data.R +++ b/tests/testthat/test-enw_preprocess_data.R @@ -5,7 +5,7 @@ nat_germany_hosp <- germany_covid19_hosp[location == "DE"] nat_germany_hosp <- nat_germany_hosp[age_group %in% "00+"] cols <- c( - "obs", "new_confirm", "latest", "reporting_triangle", + "obs", "new_confirm", "latest", "missing_reference", "reporting_triangle", "metareference", "metareport", "metadelay", "time", "snapshots", "by", "groups", "max_delay", "max_date" ) test_that("Preprocessing produces expected output with default settings", { @@ -29,7 +29,7 @@ test_that("Preprocessing produces expected output when excluding and using a maximum delay of 10", { pobs <- enw_preprocess_data( nat_germany_hosp, - max_delay = 10, max_delay_strat = "exclude" + max_delay = 10 ) expect_data_table(pobs) expect_equal(pobs$time[[1]], 198) diff --git a/vignettes/model.Rmd b/vignettes/model.Rmd index 9c2147ed3..79c0d7bd3 100644 --- a/vignettes/model.Rmd +++ b/vignettes/model.Rmd @@ -33,7 +33,7 @@ We follow the approach of Höhle and Heiden[@hohle] and consider the distributio where $D$ represents the maximum delay between time of reference and time of report which in theory could be infinite but in practice we set to a finite value in order to make the model identifiable and computationally feasible. For each $t$ and $g$ these notifications are assumed to be drawn from a multinomial distribution with $N_{gt}$ trials and a probability vector ($p_{gtd}$) of length $D$. The aim of nowcasting is to predict the final observed counts $N_{gt}$ given information available up to time $t$. We do this by estimating the components of this probability vector jointly with the expected number of final notifications ($\lambda_{gt} = \mathbb{E}[N_{gt}]$) in dataset $g$ at time $t$. -An alternative approach, not explored here, would be to consider each $n_{gtd}$ independently at which point the model can be defined as a regression that can be fit using standard software with the appropriate observation model and adjustment for reporting delay (i.e it becomes a Poisson or Negative Binomial regression). An implementation of this approach is available in Bastos et al.[@bastos]. A downside of this simplified approach is that reporting is not conditinally dependent which may make specifying models for complex reporting distributions difficult. +An alternative approach, not explored here, would be to consider each $n_{gtd}$ independently at which point the model can be defined as a regression that can be fit using standard software with the appropriate observation model and adjustment for reporting delay (i.e it becomes a Poisson or Negative Binomial regression). An implementation of this approach is available in Bastos et al.[@bastos]. A downside of this simplified approach is that reporting is not conditionally dependent which may make specifying models for complex reporting distributions difficult. # Expected final notifications @@ -101,6 +101,6 @@ Expected notifications by time of reference ($t$) and reporting delay can now be # Implementation -The model is implemented in `stan` using `cmdstanr` with no defaults altered[@stan; @cmdstanr]. Optional within chain parallelisation is available across times of reference to reduce runtimes. Sparse design matrices have been used for all covariates to limit the number of probability mass functions that need to be calculated. `epinowcast` incorporates additional functionality written in R[@R] to enable plotting nowcasts and posterior predictions, summarising nowcasts, and scoring them using `scoringutils`[@scoringutils]. A flexible formula interface is provideed to enable easier implementation of complex user specified models without interacting with the underlying code base. All functionality is modular allowing users to extend and alter the underlying model whilst continuing to use the package framework. +The model is implemented in `stan` using `cmdstanr` with no defaults altered[@stan; @cmdstanr]. Optional within chain parallelisation is available across times of reference to reduce runtimes. Sparse design matrices have been used for all covariates to limit the number of probability mass functions that need to be calculated. `epinowcast` incorporates additional functionality written in R[@R] to enable plotting nowcasts and posterior predictions, summarising nowcasts, and scoring them using `scoringutils`[@scoringutils]. A flexible formula interface is provided to enable easier implementation of complex user specified models without interacting with the underlying code base. All functionality is modular allowing users to extend and alter the underlying model whilst continuing to use the package framework. # References From c04e0366647aa9ee115853796ef13e22191380ec Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 17:09:37 +0000 Subject: [PATCH 34/53] fix edge cases --- R/preprocess.R | 59 +++++++++++++++++++++------------- inst/scripts/germany_example.R | 4 +++ man/enw_complete_dates.Rd | 21 ++++++++---- man/enw_construct_data.Rd | 2 +- man/enw_preprocess_data.Rd | 4 ++- 5 files changed, 59 insertions(+), 31 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index 6e0d44639..81bfccabd 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -141,8 +141,8 @@ enw_add_max_reported <- function(obs) { , .(reference_date, .group, max_confirm = confirm) ] - orig_latest[is.na(reference_date), max_confirm := confirm] - obs <- obs[orig_latest, on = c("reference_date", ".group")] + obs <- orig_latest[obs, on = c("reference_date", ".group")] + obs[is.na(reference_date), max_confirm := confirm] obs[, cum_prop_reported := confirm / max_confirm] return(obs[]) } @@ -228,7 +228,9 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, latest_date <- max(filt_obs$reference_date) - remove_days } if (!missing(remove_days) || !missing(latest_date)) { - filt_obs <- filt_obs[reference_date <= as.Date(latest_date)] + filt_obs <- filt_obs[ + reference_date <= as.Date(latest_date) | is.na(reference_date) + ] } if (!missing(include_days)) { if (!missing(earliest_date)) { @@ -239,7 +241,9 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, earliest_date <- max(filt_obs$reference_date, na.rm = TRUE) - include_days } if (!missing(include_days) || !missing(earliest_date)) { - filt_obs <- filt_obs[reference_date >= as.Date(earliest_date)] + filt_obs <- filt_obs[ + reference_date >= as.Date(earliest_date) | is.na(reference_date) + ] } return(filt_obs[]) } @@ -267,6 +271,7 @@ enw_latest_data <- function(obs) { .SD[report_date == (max(report_date))], by = c("reference_date") ] + latest_data <- latest_data[!is.na(reference_date)] return(latest_data[]) } @@ -336,7 +341,9 @@ enw_new_reports <- function(obs, set_negatives_to_zero = TRUE) { #' enw_delay_filter(obs, max_delay = 2) enw_delay_filter <- function(obs, max_delay) { obs <- data.table::copy(obs) - obs <- obs[, .SD[report_date <= (reference_date + max_delay - 1)], + obs <- obs[, + .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date) + ], by = c("reference_date", ".group") ] return(obs[]) @@ -401,9 +408,9 @@ enw_reporting_triangle_to_long <- function(obs) { #' #' Ensures that all reference and report dates are present for #' all groups based on the maximum and minimum dates found in the data. -#' This function may be of use to users when preprocessing their data but is -#' also used internally by `enw_preprocess_data()` to ensure the data is in the -#' format that the model assumes. +#' This function may be of use to users when preprocessing their data. In +#' general all features that you may consider using as grouping variables +#' or as covariates need to be included in the `by` variable. #' #' @param include_missing Should entries for cases with missing reference date #' be completed as well?, Default: TRUE @@ -411,34 +418,40 @@ enw_reporting_triangle_to_long <- function(obs) { #' @return A `data.table` with completed entries for all combinations of #' reference dates, groups and possible report dates. #' -#' @inheritParams check_dates #' @inheritParams enw_preprocess_data #' @export #' @importFrom data.table as.data.table CJ #' @family preprocess #' @examples #' obs <- data.frame( -#' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01" +#' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", +#' confirm = 1 #' ) #' enw_complete_dates(obs) -enw_complete_dates <- function(obs, by = c(), include_missing = TRUE) { +enw_complete_dates <- function(obs, by = c(), max_delay, + include_missing = TRUE) { obs <- data.table::as.data.table(obs) obs <- check_dates(obs) min_date <- min(obs$reference_date, na.rm = TRUE) max_date <- max(obs$report_date, na.rm = TRUE) - if (is.null(obs$delay)) { - obs <- enw_add_delay(obs) + if (missing(max_delay)) { + if (is.null(obs$delay)) { + obs <- enw_add_delay(obs) + } + max_delay <- max(obs$delay, na.rm = TRUE) + obs[, delay := NULL] } - max_delay <- max(obs$delay, na.rm = TRUE) + dates <- seq.Date(min_date, max_date, by = 1) + + obs <- enw_assign_group(obs, by = by) by_with_group_id <- c(".group", by) - by_with_group_id <- intersect(colnames(obs), by_with_group_id) groups <- unique(obs[, ..by_with_group_id]) completion <- data.table::CJ( reference_date = dates, - group = groups$group, + .group = groups$.group, report_date = 0:max_delay ) completion <- completion[, report_date := reference_date + report_date] @@ -457,11 +470,12 @@ enw_complete_dates <- function(obs, by = c(), include_missing = TRUE) { # join completion with groups and original obs completion <- completion[groups, on = ".group"] obs <- obs[completion, on = c("reference_date", "report_date", names(groups))] - # impute missing as zero + # impute missing as last available observation or 0 obs[, confirm := nafill(nafill(confirm, "locf"), fill = 0), by = c("reference_date", ".group") ] + obs[, .group := NULL] return(obs[]) } @@ -517,7 +531,7 @@ enw_delay_metadata <- function(max_delay = 20, breaks = 4) { #' of [enw_preprocess_data()] for more on the expected inputs. #' #' @param obs Observations with the addition of empirical reporting proportions -#' and and restricted to the specified maximum delay). +#' and and restricted to the specified maximum dela. #' #' @param new_confirm Incidence of notifications by reference and report date. #' Empirical reporting distributions are also added. @@ -562,7 +576,7 @@ enw_construct_data <- function(obs, new_confirm, latest, missing_reference, obs = list(obs), new_confirm = list(new_confirm), latest = list(latest), - missing_reference = list(reference_missing), + missing_reference = list(missing_reference), reporting_triangle = list(reporting_triangle), metareference = list(metareference), metareport = list(metareport), @@ -590,7 +604,9 @@ enw_construct_data <- function(obs, new_confirm, latest, missing_reference, #' construct models). This function wraps other preprocessing functions that may #' be instead used individually if required. Note that internally reports #' beyond the user specified delay are reassigned to the last permissible delay -#' for modelling purposes. +#' for modelling purposes. Also note that if missing reference or report dates +#' are suspected to occur in your data then these need to be completed with +#' [enw_complete_dates()]. #' #' @param obs A data frame containing at least the following variables: #' `reference date` (index date of interest), `report_date` (report date for @@ -663,13 +679,12 @@ enw_construct_data <- function(obs, new_confirm, latest, missing_reference, enw_preprocess_data <- function(obs, by = c(), max_delay = 20, holidays = c(), set_negatives_to_zero = TRUE) { obs <- check_dates(obs) - obs <- obs[order(reference_date)] check_group(obs) + obs <- obs[order(reference_date)] obs <- enw_assign_group(obs, by = by) obs <- enw_add_max_reported(obs) obs <- enw_add_delay(obs) - obs <- enw_complete_dates(obs, by = by) obs[ report_date == (reference_date + max_delay - 1), diff --git a/inst/scripts/germany_example.R b/inst/scripts/germany_example.R index 1bfafa7e7..f8e00c527 100644 --- a/inst/scripts/germany_example.R +++ b/inst/scripts/germany_example.R @@ -6,6 +6,10 @@ library(data.table) nat_germany_hosp <- germany_covid19_hosp[location == "DE"][age_group %in% "00+"] nat_germany_hosp <- nat_germany_hosp[report_date <= as.Date("2021-10-01")] +# Make sure observations are complete +nat_germany_hosp <- enw_complete_dates( + nat_germany_hosp, by = c("location", "age_group") +) # Make a retrospective dataset retro_nat_germany <- enw_filter_report_dates( nat_germany_hosp, remove_days = 40 diff --git a/man/enw_complete_dates.Rd b/man/enw_complete_dates.Rd index d50f73753..b3478bbe3 100644 --- a/man/enw_complete_dates.Rd +++ b/man/enw_complete_dates.Rd @@ -4,17 +4,23 @@ \alias{enw_complete_dates} \title{Complete missing reference and report dates} \usage{ -enw_complete_dates(obs, by = c(), include_missing = TRUE) +enw_complete_dates(obs, by = c(), max_delay, include_missing = TRUE) } \arguments{ -\item{obs}{An observation data frame containing \code{report_date} and -\code{reference_date} columns.} +\item{obs}{A data frame containing at least the following variables: +\verb{reference date} (index date of interest), \code{report_date} (report date for +observations), \code{confirm} (cumulative observations by reference and report +date).} \item{by}{A character vector describing the stratification of observations. This defaults to no grouping. This should be used when modelling multiple time series in order to identify them for downstream modelling} +\item{max_delay}{Numeric defaults to 20. The maximum number of days to +include in the delay distribution. Computation scales non-linearly with this +setting so consider what maximum makes sense for your data carefully.} + \item{include_missing}{Should entries for cases with missing reference date be completed as well?, Default: TRUE} } @@ -25,13 +31,14 @@ reference dates, groups and possible report dates. \description{ Ensures that all reference and report dates are present for all groups based on the maximum and minimum dates found in the data. -This function may be of use to users when preprocessing their data but is -also used internally by \code{enw_preprocess_data()} to ensure the data is in the -format that the model assumes. +This function may be of use to users when preprocessing their data. In +general all features that you may consider using as grouping variables +or as covariates need to be included in the \code{by} variable. } \examples{ obs <- data.frame( - report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01" + report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", + confirm = 1 ) enw_complete_dates(obs) } diff --git a/man/enw_construct_data.Rd b/man/enw_construct_data.Rd index 27beef456..c80b310b8 100644 --- a/man/enw_construct_data.Rd +++ b/man/enw_construct_data.Rd @@ -19,7 +19,7 @@ enw_construct_data( } \arguments{ \item{obs}{Observations with the addition of empirical reporting proportions -and and restricted to the specified maximum delay).} +and and restricted to the specified maximum dela.} \item{new_confirm}{Incidence of notifications by reference and report date. Empirical reporting distributions are also added.} diff --git a/man/enw_preprocess_data.Rd b/man/enw_preprocess_data.Rd index c653db5b5..d3e25ca60 100644 --- a/man/enw_preprocess_data.Rd +++ b/man/enw_preprocess_data.Rd @@ -72,7 +72,9 @@ observations, and metadata about the date of reference and report (used to construct models). This function wraps other preprocessing functions that may be instead used individually if required. Note that internally reports beyond the user specified delay are reassigned to the last permissible delay -for modelling purposes. +for modelling purposes. Also note that if missing reference or report dates +are suspected to occur in your data then these need to be completed with +\code{\link[=enw_complete_dates]{enw_complete_dates()}}. } \examples{ library(data.table) From 1691726e8a918ad3386da5e286c47bf664b6ac40 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 20:20:02 +0000 Subject: [PATCH 35/53] fix examples --- R/preprocess.R | 13 +++---------- man/enw_complete_dates.Rd | 4 ++-- man/enw_preprocess_data.Rd | 7 ------- 3 files changed, 5 insertions(+), 19 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index 81bfccabd..0e9ce304c 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -412,7 +412,7 @@ enw_reporting_triangle_to_long <- function(obs) { #' general all features that you may consider using as grouping variables #' or as covariates need to be included in the `by` variable. #' -#' @param include_missing Should entries for cases with missing reference date +#' @param missing_reference Should entries for cases with missing reference date #' be completed as well?, Default: TRUE #' #' @return A `data.table` with completed entries for all combinations of @@ -429,7 +429,7 @@ enw_reporting_triangle_to_long <- function(obs) { #' ) #' enw_complete_dates(obs) enw_complete_dates <- function(obs, by = c(), max_delay, - include_missing = TRUE) { + missing_reference = TRUE) { obs <- data.table::as.data.table(obs) obs <- check_dates(obs) @@ -457,7 +457,7 @@ enw_complete_dates <- function(obs, by = c(), max_delay, completion <- completion[, report_date := reference_date + report_date] completion <- completion[report_date <= max_date] - if (include_missing) { + if (missing_reference) { completion <- rbind( completion, data.table::CJ( @@ -663,13 +663,6 @@ enw_construct_data <- function(obs, new_confirm, latest, missing_reference, #' pobs <- enw_preprocess_data(nat_germany_hosp) #' pobs #' -#' # Preprocess using exclusion beyond the maximum delay and a max delay of 10 -#' pobs_exclude <- enw_preprocess_data( -#' nat_germany_hosp, -#' max_delay = 10, max_delay_strat = "exclude" -#' ) -#' pobs_exclude -#' #' # Preprocess all data #' pobs_all <- enw_preprocess_data( #' germany_covid19_hosp, diff --git a/man/enw_complete_dates.Rd b/man/enw_complete_dates.Rd index b3478bbe3..90ae8528a 100644 --- a/man/enw_complete_dates.Rd +++ b/man/enw_complete_dates.Rd @@ -4,7 +4,7 @@ \alias{enw_complete_dates} \title{Complete missing reference and report dates} \usage{ -enw_complete_dates(obs, by = c(), max_delay, include_missing = TRUE) +enw_complete_dates(obs, by = c(), max_delay, missing_reference = TRUE) } \arguments{ \item{obs}{A data frame containing at least the following variables: @@ -21,7 +21,7 @@ downstream modelling} include in the delay distribution. Computation scales non-linearly with this setting so consider what maximum makes sense for your data carefully.} -\item{include_missing}{Should entries for cases with missing reference date +\item{missing_reference}{Should entries for cases with missing reference date be completed as well?, Default: TRUE} } \value{ diff --git a/man/enw_preprocess_data.Rd b/man/enw_preprocess_data.Rd index d3e25ca60..1f46e69ed 100644 --- a/man/enw_preprocess_data.Rd +++ b/man/enw_preprocess_data.Rd @@ -87,13 +87,6 @@ nat_germany_hosp <- nat_germany_hosp[age_group \%in\% "00+"] pobs <- enw_preprocess_data(nat_germany_hosp) pobs -# Preprocess using exclusion beyond the maximum delay and a max delay of 10 -pobs_exclude <- enw_preprocess_data( - nat_germany_hosp, - max_delay = 10, max_delay_strat = "exclude" -) -pobs_exclude - # Preprocess all data pobs_all <- enw_preprocess_data( germany_covid19_hosp, From eb2866f2b09603db560ca38e228da7f5c081c5ee Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 21:55:44 +0000 Subject: [PATCH 36/53] add missing data helper fn --- NAMESPACE | 1 + R/preprocess.R | 47 +++++++++++++++++++++++- man/enw_add_delay.Rd | 1 + man/enw_add_max_reported.Rd | 1 + man/enw_add_metaobs_features.Rd | 1 + man/enw_assign_group.Rd | 1 + man/enw_complete_dates.Rd | 1 + man/enw_construct_data.Rd | 1 + man/enw_delay_filter.Rd | 1 + man/enw_delay_metadata.Rd | 1 + man/enw_extend_date.Rd | 1 + man/enw_filter_reference_dates.Rd | 1 + man/enw_filter_report_dates.Rd | 1 + man/enw_latest_data.Rd | 1 + man/enw_metadata.Rd | 1 + man/enw_missing_reference.Rd | 51 +++++++++++++++++++++++++++ man/enw_new_reports.Rd | 1 + man/enw_preprocess_data.Rd | 1 + man/enw_reporting_triangle.Rd | 1 + man/enw_reporting_triangle_to_long.Rd | 1 + 20 files changed, 115 insertions(+), 1 deletion(-) create mode 100644 man/enw_missing_reference.Rd diff --git a/NAMESPACE b/NAMESPACE index 580632995..bf5f221ac 100644 --- a/NAMESPACE +++ b/NAMESPACE @@ -27,6 +27,7 @@ export(enw_inits) export(enw_latest_data) export(enw_manual_formula) export(enw_metadata) +export(enw_missing_reference) export(enw_model) export(enw_new_reports) export(enw_nowcast_samples) diff --git a/R/preprocess.R b/R/preprocess.R index 0e9ce304c..0c0c44a82 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -479,6 +479,50 @@ enw_complete_dates <- function(obs, by = c(), max_delay, return(obs[]) } +#' Extract reports with missing reference dates +#' +#' Returns reports with missing reference dates as well as calculating +#' the proportion of reports for a given reference date that were missing. +#' +#' @param obs A data frame as produced by [enw_new_reports()]. Must contain the +#' following variables: `report_date`, `reference_date`, `.group`, and +#' `confirm`. +#' +#' @return A `data.table` missing counts and proportions by report date and +#' group. +#' +#' @export +#' @importFrom data.table as.data.table +#' @family preprocess +#' @examples +#' obs <- data.frame( +#' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", +#' confirm = 1 +#' ) +#' obs <- enw_complete_dates(obs) +#' obs <- enw_assign_group(obs) +#' enw_missing_reference(obs) + enw_missing_reference <- function(obs) { + obs <- data.table::as.data.table(obs) + ref_available <- obs[!is.na(reference_date)] + ref_available <- enw_latest_data(ref_available) + ref_available <- ref_available[, + .(report_date, .group, .old_group = confirm) + ] + + ref_missing <- obs[is.na(reference_date)] + cols <- intersect( + c("delay", "reference_date", "max_confirm", "cum_prop_reported", + "prop_reported" + ), colnames(ref_missing) + ) + ref_missing[, (cols) := NULL] + ref_missing <- ref_missing[ref_available, on = c(".group", "report_date")] + ref_missing[, prop_missing := confirm / (confirm + .old_group)] + ref_missing[, .old_group := NULL] + return(ref_missing[]) + } + #' Calculate reporting delay metadata #' #' Calculate delay metadata based on the supplied maximum delay and independent @@ -715,7 +759,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, holidays = c(), # separate obs with and without missing reference date reference_available <- diff_obs[!is.na(reference_date)] - reference_missing <- diff_obs[is.na(reference_date)] + reference_missing <- enw_missing_reference(obs) # calculate reporting matrix on obs with available reference date reporting_triangle <- enw_reporting_triangle(reference_available) @@ -724,6 +768,7 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, holidays = c(), # Note: currently, only the obs with available reference date are used # This should to be extended to missing reference dates to avoid bias latest <- enw_latest_data(reference_available) + latest[, new_confirm := NULL] # extract and extend report date meta data to include unobserved reports metareport <- enw_metadata(reference_available, target_date = "report_date") diff --git a/man/enw_add_delay.Rd b/man/enw_add_delay.Rd index 8754859e6..2759dc2f7 100644 --- a/man/enw_add_delay.Rd +++ b/man/enw_add_delay.Rd @@ -29,6 +29,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_add_max_reported.Rd b/man/enw_add_max_reported.Rd index 5ffdf9f75..112f9d1e5 100644 --- a/man/enw_add_max_reported.Rd +++ b/man/enw_add_max_reported.Rd @@ -29,6 +29,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_add_metaobs_features.Rd b/man/enw_add_metaobs_features.Rd index 76c98e3b3..37912d9fc 100644 --- a/man/enw_add_metaobs_features.Rd +++ b/man/enw_add_metaobs_features.Rd @@ -34,6 +34,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_assign_group.Rd b/man/enw_assign_group.Rd index 21c5a2382..cb6f8b086 100644 --- a/man/enw_assign_group.Rd +++ b/man/enw_assign_group.Rd @@ -31,6 +31,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_complete_dates.Rd b/man/enw_complete_dates.Rd index 90ae8528a..6f1790029 100644 --- a/man/enw_complete_dates.Rd +++ b/man/enw_complete_dates.Rd @@ -56,6 +56,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_construct_data.Rd b/man/enw_construct_data.Rd index c80b310b8..a0f8bd2ff 100644 --- a/man/enw_construct_data.Rd +++ b/man/enw_construct_data.Rd @@ -109,6 +109,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_delay_filter.Rd b/man/enw_delay_filter.Rd index 0eca63517..881402f0a 100644 --- a/man/enw_delay_filter.Rd +++ b/man/enw_delay_filter.Rd @@ -41,6 +41,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_delay_metadata.Rd b/man/enw_delay_metadata.Rd index 87dc96727..76f790093 100644 --- a/man/enw_delay_metadata.Rd +++ b/man/enw_delay_metadata.Rd @@ -51,6 +51,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_extend_date.Rd b/man/enw_extend_date.Rd index a83317d77..66f8506c4 100644 --- a/man/enw_extend_date.Rd +++ b/man/enw_extend_date.Rd @@ -31,6 +31,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_filter_reference_dates.Rd b/man/enw_filter_reference_dates.Rd index 68991b7eb..a6e22dd75 100644 --- a/man/enw_filter_reference_dates.Rd +++ b/man/enw_filter_reference_dates.Rd @@ -64,6 +64,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_filter_report_dates.Rd b/man/enw_filter_report_dates.Rd index e2a103b1a..87b6c2a75 100644 --- a/man/enw_filter_report_dates.Rd +++ b/man/enw_filter_report_dates.Rd @@ -47,6 +47,7 @@ Preprocessing functions \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_latest_data.Rd b/man/enw_latest_data.Rd index b0259dc70..72637dbcd 100644 --- a/man/enw_latest_data.Rd +++ b/man/enw_latest_data.Rd @@ -38,6 +38,7 @@ Preprocessing functions \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_metadata.Rd b/man/enw_metadata.Rd index 8a3799858..d93afb5b0 100644 --- a/man/enw_metadata.Rd +++ b/man/enw_metadata.Rd @@ -31,6 +31,7 @@ Preprocessing functions \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, diff --git a/man/enw_missing_reference.Rd b/man/enw_missing_reference.Rd new file mode 100644 index 000000000..3e7caa4df --- /dev/null +++ b/man/enw_missing_reference.Rd @@ -0,0 +1,51 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/preprocess.R +\name{enw_missing_reference} +\alias{enw_missing_reference} +\title{Extract reports with missing reference dates} +\usage{ +enw_missing_reference(obs) +} +\arguments{ +\item{obs}{A data frame as produced by \code{\link[=enw_new_reports]{enw_new_reports()}}. Must contain the +following variables: \code{report_date}, \code{reference_date}, \code{.group}, and +\code{confirm}.} +} +\value{ +A \code{data.table} missing counts and proportions by report date and +group. +} +\description{ +Returns reports with missing reference dates as well as calculating +the proportion of reports for a given reference date that were missing. +} +\examples{ +obs <- data.frame( + report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", + confirm = 1 +) +obs <- enw_complete_dates(obs) +obs <- enw_assign_group(obs) +enw_missing_reference(obs) +} +\seealso{ +Preprocessing functions +\code{\link{enw_add_delay}()}, +\code{\link{enw_add_max_reported}()}, +\code{\link{enw_add_metaobs_features}()}, +\code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, +\code{\link{enw_construct_data}()}, +\code{\link{enw_delay_filter}()}, +\code{\link{enw_delay_metadata}()}, +\code{\link{enw_extend_date}()}, +\code{\link{enw_filter_reference_dates}()}, +\code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data}()}, +\code{\link{enw_metadata}()}, +\code{\link{enw_new_reports}()}, +\code{\link{enw_preprocess_data}()}, +\code{\link{enw_reporting_triangle_to_long}()}, +\code{\link{enw_reporting_triangle}()} +} +\concept{preprocess} diff --git a/man/enw_new_reports.Rd b/man/enw_new_reports.Rd index a6c20dad3..584ab1410 100644 --- a/man/enw_new_reports.Rd +++ b/man/enw_new_reports.Rd @@ -52,6 +52,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()}, \code{\link{enw_reporting_triangle}()} diff --git a/man/enw_preprocess_data.Rd b/man/enw_preprocess_data.Rd index 1f46e69ed..74b564106 100644 --- a/man/enw_preprocess_data.Rd +++ b/man/enw_preprocess_data.Rd @@ -109,6 +109,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_reporting_triangle_to_long}()}, \code{\link{enw_reporting_triangle}()} diff --git a/man/enw_reporting_triangle.Rd b/man/enw_reporting_triangle.Rd index da96d9eeb..8d4b77ace 100644 --- a/man/enw_reporting_triangle.Rd +++ b/man/enw_reporting_triangle.Rd @@ -37,6 +37,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle_to_long}()} diff --git a/man/enw_reporting_triangle_to_long.Rd b/man/enw_reporting_triangle_to_long.Rd index 6474ae83a..ed9ac3868 100644 --- a/man/enw_reporting_triangle_to_long.Rd +++ b/man/enw_reporting_triangle_to_long.Rd @@ -36,6 +36,7 @@ Preprocessing functions \code{\link{enw_filter_report_dates}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, \code{\link{enw_preprocess_data}()}, \code{\link{enw_reporting_triangle}()} From d6ca26d05e55af595082ac04215a4f9cee4793e1 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Thu, 7 Jul 2022 21:56:28 +0000 Subject: [PATCH 37/53] lint enw_missing_reference --- R/preprocess.R | 36 ++++++++++++++++++------------------ 1 file changed, 18 insertions(+), 18 deletions(-) diff --git a/R/preprocess.R b/R/preprocess.R index 0c0c44a82..1fefa214c 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -502,25 +502,25 @@ enw_complete_dates <- function(obs, by = c(), max_delay, #' obs <- enw_complete_dates(obs) #' obs <- enw_assign_group(obs) #' enw_missing_reference(obs) - enw_missing_reference <- function(obs) { - obs <- data.table::as.data.table(obs) - ref_available <- obs[!is.na(reference_date)] - ref_available <- enw_latest_data(ref_available) - ref_available <- ref_available[, - .(report_date, .group, .old_group = confirm) - ] +enw_missing_reference <- function(obs) { + obs <- data.table::as.data.table(obs) + ref_available <- obs[!is.na(reference_date)] + ref_available <- enw_latest_data(ref_available) + ref_available <- ref_available[, + .(report_date, .group, .old_group = confirm) + ] - ref_missing <- obs[is.na(reference_date)] - cols <- intersect( - c("delay", "reference_date", "max_confirm", "cum_prop_reported", - "prop_reported" - ), colnames(ref_missing) - ) - ref_missing[, (cols) := NULL] - ref_missing <- ref_missing[ref_available, on = c(".group", "report_date")] - ref_missing[, prop_missing := confirm / (confirm + .old_group)] - ref_missing[, .old_group := NULL] - return(ref_missing[]) + ref_missing <- obs[is.na(reference_date)] + cols <- intersect( + c("delay", "reference_date", "max_confirm", "cum_prop_reported", + "prop_reported" + ), colnames(ref_missing) + ) + ref_missing[, (cols) := NULL] + ref_missing <- ref_missing[ref_available, on = c(".group", "report_date")] + ref_missing[, prop_missing := confirm / (confirm + .old_group)] + ref_missing[, .old_group := NULL] + return(ref_missing[]) } #' Calculate reporting delay metadata From 5ebfa0d6fee139111af23ecf58aa441cef5d1f6b Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 08:42:34 +0000 Subject: [PATCH 38/53] add tests for enw_latest_data --- tests/testthat/enw_enw_latest_data.R | 27 +++++++++++++++++++++++++++ 1 file changed, 27 insertions(+) create mode 100644 tests/testthat/enw_enw_latest_data.R diff --git a/tests/testthat/enw_enw_latest_data.R b/tests/testthat/enw_enw_latest_data.R new file mode 100644 index 000000000..896694e2b --- /dev/null +++ b/tests/testthat/enw_enw_latest_data.R @@ -0,0 +1,27 @@ +test_that("enw_latest_data works as expected with well behaved data", { + obs <- data.frame( + reference_date = c("2021-10-01", "2021-11-01"), + report_date = c("2021-10-01", "2021-12-01", "2021-11-01", "2021-11-30") + ) + exp_obs <- data.table::data.table( + reference_date = as.IDate(c("2021-10-01", "2021-11-01")), + report_date = as.IDate(c("2021-11-01", "2021-12-01")) + ) + expect_equal(enw_latest_data(obs), exp_obs) +}) + +test_that("enw_latest_data works as expected with poorly behaved data", { + obs <- data.frame( + reference_date = c("2021-10-01", "2021-11-01", NA), + report_date = c("2021-10-01", "2021-12-01", "2021-11-30") + ) + exp_obs <- data.table::data.table( + reference_date = as.IDate(c("2021-10-01", "2021-11-01")), + report_date = as.IDate(c("2021-10-01", "2021-12-01")) + ) + expect_equal(enw_latest_data(obs), exp_obs) + obs$reference_date <- NULL + expect_error(enw_latest_data(obs)) +}) + + From 74e0ef3c0208a54bf5cd8330efc77a74babc84ae Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 09:20:53 +0000 Subject: [PATCH 39/53] refactor enw_missing_reference --- R/preprocess.R | 47 ++++++++++++++--------- man/enw_add_delay.Rd | 1 + man/enw_add_max_reported.Rd | 1 + man/enw_add_metaobs_features.Rd | 1 + man/enw_assign_group.Rd | 1 + man/enw_complete_dates.Rd | 1 + man/enw_construct_data.Rd | 1 + man/enw_delay_filter.Rd | 1 + man/enw_delay_metadata.Rd | 1 + man/enw_extend_date.Rd | 1 + man/enw_filter_reference_dates.Rd | 1 + man/enw_filter_report_dates.Rd | 1 + man/enw_latest_data.Rd | 1 + man/enw_latest_data_inner.Rd | 37 ++++++++++++++++++ man/enw_metadata.Rd | 1 + man/enw_missing_reference.Rd | 10 ++++- man/enw_new_reports.Rd | 1 + man/enw_preprocess_data.Rd | 1 + man/enw_reporting_triangle.Rd | 1 + man/enw_reporting_triangle_to_long.Rd | 1 + tests/testthat/test-enw_preprocess_data.R | 1 + 21 files changed, 92 insertions(+), 20 deletions(-) create mode 100644 man/enw_latest_data_inner.Rd diff --git a/R/preprocess.R b/R/preprocess.R index 1fefa214c..7404aa786 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -248,6 +248,20 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, return(filt_obs[]) } +#' Filter observations to the latest available reported (internal) +#' +#' @inheritParams enw_latest_data +#' @family preprocess + enw_latest_data_inner <- function(obs) { + latest_data <- check_dates(obs) + + latest_data <- latest_data[, + .SD[report_date == (max(report_date)) | is.na(reference_date)], + by = c("reference_date") + ] + return(latest_data[]) + } + #' Filter observations to the latest available reported #' #' @description Filter observations to be the latest available reported @@ -265,12 +279,7 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, #' # Filter for latest reported data #' enw_latest_data(germany_covid19_hosp) enw_latest_data <- function(obs) { - latest_data <- check_dates(obs) - - latest_data <- latest_data[, - .SD[report_date == (max(report_date))], - by = c("reference_date") - ] + obs <- enw_latest_data_inner(obs) latest_data <- latest_data[!is.na(reference_date)] return(latest_data[]) } @@ -486,9 +495,9 @@ enw_complete_dates <- function(obs, by = c(), max_delay, #' #' @param obs A data frame as produced by [enw_new_reports()]. Must contain the #' following variables: `report_date`, `reference_date`, `.group`, and -#' `confirm`. +#' `confirm`, and `new_confirm`. #' -#' @return A `data.table` missing counts and proportions by report date and +#' @return A `data.table` of missing counts and proportions by report date and #' group. #' #' @export @@ -499,25 +508,29 @@ enw_complete_dates <- function(obs, by = c(), max_delay, #' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", #' confirm = 1 #' ) +#' obs <- rbind( +#' obs, +#' data.frame(report_date = "2021-10-04", reference_date = NA, confirm = 4) +#' ) #' obs <- enw_complete_dates(obs) #' obs <- enw_assign_group(obs) +#' obs <- enw_new_reports(obs) #' enw_missing_reference(obs) enw_missing_reference <- function(obs) { - obs <- data.table::as.data.table(obs) - ref_available <- obs[!is.na(reference_date)] - ref_available <- enw_latest_data(ref_available) - ref_available <- ref_available[, - .(report_date, .group, .old_group = confirm) + obs <- check_date(obs) + ref_avail <- obs[!is.na(reference_date)] + ref_avail <- ref_avail[, + .(.old_group = sum(new_confirm)), by = c("report_date", ".group") ] ref_missing <- obs[is.na(reference_date)] cols <- intersect( c("delay", "reference_date", "max_confirm", "cum_prop_reported", - "prop_reported" + "prop_reported", "new_confirm" ), colnames(ref_missing) ) ref_missing[, (cols) := NULL] - ref_missing <- ref_missing[ref_available, on = c(".group", "report_date")] + ref_missing <- ref_missing[ref_avail, on = c(".group", "report_date")] ref_missing[, prop_missing := confirm / (confirm + .old_group)] ref_missing[, .old_group := NULL] return(ref_missing[]) @@ -759,14 +772,12 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, holidays = c(), # separate obs with and without missing reference date reference_available <- diff_obs[!is.na(reference_date)] - reference_missing <- enw_missing_reference(obs) + reference_missing <- enw_missing_reference(diff_obs) # calculate reporting matrix on obs with available reference date reporting_triangle <- enw_reporting_triangle(reference_available) # extract latest data - # Note: currently, only the obs with available reference date are used - # This should to be extended to missing reference dates to avoid bias latest <- enw_latest_data(reference_available) latest[, new_confirm := NULL] diff --git a/man/enw_add_delay.Rd b/man/enw_add_delay.Rd index 2759dc2f7..57ebbd403 100644 --- a/man/enw_add_delay.Rd +++ b/man/enw_add_delay.Rd @@ -27,6 +27,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_add_max_reported.Rd b/man/enw_add_max_reported.Rd index 112f9d1e5..8e2c913d6 100644 --- a/man/enw_add_max_reported.Rd +++ b/man/enw_add_max_reported.Rd @@ -27,6 +27,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_add_metaobs_features.Rd b/man/enw_add_metaobs_features.Rd index 37912d9fc..9d9b697cc 100644 --- a/man/enw_add_metaobs_features.Rd +++ b/man/enw_add_metaobs_features.Rd @@ -32,6 +32,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_assign_group.Rd b/man/enw_assign_group.Rd index cb6f8b086..e5b629028 100644 --- a/man/enw_assign_group.Rd +++ b/man/enw_assign_group.Rd @@ -29,6 +29,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_complete_dates.Rd b/man/enw_complete_dates.Rd index 6f1790029..e5ae0a7d8 100644 --- a/man/enw_complete_dates.Rd +++ b/man/enw_complete_dates.Rd @@ -54,6 +54,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_construct_data.Rd b/man/enw_construct_data.Rd index a0f8bd2ff..4dbeb7f7e 100644 --- a/man/enw_construct_data.Rd +++ b/man/enw_construct_data.Rd @@ -107,6 +107,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_delay_filter.Rd b/man/enw_delay_filter.Rd index 881402f0a..c44841971 100644 --- a/man/enw_delay_filter.Rd +++ b/man/enw_delay_filter.Rd @@ -39,6 +39,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_delay_metadata.Rd b/man/enw_delay_metadata.Rd index 76f790093..707f3fe3c 100644 --- a/man/enw_delay_metadata.Rd +++ b/man/enw_delay_metadata.Rd @@ -49,6 +49,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_extend_date.Rd b/man/enw_extend_date.Rd index 66f8506c4..79cdfb1af 100644 --- a/man/enw_extend_date.Rd +++ b/man/enw_extend_date.Rd @@ -29,6 +29,7 @@ Preprocessing functions \code{\link{enw_delay_metadata}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_filter_reference_dates.Rd b/man/enw_filter_reference_dates.Rd index a6e22dd75..9398667a9 100644 --- a/man/enw_filter_reference_dates.Rd +++ b/man/enw_filter_reference_dates.Rd @@ -62,6 +62,7 @@ Preprocessing functions \code{\link{enw_delay_metadata}()}, \code{\link{enw_extend_date}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_filter_report_dates.Rd b/man/enw_filter_report_dates.Rd index 87b6c2a75..684d72bb7 100644 --- a/man/enw_filter_report_dates.Rd +++ b/man/enw_filter_report_dates.Rd @@ -45,6 +45,7 @@ Preprocessing functions \code{\link{enw_delay_metadata}()}, \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_latest_data.Rd b/man/enw_latest_data.Rd index 72637dbcd..41e6c35cd 100644 --- a/man/enw_latest_data.Rd +++ b/man/enw_latest_data.Rd @@ -37,6 +37,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, diff --git a/man/enw_latest_data_inner.Rd b/man/enw_latest_data_inner.Rd new file mode 100644 index 000000000..8ccea0d0f --- /dev/null +++ b/man/enw_latest_data_inner.Rd @@ -0,0 +1,37 @@ +% Generated by roxygen2: do not edit by hand +% Please edit documentation in R/preprocess.R +\name{enw_latest_data_inner} +\alias{enw_latest_data_inner} +\title{Filter observations to the latest available reported (internal)} +\usage{ +enw_latest_data_inner(obs) +} +\arguments{ +\item{obs}{An observation data frame containing \code{report_date} and +\code{reference_date} columns.} +} +\description{ +Filter observations to the latest available reported (internal) +} +\seealso{ +Preprocessing functions +\code{\link{enw_add_delay}()}, +\code{\link{enw_add_max_reported}()}, +\code{\link{enw_add_metaobs_features}()}, +\code{\link{enw_assign_group}()}, +\code{\link{enw_complete_dates}()}, +\code{\link{enw_construct_data}()}, +\code{\link{enw_delay_filter}()}, +\code{\link{enw_delay_metadata}()}, +\code{\link{enw_extend_date}()}, +\code{\link{enw_filter_reference_dates}()}, +\code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data}()}, +\code{\link{enw_metadata}()}, +\code{\link{enw_missing_reference}()}, +\code{\link{enw_new_reports}()}, +\code{\link{enw_preprocess_data}()}, +\code{\link{enw_reporting_triangle_to_long}()}, +\code{\link{enw_reporting_triangle}()} +} +\concept{preprocess} diff --git a/man/enw_metadata.Rd b/man/enw_metadata.Rd index d93afb5b0..577693b86 100644 --- a/man/enw_metadata.Rd +++ b/man/enw_metadata.Rd @@ -30,6 +30,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, diff --git a/man/enw_missing_reference.Rd b/man/enw_missing_reference.Rd index 3e7caa4df..f2fdfd812 100644 --- a/man/enw_missing_reference.Rd +++ b/man/enw_missing_reference.Rd @@ -9,10 +9,10 @@ enw_missing_reference(obs) \arguments{ \item{obs}{A data frame as produced by \code{\link[=enw_new_reports]{enw_new_reports()}}. Must contain the following variables: \code{report_date}, \code{reference_date}, \code{.group}, and -\code{confirm}.} +\code{confirm}, and \code{new_confirm}.} } \value{ -A \code{data.table} missing counts and proportions by report date and +A \code{data.table} of missing counts and proportions by report date and group. } \description{ @@ -24,8 +24,13 @@ obs <- data.frame( report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", confirm = 1 ) +obs <- rbind( + obs, + data.frame(report_date = "2021-10-04", reference_date = NA, confirm = 4) +) obs <- enw_complete_dates(obs) obs <- enw_assign_group(obs) +obs <- enw_new_reports(obs) enw_missing_reference(obs) } \seealso{ @@ -41,6 +46,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_new_reports}()}, diff --git a/man/enw_new_reports.Rd b/man/enw_new_reports.Rd index 584ab1410..39b249e3d 100644 --- a/man/enw_new_reports.Rd +++ b/man/enw_new_reports.Rd @@ -50,6 +50,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_preprocess_data.Rd b/man/enw_preprocess_data.Rd index 74b564106..db129a5df 100644 --- a/man/enw_preprocess_data.Rd +++ b/man/enw_preprocess_data.Rd @@ -107,6 +107,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_reporting_triangle.Rd b/man/enw_reporting_triangle.Rd index 8d4b77ace..75a606503 100644 --- a/man/enw_reporting_triangle.Rd +++ b/man/enw_reporting_triangle.Rd @@ -35,6 +35,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_reporting_triangle_to_long.Rd b/man/enw_reporting_triangle_to_long.Rd index ed9ac3868..74769d952 100644 --- a/man/enw_reporting_triangle_to_long.Rd +++ b/man/enw_reporting_triangle_to_long.Rd @@ -34,6 +34,7 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, +\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/tests/testthat/test-enw_preprocess_data.R b/tests/testthat/test-enw_preprocess_data.R index 675ee252e..dd0c99326 100644 --- a/tests/testthat/test-enw_preprocess_data.R +++ b/tests/testthat/test-enw_preprocess_data.R @@ -15,6 +15,7 @@ test_that("Preprocessing produces expected output with default settings", { expect_data_table(pobs$obs[[1]]) expect_data_table(pobs$new_confirm[[1]]) expect_data_table(pobs$latest[[1]]) + expect_data_table(pobs$missing_reference[[1]]) expect_data_table(pobs$reporting_triangle[[1]]) expect_data_table(pobs$metareference[[1]]) expect_data_table(pobs$metareport[[1]]) From f8ce677d6c6064b0e1b84167aa99385646fdb528 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 10:05:21 +0000 Subject: [PATCH 40/53] remove enw_latest_data_inner as no longer needed --- R/preprocess.R | 21 +++++---------- man/enw_add_delay.Rd | 1 - man/enw_add_max_reported.Rd | 1 - man/enw_add_metaobs_features.Rd | 1 - man/enw_assign_group.Rd | 1 - man/enw_complete_dates.Rd | 1 - man/enw_construct_data.Rd | 1 - man/enw_delay_filter.Rd | 1 - man/enw_delay_metadata.Rd | 1 - man/enw_extend_date.Rd | 1 - man/enw_filter_reference_dates.Rd | 1 - man/enw_filter_report_dates.Rd | 1 - man/enw_latest_data.Rd | 1 - man/enw_latest_data_inner.Rd | 37 --------------------------- man/enw_metadata.Rd | 1 - man/enw_missing_reference.Rd | 1 - man/enw_new_reports.Rd | 1 - man/enw_preprocess_data.Rd | 1 - man/enw_reporting_triangle.Rd | 1 - man/enw_reporting_triangle_to_long.Rd | 1 - 20 files changed, 6 insertions(+), 70 deletions(-) delete mode 100644 man/enw_latest_data_inner.Rd diff --git a/R/preprocess.R b/R/preprocess.R index 7404aa786..1c215d0b9 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -248,20 +248,6 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, return(filt_obs[]) } -#' Filter observations to the latest available reported (internal) -#' -#' @inheritParams enw_latest_data -#' @family preprocess - enw_latest_data_inner <- function(obs) { - latest_data <- check_dates(obs) - - latest_data <- latest_data[, - .SD[report_date == (max(report_date)) | is.na(reference_date)], - by = c("reference_date") - ] - return(latest_data[]) - } - #' Filter observations to the latest available reported #' #' @description Filter observations to be the latest available reported @@ -279,7 +265,12 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, #' # Filter for latest reported data #' enw_latest_data(germany_covid19_hosp) enw_latest_data <- function(obs) { - obs <- enw_latest_data_inner(obs) + latest_data <- check_dates(obs) + + latest_data <- latest_data[, + .SD[report_date == (max(report_date)) | is.na(reference_date)], + by = c("reference_date") + ] latest_data <- latest_data[!is.na(reference_date)] return(latest_data[]) } diff --git a/man/enw_add_delay.Rd b/man/enw_add_delay.Rd index 57ebbd403..2759dc2f7 100644 --- a/man/enw_add_delay.Rd +++ b/man/enw_add_delay.Rd @@ -27,7 +27,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_add_max_reported.Rd b/man/enw_add_max_reported.Rd index 8e2c913d6..112f9d1e5 100644 --- a/man/enw_add_max_reported.Rd +++ b/man/enw_add_max_reported.Rd @@ -27,7 +27,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_add_metaobs_features.Rd b/man/enw_add_metaobs_features.Rd index 9d9b697cc..37912d9fc 100644 --- a/man/enw_add_metaobs_features.Rd +++ b/man/enw_add_metaobs_features.Rd @@ -32,7 +32,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_assign_group.Rd b/man/enw_assign_group.Rd index e5b629028..cb6f8b086 100644 --- a/man/enw_assign_group.Rd +++ b/man/enw_assign_group.Rd @@ -29,7 +29,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_complete_dates.Rd b/man/enw_complete_dates.Rd index e5ae0a7d8..6f1790029 100644 --- a/man/enw_complete_dates.Rd +++ b/man/enw_complete_dates.Rd @@ -54,7 +54,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_construct_data.Rd b/man/enw_construct_data.Rd index 4dbeb7f7e..a0f8bd2ff 100644 --- a/man/enw_construct_data.Rd +++ b/man/enw_construct_data.Rd @@ -107,7 +107,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_delay_filter.Rd b/man/enw_delay_filter.Rd index c44841971..881402f0a 100644 --- a/man/enw_delay_filter.Rd +++ b/man/enw_delay_filter.Rd @@ -39,7 +39,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_delay_metadata.Rd b/man/enw_delay_metadata.Rd index 707f3fe3c..76f790093 100644 --- a/man/enw_delay_metadata.Rd +++ b/man/enw_delay_metadata.Rd @@ -49,7 +49,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_extend_date.Rd b/man/enw_extend_date.Rd index 79cdfb1af..66f8506c4 100644 --- a/man/enw_extend_date.Rd +++ b/man/enw_extend_date.Rd @@ -29,7 +29,6 @@ Preprocessing functions \code{\link{enw_delay_metadata}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_filter_reference_dates.Rd b/man/enw_filter_reference_dates.Rd index 9398667a9..a6e22dd75 100644 --- a/man/enw_filter_reference_dates.Rd +++ b/man/enw_filter_reference_dates.Rd @@ -62,7 +62,6 @@ Preprocessing functions \code{\link{enw_delay_metadata}()}, \code{\link{enw_extend_date}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_filter_report_dates.Rd b/man/enw_filter_report_dates.Rd index 684d72bb7..87b6c2a75 100644 --- a/man/enw_filter_report_dates.Rd +++ b/man/enw_filter_report_dates.Rd @@ -45,7 +45,6 @@ Preprocessing functions \code{\link{enw_delay_metadata}()}, \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_latest_data.Rd b/man/enw_latest_data.Rd index 41e6c35cd..72637dbcd 100644 --- a/man/enw_latest_data.Rd +++ b/man/enw_latest_data.Rd @@ -37,7 +37,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, diff --git a/man/enw_latest_data_inner.Rd b/man/enw_latest_data_inner.Rd deleted file mode 100644 index 8ccea0d0f..000000000 --- a/man/enw_latest_data_inner.Rd +++ /dev/null @@ -1,37 +0,0 @@ -% Generated by roxygen2: do not edit by hand -% Please edit documentation in R/preprocess.R -\name{enw_latest_data_inner} -\alias{enw_latest_data_inner} -\title{Filter observations to the latest available reported (internal)} -\usage{ -enw_latest_data_inner(obs) -} -\arguments{ -\item{obs}{An observation data frame containing \code{report_date} and -\code{reference_date} columns.} -} -\description{ -Filter observations to the latest available reported (internal) -} -\seealso{ -Preprocessing functions -\code{\link{enw_add_delay}()}, -\code{\link{enw_add_max_reported}()}, -\code{\link{enw_add_metaobs_features}()}, -\code{\link{enw_assign_group}()}, -\code{\link{enw_complete_dates}()}, -\code{\link{enw_construct_data}()}, -\code{\link{enw_delay_filter}()}, -\code{\link{enw_delay_metadata}()}, -\code{\link{enw_extend_date}()}, -\code{\link{enw_filter_reference_dates}()}, -\code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data}()}, -\code{\link{enw_metadata}()}, -\code{\link{enw_missing_reference}()}, -\code{\link{enw_new_reports}()}, -\code{\link{enw_preprocess_data}()}, -\code{\link{enw_reporting_triangle_to_long}()}, -\code{\link{enw_reporting_triangle}()} -} -\concept{preprocess} diff --git a/man/enw_metadata.Rd b/man/enw_metadata.Rd index 577693b86..d93afb5b0 100644 --- a/man/enw_metadata.Rd +++ b/man/enw_metadata.Rd @@ -30,7 +30,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_missing_reference}()}, \code{\link{enw_new_reports}()}, diff --git a/man/enw_missing_reference.Rd b/man/enw_missing_reference.Rd index f2fdfd812..6ed6257c3 100644 --- a/man/enw_missing_reference.Rd +++ b/man/enw_missing_reference.Rd @@ -46,7 +46,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_new_reports}()}, diff --git a/man/enw_new_reports.Rd b/man/enw_new_reports.Rd index 39b249e3d..584ab1410 100644 --- a/man/enw_new_reports.Rd +++ b/man/enw_new_reports.Rd @@ -50,7 +50,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_preprocess_data.Rd b/man/enw_preprocess_data.Rd index db129a5df..74b564106 100644 --- a/man/enw_preprocess_data.Rd +++ b/man/enw_preprocess_data.Rd @@ -107,7 +107,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_reporting_triangle.Rd b/man/enw_reporting_triangle.Rd index 75a606503..8d4b77ace 100644 --- a/man/enw_reporting_triangle.Rd +++ b/man/enw_reporting_triangle.Rd @@ -35,7 +35,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, diff --git a/man/enw_reporting_triangle_to_long.Rd b/man/enw_reporting_triangle_to_long.Rd index 74769d952..ed9ac3868 100644 --- a/man/enw_reporting_triangle_to_long.Rd +++ b/man/enw_reporting_triangle_to_long.Rd @@ -34,7 +34,6 @@ Preprocessing functions \code{\link{enw_extend_date}()}, \code{\link{enw_filter_reference_dates}()}, \code{\link{enw_filter_report_dates}()}, -\code{\link{enw_latest_data_inner}()}, \code{\link{enw_latest_data}()}, \code{\link{enw_metadata}()}, \code{\link{enw_missing_reference}()}, From 4322b58b056c5bb7f5da92756f4661e6e760931a Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 11:09:43 +0000 Subject: [PATCH 41/53] add tests for enw_complete_data --- R/preprocess.R | 5 ++-- tests/testthat/test-enw_complete_dates.R | 24 +++++++++++++++++++ ...w_latest_data.R => test-enw_latest_data.R} | 2 -- 3 files changed, 27 insertions(+), 4 deletions(-) create mode 100644 tests/testthat/test-enw_complete_dates.R rename tests/testthat/{enw_enw_latest_data.R => test-enw_latest_data.R} (99%) diff --git a/R/preprocess.R b/R/preprocess.R index 1c215d0b9..b2414f2a5 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -444,7 +444,8 @@ enw_complete_dates <- function(obs, by = c(), max_delay, } dates <- seq.Date(min_date, max_date, by = 1) - + dates <- as.IDate(dates) + obs <- enw_assign_group(obs, by = by) by_with_group_id <- c(".group", by) groups <- unique(obs[, ..by_with_group_id]) @@ -461,7 +462,7 @@ enw_complete_dates <- function(obs, by = c(), max_delay, completion <- rbind( completion, data.table::CJ( - reference_date = as.Date(NA), + reference_date = as.IDate(NA), .group = groups$.group, report_date = dates ) diff --git a/tests/testthat/test-enw_complete_dates.R b/tests/testthat/test-enw_complete_dates.R new file mode 100644 index 000000000..86cff0417 --- /dev/null +++ b/tests/testthat/test-enw_complete_dates.R @@ -0,0 +1,24 @@ +test_that("enw_complete_dates works as expected with well behaved data", { + obs <- data.frame( + report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", + confirm = 1 + ) + exp_obs <- data.table::data.table( + report_date = as.IDate( + c("2021-10-01", "2021-10-02", "2021-10-03", "2021-10-02", "2021-10-03", + "2021-10-03", "2021-10-01", "2021-10-02", "2021-10-03")), + reference_date = as.IDate( + c(rep("2021-10-01", 3), rep("2021-10-02", 2), "2021-10-03", rep(NA, 3))), + confirm = c(rep(1, 3), rep(0, 6)) + ) + expect_equal(enw_complete_dates(obs), exp_obs) + expect_equal( + enw_complete_dates(obs, missing_reference = FALSE), + exp_obs[!is.na(reference_date)] + ) + obs$location <- "DE" + expect_equal( + enw_complete_dates(obs, by = "location"), + data.table::setcolorder(exp_obs[, location := "DE"], "location") + ) +}) diff --git a/tests/testthat/enw_enw_latest_data.R b/tests/testthat/test-enw_latest_data.R similarity index 99% rename from tests/testthat/enw_enw_latest_data.R rename to tests/testthat/test-enw_latest_data.R index 896694e2b..aeb0457c2 100644 --- a/tests/testthat/enw_enw_latest_data.R +++ b/tests/testthat/test-enw_latest_data.R @@ -23,5 +23,3 @@ test_that("enw_latest_data works as expected with poorly behaved data", { obs$reference_date <- NULL expect_error(enw_latest_data(obs)) }) - - From ec8b530a78f79da8026c8efbc9526cd4f3ef52bd Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 11:45:10 +0000 Subject: [PATCH 42/53] add tests for enw_missing_reference --- .devcontainer/Dockerfile | 1 + R/preprocess.R | 4 ++-- tests/testthat/test-enw_missing_reference.R | 24 +++++++++++++++++++++ 3 files changed, 27 insertions(+), 2 deletions(-) create mode 100644 tests/testthat/test-enw_missing_reference.R diff --git a/.devcontainer/Dockerfile b/.devcontainer/Dockerfile index cd43560d0..197be5964 100644 --- a/.devcontainer/Dockerfile +++ b/.devcontainer/Dockerfile @@ -47,6 +47,7 @@ RUN apt-get update \ RUN Rscript -e 'devtools::install_github("mdlincoln/docthis")' RUN Rscript -e 'devtools::install_github("lorenzwalthert/precommit")' RUN Rscript -e 'devtools::install_github("milesmcbain/fnmate")' +RUN Rscript -e 'devtools::install_github("milesmcbain/datapasta")' # add dependencies for logo making RUN install2.r --error --skipinstalled --repos ${CRAN} --ncpus -1 \ diff --git a/R/preprocess.R b/R/preprocess.R index b2414f2a5..a44b2e64b 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -445,7 +445,7 @@ enw_complete_dates <- function(obs, by = c(), max_delay, dates <- seq.Date(min_date, max_date, by = 1) dates <- as.IDate(dates) - + obs <- enw_assign_group(obs, by = by) by_with_group_id <- c(".group", by) groups <- unique(obs[, ..by_with_group_id]) @@ -509,7 +509,7 @@ enw_complete_dates <- function(obs, by = c(), max_delay, #' obs <- enw_new_reports(obs) #' enw_missing_reference(obs) enw_missing_reference <- function(obs) { - obs <- check_date(obs) + obs <- check_dates(obs) ref_avail <- obs[!is.na(reference_date)] ref_avail <- ref_avail[, .(.old_group = sum(new_confirm)), by = c("report_date", ".group") diff --git a/tests/testthat/test-enw_missing_reference.R b/tests/testthat/test-enw_missing_reference.R new file mode 100644 index 000000000..afd33eb4e --- /dev/null +++ b/tests/testthat/test-enw_missing_reference.R @@ -0,0 +1,24 @@ +test_that("enw_missing_reference works as expected given correct input data", { + obs <- data.frame( + .group = rep(1, 13), + location = rep("DE", 13), + report_date = c( + "2021-10-01", "2021-10-02", "2021-10-03", "2021-10-02", "2021-10-03", "2021-10-04", "2021-10-03", "2021-10-04", "2021-10-04", "2021-10-01", + "2021-10-02", "2021-10-03", "2021-10-04" + ), + reference_date = c( + rep("2021-10-01", 3), rep("2021-10-02", 3), rep("2021-10-03", 2), + "2021-10-04", rep(NA, 4) + ), + confirm = c(rep(1, 3), rep(0, 9), 4), + new_confirm = c(1, rep(0, 11), 4) + ) + exp_obs <- data.table::data.table( + .group = 1, location = "DE", + report_date = as.IDate( + seq.Date(as.Date("2021-10-01"), as.Date("2021-10-04"), by = "day") + ), + confirm = c(rep(0, 3), 4), prop_missing = c(0, NaN, NaN, 1) + ) + expect_equal(enw_missing_reference(obs), exp_obs) +}) From 750f9c0fdfa7785766c76d1dc7aa22c023bc5a16 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 11:46:26 +0000 Subject: [PATCH 43/53] fix global variables --- R/utils.R | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/R/utils.R b/R/utils.R index 9d50cdb58..3cfed621f 100644 --- a/R/utils.R +++ b/R/utils.R @@ -146,6 +146,6 @@ utils::globalVariables( ".new_group", "observed", "latest_confirm", "mad", "variable", "fit", "patterns", ".draws", "prop_reported", "max_confirm", "run_time", "cum_prop_reported", "..by_with_group_id", - "reference_missing" + "reference_missing", "prop_missing" ) ) From 72cf964cb95a618ea4141f412f7d16ab94ae327b Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 11:51:56 +0000 Subject: [PATCH 44/53] restyle and add news item --- NEWS.md | 2 + R/model.R | 3 +- R/preprocess.R | 41 +++++++++++-------- man/enw_complete_dates.Rd | 4 +- man/enw_filter_reference_dates.Rd | 8 ++-- man/enw_missing_reference.Rd | 8 ++-- tests/testthat/test-enw_complete_dates.R | 10 +++-- .../test-enw_filter_reference_dates.R | 11 +++-- tests/testthat/test-enw_missing_reference.R | 2 +- 9 files changed, 53 insertions(+), 36 deletions(-) diff --git a/NEWS.md b/NEWS.md index 49fd9f875..7f7632cc7 100644 --- a/NEWS.md +++ b/NEWS.md @@ -11,6 +11,8 @@ This is a major release and contains multiple breaking changes. If needing the o * A new helper function `enw_delay_metadata()` has been added. This produces metadata about the delay distribution vector that may be helpful in future modelling. This prepares the way for [#4](https://github.com/epiforecasts/epinowcast/issues/4) where this data frame will be combined with the reference metadata in order to build non-parametric hazard reference and delay based models. In addition to adding this function, it has also been added to the output of `enw_preprocess_data()` in order to make the metadata readily available to end-users. See [#80](https://github.com/epiforecasts/epinowcast/pull/80) by [@seabbs](https://github.com/seabbs). * Two new helper functions `enw_filter_reference_dates()` and `enw_filter_report_dates()` have been added. These replace `enw_retrospective_data()` but allow users to similarly construct retrospective data. Splitting these functions out into components also allows for additional use cases that were not previously possible. See [#82](https://github.com/epiforecasts/epinowcast/pull/82) by [@sbfnk](https://github.com/sbfnk) and [@seabbs](https://github.com/seabbs). * The internal grouping variables have been refactored to reduce the chance of clashes with columns in the data frames supplied by the user. There will also be an error thrown in case of a variable clash, making preprocessing safer. See [#102](https://github.com/epiforecasts/epinowcast/pull/102) by [@adrian-lison](https://github.com/adrian-lison) and [@seabbs](https://github.com/seabbs), which solves [#99](https://github.com/epiforecasts/epinowcast/issues/99). +* Support for preprocessing observations with missing reference dates has been added along with a new data object returned by `enw_preprocess_data()` that highlights this information to the user (alternatively can be accessed by users using `enw_missing_reference()`). In addition, these missing observations have been setup to be passed to stan in order to allow their use in modelling. See +[#106](https://github.com/epiforecasts/epinowcast/pull/106) by [@adrian-lison](https://github.com/adrian-lison) and [@seabbs](https://github.com/seabbs). ## Model diff --git a/R/model.R b/R/model.R index 441aa1d1d..58b7dbcf8 100644 --- a/R/model.R +++ b/R/model.R @@ -100,7 +100,8 @@ enw_obs_as_data_list <- function(pobs) { data.table::setorderv(missing_reference, c(".group", "reference_date")) missing_reference <- as.matrix( data.table::dcast( - missing_reference, group ~ report_date, value.var = "new_confirm", + missing_reference, group ~ report_date, + value.var = "new_confirm", fill = 0 )[, -1] ) diff --git a/R/preprocess.R b/R/preprocess.R index a44b2e64b..c91c15e3a 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -210,15 +210,17 @@ enw_filter_report_dates <- function(obs, latest_date, remove_days) { #' @examples #' # Filter by date #' enw_filter_reference_dates( -#' germany_covid19_hosp, earliest_date = "2021-09-01", -#' latest_date = "2021-10-01" +#' germany_covid19_hosp, +#' earliest_date = "2021-09-01", +#' latest_date = "2021-10-01" #' ) #' # #' # Filter by days #' enw_filter_reference_dates( -#' germany_covid19_hosp, include_days = 10, remove_days = 10 +#' germany_covid19_hosp, +#' include_days = 10, remove_days = 10 #' ) -enw_filter_reference_dates <- function(obs, earliest_date, include_days, +enw_filter_reference_dates <- function(obs, earliest_date, include_days, latest_date, remove_days) { filt_obs <- check_dates(obs) if (!missing(remove_days)) { @@ -342,8 +344,7 @@ enw_new_reports <- function(obs, set_negatives_to_zero = TRUE) { enw_delay_filter <- function(obs, max_delay) { obs <- data.table::copy(obs) obs <- obs[, - .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date) - ], + .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], by = c("reference_date", ".group") ] return(obs[]) @@ -424,8 +425,8 @@ enw_reporting_triangle_to_long <- function(obs) { #' @family preprocess #' @examples #' obs <- data.frame( -#' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", -#' confirm = 1 +#' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", +#' confirm = 1 #' ) #' enw_complete_dates(obs) enw_complete_dates <- function(obs, by = c(), max_delay, @@ -497,12 +498,12 @@ enw_complete_dates <- function(obs, by = c(), max_delay, #' @family preprocess #' @examples #' obs <- data.frame( -#' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", -#' confirm = 1 +#' report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", +#' confirm = 1 #' ) #' obs <- rbind( -#' obs, -#' data.frame(report_date = "2021-10-04", reference_date = NA, confirm = 4) +#' obs, +#' data.frame(report_date = "2021-10-04", reference_date = NA, confirm = 4) #' ) #' obs <- enw_complete_dates(obs) #' obs <- enw_assign_group(obs) @@ -512,12 +513,14 @@ enw_missing_reference <- function(obs) { obs <- check_dates(obs) ref_avail <- obs[!is.na(reference_date)] ref_avail <- ref_avail[, - .(.old_group = sum(new_confirm)), by = c("report_date", ".group") + .(.old_group = sum(new_confirm)), + by = c("report_date", ".group") ] ref_missing <- obs[is.na(reference_date)] cols <- intersect( - c("delay", "reference_date", "max_confirm", "cum_prop_reported", + c( + "delay", "reference_date", "max_confirm", "cum_prop_reported", "prop_reported", "new_confirm" ), colnames(ref_missing) ) @@ -526,7 +529,7 @@ enw_missing_reference <- function(obs) { ref_missing[, prop_missing := confirm / (confirm + .old_group)] ref_missing[, .old_group := NULL] return(ref_missing[]) - } +} #' Calculate reporting delay metadata #' @@ -653,7 +656,7 @@ enw_construct_data <- function(obs, new_confirm, latest, missing_reference, #' construct models). This function wraps other preprocessing functions that may #' be instead used individually if required. Note that internally reports #' beyond the user specified delay are reassigned to the last permissible delay -#' for modelling purposes. Also note that if missing reference or report dates +#' for modelling purposes. Also note that if missing reference or report dates #' are suspected to occur in your data then these need to be completed with #' [enw_complete_dates()]. #' @@ -737,7 +740,8 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, holidays = c(), obs <- enw_delay_filter(obs, max_delay = max_delay) diff_obs <- enw_new_reports( - obs, set_negatives_to_zero = set_negatives_to_zero + obs, + set_negatives_to_zero = set_negatives_to_zero ) # filter obs based on diff constraints @@ -780,7 +784,8 @@ enw_preprocess_data <- function(obs, by = c(), max_delay = 20, holidays = c(), # extract and add features for reference date metareference <- enw_metadata( - obs[!is.na(reference_date)], target_date = "reference_date" + obs[!is.na(reference_date)], + target_date = "reference_date" ) metareference <- enw_add_metaobs_features(metareference, holidays = holidays) diff --git a/man/enw_complete_dates.Rd b/man/enw_complete_dates.Rd index 6f1790029..ccd2d5de0 100644 --- a/man/enw_complete_dates.Rd +++ b/man/enw_complete_dates.Rd @@ -37,8 +37,8 @@ or as covariates need to be included in the \code{by} variable. } \examples{ obs <- data.frame( - report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", - confirm = 1 + report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", + confirm = 1 ) enw_complete_dates(obs) } diff --git a/man/enw_filter_reference_dates.Rd b/man/enw_filter_reference_dates.Rd index a6e22dd75..209903e63 100644 --- a/man/enw_filter_reference_dates.Rd +++ b/man/enw_filter_reference_dates.Rd @@ -41,13 +41,15 @@ this function with \code{\link[=enw_filter_report_dates]{enw_filter_report_dates \examples{ # Filter by date enw_filter_reference_dates( - germany_covid19_hosp, earliest_date = "2021-09-01", - latest_date = "2021-10-01" + germany_covid19_hosp, + earliest_date = "2021-09-01", + latest_date = "2021-10-01" ) # # Filter by days enw_filter_reference_dates( - germany_covid19_hosp, include_days = 10, remove_days = 10 + germany_covid19_hosp, + include_days = 10, remove_days = 10 ) } \seealso{ diff --git a/man/enw_missing_reference.Rd b/man/enw_missing_reference.Rd index 6ed6257c3..e4f5807f8 100644 --- a/man/enw_missing_reference.Rd +++ b/man/enw_missing_reference.Rd @@ -21,12 +21,12 @@ the proportion of reports for a given reference date that were missing. } \examples{ obs <- data.frame( - report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", - confirm = 1 + report_date = c("2021-10-01", "2021-10-03"), reference_date = "2021-10-01", + confirm = 1 ) obs <- rbind( - obs, - data.frame(report_date = "2021-10-04", reference_date = NA, confirm = 4) + obs, + data.frame(report_date = "2021-10-04", reference_date = NA, confirm = 4) ) obs <- enw_complete_dates(obs) obs <- enw_assign_group(obs) diff --git a/tests/testthat/test-enw_complete_dates.R b/tests/testthat/test-enw_complete_dates.R index 86cff0417..25da24fc2 100644 --- a/tests/testthat/test-enw_complete_dates.R +++ b/tests/testthat/test-enw_complete_dates.R @@ -5,10 +5,14 @@ test_that("enw_complete_dates works as expected with well behaved data", { ) exp_obs <- data.table::data.table( report_date = as.IDate( - c("2021-10-01", "2021-10-02", "2021-10-03", "2021-10-02", "2021-10-03", - "2021-10-03", "2021-10-01", "2021-10-02", "2021-10-03")), + c( + "2021-10-01", "2021-10-02", "2021-10-03", "2021-10-02", "2021-10-03", + "2021-10-03", "2021-10-01", "2021-10-02", "2021-10-03" + ) + ), reference_date = as.IDate( - c(rep("2021-10-01", 3), rep("2021-10-02", 2), "2021-10-03", rep(NA, 3))), + c(rep("2021-10-01", 3), rep("2021-10-02", 2), "2021-10-03", rep(NA, 3)) + ), confirm = c(rep(1, 3), rep(0, 6)) ) expect_equal(enw_complete_dates(obs), exp_obs) diff --git a/tests/testthat/test-enw_filter_reference_dates.R b/tests/testthat/test-enw_filter_reference_dates.R index fa388e7c0..a088107cc 100644 --- a/tests/testthat/test-enw_filter_reference_dates.R +++ b/tests/testthat/test-enw_filter_reference_dates.R @@ -21,17 +21,20 @@ test_that("enw_filter_reference_dates filters as expected", { expect_equal(min(filt_days$reference_date), as.IDate("2021-10-10")) expect_error(enw_filter_reference_dates( - germany_covid19_hosp, remove_days = 10, latest_date = "2021-10-01") - ) + germany_covid19_hosp, + remove_days = 10, latest_date = "2021-10-01" + )) filt_date <- enw_filter_reference_dates( - germany_covid19_hosp, latest_date = "2021-10-01" + germany_covid19_hosp, + latest_date = "2021-10-01" ) expect_equal(max(filt_date$report_date), as.IDate("2021-10-20")) expect_equal(max(filt_date$reference_date), as.IDate("2021-10-01")) expect_equal(min(filt_date$report_date), as.IDate("2021-04-06")) expect_equal(min(filt_date$reference_date), as.IDate("2021-04-06")) filt_days <- enw_filter_reference_dates( - germany_covid19_hosp, remove_days = 10 + germany_covid19_hosp, + remove_days = 10 ) expect_equal(max(filt_days$report_date), as.IDate("2021-10-20")) expect_equal(max(filt_days$reference_date), as.IDate("2021-10-10")) diff --git a/tests/testthat/test-enw_missing_reference.R b/tests/testthat/test-enw_missing_reference.R index afd33eb4e..3dfc11c14 100644 --- a/tests/testthat/test-enw_missing_reference.R +++ b/tests/testthat/test-enw_missing_reference.R @@ -7,7 +7,7 @@ test_that("enw_missing_reference works as expected given correct input data", { "2021-10-02", "2021-10-03", "2021-10-04" ), reference_date = c( - rep("2021-10-01", 3), rep("2021-10-02", 3), rep("2021-10-03", 2), + rep("2021-10-01", 3), rep("2021-10-02", 3), rep("2021-10-03", 2), "2021-10-04", rep(NA, 4) ), confirm = c(rep(1, 3), rep(0, 9), 4), From 0243ae1edf86ea758b29841cadd1753b5e676426 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 12:04:50 +0000 Subject: [PATCH 45/53] debug model.R changes --- R/model.R | 6 +++--- README.Rmd | 1 + inst/scripts/germany_example.R | 4 +++- inst/stan/chunks/debug.stan | 8 ++++---- 4 files changed, 11 insertions(+), 8 deletions(-) diff --git a/R/model.R b/R/model.R index 58b7dbcf8..c4f455687 100644 --- a/R/model.R +++ b/R/model.R @@ -97,11 +97,11 @@ enw_obs_as_data_list <- function(pobs) { # obs with missing reference date missing_reference <- data.table::copy(pobs$missing_reference[[1]]) - data.table::setorderv(missing_reference, c(".group", "reference_date")) + data.table::setorderv(missing_reference, c(".group", "report_date")) missing_reference <- as.matrix( data.table::dcast( - missing_reference, group ~ report_date, - value.var = "new_confirm", + missing_reference, .group ~ report_date, + value.var = "confirm", fill = 0 )[, -1] ) diff --git a/README.Rmd b/README.Rmd index 269af39a6..de1d75189 100644 --- a/README.Rmd +++ b/README.Rmd @@ -74,6 +74,7 @@ As well as `epinowcast` this quick start makes use of `data.table` and `ggplot2` library(epinowcast) library(data.table) library(ggplot2) +set_cmdstan_path(path = '/home/vscode/.cmdstan/cmdstan-2.29.0') ``` ### Data diff --git a/inst/scripts/germany_example.R b/inst/scripts/germany_example.R index f8e00c527..6f7efdcf4 100644 --- a/inst/scripts/germany_example.R +++ b/inst/scripts/germany_example.R @@ -4,7 +4,9 @@ library(data.table) # Load and filter germany hospitalisations nat_germany_hosp <- germany_covid19_hosp[location == "DE"][age_group %in% "00+"] -nat_germany_hosp <- nat_germany_hosp[report_date <= as.Date("2021-10-01")] +nat_germany_hosp <- enw_filter_report_dates( + nat_germany_hosp, latest_date = "2021-10-01" +) # Make sure observations are complete nat_germany_hosp <- enw_complete_dates( diff --git a/inst/stan/chunks/debug.stan b/inst/stan/chunks/debug.stan index b21c1e7fc..df5331db7 100644 --- a/inst/stan/chunks/debug.stan +++ b/inst/stan/chunks/debug.stan @@ -1,8 +1,8 @@ for (i in 1:npmfs) { int j = 0; for (k in 1:dmax) { - j += is_nan(abs(pmfs[k, i])) ? 1 : 0; - j += is_inf(abs(pmfs[k, i])) ? 1 : 0; + j += is_nan(fabs(pmfs[k, i])) ? 1 : 0; + j += is_inf(fabs(pmfs[k, i])) ? 1 : 0; } j += phi <= 1e-3 ? 1 : 0; if (j) { @@ -28,8 +28,8 @@ } int j = 0; for (k in 1:urds) { - j += is_nan(abs(srdlh[k])) ? 1 : 0; - j += is_inf(abs(srdlh[k])) ? 1 : 0; + j += is_nan(fabs(srdlh[k])) ? 1 : 0; + j += is_inf(fabs(srdlh[k])) ? 1 : 0; } if (j) { print("Hazard effects on report date"); From 327721b5fa227639814bc68fa2e08e62705ef527 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 12:57:54 +0000 Subject: [PATCH 46/53] deal with enw_filter_reference_dates issue ignoring reports --- R/preprocess.R | 6 +++- .../test-enw_filter_reference_dates.R | 33 +++++++++++++++++++ 2 files changed, 38 insertions(+), 1 deletion(-) diff --git a/R/preprocess.R b/R/preprocess.R index c91c15e3a..bff757162 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -245,6 +245,8 @@ enw_filter_reference_dates <- function(obs, earliest_date, include_days, if (!missing(include_days) || !missing(earliest_date)) { filt_obs <- filt_obs[ reference_date >= as.Date(earliest_date) | is.na(reference_date) + ][ + report_date >= as.Date(earliest_date) ] } return(filt_obs[]) @@ -344,7 +346,9 @@ enw_new_reports <- function(obs, set_negatives_to_zero = TRUE) { enw_delay_filter <- function(obs, max_delay) { obs <- data.table::copy(obs) obs <- obs[, - .SD[report_date <= (reference_date + max_delay - 1) | is.na(reference_date)], + .SD[ + report_date <= (reference_date + max_delay - 1) | is.na(reference_date) + ], by = c("reference_date", ".group") ] return(obs[]) diff --git a/tests/testthat/test-enw_filter_reference_dates.R b/tests/testthat/test-enw_filter_reference_dates.R index a088107cc..b9b0e1069 100644 --- a/tests/testthat/test-enw_filter_reference_dates.R +++ b/tests/testthat/test-enw_filter_reference_dates.R @@ -41,3 +41,36 @@ test_that("enw_filter_reference_dates filters as expected", { expect_equal(min(filt_days$report_date), as.IDate("2021-04-06")) expect_equal(min(filt_days$reference_date), as.IDate("2021-04-06")) }) + +test_that("enw_filter_reference_dates filters as expected when data is present + with missing reference dates", { + nat_germany_hosp <- + germany_covid19_hosp[location == "DE"][age_group %in% "00+"] + nat_germany_hosp <- enw_complete_dates( + nat_germany_hosp, by = c("location", "age_group") + ) + filt_days <- enw_filter_reference_dates( + nat_germany_hosp, + include_days = 10 + ) + expect_equal(max(filt_days$report_date), as.IDate("2021-10-20")) + expect_equal( + max(filt_days$reference_date, na.rm = TRUE), as.IDate("2021-10-20") + ) + expect_equal(min(filt_days$report_date), as.IDate("2021-10-10")) + expect_equal( + min(filt_days$reference_date, na.rm = TRUE), as.IDate("2021-10-10") + ) + filt_date <- enw_filter_reference_dates( + nat_germany_hosp, + earliest_date = "2021-09-01" + ) + expect_equal(max(filt_date$report_date), as.IDate("2021-10-20")) + expect_equal( + max(filt_date$reference_date, na.rm = TRUE), as.IDate("2021-10-20") + ) + expect_equal(min(filt_date$report_date), as.IDate("2021-09-01")) + expect_equal( + min(filt_date$reference_date, na.rm = TRUE), as.IDate("2021-09-01") + ) +}) \ No newline at end of file From 7c989f7e4cc01b0620bd3a815811b475889c45a8 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 12:59:44 +0000 Subject: [PATCH 47/53] add new assumptions to the news --- NEWS.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/NEWS.md b/NEWS.md index 7f7632cc7..0f70337b4 100644 --- a/NEWS.md +++ b/NEWS.md @@ -9,7 +9,7 @@ This is a major release and contains multiple breaking changes. If needing the o ## Package * A new helper function `enw_delay_metadata()` has been added. This produces metadata about the delay distribution vector that may be helpful in future modelling. This prepares the way for [#4](https://github.com/epiforecasts/epinowcast/issues/4) where this data frame will be combined with the reference metadata in order to build non-parametric hazard reference and delay based models. In addition to adding this function, it has also been added to the output of `enw_preprocess_data()` in order to make the metadata readily available to end-users. See [#80](https://github.com/epiforecasts/epinowcast/pull/80) by [@seabbs](https://github.com/seabbs). -* Two new helper functions `enw_filter_reference_dates()` and `enw_filter_report_dates()` have been added. These replace `enw_retrospective_data()` but allow users to similarly construct retrospective data. Splitting these functions out into components also allows for additional use cases that were not previously possible. See [#82](https://github.com/epiforecasts/epinowcast/pull/82) by [@sbfnk](https://github.com/sbfnk) and [@seabbs](https://github.com/seabbs). +* Two new helper functions `enw_filter_reference_dates()` and `enw_filter_report_dates()` have been added. These replace `enw_retrospective_data()` but allow users to similarly construct retrospective data. Splitting these functions out into components also allows for additional use cases that were not previously possible. Note that by definition it is assumed that a report date for a given reference date must be the equal or greater (i.e a report cannot happen before the event being reported occurs). See [#82](https://github.com/epiforecasts/epinowcast/pull/82) by [@sbfnk](https://github.com/sbfnk) and [@seabbs](https://github.com/seabbs). * The internal grouping variables have been refactored to reduce the chance of clashes with columns in the data frames supplied by the user. There will also be an error thrown in case of a variable clash, making preprocessing safer. See [#102](https://github.com/epiforecasts/epinowcast/pull/102) by [@adrian-lison](https://github.com/adrian-lison) and [@seabbs](https://github.com/seabbs), which solves [#99](https://github.com/epiforecasts/epinowcast/issues/99). * Support for preprocessing observations with missing reference dates has been added along with a new data object returned by `enw_preprocess_data()` that highlights this information to the user (alternatively can be accessed by users using `enw_missing_reference()`). In addition, these missing observations have been setup to be passed to stan in order to allow their use in modelling. See [#106](https://github.com/epiforecasts/epinowcast/pull/106) by [@adrian-lison](https://github.com/adrian-lison) and [@seabbs](https://github.com/seabbs). 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a/inst/scripts/germany_example.R +++ b/inst/scripts/germany_example.R @@ -23,7 +23,7 @@ retro_nat_germany <- enw_filter_reference_dates( # Get latest observations for the same time period latest_obs <- enw_latest_data(nat_germany_hosp) latest_obs <- enw_filter_reference_dates( - latest_obs, remove_days = 40, include_days = 40 + latest_obs, remove_days = 40, include_days = 20 ) # Preprocess observations From c06d30816baddc7bdbcdd1f0b7240ae5f9937e61 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 13:44:52 +0000 Subject: [PATCH 49/53] deal with bugs due to missingness not being present and add tests --- R/model.R | 27 +++++++++++---------- R/preprocess.R | 8 ++++-- man/enw_filter_reference_dates.Rd | 6 ++++- tests/testthat/test-enw_missing_reference.R | 18 ++++++++++++++ 4 files changed, 43 insertions(+), 16 deletions(-) diff --git a/R/model.R b/R/model.R index c4f455687..0195091d4 100644 --- a/R/model.R +++ b/R/model.R @@ -95,17 +95,6 @@ enw_obs_as_data_list <- function(pobs) { snap_time[, t := 1:.N, by = ".group"] snap_time <- snap_time$t - # obs with missing reference date - missing_reference <- data.table::copy(pobs$missing_reference[[1]]) - data.table::setorderv(missing_reference, c(".group", "report_date")) - missing_reference <- as.matrix( - data.table::dcast( - missing_reference, .group ~ report_date, - value.var = "confirm", - fill = 0 - )[, -1] - ) - # Format indexing and observed data # See stan code for docs on what all of these are data <- list( @@ -121,9 +110,21 @@ enw_obs_as_data_list <- function(pobs) { dmax = pobs$max_delay[[1]], obs = as.matrix(pobs$reporting_triangle[[1]][, -c(1:2)]), flat_obs = flat_obs, - latest_obs = latest_matrix, - missing_ref = missing_reference + latest_obs = latest_matrix ) + if (nrow(pobs$missing_reference[[1]]) > 0 ) { + # obs with missing reference date + missing_reference <- data.table::copy(pobs$missing_reference[[1]]) + data.table::setorderv(missing_reference, c(".group", "report_date")) + missing_reference <- as.matrix( + data.table::dcast( + missing_reference, .group ~ report_date, + value.var = "confirm", + fill = 0 + )[, -1] + ) + data$missing_ref <- missing_reference + } return(data) } diff --git a/R/preprocess.R b/R/preprocess.R index bff757162..296551ef7 100644 --- a/R/preprocess.R +++ b/R/preprocess.R @@ -188,7 +188,11 @@ enw_filter_report_dates <- function(obs, latest_date, remove_days) { #' @description This is a helper function which allows users to filter #' datasets by reference date. This is useful, for example, when evaluating #' nowcast performance against fully observed data. Users may wish to combine -#' this function with [enw_filter_report_dates()]. +#' this function with [enw_filter_report_dates()]. Note that by definition it +#' is assumed that a report date for a given reference date must be the equal +#' or greater (i.e a report cannot happen before the event being reported +#' occurs). This means that this function will also filter report dates earlier +#' than the target reference dates. #' #' @param earliest_date earliest reference date to include in the data set #' @@ -529,7 +533,7 @@ enw_missing_reference <- function(obs) { ), colnames(ref_missing) ) ref_missing[, (cols) := NULL] - ref_missing <- ref_missing[ref_avail, on = c(".group", "report_date")] + ref_missing <- ref_avail[ref_missing, on = c(".group", "report_date")] ref_missing[, prop_missing := confirm / (confirm + .old_group)] ref_missing[, .old_group := NULL] return(ref_missing[]) diff --git a/man/enw_filter_reference_dates.Rd b/man/enw_filter_reference_dates.Rd index 209903e63..5408d8db5 100644 --- a/man/enw_filter_reference_dates.Rd +++ b/man/enw_filter_reference_dates.Rd @@ -36,7 +36,11 @@ A data.table filtered by report date This is a helper function which allows users to filter datasets by reference date. This is useful, for example, when evaluating nowcast performance against fully observed data. Users may wish to combine -this function with \code{\link[=enw_filter_report_dates]{enw_filter_report_dates()}}. +this function with \code{\link[=enw_filter_report_dates]{enw_filter_report_dates()}}. Note that by definition it +is assumed that a report date for a given reference date must be the equal +or greater (i.e a report cannot happen before the event being reported +occurs). This means that this function will also filter report dates earlier +than the target reference dates. } \examples{ # Filter by date diff --git a/tests/testthat/test-enw_missing_reference.R b/tests/testthat/test-enw_missing_reference.R index 3dfc11c14..eb879b3c3 100644 --- a/tests/testthat/test-enw_missing_reference.R +++ b/tests/testthat/test-enw_missing_reference.R @@ -22,3 +22,21 @@ test_that("enw_missing_reference works as expected given correct input data", { ) expect_equal(enw_missing_reference(obs), exp_obs) }) + +test_that("enw_missing_reference works as expected when no missingness is + present", { + obs <- data.frame( + .group = rep(1, 9), + location = rep("DE", 9), + report_date = c( + "2021-10-01", "2021-10-02", "2021-10-03", "2021-10-02", "2021-10-03", "2021-10-04", "2021-10-03", "2021-10-04", "2021-10-04" + ), + reference_date = c( + rep("2021-10-01", 3), rep("2021-10-02", 3), rep("2021-10-03", 2), + "2021-10-04" + ), + confirm = c(rep(1, 3), rep(0, 6)), + new_confirm = c(1, rep(0, 8)) + ) + expect_equal(nrow(enw_missing_reference(obs)), 0) +}) From 3c33d0599045b68b76ac0a478b65c84343046be2 Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 13:45:14 +0000 Subject: [PATCH 50/53] update news --- NEWS.md | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/NEWS.md b/NEWS.md index 0f70337b4..7f03aa2f6 100644 --- a/NEWS.md +++ b/NEWS.md @@ -11,7 +11,7 @@ This is a major release and contains multiple breaking changes. If needing the o * A new helper function `enw_delay_metadata()` has been added. This produces metadata about the delay distribution vector that may be helpful in future modelling. This prepares the way for [#4](https://github.com/epiforecasts/epinowcast/issues/4) where this data frame will be combined with the reference metadata in order to build non-parametric hazard reference and delay based models. In addition to adding this function, it has also been added to the output of `enw_preprocess_data()` in order to make the metadata readily available to end-users. See [#80](https://github.com/epiforecasts/epinowcast/pull/80) by [@seabbs](https://github.com/seabbs). * Two new helper functions `enw_filter_reference_dates()` and `enw_filter_report_dates()` have been added. These replace `enw_retrospective_data()` but allow users to similarly construct retrospective data. Splitting these functions out into components also allows for additional use cases that were not previously possible. Note that by definition it is assumed that a report date for a given reference date must be the equal or greater (i.e a report cannot happen before the event being reported occurs). See [#82](https://github.com/epiforecasts/epinowcast/pull/82) by [@sbfnk](https://github.com/sbfnk) and [@seabbs](https://github.com/seabbs). * The internal grouping variables have been refactored to reduce the chance of clashes with columns in the data frames supplied by the user. There will also be an error thrown in case of a variable clash, making preprocessing safer. See [#102](https://github.com/epiforecasts/epinowcast/pull/102) by [@adrian-lison](https://github.com/adrian-lison) and [@seabbs](https://github.com/seabbs), which solves [#99](https://github.com/epiforecasts/epinowcast/issues/99). -* Support for preprocessing observations with missing reference dates has been added along with a new data object returned by `enw_preprocess_data()` that highlights this information to the user (alternatively can be accessed by users using `enw_missing_reference()`). In addition, these missing observations have been setup to be passed to stan in order to allow their use in modelling. See +* Support for preprocessing observations with missing reference dates has been added along with a new data object returned by `enw_preprocess_data()` that highlights this information to the user (alternatively can be accessed by users using `enw_missing_reference()`). In addition, these missing observations have been setup to be passed to stan in order to allow their use in modelling. This feature is in prepartion of adding full support for missing observations (see [#43](https://github.com/epiforecasts/epinowcast/issues/43)). See [#106](https://github.com/epiforecasts/epinowcast/pull/106) by [@adrian-lison](https://github.com/adrian-lison) and [@seabbs](https://github.com/seabbs). ## Model From 7fcc6e2bd2f5fe917c0f654b63684c81112fcdde Mon Sep 17 00:00:00 2001 From: Sam Abbott Date: Fri, 8 Jul 2022 13:51:30 +0000 Subject: [PATCH 51/53] update readme --- README.Rmd | 1 - README.md | 244 +++++++++++++++----------- man/figures/README-nowcast-1.png | Bin 102580 -> 101227 bytes man/figures/README-pp-1.png | Bin 872062 -> 870098 bytes man/figures/README-week_nowcast-1.png | Bin 77544 -> 78316 bytes 5 files changed, 137 insertions(+), 108 deletions(-) diff --git a/README.Rmd b/README.Rmd index de1d75189..269af39a6 100644 --- a/README.Rmd +++ b/README.Rmd @@ -74,7 +74,6 @@ As well as `epinowcast` this quick start makes use of `data.table` and `ggplot2` library(epinowcast) library(data.table) library(ggplot2) -set_cmdstan_path(path = '/home/vscode/.cmdstan/cmdstan-2.29.0') ``` ### Data diff --git a/README.md b/README.md index c5c9e7bd3..e2fa80283 100644 --- a/README.md +++ b/README.md @@ -115,19 +115,19 @@ nat_germany_hosp <- retro_nat_germany <- nat_germany_hosp |> enw_filter_report_dates(remove_days = 40) |> enw_filter_reference_dates(include_days = 40) - -head(retro_nat_germany, n = 10) -#> reference_date location age_group confirm report_date -#> 1: 2021-07-13 DE 00+ 21 2021-07-13 -#> 2: 2021-07-14 DE 00+ 22 2021-07-14 -#> 3: 2021-07-15 DE 00+ 28 2021-07-15 -#> 4: 2021-07-16 DE 00+ 19 2021-07-16 -#> 5: 2021-07-17 DE 00+ 20 2021-07-17 -#> 6: 2021-07-18 DE 00+ 9 2021-07-18 -#> 7: 2021-07-19 DE 00+ 3 2021-07-19 -#> 8: 2021-07-20 DE 00+ 36 2021-07-20 -#> 9: 2021-07-21 DE 00+ 28 2021-07-21 -#> 10: 2021-07-22 DE 00+ 34 2021-07-22 +retro_nat_germany +#> reference_date location age_group confirm report_date +#> 1: 2021-07-13 DE 00+ 21 2021-07-13 +#> 2: 2021-07-14 DE 00+ 22 2021-07-14 +#> 3: 2021-07-15 DE 00+ 28 2021-07-15 +#> 4: 2021-07-16 DE 00+ 19 2021-07-16 +#> 5: 2021-07-17 DE 00+ 20 2021-07-17 +#> --- +#> 857: 2021-07-14 DE 00+ 72 2021-08-21 +#> 858: 2021-07-15 DE 00+ 69 2021-08-22 +#> 859: 2021-07-13 DE 00+ 59 2021-08-21 +#> 860: 2021-07-14 DE 00+ 72 2021-08-22 +#> 861: 2021-07-13 DE 00+ 59 2021-08-22 ``` ``` r @@ -135,17 +135,17 @@ latest_germany_hosp <- nat_germany_hosp |> enw_latest_data() |> enw_filter_reference_dates(remove_days = 40, include_days = 40) head(latest_germany_hosp, n = 10) -#> reference_date location age_group confirm -#> 1: 2021-07-13 DE 00+ 60 -#> 2: 2021-07-14 DE 00+ 74 -#> 3: 2021-07-15 DE 00+ 69 -#> 4: 2021-07-16 DE 00+ 49 -#> 5: 2021-07-17 DE 00+ 67 -#> 6: 2021-07-18 DE 00+ 51 -#> 7: 2021-07-19 DE 00+ 36 -#> 8: 2021-07-20 DE 00+ 96 -#> 9: 2021-07-21 DE 00+ 94 -#> 10: 2021-07-22 DE 00+ 99 +#> reference_date location age_group confirm report_date +#> 1: 2021-07-13 DE 00+ 60 2021-10-01 +#> 2: 2021-07-14 DE 00+ 74 2021-10-01 +#> 3: 2021-07-15 DE 00+ 69 2021-10-01 +#> 4: 2021-07-16 DE 00+ 49 2021-10-01 +#> 5: 2021-07-17 DE 00+ 67 2021-10-01 +#> 6: 2021-07-18 DE 00+ 51 2021-10-01 +#> 7: 2021-07-19 DE 00+ 36 2021-10-01 +#> 8: 2021-07-20 DE 00+ 96 2021-10-01 +#> 9: 2021-07-21 DE 00+ 94 2021-10-01 +#> 10: 2021-07-22 DE 00+ 99 2021-10-01 ``` ### Data preprocessing and model specification @@ -158,12 +158,12 @@ make sure everything is as expected. ``` r pobs <- enw_preprocess_data(retro_nat_germany, max_delay = 40) pobs -#> obs new_confirm latest -#> 1: -#> reporting_triangle metareference metareport time snapshots -#> 1: 41 41 -#> groups max_delay max_date -#> 1: 1 40 2021-08-22 +#> obs new_confirm latest +#> 1: +#> missing_reference reporting_triangle metareference metareport +#> 1: +#> metadelay time snapshots by groups max_delay max_date +#> 1: 41 41 1 40 2021-08-22 ``` Construct an intercept only model for the date of reference using the @@ -215,12 +215,12 @@ nowcast <- epinowcast(pobs, ) #> Running MCMC with 2 parallel chains, with 2 thread(s) per chain... #> -#> Chain 1 finished in 58.1 seconds. -#> Chain 2 finished in 62.3 seconds. +#> Chain 1 finished in 71.8 seconds. +#> Chain 2 finished in 92.8 seconds. #> #> Both chains finished successfully. -#> Mean chain execution time: 60.2 seconds. -#> Total execution time: 62.6 seconds. +#> Mean chain execution time: 82.3 seconds. +#> Total execution time: 92.9 seconds. ``` ### Results @@ -230,16 +230,18 @@ information, the data used for fitting, and the `cmdstanr` object. ``` r nowcast -#> obs new_confirm latest -#> 1: -#> reporting_triangle metareference metareport time snapshots -#> 1: 41 41 -#> groups max_delay max_date fit data fit_args samples -#> 1: 1 40 2021-08-22 1000 -#> max_rhat divergent_transitions per_divergent_transitions max_treedepth -#> 1: 1.02 0 0 8 +#> obs new_confirm latest +#> 1: +#> missing_reference reporting_triangle metareference metareport +#> 1: +#> metadelay time snapshots by groups max_delay max_date +#> 1: 41 41 1 40 2021-08-22 +#> fit data fit_args samples max_rhat +#> 1: 1000 1.03 +#> divergent_transitions per_divergent_transitions max_treedepth +#> 1: 0 0 8 #> no_at_max_treedepth per_at_max_treedepth run_time -#> 1: 42 0.042 62.6 +#> 1: 271 0.271 92.9 ``` Summarise the nowcast for the latest snapshot of data. @@ -248,39 +250,39 @@ Summarise the nowcast for the latest snapshot of data. nowcast |> summary(probs = c(0.05, 0.95)) |> head(n = 10) -#> reference_date location age_group confirm max_confirm cum_prop_reported -#> 1: 2021-07-14 DE 00+ 72 72 1 -#> 2: 2021-07-15 DE 00+ 69 69 1 -#> 3: 2021-07-16 DE 00+ 47 47 1 -#> 4: 2021-07-17 DE 00+ 65 65 1 -#> 5: 2021-07-18 DE 00+ 50 50 1 -#> 6: 2021-07-19 DE 00+ 36 36 1 -#> 7: 2021-07-20 DE 00+ 94 94 1 -#> 8: 2021-07-21 DE 00+ 91 91 1 -#> 9: 2021-07-22 DE 00+ 99 99 1 -#> 10: 2021-07-23 DE 00+ 86 86 1 -#> delay group mean median sd mad q5 q95 rhat ess_bulk -#> 1: 39 1 72.000 72 0.0000000 0.0000 72 72.00 NA NA -#> 2: 38 1 69.056 69 0.2343479 0.0000 69 70.00 0.9985644 940.8266 -#> 3: 37 1 47.081 47 0.3008813 0.0000 47 48.00 0.9997517 952.2063 -#> 4: 36 1 65.173 65 0.4040226 0.0000 65 66.00 0.9986539 969.5852 -#> 5: 35 1 50.240 50 0.4986468 0.0000 50 51.00 0.9981857 931.0131 -#> 6: 34 1 36.232 36 0.4862226 0.0000 36 37.00 1.0031487 850.7610 -#> 7: 33 1 94.462 94 0.7064383 0.0000 94 96.00 1.0002418 866.9168 -#> 8: 32 1 91.715 91 0.9102767 0.0000 91 93.05 0.9995648 938.3181 -#> 9: 31 1 100.021 100 1.0861578 1.4826 99 102.00 0.9998753 943.4611 -#> 10: 30 1 87.082 87 1.1038544 1.4826 86 89.00 1.0000586 695.2047 -#> ess_tail -#> 1: NA -#> 2: 936.1268 -#> 3: 955.9913 -#> 4: 893.5113 -#> 5: 888.8790 -#> 6: 870.6133 -#> 7: 801.0263 -#> 8: 872.2462 -#> 9: 872.8940 -#> 10: 687.3632 +#> reference_date report_date .group max_confirm location age_group confirm +#> 1: 2021-07-14 2021-08-22 1 72 DE 00+ 72 +#> 2: 2021-07-15 2021-08-22 1 69 DE 00+ 69 +#> 3: 2021-07-16 2021-08-22 1 47 DE 00+ 47 +#> 4: 2021-07-17 2021-08-22 1 65 DE 00+ 65 +#> 5: 2021-07-18 2021-08-22 1 50 DE 00+ 50 +#> 6: 2021-07-19 2021-08-22 1 36 DE 00+ 36 +#> 7: 2021-07-20 2021-08-22 1 94 DE 00+ 94 +#> 8: 2021-07-21 2021-08-22 1 91 DE 00+ 91 +#> 9: 2021-07-22 2021-08-22 1 99 DE 00+ 99 +#> 10: 2021-07-23 2021-08-22 1 86 DE 00+ 86 +#> cum_prop_reported delay prop_reported mean median sd mad q5 +#> 1: 1 39 0 72.000 72 0.0000000 0.0000 72 +#> 2: 1 38 0 69.044 69 0.2147326 0.0000 69 +#> 3: 1 37 0 47.081 47 0.3074631 0.0000 47 +#> 4: 1 36 0 65.194 65 0.4388127 0.0000 65 +#> 5: 1 35 0 50.272 50 0.5350722 0.0000 50 +#> 6: 1 34 0 36.220 36 0.4731002 0.0000 36 +#> 7: 1 33 0 94.457 94 0.6990276 0.0000 94 +#> 8: 1 32 0 91.705 91 0.9158678 0.0000 91 +#> 9: 1 31 0 100.101 100 1.1207386 1.4826 99 +#> 10: 1 30 0 87.198 87 1.1866778 1.4826 86 +#> q95 rhat ess_bulk ess_tail +#> 1: 72.00 NA NA NA +#> 2: 69.00 1.0001418 975.6787 970.3968 +#> 3: 48.00 0.9990071 900.4571 882.7382 +#> 4: 66.00 0.9994697 900.4178 758.2049 +#> 5: 51.00 1.0017612 707.0578 679.5653 +#> 6: 37.00 0.9997234 969.2497 963.5052 +#> 7: 96.00 0.9982308 950.4162 859.6649 +#> 8: 93.05 1.0002517 1004.3908 1008.6991 +#> 9: 102.00 1.0020085 948.5313 936.2672 +#> 10: 89.00 1.0000114 1041.1571 858.5731 ``` Plot the summarised nowcast against currently observed data (or @@ -316,30 +318,30 @@ cols <- c("confirm", "sample") samples[, (cols) := lapply(.SD, frollsum, n = 7), .SDcols = cols, by = ".draw" ][!is.na(sample)] -#> reference_date location age_group confirm max_confirm cum_prop_reported -#> 1: 2021-07-20 DE 00+ 433 94 1 -#> 2: 2021-07-20 DE 00+ 433 94 1 -#> 3: 2021-07-20 DE 00+ 433 94 1 -#> 4: 2021-07-20 DE 00+ 433 94 1 -#> 5: 2021-07-20 DE 00+ 433 94 1 -#> --- -#> 33996: 2021-08-22 DE 00+ 1093 45 1 -#> 33997: 2021-08-22 DE 00+ 1093 45 1 -#> 33998: 2021-08-22 DE 00+ 1093 45 1 -#> 33999: 2021-08-22 DE 00+ 1093 45 1 -#> 34000: 2021-08-22 DE 00+ 1093 45 1 -#> delay group .chain .iteration .draw sample -#> 1: 33 1 1 1 1 433 -#> 2: 33 1 1 2 2 434 -#> 3: 33 1 1 3 3 433 -#> 4: 33 1 1 4 4 434 -#> 5: 33 1 1 5 5 436 -#> --- -#> 33996: 0 1 2 496 996 2119 -#> 33997: 0 1 2 497 997 2281 -#> 33998: 0 1 2 498 998 2246 -#> 33999: 0 1 2 499 999 1903 -#> 34000: 0 1 2 500 1000 2030 +#> reference_date report_date .group max_confirm location age_group confirm +#> 1: 2021-07-20 2021-08-22 1 94 DE 00+ 433 +#> 2: 2021-07-20 2021-08-22 1 94 DE 00+ 433 +#> 3: 2021-07-20 2021-08-22 1 94 DE 00+ 433 +#> 4: 2021-07-20 2021-08-22 1 94 DE 00+ 433 +#> 5: 2021-07-20 2021-08-22 1 94 DE 00+ 433 +#> --- +#> 33996: 2021-08-22 2021-08-22 1 45 DE 00+ 1093 +#> 33997: 2021-08-22 2021-08-22 1 45 DE 00+ 1093 +#> 33998: 2021-08-22 2021-08-22 1 45 DE 00+ 1093 +#> 33999: 2021-08-22 2021-08-22 1 45 DE 00+ 1093 +#> 34000: 2021-08-22 2021-08-22 1 45 DE 00+ 1093 +#> cum_prop_reported delay prop_reported .chain .iteration .draw sample +#> 1: 1 33 0 1 1 1 433 +#> 2: 1 33 0 1 2 2 433 +#> 3: 1 33 0 1 3 3 433 +#> 4: 1 33 0 1 4 4 435 +#> 5: 1 33 0 1 5 5 437 +#> --- +#> 33996: 1 0 1 2 496 996 2233 +#> 33997: 1 0 1 2 497 997 2024 +#> 33998: 1 0 1 2 498 998 2283 +#> 33999: 1 0 1 2 499 999 2109 +#> 34000: 1 0 1 2 500 1000 1806 latest_germany_hosp_7day <- copy(latest_germany_hosp)[ , confirm := frollsum(confirm, n = 7) @@ -356,7 +358,11 @@ enw_plot_nowcast_quantiles(sum_across_last_7_days, latest_germany_hosp_7day) ## Learning more -The package has extensive documentation as well as vignettes describing the underlying methodology, and several case studies. Please see [the package site](https://epiforecasts.io/epinowcast) for details. Note that the development version of the package also has supporting documentation which are available [here](https://epiforecasts.io/epinowcast/dev). +The package has extensive documentation as well as vignettes describing +the underlying methodology, and several case studies. Please see [the +package site](https://epiforecasts.io/epinowcast) for details. Note that +the development version of the package also has supporting documentation +which are available [here](https://epiforecasts.io/epinowcast/dev). ## Citation @@ -381,15 +387,39 @@ following, ## How to make a bug report or feature request -Please briefly describe your problem and what output you expect in an [issue](https://github.com/epiforecasts/epinowcast/issues). If you have a question, please don't open an issue. Instead, ask on our [Q and A page](https://github.com/epiforecasts/epinowcast/discussions/categories/q-a). See our [contributing guide](https://github.com/epiforecasts/epinowcast/blob/main/CONTRIBUTING.md) for more information. +Please briefly describe your problem and what output you expect in an +[issue](https://github.com/epiforecasts/epinowcast/issues). If you have +a question, please don’t open an issue. Instead, ask on our [Q and A +page](https://github.com/epiforecasts/epinowcast/discussions/categories/q-a). +See our [contributing +guide](https://github.com/epiforecasts/epinowcast/blob/main/CONTRIBUTING.md) +for more information. ## Contributing -We welcome contributions and new contributors! We particularly appreciate help on priority problems in the [issues](https://github.com/epiforecasts/epinowcast/issues). Please check and add to the issues, and/or add a [pull request](https://github.com/epiforecasts/epinowcast/pulls). See our [contributing guide](https://github.com/epiforecasts/epinowcast/blob/main/CONTRIBUTING.md) for more information. - -If interested in expanding the functionality of the underlying model note that `epinowcast` allows users to pass in their own models meaning that alternative parameterisations, for example altering the forecast model used for inferring expected observations, may be easily tested within the package infrastructure. Once this testing has been done alterations that increase the flexibility of the package model and improves its defaults are very welcome via pull request or other communication with the package authors. Even if not wanting to add your updated model to the package please do reach out as we would love to hear about your use case. +We welcome contributions and new contributors\! We particularly +appreciate help on priority problems in the +[issues](https://github.com/epiforecasts/epinowcast/issues). Please +check and add to the issues, and/or add a [pull +request](https://github.com/epiforecasts/epinowcast/pulls). See our +[contributing +guide](https://github.com/epiforecasts/epinowcast/blob/main/CONTRIBUTING.md) +for more information. + +If interested in expanding the functionality of the underlying model +note that `epinowcast` allows users to pass in their own models meaning +that alternative parameterisations, for example altering the forecast +model used for inferring expected observations, may be easily tested +within the package infrastructure. Once this testing has been done +alterations that increase the flexibility of the package model and +improves its defaults are very welcome via pull request or other +communication with the package authors. Even if not wanting to add your +updated model to the package please do reach out as we would love to +hear about your use case. ## Code of Conduct - -Please note that the `epinowcast` project is released with a [Contributor Code of Conduct](https://epiforecasts.io/epinowcast/CODE_OF_CONDUCT.html). By contributing to this project, you agree to abide by its terms. +Please note that the `epinowcast` project is released with a +[Contributor Code of +Conduct](https://epiforecasts.io/epinowcast/CODE_OF_CONDUCT.html). 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