From 459178acd6ac6452073f39d376482325a4424c70 Mon Sep 17 00:00:00 2001
From: "Daniel.Frisinghelli" <daniel.frisinghelli@eurac.edu>
Date: Tue, 21 Dec 2021 15:42:49 +0000
Subject: [PATCH] Merge changes from dev branch.

---
 .../tasmin_members_vs_ensemble_extremes.png   | Bin 0 -> 134960 bytes
 .../tasmin_members_vs_ensemble_mean.png       | Bin 0 -> 130003 bytes
 ...pitation_pr_sensitivity_regularization.png | Bin 0 -> 163490 bytes
 ...q_p_dem_doy_sensitivity_regularization.png | Bin 0 -> 163905 bytes
 ...q_p_dem_doy_sensitivity_regularization.png | Bin 0 -> 148794 bytes
 ...q_p_dem_doy_sensitivity_regularization.png | Bin 0 -> 149279 bytes
 Notebooks/eval_bootstrap.ipynb                | 264 ++++++++++++++----
 Notebooks/eval_sensitivity.ipynb              |  37 +--
 Notebooks/plot_figures_paper.ipynb            | 130 +++++++--
 9 files changed, 333 insertions(+), 98 deletions(-)
 create mode 100644 Notebooks/Figures/bootstrap/tasmin_members_vs_ensemble_extremes.png
 create mode 100644 Notebooks/Figures/bootstrap/tasmin_members_vs_ensemble_mean.png
 create mode 100644 Notebooks/Figures/sensitivity/precipitation_pr_sensitivity_regularization.png
 create mode 100644 Notebooks/Figures/sensitivity/precipitation_ztuvq_p_dem_doy_sensitivity_regularization.png
 create mode 100644 Notebooks/Figures/sensitivity/tasmax_ztuvq_p_dem_doy_sensitivity_regularization.png
 create mode 100644 Notebooks/Figures/sensitivity/tasmin_ztuvq_p_dem_doy_sensitivity_regularization.png

diff --git a/Notebooks/Figures/bootstrap/tasmin_members_vs_ensemble_extremes.png b/Notebooks/Figures/bootstrap/tasmin_members_vs_ensemble_extremes.png
new file mode 100644
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diff --git a/Notebooks/Figures/sensitivity/precipitation_ztuvq_p_dem_doy_sensitivity_regularization.png b/Notebooks/Figures/sensitivity/precipitation_ztuvq_p_dem_doy_sensitivity_regularization.png
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diff --git a/Notebooks/Figures/sensitivity/tasmax_ztuvq_p_dem_doy_sensitivity_regularization.png b/Notebooks/Figures/sensitivity/tasmax_ztuvq_p_dem_doy_sensitivity_regularization.png
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diff --git a/Notebooks/Figures/sensitivity/tasmin_ztuvq_p_dem_doy_sensitivity_regularization.png b/Notebooks/Figures/sensitivity/tasmin_ztuvq_p_dem_doy_sensitivity_regularization.png
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diff --git a/Notebooks/eval_bootstrap.ipynb b/Notebooks/eval_bootstrap.ipynb
index 2e2d9a1..c84074d 100644
--- a/Notebooks/eval_bootstrap.ipynb
+++ b/Notebooks/eval_bootstrap.ipynb
@@ -27,6 +27,7 @@
    "source": [
     "# builtins\n",
     "import pathlib\n",
+    "import warnings\n",
     "\n",
     "# externals\n",
     "import numpy as np\n",
@@ -81,7 +82,18 @@
    "outputs": [],
    "source": [
     "# predictand to evaluate\n",
-    "PREDICTAND = 'pr'"
+    "PREDICTAND = 'tasmin'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "49e03dc8-e709-4877-922a-4914e61d7636",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# whether only precipitation was used as predictor\n",
+    "PR_ONLY = False"
    ]
   },
   {
@@ -104,8 +116,12 @@
    "outputs": [],
    "source": [
     "# model to evaluate\n",
-    "models = ['USegNet_{}_ztuvq_500_850_p_dem_doy_1mm_{}_{}'.format(PREDICTAND, loss, OPTIM) if loss == 'BernoulliGammaLoss' else\n",
-    "          'USegNet_{}_ztuvq_500_850_p_dem_doy_{}_{}'.format(PREDICTAND, loss, OPTIM) for loss in LOSS]"
+    "if PREDICTAND == 'pr' and PR_ONLY:\n",
+    "    models = ['USegNet_pr_pr_1mm_{}_{}'.format(PREDICTAND, loss, OPTIM) if loss == 'BernoulliGammaLoss' else\n",
+    "              'USegNet_pr_pr_{}_{}'.format(PREDICTAND, loss, OPTIM) for loss in LOSS]\n",
+    "else:\n",
+    "    models = ['USegNet_{}_ztuvq_500_850_p_dem_doy_1mm_{}_{}'.format(PREDICTAND, loss, OPTIM) if loss == 'BernoulliGammaLoss' else\n",
+    "              'USegNet_{}_ztuvq_500_850_p_dem_doy_{}_{}'.format(PREDICTAND, loss, OPTIM) for loss in LOSS]"
    ]
   },
   {
@@ -349,11 +365,14 @@
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "c4114092-81ef-4547-9485-f54a12ac2a16",
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e8adcb5e-c7b4-4156-85b3-4751020160e6",
    "metadata": {},
+   "outputs": [],
    "source": [
-    "### Coefficient of determination"
+    "# extreme quantile of interest\n",
+    "quantile = 0.02 if PREDICTAND == 'tasmin' else 0.98"
    ]
   },
   {
@@ -401,6 +420,39 @@
     "    return r2_mm, r2_anom"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "074d7405-a01b-4368-b98b-06d8d46f1ce6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def bias(y_pred, y_true, relative=False):\n",
+    "    return (((y_pred - y_true) / y_true) * 100).mean().values.item() if relative else (y_pred - y_true).mean().values.item()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2fc13939-e517-47bd-aa7d-0addd6715538",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def mae(y_pred, y_true):\n",
+    "    return np.abs(y_pred - y_true).mean().values.item()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "c93f497e-760e-4484-aeb6-ce54f561a7f6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def rmse(y_pred, y_true):\n",
+    "    return np.sqrt(((y_pred - y_true) ** 2).mean().values.item())"
+   ]
+  },
   {
    "cell_type": "markdown",
    "id": "3e6ecc98-f32f-42f7-9971-64b270aa5453",
@@ -416,7 +468,7 @@
    "id": "671cd3c0-8d6c-41c1-bf8e-93f5943bf9aa",
    "metadata": {},
    "source": [
-    "Calculate yearly average bias, MAE, and RMSE over entire reference period for model predictions, ERA-5, and QM-adjusted ERA-5."
+    "### Metrics for mean values"
    ]
   },
   {
@@ -441,9 +493,9 @@
    "source": [
     "# yearly average r2, bias, mae, and rmse for ERA-5\n",
     "r2_refe_mm, r2_refe_anom = r2(y_refe, y_true)\n",
-    "bias_refe = ((y_refe_yearly_avg - y_true_yearly_avg) / y_true_yearly_avg) * 100 if PREDICTAND == 'pr' else y_refe_yearly_avg - y_true_yearly_avg\n",
-    "mae_refe = np.abs(y_refe_yearly_avg - y_true_yearly_avg)\n",
-    "rmse_refe = (y_refe_yearly_avg - y_true_yearly_avg) ** 2"
+    "bias_refe = bias(y_refe_yearly_avg, y_true_yearly_avg, relative=True if PREDICTAND == 'pr' else False)\n",
+    "mae_refe = mae(y_refe_yearly_avg, y_true_yearly_avg)\n",
+    "rmse_refe = rmse(y_refe_yearly_avg, y_true_yearly_avg)"
    ]
   },
   {
@@ -455,9 +507,68 @@
    "source": [
     "# yearly average r2, bias, mae, and rmse for QM-Adjusted ERA-5\n",
     "r2_refe_qm_mm, r2_refe_qm_anom = r2(y_refe_qm, y_true)\n",
-    "bias_refe_qm = ((y_refe_qm_yearly_avg - y_true_yearly_avg) / y_true_yearly_avg) * 100 if PREDICTAND == 'pr' else y_refe_qm_yearly_avg - y_true_yearly_avg\n",
-    "mae_refe_qm = np.abs(y_refe_qm_yearly_avg - y_true_yearly_avg)\n",
-    "rmse_refe_qm = (y_refe_qm_yearly_avg - y_true_yearly_avg) ** 2"
+    "bias_refe_qm = bias(y_refe_qm_yearly_avg, y_true_yearly_avg, relative=True if PREDICTAND == 'pr' else False)\n",
+    "mae_refe_qm = mae(y_refe_qm_yearly_avg, y_true_yearly_avg)\n",
+    "rmse_refe_qm = rmse(y_refe_qm_yearly_avg, y_true_yearly_avg)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "c07684d1-76c0-4088-bdd7-7e1a6ccc4716",
+   "metadata": {},
+   "source": [
+    "### Metrics for extreme values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "343aad59-4b0a-4eec-9ac3-86e5f9d06fc6",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# calculate extreme quantile for each year\n",
+    "with warnings.catch_warnings():\n",
+    "    warnings.simplefilter('ignore', category=RuntimeWarning)\n",
+    "    y_true_ex = y_true.chunk(dict(time=-1)).groupby('time.year').quantile(quantile, dim='time')\n",
+    "    y_refe_ex = y_refe.chunk(dict(time=-1)).groupby('time.year').quantile(quantile, dim='time')\n",
+    "    y_refe_qm_ex = y_refe_qm.chunk(dict(time=-1)).groupby('time.year').quantile(quantile, dim='time')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "fbbc648a-82a7-4137-b8ea-5dccb56a65c7",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# bias in extreme quantile\n",
+    "bias_ex_refe = bias(y_refe_ex, y_true_ex, relative=True if PREDICTAND == 'pr' else False)\n",
+    "bias_ex_refe_qm = bias(y_refe_qm_ex, y_true_ex, relative=True if PREDICTAND == 'pr' else False)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "44a3a0e7-ca39-49ce-b569-51b0022161ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# mean absolute error in extreme quantile\n",
+    "mae_ex_refe = mae(y_refe_ex, y_true_ex)\n",
+    "mae_ex_refe_qm = mae(y_refe_qm_ex, y_true_ex)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a90ce1dc-cf94-4081-9add-1d26195f2302",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# root mean squared error in extreme quantile\n",
+    "rmse_ex_refe = rmse(y_refe_ex, y_true_ex)\n",
+    "rmse_ex_refe_qm = rmse(y_refe_qm_ex, y_true_ex)"
    ]
   },
   {
@@ -474,14 +585,13 @@
     "    df_refe = pd.read_csv(filename)\n",
     "else:\n",
     "    # compute validation metrics\n",
-    "    df_refe = pd.DataFrame([], columns=['r2_mm', 'r2_anom', 'bias', 'mae', 'rmse', 'product'])\n",
-    "    for product, metrics in zip(['Era-5', 'Era-5 QM'], [[bias_refe, mae_refe, rmse_refe], [bias_refe_qm, mae_refe_qm, rmse_refe_qm]]):\n",
-    "        values = pd.DataFrame([[np.sqrt(m.mean().values.item()) if name == 'rmse' else m.mean().values.item() for\n",
-    "                                name, m in zip(['bias', 'mae', 'rmse'], metrics)] + [product]], columns=df_refe.columns[2:])\n",
-    "        values['r2_mm'] = r2_refe_mm if product == 'Era-5' else r2_refe_qm_mm\n",
-    "        values['r2_anom'] = r2_refe_anom if product == 'Era-5' else r2_refe_qm_anom\n",
-    "        df_refe = df_refe.append(values, ignore_index=True)\n",
-    "    \n",
+    "    df_refe = pd.DataFrame([], columns=['r2_mm', 'r2_anom', 'bias', 'mae', 'rmse', 'bias_ex', 'mae_ex', 'rmse_ex', 'product'])\n",
+    "    for product, metrics in zip(['Era-5', 'Era-5 QM'],\n",
+    "                                [[r2_refe_mm, r2_refe_anom, bias_refe, mae_refe, rmse_refe, bias_ex_refe, mae_ex_refe, rmse_ex_refe],\n",
+    "                                 [r2_refe_qm_mm, r2_refe_qm_anom, bias_refe_qm, mae_refe_qm, rmse_refe_qm, bias_ex_refe_qm, mae_ex_refe_qm,\n",
+    "                                  rmse_ex_refe_qm]]):\n",
+    "        df_refe = df_refe.append(pd.DataFrame([metrics + [product]], columns=df_refe.columns), ignore_index=True)\n",
+    "\n",
     "    # save metrics to disk\n",
     "    df_refe.to_csv(filename, index=False)"
    ]
@@ -501,7 +611,7 @@
    "id": "630ce1c5-b018-437f-a7cf-8c8d99cd8f84",
    "metadata": {},
    "source": [
-    "Calculate yearly average bias, MAE, and RMSE over entire reference period for model predictions."
+    "### Metrics for mean values"
    ]
   },
   {
@@ -513,10 +623,43 @@
    "source": [
     "# yearly average bias, mae, and rmse for each ensemble member\n",
     "y_pred_yearly_avg = {k: v.groupby('time.year').mean(dim='time') for k, v in ensemble.items()}\n",
-    "bias_pred = {k: ((v - y_true_yearly_avg) / y_true_yearly_avg) * 100 if PREDICTAND == 'pr'\n",
-    "             else v - y_true_yearly_avg for k, v in y_pred_yearly_avg.items()}\n",
-    "mae_pred = {k: np.abs(v - y_true_yearly_avg) for k, v in y_pred_yearly_avg.items()}\n",
-    "rmse_pred = {k: (v - y_true_yearly_avg) ** 2 for k, v in y_pred_yearly_avg.items()}"
+    "bias_pred = {k: [bias(v[i], y_true_yearly_avg, relative=True if PREDICTAND == 'pr' else False) for i in range(len(ensemble[k]))] for k, v in y_pred_yearly_avg.items()}\n",
+    "mae_pred = {k: [mae(v[i], y_true_yearly_avg) for i in range(len(ensemble[k]))] for k, v in y_pred_yearly_avg.items()}\n",
+    "rmse_pred = {k: [rmse(v[i], y_true_yearly_avg) for i in range(len(ensemble[k]))] for k, v in y_pred_yearly_avg.items()}"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "122e84f8-211d-4816-9b03-2e1abc24eb9e",
+   "metadata": {},
+   "source": [
+    "### Metrics for extreme values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "8b48a065-1a0b-4457-a97a-642c26d56c51",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# calculate extreme quantile for each year\n",
+    "with warnings.catch_warnings():\n",
+    "    warnings.simplefilter('ignore', category=RuntimeWarning)\n",
+    "    y_pred_ex = {k: v.chunk(dict(time=-1)).groupby('time.year').quantile(quantile, dim='time') for k, v in ensemble.items()}"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "2e6893da-271b-4b0e-bbc1-46b5eb9ecee3",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# yearly average bias, mae, and rmse for each ensemble member\n",
+    "bias_pred_ex = {k: [bias(v[i], y_true_ex, relative=True if PREDICTAND == 'pr' else False) for i in range(len(ensemble[k]))] for k, v in y_pred_ex.items()}\n",
+    "mae_pred_ex = {k: [mae(v[i], y_true_ex) for i in range(len(ensemble[k]))] for k, v in y_pred_ex.items()}\n",
+    "rmse_pred_ex = {k: [rmse(v[i], y_true_ex) for i in range(len(ensemble[k]))] for k, v in y_pred_ex.items()}"
    ]
   },
   {
@@ -529,19 +672,19 @@
    "outputs": [],
    "source": [
     "# compute validation metrics for model predictions\n",
-    "filename = RESULTS.joinpath(PREDICTAND, 'prediction.csv')\n",
+    "filename = (RESULTS.joinpath(PREDICTAND, 'prediction_pr-only.csv') if PREDICTAND == 'pr' and PR_ONLY else\n",
+    "            RESULTS.joinpath(PREDICTAND, 'prediction.csv'))\n",
     "if filename.exists():\n",
     "    # check if validation metrics for predictions already exist\n",
     "    df_pred = pd.read_csv(filename)\n",
     "else:\n",
     "    # validation metrics for each ensemble member\n",
-    "    df_pred = pd.DataFrame([], columns=['r2_mm', 'r2_anom', 'bias', 'mae', 'rmse', 'product', 'loss'])\n",
+    "    df_pred = pd.DataFrame([], columns=['r2_mm', 'r2_anom', 'bias', 'mae', 'rmse', 'bias_ex', 'mae_ex', 'rmse_ex', 'product', 'loss'])\n",
     "    for k in y_pred_yearly_avg.keys():\n",
     "        for i in range(len(ensemble[k])):\n",
     "            # bias, mae, and rmse\n",
-    "            values = pd.DataFrame([[np.sqrt(m.mean().values.item()) if name == 'rmse' else m.mean().values.item()\n",
-    "                                    for name, m in zip(['bias', 'mae', 'rmse'], [bias_pred[k][i], mae_pred[k][i], rmse_pred[k][i]])] +\n",
-    "                                   [bias_pred[k][i].members.item()] + [k]],\n",
+    "            values = pd.DataFrame([[bias_pred[k][i], mae_pred[k][i], rmse_pred[k][i], bias_pred_ex[k][i],\n",
+    "                                    mae_pred_ex[k][i], rmse_pred_ex[k][i], 'Member-{:d}'.format(i), k]],\n",
     "                                  columns=df_pred.columns[2:])\n",
     "            \n",
     "            # r2 scores\n",
@@ -550,15 +693,24 @@
     "        \n",
     "    # validation metrics for ensemble\n",
     "    for k, v in ensemble_mean_full.items():\n",
-    "        yearly_avg = v.groupby('time.year').mean(dim='time')\n",
-    "        bias = ((((yearly_avg - y_true_yearly_avg) / y_true_yearly_avg) * 100).mean().values.item() if PREDICTAND == 'pr' else \n",
-    "                (yearly_avg - y_true_yearly_avg).mean().values.item())\n",
-    "        mae = np.abs(yearly_avg - y_true_yearly_avg).mean().values.item()\n",
-    "        rmse = np.sqrt(((yearly_avg - y_true_yearly_avg) ** 2).mean().values.item())\n",
+    "        # metrics for mean values\n",
+    "        means = v.groupby('time.year').mean(dim='time')\n",
+    "        bias_mean = bias(means, y_true_yearly_avg, relative=True if PREDICTAND == 'pr' else False)\n",
+    "        mae_mean = mae(means, y_true_yearly_avg)\n",
+    "        rmse_mean = rmse(means, y_true_yearly_avg)\n",
+    "        \n",
+    "        # metrics for extreme values\n",
+    "        with warnings.catch_warnings():\n",
+    "            warnings.simplefilter('ignore', category=RuntimeWarning)\n",
+    "            extremes = v.chunk(dict(time=-1)).groupby('time.year').quantile(quantile, dim='time')\n",
+    "            bias_ex = bias(extremes, y_true_ex, relative=True if PREDICTAND == 'pr' else False)\n",
+    "            mae_ex = mae(extremes, y_true_ex)\n",
+    "            rmse_ex = rmse(extremes, y_true_ex)\n",
+    "            \n",
+    "        # r2 scores\n",
     "        r2_mm, r2_anom = r2(v, y_true, precipitation=True if PREDICTAND == 'pr' else False)\n",
-    "        values = pd.DataFrame([[r2_mm, r2_anom, bias, mae, rmse, 'Ensemble-{:d}'.format(len(ensemble[k])), k]],\n",
-    "                                columns=df_pred.columns)\n",
-    "        df_pred = df_pred.append(values, ignore_index=True)\n",
+    "        df_pred = df_pred.append(pd.DataFrame([[r2_mm, r2_anom, bias_mean, mae_mean, rmse_mean, bias_ex, mae_ex, rmse_ex, 'Ensemble-{:d}'.format(len(ensemble[k])), k]],\n",
+    "                                              columns=df_pred.columns), ignore_index=True)\n",
     "\n",
     "    # save metrics to disk\n",
     "    df_pred.to_csv(filename, index=False)"
@@ -614,22 +766,26 @@
     "    ensemble_mean_prob = ensemble_prob.mean(dim='members')\n",
     "    \n",
     "    # filename for probability metrics\n",
-    "    filename = RESULTS.joinpath(PREDICTAND, 'probability.csv')\n",
-    "    \n",
-    "    # AUC and ROCSS for each ensemble member\n",
-    "    df_prob = pd.DataFrame([], columns=['auc', 'rocss', 'product', 'loss'])\n",
-    "    for i in range(len(ensemble_prob)):\n",
-    "        auc_score, rocss = auc_rocss(ensemble_prob[i], y_true, wet_day_threshold=WET_DAY_THRESHOLD)\n",
-    "        df_prob = df_prob.append(pd.DataFrame([[auc_score, rocss, ensemble_prob[i].members.item(), 'BernoulliGammaLoss']],\n",
+    "    filename = (RESULTS.joinpath(PREDICTAND, 'probability_pr-only.csv') if PREDICTAND == 'pr' and PR_ONLY else\n",
+    "                RESULTS.joinpath(PREDICTAND, 'probability.csv'))\n",
+    "    if filename.exists():\n",
+    "        # check if validation metrics for probabilities already exist\n",
+    "        df_prob = pd.read_csv(filename)\n",
+    "    else:\n",
+    "        # AUC and ROCSS for each ensemble member\n",
+    "        df_prob = pd.DataFrame([], columns=['auc', 'rocss', 'product', 'loss'])\n",
+    "        for i in range(len(ensemble_prob)):\n",
+    "            auc_score, rocss = auc_rocss(ensemble_prob[i], y_true, wet_day_threshold=WET_DAY_THRESHOLD)\n",
+    "            df_prob = df_prob.append(pd.DataFrame([[auc_score, rocss, ensemble_prob[i].members.item(), 'BernoulliGammaLoss']],\n",
+    "                                                  columns=df_prob.columns), ignore_index=True)\n",
+    "\n",
+    "        # AUC and ROCSS for ensemble mean\n",
+    "        auc_score, rocss = auc_rocss(ensemble_mean_prob, y_true, wet_day_threshold=WET_DAY_THRESHOLD)\n",
+    "        df_prob = df_prob.append(pd.DataFrame([[auc_score, rocss, 'Ensemble-{:d}'.format(len(ensemble_prob)), 'BernoulliGammaLoss']],\n",
     "                                              columns=df_prob.columns), ignore_index=True)\n",
-    "    \n",
-    "    # AUC and ROCSS for ensemble mean\n",
-    "    auc_score, rocss = auc_rocss(ensemble_mean_prob, y_true, wet_day_threshold=WET_DAY_THRESHOLD)\n",
-    "    df_prob = df_prob.append(pd.DataFrame([[auc_score, rocss, 'Ensemble-{:d}'.format(len(ensemble_prob)), 'BernoulliGammaLoss']],\n",
-    "                                          columns=df_prob.columns), ignore_index=True)\n",
-    "                             \n",
-    "    # save metrics to disk\n",
-    "    df_prob.to_csv(filename, index=False)"
+    "\n",
+    "        # save metrics to disk\n",
+    "        df_prob.to_csv(filename, index=False)"
    ]
   }
  ],
diff --git a/Notebooks/eval_sensitivity.ipynb b/Notebooks/eval_sensitivity.ipynb
index e10eeb3..893da3e 100644
--- a/Notebooks/eval_sensitivity.ipynb
+++ b/Notebooks/eval_sensitivity.ipynb
@@ -55,16 +55,16 @@
     "# define the model parameters\n",
     "PREDICTAND = 'pr'  # precipitation, tasmin, tasmax\n",
     "MODEL = 'USegNet'\n",
-    "PPREDICTORS = 'ztuvq'\n",
-    "# PPREDICTORS = ''\n",
+    "# PPREDICTORS = 'ztuvq'\n",
+    "PPREDICTORS = ''\n",
     "PLEVELS = ['500', '850']\n",
-    "SPREDICTORS = 'p'\n",
-    "# SPREDICTORS = 'pr'\n",
-    "DEM = 'dem'\n",
-    "# DEM = ''\n",
+    "# SPREDICTORS = 'p'\n",
+    "SPREDICTORS = 'pr'\n",
+    "# DEM = 'dem'\n",
+    "DEM = ''\n",
     "DEM_FEATURES = ''\n",
-    "# DOY = ''\n",
-    "DOY = 'doy'\n",
+    "DOY = ''\n",
+    "# DOY = 'doy'\n",
     "OPTIMS = ['Adam', 'SGD', 'SGDCLR']"
    ]
   },
@@ -122,17 +122,6 @@
     "# PARAMETER = {'Wet day threshold': WET_DAY_THRESHOLD}"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "b7a61547-9887-4068-8fbf-9a799922ff8d",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# extreme quantile of interest\n",
-    "quantile = 0.98"
-   ]
-  },
   {
    "cell_type": "markdown",
    "id": "cda0cf8b-adce-4513-af69-31df6eb5542f",
@@ -522,16 +511,8 @@
     "\n",
     "# adjust subplots\n",
     "fig.subplots_adjust(wspace=0.05, hspace=0.15)\n",
-    "fig.savefig('./Figures/{}'.format(df_name.name.replace('csv', 'png')), bbox_inches='tight', dpi=300)"
+    "fig.savefig('./Figures/sensitivity/{}'.format(df_name.name.replace('csv', 'png')), bbox_inches='tight', dpi=300)"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "18b21e6e-711c-4afd-91de-9d7e4403c6ce",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/Notebooks/plot_figures_paper.ipynb b/Notebooks/plot_figures_paper.ipynb
index d359b80..40d5cb2 100644
--- a/Notebooks/plot_figures_paper.ipynb
+++ b/Notebooks/plot_figures_paper.ipynb
@@ -47,7 +47,18 @@
    "outputs": [],
    "source": [
     "# predictand\n",
-    "PREDICTAND = 'tasmax'"
+    "PREDICTAND = 'tasmin'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "e5e7a63c-3d3c-4e29-94af-c21f0f63ba6c",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# whether only precipitation was used as predictor\n",
+    "PR_ONLY = False"
    ]
   },
   {
@@ -67,7 +78,20 @@
    "source": [
     "# model results computed by notebook eval_bootstrap.ipynb\n",
     "df_refe = pd.read_csv(RESULTS.joinpath(PREDICTAND, 'reference.csv'))\n",
-    "df_pred = pd.read_csv(RESULTS.joinpath(PREDICTAND, 'prediction.csv'))"
+    "df_pred = pd.read_csv(RESULTS.joinpath(PREDICTAND, 'prediction_pr-only.csv' if PREDICTAND == 'pr' and PR_ONLY else\n",
+    "                                       'prediction.csv'))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "a6f2b9ea-3ede-40f8-a448-de2833b5d180",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# dataframe of single members and ensembles only\n",
+    "members = df_pred[np.isin(df_pred['product'], ['Member-{}'.format(i) for i in range(10)])]\n",
+    "ensemble = df_pred[~np.isin(df_pred['product'], ['Member-{}'.format(i) for i in range(10)])]"
    ]
   },
   {
@@ -89,25 +113,91 @@
     "tags": []
    },
    "source": [
-    "### Absolute values: single members vs. ensemble"
+    "### Mean values: single members vs. ensemble"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "a6f2b9ea-3ede-40f8-a448-de2833b5d180",
+   "id": "c7bd9c53-4a96-41e7-b8bd-7d438d4dbe73",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# dataframe of single members and ensembles only\n",
-    "members = df_pred[np.isin(df_pred['product'], ['Member-{}'.format(i) for i in range(10)])]\n",
-    "ensemble = df_pred[~np.isin(df_pred['product'], ['Member-{}'.format(i) for i in range(10)])]"
+    "# initialize figure\n",
+    "fig = plt.figure(figsize=(16, 5))\n",
+    "\n",
+    "# create grid for different subplots\n",
+    "grid = gridspec.GridSpec(ncols=5, nrows=1, width_ratios=[3, 1, 1, 3, 1], wspace=0.05, hspace=0)\n",
+    "\n",
+    "# add subplots\n",
+    "ax1 = fig.add_subplot(grid[0])\n",
+    "ax2 = fig.add_subplot(grid[1], sharey=ax1)\n",
+    "ax3 = fig.add_subplot(grid[3])\n",
+    "ax4 = fig.add_subplot(grid[4], sharey=ax3)\n",
+    "axes = [ax1, ax2, ax3, ax4]\n",
+    "\n",
+    "# plot bias: single members vs. ensemble\n",
+    "sns.barplot(x='product', y='bias', hue='loss', data=members, palette=palette, ax=ax1);\n",
+    "sns.barplot(x='product', y='bias', hue='loss', data=ensemble, palette=palette, ax=ax2);\n",
+    "\n",
+    "# plot mae: single members vs. ensemble\n",
+    "sns.barplot(x='product', y='mae', hue='loss', data=members, palette=palette, ax=ax3);\n",
+    "sns.barplot(x='product', y='mae', hue='loss', data=ensemble, palette=palette, ax=ax4);\n",
+    "\n",
+    "# axes limits and ticks\n",
+    "y_lim_bias = (-50, 50) if PREDICTAND == 'pr' else (-1, 1)\n",
+    "y_lim_mae = (0, 2) if PREDICTAND == 'pr' else (0, 1)\n",
+    "y_ticks_bias = (np.arange(y_lim_bias[0], y_lim_bias[1] + 10, 10) if PREDICTAND == 'pr' else\n",
+    "                np.arange(y_lim_bias[0], y_lim_bias[1] + 0.2, 0.2))\n",
+    "y_ticks_mae = np.arange(y_lim_mae[0], y_lim_mae[1] + 0.2, 0.2)\n",
+    "\n",
+    "# axis for bias\n",
+    "ax1.set_ylabel('Bias (%)' if PREDICTAND == 'pr' else 'Bias (°C)')\n",
+    "ax1.set_ylim(y_lim_bias)\n",
+    "ax1.set_yticks(y_ticks_bias)\n",
+    "\n",
+    "# axis for mae\n",
+    "ax3.set_ylabel('Mean absolute error (mm)' if PREDICTAND == 'pr' else 'Mean absolute error (°C)')\n",
+    "ax3.set_ylim(y_lim_mae)\n",
+    "ax3.set_yticks(y_ticks_mae)\n",
+    "\n",
+    "# adjust axis for ensemble predictions\n",
+    "for ax in [ax2, ax4]:\n",
+    "    ax.yaxis.tick_right()\n",
+    "    ax.set_ylabel('')\n",
+    "\n",
+    "# axis fontsize and legend\n",
+    "for ax in axes:\n",
+    "    ax.tick_params('both', labelsize=14)\n",
+    "    ax.set_xticklabels(ax.get_xticklabels(), rotation=90)\n",
+    "    ax.yaxis.label.set_size(14)\n",
+    "    ax.set_xlabel('')\n",
+    "    \n",
+    "    # adjust legend\n",
+    "    h, _ = ax.get_legend_handles_labels()\n",
+    "    ax.get_legend().remove()\n",
+    "\n",
+    "# show single legend\n",
+    "ax4.legend(bbox_to_anchor=(1.3, 1.05), loc=2, frameon=False, fontsize=14);\n",
+    "\n",
+    "# save figure\n",
+    "fig.savefig('./Figures/bootstrap/{}_members_vs_ensemble_mean.png'.format(PREDICTAND), dpi=300, bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "233f4239-1cca-4ad5-8581-782e42948503",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### Extreme values: single members vs. ensemble"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "c7bd9c53-4a96-41e7-b8bd-7d438d4dbe73",
+   "id": "72aadc32-a1c8-40a1-8cbe-e7166e18b6e0",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -125,16 +215,16 @@
     "axes = [ax1, ax2, ax3, ax4]\n",
     "\n",
     "# plot bias: single members vs. ensemble\n",
-    "sns.barplot(x='product', y='bias', hue='loss', data=members, palette=palette, ax=ax1);\n",
-    "sns.barplot(x='product', y='bias', hue='loss', data=ensemble, palette=palette, ax=ax2);\n",
+    "sns.barplot(x='product', y='bias_ex', hue='loss', data=members, palette=palette, ax=ax1);\n",
+    "sns.barplot(x='product', y='bias_ex', hue='loss', data=ensemble, palette=palette, ax=ax2);\n",
     "\n",
     "# plot mae: single members vs. ensemble\n",
-    "sns.barplot(x='product', y='mae', hue='loss', data=members, palette=palette, ax=ax3);\n",
-    "sns.barplot(x='product', y='mae', hue='loss', data=ensemble, palette=palette, ax=ax4);\n",
+    "sns.barplot(x='product', y='mae_ex', hue='loss', data=members, palette=palette, ax=ax3);\n",
+    "sns.barplot(x='product', y='mae_ex', hue='loss', data=ensemble, palette=palette, ax=ax4);\n",
     "\n",
     "# axes limits and ticks\n",
     "y_lim_bias = (-50, 50) if PREDICTAND == 'pr' else (-1, 1)\n",
-    "y_lim_mae = (0, 2) if PREDICTAND == 'pr' else (0, 1)\n",
+    "y_lim_mae = (0, 2) if PREDICTAND == 'pr' else (0, 2)\n",
     "y_ticks_bias = (np.arange(y_lim_bias[0], y_lim_bias[1] + 10, 10) if PREDICTAND == 'pr' else\n",
     "                np.arange(y_lim_bias[0], y_lim_bias[1] + 0.2, 0.2))\n",
     "y_ticks_mae = np.arange(y_lim_mae[0], y_lim_mae[1] + 0.2, 0.2)\n",
@@ -169,13 +259,21 @@
     "ax4.legend(bbox_to_anchor=(1.3, 1.05), loc=2, frameon=False, fontsize=14);\n",
     "\n",
     "# save figure\n",
-    "fig.savefig('./Figures/bootstrap/{}_members_vs_ensemble.pdf'.format(PREDICTAND), bbox_inches='tight')"
+    "fig.savefig('./Figures/bootstrap/{}_members_vs_ensemble_extremes.png'.format(PREDICTAND), dpi=300, bbox_inches='tight')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "f13dce92-e895-48de-97ef-17b3d7b7553d",
+   "metadata": {},
+   "source": [
+    "### Predictions vs. reference"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "6ebfee41-03a1-470b-8b61-698f3422cb9c",
+   "id": "3b63c13d-b32a-4a24-8290-e209db490b88",
    "metadata": {},
    "outputs": [],
    "source": [
@@ -185,7 +283,7 @@
   {
    "cell_type": "code",
    "execution_count": null,
-   "id": "4170e37d-ca9f-4d9b-81c2-945699ab9b39",
+   "id": "a5fea8e6-48f6-42b4-b72e-739e5eb9bf5c",
    "metadata": {},
    "outputs": [],
    "source": [
-- 
GitLab