diff --git a/README.md b/README.md
index 75fe7b6c04f14fdcb183c576c13ae6fe77c039ae..ac84688ec0e8f5abb56bfe80196b4c5e191e894a 100644
--- a/README.md
+++ b/README.md
@@ -30,13 +30,13 @@ We also worked with students that used LMI for searching in text data and protei
 ### Searching in action:
 You can check out our [web application demonstrating our search](https://web.lmi.dyn.cloud.e-infra.cz/) on images and proteins chains.
 
-### Dowload the data:
+### Dowload the data using Mendeley data: [https://data.mendeley.com/datasets/8wp73zxr47/6](https://data.mendeley.com/datasets/8wp73zxr47/6)
+
+### Unzip the data:
 ```shell
-$ # (1) On your local machine, navigate to the directory you want to use and download the datasets and source code either manually or using the wget command (if available):
-$ wget <mendeley-data-link> -O reproduciblity-lmi.zip
-$ unzip reproduciblity-lmi.zip && cd reproducibility-lmi/
+$ # (1) navigate to the directory you want to use
 $ # (2) Extract the compressed input data files either manually or using the unzip command (if available)
-$ unzip datasets/*.zip datasets/
+$ unzip datasets.zip
 $ # (3) Extract the compressed source code files
 $ unzip LMIF.zip
 ```
@@ -45,7 +45,6 @@ $ unzip LMIF.zip
 
 #### Prerequisites:
 1. Docker (ver. >=20.10.13)
-2. (Optional) `wget` and `unzip` commands. These are generally available in Linux and MacOS operation systems
 3. 45GB of storage space
 4. 300GB of main memory. This amount of memory is necessary to run all the experiments. If the reader wishes to run only some subset, less memory might be sufficient
 
@@ -53,13 +52,11 @@ $ unzip LMIF.zip
 
 ```shell
 $ # (4) Navigate to the source code directory and build the image:
-$ cd LMIF && docker build -t repro-lmi -f Dockerfile .
+$ cd LMIF && docker build -t repro-lmi -f Dockerfile . --network host
 $ # (5) Check if the `repro-lmi` image was successfully built by listing your docker images:
 $ docker images
-$ # (6) Navigate out of the `LMIF` directory and create an empty `outputs` directory, which we will map to the Docker image to store the experiment outputs on your local machine: 
-$ cd .. && mkdir outputs
-$ # (7) Start the interactive session and map the input and output directories from/to your local machine. Note that the full path to your current directory needs to be provided:
-$ docker run -it -v <full-path>/outputs:/learned-indexes/outputs -v <full-path>/datasets:/learned-indexes/data repro-lmi /bin/bash
+$ # (6) Start the interactive session and map the input and output directories from/to your local machine. Note that the full path to your current directory needs to be provided:
+$ docker run -it -v <full-path-host-machine>/LMIF/outputs:/learned-indexes/outputs -v <full-path-host-machine>/datasets:/learned-indexes/data repro-lmi /bin/bash
 ```
 
 #### Installation Method 2: Without docker 
@@ -75,8 +72,13 @@ $ pip install -r requirements.txt
 ---
 
 ```shell
-$ # (8) Run the experiments, save the log output
-$ python3 run-experiments.py experiment-setups/**/*.yml |& tee outputs/experiments-output.log
+$ # (8) Run the quick experiments, generate the report
+$ python3 run-experiments.py `cat quick-experiments.txt` 2>&1 | tee outputs/experiments-quick.log
+$ python3 create-report.py
+$ # The partialoutput is in outputs/report.html
+$ # (9) Run the rest of the experiments
+$ python3 run-experiments.py `cat experiments.txt` 2>&1 | tee outputs/experiments.log
+$ python3 create-report.py
 ```
 Note that running all of the experiments is quite time and memory consuming, took us 74 days and 350GB RAM on a one-core Intel Xeon Gold 5120.
 
diff --git a/create-report.py b/create-report.py
index 24b993532fd776f50c8a7f962fc42b9acf2942fe..e805dea6d6ad07ccf2dc6a03e47be24a17dfad20 100644
--- a/create-report.py
+++ b/create-report.py
@@ -14,7 +14,7 @@ from lmi.utils import load_json, get_logger_config
 import logging
 import sys
 
-DIR = './outputs/'
+DIR = './outputs'
 MODEL_NAMES = MODELS + MTREE + MINDEX + ['GMM']
 logging.basicConfig(level=logging.INFO, format=get_logger_config())
 LOG = logging.getLogger(__name__)
@@ -99,17 +99,19 @@ def plot_basic_exp_fig(fig_enum: Enum):
 
     Saves
     -------
-    outputs/`combination`.png : for basic experiment setups (Figures 5, 6 in [1])
+    DIR/`combination`.png : for basic experiment setups (Figures 5, 6 in [1])
     """
+    figures = []
     for combination in get_combinations(fig_enum):
-        experiment_dirs_to_plot = [f'{DIR}{e}' for e in get_relevant_experiment_files_basic_figures(combination)]
+        experiment_dirs_to_plot = [f'{DIR}/{e}' for e in get_relevant_experiment_files_basic_figures(combination)]
         model_names = get_model_names(experiment_dirs_to_plot)
         log_used_exp_files(combination, experiment_dirs_to_plot)
         plot = Plot(
             experiment_dirs_to_plot
         )
         plot.get_experiment_infos(model_names)
-        plot.plot_experiments(save=True, filename=combination, dir_to_save_to='outputs/')
+        figures.append(plot.plot_experiments(save=True, filename=combination, dir_to_save_to=DIR))
+    return figures
 
 
 def plot_mocap():
@@ -122,7 +124,7 @@ def plot_mocap():
 
     Saves
     -------
-    outputs/`combination`.png : for basic experiment setups
+    DIR/`combination`.png : for basic experiment setups
     """
     experiment_dirs_to_plot = []
     for combination in get_combinations(Mocap):
@@ -135,10 +137,10 @@ def plot_mocap():
         experiment_dirs_to_plot
     )
     plot.get_experiment_infos(model_names)
-    plot.plot_experiments(
+    return plot.plot_experiments(
         save=True,
         filename=Mocap.__name__,
-        dir_to_save_to='outputs/',
+        dir_to_save_to=DIR,
         x_ticks=[500, 10_000, 30_000, 50_000, 100_000]
     )
 
@@ -148,22 +150,24 @@ def plot_gmm_fig():
 
     Saves
     -------
-    outputs/`combination`.png : for basic experiment setups
+    DIR/`combination`.png : for basic experiment setups
     """
+    plotted_experiments = []
     for combinations in [
         get_combinations(GMMMtree) + get_combinations(GMMCoPhIR),
         get_combinations(GMMMindex) + get_combinations(GMMProfiset)
     ]:
         experiment_dirs_to_plot = []
         for combination in combinations:
-            experiment_dirs_to_plot.extend([f'{DIR}{e}' for e in get_relevant_experiment_files_gmm(combination)])
+            experiment_dirs_to_plot.extend([f'{DIR}/{e}' for e in get_relevant_experiment_files_gmm(combination)])
             log_used_exp_files(combination, experiment_dirs_to_plot)
         model_names = get_model_names(experiment_dirs_to_plot)
         plot = Plot(
             experiment_dirs_to_plot
         )
         plot.get_experiment_infos(model_names)
-        plot.plot_experiments(save=True, filename=combination, dir_to_save_to='outputs/')
+        plotted_experiments.append(plot.plot_experiments(save=True, filename=combination, dir_to_save_to=DIR))
+    return plotted_experiments
 
 
 def reorder_matched_files(results: List[str]) -> List[str]:
@@ -189,8 +193,9 @@ def plot_boxplot_figures(
 
     Saves
     -------
-    outputs/`combination`.png : for basic experiment setups
+    DIR/`combination`.png : for basic experiment setups
     """
+    plotted_experiments = []
     for exp_enum, l_loc in zip(relevant_enums, legend_loc):
         combinations = get_combinations(exp_enum)
         models = regex_model_names([c[:-1] if c.endswith('-') else c for c in combinations])
@@ -215,16 +220,20 @@ def plot_boxplot_figures(
             search = pd.read_csv(f'{DIR}/{t}/search.csv')
             scores_b.append(search[search['condition'] == 50_000]['knn_score'].values)
 
-        plot_boxplots(
-            scores_a,
-            scores_b,
-            ticks,
-            labels=labels,
-            legend_loc=l_loc,
-            save=True,
-            filename=f'{group_identifier}-{exp_enum.__name__}',
-            dir_to_save_to='outputs/'
-        )
+        if len(scores_a) > 0 or len(scores_b) > 0:
+            plotted_experiments.append(
+                plot_boxplots(
+                    scores_a,
+                    scores_b,
+                    ticks,
+                    labels=labels,
+                    legend_loc=l_loc,
+                    save=True,
+                    filename=f'{group_identifier}-{exp_enum.__name__}',
+                    dir_to_save_to=DIR
+                )
+            )
+    return plotted_experiments
 
 
 def table1():
@@ -232,20 +241,21 @@ def table1():
 
     Saves
     -------
-    outputs/table-1.html
+    DIR/table-1.html
     """
     col_names = get_combinations(Table1)
     index_names = get_combinations(IndexTable1)
-    df = pd.DataFrame(np.random.uniform(low=-1, high=0, size=(4, 16)), index=index_names, columns=col_names)
+    df = pd.DataFrame(np.nan, index=index_names, columns=col_names)
 
     for basic_enum in [BasicMtree, BasicMindex]:
         for combination in get_combinations(basic_enum):
             models = regex_model_names(MODELS_TABLES)
             res = [
-                f'{DIR}{exp_file}' for exp_file in get_files_in_dir()
+                f'{DIR}/{exp_file}' for exp_file in get_files_in_dir()
                 if re.match(f'^{combination}-{models}--.*$', exp_file)
             ]
             model_names = get_model_names(res, target_model_names=MODELS_TABLES)
+
             for model_name, filename in zip(model_names, res):
                 hw_info = load_json(f'{filename}/summary.json')['hw_info']
                 times = pd.read_csv(f'{filename}/times.csv')
@@ -257,27 +267,29 @@ def table1():
                     'memory (gb)-'+combination.split('-')[0], table_model_name
                 ] = round(hw_info['mem_train'] / 1024, 2)
 
-    df.to_html(os.path.join(DIR, 'table-1.html'))
+    if any(df.notnull().any().values):
+        df.to_html(os.path.join(DIR, 'table-1.html'))
 
 
-def table3(save_to=DIR):
+def table3():
     """ Creates Table 3 from [1].
 
     Saves
     -------
-    outputs/table-3.html
+    DIR/table-3.html
     """
     col_names = get_combinations(Table3)
     index_names = get_combinations(IndexTable3)
-    df = pd.DataFrame(np.random.uniform(low=-1, high=0, size=(4, 8)), index=index_names, columns=col_names)
+    df = pd.DataFrame(np.nan, index=index_names, columns=col_names)
 
     for combination in ['CoPhIR-1M-Mindex-2000', 'Profiset-1M-Mtree-200']:
         models = regex_model_names(MODELS)
         res = [
-            f'{DIR}{exp_file}' for exp_file in get_files_in_dir()
+            f'{DIR}/{exp_file}' for exp_file in get_files_in_dir()
             if re.match(f'^{combination}-{models}(-10perc|)--.*$', exp_file)
         ]
         model_names = get_model_names(res)
+        print(f'Table 3 -- res: {res}')
         for model_name, filename in zip(model_names, res):
             suffix = '10%' if '10perc' in filename else '100%'
             hw_info = load_json(f'{filename}/summary.json')['hw_info']
@@ -286,13 +298,19 @@ def table3(save_to=DIR):
             df.loc['build t. (h)-'+suffix, table_model_name] = round(times.iloc[0][' training'] / 60 / 60, 2)
             df.loc['memory (gb)-'+suffix, table_model_name] = round(hw_info['mem_train'] / 1024, 2)
 
-    df.to_html(os.path.join(save_to, 'table-3.html'))
+    if any(df.notnull().any().values):
+        df.to_html(os.path.join(DIR, 'table-3.html'))
+
+
+def uncomment_html(str_to_uncomment):
+    return str_to_uncomment.replace('<!--', '').replace('-->', '')
 
 
 if __name__ == '__main__':
     if len(sys.argv) > 1:
         DIR = sys.argv[1]
 
+    generated_figures = []
     # table 1
     LOG.info("Creating 'Table 1'")
     table1()
@@ -300,45 +318,55 @@ if __name__ == '__main__':
     LOG.info("Creating 'Table 3'")
     table3()
     # figure 5
-    plot_basic_exp_fig(BasicMtree)
+    generated_figures.extend(plot_basic_exp_fig(BasicMtree))
     # figure 6
     LOG.info("Creating 'Figure 6'")
-    plot_basic_exp_fig(BasicMindex)
+    generated_figures.extend(plot_basic_exp_fig(BasicMindex))
     # figure 7
     LOG.info("Creating 'Figure 7'")
-    plot_gmm_fig()
+    generated_figures.extend(plot_gmm_fig())
     # figure 8
     LOG.info("Creating 'Figure 8'")
-    plot_boxplot_figures([Mindex10perc, Mtree10perc], '10perc', ['100% data', '10% data'])
+    generated_figures.extend(plot_boxplot_figures([Mindex10perc, Mtree10perc], '10perc', ['100% data', '10% data']))
     # figure 9
     LOG.info("Creating 'Figure 9'")
-    plot_boxplot_figures(
-        [MindexOOD, MtreeOOD],
-        'ood',
-        ['from dataset', 'out-of-dataset'],
-        legend_loc=['lower right', 'upper right']
+    generated_figures.extend(
+        plot_boxplot_figures(
+            [MindexOOD, MtreeOOD],
+            'ood',
+            ['from dataset', 'out-of-dataset'],
+            legend_loc=['lower right', 'upper right']
+        )
     )
     # figure 10
     LOG.info("Creating 'Figure 10'")
-    plot_mocap()
+    generated_figures.append(plot_mocap())
 
     if isfile(f'{DIR}/report-template.html'):
-        with open(f'{DIR}/table-1.html', 'r') as fd_tab_1:
-            table_1_html = fd_tab_1.read()
-
-        with open(f'{DIR}/table-3.html', 'r') as fd_tab_3:
-            table_3_html = fd_tab_3.read()
-
         with open(f'{DIR}/report-template.html', 'r') as f:
             report_html = f.read()
-
-        report_html = report_html.replace('{{ table-1 }}', table_1_html)
-        report_html = report_html.replace('{{ table-3 }}', table_3_html)
-
-        with open(f'{DIR}/report.html', 'w') as f:
-            f.write(report_html)
-
+        with open(f'{DIR}/report-template.html', 'r') as f:
+            report_html_lines = f.readlines()
     else:
         LOG.warn(f"Did not find 'report.html' in '{DIR}', could not generate the html report.")
-
-    LOG.info('Finished')
+        exit(1)
+
+    for table in ['table-1', 'table-3']:
+        if isfile(f'{DIR}/{table}.html'):
+            with open(f'{DIR}/{table}.html', 'r') as fd_tab:
+                table_html = fd_tab.read()
+            table_n = table.split('-')[-1]
+            html_str = f'<!-- table-{table_n} -->'
+            report_html = report_html.replace(html_str, uncomment_html(html_str))
+            report_html = report_html.replace(uncomment_html(html_str), table_html)
+
+    for generated_figure in generated_figures:
+        if generated_figure is not None and isfile(generated_figure):
+            for line in report_html_lines:
+                if generated_figure.split('/')[-1] in line:
+                    report_html = report_html.replace(line, uncomment_html(line))
+
+    with open(f'{DIR}/report.html', 'w') as f:
+        f.write(report_html)
+
+    LOG.info('Finished report generating.')
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-200-LR.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-200-LR.yml
index ba08789141f558351c49db2c27ef1235fc1b14b4..5ec4d80d36235e71fb30f253280557cb78a148da 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-200-LR.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-200-LR.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-200-Mindex.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-200-Mindex.yml
index 7b459c5cd3a6f7cb1711f4e184bc6f5b859b5a12..c4a75b1035063d9a0c3b748a68979027fb76ff72 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-200-Mindex.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-200-Mindex.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-200-NN.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-200-NN.yml
index 2d3c534e4b9bd806b154be70c6e56785b76d6167..90d24f3e58cca36bf4974d8db3b8c7babee89003 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-200-NN.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-200-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-200-RF.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-200-RF.yml
index 8a697317a71c570af487cb82a39202d341c84be8..1484cefd9f46d99cfee866270a1d3630cf44f7b2 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-200-RF.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-200-RF.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-200-multilabel-NN.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-200-multilabel-NN.yml
index 02e8a8ed60d51ce705864bcd29572bd7fdc6ded8..434a6be8036df8e280b461bc10efc6bfb4971aa7 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-200-multilabel-NN.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-200-multilabel-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-LR.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-LR.yml
index f5de1e8148cefbb307db14bdaab1f289bae4f5f8..90edfbf953b1152ce598e84af93df0482ae7aba2 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-LR.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-LR.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-Mindex.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-Mindex.yml
index b03500ba023361308fad20f33813a229813bfd81..a2bced0d363f0262be503e635e68eef6d9d257ec 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-Mindex.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-Mindex.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-NN.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-NN.yml
index 2253ec6dbd1fe9d3bf41e60c8cb410ae2a2d35c2..092e134934e81fd2e24066675be7aa2083d947d4 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-NN.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-RF.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-RF.yml
index 4ebd3d977e88ab53bfa08a47fada027aa2acfd34..23505b7db8cd6193c02890aaf3cfb01b0bd5019b 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-RF.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-RF.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-multilabel-NN.yml b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-multilabel-NN.yml
index c19f3dc9fd4870c1ef9d26925707f709b3a451c5..2f3056d792eb071f7e07e8aa7e190be05e17aa38 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mindex-2000-multilabel-NN.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mindex-2000-multilabel-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-200-LR.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-200-LR.yml
index 731d0cb6298bc75dec7f06f4c67aea64a2a9aa03..918e6bce5ef7eadb9c32d61a7ab16d70592918e5 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-200-LR.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-200-LR.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-200-Mtree.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-200-Mtree.yml
index cdb806311141fcd3288766a7e444c0f1bd87bd8b..15079433baa820264022dcc13166b29c8e740a5f 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-200-Mtree.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-200-Mtree.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-200-NN.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-200-NN.yml
index 86df2db1f6ce2ef10899b84575cd9e088295c06a..98901b5327e4f0f56b38b51556e8e09bb1c7cd1a 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-200-NN.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-200-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-200-RF.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-200-RF.yml
index 1d0ccdd466aa6ae67a8d45936319357d32fa14dc..4b53bf8e6eb0840e1e490f7d89ced3c668e07ae5 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-200-RF.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-200-RF.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-200-multilabel-NN.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-200-multilabel-NN.yml
index 43a52719b242daf401c4db3e3d3e8eb8c40f1446..7bed284c56597633400e78dcb9d147408e3d284d 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-200-multilabel-NN.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-200-multilabel-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-LR.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-LR.yml
index 0d837168fc9f6443e23224451df86bc45858038b..bc6b6897646f4911120bb5d7dfc4198126c665d3 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-LR.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-LR.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-Mtree.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-Mtree.yml
index 4b3e3f4f39308a99d81d9a82de779b147b560eab..e9c03394b92770daa33b345f67c3da77a88e5547 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-Mtree.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-Mtree.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-NN.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-NN.yml
index 7511e5718e97f60baa12b9a70db073c4bc45fabc..acd9a96b3e5fc428608c80de24585501ad8dac6c 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-NN.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-RF.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-RF.yml
index 8c6f1a145f98d88681fc616c48dd718e550ca8ec..e89e297418f4ee91095c867690e71857d75cb00d 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-RF.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-RF.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-multilabel-NN.yml b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-multilabel-NN.yml
index 694aba990f77db8d1d3adbb425c0212fb7dccee3..ee112804ab9621ccf249709ef6c161dab76c3702 100644
--- a/experiment-setups/basic/CoPhIR-1M-Mtree-2000-multilabel-NN.yml
+++ b/experiment-setups/basic/CoPhIR-1M-Mtree-2000-multilabel-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-200-LR.yml b/experiment-setups/basic/Profiset-1M-Mindex-200-LR.yml
index 8fb2db22ae82d20db483e08cd687a57067f123a9..e1fbaf522201c9c5308af724d01652ca97104311 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-200-LR.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-200-LR.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-200-Mindex.yml b/experiment-setups/basic/Profiset-1M-Mindex-200-Mindex.yml
index 1523295f5957db595300cc7b564af3bbc1267aa4..823cd67c15c8a170fb41ff5253f79e4237475c7f 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-200-Mindex.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-200-Mindex.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-200-NN.yml b/experiment-setups/basic/Profiset-1M-Mindex-200-NN.yml
index b57951e63fba8889568734cf29d786e91094df2a..1d95f034ef3d6e204912a42d8747f3cede0446df 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-200-NN.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-200-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-200-RF.yml b/experiment-setups/basic/Profiset-1M-Mindex-200-RF.yml
index ffccee7f5cad4e713a38242f801c73afae034b30..1aed57951033ac2738aea75afce0b92888219d9b 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-200-RF.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-200-RF.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-200-multilabel-NN.yml b/experiment-setups/basic/Profiset-1M-Mindex-200-multilabel-NN.yml
index f257d31720577e3d1a424ef3084b1cae78efeee8..983ce2a4716d24e584f6aa19c1f45ef5937fdda5 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-200-multilabel-NN.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-200-multilabel-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-2000-LR.yml b/experiment-setups/basic/Profiset-1M-Mindex-2000-LR.yml
index 1ee44209d402d5f8643c8fbe016d53612b7ec6fc..01586300bd55a37124ede6b8ff47a82eb3d6f83f 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-2000-LR.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-2000-LR.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-2000-Mindex.yml b/experiment-setups/basic/Profiset-1M-Mindex-2000-Mindex.yml
index 3ac0cb0c30617762f971a2e308691ddd2655b7ea..fdef2a4c38ebbbe07931878f42640ad747d0873f 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-2000-Mindex.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-2000-Mindex.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-2000-NN.yml b/experiment-setups/basic/Profiset-1M-Mindex-2000-NN.yml
index a6322c56c00c24b097c3112a32bcbeda7d42f470..28a7f36359b7ca061cb4b5191233795932ce4105 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-2000-NN.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-2000-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-2000-RF.yml b/experiment-setups/basic/Profiset-1M-Mindex-2000-RF.yml
index 55084b521911736cd50c6bbf40ba1c39a79d425c..0b3f6729752164a99764b6d97325a536f2b85bd6 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-2000-RF.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-2000-RF.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mindex-2000-multilabel-NN.yml b/experiment-setups/basic/Profiset-1M-Mindex-2000-multilabel-NN.yml
index a28661dbe1042c658d6d3e6306b16527091a6ce3..4064fb9207dec4c9ee47e54f159256f0f9a70682 100644
--- a/experiment-setups/basic/Profiset-1M-Mindex-2000-multilabel-NN.yml
+++ b/experiment-setups/basic/Profiset-1M-Mindex-2000-multilabel-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-200-LR.yml b/experiment-setups/basic/Profiset-1M-Mtree-200-LR.yml
index c13e5b5f517154d2b02aa59bf402ea665c8ced39..2349367501daadeb67936e15765269bb91dcd533 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-200-LR.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-200-LR.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-200-Mtree.yml b/experiment-setups/basic/Profiset-1M-Mtree-200-Mtree.yml
index 33f73bdf70dc6c5332ef17df890d53977da61fc7..632f0e89122ff5d911905daa40dbec0325f6fdbf 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-200-Mtree.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-200-Mtree.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-200-NN.yml b/experiment-setups/basic/Profiset-1M-Mtree-200-NN.yml
index c0ee1da8eb0437fd6c76cc1e0abcead43654349b..3271d2d121660a7fb9536315b84c44f7b2ff0731 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-200-NN.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-200-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-200-RF.yml b/experiment-setups/basic/Profiset-1M-Mtree-200-RF.yml
index e6eb9b40f06473e8e5613069cf59db522e887b3b..2c206806e3849af3c73fa7b30c0f20695906b4be 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-200-RF.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-200-RF.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-200-multilabel-NN.yml b/experiment-setups/basic/Profiset-1M-Mtree-200-multilabel-NN.yml
index d30bc2e96e2df29064f2012d0c69311796b9e345..b8f0265db4fc62490b9fcb9e755b16a9330f2bec 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-200-multilabel-NN.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-200-multilabel-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-2000-LR.yml b/experiment-setups/basic/Profiset-1M-Mtree-2000-LR.yml
index fa46ffe53c18bfe7844279263aecbfcb8048ff67..885d6abd92a3d7bae07ad5de57789ab7aa5cf23c 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-2000-LR.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-2000-LR.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-2000-Mtree.yml b/experiment-setups/basic/Profiset-1M-Mtree-2000-Mtree.yml
index ef6f98eda3eda8fb128b4891d3c14d1d7a19bfdc..eacc979cc817d80e564f7649fcac8b4e74c295eb 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-2000-Mtree.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-2000-Mtree.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-2000-NN.yml b/experiment-setups/basic/Profiset-1M-Mtree-2000-NN.yml
index 23f20f4b99a822b4ad333fe60c801f0af1b72a61..4c884d9ce914295eaefd51a09ad5cea8413a4ac4 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-2000-NN.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-2000-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-2000-RF.yml b/experiment-setups/basic/Profiset-1M-Mtree-2000-RF.yml
index 2ae4fc614f58892561210746501e777414da93c3..488e3a3fe54f6ea1d704449aa25d27b1384694e3 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-2000-RF.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-2000-RF.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/basic/Profiset-1M-Mtree-2000-multilabel-NN.yml b/experiment-setups/basic/Profiset-1M-Mtree-2000-multilabel-NN.yml
index 6828957c3f02fbd7864883e8d95ad703a63c6c6b..b17908b9bcfcc1cd1a65635b782f89734aa17583 100644
--- a/experiment-setups/basic/Profiset-1M-Mtree-2000-multilabel-NN.yml
+++ b/experiment-setups/basic/Profiset-1M-Mtree-2000-multilabel-NN.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/data-driven/CoPhIR-1M-GMM.yml b/experiment-setups/data-driven/CoPhIR-1M-GMM.yml
index 3f833c8b89eed54432abed28c5bd0c697cd502e7..2b2a0e713aee0d70839fb97576334be82848e77a 100644
--- a/experiment-setups/data-driven/CoPhIR-1M-GMM.yml
+++ b/experiment-setups/data-driven/CoPhIR-1M-GMM.yml
@@ -24,5 +24,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-data-driven
diff --git a/experiment-setups/data-driven/Profiset-1M-GMM.yml b/experiment-setups/data-driven/Profiset-1M-GMM.yml
index 9f31de9510e2d8cd7f4ec30cff341f5fab52f97e..5d619828b6f2740cc41312449f247eaf5f88a9c3 100644
--- a/experiment-setups/data-driven/Profiset-1M-GMM.yml
+++ b/experiment-setups/data-driven/Profiset-1M-GMM.yml
@@ -24,5 +24,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-data-driven
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-10perc.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-10perc.yml
index f0a2fc0311bc855f032d2752dfc376b28cbae13d..5ab7a5bd6d9481772112b966c9190339b9cc61ad 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-10perc.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-10perc.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-ood.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-ood.yml
index 363820e4136a07a41abdcca5c143144d026e4318..5f713c90f9fc61676d4d0d5154b30af6f44b61f9 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-ood.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-Mindex-ood.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-Mindex-ood.yml
index 111f2c2d50c8629fe5e101ff3e82346510593681..01c0276a82760fc13056764071e7fcbf71005811 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-Mindex-ood.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-Mindex-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-10perc.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-10perc.yml
index 1e6980c20274a262bdf05a941b8cfc6529a90b4c..2954c179bdca2c7341b28742e1c42cab53758779 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-10perc.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-10perc.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-ood.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-ood.yml
index da925a58ca88edbdd7dbf91d870a627952a35bcf..6822b0ff927de6d535af8d719fc69ccf2adf1161 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-ood.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-10perc.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-10perc.yml
index 9eaac457043f1a60110a85fda9a2749c34c343b3..fa462247b6f9b4bc71d3ebcb5a0a2eac35d83e85 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-10perc.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-10perc.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-ood.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-ood.yml
index f9477f8c333de1a54f605d8f84490eb3ab2d2521..9a5fcddacf0d380df1413fa08e084bce49fc21e3 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-ood.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
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-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-10perc.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-10perc.yml
index 2dd1976d4dd520beaaabfc8bbb57edc7c5e91744..4ece8c035c9f0bd96cb940e3dd1d91be972fd2e8 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-10perc.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-10perc.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-ood.yml b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-ood.yml
index e90e160dc0ba4b301f6f75f54d9a3fc3ae063620..3a9c9232d6d35c358826d2d5ddcbdf6b59159d8f 100644
--- a/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-ood.yml
+++ b/experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-10perc.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-10perc.yml
index e33bee490839cfcf1327aae0ad4acbbeeca8c135..77939b295cd6369a4a7089f86ad43d61599af3fc 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-10perc.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-10perc.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-ood.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-ood.yml
index 1174ea879b3f83129c95545c307630602018022a..19f62dfa2bb3a74c8fd2b0df78f5739e2041626d 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-ood.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-Mtree-ood.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-Mtree-ood.yml
index f0d71e980e70b88ad49ab03a9aea4128cb0f8ff2..d38e316287ee2e387b4eb71c2c0ce5f233c8e5f9 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-Mtree-ood.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-Mtree-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-10perc.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-10perc.yml
index 4a6548498daf4dbc3dec5b63d72b65b50dcf5685..773926a5e35085638f71abc47439a65243123ec5 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-10perc.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-10perc.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-ood.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-ood.yml
index 7366d622e31f9a428604b9e21e1204f44eb49451..2831dbf7121a10e97fee7c1989280555f7bd7187 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-ood.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-10perc.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-10perc.yml
index 7a4c6533d9935b94b52ad466b0241f95be476653..e5876edcc6478ea4a9d4e2811a69cfcf8d4d45f2 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-10perc.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-10perc.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-ood.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-ood.yml
index 577e3110659b871da671ce69e85063fd03e5bfcb..7553aed2d19b7577e4e5d5f2978b23ba1b2232e3 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-ood.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-10perc.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-10perc.yml
index cd3aa851e3f4f9cd448393f54965a4d1b85c21a0..679c767e80ca4f94c772397b39fbae64df35e0da 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-10perc.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-10perc.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-ood.yml b/experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-ood.yml
index 5c2bc852dbd55ad33b889b045e2f841dd00fcf46..db2b9e5a46fd44cb4c2565909cd17fa5d62471dc 100644
--- a/experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-ood.yml
+++ b/experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-ood.yml
@@ -26,5 +26,4 @@ experiment:
   - 0.1
   - 0.2
   - 0.3
-  - 0.5
 setup: exp-basic
diff --git a/experiments.txt b/experiments.txt
new file mode 100644
index 0000000000000000000000000000000000000000..83ff7178d2f1d4fb4f96ec379b8181334f5fc88b
--- /dev/null
+++ b/experiments.txt
@@ -0,0 +1,52 @@
+experiment-setups/basic/CoPhIR-1M-Mindex-2000-multilabel-NN.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-2000-RF.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-200-LR.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-200-Mindex.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-200-multilabel-NN.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-200-NN.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-200-RF.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-2000-Mtree.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-2000-multilabel-NN.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-2000-RF.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-200-Mtree.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-200-multilabel-NN.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-200-RF.yml
+experiment-setups/basic/Profiset-1M-Mindex-2000-LR.yml
+experiment-setups/basic/Profiset-1M-Mindex-2000-Mindex.yml
+experiment-setups/basic/Profiset-1M-Mindex-2000-multilabel-NN.yml
+experiment-setups/basic/Profiset-1M-Mindex-2000-NN.yml
+experiment-setups/basic/Profiset-1M-Mindex-2000-RF.yml
+experiment-setups/basic/Profiset-1M-Mindex-200-LR.yml
+experiment-setups/basic/Profiset-1M-Mindex-200-Mindex.yml
+experiment-setups/basic/Profiset-1M-Mindex-200-multilabel-NN.yml
+experiment-setups/basic/Profiset-1M-Mindex-200-NN.yml
+experiment-setups/basic/Profiset-1M-Mindex-200-RF.yml
+experiment-setups/basic/Profiset-1M-Mtree-2000-LR.yml
+experiment-setups/basic/Profiset-1M-Mtree-2000-Mtree.yml
+experiment-setups/basic/Profiset-1M-Mtree-2000-multilabel-NN.yml
+experiment-setups/basic/Profiset-1M-Mtree-2000-NN.yml
+experiment-setups/basic/Profiset-1M-Mtree-2000-RF.yml
+experiment-setups/basic/Profiset-1M-Mtree-200-LR.yml
+experiment-setups/basic/Profiset-1M-Mtree-200-Mtree.yml
+experiment-setups/basic/Profiset-1M-Mtree-200-multilabel-NN.yml
+experiment-setups/basic/Profiset-1M-Mtree-200-NN.yml
+experiment-setups/basic/Profiset-1M-Mtree-200-RF.yml
+experiment-setups/data-driven/Profiset-1M-GMM.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-Mindex-ood.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-10perc.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-multilabel-NN-ood.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-ood.yml
+experiment-setups/preliminary/MoCaP-Mindex-2000-LR.yml
+experiment-setups/preliminary/MoCaP-Mindex-2000-Mindex.yml
+experiment-setups/preliminary/MoCaP-Mindex-2000-multilabel-NN.yml
+experiment-setups/preliminary/MoCaP-Mindex-2000-NN.yml
+experiment-setups/preliminary/MoCaP-Mindex-2000-RF.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-10perc.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-LR-ood.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-Mtree-ood.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-10perc.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-multilabel-NN-ood.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-10perc.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-NN-ood.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-10perc.yml
+experiment-setups/preliminary/Profiset-1M-Mtree-200-RF-ood.yml
\ No newline at end of file
diff --git a/lmi/visualization.py b/lmi/visualization.py
index 72a7ae5e589873ff7a2970395642bd19921d166e..2d550078eaa824970ad757f6139d1b543112d506 100644
--- a/lmi/visualization.py
+++ b/lmi/visualization.py
@@ -86,9 +86,11 @@ def save_figure(fig, filename, dir_to_save_to, experiment_dirs=None):
     if not dir_to_save_to:
         for exp_dir in experiment_dirs:
             fig.savefig(f'{exp_dir}/{filename}.png')
+        return f'{exp_dir}/{filename}.png'
     else:
         create_dir(dir_to_save_to)
         fig.savefig(f'{dir_to_save_to}/{filename}.png')
+        return f'{dir_to_save_to}/{filename}.png'
 
 
 class Plot:
@@ -133,7 +135,7 @@ class Plot:
         save=False,
         filename='plot',
         dir_to_save_to=None,
-        x_ticks=[500, 50_000, 100_000, 200_000, 300_000, 500_000]
+        x_ticks=[500, 50_000, 100_000, 200_000, 300_000]
     ):
         """ Creates time-recall and stopcond-recall plots of connected scatterpoints.
 
@@ -146,10 +148,10 @@ class Plot:
         dir_to_save_to : str
             Directory to save to.
         """
-        fig, axs = plt.subplots(figsize=(15, 5), ncols=2, nrows=1)
+        fig, axs = plt.subplots(figsize=(12, 4), ncols=2, nrows=1)
         for i, (model, scores, times) in enumerate(zip(self.models, self.scores, self.times)):
 
-            fig, _ = create_single_plot(
+            fig, ax0 = create_single_plot(
                 fig,
                 axs[0],
                 x=self.stop_conditions,
@@ -160,7 +162,7 @@ class Plot:
                 line_label=model,
                 x_ticks=x_ticks
             )
-            fig, _ = create_single_plot(
+            fig, ax1 = create_single_plot(
                 fig,
                 axs[1],
                 x=times,
@@ -170,10 +172,11 @@ class Plot:
                 y_label='Recall',
                 line_label=model
             )
-        if save:
-            save_figure(fig, f'{filename}time-recall-stopcond-recall', dir_to_save_to, self.experiment_dirs)
-        else:
-            fig.show()
+        if len(self.models) != 0:
+            if save:
+                return save_figure(fig, f'{filename}time-recall-stopcond-recall', dir_to_save_to, self.experiment_dirs)
+            else:
+                fig.show()
 
 
 def plot_boxplots(
@@ -216,6 +219,6 @@ def plot_boxplots(
     plt.ylim(-0.01, 1.05)
     plt.grid(axis='y')
     if save:
-        save_figure(fig, f'{filename}boxplots', dir_to_save_to)
+        return save_figure(fig, f'{filename}boxplots', dir_to_save_to)
     else:
         fig.show()
diff --git a/outputs/report-template.html b/outputs/report-template.html
index fb6760143ebc7a5cc50df4fe58687c63e19b9bd1..8f29d4da5c408c146c690a37446f6f8ea8926648 100644
--- a/outputs/report-template.html
+++ b/outputs/report-template.html
@@ -24,61 +24,61 @@
 <h1>Reproducibility report</h1>
 
 <h2>Table 1</h2>
-{{ table-1 }}
+<!-- table-1 -->
 
 <h2>Table 3</h2>
-{{ table-3 }}
+<!-- table-3 -->
 
 <h2>Figure 5</h2>
 <h4>CoPhIR Mtree 2000</h4>
-<img src='CoPhIR-1M-Mtree-2000time-recall-stopcond-recall.png' width="1200">
+<!--<img src='CoPhIR-1M-Mtree-2000time-recall-stopcond-recall.png' width='1200'>-->
 
 <h4>CoPhIR Mtree 200</h4>
-<img src='CoPhIR-1M-Mtree-200time-recall-stopcond-recall.png' width="1200">
+<!--<img src='CoPhIR-1M-Mtree-200time-recall-stopcond-recall.png' width='1200'>-->
 
 <h4>Profiset Mtree 2000</h4>
-<img src='Profiset-1M-Mtree-2000time-recall-stopcond-recall.png' width="1200">
+<!--<img src='Profiset-1M-Mtree-2000time-recall-stopcond-recall.png' width='1200'>-->
 
 <h4>Profiset Mtree 200</h4>
-<img src='Profiset-1M-Mtree-200time-recall-stopcond-recall.png' width="1200">
+<!--<img src='Profiset-1M-Mtree-200time-recall-stopcond-recall.png' width='1200'>-->
 
 <h2>Figure 6</h2>
 <h4>CoPhIR Mindex 2000</h4>
-<img src='CoPhIR-1M-Mindex-2000time-recall-stopcond-recall.png' width="1200">
+<!--<img src='CoPhIR-1M-Mindex-2000time-recall-stopcond-recall.png' width='1200'>-->
 
 <h4>CoPhIR Mindex 200</h4>
-<img src='CoPhIR-1M-Mindex-200time-recall-stopcond-recall.png' width="1200">
+<!--<img src='CoPhIR-1M-Mindex-200time-recall-stopcond-recall.png' width='1200'>-->
 
 <h4>Profiset Mindex 2000</h4>
-<img src='Profiset-1M-Mindex-2000time-recall-stopcond-recall.png' width="1200">
+<!--<img src='Profiset-1M-Mindex-2000time-recall-stopcond-recall.png' width='1200'>-->
 
 <h4>Profiset Mindex 200</h4>
-<img src='Profiset-1M-Mindex-200time-recall-stopcond-recall.png' width="1200">
+<!--<img src='Profiset-1M-Mindex-200time-recall-stopcond-recall.png' width='1200'>-->
 
 <h2>Figure 7</h2>
 <h4>CoPhIR</h4>
-<img src='CoPhIR-1M-GMMtime-recall-stopcond-recall.png' width="1200">
+<!--<img src='CoPhIR-1M-GMMtime-recall-stopcond-recall.png' width='1200'>-->
 
 <h4>Profiset</h4>
-<img src='Profiset-1M-GMMtime-recall-stopcond-recall.png' width="1200">
+<!--<img src='Profiset-1M-GMMtime-recall-stopcond-recall.png' width='1200'>-->
 
 <h2>Figure 8</h2>
 <h4>CoPhIR M-index 2000</h4>
-<img src='10perc-Mindex10percboxplots.png' width="400">
+<!--<img src='10perc-Mindex10percboxplots.png' width='400'>-->
 
 <h4>Profiset M-tree 200</h4>
-<img src='10perc-Mtree10percboxplots.png' width="400">
+<!--<img src='10perc-Mtree10percboxplots.png' width="400">-->
 
 <h2>Figure 9</h2>
 <h4>CoPhIR M-index 2000</h4>
-<img src='ood-MindexOODboxplots.png' width="400">
+<!--<img src='ood-MindexOODboxplots.png' width="400">-->
 
 <h4>Profiset M-tree 200</h4>
-<img src='ood-MtreeOODboxplots.png' width="400">
+<!--<img src='ood-MtreeOODboxplots.png' width="400">-->
 
 <h2>Figure 10</h2>
 <h4>MOCAP M-index 2000</h4>
-<img src='Mocaptime-recall-stopcond-recall.png' width="1200">
+<!--<img src='Mocaptime-recall-stopcond-recall.png' width="1200">-->
 
 </body>
 </html>
\ No newline at end of file
diff --git a/quick-experiments.txt b/quick-experiments.txt
index f1c96342966b0fcc1e495850fd37f30f9fad0226..e434a29cdd47c6e540e366d6abb1dc04eb1c90e4 100644
--- a/quick-experiments.txt
+++ b/quick-experiments.txt
@@ -1 +1,13 @@
-experiment-setups/basic/CoPhIR-1M-Mtree-2000-LR.yml experiment-setups/basic/CoPhIR-1M-Mtree-2000-NN.yml experiment-setups/basic/CoPhIR-1M-Mtree-200-LR.yml experiment-setups/basic/CoPhIR-1M-Mtree-200-NN.yml experiment-setups/basic/CoPhIR-1M-Mindex-2000-LR.yml experiment-setups/basic/CoPhIR-1M-Mindex-2000-NN.yml experiment-setups/basic/CoPhIR-1M-Mindex-2000-Mindex.yml experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-10perc.yml experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-10perc.yml experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-10perc.yml experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-ood.yml experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-ood.yml experiment-setups/data-driven/CoPhIR-1M-GMM.yml
\ No newline at end of file
+experiment-setups/basic/CoPhIR-1M-Mtree-2000-LR.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-2000-NN.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-200-LR.yml
+experiment-setups/basic/CoPhIR-1M-Mtree-200-NN.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-2000-LR.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-2000-NN.yml
+experiment-setups/basic/CoPhIR-1M-Mindex-2000-Mindex.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-RF-10perc.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-10perc.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-10perc.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-LR-ood.yml
+experiment-setups/preliminary/CoPhIR-1M-Mindex-2000-NN-ood.yml
+experiment-setups/data-driven/CoPhIR-1M-GMM.yml
\ No newline at end of file