diff --git a/examples/5_visualisation/new_meta.csv b/examples/5_visualisation/new_meta.csv
new file mode 100644
index 00000000..dc9d01ef
--- /dev/null
+++ b/examples/5_visualisation/new_meta.csv
@@ -0,0 +1,954 @@
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diff --git a/gamlet/components/meta_features_extractors/time_series/time_series_meta_features_extractor.py b/gamlet/components/meta_features_extractors/time_series/time_series_meta_features_extractor.py
index 42d0f74a..10567049 100644
--- a/gamlet/components/meta_features_extractors/time_series/time_series_meta_features_extractor.py
+++ b/gamlet/components/meta_features_extractors/time_series/time_series_meta_features_extractor.py
@@ -3,6 +3,7 @@
 import numpy as np
 from fedot.core.data.data import InputData
 from fedot.core.pipelines.pipeline import Pipeline
+from fedot.core.pipelines.pipeline_builder import PipelineBuilder
 from fedot.core.repository.dataset_types import DataTypesEnum
 from fedot.core.repository.tasks import Task, TaskTypesEnum
 from fedot_ind.core.repository.initializer_industrial_models import IndustrialModels
@@ -12,7 +13,7 @@
 from gamlet.data_preparation.dataset import TimeSeriesData, TimeSeriesDataset
 from gamlet.data_preparation.file_system import get_project_root
 
-TS_FEATURES_COUNT = 184
+TS_FEATURES_COUNT = 123
 
 
 class TimeSeriesFeaturesExtractor(MetaFeaturesExtractor):
@@ -32,11 +33,11 @@ def extract(self, datasets_or_ids: Sequence[Union[TimeSeriesDataset, TimeSeriesD
 
             features = dataset_data.x
 
-            input_data = InputData(idx=np.array([0]), features=np.array(features).reshape(1, -1), target=None,
+            input_data = InputData(idx=np.array([0]), features=np.array(features).reshape(1, 1, -1), target=None,
                                    task=Task(TaskTypesEnum.classification),
-                                   data_type=DataTypesEnum.table)
+                                   data_type=DataTypesEnum.image)
             pred = self._extractor.root_node.predict(input_data).predict
-            meta_features_extracted = pred[0]
+            meta_features_extracted = pred[0][0]
             meta_features_extracted = dict(zip(self.meta_feature_names, meta_features_extracted))
             rows[dataset_data.id] = meta_features_extracted
 
@@ -47,11 +48,25 @@ def extract(self, datasets_or_ids: Sequence[Union[TimeSeriesDataset, TimeSeriesD
 
     @staticmethod
     def _load_extractor():
-        path = get_project_root().joinpath('gamlet', 'components', 'meta_features_extractors',
-                                           'time_series', 'extractor', '0_pipeline_saved', '0_pipeline_saved.json')
-        if not path.exists():
-            raise ValueError('Pretrained data is not loaded.')
-        path = str(path)
-        with IndustrialModels():
-            pipeline = Pipeline().load(path)
+        # path = get_project_root().joinpath('gamlet', 'components', 'meta_features_extractors',
+        #                                    'time_series', 'extractor', '0_pipeline_saved', '0_pipeline_saved.json')
+        # if not path.exists():
+        #     raise ValueError('Pretrained data is not loaded.')
+        # path = str(path)
+        # with IndustrialModels():
+        #     pipeline = Pipeline().load(path)
+        IndustrialModels().setup_repository()
+        pipeline = PipelineBuilder() \
+            .add_node('wavelet_basis') \
+            .add_branch('quantile_extractor', 'topological_features') \
+            .add_node('quantile_extractor', branch_idx=4) \
+            .add_node('topological_features', branch_idx=5) \
+            .join_branches('cat_features') \
+            .build()
+
+        input_data = InputData(idx=np.array([0]),
+                               features=np.array(np.random.random(size=(2, 1, 20))), target=np.array([0, 1]),
+                               task=Task(TaskTypesEnum.classification),
+                               data_type=DataTypesEnum.image)
+        pipeline.fit(input_data)
         return pipeline
diff --git a/gamlet/components/model_advisors/diverse_model_advisor.py b/gamlet/components/model_advisors/diverse_model_advisor.py
index 5124adc4..12f90437 100644
--- a/gamlet/components/model_advisors/diverse_model_advisor.py
+++ b/gamlet/components/model_advisors/diverse_model_advisor.py
@@ -51,10 +51,10 @@ def _predict_single(self, similar_dataset_ids: Sequence[DatasetIDType], n_best_t
 
         dataset_models = self._get_all_models_for_datasets(similar_dataset_ids)
 
-        first_model = dataset_models[0]
+        first_model = list(filter(lambda x: x is not None, dataset_models))[0]
         diverse_dataset_advice = [first_model]
         for model in dataset_models[1:]:
-            if self.distance_func(first_model.predictor, model.predictor) >= minimal_distance:
+            if model is not None and self.distance_func(first_model.predictor, model.predictor) >= minimal_distance:
                 diverse_dataset_advice.append(model)
 
         diverse_dataset_advice = self._sort_models_by_fitness(diverse_dataset_advice, n_best_to_advise)
diff --git a/requirements.txt b/requirements.txt
index a1959c6e..72f9c583 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -4,13 +4,15 @@ thegolem==0.4.0
 openml==0.14.1
 pymfe==0.4.2
 pyyaml==6.0.1
-fedot-ind @ git+https://github.com/aimclub/Fedot.Industrial
+fedot-ind @ git+https://github.com/aimclub/Fedot.Industrial@gamlet-compatible
 --find-links https://download.pytorch.org/whl/torch_stable.html
-torch==2.0.0+cpu
+torch==2.2.0+cpu
 torch_geometric==2.3.0
 --find-links https://data.pyg.org/whl/torch-2.0.0+cpu.html
 torch_scatter
 pytorch-lightning==2.0.5
+giotto_tda==0.6.0
+ripser==0.6.4
 
 # variable versions
 einops