diff --git a/logic/page_logic.py b/logic/page_logic.py
index 3fc0ccb830218941a76d67469e49cd8f7fb5556c..2ef57a46b1aa9359bee4a427d095a4fdc5f0b99b 100644
--- a/logic/page_logic.py
+++ b/logic/page_logic.py
@@ -3,25 +3,26 @@ from enum import Enum
 
 import pandas as pd
 import streamlit as st
-from mdata.core import MDConcepts, MachineData, ObservationTypes
-from mdata.core.factory import as_base
+from mdata.core import ObservationKinds, MachineDataV2
+from mdata.core.factory import as_v2
+from mdata.core.header import ObservationSpec
 from mdata.core.protocols import TSSpec
 from mdata.visualization import plotting, matplot
-
+import plotly.express as px
 
 class Widgets(Enum):
     Specifications = 'Specifications'
     RawData = 'Raw Data'
     Overview = 'Overview'
     Inspector = 'Inspector'
-    Dummy = 'Dummy'
-
+    #Dummy = 'Dummy'
+    SegmentHists = 'Segment Histograms'
 
 available_widgets = [w for w in Widgets]
 
 
-def generate_page(md: MachineData, widget):
-    md = as_base(md)
+def generate_page(md: MachineDataV2, widget):
+    md = as_v2(md)
 
     c = st.columns(3)
     c[0].metric('#Observations', md.observation_count)
@@ -30,10 +31,10 @@ def generate_page(md: MachineData, widget):
 
     c = st.columns(2)
     cont = c[0].container()
-    cont.text(md.index_frame['time'].min())
+    cont.text(md.observation_index['time'].min())
     cont.caption('First Observation')
     cont = c[1].container()
-    cont.text(md.index_frame['time'].max())
+    cont.text(md.observation_index['time'].max())
     cont.caption('Last Observation')
 
     if widget == Widgets.Specifications:
@@ -49,16 +50,17 @@ def generate_page(md: MachineData, widget):
         c1, c2 = st.columns(2)
         with c1:
             st.markdown('## Index')
-            st.write(md.index_frame)
+            st.write(md.observation_index)
         with c2:
+
             selection = st.selectbox('Observation Spec',
-                                     [tsc.timeseries_spec.type + ':' + tsc.timeseries_spec.label for tsc in
+                                     [tsc.series_spec.kind + ':' + tsc.series_spec.type_name for tsc in
                                       md.series_containers])
             if selection is not None:
                 label = selection[2:]
-                if selection[0] == ObservationTypes.E:
+                if selection[0] == ObservationKinds.E:
                     st.write(md.get_events(label).df)
-                if selection[0] == ObservationTypes.M:
+                if selection[0] == ObservationKinds.M:
                     st.write(md.get_measurements(label).df)
 
     elif widget == Widgets.Overview:
@@ -73,26 +75,71 @@ def generate_page(md: MachineData, widget):
         fs, object_list = [], []
         if selected_measurement_spec is not None:
             fs = list(md.measurement_specs[selected_measurement_spec].features)
-            object_list = list(md.measurement_series[selected_measurement_spec].objects)
-        measurement_feature_selection = c1.multiselect('Feature Selection', fs)
+            object_list = sorted(md.measurement_series[selected_measurement_spec].objects)
+        selected_feature = c1.multiselect('Feature Selection', fs)
 
         event_selection = c2.multiselect('Event Spec Selection', event_specs_list)
         plot_separately = c2.checkbox('plot separately', False)
 
         object_selection = c3.selectbox('Object Selection', object_list)
-
+        # TODO remove
+        md.measurement_series[selected_measurement_spec].df = md.measurement_series[selected_measurement_spec].df.astype({f: 'float64' for f in selected_feature})
         f = plotting.create_timeseries_plot(md, measurement_spec=selected_measurement_spec, obj=object_selection,
-                                            events=event_selection, features=measurement_feature_selection,
+                                            events=event_selection, features=selected_feature,
                                             split_into_subplots=plot_separately)
 
         st.plotly_chart(f, use_container_width=True)
 
-    elif widget == Widgets.Dummy:
-        measurement_spec_list = list(md.measurement_specs)
-        selected_measurement_spec = st.selectbox('Measurement Spec', measurement_spec_list)
+    # elif widget == Widgets.Dummy:
+    #     measurement_spec_list = list(md.measurement_specs)
+    #     selected_measurement_spec = st.selectbox('Measurement Spec', measurement_spec_list)
+    #     if selected_measurement_spec is not None:
+    #         f = matplot.create_basic_stacked_subplots(md, measurement_spec=selected_measurement_spec)
+    #         st.write(f)
+
+    elif widget == Widgets.SegmentHists:
+        c1, c2 = st.columns(2)
+
+        event_specs_list = list(md.event_series.keys())
+        start_event = c1.selectbox('Event that marks segment start', event_specs_list)
+        end_event = c2.selectbox('Event that marks segment end', event_specs_list)
+
+        c1, c2 = st.columns(2)
+        measurement_spec_list = list(md.measurement_series.keys())
+        selected_measurement_spec = c1.selectbox('Measurement Spec', measurement_spec_list)
+        fs = []
         if selected_measurement_spec is not None:
-            f = matplot.create_basic_stacked_subplots(md, measurement_spec=selected_measurement_spec)
-            st.write(f)
+            fs = list(md.measurement_specs[selected_measurement_spec].features)
+        selected_feature = c2.selectbox('Feature', fs)
+
+        if start_event is not None and end_event is not None and selected_measurement_spec and selected_feature is not None:
+            starts = md.get_events(start_event).df.time
+            ends = md.get_events(end_event).df.time
+            if len(starts) != len(ends):
+                return
+            intervals = pd.IntervalIndex.from_arrays(starts, ends, closed='left')
+            sensor_1_copy = md.get_measurements(selected_measurement_spec).feature_column_view(include_object_col=True).copy()
+            from mdata.core.extensions.metadata import feature_typing
+            # TODO fix and remove data type stuff
+            sensor_1_copy = sensor_1_copy.convert_dtypes()
+
+            sensor_1_copy['segment'] = pd.cut(sensor_1_copy.time, bins=intervals).map(
+                {iv: f'cycle {i}' for i, iv in enumerate(intervals)})
+            sensor_1_copy_nna = sensor_1_copy[~sensor_1_copy.segment.isna()]
+            # sensor_1_copy = sensor_1_copy.set_index('segment')
+            f = selected_feature  # sensor_1_md.timeseries_spec.features[0]
+
+            print(intervals)
+            print(f)
+            print(sensor_1_copy_nna[f].dtype)
+            sensor_1_copy_nna = sensor_1_copy_nna.astype({f: 'float64'})
+            print(sensor_1_copy_nna[f].dtype)
+
+            mi, ma = sensor_1_copy_nna[f].min(), sensor_1_copy_nna[f].max()
+
+            fig = px.histogram(sensor_1_copy_nna, x=f, range_x=[mi, ma], color='object', animation_frame='segment',
+                         histnorm='probability', title='Histogram')
+            st.plotly_chart(fig, use_container_width=True)
 
     else:
         st.write('Invalid Widget')
diff --git a/pages/demo.py b/pages/demo.py
index f7a499eb402a63d6e32ad1040bf2b5e86b589c43..80e5979aff7ebdc916ba996f3531ee6f71b3ce97 100644
--- a/pages/demo.py
+++ b/pages/demo.py
@@ -1,4 +1,4 @@
-import mdata.file_formats.csv
+import mdata.io
 import streamlit as st
 
 from logic.page_logic import generate_page, available_widgets
@@ -6,7 +6,7 @@ from logic.page_logic import generate_page, available_widgets
 
 @st.cache_data
 def load_data():
-    return mdata.file_formats.csv.read_machine_data('resources/mock_header.csv', 'resources/mock_data.csv')
+    return mdata.io.read_machine_data_zip('resources/example.maed')
 
 
 md = load_data()
diff --git a/pages/export.py b/pages/export.py
deleted file mode 100644
index 127a5153ca3b3c7ccbd74439a725e5ef47bb7cbc..0000000000000000000000000000000000000000
--- a/pages/export.py
+++ /dev/null
@@ -1,59 +0,0 @@
-import io
-import os
-import tempfile
-import zipfile
-
-import streamlit as st
-from mdata.core import MachineData, MDConcepts
-from mdata.io import read_machine_data, write_machine_data, write_machine_data_h5
-from mdata.file_formats.csv.shared import HeaderFileFormats
-from mdata.file_formats.csv.exporting import write_machine_data_custom
-
-st.title('Machine Data File Export & Conversions')
-
-if 'uploaded_md' not in st.session_state:
-    st.write('No data has been uploaded yet')
-else:
-    md: MachineData = st.session_state['uploaded_md']
-
-    st.header('File Format Exports')
-
-    st.subheader('CSV')
-
-    header_format = st.selectbox('Header file type', HeaderFileFormats.values)
-    do_csv_export = st.button('Convert to CSV')
-
-    zip_download = st.empty()
-    header_download = st.empty()
-    csv_download = st.empty()
-
-    st.subheader('HDF 5')
-    do_hdf_export = st.button('Convert to HDF 5')
-    hdf_download = st.empty()
-
-    if do_csv_export:
-        with io.StringIO(newline='') as hf:
-            with io.StringIO(newline='') as df:
-                write_machine_data_custom(hf, df, md, header_format=header_format)
-                hf.seek(0)
-                df.seek(0)
-                with io.BytesIO() as buf:
-                    with zipfile.ZipFile(buf, 'a', zipfile.ZIP_DEFLATED, False, compresslevel=6) as zippy:
-                        zippy.writestr(f'converted_header.{header_format}', hf.getvalue().encode('utf-8'))
-                        zippy.writestr('converted_data.csv', df.getvalue().encode('utf-8'))
-
-                    with zip_download:
-                        st.download_button('download', buf, 'converted.zip', mime='application/zip')
-                # header_download.download_button('download header', hf, f'converted_header.{header_format}',
-                #                                 mime=f'text/{header_format}')
-                # csv_download.download_button('download csv file', df, 'converted_data.csv', mime=f'text/csv')
-
-        # with tempfile.NamedTemporaryFile('w+', newline='') as hf:
-        #   with tempfile.NamedTemporaryFile('w+', newline='') as df:
-
-
-    elif do_hdf_export:
-        with tempfile.TemporaryDirectory() as dr:
-            path = os.path.join(dr, 'h5_workaround_conv.h5')
-            write_machine_data_h5(path, md)
-            hdf_download.download_button('download H5', path, 'converted.h5')
diff --git a/pages/upload.py b/pages/upload.py
index 0fbdd310a2c792980b44e994232feb31b6553d41..b9a27d3641b2b77c978c64b58784f0cf807ea6e2 100644
--- a/pages/upload.py
+++ b/pages/upload.py
@@ -2,10 +2,9 @@ import io
 import os
 import tempfile
 
+import mdata.core
 import streamlit as st
-from mdata.file_formats.csv import read_machine_data
-from mdata.file_formats.csv.shared import HeaderFormatLiterals
-from mdata.file_formats.hdf import read_machine_data_h5
+from mdata.io import read_machine_data_zip
 from streamlit.runtime.uploaded_file_manager import UploadedFile
 
 from logic.switch_page import switch_page
@@ -13,59 +12,26 @@ from logic.switch_page import switch_page
 st.set_page_config(layout="wide")
 st.title('Machine Data Upload')
 
-import_type = st.selectbox('Import Type', ['csv', 'hdf'])
-
-files = {}
-if import_type == 'csv':
-    csv_header_upload = st.file_uploader("Upload a header csv, json or yaml file", type=['.csv', '.json', '.yaml'])
-    csv_data_upload = st.file_uploader("Upload a data csv file", type='.csv')
-    files['csv_header_upload'] = csv_header_upload
-    files['csv_data_upload'] = csv_data_upload
-elif import_type == 'hdf':
-    hdf_upload = st.file_uploader('Upload an HDF file', type=['.hdf', '.h5'])
-    files['hdf_upload'] = hdf_upload
+maed_file = st.file_uploader("Upload a .maed/.zip file", type=['.zip', '.maed'])
 
 if st.button('clear upload'):
     st.cache_data.clear()
     if 'uploaded_md' in st.session_state:
         del st.session_state['uploaded_md']
 
-
-def import_hdf(h5f):
-    with tempfile.TemporaryDirectory() as dr:
-        print(tempfile.tempdir)
-        path = os.path.join(dr, 'h5_workaround.h5')
-        with open(path, mode='wb') as f:
-            f.write(h5f.getbuffer())
-        md = read_machine_data_h5(path)
-        return md
-
-
-# @st.experimental_memo
-def import_csv(hf: UploadedFile, df: UploadedFile):
-    header_format: HeaderFormatLiterals = 'csv'
-    if 'csv' in hf.type:
-        header_format = 'csv'
-    elif 'json' in hf.type:
-        header_format = 'json'
-    elif 'octet-stream' in hf.type and ('yaml' in hf.name or 'yml' in hf.name):
-        header_format = 'yaml'
-    assert header_format is not None
-    return read_machine_data(hf.getvalue(), df.getvalue(), validity_checking=True, header_format=header_format)
+def read_zip(zf: UploadedFile) -> mdata.core.MDV2:
+    return read_machine_data_zip(zf.getvalue(), validity_checking=False)
 
 
 @st.cache_data
-def attempt_import(import_type, **files):
-    if import_type == 'csv' and files.get('csv_header_upload') is not None and files.get('csv_data_upload') is not None:
-        csv_header_upload = files['csv_header_upload']
-        csv_data_upload = files['csv_data_upload']
-        return import_csv(csv_header_upload, csv_data_upload)
-    elif import_type == 'hdf' and files.get('hdf_upload') is not None:
-        hdf_upload = files['hdf_upload']
-        return import_hdf(hdf_upload)
+def attempt_import():
+    if maed_file is not None:
+        return read_zip(maed_file)
 
 
-md = attempt_import(import_type, **files)
+if maed_file is not None:
+    md = attempt_import()
+else: md = None
 
 # selected_widget = st.sidebar.selectbox('Widget', available_widgets, format_func=lambda w: w.value)
 
diff --git a/poetry.lock b/poetry.lock
index c07b69117f6bcf471b5e94ce1a00431d9273d2d8..efc9efe6d12430bc773e67b030dbcd767727ac3d 100644
--- a/poetry.lock
+++ b/poetry.lock
@@ -1,139 +1,139 @@
-# This file is automatically @generated by Poetry 1.5.1 and should not be changed by hand.
+# This file is automatically @generated by Poetry 1.8.3 and should not be changed by hand.
 
 [[package]]
 name = "altair"
-version = "5.0.1"
+version = "5.4.1"
 description = "Vega-Altair: A declarative statistical visualization library for Python."
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "altair-5.0.1-py3-none-any.whl", hash = "sha256:9f3552ed5497d4dfc14cf48a76141d8c29ee56eae2873481b4b28134268c9bbe"},
-    {file = "altair-5.0.1.tar.gz", hash = "sha256:087d7033cb2d6c228493a053e12613058a5d47faf6a36aea3ff60305fd8b4cb0"},
+    {file = "altair-5.4.1-py3-none-any.whl", hash = "sha256:0fb130b8297a569d08991fb6fe763582e7569f8a04643bbd9212436e3be04aef"},
+    {file = "altair-5.4.1.tar.gz", hash = "sha256:0ce8c2e66546cb327e5f2d7572ec0e7c6feece816203215613962f0ec1d76a82"},
 ]
 
 [package.dependencies]
 jinja2 = "*"
 jsonschema = ">=3.0"
-numpy = "*"
-pandas = ">=0.18"
-toolz = "*"
+narwhals = ">=1.5.2"
+packaging = "*"
+typing-extensions = {version = ">=4.10.0", markers = "python_version < \"3.13\""}
 
 [package.extras]
-dev = ["black (<24)", "hatch", "ipython", "m2r", "mypy", "pandas-stubs", "pytest", "pytest-cov", "ruff", "types-jsonschema", "types-setuptools", "vega-datasets", "vl-convert-python"]
-doc = ["docutils", "geopandas", "jinja2", "myst-parser", "numpydoc", "pillow", "pydata-sphinx-theme", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
+all = ["altair-tiles (>=0.3.0)", "anywidget (>=0.9.0)", "numpy", "pandas (>=0.25.3)", "pyarrow (>=11)", "vega-datasets (>=0.9.0)", "vegafusion[embed] (>=1.6.6)", "vl-convert-python (>=1.6.0)"]
+dev = ["geopandas", "hatch", "ibis-framework[polars]", "ipython[kernel]", "mistune", "mypy", "pandas (>=0.25.3)", "pandas-stubs", "polars (>=0.20.3)", "pytest", "pytest-cov", "pytest-xdist[psutil] (>=3.5,<4.0)", "ruff (>=0.6.0)", "types-jsonschema", "types-setuptools"]
+doc = ["docutils", "jinja2", "myst-parser", "numpydoc", "pillow (>=9,<10)", "pydata-sphinx-theme (>=0.14.1)", "scipy", "sphinx", "sphinx-copybutton", "sphinx-design", "sphinxext-altair"]
 
 [[package]]
 name = "attrs"
-version = "23.1.0"
+version = "24.2.0"
 description = "Classes Without Boilerplate"
 optional = false
 python-versions = ">=3.7"
 files = [
-    {file = "attrs-23.1.0-py3-none-any.whl", hash = "sha256:1f28b4522cdc2fb4256ac1a020c78acf9cba2c6b461ccd2c126f3aa8e8335d04"},
-    {file = "attrs-23.1.0.tar.gz", hash = "sha256:6279836d581513a26f1bf235f9acd333bc9115683f14f7e8fae46c98fc50e015"},
+    {file = "attrs-24.2.0-py3-none-any.whl", hash = "sha256:81921eb96de3191c8258c199618104dd27ac608d9366f5e35d011eae1867ede2"},
+    {file = "attrs-24.2.0.tar.gz", hash = "sha256:5cfb1b9148b5b086569baec03f20d7b6bf3bcacc9a42bebf87ffaaca362f6346"},
 ]
 
 [package.extras]
-cov = ["attrs[tests]", "coverage[toml] (>=5.3)"]
-dev = ["attrs[docs,tests]", "pre-commit"]
-docs = ["furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier", "zope-interface"]
-tests = ["attrs[tests-no-zope]", "zope-interface"]
-tests-no-zope = ["cloudpickle", "hypothesis", "mypy (>=1.1.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+benchmark = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-codspeed", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+cov = ["cloudpickle", "coverage[toml] (>=5.3)", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+dev = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pre-commit", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+docs = ["cogapp", "furo", "myst-parser", "sphinx", "sphinx-notfound-page", "sphinxcontrib-towncrier", "towncrier (<24.7)"]
+tests = ["cloudpickle", "hypothesis", "mypy (>=1.11.1)", "pympler", "pytest (>=4.3.0)", "pytest-mypy-plugins", "pytest-xdist[psutil]"]
+tests-mypy = ["mypy (>=1.11.1)", "pytest-mypy-plugins"]
 
 [[package]]
 name = "blinker"
-version = "1.6.2"
+version = "1.8.2"
 description = "Fast, simple object-to-object and broadcast signaling"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
-    {file = "blinker-1.6.2-py3-none-any.whl", hash = "sha256:c3d739772abb7bc2860abf5f2ec284223d9ad5c76da018234f6f50d6f31ab1f0"},
-    {file = "blinker-1.6.2.tar.gz", hash = "sha256:4afd3de66ef3a9f8067559fb7a1cbe555c17dcbe15971b05d1b625c3e7abe213"},
+    {file = "blinker-1.8.2-py3-none-any.whl", hash = "sha256:1779309f71bf239144b9399d06ae925637cf6634cf6bd131104184531bf67c01"},
+    {file = "blinker-1.8.2.tar.gz", hash = "sha256:8f77b09d3bf7c795e969e9486f39c2c5e9c39d4ee07424be2bc594ece9642d83"},
 ]
 
 [[package]]
 name = "blosc2"
-version = "2.0.0"
-description = "Python wrapper for the C-Blosc2 library."
-optional = false
-python-versions = ">=3.8, <4"
-files = [
-    {file = "blosc2-2.0.0-cp310-cp310-macosx_10_9_x86_64.whl", hash = "sha256:4085e5c1df186e1747d8a8578b0cc1c8b7668391d635e9f89e17156912fba85a"},
-    {file = "blosc2-2.0.0-cp310-cp310-macosx_11_0_arm64.whl", hash = "sha256:cec4c0570543921ce6b8c9ffdbf9f2170de37ecaf8e2b213e867e3130b81f205"},
-    {file = "blosc2-2.0.0-cp310-cp310-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:1fbecd7ef4876811719aa58d84e4b414f430f329162c18578b870f5e77b59864"},
-    {file = "blosc2-2.0.0-cp310-cp310-manylinux_2_17_x86_64.manylinux2014_x86_64.whl", hash = "sha256:96dd63eb7641594208e6a865fd60a0bdde24568a180180beb8af4d6608796f3a"},
-    {file = "blosc2-2.0.0-cp310-cp310-win_amd64.whl", hash = "sha256:659e18d5e606a0ca4d80766f86d87e640818051911d01679eed11022243a7e4f"},
-    {file = "blosc2-2.0.0-cp311-cp311-macosx_10_9_x86_64.whl", hash = "sha256:c58990ab2bcd0f412496acf1d05c65d955d963197bbaa57b10b2ace31c29181a"},
-    {file = "blosc2-2.0.0-cp311-cp311-macosx_11_0_arm64.whl", hash = "sha256:f206e6a01a8167b441bf886ff022eb20e0f085b09300f49f3018f566c14d918a"},
-    {file = "blosc2-2.0.0-cp311-cp311-manylinux_2_17_aarch64.manylinux2014_aarch64.whl", hash = "sha256:0ec63269428aa3fb45f7d4881b2d11b428c4cb62e854caf54a767a64da4df83e"},
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 [package.dependencies]
@@ -144,108 +144,217 @@ doc = ["gitpython", "numpydoc", "sphinx"]
 
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 [package.dependencies]
-numpy = ">=1.16"
+numpy = ">=1.23"
 
 [package.extras]
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-docs = ["furo", "sphinx-copybutton"]
-mypy = ["contourpy[bokeh,docs]", "docutils-stubs", "mypy (==1.2.0)", "types-Pillow"]
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 test = ["Pillow", "contourpy[test-no-images]", "matplotlib"]
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+test-no-images = ["pytest", "pytest-cov", "pytest-rerunfailures", "pytest-xdist", "wurlitzer"]
 
 [[package]]
 name = "cvxopt"
@@ -361,81 +496,18 @@ files = [
 
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 description = "Composable style cycles"
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 ufo = ["fs (>=2.2.0,<3)"]
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+unicode = ["unicodedata2 (>=15.1.0)"]
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 [[package]]
 name = "gitdb"
-version = "4.0.10"
+version = "4.0.11"
 description = "Git Object Database"
 optional = false
 python-versions = ">=3.7"
 files = [
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 ]
 
 [package.dependencies]
@@ -532,141 +632,85 @@ smmap = ">=3.0.1,<6"
 
 [[package]]
 name = "gitpython"
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+version = "3.1.43"
 description = "GitPython is a Python library used to interact with Git repositories"
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 ]
 
 [package.dependencies]
 gitdb = ">=4.0.1,<5"
 
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+
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 [package.extras]
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 [[package]]
 name = "idna"
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 description = "Internationalized Domain Names in Applications (IDNA)"
 optional = false
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 files = [
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 ]
 
+[package.extras]
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+
 [[package]]
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 python-versions = ">=3.8,<4.0"
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@@ -677,13 +721,13 @@ i18n = ["Babel (>=2.7)"]
 
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+version = "4.23.0"
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 cycler = ">=0.10"
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+pyparsing = ">=2.3.1"
 python-dateutil = ">=2.7"
 
+[package.extras]
+dev = ["meson-python (>=0.13.1)", "numpy (>=1.25)", "pybind11 (>=2.6)", "setuptools (>=64)", "setuptools_scm (>=7)"]
+
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-files = []
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 matplotlib = "*"
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-reference = "release"
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 [[package]]
 name = "mdurl"
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 ]
 
-[package.dependencies]
-numpy = ">=1.16.6"
+[package.extras]
+test = ["cffi", "hypothesis", "pandas", "pytest", "pytz"]
+
+[[package]]
+name = "pycparser"
+version = "2.22"
+description = "C parser in Python"
+optional = false
+python-versions = ">=3.8"
+files = [
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+]
 
 [[package]]
 name = "pydeck"
-version = "0.8.0"
+version = "0.9.1"
 description = "Widget for deck.gl maps"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1504,53 +1948,164 @@ carto = ["pydeck-carto"]
 jupyter = ["ipykernel (>=5.1.2)", "ipython (>=5.8.0)", "ipywidgets (>=7,<8)", "traitlets (>=4.3.2)"]
 
 [[package]]
-name = "pygments"
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-description = "Pygments is a syntax highlighting package written in Python."
+name = "pydotplus"
+version = "2.0.2"
+description = "Python interface to Graphviz's Dot language"
 optional = false
-python-versions = ">=3.7"
+python-versions = "*"
 files = [
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 ]
 
-[package.extras]
-plugins = ["importlib-metadata"]
+[package.dependencies]
+pyparsing = ">=2.0.1"
 
 [[package]]
-name = "pympler"
-version = "1.0.1"
-description = "A development tool to measure, monitor and analyze the memory behavior of Python objects."
+name = "pygments"
+version = "2.18.0"
+description = "Pygments is a syntax highlighting package written in Python."
 optional = false
-python-versions = ">=3.6"
+python-versions = ">=3.8"
 files = [
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 ]
 
+[package.extras]
+windows-terminal = ["colorama (>=0.4.6)"]
+
 [[package]]
 name = "pyparsing"
-version = "3.0.9"
+version = "3.2.0"
 description = "pyparsing module - Classes and methods to define and execute parsing grammars"
 optional = false
-python-versions = ">=3.6.8"
+python-versions = ">=3.9"
 files = [
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 ]
 
 [package.extras]
 diagrams = ["jinja2", "railroad-diagrams"]
 
+[[package]]
+name = "python-calamine"
+version = "0.2.3"
+description = "Python binding for Rust's library for reading excel and odf file - calamine"
+optional = false
+python-versions = ">=3.8"
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 [[package]]
 name = "seaborn"
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 description = "Statistical data visualization"
 optional = false
-python-versions = ">=3.7"
+python-versions = ">=3.8"
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-stats = ["scipy (>=1.3)", "statsmodels (>=0.10)"]
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+stats = ["scipy (>=1.7)", "statsmodels (>=0.12)"]
+
+[[package]]
+name = "setuptools"
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+type = ["importlib-metadata (>=7.0.2)", "jaraco.develop (>=7.21)", "mypy (==1.11.*)", "pytest-mypy"]
 
 [[package]]
 name = "six"
@@ -1873,102 +2465,35 @@ files = [
 
 [[package]]
 name = "smmap"
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+version = "5.0.1"
 description = "A pure Python implementation of a sliding window memory map manager"
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 [[package]]
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-description = "Database Abstraction Library"
+name = "sortedcontainers"
+version = "2.4.0"
+description = "Sorted Containers -- Sorted List, Sorted Dict, Sorted Set"
 optional = false
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+python-versions = "*"
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 ]
 
-[package.dependencies]
-greenlet = {version = "!=0.4.17", markers = "platform_machine == \"win32\" or platform_machine == \"WIN32\" or platform_machine == \"AMD64\" or platform_machine == \"amd64\" or platform_machine == \"x86_64\" or platform_machine == \"ppc64le\" or platform_machine == \"aarch64\""}
-typing-extensions = ">=4.2.0"
-
-[package.extras]
-aiomysql = ["aiomysql (>=0.2.0)", "greenlet (!=0.4.17)"]
-aiosqlite = ["aiosqlite", "greenlet (!=0.4.17)", "typing-extensions (!=3.10.0.1)"]
-asyncio = ["greenlet (!=0.4.17)"]
-asyncmy = ["asyncmy (>=0.2.3,!=0.2.4,!=0.2.6)", "greenlet (!=0.4.17)"]
-mariadb-connector = ["mariadb (>=1.0.1,!=1.1.2,!=1.1.5)"]
-mssql = ["pyodbc"]
-mssql-pymssql = ["pymssql"]
-mssql-pyodbc = ["pyodbc"]
-mypy = ["mypy (>=0.910)"]
-mysql = ["mysqlclient (>=1.4.0)"]
-mysql-connector = ["mysql-connector-python"]
-oracle = ["cx-oracle (>=7)"]
-oracle-oracledb = ["oracledb (>=1.0.1)"]
-postgresql = ["psycopg2 (>=2.7)"]
-postgresql-asyncpg = ["asyncpg", "greenlet (!=0.4.17)"]
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-postgresql-psycopg2binary = ["psycopg2-binary"]
-postgresql-psycopg2cffi = ["psycopg2cffi"]
-postgresql-psycopgbinary = ["psycopg[binary] (>=3.0.7)"]
-pymysql = ["pymysql"]
-sqlcipher = ["sqlcipher3-binary"]
-
 [[package]]
 name = "streamlit"
-version = "1.25.0"
+version = "1.39.0"
 description = "A faster way to build and share data apps"
 optional = false
-python-versions = ">=3.8, !=3.9.7"
+python-versions = "!=3.9.7,>=3.8"
 files = [
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 ]
 
 [package.dependencies]
@@ -1977,65 +2502,59 @@ blinker = ">=1.0.0,<2"
 cachetools = ">=4.0,<6"
 click = ">=7.0,<9"
 gitpython = ">=3.0.7,<3.1.19 || >3.1.19,<4"
-importlib-metadata = ">=1.4,<7"
-numpy = ">=1.19.3,<2"
-packaging = ">=16.8,<24"
-pandas = ">=1.3.0,<3"
-pillow = ">=7.1.0,<10"
-protobuf = ">=3.20,<5"
-pyarrow = ">=6.0"
-pydeck = ">=0.8,<1"
-pympler = ">=0.9,<2"
-python-dateutil = ">=2.7.3,<3"
-requests = ">=2.18,<3"
+numpy = ">=1.20,<3"
+packaging = ">=20,<25"
+pandas = ">=1.4.0,<3"
+pillow = ">=7.1.0,<11"
+protobuf = ">=3.20,<6"
+pyarrow = ">=7.0"
+pydeck = ">=0.8.0b4,<1"
+requests = ">=2.27,<3"
 rich = ">=10.14.0,<14"
-tenacity = ">=8.1.0,<9"
+tenacity = ">=8.1.0,<10"
 toml = ">=0.10.1,<2"
 tornado = ">=6.0.3,<7"
-typing-extensions = ">=4.1.0,<5"
-tzlocal = ">=1.1,<5"
-validators = ">=0.2,<1"
-watchdog = {version = ">=2.1.5", markers = "platform_system != \"Darwin\""}
+typing-extensions = ">=4.3.0,<5"
+watchdog = {version = ">=2.1.5,<6", markers = "platform_system != \"Darwin\""}
 
 [package.extras]
-snowflake = ["snowflake-snowpark-python"]
+snowflake = ["snowflake-connector-python (>=2.8.0)", "snowflake-snowpark-python[modin] (>=1.17.0)"]
 
 [[package]]
 name = "tables"
-version = "3.8.0"
+version = "3.10.1"
 description = "Hierarchical datasets for Python"
 optional = false
-python-versions = ">=3.8"
-files = [
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@@ -2053,17 +2572,18 @@ widechars = ["wcwidth"]
 
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+doc = ["reno", "sphinx"]
+test = ["pytest", "tornado (>=4.5)", "typeguard"]
 
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 name = "toml"
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 ]
 
+[package.dependencies]
+cffi = {version = ">=1.11", markers = "platform_python_implementation == \"PyPy\""}
+
 [package.extras]
-docs = ["furo", "jaraco.packaging (>=9.3)", "jaraco.tidelift (>=1.4)", "rst.linker (>=1.9)", "sphinx (>=3.5)", "sphinx-lint"]
-testing = ["big-O", "jaraco.functools", "jaraco.itertools", "more-itertools", "pytest (>=6)", "pytest-black (>=0.3.7)", "pytest-checkdocs (>=2.4)", "pytest-cov", "pytest-enabler (>=2.2)", "pytest-ignore-flaky", "pytest-mypy (>=0.9.1)", "pytest-ruff"]
+cffi = ["cffi (>=1.11)"]
 
 [metadata]
 lock-version = "2.0"
-python-versions = "^3.11"
-content-hash = "fe276643e1aca633885135b799a119a9c4baed602d5bbdf0a81052606beeafd4"
+python-versions = "^3.11,<3.13"
+content-hash = "fcef31ee2fadcb5788d123c9bba03989f2b89c002201f74270635ee0676137ed"
diff --git a/pyproject.toml b/pyproject.toml
index 04d4c6c4af4f8b2f799a472222ec48835879bdb9..26b27d87c7c5e6a4acdb803be50cce4a354e0c70 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -1,6 +1,6 @@
 [tool.poetry]
 name = "mdata-app"
-version = "0.1.0"
+version = "0.2.0"
 description = ""
 authors = ["Leah Tacke genannt Unterberg <leah.tgu@pads.rwth-aachen.de>"]
 packages = [{ include = "mdata_app" }]
@@ -9,18 +9,18 @@ license = "MIT"
 include = [".streamlit", "logic", "pages", "resources"]
 
 [tool.poetry.dependencies]
-python = "^3.11"
-streamlit = "^1.25"
+python = "^3.11,<3.13"
+streamlit = "^1.39"
 cvxopt = "^1.3"
-# mdata = "^0.1.2"
-mdata = { git = "https://git-ce.rwth-aachen.de/machine-data/mdata.git", branch = "release" }
+mdata = "^0.3.7"
+# mdata = { git = "https://git-ce.rwth-aachen.de/machine-data/mdata.git", branch = "release" }
 #mdata = [
 #    { platform = "linux", git = "https://git-ce.rwth-aachen.de/leah.tgu/mdata.git", branch = "master" },
 #    { platform = "windows", path = "C:/Users/Leah/PycharmProjects/mdata", develop = true }
 #]
-seaborn = "^0.12.2"
-plotly = "^5.16"
-tsdownsample = "^0.1.2"
+seaborn = "^0.13"
+plotly = "^5.17"
+# tsdownsample = "^0.1.2"
 
 [build-system]
 requires = ["poetry-core"]
diff --git a/resources/example.maed b/resources/example.maed
new file mode 100644
index 0000000000000000000000000000000000000000..b05ea20341f9e40560f2941950785101c989a962
Binary files /dev/null and b/resources/example.maed differ
diff --git a/resources/mock_data.csv b/resources/mock_data.csv
deleted file mode 100644
index 6e759421e47c278518ab365d2db147be0c376b68..0000000000000000000000000000000000000000
--- a/resources/mock_data.csv
+++ /dev/null
@@ -1,13 +0,0 @@
-time,object,type,label,f_1,f_2,f_3
-2023-04-24T09:57:10.0,m_1,E,on
-2023-04-24T09:57:15.0,m_1,M,source_A,50,6.9,4
-2023-04-24T09:58:00.0,m_1,M,source_B,2,-3.5,90
-2023-04-24T09:59:45.0,m_1,E,error,"exceptional behavior"
-2023-04-24T10:00:00.0,m_1,M,source_B,1,-4,80
-2023-04-24T10:00:15.0,m_1,M,source_A,50,7,-4
-2023-04-24T10:01:10.0,m_1,E,error,"cascading exceptional behavior"
-2023-04-24T10:02:00.0,m_1,M,source_B,.5,-4.5,75
-2023-04-24T10:03:15.0,m_1,M,source_A,20,7.2,-40
-2023-04-24T10:03:55.0,m_1,E,rapid_unplanned_disassembly,200
-2023-04-24T10:04:00.0,m_1,M,source_B,NaN,NaN,NaN
-2023-04-24T10:05:00.0,m_1,E,off
diff --git a/resources/mock_header.csv b/resources/mock_header.csv
deleted file mode 100644
index 60b9899409c7e5d991c335a648911ad0f2cc700b..0000000000000000000000000000000000000000
--- a/resources/mock_header.csv
+++ /dev/null
@@ -1,6 +0,0 @@
-E,on
-E,off
-E,error,code
-E,rapid_unplanned_disassembly,explosion_size
-M,source_A,x,y,z
-M,source_B,f,r,phi
diff --git a/resources/synthetic.maed b/resources/synthetic.maed
new file mode 100644
index 0000000000000000000000000000000000000000..359058e9a500220ed0594c6d17a4f40b7160d5df
Binary files /dev/null and b/resources/synthetic.maed differ