diff --git a/.github/workflows/python-package.yml b/.github/workflows/python-package.yml
index 26276eed..81ced310 100644
--- a/.github/workflows/python-package.yml
+++ b/.github/workflows/python-package.yml
@@ -28,7 +28,7 @@ jobs:
     strategy:
       fail-fast: false
       matrix:
-        python-version: ["3.9", "3.10", "3.11"]
+        python-version: ["3.9", "3.10", "3.11", "3.12"]
         split: [1, 2, 3, 4, 5, 6]
 
     steps:
diff --git a/.pre-commit-config.yaml b/.pre-commit-config.yaml
index ae1a9c69..01bbd389 100644
--- a/.pre-commit-config.yaml
+++ b/.pre-commit-config.yaml
@@ -29,19 +29,19 @@ repos:
   - id: blacken-docs
     additional_dependencies: [black]
     exclude: README.md
-- repo: https://github.com/pycqa/flake8
-  rev: 7.0.0
-  hooks:
-  - id: flake8
-    entry: pflake8
-    files: lobsterpy/.*
-    additional_dependencies:
-    - pyproject-flake8==6.0.0a1
-    - flake8-bugbear==22.12.6
-    - flake8-typing-imports==1.14.0
-    - flake8-docstrings==1.6.0
-    - flake8-rst-docstrings==0.3.0
-    - flake8-rst==0.8.0
+#- repo: https://github.com/pycqa/flake8
+#  rev: 7.0.0
+#  hooks:
+#  - id: flake8
+#    entry: pflake8
+#    files: lobsterpy/.*
+#    additional_dependencies:
+#    - pyproject-flake8==6.0.0a1
+#    - flake8-bugbear==22.12.6
+#    - flake8-typing-imports==1.14.0
+#    - flake8-docstrings==1.6.0
+ #   - flake8-rst-docstrings==0.3.0
+ #   - flake8-rst==0.8.0
 - repo: https://github.com/pre-commit/pygrep-hooks
   rev: v1.10.0
   hooks:
diff --git a/docs/tutorial/tutorial.ipynb b/docs/tutorial/tutorial.ipynb
index 99eac9c2..4bfce366 100644
--- a/docs/tutorial/tutorial.ipynb
+++ b/docs/tutorial/tutorial.ipynb
@@ -48,14 +48,14 @@
    "metadata": {
     "hide_input": false
    },
-   "outputs": [],
    "source": [
     "from pathlib import Path\n",
     "from lobsterpy.cohp.analyze import Analysis\n",
     "from lobsterpy.cohp.describe import Description\n",
     "import warnings\n",
     "warnings.filterwarnings('ignore')"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -66,11 +66,11 @@
      "remove-cell"
     ]
    },
-   "outputs": [],
    "source": [
     "# Directory of your VASP and Lobster computations\n",
     "directory = Path(\".\") / \"..\" / \"..\" / \"tests\" / \"test_data\" / \"CdF_comp_range\""
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -88,7 +88,6 @@
    "execution_count": null,
    "id": "2ca066a3",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Initialize Analysis object\n",
     "analyse = Analysis(\n",
@@ -98,30 +97,31 @@
     "    path_to_charge=directory / \"CHARGE.lobster.gz\",\n",
     "    which_bonds=\"cation-anion\",\n",
     ")"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "87f41407",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Initialize Description object and to get text description of the analysis\n",
     "describe = Description(analysis_object=analyse)\n",
     "describe.write_description()"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "6a0e3916",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Get static plots for detected relevant bonds\n",
     "describe.plot_cohps(ylim=[-10, 2], xlim=[-4, 4])"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -132,14 +132,14 @@
      "remove-output"
     ]
    },
-   "outputs": [],
    "source": [
     "# Get interactive plots of relevant bonds, \n",
     "\n",
     "# Setting label_resolved arg to True will plot each COHP curve separately, alongside summed COHP for the bonds.\n",
     "fig = describe.plot_interactive_cohps(label_resolved=True, hide=True)\n",
     "fig.show(renderer='notebook')"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -156,33 +156,33 @@
    "execution_count": null,
    "id": "3c695d06",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Dict summarizing the automatic analysis results\n",
     "analyse.condensed_bonding_analysis"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "b079043b",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Dict with bonds identified\n",
     "analyse.final_dict_bonds"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "bcab3c31",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Dict with ions and their co-ordination environments\n",
     "analyse.final_dict_ions"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -229,7 +229,6 @@
    "execution_count": null,
    "id": "ae5c791f",
    "metadata": {},
-   "outputs": [],
    "source": [
     "analyse = Analysis(\n",
     "    path_to_poscar=directory / \"POSCAR.gz\",\n",
@@ -240,18 +239,19 @@
     "    orbital_resolved=True,\n",
     "    orbital_cutoff=0.03,\n",
     ")"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "468a2478",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Access the dict summarizing the results including orbital-wise analysis data \n",
     "analyse.condensed_bonding_analysis"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -276,12 +276,12 @@
    "execution_count": null,
    "id": "2df4b44a",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Initialize the Description object\n",
     "describe = Description(analysis_object=analyse)\n",
     "describe.write_description()"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -292,12 +292,12 @@
      "remove-output"
     ]
    },
-   "outputs": [],
    "source": [
     "# Automatic interactive plots\n",
     "fig = describe.plot_interactive_cohps(orbital_resolved=True, ylim=[-15,5], hide=True)\n",
     "fig.show(renderer='notebook')"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -332,11 +332,11 @@
      "remove-cell"
     ]
    },
-   "outputs": [],
    "source": [
     "# Directory to your VASP and Lobster computations\n",
     "directory = Path(\".\") / \"..\" / \"..\" / \"tests\" / \"test_data\" / \"K3Sb\""
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -354,7 +354,6 @@
    "execution_count": null,
    "id": "87a8eb35",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Get calculation quality summary dict\n",
     "calc_quality_K3Sb = Analysis.get_lobster_calc_quality_summary(\n",
@@ -372,21 +371,22 @@
     "            n_bins=256,\n",
     "        )\n",
     "calc_quality_K3Sb"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "8bca8893",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Get a text description from calculation quality summary dictionary\n",
     "calc_quality_k3sb_des = Description.get_calc_quality_description(\n",
     "            calc_quality_K3Sb\n",
     "        )\n",
     "Description.write_calc_quality_description(calc_quality_k3sb_des)"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -401,12 +401,12 @@
    "execution_count": null,
    "id": "240ae59d",
    "metadata": {},
-   "outputs": [],
    "source": [
     "from matplotlib import style\n",
     "from pymatgen.io.lobster import Doscar\n",
     "from lobsterpy.plotting import InteractiveCohpPlotter, IcohpDistancePlotter, PlainCohpPlotter, PlainDosPlotter, get_style_list"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -431,7 +431,6 @@
    "execution_count": null,
    "id": "3da81099",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Using PlainCohpPlotter to get static plots of relevant bonds from Analysis object\n",
     "\n",
@@ -442,7 +441,8 @@
     "    cohp = analyse.chemenv.completecohp.get_summed_cohp_by_label_list(label_list=label_list)\n",
     "    cohp_plot_static.add_cohp(plot_label, cohp)\n",
     "cohp_plot_static.get_plot(ylim=[-15,2]);"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -459,7 +459,6 @@
    "execution_count": null,
    "id": "b01bf48a",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Using PlainCohpPlotter to get static plots of relevant orbitals COHPs from Analysis object\n",
     "\n",
@@ -473,28 +472,29 @@
     "                                                                                      orbital_list=[orb]*len(label_list))\n",
     "        cohp_plot_static.add_cohp(orb, cohp)\n",
     "cohp_plot_static.get_plot(ylim=[-15,2]);"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "866cd67a",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Using interactive plotter to add relevant cohps\n",
     "interactive_cohp_plot = InteractiveCohpPlotter()"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "60f64578",
    "metadata": {},
-   "outputs": [],
    "source": [
     "interactive_cohp_plot.add_all_relevant_cohps(analyse=analyse, label_resolved=False,orbital_resolved=True,suffix='')"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
@@ -505,11 +505,11 @@
      "remove-output"
     ]
    },
-   "outputs": [],
    "source": [
     "fig = interactive_cohp_plot.get_plot()\n",
     "fig.show(renderer='notebook')"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -538,13 +538,13 @@
      "remove-cell"
     ]
    },
-   "outputs": [],
    "source": [
     "# Load Lobster DOS\n",
     "directory = Path(\".\") / \"..\" / \"..\" / \"tests\" / \"test_data\" / \"NaCl_comp_range\"\n",
     "dos = Doscar(doscar=directory / 'DOSCAR.lobster.gz',\n",
     "             structure_file=directory / 'POSCAR.gz')"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -574,7 +574,6 @@
    "metadata": {
     "scrolled": false
    },
-   "outputs": [],
    "source": [
     "style.use('default') # Complete reset the matplotlib figure style\n",
     "style.use(get_style_list()[0]) # Use the LobsterPy style sheet for the generated plots\n",
@@ -584,7 +583,8 @@
     "dos_plotter.add_dos_dict(dos_dict=dos.completedos.get_element_dos()) # Add element dos\n",
     "dos_plotter.add_dos_dict(dos_dict=dos.completedos.get_spd_dos()) # add spd dos\n",
     "dos_plotter.get_plot(xlim=[-10, 3]);"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -599,12 +599,12 @@
    "execution_count": null,
    "id": "660b35ad",
    "metadata": {},
-   "outputs": [],
    "source": [
     "dos_plotter = PlainDosPlotter(summed=True, stack=False, sigma=0.03)\n",
     "dos_plotter.add_site_orbital_dos(dos = dos.completedos, site_index=0, orbital='3s')\n",
     "dos_plotter.get_plot(xlim=[-10, 3]);"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -619,10 +619,10 @@
    "execution_count": null,
    "id": "45988996",
    "metadata": {},
-   "outputs": [],
    "source": [
     "from lobsterpy.structuregraph.graph import LobsterGraph"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -641,7 +641,6 @@
      "remove-cell"
     ]
    },
-   "outputs": [],
    "source": [
     "graph_NaCl_all = LobsterGraph(\n",
     "    path_to_poscar=directory / \"POSCAR.gz\",\n",
@@ -655,7 +654,8 @@
     "    which_bonds=\"all\",\n",
     "    start=None,\n",
     ")"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -684,20 +684,20 @@
    "execution_count": null,
    "id": "604bfa7e",
    "metadata": {},
-   "outputs": [],
    "source": [
     "graph_NaCl_all.sg.graph.nodes.data() # view node data"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "c77c2b06",
    "metadata": {},
-   "outputs": [],
    "source": [
     "graph_NaCl_all.sg.graph.edges.data() # view edge data"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -730,11 +730,11 @@
    "execution_count": null,
    "id": "8882b3f5",
    "metadata": {},
-   "outputs": [],
    "source": [
     "from lobsterpy.featurize.batch import (BatchCoxxFingerprint, BatchDosFeaturizer,\n",
     "                                       BatchSummaryFeaturizer, BatchStructureGraphs)"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -763,7 +763,6 @@
      "remove-cell"
     ]
    },
-   "outputs": [],
    "source": [
     "# Initialize the batch COXX featurizer \n",
     "fp_cohp_bonding = BatchCoxxFingerprint(\n",
@@ -775,7 +774,8 @@
     "            n_jobs=3,\n",
     "        fingerprint_for='cohp' # changing this to cobi/coop will result in reading cobicar/coopcar file\n",
     "        )"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -803,22 +803,22 @@
    "metadata": {
     "scrolled": true
    },
-   "outputs": [],
    "source": [
     "# Access the fingerprints dataframe\n",
     "fp_cohp_bonding.fingerprint_df"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "cafc1f90",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# Get the fingerprints similarity matrix\n",
     "fp_cohp_bonding.get_similarity_matrix_df()"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -849,7 +849,6 @@
      "remove-cell"
     ]
    },
-   "outputs": [],
    "source": [
     "# Initialize the batch DOS featurizer\n",
     "batch_dos = BatchDosFeaturizer(path_to_lobster_calcs=directory / \"..\" / \"Featurizer_test_data\" / \"Lobster_calcs\", # path to parent lobster calcs\n",
@@ -859,7 +858,8 @@
     "            fingerprint_type=\"summed_pdos\", # fingerprint type (s,p,d,f, summed_pdos)\n",
     "            n_bins=256,\n",
     "            n_jobs=3,)"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -883,22 +883,22 @@
    "execution_count": null,
    "id": "3b958625",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# get the DOS moments df\n",
     "batch_dos.get_df()"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "code",
    "execution_count": null,
    "id": "b9ad30a1",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# get the DOS fingerprints df\n",
     "batch_dos.get_fingerprints_df()"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -930,7 +930,6 @@
      "remove-cell"
     ]
    },
-   "outputs": [],
    "source": [
     "# Initialize batch summary featurizer\n",
     "summary_features = BatchSummaryFeaturizer(\n",
@@ -941,7 +940,8 @@
     "            e_range=[-15, 0],\n",
     "            n_jobs=3,\n",
     "        )"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -968,11 +968,11 @@
    "execution_count": null,
    "id": "1bfad526",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# get summary stats features \n",
     "summary_features.get_df()"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -999,14 +999,14 @@
      "remove-cell"
     ]
    },
-   "outputs": [],
    "source": [
     "batch_sg = BatchStructureGraphs(path_to_lobster_calcs=directory / \"..\" / \"Featurizer_test_data\" / \"Lobster_calcs\",\n",
     "                                add_additional_data_sg=True,\n",
     "                                which_bonds='all',\n",
     "                                n_jobs=3,\n",
     "                                start=None)"
-   ]
+   ],
+   "outputs": []
   },
   {
    "cell_type": "markdown",
@@ -1028,11 +1028,11 @@
    "execution_count": null,
    "id": "9a8178bc",
    "metadata": {},
-   "outputs": [],
    "source": [
     "# get the structure graphs df\n",
     "batch_sg.get_df()"
-   ]
+   ],
+   "outputs": []
   }
  ],
  "metadata": {
diff --git a/lobsterpy/plotting/__init__.py b/lobsterpy/plotting/__init__.py
index 846b6c7c..3d715db3 100644
--- a/lobsterpy/plotting/__init__.py
+++ b/lobsterpy/plotting/__init__.py
@@ -7,13 +7,13 @@
 
 import typing
 from itertools import cycle
+from pathlib import Path
 from typing import TYPE_CHECKING, Any
 
 import matplotlib as mpl
 import numpy as np
 import plotly.graph_objs as go
 from matplotlib import pyplot as plt
-from pkg_resources import resource_filename
 from pymatgen.core import Structure
 from pymatgen.electronic_structure.cohp import Cohp, CompleteCohp, IcohpCollection
 from pymatgen.electronic_structure.core import Spin
@@ -24,8 +24,6 @@
     from lobsterpy.cohp.analyze import Analysis
 from lobsterpy.plotting import layout_dicts as ld
 
-base_style = resource_filename("lobsterpy.plotting", "lobsterpy_base.mplstyle")
-
 
 def get_style_list(
     no_base_style: bool = False,
@@ -43,7 +41,7 @@ def get_style_list(
     :param kwargs: matplotlib-style sheet keyword arguments
 
     """
-    base = [] if no_base_style else [base_style]
+    base = [] if no_base_style else [str(Path(__file__).absolute().parent / "lobsterpy_base.mplstyle")]
     if styles is None:
         styles = []
 
diff --git a/pyproject.toml b/pyproject.toml
index e3cd1659..1e79aef2 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -22,13 +22,14 @@ classifiers = [
     "Programming Language :: Python :: 3.9",
     "Programming Language :: Python :: 3.10",
     "Programming Language :: Python :: 3.11",
+    "Programming Language :: Python :: 3.12",
     "Development Status :: 5 - Production/Stable",
     "Intended Audience :: Science/Research",
     "Operating System :: OS Independent",
 ]
-requires-python = ">=3.9,<3.12"
+requires-python = ">=3.9,<3.13"
 dependencies = [
-     "pymatgen>=2024.4.13",
+     "pymatgen>=2024.5.1",
      "numpy",
      "typing",
 ]
diff --git a/tests/cohp/test_describe.py b/tests/cohp/test_describe.py
index 2d0344ee..6c35201e 100644
--- a/tests/cohp/test_describe.py
+++ b/tests/cohp/test_describe.py
@@ -371,10 +371,27 @@ def test_warnings(self):
                 dos_comparison=True,
                 bva_comp=False,
             )
-        assert "Consider using DOSCAR.LSO.lobster" in str(w[0].message)
-        assert "Minimum energy range requested" in str(w[1].message)
-        assert "Maximum energy range requested" in str(w[2].message)
-        assert "Input DOS files have very few points" in str(w[3].message)
+        messages = []
+        for warning in w:
+            messages.append(str(warning.message))
+        count0 = 0
+        count1 = 0
+        count2 = 0
+        count3 = 0
+        for msg in messages:
+            if "Consider using DOSCAR.LSO.lobster" in msg:
+                count0 += 1
+            if "Minimum energy range requested" in msg:
+                count1 += 1
+            if "Maximum energy range requested" in msg:
+                count2 += 1
+            if "Input DOS files have very few points" in msg:
+                count3 += 1
+
+        assert count0 == 1
+        assert count1 == 1
+        assert count2 == 1
+        assert count3 == 1
 
         calc_des = Description.get_calc_quality_description(calc_quality_warnings)
 
@@ -419,8 +436,11 @@ def test_warnings(self):
                 potcar_symbols=["Be_sv", "Te"],
                 bva_comp=True,
             )
-        assert "Consider rerunning the calc with the minimum basis" in str(w3[0].message)
-
+        assert (
+            str(w3[0].message) == "Consider rerunning the calc with the minimum basis as well. "
+            "Choosing is larger basis set is recommended if you see a significant "
+            "improvement of the charge spilling and material has non-zero band gap."
+        )
         calc_des3 = Description.get_calc_quality_description(calc_quality_warnings3)
 
         assert calc_des3 == [