diff --git a/.github/workflows/joss-draft-pdf.yml b/.github/workflows/joss-draft-pdf.yml
index eecf0d13..76fdc926 100644
--- a/.github/workflows/joss-draft-pdf.yml
+++ b/.github/workflows/joss-draft-pdf.yml
@@ -14,7 +14,7 @@ jobs:
           # This should be the path to the paper within your repo.
           paper-path: paper/paper.md
       - name: Upload
-        uses: actions/upload-artifact@v1
+        uses: actions/upload-artifact@v3
         with:
           name: paper
           # This is the output path where Pandoc will write the compiled
diff --git a/mapreader/classify/classifier.py b/mapreader/classify/classifier.py
index 925f4dc6..9ae67b39 100644
--- a/mapreader/classify/classifier.py
+++ b/mapreader/classify/classifier.py
@@ -25,10 +25,6 @@
 
 from .datasets import PatchDataset
 
-# import pickle
-# from tqdm.autonotebook import tqdm
-# from torch.nn.modules.module import _addindent
-
 
 class ClassifierContainer:
     """
diff --git a/mapreader/download/sheet_downloader.py b/mapreader/download/sheet_downloader.py
index 6b860a1a..d4af0a79 100644
--- a/mapreader/download/sheet_downloader.py
+++ b/mapreader/download/sheet_downloader.py
@@ -18,7 +18,7 @@
 from pyproj.crs import CRS
 from shapely.geometry import LineString, Point, Polygon, shape
 from shapely.ops import unary_union
-from tqdm.auto import tqdm
+from tqdm.autonotebook import tqdm
 
 from .downloader_utils import get_grid_bb_from_polygon, get_polygon_from_grid_bb
 from .tile_loading import DEFAULT_TEMP_FOLDER, TileDownloader
diff --git a/mapreader/download/tile_loading.py b/mapreader/download/tile_loading.py
index 40f257e8..e1fbe7c0 100644
--- a/mapreader/download/tile_loading.py
+++ b/mapreader/download/tile_loading.py
@@ -6,7 +6,7 @@
 import urllib.request
 
 from joblib import Parallel, delayed
-from tqdm import tqdm
+from tqdm.autonotebook import tqdm
 
 from .data_structures import GridBoundingBox, GridIndex
 
diff --git a/mapreader/download/tile_merging.py b/mapreader/download/tile_merging.py
index b26db605..bcb7671e 100644
--- a/mapreader/download/tile_merging.py
+++ b/mapreader/download/tile_merging.py
@@ -5,7 +5,7 @@
 import os
 
 from PIL import Image
-from tqdm import tqdm
+from tqdm.autonotebook import tqdm
 
 from .data_structures import GridBoundingBox, GridIndex
 from .tile_loading import DEFAULT_IMG_DOWNLOAD_FORMAT, DEFAULT_TEMP_FOLDER
diff --git a/mapreader/load/images.py b/mapreader/load/images.py
index 3d62acee..b6c9c8ee 100644
--- a/mapreader/load/images.py
+++ b/mapreader/load/images.py
@@ -24,7 +24,7 @@
 from rasterio.plot import reshape_as_raster
 from shapely import wkt
 from shapely.geometry import Polygon, box
-from tqdm.auto import tqdm
+from tqdm.autonotebook import tqdm
 
 from mapreader.download.data_structures import GridBoundingBox, GridIndex
 from mapreader.download.downloader_utils import get_polygon_from_grid_bb
diff --git a/mapreader/process/context_post_process.py b/mapreader/process/context_post_process.py
index b92a35f4..75a2281b 100644
--- a/mapreader/process/context_post_process.py
+++ b/mapreader/process/context_post_process.py
@@ -5,7 +5,7 @@
 from itertools import product
 
 import pandas as pd
-from tqdm import tqdm
+from tqdm.autonotebook import tqdm
 
 
 class ContextPostProcessor:
diff --git a/mapreader/process/occlusion_analysis.py b/mapreader/process/occlusion_analysis.py
index 82930711..97a0f343 100644
--- a/mapreader/process/occlusion_analysis.py
+++ b/mapreader/process/occlusion_analysis.py
@@ -11,7 +11,7 @@
 from PIL import Image
 from torch import nn
 from torchvision import transforms
-from tqdm import tqdm
+from tqdm.autonotebook import tqdm
 
 
 class OcclusionAnalyzer:
diff --git a/mapreader/spot_text/runner_base.py b/mapreader/spot_text/runner_base.py
index 936923c1..5cb0dfe5 100644
--- a/mapreader/spot_text/runner_base.py
+++ b/mapreader/spot_text/runner_base.py
@@ -12,7 +12,7 @@
 import pandas as pd
 from PIL import Image
 from shapely import Polygon
-from tqdm.auto import tqdm
+from tqdm.autonotebook import tqdm
 
 
 class Runner: