From 4231cfde3476a64c46d1363a1741ac7cf8ed4a5c Mon Sep 17 00:00:00 2001 From: Nithin Mathew Joseph Date: Fri, 22 Nov 2024 11:03:41 +0000 Subject: [PATCH 01/12] New content constructed --- LICENSE | 680 +----------------- README.md | 4 +- .../cloupe_package_nj9-0.0.1-py3-none-any.whl | Bin 0 -> 213450 bytes dist/cloupe_package_nj9-0.0.1.tar.gz | Bin 0 -> 212133 bytes pyproject.toml | 21 + .../cloupe_package_nj9/.gitignore | 0 src/cloupe_package_nj9/LICENSE | 661 +++++++++++++++++ src/cloupe_package_nj9/README.md | 3 + src/cloupe_package_nj9/__init__.py | 3 + .../cloupe_package_nj9/cloupe.ipynb | 0 src/cloupe_package_nj9/cloupe.py | 268 +++++++ 11 files changed, 977 insertions(+), 663 deletions(-) create mode 100644 dist/cloupe_package_nj9-0.0.1-py3-none-any.whl create mode 100644 dist/cloupe_package_nj9-0.0.1.tar.gz create mode 100644 pyproject.toml rename .gitignore => src/cloupe_package_nj9/.gitignore (100%) create mode 100644 src/cloupe_package_nj9/LICENSE create mode 100644 src/cloupe_package_nj9/README.md create mode 100644 src/cloupe_package_nj9/__init__.py rename cloupe.ipynb => src/cloupe_package_nj9/cloupe.ipynb (100%) create mode 100644 src/cloupe_package_nj9/cloupe.py diff --git a/LICENSE b/LICENSE index 0ad25db..335ea9d 100644 --- a/LICENSE +++ b/LICENSE @@ -1,661 +1,19 @@ - GNU AFFERO GENERAL PUBLIC LICENSE - Version 3, 19 November 2007 - - Copyright (C) 2007 Free Software Foundation, Inc. - Everyone is permitted to copy and distribute verbatim copies - of this license document, but changing it is not allowed. - - Preamble - - The GNU Affero General Public License is a free, copyleft license for -software and other kinds of works, specifically designed to ensure -cooperation with the community in the case of network server software. - - The licenses for most software and other practical works are designed -to take away your freedom to share and change the works. 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If not, see . - -Also add information on how to contact you by electronic and paper mail. - - If your software can interact with users remotely through a computer -network, you should also make sure that it provides a way for users to -get its source. For example, if your program is a web application, its -interface could display a "Source" link that leads users to an archive -of the code. There are many ways you could offer source, and different -solutions will be better for different programs; see section 13 for the -specific requirements. - - You should also get your employer (if you work as a programmer) or school, -if any, to sign a "copyright disclaimer" for the program, if necessary. -For more information on this, and how to apply and follow the GNU AGPL, see -. +Copyright (c) 2018 The Python Packaging Authority + +Permission is hereby granted, free of charge, to any person obtaining a copy +of this software and associated documentation files (the "Software"), to deal +in the Software without restriction, including without limitation the rights +to use, copy, modify, merge, publish, distribute, sublicense, and/or sell +copies of the Software, and to permit persons to whom the Software is +furnished to do so, subject to the following conditions: + +The above copyright notice and this permission notice shall be included in all +copies or substantial portions of the Software. + +THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR +IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, +FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE +AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER +LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, +OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE +SOFTWARE. \ No newline at end of file diff --git a/README.md b/README.md index 307974e..bcd21eb 100644 --- a/README.md +++ b/README.md @@ -1,3 +1,3 @@ -# cloupe +Cloupe: -Loupe Browser is a powerful visualization software that provides the intuitive functionality you need to explore and analyze 10x Genomics Chromium and Visium data. This is a PoC parser to read CLOUPE files using python. +Loupe Browser is a powerful visualization software that provides the intuitive functionality you need to explore and analyze 10x Genomics Chromium and Visium data. 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diff --git a/pyproject.toml b/pyproject.toml
new file mode 100644
index 0000000..3d407a2
--- /dev/null
+++ b/pyproject.toml
@@ -0,0 +1,21 @@
+[build-system]
+requires = ["hatchling"]
+build-backend = "hatchling.build"
+
+[project]
+name = "cloupe_package_nj9"
+version = "0.0.1"
+authors = [
+  { name="Nithin", email="nj9@sanger.ac.uk" },
+]
+description = "Cloupe Parser"
+readme = "README.md"
+requires-python = ">=3.9.6"
+classifiers = [
+    "Programming Language :: Python :: 3",
+    "Operating System :: OS Independent",
+]
+
+[project.urls]
+Homepage = "https://github.com/cellgeni/cloupe/tree/main"
+Issues = "https://github.com/cellgeni/cloupe/issues"
\ No newline at end of file
diff --git a/.gitignore b/src/cloupe_package_nj9/.gitignore
similarity index 100%
rename from .gitignore
rename to src/cloupe_package_nj9/.gitignore
diff --git a/src/cloupe_package_nj9/LICENSE b/src/cloupe_package_nj9/LICENSE
new file mode 100644
index 0000000..0ad25db
--- /dev/null
+++ b/src/cloupe_package_nj9/LICENSE
@@ -0,0 +1,661 @@
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. 
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
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diff --git a/src/cloupe_package_nj9/README.md b/src/cloupe_package_nj9/README.md
new file mode 100644
index 0000000..307974e
--- /dev/null
+++ b/src/cloupe_package_nj9/README.md
@@ -0,0 +1,3 @@
+# cloupe
+
+Loupe Browser is a powerful visualization software that provides the intuitive functionality you need to explore and analyze 10x Genomics Chromium and Visium data. This is a PoC parser to read CLOUPE files using python.
diff --git a/src/cloupe_package_nj9/__init__.py b/src/cloupe_package_nj9/__init__.py
new file mode 100644
index 0000000..f75ec5f
--- /dev/null
+++ b/src/cloupe_package_nj9/__init__.py
@@ -0,0 +1,3 @@
+# __init__.py
+__author__ = "cellgeni"
+__version__ = "0.0.1"
diff --git a/cloupe.ipynb b/src/cloupe_package_nj9/cloupe.ipynb
similarity index 100%
rename from cloupe.ipynb
rename to src/cloupe_package_nj9/cloupe.ipynb
diff --git a/src/cloupe_package_nj9/cloupe.py b/src/cloupe_package_nj9/cloupe.py
new file mode 100644
index 0000000..f8f4586
--- /dev/null
+++ b/src/cloupe_package_nj9/cloupe.py
@@ -0,0 +1,268 @@
+import os
+import re
+import json
+import logging
+import struct
+import zlib
+import argparse
+import matplotlib.pyplot as plt
+import matplotlib.pyplot as plt
+import matplotlib.image as mpimg
+
+
+# https://www.10xgenomics.com/datasets/visium-cytassist-gene-and-protein-expression-library-of-human-tonsil-with-add-on-antibodies-h-e-6-5-mm-ffpe-2-standard
+# file_path = "datasets/CytAssist_FFPE_Protein_Expression_Human_Tonsil_cloupe.cloupe"
+
+#iget -Kvfr /seq/illumina/runs/49/49384/spaceranger/spaceranger210_count_49384_pSKI_SP15018739_GRCh38-2020-A/cloupe.cloupe
+# file_path = "spaceranger210_count_49384_pSKI_SP15018739_GRCh38-2020-A.cloupe"
+
+class Cloupe(object):
+
+    def __init__(self, cloupe_path):
+        self.cloupe_path = cloupe_path
+
+        # read main header this is a json that has basic info
+        # i'm assuming the header won't be larger than 4096 bytes and it's x00 padded at the end
+        self.header = self.read_header()
+
+        # index block will tell us where the data sections start/end
+        # it's key for transversing all the sections:
+        #   Runs, Matrices, Submatrices, Analyses, Projections, Clusterings, CellTracks,
+        #   GeneTracks, Metrics, GeneLists, DiffExps, FeatureClasses, BarcodeClasses,
+        #   PeakLocations, FragmentsIndex, GeneAnnotations, TranscriptAnnotations, CellDataTables
+        #   BoolFilters, SpatialImages, SpatialImageTiles, SpatialImageSettings, SpatialEnrichments
+        #   SpotDeconvolutions, FeatureLinkages, ClonotypeFiles
+        self.index_block = self.read_block(
+            start=self.header["indexBlock"]["Start"],
+            end=self.header["indexBlock"]["End"],
+            as_json=True,
+        )
+
+        # read Runs
+        self.runs = []
+        for run in self.index_block.get("Runs", []):
+            if "Metadata" in run:
+                run["Metadata"] = self.read_block(
+                    start=run["Metadata"]["Start"],
+                    end=run["Metadata"]["End"],
+                    as_json=True,
+                )
+            self.runs.append(run)
+
+        # read Metrics
+        self.metrics = []
+        for metric in self.index_block.get("Metrics", []):
+            self.metrics.append(
+                self.read_block(
+                    start=metric["Contents"]["Start"],
+                    end=metric["Contents"]["End"],
+                    as_json=True,
+                )
+            )
+
+        # read Analyses
+        self.analyses = []
+        for analysis in self.index_block["Analyses"]:
+            self.analyses.append(analysis)
+
+        # read Projections
+        self.projections = {}
+        for projection in self.index_block["Projections"]:
+            try:
+                # read data block
+                pblock_bytes = self.read_block(
+                    start=projection["Matrix"]["Start"],
+                    end=projection["Matrix"]["End"],
+                )
+                pblock_count = projection["Matrix"]["ArraySize"]
+                pblock = struct.unpack(f"{pblock_count}d", pblock_bytes)
+
+                # read index block
+                pindex_bytes = self.read_block(
+                    start=projection["Matrix"]["Index"]["Start"],
+                    end=projection["Matrix"]["Index"]["End"],
+                )
+                pindex_count = projection["Matrix"]["Index"]["ArraySize"]
+                pindex = struct.unpack(f"{pindex_count}Q", pindex_bytes)
+
+                # reashape so it has the dimensions of the matrix we want
+                cols, rows = tuple(projection["Dims"])
+                self.projections[projection["Name"]] = [
+                    pblock[x : x + rows] for x in range(0, len(pblock), rows)
+                ]
+            except Exception as ex:
+                logging.error(f"Projection '{projection['Name']}' error: {ex}")
+
+        # read Matrices
+        # Matrices have lots of properties, i'm only picking some, but the complete list is:
+        #   Name', Uuid, FormatVersion, ParentUuid, Reference, GeneCount, CellCount, Genes, GeneNames,
+        #   FeatureCount, BarcodeCount, Metadata, Barcodes, FeatureIds, FeatureNames, FeatureSecondaryNames,
+        #   FeatureTypeOffsets, FeatureTypeIndices, CSCValues, CSCPointers, CSCIndices, CSRValues, CSRPointers,
+        #   CSRIndices, UMICounts
+        self.matrices = []
+        for matrix in self.index_block["Matrices"]:
+            try:
+                for prop in ["Barcodes","FeatureIds","FeatureNames","FeatureSecondaryNames",]:
+                    if prop not in matrix:
+                        continue
+                    mblock = self.read_block(
+                        start=matrix[prop]["Start"], end=matrix[prop]["End"]
+                    )
+                    step = matrix[prop]["ArrayWidth"]
+                    stop = matrix[prop]["ArraySize"] * step
+                    matrix[prop] = [
+                        mblock[i : i + step]
+                        .decode("utf-8", errors="replace")
+                        .strip("\x00")
+                        for i in range(0, stop, step)
+                    ]
+                umicounts_bytes = self.read_block(
+                    start=matrix["UMICounts"]["Start"],
+                    end=matrix["UMICounts"]["End"],
+                )
+                umicounts_count = matrix["UMICounts"]["ArraySize"]
+                matrix["UMICounts"] = struct.unpack(
+                    f"{umicounts_count}Q", umicounts_bytes
+                )
+                self.matrices.append(matrix)
+            except Exception as ex:
+                logging.error(f"Matrix '{matrix['Name']}' error: {ex}")
+
+        # read the next header
+        # this looks like that is where the custom user data is written
+        # there could be several chained headers by nextHeaderOffest but i'm only
+        # gonna parse the first one and i'll only get CellTracks, however, more
+        # stuff could be here that we want to export
+        self.celltracks = []
+        if self.header["nextHeaderOffset"] != self.get_file_size():
+            self.next_header = self.read_header(self.header["nextHeaderOffset"])
+            self.next_index_block = self.read_block(
+                start=self.next_header["indexBlock"]["Start"],
+                end=self.next_header["indexBlock"]["End"],
+                as_json=True,
+            )
+            # now that we have the index block we get the 'userCreated' celltracks
+            self.celltracks = []
+            for celltrack in self.next_index_block["CellTracks"]:
+                celltrack["Metadata"] = self.read_block(
+                    start=celltrack["Metadata"]["Start"],
+                    end=celltrack["Metadata"]["End"],
+                    as_json=True,
+                )
+                vblock_bytes = self.read_block(
+                    start=celltrack["Values"]["Start"],
+                    end=celltrack["Values"]["End"],
+                )
+                vblock_count = celltrack["Values"]["ArraySize"]
+                groups = celltrack["Metadata"]["groups"]
+                group_keys = struct.unpack(f"{vblock_count}h", vblock_bytes)
+                celltrack["Values"] = [groups[gk] if gk!=-1 else "UNASSIGNED" for gk in group_keys]
+                self.celltracks.append(celltrack)
+
+    def read_header(self, position=0):
+        with open(self.cloupe_path, "rb") as f:
+            f.seek(position)
+            header = f.read(4096)
+            return json.loads(header.decode("utf-8", errors="replace").strip("\x00"))
+
+    def get_file_size(self):
+        with open(self.cloupe_path, "rb") as f:
+            f.seek(0, 2)
+            size = f.tell()
+            return size
+
+    def __repr__(self):
+        return str(self.index_block["Runs"])
+
+    # trick for partial object decompression
+    def decompress(self, chunk):
+        gz = zlib.decompressobj(31)
+        return gz.decompress(chunk)
+
+    # read cloupe block
+    def read_block(self, start, end, as_json=False):
+        with open(self.cloupe_path, "rb") as f:
+            f.seek(start)
+            read_size = end - start
+            block = f.read(read_size)
+            if block[:2] == b"\x1f\x8b":
+                logging.debug("compressed block")
+                block = self.decompress(block)
+            if as_json:
+                return json.loads(block.decode("utf-8", errors="replace"))
+            return block
+
+
+if __name__=="__main__":
+    logging.basicConfig(level=logging.INFO, format="[%(asctime)s][%(levelname)s] %(message)s")
+    # Create the parser
+    parser = argparse.ArgumentParser(description='Cloupe parser which extracts Barcodes, Features and Annotations info')
+    # Add arguments
+    parser.add_argument('input_file', type=str, help='Path to the input file')
+    # Parse the arguments
+    args = parser.parse_args()
+    # Access the arguments
+    # Load cloupe file
+    cwd = os.getcwd()
+    # hardcoding the location of the files that are generated out of the script
+    barcodes = cwd + '/barcodes.csv'
+    features = cwd + '/features.csv'
+    barcode_clusters = cwd + '/annotations.csv'
+    cloupe = Cloupe(args.input_file)
+
+    count_values = {}
+    # Getting the count of Features and Barcodes to set the limits for the columns in the csv files
+    for prop in ['FeatureCount', 'BarcodeCount']:
+        count_values[prop] = cloupe.matrices[0][prop]
+
+
+    collection = []
+    # writing the barcodes to the csv files
+    with open(barcodes, 'w') as barcodes_file:
+        barcodes_file.write("Barcodes\n")
+        barcodes_file.write(
+            "\n".join(
+            cloupe.matrices[0]['Barcodes'][:count_values['BarcodeCount']]
+            )
+        )# Efficient one line code
+
+    with open(features, 'w') as features_file:
+        features_file.write("FeatureIds,FeatureNames\n")
+        features_file.write(
+            "\n".join(
+                [
+                    re.sub(r"[()' ]", "", str(pair))  # Remove parentheses, single quotes, and spaces
+                    for pair in zip(
+                    cloupe.matrices[0]["FeatureIds"][: count_values["FeatureCount"]],
+                    cloupe.matrices[0]["FeatureNames"][: count_values["FeatureCount"]],
+                )
+                ]
+            )
+        )# Using zip command along with list comprehension to convert the two list into strings for the csv as elements
+
+    # Plotting the info
+    spatial_embedding = cloupe.projections['Spatial']
+    plt.scatter(x=spatial_embedding[0], y=spatial_embedding[1])
+    plt.gca().invert_yaxis()
+    plt.show()
+
+    # Final csv addition
+    with open(barcode_clusters, 'w') as barcode_clusters_file:
+        barcode_clusters_file.write("Barcodes,{},{}\n".format(cloupe.celltracks[0]["Name"],cloupe.celltracks[1]["Name"]))
+        barcode_clusters_file.write(
+            "\n".join(
+                [
+                    re.sub(r"[()' ]", "", str(pair))  # Remove parentheses, single quotes, and spaces
+                    for pair in zip(
+                    cloupe.matrices[0]["Barcodes"],
+                    cloupe.celltracks[0]["Values"],
+                    cloupe.celltracks[1]["Values"],
+                )
+                ]
+            )
+        )
+
+# Bye-bye
+
+
+

From 20b7691ac9e0f2c582b1b41a5741954f6fcf9df4 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 11:41:54 +0000
Subject: [PATCH 02/12] added gitignore to the root directory

---
 src/cloupe_package_nj9/.gitignore => .gitignore | 0
 1 file changed, 0 insertions(+), 0 deletions(-)
 rename src/cloupe_package_nj9/.gitignore => .gitignore (100%)

diff --git a/src/cloupe_package_nj9/.gitignore b/.gitignore
similarity index 100%
rename from src/cloupe_package_nj9/.gitignore
rename to .gitignore

From bd95e37b12adb112cb4d8efe35cc6e21ef7f64d5 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:20:00 +0000
Subject: [PATCH 03/12] project name change to cloupe

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 3d407a2..9319014 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -3,7 +3,7 @@ requires = ["hatchling"]
 build-backend = "hatchling.build"
 
 [project]
-name = "cloupe_package_nj9"
+name = "cloupe"
 version = "0.0.1"
 authors = [
   { name="Nithin", email="nj9@sanger.ac.uk" },

From d85048e0a79e2df372bdfc5c8fb4b944e96dadcd Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:24:33 +0000
Subject: [PATCH 04/12] Changed the version number in the pyproject.toml file

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9319014..9b4524e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -4,7 +4,7 @@ build-backend = "hatchling.build"
 
 [project]
 name = "cloupe"
-version = "0.0.1"
+version = "0.1.0"
 authors = [
   { name="Nithin", email="nj9@sanger.ac.uk" },
 ]

From 819595e84e91f4b43ea80bb41e3f2bd8167d1306 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:31:38 +0000
Subject: [PATCH 05/12] Changed the user details in the pyproject.toml file

---
 pyproject.toml | 3 ++-
 1 file changed, 2 insertions(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 9b4524e..cd923dd 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -6,7 +6,8 @@ build-backend = "hatchling.build"
 name = "cloupe"
 version = "0.1.0"
 authors = [
-  { name="Nithin", email="nj9@sanger.ac.uk" },
+    { name="Martin Prete", email="martin.prete@sanger.ac.uk" },
+    { name="Nithin Mathew Joseph", email="nithin.mathew.joseph@sanger.ac.uk" },
 ]
 description = "Cloupe Parser"
 readme = "README.md"

From b2b4380d1dac965885859839c5004d05062760b0 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:32:48 +0000
Subject: [PATCH 06/12] Changed the python version in the pyproject.toml file

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index cd923dd..bbbae16 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -11,7 +11,7 @@ authors = [
 ]
 description = "Cloupe Parser"
 readme = "README.md"
-requires-python = ">=3.9.6"
+requires-python = ">=3.9"
 classifiers = [
     "Programming Language :: Python :: 3",
     "Operating System :: OS Independent",

From b3908bada4ed2d7b5e52a23459b040d703cb57a9 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:37:45 +0000
Subject: [PATCH 07/12] Changed the classifiers in the pyproject.toml file

---
 pyproject.toml | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/pyproject.toml b/pyproject.toml
index bbbae16..139cbb9 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -13,6 +13,9 @@ description = "Cloupe Parser"
 readme = "README.md"
 requires-python = ">=3.9"
 classifiers = [
+    "Development Status :: 4 - Beta",
+    "Topic :: Scientific/Engineering :: Bio-Informatics",
+    "License :: OSI Approved :: GNU Affero General Public License v3 or later (AGPLv3+)"
     "Programming Language :: Python :: 3",
     "Operating System :: OS Independent",
 ]

From 1a855367763e0f14b0a61ffdb6002d7ea1b94932 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:40:35 +0000
Subject: [PATCH 08/12] Changed the Homepage details in the pyproject.toml file

---
 pyproject.toml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/pyproject.toml b/pyproject.toml
index 139cbb9..5825256 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -21,5 +21,5 @@ classifiers = [
 ]
 
 [project.urls]
-Homepage = "https://github.com/cellgeni/cloupe/tree/main"
+Homepage = "https://github.com/cellgeni/cloupe"
 Issues = "https://github.com/cellgeni/cloupe/issues"
\ No newline at end of file

From 48cc58b0c4aedc41a1bbf0709e5d396f8a161202 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:44:17 +0000
Subject: [PATCH 09/12] Deleted the LICENSE file in the src and modified the
 LICENSE in the root directory

---
 LICENSE                        | 680 ++++++++++++++++++++++++++++++++-
 src/cloupe_package_nj9/LICENSE | 661 --------------------------------
 2 files changed, 661 insertions(+), 680 deletions(-)
 delete mode 100644 src/cloupe_package_nj9/LICENSE

diff --git a/LICENSE b/LICENSE
index 335ea9d..0ad25db 100644
--- a/LICENSE
+++ b/LICENSE
@@ -1,19 +1,661 @@
-Copyright (c) 2018 The Python Packaging Authority
-
-Permission is hereby granted, free of charge, to any person obtaining a copy
-of this software and associated documentation files (the "Software"), to deal
-in the Software without restriction, including without limitation the rights
-to use, copy, modify, merge, publish, distribute, sublicense, and/or sell
-copies of the Software, and to permit persons to whom the Software is
-furnished to do so, subject to the following conditions:
-
-The above copyright notice and this permission notice shall be included in all
-copies or substantial portions of the Software.
-
-THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR
-IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY,
-FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE
-AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER
-LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM,
-OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE
-SOFTWARE.
\ No newline at end of file
+                    GNU AFFERO GENERAL PUBLIC LICENSE
+                       Version 3, 19 November 2007
+
+ Copyright (C) 2007 Free Software Foundation, Inc. 
+ Everyone is permitted to copy and distribute verbatim copies
+ of this license document, but changing it is not allowed.
+
+                            Preamble
+
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+software and other kinds of works, specifically designed to ensure
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+
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+with two steps: (1) assert copyright on the software, and (2) offer
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+letting the public access it on a server without ever releasing its
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diff --git a/src/cloupe_package_nj9/LICENSE b/src/cloupe_package_nj9/LICENSE
deleted file mode 100644
index 0ad25db..0000000
--- a/src/cloupe_package_nj9/LICENSE
+++ /dev/null
@@ -1,661 +0,0 @@
-                    GNU AFFERO GENERAL PUBLIC LICENSE
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From 875a884c8b6c95ca4447424a94849ac720296d3a Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:46:27 +0000
Subject: [PATCH 10/12] Deleted the README.md file in the src and modified the
 README.md in the root directory

---
 README.md                        | 4 ++--
 src/cloupe_package_nj9/README.md | 3 ---
 2 files changed, 2 insertions(+), 5 deletions(-)
 delete mode 100644 src/cloupe_package_nj9/README.md

diff --git a/README.md b/README.md
index bcd21eb..307974e 100644
--- a/README.md
+++ b/README.md
@@ -1,3 +1,3 @@
-Cloupe: 
+# cloupe
 
-Loupe Browser is a powerful visualization software that provides the intuitive functionality you need to explore and analyze 10x Genomics Chromium and Visium data. This is a PoC parser to read CLOUPE files using python.
\ No newline at end of file
+Loupe Browser is a powerful visualization software that provides the intuitive functionality you need to explore and analyze 10x Genomics Chromium and Visium data. This is a PoC parser to read CLOUPE files using python.
diff --git a/src/cloupe_package_nj9/README.md b/src/cloupe_package_nj9/README.md
deleted file mode 100644
index 307974e..0000000
--- a/src/cloupe_package_nj9/README.md
+++ /dev/null
@@ -1,3 +0,0 @@
-# cloupe
-
-Loupe Browser is a powerful visualization software that provides the intuitive functionality you need to explore and analyze 10x Genomics Chromium and Visium data. This is a PoC parser to read CLOUPE files using python.

From 8f4e0c7ab28602740ee365b726d953af41ec2870 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 13:48:59 +0000
Subject: [PATCH 11/12] Deleted the dist directory in the root directory

---
 dist/cloupe_package_nj9-0.0.1-py3-none-any.whl | Bin 213450 -> 0 bytes
 dist/cloupe_package_nj9-0.0.1.tar.gz           | Bin 212133 -> 0 bytes
 2 files changed, 0 insertions(+), 0 deletions(-)
 delete mode 100644 dist/cloupe_package_nj9-0.0.1-py3-none-any.whl
 delete mode 100644 dist/cloupe_package_nj9-0.0.1.tar.gz

diff --git a/dist/cloupe_package_nj9-0.0.1-py3-none-any.whl b/dist/cloupe_package_nj9-0.0.1-py3-none-any.whl
deleted file mode 100644
index 7cb07a25463e665782618215a02aec5e7a866ab0..0000000000000000000000000000000000000000
GIT binary patch
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From 3b33b788985a229a0a45be08e71b723410cb5fb5 Mon Sep 17 00:00:00 2001
From: Nithin Mathew Joseph 
Date: Fri, 22 Nov 2024 14:02:48 +0000
Subject: [PATCH 12/12] Added license file description in the project section
 of pyproject.toml

---
 pyproject.toml | 1 +
 1 file changed, 1 insertion(+)

diff --git a/pyproject.toml b/pyproject.toml
index 5825256..ced405e 100644
--- a/pyproject.toml
+++ b/pyproject.toml
@@ -9,6 +9,7 @@ authors = [
     { name="Martin Prete", email="martin.prete@sanger.ac.uk" },
     { name="Nithin Mathew Joseph", email="nithin.mathew.joseph@sanger.ac.uk" },
 ]
+license = {file = "LICENSE"}
 description = "Cloupe Parser"
 readme = "README.md"
 requires-python = ">=3.9"