diff --git a/.vscode/dryrun.log b/.vscode/dryrun.log
index b9d402892..e6a75e884 100644
--- a/.vscode/dryrun.log
+++ b/.vscode/dryrun.log
@@ -1,5 +1,5 @@
 make --dry-run --always-make --keep-going --print-directory
-make: Entering directory '/home/daniel/Documents/AA_Télécom/HiParis/Project/PROJECT/structured-predictions'
+make: Entering directory `/Users/gaetanbrison/Documents/GitHub/hi-paris/structured-predictions'
 echo "The following make targets are available:"
 echo "    help - print this message"
 echo "    build - build python package"
@@ -9,5 +9,5 @@ echo "    remove - remove the package (local user)"
 echo "    sremove - remove the package (system with sudo)"
 echo "    clean - remove any temporary files"
 echo "    notebook - launch ipython notebook"
-make: Leaving directory '/home/daniel/Documents/AA_Télécom/HiParis/Project/PROJECT/structured-predictions'
+make: Leaving directory `/Users/gaetanbrison/Documents/GitHub/hi-paris/structured-predictions'
  
diff --git a/.vscode/targets.log b/.vscode/targets.log
index 34a6efdc2..c94e37568 100644
--- a/.vscode/targets.log
+++ b/.vscode/targets.log
@@ -1,265 +1,161 @@
 make all --print-data-base --no-builtin-variables --no-builtin-rules --question
-make: *** No rule to make target 'all'.  Stop.
+# GNU Make 3.81
+# Copyright (C) 2006  Free Software Foundation, Inc.
+# This is free software; see the source for copying conditions.
+# There is NO warranty; not even for MERCHANTABILITY or FITNESS FOR A
+# PARTICULAR PURPOSE.
+
+# This program built for i386-apple-darwin11.3.0
+ 
+make: *** No rule to make target `all'.  Stop.
 
-# GNU Make 4.2.1
-# Built for x86_64-pc-linux-gnu
-# Copyright (C) 1988-2016 Free Software Foundation, Inc.
-# License GPLv3+: GNU GPL version 3 or later <http://gnu.org/licenses/gpl.html>
-# This is free software: you are free to change and redistribute it.
-# There is NO WARRANTY, to the extent permitted by law.
 
-# Make data base, printed on Sat Aug 13 13:03:07 2022
+# Make data base, printed on Sun Feb  4 20:05:25 2024
 
 # Variables
 
-# 'override' directive
-GNUMAKEFLAGS := 
 # automatic
 <D = $(patsubst %/,%,$(dir $<))
 # automatic
 ?F = $(notdir $?)
-# environment
-DESKTOP_SESSION = ubuntu
-# default
-.SHELLFLAGS := -c
-# environment
-XDG_SESSION_CLASS = user
-# environment
-SNAP_COMMON = /var/snap/code/common
-# environment
-XDG_SESSION_TYPE = x11
 # automatic
 ?D = $(patsubst %/,%,$(dir $?))
-# environment
-IM_CONFIG_PHASE = 1
 # automatic
 @D = $(patsubst %/,%,$(dir $@))
-# environment
-XAUTHORITY = /run/user/1000/gdm/Xauthority
-# environment
-GDMSESSION = ubuntu
-# environment
-XMODIFIERS = @im=ibus
+# automatic
+@F = $(notdir $@)
 # makefile
-CURDIR := /home/daniel/Documents/AA_Télécom/HiParis/Project/PROJECT/structured-predictions
+CURDIR := /Users/gaetanbrison/Documents/GitHub/hi-paris/structured-predictions
 # makefile
 SHELL = /bin/sh
 # environment
-SNAP_DATA = /var/snap/code/104
+VSCODE_NLS_CONFIG = {"locale":"en-gb","availableLanguages":{},"_languagePackSupport":true}
 # environment
-VSCODE_NLS_CONFIG = {"locale":"en-us","availableLanguages":{},"_languagePackSupport":true}
-# environment
-JOURNAL_STREAM = 8:49893
-# environment
-XDG_CONFIG_DIRS = /etc/xdg/xdg-ubuntu:/etc/xdg
-# environment
-SNAP_INSTANCE_NAME = code
-# environment
-SNAP_ARCH = amd64
-# makefile (from 'Makefile', line 1)
+_ = /usr/bin/make
+# makefile (from `Makefile', line 1)
 MAKEFILE_LIST :=  Makefile
-# automatic
-@F = $(notdir $@)
-# environment
-GIO_LAUNCHED_DESKTOP_FILE = /var/lib/snapd/desktop/applications/code_code.desktop
-# environment
-USERNAME = daniel
-# environment
-MAKELEVEL := 0
-# environment
-XDG_DATA_DIRS = /usr/share/ubuntu:/usr/local/share/:/usr/share/:/var/lib/snapd/desktop
-# environment
-DBUS_SESSION_BUS_ADDRESS = unix:path=/run/user/1000/bus
-# environment
-MANAGERPID = 1690
 # environment
-LC_NAME = fr_FR.UTF-8
+__CFBundleIdentifier = com.microsoft.VSCode
 # environment
-VSCODE_CWD = /home/daniel
+VSCODE_CWD = /
 # environment
-GSETTINGS_SCHEMA_DIR = /snap/code/104/usr/share/glib-2.0/schemas
-# default
-MAKE_HOST := x86_64-pc-linux-gnu
-# environment
-PATH = /home/daniel/.cargo/bin:/home/daniel/.local/bin:/home/daniel/bin:/usr/local/sbin:/usr/local/bin:/usr/sbin:/usr/bin:/sbin:/bin:/usr/games:/usr/local/games:/snap/bin
-# environment
-GPG_AGENT_INFO = /run/user/1000/gnupg/S.gpg-agent:0:1
-# environment
-SESSION_MANAGER = local/daniel-vahos:@/tmp/.ICE-unix/1921,unix/daniel-vahos:/tmp/.ICE-unix/1921
-# environment
-XDG_RUNTIME_DIR = /run/user/1000
-# environment
-GDK_PIXBUF_MODULE_FILE = /home/daniel/snap/code/common/.cache/gdk-pixbuf-loaders.cache
-# environment
-SNAP = /snap/code/104
-# makefile (from 'Makefile', line 4)
+PATH = /usr/local/bin:/System/Cryptexes/App/usr/bin:/usr/bin:/bin:/usr/sbin:/sbin:/var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/local/bin:/var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/bin:/var/run/com.apple.security.cryptexd/codex.system/bootstrap/usr/appleinternal/bin:/Users/gaetanbrison/.cargo/bin:/Users/gaetanbrison/opt/anaconda3/bin:/Users/gaetanbrison/opt/anaconda3/condabin
+# makefile (from `Makefile', line 4)
 branch := main
 # environment
-SNAP_VERSION = 6d9b74a7
-# environment
-XDG_MENU_PREFIX = gnome-
-# environment
-DISABLE_WAYLAND = 1
-# environment
 ELECTRON_RUN_AS_NODE = 1
-# environment
-INVOCATION_ID = c898efa472314ca5b07317184ef732a5
-# environment
-GDK_PIXBUF_MODULEDIR = /snap/code/104/usr/lib/x86_64-linux-gnu/gdk-pixbuf-2.0/2.10.0/loaders
 # default
-.FEATURES := target-specific order-only second-expansion else-if shortest-stem undefine oneshell archives jobserver output-sync check-symlink load
-# environment
-XDG_SESSION_DESKTOP = ubuntu
+.FEATURES := target-specific order-only second-expansion else-if archives jobserver check-symlink
 # environment
-SSH_AUTH_SOCK = /run/user/1000/keyring/ssh
-# environment
-GIO_LAUNCHED_DESKTOP_FILE_PID = 22017
+SSH_AUTH_SOCK = /private/tmp/com.apple.launchd.sOOlt7Wte0/Listeners
 # automatic
 %F = $(notdir $%)
 # environment
-DISPLAY = :0
-# environment
-SNAP_INSTANCE_KEY = 
-# environment
-PWD = /home/daniel/Documents/AA_Télécom/HiParis/Project/PROJECT/structured-predictions
-# default
-.LOADED := 
+CONDA_EXE = /Users/gaetanbrison/opt/anaconda3/bin/conda
 # environment
-SSH_AGENT_PID = 1882
+PWD = /Users/gaetanbrison/Documents/GitHub/hi-paris/structured-predictions
 # environment
-ORIGINAL_XDG_CURRENT_DESKTOP = ubuntu:GNOME
-# environment
-GTK_MODULES = gail:atk-bridge
-# makefile (from 'Makefile', line 3)
+ORIGINAL_XDG_CURRENT_DESKTOP = undefined
+# makefile (from `Makefile', line 3)
 PYTHON = python3
 # environment
-VSCODE_AMD_ENTRYPOINT = vs/workbench/api/node/extensionHostProcess
+MANPATH = /Library/Developer/CommandLineTools/SDKs/MacOSX.sdk/usr/share/man:/Library/Developer/CommandLineTools/usr/share/man:/Library/Developer/CommandLineTools/Toolchains/XcodeDefault.xctoolchain/usr/share/man:
 # environment
-HOME = /home/daniel
+VSCODE_AMD_ENTRYPOINT = vs/workbench/api/node/extensionHostProcess
 # environment
-VSCODE_CLI = 1
+HOME = /Users/gaetanbrison
+# default
+MAKEFILEPATH = $(shell /usr/bin/xcode-select -print-path 2>/dev/null || echo /Developer)/Makefiles
 # environment
-VSCODE_CODE_CACHE_PATH = /home/daniel/.config/Code/CachedData/6d9b74a70ca9c7733b29f0456fd8195364076dda
+VSCODE_CODE_CACHE_PATH = /Users/gaetanbrison/Library/Application Support/Code/CachedData/e4503b30fc78200f846c62cf8091b76ff5547662
 # environment
-LOGNAME = daniel
+LOGNAME = gaetanbrison
 # environment
 APPLICATION_INSIGHTS_NO_DIAGNOSTIC_CHANNEL = 1
 # environment
-SNAP_LIBRARY_PATH = /var/lib/snapd/lib/gl:/var/lib/snapd/lib/gl32:/var/lib/snapd/void
-# environment
-SNAP_CONTEXT = JGOB4hpVwX0BmYwxeKc9WFtDe5mkoBOZ8gQetOaL_ySvay8X6P51
-# automatic
-+F = $(notdir $+)
-# environment
-ELECTRON_NO_ATTACH_CONSOLE = 1
-# environment
-SNAP_USER_COMMON = /home/daniel/snap/code/common
+CONDA_PROMPT_MODIFIER = (base) 
 # environment
 VSCODE_HANDLES_UNCAUGHT_ERRORS = true
-# environment
-GNOME_DESKTOP_SESSION_ID = this-is-deprecated
 # automatic
 ^D = $(patsubst %/,%,$(dir $^))
 # environment
-LC_TIME = fr_FR.UTF-8
+CONDA_DEFAULT_ENV = base
 # environment
-SNAP_REAL_HOME = /home/daniel
+XPC_FLAGS = 0x0
 # default
 MAKE = $(MAKE_COMMAND)
 # default
 MAKECMDGOALS := all
 # environment
-QT_IM_MODULE = ibus
-# environment
-SNAP_USER_DATA = /home/daniel/snap/code/104
+SHLVL = 3
 # environment
-SHLVL = 0
-# environment
-GNOME_SHELL_SESSION_MODE = ubuntu
+LOCAL_GIT_DIRECTORY = /Applications/GitHub Desktop 2.app/Contents/Resources/app/git
 # default
-MAKE_VERSION := 4.2.1
-# environment
-USER = daniel
+MAKE_VERSION := 3.81
 # environment
-SNAP_REVISION = 104
-# environment
-LC_MONETARY = fr_FR.UTF-8
+USER = gaetanbrison
 # makefile
 .DEFAULT_GOAL := help
-# environment
-XDG_CURRENT_DESKTOP = Unity
 # automatic
 %D = $(patsubst %/,%,$(dir $%))
 # environment
-LC_TELEPHONE = fr_FR.UTF-8
+CONDA_SHLVL = 1
 # default
-MAKE_COMMAND := make
+MAKE_COMMAND := /Library/Developer/CommandLineTools/usr/bin/make
 # default
 .VARIABLES := 
+# environment
+TMPDIR = /var/folders/v_/vcf1lg6d1d517lzpgs2wzyhr0000gn/T/
 # automatic
 *F = $(notdir $*)
 # environment
-VSCODE_IPC_HOOK = /run/user/1000/vscode-419f9acc-1.70.1-main.sock
+VSCODE_IPC_HOOK = /Users/gaetanbrison/Library/Application Support/Code/1.70.2-main.sock
 # environment
-BAMF_DESKTOP_FILE_HINT = /var/lib/snapd/desktop/applications/code_code.desktop
+MallocNanoZone = 0
 # makefile
-MAKEFLAGS = pqrR
+MAKEFLAGS = Rrqp
 # environment
-MFLAGS = -pqrR
+MFLAGS = -Rrqp
 # automatic
 *D = $(patsubst %/,%,$(dir $*))
+# environment
+XPC_SERVICE_NAME = application.com.microsoft.VSCode.4315628.4315634
 # automatic
 +D = $(patsubst %/,%,$(dir $+))
+# automatic
++F = $(notdir $+)
 # environment
-GDK_BACKEND = x11
-# environment
-LC_PAPER = fr_FR.UTF-8
-# environment
-LC_IDENTIFICATION = fr_FR.UTF-8
+__CF_USER_TEXT_ENCODING = 0x1F5:0x0:0x0
 # environment
-QT_ACCESSIBILITY = 1
-# 'override' directive
-.SHELLSTATUS := 0
+COMMAND_MODE = unix2003
 # default
 MAKEFILES := 
-# environment
-SNAP_COOKIE = JGOB4hpVwX0BmYwxeKc9WFtDe5mkoBOZ8gQetOaL_ySvay8X6P51
-# environment
-LC_NUMERIC = fr_FR.UTF-8
 # automatic
 <F = $(notdir $<)
 # environment
-LC_MEASUREMENT = fr_FR.UTF-8
-# environment
-SNAP_NAME = code
-# environment
 LC_ALL = C
 # environment
-GJS_DEBUG_TOPICS = JS ERROR;JS LOG
+CONDA_PYTHON_EXE = /Users/gaetanbrison/opt/anaconda3/bin/python
 # automatic
 ^F = $(notdir $^)
 # default
 SUFFIXES := 
 # environment
-SNAP_REEXEC = 
+_CE_M = 
+# default
+.INCLUDE_DIRS = /usr/local/include
 # environment
-CHROME_DESKTOP = code-url-handler.desktop
+MAKELEVEL := 0
 # environment
-WINDOWPATH = 2
-# default
-.INCLUDE_DIRS = /usr/include /usr/local/include /usr/include
+CONDA_PREFIX = /Users/gaetanbrison/opt/anaconda3
 # environment
-GJS_DEBUG_OUTPUT = stderr
-# default
-.RECIPEPREFIX := 
+VSCODE_PID = 43508
 # environment
-LC_ADDRESS = fr_FR.UTF-8
+_CE_CONDA = 
 # environment
 LANG = C
-# environment
-VSCODE_PID = 22070
 # variable set hash-table stats:
-# Load=123/1024=12%, Rehash=0, Collisions=21/151=14%
+# Load=70/1024=7%, Rehash=0, Collisions=2/96=2%
 
 # Pattern-specific Variable Values
 
@@ -267,9 +163,9 @@ VSCODE_PID = 22070
 
 # Directories
 
-# . (device 2052, inode 4342599): 25 files, no impossibilities.
+# . (device 16777220, inode 130422834): 26 files, no impossibilities.
 
-# 25 files, no impossibilities in 1 directories.
+# 26 files, no impossibilities in 1 directories.
 
 # Implicit Rules
 
@@ -281,19 +177,22 @@ clean-build:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 47):
+#  commands to execute (from `Makefile', line 47):
 	rm -fr build/
 	rm -fr dist/
 	rm -fr .eggs/
 	find . -name '*.egg-info' -exec rm -fr {} +
 	find . -name '*.egg' -exec rm -f {} +
+	
 
 # Not a target:
 all:
-#  Command line target.
+#  Command-line target.
 #  Implicit rule search has been done.
 #  File does not exist.
 #  File has not been updated.
+# variable set hash-table stats:
+# Load=0/32=0%, Rehash=0, Collisions=0/0=0%
 
 FORCE:
 #  Implicit rule search has not been done.
@@ -304,54 +203,66 @@ wheels:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
- 
-#  recipe to execute (from 'Makefile', line 111):
+#  commands to execute (from `Makefile', line 111):
 	CIBW_BEFORE_BUILD="pip install numpy cython" cibuildwheel --platform linux --output-dir dist
+	
 
 pytest: FORCE
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 74):
+#  commands to execute (from `Makefile', line 74):
 	$(PYTHON) -m pytest --durations=20 -v test/ --doctest-modules --ignore ot/gpu/  
+	
 
 git:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 125):
+#  commands to execute (from `Makefile', line 125):
 	git add . *
 	git commit -m "Testing Package"
 	git push
+	
+
+# Not a target:
+.SUFFIXES:
+#  Implicit rule search has not been done.
+#  Modification time never checked.
+#  File has not been updated.
 
 # Not a target:
 Makefile:
 #  Implicit rule search has been done.
-#  Last modified 2022-08-02 12:08:47.935970338
+#  Last modified 2024-02-04 20:04:40
 #  File has been updated.
 #  Successfully updated.
+# variable set hash-table stats:
+# Load=0/32=0%, Rehash=0, Collisions=0/0=0%
 
 remove:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 32):
+#  commands to execute (from `Makefile', line 32):
 	$(PYTHON) setup.py install --user --record files.txt
 	tr '\n' '\0' < files.txt | xargs -0 rm -f --
 	rm files.txt
+	
 
 release_test:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 80):
+#  commands to execute (from `Makefile', line 80):
 	twine upload --repository-url https://test.pypi.org/legacy/ dist/*
+	
 
 test: FORCE pep8
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 71):
+#  commands to execute (from `Makefile', line 71):
 	$(PYTHON) -m pytest --durations=20 -v test/ --doctest-modules --ignore ot/gpu/  
 	
 
@@ -359,14 +270,15 @@ build:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 20):
+#  commands to execute (from `Makefile', line 20):
 	$(PYTHON) setup.py build
+	
 
 help:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 9):
+#  commands to execute (from `Makefile', line 9):
 	@echo "The following make targets are available:"
 	@echo "    help - print this message"
 	@echo "    build - build python package"
@@ -376,20 +288,24 @@ help:
 	@echo "    sremove - remove the package (system with sudo)"
 	@echo "    clean - remove any temporary files"
 	@echo "    notebook - launch ipython notebook"
+	
 
 sinstall:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 29):
+#  commands to execute (from `Makefile', line 29):
 	sudo $(PYTHON) setup.py install
+	
 
 release:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 77):
+#  commands to execute (from `Makefile', line 77):
+ 
 	twine upload dist/*
+	
 
 # Not a target:
 .DEFAULT:
@@ -401,51 +317,57 @@ clean-test:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 62):
+#  commands to execute (from `Makefile', line 62):
 	rm -fr .tox/
 	rm -f .coverage
 	rm -fr htmlcov/
 	rm -fr .pytest_cache
+	
 
 dist_wheels: clean wheels
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 114):
+#  commands to execute (from `Makefile', line 114):
 	python setup.py sdist
+	
 
 buildext:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 23):
+#  commands to execute (from `Makefile', line 23):
 	$(PYTHON) setup.py build_ext --inplace
+	
 
 autopep8:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 105):
+#  commands to execute (from `Makefile', line 105):
 	autopep8 -ir test ot examples --jobs -1
+	
 
 pep8:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 68):
+#  commands to execute (from `Makefile', line 68):
 	flake8 examples/ ot/ test/
+	
 
 clean-pyc:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 54):
+#  commands to execute (from `Makefile', line 54):
 	find . -name '*.pyc' -exec rm -f {} +
 	find . -name '*.pyo' -exec rm -f {} +
 	find . -name '*.so' -exec rm -f {} +
 	find . -name '*.c' -exec rm -f {} +
 	find . -name '*~' -exec rm -f {} +
 	find . -name '__pycache__' -exec rm -fr {} +
+	
 
 clean: clean-build clean-pyc clean-test
 #  Implicit rule search has not been done.
@@ -456,24 +378,26 @@ dist: clean
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 117):
+#  commands to execute (from `Makefile', line 117):
 	# python setup.py sdist
 	python setup.py bdist_wheel
+	
 
 sremove:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 37):
+#  commands to execute (from `Makefile', line 37):
 	$(PYTHON) setup.py install  --record files.txt
 	tr '\n' '\0' < files.txt | sudo xargs -0 rm -f --
 	rm files.txt
+	
 
 rdoc:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 83):
+#  commands to execute (from `Makefile', line 83):
 	pandoc --from=markdown --to=rst --output=docs/source/readme.rst README.md
 	sed -i 's,https://pythonot.github.io/auto_examples/,auto_examples/,g' docs/source/readme.rst 
 	pandoc --from=markdown --to=rst --output=docs/source/releases.rst RELEASES.md
@@ -481,12 +405,13 @@ rdoc:
 	sed -i 's,https://github.com/rflamary/POT/blob/master/notebooks/,auto_examples/,g' docs/source/releases.rst 
 	sed -i 's,.ipynb,.html,g' docs/source/releases.rst 
 	sed -i 's,https://pythonot.github.io/auto_examples/,auto_examples/,g' docs/source/releases.rst
+	
 
 bench:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 95):
+#  commands to execute (from `Makefile', line 95):
 	@git stash  >/dev/null 2>&1
 	@echo 'Branch master'
 	@git checkout master >/dev/null 2>&1
@@ -501,14 +426,15 @@ pydocstyle:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 122):
+#  commands to execute (from `Makefile', line 122):
 	pydocstyle ot
+	
 
 aautopep8:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 108):
+#  commands to execute (from `Makefile', line 108):
 	autopep8 -air test ot examples --jobs -1
 	
 
@@ -516,7 +442,7 @@ notebook:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 92):
+#  commands to execute (from `Makefile', line 92):
 	ipython notebook --matplotlib=inline  --notebook-dir=notebooks/
 	
 
@@ -524,23 +450,23 @@ install:
 #  Implicit rule search has not been done.
 #  Modification time never checked.
 #  File has not been updated.
-#  recipe to execute (from 'Makefile', line 26):
+#  commands to execute (from `Makefile', line 26):
 	$(PYTHON) setup.py install --user
+	
 
 # files hash-table stats:
-# Load=31/1024=3%, Rehash=0, Collisions=0/54=0%
+# Load=31/1024=3%, Rehash=0, Collisions=0/52=0%
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-{
- "cells": [
-  {
-   "cell_type": "code",
-   "execution_count": 1,
-   "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "b'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'\n"
-     ]
-    }
-   ],
-   "source": [
-    "import base64\n",
-    "\n",
-    "with open(\"apple_s_000022.png\", \"rb\") as img_file:\n",
-    "    b64_string = base64.b64encode(img_file.read())\n",
-    "print(b64_string)"
-   ]
-  }
- ],
- "metadata": {
-  "kernelspec": {
-   "display_name": "Python 3.8.10 64-bit",
-   "language": "python",
-   "name": "python3"
-  },
-  "language_info": {
-   "codemirror_mode": {
-    "name": "ipython",
-    "version": 3
-   },
-   "file_extension": ".py",
-   "mimetype": "text/x-python",
-   "name": "python",
-   "nbconvert_exporter": "python",
-   "pygments_lexer": "ipython3",
-   "version": "3.8.10"
-  },
-  "orig_nbformat": 4,
-  "vscode": {
-   "interpreter": {
-    "hash": "916dbcbb3f70747c44a77c7bcd40155683ae19c65e1c03b4aa3499c5328201f1"
-   }
-  }
- },
- "nbformat": 4,
- "nbformat_minor": 2
-}
diff --git a/stpredictions/datasets/cifar-100-images/CIFAR100/TEST/apple/yellow_delicious_s_000174.png b/stpredictions/datasets/cifar-100-images/CIFAR100/TEST/apple/yellow_delicious_s_000174.png
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