diff --git a/.github/workflows/build_one.yml b/.github/workflows/build_one.yml
index 359989d20..f4f5fd115 100644
--- a/.github/workflows/build_one.yml
+++ b/.github/workflows/build_one.yml
@@ -40,6 +40,8 @@ jobs:
         conda activate base
         conda install conda-libmamba-solver
         conda config --set solver libmamba
+    - name: list files
+      run: doit build_list_existing_files:${{ inputs.project }}
     - name: prepare project
       run: doit build_prepare_project:${{ inputs.project }}
     - name: process notebooks
@@ -49,6 +51,8 @@ jobs:
         name: ${{ inputs.project }}
         path: doc/${{ inputs.project }}/
         retention-days: 3
+    - name: clean project folder
+      run: doit clean build_list_existing_files:${{ inputs.project }}
     - name: deploy project
       # Only push to the branch when the workflow is called by pr_flow.yml -> build.yml
       # Could be updated to allow to build projects using worfklow_dispatch to see
@@ -90,7 +94,7 @@ jobs:
         git push --force "https://pyviz-developers:${{ secrets.GITHUB_TOKEN }}@github.com/pyviz-topics/examples.git" HEAD:$BRANCHNAME
         git checkout main
     - name: clean up
-      run: doit clean --clean-dep build
+      run: doit clean --clean-dep build:${{ inputs.project }}
     - name: git diff
       run: git diff
     - name: check clean up
diff --git a/.github/workflows/deploy_one.yml b/.github/workflows/deploy_one.yml
index 121cf44d5..f7377d880 100644
--- a/.github/workflows/deploy_one.yml
+++ b/.github/workflows/deploy_one.yml
@@ -43,6 +43,8 @@ jobs:
     - name: create project archive
       run: doit doc_archive_projects --name ${{ inputs.changedproject }} --extension ".tar.bz2"
     - name: validate AE5 project
+      env:
+        EXAMPLES_HOLOVIZ_STRICT_DEPLOYMENT_POLICY: "true"
       run: doit ae5_validate_deployment --name ${{ inputs.changedproject }}
     - name: sync and deploy on AE5
       run: doit ae5_sync_project --name ${{ inputs.changedproject }}
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 147b77652..9be90d14a 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -7,15 +7,14 @@
 ########
 
 # Runs on:
-# direct push to main: checkout `evaluated` and build main site
-# merged PRs: merge `tmp_evaluated_fghgf_{PRBranchName}` into`evaluated 
-# ,push to `evaluated` and build main site
-# workflow_call (from pr_flow.yml):
+# - merged PRs: merge `tmp_evaluated_fghgf_{PRBranchName}` into`evaluated 
+#   ,push to `evaluated` and build main site
+# - workflow_call (from pr_flow.yml):
 #   - at least one project built: pull the `tmp_evaluated_fghgf_{PRBranchName}`
 #     and `evaluated` branches, merge locally (NOT pushed), and build the dev site
 #   - no project built, checkout `evaluated` and build main site
-# workflow_dispatch: checkout `evaluated` and build main or dev site
-# schedule: checkout `evaluated`, don't build any site
+# - workflow_dispatch: checkout `evaluated` and build main or dev site
+# - schedule: checkout `evaluated`, don't build any site
 
 name: docs
 
@@ -96,10 +95,6 @@ jobs:
         if [ "${{ inputs.type }}" == "workflow_call" ]; then
           NAME="${{ inputs.evaluated_branch }}"
           TARGET="dev"
-        # Push the main, use the evaluated branch
-        elif [ "$EVENTNAME" == "push" ]; then
-          NAME="evaluated"
-          TARGET="main"
         # Merged PRs, use the evaluated branch
         elif [ "$EVENTNAME" == "pull_request" ]; then
           NAME="tmp_evaluated_fghgf_${{ github.event.pull_request.head.ref }}"
@@ -109,7 +104,8 @@ jobs:
           TARGET="${{ inputs.target }}"
         elif [ "$EVENTNAME" == "schedule" ]; then
           NAME="evaluated"
-          TARGET="dev"
+          # schedule events do not deploy a dev site, they're dry run
+          TARGET=""
         fi
         echo "Evaluated branch: $NAME"
         echo "Target: $TARGET"
@@ -282,9 +278,6 @@ jobs:
         fi
     - name: archive projects
       run: |
-        ls
-        cat dodo.py
-        doit list
         doit doc_archive_projects
     - name: move thumbnails
       run: doit doc_move_thumbnails
@@ -292,7 +285,13 @@ jobs:
       run: doit doc_move_assets
     - name: "temp: remove non evaluated projects"
       run: doit doc_remove_not_evaluated
-    - name: build website
+    - name: build dev website
+      if: steps.set-vars.outputs.target == 'dev'
+      env:
+        EXAMPLES_HOLOVIZ_DEV_SITE: 'true'
+      run: doit doc_build_website
+    - name: build main website
+      if: steps.set-vars.outputs.target == 'main'
       run: doit doc_build_website
     - name: build index redirects
       run: doit doc_index_redirects
@@ -314,9 +313,7 @@ jobs:
     - name: Deploy dev
       # workflow_call, by pr_flow.yml
       # workflow_dispatch and dev target
-      if: |
-        (github.event_name == 'workflow_dispatch' && github.event.inputs.target == 'dev') ||
-        inputs.type == 'workflow_call'
+      if: steps.set-vars.outputs.target == 'dev'
       uses: peaceiris/actions-gh-pages@v3
       with:
         personal_token: ${{ secrets.ACCESS_TOKEN }}
@@ -326,11 +323,7 @@ jobs:
     - name: Deploy main
       # merged PR
       # workflow_dispatch and main target
-      # push to main (check inputs.type as workflow_call passes its context and it's push)
-      if: |
-        github.event.pull_request.merged == true ||
-        (github.event_name == 'workflow_dispatch' && github.event.inputs.target == 'main') ||
-        (github.event_name == 'push' && inputs.type != 'workflow_call')
+      if: steps.set-vars.outputs.target == 'main'
       run: echo Deploy main
       # TODO: uncomment this
       # uses: peaceiris/actions-gh-pages@v3
@@ -340,7 +333,7 @@ jobs:
       #   cname: examples.pyviz.org
       #   force_orphan: true
     - name: Clean up
-      run: doit clean --clean-dep doc
+      run: doit clean --clean-dep doc_full
     - name: debug
       run: |
         ls -hla
diff --git a/.github/workflows/test_one.yml b/.github/workflows/test_one.yml
index 6677f6cc7..2ef75703b 100644
--- a/.github/workflows/test_one.yml
+++ b/.github/workflows/test_one.yml
@@ -48,7 +48,7 @@ jobs:
     - name: install nbval
       # TODO: latest nbval not yet available on conda-forge
       # when it is, remove this and add it to the lock file
-      run: pip install nbval >= 0.10.0
+      run: pip install "nbval >= 0.10.0"
     - name: validate anaconda-project file
       run: doit validate_project_file:${{ inputs.project }}
     - name: validate anaconda-project lock file
diff --git a/.gitignore b/.gitignore
index 2d6bbc70d..1dd7e89a6 100644
--- a/.gitignore
+++ b/.gitignore
@@ -52,5 +52,8 @@ builtdocs/
 # Ignore output of test_small_data_setup
 */tmp_catalog.yml
 
+# Ignore output of build_list_existing_files
+.examples_snapshot
+
 # dot env file to store env vars
 .env
diff --git a/doc/conf.py b/doc/conf.py
index 578daeda7..a74b9ec74 100644
--- a/doc/conf.py
+++ b/doc/conf.py
@@ -133,6 +133,7 @@ def gallery_spec(name):
     last_updated = examples_config.get('last_updated', '')
     if not last_updated:
         last_updated = last_commit_date(name, root='..', verbose=False)
+    title = examples_config.get('title', '') or projname_to_title(spec['name'])
     # Default is empty string as deployments is injected into PROLOG_TEMPLATE
     deployments = examples_config.get('deployments', '')
 
@@ -152,7 +153,7 @@ def gallery_spec(name):
                 # filename where the metadata prolog is injected.
                 endpoint += '/notebooks/{template_notebook_filename}'
             elif depl['command'] == 'dashboard':
-                text = 'Open app'
+                text = 'Open app(s)'
                 material_icon = 'dashboard'
                 endpoint = deployment_cmd_to_endpoint(depl['command'], name)
             formatted_depl = DEPLOYMENT_TEMPLATE.format(
diff --git a/dodo.py b/dodo.py
index 4b73fb404..961a77984 100644
--- a/dodo.py
+++ b/dodo.py
@@ -31,12 +31,14 @@
 DEFAULT_DOC_EXCLUDE = [
     '_static',
     '_templates',
-    # We don't want to include the template project in the website
-    # but we want to include it in all the other parts as it is tested
-    # and deployed.
+    # We don't want to include the template project in the main website
     'template',
 ]
 
+# But it's included on the dev site if this env var is set.
+if os.getenv('EXAMPLES_HOLOVIZ_DEV_SITE') is not None:
+    DEFAULT_DOC_EXCLUDE.remove('template')
+
 DEFAULT_SKIP_NOTEBOOKS_EVALUATION = False
 DEFAULT_NO_DATA_INGESTION = False
 DEFAULT_DEPLOYMENTS_AUTO_DEPLOY = True
@@ -329,7 +331,7 @@ def project_has_test_data(name):
     path = pathlib.Path('test_data') / name
     if not path.is_dir():
         return False
-    has_files = not any(path.iterdir())
+    has_files = any(path.iterdir())
     return has_files
 
 
@@ -379,6 +381,25 @@ def removing_files(paths, verbose=True):
         path.unlink()
 
 
+def run_fast_scandir(dir):
+    """
+    Traverse the filesystem, ignoring /envs and .examples_snapshot
+    """
+    subfolders, files = [], []
+
+    for f in os.scandir(dir):
+        if f.is_dir() and f.name != 'envs':
+            subfolders.append(f.path)
+        if f.is_file() and f.name != '.examples_snapshot':
+            files.append(f.path)
+
+    for dir in list(subfolders):
+        sf, f = run_fast_scandir(dir)
+        subfolders.extend(sf)
+        files.extend(f)
+    return subfolders, files
+
+
 def _prepare_paths(root, name, test_data, filename='catalog.yml'):
     """
     Return a dict of paths, useful to deal with the test data.
@@ -807,6 +828,8 @@ def validate_project_file(name):
             except YAMLError as e:
                 raise YAMLError('invalid file content') from e
 
+        user_config = spec.get('examples_config', [])
+
         root_required = [
             'name',
             'description',
@@ -849,6 +872,17 @@ def validate_project_file(name):
                 'Linting is done by the system and should not be defined on '
                 'a per-project basis, please remove the `lint` command.'
             )
+        # Seems like defining the lint/test commands with -k *.ipynb was
+        # actually ignoring all the notebooks when there was more than one.
+        for cmd in ('test', 'lint'):
+            cmd_spec = commands.get('cmd', {})
+            for target in ('unix', 'windows'):
+                cmd_string = cmd_spec.get(target, '')
+            if '-k *.ipynb' in cmd_string:
+                suggestion = '-k ".ipynb"'
+                complain(
+                    f"Replace '-k *.ipynb' by '{suggestion}' in command {command}/{target}"
+                )
 
         for cmd, cmd_spec in commands.items():
             if 'notebook' in cmd_spec and cmd != 'notebook':
@@ -861,15 +895,15 @@ def validate_project_file(name):
                     complain(
                         f'Command serving Panel/Lumen apps must be called `dashboard`, not {cmd!r}',
                     )
-                if ('-rest-session-info' not in cmd_spec['unix'] and
-                    '--session-history -1' not in cmd_spec['unix']):
+                if (
+                    any(depl.get('command') == 'dashboard' for depl in user_config.get('deployments', [])) and
+                    ('-rest-session-info' not in cmd_spec['unix'] or '--session-history -1' not in cmd_spec['unix'])
+                ):
                     complain(
                         'Command serving Panel/Lumen apps must set "-rest-session-info --session-history -1"',
                     )
 
         env_specs = spec.get('env_specs', {})
-        if not 'default' in env_specs:
-            complain('missing "default" env_spec')
         if 'test' in env_specs:
             complain(
                 'Found a "test" env_spec, are you sure you need it? If so '
@@ -882,15 +916,13 @@ def validate_project_file(name):
         if user_fields != ['examples_config']:
             complain('`user_fields` must be [examples_config]')
 
-        config = spec.get('examples_config', [])
-
         # Validating maintainers and labels
         expected = ['maintainers', 'labels']
         for entry in expected:
-            if entry not in config:
+            if entry not in user_config:
                 complain(f'missing {entry!r} list')
                 continue
-            value = config[entry]
+            value = user_config[entry]
             if not isinstance(value, list):
                 complain(f'{entry!r} must be a list')
             if not all(isinstance(item, str) for item in value):
@@ -903,7 +935,7 @@ def validate_project_file(name):
                         complain(f'missing {label}.svg file in doc/_static/labels')
 
         # Validating created
-        created = config.get('created')
+        created = user_config.get('created')
         if created:
             if not isinstance(created, datetime.date):
                 complain('`created` value must be a date expressed as YYYY-MM-DD')
@@ -911,12 +943,17 @@ def validate_project_file(name):
             complain('`created` entry not found')
 
         # Validating last_updated
-        last_updated = config.get('last_updated', '')
+        last_updated = user_config.get('last_updated', '')
         if last_updated and not isinstance(last_updated, datetime.date):
             complain('`last_updated` value must be a date expressed as YYYY-MM-DD')
 
+        # Validating last_updated
+        title = user_config.get('title', '')
+        if title and not isinstance(title, str):
+            complain('`title` value must be a string')
+
         # Validating deployments
-        deployments = config.get('deployments')
+        deployments = user_config.get('deployments')
         if deployments:
             if not isinstance(deployments, list):
                 complain('`deployments` must be a list')
@@ -944,26 +981,24 @@ def validate_project_file(name):
                     complain(f'`auto_deploy` must be a boolean, not {auto_deploy}')
 
         # Validating skip_notebooks_evaluation
-        skip_notebooks_evaluation = config.get('skip_notebooks_evaluation', None)
+        skip_notebooks_evaluation = user_config.get('skip_notebooks_evaluation', None)
         if skip_notebooks_evaluation is not None and not isinstance(skip_notebooks_evaluation, bool):
             complain(f'`skip_notebooks_evaluation` must be a boolean, not {skip_notebooks_evaluation}')
 
         # Validating no_data_ingestion
-        no_data_ingestion = config.get('no_data_ingestion', None)
+        no_data_ingestion = user_config.get('no_data_ingestion', None)
         if no_data_ingestion is not None and not isinstance(no_data_ingestion, bool):
             complain(f'`no_data_ingestion` must be a boolean, not {no_data_ingestion}')
 
         required_config = ['created', 'maintainers', 'labels']
         optional_config = [
             'last_updated', 'deployments', 'skip_notebooks_evaluation',
-            'no_data_ingestion'
+            'no_data_ingestion', 'title'
         ]
-        for key in config:
+        for key in user_config:
             if key not in required_config + optional_config:
                 complain(f'Unexpected entry {key!r} found in `examples_config`')
 
-        # TODO: title entry?
-
     for name in all_project_names(root=''):
         yield {
             'name': name,
@@ -974,7 +1009,9 @@ def task_validate_project_lock():
     """Validate the existence of the anaconda-project-lock.yml file"""
 
     def validate_project_lock(name):
+        import anaconda_project.internal.conda_api as conda_api
         from anaconda_project.project import Project
+        from anaconda_project.project_lock_file import ProjectLockFile
 
         with removing_files([pathlib.Path(name, '.projectignore')], verbose=False):
             project = Project(directory_path=name, must_exist=True)
@@ -991,6 +1028,46 @@ def validate_project_lock(name):
                         f"Env spec '{env_spec_name}' has changed since the lock file was last updated."
                     )
 
+                if env_spec.platforms != env_spec.lock_set.platforms:
+                    if len(env_spec.lock_set.platforms) == 0:
+                        text = "Env spec '%s' specifies platforms '%s' but the lock file lists no platforms for it" % (
+                            env_spec.name, ",".join(env_spec.platforms))
+                    else:
+                        text = ("Env spec '%s' specifies platforms '%s' but the lock file has " +
+                                "locked versions for platforms '%s'") % (env_spec.name, ",".join(
+                                    env_spec.platforms), ",".join(env_spec.lock_set.platforms))
+                        complain(text)
+                
+                if len(env_spec.conda_packages) > 0:
+                    for platform in env_spec.lock_set.platforms:
+                        conda_packages = env_spec.lock_set.package_specs_for_platform(platform)
+                        if len(conda_packages) == 0:
+                            text = ("Lock file lists no packages for env spec '%s' on platform %s") % (env_spec.name,
+                                                                                                    platform)
+                            complain(text)
+                        else:
+                            # If conda ever had RPM-like "Obsoletes" then this situation _may_ happen
+                            # in correct scenarios.
+                            lock_set_names = set()
+                            for package in conda_packages:
+                                parsed = conda_api.parse_spec(package)
+                                if parsed is not None:
+                                    lock_set_names.add(parsed.name)
+                            unlocked_names = env_spec.conda_package_names_set - lock_set_names
+                            if len(unlocked_names) > 0:
+                                text = "Lock file is missing %s packages for env spec %s on %s (%s)" % (
+                                    len(unlocked_names), env_spec.name, platform, ",".join(sorted(list(unlocked_names))))
+                                complain(text)
+
+                # Look for lock sets that don't go with an env spec
+                lock_file = ProjectLockFile.load_for_directory(project.directory_path)
+                lock_file = project.lock_file
+                lock_sets = lock_file.get_value(['env_specs'], {})
+                for name in lock_sets.keys():
+                    if name not in project.env_specs:
+                        text = ("Lock file lists env spec '%s' which is not in %s") % (name, 'anaconda-project.yml')
+                        complain(text)
+
     for name in all_project_names(root=''):
         yield {
             'name': name,
@@ -1092,11 +1169,6 @@ def validate_data_sources(name):
                     complain(
                         '.projectignore must not ignore the "data/" folder'
                     )
-            else:
-                complain(
-                    'The project has a "data/" folder, it must have a .projectignore '
-                    'file that does not ignore the "data/" folder'
-                )
 
         has_explicit_source = has_downloads or has_intake_catalog or has_data_folder
         if has_explicit_source and has_no_data_ingestion:
@@ -1215,7 +1287,7 @@ def task_validate_thumbnails():
     """Validated that the project has a thumbnail and that it's correct.
 
     - size < 1MB
-    - 1 < aspect ratio < 1.2
+    - 0.9 < aspect ratio < 1.5
     """
 
     def validate_thumbnails(name):
@@ -1241,15 +1313,16 @@ def validate_thumbnails(name):
             for thumb in thumb_folder.glob('*.png')
         ):
             complain(f'has no PNG thumbnail for notebook {notebook.name}')
+            return
         thumb = thumb_folder / (notebook.stem + '.png')
         size = thumb.stat().st_size * 1e-6
         if size > 1:
             complain(f'thumbnail size ({size:.2f} MB) is above 1MB')
         w, h = get_png_dims(thumb)
         aspect_ratio = w / h
-        if not (1.0 <= aspect_ratio <= 1.2):
+        if not (0.9 <= aspect_ratio <= 1.5):
             complain(
-                f'thumbnail aspect ratio ({aspect_ratio:.2f}) must be between 1 and 1.2',
+                f'thumbnail aspect ratio ({aspect_ratio:.2f}) must be between 0.9 and 1.5',
             )
 
     for name in all_project_names(root=''):
@@ -1450,15 +1523,18 @@ def test_notebooks(name):
             }
         else:
 
-            import nbval.plugin
-
-            old_runtest = nbval.plugin.IPyNbCell.runtest
-            
-            def runtest(self):
-                self.output_timeout = 10
-                old_runtest(self)
-            
-            nbval.plugin.IPyNbCell.runtest = runtest
+            try:
+                import nbval.plugin
+            except ImportError:
+                pass
+            else:
+                old_runtest = nbval.plugin.IPyNbCell.runtest
+                
+                def runtest(self):
+                    self.output_timeout = 10
+                    old_runtest(self)
+                
+                nbval.plugin.IPyNbCell.runtest = runtest
 
             yield {
                 'name': name,
@@ -1482,6 +1558,50 @@ def runtest(self):
 #### Build ####
 
 
+def task_build_list_existing_files():
+    """
+    Saves the existing files paths in a file.
+
+    Saves in .examples_snapshot all the files and folders found in the
+    directory, except this file and the /envs folder.
+    """
+
+    def list_existing_items(name):
+        subfolders, files = run_fast_scandir(name)
+        paths = sorted(subfolders + files)
+        pathlib.Path(name, '.examples_snapshot').write_text("\n".join(paths))
+
+    def clean(name):
+        envs = pathlib.Path(name, 'envs')
+        if envs.is_dir():
+            print(f'Removing the environment folder: {envs} ...')
+            shutil.rmtree(envs)
+        fsnapshot = pathlib.Path(name, '.examples_snapshot')
+        if not fsnapshot.exists():
+            return
+        before = set(fsnapshot.read_text().splitlines())
+        subfolders, files = run_fast_scandir(name)
+        now = set(subfolders + files)
+        new = now - before
+        for p in new:
+            p = pathlib.Path(p)
+            if p.is_file():
+                print(f'Removing file {p}')
+                p.unlink()
+            elif p.is_dir():
+                print(f'Removing directory {p}')
+                shutil.rmtree(p)
+        print('Removing snapshot')
+        fsnapshot.unlink()
+
+    for name in all_project_names(root=''):
+        yield {
+            'name': name,
+            'actions': [(list_existing_items, [name]),],
+            'clean': [(clean, [name]),],
+        }
+
+
 def task_build_prepare_project():
     """
     Run `anaconda-project prepare --directory
@@ -1495,8 +1615,6 @@ def task_build_prepare_project():
                 f'anaconda-project prepare --directory {name}',
             ],
             'uptodate': [(should_skip_notebooks_evaluation, [name])],
-            # TODO: is there more to clean up?
-            'clean': [f'rm -rf {name}/envs'],
         }
 
 
@@ -1550,6 +1668,13 @@ def run_notebooks(name):
                 dir_name=name,
             )
 
+    def clean_notebooks(name):
+        folder = pathlib.Path('doc', name)
+        if not folder.is_dir():
+            return
+        print(f'Removing all from {folder}')
+        shutil.rmtree(folder)
+
     def copy_notebooks(name):
         """
         Copy notebooks from the project folder to the doc/{name} folder.
@@ -1589,8 +1714,7 @@ def copy_notebooks(name):
             'name': name,
             'actions': actions,
             'teardown': teardown,
-            # TODO
-            'clean': [f'git clean -fxd doc/{name}'],
+            'clean': [(clean_notebooks, [name]),],
         }
 
 
@@ -1637,9 +1761,9 @@ def _archive_project(project, extension):
         spec.pop('user_fields', '')
 
         # commands and envs that users don't need
-        spec['commands'].pop('test', '')
-        spec['commands'].pop('lint', '')
-        spec['env_specs'].pop('test', '')
+        spec.get('commands', {}).pop('test', '')
+        spec.get('commands', {}).pop('lint', '')
+        spec.get('env_specs', {}).pop('test', '')
 
         # get rid of any empty fields
         spec = {k: v for k, v in spec.items() if bool(v)}
@@ -2092,8 +2216,8 @@ def validate_deployment(name, hostname, username, password, admin_username, admi
         # Need an ADMIN account to get the list of ALL the deployments
         # to check that the project to update/add will not try to use
         # an endpoint already used by another project on the AE5 instance.
-        session = ae5_session(hostname, admin_username, admin_password, admin=True)
-        if not session:
+        admin_session = ae5_session(hostname, admin_username, admin_password, admin=True)
+        if not admin_session:
             complain('AE5 Admin Session could not be initialized', level='INFO')
             return
 
@@ -2104,7 +2228,7 @@ def validate_deployment(name, hostname, username, password, admin_username, admi
             return
 
         # check no other project use one of the planned endpoints
-        all_deployments = list_ae5_deployments(session)
+        all_deployments = list_ae5_deployments(admin_session)
         uname = username or os.getenv(AE5_CREDENTIALS_ENV_VARS['non-admin']['username'])
         for deployment in all_deployments:
             # this is the project we aim to update, skip.
@@ -2112,15 +2236,22 @@ def validate_deployment(name, hostname, username, password, admin_username, admi
                 continue
             depl_endpoint = deployment['endpoint']
 
+            # Will warn if the env var is set and this endpoint is already used
+            # on the instance by another project.
             if depl_endpoint in expected_endpoints:
+                if os.getenv('EXAMPLES_HOLOVIZ_STRICT_DEPLOYMENT_POLICY') is not None:
+                    level = 'WARNING'
+                else:
+                    level = 'INFO'
                 complain(
                     f'Endpoint {deployment["url"]!r} already used by project '
                     f'{deployment["project_name"]!r}. Ask a maintainer if '
-                    f'it can be stopped, if not, rename your project. \n\n{deployment!r}\n'
+                    f'it can be stopped, if not, rename your project. \n\n{deployment!r}\n',
+                    level=level
                 )
 
         # Switch to the user session
-        del session, all_deployments
+        del admin_session, all_deployments
         session = ae5_session(hostname, username, password)
         if not session:
             complain('AE5 Session could not be initialized', level='INFO')
@@ -2346,14 +2477,42 @@ def task_build():
             'name': name,
             'actions': None,
             'task_dep': [
+                f'build_list_existing_files:{name}',
                 f'build_prepare_project:{name}',
                 f'build_process_notebooks:{name}',
             ]
         }
 
-def task_doc():
+
+def task_doc_project():
+    """
+    Build the doc for a single project (doit doc_project --name <projname>) 
+
+    Run the following command to clean the outputs:
+        doit clean doc_project
+    """
+    return {
+        'actions': [
+            'doit doc_archive_projects --name %(name)s',
+            'doit doc_move_thumbnails --name %(name)s',
+            'doit doc_move_assets --name %(name)s',
+            'doit doc_build_website',
+            'doit doc_index_redirects',
+        ],
+        'clean': [
+            'doit clean doc_archive_projects',
+            'doit clean doc_move_thumbnails',
+            'doit clean doc_move_assets',
+            'doit clean doc_build_website',
+            'doit clean doc_index_redirects',
+        ],
+        'params': [name_param],
+    }
+
+
+def task_doc_full():
     """
-    Build the doc (doit doc)
+    Build the full doc (doit doc)
 
     Run the following command to clean the outputs:
         doit clean --clean-dep doc
diff --git a/envs/environment-linux-64.lock b/envs/environment-linux-64.lock
index 46b361149..736b74945 100644
--- a/envs/environment-linux-64.lock
+++ b/envs/environment-linux-64.lock
@@ -1,10 +1,10 @@
 # Generated by conda-lock.
 # platform: linux-64
-# input_hash: 61fb427fb0e85c9e66770959dc2afe372f4bcbc4c2f2926ebd60e43046364f49
+# input_hash: caee40e8d890385205cc8145f4db6492c18bbc7abcc2d1eb2809655c435e0fd4
 @EXPLICIT
 https://conda.anaconda.org/conda-forge/linux-64/_libgcc_mutex-0.1-conda_forge.tar.bz2#d7c89558ba9fa0495403155b64376d81
 https://conda.anaconda.org/conda-forge/linux-64/ca-certificates-2022.12.7-ha878542_0.conda#ff9f73d45c4a07d6f424495288a26080
-https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.39-hcc3a1bd_1.conda#737be0d34c22d24432049ab7a3214de4
+https://conda.anaconda.org/conda-forge/linux-64/ld_impl_linux-64-2.40-h41732ed_0.conda#7aca3059a1729aa76c597603f10b0dd3
 https://conda.anaconda.org/conda-forge/linux-64/libgfortran5-12.2.0-h337968e_19.tar.bz2#164b4b1acaedc47ee7e658ae6b308ca3
 https://conda.anaconda.org/conda-forge/linux-64/libstdcxx-ng-12.2.0-h46fd767_19.tar.bz2#1030b1f38c129f2634eae026f704fe60
 https://conda.anaconda.org/conda-forge/linux-64/python_abi-3.10-3_cp310.conda#4eb33d14d794b0f4be116443ffed3853
@@ -25,9 +25,9 @@ https://conda.anaconda.org/conda-forge/linux-64/libsodium-1.0.18-h36c2ea0_1.tar.
 https://conda.anaconda.org/conda-forge/linux-64/libuuid-2.32.1-h7f98852_1000.tar.bz2#772d69f030955d9646d3d0eaf21d859d
 https://conda.anaconda.org/conda-forge/linux-64/libwebp-base-1.2.4-h166bdaf_0.tar.bz2#ac2ccf7323d21f2994e4d1f5da664f37
 https://conda.anaconda.org/conda-forge/linux-64/libzlib-1.2.13-h166bdaf_4.tar.bz2#f3f9de449d32ca9b9c66a22863c96f41
-https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.9.3-h9c3ff4c_1.tar.bz2#fbe97e8fa6f275d7c76a09e795adc3e6
+https://conda.anaconda.org/conda-forge/linux-64/lz4-c-1.9.4-hcb278e6_0.conda#318b08df404f9c9be5712aaa5a6f0bb0
 https://conda.anaconda.org/conda-forge/linux-64/ncurses-6.3-h27087fc_1.tar.bz2#4acfc691e64342b9dae57cf2adc63238
-https://conda.anaconda.org/conda-forge/linux-64/openssl-3.0.7-h0b41bf4_1.conda#7adaac6ff98219bcb99b45e408b80f4e
+https://conda.anaconda.org/conda-forge/linux-64/openssl-3.0.7-h0b41bf4_2.conda#45758f4ece9c8b7b5f99328bd5caae51
 https://conda.anaconda.org/conda-forge/linux-64/pthread-stubs-0.4-h36c2ea0_1001.tar.bz2#22dad4df6e8630e8dff2428f6f6a7036
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libxau-1.0.9-h7f98852_0.tar.bz2#bf6f803a544f26ebbdc3bfff272eb179
 https://conda.anaconda.org/conda-forge/linux-64/xorg-libxdmcp-1.1.3-h7f98852_0.tar.bz2#be93aabceefa2fac576e971aef407908
@@ -66,10 +66,10 @@ https://conda.anaconda.org/conda-forge/linux-64/lcms2-2.14-hfd0df8a_1.conda#c256
 https://conda.anaconda.org/conda-forge/noarch/locket-1.0.0-pyhd8ed1ab_0.tar.bz2#91e27ef3d05cc772ce627e51cff111c4
 https://conda.anaconda.org/conda-forge/linux-64/lz4-4.2.0-py310h0cfdcf0_0.conda#5ee9fdbb5a4a8f426fbcf7f7e10b931f
 https://conda.anaconda.org/conda-forge/linux-64/markupsafe-2.1.2-py310h1fa729e_0.conda#a1f0db6709778b77b5903541eeac4032
+https://conda.anaconda.org/conda-forge/noarch/mccabe-0.7.0-pyhd8ed1ab_0.tar.bz2#34fc335fc50eef0b5ea708f2b5f54e0c
 https://conda.anaconda.org/conda-forge/linux-64/msgpack-python-1.0.4-py310hbf28c38_1.tar.bz2#1fa34c9e9be72b7e4c3c9b95017463a3
 https://conda.anaconda.org/conda-forge/linux-64/multidict-6.0.4-py310h1fa729e_0.conda#b33287be963a70f8fb4b143b4561ba62
-https://conda.anaconda.org/conda-forge/noarch/nest-asyncio-1.5.6-pyhd8ed1ab_0.tar.bz2#7b868f21adde0d9b8b38f9c16836589b
-https://conda.anaconda.org/conda-forge/linux-64/numpy-1.24.1-py310h08bbf29_0.conda#0d1f2e988c8810be90ffe441a303090a
+https://conda.anaconda.org/conda-forge/linux-64/numpy-1.24.1-py310h8deb116_0.conda#c532c5df0bef4d138b2b0bdde99ab53e
 https://conda.anaconda.org/conda-forge/linux-64/openjpeg-2.5.0-hfec8fc6_2.conda#5ce6a42505c6e9e6151c54c3ec8d68ea
 https://conda.anaconda.org/conda-forge/noarch/packaging-23.0-pyhd8ed1ab_0.conda#1ff2e3ca41f0ce16afec7190db28288b
 https://conda.anaconda.org/conda-forge/noarch/parso-0.8.3-pyhd8ed1ab_0.tar.bz2#17a565a0c3899244e938cdf417e7b094
@@ -78,7 +78,9 @@ https://conda.anaconda.org/conda-forge/noarch/pkgutil-resolve-name-1.3.10-pyhd8e
 https://conda.anaconda.org/conda-forge/linux-64/psutil-5.9.4-py310h5764c6d_0.tar.bz2#c3c55664e9becc48e6a652e2b641961f
 https://conda.anaconda.org/conda-forge/noarch/ptyprocess-0.7.0-pyhd3deb0d_0.tar.bz2#359eeb6536da0e687af562ed265ec263
 https://conda.anaconda.org/conda-forge/noarch/pure_eval-0.2.2-pyhd8ed1ab_0.tar.bz2#6784285c7e55cb7212efabc79e4c2883
+https://conda.anaconda.org/conda-forge/noarch/pycodestyle-2.10.0-pyhd8ed1ab_0.conda#89843e4cc99c6a3fe5f4c86994cc8410
 https://conda.anaconda.org/conda-forge/noarch/pycparser-2.21-pyhd8ed1ab_0.tar.bz2#076becd9e05608f8dc72757d5f3a91ff
+https://conda.anaconda.org/conda-forge/noarch/pyflakes-3.0.1-pyhd8ed1ab_0.conda#44b7d77d96560c93e0e11437a3c35254
 https://conda.anaconda.org/conda-forge/linux-64/pyrsistent-0.19.3-py310h1fa729e_0.conda#f732bec05ecc2e302a868d971ae484e0
 https://conda.anaconda.org/conda-forge/linux-64/pysocks-1.7.1-py310hff52083_5.tar.bz2#378f2260e871f3ea46c6fa58d9f05277
 https://conda.anaconda.org/conda-forge/noarch/python-fastjsonschema-2.16.2-pyhd8ed1ab_0.tar.bz2#5fe4b6002f505336734ce92961b3e6a0
@@ -94,10 +96,10 @@ https://conda.anaconda.org/conda-forge/noarch/tokenize-rt-5.0.0-pyhd8ed1ab_0.tar
 https://conda.anaconda.org/conda-forge/noarch/tomli-2.0.1-pyhd8ed1ab_0.tar.bz2#5844808ffab9ebdb694585b50ba02a96
 https://conda.anaconda.org/conda-forge/noarch/toolz-0.12.0-pyhd8ed1ab_0.tar.bz2#92facfec94bc02d6ccf42e7173831a36
 https://conda.anaconda.org/conda-forge/linux-64/tornado-6.2-py310h5764c6d_1.tar.bz2#be4a201ac582c11d89ed7d15b3157cc3
-https://conda.anaconda.org/conda-forge/noarch/traitlets-5.8.1-pyhd8ed1ab_0.conda#ef5179bcc6a9acc23b12ac92936e05ab
+https://conda.anaconda.org/conda-forge/noarch/traitlets-5.9.0-pyhd8ed1ab_0.conda#d0b4f5c87cd35ac3fb3d47b223263a64
 https://conda.anaconda.org/conda-forge/noarch/typing_extensions-4.4.0-pyha770c72_0.tar.bz2#2d93b130d148d7fc77e583677792fc6a
 https://conda.anaconda.org/conda-forge/noarch/wheel-0.38.4-pyhd8ed1ab_0.tar.bz2#c829cfb8cb826acb9de0ac1a2df0a940
-https://conda.anaconda.org/conda-forge/noarch/zipp-3.11.0-pyhd8ed1ab_0.conda#09b5b885341697137879a4f039a9e5a1
+https://conda.anaconda.org/conda-forge/noarch/zipp-3.12.0-pyhd8ed1ab_0.conda#edc3568566cc48335f0b5d86d40fdbb9
 https://conda.anaconda.org/conda-forge/noarch/aiosignal-1.3.1-pyhd8ed1ab_0.tar.bz2#d1e1eb7e21a9e2c74279d87dafb68156
 https://conda.anaconda.org/conda-forge/noarch/asttokens-2.2.1-pyhd8ed1ab_0.conda#bf7f54dd0f25c3f06ecb82a07341841a
 https://conda.anaconda.org/conda-forge/noarch/backports.functools_lru_cache-1.6.4-pyhd8ed1ab_0.tar.bz2#c5b3edc62d6309088f4970b3eaaa65a6
@@ -105,6 +107,7 @@ https://conda.anaconda.org/conda-forge/linux-64/cffi-1.15.1-py310h255011f_3.cond
 https://conda.anaconda.org/conda-forge/noarch/clyent-1.2.2-py_1.tar.bz2#b9ee3fdf59f49883497741509ea364b6
 https://conda.anaconda.org/conda-forge/noarch/conda-pack-0.7.0-pyh6c4a22f_0.tar.bz2#84b284cebf2a158306653f9a6961d589
 https://conda.anaconda.org/conda-forge/linux-64/cytoolz-0.12.0-py310h5764c6d_1.tar.bz2#fd18cd597d23b2b5ddde23bd5b7aec32
+https://conda.anaconda.org/conda-forge/noarch/flake8-6.0.0-pyhd8ed1ab_0.conda#e9345ba05d71742412b8aa6992ad9457
 https://conda.anaconda.org/conda-forge/noarch/importlib-metadata-6.0.0-pyha770c72_0.conda#691644becbcdca9f73243450b1c63e62
 https://conda.anaconda.org/conda-forge/noarch/importlib_resources-5.10.2-pyhd8ed1ab_0.conda#de76905f801c22fc43e624058574eab3
 https://conda.anaconda.org/conda-forge/noarch/jedi-0.18.2-pyhd8ed1ab_0.conda#b5e695ef9c3f0d27d6cd96bf5adc9e07
@@ -113,7 +116,7 @@ https://conda.anaconda.org/conda-forge/noarch/matplotlib-inline-0.1.6-pyhd8ed1ab
 https://conda.anaconda.org/conda-forge/noarch/partd-1.3.0-pyhd8ed1ab_0.tar.bz2#af8c82d121e63082926062d61d9abb54
 https://conda.anaconda.org/conda-forge/noarch/pexpect-4.8.0-pyh1a96a4e_2.tar.bz2#330448ce4403cc74990ac07c555942a1
 https://conda.anaconda.org/conda-forge/linux-64/pillow-9.4.0-py310h4927cde_0.conda#66366aceea767f174f4d0408f3a62812
-https://conda.anaconda.org/conda-forge/noarch/pip-22.3.1-pyhd8ed1ab_0.tar.bz2#da66f2851b9836d3a7c5190082a45f7d
+https://conda.anaconda.org/conda-forge/noarch/pip-23.0-pyhd8ed1ab_0.conda#85b35999162ec95f9f999bac15279c02
 https://conda.anaconda.org/conda-forge/noarch/pygments-2.14.0-pyhd8ed1ab_0.conda#c78cd16b11cd6a295484bd6c8f24bea1
 https://conda.anaconda.org/conda-forge/noarch/python-dateutil-2.8.2-pyhd8ed1ab_0.tar.bz2#dd999d1cc9f79e67dbb855c8924c7984
 https://conda.anaconda.org/conda-forge/noarch/python-dotenv-0.21.1-pyhd8ed1ab_0.conda#4ff7cfa0a3340c218990a95b9632301a
@@ -125,8 +128,9 @@ https://conda.anaconda.org/conda-forge/noarch/async-timeout-4.0.2-pyhd8ed1ab_0.t
 https://conda.anaconda.org/conda-forge/linux-64/bokeh-2.4.3-py310hff52083_0.tar.bz2#31d18e459652472ee01e6985e21fca2c
 https://conda.anaconda.org/conda-forge/linux-64/brotlipy-0.7.0-py310h5764c6d_1005.tar.bz2#87669c3468dff637bbd0363bc0f895cf
 https://conda.anaconda.org/conda-forge/linux-64/cryptography-39.0.0-py310h34c0648_0.conda#af4b0c22dc4006ce3c095e840cb2efd7
-https://conda.anaconda.org/conda-forge/noarch/dask-core-2023.1.0-pyhd8ed1ab_0.conda#c0ed29fe7454e551b7328024af21426f
+https://conda.anaconda.org/conda-forge/noarch/dask-core-2023.1.1-pyhd8ed1ab_0.conda#025c84e82996ab0a01c0af0069399192
 https://conda.anaconda.org/conda-forge/noarch/doit-0.36.0-pyhd8ed1ab_0.tar.bz2#fc5e53d070f1ee7bb38c2ece282dcb82
+https://conda.anaconda.org/conda-forge/noarch/importlib_metadata-6.0.0-hd8ed1ab_0.conda#a67d43e1527a37199dd8db913366f68e
 https://conda.anaconda.org/conda-forge/noarch/jsonschema-4.17.3-pyhd8ed1ab_0.conda#723268a468177cd44568eb8f794e0d80
 https://conda.anaconda.org/conda-forge/linux-64/pandas-1.5.3-py310h9b08913_0.conda#467244b0dbb7da40927ac6ee0e9491de
 https://conda.anaconda.org/conda-forge/noarch/platformdirs-2.6.2-pyhd8ed1ab_0.conda#0b4cc3f8181b0d8446eb5387d7848a54
@@ -135,22 +139,22 @@ https://conda.anaconda.org/conda-forge/noarch/wcwidth-0.2.6-pyhd8ed1ab_0.conda#0
 https://conda.anaconda.org/conda-forge/linux-64/zstandard-0.19.0-py310hdeb6495_1.conda#2cce1a48e6687f64d371d2e7fc9c7fbf
 https://conda.anaconda.org/conda-forge/linux-64/aiohttp-3.8.3-py310h5764c6d_1.tar.bz2#7212b99b48dcdb1d384078d772227130
 https://conda.anaconda.org/conda-forge/noarch/conda-package-streaming-0.7.0-pyhd8ed1ab_1.conda#1a2fa9e53cfbc2e4d9ab21990805a436
-https://conda.anaconda.org/conda-forge/linux-64/jupyter_core-5.1.5-py310hff52083_0.conda#0686cb6c84b6805eb0be38176dc7f2fa
+https://conda.anaconda.org/conda-forge/linux-64/jupyter_core-5.2.0-py310hff52083_0.conda#fe002e7c5030e7baec9e0f9a6cdbe15e
 https://conda.anaconda.org/conda-forge/noarch/prompt-toolkit-3.0.36-pyha770c72_0.conda#4d79ec192e0bfd530a254006d123b9a6
 https://conda.anaconda.org/conda-forge/noarch/pyopenssl-23.0.0-pyhd8ed1ab_0.conda#d41957700e83bbb925928764cb7f8878
 https://conda.anaconda.org/conda-forge/noarch/conda-package-handling-2.0.2-pyh38be061_0.conda#44800e9bd13143292097c65e57323038
-https://conda.anaconda.org/conda-forge/noarch/ipython-8.8.0-pyh41d4057_0.conda#788c234d910ad9f37174d1845c1a52c7
-https://conda.anaconda.org/conda-forge/noarch/jupyter_client-7.4.9-pyhd8ed1ab_0.conda#5cbf9a31a19d4ef9103adb7d71fd45fd
+https://conda.anaconda.org/conda-forge/noarch/ipython-8.9.0-pyh41d4057_0.conda#399217b9b00e59e990585576eeca3dde
+https://conda.anaconda.org/conda-forge/noarch/jupyter_client-8.0.2-pyhd8ed1ab_0.conda#cbb8d182b6053ce14b5fe60ef1e36fbb
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 https://conda.anaconda.org/conda-forge/noarch/urllib3-1.26.14-pyhd8ed1ab_0.conda#01f33ad2e0aaf6b5ba4add50dad5ad29
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-https://conda.anaconda.org/conda-forge/noarch/distributed-2023.1.0-pyhd8ed1ab_0.conda#5b649ff28d29ec9330a72a2c27f0f599
+https://conda.anaconda.org/conda-forge/noarch/distributed-2023.1.1-pyhd8ed1ab_0.conda#14a63c4d353c6200fad2fd9f48b9647a
 https://conda.anaconda.org/conda-forge/noarch/nbclient-0.7.2-pyhd8ed1ab_0.conda#6c7b0d75b66a220274bb5a28c23197f2
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-https://conda.anaconda.org/conda-forge/noarch/dask-2023.1.0-pyhd8ed1ab_0.conda#d250f59c269f98243efc7c681aa1a424
+https://conda.anaconda.org/conda-forge/noarch/dask-2023.1.1-pyhd8ed1ab_0.conda#1d46d636e097f973c7dd5d7ca8d94e53
 https://conda.anaconda.org/conda-forge/noarch/anaconda-project-0.11.1-pyhd8ed1ab_0.tar.bz2#85406089db6aa63ee45da8e9f0b966b6
 https://conda.anaconda.org/conda-forge/noarch/intake-0.6.6-pyhd8ed1ab_0.tar.bz2#1dc29fb9182b0f3ce935a8bd4c341ed5
diff --git a/envs/environment.yml b/envs/environment.yml
index 301bee6f6..d0548cc76 100644
--- a/envs/environment.yml
+++ b/envs/environment.yml
@@ -14,6 +14,7 @@ dependencies:
   - nbformat
   - ae5-tools
   - nbqa
+  - flake8
   - pip:
     - nbval >= 0.10.0
   # - pydata-sphinx-theme <= 0.9.0
diff --git a/template/anaconda-project-lock.yml b/template/anaconda-project-lock.yml
index 38fbf13ac..c390f5a5d 100644
--- a/template/anaconda-project-lock.yml
+++ b/template/anaconda-project-lock.yml
@@ -11,418 +11,10 @@
 #
 locking_enabled: true
 
+#
+# A key goes in here for each env spec.
+#
 env_specs:
-  test:
-    locked: true
-    env_spec_hash: b8d13111f1b3ca9a5856a85ce463962ccc436dcd
-    platforms:
-    - linux-64
-    - osx-64
-    - win-64
-    packages:
-      all:
-      - argon2-cffi=21.3.0=pyhd3eb1b0_0
-      - asttokens=2.0.5=pyhd3eb1b0_0
-      - backcall=0.2.0=pyhd3eb1b0_0
-      - blas=1.0=mkl
-      - bleach=4.1.0=pyhd3eb1b0_0
-      - charset-normalizer=2.0.4=pyhd3eb1b0_0
-      - cycler=0.11.0=pyhd3eb1b0_0
-      - decorator=5.1.1=pyhd3eb1b0_0
-      - defusedxml=0.7.1=pyhd3eb1b0_0
-      - executing=0.8.3=pyhd3eb1b0_0
-      - flit-core=3.6.0=pyhd3eb1b0_0
-      - fonttools=4.25.0=pyhd3eb1b0_0
-      - iniconfig=1.1.1=pyhd3eb1b0_0
-      - ipython_genutils=0.2.0=pyhd3eb1b0_1
-      - jupyterlab_pygments=0.1.2=py_0
-      - munkres=1.1.4=py_0
-      - pandocfilters=1.5.0=pyhd3eb1b0_0
-      - parso=0.8.3=pyhd3eb1b0_0
-      - pickleshare=0.7.5=pyhd3eb1b0_1003
-      - pure_eval=0.2.2=pyhd3eb1b0_0
-      - py=1.11.0=pyhd3eb1b0_0
-      - pycparser=2.21=pyhd3eb1b0_0
-      - pygments=2.11.2=pyhd3eb1b0_0
-      - pyopenssl=22.0.0=pyhd3eb1b0_0
-      - python-dateutil=2.8.2=pyhd3eb1b0_0
-      - pyviz_comms=2.0.2=pyhd3eb1b0_0
-      - send2trash=1.8.0=pyhd3eb1b0_1
-      - six=1.16.0=pyhd3eb1b0_1
-      - stack_data=0.2.0=pyhd3eb1b0_0
-      - tzdata=2022g=h04d1e81_0
-      - wcwidth=0.2.5=pyhd3eb1b0_0
-      - wheel=0.37.1=pyhd3eb1b0_0
-      unix:
-      - pexpect=4.8.0=pyhd3eb1b0_3
-      - ptyprocess=0.7.0=pyhd3eb1b0_2
-      linux-64:
-      - _libgcc_mutex=0.1=main
-      - anyio=3.5.0=py39h06a4308_0
-      - argon2-cffi-bindings=21.2.0=py39h7f8727e_0
-      - attrs=22.1.0=py39h06a4308_0
-      - beautifulsoup4=4.11.1=py39h06a4308_0
-      - bokeh=2.4.3=py39h06a4308_0
-      - bottleneck=1.3.4=py39hce1f21e_0
-      - brotli=1.0.9=he6710b0_2
-      - brotlipy=0.7.0=py39h27cfd23_1003
-      - ca-certificates=2022.10.11=h06a4308_0
-      - certifi=2022.12.7=py39h06a4308_0
-      - cffi=1.15.0=py39hd667e15_1
-      - colorcet=3.0.1=py39h06a4308_0
-      - comm=0.1.2=py39h06a4308_0
-      - cryptography=38.0.4=py39h9ce1e76_0
-      - debugpy=1.5.1=py39h295c915_0
-      - entrypoints=0.4=py39h06a4308_0
-      - freetype=2.11.0=h70c0345_0
-      - giflib=5.2.1=h7b6447c_0
-      - holoviews=1.15.3=py39h06a4308_0
-      - hvplot=0.8.2=py39h06a4308_0
-      - icu=58.2=he6710b0_3
-      - idna=3.4=py39h06a4308_0
-      - importlib-metadata=4.11.3=py39h06a4308_0
-      - intel-openmp=2021.4.0=h06a4308_3561
-      - ipykernel=6.19.2=py39hb070fc8_0
-      - ipython=8.7.0=py39h06a4308_0
-      - jedi=0.18.1=py39h06a4308_1
-      - jinja2=3.1.2=py39h06a4308_0
-      - jpeg=9e=h7f8727e_0
-      - jsonschema=4.16.0=py39h06a4308_0
-      - jupyter_client=7.2.2=py39h06a4308_0
-      - jupyter_core=5.1.1=py39h06a4308_0
-      - jupyter_server=1.23.4=py39h06a4308_0
-      - kiwisolver=1.4.2=py39h295c915_0
-      - lcms2=2.12=h3be6417_0
-      - ld_impl_linux-64=2.38=h1181459_1
-      - libffi=3.3=he6710b0_2
-      - libgcc-ng=9.1.0=hdf63c60_0
-      - libpng=1.6.37=hbc83047_0
-      - libsodium=1.0.18=h7b6447c_0
-      - libstdcxx-ng=9.1.0=hdf63c60_0
-      - libtiff=4.2.0=h2818925_1
-      - libwebp-base=1.2.2=h7f8727e_0
-      - libwebp=1.2.2=h55f646e_0
-      - libxml2=2.9.14=h74e7548_0
-      - libxslt=1.1.35=h4e12654_0
-      - lxml=4.8.0=py39h1f438cf_0
-      - lz4-c=1.9.3=h295c915_1
-      - markdown=3.4.1=py39h06a4308_0
-      - markupsafe=2.1.1=py39h7f8727e_0
-      - matplotlib-base=3.5.1=py39ha18d171_1
-      - matplotlib-inline=0.1.6=py39h06a4308_0
-      - mistune=0.8.4=py39h27cfd23_1000
-      - mkl-service=2.4.0=py39h7f8727e_0
-      - mkl=2021.4.0=h06a4308_640
-      - mkl_fft=1.3.1=py39hd3c417c_0
-      - mkl_random=1.2.2=py39h51133e4_0
-      - nbclassic=0.4.8=py39h06a4308_0
-      - nbclient=0.5.13=py39h06a4308_0
-      - nbconvert=6.5.4=py39h06a4308_0
-      - nbformat=5.7.0=py39h06a4308_0
-      - nbsmoke=0.6.0=py39h06a4308_0
-      - ncurses=6.3=h7f8727e_2
-      - nest-asyncio=1.5.6=py39h06a4308_0
-      - notebook-shim=0.2.2=py39h06a4308_0
-      - notebook=6.5.2=py39h06a4308_0
-      - numexpr=2.8.1=py39h6abb31d_0
-      - numpy-base=1.22.3=py39hf524024_0
-      - numpy=1.22.3=py39he7a7128_0
-      - openssl=1.1.1s=h7f8727e_0
-      - packaging=22.0=py39h06a4308_0
-      - pandas=1.4.2=py39h295c915_0
-      - panel=0.14.2=py39h06a4308_0
-      - param=1.12.3=py39h06a4308_0
-      - pillow=9.0.1=py39h22f2fdc_0
-      - pip=22.3.1=py39h06a4308_0
-      - platformdirs=2.5.2=py39h06a4308_0
-      - pluggy=1.0.0=py39h06a4308_1
-      - prometheus_client=0.14.1=py39h06a4308_0
-      - prompt-toolkit=3.0.36=py39h06a4308_0
-      - psutil=5.8.0=py39h27cfd23_1
-      - pyct=0.4.8=py39h06a4308_1
-      - pyflakes=3.0.1=py39h06a4308_0
-      - pyparsing=3.0.9=py39h06a4308_0
-      - pyrsistent=0.18.0=py39heee7806_0
-      - pysocks=1.7.1=py39h06a4308_0
-      - pytest=7.1.2=py39h06a4308_0
-      - python-fastjsonschema=2.16.2=py39h06a4308_0
-      - python=3.9.0=hdb3f193_2
-      - pytz=2022.7=py39h06a4308_0
-      - pyyaml=6.0=py39h7f8727e_1
-      - pyzmq=22.3.0=py39h295c915_2
-      - readline=8.1.2=h7f8727e_1
-      - requests=2.28.1=py39h06a4308_0
-      - setuptools=65.6.3=py39h06a4308_0
-      - sniffio=1.2.0=py39h06a4308_1
-      - soupsieve=2.3.2.post1=py39h06a4308_0
-      - sqlite=3.38.5=hc218d9a_0
-      - terminado=0.17.1=py39h06a4308_0
-      - tinycss2=1.2.1=py39h06a4308_0
-      - tk=8.6.12=h1ccaba5_0
-      - tomli=2.0.1=py39h06a4308_0
-      - tornado=6.1=py39h27cfd23_0
-      - tqdm=4.64.1=py39h06a4308_0
-      - traitlets=5.7.1=py39h06a4308_0
-      - typing-extensions=4.4.0=py39h06a4308_0
-      - typing_extensions=4.4.0=py39h06a4308_0
-      - urllib3=1.26.14=py39h06a4308_0
-      - webencodings=0.5.1=py39h06a4308_1
-      - websocket-client=0.58.0=py39h06a4308_4
-      - xz=5.2.5=h7f8727e_1
-      - yaml=0.2.5=h7b6447c_0
-      - zeromq=4.3.4=h2531618_0
-      - zipp=3.11.0=py39h06a4308_0
-      - zlib=1.2.12=h7f8727e_2
-      - zstd=1.5.2=ha4553b6_0
-      osx-64:
-      - anyio=3.5.0=py39hecd8cb5_0
-      - appnope=0.1.2=py39hecd8cb5_1001
-      - argon2-cffi-bindings=21.2.0=py39hca72f7f_0
-      - attrs=22.1.0=py39hecd8cb5_0
-      - beautifulsoup4=4.11.1=py39hecd8cb5_0
-      - bokeh=2.4.3=py39hecd8cb5_0
-      - bottleneck=1.3.5=py39h67323c0_0
-      - brotli-bin=1.0.9=hca72f7f_7
-      - brotli=1.0.9=hca72f7f_7
-      - brotlipy=0.7.0=py39h9ed2024_1003
-      - ca-certificates=2022.10.11=hecd8cb5_0
-      - certifi=2022.12.7=py39hecd8cb5_0
-      - cffi=1.15.1=py39hc55c11b_0
-      - colorcet=3.0.1=py39hecd8cb5_0
-      - comm=0.1.2=py39hecd8cb5_0
-      - contourpy=1.0.5=py39haf03e11_0
-      - cryptography=38.0.4=py39hf6deb26_0
-      - debugpy=1.5.1=py39he9d5cce_0
-      - entrypoints=0.4=py39hecd8cb5_0
-      - freetype=2.12.1=hd8bbffd_0
-      - giflib=5.2.1=haf1e3a3_0
-      - holoviews=1.15.3=py39hecd8cb5_0
-      - hvplot=0.8.2=py39hecd8cb5_0
-      - icu=58.2=h0a44026_3
-      - idna=3.4=py39hecd8cb5_0
-      - importlib-metadata=4.11.3=py39hecd8cb5_0
-      - intel-openmp=2021.4.0=hecd8cb5_3538
-      - ipykernel=6.19.2=py39h01d92e1_0
-      - ipython=8.7.0=py39hecd8cb5_0
-      - jedi=0.18.1=py39hecd8cb5_1
-      - jinja2=3.1.2=py39hecd8cb5_0
-      - jpeg=9e=hca72f7f_0
-      - jsonschema=4.16.0=py39hecd8cb5_0
-      - jupyter_client=7.4.8=py39hecd8cb5_0
-      - jupyter_core=5.1.1=py39hecd8cb5_0
-      - jupyter_server=1.23.4=py39hecd8cb5_0
-      - kiwisolver=1.4.4=py39hcec6c5f_0
-      - lcms2=2.12=hf1fd2bf_0
-      - lerc=3.0=he9d5cce_0
-      - libbrotlicommon=1.0.9=hca72f7f_7
-      - libbrotlidec=1.0.9=hca72f7f_7
-      - libbrotlienc=1.0.9=hca72f7f_7
-      - libcxx=14.0.6=h9765a3e_0
-      - libdeflate=1.8=h9ed2024_5
-      - libffi=3.3=hb1e8313_2
-      - libiconv=1.16=hca72f7f_2
-      - libpng=1.6.37=ha441bb4_0
-      - libsodium=1.0.18=h1de35cc_0
-      - libtiff=4.5.0=h2cd0358_0
-      - libwebp-base=1.2.4=hca72f7f_0
-      - libwebp=1.2.4=h56c3ce4_0
-      - libxml2=2.9.14=hbf8cd5e_0
-      - libxslt=1.1.35=h5b33f42_0
-      - lxml=4.9.1=py39h65b224f_0
-      - lz4-c=1.9.4=hcec6c5f_0
-      - markdown=3.4.1=py39hecd8cb5_0
-      - markupsafe=2.1.1=py39hca72f7f_0
-      - matplotlib-base=3.6.2=py39h220de94_0
-      - matplotlib-inline=0.1.6=py39hecd8cb5_0
-      - mistune=0.8.4=py39h9ed2024_1000
-      - mkl-service=2.4.0=py39h9ed2024_0
-      - mkl=2021.4.0=hecd8cb5_637
-      - mkl_fft=1.3.1=py39h4ab4a9b_0
-      - mkl_random=1.2.2=py39hb2f4e1b_0
-      - nbclassic=0.4.8=py39hecd8cb5_0
-      - nbclient=0.5.13=py39hecd8cb5_0
-      - nbconvert=6.5.4=py39hecd8cb5_0
-      - nbformat=5.7.0=py39hecd8cb5_0
-      - nbsmoke=0.6.0=py39hecd8cb5_0
-      - ncurses=6.3=hca72f7f_3
-      - nest-asyncio=1.5.6=py39hecd8cb5_0
-      - notebook-shim=0.2.2=py39hecd8cb5_0
-      - notebook=6.5.2=py39hecd8cb5_0
-      - numexpr=2.8.4=py39he696674_0
-      - numpy-base=1.23.5=py39h9cd3388_0
-      - numpy=1.23.5=py39he696674_0
-      - openssl=1.1.1s=hca72f7f_0
-      - packaging=22.0=py39hecd8cb5_0
-      - pandas=1.5.2=py39h07fba90_0
-      - panel=0.14.2=py39hecd8cb5_0
-      - param=1.12.3=py39hecd8cb5_0
-      - pillow=9.3.0=py39h81888ad_1
-      - pip=22.3.1=py39hecd8cb5_0
-      - platformdirs=2.5.2=py39hecd8cb5_0
-      - pluggy=1.0.0=py39hecd8cb5_1
-      - prometheus_client=0.14.1=py39hecd8cb5_0
-      - prompt-toolkit=3.0.36=py39hecd8cb5_0
-      - psutil=5.9.0=py39hca72f7f_0
-      - pyct=0.4.8=py39hecd8cb5_1
-      - pyflakes=3.0.1=py39hecd8cb5_0
-      - pyparsing=3.0.9=py39hecd8cb5_0
-      - pyrsistent=0.18.0=py39hca72f7f_0
-      - pysocks=1.7.1=py39hecd8cb5_0
-      - pytest=7.1.2=py39hecd8cb5_0
-      - python-fastjsonschema=2.16.2=py39hecd8cb5_0
-      - python=3.9.0=h88f2d9e_2
-      - pytz=2022.7=py39hecd8cb5_0
-      - pyyaml=6.0=py39h6c40b1e_1
-      - pyzmq=23.2.0=py39he9d5cce_0
-      - readline=8.2=hca72f7f_0
-      - requests=2.28.1=py39hecd8cb5_0
-      - setuptools=65.6.3=py39hecd8cb5_0
-      - sniffio=1.2.0=py39hecd8cb5_1
-      - soupsieve=2.3.2.post1=py39hecd8cb5_0
-      - sqlite=3.40.1=h880c91c_0
-      - terminado=0.17.1=py39hecd8cb5_0
-      - tinycss2=1.2.1=py39hecd8cb5_0
-      - tk=8.6.12=h5d9f67b_0
-      - tomli=2.0.1=py39hecd8cb5_0
-      - tornado=6.2=py39hca72f7f_0
-      - tqdm=4.64.1=py39hecd8cb5_0
-      - traitlets=5.7.1=py39hecd8cb5_0
-      - typing-extensions=4.4.0=py39hecd8cb5_0
-      - typing_extensions=4.4.0=py39hecd8cb5_0
-      - urllib3=1.26.14=py39hecd8cb5_0
-      - webencodings=0.5.1=py39hecd8cb5_1
-      - websocket-client=0.58.0=py39hecd8cb5_4
-      - xz=5.2.10=h6c40b1e_1
-      - yaml=0.2.5=haf1e3a3_0
-      - zeromq=4.3.4=h23ab428_0
-      - zipp=3.11.0=py39hecd8cb5_0
-      - zlib=1.2.13=h4dc903c_0
-      - zstd=1.5.2=hcb37349_0
-      win-64:
-      - anyio=3.5.0=py39haa95532_0
-      - argon2-cffi-bindings=21.2.0=py39h2bbff1b_0
-      - atomicwrites=1.4.0=py_0
-      - attrs=22.1.0=py39haa95532_0
-      - beautifulsoup4=4.11.1=py39haa95532_0
-      - bokeh=2.4.3=py39haa95532_0
-      - bottleneck=1.3.5=py39h080aedc_0
-      - brotli-bin=1.0.9=h2bbff1b_7
-      - brotli=1.0.9=h2bbff1b_7
-      - brotlipy=0.7.0=py39h2bbff1b_1003
-      - ca-certificates=2022.10.11=haa95532_0
-      - certifi=2022.12.7=py39haa95532_0
-      - cffi=1.15.1=py39h2bbff1b_3
-      - colorama=0.4.6=py39haa95532_0
-      - colorcet=3.0.1=py39haa95532_0
-      - comm=0.1.2=py39haa95532_0
-      - contourpy=1.0.5=py39h59b6b97_0
-      - cryptography=38.0.4=py39h21b164f_0
-      - debugpy=1.5.1=py39hd77b12b_0
-      - entrypoints=0.4=py39haa95532_0
-      - freetype=2.12.1=ha860e81_0
-      - holoviews=1.15.3=py39haa95532_0
-      - hvplot=0.8.2=py39haa95532_0
-      - idna=3.4=py39haa95532_0
-      - importlib-metadata=4.11.3=py39haa95532_0
-      - intel-openmp=2021.4.0=haa95532_3556
-      - ipykernel=6.19.2=py39hd4e2768_0
-      - ipython=8.7.0=py39haa95532_0
-      - jedi=0.18.1=py39haa95532_1
-      - jinja2=3.1.2=py39haa95532_0
-      - jpeg=9e=h2bbff1b_0
-      - jsonschema=4.16.0=py39haa95532_0
-      - jupyter_client=7.4.8=py39haa95532_0
-      - jupyter_core=5.1.1=py39haa95532_0
-      - jupyter_server=1.23.4=py39haa95532_0
-      - kiwisolver=1.4.4=py39hd77b12b_0
-      - lerc=3.0=hd77b12b_0
-      - libbrotlicommon=1.0.9=h2bbff1b_7
-      - libbrotlidec=1.0.9=h2bbff1b_7
-      - libbrotlienc=1.0.9=h2bbff1b_7
-      - libdeflate=1.8=h2bbff1b_5
-      - libiconv=1.16=h2bbff1b_2
-      - libpng=1.6.37=h2a8f88b_0
-      - libsodium=1.0.18=h62dcd97_0
-      - libtiff=4.5.0=h8a3f274_0
-      - libwebp-base=1.2.4=h2bbff1b_0
-      - libwebp=1.2.4=h2bbff1b_0
-      - libxml2=2.9.14=h0ad7f3c_0
-      - libxslt=1.1.35=h2bbff1b_0
-      - lxml=4.9.1=py39h1985fb9_0
-      - lz4-c=1.9.4=h2bbff1b_0
-      - markdown=3.4.1=py39haa95532_0
-      - markupsafe=2.1.1=py39h2bbff1b_0
-      - matplotlib-base=3.6.2=py39h1094b8e_0
-      - matplotlib-inline=0.1.6=py39haa95532_0
-      - mistune=0.8.4=py39h2bbff1b_1000
-      - mkl-service=2.4.0=py39h2bbff1b_0
-      - mkl=2021.4.0=haa95532_640
-      - mkl_fft=1.3.1=py39h277e83a_0
-      - mkl_random=1.2.2=py39hf11a4ad_0
-      - nbclassic=0.4.8=py39haa95532_0
-      - nbclient=0.5.13=py39haa95532_0
-      - nbconvert=6.5.4=py39haa95532_0
-      - nbformat=5.7.0=py39haa95532_0
-      - nbsmoke=0.6.0=py39haa95532_0
-      - nest-asyncio=1.5.6=py39haa95532_0
-      - notebook-shim=0.2.2=py39haa95532_0
-      - notebook=6.5.2=py39haa95532_0
-      - numexpr=2.8.4=py39h5b0cc5e_0
-      - numpy-base=1.23.5=py39h4da318b_0
-      - numpy=1.23.5=py39h3b20f71_0
-      - openssl=1.1.1s=h2bbff1b_0
-      - packaging=22.0=py39haa95532_0
-      - pandas=1.5.2=py39hf11a4ad_0
-      - panel=0.14.2=py39haa95532_0
-      - param=1.12.3=py39haa95532_0
-      - pillow=9.3.0=py39hdc2b20a_1
-      - pip=22.3.1=py39haa95532_0
-      - platformdirs=2.5.2=py39haa95532_0
-      - pluggy=1.0.0=py39haa95532_1
-      - prometheus_client=0.14.1=py39haa95532_0
-      - prompt-toolkit=3.0.36=py39haa95532_0
-      - psutil=5.9.0=py39h2bbff1b_0
-      - pyct=0.4.8=py39haa95532_1
-      - pyflakes=3.0.1=py39haa95532_0
-      - pyparsing=3.0.9=py39haa95532_0
-      - pyrsistent=0.18.0=py39h196d8e1_0
-      - pysocks=1.7.1=py39haa95532_0
-      - pytest=7.1.2=py39haa95532_0
-      - python-fastjsonschema=2.16.2=py39haa95532_0
-      - python=3.9.0=h6244533_2
-      - pytz=2022.7=py39haa95532_0
-      - pywin32=305=py39h2bbff1b_0
-      - pywinpty=2.0.2=py39h5da7b33_0
-      - pyyaml=6.0=py39h2bbff1b_1
-      - pyzmq=23.2.0=py39hd77b12b_0
-      - requests=2.28.1=py39haa95532_0
-      - setuptools=65.6.3=py39haa95532_0
-      - sniffio=1.2.0=py39haa95532_1
-      - soupsieve=2.3.2.post1=py39haa95532_0
-      - sqlite=3.40.1=h2bbff1b_0
-      - terminado=0.17.1=py39haa95532_0
-      - tinycss2=1.2.1=py39haa95532_0
-      - tk=8.6.12=h2bbff1b_0
-      - tomli=2.0.1=py39haa95532_0
-      - tornado=6.2=py39h2bbff1b_0
-      - tqdm=4.64.1=py39haa95532_0
-      - traitlets=5.7.1=py39haa95532_0
-      - typing-extensions=4.4.0=py39haa95532_0
-      - typing_extensions=4.4.0=py39haa95532_0
-      - urllib3=1.26.14=py39haa95532_0
-      - vc=14.2=h21ff451_1
-      - vs2015_runtime=14.27.29016=h5e58377_2
-      - webencodings=0.5.1=py39haa95532_1
-      - websocket-client=0.58.0=py39haa95532_4
-      - win_inet_pton=1.1.0=py39haa95532_0
-      - wincertstore=0.2=py39haa95532_2
-      - winpty=0.4.3=4
-      - xz=5.2.10=h8cc25b3_1
-      - yaml=0.2.5=he774522_0
-      - zeromq=4.3.4=hd77b12b_0
-      - zipp=3.11.0=py39haa95532_0
-      - zlib=1.2.13=h8cc25b3_0
-      - zstd=1.5.2=h19a0ad4_0
   default:
     locked: true
     env_spec_hash: 92ade5113c13c10d6e86640761a39f82b5fccf49
@@ -475,7 +67,7 @@ env_specs:
       - bottleneck=1.3.4=py39hce1f21e_0
       - brotli=1.0.9=he6710b0_2
       - brotlipy=0.7.0=py39h27cfd23_1003
-      - ca-certificates=2022.10.11=h06a4308_0
+      - ca-certificates=2023.01.10=h06a4308_0
       - certifi=2022.12.7=py39h06a4308_0
       - cffi=1.15.0=py39hd667e15_1
       - colorcet=3.0.1=py39h06a4308_0
@@ -492,7 +84,7 @@ env_specs:
       - importlib-metadata=4.11.3=py39h06a4308_0
       - intel-openmp=2021.4.0=h06a4308_3561
       - ipykernel=6.19.2=py39hb070fc8_0
-      - ipython=8.7.0=py39h06a4308_0
+      - ipython=8.8.0=py39h06a4308_0
       - jedi=0.18.1=py39h06a4308_1
       - jinja2=3.1.2=py39h06a4308_0
       - jpeg=9e=h7f8727e_0
@@ -589,7 +181,7 @@ env_specs:
       - brotli-bin=1.0.9=hca72f7f_7
       - brotli=1.0.9=hca72f7f_7
       - brotlipy=0.7.0=py39h9ed2024_1003
-      - ca-certificates=2022.10.11=hecd8cb5_0
+      - ca-certificates=2023.01.10=hecd8cb5_0
       - certifi=2022.12.7=py39hecd8cb5_0
       - cffi=1.15.1=py39hc55c11b_0
       - colorcet=3.0.1=py39hecd8cb5_0
@@ -599,7 +191,7 @@ env_specs:
       - debugpy=1.5.1=py39he9d5cce_0
       - entrypoints=0.4=py39hecd8cb5_0
       - freetype=2.12.1=hd8bbffd_0
-      - giflib=5.2.1=haf1e3a3_0
+      - giflib=5.2.1=h6c40b1e_1
       - holoviews=1.15.3=py39hecd8cb5_0
       - hvplot=0.8.2=py39hecd8cb5_0
       - icu=58.2=h0a44026_3
@@ -607,7 +199,7 @@ env_specs:
       - importlib-metadata=4.11.3=py39hecd8cb5_0
       - intel-openmp=2021.4.0=hecd8cb5_3538
       - ipykernel=6.19.2=py39h01d92e1_0
-      - ipython=8.7.0=py39hecd8cb5_0
+      - ipython=8.8.0=py39hecd8cb5_0
       - jedi=0.18.1=py39hecd8cb5_1
       - jinja2=3.1.2=py39hecd8cb5_0
       - jpeg=9e=hca72f7f_0
@@ -647,7 +239,7 @@ env_specs:
       - nbclient=0.5.13=py39hecd8cb5_0
       - nbconvert=6.5.4=py39hecd8cb5_0
       - nbformat=5.7.0=py39hecd8cb5_0
-      - ncurses=6.3=hca72f7f_3
+      - ncurses=6.4=hcec6c5f_0
       - nest-asyncio=1.5.6=py39hecd8cb5_0
       - notebook-shim=0.2.2=py39hecd8cb5_0
       - notebook=6.5.2=py39hecd8cb5_0
@@ -707,7 +299,7 @@ env_specs:
       - brotli-bin=1.0.9=h2bbff1b_7
       - brotli=1.0.9=h2bbff1b_7
       - brotlipy=0.7.0=py39h2bbff1b_1003
-      - ca-certificates=2022.10.11=haa95532_0
+      - ca-certificates=2023.01.10=haa95532_0
       - certifi=2022.12.7=py39haa95532_0
       - cffi=1.15.1=py39h2bbff1b_3
       - colorama=0.4.6=py39haa95532_0
@@ -724,7 +316,7 @@ env_specs:
       - importlib-metadata=4.11.3=py39haa95532_0
       - intel-openmp=2021.4.0=haa95532_3556
       - ipykernel=6.19.2=py39hd4e2768_0
-      - ipython=8.7.0=py39haa95532_0
+      - ipython=8.8.0=py39haa95532_0
       - jedi=0.18.1=py39haa95532_1
       - jinja2=3.1.2=py39haa95532_0
       - jpeg=9e=h2bbff1b_0
diff --git a/template/anaconda-project.yml b/template/anaconda-project.yml
index 4f7f49549..b89c9fd57 100644
--- a/template/anaconda-project.yml
+++ b/template/anaconda-project.yml
@@ -1,5 +1,3 @@
-# To reproduce: install 'anaconda-project', then 'anaconda-project run'
-
 # required: name MUST match the directory name.
 #           name must be of the form r'[a-z_]+'
 name: template
@@ -24,6 +22,11 @@ examples_config:
   - "panel"
 
   ### OPTIONAL ###
+  # The project title is used to display the project name in the gallery. The
+  # default title is a prettyfied version of the project name,
+  # i.e. 'foo_bar' becomes 'Foo Bar'.
+  # This parameters allows to override the default title.
+  title: "Template"
   # Listed deployments will by default automatically be started.
   # Maximum number of deployments is 2.
   # Each deployment must declare the command it deploys, options
@@ -54,17 +57,17 @@ user_fields: [examples_config]
 # required: list of the channels needed to solve the environment
 channels:
 - defaults
-  # To remove the default channel, if need be.
+# Use nodefaults to remove the "defaults" channel
 # - nodefaults
 
 # required: list of the direct dependencies needed to run the project.
 # Good practice is to pin their minimum version (>=) to indicate the
 # version with which the project has been created. Updates to the project
-# should updates these pins, if relevant.
+# should in practice update these pins.
 packages: &pkgs
-  # required: must be installed 
+# required: the "notebook" package must be installed 
 - notebook >=6.5.2
-  # then list all your dependencies, including Python itself
+# then list all your dependencies, including Python itself
 - python ==3.9
 - panel >=0.14.2
 - hvplot >=0.8.2
@@ -80,37 +83,41 @@ commands:
     notebook: template.ipynb
     # shortcut to open all the notebook
     # notebook: .
-  # if you intend to deploy a panel/lumen app, set the `dashboard` command
+  # if you intend to declare a deployment of a panel/lumen app, set the `dashboard` command
   dashboard:
-    # the `--rest-session-info --session-history -1` options are required
+    # for a deployment, the `--rest-session-info --session-history -1` options are required
     unix: panel serve --rest-session-info --session-history -1 template.ipynb
     supports_http_options: true
-  # required: a project must have a test command that references the 'test' env_spec
-  test:
-    unix: pytest --nbsmoke-run -k *.ipynb --ignore envs
-    windows: pytest --nbsmoke-run -k *.ipynb --ignore envs
-    env_spec: test
-  # required: a project must have a lint command that references the 'test' env_spec
-  lint:
-    unix: pytest --nbsmoke-lint -k *.ipynb --ignore envs
-    windows: pytest --nbsmoke-lint -k *.ipynb --ignore envs
-    env_spec: test
+  # optional: a project can have a test command that references the 'test' env_spec
+  # if not, the project will be tested automatically by the system
+  # test:
+  #   unix: pytest --nbsmoke-run -k ".ipynb" --ignore envs
+  #   windows: pytest --nbsmoke-run -k ".ipynb" --ignore envs
+  #   env_spec: test
 
-# required
-env_specs:
-  default: {}
-  test:
-    packages: &testpkgs
-    - nbsmoke
-    - pytest
-    dependencies: *testpkgs
+# optional: declare the test env specs
+# env_specs:
+#   default: {}
+#   test:
+#     packages: &testpkgs
+#     - nbsmoke
+#     - pytest
+#     dependencies: *testpkgs
 
 
-# optional environment variables
+# optional: environment variables
 variables: {}
 
 # optional downloads
-downloads: {}
+downloads:
+  DATA:
+    url: https://datasets.holoviz.org/penguins/v1/penguins.csv
+    description: |
+      Penguins dataset
+    # The output must be in the data/ subfolder
+    filename: data/penguins.csv
+
+# required: supported plaforms
 platforms:
 - linux-64
 - osx-64
diff --git a/template/data/penguins.csv b/test_data/template/penguins.csv
similarity index 100%
rename from template/data/penguins.csv
rename to test_data/template/penguins.csv