diff --git a/book/requirements.lock b/book/requirements.lock
index d8e5eaa..5e4ba83 100644
--- a/book/requirements.lock
+++ b/book/requirements.lock
@@ -1,8 +1,8 @@
 #
-# This file is autogenerated by pip-compile with Python 3.8
+# This file is autogenerated by pip-compile with Python 3.10
 # by the following command:
 #
-#    pip-compile --generate-hashes --output-file=/Users/kratsg/pyhf-tutorial/book/requirements.lock /Users/kratsg/pyhf-tutorial/requirements.txt
+#    pip-compile --generate-hashes --output-file=/home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/book/requirements.lock /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
 #
 accessible-pygments==0.0.4 \
     --hash=sha256:416c6d8c1ea1c5ad8701903a20fcedf953c6e720d64f33dc47bfb2d3f2fa4e8d \
@@ -15,17 +15,11 @@ alabaster==0.7.13 \
 altair==5.0.1 \
     --hash=sha256:087d7033cb2d6c228493a053e12613058a5d47faf6a36aea3ff60305fd8b4cb0 \
     --hash=sha256:9f3552ed5497d4dfc14cf48a76141d8c29ee56eae2873481b4b28134268c9bbe
-    # via -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    # via -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
 anyio==3.7.1 \
     --hash=sha256:44a3c9aba0f5defa43261a8b3efb97891f2bd7d804e0e1f56419befa1adfc780 \
     --hash=sha256:91dee416e570e92c64041bd18b900d1d6fa78dff7048769ce5ac5ddad004fbb5
     # via jupyter-server
-appnope==0.1.3 \
-    --hash=sha256:02bd91c4de869fbb1e1c50aafc4098827a7a54ab2f39d9dcba6c9547ed920e24 \
-    --hash=sha256:265a455292d0bd8a72453494fa24df5a11eb18373a60c7c0430889f22548605e
-    # via
-    #   ipykernel
-    #   ipython
 argon2-cffi==21.3.0 \
     --hash=sha256:8c976986f2c5c0e5000919e6de187906cfd81fb1c72bf9d88c01177e77da7f80 \
     --hash=sha256:d384164d944190a7dd7ef22c6aa3ff197da12962bd04b17f64d4e93d934dba5b
@@ -534,26 +528,7 @@ importlib-metadata==6.8.0 \
     --hash=sha256:dbace7892d8c0c4ac1ad096662232f831d4e64f4c4545bd53016a3e9d4654743
     # via
     #   jupyter-cache
-    #   jupyter-client
-    #   jupyter-lsp
-    #   jupyterlab
-    #   jupyterlab-server
     #   myst-nb
-    #   nbconvert
-    #   sphinx
-    #   sphinxcontrib-bibtex
-importlib-resources==6.0.1 \
-    --hash=sha256:134832a506243891221b88b4ae1213327eea96ceb4e407a00d790bb0626f45cf \
-    --hash=sha256:4359457e42708462b9626a04657c6208ad799ceb41e5c58c57ffa0e6a098a5d4
-    # via
-    #   awkward
-    #   jsonschema
-    #   jsonschema-specifications
-    #   jupyterlab
-    #   matplotlib
-    #   notebook
-    #   pyhf
-    #   sphinx-jupyterbook-latex
 ipykernel==6.24.0 \
     --hash=sha256:29cea0a716b1176d002a61d0b0c851f34536495bc4ef7dd0222c88b41b816123 \
     --hash=sha256:2f5fffc7ad8f1fd5aadb4e171ba9129d9668dbafa374732cf9511ada52d6547f
@@ -564,7 +539,7 @@ ipykernel==6.24.0 \
 ipympl==0.9.3 \
     --hash=sha256:49bab75c05673a6881d1aaec5d8ac81d4624f73d292d154c5fb7096f10236a2b \
     --hash=sha256:d113cd55891bafe9b27ef99b6dd111a87beb6bb2ae550c404292272103be8013
-    # via -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    # via -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
 ipython==8.12.2 \
     --hash=sha256:c7b80eb7f5a855a88efc971fda506ff7a91c280b42cdae26643e0f601ea281ea \
     --hash=sha256:ea8801f15dfe4ffb76dea1b09b847430ffd70d827b41735c64a0638a04103bfc
@@ -581,7 +556,7 @@ ipywidgets==8.0.7 \
     --hash=sha256:50ace0a8886e9a0d68b980db82f94c25d55d21ff2340ed36f802dd9365e94acf \
     --hash=sha256:e0aed0c95a1e55b6a123f64305245578bdc09e52965a34941c2b6a578b8c64a0
     # via
-    #   -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    #   -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
     #   ipympl
 isoduration==20.11.0 \
     --hash=sha256:ac2f9015137935279eac671f94f89eb00584f940f5dc49462a0c4ee692ba1bd9 \
@@ -634,7 +609,7 @@ jsonschema-specifications==2023.7.1 \
 jupyter-book==0.15.1 \
     --hash=sha256:7671264952abd1ca3f5e713b03e138dda710c92a985c49154f398817fe089968 \
     --hash=sha256:8a1634ec16f7eedee0d116f1e5fb7c48203289ad92da42e09519dc71d956c010
-    # via -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    # via -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
 jupyter-cache==0.6.1 \
     --hash=sha256:26f83901143edf4af2f3ff5a91e2d2ad298e46e2cee03c8071d37a23a63ccbfc \
     --hash=sha256:2fce7d4975805c77f75bdfc1bc2e82bc538b8e5b1af27f2f5e06d55b9f996a82
@@ -682,7 +657,7 @@ jupyterlab==4.0.3 \
     --hash=sha256:d369944391b1d15f2d1f3cb965fb67352956279b2ae6f03ce7947a43940a8301 \
     --hash=sha256:e14d1ce46a613028111d0d476a1d7d6b094003b7462bac669f5b478317abcb39
     # via
-    #   -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    #   -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
     #   notebook
 jupyterlab-pygments==0.2.2 \
     --hash=sha256:2405800db07c9f770863bcf8049a529c3dd4d3e28536638bd7c1c01d2748309f \
@@ -934,7 +909,7 @@ nest-asyncio==1.5.6 \
 notebook==7.0.0 \
     --hash=sha256:38b55e6939df0ba73b53212c3b234e41102f1789e0158606cedaebf00abef6c8 \
     --hash=sha256:71b4e695e658763a2766613176491854708fb46fbe7664bf5e494deeeab92d60
-    # via -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    # via -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
 notebook-shim==0.2.3 \
     --hash=sha256:a83496a43341c1674b093bfcebf0fe8e74cbe7eda5fd2bbc56f8e39e1486c0c7 \
     --hash=sha256:f69388ac283ae008cd506dda10d0288b09a017d822d5e8c7129a152cbd3ce7e9
@@ -1027,7 +1002,7 @@ pandas==2.0.3 \
     --hash=sha256:f167beed68918d62bffb6ec64f2e1d8a7d297a038f86d4aed056b9493fca407f \
     --hash=sha256:f3421a7afb1a43f7e38e82e844e2bca9a6d793d66c1a7f9f0ff39a795bbc5e02
     # via
-    #   -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    #   -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
     #   altair
 pandocfilters==1.5.0 \
     --hash=sha256:0b679503337d233b4339a817bfc8c50064e2eff681314376a47cb582305a7a38 \
@@ -1105,10 +1080,6 @@ pillow==10.0.0 \
     # via
     #   ipympl
     #   matplotlib
-pkgutil-resolve-name==1.3.10 \
-    --hash=sha256:357d6c9e6a755653cfd78893817c0853af365dd51ec97f3d358a819373bbd174 \
-    --hash=sha256:ca27cc078d25c5ad71a9de0a7a330146c4e014c2462d9af19c6b828280649c5e
-    # via jsonschema
 platformdirs==3.9.1 \
     --hash=sha256:1b42b450ad933e981d56e59f1b97495428c9bd60698baab9f3eb3d00d5822421 \
     --hash=sha256:ad8291ae0ae5072f66c16945166cb11c63394c7a3ad1b1bc9828ca3162da8c2f
@@ -1178,7 +1149,7 @@ pygments==2.15.1 \
 pyhf[contrib,minuit,xmlio]==0.7.2 \
     --hash=sha256:0f6398f29c6045cb554f95e3e7ec56d31644b6421b93dfce625d3092a58412bd \
     --hash=sha256:b769662580129fc14a7d779ee913808fb398ed2bc16b0a1ae666fc098ba6d37a
-    # via -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    # via -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
 pyparsing==3.0.9 \
     --hash=sha256:2b020ecf7d21b687f219b71ecad3631f644a47f01403fa1d1036b0c6416d70fb \
     --hash=sha256:5026bae9a10eeaefb61dab2f09052b9f4307d44aee4eda64b309723d8d206bbc
@@ -1198,9 +1169,7 @@ python-json-logger==2.0.7 \
 pytz==2023.3 \
     --hash=sha256:1d8ce29db189191fb55338ee6d0387d82ab59f3d00eac103412d64e0ebd0c588 \
     --hash=sha256:a151b3abb88eda1d4e34a9814df37de2a80e301e68ba0fd856fb9b46bfbbbffb
-    # via
-    #   babel
-    #   pandas
+    # via pandas
 pyyaml==6.0.1 \
     --hash=sha256:062582fca9fabdd2c8b54a3ef1c978d786e0f6b3a1510e0ac93ef59e0ddae2bc \
     --hash=sha256:1635fd110e8d85d55237ab316b5b011de701ea0f29d07611174a1b42f1444741 \
@@ -1361,7 +1330,7 @@ rfc3986-validator==0.1.1 \
 rich==12.6.0 \
     --hash=sha256:a4eb26484f2c82589bd9a17c73d32a010b1e29d89f1604cd9bf3a2097b81bb5e \
     --hash=sha256:ba3a3775974105c221d31141f2c116f4fd65c5ceb0698657a11e9f295ec93fd0
-    # via -r /Users/kratsg/pyhf-tutorial/requirements.txt
+    # via -r /home/feickert/Code/GitHub/pyhf-org/pyhf-tutorial/requirements.txt
 rpds-py==0.9.2 \
     --hash=sha256:0173c0444bec0a3d7d848eaeca2d8bd32a1b43f3d3fde6617aac3731fa4be05f \
     --hash=sha256:01899794b654e616c8625b194ddd1e5b51ef5b60ed61baa7a2d9c2ad7b2a4238 \
@@ -1711,12 +1680,9 @@ typing-extensions==4.7.1 \
     #   altair
     #   async-lru
     #   awkward
-    #   iminuit
-    #   ipython
     #   myst-nb
     #   myst-parser
     #   pydata-sphinx-theme
-    #   rich
     #   sqlalchemy
 tzdata==2023.3 \
     --hash=sha256:11ef1e08e54acb0d4f95bdb1be05da659673de4acbd21bf9c69e94cc5e907a3a \
@@ -1767,9 +1733,7 @@ widgetsnbextension==4.0.8 \
 zipp==3.16.2 \
     --hash=sha256:679e51dd4403591b2d6838a48de3d283f3d188412a9782faadf845f298736ba0 \
     --hash=sha256:ebc15946aa78bd63458992fc81ec3b6f7b1e92d51c35e6de1c3804e73b799147
-    # via
-    #   importlib-metadata
-    #   importlib-resources
+    # via importlib-metadata
 
 # WARNING: The following packages were not pinned, but pip requires them to be
 # pinned when the requirements file includes hashes and the requirement is not