From 33665e596f7b0d8993d11e174362aaaf771d3c95 Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 8 Aug 2023 16:41:09 -0700
Subject: [PATCH 1/8] Create test_Ch02.yml

---
 .github/workflows/test_Ch02.yml | 36 +++++++++++++++++++++++++++++++++
 1 file changed, 36 insertions(+)
 create mode 100644 .github/workflows/test_Ch02.yml

diff --git a/.github/workflows/test_Ch02.yml b/.github/workflows/test_Ch02.yml
new file mode 100644
index 0000000..18a6a3e
--- /dev/null
+++ b/.github/workflows/test_Ch02.yml
@@ -0,0 +1,36 @@
+# This is a basic workflow to help you get started with Actions
+
+name: CI
+
+# Controls when the workflow will run
+on:
+  # Triggers the workflow on push or pull request events but only for the "main" branch
+  push:
+    branches: [ "main" ]
+  pull_request:
+    branches: [ "main" ]
+
+  # Allows you to run this workflow manually from the Actions tab
+  workflow_dispatch:
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+
+      # Runs a single command using the runners shell
+      - name: Run a one-line script
+        run: echo Hello, world!
+
+      # Runs a set of commands using the runners shell
+      - name: Run a multi-line script
+        run: |
+          echo Add other actions to build,
+          echo test, and deploy your project.

From 02c3bc7a6178143eb3ea60fa9e18dcbbfc23233e Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 8 Aug 2023 16:45:35 -0700
Subject: [PATCH 2/8] trying a test notebook script

---
 .github/workflows/test_Ch02.yml | 26 +++++++++++++-------------
 1 file changed, 13 insertions(+), 13 deletions(-)

diff --git a/.github/workflows/test_Ch02.yml b/.github/workflows/test_Ch02.yml
index 18a6a3e..5dec256 100644
--- a/.github/workflows/test_Ch02.yml
+++ b/.github/workflows/test_Ch02.yml
@@ -4,14 +4,11 @@ name: CI
 
 # Controls when the workflow will run
 on:
-  # Triggers the workflow on push or pull request events but only for the "main" branch
-  push:
-    branches: [ "main" ]
-  pull_request:
-    branches: [ "main" ]
-
-  # Allows you to run this workflow manually from the Actions tab
   workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
 
 # A workflow run is made up of one or more jobs that can run sequentially or in parallel
 jobs:
@@ -25,12 +22,15 @@ jobs:
       # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
       - uses: actions/checkout@v3
 
-      # Runs a single command using the runners shell
-      - name: Run a one-line script
-        run: echo Hello, world!
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+	  pip install ISLP
+          pip install jupyter
 
       # Runs a set of commands using the runners shell
-      - name: Run a multi-line script
+      - name: Build notebook
         run: |
-          echo Add other actions to build,
-          echo test, and deploy your project.
+          jupyter nbconvert --execute Ch02-statlearn-lab.ipynb
+

From a312c5f0a6784817d5622f89945889a1b8dd40d7 Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 8 Aug 2023 16:47:45 -0700
Subject: [PATCH 3/8] tab / whitespace

---
 .github/workflows/test_Ch02.yml | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/.github/workflows/test_Ch02.yml b/.github/workflows/test_Ch02.yml
index 5dec256..8fce64d 100644
--- a/.github/workflows/test_Ch02.yml
+++ b/.github/workflows/test_Ch02.yml
@@ -26,8 +26,7 @@ jobs:
       - name: Install dependencies 
         run: |
           pip install -r requirements.txt
-	  pip install ISLP
-          pip install jupyter
+          pip install ISLP jupyter
 
       # Runs a set of commands using the runners shell
       - name: Build notebook

From 78ef83ddb7d03d4592d57f81a76336e86741bedb Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 8 Aug 2023 16:52:52 -0700
Subject: [PATCH 4/8] need a format for nbconvert

---
 .github/workflows/test_Ch02.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test_Ch02.yml b/.github/workflows/test_Ch02.yml
index 8fce64d..e434f1e 100644
--- a/.github/workflows/test_Ch02.yml
+++ b/.github/workflows/test_Ch02.yml
@@ -31,5 +31,5 @@ jobs:
       # Runs a set of commands using the runners shell
       - name: Build notebook
         run: |
-          jupyter nbconvert --execute Ch02-statlearn-lab.ipynb
+          jupyter nbconvert --execute --inplace Ch02-statlearn-lab.ipynb
 

From a746d233b6519e24a3083aef5809fe8856dcbe9c Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 8 Aug 2023 16:53:33 -0700
Subject: [PATCH 5/8] rename workflow

---
 .github/workflows/test_Ch02.yml | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/.github/workflows/test_Ch02.yml b/.github/workflows/test_Ch02.yml
index e434f1e..e455c1c 100644
--- a/.github/workflows/test_Ch02.yml
+++ b/.github/workflows/test_Ch02.yml
@@ -1,6 +1,6 @@
 # This is a basic workflow to help you get started with Actions
 
-name: CI
+name: Building Ch02 notebook
 
 # Controls when the workflow will run
 on:

From f95904ef89c904f4d14f38d6fb01fe3d19e6a537 Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 8 Aug 2023 16:55:25 -0700
Subject: [PATCH 6/8] caching python dependencies

---
 .github/workflows/test_Ch02.yml | 4 ++++
 1 file changed, 4 insertions(+)

diff --git a/.github/workflows/test_Ch02.yml b/.github/workflows/test_Ch02.yml
index e455c1c..d10e211 100644
--- a/.github/workflows/test_Ch02.yml
+++ b/.github/workflows/test_Ch02.yml
@@ -21,6 +21,10 @@ jobs:
     steps:
       # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
       - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
 
       # Install
       - name: Install dependencies 

From 1bf5d926b9a6450b770976e5eee056619e596e4c Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 8 Aug 2023 17:19:38 -0700
Subject: [PATCH 7/8] lab test workflows

---
 .github/workflows/test_Ch02.yml |  5 +++--
 .github/workflows/test_Ch03.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch04.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch05.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch06.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch07.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch08.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch09.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch10.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch11.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch12.yml | 40 +++++++++++++++++++++++++++++++++
 .github/workflows/test_Ch13.yml | 40 +++++++++++++++++++++++++++++++++
 12 files changed, 443 insertions(+), 2 deletions(-)
 create mode 100644 .github/workflows/test_Ch03.yml
 create mode 100644 .github/workflows/test_Ch04.yml
 create mode 100644 .github/workflows/test_Ch05.yml
 create mode 100644 .github/workflows/test_Ch06.yml
 create mode 100644 .github/workflows/test_Ch07.yml
 create mode 100644 .github/workflows/test_Ch08.yml
 create mode 100644 .github/workflows/test_Ch09.yml
 create mode 100644 .github/workflows/test_Ch10.yml
 create mode 100644 .github/workflows/test_Ch11.yml
 create mode 100644 .github/workflows/test_Ch12.yml
 create mode 100644 .github/workflows/test_Ch13.yml

diff --git a/.github/workflows/test_Ch02.yml b/.github/workflows/test_Ch02.yml
index d10e211..dfcce44 100644
--- a/.github/workflows/test_Ch02.yml
+++ b/.github/workflows/test_Ch02.yml
@@ -33,7 +33,8 @@ jobs:
           pip install ISLP jupyter
 
       # Runs a set of commands using the runners shell
-      - name: Build notebook
+      - name: Build notebook for Ch02 (some errors, not really a test)
         run: |
-          jupyter nbconvert --execute --inplace Ch02-statlearn-lab.ipynb
+          jupyter nbconvert --execute --inplace Ch02-statlearn-lab.ipynb --allow-errors 
+
 
diff --git a/.github/workflows/test_Ch03.yml b/.github/workflows/test_Ch03.yml
new file mode 100644
index 0000000..d4022ce
--- /dev/null
+++ b/.github/workflows/test_Ch03.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch03 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch03 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch03*ipynb
+
+
diff --git a/.github/workflows/test_Ch04.yml b/.github/workflows/test_Ch04.yml
new file mode 100644
index 0000000..b148d82
--- /dev/null
+++ b/.github/workflows/test_Ch04.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch04 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch04 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch04*ipynb
+
+
diff --git a/.github/workflows/test_Ch05.yml b/.github/workflows/test_Ch05.yml
new file mode 100644
index 0000000..2b01551
--- /dev/null
+++ b/.github/workflows/test_Ch05.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch05 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch05 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch05*ipynb
+
+
diff --git a/.github/workflows/test_Ch06.yml b/.github/workflows/test_Ch06.yml
new file mode 100644
index 0000000..3ed430c
--- /dev/null
+++ b/.github/workflows/test_Ch06.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch06 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch06 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch06*ipynb
+
+
diff --git a/.github/workflows/test_Ch07.yml b/.github/workflows/test_Ch07.yml
new file mode 100644
index 0000000..d87d848
--- /dev/null
+++ b/.github/workflows/test_Ch07.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch07 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch07 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch07*ipynb
+
+
diff --git a/.github/workflows/test_Ch08.yml b/.github/workflows/test_Ch08.yml
new file mode 100644
index 0000000..2b7e77b
--- /dev/null
+++ b/.github/workflows/test_Ch08.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch08 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch08 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch08*ipynb
+
+
diff --git a/.github/workflows/test_Ch09.yml b/.github/workflows/test_Ch09.yml
new file mode 100644
index 0000000..e88a6ff
--- /dev/null
+++ b/.github/workflows/test_Ch09.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch09 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch09 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch09*ipynb
+
+
diff --git a/.github/workflows/test_Ch10.yml b/.github/workflows/test_Ch10.yml
new file mode 100644
index 0000000..ce97c12
--- /dev/null
+++ b/.github/workflows/test_Ch10.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch10 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch10 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch10*ipynb
+
+
diff --git a/.github/workflows/test_Ch11.yml b/.github/workflows/test_Ch11.yml
new file mode 100644
index 0000000..a2a4ee2
--- /dev/null
+++ b/.github/workflows/test_Ch11.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch11 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch11 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch11*ipynb
+
+
diff --git a/.github/workflows/test_Ch12.yml b/.github/workflows/test_Ch12.yml
new file mode 100644
index 0000000..f231523
--- /dev/null
+++ b/.github/workflows/test_Ch12.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch12 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch12 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch12*ipynb
+
+
diff --git a/.github/workflows/test_Ch13.yml b/.github/workflows/test_Ch13.yml
new file mode 100644
index 0000000..77ff83d
--- /dev/null
+++ b/.github/workflows/test_Ch13.yml
@@ -0,0 +1,40 @@
+# This is a basic workflow to help you get started with Actions
+
+name: Building Ch13 notebook
+
+# Controls when the workflow will run
+on:
+  workflow_dispatch:
+      environment:
+        description: 'Environment to run tests against'
+        type: environment
+        required: true
+
+# A workflow run is made up of one or more jobs that can run sequentially or in parallel
+jobs:
+  # This workflow contains a single job called "build"
+  build:
+    # The type of runner that the job will run on
+    runs-on: ubuntu-latest
+
+    # Steps represent a sequence of tasks that will be executed as part of the job
+    steps:
+      # Checks-out your repository under $GITHUB_WORKSPACE, so your job can access it
+      - uses: actions/checkout@v3
+      - uses: actions/setup-python@v2
+        with:
+          python-version: '3.10'
+          cache: 'pip'
+
+      # Install
+      - name: Install dependencies 
+        run: |
+          pip install -r requirements.txt
+          pip install ISLP jupyter
+
+      # Runs a set of commands using the runners shell
+      - name: Build notebook for Ch13 (some errors, not really a test)
+        run: |
+          jupyter nbconvert --execute --inplace Ch13*ipynb
+
+

From 065a1ae9932952358995a13f897e5b390fdb0ee7 Mon Sep 17 00:00:00 2001
From: Jonathan Taylor <jonathan.taylor@stanford.edu>
Date: Tue, 15 Aug 2023 11:49:42 -0700
Subject: [PATCH 8/8] fixing a missing output

---
 Ch02-statlearn-lab.Rmd   |   4 +-
 Ch02-statlearn-lab.ipynb | 956 +++++++++++++++++++--------------------
 2 files changed, 475 insertions(+), 485 deletions(-)

diff --git a/Ch02-statlearn-lab.Rmd b/Ch02-statlearn-lab.Rmd
index f6fce5f..556bbbf 100644
--- a/Ch02-statlearn-lab.Rmd
+++ b/Ch02-statlearn-lab.Rmd
@@ -1303,8 +1303,8 @@ The plot methods of a data frame return a familiar object:
 an axes. We can use it to update the plot as we did previously: 
 
 ```{python}
-ax = Auto.plot.scatter('horsepower', 'mpg');
-ax.set_title('Horsepower vs. MPG')
+ax = Auto.plot.scatter('horsepower', 'mpg')
+ax.set_title('Horsepower vs. MPG');
 ```
 If we want to save
 the figure that contains a given axes, we can find the relevant figure
diff --git a/Ch02-statlearn-lab.ipynb b/Ch02-statlearn-lab.ipynb
index e7729c9..a848367 100644
--- a/Ch02-statlearn-lab.ipynb
+++ b/Ch02-statlearn-lab.ipynb
@@ -102,10 +102,10 @@
    "id": "3e6aae64",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.100366Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.099907Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.112719Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.112404Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.279506Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.279285Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.289471Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.289054Z"
     }
    },
    "outputs": [
@@ -135,10 +135,10 @@
    "id": "086066fd",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.114785Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.114641Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.142347Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.142078Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.292564Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.292381Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.319543Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.319262Z"
     }
    },
    "outputs": [],
@@ -160,10 +160,10 @@
    "id": "cb86e827",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.143968Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.143865Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.147062Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.146758Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.321132Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.321031Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.324040Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.323786Z"
     }
    },
    "outputs": [
@@ -200,10 +200,10 @@
    "id": "f4d45d80",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.148744Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.148640Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.150772Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.150514Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.325425Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.325349Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.327462Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.327221Z"
     }
    },
    "outputs": [
@@ -249,10 +249,10 @@
    "id": "e386aff9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.152254Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.152161Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.154110Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.153860Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.328950Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.328870Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.331048Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.330802Z"
     }
    },
    "outputs": [
@@ -290,10 +290,10 @@
    "id": "f81b1212",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.155703Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.155602Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.157695Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.157430Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.332609Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.332515Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.334649Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.334387Z"
     }
    },
    "outputs": [
@@ -364,10 +364,10 @@
    "id": "13739a14",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.159285Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.159192Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.234257Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.232929Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.336173Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.336085Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.487183Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.486459Z"
     },
     "lines_to_next_cell": 0
    },
@@ -400,10 +400,10 @@
    "id": "f3f62d0a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.242381Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.241892Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.248988Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.248223Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.492222Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.491645Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.497340Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.496428Z"
     },
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    },
@@ -439,10 +439,10 @@
    "id": "3cff111f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.257202Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.256782Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.270208Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.265441Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.501566Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.501206Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.515553Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.514659Z"
     },
     "lines_to_next_cell": 0
    },
@@ -486,10 +486,10 @@
    "id": "30d6c7f8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.278373Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.277218Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.289564Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.288533Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.520927Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.520636Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.528716Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.528048Z"
     },
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    },
@@ -537,10 +537,10 @@
    "id": "42d49be4",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.295010Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.294658Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.304597Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.303841Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.532634Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.532261Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.543935Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.543179Z"
     }
    },
    "outputs": [
@@ -575,10 +575,10 @@
    "id": "de32b275",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.309281Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.309017Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.313532Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.312901Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.549690Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.549447Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.554487Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.553790Z"
     },
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    },
@@ -615,10 +615,10 @@
    "id": "528c3fa0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.318659Z",
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-     "iopub.status.idle": "2023-08-07T01:31:07.323627Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.322311Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.558246Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.557892Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.564135Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.563353Z"
     },
     "lines_to_next_cell": 2
    },
@@ -654,10 +654,10 @@
    "id": "fbf8763b",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.328591Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.328076Z",
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-     "shell.execute_reply": "2023-08-07T01:31:07.332225Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.567429Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.567214Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.571774Z",
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@@ -680,10 +680,10 @@
    "id": "482d0c05",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.336392Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.336129Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.341753Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.340890Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.575374Z",
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+     "iopub.status.idle": "2023-08-15T18:48:57.581818Z",
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@@ -718,10 +718,10 @@
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-     "shell.execute_reply": "2023-08-07T01:31:07.349915Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.585609Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.585283Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.590942Z",
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@@ -761,10 +761,10 @@
    "id": "4420b967",
    "metadata": {
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-     "iopub.execute_input": "2023-08-07T01:31:07.353854Z",
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-     "shell.execute_reply": "2023-08-07T01:31:07.358664Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.596192Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.595890Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.600791Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.600018Z"
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@@ -799,10 +799,10 @@
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    "metadata": {
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-     "iopub.execute_input": "2023-08-07T01:31:07.362588Z",
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-     "shell.execute_reply": "2023-08-07T01:31:07.368440Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.605039Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.604654Z",
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    },
@@ -845,10 +845,10 @@
    "id": "77a0df31",
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-     "iopub.execute_input": "2023-08-07T01:31:07.377957Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.377679Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.382462Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.381503Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.615659Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.615422Z",
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     }
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    "outputs": [
@@ -896,10 +896,10 @@
    "id": "c57ce2ca",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.387542Z",
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-     "shell.execute_reply": "2023-08-07T01:31:07.395028Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.622217Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.622128Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.624279Z",
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@@ -934,10 +934,10 @@
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-     "iopub.execute_input": "2023-08-07T01:31:07.400701Z",
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-     "shell.execute_reply": "2023-08-07T01:31:07.404866Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.626107Z",
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+     "shell.execute_reply": "2023-08-15T18:48:57.627959Z"
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@@ -975,10 +975,10 @@
    "id": "b897a965",
    "metadata": {
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-     "shell.execute_reply": "2023-08-07T01:31:07.428509Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.629860Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.629753Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.631845Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.631576Z"
     }
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    "outputs": [
@@ -1033,10 +1033,10 @@
    "id": "1de2f886",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.440680Z",
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-     "shell.execute_reply": "2023-08-07T01:31:07.562758Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.633340Z",
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+     "shell.execute_reply": "2023-08-15T18:48:57.751937Z"
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@@ -1073,10 +1073,10 @@
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-     "shell.execute_reply": "2023-08-07T01:31:07.566927Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.754084Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.753976Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.756236Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.756009Z"
     }
    },
    "outputs": [
@@ -1117,10 +1117,10 @@
    "id": "38563574",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.568776Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.568658Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.570939Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.570683Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.757698Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.757600Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.759735Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.759486Z"
     }
    },
    "outputs": [
@@ -1154,10 +1154,10 @@
    "id": "6d7eb044",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.572448Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.572351Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.575587Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.575322Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.761258Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.761155Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.764201Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.763942Z"
     }
    },
    "outputs": [
@@ -1190,10 +1190,10 @@
    "id": "dcf49c32",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.577102Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.577016Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.579246Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.578999Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.765568Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.765489Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.767687Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.767416Z"
     },
     "lines_to_next_cell": 2
    },
@@ -1237,26 +1237,26 @@
    "id": "dec2f36f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.580689Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.580612Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.584056Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.583793Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.769038Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.768966Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.772119Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.771880Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([ 0.28487251, -0.0534236 , -1.86832864,  1.78827374,  0.48221682,\n",
-       "       -3.17793931, -1.6332484 , -0.49585356, -0.31492622, -1.36713814,\n",
-       "        0.37968558,  0.81464237, -0.47429689,  0.2679195 ,  1.63996671,\n",
-       "       -1.23937763,  1.521238  ,  1.98059926, -0.80482822,  1.32876276,\n",
-       "       -0.03759817, -0.36373966, -0.9397031 ,  1.23617303,  0.4805475 ,\n",
-       "       -1.09917818,  0.53757099, -0.53317193,  0.8570799 ,  0.04315739,\n",
-       "        0.78414684, -0.66807876,  0.26146739,  1.96090522,  0.35778689,\n",
-       "        0.01948734, -1.31777815, -0.19436238, -0.4786966 ,  1.44525401,\n",
-       "       -2.90436114, -0.00827639, -0.30648127,  1.68072061, -0.74265177,\n",
-       "        1.1388691 ,  0.54610802, -1.03849966,  1.31594301,  1.6775233 ])"
+       "array([ 0.29014042, -1.86056555, -1.03145717, -0.07365371, -0.28189692,\n",
+       "       -0.71611404,  0.05880048,  0.46770064,  0.79645167, -0.0162479 ,\n",
+       "        0.47130365,  1.05609834, -0.68946797,  1.41358519,  0.73655573,\n",
+       "       -0.54189331, -0.44411721, -1.5708482 , -1.52047945,  1.32694248,\n",
+       "       -1.18915043, -0.32868506,  1.38578859, -0.36928554,  0.42589616,\n",
+       "       -0.4244271 ,  0.80408062,  0.43856581, -0.17138868, -0.84893759,\n",
+       "        1.13046227,  0.22826387,  0.13787643,  1.01904386, -0.29545438,\n",
+       "       -0.62502879,  1.2120335 , -0.82664507, -1.41961403,  1.7012509 ,\n",
+       "        0.04141695,  2.63161733,  0.40039857,  0.82556693,  0.13357677,\n",
+       "        0.12961134,  0.62829697,  0.05220314,  0.66114213,  0.68263063])"
       ]
      },
      "execution_count": 28,
@@ -1283,10 +1283,10 @@
    "id": "f535fba4",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.585516Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.585421Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.587077Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.586859Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.773475Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.773381Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.775112Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.774870Z"
     },
     "lines_to_next_cell": 0
    },
@@ -1310,18 +1310,18 @@
    "id": "faf3be25",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.588387Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.588316Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.590543Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.590276Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.776482Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.776392Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.778813Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.778571Z"
     }
    },
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "array([[1.        , 0.76101507],\n",
-       "       [0.76101507, 1.        ]])"
+       "array([[1.        , 0.76729831],\n",
+       "       [0.76729831, 1.        ]])"
       ]
      },
      "execution_count": 30,
@@ -1350,10 +1350,10 @@
    "id": "b6a756e0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.591890Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.591819Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.593770Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.593476Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.780187Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.780099Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.782068Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.781835Z"
     },
     "lines_to_next_cell": 0
    },
@@ -1362,8 +1362,8 @@
      "name": "stdout",
      "output_type": "stream",
      "text": [
-      "[-2.54011944 -5.17951981]\n",
-      "[-1.35824341  8.18618852]\n"
+      "[1.14627413 4.27059779]\n",
+      "[ 0.8049877  -5.40386206]\n"
      ]
     }
    ],
@@ -1401,10 +1401,10 @@
    "id": "921b634a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.595226Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.595146Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.597847Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.597615Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.783469Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.783382Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.786255Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.786022Z"
     }
    },
    "outputs": [
@@ -1447,10 +1447,10 @@
    "id": "fe28973e",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.599368Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.599288Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.601614Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.601377Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.787657Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.787557Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.790025Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.789788Z"
     },
     "lines_to_next_cell": 0
    },
@@ -1486,10 +1486,10 @@
    "id": "04c26742",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.602999Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.602908Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.605296Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.605025Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.791368Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.791283Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.793457Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.793225Z"
     },
     "lines_to_next_cell": 2
    },
@@ -1524,10 +1524,10 @@
    "id": "e35cdcbf",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.606804Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.606687Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.608810Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.608584Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.794778Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.794692Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.796774Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.796540Z"
     }
    },
    "outputs": [
@@ -1561,10 +1561,10 @@
    "id": "fbd49766",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.610329Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.610222Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.612436Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.612189Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.798111Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.798040Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.800173Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.799940Z"
     }
    },
    "outputs": [
@@ -1607,10 +1607,10 @@
    "id": "f5865859",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.613857Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.613760Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.615869Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.615629Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.801565Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.801490Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.803669Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.803436Z"
     }
    },
    "outputs": [
@@ -1643,10 +1643,10 @@
    "id": "e27b30bf",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.617213Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.617122Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.619194Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.618941Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.804972Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.804902Z",
+     "iopub.status.idle": "2023-08-15T18:48:57.806941Z",
+     "shell.execute_reply": "2023-08-15T18:48:57.806694Z"
     },
     "lines_to_next_cell": 0
    },
@@ -1713,10 +1713,10 @@
    "id": "fed2376c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.620746Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.620651Z",
-     "iopub.status.idle": "2023-08-07T01:31:07.972690Z",
-     "shell.execute_reply": "2023-08-07T01:31:07.972306Z"
+     "iopub.execute_input": "2023-08-15T18:48:57.808301Z",
+     "iopub.status.busy": "2023-08-15T18:48:57.808228Z",
+     "iopub.status.idle": "2023-08-15T18:48:58.138590Z",
+     "shell.execute_reply": "2023-08-15T18:48:58.138241Z"
     }
    },
    "outputs": [
@@ -1755,10 +1755,10 @@
    "id": "228ee04d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:07.974537Z",
-     "iopub.status.busy": "2023-08-07T01:31:07.974393Z",
-     "iopub.status.idle": "2023-08-07T01:31:08.047977Z",
-     "shell.execute_reply": "2023-08-07T01:31:08.047698Z"
+     "iopub.execute_input": "2023-08-15T18:48:58.140540Z",
+     "iopub.status.busy": "2023-08-15T18:48:58.140403Z",
+     "iopub.status.idle": "2023-08-15T18:48:58.212007Z",
+     "shell.execute_reply": "2023-08-15T18:48:58.211693Z"
     }
    },
    "outputs": [
@@ -1793,10 +1793,10 @@
    "id": "e1dc79d2",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:08.049644Z",
-     "iopub.status.busy": "2023-08-07T01:31:08.049531Z",
-     "iopub.status.idle": "2023-08-07T01:31:08.126415Z",
-     "shell.execute_reply": "2023-08-07T01:31:08.126088Z"
+     "iopub.execute_input": "2023-08-15T18:48:58.213756Z",
+     "iopub.status.busy": "2023-08-15T18:48:58.213640Z",
+     "iopub.status.idle": "2023-08-15T18:48:58.289684Z",
+     "shell.execute_reply": "2023-08-15T18:48:58.289374Z"
     },
     "lines_to_next_cell": 0
    },
@@ -1841,10 +1841,10 @@
    "id": "d6e6bf34",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:08.128232Z",
-     "iopub.status.busy": "2023-08-07T01:31:08.128110Z",
-     "iopub.status.idle": "2023-08-07T01:31:08.209380Z",
-     "shell.execute_reply": "2023-08-07T01:31:08.209060Z"
+     "iopub.execute_input": "2023-08-15T18:48:58.291440Z",
+     "iopub.status.busy": "2023-08-15T18:48:58.291326Z",
+     "iopub.status.idle": "2023-08-15T18:48:58.373922Z",
+     "shell.execute_reply": "2023-08-15T18:48:58.373639Z"
     }
    },
    "outputs": [
@@ -1881,10 +1881,10 @@
    "id": "9c1ea81c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:08.211056Z",
-     "iopub.status.busy": "2023-08-07T01:31:08.210953Z",
-     "iopub.status.idle": "2023-08-07T01:31:08.288790Z",
-     "shell.execute_reply": "2023-08-07T01:31:08.288489Z"
+     "iopub.execute_input": "2023-08-15T18:48:58.375715Z",
+     "iopub.status.busy": "2023-08-15T18:48:58.375585Z",
+     "iopub.status.idle": "2023-08-15T18:48:58.454702Z",
+     "shell.execute_reply": "2023-08-15T18:48:58.454405Z"
     },
     "lines_to_next_cell": 0
    },
@@ -1892,7 +1892,7 @@
     {
      "data": {
       "text/plain": [
-       "<matplotlib.collections.PathCollection at 0x1171926d0>"
+       "<matplotlib.collections.PathCollection at 0x1233f6b90>"
       ]
      },
      "execution_count": 43,
@@ -1944,10 +1944,10 @@
    "id": "e6217bc8",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:08.290604Z",
-     "iopub.status.busy": "2023-08-07T01:31:08.290483Z",
-     "iopub.status.idle": "2023-08-07T01:31:08.385545Z",
-     "shell.execute_reply": "2023-08-07T01:31:08.385224Z"
+     "iopub.execute_input": "2023-08-15T18:48:58.456512Z",
+     "iopub.status.busy": "2023-08-15T18:48:58.456386Z",
+     "iopub.status.idle": "2023-08-15T18:48:58.551777Z",
+     "shell.execute_reply": "2023-08-15T18:48:58.551466Z"
     }
    },
    "outputs": [
@@ -1985,10 +1985,10 @@
    "id": "2feef77c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:08.387416Z",
-     "iopub.status.busy": "2023-08-07T01:31:08.387273Z",
-     "iopub.status.idle": "2023-08-07T01:31:08.450595Z",
-     "shell.execute_reply": "2023-08-07T01:31:08.450300Z"
+     "iopub.execute_input": "2023-08-15T18:48:58.553489Z",
+     "iopub.status.busy": "2023-08-15T18:48:58.553368Z",
+     "iopub.status.idle": "2023-08-15T18:48:58.616077Z",
+     "shell.execute_reply": "2023-08-15T18:48:58.615653Z"
     },
     "lines_to_next_cell": 0
    },
@@ -2039,10 +2039,10 @@
    "id": "24c9bd3c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:08.452281Z",
-     "iopub.status.busy": "2023-08-07T01:31:08.452163Z",
-     "iopub.status.idle": "2023-08-07T01:31:08.736272Z",
-     "shell.execute_reply": "2023-08-07T01:31:08.735912Z"
+     "iopub.execute_input": "2023-08-15T18:48:58.617956Z",
+     "iopub.status.busy": "2023-08-15T18:48:58.617675Z",
+     "iopub.status.idle": "2023-08-15T18:48:58.904869Z",
+     "shell.execute_reply": "2023-08-15T18:48:58.904534Z"
     },
     "lines_to_next_cell": 0
    },
@@ -2079,10 +2079,10 @@
    "id": "dbe7d87c",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:08.737985Z",
-     "iopub.status.busy": "2023-08-07T01:31:08.737874Z",
-     "iopub.status.idle": "2023-08-07T01:31:08.923196Z",
-     "shell.execute_reply": "2023-08-07T01:31:08.922900Z"
+     "iopub.execute_input": "2023-08-15T18:48:58.906555Z",
+     "iopub.status.busy": "2023-08-15T18:48:58.906430Z",
+     "iopub.status.idle": "2023-08-15T18:48:59.089062Z",
+     "shell.execute_reply": "2023-08-15T18:48:59.088760Z"
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@@ -2132,10 +2132,10 @@
    "id": "c86bffe6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:08.924865Z",
-     "iopub.status.busy": "2023-08-07T01:31:08.924753Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.016493Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.016161Z"
+     "iopub.execute_input": "2023-08-15T18:48:59.090755Z",
+     "iopub.status.busy": "2023-08-15T18:48:59.090646Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.169920Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.169634Z"
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@@ -2159,10 +2159,10 @@
    "id": "07f180e1",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.018504Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.018247Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.254580Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.254159Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.172125Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.171883Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.406313Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.405904Z"
     }
    },
    "outputs": [
@@ -2209,10 +2209,10 @@
    "id": "a465c3aa",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.256456Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.256321Z",
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-     "shell.execute_reply": "2023-08-07T01:31:10.383977Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.408153Z",
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@@ -2250,10 +2250,10 @@
    "id": "469979b0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.386049Z",
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-     "iopub.status.idle": "2023-08-07T01:31:10.512226Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.511830Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.531056Z",
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+     "iopub.status.idle": "2023-08-15T18:49:00.658628Z",
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@@ -2296,10 +2296,10 @@
    "id": "31092abb",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.514024Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.513935Z",
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-     "shell.execute_reply": "2023-08-07T01:31:10.615932Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.660299Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.660207Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.765408Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.765121Z"
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@@ -2344,10 +2344,10 @@
    "id": "4e834c17",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.617982Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.617853Z",
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-     "shell.execute_reply": "2023-08-07T01:31:10.620018Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.767103Z",
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+     "shell.execute_reply": "2023-08-15T18:49:00.769310Z"
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@@ -2384,10 +2384,10 @@
    "id": "65d67d22",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.621739Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.621629Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.623853Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.623599Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.771217Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.771065Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.773408Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.773113Z"
     }
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    "outputs": [
@@ -2425,10 +2425,10 @@
    "id": "676ab564",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.625319Z",
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+     "iopub.execute_input": "2023-08-15T18:49:00.774895Z",
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@@ -2463,10 +2463,10 @@
    "id": "569f45ab",
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     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.628618Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.628524Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.630558Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.630261Z"
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+     "shell.execute_reply": "2023-08-15T18:49:00.779889Z"
     }
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    "outputs": [
@@ -2530,10 +2530,10 @@
    "id": "7cf343bd",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.632040Z",
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+     "iopub.execute_input": "2023-08-15T18:49:00.781654Z",
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    "outputs": [
@@ -2571,10 +2571,10 @@
    "id": "2f4c1b37",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.635903Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.635803Z",
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+     "iopub.execute_input": "2023-08-15T18:49:00.785421Z",
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    "outputs": [
@@ -2612,10 +2612,10 @@
    "id": "a8ef1be5",
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     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.639610Z",
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    "outputs": [
@@ -2651,10 +2651,10 @@
    "id": "830897a9",
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-     "iopub.execute_input": "2023-08-07T01:31:10.643332Z",
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    "outputs": [
@@ -2692,10 +2692,10 @@
    "id": "12e88036",
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     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.646899Z",
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    "outputs": [
@@ -2728,10 +2728,10 @@
    "id": "c4098144",
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     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.650497Z",
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    "outputs": [
@@ -2764,10 +2764,10 @@
    "id": "b4d6bd49",
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     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.654426Z",
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    "outputs": [
@@ -2803,10 +2803,10 @@
    "id": "e46c3267",
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@@ -2852,10 +2852,10 @@
    "id": "96d2355e",
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     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.682406Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.682293Z",
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@@ -2895,10 +2895,10 @@
    "id": "326ef740",
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-     "shell.execute_reply": "2023-08-07T01:31:10.688159Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.836551Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.836441Z",
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    },
@@ -2965,10 +2965,10 @@
    "id": "62ad65f2",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.690010Z",
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-     "shell.execute_reply": "2023-08-07T01:31:10.691792Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.840331Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.840207Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.842474Z",
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    },
@@ -3003,10 +3003,10 @@
    "id": "683f49a3",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.693550Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.693452Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.695470Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.695224Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.843979Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.843879Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.846073Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.845769Z"
     }
    },
    "outputs": [
@@ -3042,10 +3042,10 @@
    "id": "ede73656",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.696929Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.696830Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.699180Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.698918Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.847573Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.847472Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.849818Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.849531Z"
     }
    },
    "outputs": [
@@ -3088,10 +3088,10 @@
    "id": "f65c75d6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.700773Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.700664Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.702948Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.702676Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.851339Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.851241Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.853566Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.853301Z"
     }
    },
    "outputs": [
@@ -3127,10 +3127,10 @@
    "id": "31a8ff76",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.704480Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.704376Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.706569Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.706309Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.855023Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.854922Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.857083Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.856833Z"
     }
    },
    "outputs": [
@@ -3174,10 +3174,10 @@
    "id": "c91f330e",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.708121Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.708021Z",
-     "iopub.status.idle": "2023-08-07T01:31:10.710601Z",
-     "shell.execute_reply": "2023-08-07T01:31:10.710273Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.858714Z",
+     "iopub.status.busy": "2023-08-15T18:49:00.858613Z",
+     "iopub.status.idle": "2023-08-15T18:49:00.861203Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.860913Z"
     }
    },
    "outputs": [
@@ -3214,10 +3214,10 @@
    "id": "fb53de70",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:10.712157Z",
-     "iopub.status.busy": "2023-08-07T01:31:10.712057Z",
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-     "shell.execute_reply": "2023-08-07T01:31:10.714160Z"
+     "iopub.execute_input": "2023-08-15T18:49:00.862684Z",
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+     "iopub.status.idle": "2023-08-15T18:49:00.864973Z",
+     "shell.execute_reply": "2023-08-15T18:49:00.864715Z"
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     "lines_to_next_cell": 0
    },
@@ -3306,10 +3306,10 @@
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    "outputs": [
@@ -3538,10 +3538,10 @@
    "id": "69b34e00",
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-     "iopub.execute_input": "2023-08-07T01:31:10.985226Z",
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@@ -3575,10 +3575,10 @@
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@@ -3626,10 +3626,10 @@
    "id": "fdac0ada",
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@@ -3687,10 +3687,10 @@
    "id": "883e0b73",
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@@ -3728,10 +3728,10 @@
    "id": "c733c1e8",
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-     "iopub.execute_input": "2023-08-07T01:31:11.002281Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.002200Z",
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     }
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    "outputs": [
@@ -3767,10 +3767,10 @@
    "id": "0e0e9956",
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@@ -3807,10 +3807,10 @@
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@@ -3851,10 +3851,10 @@
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@@ -3967,10 +3967,10 @@
    "id": "d336e7ce",
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@@ -4854,10 +4854,10 @@
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@@ -4989,10 +4989,10 @@
    "id": "aed049d8",
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@@ -5030,10 +5030,10 @@
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     }
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    "outputs": [
@@ -5254,10 +5254,10 @@
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@@ -5297,10 +5297,10 @@
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@@ -5410,10 +5410,10 @@
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@@ -5522,10 +5522,10 @@
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@@ -5676,10 +5676,10 @@
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@@ -5763,10 +5763,10 @@
    "id": "63638341",
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@@ -5856,10 +5856,10 @@
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    },
@@ -6276,10 +6276,10 @@
    "id": "ed95866c",
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-     "shell.execute_reply": "2023-08-07T01:31:11.091435Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.258351Z",
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@@ -6700,10 +6700,10 @@
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+     "iopub.execute_input": "2023-08-15T18:49:01.265199Z",
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    },
@@ -6980,10 +6980,10 @@
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-     "shell.execute_reply": "2023-08-07T01:31:11.105167Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.271218Z",
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    },
@@ -7371,10 +7371,10 @@
    "id": "17f13a72",
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-     "shell.execute_reply": "2023-08-07T01:31:11.108475Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.278887Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.278782Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.280597Z",
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    },
@@ -7415,10 +7415,10 @@
    "id": "07e6a011",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.110115Z",
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-     "shell.execute_reply": "2023-08-07T01:31:11.111676Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.282018Z",
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    },
@@ -7467,10 +7467,10 @@
    "id": "377ab16f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.113286Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.113209Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.115177Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.114956Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.285159Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.285060Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.286977Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.286756Z"
     }
    },
    "outputs": [
@@ -7522,10 +7522,10 @@
    "id": "91276344",
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     "execution": {
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-     "shell.execute_reply": "2023-08-07T01:31:11.121148Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.288402Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.288304Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.293596Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.293335Z"
     },
     "lines_to_next_cell": 2
    },
@@ -7618,10 +7618,10 @@
    "id": "c655fcd1",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.122898Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.122806Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.125291Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.125056Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.294914Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.294824Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.297196Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.296959Z"
     },
     "lines_to_next_cell": 0
    },
@@ -7675,10 +7675,10 @@
    "id": "cd9e0046",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.126787Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.126695Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.219932Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.219639Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.298614Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.298525Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.391402Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.391128Z"
     },
     "lines_to_next_cell": 0
    },
@@ -7724,10 +7724,10 @@
    "id": "49d239e5",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.221650Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.221537Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.307646Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.307346Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.393117Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.393003Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.483359Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.483063Z"
     },
     "lines_to_next_cell": 0
    },
@@ -7766,24 +7766,14 @@
    "id": "5c892a6a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.309269Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.309162Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.406142Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.405853Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.485105Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.484987Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.581202Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.580905Z"
     },
     "lines_to_next_cell": 0
    },
    "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Text(0.5, 1.0, 'Horsepower vs. MPG')"
-      ]
-     },
-     "execution_count": 104,
-     "metadata": {},
-     "output_type": "execute_result"
-    },
     {
      "data": {
       "image/png": 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",
@@ -7796,8 +7786,8 @@
     }
    ],
    "source": [
-    "ax = Auto.plot.scatter('horsepower', 'mpg');\n",
-    "ax.set_title('Horsepower vs. MPG')"
+    "ax = Auto.plot.scatter('horsepower', 'mpg')\n",
+    "ax.set_title('Horsepower vs. MPG');"
    ]
   },
   {
@@ -7816,10 +7806,10 @@
    "id": "92a626b0",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.407917Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.407805Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.448580Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.448273Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.582802Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.582688Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.623968Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.623675Z"
     }
    },
    "outputs": [],
@@ -7847,10 +7837,10 @@
    "id": "bf9771b9",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.450347Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.450242Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.618267Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.617958Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.625586Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.625474Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.795305Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.795005Z"
     }
    },
    "outputs": [
@@ -7895,10 +7885,10 @@
    "id": "745d2c5f",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.620009Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.619897Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.623078Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.622761Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.797116Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.796991Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.802339Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.802067Z"
     },
     "lines_to_next_cell": 0
    },
@@ -7934,10 +7924,10 @@
    "id": "8b1069bc",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.624575Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.624486Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.732936Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.732643Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.803789Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.803689Z",
+     "iopub.status.idle": "2023-08-15T18:49:01.912221Z",
+     "shell.execute_reply": "2023-08-15T18:49:01.911925Z"
     }
    },
    "outputs": [
@@ -7971,10 +7961,10 @@
    "id": "d9faa85a",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.734729Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.734614Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.835474Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.835156Z"
+     "iopub.execute_input": "2023-08-15T18:49:01.914205Z",
+     "iopub.status.busy": "2023-08-15T18:49:01.914091Z",
+     "iopub.status.idle": "2023-08-15T18:49:02.015255Z",
+     "shell.execute_reply": "2023-08-15T18:49:02.014946Z"
     },
     "lines_to_next_cell": 0
    },
@@ -8009,10 +7999,10 @@
    "id": "59d4a0b6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.837167Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.837045Z",
-     "iopub.status.idle": "2023-08-07T01:31:11.934716Z",
-     "shell.execute_reply": "2023-08-07T01:31:11.934431Z"
+     "iopub.execute_input": "2023-08-15T18:49:02.016993Z",
+     "iopub.status.busy": "2023-08-15T18:49:02.016874Z",
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@@ -8051,10 +8041,10 @@
    "id": "fb5ed57d",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:11.936712Z",
-     "iopub.status.busy": "2023-08-07T01:31:11.936407Z",
-     "iopub.status.idle": "2023-08-07T01:31:12.877266Z",
-     "shell.execute_reply": "2023-08-07T01:31:12.876964Z"
+     "iopub.execute_input": "2023-08-15T18:49:02.115927Z",
+     "iopub.status.busy": "2023-08-15T18:49:02.115815Z",
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    },
@@ -8089,10 +8079,10 @@
    "id": "8e117e38",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:12.879017Z",
-     "iopub.status.busy": "2023-08-07T01:31:12.878899Z",
-     "iopub.status.idle": "2023-08-07T01:31:13.105163Z",
-     "shell.execute_reply": "2023-08-07T01:31:13.104811Z"
+     "iopub.execute_input": "2023-08-15T18:49:03.057178Z",
+     "iopub.status.busy": "2023-08-15T18:49:03.057073Z",
+     "iopub.status.idle": "2023-08-15T18:49:03.291546Z",
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@@ -8128,10 +8118,10 @@
    "id": "9e0b12f2",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:13.106923Z",
-     "iopub.status.busy": "2023-08-07T01:31:13.106799Z",
-     "iopub.status.idle": "2023-08-07T01:31:13.112755Z",
-     "shell.execute_reply": "2023-08-07T01:31:13.112431Z"
+     "iopub.execute_input": "2023-08-15T18:49:03.293251Z",
+     "iopub.status.busy": "2023-08-15T18:49:03.293122Z",
+     "iopub.status.idle": "2023-08-15T18:49:03.299440Z",
+     "shell.execute_reply": "2023-08-15T18:49:03.299052Z"
     },
     "lines_to_next_cell": 0
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@@ -8241,10 +8231,10 @@
    "id": "ba4aa0f6",
    "metadata": {
     "execution": {
-     "iopub.execute_input": "2023-08-07T01:31:13.114362Z",
-     "iopub.status.busy": "2023-08-07T01:31:13.114259Z",
-     "iopub.status.idle": "2023-08-07T01:31:13.118767Z",
-     "shell.execute_reply": "2023-08-07T01:31:13.118402Z"
+     "iopub.execute_input": "2023-08-15T18:49:03.300968Z",
+     "iopub.status.busy": "2023-08-15T18:49:03.300854Z",
+     "iopub.status.idle": "2023-08-15T18:49:03.304996Z",
+     "shell.execute_reply": "2023-08-15T18:49:03.304715Z"
     },
     "lines_to_next_cell": 0
    },