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diff --git a/docs/example_notebooks/Datasets - Multiclass.ipynb b/docs/example_notebooks/Datasets - Multiclass.ipynb
@@ -225,7 +225,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
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diff --git a/docs/example_notebooks/Examples California Housing.ipynb b/docs/example_notebooks/Examples California Housing.ipynb
diff --git a/docs/example_notebooks/Examples Green Taxi.ipynb b/docs/example_notebooks/Examples Green Taxi.ipynb
diff --git a/docs/example_notebooks/How It Works - Multivariate Drift.ipynb b/docs/example_notebooks/How It Works - Multivariate Drift.ipynb
diff --git a/docs/example_notebooks/How it Works - Chunking Data.ipynb b/docs/example_notebooks/How it Works - Chunking Data.ipynb
diff --git a/docs/example_notebooks/How it Works - DLE.ipynb b/docs/example_notebooks/How it Works - DLE.ipynb
@@ -2,7 +2,7 @@
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@@ -17,7 +17,7 @@
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@@ -29,7 +29,7 @@
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@@ -44,7 +44,7 @@
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@@ -69,7 +69,7 @@
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@@ -103,7 +103,7 @@
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@@ -126,7 +126,7 @@
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@@ -153,7 +153,7 @@
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@@ -196,7 +196,7 @@
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@@ -214,7 +214,7 @@
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@@ -254,7 +254,7 @@
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@@ -284,7 +284,7 @@
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@@ -337,7 +337,7 @@
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diff --git a/docs/example_notebooks/How it Works - Ranking.ipynb b/docs/example_notebooks/How it Works - Ranking.ipynb
diff --git a/docs/example_notebooks/How it Works - Thresholds.ipynb b/docs/example_notebooks/How it Works - Thresholds.ipynb
@@ -132,7 +132,7 @@
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diff --git a/docs/example_notebooks/Quickstart.ipynb b/docs/example_notebooks/Quickstart.ipynb
@@ -1018,7 +1018,7 @@
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diff --git a/docs/example_notebooks/Review Comparison Plots.ipynb b/docs/example_notebooks/Review Comparison Plots.ipynb
@@ -132,7 +132,7 @@
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diff --git a/docs/example_notebooks/Tutorial - Adjusting plots.ipynb b/docs/example_notebooks/Tutorial - Adjusting plots.ipynb
@@ -65,7 +65,7 @@
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diff --git a/docs/example_notebooks/Tutorial - Calculating Business Value - Binary Classification.ipynb b/docs/example_notebooks/Tutorial - Calculating Business Value - Binary Classification.ipynb
@@ -846,7 +846,7 @@
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+   "version": "3.8.18"
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diff --git a/docs/example_notebooks/Tutorial - Calculating Confusion Matrix - Binary Classification.ipynb b/docs/example_notebooks/Tutorial - Calculating Confusion Matrix - Binary Classification.ipynb
@@ -1059,7 +1059,7 @@
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diff --git a/...ample_notebooks/Tutorial - Calculating Confusion Matrix - Multiclass Classification.ipynb b/...ample_notebooks/Tutorial - Calculating Confusion Matrix - Multiclass Classification.ipynb
@@ -1104,7 +1104,7 @@
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diff --git a/docs/example_notebooks/Tutorial - Calculating Standard Metrics - Binary Classification.ipynb b/docs/example_notebooks/Tutorial - Calculating Standard Metrics - Binary Classification.ipynb
diff --git a/docs/example_notebooks/Tutorial - Chunking.ipynb b/docs/example_notebooks/Tutorial - Chunking.ipynb
@@ -19,17 +19,17 @@
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-      "  warnings.warn(\n",
-      "/home/niels/Code/nml/nannyml/nannyml/chunk.py:181: UserWarning: The resulting number of chunks is too low. Please consider splitting your data in a different way or continue at your own risk.\n",
+      "/Users/niels/Code/nml/nannyml/nannyml/chunk.py:181: UserWarning: The resulting number of chunks is too low. Please consider splitting your data in a different way or continue at your own risk.\n",
       "  warnings.warn(\n"
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     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/home/niels/Code/nml/nannyml/nannyml/chunk.py:181: UserWarning: The resulting number of chunks is too low. Please consider splitting your data in a different way or continue at your own risk.\n",
+      "/Users/niels/Code/nml/nannyml/nannyml/chunk.py:181: UserWarning: The resulting number of chunks is too low. Please consider splitting your data in a different way or continue at your own risk.\n",
+      "  warnings.warn(\n",
+      "/Users/niels/Code/nml/nannyml/nannyml/chunk.py:181: UserWarning: The resulting number of chunks is too low. Please consider splitting your data in a different way or continue at your own risk.\n",
       "  warnings.warn(\n"
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@@ -726,7 +726,7 @@
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+   "version": "3.8.18"
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diff --git a/docs/example_notebooks/Tutorial - Compare Estimated and Realized Performance.ipynb b/docs/example_notebooks/Tutorial - Compare Estimated and Realized Performance.ipynb
@@ -947,7 +947,7 @@
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diff --git a/...otebooks/Tutorial - Creating and Estimating a Custom Metric - Binary Classification.ipynb b/...otebooks/Tutorial - Creating and Estimating a Custom Metric - Binary Classification.ipynb
diff --git a/docs/example_notebooks/Tutorial - Data Requirements.ipynb b/docs/example_notebooks/Tutorial - Data Requirements.ipynb
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diff --git a/docs/example_notebooks/Tutorial - Drift - Multivariate - Domain Classifier.ipynb b/docs/example_notebooks/Tutorial - Drift - Multivariate - Domain Classifier.ipynb
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    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.8.18"
   }
  },
  "nbformat": 4,