diff --git a/README.md b/README.md
index 88155d5..b623b6a 100644
--- a/README.md
+++ b/README.md
@@ -7,4 +7,4 @@ their reproduction.
 
 ```shell
 ./tools/stick-probability-specific-harness.bash $(seq 0.5 0.02 0.7)
-```
\ No newline at end of file
+```
diff --git a/model-0a56c6f b/models/old-rust-models/model-0a56c6f
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rename to models/old-rust-models/model-0a56c6f
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diff --git a/rust-int-13fc1ff b/models/old-rust-models/rust-int-13fc1ff
similarity index 100%
rename from rust-int-13fc1ff
rename to models/old-rust-models/rust-int-13fc1ff
diff --git a/rust-int-dc64117 b/models/old-rust-models/rust-int-dc64117
similarity index 100%
rename from rust-int-dc64117
rename to models/old-rust-models/rust-int-dc64117
diff --git a/rust-int-fd89d3f b/models/old-rust-models/rust-int-fd89d3f
similarity index 100%
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diff --git a/notebooks/stick-probability.ipynb b/notebooks/stick-probability.ipynb
index 6bb7c25..f3e3c38 100644
--- a/notebooks/stick-probability.ipynb
+++ b/notebooks/stick-probability.ipynb
@@ -48368,2034 +48368,25 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 62,
+   "execution_count": 96,
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
       "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/numpy/lib/arraysetops.py:89: RuntimeWarning: invalid value encountered in subtract\n",
       "  return ary[1:] - ary[:-1]\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
-      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/pandas/core/arraylike.py:402: RuntimeWarning: divide by zero encountered in log\n",
-      "  result = getattr(ufunc, method)(*inputs, **kwargs)\n",
+      "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/numpy/lib/arraysetops.py:89: RuntimeWarning: invalid value encountered in subtract\n",
+      "  return ary[1:] - ary[:-1]\n",
       "/Users/joshuacoles/Library/Caches/pypoetry/virtualenvs/data-analysis-B4Au_hWl-py3.10/lib/python3.10/site-packages/numpy/lib/arraysetops.py:89: RuntimeWarning: invalid value encountered in subtract\n",
       "  return ary[1:] - ary[:-1]\n"
      ]
-    },
-    {
-     "ename": "ValueError",
-     "evalue": "not enough values to unpack (expected 2, got 0)",
-     "output_type": "error",
-     "traceback": [
-      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
-      "\u001B[0;31mValueError\u001B[0m                                Traceback (most recent call last)",
-      "Cell \u001B[0;32mIn[62], line 3\u001B[0m\n\u001B[1;32m      1\u001B[0m rust_int_fd89d3f \u001B[38;5;241m=\u001B[39m read_sp_full(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m../data/rust-int-fd89d3f\u001B[39m\u001B[38;5;124m\"\u001B[39m)\n\u001B[1;32m      2\u001B[0m rust_int_dc64117 \u001B[38;5;241m=\u001B[39m read_sp_full(\u001B[38;5;124m\"\u001B[39m\u001B[38;5;124m../data/rust-int-dc64117\u001B[39m\u001B[38;5;124m\"\u001B[39m)\n\u001B[0;32m----> 3\u001B[0m rust_sp_ac6e176 \u001B[38;5;241m=\u001B[39m \u001B[43mread_sp_full\u001B[49m\u001B[43m(\u001B[49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[38;5;124;43m./data/rust-sp-ac6e176\u001B[39;49m\u001B[38;5;124;43m\"\u001B[39;49m\u001B[43m)\u001B[49m\n",
-      "Cell \u001B[0;32mIn[34], line 13\u001B[0m, in \u001B[0;36mread_sp_full\u001B[0;34m(probabilities_dir)\u001B[0m\n\u001B[1;32m     11\u001B[0m b \u001B[38;5;241m=\u001B[39m [fd_of_dfs(dfs) \u001B[38;5;28;01mfor\u001B[39;00m (p, dfs) \u001B[38;5;129;01min\u001B[39;00m a]\n\u001B[1;32m     12\u001B[0m ps \u001B[38;5;241m=\u001B[39m [p \u001B[38;5;28;01mfor\u001B[39;00m (p, dfs) \u001B[38;5;129;01min\u001B[39;00m a]\n\u001B[0;32m---> 13\u001B[0m means, stds \u001B[38;5;241m=\u001B[39m \u001B[38;5;28mlist\u001B[39m(\u001B[38;5;28mzip\u001B[39m(\u001B[38;5;241m*\u001B[39mb))\n\u001B[1;32m     14\u001B[0m c \u001B[38;5;241m=\u001B[39m pd\u001B[38;5;241m.\u001B[39mDataFrame(\u001B[38;5;28mzip\u001B[39m(ps, means, stds), columns\u001B[38;5;241m=\u001B[39m[\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mp\u001B[39m\u001B[38;5;124m'\u001B[39m, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mfd_mean\u001B[39m\u001B[38;5;124m'\u001B[39m, \u001B[38;5;124m'\u001B[39m\u001B[38;5;124mfd_std\u001B[39m\u001B[38;5;124m'\u001B[39m])\n\u001B[1;32m     15\u001B[0m c\u001B[38;5;241m.\u001B[39msort_values(by\u001B[38;5;241m=\u001B[39m\u001B[38;5;124m'\u001B[39m\u001B[38;5;124mp\u001B[39m\u001B[38;5;124m'\u001B[39m, inplace\u001B[38;5;241m=\u001B[39m\u001B[38;5;28;01mTrue\u001B[39;00m)\n",
-      "\u001B[0;31mValueError\u001B[0m: not enough values to unpack (expected 2, got 0)"
-     ]
     }
    ],
    "source": [
     "rust_int_fd89d3f = read_sp_full(\"../data/rust-int-fd89d3f\")\n",
-    "rust_int_dc64117 = read_sp_full(\"../data/rust-int-dc64117\")"
+    "rust_int_dc64117 = read_sp_full(\"../data/rust-int-dc64117\")\n",
+    "rust_sp_973bcf0 = read_sp_full(\"../data/rust-sp-973bcf0\")"
    ],
    "metadata": {
     "collapsed": false
@@ -50432,20 +48423,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 93,
+   "execution_count": 98,
    "outputs": [
     {
      "data": {
-      "text/plain": "[<matplotlib.lines.Line2D at 0x1473c70a0>]"
+      "text/plain": "[<matplotlib.lines.Line2D at 0x145907a30>]"
      },
-     "execution_count": 93,
+     "execution_count": 98,
      "metadata": {},
      "output_type": "execute_result"
     },
     {
      "data": {
       "text/plain": "<Figure size 640x480 with 1 Axes>",
-      "image/png": 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"
+      "image/png": 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"
      },
      "metadata": {},
      "output_type": "display_data"
@@ -50461,7 +48452,8 @@
     "# plt.plot(rsp_0a56c6f.p, rsp_0a56c6f.fd_mean)\n",
     "# plt.plot(rust_int_fd89d3f.p, rust_int_fd89d3f.fd_mean)\n",
     "# plt.plot(rust_int_dc64117.p, rust_int_dc64117.fd_mean)\n",
-    "plt.plot(rust_sp_de88205.p, rust_sp_de88205.fd_mean)"
+    "# plt.plot(rust_sp_de88205.p, rust_sp_de88205.fd_mean)\n",
+    "plt.plot(rust_sp_973bcf0.p, rust_sp_973bcf0.fd_mean)"
    ],
    "metadata": {
     "collapsed": false
diff --git a/tools/calc-fd.py b/tools/calc-fd.py
index 01e7ecf..96f7544 100644
--- a/tools/calc-fd.py
+++ b/tools/calc-fd.py
@@ -4,6 +4,7 @@ import numpy as np
 import matplotlib.pyplot as plt
 import scipy
 from glob import glob
+import sys
 
 
 def read_xy(path: str):
@@ -60,7 +61,6 @@ def fd_of_dfs(dfs):
     return np.mean(fds_clean), np.std(fds_clean)
 
 
-import sys
 print(sys.argv)
 np.seterr(divide='ignore')
 
diff --git a/tools/copy-run.bash b/tools/copy-run.bash
index 4412e39..d3e9ac8 100755
--- a/tools/copy-run.bash
+++ b/tools/copy-run.bash
@@ -1,4 +1,4 @@
 REF=$(cd "/Users/joshuacoles/Developer/checkouts/jc3091/CompB DLA/rust-codebase/" && git rev-parse --short HEAD && cargo build --release)
 cp "/Users/joshuacoles/Developer/checkouts/jc3091/CompB DLA/rust-codebase/target/release/model" ./model-$REF
 #./tools/sp-harness.bash ./model-$REF rust-sp-$REF $(seq 0.2 0.4 1)
-echo ./model-$REF created
\ No newline at end of file
+echo ./model-$REF created
diff --git a/tools/rust-sp-harness.bash b/tools/rust-sp-harness.bash
deleted file mode 100755
index 77579ac..0000000
--- a/tools/rust-sp-harness.bash
+++ /dev/null
@@ -1,16 +0,0 @@
-#!/usr/bin/env bash
-
-# NOTE: Requires GNU parallel
-
-MODEL="models/rust-sp"
-#MODEL=echo
-mkdir -p data/rust-sp
-PROBABILITIES=$@
-
-for i in $PROBABILITIES; do
-  mkdir data/rust-sp/"$i"
-done
-
-MAX_PARTICLES=2000
-
-parallel "$MODEL" '{1}' $MAX_PARTICLES '{2}' 'data/rust-sp/{2}/{1}.csv' ::: {1..100} ::: $PROBABILITIES
diff --git a/tools/stick-probability-harness.bash b/tools/stick-probability-harness.bash
deleted file mode 100755
index 7dbca4b..0000000
--- a/tools/stick-probability-harness.bash
+++ /dev/null
@@ -1,15 +0,0 @@
-#!/usr/bin/env bash
-
-# NOTE: Requires GNU parallel
-
-MODEL="models/stick-probability"
-mkdir -p data/stick-probability
-PROBABILITIES=$(seq 0.01 0.01 1)
-
-for i in $PROBABILITIES; do
-  mkdir data/stick-probability/"$i"
-done
-
-MAX_PARTICLES=2000
-
-parallel "$MODEL" '{1}' $MAX_PARTICLES '{2}' 'data/stick-probability/{2}/{1}.csv' ::: {1..100} ::: $PROBABILITIES
diff --git a/tools/stick-probability-specific-harness.bash b/tools/stick-probability-specific-harness.bash
deleted file mode 100755
index 210f753..0000000
--- a/tools/stick-probability-specific-harness.bash
+++ /dev/null
@@ -1,15 +0,0 @@
-#!/usr/bin/env bash
-
-# NOTE: Requires GNU parallel
-
-MODEL="models/stick-probability"
-mkdir -p data/stick-probability
-PROBABILITIES=$@
-
-for i in $PROBABILITIES; do
-  mkdir data/stick-probability/"$i"
-done
-
-MAX_PARTICLES=2000
-
-parallel "$MODEL" '{1}' $MAX_PARTICLES '{2}' 'data/stick-probability/{2}/{1}.csv' ::: {1..100} ::: $PROBABILITIES