diff --git a/project/report.ipynb b/project/report.ipynb index f15852aba5..4f3dd01728 100644 --- a/project/report.ipynb +++ b/project/report.ipynb @@ -187,7 +187,7 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 102, "metadata": {}, "outputs": [ { @@ -215,7 +215,7 @@ }, { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ]