diff --git a/docs/TrendAnalysis_example_pvdaq4.ipynb b/docs/TrendAnalysis_example_pvdaq4.ipynb index 8f4b65eb..3b2f7680 100644 --- a/docs/TrendAnalysis_example_pvdaq4.ipynb +++ b/docs/TrendAnalysis_example_pvdaq4.ipynb @@ -139,12 +139,14 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -226,10 +228,10 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/xgboost/lib/python3.7/site-packages/rdtools/soiling.py:15: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " 'The soiling module is currently experimental. The API, results, '\n", - "/Users/mdecegli/opt/anaconda3/envs/xgboost/lib/python3.7/site-packages/rdtools/soiling.py:366: UserWarning: 20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the \"half_norm_clean\" and \"random_clean\" cleaning assumptions. Consider more permissive validity criteria such as increasing \"max_relative_slope_error\" and/or \"max_negative_step\" and/or decreasing \"min_interval_length\". Alternatively, consider using method=\"perfect_clean\". For more info see https://github.com/NREL/rdtools/issues/272\n", - " warnings.warn('20% or more of the daily data is assigned to invalid soiling '\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\analysis_chains.py:582: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " from rdtools import soiling\n", + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\soiling.py:825: UserWarning: 20% or more of the daily data is assigned to invalid soiling intervals. This can be problematic with the \"half_norm_clean\" and \"random_clean\" cleaning assumptions. Consider more permissive validity criteria such as increasing \"max_relative_slope_error\" and/or \"max_negative_step\" and/or decreasing \"min_interval_length\". Alternatively, consider using method=\"perfect_clean\". For more info see https://github.com/NREL/rdtools/issues/272\n", + " outlier_factor=outlier_factor)\n" ] } ], @@ -331,12 +333,14 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -354,12 +358,14 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -377,12 +383,14 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -404,12 +412,14 @@ "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -436,18 +446,20 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/xgboost/lib/python3.7/site-packages/rdtools/plotting.py:166: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " 'The soiling module is currently experimental. The API, results, '\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\analysis_chains.py:790: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " results_dict['calc_info'], aggregated, **kwargs)\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -464,18 +476,20 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/xgboost/lib/python3.7/site-packages/rdtools/plotting.py:226: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " 'The soiling module is currently experimental. The API, results, '\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\analysis_chains.py:821: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " results_dict['calc_info'], aggregated, **kwargs)\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -492,18 +506,20 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/xgboost/lib/python3.7/site-packages/rdtools/plotting.py:266: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", - " 'The soiling module is currently experimental. The API, results, '\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\analysis_chains.py:850: UserWarning: The soiling module is currently experimental. The API, results, and default behaviors may change in future releases (including MINOR and PATCH releases) as the code matures.\n", + " results_dict['calc_info'], **kwargs)\n" ] }, { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] }, - "metadata": {}, + "metadata": { + "needs_background": "light" + }, "output_type": "display_data" } ], @@ -670,8 +686,8 @@ "name": "stderr", "output_type": "stream", "text": [ - "/Users/mdecegli/opt/anaconda3/envs/xgboost/lib/python3.7/site-packages/rdtools/filtering.py:641: UserWarning: The XGBoost filter is an experimental clipping filter that is still under development. The API, results, and default behaviors may change in future releases (including MINOR and PATCH). Use at your own risk!\n", - " warnings.warn(\"The XGBoost filter is an experimental clipping filter \"\n" + "c:\\users\\kanderso\\software\\anaconda3\\envs\\rdtools-dev\\lib\\site-packages\\rdtools\\filtering.py:168: UserWarning: The XGBoost filter is an experimental clipping filter that is still under development. The API, results, and default behaviors may change in future releases (including MINOR and PATCH). Use at your own risk!\n", + " clip_mask = xgboost_clip_filter(power_ac, **kwargs)\n" ] } ], @@ -62265,9 +62281,9 @@ } }, "text/html": [ - "