update nemseer examples with matplotlib styling

UNSW-CEEM · Jul 28, 2023 · 137e37f · 137e37f
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Showing 23 changed files with 371 additions and 551 deletions.
diff --git a/docs/source/_static/NSW1_abs_price_error_2021.html b/docs/source/_static/NSW1_abs_price_error_2021.html
diff --git a/docs/source/_static/QLD1_abs_price_error_2021.html b/docs/source/_static/QLD1_abs_price_error_2021.html
diff --git a/docs/source/_static/SA1_abs_price_error_2021.html b/docs/source/_static/SA1_abs_price_error_2021.html
diff --git a/docs/source/_static/TAS1_abs_price_error_2021.html b/docs/source/_static/TAS1_abs_price_error_2021.html
diff --git a/docs/source/_static/VIC1_abs_price_error_2021.html b/docs/source/_static/VIC1_abs_price_error_2021.html
diff --git a/docs/source/_static/demand_cov.html b/docs/source/_static/demand_cov.html
diff --git a/docs/source/_static/p5min_error_2021_ahead_time_hists.html b/docs/source/_static/p5min_error_2021_ahead_time_hists.html
diff --git a/docs/source/_static/p5min_error_2021_ahead_time_percentile.html b/docs/source/_static/p5min_error_2021_ahead_time_percentile.html
diff --git a/docs/source/_static/p5min_error_2021_tod_percentile.html b/docs/source/_static/p5min_error_2021_tod_percentile.html
diff --git a/docs/source/_static/p5min_error_2021_tod_percentile.png b/docs/source/_static/p5min_error_2021_tod_percentile.png
diff --git a/docs/source/_static/pd_error_2021_ahead_samples.html b/docs/source/_static/pd_error_2021_ahead_samples.html
diff --git a/docs/source/_static/pd_error_2021_da_dists.html b/docs/source/_static/pd_error_2021_da_dists.html
diff --git a/docs/source/_static/pd_error_NEM_2021_ahead_time_percentile.html b/docs/source/_static/pd_error_NEM_2021_ahead_time_percentile.html
diff --git a/docs/source/_static/pd_error_NSW1_2021_aheadtime_percentile.html b/docs/source/_static/pd_error_NSW1_2021_aheadtime_percentile.html
diff --git a/docs/source/_static/pd_error_QLD1_2021_aheadtime_percentile.html b/docs/source/_static/pd_error_QLD1_2021_aheadtime_percentile.html
diff --git a/docs/source/_static/pd_error_SA1_2021_aheadtime_percentile.html b/docs/source/_static/pd_error_SA1_2021_aheadtime_percentile.html
diff --git a/docs/source/_static/pd_error_TAS1_2021_aheadtime_percentile.html b/docs/source/_static/pd_error_TAS1_2021_aheadtime_percentile.html
diff --git a/docs/source/_static/pd_error_VIC1_2021_aheadtime_percentile.html b/docs/source/_static/pd_error_VIC1_2021_aheadtime_percentile.html
diff --git a/docs/source/_static/price_cov.html b/docs/source/_static/price_cov.html
diff --git a/docs/source/examples/p5min_demand_forecast_error_2021.ipynb b/docs/source/examples/p5min_demand_forecast_error_2021.ipynb
@@ -33,7 +33,6 @@
    "source": [
     "# standard libraries\n",
     "from datetime import datetime, timedelta\n",
-    "from dateutil.relativedelta import relativedelta\n",
     "from pathlib import Path\n",
     "import multiprocessing as mp\n",
     "\n",
@@ -71,7 +70,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 2,
    "metadata": {
     "tags": [
      "hide-cell"
@@ -81,7 +80,7 @@
    "source": [
     "nemseer_template = dict(\n",
     "    layout=go.Layout(\n",
-    "        font_family=\"Source Sans Pro\",\n",
+    "        font_family=\"Source Sans 3\",\n",
     "        title_font_size=24,\n",
     "        title_x=0.05,\n",
     "        plot_bgcolor=\"#f0f0f0\",\n",
@@ -206,7 +205,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -317,7 +316,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -446,9 +445,22 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
+   "execution_count": 8,
+   "metadata": {
+    "tags": [
+     "remove-output"
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/abi/version_control/NEMSEER/.venv/lib/python3.11/site-packages/nemosis/data_fetch_methods.py:781: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+      "  col_new = _pd.to_datetime(series)\n"
+     ]
+    }
+   ],
    "source": [
     "forecast_error = calculate_p5min_demand_forecast_error_vectorised(\n",
     "    analysis_start, analysis_end\n",
@@ -472,7 +484,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": 9,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -507,7 +519,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
+   "execution_count": 10,
    "metadata": {
     "scrolled": true
    },
@@ -542,7 +554,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": 11,
    "metadata": {
     "tags": [
      "remove-cell"
@@ -581,28 +593,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 12,
    "metadata": {
     "tags": [
      "remove-output"
     ]
    },
-   "outputs": [
-    {
-     "name": "stderr",
-     "output_type": "stream",
-     "text": [
-      "/tmp/ipykernel_274950/2372743404.py:4: SettingWithCopyWarning:\n",
-      "\n",
-      "\n",
-      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
-      "Try using .loc[row_indexer,col_indexer] = value instead\n",
-      "\n",
-      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
-      "\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "error_excluding_real_time = forecast_error[\n",
     "    forecast_error[\"ahead_time\"].dt.seconds > 300\n",
@@ -614,7 +611,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": 13,
    "metadata": {
     "scrolled": true
    },
@@ -633,7 +630,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": 14,
    "metadata": {
     "tags": [
      "remove-cell"
@@ -670,7 +667,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 15,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -696,7 +693,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 16,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -729,7 +726,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 17,
    "metadata": {
     "tags": [
      "remove-cell"
@@ -755,9 +752,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "nemseer",
+   "display_name": ".venv",
    "language": "python",
-   "name": "nemseer"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -769,15 +766,10 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.11.4"
   },
   "mystnb": {
    "execution_mode": "off"
-  },
-  "vscode": {
-   "interpreter": {
-    "hash": "576fc7d7a7b34496c6e4e4b9ac6c058d3cc09d324fa720081ac27e023c8ef135"
-   }
   }
  },
  "nbformat": 4,

diff --git a/docs/source/examples/pd_demand_forecast_error_2021.ipynb b/docs/source/examples/pd_demand_forecast_error_2021.ipynb
@@ -75,7 +75,7 @@
    "source": [
     "nemseer_template = dict(\n",
     "    layout=go.Layout(\n",
-    "        font_family=\"Source Sans Pro\",\n",
+    "        font_family=\"Source Sans 3\",\n",
     "        title_font_size=24,\n",
     "        title_x=0.05,\n",
     "        plot_bgcolor=\"#f0f0f0\",\n",
@@ -435,8 +435,21 @@
   {
    "cell_type": "code",
    "execution_count": 9,
-   "metadata": {},
-   "outputs": [],
+   "metadata": {
+    "tags": [
+     "remove-output"
+    ]
+   },
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/home/abi/version_control/NEMSEER/.venv/lib/python3.11/site-packages/nemosis/data_fetch_methods.py:781: UserWarning: Could not infer format, so each element will be parsed individually, falling back to `dateutil`. To ensure parsing is consistent and as-expected, please specify a format.\n",
+      "  col_new = _pd.to_datetime(series)\n"
+     ]
+    }
+   ],
    "source": [
     "forecast_error = calculate_predispatch_demand_forecast_error_vectorised(\n",
     "    analysis_start, analysis_end\n",
@@ -794,6 +807,7 @@
    "cell_type": "markdown",
    "metadata": {},
    "source": [
+    "\n",
     "```{raw} html\n",
     "---\n",
     "file: ../_static/pd_error_2021_da_dists.html\n",
@@ -804,9 +818,9 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "nemseer",
+   "display_name": ".venv",
    "language": "python",
-   "name": "nemseer"
+   "name": "python3"
   },
   "language_info": {
    "codemirror_mode": {
@@ -818,15 +832,10 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.6"
+   "version": "3.11.4"
   },
   "mystnb": {
    "execution_mode": "off"
-  },
-  "vscode": {
-   "interpreter": {
-    "hash": "3d87edaa96a2b6f20f72be58868756e9fd14c277bec7729a5632a59d6b45b0d7"
-   }
   }
  },
  "nbformat": 4,