diff --git a/demo.ipynb b/demo.ipynb index 393241e..81a9b0c 100644 --- a/demo.ipynb +++ b/demo.ipynb @@ -56,7 +56,7 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6f23be1a82e24172913a97c230d92de0", + "model_id": "5a6d2ace5f3641f8acca98402ac659d1", "version_major": 2, "version_minor": 0 }, @@ -95,20 +95,13 @@ { "cell_type": "code", "execution_count": 4, - "id": "ceec4ec5-e179-4e2d-9412-fb7aa519c8e0", - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" + "id": "4c951995-0809-4246-92d5-73ca7145b2ac", + "metadata": { + "jupyter": { + "source_hidden": true } - ], + }, + "outputs": [], "source": [ "import datetime as dt\n", "\n", @@ -116,37 +109,54 @@ "import matplotlib.pyplot as plt\n", "\n", "\n", - "TIMESERIES_QUERY_URL = f\"{API_BASE_URL}/events/timeseries/monthly?{SPATIOTEMPORAL_QUERY_STRING}\"\n", - "\n", "def barchart(*, query_url: str, index_col: str, rot: int = 0, title: str):\n", + " \"\"\"Produce a timeseries or climatology barchart.\"\"\"\n", " \n", " timeseries_data = pandas.read_json(query_url)\n", " timeseries_data.set_index(index_col, inplace=True)\n", " if index_col == \"date\":\n", " timeseries_data.index = timeseries_data.index.strftime(\"%Y-%m\")\n", "\n", - " return timeseries_data.plot(\n", + " plt.show(timeseries_data.plot(\n", " kind=\"bar\",\n", " title=title,\n", " ylabel=\"Event count\",\n", " xlabel=\"Month\",\n", " rot=rot,\n", " legend=False,\n", - " )\n", - "\n", - "plt.show(\n", - " barchart(\n", - " query_url=TIMESERIES_QUERY_URL,\n", - " index_col=\"date\",\n", - " rot=45,\n", - " title=f\"Monthly rain on snow events\\n[{QUERY_START_DATE}, {QUERY_END_DATE})\",\n", - " )\n", - ")" + " ))" ] }, { "cell_type": "code", "execution_count": 5, + "id": "ceec4ec5-e179-4e2d-9412-fb7aa519c8e0", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "TIMESERIES_QUERY_URL = f\"{API_BASE_URL}/events/timeseries/monthly?{SPATIOTEMPORAL_QUERY_STRING}\"\n", + "barchart(\n", + " query_url=TIMESERIES_QUERY_URL,\n", + " index_col=\"date\",\n", + " rot=45,\n", + " title=f\"Monthly rain on snow events\\n[{QUERY_START_DATE}, {QUERY_END_DATE})\",\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 6, "id": "ee8669e8-d5a7-4841-b1b3-a184f0caf9d4", "metadata": {}, "outputs": [ @@ -163,13 +173,10 @@ ], "source": [ "CLIMATOLOGY_QUERY_URL = f\"{API_BASE_URL}/events/climatology/monthly?{SPATIOTEMPORAL_QUERY_STRING}\"\n", - "\n", - "plt.show(\n", - " barchart(\n", - " query_url=CLIMATOLOGY_QUERY_URL,\n", - " index_col=\"month\",\n", - " title=f\"Monthly climatology of rain on snow events\\n[{QUERY_START_DATE}, {QUERY_END_DATE})\",\n", - " )\n", + "barchart(\n", + " query_url=CLIMATOLOGY_QUERY_URL,\n", + " index_col=\"month\",\n", + " title=f\"Monthly climatology of rain on snow events\\n[{QUERY_START_DATE}, {QUERY_END_DATE})\",\n", ")" ] }