4 "cell_type": "markdown",
5 "id": "b1100419-e2ec-46b6-89d3-327421288025",
8 "## Find Data Availability for Stations\n",
10 "Find which RAWS stations in Colorado have data availability for variables of interest to fuel moisture model."
16 "id": "edb47918-af48-4002-8a66-7e78c7d10c77",
21 "output_type": "stream",
23 "Requirement already satisfied: MesoPy in c:\\users\\jhirs\\anaconda3\\lib\\site-packages (2.0.3)\n"
28 "!pip install MesoPy\n",
29 "from MesoPy import Meso\n",
30 "import os.path as osp\n",
34 "# bounding_box = \"-115, 38, -110, 40\"\n",
35 "meso_token=\"4192c18707b848299783d59a9317c6e1\"\n",
42 "id": "37683794-406d-4524-99d3-2c167ff444ea",
46 "time_start = \"201806010800\" # June 1 2018 08:00 in format yyyymmddHHMM\n",
47 "time_s2 = \"201806010900\" # June 1 2018 09:00 in format yyyymmddHHMM \n",
48 "time_end = \"201907200900\" # June 20 2018 09:00 in format yyyymmddHHMM\n",
50 "vars='air_temp,relative_humidity,precip_accum,fuel_moisture'"
56 "id": "7dfb0387-6535-4976-9e9a-62e3cf9a69cd",
60 "meso_obss = m.timeseries(time_start, time_s2, state=\"CO\", \n",
61 " showemptystations = '0', vars=vars)"
67 "id": "2255f323-2685-47b1-b862-f86eca6a3991",
71 "import pandas as pd\n",
72 "import numpy as np\n",
74 "station_df = pd.DataFrame(columns=['STID', 'air_temp', 'relative_humidity', 'precip_accum', 'fuel_moisture'],\n",
75 " index=range(0, len(meso_obss[\"STATION\"])))"
81 "id": "6f4fbe0d-dd16-4c1c-950e-97e23e5a1918",
85 "for i in range(0, station_df.shape[0]):\n",
86 " station_df[\"STID\"][i] = meso_obss[\"STATION\"][i][\"STID\"]\n",
87 " station_df[\"air_temp\"][i] = int(\"air_temp\" in meso_obss[\"STATION\"][i][\"SENSOR_VARIABLES\"].keys())\n",
88 " station_df[\"relative_humidity\"][i] = int(\"relative_humidity\" in meso_obss[\"STATION\"][i][\"SENSOR_VARIABLES\"].keys())\n",
89 " station_df[\"precip_accum\"][i] = int(\"precip_accum\" in meso_obss[\"STATION\"][i][\"SENSOR_VARIABLES\"].keys())\n",
90 " station_df[\"fuel_moisture\"][i] = int(\"fuel_moisture\" in meso_obss[\"STATION\"][i][\"SENSOR_VARIABLES\"].keys())"
96 "id": "de8ec8c9-4af7-4bdc-9dbc-1b361d011654",
104 " .dataframe tbody tr th:only-of-type {\n",
105 " vertical-align: middle;\n",
108 " .dataframe tbody tr th {\n",
109 " vertical-align: top;\n",
112 " .dataframe thead th {\n",
113 " text-align: right;\n",
116 "<table border=\"1\" class=\"dataframe\">\n",
118 " <tr style=\"text-align: right;\">\n",
121 " <th>air_temp</th>\n",
122 " <th>relative_humidity</th>\n",
123 " <th>precip_accum</th>\n",
124 " <th>fuel_moisture</th>\n",
173 " STID air_temp relative_humidity precip_accum fuel_moisture\n",
174 "123 CPTC2 1 1 1 1\n",
175 "124 CHAC2 1 1 1 1\n",
176 "125 CHRC2 1 1 1 1\n",
177 "144 LKGC2 1 1 1 1\n",
181 "execution_count": 6,
183 "output_type": "execute_result"
187 "station_df[station_df[\"fuel_moisture\"]==1].head()"
192 "execution_count": 7,
193 "id": "99dde77e-5f6f-4e45-babf-f7599e8fca14",
198 "station_df.to_csv(osp.join(outpath, 'station_df_co.csv'), index=False)"
202 "cell_type": "markdown",
203 "id": "8f63bc34-6deb-48bd-9aa9-c2f5a4cc293e",
206 "## Plot Timeseries for a Station\n",
208 "Visualize the available data."
213 "execution_count": 8,
214 "id": "d45d76e5-ccb1-45b6-a187-25d0d1f91b8e",
218 "meso_ts = m.timeseries(time_start, time_end, stid=\"CPTC2\", showemptystations = '0', vars=vars) # ask the object for data"
223 "execution_count": 9,
224 "id": "05e37b54-e014-44e8-b0f4-e3d53b5dbf86",
230 "<matplotlib.legend.Legend at 0x23f678a6850>"
233 "execution_count": 9,
235 "output_type": "execute_result"
239 "image/png": 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\n",
241 "<Figure size 1152x288 with 1 Axes>"
245 "needs_background": "light"
247 "output_type": "display_data"
251 "from datetime import datetime, timedelta, time\n",
252 "import numpy as np\n",
253 "import matplotlib.pyplot as plt\n",
255 "station = meso_ts['STATION'][0]\n",
256 "time_str = station['OBSERVATIONS']['date_time']\n",
257 "obs_time = [datetime.strptime(t, '%Y-%m-%dT%H:%M:%SZ').replace(tzinfo=pytz.UTC) for t in time_str]\n",
258 "start_time = obs_time[0].replace(minute=0) # remember obs_time and start_time for later\n",
259 "end_time = obs_time[-1]\n",
260 "obs_data = np.array(station['OBSERVATIONS'][\"fuel_moisture_set_1\"])\n",
263 "%matplotlib inline\n",
264 "plt.figure(figsize=(16,4))\n",
265 "plt.plot(obs_data,linestyle='-',c='k',label='10-h fuel data')\n",
266 "plt.title(station['STID'] + ' 10 h fuel moisture data')\n",
267 "plt.xlabel('Time (hours)') \n",
268 "plt.ylabel('Fuel moisture content (%)')\n",
274 "execution_count": 10,
275 "id": "d58d9cb6-f87f-47a2-8845-97c6d6c15358",
281 "Text(0, 0.5, 'Relative Humidity (%)')"
284 "execution_count": 10,
286 "output_type": "execute_result"
290 "image/png": 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\n",
292 "<Figure size 1152x288 with 1 Axes>"
296 "needs_background": "light"
298 "output_type": "display_data"
302 "obs_data = np.array(station['OBSERVATIONS'][\"relative_humidity_set_1\"])\n",
305 "%matplotlib inline\n",
306 "plt.figure(figsize=(16,4))\n",
307 "plt.plot(obs_data,linestyle='-',c='k')\n",
308 "plt.title(station['STID'] + ' relative humidity data')\n",
309 "plt.xlabel('Time (hours)') \n",
310 "plt.ylabel('Relative Humidity (%)')"
315 "execution_count": 11,
316 "id": "20176db9-997d-4a46-8d73-f2e7a08ee9d4",
322 "Text(0, 0.5, 'Precipitation Accumulated (mm)')"
325 "execution_count": 11,
327 "output_type": "execute_result"
331 "image/png": 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\n",
333 "<Figure size 1152x288 with 1 Axes>"
337 "needs_background": "light"
339 "output_type": "display_data"
343 "obs_data = np.array(station['OBSERVATIONS'][\"precip_accum_set_1\"])\n",
346 "%matplotlib inline\n",
347 "plt.figure(figsize=(16,4))\n",
348 "plt.plot(obs_data,linestyle='-',c='k')\n",
349 "plt.title(station['STID'] + ' precip accum data')\n",
350 "plt.xlabel('Time (hours)') \n",
351 "plt.ylabel('Precipitation Accumulated (mm)')"
356 "execution_count": 12,
357 "id": "2cf93527-578c-4ce2-b4f6-1508b9dbfa7c",
363 "Text(0, 0.5, 'Air Temp (C)')"
366 "execution_count": 12,
368 "output_type": "execute_result"
372 "image/png": 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\n",
374 "<Figure size 1152x288 with 1 Axes>"
378 "needs_background": "light"
380 "output_type": "display_data"
384 "obs_data = np.array(station['OBSERVATIONS'][\"air_temp_set_1\"])\n",
387 "%matplotlib inline\n",
388 "plt.figure(figsize=(16,4))\n",
389 "plt.plot(obs_data,linestyle='-',c='k')\n",
390 "plt.title(station['STID'] + ' air temp data')\n",
391 "plt.xlabel('Time (hours)') \n",
392 "plt.ylabel('Air Temp (C)')"
397 "execution_count": null,
398 "id": "45264085-d516-4803-bcc6-d0a64cc7e1c9",
405 "execution_count": null,
406 "id": "0730d61b-6d71-407a-a31b-8b16494f1921",
414 "display_name": "Python 3 (ipykernel)",
415 "language": "python",
423 "file_extension": ".py",
424 "mimetype": "text/x-python",
426 "nbconvert_exporter": "python",
427 "pygments_lexer": "ipython3",