diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index 2c891e6..23deae5 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -19,30 +19,19 @@
"## Insights\n",
"\n",
"* It offers a fascinating glimpse into historical weather patterns, allowing users to delve as far back as 1979.\n",
- "* The dataset provides an extensive array of information, including maximum and minimum temperatures, precipitation, radiation, wind velocity, and various other meteorological variables.\n",
+ "* The dataset provides an extensive array of information, including maximum and minimum temperatures, precipitation, radiation, wind velocity, and various other meteorological variables.xx\n",
"* Scientists and modelers find it invaluable for a myriad of purposes, such as ecological research, agricultural strategizing, hydrological modeling, and beyond.\n",
"\n",
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- "
Snow Water Equivalent in Western Basins
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- "
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+ "\n",
+ "Snow Water Equivalent Percent NRCS 1991-2020 Median April 6 2024
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"\n",
"\n",
@@ -607,7 +596,7 @@
},
{
"cell_type": "code",
- "execution_count": 11,
+ "execution_count": 9,
"id": "e005299a",
"metadata": {},
"outputs": [
@@ -799,8 +788,8 @@
"\n",
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+ "3 \n",
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"5 \n",
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"7 \n",
@@ -835,7 +824,7 @@
"\n",
"\n",
"Closest 5 observations near 40.05°N, -106.04°W Latest between 2022-05-04 06:00 UTC 2022-05-05 06:00 UTC
Latest between 2022-05-03 06:00 UTC 2022-05-04 06:00 UTC \n",
"Raw Snowfall Observations \n",
@@ -850,11 +839,11 @@
"Station ID Name Elev. Raw Snowfall Duration Date (UTC) Distance \n",
" \n",
" \n",
- "CO-GR-68 TABERNASH 2.7 NW, CO 8806 3.70 24 2022-05-04 13 8.7 mi ESE WIFC2 WILLIAMS FORK DAM 7733 2.00 24 2022-05-04 14 8.7 mi W CO-GR-52 PARSHALL 3.0 NNW, CO 7904 2.20 24 2022-05-04 13 8.9 mi WNW CO-GR-53 TABERNASH 1.9 NW, CO 8579 6.50 24 2022-05-04 13 9.5 mi ESE CO-GR-73 GRANBY 7.7 N, CO 8563 4.00 24 2022-05-04 13 12 mi NE CO-GR-68 TABERNASH 2.7 NW, CO 8806 0.00 24 2022-05-03 13 8.7 mi ESE WIFC2 WILLIAMS FORK DAM 7733 0.00 24 2022-05-03 14 8.7 mi W CO-GR-81 GRANBY 2.9 NE, CO 8041 0.00 24 2022-05-04 01 8.8 mi ENE CO-GR-52 PARSHALL 3.0 NNW, CO 7904 0.00 24 2022-05-03 13 8.9 mi WNW CO-GR-53 TABERNASH 1.9 NW, CO 8579 0.00 24 2022-05-03 06 9.5 mi ESE
\n",
"\n",
@@ -870,11 +859,11 @@
"Station ID Name Elev. Snow Depth Date (UTC) Distance \n",
" \n",
" \n",
- "CO-GR-68 TABERNASH 2.7 NW, CO 8806 4.00 2022-05-04 13 8.7 mi ESE WIFC2 WILLIAMS FORK DAM 7733 1.00 2022-05-04 14 8.7 mi W CO-GR-52 PARSHALL 3.0 NNW, CO 7904 1.50 2022-05-04 13 8.9 mi WNW SCSC2 STILLWATER CREEK 8793 0.00 2022-05-05 05 13.7 mi NE CO-GR-78 GRAND LAKE 3.7 SW, CO 8537 3.00 2022-05-04 13 14.4 mi NE CO-GR-68 TABERNASH 2.7 NW, CO 8806 0.00 2022-05-03 13 8.7 mi ESE WIFC2 WILLIAMS FORK DAM 7733 0.00 2022-05-03 14 8.7 mi W CO-GR-52 PARSHALL 3.0 NNW, CO 7904 0.00 2022-05-03 13 8.9 mi WNW SCSC2 STILLWATER CREEK 8793 0.00 2022-05-04 05 13.7 mi NE CO-GR-78 GRAND LAKE 3.7 SW, CO 8537 0.00 2022-05-03 13 14.4 mi NE
\n",
"\n",
@@ -890,11 +879,11 @@
"Station ID Name Elev. Snow Water Equivalent Date (UTC) Distance \n",
" \n",
" \n",
- "SCSC2 STILLWATER CREEK 8793 0.00 2022-05-05 05 13.7 mi NE FCVC2 FOOL CREEK 11168 20.30 2022-05-04 07 15.5 mi SE MFKC2 MIDDLE FORK CAMP 8983 1.40 2022-05-05 05 17.6 mi S WLLC2 WILLOW CREEK PASS 9600 14.70 2022-05-05 05 20.7 mi N JNPC2 JONES PASS 10482 10.80 2022-05-05 05 20.9 mi SSE SCSC2 STILLWATER CREEK 8793 0.00 2022-05-04 05 13.7 mi NE FCVC2 FOOL CREEK 11168 20.10 2022-05-04 03 15.5 mi SE MFKC2 MIDDLE FORK CAMP 8983 1.30 2022-05-04 04 17.6 mi S WLLC2 WILLOW CREEK PASS 9600 14.20 2022-05-04 05 20.7 mi N JNPC2 JONES PASS 10482 10.90 2022-05-04 05 20.9 mi SSE
\n",
"\n",
@@ -911,14 +900,14 @@
"Station ID Name Elev. Raw Precipitation Duration Date (UTC) Distance \n",
" \n",
" \n",
- "CAWC2 COLORADO RVR BLW WINDY GAP 7822 0.23 24 2022-05-05 06 4.5 mi NNE CO-GR-81 GRANBY 2.9 NE, CO 8041 0.65 24 2022-05-05 01 8.8 mi ENE GRUC2 GROUSE MOUNTAIN 10013 0.00 1 2022-05-05 05 9.3 mi WNW KSEC2 KEYSER RIDGE 10190 0.00 1 2022-05-05 05 11 mi S KSEC2 KEYSER RIDGE 10190 0.29 24 2022-05-05 05 11 mi S CAWC2 COLORADO RVR BLW WINDY GAP 7822 0.03 24 2022-05-04 06 4.5 mi NNE GRUC2 GROUSE MOUNTAIN 10013 0.00 1 2022-05-04 05 9.3 mi WNW CO-GR-86 PARSHALL 8.8 SSE, CO 8491 0.20 24 2022-05-03 15 10 mi SW KSEC2 KEYSER RIDGE 10190 0.00 1 2022-05-04 05 11 mi S KSEC2 KEYSER RIDGE 10190 0.00 24 2022-05-04 05 11 mi S
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@@ -1042,26 +1031,13 @@
"\n",
"DEM data is typically stored in raster formats such as GeoTIFF, ASCII grid, or Esri GRID. DEM data is typically stored in raster formats such as GeoTIFF, ASCII grid, or Esri GRID. Additional information such as coordinate system, spatial resolution, and metadata may also be included in the data file.\n",
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- "
![\"air_temperature_tmmn](\"../img/gridMet/tmmn_map.png\")
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- " ![\"air_temperature_tmmx](\"../img/gridMet/tmmx_map.png\")
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- " ![\"potential_evapotranspiration](\"../img/gridMet/evapotranspiration_map.png\")
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- "![\"mean_vapor_pressure_deficit\"](\"../img/gridMet/mean_vapor_pressure_deficit_map.png\")
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- " ![\"relative_humidity_rmax](\"../img/gridMet/relative_humidity_rmax_map.png\")
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- " ![\"precipitation_amount](\"../img/gridMet/precipitation_amount.png\")
\n",
- " ![\"wind_speed](\"../img/gridMet/wind_speed_map.png\")
\n",
- "![\"relative_humidity_rmin](\"../img/gridMet/relative_humidity_rmin_map.png\")
\n",
+ "![\"Snow](\"../img/SNOTEL.jpeg\")
\n",
- "