From eee7ed918872c23d15addfd3866cef74da790e1e Mon Sep 17 00:00:00 2001
From: iammeghana <mkoramut@gmu.edu>
Date: Thu, 18 Apr 2024 17:01:25 -0400
Subject: [PATCH 1/8] fix gridmet images issue

---
 book/chapters/datasource.ipynb | 75 +++++++++++++++-------------------
 1 file changed, 33 insertions(+), 42 deletions(-)

diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index 2c891e6..fedc254 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -24,24 +24,15 @@
     "\n",
     "\n",
     "<br>\n",
-    "<div style=\"display: flex; justify-content: center;\">\n",
-    "    <img src=\"../img/gridMet/tmmn_map.png\" alt=\"air_temperature_tmmn Map\" style=\"width: 30%; margin: 15px;\">\n",
-    "    <img src=\"../img/gridMet/tmmx_map.png\" alt=\"air_temperature_tmmx Map\" style=\"width: 30%; margin: 15px;\">\n",
-    "    <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" style=\"width: 30%; margin: 15px;\">\n",
-    "</div>\n",
+    "\n",
+    "<img src=\"../img/gridMet/tmmn_map.png\" alt=\"air_temperature_tmmn Map\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/tmmx_map.png\" alt=\"air_temperature_tmmx Map\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" style=\"width:30%; margin:15px; border:0;\"> \n",
     "\n",
     "<br>\n",
-    "<div style=\"display: flex; justify-content: center;\">\n",
-    "    <img src=\"../img/gridMet/mean_vapor_pressure_deficit_map.png\" alt=\"mean_vapor_pressure_deficit\" style=\"width: 30%; margin: 15px;\">\n",
-    "    <img src=\"../img/gridMet/relative_humidity_rmax_map.png\" alt=\"relative_humidity_rmax map\" style=\"width: 30%; margin: 15px;\">\n",
-    "    <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"relative_humidity_rmin map\" style=\"width: 30%; margin: 15px;\">\n",
-    "</div>\n",
+    "<img src=\"../img/gridMet/mean_vapor_pressure_deficit_map.png\" alt=\"mean_vapor_pressure_deficit\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/relative_humidity_rmax_map.png\" alt=\"relative_humidity_rmax map\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"relative_humidity_rmin map\" style=\"width:30%; margin:15px; border:0;\">\n",
+    "\n",
     "\n",
     "<br>\n",
-    "<div style=\"display: flex; justify-content: center;\">\n",
-    "    <img src=\"../img/gridMet/precipitation_amount.png\" alt=\"precipitation_amount Map\" style=\"width: 30%; margin: 15px;\">\n",
-    "    <img src=\"../img/gridMet/wind_speed_map.png\" alt=\"wind_speed Map\" style=\"width: 30%; margin: 15px;\">\n",
-    "</div>\n",
+    "<img src=\"../img/gridMet/precipitation_amount.png\" alt=\"precipitation_amount Map\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/wind_speed_map.png\" alt=\"wind_speed Map\" style=\"width:30%; margin:15px; border:0;\">\n",
     "\n",
     "\n",
     "## Characteristics\n",
@@ -87,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 6,
    "id": "383cbbb8",
    "metadata": {},
    "outputs": [
@@ -413,7 +404,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 7,
    "id": "244bcd19",
    "metadata": {},
    "outputs": [],
@@ -607,7 +598,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 9,
    "id": "e005299a",
    "metadata": {},
    "outputs": [
@@ -799,8 +790,8 @@
       "<select name=\"d\" title=\"Day\" size=\"1\" class=\"smallform\">\n",
       "<option value=\"1\" class=\"smallform\">1</option>\n",
       "<option value=\"2\" class=\"smallform\">2</option>\n",
-      "<option value=\"3\" class=\"smallform\">3</option>\n",
-      "<option value=\"4\" class=\"smallform\" selected>4</option>\n",
+      "<option value=\"3\" class=\"smallform\" selected>3</option>\n",
+      "<option value=\"4\" class=\"smallform\">4</option>\n",
       "<option value=\"5\" class=\"smallform\">5</option>\n",
       "<option value=\"6\" class=\"smallform\">6</option>\n",
       "<option value=\"7\" class=\"smallform\">7</option>\n",
@@ -835,7 +826,7 @@
       "</fieldset>\n",
       "</form>\n",
       "<table width=\"100%\"><tr><td><strong>Closest 5  observations near 40.05&deg;N, -106.04&deg;W</strong><br>40.05&deg;N, -106.04&deg;W (Elevation: N/A)</td>\n",
-      "<td align=\"right\">Latest between <span class=\"date\">2022-05-04 06:00 UTC</span><br>and  <span class=\"date\">2022-05-05 06:00 UTC</span></td></tr></table><hr>\n",
+      "<td align=\"right\">Latest between <span class=\"date\">2022-05-03 06:00 UTC</span><br>and  <span class=\"date\">2022-05-04 06:00 UTC</span></td></tr></table><hr>\n",
       "<table class=\"gray_data_table\" cellspacing=\"2\" summary=\"Table of Raw Snowfall Observations near 40.05&deg;N, -106.04&deg;W, \" width=\"100%\">\n",
       "<caption><strong>Raw Snowfall Observations</strong></caption>\n",
       " <colgroup>\n",
@@ -850,11 +841,11 @@
       "<th scope=\"col\">Station ID</th><th scope=\"col\">Name</th><th scope=\"col\">Elev.<br> (ft)</th><th scope=\"col\">Raw Snowfall<br> (in)</th><th scope=\"col\">Duration<br> (hours)</th><th scope=\"col\">Date (UTC)</th><th scope=\"col\">Distance</th></tr>\n",
       " </thead>\n",
       " <tbody>\n",
-      "<tr><td class=\"desc\" title=\"(40.0071&deg;N, -105.8862&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CO-GR-68\">CO-GR-68</a></td><td class=\"desc\">TABERNASH 2.7 NW, CO</td><td>8806</td><td>3.70</td><td>24</td><td>2022-05-04 13</td><td>8.7 mi ESE</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.0375&deg;N, -106.203&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=WIFC2\">WIFC2</a></td><td class=\"desc\">WILLIAMS FORK DAM</td><td>7733</td><td>2.00</td><td>24</td><td>2022-05-04 14</td><td>8.7 mi W</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.0911&deg;N, -106.2&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CO-GR-52\">CO-GR-52</a></td><td class=\"desc\">PARSHALL 3.0 NNW, CO</td><td>7904</td><td>2.20</td><td>24</td><td>2022-05-04 13</td><td>8.9 mi WNW</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.0015&deg;N, -105.8725&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CO-GR-53\">CO-GR-53</a></td><td class=\"desc\">TABERNASH 1.9 NW, CO</td><td>8579</td><td>6.50</td><td>24</td><td>2022-05-04 13</td><td>9.5 mi ESE</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.1997&deg;N, -105.9258&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CO-GR-73\">CO-GR-73</a></td><td class=\"desc\">GRANBY 7.7 N, CO</td><td>8563</td><td>4.00</td><td>24</td><td>2022-05-04 13</td><td>12 mi NE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.0071&deg;N, -105.8862&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CO-GR-68\">CO-GR-68</a></td><td class=\"desc\">TABERNASH 2.7 NW, CO</td><td>8806</td><td>0.00</td><td>24</td><td>2022-05-03 13</td><td>8.7 mi ESE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.0375&deg;N, -106.203&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=WIFC2\">WIFC2</a></td><td class=\"desc\">WILLIAMS FORK DAM</td><td>7733</td><td>0.00</td><td>24</td><td>2022-05-03 14</td><td>8.7 mi W</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.1186&deg;N, -105.8997&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CO-GR-81\">CO-GR-81</a></td><td class=\"desc\">GRANBY 2.9 NE, CO</td><td>8041</td><td>0.00</td><td>24</td><td>2022-05-04 01</td><td>8.8 mi ENE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.0911&deg;N, -106.2&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CO-GR-52\">CO-GR-52</a></td><td class=\"desc\">PARSHALL 3.0 NNW, CO</td><td>7904</td><td>0.00</td><td>24</td><td>2022-05-03 13</td><td>8.9 mi WNW</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.0015&deg;N, -105.8725&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CO-GR-53\">CO-GR-53</a></td><td class=\"desc\">TABERNASH 1.9 NW, CO</td><td>8579</td><td>0.00</td><td>24</td><td>2022-05-03 06</td><td>9.5 mi ESE</td></tr>\n",
       "</tbody></table>\n",
       "<hr>\n",
       "<table class=\"gray_data_table\" cellspacing=\"2\" summary=\"Table of Snow Depth Observations near 40.05&deg;N, -106.04&deg;W, \" width=\"100%\">\n",
@@ -870,11 +861,11 @@
       "<th scope=\"col\">Station ID</th><th scope=\"col\">Name</th><th scope=\"col\">Elev.<br> (ft)</th><th scope=\"col\">Snow Depth<br> (in)</th><th scope=\"col\">Date (UTC)</th><th scope=\"col\">Distance</th></tr>\n",
       " </thead>\n",
       " <tbody>\n",
-      "<tr><td class=\"desc\" title=\"(40.0071&deg;N, -105.8862&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CO-GR-68\">CO-GR-68</a></td><td class=\"desc\">TABERNASH 2.7 NW, CO</td><td>8806</td><td>4.00</td><td>2022-05-04 13</td><td>8.7 mi ESE</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.0375&deg;N, -106.203&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=WIFC2\">WIFC2</a></td><td class=\"desc\">WILLIAMS FORK DAM</td><td>7733</td><td>1.00</td><td>2022-05-04 14</td><td>8.7 mi W</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.0911&deg;N, -106.2&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CO-GR-52\">CO-GR-52</a></td><td class=\"desc\">PARSHALL 3.0 NNW, CO</td><td>7904</td><td>1.50</td><td>2022-05-04 13</td><td>8.9 mi WNW</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.2254&deg;N, -105.9198&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=SCSC2\">SCSC2</a></td><td class=\"desc\">STILLWATER CREEK</td><td>8793</td><td>0.00</td><td>2022-05-05 05</td><td>13.7 mi NE</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.2082&deg;N, -105.8634&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CO-GR-78\">CO-GR-78</a></td><td class=\"desc\">GRAND LAKE 3.7 SW, CO</td><td>8537</td><td>3.00</td><td>2022-05-04 13</td><td>14.4 mi NE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.0071&deg;N, -105.8862&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CO-GR-68\">CO-GR-68</a></td><td class=\"desc\">TABERNASH 2.7 NW, CO</td><td>8806</td><td>0.00</td><td>2022-05-03 13</td><td>8.7 mi ESE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.0375&deg;N, -106.203&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=WIFC2\">WIFC2</a></td><td class=\"desc\">WILLIAMS FORK DAM</td><td>7733</td><td>0.00</td><td>2022-05-03 14</td><td>8.7 mi W</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.0911&deg;N, -106.2&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CO-GR-52\">CO-GR-52</a></td><td class=\"desc\">PARSHALL 3.0 NNW, CO</td><td>7904</td><td>0.00</td><td>2022-05-03 13</td><td>8.9 mi WNW</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.2254&deg;N, -105.9198&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=SCSC2\">SCSC2</a></td><td class=\"desc\">STILLWATER CREEK</td><td>8793</td><td>0.00</td><td>2022-05-04 05</td><td>13.7 mi NE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.2082&deg;N, -105.8634&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CO-GR-78\">CO-GR-78</a></td><td class=\"desc\">GRAND LAKE 3.7 SW, CO</td><td>8537</td><td>0.00</td><td>2022-05-03 13</td><td>14.4 mi NE</td></tr>\n",
       "</tbody></table>\n",
       "<hr>\n",
       "<table class=\"gray_data_table\" cellspacing=\"2\" summary=\"Table of Snow Water Equivalent Observations near 40.05&deg;N, -106.04&deg;W, \" width=\"100%\">\n",
@@ -890,11 +881,11 @@
       "<th scope=\"col\">Station ID</th><th scope=\"col\">Name</th><th scope=\"col\">Elev.<br> (ft)</th><th scope=\"col\">Snow Water Equivalent<br> (in)</th><th scope=\"col\">Date (UTC)</th><th scope=\"col\">Distance</th></tr>\n",
       " </thead>\n",
       " <tbody>\n",
-      "<tr><td class=\"desc\" title=\"(40.2254&deg;N, -105.9198&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=SCSC2\">SCSC2</a></td><td class=\"desc\">STILLWATER CREEK</td><td>8793</td><td>0.00</td><td>2022-05-05 05</td><td>13.7 mi NE</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(39.8687&deg;N, -105.8675&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=FCVC2\">FCVC2</a></td><td class=\"desc\">FOOL CREEK</td><td>11168</td><td>20.30</td><td>2022-05-04 07</td><td>15.5 mi SE</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(39.7956&deg;N, -106.0273&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=MFKC2\">MFKC2</a></td><td class=\"desc\">MIDDLE FORK CAMP</td><td>8983</td><td>1.40</td><td>2022-05-05 05</td><td>17.6 mi S</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.347&deg;N, -106.0943&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=WLLC2\">WLLC2</a></td><td class=\"desc\">WILLOW CREEK PASS</td><td>9600</td><td>14.70</td><td>2022-05-05 05</td><td>20.7 mi N</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(39.7645&deg;N, -105.9062&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=JNPC2\">JNPC2</a></td><td class=\"desc\">JONES PASS</td><td>10482</td><td>10.80</td><td>2022-05-05 05</td><td>20.9 mi SSE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.2254&deg;N, -105.9198&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=SCSC2\">SCSC2</a></td><td class=\"desc\">STILLWATER CREEK</td><td>8793</td><td>0.00</td><td>2022-05-04 05</td><td>13.7 mi NE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(39.8687&deg;N, -105.8675&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=FCVC2\">FCVC2</a></td><td class=\"desc\">FOOL CREEK</td><td>11168</td><td>20.10</td><td>2022-05-04 03</td><td>15.5 mi SE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(39.7956&deg;N, -106.0273&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=MFKC2\">MFKC2</a></td><td class=\"desc\">MIDDLE FORK CAMP</td><td>8983</td><td>1.30</td><td>2022-05-04 04</td><td>17.6 mi S</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.347&deg;N, -106.0943&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=WLLC2\">WLLC2</a></td><td class=\"desc\">WILLOW CREEK PASS</td><td>9600</td><td>14.20</td><td>2022-05-04 05</td><td>20.7 mi N</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(39.7645&deg;N, -105.9062&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=JNPC2\">JNPC2</a></td><td class=\"desc\">JONES PASS</td><td>10482</td><td>10.90</td><td>2022-05-04 05</td><td>20.9 mi SSE</td></tr>\n",
       "</tbody></table>\n",
       "<hr>\n",
       "<table class=\"gray_data_table\" cellspacing=\"2\" summary=\"Table of Raw Precipitation Observations near 40.05&deg;N, -106.04&deg;W, \" width=\"100%\">\n",
@@ -911,14 +902,14 @@
       "<th scope=\"col\">Station ID</th><th scope=\"col\">Name</th><th scope=\"col\">Elev.<br> (ft)</th><th scope=\"col\">Raw Precipitation<br> (in)</th><th scope=\"col\">Duration<br> (hours)</th><th scope=\"col\">Date (UTC)</th><th scope=\"col\">Distance</th></tr>\n",
       " </thead>\n",
       " <tbody>\n",
-      "<tr><td class=\"desc\" title=\"(40.1083&deg;N, -106.0036&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CAWC2\">CAWC2</a></td><td class=\"desc\">COLORADO RVR BLW WINDY GAP</td><td>7822</td><td>0.23</td><td>24</td><td>2022-05-05 06</td><td>4.5 mi NNE</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.1186&deg;N, -105.8997&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=CO-GR-81\">CO-GR-81</a></td><td class=\"desc\">GRANBY 2.9 NE, CO</td><td>8041</td><td>0.65</td><td>24</td><td>2022-05-05 01</td><td>8.8 mi ENE</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(40.136&deg;N, -106.1744&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=GRUC2\">GRUC2</a></td><td class=\"desc\">GROUSE MOUNTAIN</td><td>10013</td><td>0.00</td><td>1</td><td>2022-05-05 05</td><td>9.3 mi WNW</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(39.8906&deg;N, -106.0367&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=KSEC2\">KSEC2</a></td><td class=\"desc\">KEYSER RIDGE</td><td>10190</td><td>0.00</td><td>1</td><td>2022-05-05 05</td><td>11 mi S</td></tr>\n",
-      "<tr><td class=\"desc\" title=\"(39.8906&deg;N, -106.0367&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=7&amp;eh=6&amp;station=KSEC2\">KSEC2</a></td><td class=\"desc\">KEYSER RIDGE</td><td>10190</td><td>0.29</td><td>24</td><td>2022-05-05 05</td><td>11 mi S</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.1083&deg;N, -106.0036&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CAWC2\">CAWC2</a></td><td class=\"desc\">COLORADO RVR BLW WINDY GAP</td><td>7822</td><td>0.03</td><td>24</td><td>2022-05-04 06</td><td>4.5 mi NNE</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(40.136&deg;N, -106.1744&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=GRUC2\">GRUC2</a></td><td class=\"desc\">GROUSE MOUNTAIN</td><td>10013</td><td>0.00</td><td>1</td><td>2022-05-04 05</td><td>9.3 mi WNW</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(39.9259&deg;N, -106.1391&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=CO-GR-86\">CO-GR-86</a></td><td class=\"desc\">PARSHALL 8.8 SSE, CO</td><td>8491</td><td>0.20</td><td>24</td><td>2022-05-03 15</td><td>10 mi SW</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(39.8906&deg;N, -106.0367&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=KSEC2\">KSEC2</a></td><td class=\"desc\">KEYSER RIDGE</td><td>10190</td><td>0.00</td><td>1</td><td>2022-05-04 05</td><td>11 mi S</td></tr>\n",
+      "<tr><td class=\"desc\" title=\"(39.8906&deg;N, -106.0367&deg;W)\"><a href=\"/interactive/html/graph.html?units=0&amp;ey=2022&amp;em=5&amp;ed=6&amp;eh=6&amp;station=KSEC2\">KSEC2</a></td><td class=\"desc\">KEYSER RIDGE</td><td>10190</td><td>0.00</td><td>24</td><td>2022-05-04 05</td><td>11 mi S</td></tr>\n",
       "</tbody></table>\n",
       "<br>\n",
-      "<span style=\"color: white\">Page generated in 3.79133 seconds.</span><br>\n",
+      "<span style=\"color: white\">Page generated in 4.04889 seconds.</span><br>\n",
       "\t\t\t\t<br><br>\n",
       "\t\t\t\t<table align=\"center\" cellspacing=\"2\" cellpadding=\"2\" border=\"0\">\n",
       "\t\t\t\t\t<tr align=\"center\">\n",
@@ -1088,7 +1079,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 11,
    "id": "e0e8e426",
    "metadata": {},
    "outputs": [

From 7a2c893b582e5bec4f2a27781edac08c1d4d7c87 Mon Sep 17 00:00:00 2001
From: iammeghana <mkoramut@gmu.edu>
Date: Thu, 18 Apr 2024 17:16:49 -0400
Subject: [PATCH 2/8] change display of img

---
 book/chapters/datasource.ipynb | 34 +++++++++++++++++++++++++++++++---
 1 file changed, 31 insertions(+), 3 deletions(-)

diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index fedc254..c62a54b 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -25,14 +25,42 @@
     "\n",
     "<br>\n",
     "\n",
-    "<img src=\"../img/gridMet/tmmn_map.png\" alt=\"air_temperature_tmmn Map\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/tmmx_map.png\" alt=\"air_temperature_tmmx Map\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" style=\"width:30%; margin:15px; border:0;\"> \n",
+    "<div style=\"display: flex; justify-content: center; flex-wrap: wrap;\">\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/tmmn_map.png\" alt=\"air_temperature_tmmn Map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/tmmx_map.png\" alt=\"air_temperature_tmmx Map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "</div>\n",
     "\n",
     "<br>\n",
-    "<img src=\"../img/gridMet/mean_vapor_pressure_deficit_map.png\" alt=\"mean_vapor_pressure_deficit\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/relative_humidity_rmax_map.png\" alt=\"relative_humidity_rmax map\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"relative_humidity_rmin map\" style=\"width:30%; margin:15px; border:0;\">\n",
     "\n",
+    "<div style=\"display: flex; justify-content: center; flex-wrap: wrap;\">\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/mean_vapor_pressure_deficit_map.png\" alt=\"mean_vapor_pressure_deficit\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/relative_humidity_rmax_map.png\" alt=\"relative_humidity_rmax map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/relative_humidity_rmin_map.png\" alt=\"relative_humidity_rmin Map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "</div>\n",
     "\n",
     "<br>\n",
-    "<img src=\"../img/gridMet/precipitation_amount.png\" alt=\"precipitation_amount Map\" style=\"width:30%; margin:15px; border:0;\"> <img src=\"../img/gridMet/wind_speed_map.png\" alt=\"wind_speed Map\" style=\"width:30%; margin:15px; border:0;\">\n",
+    "\n",
+    "<div style=\"display: flex; justify-content: center;\">\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/precipitation_amount.png\" alt=\"precipitation_amount Map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/wind_speed_map.png\" alt=\"wind_speed Map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "</div>\n",
     "\n",
     "\n",
     "## Characteristics\n",

From 1ad68a7822de8266012f22aaad82323136b4f9fa Mon Sep 17 00:00:00 2001
From: iammeghana <mkoramut@gmu.edu>
Date: Thu, 18 Apr 2024 17:23:24 -0400
Subject: [PATCH 3/8] change in width

---
 book/chapters/datasource.ipynb | 14 +++++++-------
 1 file changed, 7 insertions(+), 7 deletions(-)

diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index c62a54b..7f55aab 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -19,7 +19,7 @@
     "## 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",
     "\n",
@@ -27,13 +27,13 @@
     "\n",
     "<div style=\"display: flex; justify-content: center; flex-wrap: wrap;\">\n",
     "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/tmmn_map.png\" alt=\"air_temperature_tmmn Map\" style=\"width: 100%; border:0;\">\n",
+    "    <img src=\"../img/gridMet/tmmn_map.png\" alt=\"air_temperature_tmmn Map\" width=\"300\">\n",
     "  </div>\n",
     "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/tmmx_map.png\" alt=\"air_temperature_tmmx Map\" style=\"width: 100%; border:0;\">\n",
+    "    <img src=\"../img/gridMet/tmmx_map.png\" alt=\"air_temperature_tmmx Map\" width=\"300\">\n",
     "  </div>\n",
     "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" style=\"width: 100%; border:0;\">\n",
+    "    <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" width=\"300\">\n",
     "  </div>\n",
     "</div>\n",
     "\n",
@@ -41,13 +41,13 @@
     "\n",
     "<div style=\"display: flex; justify-content: center; flex-wrap: wrap;\">\n",
     "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/mean_vapor_pressure_deficit_map.png\" alt=\"mean_vapor_pressure_deficit\" style=\"width: 100%; border:0;\">\n",
+    "    <img src=\"../img/gridMet/mean_vapor_pressure_deficit_map.png\" alt=\"mean_vapor_pressure_deficit\" width=\"300\">\n",
     "  </div>\n",
     "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/relative_humidity_rmax_map.png\" alt=\"relative_humidity_rmax map\" style=\"width: 100%; border:0;\">\n",
+    "    <img src=\"../img/gridMet/relative_humidity_rmax_map.png\" alt=\"relative_humidity_rmax map\" width=\"300\">\n",
     "  </div>\n",
     "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/relative_humidity_rmin_map.png\" alt=\"relative_humidity_rmin Map\" style=\"width: 100%; border:0;\">\n",
+    "    <img src=\"../img/gridMet/relative_humidity_rmin_map.png\" alt=\"relative_humidity_rmin Map\" width=\"300\">\n",
     "  </div>\n",
     "</div>\n",
     "\n",

From 479704819bbb1e4abce7945d04fe4e54ca544390 Mon Sep 17 00:00:00 2001
From: iammeghana <mkoramut@gmu.edu>
Date: Thu, 18 Apr 2024 17:28:43 -0400
Subject: [PATCH 4/8] fix image issue

---
 book/chapters/datasource.ipynb | 12 ++++++++++++
 1 file changed, 12 insertions(+)

diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index 7f55aab..7582d9c 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -1071,6 +1071,7 @@
     "  </div>\n",
     "</div>\n",
     "\n",
+    "\n",
     "<br>\n",
     "\n",
     "<div style=\"display: flex; justify-content: center;\">\n",
@@ -1081,6 +1082,17 @@
     "    <img src=\"../img/DEM/eastness_map.png\" alt=\"Eastness Map\" width=\"400\">\n",
     "  </div>\n",
     "</div>\n",
+    "<br>\n",
+    "<div style=\"display: flex; justify-content: center;\">\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/precipitation_amount.png\" alt=\"precipitation_amount Map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/gridMet/wind_speed_map.png\" alt=\"wind_speed Map\" style=\"width: 100%; border:0;\">\n",
+    "  </div>\n",
+    "</div>\n",
+    "<br>\n",
+    "\n",
     "\n",
     "## Data Sources and Acquisition:\n",
     "\n",

From d8a47b133b617c51cbdd59812437595e04bb4053 Mon Sep 17 00:00:00 2001
From: iammeghana <mkoramut@gmu.edu>
Date: Thu, 18 Apr 2024 17:36:32 -0400
Subject: [PATCH 5/8] fix image issue

---
 book/chapters/datasource.ipynb | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index 7582d9c..27a8114 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -38,6 +38,11 @@
     "</div>\n",
     "\n",
     "<br>\n",
+    "<br>\n",
+    " <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" width=\"300\">\n",
+    "  </div>\n",
+    "\n",
     "\n",
     "<div style=\"display: flex; justify-content: center; flex-wrap: wrap;\">\n",
     "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",

From 78c4c603553ba46486b658b8597f32712309a1c9 Mon Sep 17 00:00:00 2001
From: iammeghana <mkoramut@gmu.edu>
Date: Thu, 18 Apr 2024 17:38:54 -0400
Subject: [PATCH 6/8] fix image issue

---
 book/chapters/datasource.ipynb | 3 +++
 1 file changed, 3 insertions(+)

diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index 27a8114..4a73b6f 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -1097,6 +1097,9 @@
     "  </div>\n",
     "</div>\n",
     "<br>\n",
+    " <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
+    "    <img src=\"../img/DEM/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" width=\"300\">\n",
+    "  </div>\n",
     "\n",
     "\n",
     "## Data Sources and Acquisition:\n",

From 7eae78041b08b815fac701c94209ef36224a4398 Mon Sep 17 00:00:00 2001
From: iammeghana <mkoramut@gmu.edu>
Date: Sun, 28 Apr 2024 20:14:15 -0400
Subject: [PATCH 7/8] img added

---
 book/chapters/datasource.ipynb | 2 ++
 1 file changed, 2 insertions(+)

diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index 4a73b6f..d722152 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -23,6 +23,8 @@
     "* Scientists and modelers find it invaluable for a myriad of purposes, such as ecological research, agricultural strategizing, hydrological modeling, and beyond.\n",
     "\n",
     "\n",
+    "![comment whatever you need here](../img/gridMet/tmmn_map.png)\n",
+    "\n",
     "<br>\n",
     "\n",
     "<div style=\"display: flex; justify-content: center; flex-wrap: wrap;\">\n",

From 936051dcae04ca49517e3479adaa90298737fa2f Mon Sep 17 00:00:00 2001
From: iammeghana <mkoramut@gmu.edu>
Date: Tue, 30 Apr 2024 17:21:47 -0400
Subject: [PATCH 8/8] image corrections

---
 book/chapters/datasource.ipynb | 95 ++++++----------------------------
 1 file changed, 15 insertions(+), 80 deletions(-)

diff --git a/book/chapters/datasource.ipynb b/book/chapters/datasource.ipynb
index d722152..23deae5 100644
--- a/book/chapters/datasource.ipynb
+++ b/book/chapters/datasource.ipynb
@@ -23,52 +23,15 @@
     "* Scientists and modelers find it invaluable for a myriad of purposes, such as ecological research, agricultural strategizing, hydrological modeling, and beyond.\n",
     "\n",
     "\n",
-    "![comment whatever you need here](../img/gridMet/tmmn_map.png)\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "<div style=\"display: flex; justify-content: center; flex-wrap: wrap;\">\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/tmmn_map.png\" alt=\"air_temperature_tmmn Map\" width=\"300\">\n",
-    "  </div>\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/tmmx_map.png\" alt=\"air_temperature_tmmx Map\" width=\"300\">\n",
-    "  </div>\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" width=\"300\">\n",
-    "  </div>\n",
-    "</div>\n",
-    "\n",
-    "<br>\n",
-    "<br>\n",
-    " <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" width=\"300\">\n",
-    "  </div>\n",
-    "\n",
-    "\n",
-    "<div style=\"display: flex; justify-content: center; flex-wrap: wrap;\">\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/mean_vapor_pressure_deficit_map.png\" alt=\"mean_vapor_pressure_deficit\" width=\"300\">\n",
-    "  </div>\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/relative_humidity_rmax_map.png\" alt=\"relative_humidity_rmax map\" width=\"300\">\n",
-    "  </div>\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/relative_humidity_rmin_map.png\" alt=\"relative_humidity_rmin Map\" width=\"300\">\n",
-    "  </div>\n",
-    "</div>\n",
-    "\n",
-    "<br>\n",
-    "\n",
-    "<div style=\"display: flex; justify-content: center;\">\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/precipitation_amount.png\" alt=\"precipitation_amount Map\" style=\"width: 100%; border:0;\">\n",
-    "  </div>\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/wind_speed_map.png\" alt=\"wind_speed Map\" style=\"width: 100%; border:0;\">\n",
-    "  </div>\n",
-    "</div>\n",
     "\n",
+    "<img src=\"../img/gridMet/tmmn_map.png\" alt=\"air_temperature_tmmn Map\" height=\"250\" width=\"250\"/>\n",
+    "<img src=\"../img/gridMet/tmmx_map.png\" alt=\"air_temperature_tmmx Map\" height=\"250\" width=\"250\"/>\n",
+    "<img src=\"../img/gridMet/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" height=\"250\" width=\"250\"/>\n",
+    "<img src=\"../img/gridMet/mean_vapor_pressure_deficit_map.png\" alt=\"mean_vapor_pressure_deficit\"  height=\"250\" width=\"250\"/>\n",
+    "<img src=\"../img/gridMet/relative_humidity_rmax_map.png\" alt=\"relative_humidity_rmax map\" height=\"250\" width=\"250\"/>\n",
+    "<img src=\"../img/gridMet/relative_humidity_rmin_map.png\" alt=\"relative_humidity_rmin Map\" height=\"250\" width=\"250\"/>\n",
+    "<img src=\"../img/gridMet/precipitation_amount.png\" alt=\"precipitation_amount Map\" height=\"250\" width=\"250\"/>\n",
+    "<img src=\"../img/gridMet/wind_speed_map.png\" alt=\"wind_speed Map\" height=\"250\" width=\"250\"/>\n",
     "\n",
     "## Characteristics\n",
     "\n",
@@ -576,9 +539,9 @@
     "</p>\n",
     "<p align=\"center\">Snow Water Equivalent in Western Basins</p>\n",
     "<br>\n",
-    "<p align=\"center\">\n",
-    "   <img src=\"../img/SNOTEL.jpeg\" alt=\"Snow Water Equivalent Percent NRCS 1991-2020 Median April 6 2024\" width=\"600\" align=\"center\">\n",
-    "</p>\n",
+    "\n",
+    "<img src=\"../img/SNOTEL.jpeg\" alt=\"Snow Water Equivalent Percent NRCS 1991-2020 Median April 6 2024\" width=\"600\" align=\"center\">\n",
+    "\n",
     "<p align=\"center\">Snow Water Equivalent Percent NRCS 1991-2020 Median April 6 2024</p>\n",
     "\n",
     "\n",
@@ -1068,40 +1031,12 @@
     "\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",
     "\n",
-    "<br>\n",
-    "<div style=\"display: flex; justify-content: center;\">\n",
-    "  <div style=\"margin-right: 20px; text-align: center;\">\n",
-    "    <img src=\"../img/DEM/elevation_map.png\" alt=\"Elevation Map\" width=\"400\">\n",
-    "  </div>\n",
-    "  <div style=\"margin-right: 20px; text-align: center;\">\n",
-    "    <img src=\"../img/DEM/aspect_map.png\" alt=\"Aspect Map\" width=\"400\">\n",
-    "  </div>\n",
-    "</div>\n",
     "\n",
+    "<img src=\"../img/DEM/elevation_map.png\" alt=\"Elevation Map\" height=\"300\" width=\"300\"/>\n",
+    "<img src=\"../img/DEM/aspect_map.png\" alt=\"Aspect Map\" height=\"300\" width=\"300\">\n",
     "\n",
-    "<br>\n",
-    "\n",
-    "<div style=\"display: flex; justify-content: center;\">\n",
-    "  <div style=\"margin-right: 20px; text-align: center;\">\n",
-    "    <img src=\"../img/DEM/northness_map.png\" alt=\"Nothness Map\" width=\"400\">\n",
-    "  </div>\n",
-    "  <div style=\"text-align: center;\">\n",
-    "    <img src=\"../img/DEM/eastness_map.png\" alt=\"Eastness Map\" width=\"400\">\n",
-    "  </div>\n",
-    "</div>\n",
-    "<br>\n",
-    "<div style=\"display: flex; justify-content: center;\">\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/precipitation_amount.png\" alt=\"precipitation_amount Map\" style=\"width: 100%; border:0;\">\n",
-    "  </div>\n",
-    "  <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/gridMet/wind_speed_map.png\" alt=\"wind_speed Map\" style=\"width: 100%; border:0;\">\n",
-    "  </div>\n",
-    "</div>\n",
-    "<br>\n",
-    " <div style=\"margin: 15px; text-align: center; width: 30%;\">\n",
-    "    <img src=\"../img/DEM/evapotranspiration_map.png\" alt=\"potential_evapotranspiration Map\" width=\"300\">\n",
-    "  </div>\n",
+    "<img src=\"../img/DEM/northness_map.png\" alt=\"Nothness Map\" height=\"300\" width=\"300\">\n",
+    "<img src=\"../img/DEM/eastness_map.png\" alt=\"Eastness Map\" height=\"300\" width=\"300\">\n",
     "\n",
     "\n",
     "## Data Sources and Acquisition:\n",