diff --git a/.idea/.gitignore b/.idea/.gitignore
new file mode 100644
index 0000000..26d3352
--- /dev/null
+++ b/.idea/.gitignore
@@ -0,0 +1,3 @@
+# Default ignored files
+/shelf/
+/workspace.xml
diff --git a/.idea/inspectionProfiles/Project_Default.xml b/.idea/inspectionProfiles/Project_Default.xml
new file mode 100644
index 0000000..80ca090
--- /dev/null
+++ b/.idea/inspectionProfiles/Project_Default.xml
@@ -0,0 +1,47 @@
+<component name="InspectionProjectProfileManager">
+  <profile version="1.0">
+    <option name="myName" value="Project Default" />
+    <inspection_tool class="PyPackageRequirementsInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredPackages">
+        <value>
+          <list size="20">
+            <item index="0" class="java.lang.String" itemvalue="tqdm" />
+            <item index="1" class="java.lang.String" itemvalue="scipy" />
+            <item index="2" class="java.lang.String" itemvalue="tensorflow_gpu" />
+            <item index="3" class="java.lang.String" itemvalue="tensorboardX" />
+            <item index="4" class="java.lang.String" itemvalue="torch" />
+            <item index="5" class="java.lang.String" itemvalue="numpy" />
+            <item index="6" class="java.lang.String" itemvalue="numba" />
+            <item index="7" class="java.lang.String" itemvalue="tb-nightly" />
+            <item index="8" class="java.lang.String" itemvalue="sphinx-rtd-theme" />
+            <item index="9" class="java.lang.String" itemvalue="google-cloud" />
+            <item index="10" class="java.lang.String" itemvalue="google-cloud-storage" />
+            <item index="11" class="java.lang.String" itemvalue="plotly" />
+            <item index="12" class="java.lang.String" itemvalue="setuptools" />
+            <item index="13" class="java.lang.String" itemvalue="torchvision" />
+            <item index="14" class="java.lang.String" itemvalue="mpld3" />
+            <item index="15" class="java.lang.String" itemvalue="sphinx" />
+            <item index="16" class="java.lang.String" itemvalue="shap" />
+            <item index="17" class="java.lang.String" itemvalue="future" />
+            <item index="18" class="java.lang.String" itemvalue="sphinx-autodoc-typehints" />
+            <item index="19" class="java.lang.String" itemvalue="wandb" />
+          </list>
+        </value>
+      </option>
+    </inspection_tool>
+    <inspection_tool class="PyPep8NamingInspection" enabled="true" level="WEAK WARNING" enabled_by_default="true">
+      <option name="ignoredErrors">
+        <list>
+          <option value="N803" />
+        </list>
+      </option>
+    </inspection_tool>
+    <inspection_tool class="PyUnresolvedReferencesInspection" enabled="true" level="WARNING" enabled_by_default="true">
+      <option name="ignoredIdentifiers">
+        <list>
+          <option value="hydroDL.post.stat.outDict" />
+        </list>
+      </option>
+    </inspection_tool>
+  </profile>
+</component>
\ No newline at end of file
diff --git a/.idea/inspectionProfiles/profiles_settings.xml b/.idea/inspectionProfiles/profiles_settings.xml
new file mode 100644
index 0000000..105ce2d
--- /dev/null
+++ b/.idea/inspectionProfiles/profiles_settings.xml
@@ -0,0 +1,6 @@
+<component name="InspectionProjectProfileManager">
+  <settings>
+    <option name="USE_PROJECT_PROFILE" value="false" />
+    <version value="1.0" />
+  </settings>
+</component>
\ No newline at end of file
diff --git a/.idea/mhpi.github.io.iml b/.idea/mhpi.github.io.iml
new file mode 100644
index 0000000..8388dbc
--- /dev/null
+++ b/.idea/mhpi.github.io.iml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<module type="PYTHON_MODULE" version="4">
+  <component name="NewModuleRootManager">
+    <content url="file://$MODULE_DIR$" />
+    <orderEntry type="jdk" jdkName="Python 3.9" jdkType="Python SDK" />
+    <orderEntry type="sourceFolder" forTests="false" />
+  </component>
+</module>
\ No newline at end of file
diff --git a/.idea/misc.xml b/.idea/misc.xml
new file mode 100644
index 0000000..d56657a
--- /dev/null
+++ b/.idea/misc.xml
@@ -0,0 +1,4 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectRootManager" version="2" project-jdk-name="Python 3.9" project-jdk-type="Python SDK" />
+</project>
\ No newline at end of file
diff --git a/.idea/modules.xml b/.idea/modules.xml
new file mode 100644
index 0000000..a8ec109
--- /dev/null
+++ b/.idea/modules.xml
@@ -0,0 +1,8 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="ProjectModuleManager">
+    <modules>
+      <module fileurl="file://$PROJECT_DIR$/.idea/mhpi.github.io.iml" filepath="$PROJECT_DIR$/.idea/mhpi.github.io.iml" />
+    </modules>
+  </component>
+</project>
\ No newline at end of file
diff --git a/.idea/vcs.xml b/.idea/vcs.xml
new file mode 100644
index 0000000..35eb1dd
--- /dev/null
+++ b/.idea/vcs.xml
@@ -0,0 +1,6 @@
+<?xml version="1.0" encoding="UTF-8"?>
+<project version="4">
+  <component name="VcsDirectoryMappings">
+    <mapping directory="" vcs="Git" />
+  </component>
+</project>
\ No newline at end of file
diff --git a/docs/assets/project-figures/Rahmani_et_al_2021.PNG b/docs/assets/project-figures/Rahmani_et_al_2021.PNG
new file mode 100644
index 0000000..8e06b83
Binary files /dev/null and b/docs/assets/project-figures/Rahmani_et_al_2021.PNG differ
diff --git a/docs/codes/Rahmani_et_al_2021.md b/docs/codes/Rahmani_et_al_2021.md
new file mode 100644
index 0000000..70cd3ba
--- /dev/null
+++ b/docs/codes/Rahmani_et_al_2021.md
@@ -0,0 +1,22 @@
+# LSTM stream temperature model
+
+## Code Release
+
+[See here for the USGS release](https://doi.org/10.5066/P97CGHZH)
+
+## Results
+
+We developed a basin-centric LSTM model for daily stream temperature prediction and to evaluate the impact of streamflow information on the predictions.
+
+## Bibtex Citation
+
+
+```bibtex
+@article{Rahmani2021lstm,
+  title={Exploring the Exceptional Performance of a Deep Learning Stream Temperature Model and the Value of Streamflow Data},
+  author={Rahmani, Farshid and Lawson, Kathryn and Ouyang, Wenyu and Appling, Alison and Oliver, Samantha and Shen, Chaopeng},
+  journal={Environmental Research Letters},
+  year={2021},
+  publisher={IOPScience}
+}
+```
diff --git a/docs/codes/index.md b/docs/codes/index.md
index 1b0d850..bb9d029 100644
--- a/docs/codes/index.md
+++ b/docs/codes/index.md
@@ -52,6 +52,19 @@ Time series of the forward model and the models integrating snow water equivalen
   </div>
 </div>
 
+<div class="result" markdown>
+  <div class="grid cards" markdown>
+
+-   [LSTM stream temperature model __(Rahmani et al. 2021)__][Rahmani_et_al_2021.md]
+
+    ---
+![Performance of models with observed streamflow, simulated streamflow, no streamflow data, and a locally fitted auto-regressive model](../assets/project-figures/Rahmani_et_al_2021.png){align="left" width="120"}
+CONUS scale aggregated metrics of stream temperature models for the test period. 
+
+
+  </div>
+</div>
+
 
 <div class="result" markdown>
   <div class="grid cards" markdown>
@@ -68,4 +81,5 @@ Time series of the forward model and the models integrating snow water equivalen
   [bindas_2023.md]: ../codes/bindas_2023.md
   [liu_2022.md]: ../codes/liu_2022.md
   [Song_SWE_2023.md]: ../codes/Song_SWE_2023.md
+  [Rahmani_et_al_2021.md]: ../codes/Rahmani_et_al_2021.md
   [test.md]: ../codes/test.md
diff --git a/environment.yml b/environment.yml
index 515a077..87e2848 100644
--- a/environment.yml
+++ b/environment.yml
@@ -10,7 +10,7 @@ dependencies:
   - ncurses=6.4=h313beb8_0
   - openssl=3.0.11=h1a28f6b_2
   - pip=23.2.1=py312hca03da5_0
-  - python=3.12.0=h99e199e_0
+  - python=3.11.0=h99e199e_0
   - readline=8.2=h1a28f6b_0
   - setuptools=68.0.0=py312hca03da5_0
   - sqlite=3.41.2=h80987f9_0
diff --git a/mkdocs.yml b/mkdocs.yml
index 89f89de..19abb09 100644
--- a/mkdocs.yml
+++ b/mkdocs.yml
@@ -141,6 +141,7 @@ nav:
         - HBV: codes/feng_2023.md
         - Muskingum-Cunge: codes/bindas_2023.md
         - Multiscale: codes/liu_2022.md
+        - Stream-Temperature: codes/Rahmani_et_al_2021.md
         - Test Project: codes/test.md
 
 extra_javascript: