diff --git a/.idea/workspace.xml b/.idea/workspace.xml
index 53a4c24..4330c24 100644
--- a/.idea/workspace.xml
+++ b/.idea/workspace.xml
@@ -1,12 +1,9 @@
 <?xml version="1.0" encoding="UTF-8"?>
 <project version="4">
   <component name="ChangeListManager">
-    <list default="true" id="f4439dc0-6756-4612-8f7d-596d8949f300" name="Default Changelist" comment="">
-      <change beforePath="$PROJECT_DIR$/.idea/dictionaries/Titus.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/dictionaries/Titus.xml" afterDir="false" />
+    <list default="true" id="f4439dc0-6756-4612-8f7d-596d8949f300" name="Default Changelist" comment="Updated iterative_fitter.py">
       <change beforePath="$PROJECT_DIR$/.idea/workspace.xml" beforeDir="false" afterPath="$PROJECT_DIR$/.idea/workspace.xml" afterDir="false" />
       <change beforePath="$PROJECT_DIR$/data/xmls/PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml" beforeDir="false" afterPath="$PROJECT_DIR$/data/xmls/PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/docs/Examples/iterative_fitter.py" beforeDir="false" afterPath="$PROJECT_DIR$/docs/Examples/iterative_fitter.py" afterDir="false" />
-      <change beforePath="$PROJECT_DIR$/llepe/llepe.py" beforeDir="false" afterPath="$PROJECT_DIR$/llepe/llepe.py" afterDir="false" />
     </list>
     <option name="SHOW_DIALOG" value="false" />
     <option name="HIGHLIGHT_CONFLICTS" value="true" />
@@ -356,7 +353,21 @@
       <option name="project" value="LOCAL" />
       <updated>1594852623912</updated>
     </task>
-    <option name="localTasksCounter" value="27" />
+    <task id="LOCAL-00027" summary="Updated iterative_fitter.py">
+      <created>1594866327563</created>
+      <option name="number" value="00027" />
+      <option name="presentableId" value="LOCAL-00027" />
+      <option name="project" value="LOCAL" />
+      <updated>1594866327563</updated>
+    </task>
+    <task id="LOCAL-00028" summary="Updated iterative_fitter.py">
+      <created>1594866469947</created>
+      <option name="number" value="00028" />
+      <option name="presentableId" value="LOCAL-00028" />
+      <option name="project" value="LOCAL" />
+      <updated>1594866469947</updated>
+    </task>
+    <option name="localTasksCounter" value="29" />
     <servers />
   </component>
   <component name="Vcs.Log.Tabs.Properties">
@@ -391,7 +402,8 @@
     <MESSAGE value="updated iterative_fitter_monitor.py" />
     <MESSAGE value="updated iterative_fitter.py to have more feedback" />
     <MESSAGE value="Added new feature to include custom_object_dicts where user can optimize parameters in the dependent_params_dict." />
-    <option name="LAST_COMMIT_MESSAGE" value="Added new feature to include custom_object_dicts where user can optimize parameters in the dependent_params_dict." />
+    <MESSAGE value="Updated iterative_fitter.py" />
+    <option name="LAST_COMMIT_MESSAGE" value="Updated iterative_fitter.py" />
   </component>
   <component name="WindowStateProjectService">
     <state x="-1330" y="212" key="#Inspections" timestamp="1590787654691">
@@ -415,11 +427,11 @@
       <screen x="-1920" y="2" width="1920" height="1040" />
     </state>
     <state x="-1213" y="379" key="ANALYSIS_DLG_com.intellij.analysis.BaseAnalysisAction$1/0.0.1536.824/-1920.2.1920.1040@-1920.2.1920.1040" timestamp="1590787657711" />
-    <state x="-1364" y="117" key="CommitChangelistDialog2" timestamp="1594866466867">
-      <screen x="-1920" y="2" width="1920" height="1040" />
+    <state x="662" y="155" key="CommitChangelistDialog2" timestamp="1594875436164">
+      <screen x="0" y="0" width="1920" height="1040" />
     </state>
     <state x="-1364" y="117" key="CommitChangelistDialog2/0.0.1536.824/-1920.2.1920.1040@-1920.2.1920.1040" timestamp="1594866466867" />
-    <state x="836" y="163" key="CommitChangelistDialog2/0.0.1920.1040@0.0.1920.1040" timestamp="1594772072782" />
+    <state x="662" y="155" key="CommitChangelistDialog2/0.0.1920.1040@0.0.1920.1040" timestamp="1594875436164" />
     <state x="-1828" y="94" width="1736" height="856" key="DiffContextDialog" timestamp="1591048879404">
       <screen x="-1920" y="2" width="1920" height="1040" />
     </state>
diff --git a/data/xmls/PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml b/data/xmls/PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml
index 00ea6ee..186f8b2 100644
--- a/data/xmls/PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml
+++ b/data/xmls/PC88A_HCL_NdPrCeLaDySmY_w_pitzer.xml
@@ -33,7 +33,7 @@
       <thermo>
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-1376877.1544988335</h0>
+          <h0 units="J/mol" updated="Updated at 22:31 7-15-2020">-1376877.765519179</h0>
           <s0 units="J/mol/K"> 558.9824 </s0>
           <cp0 units="J/mol/K"> 0.0</cp0>
         </const_cp>
@@ -50,7 +50,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4926549.797810851</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4926549.797810851</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -67,7 +67,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4935519.640701385</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4935519.640701385</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -85,7 +85,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4928317.781440989</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4928317.781440989</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -103,7 +103,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4927428.65973482</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4927428.65973482</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -120,7 +120,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4935155.356789877</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4935155.356789877</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -138,7 +138,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4944228.17930387</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4944228.17930387</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -157,7 +157,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4925606.187988869</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4925606.187988869</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -245,10 +245,10 @@
         </binarySaltParameters>
 
 		<binarySaltParameters anion="Cl-" cation="Pr+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.5879108393945309, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 5.4483234694357385, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:21 7-15-2020"> 0.58791088654164, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:21 7-15-2020"> 5.4483244544866825, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -261,10 +261,10 @@
         </binarySaltParameters>
 		
         <binarySaltParameters anion="Cl-" cation="Nd+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.7459775851223264, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 7.68392131299453, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:19 7-15-2020"> 0.8967941630491562, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:19 7-15-2020"> 9.427003409136933, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -277,10 +277,10 @@
         </binarySaltParameters>
 		
 		<binarySaltParameters anion="Cl-" cation="La+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.5929999713109059, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 5.2769992484445485, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:25 7-15-2020"> 0.5930012906158572, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:25 7-15-2020"> 5.277035446184885, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -293,10 +293,10 @@
         </binarySaltParameters>
 		
         <binarySaltParameters anion="Cl-" cation="Dy+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.612950248542597, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 5.3599329374557385, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:27 7-15-2020"> 0.6129503793974099, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:27 7-15-2020"> 5.359935242327716, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -309,10 +309,10 @@
         </binarySaltParameters>
 		
 		<binarySaltParameters anion="Cl-" cation="Ce+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.6005000182766684, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 4.910000193972841, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:23 7-15-2020"> 0.6005000281456716, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:23 7-15-2020"> 4.9100000484364354, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -325,10 +325,10 @@
         </binarySaltParameters>
 		
 		<binarySaltParameters anion="Cl-" cation="Y+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.9656352678202726, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 8.514180603037651, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:31 7-15-2020"> 0.96563586407358, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:31 7-15-2020"> 8.514189357968196, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -341,10 +341,10 @@
         </binarySaltParameters>
 		
 		<binarySaltParameters anion="Cl-" cation="Sm+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.5977991228263208, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 5.278978156246855, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:29 7-15-2020"> 0.5977991609880217, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:29 7-15-2020"> 5.278978873123928, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
diff --git a/docs/Examples/iterative_fitter.py b/docs/Examples/iterative_fitter.py
index a91ee43..b8b5785 100644
--- a/docs/Examples/iterative_fitter.py
+++ b/docs/Examples/iterative_fitter.py
@@ -173,7 +173,7 @@ while rel_diff > 1e-4:
                          }
     lin_guess_dict = {'species': [],
                       'slope': [],
-                      'intercept:': []}
+                      'intercept': []}
     for species in species_list:
         pitzer_guess_dict['species'].append(species)
         lin_guess_dict['species'].append(species)
@@ -205,10 +205,12 @@ while rel_diff > 1e-4:
     lin_guess_df = pd.DataFrame(lin_guess_dict)
 
     output_dict['best_obj'].append(best_obj)
+    output_dict['rel_diff'].append(100)
     output_df = pd.DataFrame(output_dict)
     old_row = output_df.iloc[-2, :].values[3:]
     new_row = output_df.iloc[-1, :].values[3:]
     rel_diff = np.sum(np.abs(new_row - old_row) / np.abs(old_row))
+    del(output_dict['rel_diff'][-1])
     output_dict['rel_diff'].append(rel_diff)
     output_df = pd.DataFrame(output_dict)
     output_df.to_csv('outputs/iterative_fitter_output.csv')
diff --git a/docs/Examples/outputs/temp.xml b/docs/Examples/outputs/temp.xml
index 00ea6ee..186f8b2 100644
--- a/docs/Examples/outputs/temp.xml
+++ b/docs/Examples/outputs/temp.xml
@@ -33,7 +33,7 @@
       <thermo>
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-1376877.1544988335</h0>
+          <h0 units="J/mol" updated="Updated at 22:31 7-15-2020">-1376877.765519179</h0>
           <s0 units="J/mol/K"> 558.9824 </s0>
           <cp0 units="J/mol/K"> 0.0</cp0>
         </const_cp>
@@ -50,7 +50,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4926549.797810851</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4926549.797810851</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -67,7 +67,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4935519.640701385</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4935519.640701385</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -85,7 +85,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4928317.781440989</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4928317.781440989</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -103,7 +103,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4927428.65973482</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4927428.65973482</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -120,7 +120,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4935155.356789877</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4935155.356789877</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -138,7 +138,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4944228.17930387</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4944228.17930387</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -157,7 +157,7 @@
         <const_cp Tmax="300.0" Tmin="298.0">
           <t0 units="K">298.14999999999998</t0>
 
-          <h0 units="J/mol" updated="Updated at 20:24 7-15-2020">-4925606.187988869</h0>
+          <h0 units="J/mol" updated="Updated at 22:11 7-15-2020">-4925606.187988869</h0>
           <s0 units="J/mol/K"> 1117.965 </s0>
           <cp0 units="J/mol/K">0.0</cp0>
         </const_cp>
@@ -245,10 +245,10 @@
         </binarySaltParameters>
 
 		<binarySaltParameters anion="Cl-" cation="Pr+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.5879108393945309, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 5.4483234694357385, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:21 7-15-2020"> 0.58791088654164, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:21 7-15-2020"> 5.4483244544866825, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.02066999867229882, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -261,10 +261,10 @@
         </binarySaltParameters>
 		
         <binarySaltParameters anion="Cl-" cation="Nd+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.7459775851223264, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 7.68392131299453, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:19 7-15-2020"> 0.8967941630491562, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:19 7-15-2020"> 9.427003409136933, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.01963615126026457, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -277,10 +277,10 @@
         </binarySaltParameters>
 		
 		<binarySaltParameters anion="Cl-" cation="La+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.5929999713109059, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 5.2769992484445485, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:25 7-15-2020"> 0.5930012906158572, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:25 7-15-2020"> 5.277035446184885, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.024339999997603376, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -293,10 +293,10 @@
         </binarySaltParameters>
 		
         <binarySaltParameters anion="Cl-" cation="Dy+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.612950248542597, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 5.3599329374557385, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:27 7-15-2020"> 0.6129503793974099, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:27 7-15-2020"> 5.359935242327716, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.019699989216349984, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -309,10 +309,10 @@
         </binarySaltParameters>
 		
 		<binarySaltParameters anion="Cl-" cation="Ce+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.6005000182766684, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 4.910000193972841, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:23 7-15-2020"> 0.6005000281456716, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:23 7-15-2020"> 4.9100000484364354, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.02618999999473301, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -325,10 +325,10 @@
         </binarySaltParameters>
 		
 		<binarySaltParameters anion="Cl-" cation="Y+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.9656352678202726, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 8.514180603037651, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:31 7-15-2020"> 0.96563586407358, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:31 7-15-2020"> 8.514189357968196, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.015467323909969704, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>
@@ -341,10 +341,10 @@
         </binarySaltParameters>
 		
 		<binarySaltParameters anion="Cl-" cation="Sm+++">
-          <beta0 updated="Updated at 20:24 7-15-2020"> 0.5977991228263208, 0.0, 0.0, 0.0, 0.0 </beta0>
-          <beta1 updated="Updated at 20:24 7-15-2020"> 5.278978156246855, 0.0, 0.0, 0.0, 0.0 </beta1>
+          <beta0 updated="Updated at 22:29 7-15-2020"> 0.5977991609880217, 0.0, 0.0, 0.0, 0.0 </beta0>
+          <beta1 updated="Updated at 22:29 7-15-2020"> 5.278978873123928, 0.0, 0.0, 0.0, 0.0 </beta1>
           <beta2> 0.0, 0.0, 0.0, 0.0, 0.0 </beta2>
-          <Cphi updated="Updated at 20:24 7-15-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi>
+          <Cphi updated="Updated at 22:11 7-15-2020"> -0.019920000110321332, 0.0, 0.0, 0.0, 0.0 </Cphi>
           <Alpha1> 2 </Alpha1>
           <Alpha2> 0 </Alpha2>
           <source>