From 6dec6f5e43764dd0773b91225690046b6afa6138 Mon Sep 17 00:00:00 2001
From: Mirletz <heather.mirletz@nrel.gov>
Date: Tue, 10 Sep 2024 16:35:14 -0600
Subject: [PATCH] looking at renaming countries

no solution yet
---
 ...e dev) Grid Mix by Country from Ember.html | 87 ++++++++++++++++++-
 ... dev) Grid Mix by Country from Ember.ipynb | 73 +++++++++++++++-
 ...ine dev) Grid Mix by Country from Ember.py |  4 +-
 ...baseline development) Carbon - Silver.html | 41 ++++-----
 ...aseline development) Carbon - Silver.ipynb |  6 +-
 5 files changed, 179 insertions(+), 32 deletions(-)

diff --git a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.html b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.html
index d5276db..71fa381 100644
--- a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.html	
+++ b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.html	
@@ -15069,16 +15069,16 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 
 </div>
 
-</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
+</div><div class="jp-Cell jp-CodeCell jp-Notebook-cell   ">
 <div class="jp-Cell-inputWrapper">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
 </div>
 <div class="jp-InputArea jp-Cell-inputArea">
-<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[7]:</div>
+<div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[38]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#for unique values of area, do a pivot table with year on index, variable on column, and value in thingy</span>
-<span class="c1">#emberdata_vars_perc['Area'].unique()</span>
+<span class="n">emberdata_vars_perc</span><span class="p">[</span><span class="s1">'Area'</span><span class="p">]</span><span class="o">.</span><span class="n">unique</span><span class="p">()</span>
 </pre></div>
 
      </div>
@@ -15086,6 +15086,87 @@ <h1 id="Import-and-update-Grid-electricity-mix-by-country-Automatically">Import
 </div>
 </div>
 
+<div class="jp-Cell-outputWrapper">
+<div class="jp-Collapser jp-OutputCollapser jp-Cell-outputCollapser">
+</div>
+
+
+<div class="jp-OutputArea jp-Cell-outputArea">
+
+<div class="jp-OutputArea-child">
+
+    
+    <div class="jp-OutputPrompt jp-OutputArea-prompt">Out[38]:</div>
+
+
+
+
+<div class="jp-RenderedText jp-OutputArea-output jp-OutputArea-executeResult" data-mime-type="text/plain">
+<pre>array([&#39;Afghanistan&#39;, &#39;Africa&#39;, &#39;Albania&#39;, &#39;Algeria&#39;, &#39;American Samoa&#39;,
+       &#39;Angola&#39;, &#39;Antigua and Barbuda&#39;, &#39;Argentina&#39;, &#39;Armenia&#39;, &#39;Aruba&#39;,
+       &#39;ASEAN&#39;, &#39;Asia&#39;, &#39;Australia&#39;, &#39;Austria&#39;, &#39;Azerbaijan&#39;,
+       &#39;Bahamas (the)&#39;, &#39;Bahrain&#39;, &#39;Bangladesh&#39;, &#39;Barbados&#39;, &#39;Belarus&#39;,
+       &#39;Belgium&#39;, &#39;Belize&#39;, &#39;Benin&#39;, &#39;Bermuda&#39;, &#39;Bhutan&#39;, &#39;Bolivia&#39;,
+       &#39;Bosnia Herzegovina&#39;, &#39;Botswana&#39;, &#39;Brazil&#39;, &#39;Brunei Darussalam&#39;,
+       &#39;Bulgaria&#39;, &#39;Burkina Faso&#39;, &#39;Burundi&#39;, &#39;Cabo Verde&#39;, &#39;Cambodia&#39;,
+       &#39;Cameroon&#39;, &#39;Canada&#39;, &#39;Cayman Islands (the)&#39;,
+       &#39;Central African Republic (the)&#39;, &#39;Chad&#39;, &#39;Chile&#39;, &#39;China&#39;,
+       &#39;Colombia&#39;, &#39;Comoros (the)&#39;,
+       &#39;Congo (the Democratic Republic of the)&#39;, &#39;Congo (the)&#39;,
+       &#39;Cook Islands (the)&#39;, &#39;Costa Rica&#39;, &#34;Cote d&#39;Ivoire&#34;, &#39;Croatia&#39;,
+       &#39;Cuba&#39;, &#39;Cyprus&#39;, &#39;Czechia&#39;, &#39;Denmark&#39;, &#39;Djibouti&#39;, &#39;Dominica&#39;,
+       &#39;Dominican Republic (the)&#39;, &#39;Ecuador&#39;, &#39;Egypt&#39;, &#39;El Salvador&#39;,
+       &#39;Equatorial Guinea&#39;, &#39;Eritrea&#39;, &#39;Estonia&#39;, &#39;Eswatini&#39;, &#39;Ethiopia&#39;,
+       &#39;EU&#39;, &#39;Europe&#39;, &#39;Falkland Islands (the) [Malvinas]&#39;,
+       &#39;Faroe Islands (the)&#39;, &#39;Fiji&#39;, &#39;Finland&#39;, &#39;France&#39;,
+       &#39;French Guiana&#39;, &#39;French Polynesia&#39;, &#39;G20&#39;, &#39;G7&#39;, &#39;Gabon&#39;,
+       &#39;Gambia (the)&#39;, &#39;Georgia&#39;, &#39;Germany&#39;, &#39;Ghana&#39;, &#39;Gibraltar&#39;,
+       &#39;Greece&#39;, &#39;Greenland&#39;, &#39;Grenada&#39;, &#39;Guadeloupe&#39;, &#39;Guam&#39;,
+       &#39;Guatemala&#39;, &#39;Guinea&#39;, &#39;Guinea-Bissau&#39;, &#39;Guyana&#39;, &#39;Haiti&#39;,
+       &#39;Honduras&#39;, &#39;Hong Kong&#39;, &#39;Hungary&#39;, &#39;Iceland&#39;, &#39;India&#39;,
+       &#39;Indonesia&#39;, &#39;Iran (Islamic Republic of)&#39;, &#39;Iraq&#39;, &#39;Ireland&#39;,
+       &#39;Israel&#39;, &#39;Italy&#39;, &#39;Jamaica&#39;, &#39;Japan&#39;, &#39;Jordan&#39;, &#39;Kazakhstan&#39;,
+       &#39;Kenya&#39;, &#39;Kiribati&#39;, &#34;Korea (the Democratic People&#39;s Republic of)&#34;,
+       &#39;Kosovo&#39;, &#39;Kuwait&#39;, &#39;Kyrgyzstan&#39;,
+       &#34;Lao People&#39;s Democratic Republic (the)&#34;,
+       &#39;Latin America and Caribbean&#39;, &#39;Latvia&#39;, &#39;Lebanon&#39;, &#39;Lesotho&#39;,
+       &#39;Liberia&#39;, &#39;Libya&#39;, &#39;Lithuania&#39;, &#39;Luxembourg&#39;, &#39;Macao&#39;,
+       &#39;Madagascar&#39;, &#39;Malawi&#39;, &#39;Malaysia&#39;, &#39;Maldives&#39;, &#39;Mali&#39;, &#39;Malta&#39;,
+       &#39;Martinique&#39;, &#39;Mauritania&#39;, &#39;Mauritius&#39;, &#39;Mexico&#39;, &#39;Middle East&#39;,
+       &#39;Moldova&#39;, &#39;Mongolia&#39;, &#39;Montenegro&#39;, &#39;Montserrat&#39;, &#39;Morocco&#39;,
+       &#39;Mozambique&#39;, &#39;Myanmar&#39;, &#39;Namibia&#39;, &#39;Nauru&#39;, &#39;Nepal&#39;,
+       &#39;Netherlands&#39;, &#39;New Caledonia&#39;, &#39;New Zealand&#39;, &#39;Nicaragua&#39;,
+       &#39;Niger (the)&#39;, &#39;Nigeria&#39;, &#39;Niue&#39;, &#39;North America&#39;,
+       &#39;North Macedonia&#39;, &#39;Norway&#39;, &#39;Oceania&#39;, &#39;OECD&#39;, &#39;Oman&#39;, &#39;Pakistan&#39;,
+       &#39;Palestine, State of&#39;, &#39;Panama&#39;, &#39;Papua New Guinea&#39;, &#39;Paraguay&#39;,
+       &#39;Peru&#39;, &#39;Philippines (the)&#39;, &#39;Poland&#39;, &#39;Portugal&#39;, &#39;Puerto Rico&#39;,
+       &#39;Qatar&#39;, &#39;Reunion&#39;, &#39;Romania&#39;, &#39;Russian Federation (the)&#39;,
+       &#39;Rwanda&#39;, &#39;Saint Helena, Ascension and Tristan da Cunha&#39;,
+       &#39;Saint Kitts and Nevis&#39;, &#39;Saint Lucia&#39;,
+       &#39;Saint Pierre and Miquelon&#39;, &#39;Saint Vincent and the Grenadines&#39;,
+       &#39;Samoa&#39;, &#39;Sao Tome and Principe&#39;, &#39;Saudi Arabia&#39;, &#39;Senegal&#39;,
+       &#39;Serbia&#39;, &#39;Seychelles&#39;, &#39;Sierra Leone&#39;, &#39;Singapore&#39;, &#39;Slovakia&#39;,
+       &#39;Slovenia&#39;, &#39;Solomon Islands&#39;, &#39;Somalia&#39;, &#39;South Africa&#39;,
+       &#39;South Korea&#39;, &#39;South Sudan&#39;, &#39;Spain&#39;, &#39;Sri Lanka&#39;, &#39;Sudan (the)&#39;,
+       &#39;Suriname&#39;, &#39;Sweden&#39;, &#39;Switzerland&#39;, &#39;Syrian Arab Republic (the)&#39;,
+       &#39;Taiwan&#39;, &#39;Tajikistan&#39;, &#39;Tanzania, the United Republic of&#39;,
+       &#39;Thailand&#39;, &#39;Timor-Leste&#39;, &#39;Togo&#39;, &#39;Tonga&#39;, &#39;Trinidad and Tobago&#39;,
+       &#39;Tunisia&#39;, &#39;Turkey&#39;, &#39;Turkmenistan&#39;,
+       &#39;Turks and Caicos Islands (the)&#39;, &#39;Uganda&#39;, &#39;Ukraine&#39;,
+       &#39;United Arab Emirates&#39;, &#39;United Kingdom&#39;,
+       &#39;United States of America&#39;, &#39;Uruguay&#39;, &#39;Uzbekistan&#39;, &#39;Vanuatu&#39;,
+       &#39;Venezuela (Bolivarian Republic of)&#39;, &#39;Viet Nam&#39;,
+       &#39;Virgin Islands (British)&#39;, &#39;Virgin Islands (U.S.)&#39;,
+       &#39;Western Sahara&#39;, &#39;World&#39;, &#39;Yemen&#39;, &#39;Zambia&#39;, &#39;Zimbabwe&#39;],
+      dtype=object)</pre>
+</div>
+
+</div>
+
+</div>
+
+</div>
+
 </div><div class="jp-Cell jp-CodeCell jp-Notebook-cell jp-mod-noOutputs  ">
 <div class="jp-Cell-inputWrapper">
 <div class="jp-Collapser jp-InputCollapser jp-Cell-inputCollapser">
diff --git a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.ipynb b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.ipynb
index ee3d861..5c1f1a9 100644
--- a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.ipynb	
+++ b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.ipynb	
@@ -449,13 +449,80 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 38,
    "id": "eec1cbed-e7ed-4d73-8133-5194be8b36e2",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "array(['Afghanistan', 'Africa', 'Albania', 'Algeria', 'American Samoa',\n",
+       "       'Angola', 'Antigua and Barbuda', 'Argentina', 'Armenia', 'Aruba',\n",
+       "       'ASEAN', 'Asia', 'Australia', 'Austria', 'Azerbaijan',\n",
+       "       'Bahamas (the)', 'Bahrain', 'Bangladesh', 'Barbados', 'Belarus',\n",
+       "       'Belgium', 'Belize', 'Benin', 'Bermuda', 'Bhutan', 'Bolivia',\n",
+       "       'Bosnia Herzegovina', 'Botswana', 'Brazil', 'Brunei Darussalam',\n",
+       "       'Bulgaria', 'Burkina Faso', 'Burundi', 'Cabo Verde', 'Cambodia',\n",
+       "       'Cameroon', 'Canada', 'Cayman Islands (the)',\n",
+       "       'Central African Republic (the)', 'Chad', 'Chile', 'China',\n",
+       "       'Colombia', 'Comoros (the)',\n",
+       "       'Congo (the Democratic Republic of the)', 'Congo (the)',\n",
+       "       'Cook Islands (the)', 'Costa Rica', \"Cote d'Ivoire\", 'Croatia',\n",
+       "       'Cuba', 'Cyprus', 'Czechia', 'Denmark', 'Djibouti', 'Dominica',\n",
+       "       'Dominican Republic (the)', 'Ecuador', 'Egypt', 'El Salvador',\n",
+       "       'Equatorial Guinea', 'Eritrea', 'Estonia', 'Eswatini', 'Ethiopia',\n",
+       "       'EU', 'Europe', 'Falkland Islands (the) [Malvinas]',\n",
+       "       'Faroe Islands (the)', 'Fiji', 'Finland', 'France',\n",
+       "       'French Guiana', 'French Polynesia', 'G20', 'G7', 'Gabon',\n",
+       "       'Gambia (the)', 'Georgia', 'Germany', 'Ghana', 'Gibraltar',\n",
+       "       'Greece', 'Greenland', 'Grenada', 'Guadeloupe', 'Guam',\n",
+       "       'Guatemala', 'Guinea', 'Guinea-Bissau', 'Guyana', 'Haiti',\n",
+       "       'Honduras', 'Hong Kong', 'Hungary', 'Iceland', 'India',\n",
+       "       'Indonesia', 'Iran (Islamic Republic of)', 'Iraq', 'Ireland',\n",
+       "       'Israel', 'Italy', 'Jamaica', 'Japan', 'Jordan', 'Kazakhstan',\n",
+       "       'Kenya', 'Kiribati', \"Korea (the Democratic People's Republic of)\",\n",
+       "       'Kosovo', 'Kuwait', 'Kyrgyzstan',\n",
+       "       \"Lao People's Democratic Republic (the)\",\n",
+       "       'Latin America and Caribbean', 'Latvia', 'Lebanon', 'Lesotho',\n",
+       "       'Liberia', 'Libya', 'Lithuania', 'Luxembourg', 'Macao',\n",
+       "       'Madagascar', 'Malawi', 'Malaysia', 'Maldives', 'Mali', 'Malta',\n",
+       "       'Martinique', 'Mauritania', 'Mauritius', 'Mexico', 'Middle East',\n",
+       "       'Moldova', 'Mongolia', 'Montenegro', 'Montserrat', 'Morocco',\n",
+       "       'Mozambique', 'Myanmar', 'Namibia', 'Nauru', 'Nepal',\n",
+       "       'Netherlands', 'New Caledonia', 'New Zealand', 'Nicaragua',\n",
+       "       'Niger (the)', 'Nigeria', 'Niue', 'North America',\n",
+       "       'North Macedonia', 'Norway', 'Oceania', 'OECD', 'Oman', 'Pakistan',\n",
+       "       'Palestine, State of', 'Panama', 'Papua New Guinea', 'Paraguay',\n",
+       "       'Peru', 'Philippines (the)', 'Poland', 'Portugal', 'Puerto Rico',\n",
+       "       'Qatar', 'Reunion', 'Romania', 'Russian Federation (the)',\n",
+       "       'Rwanda', 'Saint Helena, Ascension and Tristan da Cunha',\n",
+       "       'Saint Kitts and Nevis', 'Saint Lucia',\n",
+       "       'Saint Pierre and Miquelon', 'Saint Vincent and the Grenadines',\n",
+       "       'Samoa', 'Sao Tome and Principe', 'Saudi Arabia', 'Senegal',\n",
+       "       'Serbia', 'Seychelles', 'Sierra Leone', 'Singapore', 'Slovakia',\n",
+       "       'Slovenia', 'Solomon Islands', 'Somalia', 'South Africa',\n",
+       "       'South Korea', 'South Sudan', 'Spain', 'Sri Lanka', 'Sudan (the)',\n",
+       "       'Suriname', 'Sweden', 'Switzerland', 'Syrian Arab Republic (the)',\n",
+       "       'Taiwan', 'Tajikistan', 'Tanzania, the United Republic of',\n",
+       "       'Thailand', 'Timor-Leste', 'Togo', 'Tonga', 'Trinidad and Tobago',\n",
+       "       'Tunisia', 'Turkey', 'Turkmenistan',\n",
+       "       'Turks and Caicos Islands (the)', 'Uganda', 'Ukraine',\n",
+       "       'United Arab Emirates', 'United Kingdom',\n",
+       "       'United States of America', 'Uruguay', 'Uzbekistan', 'Vanuatu',\n",
+       "       'Venezuela (Bolivarian Republic of)', 'Viet Nam',\n",
+       "       'Virgin Islands (British)', 'Virgin Islands (U.S.)',\n",
+       "       'Western Sahara', 'World', 'Yemen', 'Zambia', 'Zimbabwe'],\n",
+       "      dtype=object)"
+      ]
+     },
+     "execution_count": 38,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "#for unique values of area, do a pivot table with year on index, variable on column, and value in thingy\n",
-    "#emberdata_vars_perc['Area'].unique()"
+    "emberdata_vars_perc['Area'].unique()"
    ]
   },
   {
diff --git a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.py b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.py
index 29b714a..91de459 100644
--- a/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.py	
+++ b/docs/baseline development documentation/(baseline dev) Grid Mix by Country from Ember.py	
@@ -67,11 +67,11 @@
 emberdata_vars_perc
 
 
-# In[7]:
+# In[38]:
 
 
 #for unique values of area, do a pivot table with year on index, variable on column, and value in thingy
-#emberdata_vars_perc['Area'].unique()
+emberdata_vars_perc['Area'].unique()
 
 
 # In[8]:
diff --git a/docs/baseline development documentation/(baseline development) Carbon - Silver.html b/docs/baseline development documentation/(baseline development) Carbon - Silver.html
index 4593207..cdba6a9 100644
--- a/docs/baseline development documentation/(baseline development) Carbon - Silver.html	
+++ b/docs/baseline development documentation/(baseline development) Carbon - Silver.html	
@@ -36,6 +36,7 @@
 .highlight .m { color: var(--jp-mirror-editor-number-color) } /* Literal.Number */
 .highlight .s { color: var(--jp-mirror-editor-string-color) } /* Literal.String */
 .highlight .ow { color: var(--jp-mirror-editor-operator-color); font-weight: bold } /* Operator.Word */
+.highlight .pm { color: var(--jp-mirror-editor-punctuation-color) } /* Punctuation.Marker */
 .highlight .w { color: var(--jp-mirror-editor-variable-color) } /* Text.Whitespace */
 .highlight .mb { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Bin */
 .highlight .mf { color: var(--jp-mirror-editor-number-color) } /* Literal.Number.Float */
@@ -14559,12 +14560,12 @@
                 },
                 displayAlign: 'center',
                 CommonHTML: {
-                    linebreaks: { 
-                    automatic: true 
+                    linebreaks: {
+                    automatic: true
                     }
                 }
             });
-        
+
             MathJax.Hub.Queue(["Typeset", MathJax.Hub]);
         }
     }
@@ -14585,11 +14586,11 @@
 <span class="kn">import</span> <span class="nn">os</span><span class="o">,</span><span class="nn">sys</span>
 <span class="kn">from</span> <span class="nn">pathlib</span> <span class="kn">import</span> <span class="n">Path</span>
 <span class="kn">import</span> <span class="nn">matplotlib.pyplot</span> <span class="k">as</span> <span class="nn">plt</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">&#39;font.size&#39;</span><span class="p">:</span> <span class="mi">18</span><span class="p">})</span>
-<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">&#39;figure.figsize&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="o">.</span><span class="n">update</span><span class="p">({</span><span class="s1">'font.size'</span><span class="p">:</span> <span class="mi">18</span><span class="p">})</span>
+<span class="n">plt</span><span class="o">.</span><span class="n">rcParams</span><span class="p">[</span><span class="s1">'figure.figsize'</span><span class="p">]</span> <span class="o">=</span> <span class="p">(</span><span class="mi">10</span><span class="p">,</span> <span class="mi">6</span><span class="p">)</span>
 <span class="n">cwd</span> <span class="o">=</span> <span class="n">os</span><span class="o">.</span><span class="n">getcwd</span><span class="p">()</span> <span class="c1">#grabs current working directory</span>
-<span class="n">carbonfolder</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">Path</span><span class="p">()</span><span class="o">.</span><span class="n">resolve</span><span class="p">()</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">parent</span> <span class="o">/</span> <span class="s1">&#39;PV_ICE&#39;</span> <span class="o">/</span> <span class="s1">&#39;baselines&#39;</span> <span class="o">/</span> <span class="s1">&#39;SupportingMaterial&#39;</span> <span class="o">/</span> <span class="s1">&#39;CarbonIntensities&#39;</span><span class="p">)</span>
-<span class="n">supportmatfolder</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">Path</span><span class="p">()</span><span class="o">.</span><span class="n">resolve</span><span class="p">()</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">parent</span> <span class="o">/</span> <span class="s1">&#39;PV_ICE&#39;</span> <span class="o">/</span> <span class="s1">&#39;baselines&#39;</span> <span class="o">/</span> <span class="s1">&#39;SupportingMaterial&#39;</span><span class="p">)</span>
+<span class="n">carbonfolder</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">Path</span><span class="p">()</span><span class="o">.</span><span class="n">resolve</span><span class="p">()</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">parent</span> <span class="o">/</span> <span class="s1">'PV_ICE'</span> <span class="o">/</span> <span class="s1">'baselines'</span> <span class="o">/</span> <span class="s1">'SupportingMaterial'</span> <span class="o">/</span> <span class="s1">'CarbonIntensities'</span><span class="p">)</span>
+<span class="n">supportmatfolder</span> <span class="o">=</span> <span class="nb">str</span><span class="p">(</span><span class="n">Path</span><span class="p">()</span><span class="o">.</span><span class="n">resolve</span><span class="p">()</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">parent</span><span class="o">.</span><span class="n">parent</span> <span class="o">/</span> <span class="s1">'PV_ICE'</span> <span class="o">/</span> <span class="s1">'baselines'</span> <span class="o">/</span> <span class="s1">'SupportingMaterial'</span><span class="p">)</span>
 </pre></div>
 
      </div>
@@ -14617,11 +14618,11 @@ <h1 id="Manufacturing-by-country">Manufacturing by country<a class="anchor-link"
 <div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[2]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS2023_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">carbonfolder</span><span class="p">,</span> <span class="s1">&#39;input-worldsilversurvey2023-silverminebycountry.csv&#39;</span><span class="p">),</span>
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS2023_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">carbonfolder</span><span class="p">,</span> <span class="s1">'input-worldsilversurvey2023-silverminebycountry.csv'</span><span class="p">),</span>
                                      <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="c1">#, usecols=lambda x: x not in skipcols)</span>
-<span class="n">ag_WSS2014_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">carbonfolder</span><span class="p">,</span> <span class="s1">&#39;input-worldsilversurvey2014-silverminebycountry.csv&#39;</span><span class="p">),</span>
+<span class="n">ag_WSS2014_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">carbonfolder</span><span class="p">,</span> <span class="s1">'input-worldsilversurvey2014-silverminebycountry.csv'</span><span class="p">),</span>
                                      <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="c1">#, usecols=lambda x: x not in skipcols)</span>
-<span class="n">ag_USGS_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">carbonfolder</span><span class="p">,</span> <span class="s1">&#39;input-USGS-silverminebycountry.csv&#39;</span><span class="p">),</span>
+<span class="n">ag_USGS_raw</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">read_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">carbonfolder</span><span class="p">,</span> <span class="s1">'input-USGS-silverminebycountry.csv'</span><span class="p">),</span>
                                      <span class="n">index_col</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="c1">#, usecols=lambda x: x not in skipcols)</span>
 </pre></div>
 
@@ -14638,9 +14639,9 @@ <h1 id="Manufacturing-by-country">Manufacturing by country<a class="anchor-link"
 <div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[3]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">ag_WSS2014_raw</span><span class="p">,</span><span class="n">ag_WSS2023_raw</span><span class="p">])</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">&#39;Mine Production Million Ounces&#39;</span><span class="p">])</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS</span> <span class="o">=</span> <span class="n">pd</span><span class="o">.</span><span class="n">concat</span><span class="p">([</span><span class="n">ag_WSS2014_raw</span><span class="p">,</span><span class="n">ag_WSS2023_raw</span><span class="p">])</span><span class="o">.</span><span class="n">groupby</span><span class="p">([</span><span class="s1">'Mine Production Million Ounces'</span><span class="p">])</span><span class="o">.</span><span class="n">sum</span><span class="p">()</span>
 <span class="n">ag_WSS_kg</span> <span class="o">=</span> <span class="n">ag_WSS</span><span class="o">*</span><span class="mf">0.02835</span><span class="o">*</span><span class="mf">1e6</span> <span class="c1">#convert to kg</span>
-<span class="n">ag_WSS_kg</span> <span class="o">=</span> <span class="n">ag_WSS_kg</span><span class="o">.</span><span class="n">rename_axis</span><span class="p">(</span><span class="s1">&#39;MineProduction_[kg]&#39;</span><span class="p">)</span>
+<span class="n">ag_WSS_kg</span> <span class="o">=</span> <span class="n">ag_WSS_kg</span><span class="o">.</span><span class="n">rename_axis</span><span class="p">(</span><span class="s1">'MineProduction_[kg]'</span><span class="p">)</span>
 <span class="n">ag_WSS_kg</span> <span class="o">=</span> <span class="n">ag_WSS_kg</span><span class="o">.</span><span class="n">fillna</span><span class="p">(</span><span class="mi">0</span><span class="p">)</span>
 
 <span class="n">ag_USGS</span> <span class="o">=</span> <span class="n">ag_USGS_raw</span><span class="o">.</span><span class="n">interpolate</span><span class="p">()</span>
@@ -15902,8 +15903,8 @@ <h1 id="Manufacturing-by-country">Manufacturing by country<a class="anchor-link"
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="c1">#USGS country market share</span>
-<span class="n">ag_USGS</span><span class="p">[</span><span class="s1">&#39;SUM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ag_USGS</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
-<span class="n">ag_USGS_mrktshr</span> <span class="o">=</span> <span class="n">ag_USGS</span><span class="o">.</span><span class="n">div</span><span class="p">(</span><span class="n">ag_USGS</span><span class="p">[</span><span class="s1">&#39;SUM&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span>
+<span class="n">ag_USGS</span><span class="p">[</span><span class="s1">'SUM'</span><span class="p">]</span> <span class="o">=</span> <span class="n">ag_USGS</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">ag_USGS_mrktshr</span> <span class="o">=</span> <span class="n">ag_USGS</span><span class="o">.</span><span class="n">div</span><span class="p">(</span><span class="n">ag_USGS</span><span class="p">[</span><span class="s1">'SUM'</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span>
 <span class="c1">#ag_USGS_mrktshr</span>
 </pre></div>
 
@@ -15920,8 +15921,8 @@ <h1 id="Manufacturing-by-country">Manufacturing by country<a class="anchor-link"
 <div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[7]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS_kg</span><span class="p">[</span><span class="s1">&#39;SUM&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ag_WSS_kg</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
-<span class="n">ag_WSS_mrktshr</span> <span class="o">=</span> <span class="n">ag_WSS_kg</span><span class="o">.</span><span class="n">div</span><span class="p">(</span><span class="n">ag_WSS_kg</span><span class="p">[</span><span class="s1">&#39;SUM&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span>
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS_kg</span><span class="p">[</span><span class="s1">'SUM'</span><span class="p">]</span> <span class="o">=</span> <span class="n">ag_WSS_kg</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">ag_WSS_mrktshr</span> <span class="o">=</span> <span class="n">ag_WSS_kg</span><span class="o">.</span><span class="n">div</span><span class="p">(</span><span class="n">ag_WSS_kg</span><span class="p">[</span><span class="s1">'SUM'</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span>
 <span class="c1">#ag_WSS_mrktshr</span>
 </pre></div>
 
@@ -16129,9 +16130,9 @@ <h1 id="Manufacturing-by-country">Manufacturing by country<a class="anchor-link"
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
 <div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS_kg_subset</span> <span class="o">=</span> <span class="n">ag_WSS_kg</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="n">important_countries</span><span class="p">]</span>
-<span class="n">ag_WSS_kg_importantcountries</span> <span class="o">=</span> <span class="n">ag_WSS_kg_subset</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">&#39;SUM&#39;</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
-<span class="n">ag_WSS_kg_importantcountries</span><span class="p">[</span><span class="s1">&#39;World&#39;</span><span class="p">]</span> <span class="o">=</span> <span class="n">ag_WSS_kg_subset</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="s1">&#39;SUM&#39;</span><span class="p">]</span><span class="o">-</span><span class="n">ag_WSS_kg_importantcountries</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
-<span class="n">ag_WSS_bycountrymarketshare</span> <span class="o">=</span> <span class="n">ag_WSS_kg_importantcountries</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,:]</span><span class="o">.</span><span class="n">div</span><span class="p">(</span><span class="n">ag_WSS_kg_subset</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="s1">&#39;SUM&#39;</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span>
+<span class="n">ag_WSS_kg_importantcountries</span> <span class="o">=</span> <span class="n">ag_WSS_kg_subset</span><span class="o">.</span><span class="n">drop</span><span class="p">(</span><span class="s1">'SUM'</span><span class="p">,</span> <span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">ag_WSS_kg_importantcountries</span><span class="p">[</span><span class="s1">'World'</span><span class="p">]</span> <span class="o">=</span> <span class="n">ag_WSS_kg_subset</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="s1">'SUM'</span><span class="p">]</span><span class="o">-</span><span class="n">ag_WSS_kg_importantcountries</span><span class="o">.</span><span class="n">sum</span><span class="p">(</span><span class="n">axis</span><span class="o">=</span><span class="mi">1</span><span class="p">)</span>
+<span class="n">ag_WSS_bycountrymarketshare</span> <span class="o">=</span> <span class="n">ag_WSS_kg_importantcountries</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,:]</span><span class="o">.</span><span class="n">div</span><span class="p">(</span><span class="n">ag_WSS_kg_subset</span><span class="o">.</span><span class="n">loc</span><span class="p">[:,</span><span class="s1">'SUM'</span><span class="p">],</span> <span class="n">axis</span><span class="o">=</span><span class="mi">0</span><span class="p">)</span><span class="o">*</span><span class="mi">100</span>
 <span class="n">ag_WSS_bycountrymarketshare</span>
 </pre></div>
 
@@ -16612,7 +16613,7 @@ <h1 id="Manufacturing-by-country">Manufacturing by country<a class="anchor-link"
 <div class="jp-InputPrompt jp-InputArea-prompt">In&nbsp;[57]:</div>
 <div class="jp-CodeMirrorEditor jp-Editor jp-InputArea-editor" data-type="inline">
      <div class="CodeMirror cm-s-jupyter">
-<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS_bycountrymarketshare</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">carbonfolder</span><span class="p">,</span> <span class="s1">&#39;output-silver-MFGingByCountry.csv&#39;</span><span class="p">))</span>
+<div class=" highlight hl-ipython3"><pre><span></span><span class="n">ag_WSS_bycountrymarketshare</span><span class="o">.</span><span class="n">to_csv</span><span class="p">(</span><span class="n">os</span><span class="o">.</span><span class="n">path</span><span class="o">.</span><span class="n">join</span><span class="p">(</span><span class="n">carbonfolder</span><span class="p">,</span> <span class="s1">'output-silver-MFGingByCountry.csv'</span><span class="p">))</span>
 </pre></div>
 
      </div>
diff --git a/docs/baseline development documentation/(baseline development) Carbon - Silver.ipynb b/docs/baseline development documentation/(baseline development) Carbon - Silver.ipynb
index 115743e..3000c39 100644
--- a/docs/baseline development documentation/(baseline development) Carbon - Silver.ipynb	
+++ b/docs/baseline development documentation/(baseline development) Carbon - Silver.ipynb	
@@ -843,9 +843,7 @@
    "cell_type": "code",
    "execution_count": 5,
    "id": "bb04561a",
-   "metadata": {
-    "scrolled": false
-   },
+   "metadata": {},
    "outputs": [
     {
      "data": {
@@ -2205,7 +2203,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.8.8"
+   "version": "3.11.5"
   }
  },
  "nbformat": 4,