diff --git a/Visualization/Report.ipynb b/Visualization/Report.ipynb
index 71e3122..97d4a94 100644
--- a/Visualization/Report.ipynb
+++ b/Visualization/Report.ipynb
@@ -16,7 +16,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -38,9 +38,19 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "[INFO] 17:55:01 - pyam.core: Reading file ..\\Conversion-Script\\File_Converted\\Baseline no policies no CO2taxconverted.csv\n",
+      "c:\\Users\\34670\\.conda\\envs\\wiliamcformat\\Lib\\site-packages\\pyam\\utils.py:318: FutureWarning: The previous implementation of stack is deprecated and will be removed in a future version of pandas. See the What's New notes for pandas 2.1.0 for details. Specify future_stack=True to adopt the new implementation and silence this warning.\n",
+      "  .stack(dropna=True)\n"
+     ]
+    }
+   ],
    "source": [
     "# 1. path to the results file (in IAMC format)\n",
     "path = \"..\\\\Conversion-Script\\\\File_Converted\\\\\"\n",
@@ -68,9 +78,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1000x500 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "# Aggregate all the regional populations\n",
     "#data = df.aggregate_region(\"Population\").timeseries()\n",
@@ -101,9 +122,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "data = df.filter(**args, variable=\"Primary Energy\", year=2050)\n",
     "\n",
@@ -122,9 +154,998 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "c:\\Users\\34670\\.conda\\envs\\wiliamcformat\\Lib\\site-packages\\pyam\\figures.py:58: FutureWarning: Downcasting behavior in `replace` is deprecated and will be removed in a future version. To retain the old behavior, explicitly call `result.infer_objects(copy=False)`. To opt-in to the future behavior, set `pd.set_option('future.no_silent_downcasting', True)`\n",
+      "  _df.replace(label_mapping, inplace=True)\n"
+     ]
+    },
+    {
+     "data": {
+      "application/vnd.plotly.v1+json": {
+       "config": {
+        "plotlyServerURL": "https://plot.ly"
+       },
+       "data": [
+        {
+         "link": {
+          "hovertemplate": "\"%{source.label}\" to \"%{target.label}\":                 %{value}<extra></extra>",
+          "source": [
+           13,
+           1,
+           21,
+           20,
+           18,
+           1,
+           11,
+           19,
+           1,
+           15,
+           8,
+           9,
+           3,
+           17,
+           20,
+           4,
+           4,
+           16,
+           16,
+           7,
+           10,
+           0,
+           0,
+           0,
+           12,
+           12,
+           12,
+           12,
+           2,
+           2,
+           9,
+           9
+          ],
+          "target": [
+           12,
+           12,
+           12,
+           5,
+           4,
+           3,
+           7,
+           10,
+           16,
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+            "backgroundcolor": "#E5ECF6",
+            "gridcolor": "white",
+            "gridwidth": 2,
+            "linecolor": "white",
+            "showbackground": true,
+            "ticks": "",
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+           "yaxis": {
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+            "gridcolor": "white",
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+            "zerolinecolor": "white"
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+            "linecolor": "white",
+            "ticks": ""
+           },
+           "bgcolor": "#E5ECF6",
+           "caxis": {
+            "gridcolor": "white",
+            "linecolor": "white",
+            "ticks": ""
+           }
+          },
+          "title": {
+           "x": 0.05
+          },
+          "xaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
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+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          },
+          "yaxis": {
+           "automargin": true,
+           "gridcolor": "white",
+           "linecolor": "white",
+           "ticks": "",
+           "title": {
+            "standoff": 15
+           },
+           "zerolinecolor": "white",
+           "zerolinewidth": 2
+          }
+         }
+        },
+        "title": {
+         "text": "region: China, year: 2050"
+        }
+       }
+      }
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sankey_mapping = {\n",
     "    \"Primary Energy|Agriculture Products\": (\"Agriculture\", \"Solids\"),\n",
@@ -168,11 +1189,138 @@
     "plotly.io.show(data)"
    ]
   },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Land and Water (9 regions)\n",
+    "\n",
+    "* **Solar land**: Land required to install solar energy. This is an intermodule variable, feedback between the energy and land modules.  "
+   ]
+  },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 21,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data = df.filter(**args, variable=\"Land Cover|Energy\").filter(region=\"World\", keep=False)\n",
+    "\n",
+    "data.plot(title=\"Land covered by solar & wind technologies\", color=\"region\")\n",
+    "plt.legend(loc=1)\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## Climate (9 regions)\n",
+    "\n",
+    "* **Gross emissions**: total annual emissions in the Wolrd."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "data = df.filter(**args, variable=\"Emissions|*\", level=0, region=\"World\")\n",
+    "\n",
+    "data.plot.bar(stacked=True, title=\"Gross emissions in the World\")\n",
+    "plt.legend(loc=1)\n",
+    "plt.ylabel(\"Mt\")\n",
+    "plt.tight_layout()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Completions: Emissions\n",
+      "Emissions|CH4\n",
+      "Emissions|CH4|AFOLU|Agriculture\n",
+      "Emissions|CH4|CO2eq\n",
+      "Emissions|CH4|Per Capita\n",
+      "Emissions|CO2\n",
+      "Emissions|CO2eq|CO2\n",
+      "Emissions|CO2eq|Cumulative\n",
+      "Emissions|CO2eq|Per Capita\n",
+      "Emissions|CO2|Energy|Supply\n",
+      "Emissions|CO2|Industrial Processes\n",
+      "Emissions|CO2|Land Use Changes\n",
+      "Emissions|CO2|Per Capita\n",
+      "Emissions|CO2|Waste\n",
+      "Emissions|HFC|HFC125\n",
+      "Emissions|HFC|HFC125|CO2eq\n",
+      "Emissions|HFC|HFC125|Per Capita\n",
+      "Emissions|HFC|HFC134a\n",
+      "Emissions|HFC|HFC134a|CO2eq\n",
+      "Emissions|HFC|HFC134a|Per Capita\n",
+      "Emissions|HFC|HFC143a\n",
+      "Emissions|HFC|HFC143a|CO2eq\n",
+      "Emissions|HFC|HFC143a|Per Capita\n",
+      "Emissions|HFC|HFC152a\n",
+      "Emissions|HFC|HFC152a|CO2eq\n",
+      "Emissions|HFC|HFC152a|Per Capita\n",
+      "Emissions|HFC|HFC227ea\n",
+      "Emissions|HFC|HFC227ea|CO2eq\n",
+      "Emissions|HFC|HFC227ea|Per Capita\n",
+      "Emissions|HFC|HFC23\n",
+      "Emissions|HFC|HFC23|CO2eq\n",
+      "Emissions|HFC|HFC23|Per Capita\n",
+      "Emissions|HFC|HFC245ca\n",
+      "Emissions|HFC|HFC245ca|CO2eq\n",
+      "Emissions|HFC|HFC245ca|Per Capita\n",
+      "Emissions|HFC|HFC32\n",
+      "Emissions|HFC|HFC32|CO2eq\n",
+      "Emissions|HFC|HFC32|Per Capita\n",
+      "Emissions|HFC|HFC43-10\n",
+      "Emissions|HFC|HFC43-10|CO2eq\n",
+      "Emissions|HFC|HFC43-10|Per Capita\n",
+      "Emissions|N2O\n",
+      "Emissions|N2O|AFOLU|Agriculture\n",
+      "Emissions|N2O|CO2eq\n",
+      "Emissions|N2O|Per Capita\n",
+      "Emissions|PFC\n",
+      "Emissions|PFC|CO2eq\n",
+      "Emissions|PFC|Per Capita\n",
+      "Emissions|SF6\n",
+      "Emissions|SF6|CO2eq\n",
+      "Emissions|SF6|Per Capita\n"
+     ]
+    }
+   ],
    "source": [
     "# Import the library to efficiently search variables\n",
     "import triesearching\n",
@@ -187,6 +1335,26 @@
     "completions = triesearching.suggest_completions(trie, prefix)\n",
     "print(\"Completions:\", \"\\n\".join(completions))"
    ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['Mt CH4/yr', 'Mt CO2/yr', 'Mt N2O/yr', 'Mt PFC/yr', 'Mt SF6/yr']"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df.filter(**args, variable=\"Emissions|*\", level=0, region=\"World\").unit\n"
+   ]
   }
  ],
  "metadata": {
@@ -205,7 +1373,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.10.14"
+   "version": "3.12.4"
   }
  },
  "nbformat": 4,
diff --git a/paper.bib b/paper.bib
index a594627..6494f18 100644
--- a/paper.bib
+++ b/paper.bib
@@ -33,7 +33,7 @@ @article{Wilkinson2016
    year = {2016},
 }
 
-@misc{Lin2020,
+@article{Lin2020,
    author = {Dawei Lin and Jonathan Crabtree and Ingrid Dillo and Robert R. Downs and Rorie Edmunds and David Giaretta and Marisa De Giusti and Hervé L’Hours and Wim Hugo and Reyna Jenkyns and Varsha Khodiyar and Maryann E. Martone and Mustapha Mokrane and Vivek Navale and Jonathan Petters and Barbara Sierman and Dina V. Sokolova and Martina Stockhause and John Westbrook},
    doi = {10.1038/s41597-020-0486-7},
    issn = {20524463},