diff --git a/run_all.sh b/run_all.sh
old mode 100644
new mode 100755
diff --git a/src/common-functions.vue b/src/common-functions.vue
index 051b09f7..cde007e7 100644
--- a/src/common-functions.vue
+++ b/src/common-functions.vue
@@ -47,7 +47,7 @@ export interface IBuilding {
   Longitude: string;
 
 
-  NaturalGasUse: string;
+  FossilGasUse: string;
   DistrictSteamUse: string;
 
   [buildingKey: string]: string | number | boolean;
@@ -66,7 +66,7 @@ export interface IHistoricData {
   ENERGYSTARScore: string;
   GHGIntensity: string;
   GrossFloorArea: string;
-  NaturalGasUse: string;
+  FossilGasUse: string;
   SourceEUI: string;
   TotalGHGEmissions: string;
 }
@@ -131,7 +131,7 @@ export const RankedColumns = [
   'GHGIntensity',
   'TotalGHGEmissions',
   'ElectricityUse',
-  'NaturalGasUse',
+  'FossilGasUse',
   'SourceEUI',
   'SiteEUI',
   // 'GrossFloorArea',
@@ -230,7 +230,7 @@ export const UtilityCosts = {
 };
 
 /**
- * Given an amount of natural gas or electricity used by a building, returns a cost
+ * Given an amount of fossil gas or electricity used by a building, returns a cost
  * estimate of how much a building would have spent at average retail prices for
  * that energy.
  *
diff --git a/src/components/BuildingsTable.vue b/src/components/BuildingsTable.vue
index 32ec5908..cceaf072 100644
--- a/src/components/BuildingsTable.vue
+++ b/src/components/BuildingsTable.vue
@@ -54,7 +54,7 @@ export default class BuildingsTable extends Vue {
             scope="col"
             class="numeric wide-col"
           >
-            Natural Gas Use<br>
+            Fossil Gas Use<br>
             <span class="unit">(kBtu)</span>
           </th>
           <th
@@ -128,13 +128,13 @@ export default class BuildingsTable extends Vue {
             v-if="showGasUse"
             class="numeric"
           >
-            <template v-if="edge.node.NaturalGasUse">
+            <template v-if="edge.node.FossilGasUse">
               <RankText
                 :building="edge.node"
                 :should-round="true"
                 :stats="BuildingBenchmarkStats"
                 :unit="'kBtu'"
-                stat-key="NaturalGasUse"
+                stat-key="FossilGasUse"
               />
             </template>
             <template v-else>
diff --git a/src/components/HistoricalBuildingDataTable.vue b/src/components/HistoricalBuildingDataTable.vue
index 726ceff3..5b08dfec 100644
--- a/src/components/HistoricalBuildingDataTable.vue
+++ b/src/components/HistoricalBuildingDataTable.vue
@@ -38,7 +38,7 @@
             Electricity Use <span class="unit">kBTU</span>
           </th>
           <th scope="col">
-            Natural Gas Use <span class="unit">kBTU</span>
+            Fossil Gas Use <span class="unit">kBTU</span>
           </th>
           <th
             v-if="renderedColumns.includes('DistrictSteamUse')"
@@ -69,7 +69,7 @@
 
           <!-- Round big numbers -->
           <td>{{ benchmark.ElectricityUse | optionalInt }}</td>
-          <td>{{ benchmark.NaturalGasUse | optionalInt }}</td>
+          <td>{{ benchmark.FossilGasUse | optionalInt }}</td>
           <td v-if="renderedColumns.includes('DistrictSteamUse')">
             {{ benchmark.DistrictSteamUse | optionalInt }}
           </td>
@@ -126,7 +126,7 @@ export default class BuildingImage extends Vue {
     const allColKeys: Array<string> = Object.keys(this.historicBenchmarks[0]);
     const emptyColKeys = allColKeys.filter((colKey: string) => {
       // A column is empty if it's all empty string or '0', so skip it if so. Some columns switch
-      // between both, like Natural Gas Use on Merch Mart, which we also want to ignore
+      // between both, like Fossil Gas Use on Merch Mart, which we also want to ignore
       return !this.historicBenchmarks.every((datum) => {
         return (datum as any)[colKey] === '' || (datum as any)[colKey] === '0.0';
       });
diff --git a/src/components/StatTile.vue b/src/components/StatTile.vue
index 5db40d10..ac619c32 100644
--- a/src/components/StatTile.vue
+++ b/src/components/StatTile.vue
@@ -30,7 +30,7 @@
         v-if="costEstimate"
         class="bill-estimate"
       >
-        <strong>Est. {{ statKey === 'NaturalGasUse' ? 'Gas' : 'Electric' }} Bill:</strong>
+        <strong>Est. {{ statKey === 'FossilGasUse' ? 'Gas' : 'Electric' }} Bill:</strong>
         ${{ Math.round(costEstimate).toLocaleString() }} for {{ building.DataYear }}**
       </div>
 
@@ -141,18 +141,18 @@
         so we don't currently have comparison data.
       </p>
 
-      <!-- Natural Gas specific message -->
+      <!-- Fossil Gas specific message -->
       <div
-        v-if="statValue === '0' && statKey === 'NaturalGasUse'"
+        v-if="statValue === '0' && statKey === 'FossilGasUse'"
         class="no-gas-msg"
       >
         <div v-if="fullyGasFree">
           <div class="bold">
-            This Building Didn't Burn Any Natural Gas! 🎉
+            This Building Didn't Burn Any Fossil Gas! 🎉
           </div>
 
           <p class="smaller">
-            This building burned no natural gas on-site and isn't connected to a district heating
+            This building burned no fossil gas on-site and isn't connected to a district heating
             system, meaning it's fully electric! View <g-link to="/biggest-gas-free-buildings">
               Chicago's Biggest Gas Free Buildings
             </g-link>.
@@ -164,10 +164,10 @@
           </div>
 
           <p class="smaller">
-            Although this building didn't burn any natural gas on site, it's connected to a district
+            Although this building didn't burn any fossil gas on site, it's connected to a district
             heating system, a centralized system for heating multiple buildings. District heating
-            systems can be fully electric, but in Chicago most district heating systems are natural
-            gas powered, meaning this building was most likely still heated with natural gas.
+            systems can be fully electric, but in Chicago most district heating systems are fossil
+            gas powered, meaning this building was most likely still heated with fossil gas.
           </p>
         </div>
       </div>
@@ -241,7 +241,7 @@ export default class StatTile extends Vue {
    * through a district heating system.
    */
   get fullyGasFree(): boolean {
-    return parseFloat(this.building.NaturalGasUse) === 0
+    return parseFloat(this.building.FossilGasUse) === 0
       && parseFloat(this.building.DistrictSteamUse) === 0;
   }
 
@@ -250,7 +250,7 @@ export default class StatTile extends Vue {
     if (this.statKey === 'ElectricityUse') {
       return estimateUtilitySpend(parseFloat(this.building[this.statKey] as string), true);
     }
-    else if (this.statKey === 'NaturalGasUse') {
+    else if (this.statKey === 'FossilGasUse') {
       return estimateUtilitySpend(parseFloat(this.building[this.statKey] as string), false);
     }
 
diff --git a/src/data/dist/benchmarking-all-years.csv b/src/data/dist/benchmarking-all-years.csv
index 7473be19..74be2607 100644
--- a/src/data/dist/benchmarking-all-years.csv
+++ b/src/data/dist/benchmarking-all-years.csv
@@ -1,4 +1,4 @@
-ID,DataYear,ReportingStatus,GrossFloorArea,TotalGHGEmissions,GHGIntensity,NumberOfBuildings,ChicagoEnergyRating,ENERGYSTARScore,ElectricityUse,NaturalGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI
+ID,DataYear,ReportingStatus,GrossFloorArea,TotalGHGEmissions,GHGIntensity,NumberOfBuildings,ChicagoEnergyRating,ENERGYSTARScore,ElectricityUse,FossilGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI
 252064,2020,Submitted Data,64028.0,1160.9,18.1,1,2.0,,2384738.9,,7438787.0,5594040.1,,240.8,323.6,246.0,329.9
 232458,2020,Submitted Data,627680.0,4871.7,7.8,1,1.0,22,16397682.8,43537490.6,,,,95.5,146.0,100.3,150.7
 254616,2020,Submitted Data,555524.0,4581.4,8.2,1,2.0,49,28606427.7,2199940.1,,,,55.5,148.3,56.7,151.8
diff --git a/src/data/dist/building-benchmark-stats.json b/src/data/dist/building-benchmark-stats.json
index ed0714b2..02904429 100644
--- a/src/data/dist/building-benchmark-stats.json
+++ b/src/data/dist/building-benchmark-stats.json
@@ -1 +1 @@
-{"GHGIntensity":{"count":2549.0,"mean":7.5,"std":5.5,"min":0.3,"max":114.8,"twentyFifthPercentile":5.0,"median":6.4,"seventyFifthPercentile":8.1},"TotalGHGEmissions":{"count":2549.0,"mean":1912.1,"std":4656.8,"min":4.8,"max":135875.8,"twentyFifthPercentile":485.2,"median":885.8,"seventyFifthPercentile":1858.9},"ElectricityUse":{"count":2549.0,"mean":9573668.8000000007,"std":24582595.1999999993,"min":0.0,"max":623023572.6000000238,"twentyFifthPercentile":1808639.8,"median":3796376.7000000002,"seventyFifthPercentile":8744977.5},"NaturalGasUse":{"count":2549.0,"mean":11076092.1999999993,"std":21654400.5,"min":0.0,"max":412348801.5,"twentyFifthPercentile":2913684.2999999998,"median":5818399.5999999996,"seventyFifthPercentile":11964909.1999999993},"SourceEUI":{"count":2549.0,"mean":153.8,"std":114.3,"min":5.9,"max":2440.1,"twentyFifthPercentile":103.3,"median":132.2,"seventyFifthPercentile":166.4},"SiteEUI":{"count":2549.0,"mean":89.0,"std":62.0,"min":3.7,"max":1440.9,"twentyFifthPercentile":59.7,"median":78.4,"seventyFifthPercentile":100.7},"YearBuilt":{"count":2549.0,"mean":1966.4,"std":38.0,"min":1865.0,"max":2021.0,"twentyFifthPercentile":1928.0,"median":1971.0,"seventyFifthPercentile":2002.0},"GrossFloorArea":{"count":2549.0,"mean":280384.4,"std":447416.8,"min":16333.0,"max":9245333.0,"twentyFifthPercentile":80449.5,"median":139707.0,"seventyFifthPercentile":303490.0},"DistrictSteamUse":{"count":2549.0,"mean":620184.1,"std":16730898.9000000004,"min":-11882688.3000000007,"max":804899285.5,"twentyFifthPercentile":0.0,"median":0.0,"seventyFifthPercentile":0.0},"DistrictChilledWaterUse":{"count":2549.0,"mean":384779.2,"std":3356083.1000000001,"min":-1344840.0,"max":60385415.5,"twentyFifthPercentile":0.0,"median":0.0,"seventyFifthPercentile":0.0}}
\ No newline at end of file
+{"GHGIntensity":{"count":2549.0,"mean":7.5,"std":5.5,"min":0.3,"max":114.8,"twentyFifthPercentile":5.0,"median":6.4,"seventyFifthPercentile":8.1},"TotalGHGEmissions":{"count":2549.0,"mean":1912.1,"std":4656.8,"min":4.8,"max":135875.8,"twentyFifthPercentile":485.2,"median":885.8,"seventyFifthPercentile":1858.9},"ElectricityUse":{"count":2549.0,"mean":9573668.8000000007,"std":24582595.1999999993,"min":0.0,"max":623023572.6000000238,"twentyFifthPercentile":1808639.8,"median":3796376.7000000002,"seventyFifthPercentile":8744977.5},"FossilGasUse":{"count":2549.0,"mean":11076092.1999999993,"std":21654400.5,"min":0.0,"max":412348801.5,"twentyFifthPercentile":2913684.2999999998,"median":5818399.5999999996,"seventyFifthPercentile":11964909.1999999993},"SourceEUI":{"count":2549.0,"mean":153.8,"std":114.3,"min":5.9,"max":2440.1,"twentyFifthPercentile":103.3,"median":132.2,"seventyFifthPercentile":166.4},"SiteEUI":{"count":2549.0,"mean":89.0,"std":62.0,"min":3.7,"max":1440.9,"twentyFifthPercentile":59.7,"median":78.4,"seventyFifthPercentile":100.7},"YearBuilt":{"count":2549.0,"mean":1966.4,"std":38.0,"min":1865.0,"max":2021.0,"twentyFifthPercentile":1928.0,"median":1971.0,"seventyFifthPercentile":2002.0},"GrossFloorArea":{"count":2549.0,"mean":280384.4,"std":447416.8,"min":16333.0,"max":9245333.0,"twentyFifthPercentile":80449.5,"median":139707.0,"seventyFifthPercentile":303490.0},"DistrictSteamUse":{"count":2549.0,"mean":620184.1,"std":16730898.9000000004,"min":-11882688.3000000007,"max":804899285.5,"twentyFifthPercentile":0.0,"median":0.0,"seventyFifthPercentile":0.0},"DistrictChilledWaterUse":{"count":2549.0,"mean":384779.2,"std":3356083.1000000001,"min":-1344840.0,"max":60385415.5,"twentyFifthPercentile":0.0,"median":0.0,"seventyFifthPercentile":0.0}}
\ No newline at end of file
diff --git a/src/data/dist/building-benchmarks.csv b/src/data/dist/building-benchmarks.csv
index 9a67c60c..d39394e9 100644
--- a/src/data/dist/building-benchmarks.csv
+++ b/src/data/dist/building-benchmarks.csv
@@ -1,4 +1,4 @@
-DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,NaturalGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015,GHGIntensityRank,GHGIntensityPercentileRank,TotalGHGEmissionsRank,TotalGHGEmissionsPercentileRank,ElectricityUseRank,ElectricityUsePercentileRank,NaturalGasUseRank,NaturalGasUsePercentileRank,GrossFloorAreaRank,GrossFloorAreaPercentileRank,SourceEUIRank,SourceEUIPercentileRank,SiteEUIRank,SiteEUIPercentileRank,GHGIntensityRankByPropertyType,TotalGHGEmissionsRankByPropertyType,ElectricityUseRankByPropertyType,NaturalGasUseRankByPropertyType,GrossFloorAreaRankByPropertyType,SourceEUIRankByPropertyType,SiteEUIRankByPropertyType
+DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,FossilGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015,GHGIntensityRank,GHGIntensityPercentileRank,TotalGHGEmissionsRank,TotalGHGEmissionsPercentileRank,ElectricityUseRank,ElectricityUsePercentileRank,FossilGasUseRank,FossilGasUsePercentileRank,GrossFloorAreaRank,GrossFloorAreaPercentileRank,SourceEUIRank,SourceEUIPercentileRank,SiteEUIRank,SiteEUIPercentileRank,GHGIntensityRankByPropertyType,TotalGHGEmissionsRankByPropertyType,ElectricityUseRankByPropertyType,FossilGasUseRankByPropertyType,GrossFloorAreaRankByPropertyType,SourceEUIRankByPropertyType,SiteEUIRankByPropertyType
 2022,100001,Presence SMEMC St Elizabeth Campus,Submitted Data,1431 N Claremont Ave,60622,nan,True,WEST TOWN,Mixed Use Property,505417.0,1928.0,3,,,16795066.2,33899078.5,0.0,0.0,,164.0,267.3,164.7,265.2,4012.7,13.0,41.907627207523525,-87.68578575863826,"(41.907627207523525, -87.68578575863826)",2022-100001,41,25,21560.0,516,24,176.5,0.931,238.0,0.907,289.0,0.887,141.0,0.945,336.0,0.869,177.0,0.931,158.0,0.938,5.0,14.0,15.0,9.0,17.0,5.0,5.0
 2020,100002,Clemente Community Academy HS -CPS,Submitted Data,1147 N Western Ave,60622,2.0,False,WEST TOWN,K-12 School,354518.0,1974.0,1,,18,23008936.8,1664640.0,,,,69.6,186.7,71.8,192.7,3679.4,10.4,41.90261979,-87.68613497,"(41.90261979, -87.68613497)",2020-100002,41,25,21560.0,541,24,,,,,,,,,,,,,,,,,,,,,
 2022,100019,Dixon Building,Submitted Data,411 - 415 S Wells St,60607,3.5,False,LOOP,Office,58200.0,1908.0,1,,75,1641381.8,2465232.2,0.0,0.0,,70.6,123.4,73.2,126.2,347.1,6.0,41.87656209838564,-87.6335397749874,"(41.87656209838564, -87.6335397749874)",2022-100019,26,38,14917.0,92,48,1468.0,0.424,2246.0,0.119,1981.0,0.223,2020.0,0.208,2355.0,0.077,1475.0,0.422,1519.0,0.404,224.5,303.0,306.0,169.0,315.0,231.0,145.0
diff --git a/src/data/dist/building-statistics-by-property-type.json b/src/data/dist/building-statistics-by-property-type.json
index 9f7088ed..5b597a7a 100644
--- a/src/data/dist/building-statistics-by-property-type.json
+++ b/src/data/dist/building-statistics-by-property-type.json
@@ -1 +1 @@
-{"Adult Education": {"GHGIntensity": {"count": 2, "min": 7.9, "max": 15.6, "twentyFifthPercentile": 9.825, "median": 11.8, "seventyFifthPercentile": 13.675}, "TotalGHGEmissions": {"count": 2, "min": 525.4, "max": 2807.8, "twentyFifthPercentile": 1096.0, "median": 1666.6, "seventyFifthPercentile": 2237.2}, "ElectricityUse": {"count": 2, "min": 2649529.2, "max": 14350198.9, "twentyFifthPercentile": 5574696.625, "median": 8499864.1, "seventyFifthPercentile": 11425031.475}, "NaturalGasUse": {"count": 2, "min": 3322169.7, "max": 17276628.6, "twentyFifthPercentile": 6810784.425, "median": 10299399.2, "seventyFifthPercentile": 13788013.875}, "GrossFloorArea": {"count": 2, "min": 66285.0, "max": 180000.0, "twentyFifthPercentile": 94713.75, "median": 123142.5, "seventyFifthPercentile": 151571.25}, "SourceEUI": {"count": 2, "min": 164.5, "max": 324.0, "twentyFifthPercentile": 204.375, "median": 244.2, "seventyFifthPercentile": 284.125}, "SiteEUI": {"count": 2, "min": 90.1, "max": 175.7, "twentyFifthPercentile": 111.5, "median": 132.9, "seventyFifthPercentile": 154.3}}, "College/University": {"GHGIntensity": {"count": 67, "min": 2.9, "max": 36.8, "twentyFifthPercentile": 6.7, "median": 8.4, "seventyFifthPercentile": 10.65}, "TotalGHGEmissions": {"count": 67, "min": 223.1, "max": 12345.7, "twentyFifthPercentile": 650.55, "median": 952.6, "seventyFifthPercentile": 1806.2}, "ElectricityUse": {"count": 67, "min": 1175664.8, "max": 58560221.7, "twentyFifthPercentile": 2972592.85, "median": 4940922.2, "seventyFifthPercentile": 8349078.45}, "NaturalGasUse": {"count": 67, "min": 0.0, "max": 87216219.1, "twentyFifthPercentile": 745841.45, "median": 4847201.0, "seventyFifthPercentile": 9104279.0}, "GrossFloorArea": {"count": 67, "min": 50174.0, "max": 1170487.0, "twentyFifthPercentile": 77646.0, "median": 119629.0, "seventyFifthPercentile": 185138.0}, "SourceEUI": {"count": 67, "min": 61.0, "max": 754.2, "twentyFifthPercentile": 139.85, "median": 173.4, "seventyFifthPercentile": 220.5}, "SiteEUI": {"count": 67, "min": 21.8, "max": 493.9, "twentyFifthPercentile": 70.0, "median": 93.1, "seventyFifthPercentile": 126.75}}, "Convention Center": {"GHGIntensity": {"count": 2, "min": 8.7, "max": 11.4, "twentyFifthPercentile": 9.375, "median": 10.1, "seventyFifthPercentile": 10.725}, "TotalGHGEmissions": {"count": 2, "min": 1113.4, "max": 80844.9, "twentyFifthPercentile": 21046.275, "median": 40979.2, "seventyFifthPercentile": 60912.025}, "ElectricityUse": {"count": 2, "min": 4466913.5, "max": 447507595.0, "twentyFifthPercentile": 115227083.875, "median": 225987254.2, "seventyFifthPercentile": 336747424.625}, "NaturalGasUse": {"count": 2, "min": 7453084.2, "max": 412348801.5, "twentyFifthPercentile": 108677013.525, "median": 209900942.8, "seventyFifthPercentile": 311124872.175}, "GrossFloorArea": {"count": 2, "min": 97285.0, "max": 9245333.0, "twentyFifthPercentile": 2384297.0, "median": 4671309.0, "seventyFifthPercentile": 6958321.0}, "SourceEUI": {"count": 2, "min": 182.4, "max": 231.9, "twentyFifthPercentile": 194.775, "median": 207.2, "seventyFifthPercentile": 219.525}, "SiteEUI": {"count": 2, "min": 93.0, "max": 147.7, "twentyFifthPercentile": 106.675, "median": 120.3, "seventyFifthPercentile": 134.025}}, "Courthouse": {"GHGIntensity": {"count": 1, "min": 8.1, "max": 8.1, "twentyFifthPercentile": 8.1, "median": 8.1, "seventyFifthPercentile": 8.1}, "TotalGHGEmissions": {"count": 1, "min": 1513.3, "max": 1513.3, "twentyFifthPercentile": 1513.3, "median": 1513.3, "seventyFifthPercentile": 1513.3}, "ElectricityUse": {"count": 1, "min": 7394876.2, "max": 7394876.2, "twentyFifthPercentile": 7394876.2, "median": 7394876.2, "seventyFifthPercentile": 7394876.2}, "NaturalGasUse": {"count": 1, "min": 10154224.2, "max": 10154224.2, "twentyFifthPercentile": 10154224.2, "median": 10154224.2, "seventyFifthPercentile": 10154224.2}, "GrossFloorArea": {"count": 1, "min": 187268.0, "max": 187268.0, "twentyFifthPercentile": 187268.0, "median": 187268.0, "seventyFifthPercentile": 187268.0}, "SourceEUI": {"count": 1, "min": 169.6, "max": 169.6, "twentyFifthPercentile": 169.6, "median": 169.6, "seventyFifthPercentile": 169.6}, "SiteEUI": {"count": 1, "min": 95.8, "max": 95.8, "twentyFifthPercentile": 95.8, "median": 95.8, "seventyFifthPercentile": 95.8}}, "Data Center": {"GHGIntensity": {"count": 4, "min": 11.4, "max": 114.8, "twentyFifthPercentile": 49.5, "median": 77.8, "seventyFifthPercentile": 98.825}, "TotalGHGEmissions": {"count": 4, "min": 2050.0, "max": 18365.2, "twentyFifthPercentile": 5362.75, "median": 11895.4, "seventyFifthPercentile": 17584.15}, "ElectricityUse": {"count": 4, "min": 15564141.5, "max": 139432401.0, "twentyFifthPercentile": 40715362.475, "median": 90051317.0, "seventyFifthPercentile": 133110748.65}, "NaturalGasUse": {"count": 4, "min": 0.0, "max": 1294546.0, "twentyFifthPercentile": 0.0, "median": 0.0, "seventyFifthPercentile": 323636.5}, "GrossFloorArea": {"count": 4, "min": 104000.0, "max": 342883.0, 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\ No newline at end of file
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"seventyFifthPercentile": 4170957.85}, "FossilGasUse": {"count": 63, "min": 0.0, "max": 24085100.8, "twentyFifthPercentile": 4020929.9, "median": 5135800.1, "seventyFifthPercentile": 8368744.8}, "GrossFloorArea": {"count": 63, "min": 50000.0, "max": 1742595.0, "twentyFifthPercentile": 69912.5, "median": 85816.0, "seventyFifthPercentile": 102507.5}, "SourceEUI": {"count": 63, "min": 28.7, "max": 371.8, "twentyFifthPercentile": 137.4, "median": 160.5, "seventyFifthPercentile": 234.7}, "SiteEUI": {"count": 63, "min": 18.9, "max": 246.7, "twentyFifthPercentile": 81.45, "median": 103.3, "seventyFifthPercentile": 140.05}}, "Social/Meeting Hall": {"GHGIntensity": {"count": 2, "min": 8.1, "max": 20.1, "twentyFifthPercentile": 11.1, "median": 14.1, "seventyFifthPercentile": 17.1}, "TotalGHGEmissions": {"count": 2, "min": 967.1, "max": 1388.6, "twentyFifthPercentile": 1072.475, "median": 1177.8, "seventyFifthPercentile": 1283.225}, "ElectricityUse": {"count": 2, "min": 2708519.3, "max": 4248890.6, "twentyFifthPercentile": 3093612.125, "median": 3478704.9, "seventyFifthPercentile": 3863797.775}, "FossilGasUse": {"count": 2, "min": 0.0, "max": 1480720.0, "twentyFifthPercentile": 370180.0, "median": 740360.0, "seventyFifthPercentile": 1110540.0}, "GrossFloorArea": {"count": 2, "min": 69250.0, "max": 119311.0, "twentyFifthPercentile": 81765.25, "median": 94280.5, "seventyFifthPercentile": 106795.75}, "SourceEUI": {"count": 2, "min": 155.7, "max": 389.2, "twentyFifthPercentile": 214.075, "median": 272.4, "seventyFifthPercentile": 330.825}, "SiteEUI": {"count": 2, "min": 102.1, "max": 252.4, "twentyFifthPercentile": 139.675, "median": 177.2, "seventyFifthPercentile": 214.825}}, "Strip Mall": {"GHGIntensity": {"count": 19, "min": 2.5, "max": 20.8, "twentyFifthPercentile": 6.05, "median": 10.4, "seventyFifthPercentile": 11.4}, "TotalGHGEmissions": {"count": 19, "min": 162.9, "max": 2885.9, "twentyFifthPercentile": 514.15, "median": 834.3, "seventyFifthPercentile": 1499.4}, "ElectricityUse": {"count": 19, "min": 570890.9, "max": 18892869.0, "twentyFifthPercentile": 2871839.4, "median": 4131450.1, "seventyFifthPercentile": 10037254.5}, "FossilGasUse": {"count": 19, "min": 0.0, "max": 15906000.3, "twentyFifthPercentile": 1621579.3, "median": 4269677.7, "seventyFifthPercentile": 6937273.0}, "GrossFloorArea": {"count": 19, "min": 66676.0, "max": 760652.0, "twentyFifthPercentile": 103592.0, "median": 157490.0, "seventyFifthPercentile": 212012.5}, "SourceEUI": {"count": 19, "min": 50.2, "max": 436.6, "twentyFifthPercentile": 129.2, "median": 214.6, "seventyFifthPercentile": 242.35}, "SiteEUI": {"count": 19, "min": 33.4, "max": 191.8, "twentyFifthPercentile": 52.5, "median": 97.3, "seventyFifthPercentile": 118.7}}, "Supermarket/Grocery Store": {"GHGIntensity": {"count": 36, "min": 12.0, "max": 45.0, "twentyFifthPercentile": 18.875, "median": 21.7, "seventyFifthPercentile": 27.15}, "TotalGHGEmissions": {"count": 36, "min": 993.9, "max": 3607.4, "twentyFifthPercentile": 1348.15, "median": 1590.3, "seventyFifthPercentile": 1891.45}, "ElectricityUse": {"count": 36, "min": 5893991.2, "max": 17852792.4, "twentyFifthPercentile": 8098498.775, "median": 9168185.2, "seventyFifthPercentile": 10830003.475}, "FossilGasUse": {"count": 36, "min": 1092609.9, "max": 24332790.3, "twentyFifthPercentile": 2887174.85, "median": 7393209.8, "seventyFifthPercentile": 10136484.35}, "GrossFloorArea": {"count": 36, "min": 50111.0, "max": 421189.0, "twentyFifthPercentile": 64065.5, "median": 70526.0, "seventyFifthPercentile": 82912.5}, "SourceEUI": {"count": 36, "min": 239.3, "max": 935.8, "twentyFifthPercentile": 394.225, "median": 455.0, "seventyFifthPercentile": 567.175}, "SiteEUI": {"count": 36, "min": 117.9, "max": 493.9, "twentyFifthPercentile": 170.675, "median": 210.7, "seventyFifthPercentile": 303.05}}, "Urgent Care/Clinic/Other Outpatient": {"GHGIntensity": {"count": 1, "min": 4.9, "max": 4.9, "twentyFifthPercentile": 4.9, "median": 4.9, "seventyFifthPercentile": 4.9}, "TotalGHGEmissions": {"count": 1, "min": 283.0, "max": 283.0, "twentyFifthPercentile": 283.0, "median": 283.0, "seventyFifthPercentile": 283.0}, "ElectricityUse": {"count": 1, "min": 1418577.4, "max": 1418577.4, "twentyFifthPercentile": 1418577.4, "median": 1418577.4, "seventyFifthPercentile": 1418577.4}, "FossilGasUse": {"count": 1, "min": 1810274.4, "max": 1810274.4, "twentyFifthPercentile": 1810274.4, "median": 1810274.4, "seventyFifthPercentile": 1810274.4}, "GrossFloorArea": {"count": 1, "min": 93582.0, "max": 93582.0, "twentyFifthPercentile": 93582.0, "median": 93582.0, "seventyFifthPercentile": 93582.0}, "SourceEUI": {"count": 1, "min": 102.0, "max": 102.0, "twentyFifthPercentile": 102.0, "median": 102.0, "seventyFifthPercentile": 102.0}, "SiteEUI": {"count": 1, "min": 56.1, "max": 56.1, "twentyFifthPercentile": 56.1, "median": 56.1, "seventyFifthPercentile": 56.1}}, "Vehicle Dealership": {"GHGIntensity": {"count": 2, "min": 9.0, "max": 11.3, "twentyFifthPercentile": 9.575, "median": 10.2, "seventyFifthPercentile": 10.725}, "TotalGHGEmissions": {"count": 2, "min": 1016.6, "max": 1314.9, "twentyFifthPercentile": 1091.175, "median": 1165.8, "seventyFifthPercentile": 1240.325}, "ElectricityUse": {"count": 2, "min": 4173980.8, "max": 7312830.6, "twentyFifthPercentile": 4958693.25, "median": 5743405.7, "seventyFifthPercentile": 6528118.15}, "FossilGasUse": {"count": 2, "min": 6621393.7, "max": 8789466.2, "twentyFifthPercentile": 7163411.825, "median": 7705429.9, "seventyFifthPercentile": 8247448.075}, "GrossFloorArea": {"count": 2, "min": 134400.0, "max": 196958.0, "twentyFifthPercentile": 150039.5, "median": 165679.0, "seventyFifthPercentile": 181318.5}, "SourceEUI": {"count": 2, "min": 187.9, "max": 232.4, "twentyFifthPercentile": 199.025, "median": 210.2, "seventyFifthPercentile": 221.275}, "SiteEUI": {"count": 2, "min": 95.4, "max": 144.0, "twentyFifthPercentile": 107.55, "median": 119.7, "seventyFifthPercentile": 131.85}}, "Wholesale Club/Supercenter": {"GHGIntensity": {"count": 5, "min": 5.2, "max": 11.5, "twentyFifthPercentile": 5.9, "median": 6.0, "seventyFifthPercentile": 6.1}, "TotalGHGEmissions": {"count": 5, "min": 515.6, "max": 1745.0, "twentyFifthPercentile": 701.0, "median": 825.6, "seventyFifthPercentile": 848.1}, "ElectricityUse": {"count": 5, "min": 3387661.8, "max": 9365916.3, "twentyFifthPercentile": 3914087.9, "median": 4269924.1, "seventyFifthPercentile": 4826092.6}, "FossilGasUse": {"count": 5, "min": 1306072.9, "max": 9627180.1, "twentyFifthPercentile": 3491887.1, "median": 3998699.9, "seventyFifthPercentile": 4955276.3}, "GrossFloorArea": {"count": 5, "min": 147776.0, "max": 311406.0, "twentyFifthPercentile": 151161.0, "median": 280130.0, "seventyFifthPercentile": 282259.0}, "SourceEUI": {"count": 5, "min": 107.7, "max": 240.4, "twentyFifthPercentile": 123.5, "median": 124.6, "seventyFifthPercentile": 127.9}, "SiteEUI": {"count": 5, "min": 53.4, "max": 125.6, "twentyFifthPercentile": 54.5, "median": 63.7, "seventyFifthPercentile": 67.0}}, "Worship Facility": {"GHGIntensity": {"count": 7, "min": 1.7, "max": 78.0, "twentyFifthPercentile": 4.65, "median": 5.9, "seventyFifthPercentile": 10.6}, "TotalGHGEmissions": {"count": 7, "min": 84.2, "max": 7160.1, "twentyFifthPercentile": 500.75, "median": 785.5, "seventyFifthPercentile": 1313.55}, "ElectricityUse": {"count": 7, "min": 251443.0, "max": 6946793.0, "twentyFifthPercentile": 1195125.1, "median": 2380547.6, "seventyFifthPercentile": 4994153.5}, "FossilGasUse": {"count": 7, "min": 0.0, "max": 130570524.6, "twentyFifthPercentile": 1916957.75, "median": 6137653.0, "seventyFifthPercentile": 8057602.05}, "GrossFloorArea": {"count": 7, "min": 58574.0, "max": 216000.0, "twentyFifthPercentile": 69840.0, "median": 91800.0, "seventyFifthPercentile": 161903.0}, "SourceEUI": {"count": 7, "min": 35.1, "max": 1545.5, "twentyFifthPercentile": 94.85, "median": 122.3, "seventyFifthPercentile": 210.8}, "SiteEUI": {"count": 7, "min": 24.8, "max": 1440.9, "twentyFifthPercentile": 61.3, "median": 66.4, "seventyFifthPercentile": 123.35}}}
\ No newline at end of file
diff --git a/src/data/scripts/add_context_by_property_type.py b/src/data/scripts/add_context_by_property_type.py
index 71dd1e69..53c374b5 100644
--- a/src/data/scripts/add_context_by_property_type.py
+++ b/src/data/scripts/add_context_by_property_type.py
@@ -13,7 +13,7 @@
     'GHGIntensity',
     'TotalGHGEmissions',
     'ElectricityUse',
-    'NaturalGasUse',
+    'FossilGasUse',
     'GrossFloorArea',
     'SourceEUI',
     'SiteEUI',
diff --git a/src/data/scripts/clean_and_pare_down_data_all_years.py b/src/data/scripts/clean_and_pare_down_data_all_years.py
index b87d154d..6b1f04ca 100644
--- a/src/data/scripts/clean_and_pare_down_data_all_years.py
+++ b/src/data/scripts/clean_and_pare_down_data_all_years.py
@@ -48,7 +48,7 @@
     'ChicagoEnergyRating',
     'ENERGYSTARScore',
     'ElectricityUse',
-    'NaturalGasUse',
+    'FossilGasUse',
     'DistrictSteamUse',
     'DistrictChilledWaterUse',
     'AllOtherFuelUse',
@@ -76,7 +76,7 @@
     'Water Use (kGal)': 'WaterUse',
     'ENERGY STAR Score': 'ENERGYSTARScore',
     'Electricity Use (kBtu)': 'ElectricityUse',
-    'Natural Gas Use (kBtu)': 'NaturalGasUse',
+    'Natural Gas Use (kBtu)': 'FossilGasUse',
     'District Steam Use (kBtu)': 'DistrictSteamUse',
     'District Chilled Water Use (kBtu)': 'DistrictChilledWaterUse',
     'All Other Fuel Use (kBtu)': 'AllOtherFuelUse',
diff --git a/src/data/scripts/clean_and_pare_down_data_current_year.py b/src/data/scripts/clean_and_pare_down_data_current_year.py
index 43108d60..4ef1fee4 100644
--- a/src/data/scripts/clean_and_pare_down_data_current_year.py
+++ b/src/data/scripts/clean_and_pare_down_data_current_year.py
@@ -44,7 +44,7 @@ def process(file_path: str) -> pandas.DataFrame:
         "Water Use (kGal)": "WaterUse",
         "ENERGY STAR Score": "ENERGYSTARScore",
         "Electricity Use (kBtu)": "ElectricityUse",
-        "Natural Gas Use (kBtu)": "NaturalGasUse",
+        "Natural Gas Use (kBtu)": "FossilGasUse",
         "District Steam Use (kBtu)": "DistrictSteamUse",
         "District Chilled Water Use (kBtu)": "DistrictChilledWaterUse",
         "All Other Fuel Use (kBtu)": "AllOtherFuelUse",
diff --git a/src/data/scripts/process_data.py b/src/data/scripts/process_data.py
index 7e5f5d1f..c2199133 100644
--- a/src/data/scripts/process_data.py
+++ b/src/data/scripts/process_data.py
@@ -22,7 +22,7 @@
     'GHGIntensity',
     'TotalGHGEmissions',
     'ElectricityUse',
-    'NaturalGasUse',
+    'FossilGasUse',
     'SourceEUI',
     'SiteEUI',
     'YearBuilt',
@@ -36,7 +36,7 @@
     'GHGIntensity',
     'TotalGHGEmissions',
     'ElectricityUse',
-    'NaturalGasUse',
+    'FossilGasUse',
     'GrossFloorArea',
     'SourceEUI',
     'SiteEUI',
diff --git a/src/data/source/Benchmark DataExplainer.md b/src/data/source/Benchmark DataExplainer.md
index f2decaa5..767e733e 100644
--- a/src/data/source/Benchmark DataExplainer.md	
+++ b/src/data/source/Benchmark DataExplainer.md	
@@ -23,7 +23,7 @@ unit information - here's a table of the mapping so you can see the units clearl
 : Water Use (kGal)                              : WaterUse                      :
 : ENERGY STAR Score                             : ENERGYSTARScore               :
 : Electricity Use (kBtu)                        : ElectricityUse                :
-: Natural Gas Use (kBtu)                        : NaturalGasUse                 :
+: Natural Gas Use (kBtu)                        : FossilGasUse                 :
 : District Steam Use (kBtu)                     : DistrictSteamUse              :
 : District Chilled Water Use (kBtu)             : DistrictChilledWaterUse       :
 : All Other Fuel Use (kBtu)                     : AllOtherFuelUse               :
@@ -60,7 +60,7 @@ unit information - here's a table of the mapping so you can see the units clearl
  "Water Use (kGal)"                              : "WaterUse",                      
  "ENERGY STAR Score"                             : "ENERGYSTARScore",               
  "Electricity Use (kBtu)"                        : "ElectricityUse",                
- "Natural Gas Use (kBtu)"                        : "NaturalGasUse",                 
+ "Natural Gas Use (kBtu)"                        : "FossilGasUse",                 
  "District Steam Use (kBtu)"                     : "DistrictSteamUse",              
  "District Chilled Water Use (kBtu)"             : "DistrictChilledWaterUse",       
  "All Other Fuel Use (kBtu)"                     : "AllOtherFuelUse",               
diff --git a/src/data/source/BenchmarkDataRenamed.csv b/src/data/source/BenchmarkDataRenamed.csv
index 5065f092..c0ff9e67 100644
--- a/src/data/source/BenchmarkDataRenamed.csv
+++ b/src/data/source/BenchmarkDataRenamed.csv
@@ -1,4 +1,4 @@
-DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,NaturalGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015
+DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,FossilGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015
 2021,260116,,Submitted,3812  S MICHIGAN AVE,60653,0.0,False,DOUGLAS,,71987.0,,,,,0.0,0.0,0.0,0.0,,,,,,,,41.82021138,-87.61246867,"(41.82021138, -87.61246867)",2021-260116,10,4,4301.0,583,1
 2021,254094,,Submitted,3041 S Michigan Ave,60616,0.0,False,Douglas,,67133.0,,,,,0.0,0.0,0.0,0.0,,,,,,,,41.8458598,-87.62921,"(41.8458598, -87.62921)",2021-254094,9,35,21194.0,3,12
 2021,105673,,Submitted,506  W HARRISON ST,60607,0.0,False,NEAR WEST SIDE,,92435.0,,,,,0.0,0.0,0.0,0.0,,,,,,,,41.87399385,-87.651678,"(41.87399385, -87.651678)",2021-105673,48,29,14917.0,97,8
diff --git a/src/data/source/ChicagoEnergyBenchmarkingAllNewestInstances.csv b/src/data/source/ChicagoEnergyBenchmarkingAllNewestInstances.csv
index 5ff06cdb..fa4f1bef 100644
--- a/src/data/source/ChicagoEnergyBenchmarkingAllNewestInstances.csv
+++ b/src/data/source/ChicagoEnergyBenchmarkingAllNewestInstances.csv
@@ -1,4 +1,4 @@
-DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,NaturalGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015
+DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,FossilGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015
 2022,100001,Presence SMEMC St Elizabeth Campus,Submitted Data,1431 N Claremont Ave,60622,,True,WEST TOWN,Mixed Use Property,505417.0,1928.0,3,,,16795066.2,33899078.5,0.0,0.0,,164.0,267.3,164.7,265.2,4012.7,13.0,41.907627207523525,-87.68578575863826,"(41.907627207523525, -87.68578575863826)",2022-100001,41,25,21560.0,516,24
 2020,100002,Clemente Community Academy HS -CPS,Submitted Data,1147 N Western Ave,60622,2.0,False,WEST TOWN,K-12 School,354518.0,1974.0,1,,18,23008936.8,1664640.0,,,,69.6,186.7,71.8,192.7,3679.4,10.4,41.90261979,-87.68613497,"(41.90261979, -87.68613497)",2020-100002,41,25,21560.0,541,24
 2022,100019,Dixon Building,Submitted Data,411 - 415 S Wells St,60607,3.5,False,LOOP,Office,58200.0,1908.0,1,,75,1641381.8,2465232.2,0.0,0.0,,70.6,123.4,73.2,126.2,347.1,6.0,41.87656209838564,-87.6335397749874,"(41.87656209838564, -87.6335397749874)",2022-100019,26,38,14917.0,92,48
diff --git a/src/data/source/ChicagoEnergyBenchmarkingThisYear.csv b/src/data/source/ChicagoEnergyBenchmarkingThisYear.csv
index ee8d4b05..f0ad346a 100644
--- a/src/data/source/ChicagoEnergyBenchmarkingThisYear.csv
+++ b/src/data/source/ChicagoEnergyBenchmarkingThisYear.csv
@@ -1,4 +1,4 @@
-DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,NaturalGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015
+DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,FossilGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015
 2022,175891,,Submitted Data,6730   SOUTH SHORE DR,60649,4.0,False,SOUTH SHORE,Multifamily Housing,172500.0,1962.0,1,,100,2069532.4,3384519.4,0.0,0.0,,36.4,62.3,36.4,62.3,452.4,3.0,41.7852002,-87.6115702,"(41.7852002, -87.6115702)",2022-175891,4,9,22260.0,331,53
 2022,251245,3800 N. Lake Shore Drive,Submitted Data,3800 Lake Shore Dr,60613,3.5,False,LAKE VIEW,Multifamily Housing,249095.0,1927.0,2,,74,3345590.2,18702028.9,0.0,0.0,,88.5,116.4,94.1,121.1,1434.0,5.8,41.7689831,-87.585814,"(41.7689831, -87.585814)",2022-251245,33,39,22538.0,381,32
 2022,256658,Midpointe Apartments,Submitted Data,4050 West 115th Street,nan,4.0,False,,Multifamily Housing,393938.0,1973.0,8,,75,6388293.5,20841006.3,0.0,0.0,,69.1,101.0,71.9,102.6,1948.4,4.9,41.68404416097816,-87.72196287522412,"(41.68404416097816, -87.72196287522412)",2022-256658,42,73,4447.0,264,33
diff --git a/src/pages/About.vue b/src/pages/About.vue
index 3ad7a0e3..87f4daad 100644
--- a/src/pages/About.vue
+++ b/src/pages/About.vue
@@ -46,7 +46,7 @@ export default class About extends Vue {
       <div class="power-chart">
         <img
           alt="Pie chart showing that 67% of Illinois power is Carbon-Free, with 58% from Nuclear
-            and 9% from Wind. Then 18% comes from Coal and 14% from Natural Gas."
+            and 9% from Wind. Then 18% comes from Coal and 14% from Fossil Gas."
           class="-shadowed"
           src="/il-power-chart.webp"
           width="350"
diff --git a/src/pages/BiggestBuildings.vue b/src/pages/BiggestBuildings.vue
index a8bc6245..db9d0a21 100644
--- a/src/pages/BiggestBuildings.vue
+++ b/src/pages/BiggestBuildings.vue
@@ -47,9 +47,9 @@ export default class BiggestBuildings extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
diff --git a/src/pages/BiggestGasFreeBuildings.vue b/src/pages/BiggestGasFreeBuildings.vue
index ef191520..c4a8aa3b 100644
--- a/src/pages/BiggestGasFreeBuildings.vue
+++ b/src/pages/BiggestGasFreeBuildings.vue
@@ -28,7 +28,7 @@ export default class TopGasUsers extends Vue {
     allBuilding(
       filter: {
         DataYear: { eq: "2022" },
-        NaturalGasUse: { eq: "0.0" },
+        FossilGasUse: { eq: "0.0" },
         DistrictSteamUse: { eq: "0.0" }
       },
       sortBy: "GrossFloorArea", limit: 500
@@ -52,9 +52,9 @@ export default class TopGasUsers extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
           DistrictSteamUse
         }
       }
@@ -78,9 +78,9 @@ export default class TopGasUsers extends Vue {
     </p>
 
     <p class="constrained -wide">
-      <strong>Note:</strong> This list is of buildings that use neither natural gas nor a district
+      <strong>Note:</strong> This list is of buildings that use neither fossil gas nor a district
       steam system, since all district steam systems in the city are currently powered by burning
-      natural gas (to the best of our knowledge).
+      fossil gas (to the best of our knowledge).
     </p>
 
     <DataDisclaimer />
diff --git a/src/pages/CleanestBuildings.vue b/src/pages/CleanestBuildings.vue
index aeda541b..c35d0b57 100644
--- a/src/pages/CleanestBuildings.vue
+++ b/src/pages/CleanestBuildings.vue
@@ -50,9 +50,9 @@ export default class CleanestBuildings extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
diff --git a/src/pages/Index.vue b/src/pages/Index.vue
index d884cb71..4ef0b817 100644
--- a/src/pages/Index.vue
+++ b/src/pages/Index.vue
@@ -72,9 +72,9 @@ export default class BiggestBuildings extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
diff --git a/src/pages/LargeOwners.vue b/src/pages/LargeOwners.vue
index f249c650..18bb8c48 100644
--- a/src/pages/LargeOwners.vue
+++ b/src/pages/LargeOwners.vue
@@ -44,9 +44,9 @@ export default class LargeOwners extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
diff --git a/src/pages/Map.vue b/src/pages/Map.vue
index 468c3a87..d79d64b0 100644
--- a/src/pages/Map.vue
+++ b/src/pages/Map.vue
@@ -463,9 +463,9 @@ export default class MapPage extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
diff --git a/src/pages/ReleaseNotes.vue b/src/pages/ReleaseNotes.vue
index 8acdf377..62cea5ac 100644
--- a/src/pages/ReleaseNotes.vue
+++ b/src/pages/ReleaseNotes.vue
@@ -33,7 +33,7 @@ export default class About extends Vue {
           We added new graphs to help visualize how buildings have changed in their emissions,
           emissions intensity, and energy use over time, and a new pie chart that shows the mix of
           types of energy a building consumes, making it easy to see at a glance if a building is
-          mostly using electricity, natural gas, or something else!
+          mostly using electricity, fossil gas, or something else!
         </p>
       </section>
 
@@ -64,7 +64,7 @@ export default class About extends Vue {
               src="/release-notes/merch-mart-post-graphs.webp"
               alt="Electrify Chicago Merchandise Mart Page showing just stat tiles with graphs
               showing greenhouse gas intensity and total emissions have improved over time, and
-              that Merch Mart's energy use is 44% electricity, 40% natural gas, and 16% district
+              that Merch Mart's energy use is 44% electricity, 40% fossil gas, and 16% district
               chilling"
             >
           </a>
diff --git a/src/pages/Search.vue b/src/pages/Search.vue
index 1e7296f9..61682886 100644
--- a/src/pages/Search.vue
+++ b/src/pages/Search.vue
@@ -165,9 +165,9 @@ export default class Search extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
diff --git a/src/pages/TopElectricityUsers.vue b/src/pages/TopElectricityUsers.vue
index dcf61992..b85d6d43 100644
--- a/src/pages/TopElectricityUsers.vue
+++ b/src/pages/TopElectricityUsers.vue
@@ -44,9 +44,9 @@ export default class TopElectricityUsers extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
diff --git a/src/pages/TopEmitters.vue b/src/pages/TopEmitters.vue
index cd92dcb5..c60e27d7 100644
--- a/src/pages/TopEmitters.vue
+++ b/src/pages/TopEmitters.vue
@@ -44,9 +44,9 @@ export default class TopEmitters extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
@@ -64,7 +64,7 @@ export default class TopEmitters extends Vue {
 
     <p class="constrained -wide">
       These buildings are the biggest emitters of greenhouse gases in Chicago, both directly (like
-      by burning natural gas on site for heating) and indirectly (by using electricity that is
+      by burning fossil gas on site for heating) and indirectly (by using electricity that is
       still produced with some fossil fuels).
     </p>
 
diff --git a/src/pages/TopGasUsers.vue b/src/pages/TopGasUsers.vue
index ca4b2c8e..6caec870 100644
--- a/src/pages/TopGasUsers.vue
+++ b/src/pages/TopGasUsers.vue
@@ -16,7 +16,7 @@ import NewTabIcon from '~/components/NewTabIcon.vue';
     NewTabIcon,
   },
   metaInfo() {
-    return { title:  'Biggest Natural Gas Users' };
+    return { title:  'Biggest Fossil Gas Users' };
   },
 })
 export default class TopGasUsers extends Vue {
@@ -25,7 +25,7 @@ export default class TopGasUsers extends Vue {
 
 <static-query>
   query {
-    allBuilding(sortBy: "NaturalGasUse", limit: 50) {
+    allBuilding(sortBy: "FossilGasUse", limit: 50) {
       edges {
         node {
           slugSource
@@ -44,9 +44,9 @@ export default class TopGasUsers extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
@@ -59,11 +59,11 @@ export default class TopGasUsers extends Vue {
       id="main-content"
       tabindex="-1"
     >
-      Top {{ $static.allBuilding.edges.length }} Buildings by Natural Gas Use
+      Top {{ $static.allBuilding.edges.length }} Buildings by Fossil Gas Use
     </h1>
 
     <p class="constrained -wide">
-      These buildings are the largest consumers of natural gas (methane) in the city. Natural gas
+      These buildings are the largest consumers of fossil gas (methane) in the city. Fossil gas
       in these buildings is typically used for heating gas and water, and since electrifying the
       grid won't clean up these emissions it's an important set of buildings to focus on!
     </p>
diff --git a/src/pages/blog/MillionsInMissedFines.vue b/src/pages/blog/MillionsInMissedFines.vue
index 95fe19a1..6369485f 100644
--- a/src/pages/blog/MillionsInMissedFines.vue
+++ b/src/pages/blog/MillionsInMissedFines.vue
@@ -130,7 +130,7 @@ export default class MillionsInMissedFine extends Vue {
         the most or be the least efficient. The city may also believe that it is on track with its
         climate goals, when there are still large buildings that are emitting but have their
         emissions not reported or not reported accurately, like if a building reports their
-        electricity use but not their natural gas use.
+        electricity use but not their fossil gas use.
       </p>
 
       <p>
diff --git a/src/templates/BuildingDetails.vue b/src/templates/BuildingDetails.vue
index ddcce133..0dd3565c 100644
--- a/src/templates/BuildingDetails.vue
+++ b/src/templates/BuildingDetails.vue
@@ -14,7 +14,7 @@ query ($id: ID!, $ID: String) {
     ElectricityUse
     GHGIntensity
     GrossFloorArea
-    NaturalGasUse
+    FossilGasUse
     NumberOfBuildings
     PrimaryPropertyType
     PropertyName
@@ -30,8 +30,8 @@ query ($id: ID!, $ID: String) {
     TotalGHGEmissionsPercentileRank
     ElectricityUseRank
     ElectricityUsePercentileRank
-    NaturalGasUseRank
-    NaturalGasUsePercentileRank
+    FossilGasUseRank
+    FossilGasUsePercentileRank
     GrossFloorAreaRank
     GrossFloorAreaPercentileRank
     SourceEUIRank
@@ -41,7 +41,7 @@ query ($id: ID!, $ID: String) {
     GHGIntensityRankByPropertyType
     TotalGHGEmissionsRankByPropertyType
     ElectricityUseRankByPropertyType
-    NaturalGasUseRankByPropertyType
+    FossilGasUseRankByPropertyType
     GrossFloorAreaRankByPropertyType
     SourceEUIRankByPropertyType
     SiteEUIRankByPropertyType
@@ -59,7 +59,7 @@ query ($id: ID!, $ID: String) {
           GHGIntensity
           TotalGHGEmissions
           ElectricityUse
-          NaturalGasUse
+          FossilGasUse
           DistrictSteamUse
         }
     }
@@ -245,11 +245,11 @@ query ($id: ID!, $ID: String) {
 
             <dl class="stat-tiles">
               <div>
-                <dt>Natural Gas Use</dt>
+                <dt>Fossil Gas Use</dt>
                 <dd>
                   <StatTile
                     :building="$page.building"
-                    :stat-key="'NaturalGasUse'"
+                    :stat-key="'FossilGasUse'"
                     :stats="BuildingBenchmarkStats"
                     :historic-data="historicData"
                     :unit="'kBtu'"
@@ -386,7 +386,7 @@ query ($id: ID!, $ID: String) {
         <p class="constrained">
           Practically every building has room to improve with energy efficiency upgrades like
           insulation, switching to ENERGY STAR rated appliances, and more, but for any buildings
-          with large natural gas use, we recommend one thing: <strong>electrify!</strong>
+          with large fossil gas use, we recommend one thing: <strong>electrify!</strong>
         </p>
 
         <p class="constrained">
@@ -397,7 +397,7 @@ query ($id: ID!, $ID: String) {
           </strong> like
           industrial grade heat pumps, heat pump water heaters, and induction stoves. With Illinois'
           current electric supply, just using the same amount of energy from electricity, rather
-          than natural gas (aka methane) will dramatically reduce greenhouse gas emissions.
+          than fossil gas (aka methane) will dramatically reduce greenhouse gas emissions.
           This is because Illinois' grid in 2020 was already 67% carbon-free
           (see <a
             href="https://decarbmystate.com/illinois#power"
@@ -534,7 +534,7 @@ export default class BuildingDetails  extends Vue {
     TotalGHGEmissions:  'Total GHG Emissions (metric tons CO<sub>2</sub>e)',
     GHGIntensity: 'GHG Intensity (metric tons CO<sub>2</sub>e/sqft)',
     ElectricityUse: 'Electricity Use (kBTU)',
-    NaturalGasUse: 'Natural Gas Use (kBTU)',
+    FossilGasUse: 'Natural Gas Use (kBTU)',
   };
 
   /** Expose stats to template */
@@ -628,10 +628,10 @@ export default class BuildingDetails  extends Vue {
       });
     }
 
-    if (this.building.NaturalGasUse as unknown as number > 0) {
+    if (this.building.FossilGasUse as unknown as number > 0) {
       energyBreakdown.push({
         label: 'Natural Gas',
-        value: parseFloat(this.building.NaturalGasUse.toString()),
+        value: parseFloat(this.building.FossilGasUse.toString()),
         color: EnergyBreakdownColors.NaturalGas,
       });
     }
diff --git a/src/templates/BuildingOwner.vue b/src/templates/BuildingOwner.vue
index 9d7278f0..ddf91fcd 100644
--- a/src/templates/BuildingOwner.vue
+++ b/src/templates/BuildingOwner.vue
@@ -123,9 +123,9 @@ export default class BiggestBuildings extends Vue {
           ElectricityUse
           ElectricityUseRank
           ElectricityUsePercentileRank
-          NaturalGasUse
-          NaturalGasUseRank
-          NaturalGasUsePercentileRank
+          FossilGasUse
+          FossilGasUseRank
+          FossilGasUsePercentileRank
         }
       }
     }
diff --git a/tests/data/scripts/unit/test_clean_all_years.py b/tests/data/scripts/unit/test_clean_all_years.py
index 2c373e0e..43f361dd 100644
--- a/tests/data/scripts/unit/test_clean_all_years.py
+++ b/tests/data/scripts/unit/test_clean_all_years.py
@@ -96,7 +96,7 @@ def test_expected_columns_present(processed_dataframe):
         'WaterUse',
         'ENERGYSTARScore',
         'ElectricityUse',
-        'NaturalGasUse',
+        'FossilGasUse',
         'DistrictSteamUse',
         'DistrictChilledWaterUse',
         'AllOtherFuelUse',
diff --git a/tests/data/scripts/unit/test_clean_current_year.py b/tests/data/scripts/unit/test_clean_current_year.py
index de5228f9..79b6368b 100644
--- a/tests/data/scripts/unit/test_clean_current_year.py
+++ b/tests/data/scripts/unit/test_clean_current_year.py
@@ -96,7 +96,7 @@ def test_expected_columns_present(processed_dataframe):
         'WaterUse',
         'ENERGYSTARScore',
         'ElectricityUse',
-        'NaturalGasUse',
+        'FossilGasUse',
         'DistrictSteamUse',
         'DistrictChilledWaterUse',
         'AllOtherFuelUse',
diff --git a/tests/data/source/test_output.csv b/tests/data/source/test_output.csv
index e9859a6f..ae52821a 100644
--- a/tests/data/source/test_output.csv
+++ b/tests/data/source/test_output.csv
@@ -1,4 +1,4 @@
-DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,NaturalGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015
+DataYear,ID,PropertyName,ReportingStatus,Address,ZIPCode,ChicagoEnergyRating,ExemptFromChicagoEnergyRating,CommunityArea,PrimaryPropertyType,GrossFloorArea,YearBuilt,NumberOfBuildings,WaterUse,ENERGYSTARScore,ElectricityUse,FossilGasUse,DistrictSteamUse,DistrictChilledWaterUse,AllOtherFuelUse,SiteEUI,SourceEUI,WeatherNormalizedSiteEUI,WeatherNormalizedSourceEUI,TotalGHGEmissions,GHGIntensity,Latitude,Longitude,Location,Row_ID,Wards,CommunityAreas,ZipCodes,CensusTracts,HistoricalWards2003-2015
 2019,100856,United Center,Submitted,1901 W Madison St,60612.0,2.0,False,NEAR WEST SIDE,Indoor Arena,960000.0,1994.0,2,206239.0,,102653875.6,15169580.2,,,,122.7,316.0,122.4,,17883.7,18.6,41.88067672,-87.67418207,"(41.88067672, -87.67418207)",2019-100856,46,29,21184,90,41
 2020,138730,Grand Blvd Plaza,Submitted Data,5401 S WENTWORTH AVE,60609.0,3.0,False,FULLER PARK,Strip Mall,138730.0,1975.0,1,,,6245386.4,5872823.7,,,,87.4,170.5,87.9,172.0,1286.6,9.3,41.79622465,-87.63030493,"(41.79622465, -87.63030493)",2020-138730,9,3,14924,224,12
 2022,160196,The Art Institute of Chicago,Submitted Data,111 S Michigan Ave,60603.0,1.0,False,LOOP,Museum,1008416.0,1892.0,1,,,80968968.1,158224778.6,0.0,0.0,,237.2,389.6,239.3,389.5,19068.8,18.9,41.880527821930805,-87.62420946585881,"(41.880527821930805, -87.62420946585881)",2022-160196,36,38,14311,367,22