diff --git a/examples/observed_data.toml b/examples/observed_data.toml
index fbe4abe6..b822586a 100644
--- a/examples/observed_data.toml
+++ b/examples/observed_data.toml
@@ -20,7 +20,7 @@
     pems_traffic_count_file = "PeMS/pems_period.csv"
     pems_truck_count_file = "PeMS/pems_truck_period.csv"
     caltrans_count_file = "Travel Model Two Conversion/Link21 Roadway Counts/CaltransandAlameda/Link21EMME_Caltrans_AADT_Traffic_and_Truck_alsowithAlamadaCounts.csv"
-    reduced_pems_summaries_file = "PeMS/acceptance-criteria-reduced-traffic-counts.csv"
+    reduced_pems_summaries_file = "PeMS/acceptance-criteria-reduced-traffic-counts.pickle"
     bridge_transactions_file = "bridge-transactions/Typical Weekday Transactions Statistics.csv"
-    reduced_transactions_file = "bridge-transactions/acceptance-criteria-reduced_transactions.csv"
+    reduced_transactions_file = "bridge-transactions/acceptance-criteria-reduced_transactions.pickle"
 
diff --git a/notebooks/acceptance-dev-helper.ipynb b/notebooks/acceptance-dev-helper.ipynb
index 19f0e372..e68cc239 100644
--- a/notebooks/acceptance-dev-helper.ipynb
+++ b/notebooks/acceptance-dev-helper.ipynb
@@ -9,15 +9,7 @@
     "from tm2py.acceptance.acceptance import Acceptance\n",
     "from tm2py.acceptance.canonical import Canonical\n",
     "from tm2py.acceptance.simulated import Simulated\n",
-    "from tm2py.acceptance.observed import Observed\n",
-    "\n",
-    "from pathlib import Path\n",
-    "import itertools\n",
-    "import numpy as np\n",
-    "import pandas as pd\n",
-    "import geopandas as gpd\n",
-    "import os\n",
-    "import openmatrix as omx"
+    "from tm2py.acceptance.observed import Observed"
    ]
   },
   {
@@ -72,34 +64,13 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [],
    "source": [
     "a.make_acceptance(make_transit=False, make_roadway=True, make_other=False)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "# TODO\n",
-    "# xxx 8. add commercial vehicle counts (likely none geocoded -- ask MTC)\n",
-    "# xxx 9. fix geojson i/o\n",
-    "# 10. need to add writes to traffic count reduction and transaction reductions\n",
-    "# 11. xxx add the Link21 counts\n",
-    "#     - change pems_station_id to just station_id in observed\n",
-    "#     - bringe in the station_id to acceptance\n",
-    "#     - bring in the `source` to acceptance\n",
-    "# xxx 12. go back to transit with Shimon's correspondence file\n",
-    "# 13. bring in Sijia's PeMS conflation methods\n",
-    "# xxx 14. use commercial vehicles from Caltrans counts\n",
-    "# xxx 15. map Caltrans counts to see what is going on -- correct link ID translations?\n",
-    "# xxx 16. add bridge links to transactions map"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/notebooks/acceptance-roadway.twb b/notebooks/acceptance-roadway.twb
index 12eab605..06668666 100644
--- a/notebooks/acceptance-roadway.twb
+++ b/notebooks/acceptance-roadway.twb
@@ -582,9 +582,6 @@
       <column caption='Keep Count' datatype='boolean' name='[Calculation_1474084509194285056]' role='dimension' type='nominal'>
         <calculation class='tableau' formula='if [observed_source] == &quot;PeMS&quot; then&#10;[Calculation_2059833904549277696]&#10;ELSE&#10;True&#10;END' />
       </column>
-      <column caption='Observed Flow by 2' datatype='real' name='[Calculation_1474084509198823428]' role='measure' type='quantitative'>
-        <calculation class='tableau' formula='if [observed_source]==&quot;Caltrans&quot; then&#10;[observed_flow]/2.0&#10;ELSE&#10;[observed_flow]&#10;END' />
-      </column>
       <column caption='Simulated V/C Ratio' datatype='real' name='[Calculation_1674635396155363329]' role='measure' type='quantitative'>
         <calculation class='tableau' formula='[simulated_flow]/[simulated_capacity]' />
       </column>
@@ -604,7 +601,7 @@
         <calculation class='tableau' formula='[odot_maximum_error]/100.0' />
       </column>
       <column caption='Observed Large Truck Flow' datatype='real' name='[Calculation_2298806161870094336]' role='measure' type='quantitative'>
-        <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[Calculation_1474084509198823428]&#10;ELSE&#10;0&#10;END' />
+        <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[observed_flow]&#10;ELSE&#10;0&#10;END' />
       </column>
       <column caption='Observed Large Truck VMT' datatype='real' name='[Calculation_2298806161870290945]' role='measure' type='quantitative'>
         <calculation class='tableau' formula='[Calculation_2298806161870094336]*[distance_in_miles]' />
@@ -619,7 +616,7 @@
         <calculation class='tableau' formula='[simulated_flow]*[distance_in_miles]' />
       </column>
       <column caption='Observed VMT' datatype='real' name='[Calculation_5914352234883608578]' role='measure' type='quantitative'>
-        <calculation class='tableau' formula='[Calculation_1474084509198823428]*[distance_in_miles]' />
+        <calculation class='tableau' formula='[observed_flow]*[distance_in_miles]' />
       </column>
       <column caption='Error VMT' datatype='real' name='[Calculation_5914352234883801091]' role='measure' type='quantitative'>
         <calculation class='tableau' formula='[Calculation_5914352234883481601]-[Calculation_5914352234883608578]' />
@@ -833,17 +830,6 @@
               <bucket>&quot;81250.0-inf&quot;</bucket>
             </map>
           </encoding>
-          <encoding attr='color' field='[:Measure Names]' type='palette'>
-            <map to='#4e79a7'>
-              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[med:Calculation_2059833904554663940:qk]&quot;</bucket>
-            </map>
-            <map to='#4e79a7'>
-              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_toll_transactions:qk]&quot;</bucket>
-            </map>
-            <map to='#b07aa1'>
-              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]&quot;</bucket>
-            </map>
-          </encoding>
           <encoding attr='shape' field='[none:simulated_facility_type:ok]' type='shape'>
             <map to=':filled/circle'>
               <bucket>1.0</bucket>
@@ -864,6 +850,17 @@
               <bucket>6.0</bucket>
             </map>
           </encoding>
+          <encoding attr='color' field='[:Measure Names]' type='palette'>
+            <map to='#4e79a7'>
+              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[med:Calculation_2059833904554663940:qk]&quot;</bucket>
+            </map>
+            <map to='#4e79a7'>
+              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_toll_transactions:qk]&quot;</bucket>
+            </map>
+            <map to='#b07aa1'>
+              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]&quot;</bucket>
+            </map>
+          </encoding>
         </style-rule>
       </style>
       <semantic-values>
@@ -1178,6 +1175,7 @@
             </view>
             <mark class='Shape' />
             <encodings>
+              <size column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' />
               <tooltip column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_2298806161918603271:qk]' />
             </encodings>
             <customized-tooltip>
@@ -1209,7 +1207,8 @@
             <mark class='Shape' />
             <encodings>
               <tooltip column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_2298806161918603271:qk]' />
-              <size column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' />
+              <tooltip column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' />
+              <size column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]' />
             </encodings>
             <customized-tooltip>
               <formatted-text>
@@ -1425,10 +1424,7 @@
             </groupfilter>
           </filter>
           <filter class='categorical' column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[none:time_period:nk]'>
-            <groupfilter function='union' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate'>
-              <groupfilter function='member' level='[none:time_period:nk]' member='&quot;am&quot;' />
-              <groupfilter function='member' level='[none:time_period:nk]' member='&quot;daily&quot;' />
-            </groupfilter>
+            <groupfilter function='member' level='[none:time_period:nk]' member='&quot;daily&quot;' user:ui-domain='database' user:ui-enumeration='inclusive' user:ui-marker='enumerate' />
           </filter>
           <slices>
             <column>[federated.0u3lcsj12sliw51gvvfvc1enpi25].[none:time_period:nk]</column>
@@ -1456,6 +1452,7 @@
             <mark class='Shape' />
             <encodings>
               <tooltip column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_958070479471456258:qk]' />
+              <size column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_toll_transactions:qk]' />
             </encodings>
             <customized-tooltip>
               <formatted-text>
@@ -1519,6 +1516,7 @@
             </view>
             <mark class='Shape' />
             <encodings>
+              <size column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_toll_transactions:qk]' />
               <tooltip column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_958070479471456258:qk]' />
               <tooltip column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]' />
               <color column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[:Measure Names]' />
@@ -1668,6 +1666,7 @@
             </view>
             <mark class='Shape' />
             <encodings>
+              <size column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' />
               <tooltip column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_2298806161918603271:qk]' />
             </encodings>
             <customized-tooltip>
@@ -1699,14 +1698,14 @@
             <mark class='Shape' />
             <encodings>
               <tooltip column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_2298806161918603271:qk]' />
-              <size column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' />
+              <size column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]' />
             </encodings>
             <customized-tooltip>
               <formatted-text>
                 <run bold='true' fontsize='16'><![CDATA[<[federated.0u3lcsj12sliw51gvvfvc1enpi25].[none:Calculation_2298806161906384899:nk]>]]></run>
                 <run indent='2520'>Æ&#10;</run>
                 <run fontcolor='#787878' fontsize='16' indent='2520'>Observed Flow:&#9;</run>
-                <run bold='true' fontsize='16' indent='2520'><![CDATA[<[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]>]]></run>
+                <run bold='true' fontsize='16' indent='2520'><![CDATA[<[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]>]]></run>
                 <run indent='2520'>Æ&#10;</run>
                 <run fontcolor='#d37295' fontsize='16' indent='2520' italic='true'>Simulated Flow:&#9;</run>
                 <run bold='true' fontcolor='#d37295' fontsize='16' indent='2520' italic='true'><![CDATA[<[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]>]]></run>
@@ -2860,14 +2859,11 @@
             <column caption='Keep Count' datatype='boolean' name='[Calculation_1474084509194285056]' role='dimension' type='nominal'>
               <calculation class='tableau' formula='if [observed_source] == &quot;PeMS&quot; then&#10;[Calculation_2059833904549277696]&#10;ELSE&#10;True&#10;END' />
             </column>
-            <column caption='Observed Flow by 2' datatype='real' name='[Calculation_1474084509198823428]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if [observed_source]==&quot;Caltrans&quot; then&#10;[observed_flow]/2.0&#10;ELSE&#10;[observed_flow]&#10;END' />
-            </column>
             <column caption='Good PeMS Facility Type Match' datatype='boolean' name='[Calculation_2059833904549277696]' role='dimension' type='nominal'>
               <calculation class='tableau' formula='if ([simulated_facility_type] == 1) then&#10;[observed_source] == &quot;PeMS&quot; AND ([pems_station_type] == &quot;ML&quot; OR [pems_station_type]==&quot;FF&quot;)&#10;ELSEif ([simulated_facility_type] == 2) then&#10;[observed_source] == &quot;PeMS&quot; AND [pems_station_type] == &quot;ML&quot;&#10;ELSEIF ([simulated_facility_type]==3) then&#10;[observed_source] == &quot;PeMS&quot; AND ([pems_station_type] == &quot;OR&quot; OR [pems_station_type]==&quot;FR&quot;)&#10;ELSE &#10;[observed_source] == &quot;PeMS&quot; AND [pems_station_type] == &quot;ML&quot;&#10;END' />
             </column>
             <column caption='Observed Large Truck Flow' datatype='real' name='[Calculation_2298806161870094336]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[Calculation_1474084509198823428]&#10;ELSE&#10;0&#10;END' />
+              <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[observed_flow]&#10;ELSE&#10;0&#10;END' />
             </column>
             <column caption='Observed Large Truck VMT' datatype='real' name='[Calculation_2298806161870290945]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[Calculation_2298806161870094336]*[distance_in_miles]' />
@@ -2876,7 +2872,7 @@
               <calculation class='tableau' formula='[simulated_flow]*[distance_in_miles]' />
             </column>
             <column caption='Observed VMT' datatype='real' name='[Calculation_5914352234883608578]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='[Calculation_1474084509198823428]*[distance_in_miles]' />
+              <calculation class='tableau' formula='[observed_flow]*[distance_in_miles]' />
             </column>
             <column caption='Error VMT' datatype='real' name='[Calculation_5914352234883801091]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[Calculation_5914352234883481601]-[Calculation_5914352234883608578]' />
@@ -3057,11 +3053,8 @@
             <column caption='sum([Error Large Truck VMT])/sum([Observed Large Truck VMT])' datatype='real' name='[Calculation_1474084509196955650]' role='measure' type='quantitative' user:unnamed='9 - VMT by Vehicle Type (Trucks)'>
               <calculation class='tableau' formula='sum([Error VMT (copy)_2298806161870655490])/sum([Calculation_2298806161870290945])' />
             </column>
-            <column caption='Observed Flow by 2' datatype='real' name='[Calculation_1474084509198823428]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if [observed_source]==&quot;Caltrans&quot; then&#10;[observed_flow]/2.0&#10;ELSE&#10;[observed_flow]&#10;END' />
-            </column>
             <column caption='Observed Large Truck Flow' datatype='real' name='[Calculation_2298806161870094336]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[Calculation_1474084509198823428]&#10;ELSE&#10;0&#10;END' />
+              <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[observed_flow]&#10;ELSE&#10;0&#10;END' />
             </column>
             <column caption='Observed Large Truck VMT' datatype='real' name='[Calculation_2298806161870290945]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[Calculation_2298806161870094336]*[distance_in_miles]' />
@@ -3085,7 +3078,6 @@
             <column-instance column='[Calculation_2298806161870290945]' derivation='Sum' name='[sum:Calculation_2298806161870290945:qk]' pivot='key' type='quantitative' />
             <column-instance column='[Calculation_5914352234885140490]' derivation='Sum' name='[sum:Calculation_5914352234885140490:qk]' pivot='key' type='quantitative' />
             <column-instance column='[Error VMT (copy)_2298806161870655490]' derivation='Sum' name='[sum:Error VMT (copy)_2298806161870655490:qk]' pivot='key' type='quantitative' />
-            <column-instance column='[simulated_flow_lrgt]' derivation='Sum' name='[sum:simulated_flow_lrgt:qk]' pivot='key' type='quantitative' />
             <column caption='Time Period' datatype='string' name='[time_period]' role='dimension' type='nominal'>
               <aliases>
                 <alias key='&quot;am&quot;' value='AM (Morning Commute)' />
@@ -3100,8 +3092,8 @@
           </datasource-dependencies>
           <filter class='categorical' column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[:Measure Names]'>
             <groupfilter function='union' user:op='manual'>
-              <groupfilter function='member' level='[:Measure Names]' member='&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_5914352234885140490:qk]&quot;' />
               <groupfilter function='member' level='[:Measure Names]' member='&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_2298806161870290945:qk]&quot;' />
+              <groupfilter function='member' level='[:Measure Names]' member='&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_5914352234885140490:qk]&quot;' />
               <groupfilter function='member' level='[:Measure Names]' member='&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Error VMT (copy)_2298806161870655490:qk]&quot;' />
               <groupfilter function='member' level='[:Measure Names]' member='&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[usr:Calculation_1474084509196955650:qk]&quot;' />
               <groupfilter function='member' level='[:Measure Names]' member='&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[avg:Calculation_2298806161870094336:qk]&quot;' />
@@ -3110,12 +3102,12 @@
           </filter>
           <manual-sort column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[:Measure Names]' direction='ASC'>
             <dictionary>
-              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_5914352234885140490:qk]&quot;</bucket>
               <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_2298806161870290945:qk]&quot;</bucket>
+              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_5914352234885140490:qk]&quot;</bucket>
               <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Error VMT (copy)_2298806161870655490:qk]&quot;</bucket>
               <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[usr:Calculation_1474084509196955650:qk]&quot;</bucket>
               <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[avg:Calculation_2298806161870094336:qk]&quot;</bucket>
-              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow_lrgt:qk]&quot;</bucket>
+              <bucket>&quot;[federated.0u3lcsj12sliw51gvvfvc1enpi25].[avg:simulated_flow_lrgt:qk]&quot;</bucket>
             </dictionary>
           </manual-sort>
           <filter class='categorical' column='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[none:observed_vehicle_class:nk]'>
@@ -3207,9 +3199,6 @@
             <mapsource name='Tableau' />
           </mapsources>
           <datasource-dependencies datasource='federated.0u3lcsj12sliw51gvvfvc1enpi25'>
-            <column caption='Observed Flow by 2' datatype='real' name='[Calculation_1474084509198823428]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if [observed_source]==&quot;Caltrans&quot; then&#10;[observed_flow]/2.0&#10;ELSE&#10;[observed_flow]&#10;END' />
-            </column>
             <column caption='Simulated V/C Ratio' datatype='real' name='[Calculation_1674635396155363329]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[simulated_flow]/[simulated_capacity]' />
             </column>
@@ -3220,7 +3209,7 @@
               <calculation class='tableau' formula='[simulated_flow]*[distance_in_miles]' />
             </column>
             <column caption='Observed VMT' datatype='real' name='[Calculation_5914352234883608578]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='[Calculation_1474084509198823428]*[distance_in_miles]' />
+              <calculation class='tableau' formula='[observed_flow]*[distance_in_miles]' />
             </column>
             <column caption='Error VMT' datatype='real' name='[Calculation_5914352234883801091]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[Calculation_5914352234883481601]-[Calculation_5914352234883608578]' />
@@ -4396,9 +4385,6 @@
             <column caption='Keep Count' datatype='boolean' name='[Calculation_1474084509194285056]' role='dimension' type='nominal'>
               <calculation class='tableau' formula='if [observed_source] == &quot;PeMS&quot; then&#10;[Calculation_2059833904549277696]&#10;ELSE&#10;True&#10;END' />
             </column>
-            <column caption='Observed Flow by 2' datatype='real' name='[Calculation_1474084509198823428]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if [observed_source]==&quot;Caltrans&quot; then&#10;[observed_flow]/2.0&#10;ELSE&#10;[observed_flow]&#10;END' />
-            </column>
             <column caption='sum([Error Large Truck Flow])/sum([Observed Large Truck Flow])' datatype='real' name='[Calculation_1474084509200007173]' role='measure' type='quantitative' user:unnamed='Truck Volume Table'>
               <calculation class='tableau' formula='sum([Error Flow (copy)_1474084509197905923])/sum([Calculation_2298806161870094336])' />
             </column>
@@ -4406,7 +4392,7 @@
               <calculation class='tableau' formula='if ([simulated_facility_type] == 1) then&#10;[observed_source] == &quot;PeMS&quot; AND ([pems_station_type] == &quot;ML&quot; OR [pems_station_type]==&quot;FF&quot;)&#10;ELSEif ([simulated_facility_type] == 2) then&#10;[observed_source] == &quot;PeMS&quot; AND [pems_station_type] == &quot;ML&quot;&#10;ELSEIF ([simulated_facility_type]==3) then&#10;[observed_source] == &quot;PeMS&quot; AND ([pems_station_type] == &quot;OR&quot; OR [pems_station_type]==&quot;FR&quot;)&#10;ELSE &#10;[observed_source] == &quot;PeMS&quot; AND [pems_station_type] == &quot;ML&quot;&#10;END' />
             </column>
             <column caption='Observed Large Truck Flow' datatype='real' name='[Calculation_2298806161870094336]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[Calculation_1474084509198823428]&#10;ELSE&#10;0&#10;END' />
+              <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[observed_flow]&#10;ELSE&#10;0&#10;END' />
             </column>
             <column caption='Error Large Truck Flow' datatype='real' name='[Error Flow (copy)_1474084509197905923]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[simulated_flow_lrgt]-[Calculation_2298806161870094336]' />
@@ -4467,7 +4453,7 @@
         <style>
           <style-rule element='axis'>
             <encoding attr='space' class='0' field='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:Calculation_2298806161870094336:qk]' field-type='quantitative' max='15000.0' min='0.0' range-type='fixed' scope='cols' type='space' />
-            <encoding attr='space' class='0' field='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow_lrgt:qk]' field-type='quantitative' max='15000.0' min='0.029555863' range-type='fixed' scope='rows' type='space' />
+            <encoding attr='space' class='0' field='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow_lrgt:qk]' field-type='quantitative' max='15000.0' min='0.029555863000000002' range-type='fixed' scope='rows' type='space' />
           </style-rule>
           <style-rule element='cell'>
             <format attr='height' field='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[none:observed_vehicle_class:nk]' value='82' />
@@ -4578,9 +4564,6 @@
             <column caption='Keep Count' datatype='boolean' name='[Calculation_1474084509194285056]' role='dimension' type='nominal'>
               <calculation class='tableau' formula='if [observed_source] == &quot;PeMS&quot; then&#10;[Calculation_2059833904549277696]&#10;ELSE&#10;True&#10;END' />
             </column>
-            <column caption='Observed Flow by 2' datatype='real' name='[Calculation_1474084509198823428]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if [observed_source]==&quot;Caltrans&quot; then&#10;[observed_flow]/2.0&#10;ELSE&#10;[observed_flow]&#10;END' />
-            </column>
             <column caption='sum([Error Large Truck Flow])/sum([Observed Large Truck Flow])' datatype='real' name='[Calculation_1474084509200007173]' role='measure' type='quantitative' user:unnamed='Truck Volume Table'>
               <calculation class='tableau' formula='sum([Error Flow (copy)_1474084509197905923])/sum([Calculation_2298806161870094336])' />
             </column>
@@ -4588,7 +4571,7 @@
               <calculation class='tableau' formula='if ([simulated_facility_type] == 1) then&#10;[observed_source] == &quot;PeMS&quot; AND ([pems_station_type] == &quot;ML&quot; OR [pems_station_type]==&quot;FF&quot;)&#10;ELSEif ([simulated_facility_type] == 2) then&#10;[observed_source] == &quot;PeMS&quot; AND [pems_station_type] == &quot;ML&quot;&#10;ELSEIF ([simulated_facility_type]==3) then&#10;[observed_source] == &quot;PeMS&quot; AND ([pems_station_type] == &quot;OR&quot; OR [pems_station_type]==&quot;FR&quot;)&#10;ELSE &#10;[observed_source] == &quot;PeMS&quot; AND [pems_station_type] == &quot;ML&quot;&#10;END' />
             </column>
             <column caption='Observed Large Truck Flow' datatype='real' name='[Calculation_2298806161870094336]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[Calculation_1474084509198823428]&#10;ELSE&#10;0&#10;END' />
+              <calculation class='tableau' formula='if ([observed_vehicle_class]==&quot;Large Trucks&quot;) then&#10;[observed_flow]&#10;ELSE&#10;0&#10;END' />
             </column>
             <column caption='Observed Large Truck VMT' datatype='real' name='[Calculation_2298806161870290945]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[Calculation_2298806161870094336]*[distance_in_miles]' />
@@ -4597,7 +4580,7 @@
               <calculation class='tableau' formula='[simulated_flow]*[distance_in_miles]' />
             </column>
             <column caption='Observed VMT' datatype='real' name='[Calculation_5914352234883608578]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='[Calculation_1474084509198823428]*[distance_in_miles]' />
+              <calculation class='tableau' formula='[observed_flow]*[distance_in_miles]' />
             </column>
             <column caption='Error VMT' datatype='real' name='[Calculation_5914352234883801091]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[Calculation_5914352234883481601]-[Calculation_5914352234883608578]' />
@@ -5064,9 +5047,6 @@
             <datasource caption='acceptance-roadway-network' name='federated.0u3lcsj12sliw51gvvfvc1enpi25' />
           </datasources>
           <datasource-dependencies datasource='federated.0u3lcsj12sliw51gvvfvc1enpi25'>
-            <column caption='Observed Flow by 2' datatype='real' name='[Calculation_1474084509198823428]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='if [observed_source]==&quot;Caltrans&quot; then&#10;[observed_flow]/2.0&#10;ELSE&#10;[observed_flow]&#10;END' />
-            </column>
             <column caption='Good PeMS Facility Type Match' datatype='boolean' name='[Calculation_2059833904549277696]' role='dimension' type='nominal'>
               <calculation class='tableau' formula='if ([simulated_facility_type] == 1) then&#10;[observed_source] == &quot;PeMS&quot; AND ([pems_station_type] == &quot;ML&quot; OR [pems_station_type]==&quot;FF&quot;)&#10;ELSEif ([simulated_facility_type] == 2) then&#10;[observed_source] == &quot;PeMS&quot; AND [pems_station_type] == &quot;ML&quot;&#10;ELSEIF ([simulated_facility_type]==3) then&#10;[observed_source] == &quot;PeMS&quot; AND ([pems_station_type] == &quot;OR&quot; OR [pems_station_type]==&quot;FR&quot;)&#10;ELSE &#10;[observed_source] == &quot;PeMS&quot; AND [pems_station_type] == &quot;ML&quot;&#10;END' />
             </column>
@@ -5074,7 +5054,7 @@
               <calculation class='tableau' formula='[simulated_flow]*[distance_in_miles]' />
             </column>
             <column caption='Observed VMT' datatype='real' name='[Calculation_5914352234883608578]' role='measure' type='quantitative'>
-              <calculation class='tableau' formula='[Calculation_1474084509198823428]*[distance_in_miles]' />
+              <calculation class='tableau' formula='[observed_flow]*[distance_in_miles]' />
             </column>
             <column caption='Error VMT' datatype='real' name='[Calculation_5914352234883801091]' role='measure' type='quantitative'>
               <calculation class='tableau' formula='[Calculation_5914352234883481601]-[Calculation_5914352234883608578]' />
@@ -5724,7 +5704,7 @@
     <window class='worksheet' name='9 - VMT by Vehicle Type (Cars)'>
       <cards>
         <edge name='left'>
-          <strip size='186'>
+          <strip size='208'>
             <card type='pages' />
             <card type='filters' />
             <card type='marks' />
@@ -5917,7 +5897,7 @@
     <window class='worksheet' name='10 - Bridges (PeMS) Chart'>
       <cards>
         <edge name='left'>
-          <strip size='160'>
+          <strip size='292'>
             <card type='pages' />
             <card type='filters' />
             <card type='marks' />
@@ -5936,7 +5916,8 @@
         </edge>
         <edge name='right'>
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-            <card pane-specification-id='4' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' type='size' />
+            <card pane-specification-id='3' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' type='size' />
+            <card pane-specification-id='4' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]' type='size' />
           </strip>
         </edge>
       </cards>
@@ -5990,10 +5971,11 @@
     <window class='worksheet' name='10 - Bridges (Transactions) Chart'>
       <cards>
         <edge name='left'>
-          <strip size='160'>
+          <strip size='236'>
             <card type='pages' />
             <card type='filters' />
             <card type='marks' />
+            <card mode='dropdown' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[none:time_period:nk]' show-all='false' type='filter' />
           </strip>
         </edge>
         <edge name='top'>
@@ -6009,7 +5991,7 @@
         </edge>
         <edge name='right'>
           <strip size='160'>
-            <card pane-specification-id='4' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_toll_transactions:qk]' type='size' />
+            <card pane-specification-id='5' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_toll_transactions:qk]' type='size' />
             <card pane-specification-id='5' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[:Measure Names]' type='color' />
           </strip>
         </edge>
@@ -6065,7 +6047,7 @@
     <window class='worksheet' name='11 - Arterials &amp; Exp. Chart'>
       <cards>
         <edge name='left'>
-          <strip size='160'>
+          <strip size='247'>
             <card type='pages' />
             <card type='filters' />
             <card type='marks' />
@@ -6084,7 +6066,8 @@
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         <edge name='right'>
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-            <card pane-specification-id='4' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' type='size' />
+            <card pane-specification-id='4' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:simulated_flow:qk]' type='size' />
+            <card pane-specification-id='3' param='[federated.0u3lcsj12sliw51gvvfvc1enpi25].[sum:observed_flow:qk]' type='size' />
           </strip>
         </edge>
       </cards>
@@ -6666,243 +6649,254 @@
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     <thumbnail height='384' name='11 - Arterials &amp; Expressways' width='384'>
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     <thumbnail height='360' name='9 - VMT by Vehicle Type (Trucks)' width='384'>
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     </thumbnail>
     <thumbnail height='384' name='V/C Explore Map (AM)' width='384'>
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diff --git a/tm2py/acceptance/observed.py b/tm2py/acceptance/observed.py
index 5f7ee277..f4a6a921 100644
--- a/tm2py/acceptance/observed.py
+++ b/tm2py/acceptance/observed.py
@@ -759,7 +759,7 @@ def reduce_bridge_transactions(self, read_file_from_disk=True):
         out_file = self.observed_dict["roadway"]["reduced_transactions_file"]
 
         if os.path.isfile(out_file) and read_file_from_disk:
-            return_df = pd.read_csv(
+            return_df = pd.read_pickle(
                 os.path.join(file_root, out_file),
             )
         else:
@@ -793,6 +793,8 @@ def reduce_bridge_transactions(self, read_file_from_disk=True):
             )
             return_df = pd.concat([time_period_df, daily_df]).reset_index(drop=True)
 
+            return_df.to_pickle(os.path.join(file_root, out_file))
+
         self.observed_bridge_transactions_df = return_df
 
         return
@@ -826,9 +828,8 @@ def _reduce_pems_counts(self, read_file_from_disk=True):
         out_file = self.observed_dict["roadway"]["reduced_pems_summaries_file"]
 
         if os.path.isfile(out_file) and read_file_from_disk:
-            return_df = pd.read_csv(
+            return_df = pd.read_pickle(
                 os.path.join(file_root, out_file),
-                dtype=self.reduced_traffic_counts_df.dtypes.to_dict(),
             )
         else:
             in_df = pd.read_csv(os.path.join(file_root, in_file))
@@ -907,7 +908,7 @@ def _reduce_pems_counts(self, read_file_from_disk=True):
 
             return_df["source"] = "PeMS"
 
-            return_df.to_csv(os.path.join(file_root, out_file))
+            return_df.to_pickle(os.path.join(file_root, out_file))
 
         return return_df
 
@@ -953,6 +954,9 @@ def _reduce_caltrans_counts(self):
         out_df = pd.concat([out_cars_df, out_trucks_df]).reset_index(drop=True)
         out_df = out_df[out_df["observed_flow"].notna()]
 
+        # convert to one-way flow
+        out_df["observed_flow"] = out_df["observed_flow"]/2.0
+
         return_df = self._join_tm2_node_ids(out_df)
         return_df["time_period"] = self.c.ALL_DAY_WORD
         return_df["source"] = "Caltrans"