diff --git a/_shared_utils/shared_utils/gtfs_analytics_data.yml b/_shared_utils/shared_utils/gtfs_analytics_data.yml
index 878d09ae6..db0b364d4 100644
--- a/_shared_utils/shared_utils/gtfs_analytics_data.yml
+++ b/_shared_utils/shared_utils/gtfs_analytics_data.yml
@@ -119,9 +119,10 @@ speedmap_segments:
   trip_stop_cols: ["trip_instance_key", "stop_sequence", "stop_sequence1"]
   shape_stop_cols: ["shape_array_key", "shape_id"]
   stop_pair_cols: ["stop_pair", "stop_pair_name", "segment_id"]
-  route_dir_cols: ["route_id", "route_short_name"]
+  route_dir_cols: ["route_id", "direction_id"]
   segments_file: "segment_options/speedmap_segments"
   shape_stop_single_segment: "rollup_singleday/speeds_shape_speedmap_segments"
+  shape_stop_single_segment_detail: "rollup_singleday/speeds_shape_speedmap_segments_detail"
   route_dir_single_segment: "rollup_singleday/speeds_route_dir_speedmap_segments"
   route_dir_multi_segment: "rollup_multiday/speeds_route_dir_speedmap_segments"
   min_trip_minutes: ${speed_vars.time_min_cutoff}
diff --git a/_shared_utils/shared_utils/rt_utils.py b/_shared_utils/shared_utils/rt_utils.py
index 11e21e0dd..c207f50f8 100644
--- a/_shared_utils/shared_utils/rt_utils.py
+++ b/_shared_utils/shared_utils/rt_utils.py
@@ -45,8 +45,8 @@
 MPH_PER_MPS = 2.237  # use to convert meters/second to miles/hour
 METERS_PER_MILE = 1609.34
 # Colorscale
-ZERO_THIRTY_COLORSCALE = branca.colormap.step.RdYlGn_10.scale(vmin=0, vmax=30)
-ZERO_THIRTY_COLORSCALE.caption = "Speed (miles per hour)"
+# ZERO_THIRTY_COLORSCALE = branca.colormap.step.RdYlGn_10.scale(vmin=0, vmax=30)
+# ZERO_THIRTY_COLORSCALE.caption = "Speed (miles per hour)"
 ACCESS_ZERO_THIRTY_COLORSCALE = branca.colormap.step.RdBu_10.scale(vmin=0, vmax=30)
 ACCESS_ZERO_THIRTY_COLORSCALE.caption = "Speed (miles per hour)"
 VARIANCE_COLORS = branca.colormap.step.Blues_06.colors[1:]  # actual breaks will vary
@@ -562,6 +562,13 @@ def categorize_time_of_day(value: Union[int, dt.datetime]) -> str:
         return "Evening"
 
 
+def time_of_day_durations() -> pd.Series:
+    """
+    Get duration in hours of each time of day classification.
+    """
+    return pd.Series([categorize_time_of_day(x) for x in range(25)]).value_counts()
+
+
 @jit(nopython=True)  # numba gives huge speedup here (~60x)
 def time_at_position_numba(desired_position, shape_array, dt_float_array):
     if desired_position < shape_array.max() and desired_position > shape_array.min():
diff --git a/ca_transit_speed_maps/01_new_speedmaps.ipynb b/ca_transit_speed_maps/01_new_speedmaps.ipynb
index 02442997c..387c7fb81 100644
--- a/ca_transit_speed_maps/01_new_speedmaps.ipynb
+++ b/ca_transit_speed_maps/01_new_speedmaps.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": 62,
    "id": "46898b5c-b5cc-4096-ab68-8c3e42fab870",
    "metadata": {},
    "outputs": [],
@@ -12,8 +12,9 @@
     "warnings.filterwarnings('ignore')\n",
     "\n",
     "import calitp_data_analysis.magics\n",
+    "from calitp_data_analysis import calitp_color_palette\n",
     "\n",
-    "from rt_analysis import rt_filter_map_plot\n",
+    "# from rt_analysis import rt_filter_map_plot\n",
     "import build_speedmaps_index\n",
     "\n",
     "from IPython.display import display, Markdown\n",
@@ -21,18 +22,23 @@
     "import geopandas as gpd\n",
     "from siuba import *\n",
     "\n",
-    "from segment_speed_utils.project_vars import (\n",
-    "    COMPILED_CACHED_VIEWS,\n",
-    "    PROJECT_CRS,\n",
-    "    SEGMENT_GCS,\n",
-    ")\n",
-    "\n",
-    "import shared_utils"
+    "import shared_utils\n",
+    "import segment_speed_utils"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 2,
+   "id": "cf3d8814-6f22-4a22-8b03-429ebb63a397",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "catalog = shared_utils.catalog_utils.get_catalog('gtfs_analytics_data')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
    "id": "9f15ed6a-5ab7-4f57-9695-3f762781b74c",
    "metadata": {
     "tags": [
@@ -42,30 +48,18 @@
    "outputs": [],
    "source": [
     "## parameters cell\n",
-    "itp_id = 4"
+    "itp_id = 300"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 4,
    "id": "a639fd84-29ca-4678-b568-2b1022701e14",
    "metadata": {},
    "outputs": [],
    "source": [
     "analysis_date = build_speedmaps_index.ANALYSIS_DATE\n",
-    "import datetime as dt\n",
-    "# if itp_id == 293:\n",
-    "#     analysis_date = dt.date(2023, 9, 13)"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 4,
-   "id": "d0cdaf1a-2c6d-452a-a5cc-210aa2fac2cb",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "analysis_date = shared_utils.rt_dates.DATES['aug2024']"
+    "import datetime as dt"
    ]
   },
   {
@@ -77,164 +71,86 @@
    },
    "outputs": [],
    "source": [
-    "speedmap_index = pd.read_parquet(f'_rt_progress_{analysis_date}.parquet') >> filter(_.organization_itp_id == itp_id)\n",
-    "# speedmap_index = pd.read_parquet(f'_rt_progress_{analysis_date}.parquet') >> filter(_.organization_name.str.contains('Torr'))"
+    "speedmap_index = pd.read_parquet(f'_rt_progress_{analysis_date}.parquet') >> filter(_.organization_itp_id == itp_id)"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 6,
-   "id": "c54b78fd-de92-45d9-b54d-49c5b88945c7",
+   "id": "1b9762c8-0235-4d8f-b7a4-20a3213eb45e",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>organization_name</th>\n",
-       "      <th>organization_itp_id</th>\n",
-       "      <th>organization_source_record_id</th>\n",
-       "      <th>caltrans_district</th>\n",
-       "      <th>_is_current</th>\n",
-       "      <th>analysis_date</th>\n",
-       "      <th>schedule_gtfs_dataset_key</th>\n",
-       "      <th>status</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>4</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>c499f905e33929a641f083dad55c521e</td>\n",
-       "      <td>speedmap_segs_available</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                        organization_name  organization_itp_id  \\\n",
-       "89  Alameda-Contra Costa Transit District                    4   \n",
-       "\n",
-       "   organization_source_record_id caltrans_district  _is_current analysis_date  \\\n",
-       "89             recOZgevYf7Jimm9L      04 - Oakland         True    2024-08-14   \n",
-       "\n",
-       "           schedule_gtfs_dataset_key                   status  \n",
-       "89  c499f905e33929a641f083dad55c521e  speedmap_segs_available  "
-      ]
-     },
-     "execution_count": 6,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "speedmap_index"
+    "path = f'{catalog.speedmap_segments.dir}{catalog.speedmap_segments.shape_stop_single_segment_detail}_{analysis_date}.parquet'"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 7,
-   "id": "76edaa5c-039e-419a-ade6-15ebdc018b3c",
+   "id": "9302c0ad-1201-4c5a-8267-ec52719cf777",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "'gs://calitp-analytics-data/data-analyses/rt_segment_speeds/'"
-      ]
-     },
-     "execution_count": 7,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "SEGMENT_GCS"
+    "speedmap_segs = gpd.read_parquet(path) #  aggregated"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 8,
-   "id": "28317d9e-9f9e-493c-889e-78b8099004e5",
+   "id": "9f3c4c93-a5f5-40d7-9315-63e4fecbd738",
    "metadata": {},
    "outputs": [],
    "source": [
-    "# speedmap_segs = gpd.read_parquet(f'{SEGMENT_GCS}segment_options/speedmap_segments_{analysis_date}.parquet')` #  non-aggregated"
+    "speedmap_segs = speedmap_segs >> filter(_.schedule_gtfs_dataset_key == speedmap_index.schedule_gtfs_dataset_key.iloc[0])"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 9,
-   "id": "9302c0ad-1201-4c5a-8267-ec52719cf777",
+   "id": "edc84eda-ce2b-481f-ac78-6b7209cb25f4",
    "metadata": {},
    "outputs": [],
    "source": [
-    "speedmap_segs = gpd.read_parquet(f'{SEGMENT_GCS}rollup_singleday/speeds_shape_speedmap_segments_{analysis_date}.parquet') #  aggregated"
+    "#  TODO to utils\n",
+    "def time_period_and_arrowize(gdf, time_period):\n",
+    "    \n",
+    "    gdf = gdf >> filter(_.time_of_day == time_period)\n",
+    "    gdf = gdf.to_crs(calitp_data_analysis.geography_utils.CA_NAD83Albers)\n",
+    "\n",
+    "    ## shift to right side of road to display direction\n",
+    "    gdf.geometry = gdf.geometry.apply(shared_utils.rt_utils.try_parallel)\n",
+    "    gdf = gdf.apply(shared_utils.rt_utils.arrowize_by_frequency, axis=1, frequency_col='trips_hr_sch')\n",
+    "\n",
+    "    gdf = gdf >> arrange(_.trips_hr_sch)\n",
+    "\n",
+    "    return gdf"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 10,
-   "id": "19dbeff0-faf6-43e3-9edf-6e68dfeceeac",
+   "id": "6af2c7fd-b769-4fbf-bbcf-75080972cc67",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['schedule_gtfs_dataset_key', 'shape_array_key', 'shape_id',\n",
-       "       'route_short_name', 'route_id', 'stop_pair', 'stop_pair_name',\n",
-       "       'segment_id', 'time_period', 'p50_mph', 'n_trips', 'p20_mph', 'p80_mph',\n",
-       "       'name', 'caltrans_district', 'organization_source_record_id',\n",
-       "       'organization_name', 'base64_url', 'geometry'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 10,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
-    "speedmap_segs.columns"
+    "peak_test = time_period_and_arrowize(speedmap_segs, 'AM Peak')"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 11,
-   "id": "9f3c4c93-a5f5-40d7-9315-63e4fecbd738",
+   "id": "cedc030e-8d19-4a0b-b3a5-5a3d6c0dce23",
    "metadata": {},
    "outputs": [],
    "source": [
-    "speedmap_segs = speedmap_segs >> filter(_.schedule_gtfs_dataset_key == speedmap_index.schedule_gtfs_dataset_key.iloc[0])"
+    "cmap = shared_utils.rt_utils.ACCESS_ZERO_THIRTY_COLORSCALE\n",
+    "url = shared_utils.rt_utils.ACCESS_SPEEDMAP_LEGEND_URL"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 12,
-   "id": "33038798-16a0-46b5-a50e-2609c5729534",
+   "id": "87c7db4f-3da9-4ba4-915b-88432a841b39",
    "metadata": {},
    "outputs": [
     {
@@ -261,15 +177,14 @@
        "      <th>schedule_gtfs_dataset_key</th>\n",
        "      <th>shape_array_key</th>\n",
        "      <th>shape_id</th>\n",
-       "      <th>route_short_name</th>\n",
        "      <th>route_id</th>\n",
+       "      <th>direction_id</th>\n",
        "      <th>stop_pair</th>\n",
        "      <th>stop_pair_name</th>\n",
        "      <th>segment_id</th>\n",
-       "      <th>time_period</th>\n",
+       "      <th>time_of_day</th>\n",
        "      <th>p50_mph</th>\n",
-       "      <th>n_trips</th>\n",
-       "      <th>p20_mph</th>\n",
+       "      <th>...</th>\n",
        "      <th>p80_mph</th>\n",
        "      <th>name</th>\n",
        "      <th>caltrans_district</th>\n",
@@ -277,119 +192,103 @@
        "      <th>organization_name</th>\n",
        "      <th>base64_url</th>\n",
        "      <th>geometry</th>\n",
+       "      <th>n_trips_sch</th>\n",
+       "      <th>trips_hr_sch</th>\n",
+       "      <th>route_short_name</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>309219</th>\n",
-       "      <td>c499f905e33929a641f083dad55c521e</td>\n",
-       "      <td>c2251ab196e84946d73773d8a60437cb</td>\n",
-       "      <td>shp-217-53</td>\n",
-       "      <td>217</td>\n",
-       "      <td>217</td>\n",
-       "      <td>57211__53699</td>\n",
-       "      <td>Walnut Av &amp; Guardino Dr__Walnut Av &amp; Gallaudet Dr</td>\n",
-       "      <td>57211-53699-1</td>\n",
-       "      <td>offpeak</td>\n",
-       "      <td>21.17</td>\n",
-       "      <td>13</td>\n",
-       "      <td>17.13</td>\n",
-       "      <td>27.51</td>\n",
-       "      <td>Bay Area 511 AC Transit Schedule</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...</td>\n",
-       "      <td>LINESTRING (-121.97141 37.55901, -121.97125 37...</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>309220</th>\n",
-       "      <td>c499f905e33929a641f083dad55c521e</td>\n",
-       "      <td>c2251ab196e84946d73773d8a60437cb</td>\n",
-       "      <td>shp-217-53</td>\n",
-       "      <td>217</td>\n",
-       "      <td>217</td>\n",
-       "      <td>57211__53699</td>\n",
-       "      <td>Walnut Av &amp; Guardino Dr__Walnut Av &amp; Gallaudet Dr</td>\n",
-       "      <td>57211-53699-1</td>\n",
-       "      <td>peak</td>\n",
-       "      <td>20.13</td>\n",
-       "      <td>12</td>\n",
-       "      <td>15.24</td>\n",
-       "      <td>25.49</td>\n",
-       "      <td>Bay Area 511 AC Transit Schedule</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...</td>\n",
-       "      <td>LINESTRING (-121.97141 37.55901, -121.97125 37...</td>\n",
+       "      <th>10501</th>\n",
+       "      <td>0666caf3ec1ecc96b74f4477ee4bc939</td>\n",
+       "      <td>fedc605c108af558e4e545806741ea0f</td>\n",
+       "      <td>510358_JUNE24</td>\n",
+       "      <td>51-13183</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>283__8824</td>\n",
+       "      <td>Avalon / Imperial__Avalon / 111th</td>\n",
+       "      <td>283-8824-1</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>12.34</td>\n",
+       "      <td>...</td>\n",
+       "      <td>12.34</td>\n",
+       "      <td>LA Metro Bus Schedule</td>\n",
+       "      <td>07 - Los Angeles</td>\n",
+       "      <td>recPnGkwdpnr8jmHB</td>\n",
+       "      <td>Los Angeles County Metropolitan Transportation...</td>\n",
+       "      <td>aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...</td>\n",
+       "      <td>POLYGON ((160449.331 -452365.708, 160434.047 -...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>51</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309221</th>\n",
-       "      <td>c499f905e33929a641f083dad55c521e</td>\n",
-       "      <td>c2251ab196e84946d73773d8a60437cb</td>\n",
-       "      <td>shp-217-53</td>\n",
-       "      <td>217</td>\n",
-       "      <td>217</td>\n",
-       "      <td>57211__53699</td>\n",
-       "      <td>Walnut Av &amp; Guardino Dr__Walnut Av &amp; Gallaudet Dr</td>\n",
-       "      <td>57211-53699-1</td>\n",
-       "      <td>all_day</td>\n",
-       "      <td>20.13</td>\n",
-       "      <td>25</td>\n",
-       "      <td>16.44</td>\n",
-       "      <td>27.51</td>\n",
-       "      <td>Bay Area 511 AC Transit Schedule</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...</td>\n",
-       "      <td>LINESTRING (-121.97141 37.55901, -121.97125 37...</td>\n",
+       "      <th>10502</th>\n",
+       "      <td>0666caf3ec1ecc96b74f4477ee4bc939</td>\n",
+       "      <td>fedc605c108af558e4e545806741ea0f</td>\n",
+       "      <td>510358_JUNE24</td>\n",
+       "      <td>51-13183</td>\n",
+       "      <td>0.0</td>\n",
+       "      <td>8824__8823</td>\n",
+       "      <td>Avalon / 111th__Avalon / 110th</td>\n",
+       "      <td>8824-8823-1</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>14.66</td>\n",
+       "      <td>...</td>\n",
+       "      <td>14.66</td>\n",
+       "      <td>LA Metro Bus Schedule</td>\n",
+       "      <td>07 - Los Angeles</td>\n",
+       "      <td>recPnGkwdpnr8jmHB</td>\n",
+       "      <td>Los Angeles County Metropolitan Transportation...</td>\n",
+       "      <td>aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...</td>\n",
+       "      <td>POLYGON ((160443.819 -452040.084, 160428.472 -...</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>51</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
+       "<p>2 rows × 22 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "               schedule_gtfs_dataset_key                   shape_array_key  \\\n",
-       "309219  c499f905e33929a641f083dad55c521e  c2251ab196e84946d73773d8a60437cb   \n",
-       "309220  c499f905e33929a641f083dad55c521e  c2251ab196e84946d73773d8a60437cb   \n",
-       "309221  c499f905e33929a641f083dad55c521e  c2251ab196e84946d73773d8a60437cb   \n",
+       "              schedule_gtfs_dataset_key                   shape_array_key  \\\n",
+       "10501  0666caf3ec1ecc96b74f4477ee4bc939  fedc605c108af558e4e545806741ea0f   \n",
+       "10502  0666caf3ec1ecc96b74f4477ee4bc939  fedc605c108af558e4e545806741ea0f   \n",
        "\n",
-       "          shape_id route_short_name route_id     stop_pair  \\\n",
-       "309219  shp-217-53              217      217  57211__53699   \n",
-       "309220  shp-217-53              217      217  57211__53699   \n",
-       "309221  shp-217-53              217      217  57211__53699   \n",
+       "            shape_id  route_id  direction_id   stop_pair  \\\n",
+       "10501  510358_JUNE24  51-13183           0.0   283__8824   \n",
+       "10502  510358_JUNE24  51-13183           0.0  8824__8823   \n",
        "\n",
-       "                                           stop_pair_name     segment_id  \\\n",
-       "309219  Walnut Av & Guardino Dr__Walnut Av & Gallaudet Dr  57211-53699-1   \n",
-       "309220  Walnut Av & Guardino Dr__Walnut Av & Gallaudet Dr  57211-53699-1   \n",
-       "309221  Walnut Av & Guardino Dr__Walnut Av & Gallaudet Dr  57211-53699-1   \n",
+       "                          stop_pair_name   segment_id time_of_day  p50_mph  \\\n",
+       "10501  Avalon / Imperial__Avalon / 111th   283-8824-1     AM Peak    12.34   \n",
+       "10502     Avalon / 111th__Avalon / 110th  8824-8823-1     AM Peak    14.66   \n",
        "\n",
-       "       time_period  p50_mph  n_trips  p20_mph  p80_mph  \\\n",
-       "309219     offpeak    21.17       13    17.13    27.51   \n",
-       "309220        peak    20.13       12    15.24    25.49   \n",
-       "309221     all_day    20.13       25    16.44    27.51   \n",
+       "       ...  p80_mph                   name  caltrans_district  \\\n",
+       "10501  ...    12.34  LA Metro Bus Schedule   07 - Los Angeles   \n",
+       "10502  ...    14.66  LA Metro Bus Schedule   07 - Los Angeles   \n",
        "\n",
-       "                                    name caltrans_district  \\\n",
-       "309219  Bay Area 511 AC Transit Schedule      04 - Oakland   \n",
-       "309220  Bay Area 511 AC Transit Schedule      04 - Oakland   \n",
-       "309221  Bay Area 511 AC Transit Schedule      04 - Oakland   \n",
+       "      organization_source_record_id  \\\n",
+       "10501             recPnGkwdpnr8jmHB   \n",
+       "10502             recPnGkwdpnr8jmHB   \n",
        "\n",
-       "       organization_source_record_id                      organization_name  \\\n",
-       "309219             recOZgevYf7Jimm9L  Alameda-Contra Costa Transit District   \n",
-       "309220             recOZgevYf7Jimm9L  Alameda-Contra Costa Transit District   \n",
-       "309221             recOZgevYf7Jimm9L  Alameda-Contra Costa Transit District   \n",
+       "                                       organization_name  \\\n",
+       "10501  Los Angeles County Metropolitan Transportation...   \n",
+       "10502  Los Angeles County Metropolitan Transportation...   \n",
        "\n",
-       "                                               base64_url  \\\n",
-       "309219  aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...   \n",
-       "309220  aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...   \n",
-       "309221  aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...   \n",
+       "                                              base64_url  \\\n",
+       "10501  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
+       "10502  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
        "\n",
-       "                                                 geometry  \n",
-       "309219  LINESTRING (-121.97141 37.55901, -121.97125 37...  \n",
-       "309220  LINESTRING (-121.97141 37.55901, -121.97125 37...  \n",
-       "309221  LINESTRING (-121.97141 37.55901, -121.97125 37...  "
+       "                                                geometry n_trips_sch  \\\n",
+       "10501  POLYGON ((160449.331 -452365.708, 160434.047 -...           1   \n",
+       "10502  POLYGON ((160443.819 -452040.084, 160428.472 -...           1   \n",
+       "\n",
+       "      trips_hr_sch  route_short_name  \n",
+       "10501     0.333333                51  \n",
+       "10502     0.333333                51  \n",
+       "\n",
+       "[2 rows x 22 columns]"
       ]
      },
      "execution_count": 12,
@@ -398,179 +297,405 @@
     }
    ],
    "source": [
-    "speedmap_segs >> head(3)"
+    "peak_test >> head(2)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "4e4c26e4-afca-48e1-b9fc-53393858a414",
+   "metadata": {},
+   "source": [
+    "## export map"
    ]
   },
   {
    "cell_type": "code",
    "execution_count": 13,
-   "id": "8e89173e-a0ea-4823-bbce-0aa6cdb3f075",
+   "id": "d483e182-b36c-487e-a194-7a9e48d5b32f",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "array(['offpeak', 'peak', 'all_day'], dtype=object)"
-      ]
-     },
-     "execution_count": 13,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "NameError",
+     "evalue": "name 'time_of_day' is not defined",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mNameError\u001b[0m                                 Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[13], line 1\u001b[0m\n\u001b[0;32m----> 1\u001b[0m time_of_day_lower \u001b[38;5;241m=\u001b[39m \u001b[43mtime_of_day\u001b[49m\u001b[38;5;241m.\u001b[39mlower()\u001b[38;5;241m.\u001b[39mreplace(\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m \u001b[39m\u001b[38;5;124m'\u001b[39m, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124m_\u001b[39m\u001b[38;5;124m'\u001b[39m)\n",
+      "\u001b[0;31mNameError\u001b[0m: name 'time_of_day' is not defined"
+     ]
     }
    ],
    "source": [
-    "speedmap_segs.time_period.unique()"
+    "time_of_day_lower = time_of_day.lower().replace(' ', '_')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
-   "id": "f87584fb-f37d-4869-ba5d-af70a5a0e0e3",
+   "execution_count": null,
+   "id": "51e108ee-19f5-4266-8848-fb5ac57f5108",
    "metadata": {},
    "outputs": [],
    "source": [
-    "peak_test = speedmap_segs >> filter(_.time_period == 'peak')"
+    "#  TODO clone render method from RtFilterMapper, to utils\n",
+    "speedmap_state = shared_utils.rt_utils.set_state_export(\n",
+    "                                    period_test, filename=f'{itp_id}_{time_of_day_lower}_new', map_type='speedmap',\n",
+    "                                    color_col='p20_mph', cmap=cmap, legend_url=url,\n",
+    "                                    cache_seconds=0, map_title=f'Speedmap Segs {time_of_day} {analysis_date}')"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
-   "id": "c0080473-a119-45b2-8ebc-9f9913b97ecd",
+   "execution_count": null,
+   "id": "75f2695e-4b80-4d91-8dce-1fa8e347729b",
    "metadata": {},
    "outputs": [],
    "source": [
-    "time_periods = [(x, shared_utils.rt_utils.categorize_time_of_day(x)) for x in range(1, 25)]"
+    "speedmap_state"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
-   "id": "1df01b6f-c29e-4ccc-9b1f-03cda0241bd9",
+   "execution_count": 17,
+   "id": "5af14034-e54b-4d00-bf78-5882ae3a7b24",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "[(1, 'Owl'),\n",
-       " (2, 'Owl'),\n",
-       " (3, 'Owl'),\n",
-       " (4, 'Early AM'),\n",
-       " (5, 'Early AM'),\n",
-       " (6, 'Early AM'),\n",
-       " (7, 'AM Peak'),\n",
-       " (8, 'AM Peak'),\n",
-       " (9, 'AM Peak'),\n",
-       " (10, 'Midday'),\n",
-       " (11, 'Midday'),\n",
-       " (12, 'Midday'),\n",
-       " (13, 'Midday'),\n",
-       " (14, 'Midday'),\n",
-       " (15, 'PM Peak'),\n",
-       " (16, 'PM Peak'),\n",
-       " (17, 'PM Peak'),\n",
-       " (18, 'PM Peak'),\n",
-       " (19, 'PM Peak'),\n",
-       " (20, 'Evening'),\n",
-       " (21, 'Evening'),\n",
-       " (22, 'Evening'),\n",
-       " (23, 'Evening'),\n",
-       " (24, 'Evening')]"
+       "Index(['schedule_gtfs_dataset_key', 'shape_array_key', 'shape_id', 'route_id',\n",
+       "       'direction_id', 'stop_pair', 'stop_pair_name', 'segment_id',\n",
+       "       'time_of_day', 'p50_mph', 'n_trips', 'p20_mph', 'p80_mph', 'name',\n",
+       "       'caltrans_district', 'organization_source_record_id',\n",
+       "       'organization_name', 'base64_url', 'geometry', 'n_trips_sch',\n",
+       "       'trips_hr_sch', 'route_short_name'],\n",
+       "      dtype='object')"
       ]
      },
-     "execution_count": 16,
+     "execution_count": 17,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "time_periods"
+    "speedmap_segs.columns"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
-   "id": "590d0196-ab95-47e8-8ce0-e0b93b4da5d4",
+   "execution_count": null,
+   "id": "fdf9c56a-0ad8-44b8-8bed-a677c9d36037",
    "metadata": {},
    "outputs": [],
    "source": [
-    "total_peak = len([x[1] for x in time_periods if 'Peak' in x[1]])"
+    "speedmap_segs"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
-   "id": "c5c469eb-df45-4925-8888-2cc2bfc04cc6",
+   "execution_count": 15,
+   "id": "df0b34b1-f3fd-4081-8598-eed78541da71",
    "metadata": {},
    "outputs": [
     {
-     "data": {
-      "text/plain": [
-       "8"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
+     "ename": "ModuleNotFoundError",
+     "evalue": "No module named 'vega_datasets'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m                       Traceback (most recent call last)",
+      "Cell \u001b[0;32mIn[15], line 2\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mimport\u001b[39;00m \u001b[38;5;21;01maltair\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m \u001b[38;5;21;01malt\u001b[39;00m\n\u001b[0;32m----> 2\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mvega_datasets\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m data\n\u001b[1;32m      4\u001b[0m source \u001b[38;5;241m=\u001b[39m data\u001b[38;5;241m.\u001b[39mbarley()\n\u001b[1;32m      6\u001b[0m error_bars \u001b[38;5;241m=\u001b[39m alt\u001b[38;5;241m.\u001b[39mChart(source)\u001b[38;5;241m.\u001b[39mmark_errorbar(extent\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mstdev\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mencode(\n\u001b[1;32m      7\u001b[0m     alt\u001b[38;5;241m.\u001b[39mY(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124myield:Q\u001b[39m\u001b[38;5;124m\"\u001b[39m)\u001b[38;5;241m.\u001b[39mscale(zero\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m),\n\u001b[1;32m      8\u001b[0m     alt\u001b[38;5;241m.\u001b[39mX(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mvariety:N\u001b[39m\u001b[38;5;124m\"\u001b[39m),\n\u001b[1;32m      9\u001b[0m )\n",
+      "\u001b[0;31mModuleNotFoundError\u001b[0m: No module named 'vega_datasets'"
+     ]
     }
    ],
    "source": [
-    "total_peak"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 19,
-   "id": "edc84eda-ce2b-481f-ac78-6b7209cb25f4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "def prep_gdf(gdf):\n",
-    "    \n",
-    "    gdf = gdf.to_crs(calitp_data_analysis.geography_utils.CA_NAD83Albers)\n",
-    "    gdf['trips_per_hour'] = gdf.n_trips / total_peak\n",
+    "import altair as alt\n",
+    "from vega_datasets import data\n",
     "\n",
-    "    ## shift to right side of road to display direction\n",
-    "    gdf.geometry = gdf.geometry.apply(shared_utils.rt_utils.try_parallel)\n",
-    "    gdf = gdf.apply(shared_utils.rt_utils.arrowize_by_frequency, axis=1)\n",
+    "source = data.barley()\n",
+    "\n",
+    "error_bars = alt.Chart(source).mark_errorbar(extent=\"stdev\").encode(\n",
+    "    alt.Y(\"yield:Q\").scale(zero=False),\n",
+    "    alt.X(\"variety:N\"),\n",
+    ")\n",
     "\n",
-    "    gdf = gdf >> arrange(_.trips_per_hour)\n",
+    "points = alt.Chart(source).mark_point(\n",
+    "    filled=True,\n",
+    "    color=\"black\",\n",
+    ").encode(\n",
+    "    alt.Y(\"mean(yield)\"),\n",
+    "    alt.X(\"variety:N\"),\n",
+    ")\n",
     "\n",
-    "    return gdf"
+    "error_bars + points"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
-   "id": "6af2c7fd-b769-4fbf-bbcf-75080972cc67",
+   "execution_count": 34,
+   "id": "ded22024-1209-419c-bfce-22499d58718a",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>time_of_day</th>\n",
+       "      <th>p50_mph</th>\n",
+       "      <th>p20_mph</th>\n",
+       "      <th>p80_mph</th>\n",
+       "      <th>y_err</th>\n",
+       "      <th>y_err2</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>5265</th>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>13.00</td>\n",
+       "      <td>13.00</td>\n",
+       "      <td>13.00</td>\n",
+       "      <td>13.00</td>\n",
+       "      <td>13.00</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5266</th>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>22.58</td>\n",
+       "      <td>22.58</td>\n",
+       "      <td>22.58</td>\n",
+       "      <td>22.58</td>\n",
+       "      <td>22.58</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5267</th>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>7.31</td>\n",
+       "      <td>7.31</td>\n",
+       "      <td>7.31</td>\n",
+       "      <td>7.31</td>\n",
+       "      <td>7.31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5268</th>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>15.72</td>\n",
+       "      <td>15.72</td>\n",
+       "      <td>15.72</td>\n",
+       "      <td>15.72</td>\n",
+       "      <td>15.72</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5269</th>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>18.62</td>\n",
+       "      <td>18.62</td>\n",
+       "      <td>18.62</td>\n",
+       "      <td>18.62</td>\n",
+       "      <td>18.62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126376</th>\n",
+       "      <td>Early AM</td>\n",
+       "      <td>55.45</td>\n",
+       "      <td>55.45</td>\n",
+       "      <td>55.45</td>\n",
+       "      <td>55.45</td>\n",
+       "      <td>55.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126377</th>\n",
+       "      <td>Early AM</td>\n",
+       "      <td>54.62</td>\n",
+       "      <td>54.62</td>\n",
+       "      <td>54.62</td>\n",
+       "      <td>54.62</td>\n",
+       "      <td>54.62</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126378</th>\n",
+       "      <td>Early AM</td>\n",
+       "      <td>8.22</td>\n",
+       "      <td>8.22</td>\n",
+       "      <td>8.22</td>\n",
+       "      <td>8.22</td>\n",
+       "      <td>8.22</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126379</th>\n",
+       "      <td>Early AM</td>\n",
+       "      <td>17.60</td>\n",
+       "      <td>17.60</td>\n",
+       "      <td>17.60</td>\n",
+       "      <td>17.60</td>\n",
+       "      <td>17.60</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>126380</th>\n",
+       "      <td>Early AM</td>\n",
+       "      <td>16.02</td>\n",
+       "      <td>16.02</td>\n",
+       "      <td>16.02</td>\n",
+       "      <td>16.02</td>\n",
+       "      <td>16.02</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>121116 rows × 6 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "       time_of_day  p50_mph  p20_mph  p80_mph  y_err  y_err2\n",
+       "5265       AM Peak    13.00    13.00    13.00  13.00   13.00\n",
+       "5266       AM Peak    22.58    22.58    22.58  22.58   22.58\n",
+       "5267       AM Peak     7.31     7.31     7.31   7.31    7.31\n",
+       "5268       AM Peak    15.72    15.72    15.72  15.72   15.72\n",
+       "5269       AM Peak    18.62    18.62    18.62  18.62   18.62\n",
+       "...            ...      ...      ...      ...    ...     ...\n",
+       "126376    Early AM    55.45    55.45    55.45  55.45   55.45\n",
+       "126377    Early AM    54.62    54.62    54.62  54.62   54.62\n",
+       "126378    Early AM     8.22     8.22     8.22   8.22    8.22\n",
+       "126379    Early AM    17.60    17.60    17.60  17.60   17.60\n",
+       "126380    Early AM    16.02    16.02    16.02  16.02   16.02\n",
+       "\n",
+       "[121116 rows x 6 columns]"
+      ]
+     },
+     "execution_count": 34,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "peak_test = prep_gdf(peak_test)"
+    "df >> group_by"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
-   "id": "cedc030e-8d19-4a0b-b3a5-5a3d6c0dce23",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "cmap = shared_utils.rt_utils.ZERO_THIRTY_COLORSCALE\n",
-    "url = shared_utils.rt_utils.SPEEDMAP_LEGEND_URL"
-   ]
-  },
-  {
-   "cell_type": "markdown",
-   "id": "2e9ae65e-0ed4-4f00-ac8e-27ac85790804",
+   "execution_count": 48,
+   "id": "23e5a153-f608-4aad-b9ca-8cabc7f90017",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "  #altair-viz-46bc3a73075d402884ed97fef90c946a.vega-embed {\n",
+       "    width: 100%;\n",
+       "    display: flex;\n",
+       "  }\n",
+       "\n",
+       "  #altair-viz-46bc3a73075d402884ed97fef90c946a.vega-embed details,\n",
+       "  #altair-viz-46bc3a73075d402884ed97fef90c946a.vega-embed details summary {\n",
+       "    position: relative;\n",
+       "  }\n",
+       "</style>\n",
+       "<div id=\"altair-viz-46bc3a73075d402884ed97fef90c946a\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
+       "  (function(spec, embedOpt){\n",
+       "    let outputDiv = document.currentScript.previousElementSibling;\n",
+       "    if (outputDiv.id !== \"altair-viz-46bc3a73075d402884ed97fef90c946a\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-46bc3a73075d402884ed97fef90c946a\");\n",
+       "    }\n",
+       "    const paths = {\n",
+       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
+       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
+       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.17.0?noext\",\n",
+       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
+       "    };\n",
+       "\n",
+       "    function maybeLoadScript(lib, version) {\n",
+       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
+       "      return (VEGA_DEBUG[key] == version) ?\n",
+       "        Promise.resolve(paths[lib]) :\n",
+       "        new Promise(function(resolve, reject) {\n",
+       "          var s = document.createElement('script');\n",
+       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
+       "          s.async = true;\n",
+       "          s.onload = () => {\n",
+       "            VEGA_DEBUG[key] = version;\n",
+       "            return resolve(paths[lib]);\n",
+       "          };\n",
+       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
+       "          s.src = paths[lib];\n",
+       "        });\n",
+       "    }\n",
+       "\n",
+       "    function showError(err) {\n",
+       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
+       "      throw err;\n",
+       "    }\n",
+       "\n",
+       "    function displayChart(vegaEmbed) {\n",
+       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
+       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
+       "    }\n",
+       "\n",
+       "    if(typeof define === \"function\" && define.amd) {\n",
+       "      requirejs.config({paths});\n",
+       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
+       "    } else {\n",
+       "      maybeLoadScript(\"vega\", \"5\")\n",
+       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
+       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
+       "        .catch(showError)\n",
+       "        .then(() => displayChart(vegaEmbed));\n",
+       "    }\n",
+       "  })({\"$schema\": \"https://vega.github.io/schema/vega/v5.json\", \"data\": [{\"name\": \"source_0\"}, {\"name\": \"data_0\", \"values\": [{\"lower_p50_mph\": 21.48, \"p50_mph\": 10.74, \"time_of_day\": \"AM Peak\", \"upper_p50_mph\": 21.48}, {\"lower_p50_mph\": 25.7, \"p50_mph\": 12.85, \"time_of_day\": \"Early AM\", \"upper_p50_mph\": 25.7}, {\"lower_p50_mph\": 30.02, \"p50_mph\": 15.01, \"time_of_day\": \"Evening\", \"upper_p50_mph\": 30.02}, {\"lower_p50_mph\": 19.92, \"p50_mph\": 9.96, \"time_of_day\": \"Midday\", \"upper_p50_mph\": 19.92}, {\"lower_p50_mph\": 34.26, \"p50_mph\": 17.13, \"time_of_day\": \"Owl\", \"upper_p50_mph\": 34.26}, {\"lower_p50_mph\": 20.3, \"p50_mph\": 10.15, \"time_of_day\": \"PM Peak\", \"upper_p50_mph\": 20.3}]}, {\"name\": \"source_0_x_domain_time_of_day\", \"values\": [{\"sort_field\": 1.0, \"time_of_day\": \"AM Peak\"}, {\"sort_field\": 0.0, \"time_of_day\": \"Early AM\"}, {\"sort_field\": 4.0, \"time_of_day\": \"Evening\"}, {\"sort_field\": 2.0, \"time_of_day\": \"Midday\"}, {\"sort_field\": 5.0, \"time_of_day\": \"Owl\"}, {\"sort_field\": 3.0, \"time_of_day\": \"PM Peak\"}]}], \"signals\": [{\"name\": \"x_step\", \"value\": 20}, {\"name\": \"width\", \"update\": \"bandspace(domain('x').length, 0, 0) * x_step\"}], \"marks\": [{\"type\": \"rule\", \"name\": \"marks\", \"from\": {\"data\": \"data_0\"}, \"encode\": {\"update\": {\"x\": {\"field\": \"time_of_day\", \"scale\": \"x\", \"band\": 0.5}, \"y2\": {\"field\": \"upper_p50_mph\", \"scale\": \"y\"}, \"stroke\": {\"value\": \"black\"}, \"tooltip\": {\"signal\": \"{\\\"p50_mph\\\": format(datum[\\\"p50_mph\\\"], \\\"\\\"), \\\"p50_mph + y_err\\\": format(datum[\\\"upper_p50_mph\\\"], \\\"\\\"), \\\"p50_mph + y_err2\\\": format(datum[\\\"lower_p50_mph\\\"], \\\"\\\"), \\\"time_of_day\\\": isValid(datum[\\\"time_of_day\\\"]) ? datum[\\\"time_of_day\\\"] : \\\"\\\"+datum[\\\"time_of_day\\\"]}\"}, \"y\": {\"field\": \"lower_p50_mph\", \"scale\": \"y\"}}}, \"style\": [\"rule\", \"errorbar-rule\"]}], \"scales\": [{\"name\": \"x\", \"type\": \"band\", \"domain\": {\"data\": \"source_0_x_domain_time_of_day\", \"field\": \"time_of_day\", \"sort\": {\"op\": \"max\", \"field\": \"sort_field\"}}, \"range\": {\"step\": {\"signal\": \"x_step\"}}, \"paddingInner\": 0, \"paddingOuter\": 0}, {\"name\": \"y\", \"type\": \"linear\", \"domain\": {\"data\": \"data_0\", \"fields\": [\"lower_p50_mph\", \"upper_p50_mph\"]}, \"range\": [{\"signal\": \"height\"}, 0], \"nice\": true, \"zero\": true}], \"axes\": [{\"scale\": \"y\", \"gridScale\": \"x\", \"labels\": false, \"aria\": false, \"maxExtent\": 0, \"orient\": \"left\", \"ticks\": false, \"grid\": true, \"minExtent\": 0, \"tickCount\": {\"signal\": \"ceil(height/40)\"}, \"domain\": false, \"zindex\": 0}, {\"scale\": \"x\", \"grid\": false, \"orient\": \"bottom\", \"labelAlign\": \"right\", \"title\": \"time_of_day\", \"labelAngle\": 270, \"labelBaseline\": \"middle\", \"zindex\": 0}, {\"scale\": \"y\", \"orient\": \"left\", \"title\": \"p50_mph\", \"grid\": false, \"labelOverlap\": true, \"zindex\": 0, \"tickCount\": {\"signal\": \"ceil(height/40)\"}}], \"height\": 300, \"background\": \"white\", \"style\": \"cell\", \"padding\": 5}, {\"mode\": \"vega\"});\n",
+       "</script>"
+      ],
+      "text/plain": [
+       "alt.Chart(...)"
+      ]
+     },
+     "execution_count": 48,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "##  adding identifiers for map display"
+    "alt.Chart(df).mark_errorbar().encode(\n",
+    "    # y = alt.Y(\"p50_mph:Q\").scale(zero=False),\n",
+    "    y = alt.Y(\"p50_mph:Q\"),\n",
+    "    yError=(\"y_err:Q\"),\n",
+    "    yError2=(\"y_err2:Q\"),\n",
+    "    x = alt.X(\"time_of_day:N\", sort=['Early AM', 'AM Peak', 'Midday', 'PM Peak', 'Evening', 'Owl']),\n",
+    ")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
-   "id": "87c7db4f-3da9-4ba4-915b-88432a841b39",
+   "execution_count": 51,
+   "id": "3feb8dbd-afea-4e30-8fd9-544875699e70",
    "metadata": {},
    "outputs": [
     {
@@ -594,218 +719,500 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>schedule_gtfs_dataset_key</th>\n",
-       "      <th>shape_array_key</th>\n",
-       "      <th>shape_id</th>\n",
-       "      <th>route_short_name</th>\n",
-       "      <th>route_id</th>\n",
-       "      <th>stop_pair</th>\n",
-       "      <th>stop_pair_name</th>\n",
-       "      <th>segment_id</th>\n",
-       "      <th>time_period</th>\n",
+       "      <th>time_of_day</th>\n",
        "      <th>p50_mph</th>\n",
-       "      <th>n_trips</th>\n",
        "      <th>p20_mph</th>\n",
        "      <th>p80_mph</th>\n",
-       "      <th>name</th>\n",
-       "      <th>caltrans_district</th>\n",
-       "      <th>organization_source_record_id</th>\n",
-       "      <th>organization_name</th>\n",
-       "      <th>base64_url</th>\n",
-       "      <th>geometry</th>\n",
-       "      <th>trips_per_hour</th>\n",
+       "      <th>y_err</th>\n",
+       "      <th>y_err2</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>309570</th>\n",
-       "      <td>c499f905e33929a641f083dad55c521e</td>\n",
-       "      <td>27122984e995e1e7423bc2c2997df760</td>\n",
-       "      <td>shp-88-10</td>\n",
-       "      <td>88</td>\n",
-       "      <td>88</td>\n",
-       "      <td>58888__52643</td>\n",
-       "      <td>11th St &amp; Harrison St__11th St &amp; Jackson St</td>\n",
-       "      <td>58888-52643-1</td>\n",
-       "      <td>peak</td>\n",
-       "      <td>9.08</td>\n",
-       "      <td>1</td>\n",
-       "      <td>9.08</td>\n",
-       "      <td>9.08</td>\n",
-       "      <td>Bay Area 511 AC Transit Schedule</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...</td>\n",
-       "      <td>POLYGON ((-199459.554 -21648.451, -199437.653 ...</td>\n",
-       "      <td>0.125</td>\n",
+       "      <th>0</th>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>13.35</td>\n",
+       "      <td>10.74</td>\n",
+       "      <td>16.61</td>\n",
+       "      <td>2.61</td>\n",
+       "      <td>3.26</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>309861</th>\n",
-       "      <td>c499f905e33929a641f083dad55c521e</td>\n",
-       "      <td>1d260fbbf422c3bbecc4e4a3c30c8445</td>\n",
-       "      <td>shp-12-01</td>\n",
-       "      <td>12</td>\n",
-       "      <td>12</td>\n",
-       "      <td>50414__56926</td>\n",
-       "      <td>2nd St &amp; Oakland Amtrak__Jackson St &amp; 3rd St</td>\n",
-       "      <td>50414-56926-1</td>\n",
-       "      <td>peak</td>\n",
-       "      <td>9.28</td>\n",
-       "      <td>1</td>\n",
-       "      <td>9.28</td>\n",
-       "      <td>9.28</td>\n",
-       "      <td>Bay Area 511 AC Transit Schedule</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...</td>\n",
-       "      <td>POLYGON ((-199632.224 -22363.173, -199606.688 ...</td>\n",
-       "      <td>0.125</td>\n",
+       "      <th>1</th>\n",
+       "      <td>Early AM</td>\n",
+       "      <td>15.37</td>\n",
+       "      <td>12.85</td>\n",
+       "      <td>18.33</td>\n",
+       "      <td>2.52</td>\n",
+       "      <td>2.96</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>Evening</td>\n",
+       "      <td>17.17</td>\n",
+       "      <td>15.01</td>\n",
+       "      <td>19.62</td>\n",
+       "      <td>2.16</td>\n",
+       "      <td>2.45</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>Midday</td>\n",
+       "      <td>12.78</td>\n",
+       "      <td>9.96</td>\n",
+       "      <td>16.41</td>\n",
+       "      <td>2.82</td>\n",
+       "      <td>3.63</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>Owl</td>\n",
+       "      <td>19.25</td>\n",
+       "      <td>17.13</td>\n",
+       "      <td>21.24</td>\n",
+       "      <td>2.12</td>\n",
+       "      <td>1.99</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>PM Peak</td>\n",
+       "      <td>12.78</td>\n",
+       "      <td>10.15</td>\n",
+       "      <td>16.37</td>\n",
+       "      <td>2.63</td>\n",
+       "      <td>3.59</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
        "</div>"
       ],
       "text/plain": [
-       "               schedule_gtfs_dataset_key                   shape_array_key  \\\n",
-       "309570  c499f905e33929a641f083dad55c521e  27122984e995e1e7423bc2c2997df760   \n",
-       "309861  c499f905e33929a641f083dad55c521e  1d260fbbf422c3bbecc4e4a3c30c8445   \n",
-       "\n",
-       "         shape_id route_short_name route_id     stop_pair  \\\n",
-       "309570  shp-88-10               88       88  58888__52643   \n",
-       "309861  shp-12-01               12       12  50414__56926   \n",
-       "\n",
-       "                                      stop_pair_name     segment_id  \\\n",
-       "309570   11th St & Harrison St__11th St & Jackson St  58888-52643-1   \n",
-       "309861  2nd St & Oakland Amtrak__Jackson St & 3rd St  50414-56926-1   \n",
-       "\n",
-       "       time_period  p50_mph  n_trips  p20_mph  p80_mph  \\\n",
-       "309570        peak     9.08        1     9.08     9.08   \n",
-       "309861        peak     9.28        1     9.28     9.28   \n",
-       "\n",
-       "                                    name caltrans_district  \\\n",
-       "309570  Bay Area 511 AC Transit Schedule      04 - Oakland   \n",
-       "309861  Bay Area 511 AC Transit Schedule      04 - Oakland   \n",
-       "\n",
-       "       organization_source_record_id                      organization_name  \\\n",
-       "309570             recOZgevYf7Jimm9L  Alameda-Contra Costa Transit District   \n",
-       "309861             recOZgevYf7Jimm9L  Alameda-Contra Costa Transit District   \n",
-       "\n",
-       "                                               base64_url  \\\n",
-       "309570  aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...   \n",
-       "309861  aHR0cHM6Ly9hcGkuNTExLm9yZy90cmFuc2l0L2RhdGFmZW...   \n",
-       "\n",
-       "                                                 geometry  trips_per_hour  \n",
-       "309570  POLYGON ((-199459.554 -21648.451, -199437.653 ...           0.125  \n",
-       "309861  POLYGON ((-199632.224 -22363.173, -199606.688 ...           0.125  "
+       "  time_of_day  p50_mph  p20_mph  p80_mph  y_err  y_err2\n",
+       "0     AM Peak    13.35    10.74    16.61   2.61    3.26\n",
+       "1    Early AM    15.37    12.85    18.33   2.52    2.96\n",
+       "2     Evening    17.17    15.01    19.62   2.16    2.45\n",
+       "3      Midday    12.78     9.96    16.41   2.82    3.63\n",
+       "4         Owl    19.25    17.13    21.24   2.12    1.99\n",
+       "5     PM Peak    12.78    10.15    16.37   2.63    3.59"
       ]
      },
-     "execution_count": 22,
+     "execution_count": 51,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "peak_test >> head(2)"
+    "df"
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "21725c98-e8cf-47bb-a880-09e67d25f0fe",
+   "cell_type": "code",
+   "execution_count": 52,
+   "id": "52e9a61d-d9bc-474d-a6ed-2120099d0592",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "0   -2.61\n",
+       "1   -2.52\n",
+       "2   -2.16\n",
+       "3   -2.82\n",
+       "4   -2.12\n",
+       "5   -2.63\n",
+       "dtype: float64"
+      ]
+     },
+     "execution_count": 52,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "-(df['p50_mph'] - df['p20_mph'])"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 68,
+   "id": "bba0a5ba-a95a-4923-b04f-800b74e63a98",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "branca.colormap.StepColormap"
+      ]
+     },
+     "execution_count": 68,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "##  to-do\n",
-    "\n",
-    "* where does new n_trips come from? should be schedule-based for speedmaps applications...\n",
-    "* split am/pm peak\n",
-    "* https://github.com/cal-itp/data-analyses/issues/1218 upstream add route identifiers"
+    "type(cmap)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 23,
-   "id": "e7c32718-4eb2-4c2b-aba0-cca397aaabf3",
+   "execution_count": 70,
+   "id": "64083c0e-4283-4554-ae8a-3e4e8a34ce21",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "Index(['schedule_gtfs_dataset_key', 'shape_array_key', 'shape_id',\n",
-       "       'route_short_name', 'route_id', 'stop_pair', 'stop_pair_name',\n",
-       "       'segment_id', 'time_period', 'p50_mph', 'n_trips', 'p20_mph', 'p80_mph',\n",
-       "       'name', 'caltrans_district', 'organization_source_record_id',\n",
-       "       'organization_name', 'base64_url', 'geometry', 'trips_per_hour'],\n",
-       "      dtype='object')"
+       "['__call__',\n",
+       " '__class__',\n",
+       " '__delattr__',\n",
+       " '__dict__',\n",
+       " '__dir__',\n",
+       " '__doc__',\n",
+       " '__eq__',\n",
+       " '__format__',\n",
+       " '__ge__',\n",
+       " '__getattribute__',\n",
+       " '__gt__',\n",
+       " '__hash__',\n",
+       " '__init__',\n",
+       " '__init_subclass__',\n",
+       " '__le__',\n",
+       " '__lt__',\n",
+       " '__module__',\n",
+       " '__ne__',\n",
+       " '__new__',\n",
+       " '__reduce__',\n",
+       " '__reduce_ex__',\n",
+       " '__repr__',\n",
+       " '__setattr__',\n",
+       " '__sizeof__',\n",
+       " '__str__',\n",
+       " '__subclasshook__',\n",
+       " '__weakref__',\n",
+       " '_children',\n",
+       " '_env',\n",
+       " '_get_self_bounds',\n",
+       " '_id',\n",
+       " '_name',\n",
+       " '_parent',\n",
+       " '_repr_html_',\n",
+       " '_template',\n",
+       " 'add_child',\n",
+       " 'add_children',\n",
+       " 'add_to',\n",
+       " 'caption',\n",
+       " 'colors',\n",
+       " 'get_bounds',\n",
+       " 'get_name',\n",
+       " 'get_root',\n",
+       " 'index',\n",
+       " 'render',\n",
+       " 'rgb_bytes_tuple',\n",
+       " 'rgb_hex_str',\n",
+       " 'rgba_bytes_tuple',\n",
+       " 'rgba_floats_tuple',\n",
+       " 'rgba_hex_str',\n",
+       " 'save',\n",
+       " 'scale',\n",
+       " 'to_dict',\n",
+       " 'to_json',\n",
+       " 'to_linear',\n",
+       " 'vmax',\n",
+       " 'vmin']"
       ]
      },
-     "execution_count": 23,
+     "execution_count": 70,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "peak_test.columns"
+    "dir(cmap)"
    ]
   },
   {
-   "cell_type": "markdown",
-   "id": "4e4c26e4-afca-48e1-b9fc-53393858a414",
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "df62d501-9ef1-4203-a881-4e381651590e",
    "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "[[None, None], [None, None]]"
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
-    "## export map"
+    "cmap.get_bounds()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "7c9501e3-24e7-4677-beaf-fa138d6a0837",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "['__call__',\n",
+       " '__class__',\n",
+       " '__delattr__',\n",
+       " '__dict__',\n",
+       " '__dir__',\n",
+       " '__doc__',\n",
+       " '__eq__',\n",
+       " '__format__',\n",
+       " '__ge__',\n",
+       " '__getattribute__',\n",
+       " '__gt__',\n",
+       " '__hash__',\n",
+       " '__init__',\n",
+       " '__init_subclass__',\n",
+       " '__le__',\n",
+       " '__lt__',\n",
+       " '__module__',\n",
+       " '__ne__',\n",
+       " '__new__',\n",
+       " '__reduce__',\n",
+       " '__reduce_ex__',\n",
+       " '__repr__',\n",
+       " '__setattr__',\n",
+       " '__sizeof__',\n",
+       " '__str__',\n",
+       " '__subclasshook__',\n",
+       " '__weakref__',\n",
+       " '_children',\n",
+       " '_env',\n",
+       " '_get_self_bounds',\n",
+       " '_id',\n",
+       " '_name',\n",
+       " '_parent',\n",
+       " '_repr_html_',\n",
+       " '_template',\n",
+       " 'add_child',\n",
+       " 'add_children',\n",
+       " 'add_to',\n",
+       " 'caption',\n",
+       " 'colors',\n",
+       " 'get_bounds',\n",
+       " 'get_name',\n",
+       " 'get_root',\n",
+       " 'index',\n",
+       " 'render',\n",
+       " 'rgb_bytes_tuple',\n",
+       " 'rgb_hex_str',\n",
+       " 'rgba_bytes_tuple',\n",
+       " 'rgba_floats_tuple',\n",
+       " 'rgba_hex_str',\n",
+       " 'save',\n",
+       " 'scale',\n",
+       " 'to_dict',\n",
+       " 'to_json',\n",
+       " 'to_linear',\n",
+       " 'vmax',\n",
+       " 'vmin']"
+      ]
+     },
+     "execution_count": 75,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dir(cmap.scale())"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
-   "id": "10a3ff1d-04f8-40b8-ab91-5ef96fde9b6a",
+   "execution_count": 69,
+   "id": "6d2ccae7-a8b6-4e44-9095-17e4e416ea29",
    "metadata": {},
    "outputs": [
     {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "writing to calitp-map-tiles/testing/4_new.geojson.gz\n"
+     "ename": "SchemaValidationError",
+     "evalue": "`Scale` has no parameter named 'children'\n\nExisting parameter names are:\nalign      domain      exponent       paddingOuter   round    \nbase       domainMax   interpolate    range          scheme   \nbins       domainMid   nice           rangeMax       type     \nclamp      domainMin   padding        rangeMin       zero     \nconstant   domainRaw   paddingInner   reverse                 \n\nSee the help for `Scale` to read the full description of these parameters",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mSchemaValidationError\u001b[0m                     Traceback (most recent call last)",
+      "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/altair/vegalite/v5/api.py:961\u001b[0m, in \u001b[0;36mTopLevelMixin.to_dict\u001b[0;34m(self, validate, format, ignore, context)\u001b[0m\n\u001b[1;32m    956\u001b[0m context[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtop_level\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;01mFalse\u001b[39;00m\n\u001b[1;32m    958\u001b[0m \u001b[38;5;66;03m# TopLevelMixin instance does not necessarily have to_dict defined\u001b[39;00m\n\u001b[1;32m    959\u001b[0m \u001b[38;5;66;03m# but due to how Altair is set up this should hold.\u001b[39;00m\n\u001b[1;32m    960\u001b[0m \u001b[38;5;66;03m# Too complex to type hint right now\u001b[39;00m\n\u001b[0;32m--> 961\u001b[0m vegalite_spec \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43msuper\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mTopLevelMixin\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcopy\u001b[49m\u001b[43m)\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mto_dict\u001b[49m\u001b[43m(\u001b[49m\u001b[43m  \u001b[49m\u001b[38;5;66;43;03m# type: ignore[misc]\u001b[39;49;00m\n\u001b[1;32m    962\u001b[0m \u001b[43m    \u001b[49m\u001b[43mvalidate\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mvalidate\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mignore\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mignore\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mdict\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mpre_transform\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m)\u001b[49m\n\u001b[1;32m    963\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m    965\u001b[0m \u001b[38;5;66;03m# TODO: following entries are added after validation. Should they be validated?\u001b[39;00m\n\u001b[1;32m    966\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m is_top_level:\n\u001b[1;32m    967\u001b[0m     \u001b[38;5;66;03m# since this is top-level we add $schema if it's missing\u001b[39;00m\n",
+      "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/altair/utils/schemapi.py:978\u001b[0m, in \u001b[0;36mSchemaBase.to_dict\u001b[0;34m(self, validate, ignore, context)\u001b[0m\n\u001b[1;32m    971\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mvalidate(result)\n\u001b[1;32m    972\u001b[0m     \u001b[38;5;28;01mexcept\u001b[39;00m jsonschema\u001b[38;5;241m.\u001b[39mValidationError \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m    973\u001b[0m         \u001b[38;5;66;03m# We do not raise `from err` as else the resulting\u001b[39;00m\n\u001b[1;32m    974\u001b[0m         \u001b[38;5;66;03m# traceback is very long as it contains part\u001b[39;00m\n\u001b[1;32m    975\u001b[0m         \u001b[38;5;66;03m# of the Vega-Lite schema. It would also first\u001b[39;00m\n\u001b[1;32m    976\u001b[0m         \u001b[38;5;66;03m# show the less helpful ValidationError instead of\u001b[39;00m\n\u001b[1;32m    977\u001b[0m         \u001b[38;5;66;03m# the more user friendly SchemaValidationError\u001b[39;00m\n\u001b[0;32m--> 978\u001b[0m         \u001b[38;5;28;01mraise\u001b[39;00m SchemaValidationError(\u001b[38;5;28mself\u001b[39m, err) \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[1;32m    979\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m result\n",
+      "\u001b[0;31mSchemaValidationError\u001b[0m: `Scale` has no parameter named 'children'\n\nExisting parameter names are:\nalign      domain      exponent       paddingOuter   round    \nbase       domainMax   interpolate    range          scheme   \nbins       domainMid   nice           rangeMax       type     \nclamp      domainMin   padding        rangeMin       zero     \nconstant   domainRaw   paddingInner   reverse                 \n\nSee the help for `Scale` to read the full description of these parameters"
      ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "alt.LayerChart(...)"
+      ]
+     },
+     "execution_count": 69,
+     "metadata": {},
+     "output_type": "execute_result"
     }
    ],
    "source": [
-    "speedmap_state = shared_utils.rt_utils.set_state_export(\n",
-    "                                    peak_test, filename=f'{itp_id}_new', map_type='speedmap',\n",
-    "                                    color_col='p20_mph', cmap=cmap, legend_url=url,\n",
-    "                                    cache_seconds=0, map_title=f'Speedmap Segs {analysis_date}')"
+    "df = speedmap_segs[['time_of_day', 'p50_mph', 'p20_mph', 'p80_mph']]\n",
+    "df = df >> group_by(_.time_of_day) >> summarize(p50_mph = _.p50_mph.quantile(.5),\n",
+    "                                               p20_mph = _.p20_mph.quantile(.5),\n",
+    "                                               p80_mph = _.p80_mph.quantile(.5),)\n",
+    "df['y_err'] = -(df['p50_mph'] - df['p20_mph'])\n",
+    "df['y_err2'] = df['p80_mph'] - df['p50_mph']\n",
+    "\n",
+    "error_bars = alt.Chart(df).mark_errorbar(thickness=5,\n",
+    "                                         color='gray',\n",
+    "                                        opacity=.8).encode(\n",
+    "    # y = alt.Y(\"p50_mph:Q\").scale(zero=False),\n",
+    "    y = alt.Y(\"p50_mph:Q\").scale(zero=False),\n",
+    "    yError=(\"y_err:Q\"),\n",
+    "    yError2=(\"y_err2:Q\"),\n",
+    "    x = alt.X(\"time_of_day:N\", sort=['Early AM', 'AM Peak', 'Midday', 'PM Peak', 'Evening', 'Owl']),\n",
+    ")\n",
+    "\n",
+    "points = alt.Chart(df).mark_point(\n",
+    "    filled=True,\n",
+    "    # color=\"black\",\n",
+    ").encode(\n",
+    "    alt.Y(\"p50_mph:Q\"),\n",
+    "    alt.X(\"time_of_day:N\", sort=['Early AM', 'AM Peak', 'Midday', 'PM Peak', 'Evening', 'Owl']),\n",
+    "    color=alt.Color('p50_mph', scale=cmap)\n",
+    ")\n",
+    "\n",
+    "error_bars + points\n",
+    "# error_bars"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
-   "id": "75f2695e-4b80-4d91-8dce-1fa8e347729b",
+   "execution_count": 22,
+   "id": "551c030e-6f02-49d8-92f2-1d283fd3bc94",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "source = pd.DataFrame({\n",
+    "    \"yield_error\": [7.5522, 6.9775, 3.9167, 11.9732],\n",
+    "    \"yield_center\": [32.4, 30.96667, 33.966665, 30.45],\n",
+    "    \"variety\": [\"Glabron\", \"Manchuria\", \"No. 457\", \"No. 462\"],\n",
+    "})\n",
+    "\n",
+    "bar = alt.Chart(source).mark_errorbar().encode(\n",
+    "    x=alt.X(\"yield_center:Q\").scale(zero=False).title(\"yield\"),\n",
+    "    xError=(\"yield_error:Q\"),\n",
+    "    y=alt.Y(\"variety:N\"),\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 23,
+   "id": "8dd67db3-eeb8-4b0b-ae2e-d5e3a96f1de6",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "\n",
+       "<style>\n",
+       "  #altair-viz-e6b9c902841c49dea21a1fc89112e2aa.vega-embed {\n",
+       "    width: 100%;\n",
+       "    display: flex;\n",
+       "  }\n",
+       "\n",
+       "  #altair-viz-e6b9c902841c49dea21a1fc89112e2aa.vega-embed details,\n",
+       "  #altair-viz-e6b9c902841c49dea21a1fc89112e2aa.vega-embed details summary {\n",
+       "    position: relative;\n",
+       "  }\n",
+       "</style>\n",
+       "<div id=\"altair-viz-e6b9c902841c49dea21a1fc89112e2aa\"></div>\n",
+       "<script type=\"text/javascript\">\n",
+       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
+       "  (function(spec, embedOpt){\n",
+       "    let outputDiv = document.currentScript.previousElementSibling;\n",
+       "    if (outputDiv.id !== \"altair-viz-e6b9c902841c49dea21a1fc89112e2aa\") {\n",
+       "      outputDiv = document.getElementById(\"altair-viz-e6b9c902841c49dea21a1fc89112e2aa\");\n",
+       "    }\n",
+       "    const paths = {\n",
+       "      \"vega\": \"https://cdn.jsdelivr.net/npm/vega@5?noext\",\n",
+       "      \"vega-lib\": \"https://cdn.jsdelivr.net/npm/vega-lib?noext\",\n",
+       "      \"vega-lite\": \"https://cdn.jsdelivr.net/npm/vega-lite@5.17.0?noext\",\n",
+       "      \"vega-embed\": \"https://cdn.jsdelivr.net/npm/vega-embed@6?noext\",\n",
+       "    };\n",
+       "\n",
+       "    function maybeLoadScript(lib, version) {\n",
+       "      var key = `${lib.replace(\"-\", \"\")}_version`;\n",
+       "      return (VEGA_DEBUG[key] == version) ?\n",
+       "        Promise.resolve(paths[lib]) :\n",
+       "        new Promise(function(resolve, reject) {\n",
+       "          var s = document.createElement('script');\n",
+       "          document.getElementsByTagName(\"head\")[0].appendChild(s);\n",
+       "          s.async = true;\n",
+       "          s.onload = () => {\n",
+       "            VEGA_DEBUG[key] = version;\n",
+       "            return resolve(paths[lib]);\n",
+       "          };\n",
+       "          s.onerror = () => reject(`Error loading script: ${paths[lib]}`);\n",
+       "          s.src = paths[lib];\n",
+       "        });\n",
+       "    }\n",
+       "\n",
+       "    function showError(err) {\n",
+       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
+       "      throw err;\n",
+       "    }\n",
+       "\n",
+       "    function displayChart(vegaEmbed) {\n",
+       "      vegaEmbed(outputDiv, spec, embedOpt)\n",
+       "        .catch(err => showError(`Javascript Error: ${err.message}<br>This usually means there's a typo in your chart specification. See the javascript console for the full traceback.`));\n",
+       "    }\n",
+       "\n",
+       "    if(typeof define === \"function\" && define.amd) {\n",
+       "      requirejs.config({paths});\n",
+       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
+       "    } else {\n",
+       "      maybeLoadScript(\"vega\", \"5\")\n",
+       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
+       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
+       "        .catch(showError)\n",
+       "        .then(() => displayChart(vegaEmbed));\n",
+       "    }\n",
+       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-a00e5f1dfea67e155330979f374f594c\"}, \"mark\": {\"type\": \"errorbar\"}, \"encoding\": {\"x\": {\"field\": \"yield_center\", \"scale\": {\"zero\": false}, \"title\": \"yield\", \"type\": \"quantitative\"}, \"xError\": {\"field\": \"yield_error\"}, \"y\": {\"field\": \"variety\", \"type\": \"nominal\"}}, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.17.0.json\", \"datasets\": {\"data-a00e5f1dfea67e155330979f374f594c\": [{\"yield_error\": 7.5522, \"yield_center\": 32.4, \"variety\": \"Glabron\"}, {\"yield_error\": 6.9775, \"yield_center\": 30.96667, \"variety\": \"Manchuria\"}, {\"yield_error\": 3.9167, \"yield_center\": 33.966665, \"variety\": \"No. 457\"}, {\"yield_error\": 11.9732, \"yield_center\": 30.45, \"variety\": \"No. 462\"}]}}, {\"mode\": \"vega-lite\"});\n",
+       "</script>"
+      ],
       "text/plain": [
-       "{'state_dict': {'name': 'null',\n",
-       "  'layers': [{'name': 'Speedmap Segs 2024-08-14',\n",
-       "    'url': 'https://storage.googleapis.com/calitp-map-tiles/testing/4_new.geojson.gz',\n",
-       "    'properties': {'stroked': False,\n",
-       "     'highlight_saturation_multiplier': 0.5,\n",
-       "     'tooltip_speed_key': 'p20_mph'},\n",
-       "    'type': 'speedmap'}],\n",
-       "  'lat_lon': (37.770058496990686, -122.19994575258353),\n",
-       "  'zoom': 13,\n",
-       "  'legend_url': 'https://storage.googleapis.com/calitp-map-tiles/speeds_legend.svg'},\n",
-       " 'spa_link': 'https://embeddable-maps.calitp.org/?state=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'}"
+       "alt.Chart(...)"
       ]
      },
-     "execution_count": 25,
+     "execution_count": 23,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "speedmap_state"
+    "bar"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "737ad30b-cf8b-403a-ba37-4a77e00cfff1",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "## TODO get a better chart -- p20 - 50 - 80 seg speed?\n",
+    "# try:\n",
+    "#     rt_day.set_filter(start_time='06:00', end_time='22:00')\n",
+    "#     display(Markdown(f'Median Trip Speed by Hour of Day{rt_day.filter_formatted}'))\n",
+    "\n",
+    "#     rt_day.chart_speeds(no_title=True);\n",
+    "# except:\n",
+    "#     display(Markdown(f'Chart not available for this agency'))\n",
+    "#     pass"
    ]
   }
  ],
diff --git a/ca_transit_speed_maps/Makefile b/ca_transit_speed_maps/Makefile
index 5df496396..122694c9d 100644
--- a/ca_transit_speed_maps/Makefile
+++ b/ca_transit_speed_maps/Makefile
@@ -1,3 +1,7 @@
+generate_speedmaps_quickly:
+    python build_speedmaps_index.py
+    python stage_run_portfolio.py
+    
 generate_speedmaps_slowly:
 	python build_speedmaps_index.py
 	python check_stage_intermediate.py
diff --git a/ca_transit_speed_maps/build_speedmaps_index.py b/ca_transit_speed_maps/build_speedmaps_index.py
index 75b972450..20fcc2e0f 100644
--- a/ca_transit_speed_maps/build_speedmaps_index.py
+++ b/ca_transit_speed_maps/build_speedmaps_index.py
@@ -16,7 +16,7 @@
     SEGMENT_GCS,
 )
 
-ANALYSIS_DATE = dt.date.fromisoformat(rt_dates.DATES['aug2024'])
+ANALYSIS_DATE = dt.date.fromisoformat(rt_dates.DATES['oct2024'])
 PROGRESS_PATH = f'./_rt_progress_{ANALYSIS_DATE}.parquet'
 
 def build_speedmaps_index(analysis_date: dt.date, how: str = 'new') -> pd.DataFrame:
@@ -37,6 +37,7 @@ def build_speedmaps_index(analysis_date: dt.date, how: str = 'new') -> pd.DataFr
               _.public_customer_facing_or_regional_subfeed_fixed_route,
               _.vehicle_positions_gtfs_dataset_key != None)
     >> inner_join(_, dim_orgs, on = {'organization_source_record_id': 'source_record_id'})
+    #  TODO replace deprecated caltrans_district with via dim_county_geography
     >> select(_.organization_itp_id, _.organization_name, _.organization_source_record_id,
              _.caltrans_district, _._is_current, _.vehicle_positions_gtfs_dataset_key,
 			 _.schedule_gtfs_dataset_key)
@@ -62,6 +63,6 @@ def build_speedmaps_index(analysis_date: dt.date, how: str = 'new') -> pd.DataFr
 if __name__ == "__main__":
     
     print(f'analysis date from shared_utils/rt_dates: {ANALYSIS_DATE}')
-    speedmaps_index = build_speedmaps_index(ANALYSIS_DATE)
+    speedmaps_index = build_speedmaps_index(ANALYSIS_DATE, how = 'new')
     # speedmaps_index = rt_utils.check_intermediate_data(speedmaps_index)
     speedmaps_index.to_parquet(PROGRESS_PATH)
\ No newline at end of file
diff --git a/ca_transit_speed_maps/speedmaps.ipynb b/ca_transit_speed_maps/speedmaps.ipynb
index cdb8ed59e..857731d13 100644
--- a/ca_transit_speed_maps/speedmaps.ipynb
+++ b/ca_transit_speed_maps/speedmaps.ipynb
@@ -23,1498 +23,6 @@
   {
    "cell_type": "code",
    "execution_count": 2,
-   "id": "aa3b6148-7a82-4c38-89f5-537983c34cf4",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "import pandas as pd"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "89339475-3297-418a-8aba-932b1ee4f44e",
-   "metadata": {},
-   "outputs": [],
-   "source": []
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 5,
-   "id": "5480334a-7018-4fbd-87c5-0a3d74fcba00",
-   "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "<div>\n",
-       "<style scoped>\n",
-       "    .dataframe tbody tr th:only-of-type {\n",
-       "        vertical-align: middle;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe tbody tr th {\n",
-       "        vertical-align: top;\n",
-       "    }\n",
-       "\n",
-       "    .dataframe thead th {\n",
-       "        text-align: right;\n",
-       "    }\n",
-       "</style>\n",
-       "<table border=\"1\" class=\"dataframe\">\n",
-       "  <thead>\n",
-       "    <tr style=\"text-align: right;\">\n",
-       "      <th></th>\n",
-       "      <th>organization_name</th>\n",
-       "      <th>organization_itp_id</th>\n",
-       "      <th>organization_source_record_id</th>\n",
-       "      <th>caltrans_district</th>\n",
-       "      <th>_is_current</th>\n",
-       "      <th>analysis_date</th>\n",
-       "      <th>status</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Nevada County</td>\n",
-       "      <td>221</td>\n",
-       "      <td>reczUcQgqgtMpkpKC</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>City of Rosemead</td>\n",
-       "      <td>270</td>\n",
-       "      <td>recKA7jKmdhFnj2ki</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>City of Union City</td>\n",
-       "      <td>350</td>\n",
-       "      <td>recmB4uxrVLRXYF3L</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>City of Elk Grove</td>\n",
-       "      <td>105</td>\n",
-       "      <td>recaJnArpFEk5QooE</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>Capitol Corridor Joint Powers Authority</td>\n",
-       "      <td>56</td>\n",
-       "      <td>recvEBkSBc7UxlarC</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>Golden Gate Bridge, Highway and Transportation...</td>\n",
-       "      <td>127</td>\n",
-       "      <td>recoX7qMhlPrgfuz3</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Sonoma-Marin Area Rail Transit District</td>\n",
-       "      <td>315</td>\n",
-       "      <td>recUmm4gcNXaqrwpn</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Central Contra Costa Transit Authority</td>\n",
-       "      <td>61</td>\n",
-       "      <td>recjnaKVDEgulsko3</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>University of California, Berkeley</td>\n",
-       "      <td>33</td>\n",
-       "      <td>recD9x7GHPrN46v6m</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>Solano County Transit</td>\n",
-       "      <td>310</td>\n",
-       "      <td>reclLbvvKE1V4zsZg</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>Solano Transportation Authority</td>\n",
-       "      <td>381</td>\n",
-       "      <td>rec7ShjfgRPLU0yjY</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>City of Santa Clarita</td>\n",
-       "      <td>295</td>\n",
-       "      <td>recImm5SmW2zq9rMT</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Monterey-Salinas Transit</td>\n",
-       "      <td>208</td>\n",
-       "      <td>receZJ9sEnP9vy3g0</td>\n",
-       "      <td>05 - San Luis Obispo</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>City of Solvang</td>\n",
-       "      <td>312</td>\n",
-       "      <td>reckp33bhAuZlmO1M</td>\n",
-       "      <td>05 - San Luis Obispo</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>University of California, Davis</td>\n",
-       "      <td>351</td>\n",
-       "      <td>recS1JKEz73Hev8pJ</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Victor Valley Transit Authority</td>\n",
-       "      <td>360</td>\n",
-       "      <td>recJcXMNC5MUm2uDe</td>\n",
-       "      <td>08 - San Bernardino</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>San Mateo County Transit District</td>\n",
-       "      <td>290</td>\n",
-       "      <td>recw3mRsmKDTNnVlT</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>Butte County Association of Governments</td>\n",
-       "      <td>48</td>\n",
-       "      <td>recf7l9tozKXOmqqZ</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>Kings County Area Public Transit Agency</td>\n",
-       "      <td>148</td>\n",
-       "      <td>rec5MLJKrAgeM8f6H</td>\n",
-       "      <td>06 - Fresno</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>City of Burbank</td>\n",
-       "      <td>45</td>\n",
-       "      <td>rec6z2ivjTxc8Sag3</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>Santa Barbara Metropolitan Transit District</td>\n",
-       "      <td>293</td>\n",
-       "      <td>recswCrw6a6htmXJ4</td>\n",
-       "      <td>05 - San Luis Obispo</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>Peninsula Corridor Joint Powers Board</td>\n",
-       "      <td>246</td>\n",
-       "      <td>rec2ErIfztLMJ4rgG</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>Anaheim Transportation Network</td>\n",
-       "      <td>14</td>\n",
-       "      <td>recsrIZdx5Wt6n3ol</td>\n",
-       "      <td>12 - Irvine</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>City of Duarte</td>\n",
-       "      <td>97</td>\n",
-       "      <td>recZm8PD8WIdcDL0M</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>Foothill Transit</td>\n",
-       "      <td>112</td>\n",
-       "      <td>recSqgaa8QiQ8CRjl</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>25</th>\n",
-       "      <td>City of Beaumont</td>\n",
-       "      <td>34</td>\n",
-       "      <td>reciWrBgYsAIm9eKK</td>\n",
-       "      <td>08 - San Bernardino</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>26</th>\n",
-       "      <td>City of Santa Maria</td>\n",
-       "      <td>298</td>\n",
-       "      <td>rec9zGMJgNnes75K1</td>\n",
-       "      <td>05 - San Luis Obispo</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>27</th>\n",
-       "      <td>City of Santa Rosa</td>\n",
-       "      <td>301</td>\n",
-       "      <td>recsNvWvLQwGsoxlE</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>28</th>\n",
-       "      <td>Riverside Transit Agency</td>\n",
-       "      <td>269</td>\n",
-       "      <td>recYgajd92VLqio1p</td>\n",
-       "      <td>08 - San Bernardino</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>Commute.org</td>\n",
-       "      <td>76</td>\n",
-       "      <td>reczvlrgxLUDiBgAy</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>30</th>\n",
-       "      <td>City of Santa Monica</td>\n",
-       "      <td>300</td>\n",
-       "      <td>recJHFDLpGRMIFgnL</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>False</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>31</th>\n",
-       "      <td>Golden Empire Transit District</td>\n",
-       "      <td>126</td>\n",
-       "      <td>recIh3vq8jwuuJlvL</td>\n",
-       "      <td>06 - Fresno</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>32</th>\n",
-       "      <td>Western Contra Costa Transit Authority</td>\n",
-       "      <td>368</td>\n",
-       "      <td>recIKnsnTdKQ0vsiv</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>33</th>\n",
-       "      <td>Southern California Regional Rail Authority</td>\n",
-       "      <td>323</td>\n",
-       "      <td>rec7YtRySB7AsTfLw</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>34</th>\n",
-       "      <td>City of Pasadena</td>\n",
-       "      <td>243</td>\n",
-       "      <td>reczF5Y8R9CUJmfSy</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>35</th>\n",
-       "      <td>City of Gardena</td>\n",
-       "      <td>118</td>\n",
-       "      <td>recX4nQfupRQf3xGD</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>36</th>\n",
-       "      <td>City of Escalon</td>\n",
-       "      <td>107</td>\n",
-       "      <td>recNeVOEwWUtYe8xm</td>\n",
-       "      <td>10 - Stockton</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>37</th>\n",
-       "      <td>City of Torrance</td>\n",
-       "      <td>339</td>\n",
-       "      <td>recvzE9NXgGMmqcTH</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>38</th>\n",
-       "      <td>Santa Cruz Metropolitan Transit District</td>\n",
-       "      <td>296</td>\n",
-       "      <td>recDFXyxaWQpiY4mw</td>\n",
-       "      <td>05 - San Luis Obispo</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>39</th>\n",
-       "      <td>Livermore-Amador Valley Transit Authority</td>\n",
-       "      <td>167</td>\n",
-       "      <td>recANs4M9yDhvDyob</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>40</th>\n",
-       "      <td>Tulare County Regional Transit Agency</td>\n",
-       "      <td>474</td>\n",
-       "      <td>rec4YWVqVwJ9XqDbq</td>\n",
-       "      <td>06 - Fresno</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>41</th>\n",
-       "      <td>City of Fairfield</td>\n",
-       "      <td>110</td>\n",
-       "      <td>recot6qBamlOoLcrM</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>42</th>\n",
-       "      <td>Los Angeles County Metropolitan Transportation...</td>\n",
-       "      <td>182</td>\n",
-       "      <td>recPnGkwdpnr8jmHB</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>43</th>\n",
-       "      <td>San Joaquin Regional Rail Commission</td>\n",
-       "      <td>10</td>\n",
-       "      <td>recpgYVeU3VePMeWx</td>\n",
-       "      <td>10 - Stockton</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>44</th>\n",
-       "      <td>San Francisco Bay Area Rapid Transit District</td>\n",
-       "      <td>279</td>\n",
-       "      <td>recoQLeNRISCKF8I0</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>45</th>\n",
-       "      <td>Redwood Coast Transit Authority</td>\n",
-       "      <td>261</td>\n",
-       "      <td>recOnKhqF25crJt4q</td>\n",
-       "      <td>01 - Eureka</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>46</th>\n",
-       "      <td>Eastern Contra Costa Transit Authority</td>\n",
-       "      <td>336</td>\n",
-       "      <td>recEEJVeGrHGoTwgj</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>47</th>\n",
-       "      <td>City of Eureka</td>\n",
-       "      <td>108</td>\n",
-       "      <td>recynxkqEoo9dJEvw</td>\n",
-       "      <td>01 - Eureka</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>48</th>\n",
-       "      <td>Humboldt Transit Authority</td>\n",
-       "      <td>135</td>\n",
-       "      <td>recaa3naoNR4a5RsJ</td>\n",
-       "      <td>01 - Eureka</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>49</th>\n",
-       "      <td>City of Arcata</td>\n",
-       "      <td>18</td>\n",
-       "      <td>recaaoqEDvwhcmIVT</td>\n",
-       "      <td>01 - Eureka</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>50</th>\n",
-       "      <td>Cloverdale Transit</td>\n",
-       "      <td>70</td>\n",
-       "      <td>recRM3c9Zfaft4V2B</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>51</th>\n",
-       "      <td>Sonoma County</td>\n",
-       "      <td>314</td>\n",
-       "      <td>recDupUxInMUgxeiz</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>52</th>\n",
-       "      <td>Tahoe Transportation District</td>\n",
-       "      <td>331</td>\n",
-       "      <td>rec3u4aMplqObcoTR</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>53</th>\n",
-       "      <td>City of San Luis Obispo</td>\n",
-       "      <td>287</td>\n",
-       "      <td>recMM99msxjmc6PPv</td>\n",
-       "      <td>05 - San Luis Obispo</td>\n",
-       "      <td>False</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>54</th>\n",
-       "      <td>OmniTrans</td>\n",
-       "      <td>232</td>\n",
-       "      <td>recG5aXxDPI645S86</td>\n",
-       "      <td>08 - San Bernardino</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>55</th>\n",
-       "      <td>Eastern Sierra Transit Authority</td>\n",
-       "      <td>99</td>\n",
-       "      <td>recRajLNJI206nnAr</td>\n",
-       "      <td>09 - Bishop</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>56</th>\n",
-       "      <td>City of Turlock</td>\n",
-       "      <td>349</td>\n",
-       "      <td>recmQVsPDG6sLtD6j</td>\n",
-       "      <td>10 - Stockton</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>57</th>\n",
-       "      <td>City of Ojai</td>\n",
-       "      <td>231</td>\n",
-       "      <td>reckQmUdXUzHFmlVf</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>58</th>\n",
-       "      <td>Ventura County Transportation Commission</td>\n",
-       "      <td>380</td>\n",
-       "      <td>rec7EN71rsZxDFxZd</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>59</th>\n",
-       "      <td>Gold Coast Transit District</td>\n",
-       "      <td>123</td>\n",
-       "      <td>recS7GnKTcQVX20HE</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>60</th>\n",
-       "      <td>City of Simi Valley</td>\n",
-       "      <td>308</td>\n",
-       "      <td>rec1ErIn9gG1Isk5W</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>61</th>\n",
-       "      <td>City of Moorpark</td>\n",
-       "      <td>210</td>\n",
-       "      <td>recojKzQsBzE1hjVu</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>62</th>\n",
-       "      <td>City of Thousand Oaks</td>\n",
-       "      <td>337</td>\n",
-       "      <td>recPJULRJk1Yn824N</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>63</th>\n",
-       "      <td>City of Camarillo</td>\n",
-       "      <td>54</td>\n",
-       "      <td>recD4Vzt0EDC3VY7I</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>64</th>\n",
-       "      <td>City of Arcadia</td>\n",
-       "      <td>17</td>\n",
-       "      <td>recjaoK08lDmhjQga</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>65</th>\n",
-       "      <td>Mountain Area Regional Transit Authority</td>\n",
-       "      <td>214</td>\n",
-       "      <td>recHbquam1bWEwC3P</td>\n",
-       "      <td>08 - San Bernardino</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>66</th>\n",
-       "      <td>Palo Verde Valley Transit Agency</td>\n",
-       "      <td>238</td>\n",
-       "      <td>recGcv4NidDjwVSiN</td>\n",
-       "      <td>08 - San Bernardino</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>67</th>\n",
-       "      <td>Long Beach Transit</td>\n",
-       "      <td>170</td>\n",
-       "      <td>rec00qSzZL8KqiXAo</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>68</th>\n",
-       "      <td>Lake Transit Authority</td>\n",
-       "      <td>159</td>\n",
-       "      <td>recPwXKbGLL4aIqXV</td>\n",
-       "      <td>01 - Eureka</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>69</th>\n",
-       "      <td>City of Fresno</td>\n",
-       "      <td>116</td>\n",
-       "      <td>rec0bKUhHAajTNIlf</td>\n",
-       "      <td>06 - Fresno</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>70</th>\n",
-       "      <td>Napa Valley Transportation Authority</td>\n",
-       "      <td>218</td>\n",
-       "      <td>rec9RGrya9SjWYp2p</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>71</th>\n",
-       "      <td>Stanislaus Regional Transit Authority</td>\n",
-       "      <td>484</td>\n",
-       "      <td>recSiaaMmBXW7fUZS</td>\n",
-       "      <td>10 - Stockton</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>72</th>\n",
-       "      <td>Santa Clara Valley Transportation Authority</td>\n",
-       "      <td>294</td>\n",
-       "      <td>recC5CT95EufmQCXr</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>73</th>\n",
-       "      <td>San Diego Metropolitan Transit System</td>\n",
-       "      <td>278</td>\n",
-       "      <td>recZALk4vysuoTVjF</td>\n",
-       "      <td>11 - San Diego</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>74</th>\n",
-       "      <td>San Diego International Airport</td>\n",
-       "      <td>277</td>\n",
-       "      <td>recfbLFdDnCxgIfAB</td>\n",
-       "      <td>11 - San Diego</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>75</th>\n",
-       "      <td>San Joaquin Regional Transit District</td>\n",
-       "      <td>284</td>\n",
-       "      <td>recZgWVXkpix390of</td>\n",
-       "      <td>10 - Stockton</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>76</th>\n",
-       "      <td>Orange County Transportation Authority</td>\n",
-       "      <td>235</td>\n",
-       "      <td>recfma7GNR5lQTTTg</td>\n",
-       "      <td>12 - Irvine</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>77</th>\n",
-       "      <td>Yolo County Transportation District</td>\n",
-       "      <td>372</td>\n",
-       "      <td>recH2FdHvrL7nIpHA</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>78</th>\n",
-       "      <td>North County Transit District</td>\n",
-       "      <td>226</td>\n",
-       "      <td>recRBcrX4ZvTyvSnm</td>\n",
-       "      <td>11 - San Diego</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>79</th>\n",
-       "      <td>City of Norwalk</td>\n",
-       "      <td>228</td>\n",
-       "      <td>recPkUZgzjCjk5GrV</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>80</th>\n",
-       "      <td>City of Petaluma</td>\n",
-       "      <td>247</td>\n",
-       "      <td>recUbGDXhPdx3494b</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>81</th>\n",
-       "      <td>City of Commerce</td>\n",
-       "      <td>75</td>\n",
-       "      <td>recd0hxcumVMausDU</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>82</th>\n",
-       "      <td>Redding Area Bus Authority</td>\n",
-       "      <td>259</td>\n",
-       "      <td>recI1fuNpr306H0hw</td>\n",
-       "      <td>02 - Redding</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>83</th>\n",
-       "      <td>San Francisco International Airport</td>\n",
-       "      <td>281</td>\n",
-       "      <td>recd6X5l7vkBXk9hc</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>84</th>\n",
-       "      <td>City and County of San Francisco</td>\n",
-       "      <td>282</td>\n",
-       "      <td>rechaapWbeffO33OX</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>85</th>\n",
-       "      <td>Transit Joint Powers Authority for Merced County</td>\n",
-       "      <td>343</td>\n",
-       "      <td>recVSX7dwjxAb557T</td>\n",
-       "      <td>10 - Stockton</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>86</th>\n",
-       "      <td>Antelope Valley Transit Authority</td>\n",
-       "      <td>16</td>\n",
-       "      <td>recxsWR0KRrQTdjmg</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>87</th>\n",
-       "      <td>City of Visalia</td>\n",
-       "      <td>361</td>\n",
-       "      <td>rec6gNibVKjDVy4aX</td>\n",
-       "      <td>06 - Fresno</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>88</th>\n",
-       "      <td>Alameda-Contra Costa Transit District</td>\n",
-       "      <td>4</td>\n",
-       "      <td>recOZgevYf7Jimm9L</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>89</th>\n",
-       "      <td>City of Redondo Beach</td>\n",
-       "      <td>260</td>\n",
-       "      <td>rec8zhnCPETu6qEiH</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>90</th>\n",
-       "      <td>City of South San Francisco</td>\n",
-       "      <td>481</td>\n",
-       "      <td>recPtsCi89lKcXaTW</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>91</th>\n",
-       "      <td>City of Culver City</td>\n",
-       "      <td>87</td>\n",
-       "      <td>rec5ome04BbA9uf4y</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>False</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>92</th>\n",
-       "      <td>City of Vacaville</td>\n",
-       "      <td>356</td>\n",
-       "      <td>recdujao2F9Hga9Od</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>93</th>\n",
-       "      <td>Mendocino Transit Authority</td>\n",
-       "      <td>198</td>\n",
-       "      <td>recpWBEjXzLHqCjhE</td>\n",
-       "      <td>01 - Eureka</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>94</th>\n",
-       "      <td>Madera County</td>\n",
-       "      <td>188</td>\n",
-       "      <td>recWLwvtjXhiVWjKt</td>\n",
-       "      <td>06 - Fresno</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>95</th>\n",
-       "      <td>City of Roseville</td>\n",
-       "      <td>271</td>\n",
-       "      <td>recUdTq5QiUjJRiAe</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>96</th>\n",
-       "      <td>City of Rancho Cordova</td>\n",
-       "      <td>489</td>\n",
-       "      <td>rec43oyrfhtPDdRHj</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>97</th>\n",
-       "      <td>Sacramento Regional Transit District</td>\n",
-       "      <td>273</td>\n",
-       "      <td>recX9lccSE1jmjsmG</td>\n",
-       "      <td>03 - Marysville</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>98</th>\n",
-       "      <td>San Francisco Bay Area Water Emergency Transit...</td>\n",
-       "      <td>280</td>\n",
-       "      <td>recmatCuQAUrNcs8j</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>99</th>\n",
-       "      <td>SunLine Transit Agency</td>\n",
-       "      <td>327</td>\n",
-       "      <td>recAsbHMwQWB7cri8</td>\n",
-       "      <td>08 - San Bernardino</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>100</th>\n",
-       "      <td>City of Rio Vista</td>\n",
-       "      <td>264</td>\n",
-       "      <td>recaUmi7EJdPiG067</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>101</th>\n",
-       "      <td>City of Los Angeles</td>\n",
-       "      <td>183</td>\n",
-       "      <td>rec4pgjrmdhCh4z01</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>102</th>\n",
-       "      <td>City of Montebello</td>\n",
-       "      <td>206</td>\n",
-       "      <td>recohwwty1Jn4lnsb</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>103</th>\n",
-       "      <td>City of Monterey Park</td>\n",
-       "      <td>207</td>\n",
-       "      <td>reccAVEcMntkbh6aY</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>104</th>\n",
-       "      <td>Marin County Transit District</td>\n",
-       "      <td>194</td>\n",
-       "      <td>recNOb7pqBRlQVG5e</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>105</th>\n",
-       "      <td>City of West Hollywood</td>\n",
-       "      <td>367</td>\n",
-       "      <td>rec2LbE0IBKBAkvQr</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_failed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>106</th>\n",
-       "      <td>San Luis Obispo Regional Transit Authority</td>\n",
-       "      <td>289</td>\n",
-       "      <td>reciakGBN1DP9dK9N</td>\n",
-       "      <td>05 - San Luis Obispo</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>107</th>\n",
-       "      <td>Presidio Trust</td>\n",
-       "      <td>257</td>\n",
-       "      <td>recsBfXgev9ICDCY1</td>\n",
-       "      <td>04 - Oakland</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>map_confirmed</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>108</th>\n",
-       "      <td>City of Downey</td>\n",
-       "      <td>95</td>\n",
-       "      <td>rec21lizHh1D0uU00</td>\n",
-       "      <td>07 - Los Angeles</td>\n",
-       "      <td>True</td>\n",
-       "      <td>2024-08-14</td>\n",
-       "      <td>parser_failed</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                     organization_name  organization_itp_id  \\\n",
-       "0                                        Nevada County                  221   \n",
-       "1                                     City of Rosemead                  270   \n",
-       "2                                   City of Union City                  350   \n",
-       "3                                    City of Elk Grove                  105   \n",
-       "4              Capitol Corridor Joint Powers Authority                   56   \n",
-       "5    Golden Gate Bridge, Highway and Transportation...                  127   \n",
-       "6              Sonoma-Marin Area Rail Transit District                  315   \n",
-       "7               Central Contra Costa Transit Authority                   61   \n",
-       "8                   University of California, Berkeley                   33   \n",
-       "9                                Solano County Transit                  310   \n",
-       "10                     Solano Transportation Authority                  381   \n",
-       "11                               City of Santa Clarita                  295   \n",
-       "12                            Monterey-Salinas Transit                  208   \n",
-       "13                                     City of Solvang                  312   \n",
-       "14                     University of California, Davis                  351   \n",
-       "15                     Victor Valley Transit Authority                  360   \n",
-       "16                   San Mateo County Transit District                  290   \n",
-       "17             Butte County Association of Governments                   48   \n",
-       "18             Kings County Area Public Transit Agency                  148   \n",
-       "19                                     City of Burbank                   45   \n",
-       "20         Santa Barbara Metropolitan Transit District                  293   \n",
-       "21               Peninsula Corridor Joint Powers Board                  246   \n",
-       "22                      Anaheim Transportation Network                   14   \n",
-       "23                                      City of Duarte                   97   \n",
-       "24                                    Foothill Transit                  112   \n",
-       "25                                    City of Beaumont                   34   \n",
-       "26                                 City of Santa Maria                  298   \n",
-       "27                                  City of Santa Rosa                  301   \n",
-       "28                            Riverside Transit Agency                  269   \n",
-       "29                                         Commute.org                   76   \n",
-       "30                                City of Santa Monica                  300   \n",
-       "31                      Golden Empire Transit District                  126   \n",
-       "32              Western Contra Costa Transit Authority                  368   \n",
-       "33         Southern California Regional Rail Authority                  323   \n",
-       "34                                    City of Pasadena                  243   \n",
-       "35                                     City of Gardena                  118   \n",
-       "36                                     City of Escalon                  107   \n",
-       "37                                    City of Torrance                  339   \n",
-       "38            Santa Cruz Metropolitan Transit District                  296   \n",
-       "39           Livermore-Amador Valley Transit Authority                  167   \n",
-       "40               Tulare County Regional Transit Agency                  474   \n",
-       "41                                   City of Fairfield                  110   \n",
-       "42   Los Angeles County Metropolitan Transportation...                  182   \n",
-       "43                San Joaquin Regional Rail Commission                   10   \n",
-       "44       San Francisco Bay Area Rapid Transit District                  279   \n",
-       "45                     Redwood Coast Transit Authority                  261   \n",
-       "46              Eastern Contra Costa Transit Authority                  336   \n",
-       "47                                      City of Eureka                  108   \n",
-       "48                          Humboldt Transit Authority                  135   \n",
-       "49                                      City of Arcata                   18   \n",
-       "50                                  Cloverdale Transit                   70   \n",
-       "51                                       Sonoma County                  314   \n",
-       "52                       Tahoe Transportation District                  331   \n",
-       "53                             City of San Luis Obispo                  287   \n",
-       "54                                           OmniTrans                  232   \n",
-       "55                    Eastern Sierra Transit Authority                   99   \n",
-       "56                                     City of Turlock                  349   \n",
-       "57                                        City of Ojai                  231   \n",
-       "58            Ventura County Transportation Commission                  380   \n",
-       "59                         Gold Coast Transit District                  123   \n",
-       "60                                 City of Simi Valley                  308   \n",
-       "61                                    City of Moorpark                  210   \n",
-       "62                               City of Thousand Oaks                  337   \n",
-       "63                                   City of Camarillo                   54   \n",
-       "64                                     City of Arcadia                   17   \n",
-       "65            Mountain Area Regional Transit Authority                  214   \n",
-       "66                    Palo Verde Valley Transit Agency                  238   \n",
-       "67                                  Long Beach Transit                  170   \n",
-       "68                              Lake Transit Authority                  159   \n",
-       "69                                      City of Fresno                  116   \n",
-       "70                Napa Valley Transportation Authority                  218   \n",
-       "71               Stanislaus Regional Transit Authority                  484   \n",
-       "72         Santa Clara Valley Transportation Authority                  294   \n",
-       "73               San Diego Metropolitan Transit System                  278   \n",
-       "74                     San Diego International Airport                  277   \n",
-       "75               San Joaquin Regional Transit District                  284   \n",
-       "76              Orange County Transportation Authority                  235   \n",
-       "77                 Yolo County Transportation District                  372   \n",
-       "78                       North County Transit District                  226   \n",
-       "79                                     City of Norwalk                  228   \n",
-       "80                                    City of Petaluma                  247   \n",
-       "81                                    City of Commerce                   75   \n",
-       "82                          Redding Area Bus Authority                  259   \n",
-       "83                 San Francisco International Airport                  281   \n",
-       "84                    City and County of San Francisco                  282   \n",
-       "85    Transit Joint Powers Authority for Merced County                  343   \n",
-       "86                   Antelope Valley Transit Authority                   16   \n",
-       "87                                     City of Visalia                  361   \n",
-       "88               Alameda-Contra Costa Transit District                    4   \n",
-       "89                               City of Redondo Beach                  260   \n",
-       "90                         City of South San Francisco                  481   \n",
-       "91                                 City of Culver City                   87   \n",
-       "92                                   City of Vacaville                  356   \n",
-       "93                         Mendocino Transit Authority                  198   \n",
-       "94                                       Madera County                  188   \n",
-       "95                                   City of Roseville                  271   \n",
-       "96                              City of Rancho Cordova                  489   \n",
-       "97                Sacramento Regional Transit District                  273   \n",
-       "98   San Francisco Bay Area Water Emergency Transit...                  280   \n",
-       "99                              SunLine Transit Agency                  327   \n",
-       "100                                  City of Rio Vista                  264   \n",
-       "101                                City of Los Angeles                  183   \n",
-       "102                                 City of Montebello                  206   \n",
-       "103                              City of Monterey Park                  207   \n",
-       "104                      Marin County Transit District                  194   \n",
-       "105                             City of West Hollywood                  367   \n",
-       "106         San Luis Obispo Regional Transit Authority                  289   \n",
-       "107                                     Presidio Trust                  257   \n",
-       "108                                     City of Downey                   95   \n",
-       "\n",
-       "    organization_source_record_id     caltrans_district  _is_current  \\\n",
-       "0               reczUcQgqgtMpkpKC       03 - Marysville         True   \n",
-       "1               recKA7jKmdhFnj2ki      07 - Los Angeles         True   \n",
-       "2               recmB4uxrVLRXYF3L          04 - Oakland         True   \n",
-       "3               recaJnArpFEk5QooE       03 - Marysville         True   \n",
-       "4               recvEBkSBc7UxlarC          04 - Oakland         True   \n",
-       "5               recoX7qMhlPrgfuz3          04 - Oakland         True   \n",
-       "6               recUmm4gcNXaqrwpn          04 - Oakland         True   \n",
-       "7               recjnaKVDEgulsko3          04 - Oakland         True   \n",
-       "8               recD9x7GHPrN46v6m          04 - Oakland         True   \n",
-       "9               reclLbvvKE1V4zsZg          04 - Oakland         True   \n",
-       "10              rec7ShjfgRPLU0yjY          04 - Oakland         True   \n",
-       "11              recImm5SmW2zq9rMT      07 - Los Angeles         True   \n",
-       "12              receZJ9sEnP9vy3g0  05 - San Luis Obispo         True   \n",
-       "13              reckp33bhAuZlmO1M  05 - San Luis Obispo         True   \n",
-       "14              recS1JKEz73Hev8pJ       03 - Marysville         True   \n",
-       "15              recJcXMNC5MUm2uDe   08 - San Bernardino         True   \n",
-       "16              recw3mRsmKDTNnVlT          04 - Oakland         True   \n",
-       "17              recf7l9tozKXOmqqZ       03 - Marysville         True   \n",
-       "18              rec5MLJKrAgeM8f6H           06 - Fresno         True   \n",
-       "19              rec6z2ivjTxc8Sag3      07 - Los Angeles         True   \n",
-       "20              recswCrw6a6htmXJ4  05 - San Luis Obispo         True   \n",
-       "21              rec2ErIfztLMJ4rgG          04 - Oakland         True   \n",
-       "22              recsrIZdx5Wt6n3ol           12 - Irvine         True   \n",
-       "23              recZm8PD8WIdcDL0M      07 - Los Angeles         True   \n",
-       "24              recSqgaa8QiQ8CRjl      07 - Los Angeles         True   \n",
-       "25              reciWrBgYsAIm9eKK   08 - San Bernardino         True   \n",
-       "26              rec9zGMJgNnes75K1  05 - San Luis Obispo         True   \n",
-       "27              recsNvWvLQwGsoxlE          04 - Oakland         True   \n",
-       "28              recYgajd92VLqio1p   08 - San Bernardino         True   \n",
-       "29              reczvlrgxLUDiBgAy          04 - Oakland         True   \n",
-       "30              recJHFDLpGRMIFgnL      07 - Los Angeles        False   \n",
-       "31              recIh3vq8jwuuJlvL           06 - Fresno         True   \n",
-       "32              recIKnsnTdKQ0vsiv          04 - Oakland         True   \n",
-       "33              rec7YtRySB7AsTfLw      07 - Los Angeles         True   \n",
-       "34              reczF5Y8R9CUJmfSy      07 - Los Angeles         True   \n",
-       "35              recX4nQfupRQf3xGD      07 - Los Angeles         True   \n",
-       "36              recNeVOEwWUtYe8xm         10 - Stockton         True   \n",
-       "37              recvzE9NXgGMmqcTH      07 - Los Angeles         True   \n",
-       "38              recDFXyxaWQpiY4mw  05 - San Luis Obispo         True   \n",
-       "39              recANs4M9yDhvDyob          04 - Oakland         True   \n",
-       "40              rec4YWVqVwJ9XqDbq           06 - Fresno         True   \n",
-       "41              recot6qBamlOoLcrM          04 - Oakland         True   \n",
-       "42              recPnGkwdpnr8jmHB      07 - Los Angeles         True   \n",
-       "43              recpgYVeU3VePMeWx         10 - Stockton         True   \n",
-       "44              recoQLeNRISCKF8I0          04 - Oakland         True   \n",
-       "45              recOnKhqF25crJt4q           01 - Eureka         True   \n",
-       "46              recEEJVeGrHGoTwgj          04 - Oakland         True   \n",
-       "47              recynxkqEoo9dJEvw           01 - Eureka         True   \n",
-       "48              recaa3naoNR4a5RsJ           01 - Eureka         True   \n",
-       "49              recaaoqEDvwhcmIVT           01 - Eureka         True   \n",
-       "50              recRM3c9Zfaft4V2B          04 - Oakland         True   \n",
-       "51              recDupUxInMUgxeiz          04 - Oakland         True   \n",
-       "52              rec3u4aMplqObcoTR       03 - Marysville         True   \n",
-       "53              recMM99msxjmc6PPv  05 - San Luis Obispo        False   \n",
-       "54              recG5aXxDPI645S86   08 - San Bernardino         True   \n",
-       "55              recRajLNJI206nnAr           09 - Bishop         True   \n",
-       "56              recmQVsPDG6sLtD6j         10 - Stockton         True   \n",
-       "57              reckQmUdXUzHFmlVf      07 - Los Angeles         True   \n",
-       "58              rec7EN71rsZxDFxZd      07 - Los Angeles         True   \n",
-       "59              recS7GnKTcQVX20HE      07 - Los Angeles         True   \n",
-       "60              rec1ErIn9gG1Isk5W      07 - Los Angeles         True   \n",
-       "61              recojKzQsBzE1hjVu      07 - Los Angeles         True   \n",
-       "62              recPJULRJk1Yn824N      07 - Los Angeles         True   \n",
-       "63              recD4Vzt0EDC3VY7I      07 - Los Angeles         True   \n",
-       "64              recjaoK08lDmhjQga      07 - Los Angeles         True   \n",
-       "65              recHbquam1bWEwC3P   08 - San Bernardino         True   \n",
-       "66              recGcv4NidDjwVSiN   08 - San Bernardino         True   \n",
-       "67              rec00qSzZL8KqiXAo      07 - Los Angeles         True   \n",
-       "68              recPwXKbGLL4aIqXV           01 - Eureka         True   \n",
-       "69              rec0bKUhHAajTNIlf           06 - Fresno         True   \n",
-       "70              rec9RGrya9SjWYp2p          04 - Oakland         True   \n",
-       "71              recSiaaMmBXW7fUZS         10 - Stockton         True   \n",
-       "72              recC5CT95EufmQCXr          04 - Oakland         True   \n",
-       "73              recZALk4vysuoTVjF        11 - San Diego         True   \n",
-       "74              recfbLFdDnCxgIfAB        11 - San Diego         True   \n",
-       "75              recZgWVXkpix390of         10 - Stockton         True   \n",
-       "76              recfma7GNR5lQTTTg           12 - Irvine         True   \n",
-       "77              recH2FdHvrL7nIpHA       03 - Marysville         True   \n",
-       "78              recRBcrX4ZvTyvSnm        11 - San Diego         True   \n",
-       "79              recPkUZgzjCjk5GrV      07 - Los Angeles         True   \n",
-       "80              recUbGDXhPdx3494b          04 - Oakland         True   \n",
-       "81              recd0hxcumVMausDU      07 - Los Angeles         True   \n",
-       "82              recI1fuNpr306H0hw          02 - Redding         True   \n",
-       "83              recd6X5l7vkBXk9hc          04 - Oakland         True   \n",
-       "84              rechaapWbeffO33OX          04 - Oakland         True   \n",
-       "85              recVSX7dwjxAb557T         10 - Stockton         True   \n",
-       "86              recxsWR0KRrQTdjmg      07 - Los Angeles         True   \n",
-       "87              rec6gNibVKjDVy4aX           06 - Fresno         True   \n",
-       "88              recOZgevYf7Jimm9L          04 - Oakland         True   \n",
-       "89              rec8zhnCPETu6qEiH      07 - Los Angeles         True   \n",
-       "90              recPtsCi89lKcXaTW          04 - Oakland         True   \n",
-       "91              rec5ome04BbA9uf4y      07 - Los Angeles        False   \n",
-       "92              recdujao2F9Hga9Od          04 - Oakland         True   \n",
-       "93              recpWBEjXzLHqCjhE           01 - Eureka         True   \n",
-       "94              recWLwvtjXhiVWjKt           06 - Fresno         True   \n",
-       "95              recUdTq5QiUjJRiAe       03 - Marysville         True   \n",
-       "96              rec43oyrfhtPDdRHj       03 - Marysville         True   \n",
-       "97              recX9lccSE1jmjsmG       03 - Marysville         True   \n",
-       "98              recmatCuQAUrNcs8j          04 - Oakland         True   \n",
-       "99              recAsbHMwQWB7cri8   08 - San Bernardino         True   \n",
-       "100             recaUmi7EJdPiG067          04 - Oakland         True   \n",
-       "101             rec4pgjrmdhCh4z01      07 - Los Angeles         True   \n",
-       "102             recohwwty1Jn4lnsb      07 - Los Angeles         True   \n",
-       "103             reccAVEcMntkbh6aY      07 - Los Angeles         True   \n",
-       "104             recNOb7pqBRlQVG5e          04 - Oakland         True   \n",
-       "105             rec2LbE0IBKBAkvQr      07 - Los Angeles         True   \n",
-       "106             reciakGBN1DP9dK9N  05 - San Luis Obispo         True   \n",
-       "107             recsBfXgev9ICDCY1          04 - Oakland         True   \n",
-       "108             rec21lizHh1D0uU00      07 - Los Angeles         True   \n",
-       "\n",
-       "    analysis_date         status  \n",
-       "0      2024-08-14  parser_failed  \n",
-       "1      2024-08-14     map_failed  \n",
-       "2      2024-08-14  map_confirmed  \n",
-       "3      2024-08-14  map_confirmed  \n",
-       "4      2024-08-14  map_confirmed  \n",
-       "5      2024-08-14  map_confirmed  \n",
-       "6      2024-08-14  map_confirmed  \n",
-       "7      2024-08-14  map_confirmed  \n",
-       "8      2024-08-14  map_confirmed  \n",
-       "9      2024-08-14  map_confirmed  \n",
-       "10     2024-08-14  map_confirmed  \n",
-       "11     2024-08-14  map_confirmed  \n",
-       "12     2024-08-14  map_confirmed  \n",
-       "13     2024-08-14  map_confirmed  \n",
-       "14     2024-08-14     map_failed  \n",
-       "15     2024-08-14  map_confirmed  \n",
-       "16     2024-08-14  map_confirmed  \n",
-       "17     2024-08-14  parser_failed  \n",
-       "18     2024-08-14  map_confirmed  \n",
-       "19     2024-08-14  map_confirmed  \n",
-       "20     2024-08-14  parser_failed  \n",
-       "21     2024-08-14  map_confirmed  \n",
-       "22     2024-08-14     map_failed  \n",
-       "23     2024-08-14  map_confirmed  \n",
-       "24     2024-08-14  map_confirmed  \n",
-       "25     2024-08-14  map_confirmed  \n",
-       "26     2024-08-14  map_confirmed  \n",
-       "27     2024-08-14  map_confirmed  \n",
-       "28     2024-08-14  map_confirmed  \n",
-       "29     2024-08-14  parser_failed  \n",
-       "30     2024-08-14  map_confirmed  \n",
-       "31     2024-08-14  map_confirmed  \n",
-       "32     2024-08-14  map_confirmed  \n",
-       "33     2024-08-14  parser_failed  \n",
-       "34     2024-08-14  map_confirmed  \n",
-       "35     2024-08-14     map_failed  \n",
-       "36     2024-08-14  map_confirmed  \n",
-       "37     2024-08-14  map_confirmed  \n",
-       "38     2024-08-14  map_confirmed  \n",
-       "39     2024-08-14  parser_failed  \n",
-       "40     2024-08-14     map_failed  \n",
-       "41     2024-08-14  map_confirmed  \n",
-       "42     2024-08-14  map_confirmed  \n",
-       "43     2024-08-14  map_confirmed  \n",
-       "44     2024-08-14  parser_failed  \n",
-       "45     2024-08-14  parser_failed  \n",
-       "46     2024-08-14  map_confirmed  \n",
-       "47     2024-08-14  map_confirmed  \n",
-       "48     2024-08-14  map_confirmed  \n",
-       "49     2024-08-14  map_confirmed  \n",
-       "50     2024-08-14  map_confirmed  \n",
-       "51     2024-08-14  map_confirmed  \n",
-       "52     2024-08-14  map_confirmed  \n",
-       "53     2024-08-14  parser_failed  \n",
-       "54     2024-08-14  map_confirmed  \n",
-       "55     2024-08-14  map_confirmed  \n",
-       "56     2024-08-14  map_confirmed  \n",
-       "57     2024-08-14  map_confirmed  \n",
-       "58     2024-08-14  map_confirmed  \n",
-       "59     2024-08-14  map_confirmed  \n",
-       "60     2024-08-14  map_confirmed  \n",
-       "61     2024-08-14  map_confirmed  \n",
-       "62     2024-08-14  map_confirmed  \n",
-       "63     2024-08-14  map_confirmed  \n",
-       "64     2024-08-14     map_failed  \n",
-       "65     2024-08-14  map_confirmed  \n",
-       "66     2024-08-14  map_confirmed  \n",
-       "67     2024-08-14  parser_failed  \n",
-       "68     2024-08-14  map_confirmed  \n",
-       "69     2024-08-14  map_confirmed  \n",
-       "70     2024-08-14  map_confirmed  \n",
-       "71     2024-08-14  map_confirmed  \n",
-       "72     2024-08-14  map_confirmed  \n",
-       "73     2024-08-14  map_confirmed  \n",
-       "74     2024-08-14  map_confirmed  \n",
-       "75     2024-08-14  map_confirmed  \n",
-       "76     2024-08-14  map_confirmed  \n",
-       "77     2024-08-14  map_confirmed  \n",
-       "78     2024-08-14  map_confirmed  \n",
-       "79     2024-08-14  map_confirmed  \n",
-       "80     2024-08-14  map_confirmed  \n",
-       "81     2024-08-14     map_failed  \n",
-       "82     2024-08-14  map_confirmed  \n",
-       "83     2024-08-14  parser_failed  \n",
-       "84     2024-08-14  map_confirmed  \n",
-       "85     2024-08-14  parser_failed  \n",
-       "86     2024-08-14  map_confirmed  \n",
-       "87     2024-08-14  map_confirmed  \n",
-       "88     2024-08-14  map_confirmed  \n",
-       "89     2024-08-14  map_confirmed  \n",
-       "90     2024-08-14  parser_failed  \n",
-       "91     2024-08-14  map_confirmed  \n",
-       "92     2024-08-14  parser_failed  \n",
-       "93     2024-08-14  parser_failed  \n",
-       "94     2024-08-14  map_confirmed  \n",
-       "95     2024-08-14  parser_failed  \n",
-       "96     2024-08-14  parser_failed  \n",
-       "97     2024-08-14  parser_failed  \n",
-       "98     2024-08-14  map_confirmed  \n",
-       "99     2024-08-14     map_failed  \n",
-       "100    2024-08-14  parser_failed  \n",
-       "101    2024-08-14  map_confirmed  \n",
-       "102    2024-08-14     map_failed  \n",
-       "103    2024-08-14     map_failed  \n",
-       "104    2024-08-14  map_confirmed  \n",
-       "105    2024-08-14     map_failed  \n",
-       "106    2024-08-14  map_confirmed  \n",
-       "107    2024-08-14  map_confirmed  \n",
-       "108    2024-08-14  parser_failed  "
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
-   "source": [
-    "shared_utils.rt_utils.show_full_df(pd.read_parquet('_rt_progress_2024-08-14.parquet'))"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 18,
    "id": "9f15ed6a-5ab7-4f57-9695-3f762781b74c",
    "metadata": {
     "tags": [
@@ -1524,12 +32,12 @@
    "outputs": [],
    "source": [
     "## parameters cell\n",
-    "itp_id = 48"
+    "itp_id = 170"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": 5,
    "id": "a639fd84-29ca-4678-b568-2b1022701e14",
    "metadata": {},
    "outputs": [],
@@ -1541,15 +49,25 @@
     "elif itp_id == 170:\n",
     "    analysis_date = shared_utils.rt_dates.DATES['may2024']\n",
     "elif itp_id == 48:\n",
-    "    analysis_date = shared_utils.rt_dates.DATES['mar2024']"
+    "    analysis_date = shared_utils.rt_dates.DATES['mar2024']\n",
+    "\n",
+    "if type(analysis_date) == str: analysis_date = dt.date.fromisoformat(analysis_date)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "id": "47c79d99-c82f-4e1e-b11e-2b1e83c13a1b",
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "{\"human_date\": \"May 22 2024 (Wednesday)\"}\n"
+     ]
+    }
+   ],
    "source": [
     "%%capture_parameters\n",
     "human_date = analysis_date.strftime('%B %d %Y (%A)')\n",
@@ -1661,29 +179,6 @@
     "rt_day.map_gz_export(access_cmap=True)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "ae4a2e32-9258-4881-869c-b4a5995d6e9e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "rt_day.render_spa_link(text='Colorblind Safe Map')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "1fb98926-11f6-47f5-b54c-dcc305668caf",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "%%capture\n",
-    "rt_day.map_gz_export()"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -1815,29 +310,6 @@
     "rt_day.map_gz_export(access_cmap=True)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "2c58c59b-3669-4aaa-8773-c7e75b8b5be2",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "rt_day.render_spa_link(text='Colorblind Safe Map')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "72419146-46bc-42c6-8478-ccd6cebea18d",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "%%capture\n",
-    "rt_day.map_gz_export()"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
@@ -1969,29 +441,6 @@
     "rt_day.map_gz_export(access_cmap=True)"
    ]
   },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "da6d778e-53c5-4759-bcba-100298afdd7f",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "rt_day.render_spa_link(text='Colorblind Safe Map')"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "af6d23ea-4f20-4d0f-9855-40c43052c8e5",
-   "metadata": {
-    "tags": []
-   },
-   "outputs": [],
-   "source": [
-    "%%capture\n",
-    "rt_day.map_gz_export()"
-   ]
-  },
   {
    "cell_type": "code",
    "execution_count": null,
diff --git a/ca_transit_speed_maps/stage_run_portfolio.py b/ca_transit_speed_maps/stage_run_portfolio.py
index b244ea9cd..088803c33 100644
--- a/ca_transit_speed_maps/stage_run_portfolio.py
+++ b/ca_transit_speed_maps/stage_run_portfolio.py
@@ -23,9 +23,8 @@
 def make_rt_site_yml(speedmaps_index_joined,
                        rt_site_path = '../portfolio/sites/rt.yml'):
         
-    # make sure intermediate data is ran or at least attempted
-    assert speedmaps_index_joined.status.isin(['map_confirmed',
-                        'parser_failed', 'map_failed']).all(), 'must run prior scripts first, see Makefile'
+    # make sure index is generated
+    assert speedmaps_index_joined.status.isin(['speedmap_segs_available']).all(), 'must run prior scripts first, see Makefile'
     
     with open(rt_site_path) as rt_site:
         rt_site_data = yaml.load(rt_site, yaml.Loader)
@@ -37,8 +36,7 @@ def make_rt_site_yml(speedmaps_index_joined,
             continue
         chapter_dict = {}
         filtered = (speedmaps_index_joined
-                    >> filter(_.caltrans_district == district,
-                             -_.status.isin(['parser_failed', 'map_failed']))
+                    >> filter(_.caltrans_district == district)
                     >> arrange(_.organization_name)
                    )
         chapter_dict['caption'] = f'District {district}'
diff --git a/portfolio/rt/district_01-eureka/00__speedmaps__district_01-eureka__itp_id_18.ipynb b/portfolio/rt/district_01-eureka/00__speedmaps__district_01-eureka__itp_id_18.ipynb
index cfd3685b3..97c580a49 100644
--- a/portfolio/rt/district_01-eureka/00__speedmaps__district_01-eureka__itp_id_18.ipynb
+++ b/portfolio/rt/district_01-eureka/00__speedmaps__district_01-eureka__itp_id_18.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0db9ce98ad22b4c30dcc285aabccad3ee8dc94ba34ca65d71252f7f852febf06
-size 89018
+oid sha256:6dbbba50e732f37bd28fd9200f081ce2f04184ea76b48ecce9878f37883001be
+size 71403
diff --git a/portfolio/rt/district_01-eureka/01__speedmaps__district_01-eureka__itp_id_108.ipynb b/portfolio/rt/district_01-eureka/01__speedmaps__district_01-eureka__itp_id_108.ipynb
index 70bfbc35b..9a913d017 100644
--- a/portfolio/rt/district_01-eureka/01__speedmaps__district_01-eureka__itp_id_108.ipynb
+++ b/portfolio/rt/district_01-eureka/01__speedmaps__district_01-eureka__itp_id_108.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a1f88bfb433535cd41dbaa1267ce84f6760ec4505dfd1a79f3864464b3a82458
-size 89023
+oid sha256:9326a1d34984fca32e5ca363f7de97d078799466595010f86c682677052cdef9
+size 71411
diff --git a/portfolio/rt/district_01-eureka/02__speedmaps__district_01-eureka__itp_id_135.ipynb b/portfolio/rt/district_01-eureka/02__speedmaps__district_01-eureka__itp_id_135.ipynb
index 4b7556242..86f36eb62 100644
--- a/portfolio/rt/district_01-eureka/02__speedmaps__district_01-eureka__itp_id_135.ipynb
+++ b/portfolio/rt/district_01-eureka/02__speedmaps__district_01-eureka__itp_id_135.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:34db41063bcb1c20e7e288a156affe46d153b3875f20f6da07352569de000e0c
-size 89289
+oid sha256:0147672cad08a97ac96e7d12cd58f304eb975261c58028cd4ff1276621daa231
+size 71626
diff --git a/portfolio/rt/district_01-eureka/03__speedmaps__district_01-eureka__itp_id_159.ipynb b/portfolio/rt/district_01-eureka/03__speedmaps__district_01-eureka__itp_id_159.ipynb
index 4682a485b..14c547a3f 100644
--- a/portfolio/rt/district_01-eureka/03__speedmaps__district_01-eureka__itp_id_159.ipynb
+++ b/portfolio/rt/district_01-eureka/03__speedmaps__district_01-eureka__itp_id_159.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0ac3ba9e35b232442252f1f810ed052cbf4e5c449205559fa57ed899fed9dc02
-size 91177
+oid sha256:e51ceb45158aca0884c733575f100494e7efa2dc4e4bddf48448fd821ae2e320
+size 73528
diff --git a/portfolio/rt/district_02-redding/00__speedmaps__district_02-redding__itp_id_259.ipynb b/portfolio/rt/district_02-redding/00__speedmaps__district_02-redding__itp_id_259.ipynb
index fcb6a3e51..b67c04d45 100644
--- a/portfolio/rt/district_02-redding/00__speedmaps__district_02-redding__itp_id_259.ipynb
+++ b/portfolio/rt/district_02-redding/00__speedmaps__district_02-redding__itp_id_259.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1bc4dfd1dc8ca329630c4c79acbb3d914d5f73a956fe15c241f9d3e37eb2a1de
-size 92444
+oid sha256:7371e8831923db7f22eb4e4f28e264a15331a9f5ab8293ce8e392899444efd4f
+size 74776
diff --git a/portfolio/rt/district_03-marysville/00__speedmaps__district_03-marysville__itp_id_105.ipynb b/portfolio/rt/district_03-marysville/00__speedmaps__district_03-marysville__itp_id_105.ipynb
index e654d537b..5ddc1c8d0 100644
--- a/portfolio/rt/district_03-marysville/00__speedmaps__district_03-marysville__itp_id_105.ipynb
+++ b/portfolio/rt/district_03-marysville/00__speedmaps__district_03-marysville__itp_id_105.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3ab028cb7ff31f6b372514139933395fa3d204c6612a63011eec6c37768dd2cc
-size 91836
+oid sha256:d97f43cca9c3c062b239b84e2f0cc1785c12864421e0e30f05ccc5fd30bdda97
+size 74208
diff --git a/portfolio/rt/district_03-marysville/01__speedmaps__district_03-marysville__itp_id_331.ipynb b/portfolio/rt/district_03-marysville/01__speedmaps__district_03-marysville__itp_id_331.ipynb
index e132e3dbe..70cc01002 100644
--- a/portfolio/rt/district_03-marysville/01__speedmaps__district_03-marysville__itp_id_331.ipynb
+++ b/portfolio/rt/district_03-marysville/01__speedmaps__district_03-marysville__itp_id_331.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6ca1247e250c05bdb997b5600ac5f94e7422db5d637bd62206a8b2ab54a51ac4
-size 92006
+oid sha256:e77271e96cb7821e853b051e32182632aa55be00943d8f0b440a9bb3af7ca878
+size 74320
diff --git a/portfolio/rt/district_03-marysville/02__speedmaps__district_03-marysville__itp_id_372.ipynb b/portfolio/rt/district_03-marysville/02__speedmaps__district_03-marysville__itp_id_372.ipynb
index 5814e8f26..6461308f2 100644
--- a/portfolio/rt/district_03-marysville/02__speedmaps__district_03-marysville__itp_id_372.ipynb
+++ b/portfolio/rt/district_03-marysville/02__speedmaps__district_03-marysville__itp_id_372.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f4283e9628535513ed63a5d79fe886adbda19aee3462413236b675d80c585b13
-size 89511
+oid sha256:72cbf32333134ea67389cdc039c9710b6ea97fe37ff7a140f31228e12692a144
+size 71803
diff --git a/portfolio/rt/district_04-oakland/00__speedmaps__district_04-oakland__itp_id_4.ipynb b/portfolio/rt/district_04-oakland/00__speedmaps__district_04-oakland__itp_id_4.ipynb
index ad4f5673b..b2ab069d0 100644
--- a/portfolio/rt/district_04-oakland/00__speedmaps__district_04-oakland__itp_id_4.ipynb
+++ b/portfolio/rt/district_04-oakland/00__speedmaps__district_04-oakland__itp_id_4.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:de244c401a4b2def3e0c2b2298a9ab51189f46679d283ab0a4b494b2a40f48f3
-size 89389
+oid sha256:a6c05aa4c9e4f64b69b5ca6283f95eed579feeeb578609861e4aa2ff937f9879
+size 71690
diff --git a/portfolio/rt/district_04-oakland/01__speedmaps__district_04-oakland__itp_id_56.ipynb b/portfolio/rt/district_04-oakland/01__speedmaps__district_04-oakland__itp_id_56.ipynb
index 60ab822aa..84545e81b 100644
--- a/portfolio/rt/district_04-oakland/01__speedmaps__district_04-oakland__itp_id_56.ipynb
+++ b/portfolio/rt/district_04-oakland/01__speedmaps__district_04-oakland__itp_id_56.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:dacf2236addd155c05f5ab110b2ad8a30480c51ef416e18ed2cbd966187cc608
-size 90573
+oid sha256:80257edece1b45453b4e5032a3522fe28e3687466f906923c4dc7d5610d53d72
+size 72853
diff --git a/portfolio/rt/district_04-oakland/02__speedmaps__district_04-oakland__itp_id_61.ipynb b/portfolio/rt/district_04-oakland/02__speedmaps__district_04-oakland__itp_id_61.ipynb
index 456a3cdc4..fea04d1fe 100644
--- a/portfolio/rt/district_04-oakland/02__speedmaps__district_04-oakland__itp_id_61.ipynb
+++ b/portfolio/rt/district_04-oakland/02__speedmaps__district_04-oakland__itp_id_61.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1425f21aa560d9df3d23d4eadd1d8c8a5d800c3883c3bb478c6ba8883357fedd
-size 90511
+oid sha256:4eefa759c7f700dc18025895b90b1b8508e8fcd617f6c78519dd9e54652f2d42
+size 72788
diff --git a/portfolio/rt/district_04-oakland/03__speedmaps__district_04-oakland__itp_id_282.ipynb b/portfolio/rt/district_04-oakland/03__speedmaps__district_04-oakland__itp_id_282.ipynb
index bd6a6d93a..b2d0724c5 100644
--- a/portfolio/rt/district_04-oakland/03__speedmaps__district_04-oakland__itp_id_282.ipynb
+++ b/portfolio/rt/district_04-oakland/03__speedmaps__district_04-oakland__itp_id_282.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:d0057bc550ed36307e58b97be99c9dd4873acaf3d79127ccd519890a0be36ea4
-size 88305
+oid sha256:9275a6713c5ace92e989aab41f6ec6c952eb6a49b0df9f28125bf5d5fdf4fbba
+size 70619
diff --git a/portfolio/rt/district_04-oakland/04__speedmaps__district_04-oakland__itp_id_110.ipynb b/portfolio/rt/district_04-oakland/04__speedmaps__district_04-oakland__itp_id_110.ipynb
index 4682f2126..8bd7fa4df 100644
--- a/portfolio/rt/district_04-oakland/04__speedmaps__district_04-oakland__itp_id_110.ipynb
+++ b/portfolio/rt/district_04-oakland/04__speedmaps__district_04-oakland__itp_id_110.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3abbce56559c599077aa0615c0bc045d57b828d2fc38741e1e3fcbe3e17c6f9b
-size 88916
+oid sha256:4d27281f4e0dc481f462f4f8715d5e51a18375038327084a97b8e77d2e25cbd7
+size 71293
diff --git a/portfolio/rt/district_04-oakland/05__speedmaps__district_04-oakland__itp_id_247.ipynb b/portfolio/rt/district_04-oakland/05__speedmaps__district_04-oakland__itp_id_247.ipynb
index 2fb6c8055..5f40a04be 100644
--- a/portfolio/rt/district_04-oakland/05__speedmaps__district_04-oakland__itp_id_247.ipynb
+++ b/portfolio/rt/district_04-oakland/05__speedmaps__district_04-oakland__itp_id_247.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f7cc21fd6e76c7ced14f607078a183264e55f099672a210956da0a871bde0945
-size 91289
+oid sha256:f14d73d8d6439b3840dc1e0217291c54963623e8440ca118651d5995f680babe
+size 73661
diff --git a/portfolio/rt/district_04-oakland/06__speedmaps__district_04-oakland__itp_id_301.ipynb b/portfolio/rt/district_04-oakland/06__speedmaps__district_04-oakland__itp_id_301.ipynb
index 75d742030..54c0ee71b 100644
--- a/portfolio/rt/district_04-oakland/06__speedmaps__district_04-oakland__itp_id_301.ipynb
+++ b/portfolio/rt/district_04-oakland/06__speedmaps__district_04-oakland__itp_id_301.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0e6bd8bbcea7be4fc82c2324509cf9496cf27ce5c0ba0121eaca9d0aca06f4c1
-size 88947
+oid sha256:7622c7af6e3aa8f4b8e464d8374bb4fafa26edb862679649586c0cee9a34f2bd
+size 71313
diff --git a/portfolio/rt/district_04-oakland/07__speedmaps__district_04-oakland__itp_id_350.ipynb b/portfolio/rt/district_04-oakland/07__speedmaps__district_04-oakland__itp_id_350.ipynb
index d75ad5049..129ca72d8 100644
--- a/portfolio/rt/district_04-oakland/07__speedmaps__district_04-oakland__itp_id_350.ipynb
+++ b/portfolio/rt/district_04-oakland/07__speedmaps__district_04-oakland__itp_id_350.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:760c331f2cd877808c7396fdbb324ef5e3ebf8a913c4863f73c7bd3413482b91
-size 90101
+oid sha256:124a1d2da1c938710359fa45b3930a92ae332e1f7f79888e797f053e8480ff0c
+size 72472
diff --git a/portfolio/rt/district_04-oakland/08__speedmaps__district_04-oakland__itp_id_70.ipynb b/portfolio/rt/district_04-oakland/08__speedmaps__district_04-oakland__itp_id_70.ipynb
index 035253a51..33b993edc 100644
--- a/portfolio/rt/district_04-oakland/08__speedmaps__district_04-oakland__itp_id_70.ipynb
+++ b/portfolio/rt/district_04-oakland/08__speedmaps__district_04-oakland__itp_id_70.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:060a131b777c5f10d7204c618a78bea92e468a1ab620e55bac7c6d9c1d5127af
-size 88567
+oid sha256:db43c3c9cf003c95067e8365141280b190db8dfd224c26a712301cea95594579
+size 70921
diff --git a/portfolio/rt/district_04-oakland/09__speedmaps__district_04-oakland__itp_id_336.ipynb b/portfolio/rt/district_04-oakland/09__speedmaps__district_04-oakland__itp_id_336.ipynb
index 8b0190667..dbfcea85f 100644
--- a/portfolio/rt/district_04-oakland/09__speedmaps__district_04-oakland__itp_id_336.ipynb
+++ b/portfolio/rt/district_04-oakland/09__speedmaps__district_04-oakland__itp_id_336.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f2fcc80cbce9b30720266721ad3bc27eeb3094f96eb214dd0544791f23991730
-size 89983
+oid sha256:b4d125d2b4914da1beb1e4a9c63056de065f33a270066af31a19bf8347a48c28
+size 72263
diff --git a/portfolio/rt/district_04-oakland/10__speedmaps__district_04-oakland__itp_id_127.ipynb b/portfolio/rt/district_04-oakland/10__speedmaps__district_04-oakland__itp_id_127.ipynb
index e41a7dccb..4508029b8 100644
--- a/portfolio/rt/district_04-oakland/10__speedmaps__district_04-oakland__itp_id_127.ipynb
+++ b/portfolio/rt/district_04-oakland/10__speedmaps__district_04-oakland__itp_id_127.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c3c826f37f677a2b5b4c6cf37b10040962e36bf3ad9186c5b6ec8ed121de2c28
-size 93555
+oid sha256:57f2d98e8233f4e7b4d66477f97e1668ab71400564e2a5187de26e33f4252a69
+size 75769
diff --git a/portfolio/rt/district_04-oakland/11__speedmaps__district_04-oakland__itp_id_194.ipynb b/portfolio/rt/district_04-oakland/11__speedmaps__district_04-oakland__itp_id_194.ipynb
index 726a2e582..d04a912f0 100644
--- a/portfolio/rt/district_04-oakland/11__speedmaps__district_04-oakland__itp_id_194.ipynb
+++ b/portfolio/rt/district_04-oakland/11__speedmaps__district_04-oakland__itp_id_194.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:f8216c822dc764b4547d3ceec63c47d44654f44c3eb903c8afaff187892a47fe
-size 90287
+oid sha256:348d2d4d2d0c6845712421ae269367a6da2509d101923de0c93aef58ed358243
+size 72592
diff --git a/portfolio/rt/district_04-oakland/12__speedmaps__district_04-oakland__itp_id_218.ipynb b/portfolio/rt/district_04-oakland/12__speedmaps__district_04-oakland__itp_id_218.ipynb
index 404fe4611..5dbaef066 100644
--- a/portfolio/rt/district_04-oakland/12__speedmaps__district_04-oakland__itp_id_218.ipynb
+++ b/portfolio/rt/district_04-oakland/12__speedmaps__district_04-oakland__itp_id_218.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:830bfee5bc375d6db4ec31def9767d722806cc8940bd9c12b6013e9601cd6204
-size 92181
+oid sha256:5cb1f2f8f9da058859edd0b0a8a4ddca3799011e5bde99886995c8bc3cb03f80
+size 74480
diff --git a/portfolio/rt/district_04-oakland/13__speedmaps__district_04-oakland__itp_id_246.ipynb b/portfolio/rt/district_04-oakland/13__speedmaps__district_04-oakland__itp_id_246.ipynb
index 93e3ef12b..8b6bcd4f1 100644
--- a/portfolio/rt/district_04-oakland/13__speedmaps__district_04-oakland__itp_id_246.ipynb
+++ b/portfolio/rt/district_04-oakland/13__speedmaps__district_04-oakland__itp_id_246.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8bbf2b0fdf3b9edbcbecdbc47d92e946bc3232f19752ae33a0deb832cfc817b1
-size 91715
+oid sha256:bed4a4d4e7f9456260cb9a6daae4989d241d5c397f1c1f9bfefe76f411b13f00
+size 73997
diff --git a/portfolio/rt/district_04-oakland/14__speedmaps__district_04-oakland__itp_id_257.ipynb b/portfolio/rt/district_04-oakland/14__speedmaps__district_04-oakland__itp_id_257.ipynb
index 1fc48c72e..20ba64f44 100644
--- a/portfolio/rt/district_04-oakland/14__speedmaps__district_04-oakland__itp_id_257.ipynb
+++ b/portfolio/rt/district_04-oakland/14__speedmaps__district_04-oakland__itp_id_257.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:b61810f1fe20d4b8a0427b75fc98a7cd8575bb0a02a46f93850463b6cc43398c
-size 89819
+oid sha256:a85972773ac19d0b40fe57edd6549051dc0210a6c62d1a1952ef4100c59a52fd
+size 72206
diff --git a/portfolio/rt/district_04-oakland/15__speedmaps__district_04-oakland__itp_id_280.ipynb b/portfolio/rt/district_04-oakland/15__speedmaps__district_04-oakland__itp_id_280.ipynb
index b0e885a06..0a0d50cd6 100644
--- a/portfolio/rt/district_04-oakland/15__speedmaps__district_04-oakland__itp_id_280.ipynb
+++ b/portfolio/rt/district_04-oakland/15__speedmaps__district_04-oakland__itp_id_280.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:43fac59d1a1a698df200d5689161113a584a82d76806e51b71adc54b6caec1b6
-size 89458
+oid sha256:876699d898cc6b770e3360478bc801f21911f5d2470569db00958e61132eac13
+size 71666
diff --git a/portfolio/rt/district_04-oakland/16__speedmaps__district_04-oakland__itp_id_290.ipynb b/portfolio/rt/district_04-oakland/16__speedmaps__district_04-oakland__itp_id_290.ipynb
index 3ad04ec44..dedb8f991 100644
--- a/portfolio/rt/district_04-oakland/16__speedmaps__district_04-oakland__itp_id_290.ipynb
+++ b/portfolio/rt/district_04-oakland/16__speedmaps__district_04-oakland__itp_id_290.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:63254e8fe14525e4a5986ee5517d34e2a27e621bfaeecff0267f73a1aef31e70
-size 90054
+oid sha256:a09822b26d48d41f0fba38202cee63ac01e5b4cd8ebf8afe39a02d46f6fbaaee
+size 72355
diff --git a/portfolio/rt/district_04-oakland/17__speedmaps__district_04-oakland__itp_id_294.ipynb b/portfolio/rt/district_04-oakland/17__speedmaps__district_04-oakland__itp_id_294.ipynb
index 41ec3220b..fe557c3b6 100644
--- a/portfolio/rt/district_04-oakland/17__speedmaps__district_04-oakland__itp_id_294.ipynb
+++ b/portfolio/rt/district_04-oakland/17__speedmaps__district_04-oakland__itp_id_294.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:35625eb0fe2d95b770723853a31c5f56e0f38290addd1e7fd29f681c3e385a6e
-size 90067
+oid sha256:949a7b8f725610810385d57a08f98146b6277c81d7c7ad5574edd86f1f8b3cb6
+size 72332
diff --git a/portfolio/rt/district_04-oakland/18__speedmaps__district_04-oakland__itp_id_310.ipynb b/portfolio/rt/district_04-oakland/18__speedmaps__district_04-oakland__itp_id_310.ipynb
index 533cbe0ec..2639ad28c 100644
--- a/portfolio/rt/district_04-oakland/18__speedmaps__district_04-oakland__itp_id_310.ipynb
+++ b/portfolio/rt/district_04-oakland/18__speedmaps__district_04-oakland__itp_id_310.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:66d79f492f3f8dd0d680c207aeb7aaac7c6fa3328e57af4bc6904ade2813a735
-size 89852
+oid sha256:df827ae34c7a01a18632e6023068b783dd5af3dc85588050da22550628fd24b4
+size 72206
diff --git a/portfolio/rt/district_04-oakland/19__speedmaps__district_04-oakland__itp_id_381.ipynb b/portfolio/rt/district_04-oakland/19__speedmaps__district_04-oakland__itp_id_381.ipynb
index 5975673c6..8c68ead86 100644
--- a/portfolio/rt/district_04-oakland/19__speedmaps__district_04-oakland__itp_id_381.ipynb
+++ b/portfolio/rt/district_04-oakland/19__speedmaps__district_04-oakland__itp_id_381.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ad462dc9a71916a2417d44751654096a0463b860d34a3645d79e3e9c041f6f4d
-size 90081
+oid sha256:4fe1a6d931adbd5d9b378a8fa163a8314d428a854fa54584292ab4942e2039ad
+size 72387
diff --git a/portfolio/rt/district_04-oakland/20__speedmaps__district_04-oakland__itp_id_314.ipynb b/portfolio/rt/district_04-oakland/20__speedmaps__district_04-oakland__itp_id_314.ipynb
index b88251e11..712861225 100644
--- a/portfolio/rt/district_04-oakland/20__speedmaps__district_04-oakland__itp_id_314.ipynb
+++ b/portfolio/rt/district_04-oakland/20__speedmaps__district_04-oakland__itp_id_314.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:6aea76496b22fa63088dbbd6fada3a9ea51b8c7476c6afd8f9e9c26cc0dbd5f1
-size 88454
+oid sha256:7f0209725403d7c444bdd947c1128b65b94a93127d3bffe13ce6f467850a739a
+size 70845
diff --git a/portfolio/rt/district_04-oakland/21__speedmaps__district_04-oakland__itp_id_315.ipynb b/portfolio/rt/district_04-oakland/21__speedmaps__district_04-oakland__itp_id_315.ipynb
index 6582a50b0..316150ac5 100644
--- a/portfolio/rt/district_04-oakland/21__speedmaps__district_04-oakland__itp_id_315.ipynb
+++ b/portfolio/rt/district_04-oakland/21__speedmaps__district_04-oakland__itp_id_315.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:41e21e74569bd216fadef50615e2a12a15f42ae6a2b4f813625879ef89664622
-size 90911
+oid sha256:5cf22324dca80f660eef6ceab10f30772ece191729f996170e6bc2d6c9496f3e
+size 73191
diff --git a/portfolio/rt/district_04-oakland/22__speedmaps__district_04-oakland__itp_id_33.ipynb b/portfolio/rt/district_04-oakland/22__speedmaps__district_04-oakland__itp_id_33.ipynb
index 4a35e106d..b196e2d47 100644
--- a/portfolio/rt/district_04-oakland/22__speedmaps__district_04-oakland__itp_id_33.ipynb
+++ b/portfolio/rt/district_04-oakland/22__speedmaps__district_04-oakland__itp_id_33.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c3597955292b98de560140c6cfc88a4795a013821db72fac12f518fd5207b8d3
-size 88587
+oid sha256:b5149c99d064f48617d9b766a9a26c885d12a2750b600fe905857382e346b337
+size 70893
diff --git a/portfolio/rt/district_04-oakland/23__speedmaps__district_04-oakland__itp_id_368.ipynb b/portfolio/rt/district_04-oakland/23__speedmaps__district_04-oakland__itp_id_368.ipynb
index 21825a57a..c315c6dc1 100644
--- a/portfolio/rt/district_04-oakland/23__speedmaps__district_04-oakland__itp_id_368.ipynb
+++ b/portfolio/rt/district_04-oakland/23__speedmaps__district_04-oakland__itp_id_368.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:64c075a0bbc89788bf6f938ff3dc4335c426580ce97f07e5d8a61ca8bc05b64a
-size 89628
+oid sha256:f77cd345cebd8bff683797f62415b45dd523430fa84a8f86cca341ef4a1e7aef
+size 71913
diff --git a/portfolio/rt/district_05-san-luis-obispo/00__speedmaps__district_05-san-luis-obispo__itp_id_298.ipynb b/portfolio/rt/district_05-san-luis-obispo/00__speedmaps__district_05-san-luis-obispo__itp_id_298.ipynb
index 5adb3839d..660743840 100644
--- a/portfolio/rt/district_05-san-luis-obispo/00__speedmaps__district_05-san-luis-obispo__itp_id_298.ipynb
+++ b/portfolio/rt/district_05-san-luis-obispo/00__speedmaps__district_05-san-luis-obispo__itp_id_298.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:abba1acb23ef762a172f8fdcea33942dcd189b340b78994ba935d37571e6fd26
-size 91521
+oid sha256:390528057958efed1c6bd60020928d76f96746def0a7a00dc1ebb2b6db84d204
+size 73883
diff --git a/portfolio/rt/district_05-san-luis-obispo/01__speedmaps__district_05-san-luis-obispo__itp_id_312.ipynb b/portfolio/rt/district_05-san-luis-obispo/01__speedmaps__district_05-san-luis-obispo__itp_id_312.ipynb
index f77e152f2..eef0533ba 100644
--- a/portfolio/rt/district_05-san-luis-obispo/01__speedmaps__district_05-san-luis-obispo__itp_id_312.ipynb
+++ b/portfolio/rt/district_05-san-luis-obispo/01__speedmaps__district_05-san-luis-obispo__itp_id_312.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:31f833447c3447f014826c63a497b913b211856c341ffa3317fd3a85525ec3a2
-size 87336
+oid sha256:db60af11ce7ed08d6a2332f39c7996fa7b2e1a5dd08ff7fb5c1ecba63d7dfe0a
+size 69721
diff --git a/portfolio/rt/district_05-san-luis-obispo/02__speedmaps__district_05-san-luis-obispo__itp_id_208.ipynb b/portfolio/rt/district_05-san-luis-obispo/02__speedmaps__district_05-san-luis-obispo__itp_id_208.ipynb
index 5915e0e5f..c1f6af021 100644
--- a/portfolio/rt/district_05-san-luis-obispo/02__speedmaps__district_05-san-luis-obispo__itp_id_208.ipynb
+++ b/portfolio/rt/district_05-san-luis-obispo/02__speedmaps__district_05-san-luis-obispo__itp_id_208.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5c9bfbdced12132de177df4ee771666c59d99efc3a74b99f48dbde01cc7c2c6b
-size 89254
+oid sha256:acd7e90af33830b2a6c03af6e000cbcda3f2d3c11ebdb3bf7c1f260bdce14ea7
+size 71602
diff --git a/portfolio/rt/district_05-san-luis-obispo/03__speedmaps__district_05-san-luis-obispo__itp_id_289.ipynb b/portfolio/rt/district_05-san-luis-obispo/03__speedmaps__district_05-san-luis-obispo__itp_id_289.ipynb
index 78f532735..1b7266002 100644
--- a/portfolio/rt/district_05-san-luis-obispo/03__speedmaps__district_05-san-luis-obispo__itp_id_289.ipynb
+++ b/portfolio/rt/district_05-san-luis-obispo/03__speedmaps__district_05-san-luis-obispo__itp_id_289.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:726b68b4fb50cc827ff97be4c761bdcbe1c8f1e1b73c5e423bc7c43fc199f27c
-size 91020
+oid sha256:5f2a3d1686fe7dcf250cff24562625aa98b2771f3b97fb9d32ac4f6b630d5e03
+size 73292
diff --git a/portfolio/rt/district_05-san-luis-obispo/04__speedmaps__district_05-san-luis-obispo__itp_id_296.ipynb b/portfolio/rt/district_05-san-luis-obispo/04__speedmaps__district_05-san-luis-obispo__itp_id_296.ipynb
index 0a987a82b..eed9b6ccf 100644
--- a/portfolio/rt/district_05-san-luis-obispo/04__speedmaps__district_05-san-luis-obispo__itp_id_296.ipynb
+++ b/portfolio/rt/district_05-san-luis-obispo/04__speedmaps__district_05-san-luis-obispo__itp_id_296.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1cdf3c461b446841e034263e05e629fd96030ec01b5eab5a5b86b5fdead99c3a
-size 92363
+oid sha256:813b91e48e4427a68f3106c6a0442ad9c6582459a0963ca6b85d9103ce2ba7ab
+size 74638
diff --git a/portfolio/rt/district_06-fresno/00__speedmaps__district_06-fresno__itp_id_116.ipynb b/portfolio/rt/district_06-fresno/00__speedmaps__district_06-fresno__itp_id_116.ipynb
index dbb1921a1..b24a72051 100644
--- a/portfolio/rt/district_06-fresno/00__speedmaps__district_06-fresno__itp_id_116.ipynb
+++ b/portfolio/rt/district_06-fresno/00__speedmaps__district_06-fresno__itp_id_116.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:92f9fb7d40cfa17f57430dccc551c7467ca9edb6b50e5bcd7ada2ec68e3018a1
-size 89432
+oid sha256:cd3301d1efdfbdf693d2fe5a229b72ad03384a89ccc856bc3544668a678067ee
+size 71805
diff --git a/portfolio/rt/district_06-fresno/01__speedmaps__district_06-fresno__itp_id_361.ipynb b/portfolio/rt/district_06-fresno/01__speedmaps__district_06-fresno__itp_id_361.ipynb
index 450236cab..c80e45ecd 100644
--- a/portfolio/rt/district_06-fresno/01__speedmaps__district_06-fresno__itp_id_361.ipynb
+++ b/portfolio/rt/district_06-fresno/01__speedmaps__district_06-fresno__itp_id_361.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0b23fe866984e0360bd0cc8b972705f7ff556525538ee5c4953eb3070bd141ef
-size 91812
+oid sha256:644cb279d4401690f3699988141eb760f7835e2c0e8386a8d4189e5ae727e6dc
+size 74194
diff --git a/portfolio/rt/district_06-fresno/02__speedmaps__district_06-fresno__itp_id_126.ipynb b/portfolio/rt/district_06-fresno/02__speedmaps__district_06-fresno__itp_id_126.ipynb
index e6fab2395..24d94260a 100644
--- a/portfolio/rt/district_06-fresno/02__speedmaps__district_06-fresno__itp_id_126.ipynb
+++ b/portfolio/rt/district_06-fresno/02__speedmaps__district_06-fresno__itp_id_126.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:e348fbc0307c3c8bec26cf152c835f5d19bc14b3252432fc12a47e87c7e56e11
-size 90531
+oid sha256:5a4e7d6579b5cd78935d1e24d6bf6d3b05f2550718622e500ac6687faf35695a
+size 72843
diff --git a/portfolio/rt/district_06-fresno/03__speedmaps__district_06-fresno__itp_id_148.ipynb b/portfolio/rt/district_06-fresno/03__speedmaps__district_06-fresno__itp_id_148.ipynb
index a74e68da9..cde3cd422 100644
--- a/portfolio/rt/district_06-fresno/03__speedmaps__district_06-fresno__itp_id_148.ipynb
+++ b/portfolio/rt/district_06-fresno/03__speedmaps__district_06-fresno__itp_id_148.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:8ae4c576ca0368781ce1e680c7f33e0df122affebb659c9377ca8aae0613d50e
-size 89966
+oid sha256:1b2c1b3a934912ba54f962c10d80d3af7c25de90b3c4852f808313187a3d4a86
+size 72251
diff --git a/portfolio/rt/district_06-fresno/04__speedmaps__district_06-fresno__itp_id_188.ipynb b/portfolio/rt/district_06-fresno/04__speedmaps__district_06-fresno__itp_id_188.ipynb
index 2885a059b..0f4fe1c20 100644
--- a/portfolio/rt/district_06-fresno/04__speedmaps__district_06-fresno__itp_id_188.ipynb
+++ b/portfolio/rt/district_06-fresno/04__speedmaps__district_06-fresno__itp_id_188.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:20aa789d0d6ad460d7396e5047d586e8e7661a8e848d8937158ac940f0499917
-size 90399
+oid sha256:bed5eca41f0a110dc39647f7e29b550f4fa4631ad7829dbab4b1f5c9a1515e83
+size 72788
diff --git a/portfolio/rt/district_07-los-angeles/00__speedmaps__district_07-los-angeles__itp_id_16.ipynb b/portfolio/rt/district_07-los-angeles/00__speedmaps__district_07-los-angeles__itp_id_16.ipynb
index 70196dacc..33621c17b 100644
--- a/portfolio/rt/district_07-los-angeles/00__speedmaps__district_07-los-angeles__itp_id_16.ipynb
+++ b/portfolio/rt/district_07-los-angeles/00__speedmaps__district_07-los-angeles__itp_id_16.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:82088bd5922aed7a16b84226d7828dbc5118d5ada176edd21fdc59bdf50175d4
-size 89840
+oid sha256:7d1825b129b73a0e3bbdd121bd0d06c4c4ffa60b2bb2fba2d7acfd1ab7691d2f
+size 72145
diff --git a/portfolio/rt/district_07-los-angeles/01__speedmaps__district_07-los-angeles__itp_id_45.ipynb b/portfolio/rt/district_07-los-angeles/01__speedmaps__district_07-los-angeles__itp_id_45.ipynb
index 47a5a49c0..2f8e3f49f 100644
--- a/portfolio/rt/district_07-los-angeles/01__speedmaps__district_07-los-angeles__itp_id_45.ipynb
+++ b/portfolio/rt/district_07-los-angeles/01__speedmaps__district_07-los-angeles__itp_id_45.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0702ccd664dd0d3b104d8ada26078c74c7204212bca2876024bfd05929b5961c
-size 89035
+oid sha256:096aaa5715512773302920324611e19fc7c8a69c457cca01773b558708d6765b
+size 71411
diff --git a/portfolio/rt/district_07-los-angeles/02__speedmaps__district_07-los-angeles__itp_id_54.ipynb b/portfolio/rt/district_07-los-angeles/02__speedmaps__district_07-los-angeles__itp_id_54.ipynb
index 4013f679d..a90835e44 100644
--- a/portfolio/rt/district_07-los-angeles/02__speedmaps__district_07-los-angeles__itp_id_54.ipynb
+++ b/portfolio/rt/district_07-los-angeles/02__speedmaps__district_07-los-angeles__itp_id_54.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3a2e2d69aa68c05cbe7af9b21e9879cbbfe719e59321a4fd9143f9713c9ff42b
-size 89697
+oid sha256:1049b5ecb39ee4a3cb79012f99bbca125b998be7c0b313d60442ea09a3afb0e3
+size 72063
diff --git a/portfolio/rt/district_07-los-angeles/03__speedmaps__district_07-los-angeles__itp_id_87.ipynb b/portfolio/rt/district_07-los-angeles/03__speedmaps__district_07-los-angeles__itp_id_87.ipynb
index af5d6f7d3..aa01153d1 100644
--- a/portfolio/rt/district_07-los-angeles/03__speedmaps__district_07-los-angeles__itp_id_87.ipynb
+++ b/portfolio/rt/district_07-los-angeles/03__speedmaps__district_07-los-angeles__itp_id_87.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1ef8e6f09680db5746a3e3e612185a63ce2f84494cc3f1248f501e73b4304b7e
-size 89118
+oid sha256:426ed037257abcd8279b100f828288fc3f68442ebf5edd15e4683c72b98c6e12
+size 71491
diff --git a/portfolio/rt/district_07-los-angeles/04__speedmaps__district_07-los-angeles__itp_id_97.ipynb b/portfolio/rt/district_07-los-angeles/04__speedmaps__district_07-los-angeles__itp_id_97.ipynb
index 7822afd69..e84d3c0fc 100644
--- a/portfolio/rt/district_07-los-angeles/04__speedmaps__district_07-los-angeles__itp_id_97.ipynb
+++ b/portfolio/rt/district_07-los-angeles/04__speedmaps__district_07-los-angeles__itp_id_97.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:39978e5be691eab307fca4c7d2dc79f29579562457b77d7476d54751e13c6f2c
-size 90141
+oid sha256:304dcd698dc0c9430351d3bef56ceb06f391c2d41175ddb3ca519539276c4745
+size 72526
diff --git a/portfolio/rt/district_07-los-angeles/05__speedmaps__district_07-los-angeles__itp_id_183.ipynb b/portfolio/rt/district_07-los-angeles/05__speedmaps__district_07-los-angeles__itp_id_183.ipynb
index b477550d2..a7e3681c7 100644
--- a/portfolio/rt/district_07-los-angeles/05__speedmaps__district_07-los-angeles__itp_id_183.ipynb
+++ b/portfolio/rt/district_07-los-angeles/05__speedmaps__district_07-los-angeles__itp_id_183.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:db281257fa83c22c4e76928aadd86ff1b710c958cc622f22d755604c03e6fc91
-size 88310
+oid sha256:f5ad7274a2a3c75ba504329fd9f12758bc3bd30e4413edc4c4dad9c55fdeb95a
+size 70668
diff --git a/portfolio/rt/district_07-los-angeles/06__speedmaps__district_07-los-angeles__itp_id_210.ipynb b/portfolio/rt/district_07-los-angeles/06__speedmaps__district_07-los-angeles__itp_id_210.ipynb
index 1714acf00..9831a6d58 100644
--- a/portfolio/rt/district_07-los-angeles/06__speedmaps__district_07-los-angeles__itp_id_210.ipynb
+++ b/portfolio/rt/district_07-los-angeles/06__speedmaps__district_07-los-angeles__itp_id_210.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3686938c0cebdc3409fded9d22cb18b0fba4d3c0e7786101a5409a9e37a86799
-size 89699
+oid sha256:a7085655d6534d948e07b9528cba85bc59050f207c5658449a1d7836785c438a
+size 72064
diff --git a/portfolio/rt/district_07-los-angeles/07__speedmaps__district_07-los-angeles__itp_id_228.ipynb b/portfolio/rt/district_07-los-angeles/07__speedmaps__district_07-los-angeles__itp_id_228.ipynb
index 617c6f002..fb665a99c 100644
--- a/portfolio/rt/district_07-los-angeles/07__speedmaps__district_07-los-angeles__itp_id_228.ipynb
+++ b/portfolio/rt/district_07-los-angeles/07__speedmaps__district_07-los-angeles__itp_id_228.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:337a0b97f905411058fd04a5166ab181098a8267b78ff0733599ca502d184486
-size 89970
+oid sha256:5b61cafd3cc0de4b52b9704d8212a8aff707310578c0800dba8cd670051c4ec2
+size 72346
diff --git a/portfolio/rt/district_07-los-angeles/08__speedmaps__district_07-los-angeles__itp_id_231.ipynb b/portfolio/rt/district_07-los-angeles/08__speedmaps__district_07-los-angeles__itp_id_231.ipynb
index d0ab5ed3d..43c22c02a 100644
--- a/portfolio/rt/district_07-los-angeles/08__speedmaps__district_07-los-angeles__itp_id_231.ipynb
+++ b/portfolio/rt/district_07-los-angeles/08__speedmaps__district_07-los-angeles__itp_id_231.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:cd12c59b797ca9485a1ef87929fd18f42dbf9a0a47df1bcef5d19d7d1ba40575
-size 89601
+oid sha256:7c33214142bf9bd9d5e2a957ed5336a1499a2e17177b64678f268877823db643
+size 71991
diff --git a/portfolio/rt/district_07-los-angeles/09__speedmaps__district_07-los-angeles__itp_id_243.ipynb b/portfolio/rt/district_07-los-angeles/09__speedmaps__district_07-los-angeles__itp_id_243.ipynb
index 0e0894eff..b9b548b56 100644
--- a/portfolio/rt/district_07-los-angeles/09__speedmaps__district_07-los-angeles__itp_id_243.ipynb
+++ b/portfolio/rt/district_07-los-angeles/09__speedmaps__district_07-los-angeles__itp_id_243.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:aa4404ff94bf2e70c7761424e65ff4610a9c89a8822b2c0b9b0f2e781315867d
-size 88880
+oid sha256:e71e71b4532b7df3d6e05418abca6f095cffbb919b50371f1d8752e4bcc89814
+size 71258
diff --git a/portfolio/rt/district_07-los-angeles/10__speedmaps__district_07-los-angeles__itp_id_260.ipynb b/portfolio/rt/district_07-los-angeles/10__speedmaps__district_07-los-angeles__itp_id_260.ipynb
index 148051432..dbc911af3 100644
--- a/portfolio/rt/district_07-los-angeles/10__speedmaps__district_07-los-angeles__itp_id_260.ipynb
+++ b/portfolio/rt/district_07-los-angeles/10__speedmaps__district_07-los-angeles__itp_id_260.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1681edc54ac8f8e203de6b7e089b36286cf2bde0a353d8dd8831f328607de4ae
-size 89274
+oid sha256:9341c868200b51bdd239de504fc02e8c323f9516a88873830b27eaac951790c4
+size 71619
diff --git a/portfolio/rt/district_07-los-angeles/11__speedmaps__district_07-los-angeles__itp_id_295.ipynb b/portfolio/rt/district_07-los-angeles/11__speedmaps__district_07-los-angeles__itp_id_295.ipynb
index 8d449fd20..d8388d1dd 100644
--- a/portfolio/rt/district_07-los-angeles/11__speedmaps__district_07-los-angeles__itp_id_295.ipynb
+++ b/portfolio/rt/district_07-los-angeles/11__speedmaps__district_07-los-angeles__itp_id_295.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ddc221629f92cd914c20bf3c0aa689a459d0783ec2e55d5f9ddaadefab2927ac
-size 93264
+oid sha256:eabc8d59d936f6de557fbab230f5b1b650e699670874dae75953062d1dfadcc9
+size 75608
diff --git a/portfolio/rt/district_07-los-angeles/12__speedmaps__district_07-los-angeles__itp_id_300.ipynb b/portfolio/rt/district_07-los-angeles/12__speedmaps__district_07-los-angeles__itp_id_300.ipynb
index 786f43e61..0e790dcda 100644
--- a/portfolio/rt/district_07-los-angeles/12__speedmaps__district_07-los-angeles__itp_id_300.ipynb
+++ b/portfolio/rt/district_07-los-angeles/12__speedmaps__district_07-los-angeles__itp_id_300.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0ef4d195628b7c1f949633ddbe94b9316c24515506689d4dabc48b83d592bd9f
-size 88769
+oid sha256:155abcdcfae155ab6887f3295fb36e06c6bd55b422ae620fb3b7f4d5510334bf
+size 71126
diff --git a/portfolio/rt/district_07-los-angeles/13__speedmaps__district_07-los-angeles__itp_id_308.ipynb b/portfolio/rt/district_07-los-angeles/13__speedmaps__district_07-los-angeles__itp_id_308.ipynb
index f5e692637..4eba95507 100644
--- a/portfolio/rt/district_07-los-angeles/13__speedmaps__district_07-los-angeles__itp_id_308.ipynb
+++ b/portfolio/rt/district_07-los-angeles/13__speedmaps__district_07-los-angeles__itp_id_308.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:154f4de9f4085970869507d38148a4e70dd53736bbf6700d6c89c0d21c86a10f
-size 89765
+oid sha256:1d478dcfc178265c1be3d803e8f1d0ba6e0648ea3092fc623349d643078975f7
+size 72118
diff --git a/portfolio/rt/district_07-los-angeles/14__speedmaps__district_07-los-angeles__itp_id_337.ipynb b/portfolio/rt/district_07-los-angeles/14__speedmaps__district_07-los-angeles__itp_id_337.ipynb
index c67801b2a..0ea7508b3 100644
--- a/portfolio/rt/district_07-los-angeles/14__speedmaps__district_07-los-angeles__itp_id_337.ipynb
+++ b/portfolio/rt/district_07-los-angeles/14__speedmaps__district_07-los-angeles__itp_id_337.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:352296eac01b1fd15fb671d0eb73c3c3bc8999d74fd783457ac50080233f9b40
-size 89799
+oid sha256:2cc14973cbfab0b9a760e730df2f10fd148475bcc10ce79091c0c255fa43ed01
+size 72159
diff --git a/portfolio/rt/district_07-los-angeles/15__speedmaps__district_07-los-angeles__itp_id_339.ipynb b/portfolio/rt/district_07-los-angeles/15__speedmaps__district_07-los-angeles__itp_id_339.ipynb
index f4b93b3df..a8d11e2e3 100644
--- a/portfolio/rt/district_07-los-angeles/15__speedmaps__district_07-los-angeles__itp_id_339.ipynb
+++ b/portfolio/rt/district_07-los-angeles/15__speedmaps__district_07-los-angeles__itp_id_339.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:84b1e5709ff52a188e0af321c20037c634e2e73bb7df1c64e4526074e82942f6
-size 90011
+oid sha256:04778bb158fc6c14ae208ccd5c001e792e66be98122aa31175b8bcb67ed0609b
+size 72381
diff --git a/portfolio/rt/district_07-los-angeles/16__speedmaps__district_07-los-angeles__itp_id_112.ipynb b/portfolio/rt/district_07-los-angeles/16__speedmaps__district_07-los-angeles__itp_id_112.ipynb
index f44ea7484..f649c763f 100644
--- a/portfolio/rt/district_07-los-angeles/16__speedmaps__district_07-los-angeles__itp_id_112.ipynb
+++ b/portfolio/rt/district_07-los-angeles/16__speedmaps__district_07-los-angeles__itp_id_112.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c894ecd8edb3838cb045613242045d74d00115e0bf45fb4994af322346b1d5b9
-size 90211
+oid sha256:f20bec26ba49f37cc49192f130da8c854e19ac8fc779160248760141f188b5df
+size 72582
diff --git a/portfolio/rt/district_07-los-angeles/17__speedmaps__district_07-los-angeles__itp_id_123.ipynb b/portfolio/rt/district_07-los-angeles/17__speedmaps__district_07-los-angeles__itp_id_123.ipynb
index 40a290cfb..e4c7f51b3 100644
--- a/portfolio/rt/district_07-los-angeles/17__speedmaps__district_07-los-angeles__itp_id_123.ipynb
+++ b/portfolio/rt/district_07-los-angeles/17__speedmaps__district_07-los-angeles__itp_id_123.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:01e196b5ed5539f1e5e7a0ba9d41a840896ab78235c7c01809ffad709520cc69
-size 89929
+oid sha256:591d75db49f341e284f31420301ae902559054eb262fb34ff584c92ed8ed3992
+size 72262
diff --git a/portfolio/rt/district_07-los-angeles/18__speedmaps__district_07-los-angeles__itp_id_182.ipynb b/portfolio/rt/district_07-los-angeles/18__speedmaps__district_07-los-angeles__itp_id_182.ipynb
index 3023ed92e..0fea6e280 100644
--- a/portfolio/rt/district_07-los-angeles/18__speedmaps__district_07-los-angeles__itp_id_182.ipynb
+++ b/portfolio/rt/district_07-los-angeles/18__speedmaps__district_07-los-angeles__itp_id_182.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:c64015609338506f37ee62ba229038234222275e4d99ce88ddcaf20246958700
-size 90157
+oid sha256:96010494b5f6fdc7fe0f0c787f136d8bb673ae39df2d1260eeb47ab81af98821
+size 72352
diff --git a/portfolio/rt/district_07-los-angeles/19__speedmaps__district_07-los-angeles__itp_id_380.ipynb b/portfolio/rt/district_07-los-angeles/19__speedmaps__district_07-los-angeles__itp_id_380.ipynb
index cb7616ed3..0af54bd51 100644
--- a/portfolio/rt/district_07-los-angeles/19__speedmaps__district_07-los-angeles__itp_id_380.ipynb
+++ b/portfolio/rt/district_07-los-angeles/19__speedmaps__district_07-los-angeles__itp_id_380.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1e24c1ee4e711d68c5652a144a7a3692ff4e5b17ba3a66abbab370389cff457d
-size 90227
+oid sha256:37b943f0b0c236cceab21dd2f676e0c3bf15a7e46aacb7f7137d63678ea1e941
+size 72496
diff --git a/portfolio/rt/district_08-san-bernardino/00__speedmaps__district_08-san-bernardino__itp_id_34.ipynb b/portfolio/rt/district_08-san-bernardino/00__speedmaps__district_08-san-bernardino__itp_id_34.ipynb
index 44320e695..39b05c40c 100644
--- a/portfolio/rt/district_08-san-bernardino/00__speedmaps__district_08-san-bernardino__itp_id_34.ipynb
+++ b/portfolio/rt/district_08-san-bernardino/00__speedmaps__district_08-san-bernardino__itp_id_34.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:09dc6ff42ddf3b1463f1e82187c9bcfd27706d4abb3201bc0c16a8f746a4a249
-size 89001
+oid sha256:60c2a6c86f65d5c247e029dd12f84269e7df5a550e7cc6208f1a922afca143d6
+size 71375
diff --git a/portfolio/rt/district_08-san-bernardino/01__speedmaps__district_08-san-bernardino__itp_id_214.ipynb b/portfolio/rt/district_08-san-bernardino/01__speedmaps__district_08-san-bernardino__itp_id_214.ipynb
index f780531b9..2ada12bb1 100644
--- a/portfolio/rt/district_08-san-bernardino/01__speedmaps__district_08-san-bernardino__itp_id_214.ipynb
+++ b/portfolio/rt/district_08-san-bernardino/01__speedmaps__district_08-san-bernardino__itp_id_214.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7419c779e9826e82edaefc9df5b2890a5071cd6028717f930541621cd2c4be6a
-size 93363
+oid sha256:c6e6ca3ce541eb34c1285bd2c23a2c73f2e1091039da4e48f354dd0764d89bc2
+size 75646
diff --git a/portfolio/rt/district_08-san-bernardino/02__speedmaps__district_08-san-bernardino__itp_id_232.ipynb b/portfolio/rt/district_08-san-bernardino/02__speedmaps__district_08-san-bernardino__itp_id_232.ipynb
index 8e7e90daa..986f8ace4 100644
--- a/portfolio/rt/district_08-san-bernardino/02__speedmaps__district_08-san-bernardino__itp_id_232.ipynb
+++ b/portfolio/rt/district_08-san-bernardino/02__speedmaps__district_08-san-bernardino__itp_id_232.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:3eda66f6945bf6460e25e8caee568adea14b441c5e464f41c4bb1f1960934cb1
-size 89888
+oid sha256:c6a1f45216815daf4e723df264b52f3c66c1cca0a7352dacdd6c3f8336fcfb48
+size 72279
diff --git a/portfolio/rt/district_08-san-bernardino/03__speedmaps__district_08-san-bernardino__itp_id_238.ipynb b/portfolio/rt/district_08-san-bernardino/03__speedmaps__district_08-san-bernardino__itp_id_238.ipynb
index abe6251a1..c504521bd 100644
--- a/portfolio/rt/district_08-san-bernardino/03__speedmaps__district_08-san-bernardino__itp_id_238.ipynb
+++ b/portfolio/rt/district_08-san-bernardino/03__speedmaps__district_08-san-bernardino__itp_id_238.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:5f26072acf2884d879bf6a59434b9220080894f6a46d62ed85b85ce777932964
-size 87675
+oid sha256:68dd03c028216dd35ed1f73295c5c844e1309a1e587e7f20f4c3125115ffe67a
+size 69981
diff --git a/portfolio/rt/district_08-san-bernardino/04__speedmaps__district_08-san-bernardino__itp_id_269.ipynb b/portfolio/rt/district_08-san-bernardino/04__speedmaps__district_08-san-bernardino__itp_id_269.ipynb
index 3a856768c..08cd9101d 100644
--- a/portfolio/rt/district_08-san-bernardino/04__speedmaps__district_08-san-bernardino__itp_id_269.ipynb
+++ b/portfolio/rt/district_08-san-bernardino/04__speedmaps__district_08-san-bernardino__itp_id_269.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:092dac7e1b4ab4a3b4a266eca2212f3b0abdcaa1b68a177787351cdccf7da288
-size 90259
+oid sha256:8ca115b8d8435c66b7a2e759e44397baedfae1649c5a777c95e5044ad99a8336
+size 72582
diff --git a/portfolio/rt/district_08-san-bernardino/05__speedmaps__district_08-san-bernardino__itp_id_360.ipynb b/portfolio/rt/district_08-san-bernardino/05__speedmaps__district_08-san-bernardino__itp_id_360.ipynb
index ce97ea064..81d6f784b 100644
--- a/portfolio/rt/district_08-san-bernardino/05__speedmaps__district_08-san-bernardino__itp_id_360.ipynb
+++ b/portfolio/rt/district_08-san-bernardino/05__speedmaps__district_08-san-bernardino__itp_id_360.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:44e0fb6c104a772ca226f5c8135c2a54b57031fce03a97eaacd0961449444714
-size 93202
+oid sha256:8fbd18a598b717f5994cf86b843c74d3cd5512d090f88d424814f7b9138cae5c
+size 75506
diff --git a/portfolio/rt/district_09-bishop/00__speedmaps__district_09-bishop__itp_id_99.ipynb b/portfolio/rt/district_09-bishop/00__speedmaps__district_09-bishop__itp_id_99.ipynb
index 972769f7c..c5e4c8bfc 100644
--- a/portfolio/rt/district_09-bishop/00__speedmaps__district_09-bishop__itp_id_99.ipynb
+++ b/portfolio/rt/district_09-bishop/00__speedmaps__district_09-bishop__itp_id_99.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:ea2da450f4c2cbcf420865d6b7db064e796d8acb0aa139bd1d46e95d0ffc27b1
-size 89990
+oid sha256:acaac733ba4779faed85e71cd162430bf00a5cd5822c7f759b3535980a520981
+size 72297
diff --git a/portfolio/rt/district_10-stockton/00__speedmaps__district_10-stockton__itp_id_107.ipynb b/portfolio/rt/district_10-stockton/00__speedmaps__district_10-stockton__itp_id_107.ipynb
index 8b95b494f..d448c2d7d 100644
--- a/portfolio/rt/district_10-stockton/00__speedmaps__district_10-stockton__itp_id_107.ipynb
+++ b/portfolio/rt/district_10-stockton/00__speedmaps__district_10-stockton__itp_id_107.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:67490c7ab016b88852229c3f8bab708feed7b5dd473c385269805d65431aa1f4
-size 87231
+oid sha256:ed0413c3b3c69ac1273225c6d177f3194a0aa36c778ee54a7d60b0da605029f2
+size 69606
diff --git a/portfolio/rt/district_10-stockton/01__speedmaps__district_10-stockton__itp_id_349.ipynb b/portfolio/rt/district_10-stockton/01__speedmaps__district_10-stockton__itp_id_349.ipynb
index ccb77ad93..ac9e68733 100644
--- a/portfolio/rt/district_10-stockton/01__speedmaps__district_10-stockton__itp_id_349.ipynb
+++ b/portfolio/rt/district_10-stockton/01__speedmaps__district_10-stockton__itp_id_349.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:a1725e04770d41610bfb1645387e43d2cee3e630be96b4d1a9f119a0cb72ccaf
-size 89869
+oid sha256:9c35d001e2474261dc1789eb2c8d798c48243dda440bdda29d8e25caee717d3d
+size 72243
diff --git a/portfolio/rt/district_10-stockton/02__speedmaps__district_10-stockton__itp_id_10.ipynb b/portfolio/rt/district_10-stockton/02__speedmaps__district_10-stockton__itp_id_10.ipynb
index ae90b028d..42585daec 100644
--- a/portfolio/rt/district_10-stockton/02__speedmaps__district_10-stockton__itp_id_10.ipynb
+++ b/portfolio/rt/district_10-stockton/02__speedmaps__district_10-stockton__itp_id_10.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:1fddf152f867b53b4b567f3a1cb1407576b73ccd3d79941b557f4d8b87656bb8
-size 88438
+oid sha256:3b414ae047cbaef5aac43b67b9bfd776734d9840c28f01cf4062e1b2a00f6a82
+size 70738
diff --git a/portfolio/rt/district_10-stockton/03__speedmaps__district_10-stockton__itp_id_284.ipynb b/portfolio/rt/district_10-stockton/03__speedmaps__district_10-stockton__itp_id_284.ipynb
index 5f101f585..4411a8be4 100644
--- a/portfolio/rt/district_10-stockton/03__speedmaps__district_10-stockton__itp_id_284.ipynb
+++ b/portfolio/rt/district_10-stockton/03__speedmaps__district_10-stockton__itp_id_284.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:227f0730efab0b4bfa223eeab201430fbdb5c142dabd64eb68c163cf6b798695
-size 89441
+oid sha256:56fa3a49794882faaf5a76eabbce7c5129e2563cbca7b3a14b68e26f2c867fee
+size 71716
diff --git a/portfolio/rt/district_10-stockton/04__speedmaps__district_10-stockton__itp_id_484.ipynb b/portfolio/rt/district_10-stockton/04__speedmaps__district_10-stockton__itp_id_484.ipynb
index 6ee0e2f4d..f787c3221 100644
--- a/portfolio/rt/district_10-stockton/04__speedmaps__district_10-stockton__itp_id_484.ipynb
+++ b/portfolio/rt/district_10-stockton/04__speedmaps__district_10-stockton__itp_id_484.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:0ba2ab772ca346451f87d3b8c48f2eaad6c88b4909f53240141deac63187a7f7
-size 89710
+oid sha256:38eeb4176070a3eb596e4dad4725477ac7c06626044bc231d6b65888619073b0
+size 72000
diff --git a/portfolio/rt/district_11-san-diego/00__speedmaps__district_11-san-diego__itp_id_226.ipynb b/portfolio/rt/district_11-san-diego/00__speedmaps__district_11-san-diego__itp_id_226.ipynb
index 6aca8bf4b..c6fade8fe 100644
--- a/portfolio/rt/district_11-san-diego/00__speedmaps__district_11-san-diego__itp_id_226.ipynb
+++ b/portfolio/rt/district_11-san-diego/00__speedmaps__district_11-san-diego__itp_id_226.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:7bca1a8adc5508c72343452e866e6da4429e6b0137823f1b8e5794351539a5ee
-size 92199
+oid sha256:15260fbe88d94b7fc39175cba46f4280582f5a5f7308974e2dcd507e212da6b3
+size 74503
diff --git a/portfolio/rt/district_11-san-diego/01__speedmaps__district_11-san-diego__itp_id_277.ipynb b/portfolio/rt/district_11-san-diego/01__speedmaps__district_11-san-diego__itp_id_277.ipynb
index 21a67ab15..7b5d8de7d 100644
--- a/portfolio/rt/district_11-san-diego/01__speedmaps__district_11-san-diego__itp_id_277.ipynb
+++ b/portfolio/rt/district_11-san-diego/01__speedmaps__district_11-san-diego__itp_id_277.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:63a6492c9823ffbdb5aae7c4d15163b14f357277fbb244e3eb8eb33c41826c23
-size 90557
+oid sha256:f58f8f7dc7aa6ddcbe6bece75cab6bd30a094d6b5d3475f62fa5ac9fd4774a4b
+size 72853
diff --git a/portfolio/rt/district_11-san-diego/02__speedmaps__district_11-san-diego__itp_id_278.ipynb b/portfolio/rt/district_11-san-diego/02__speedmaps__district_11-san-diego__itp_id_278.ipynb
index 7103b4666..2761825db 100644
--- a/portfolio/rt/district_11-san-diego/02__speedmaps__district_11-san-diego__itp_id_278.ipynb
+++ b/portfolio/rt/district_11-san-diego/02__speedmaps__district_11-san-diego__itp_id_278.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:67eb7782671c4723b8af5436a1121dd46245dbd1d6f26e31449cd37ee5f5699b
-size 90689
+oid sha256:a37c4b9eea3ee63033c0a3d72e97444921d7a5e7dd6febddbd543bbdbd969d09
+size 72966
diff --git a/portfolio/rt/district_12-irvine/00__speedmaps__district_12-irvine__itp_id_235.ipynb b/portfolio/rt/district_12-irvine/00__speedmaps__district_12-irvine__itp_id_235.ipynb
index 794f147c9..021854af5 100644
--- a/portfolio/rt/district_12-irvine/00__speedmaps__district_12-irvine__itp_id_235.ipynb
+++ b/portfolio/rt/district_12-irvine/00__speedmaps__district_12-irvine__itp_id_235.ipynb
@@ -1,3 +1,3 @@
 version https://git-lfs.github.com/spec/v1
-oid sha256:18f85d3d1aefa5814f4ac6c363b81b934169863bd1b8ec52d8687df6058072b3
-size 89897
+oid sha256:c620d50155d1ca44c32c92cd2f578860b47f981760ee03a4c7da1a8fab327f64
+size 72168
diff --git a/portfolio/sites/rt.yml b/portfolio/sites/rt.yml
index add773d81..4131b2841 100644
--- a/portfolio/sites/rt.yml
+++ b/portfolio/sites/rt.yml
@@ -1,5 +1,5 @@
 directory: ./ca_transit_speed_maps/
-notebook: ./ca_transit_speed_maps/speedmaps.ipynb
+notebook: ./ca_transit_speed_maps/01_new_speedmaps.ipynb
 parts:
   - chapters:
       - caption: District 01 - Eureka
@@ -10,17 +10,25 @@ parts:
           - itp_id: 108
           - itp_id: 135
           - itp_id: 159
+          - itp_id: 198
+          - itp_id: 261
       - caption: District 02 - Redding
         params:
           district: 02 - Redding
         sections:
           - itp_id: 259
+          - itp_id: 334
       - caption: District 03 - Marysville
         params:
           district: 03 - Marysville
         sections:
+          - itp_id: 48
           - itp_id: 105
+          - itp_id: 489
+          - itp_id: 221
+          - itp_id: 273
           - itp_id: 331
+          - itp_id: 351
           - itp_id: 372
       - caption: District 04 - Oakland
         params:
@@ -37,6 +45,7 @@ parts:
           - itp_id: 70
           - itp_id: 336
           - itp_id: 127
+          - itp_id: 167
           - itp_id: 194
           - itp_id: 218
           - itp_id: 246
@@ -54,10 +63,11 @@ parts:
         params:
           district: 05 - San Luis Obispo
         sections:
+          - itp_id: 287
           - itp_id: 298
-          - itp_id: 312
           - itp_id: 208
           - itp_id: 289
+          - itp_id: 293
           - itp_id: 296
       - caption: District 06 - Fresno
         params:
@@ -66,8 +76,9 @@ parts:
           - itp_id: 116
           - itp_id: 361
           - itp_id: 126
+          - itp_id: 146
           - itp_id: 148
-          - itp_id: 188
+          - itp_id: 474
       - caption: District 07 - Los Angeles
         params:
           district: 07 - Los Angeles
@@ -75,8 +86,8 @@ parts:
           - itp_id: 16
           - itp_id: 45
           - itp_id: 54
+          - itp_id: 75
           - itp_id: 87
-          - itp_id: 97
           - itp_id: 183
           - itp_id: 210
           - itp_id: 228
@@ -84,23 +95,23 @@ parts:
           - itp_id: 243
           - itp_id: 260
           - itp_id: 295
-          - itp_id: 300
           - itp_id: 308
           - itp_id: 337
           - itp_id: 339
-          - itp_id: 112
           - itp_id: 123
+          - itp_id: 170
           - itp_id: 182
+          - itp_id: 165
           - itp_id: 380
       - caption: District 08 - San Bernardino
         params:
           district: 08 - San Bernardino
         sections:
-          - itp_id: 34
           - itp_id: 214
           - itp_id: 232
           - itp_id: 238
           - itp_id: 269
+          - itp_id: 327
           - itp_id: 360
       - caption: District 09 - Bishop
         params:
@@ -116,6 +127,7 @@ parts:
           - itp_id: 10
           - itp_id: 284
           - itp_id: 484
+          - itp_id: 482
       - caption: District 11 - San Diego
         params:
           district: 11 - San Diego
@@ -127,6 +139,7 @@ parts:
         params:
           district: 12 - Irvine
         sections:
+          - itp_id: 14
           - itp_id: 235
 readme: ./ca_transit_speed_maps/README.md
 title: California Transit Speed Maps
diff --git a/rt_delay/rt_analysis/rt_filter_map_plot.py b/rt_delay/rt_analysis/rt_filter_map_plot.py
index 35a5ecd0c..0dfed4e7b 100644
--- a/rt_delay/rt_analysis/rt_filter_map_plot.py
+++ b/rt_delay/rt_analysis/rt_filter_map_plot.py
@@ -310,7 +310,7 @@ def autocorridor(self, shape_id: str, stop_seq_range: list, manual_exclude = {})
         return
     
     def segment_speed_map(self, segments: str='stops', how: str='low_speeds',
-                          colorscale = ZERO_THIRTY_COLORSCALE, size: list=[900, 550],
+                          colorscale = ACCESS_ZERO_THIRTY_COLORSCALE, size: list=[900, 550],
                          no_title = False, corridor = False, shn = False,
                          no_render = False):
         ''' Generate a map of segment speeds aggregated across all trips for each shape, either as medians
diff --git a/rt_segment_speeds/40_speedmap_scratchpad.ipynb b/rt_segment_speeds/40_speedmap_scratchpad.ipynb
index 618ec46e8..f405efc55 100644
--- a/rt_segment_speeds/40_speedmap_scratchpad.ipynb
+++ b/rt_segment_speeds/40_speedmap_scratchpad.ipynb
@@ -2,17 +2,18 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": 1,
    "id": "d528f399-cf33-459e-b5dc-92e0b4ae389a",
    "metadata": {},
    "outputs": [],
    "source": [
     "import pandas as pd\n",
+    "import geopandas as gpd\n",
     "from siuba import *\n",
     "import shared_utils\n",
     "\n",
     "from calitp_data_analysis import get_fs\n",
-    "from segment_speed_utils import helpers, time_series_utils\n",
+    "from segment_speed_utils import helpers, time_series_utils, gtfs_schedule_wrangling\n",
     "from segment_speed_utils.project_vars import SCHED_GCS, SEGMENT_GCS, GTFS_DATA_DICT, analysis_date"
    ]
   },
@@ -26,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": 2,
    "id": "6cd318e5-5c4e-4249-b158-232f4d940770",
    "metadata": {},
    "outputs": [],
@@ -36,17 +37,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": 3,
    "id": "6e86c1a8-d3de-4fc6-9478-c03133b6745c",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "{'dir': '${gcs_paths.SEGMENT_GCS}', 'stage1': '${speeds_tables.vp_dwell}', 'proxy_stop_times': 'stop_time_expansion/speedmap_stop_times', 'stage2': 'nearest/nearest_vp_speedmap_proxy', 'stage2b': 'nearest/nearest2_vp_speedmap_proxy', 'stage3': 'speedmap/stop_arrivals_proxy', 'stage3b': 'speedmap/stop_arrivals', 'stage4': 'speedmap/speeds', 'trip_stop_cols': ['trip_instance_key', 'stop_sequence', 'stop_sequence1'], 'shape_stop_cols': ['shape_array_key', 'shape_id', 'route_id', 'route_short_name'], 'stop_pair_cols': ['stop_pair', 'stop_pair_name', 'segment_id'], 'segments_file': 'segment_options/speedmap_segments', 'shape_stop_single_segment': 'rollup_singleday/speeds_shape_speedmap_segments', 'route_dir_single_segment': 'rollup_singleday/speeds_route_dir_speedmap_segments', 'route_dir_multi_segment': 'rollup_multiday/speeds_route_dir_speedmap_segments', 'min_trip_minutes': '${speed_vars.time_min_cutoff}', 'max_trip_minutes': 180, 'max_speed': '${speed_vars.max_speed}', 'min_meters_elapsed': 1609, 'segment_meters': 1000}"
+       "{'dir': '${gcs_paths.SEGMENT_GCS}', 'stage1': '${speeds_tables.vp_dwell}', 'proxy_stop_times': 'stop_time_expansion/speedmap_stop_times', 'stage2': 'nearest/nearest_vp_speedmap_proxy', 'stage2b': 'nearest/nearest2_vp_speedmap_proxy', 'stage3': 'speedmap/stop_arrivals_proxy', 'stage3b': 'speedmap/stop_arrivals', 'stage4': 'speedmap/speeds', 'trip_stop_cols': ['trip_instance_key', 'stop_sequence', 'stop_sequence1'], 'shape_stop_cols': ['shape_array_key', 'shape_id'], 'stop_pair_cols': ['stop_pair', 'stop_pair_name', 'segment_id'], 'route_dir_cols': ['route_id', 'direction_id'], 'segments_file': 'segment_options/speedmap_segments', 'shape_stop_single_segment': 'rollup_singleday/speeds_shape_speedmap_segments', 'shape_stop_single_segment_detail': 'rollup_singleday/speeds_shape_speedmap_segments_detail', 'route_dir_single_segment': 'rollup_singleday/speeds_route_dir_speedmap_segments', 'route_dir_multi_segment': 'rollup_multiday/speeds_route_dir_speedmap_segments', 'min_trip_minutes': '${speed_vars.time_min_cutoff}', 'max_trip_minutes': 180, 'max_speed': '${speed_vars.max_speed}', 'min_meters_elapsed': 1609, 'segment_meters': 1000}"
       ]
      },
-     "execution_count": 29,
+     "execution_count": 3,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -57,17 +58,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": 4,
    "id": "f766b50a-c70d-4681-992c-d7f8979ada69",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'2024-08-14'"
+       "'2024-10-16'"
       ]
      },
-     "execution_count": 30,
+     "execution_count": 4,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -78,27 +79,37 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": 5,
    "id": "b4dd7af7-0cfa-4d94-a96d-f11e7cdc12f9",
    "metadata": {},
    "outputs": [],
    "source": [
-    "path = f'{catalog.speedmap_segments.dir}{catalog.speedmap_segments.stage4}_{analysis_date}.parquet'"
+    "# path = f'{catalog.speedmap_segments.dir}{catalog.speedmap_segments.stage4}_{analysis_date}.parquet'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
-   "id": "b59806c6-2b6e-449b-be04-2ac59771d122",
+   "execution_count": 6,
+   "id": "12b824f2-4326-4f5e-ae86-95a46703c948",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "path = f'{catalog.speedmap_segments.dir}{catalog.speedmap_segments.shape_stop_single_segment_detail}_{analysis_date}.parquet'"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "2743cbe7-b472-4ea2-af08-13d2003e93db",
    "metadata": {},
    "outputs": [
     {
      "data": {
       "text/plain": [
-       "'gs://calitp-analytics-data/data-analyses/rt_segment_speeds/speedmap/speeds_2024-08-14.parquet'"
+       "'gs://calitp-analytics-data/data-analyses/rt_segment_speeds/rollup_singleday/speeds_shape_speedmap_segments_detail_2024-10-16.parquet'"
       ]
      },
-     "execution_count": 32,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -109,63 +120,255 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
-   "id": "6bd54bfc-cfad-487b-bf54-0cab10e72e36",
+   "execution_count": 8,
+   "id": "7669d09d-c49e-448c-b57a-299112614bd0",
    "metadata": {},
    "outputs": [],
    "source": [
-    "df = pd.read_parquet(path)"
+    "detail = gpd.read_parquet(path)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
-   "id": "a4808944-fefa-486a-80f2-e75a1ae8b491",
+   "execution_count": 9,
+   "id": "ddf376af-9781-4943-b0d7-5f5418e07735",
    "metadata": {},
    "outputs": [
     {
      "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>schedule_gtfs_dataset_key</th>\n",
+       "      <th>shape_array_key</th>\n",
+       "      <th>shape_id</th>\n",
+       "      <th>route_id</th>\n",
+       "      <th>route_short_name</th>\n",
+       "      <th>stop_pair</th>\n",
+       "      <th>stop_pair_name</th>\n",
+       "      <th>segment_id</th>\n",
+       "      <th>time_of_day</th>\n",
+       "      <th>p50_mph</th>\n",
+       "      <th>...</th>\n",
+       "      <th>p20_mph</th>\n",
+       "      <th>p80_mph</th>\n",
+       "      <th>name</th>\n",
+       "      <th>caltrans_district</th>\n",
+       "      <th>organization_source_record_id</th>\n",
+       "      <th>organization_name</th>\n",
+       "      <th>base64_url</th>\n",
+       "      <th>geometry</th>\n",
+       "      <th>n_trips_sch</th>\n",
+       "      <th>trips_hr_sch</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>0139b1253130b33adcd4b3a4490530d2</td>\n",
+       "      <td>51530f7b5ba4cdde7c644c14f262005c</td>\n",
+       "      <td>b0c096a2-4c32-4675-b005-43b58b3781e6</td>\n",
+       "      <td>874b0dfa-ab3d-47da-ac75-5fd7b9bdea42</td>\n",
+       "      <td>C30 WB</td>\n",
+       "      <td>0d1ef8b5-90e4-40de-b37b-504cb862d18b__5b9a7352...</td>\n",
+       "      <td>Woodlake Park EB__Cypress St &amp; Naranjo Blvd WB</td>\n",
+       "      <td>0d1ef8b5-90e4-40de-b37b-504cb862d18b-5b9a7352-...</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>17.27</td>\n",
+       "      <td>...</td>\n",
+       "      <td>15.20</td>\n",
+       "      <td>20.96</td>\n",
+       "      <td>TCRTA TripShot Schedule</td>\n",
+       "      <td>06 - Fresno</td>\n",
+       "      <td>rec4YWVqVwJ9XqDbq</td>\n",
+       "      <td>Tulare County Regional Transit Agency</td>\n",
+       "      <td>aHR0cHM6Ly90Y3J0YS50cmlwc2hvdC5jb20vdjEvZ3Rmcy...</td>\n",
+       "      <td>LINESTRING (-119.09762 36.41481, -119.09762 36...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1.333333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>0139b1253130b33adcd4b3a4490530d2</td>\n",
+       "      <td>51530f7b5ba4cdde7c644c14f262005c</td>\n",
+       "      <td>b0c096a2-4c32-4675-b005-43b58b3781e6</td>\n",
+       "      <td>874b0dfa-ab3d-47da-ac75-5fd7b9bdea42</td>\n",
+       "      <td>C30 WB</td>\n",
+       "      <td>5b9a7352-556f-4272-b663-22f9821d6a40__5f894da7...</td>\n",
+       "      <td>Cypress St &amp; Naranjo Blvd WB__Millwood and Roa...</td>\n",
+       "      <td>5b9a7352-556f-4272-b663-22f9821d6a40-5f894da7-...</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>49.50</td>\n",
+       "      <td>...</td>\n",
+       "      <td>43.85</td>\n",
+       "      <td>51.81</td>\n",
+       "      <td>TCRTA TripShot Schedule</td>\n",
+       "      <td>06 - Fresno</td>\n",
+       "      <td>rec4YWVqVwJ9XqDbq</td>\n",
+       "      <td>Tulare County Regional Transit Agency</td>\n",
+       "      <td>aHR0cHM6Ly90Y3J0YS50cmlwc2hvdC5jb20vdjEvZ3Rmcy...</td>\n",
+       "      <td>LINESTRING (-119.10550 36.41377, -119.10562 36...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1.333333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>0139b1253130b33adcd4b3a4490530d2</td>\n",
+       "      <td>51530f7b5ba4cdde7c644c14f262005c</td>\n",
+       "      <td>b0c096a2-4c32-4675-b005-43b58b3781e6</td>\n",
+       "      <td>874b0dfa-ab3d-47da-ac75-5fd7b9bdea42</td>\n",
+       "      <td>C30 WB</td>\n",
+       "      <td>5b9a7352-556f-4272-b663-22f9821d6a40__5f894da7...</td>\n",
+       "      <td>Cypress St &amp; Naranjo Blvd WB__Millwood and Roa...</td>\n",
+       "      <td>5b9a7352-556f-4272-b663-22f9821d6a40-5f894da7-...</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>58.87</td>\n",
+       "      <td>...</td>\n",
+       "      <td>57.15</td>\n",
+       "      <td>59.50</td>\n",
+       "      <td>TCRTA TripShot Schedule</td>\n",
+       "      <td>06 - Fresno</td>\n",
+       "      <td>rec4YWVqVwJ9XqDbq</td>\n",
+       "      <td>Tulare County Regional Transit Agency</td>\n",
+       "      <td>aHR0cHM6Ly90Y3J0YS50cmlwc2hvdC5jb20vdjEvZ3Rmcy...</td>\n",
+       "      <td>LINESTRING (-119.11666 36.41379, -119.11684 36...</td>\n",
+       "      <td>4</td>\n",
+       "      <td>1.333333</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>3 rows × 21 columns</p>\n",
+       "</div>"
+      ],
       "text/plain": [
-       "Index(['trip_instance_key', 'stop_sequence', 'stop_sequence1',\n",
-       "       'shape_array_key', 'stop_meters', 'arrival_time', 'arrival_time_sec',\n",
-       "       'subseq_arrival_time_sec', 'subseq_stop_meters', 'meters_elapsed',\n",
-       "       'sec_elapsed', 'speed_mph', 'schedule_gtfs_dataset_key', 'route_id',\n",
-       "       'direction_id', 'route_short_name', 'scheduled_service_minutes',\n",
-       "       'sched_rt_category', 'time_of_day', 'shape_id', 'segment_id',\n",
-       "       'stop_pair_name', 'stop_pair'],\n",
-       "      dtype='object')"
+       "          schedule_gtfs_dataset_key                   shape_array_key  \\\n",
+       "0  0139b1253130b33adcd4b3a4490530d2  51530f7b5ba4cdde7c644c14f262005c   \n",
+       "1  0139b1253130b33adcd4b3a4490530d2  51530f7b5ba4cdde7c644c14f262005c   \n",
+       "2  0139b1253130b33adcd4b3a4490530d2  51530f7b5ba4cdde7c644c14f262005c   \n",
+       "\n",
+       "                               shape_id                              route_id  \\\n",
+       "0  b0c096a2-4c32-4675-b005-43b58b3781e6  874b0dfa-ab3d-47da-ac75-5fd7b9bdea42   \n",
+       "1  b0c096a2-4c32-4675-b005-43b58b3781e6  874b0dfa-ab3d-47da-ac75-5fd7b9bdea42   \n",
+       "2  b0c096a2-4c32-4675-b005-43b58b3781e6  874b0dfa-ab3d-47da-ac75-5fd7b9bdea42   \n",
+       "\n",
+       "  route_short_name                                          stop_pair  \\\n",
+       "0           C30 WB  0d1ef8b5-90e4-40de-b37b-504cb862d18b__5b9a7352...   \n",
+       "1           C30 WB  5b9a7352-556f-4272-b663-22f9821d6a40__5f894da7...   \n",
+       "2           C30 WB  5b9a7352-556f-4272-b663-22f9821d6a40__5f894da7...   \n",
+       "\n",
+       "                                      stop_pair_name  \\\n",
+       "0     Woodlake Park EB__Cypress St & Naranjo Blvd WB   \n",
+       "1  Cypress St & Naranjo Blvd WB__Millwood and Roa...   \n",
+       "2  Cypress St & Naranjo Blvd WB__Millwood and Roa...   \n",
+       "\n",
+       "                                          segment_id time_of_day  p50_mph  \\\n",
+       "0  0d1ef8b5-90e4-40de-b37b-504cb862d18b-5b9a7352-...     AM Peak    17.27   \n",
+       "1  5b9a7352-556f-4272-b663-22f9821d6a40-5f894da7-...     AM Peak    49.50   \n",
+       "2  5b9a7352-556f-4272-b663-22f9821d6a40-5f894da7-...     AM Peak    58.87   \n",
+       "\n",
+       "   ...  p20_mph  p80_mph                     name caltrans_district  \\\n",
+       "0  ...    15.20    20.96  TCRTA TripShot Schedule       06 - Fresno   \n",
+       "1  ...    43.85    51.81  TCRTA TripShot Schedule       06 - Fresno   \n",
+       "2  ...    57.15    59.50  TCRTA TripShot Schedule       06 - Fresno   \n",
+       "\n",
+       "  organization_source_record_id                      organization_name  \\\n",
+       "0             rec4YWVqVwJ9XqDbq  Tulare County Regional Transit Agency   \n",
+       "1             rec4YWVqVwJ9XqDbq  Tulare County Regional Transit Agency   \n",
+       "2             rec4YWVqVwJ9XqDbq  Tulare County Regional Transit Agency   \n",
+       "\n",
+       "                                          base64_url  \\\n",
+       "0  aHR0cHM6Ly90Y3J0YS50cmlwc2hvdC5jb20vdjEvZ3Rmcy...   \n",
+       "1  aHR0cHM6Ly90Y3J0YS50cmlwc2hvdC5jb20vdjEvZ3Rmcy...   \n",
+       "2  aHR0cHM6Ly90Y3J0YS50cmlwc2hvdC5jb20vdjEvZ3Rmcy...   \n",
+       "\n",
+       "                                            geometry n_trips_sch  trips_hr_sch  \n",
+       "0  LINESTRING (-119.09762 36.41481, -119.09762 36...           4      1.333333  \n",
+       "1  LINESTRING (-119.10550 36.41377, -119.10562 36...           4      1.333333  \n",
+       "2  LINESTRING (-119.11666 36.41379, -119.11684 36...           4      1.333333  \n",
+       "\n",
+       "[3 rows x 21 columns]"
       ]
      },
-     "execution_count": 34,
+     "execution_count": 9,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "df.columns"
+    "detail >> head(3)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
-   "id": "54ab4555-0720-47a0-bd74-3b4abdc6ac95",
+   "execution_count": 10,
+   "id": "294b8f67-1486-48e9-8fe9-015b009d8e53",
    "metadata": {},
    "outputs": [],
    "source": [
-    "route_info = helpers.import_scheduled_trips(\n",
-    "    analysis_date,\n",
-    "    columns=[\n",
-    "        \"gtfs_dataset_key\", \"trip_instance_key\",\n",
-    "        \"route_id\", \"direction_id\", \"route_short_name\"\n",
-    "    ],\n",
-    "    get_pandas=True,\n",
-    ")"
+    "path = f'{catalog.schedule_downloads.dir}{catalog.schedule_downloads.trips}_{analysis_date}.parquet'"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
-   "id": "e70276d9-382d-4262-81a7-ac172d1316e5",
+   "execution_count": 11,
+   "id": "508d38d4-086c-43e6-8044-6ded0882e105",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "'gs://calitp-analytics-data/data-analyses/rt_delay/compiled_cached_views/trips_2024-10-16.parquet'"
+      ]
+     },
+     "execution_count": 11,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "path"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "id": "dc3543ea-2544-4917-887e-9de4441fb460",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "trips = pd.read_parquet(path)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "id": "de097b6e-9b83-4d3a-b3e6-3646c7c7be86",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "df = gtfs_schedule_wrangling.get_sched_trips_hr(analysis_date)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "id": "55d704c5-1a87-4bbf-bcde-e867b53c3988",
    "metadata": {},
    "outputs": [
     {
@@ -189,53 +392,153 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
+       "      <th>route_id</th>\n",
+       "      <th>shape_id</th>\n",
+       "      <th>time_of_day</th>\n",
        "      <th>schedule_gtfs_dataset_key</th>\n",
-       "      <th>trip_instance_key</th>\n",
+       "      <th>n_trips</th>\n",
+       "      <th>trips_hr</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>001</td>\n",
+       "      <td>0010111</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>9809d3f8121513057bc5cb8de7b54ce2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>001</td>\n",
+       "      <td>0010111</td>\n",
+       "      <td>Early AM</td>\n",
+       "      <td>9809d3f8121513057bc5cb8de7b54ce2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.333333</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>001</td>\n",
+       "      <td>0010111</td>\n",
+       "      <td>Midday</td>\n",
+       "      <td>9809d3f8121513057bc5cb8de7b54ce2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1.000000</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "  route_id shape_id time_of_day         schedule_gtfs_dataset_key  n_trips  \\\n",
+       "0      001  0010111     AM Peak  9809d3f8121513057bc5cb8de7b54ce2        3   \n",
+       "1      001  0010111    Early AM  9809d3f8121513057bc5cb8de7b54ce2        1   \n",
+       "2      001  0010111      Midday  9809d3f8121513057bc5cb8de7b54ce2        5   \n",
+       "\n",
+       "   trips_hr  \n",
+       "0  1.000000  \n",
+       "1  0.333333  \n",
+       "2  1.000000  "
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "df >> head(3)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "id": "c6f784df-8dc0-4990-aaad-4a42af5b7e5e",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
        "      <th>route_id</th>\n",
-       "      <th>direction_id</th>\n",
+       "      <th>shape_id</th>\n",
+       "      <th>time_of_day</th>\n",
+       "      <th>schedule_gtfs_dataset_key</th>\n",
+       "      <th>n_trips</th>\n",
+       "      <th>trips_hr</th>\n",
        "      <th>route_short_name</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
-       "      <td>1770249a5a2e770ca90628434d4934b1</td>\n",
-       "      <td>7406077cb3ef2783f260ac5ddf06f884</td>\n",
-       "      <td>3407</td>\n",
-       "      <td>1.0</td>\n",
-       "      <td>Route 18</td>\n",
+       "      <td>001</td>\n",
+       "      <td>0010111</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>9809d3f8121513057bc5cb8de7b54ce2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>1</th>\n",
-       "      <td>1770249a5a2e770ca90628434d4934b1</td>\n",
-       "      <td>d9f1f0a4d53997858a48a340772c75a3</td>\n",
-       "      <td>3408</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Route 21</td>\n",
+       "      <td>001</td>\n",
+       "      <td>0010111</td>\n",
+       "      <td>Early AM</td>\n",
+       "      <td>9809d3f8121513057bc5cb8de7b54ce2</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.333333</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>2</th>\n",
-       "      <td>1770249a5a2e770ca90628434d4934b1</td>\n",
-       "      <td>3c36b0976b9cd77a0862224d842fea5f</td>\n",
-       "      <td>3408</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Route 21</td>\n",
+       "      <td>001</td>\n",
+       "      <td>0010111</td>\n",
+       "      <td>Midday</td>\n",
+       "      <td>9809d3f8121513057bc5cb8de7b54ce2</td>\n",
+       "      <td>5</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>3</th>\n",
-       "      <td>1770249a5a2e770ca90628434d4934b1</td>\n",
-       "      <td>a26bcf0a35ac9342d82435bb064f8700</td>\n",
-       "      <td>3408</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Route 21</td>\n",
+       "      <td>001</td>\n",
+       "      <td>0010111</td>\n",
+       "      <td>PM Peak</td>\n",
+       "      <td>9809d3f8121513057bc5cb8de7b54ce2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0.600000</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>4</th>\n",
-       "      <td>1770249a5a2e770ca90628434d4934b1</td>\n",
-       "      <td>77b979dca36b0f4fd305210cee23f6a1</td>\n",
-       "      <td>3408</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>Route 21</td>\n",
+       "      <td>001</td>\n",
+       "      <td>0010113</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>9809d3f8121513057bc5cb8de7b54ce2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1.000000</td>\n",
+       "      <td>1</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -244,129 +547,112 @@
        "      <td>...</td>\n",
        "      <td>...</td>\n",
        "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98814</th>\n",
-       "      <td>c4092405159366c705b62df938293a4e</td>\n",
-       "      <td>9f5b9be0653ea22d7c705fb8ccecf20f</td>\n",
-       "      <td>Orange County Line</td>\n",
-       "      <td>0.0</td>\n",
-       "      <td>None</td>\n",
+       "      <th>19176</th>\n",
+       "      <td>shrdserv</td>\n",
+       "      <td>shrdserv_loop_3</td>\n",
+       "      <td>PM Peak</td>\n",
+       "      <td>a8d5f90bfd689badb7e1deb041408e96</td>\n",
+       "      <td>1</td>\n",
+       "      <td>0.200000</td>\n",
+       "      <td>Shared Services</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98815</th>\n",
-       "      <td>c4092405159366c705b62df938293a4e</td>\n",
-       "      <td>c9284435d85c3cf9a5fa5afacbcfb5f0</td>\n",
-       "      <td>Antelope Valley Line</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>19177</th>\n",
+       "      <td>valleywide</td>\n",
+       "      <td>valleywide</td>\n",
+       "      <td>AM Peak</td>\n",
+       "      <td>31152914d10e2d0977b8b2fabb167922</td>\n",
+       "      <td>12</td>\n",
+       "      <td>4.000000</td>\n",
        "      <td>None</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98816</th>\n",
-       "      <td>c4092405159366c705b62df938293a4e</td>\n",
-       "      <td>23bdf6228677587ad66658b818f8f3c8</td>\n",
-       "      <td>Orange County Line</td>\n",
-       "      <td>1.0</td>\n",
+       "      <th>19178</th>\n",
+       "      <td>valleywide</td>\n",
+       "      <td>valleywide</td>\n",
+       "      <td>Evening</td>\n",
+       "      <td>31152914d10e2d0977b8b2fabb167922</td>\n",
+       "      <td>9</td>\n",
+       "      <td>1.800000</td>\n",
        "      <td>None</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98817</th>\n",
-       "      <td>c4092405159366c705b62df938293a4e</td>\n",
-       "      <td>633996f6d703cbff7838099bc4e8c6e0</td>\n",
-       "      <td>San Bernardino Line</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>19179</th>\n",
+       "      <td>valleywide</td>\n",
+       "      <td>valleywide</td>\n",
+       "      <td>Midday</td>\n",
+       "      <td>31152914d10e2d0977b8b2fabb167922</td>\n",
+       "      <td>20</td>\n",
+       "      <td>4.000000</td>\n",
        "      <td>None</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>98818</th>\n",
-       "      <td>c4092405159366c705b62df938293a4e</td>\n",
-       "      <td>244d1863feeafcda8075111177de596a</td>\n",
-       "      <td>Antelope Valley Line</td>\n",
-       "      <td>0.0</td>\n",
+       "      <th>19180</th>\n",
+       "      <td>valleywide</td>\n",
+       "      <td>valleywide</td>\n",
+       "      <td>PM Peak</td>\n",
+       "      <td>31152914d10e2d0977b8b2fabb167922</td>\n",
+       "      <td>20</td>\n",
+       "      <td>4.000000</td>\n",
        "      <td>None</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>98819 rows × 5 columns</p>\n",
+       "<p>19181 rows × 7 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "              schedule_gtfs_dataset_key                 trip_instance_key  \\\n",
-       "0      1770249a5a2e770ca90628434d4934b1  7406077cb3ef2783f260ac5ddf06f884   \n",
-       "1      1770249a5a2e770ca90628434d4934b1  d9f1f0a4d53997858a48a340772c75a3   \n",
-       "2      1770249a5a2e770ca90628434d4934b1  3c36b0976b9cd77a0862224d842fea5f   \n",
-       "3      1770249a5a2e770ca90628434d4934b1  a26bcf0a35ac9342d82435bb064f8700   \n",
-       "4      1770249a5a2e770ca90628434d4934b1  77b979dca36b0f4fd305210cee23f6a1   \n",
-       "...                                 ...                               ...   \n",
-       "98814  c4092405159366c705b62df938293a4e  9f5b9be0653ea22d7c705fb8ccecf20f   \n",
-       "98815  c4092405159366c705b62df938293a4e  c9284435d85c3cf9a5fa5afacbcfb5f0   \n",
-       "98816  c4092405159366c705b62df938293a4e  23bdf6228677587ad66658b818f8f3c8   \n",
-       "98817  c4092405159366c705b62df938293a4e  633996f6d703cbff7838099bc4e8c6e0   \n",
-       "98818  c4092405159366c705b62df938293a4e  244d1863feeafcda8075111177de596a   \n",
+       "         route_id         shape_id time_of_day  \\\n",
+       "0             001          0010111     AM Peak   \n",
+       "1             001          0010111    Early AM   \n",
+       "2             001          0010111      Midday   \n",
+       "3             001          0010111     PM Peak   \n",
+       "4             001          0010113     AM Peak   \n",
+       "...           ...              ...         ...   \n",
+       "19176    shrdserv  shrdserv_loop_3     PM Peak   \n",
+       "19177  valleywide       valleywide     AM Peak   \n",
+       "19178  valleywide       valleywide     Evening   \n",
+       "19179  valleywide       valleywide      Midday   \n",
+       "19180  valleywide       valleywide     PM Peak   \n",
        "\n",
-       "                   route_id  direction_id route_short_name  \n",
-       "0                      3407           1.0         Route 18  \n",
-       "1                      3408           0.0         Route 21  \n",
-       "2                      3408           0.0         Route 21  \n",
-       "3                      3408           0.0         Route 21  \n",
-       "4                      3408           0.0         Route 21  \n",
-       "...                     ...           ...              ...  \n",
-       "98814    Orange County Line           0.0             None  \n",
-       "98815  Antelope Valley Line           1.0             None  \n",
-       "98816    Orange County Line           1.0             None  \n",
-       "98817   San Bernardino Line           0.0             None  \n",
-       "98818  Antelope Valley Line           0.0             None  \n",
+       "              schedule_gtfs_dataset_key  n_trips  trips_hr route_short_name  \n",
+       "0      9809d3f8121513057bc5cb8de7b54ce2        3  1.000000                1  \n",
+       "1      9809d3f8121513057bc5cb8de7b54ce2        1  0.333333                1  \n",
+       "2      9809d3f8121513057bc5cb8de7b54ce2        5  1.000000                1  \n",
+       "3      9809d3f8121513057bc5cb8de7b54ce2        3  0.600000                1  \n",
+       "4      9809d3f8121513057bc5cb8de7b54ce2        3  1.000000                1  \n",
+       "...                                 ...      ...       ...              ...  \n",
+       "19176  a8d5f90bfd689badb7e1deb041408e96        1  0.200000  Shared Services  \n",
+       "19177  31152914d10e2d0977b8b2fabb167922       12  4.000000             None  \n",
+       "19178  31152914d10e2d0977b8b2fabb167922        9  1.800000             None  \n",
+       "19179  31152914d10e2d0977b8b2fabb167922       20  4.000000             None  \n",
+       "19180  31152914d10e2d0977b8b2fabb167922       20  4.000000             None  \n",
        "\n",
-       "[98819 rows x 5 columns]"
+       "[19181 rows x 7 columns]"
       ]
      },
-     "execution_count": 37,
+     "execution_count": 15,
      "metadata": {},
      "output_type": "execute_result"
     }
    ],
    "source": [
-    "route_info"
-   ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": 49,
-   "id": "2849f073-df8e-4774-a755-1cac46c80e3e",
-   "metadata": {},
-   "outputs": [],
-   "source": [
-    "test = ['x', 'y', 'x']"
+    "gtfs_schedule_wrangling.merge_route_identifiers(df, analysis_date)"
    ]
   },
   {
-   "cell_type": "code",
-   "execution_count": 50,
-   "id": "ed9c230d-ea3d-46bc-b570-203bde23fa0a",
+   "cell_type": "markdown",
+   "id": "6a062796-ae2f-4081-b73b-8923c7bd85b2",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "['x', 'y']"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
    "source": [
-    "list(dict.fromkeys(test))"
+    "## Where'd the J line go??\n",
+    "\n",
+    "Has no route_short_name, removed that from grouping cols and added at end"
    ]
-  },
-  {
-   "cell_type": "code",
-   "execution_count": null,
-   "id": "9964cea8-8418-4d4f-9987-019d34544012",
-   "metadata": {},
-   "outputs": [],
-   "source": []
   }
  ],
  "metadata": {
diff --git a/rt_segment_speeds/logs/avg_speeds.log b/rt_segment_speeds/logs/avg_speeds.log
index 238fee6c7..f2447451f 100644
--- a/rt_segment_speeds/logs/avg_speeds.log
+++ b/rt_segment_speeds/logs/avg_speeds.log
@@ -534,3 +534,12 @@
 2024-10-28 10:25:32.613 | INFO     | __main__:segment_averages:182 - stop_segments segment averaging for ['2024-10-18'] execution time: 0:04:26.943776
 2024-10-28 10:28:46.725 | INFO     | __main__:segment_averages:182 - stop_segments segment averaging for ['2024-10-19'] execution time: 0:03:14.004012
 2024-10-28 10:31:47.037 | INFO     | __main__:segment_averages:182 - stop_segments segment averaging for ['2024-10-20'] execution time: 0:03:00.245588
+2024-11-01 09:18:04.863 | INFO     | average_segment_speeds:segment_averages_detail:239 - speedmap_segments detailed segment averaging for ['2024-10-16'] execution time: 0:06:29.243269
+2024-11-01 09:23:55.409 | INFO     | average_segment_speeds:segment_averages:182 - speedmap_segments segment averaging for ['2024-10-16'] execution time: 0:05:50.230382
+2024-11-01 09:28:10.012 | INFO     | average_segment_speeds:segment_averages:182 - speedmap_segments segment averaging for ['2024-10-16'] execution time: 0:04:14.446376
+2024-11-04 12:49:57.565 | INFO     | average_segment_speeds:segment_averages_detail:245 - speedmap_segments detailed segment averaging for ['2024-10-16'] execution time: 0:06:25.396982
+2024-11-04 12:55:52.804 | INFO     | average_segment_speeds:segment_averages:182 - speedmap_segments segment averaging for ['2024-10-16'] execution time: 0:05:55.031920
+2024-11-04 13:00:43.796 | INFO     | average_segment_speeds:segment_averages:182 - speedmap_segments segment averaging for ['2024-10-16'] execution time: 0:04:50.815376
+2024-11-04 15:43:06.434 | INFO     | average_segment_speeds:segment_averages_detail:246 - speedmap_segments detailed segment averaging for ['2024-10-16'] execution time: 0:06:16.711909
+2024-11-04 15:48:26.324 | INFO     | average_segment_speeds:segment_averages:182 - speedmap_segments segment averaging for ['2024-10-16'] execution time: 0:05:19.708023
+2024-11-04 15:53:12.740 | INFO     | average_segment_speeds:segment_averages:182 - speedmap_segments segment averaging for ['2024-10-16'] execution time: 0:04:46.258219
diff --git a/rt_segment_speeds/scripts/average_segment_speeds.py b/rt_segment_speeds/scripts/average_segment_speeds.py
index c7b0b6368..623576360 100644
--- a/rt_segment_speeds/scripts/average_segment_speeds.py
+++ b/rt_segment_speeds/scripts/average_segment_speeds.py
@@ -185,7 +185,70 @@ def segment_averages(
     )
     
     return    
+
+def segment_averages_detail(
+    analysis_date_list: list, 
+    segment_type: Literal[SEGMENT_TYPES],
+    group_cols: list,
+    export_file: str,
+    weighted_averages: bool = True
+):
+    """
+    Experimental function for calculating average speeds.
+    Start from single day segment-trip speeds and 
+    aggregate by all times of day.
+    """   
+    start = datetime.datetime.now()
+    assert len(analysis_date_list) == 1, 'detailed calculation only avail for single day'
+    
+    df = concatenate_trip_segment_speeds(
+        analysis_date_list,
+        segment_type,
+        get_pandas = False
+    )
+    
+    if weighted_averages:
+        avg_speeds = delayed(segment_calcs.calculate_avg_speeds)(
+            df, 
+            group_cols + ["time_of_day"],
+        ).pipe(
+            gtfs_schedule_wrangling.merge_operator_identifiers, 
+            analysis_date_list,
+            columns = CROSSWALK_COLS
+        )
+    
+    # If a single day is put in, use that date for segment geometry
+    analysis_date = analysis_date_list[0]
+    time_span_str = analysis_date
+      
+    avg_speeds_with_geom = delayed(merge_in_segment_geometry)(
+        avg_speeds,
+        analysis_date, 
+        segment_type
+    )
         
+    avg_speeds_with_geom = compute(avg_speeds_with_geom)[0]
+    #  is this the best spot to add scheduled frequency and route_short_name?
+    sched_trips_hr = gtfs_schedule_wrangling.get_sched_trips_hr(analysis_date)
+    sched_trips_hr = sched_trips_hr.rename(columns={'n_trips': 'n_trips_sch', 'trips_hr': 'trips_hr_sch'})
+    sched_trips_hr_cols = ['route_id', 'shape_id',
+                      'time_of_day', 'schedule_gtfs_dataset_key']
+    avg_speeds_with_geom = pd.merge(avg_speeds_with_geom, sched_trips_hr, on=sched_trips_hr_cols)
+    avg_speeds_with_geom = gtfs_schedule_wrangling.merge_route_identifiers(avg_speeds_with_geom, analysis_date)
+    
+    utils.geoparquet_gcs_export(
+        avg_speeds_with_geom,
+        SEGMENT_GCS,
+        f"{export_file}_{time_span_str}"
+    )
+        
+    end = datetime.datetime.now()
+    logger.info(
+        f"{segment_type} detailed segment averaging for {analysis_date_list} "
+        f"execution time: {end - start}"
+    )
+    
+    return
 
 if __name__ == "__main__":
     
diff --git a/rt_segment_speeds/scripts/average_speedmap_segment_speeds.py b/rt_segment_speeds/scripts/average_speedmap_segment_speeds.py
index c5643cb6e..cf82fb324 100644
--- a/rt_segment_speeds/scripts/average_speedmap_segment_speeds.py
+++ b/rt_segment_speeds/scripts/average_speedmap_segment_speeds.py
@@ -8,7 +8,7 @@
 from loguru import logger
 
 from update_vars import GTFS_DATA_DICT, SEGMENT_GCS
-from average_segment_speeds import segment_averages, OPERATOR_COLS
+from average_segment_speeds import segment_averages_detail, segment_averages, OPERATOR_COLS
 
 if __name__ == "__main__":
     
@@ -29,10 +29,18 @@
     STOP_PAIR_COLS = [*dict_inputs["stop_pair_cols"]]
     
     SHAPE_SEG_FILE = dict_inputs["shape_stop_single_segment"]
+    SHAPE_SEG_DETAIL_FILE = dict_inputs["shape_stop_single_segment_detail"]
     ROUTE_SEG_FILE = dict_inputs["route_dir_single_segment"]
     
     for analysis_date in analysis_date_list:
                 
+        segment_averages_detail(
+            [analysis_date], 
+            segment_type, 
+            group_cols = OPERATOR_COLS + SHAPE_STOP_COLS + ROUTE_DIR_COLS + STOP_PAIR_COLS,
+            export_file = SHAPE_SEG_DETAIL_FILE
+        )
+        
         segment_averages(
             [analysis_date], 
             segment_type, 
diff --git a/rt_segment_speeds/segment_speed_utils/gtfs_schedule_wrangling.py b/rt_segment_speeds/segment_speed_utils/gtfs_schedule_wrangling.py
index d73c378bd..b98470d7a 100644
--- a/rt_segment_speeds/segment_speed_utils/gtfs_schedule_wrangling.py
+++ b/rt_segment_speeds/segment_speed_utils/gtfs_schedule_wrangling.py
@@ -122,6 +122,18 @@ def add_weekday_weekend_column(df: pd.DataFrame, category_dict: dict = time_help
     
     return df
     
+def count_trips_by_group(df: pd.DataFrame, group_cols: list):
+    """
+    Given a df with trip_instance_key and an arbitrary list of 
+    group_cols, return trip counts by group.
+    """
+    assert "trip_instance_key" in df.columns
+    df = (df.groupby(group_cols)
+               .agg({"trip_instance_key": "count"})
+               .reset_index()
+      )
+    df = df.rename(columns = {"trip_instance_key": "n_trips"})
+    return df
     
 def aggregate_time_of_day_to_peak_offpeak(
     df: pd.DataFrame,
@@ -141,23 +153,13 @@ def aggregate_time_of_day_to_peak_offpeak(
     
     df = add_peak_offpeak_column(df)
     
-    all_day = (df.groupby(group_cols)
-               .agg({"trip_instance_key": "count"})
-               .reset_index()
-               .assign(time_period = "all_day")
-              )
-    
-    peak_offpeak = (df.groupby(group_cols + ["peak_offpeak"])
-                    .agg({"trip_instance_key": "count"})
-                    .reset_index()
-                    .rename(columns = {"peak_offpeak": "time_period"})
-                   )
+    all_day = count_trips_by_group(df, group_cols).assign(time_period = "all_day")
+    peak_offpeak = count_trips_by_group(df, group_cols + ["peak_offpeak"]).rename({"peak_offpeak":"time_period"})
     
     df2 = pd.concat(
         [all_day, peak_offpeak], 
         axis=0, ignore_index = True
-    ).rename(columns = {"trip_instance_key": "n_trips"})
-
+    )
     
     # Add service frequency (trips per hour)
     # there are different number of hours in peak and offpeak periods
@@ -513,6 +515,52 @@ def merge_operator_identifiers(
     
     return df
 
+def merge_route_identifiers(
+    df: pd.DataFrame,
+    analysis_date: str,
+) -> pd.DataFrame:
+    """
+    Merge in route_short_name given df with route_id,
+    schedule_gtfs_dataset_key.
+    Can't group by route_short_name or route_long_name in pipeline since either can
+    be nan per GTFS spec; grouping will result in those being dropped which is
+    undesireable. 
+    """
+    keep_trip_cols = ['gtfs_dataset_key', 'route_id', 'route_short_name']
+    trips = helpers.import_scheduled_trips(analysis_date, columns=keep_trip_cols)
+    trips = trips.rename(
+        columns={'gtfs_dataset_key': 'schedule_gtfs_dataset_key'})
+    routes = trips.drop_duplicates()
+    df = pd.merge(
+        df,
+        routes,
+        on = ["schedule_gtfs_dataset_key", "route_id"],
+        how = "inner"
+    )
+    
+    return df
+
+def get_sched_trips_hr(analysis_date: str) -> pd.DataFrame:
+    """
+    For speedmaps (and other analyses), it's helpful to have scheduled
+    frequency available. Currently only supports detailed time of day.
+    """
+    keep_trip_cols = ['trip_instance_key', 'gtfs_dataset_key', 'route_id',
+                      'shape_id']
+    trips = helpers.import_scheduled_trips(analysis_date, columns=keep_trip_cols)
+    trips = trips.rename(
+        columns={'gtfs_dataset_key': 'schedule_gtfs_dataset_key'})
+    time_buckets = get_trip_time_buckets(analysis_date)
+    trips = pd.merge(trips, time_buckets, on='trip_instance_key', how='inner')
+    schedule_trip_counts = count_trips_by_group(trips,
+                                    ['route_id', 'shape_id',
+                                    'time_of_day', 'schedule_gtfs_dataset_key']
+                            )
+    durations = rt_utils.time_of_day_durations()
+    schedule_trip_counts['trips_hr'] = schedule_trip_counts.apply(
+                                        lambda x: x.n_trips / durations[x.time_of_day], axis=1)
+    return schedule_trip_counts
+    
 
 def fill_missing_stop_sequence1(df: pd.DataFrame) -> pd.DataFrame:
     """