diff --git a/ca_transit_speed_maps/01_new_speedmaps.ipynb b/ca_transit_speed_maps/01_new_speedmaps.ipynb
index dd18c87f5..a19e03f14 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": 70,
    "id": "46898b5c-b5cc-4096-ab68-8c3e42fab870",
    "metadata": {},
    "outputs": [],
@@ -27,7 +27,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": 71,
    "id": "cf3d8814-6f22-4a22-8b03-429ebb63a397",
    "metadata": {},
    "outputs": [],
@@ -37,7 +37,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 36,
+   "execution_count": 72,
    "id": "9f15ed6a-5ab7-4f57-9695-3f762781b74c",
    "metadata": {
     "tags": [
@@ -52,7 +52,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 73,
    "id": "a639fd84-29ca-4678-b568-2b1022701e14",
    "metadata": {},
    "outputs": [],
@@ -65,7 +65,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 38,
+   "execution_count": 74,
    "id": "eea40f4b-c378-4b70-a80b-bbe79f8441bf",
    "metadata": {
     "tags": []
@@ -78,7 +78,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 39,
+   "execution_count": 75,
    "id": "c54b78fd-de92-45d9-b54d-49c5b88945c7",
    "metadata": {},
    "outputs": [
@@ -140,7 +140,7 @@
        "42  0666caf3ec1ecc96b74f4477ee4bc939  speedmap_segs_available  "
       ]
      },
-     "execution_count": 39,
+     "execution_count": 75,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -151,7 +151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 40,
+   "execution_count": 76,
    "id": "1b9762c8-0235-4d8f-b7a4-20a3213eb45e",
    "metadata": {},
    "outputs": [],
@@ -161,7 +161,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 41,
+   "execution_count": 77,
    "id": "9302c0ad-1201-4c5a-8267-ec52719cf777",
    "metadata": {},
    "outputs": [],
@@ -171,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": 78,
    "id": "19dbeff0-faf6-43e3-9edf-6e68dfeceeac",
    "metadata": {},
    "outputs": [],
@@ -181,7 +181,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": 79,
    "id": "9f3c4c93-a5f5-40d7-9315-63e4fecbd738",
    "metadata": {},
    "outputs": [],
@@ -191,7 +191,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 69,
+   "execution_count": 80,
    "id": "e35e835e-9041-4735-917b-2517532e6166",
    "metadata": {},
    "outputs": [
@@ -220,14 +220,13 @@
        "      <th>shape_array_key</th>\n",
        "      <th>shape_id</th>\n",
        "      <th>route_id</th>\n",
-       "      <th>route_short_name</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_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",
@@ -237,23 +236,23 @@
        "      <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>9729</th>\n",
+       "      <th>5265</th>\n",
        "      <td>0666caf3ec1ecc96b74f4477ee4bc939</td>\n",
        "      <td>1d801329ec1c7b1da3460ede3c0fe8bc</td>\n",
        "      <td>1200106_JUNE24</td>\n",
        "      <td>120-13183</td>\n",
-       "      <td>120</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>16644__14345</td>\n",
        "      <td>Whittwood Center__Santa Gertrudes / Starbuck</td>\n",
        "      <td>16644-14345-1</td>\n",
        "      <td>AM Peak</td>\n",
        "      <td>14.49</td>\n",
        "      <td>...</td>\n",
-       "      <td>13.00</td>\n",
        "      <td>16.38</td>\n",
        "      <td>LA Metro Bus Schedule</td>\n",
        "      <td>07 - Los Angeles</td>\n",
@@ -263,21 +262,21 @@
        "      <td>LINESTRING (-117.99579 33.94440, -117.99579 33...</td>\n",
        "      <td>4</td>\n",
        "      <td>1.333333</td>\n",
+       "      <td>120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9730</th>\n",
+       "      <th>5266</th>\n",
        "      <td>0666caf3ec1ecc96b74f4477ee4bc939</td>\n",
        "      <td>1d801329ec1c7b1da3460ede3c0fe8bc</td>\n",
        "      <td>1200106_JUNE24</td>\n",
        "      <td>120-13183</td>\n",
-       "      <td>120</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>14345__14346</td>\n",
        "      <td>Santa Gertrudes / Starbuck__Santa Gertrudes / ...</td>\n",
        "      <td>14345-14346-1</td>\n",
        "      <td>AM Peak</td>\n",
        "      <td>26.67</td>\n",
        "      <td>...</td>\n",
-       "      <td>22.58</td>\n",
        "      <td>28.96</td>\n",
        "      <td>LA Metro Bus Schedule</td>\n",
        "      <td>07 - Los Angeles</td>\n",
@@ -287,21 +286,21 @@
        "      <td>LINESTRING (-117.99307 33.93974, -117.99307 33...</td>\n",
        "      <td>4</td>\n",
        "      <td>1.333333</td>\n",
+       "      <td>120</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9731</th>\n",
+       "      <th>5267</th>\n",
        "      <td>0666caf3ec1ecc96b74f4477ee4bc939</td>\n",
        "      <td>1d801329ec1c7b1da3460ede3c0fe8bc</td>\n",
        "      <td>1200106_JUNE24</td>\n",
        "      <td>120-13183</td>\n",
-       "      <td>120</td>\n",
+       "      <td>1.0</td>\n",
        "      <td>14346__14344</td>\n",
        "      <td>Santa Gertrudes / Yermo__Santa Gertrudes / Lef...</td>\n",
        "      <td>14346-14344-1</td>\n",
        "      <td>AM Peak</td>\n",
        "      <td>11.10</td>\n",
        "      <td>...</td>\n",
-       "      <td>7.31</td>\n",
        "      <td>16.04</td>\n",
        "      <td>LA Metro Bus Schedule</td>\n",
        "      <td>07 - Los Angeles</td>\n",
@@ -311,62 +310,63 @@
        "      <td>LINESTRING (-117.99308 33.93630, -117.99308 33...</td>\n",
        "      <td>4</td>\n",
        "      <td>1.333333</td>\n",
+       "      <td>120</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>3 rows × 21 columns</p>\n",
+       "<p>3 rows × 22 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
        "             schedule_gtfs_dataset_key                   shape_array_key  \\\n",
-       "9729  0666caf3ec1ecc96b74f4477ee4bc939  1d801329ec1c7b1da3460ede3c0fe8bc   \n",
-       "9730  0666caf3ec1ecc96b74f4477ee4bc939  1d801329ec1c7b1da3460ede3c0fe8bc   \n",
-       "9731  0666caf3ec1ecc96b74f4477ee4bc939  1d801329ec1c7b1da3460ede3c0fe8bc   \n",
+       "5265  0666caf3ec1ecc96b74f4477ee4bc939  1d801329ec1c7b1da3460ede3c0fe8bc   \n",
+       "5266  0666caf3ec1ecc96b74f4477ee4bc939  1d801329ec1c7b1da3460ede3c0fe8bc   \n",
+       "5267  0666caf3ec1ecc96b74f4477ee4bc939  1d801329ec1c7b1da3460ede3c0fe8bc   \n",
        "\n",
-       "            shape_id   route_id route_short_name     stop_pair  \\\n",
-       "9729  1200106_JUNE24  120-13183              120  16644__14345   \n",
-       "9730  1200106_JUNE24  120-13183              120  14345__14346   \n",
-       "9731  1200106_JUNE24  120-13183              120  14346__14344   \n",
+       "            shape_id   route_id  direction_id     stop_pair  \\\n",
+       "5265  1200106_JUNE24  120-13183           1.0  16644__14345   \n",
+       "5266  1200106_JUNE24  120-13183           1.0  14345__14346   \n",
+       "5267  1200106_JUNE24  120-13183           1.0  14346__14344   \n",
        "\n",
        "                                         stop_pair_name     segment_id  \\\n",
-       "9729       Whittwood Center__Santa Gertrudes / Starbuck  16644-14345-1   \n",
-       "9730  Santa Gertrudes / Starbuck__Santa Gertrudes / ...  14345-14346-1   \n",
-       "9731  Santa Gertrudes / Yermo__Santa Gertrudes / Lef...  14346-14344-1   \n",
+       "5265       Whittwood Center__Santa Gertrudes / Starbuck  16644-14345-1   \n",
+       "5266  Santa Gertrudes / Starbuck__Santa Gertrudes / ...  14345-14346-1   \n",
+       "5267  Santa Gertrudes / Yermo__Santa Gertrudes / Lef...  14346-14344-1   \n",
        "\n",
-       "     time_of_day  p50_mph  ...  p20_mph  p80_mph                   name  \\\n",
-       "9729     AM Peak    14.49  ...    13.00    16.38  LA Metro Bus Schedule   \n",
-       "9730     AM Peak    26.67  ...    22.58    28.96  LA Metro Bus Schedule   \n",
-       "9731     AM Peak    11.10  ...     7.31    16.04  LA Metro Bus Schedule   \n",
+       "     time_of_day  p50_mph  ...  p80_mph                   name  \\\n",
+       "5265     AM Peak    14.49  ...    16.38  LA Metro Bus Schedule   \n",
+       "5266     AM Peak    26.67  ...    28.96  LA Metro Bus Schedule   \n",
+       "5267     AM Peak    11.10  ...    16.04  LA Metro Bus Schedule   \n",
        "\n",
-       "     caltrans_district organization_source_record_id  \\\n",
-       "9729  07 - Los Angeles             recPnGkwdpnr8jmHB   \n",
-       "9730  07 - Los Angeles             recPnGkwdpnr8jmHB   \n",
-       "9731  07 - Los Angeles             recPnGkwdpnr8jmHB   \n",
+       "      caltrans_district organization_source_record_id  \\\n",
+       "5265   07 - Los Angeles             recPnGkwdpnr8jmHB   \n",
+       "5266   07 - Los Angeles             recPnGkwdpnr8jmHB   \n",
+       "5267   07 - Los Angeles             recPnGkwdpnr8jmHB   \n",
        "\n",
        "                                      organization_name  \\\n",
-       "9729  Los Angeles County Metropolitan Transportation...   \n",
-       "9730  Los Angeles County Metropolitan Transportation...   \n",
-       "9731  Los Angeles County Metropolitan Transportation...   \n",
+       "5265  Los Angeles County Metropolitan Transportation...   \n",
+       "5266  Los Angeles County Metropolitan Transportation...   \n",
+       "5267  Los Angeles County Metropolitan Transportation...   \n",
        "\n",
        "                                             base64_url  \\\n",
-       "9729  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
-       "9730  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
-       "9731  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
+       "5265  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
+       "5266  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
+       "5267  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
        "\n",
        "                                               geometry n_trips_sch  \\\n",
-       "9729  LINESTRING (-117.99579 33.94440, -117.99579 33...           4   \n",
-       "9730  LINESTRING (-117.99307 33.93974, -117.99307 33...           4   \n",
-       "9731  LINESTRING (-117.99308 33.93630, -117.99308 33...           4   \n",
+       "5265  LINESTRING (-117.99579 33.94440, -117.99579 33...           4   \n",
+       "5266  LINESTRING (-117.99307 33.93974, -117.99307 33...           4   \n",
+       "5267  LINESTRING (-117.99308 33.93630, -117.99308 33...           4   \n",
        "\n",
-       "      trips_hr_sch  \n",
-       "9729      1.333333  \n",
-       "9730      1.333333  \n",
-       "9731      1.333333  \n",
+       "     trips_hr_sch  route_short_name  \n",
+       "5265     1.333333               120  \n",
+       "5266     1.333333               120  \n",
+       "5267     1.333333               120  \n",
        "\n",
-       "[3 rows x 21 columns]"
+       "[3 rows x 22 columns]"
       ]
      },
-     "execution_count": 69,
+     "execution_count": 80,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -377,7 +377,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 45,
+   "execution_count": 81,
    "id": "f87584fb-f37d-4869-ba5d-af70a5a0e0e3",
    "metadata": {},
    "outputs": [],
@@ -387,7 +387,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 46,
+   "execution_count": 82,
    "id": "edc84eda-ce2b-481f-ac78-6b7209cb25f4",
    "metadata": {},
    "outputs": [],
@@ -407,7 +407,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 47,
+   "execution_count": null,
    "id": "6af2c7fd-b769-4fbf-bbcf-75080972cc67",
    "metadata": {},
    "outputs": [],
@@ -417,7 +417,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 48,
+   "execution_count": null,
    "id": "cedc030e-8d19-4a0b-b3a5-5a3d6c0dce23",
    "metadata": {},
    "outputs": [],
@@ -428,180 +428,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 49,
+   "execution_count": null,
    "id": "87c7db4f-3da9-4ba4-915b-88432a841b39",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<style scoped>\n",
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-       "\n",
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-       "</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>34253</th>\n",
-       "      <td>0666caf3ec1ecc96b74f4477ee4bc939</td>\n",
-       "      <td>4901c1a3b0efda4363bafac83036f8af</td>\n",
-       "      <td>1110423_JUNE24</td>\n",
-       "      <td>111-13183</td>\n",
-       "      <td>111</td>\n",
-       "      <td>12569__14726</td>\n",
-       "      <td>Studebaker / Borson__Studebaker / Imperial</td>\n",
-       "      <td>12569-14726-1</td>\n",
-       "      <td>AM Peak</td>\n",
-       "      <td>8.59</td>\n",
-       "      <td>...</td>\n",
-       "      <td>8.59</td>\n",
-       "      <td>8.59</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 ((175823.879 -453844.437, 175808.618 -...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.333333</td>\n",
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-       "    <tr>\n",
-       "      <th>34254</th>\n",
-       "      <td>0666caf3ec1ecc96b74f4477ee4bc939</td>\n",
-       "      <td>4901c1a3b0efda4363bafac83036f8af</td>\n",
-       "      <td>1110423_JUNE24</td>\n",
-       "      <td>111-13183</td>\n",
-       "      <td>111</td>\n",
-       "      <td>14726__14724</td>\n",
-       "      <td>Studebaker / Imperial__Studebaker / Firestone</td>\n",
-       "      <td>14726-14724-1</td>\n",
-       "      <td>AM Peak</td>\n",
-       "      <td>7.14</td>\n",
-       "      <td>...</td>\n",
-       "      <td>7.14</td>\n",
-       "      <td>7.14</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 ((175820.029 -453597.893, 175804.674 -...</td>\n",
-       "      <td>1</td>\n",
-       "      <td>0.333333</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "<p>2 rows × 21 columns</p>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "              schedule_gtfs_dataset_key                   shape_array_key  \\\n",
-       "34253  0666caf3ec1ecc96b74f4477ee4bc939  4901c1a3b0efda4363bafac83036f8af   \n",
-       "34254  0666caf3ec1ecc96b74f4477ee4bc939  4901c1a3b0efda4363bafac83036f8af   \n",
-       "\n",
-       "             shape_id   route_id route_short_name     stop_pair  \\\n",
-       "34253  1110423_JUNE24  111-13183              111  12569__14726   \n",
-       "34254  1110423_JUNE24  111-13183              111  14726__14724   \n",
-       "\n",
-       "                                      stop_pair_name     segment_id  \\\n",
-       "34253     Studebaker / Borson__Studebaker / Imperial  12569-14726-1   \n",
-       "34254  Studebaker / Imperial__Studebaker / Firestone  14726-14724-1   \n",
-       "\n",
-       "      time_of_day  p50_mph  ...  p20_mph  p80_mph                   name  \\\n",
-       "34253     AM Peak     8.59  ...     8.59     8.59  LA Metro Bus Schedule   \n",
-       "34254     AM Peak     7.14  ...     7.14     7.14  LA Metro Bus Schedule   \n",
-       "\n",
-       "      caltrans_district organization_source_record_id  \\\n",
-       "34253  07 - Los Angeles             recPnGkwdpnr8jmHB   \n",
-       "34254  07 - Los Angeles             recPnGkwdpnr8jmHB   \n",
-       "\n",
-       "                                       organization_name  \\\n",
-       "34253  Los Angeles County Metropolitan Transportation...   \n",
-       "34254  Los Angeles County Metropolitan Transportation...   \n",
-       "\n",
-       "                                              base64_url  \\\n",
-       "34253  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
-       "34254  aHR0cHM6Ly9naXRsYWIuY29tL0xBQ01UQS9ndGZzX2J1cy...   \n",
-       "\n",
-       "                                                geometry n_trips_sch  \\\n",
-       "34253  POLYGON ((175823.879 -453844.437, 175808.618 -...           1   \n",
-       "34254  POLYGON ((175820.029 -453597.893, 175804.674 -...           1   \n",
-       "\n",
-       "       trips_hr_sch  \n",
-       "34253      0.333333  \n",
-       "34254      0.333333  \n",
-       "\n",
-       "[2 rows x 21 columns]"
-      ]
-     },
-     "execution_count": 49,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "peak_test >> head(2)"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 50,
+   "execution_count": null,
    "id": "e7c32718-4eb2-4c2b-aba0-cca397aaabf3",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "Index(['schedule_gtfs_dataset_key', 'shape_array_key', 'shape_id', 'route_id',\n",
-       "       'route_short_name', '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'],\n",
-       "      dtype='object')"
-      ]
-     },
-     "execution_count": 50,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "peak_test.columns"
    ]
@@ -616,18 +456,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 58,
+   "execution_count": null,
    "id": "10a3ff1d-04f8-40b8-ab91-5ef96fde9b6a",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "writing to calitp-map-tiles/testing/182_new.geojson.gz\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "speedmap_state = shared_utils.rt_utils.set_state_export(\n",
     "                                    peak_test, filename=f'{itp_id}_new', map_type='speedmap',\n",
@@ -637,31 +469,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 59,
+   "execution_count": null,
    "id": "75f2695e-4b80-4d91-8dce-1fa8e347729b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/plain": [
-       "{'state_dict': {'name': 'null',\n",
-       "  'layers': [{'name': 'Speedmap Segs Early AM 2024-10-16',\n",
-       "    'url': 'https://storage.googleapis.com/calitp-map-tiles/testing/182_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': (34.05429096594501, -118.29944262320139),\n",
-       "  'zoom': 13,\n",
-       "  'legend_url': 'https://storage.googleapis.com/calitp-map-tiles/speeds_legend_color_access.svg'},\n",
-       " 'spa_link': 'https://embeddable-maps.calitp.org/?state=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'}"
-      ]
-     },
-     "execution_count": 59,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "speedmap_state"
    ]
diff --git a/rt_segment_speeds/40_speedmap_scratchpad.ipynb b/rt_segment_speeds/40_speedmap_scratchpad.ipynb
index 646c1b5f1..63e836a57 100644
--- a/rt_segment_speeds/40_speedmap_scratchpad.ipynb
+++ b/rt_segment_speeds/40_speedmap_scratchpad.ipynb
@@ -972,7 +972,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 37,
+   "execution_count": 17,
    "id": "32cf4f45-bf10-4edf-a525-7804ea7ada47",
    "metadata": {},
    "outputs": [],
@@ -992,7 +992,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 42,
+   "execution_count": null,
    "id": "ef401846-f54c-4805-a7aa-53ed1b630837",
    "metadata": {},
    "outputs": [],
@@ -1002,66 +1002,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 43,
+   "execution_count": null,
    "id": "ffcec5ce-dcc2-402b-bef0-60f6bd25dd77",
    "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>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_period</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",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "Empty GeoDataFrame\n",
-       "Columns: [schedule_gtfs_dataset_key, route_id, route_short_name, stop_pair, stop_pair_name, segment_id, time_period, p50_mph, n_trips, p20_mph, p80_mph, name, caltrans_district, organization_source_record_id, organization_name, base64_url, geometry]\n",
-       "Index: []"
-      ]
-     },
-     "execution_count": 43,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "speedmap_segs >> filter(_.route_id.str.contains('910'))"
    ]
diff --git a/rt_segment_speeds/logs/avg_speeds.log b/rt_segment_speeds/logs/avg_speeds.log
index d46d0d878..f2447451f 100644
--- a/rt_segment_speeds/logs/avg_speeds.log
+++ b/rt_segment_speeds/logs/avg_speeds.log
@@ -540,3 +540,6 @@
 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