diff --git a/ntd/TEST_monthly_ridership_report.ipynb b/ntd/TEST_monthly_ridership_report.ipynb
index aeea6cbdc..30de28eac 100644
--- a/ntd/TEST_monthly_ridership_report.ipynb
+++ b/ntd/TEST_monthly_ridership_report.ipynb
@@ -2,18 +2,19 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "15e15e64-5776-4b05-813d-22d1d58379d8",
    "metadata": {},
    "outputs": [],
    "source": [
     "import sys\n",
-    "sys.path.append(\"../bus_service_increase\") "
+    "sys.path.append(\"../bus_service_increase\") \n",
+    "sys.path.append(\"../starter_kit\") # to test out style_df function"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "39433d1d-c54e-475c-878e-78c992d0eb58",
    "metadata": {},
    "outputs": [],
@@ -32,6 +33,7 @@
     "from calitp_data_analysis import calitp_color_palette as cp\n",
     "from update_vars import PUBLIC_FILENAME, YEAR, MONTH\n",
     "from TEST_monthly_ridership_by_rtpa import sum_by_group\n",
+    "from _starterkit_utils import style_df\n",
     "#from monthly_ridership_by_rtpa import get_percent_change\n",
     "#from shared_utils.rt_dates import MONTH_DICT\n",
     "\n",
@@ -44,7 +46,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "798b9f83-ee62-489d-bc7c-9d1542af0a29",
    "metadata": {
     "tags": [
@@ -54,24 +56,17 @@
    "outputs": [],
    "source": [
     "# parameters cell for local\n",
-    "#rtpa = \"Metropolitan Transportation Commission\" # lots of reporters\n",
-    "rtpa = \"Butte County Association of Governments\" # 2 reporters "
+    "rtpa = \"Metropolitan Transportation Commission\" # lots of reporters\n",
+    "#rtpa = \"Butte County Association of Governments\" # 2 reporters \n",
+    "#rtpa = \"San Joaquin Council of Governments\" # 4 reporters"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "f649dd2e-d38b-439c-94cd-a7480dc77511",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{\"rtpa\": \"Butte County Association of Governments\"}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%capture_parameters\n",
     "rtpa"
@@ -99,26 +94,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "937118f4-c4b3-4702-8ea2-ec43c5b7bd10",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "        <a href=https://console.cloud.google.com/storage/browser/calitp-publish-data-analysis>\n",
-       "        Download the latest month of data: 2024_November.zip</a>\n",
-       "        "
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "URL = (\"https://console.cloud.google.com/storage/\"\n",
     "       \"browser/calitp-publish-data-analysis\"\n",
@@ -136,7 +115,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "cf017b79-26d5-455b-8c99-e9ba27d2dd77",
    "metadata": {},
    "outputs": [],
@@ -155,57 +134,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "79364807-66b3-4917-acd9-17230400dfab",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "<class 'pandas.core.frame.DataFrame'>\n",
-      "Int64Index: 332 entries, 23658 to 87718\n",
-      "Data columns (total 26 columns):\n",
-      " #   Column             Non-Null Count  Dtype   \n",
-      "---  ------             --------------  -----   \n",
-      " 0   key                332 non-null    object  \n",
-      " 1   ntd_id             332 non-null    object  \n",
-      " 2   legacy_ntd_id      332 non-null    object  \n",
-      " 3   agency             332 non-null    object  \n",
-      " 4   reporter_type      332 non-null    object  \n",
-      " 5   period_year_month  332 non-null    object  \n",
-      " 6   period_year        332 non-null    int64   \n",
-      " 7   period_month       332 non-null    int64   \n",
-      " 8   uza_name           332 non-null    object  \n",
-      " 9   primary_uza_code   332 non-null    object  \n",
-      " 10  _3_mode            332 non-null    object  \n",
-      " 11  mode_name          332 non-null    object  \n",
-      " 12  service_type       332 non-null    object  \n",
-      " 13  Status             332 non-null    object  \n",
-      " 14  upt                166 non-null    float64 \n",
-      " 15  vrm                166 non-null    float64 \n",
-      " 16  vrh                166 non-null    float64 \n",
-      " 17  voms               166 non-null    float64 \n",
-      " 18  _dt                332 non-null    object  \n",
-      " 19  RTPA               332 non-null    object  \n",
-      " 20  _merge             332 non-null    category\n",
-      " 21  previous_y_m_upt   166 non-null    float64 \n",
-      " 22  change_1yr         166 non-null    float64 \n",
-      " 23  pct_change_1yr     166 non-null    float64 \n",
-      " 24  Mode               332 non-null    object  \n",
-      " 25  TOS                332 non-null    object  \n",
-      "dtypes: category(1), float64(7), int64(2), object(16)\n",
-      "memory usage: 67.9+ KB\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "df.info()"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "bf36cb45-9594-4b4f-a8f0-39be6e5a450c",
    "metadata": {},
    "outputs": [],
@@ -232,7 +171,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "804b1166-9261-4cb9-8bde-b5e0f95c628d",
    "metadata": {},
    "outputs": [],
@@ -273,7 +212,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "cfc7efc0-03b4-4917-8277-d897c8a1779e",
    "metadata": {},
    "outputs": [],
@@ -314,7 +253,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "f52e71b2-1ad8-4713-9500-9f97cbcfc2c2",
    "metadata": {},
    "outputs": [],
@@ -356,7 +295,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "d8b92608-f81b-452b-916a-72285d67b392",
    "metadata": {},
    "outputs": [],
@@ -384,7 +323,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "6db38c9c-47b8-4887-a9fc-cf82c2c4eea5",
    "metadata": {},
    "outputs": [],
@@ -411,7 +350,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "2d299cdb-21ba-4bf6-b6fb-3d64f02d59e5",
    "metadata": {},
    "outputs": [],
@@ -441,7 +380,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "1bca9016-0024-44e0-b0a0-e11a313ca308",
    "metadata": {},
    "outputs": [],
@@ -459,7 +398,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
    "id": "1606b9e3-1311-40ea-aec8-1fa4ac0c2522",
    "metadata": {},
    "outputs": [],
@@ -480,7 +419,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "53510310-eaea-400d-af32-20f4c8773514",
    "metadata": {},
    "outputs": [],
@@ -522,7 +461,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "f59f697a-912a-4dfe-bcac-02c9fc50b55d",
    "metadata": {},
    "outputs": [],
@@ -579,7 +518,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "118b82e3-59f7-4ad4-81da-208fbcfa8280",
    "metadata": {},
    "outputs": [],
@@ -603,7 +542,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 33,
+   "execution_count": null,
    "id": "413d77c9-b2cc-4847-9039-aa4d0caa64de",
    "metadata": {
     "tags": []
@@ -641,28 +580,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "e4214ddd-c5b6-407f-9287-0573669adf4f",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "\n",
-       "Within Butte County Association of Governments:\n",
-       "- Number of Agencies/Operators: <b>2</b>.\n",
-       "- Total Unlinked Passenger Trips since 2018: <b>5,085,443.0</b>.\n",
-       "- Individual agency/operator ridership breakdown:\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "Markdown(f\"\"\"\n",
     "Within {rtpa}:\n",
@@ -674,154 +595,50 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "6b849d54-f0a5-47b1-84ef-a669c5258261",
    "metadata": {
     "tags": []
    },
-   "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>agency</th>\n",
-       "      <th>total_upt</th>\n",
-       "      <th>pct_of_total_upt</th>\n",
-       "    </tr>\n",
-       "  </thead>\n",
-       "  <tbody>\n",
-       "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>Butte County Association of Governments</td>\n",
-       "      <td>5085443</td>\n",
-       "      <td>100.0</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>Chico Area Transit System City of Chico</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0.0</td>\n",
-       "    </tr>\n",
-       "  </tbody>\n",
-       "</table>\n",
-       "</div>"
-      ],
-      "text/plain": [
-       "                                    agency  total_upt  pct_of_total_upt\n",
-       "0  Butte County Association of Governments    5085443             100.0\n",
-       "1  Chico Area Transit System City of Chico          0               0.0"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "display(agency_agg_yr.reset_index(drop=True))"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 34,
+   "execution_count": null,
+   "id": "2714c6eb-c1ea-4bbd-be69-cfc5dd16aa75",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_html= agency_agg_yr.reset_index(drop=True).to_html()\n",
+    "\n",
+    "print(df_html)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "38030feb-70e6-402f-8b77-3242076c0bc9",
+   "metadata": {
+    "tags": []
+   },
+   "outputs": [],
+   "source": [
+    "df_markdown= agency_agg_yr.reset_index(drop=True).to_markdown()\n",
+    "\n",
+    "print(df_markdown)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "7e5b1217-5c1d-4795-9eef-c25b245c9af3",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-f575aa385bf84ff489d7cb99d35d10b3.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
-       "  #altair-viz-f575aa385bf84ff489d7cb99d35d10b3.vega-embed details,\n",
-       "  #altair-viz-f575aa385bf84ff489d7cb99d35d10b3.vega-embed details summary {\n",
-       "    position: relative;\n",
-       "  }\n",
-       "</style>\n",
-       "<div id=\"altair-viz-f575aa385bf84ff489d7cb99d35d10b3\"></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-f575aa385bf84ff489d7cb99d35d10b3\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-f575aa385bf84ff489d7cb99d35d10b3\");\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: ${err.message}`));\n",
-       "    } else {\n",
-       "      maybeLoadScript(\"vega\", \"5\")\n",
-       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
-       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
-       "        .catch(showError)\n",
-       "        .then(() => displayChart(vegaEmbed));\n",
-       "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f49da3c9a13997b1de02aedbe63c140c\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"agency\", \"scale\": {\"range\": [\"#2EA8CE\", \"#EB9F3C\", \"#F4D837\", \"#51BF9D\", \"#8CBCCB\", \"#9487C0\", \"#136C97\", \"#E16B26\", \"#F6BF16\", \"#00896B\", \"#7790A3\", \"#5B559C\"]}, \"title\": \"\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"total_upt\", \"type\": \"quantitative\"}, {\"field\": \"pct_of_total_upt\", \"type\": \"quantitative\"}], \"x\": {\"field\": \"agency\", \"sort\": \"-y\", \"type\": \"nominal\"}, \"y\": {\"field\": \"total_upt\", \"type\": \"quantitative\"}}, \"height\": 150, \"params\": [{\"name\": \"param_10\", \"select\": {\"type\": \"interval\", \"encodings\": [\"x\", \"y\"]}, \"bind\": \"scales\"}], \"resolve\": {\"scale\": {\"y\": \"independent\"}}, \"title\": \"Total Unlinked Passenger Trips per agency in RTPA since 2018\", \"width\": 300, \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.17.0.json\", \"datasets\": {\"data-f49da3c9a13997b1de02aedbe63c140c\": [{\"agency\": \"Butte County Association of Governments\", \"total_upt\": 5085443, \"pct_of_total_upt\": 100.0}, {\"agency\": \"Chico Area Transit System City of Chico\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.Chart(...)"
-      ]
-     },
-     "execution_count": 34,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "tooltip_list = [\"agency\",\"total_upt\",\"pct_of_total_upt\"]\n",
     "\n",
@@ -834,89 +651,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 24,
+   "execution_count": null,
    "id": "da59f86f-ba3c-4398-95ad-ad84e0ada732",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-a5bf282ed5cf45ef9d3c368fbbf76938.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
-       "  #altair-viz-a5bf282ed5cf45ef9d3c368fbbf76938.vega-embed details,\n",
-       "  #altair-viz-a5bf282ed5cf45ef9d3c368fbbf76938.vega-embed details summary {\n",
-       "    position: relative;\n",
-       "  }\n",
-       "</style>\n",
-       "<div id=\"altair-viz-a5bf282ed5cf45ef9d3c368fbbf76938\"></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-a5bf282ed5cf45ef9d3c368fbbf76938\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-a5bf282ed5cf45ef9d3c368fbbf76938\");\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: ${err.message}`));\n",
-       "    } else {\n",
-       "      maybeLoadScript(\"vega\", \"5\")\n",
-       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
-       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
-       "        .catch(showError)\n",
-       "        .then(() => displayChart(vegaEmbed));\n",
-       "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-f49da3c9a13997b1de02aedbe63c140c\"}, \"mark\": {\"type\": \"arc\", \"radius\": 150}, \"encoding\": {\"color\": {\"field\": \"agency\", \"type\": \"nominal\"}, \"theta\": {\"field\": \"total_upt\", \"type\": \"quantitative\"}, \"tooltip\": [{\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"total_upt\", \"type\": \"quantitative\"}, {\"field\": \"pct_of_total_upt\", \"type\": \"quantitative\"}]}, \"title\": \"Total Unlinked Passenger Trips per agency in RTPA since 2018\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.17.0.json\", \"datasets\": {\"data-f49da3c9a13997b1de02aedbe63c140c\": [{\"agency\": \"Butte County Association of Governments\", \"total_upt\": 5085443, \"pct_of_total_upt\": 100.0}, {\"agency\": \"Chico Area Transit System City of Chico\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.Chart(...)"
-      ]
-     },
-     "execution_count": 24,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_pie_chart(agency_agg_yr, col = \"total_upt\", color_col=\"agency\")\n"
    ]
@@ -931,89 +669,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 25,
+   "execution_count": null,
    "id": "c068b244-f4c2-4ae7-9153-d2724ee9f5c2",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-dc06c1de420c4e47b50bd8c51732f5ab.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
-       "  #altair-viz-dc06c1de420c4e47b50bd8c51732f5ab.vega-embed details,\n",
-       "  #altair-viz-dc06c1de420c4e47b50bd8c51732f5ab.vega-embed details summary {\n",
-       "    position: relative;\n",
-       "  }\n",
-       "</style>\n",
-       "<div id=\"altair-viz-dc06c1de420c4e47b50bd8c51732f5ab\"></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-dc06c1de420c4e47b50bd8c51732f5ab\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-dc06c1de420c4e47b50bd8c51732f5ab\");\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-18295936b8e4253b4ac5c0fef9a17228\"}, \"facet\": {\"field\": \"agency\", \"type\": \"nominal\"}, \"spec\": {\"mark\": {\"type\": \"line\"}, \"encoding\": {\"color\": {\"field\": \"agency\", \"scale\": {\"range\": [\"#2EA8CE\", \"#EB9F3C\", \"#F4D837\", \"#51BF9D\", \"#8CBCCB\", \"#9487C0\", \"#136C97\", \"#E16B26\", \"#F6BF16\", \"#00896B\", \"#7790A3\", \"#5B559C\"]}, \"title\": \"\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"period_year_month\", \"type\": \"nominal\"}, {\"field\": \"upt\", \"type\": \"quantitative\"}, {\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"RTPA\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"values\": [\"2018-01\", \"2018-06\", \"2019-01\", \"2019-06\", \"2020-01\", \"2020-06\", \"2021-01\", \"2021-06\", \"2022-01\", \"2022-06\", \"2023-01\", \"2023-06\", \"2024-01\", \"2024-06\"]}, \"field\": 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{\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2023, \"period_month\": 10, \"period_year_month\": \"2023-10\", \"upt\": 70823.0, \"previous_y_m_upt\": 64360.0, \"change_1yr\": 6463.0, \"pct_change_1yr\": 9.13}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2023, \"period_month\": 11, \"period_year_month\": \"2023-11\", \"upt\": 59220.0, \"previous_y_m_upt\": 53657.0, \"change_1yr\": 5563.0, \"pct_change_1yr\": 9.39}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2023, \"period_month\": 12, \"period_year_month\": \"2023-12\", \"upt\": 50559.0, \"previous_y_m_upt\": 46237.0, \"change_1yr\": 4322.0, \"pct_change_1yr\": 8.55}, {\"ntd_id\": \"90208\", \"agency\": \"Butte 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Governments\", \"period_year\": 2024, \"period_month\": 10, \"period_year_month\": \"2024-10\", \"upt\": 76174.0, \"previous_y_m_upt\": 70823.0, \"change_1yr\": 5351.0, \"pct_change_1yr\": 7.02}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 11, \"period_year_month\": \"2024-11\", \"upt\": 56900.0, \"previous_y_m_upt\": 59220.0, \"change_1yr\": -2320.0, \"pct_change_1yr\": -4.08}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 25,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_line_chart(by_agency_long, y_col = \"upt\", color_col = \"agency\")"
    ]
@@ -1028,89 +687,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 26,
+   "execution_count": null,
    "id": "24462fe7-2af4-4023-9a88-0cc665ce763a",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-e3737511616645f5950544101609e25d.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
-       "  #altair-viz-e3737511616645f5950544101609e25d.vega-embed details,\n",
-       "  #altair-viz-e3737511616645f5950544101609e25d.vega-embed details summary {\n",
-       "    position: relative;\n",
-       "  }\n",
-       "</style>\n",
-       "<div id=\"altair-viz-e3737511616645f5950544101609e25d\"></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-e3737511616645f5950544101609e25d\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-e3737511616645f5950544101609e25d\");\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: ${paths[lib]}`);\n",
-       "          s.src = paths[lib];\n",
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-       "    }\n",
-       "\n",
-       "    function showError(err) {\n",
-       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
-       "      throw err;\n",
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-       "\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-18295936b8e4253b4ac5c0fef9a17228\"}, \"facet\": {\"field\": \"agency\", \"type\": \"nominal\"}, \"spec\": {\"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"agency\", \"scale\": {\"range\": [\"#2EA8CE\", \"#EB9F3C\", \"#F4D837\", \"#51BF9D\", \"#8CBCCB\", \"#9487C0\", \"#136C97\", \"#E16B26\", \"#F6BF16\", \"#00896B\", \"#7790A3\", \"#5B559C\"]}, \"title\": \"\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"period_year_month\", \"type\": \"nominal\"}, {\"field\": \"pct_change_1yr\", \"type\": \"quantitative\"}, {\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"RTPA\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"values\": [\"2018-01\", \"2018-03\", \"2018-06\", \"2018-09\", \"2019-01\", \"2019-03\", \"2019-06\", \"2019-09\", \"2020-01\", \"2020-03\", \"2020-06\", \"2020-09\", \"2021-01\", \"2021-03\", \"2021-06\", 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\"previous_y_m_upt\": 55469.0, \"change_1yr\": 4818.0, \"pct_change_1yr\": 7.99}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 4, \"period_year_month\": \"2024-04\", \"upt\": 68276.0, \"previous_y_m_upt\": 56645.0, \"change_1yr\": 11631.0, \"pct_change_1yr\": 17.04}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 5, \"period_year_month\": \"2024-05\", \"upt\": 60323.0, \"previous_y_m_upt\": 55081.0, \"change_1yr\": 5242.0, \"pct_change_1yr\": 8.690000000000001}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 6, \"period_year_month\": \"2024-06\", \"upt\": 44809.0, \"previous_y_m_upt\": 43694.0, \"change_1yr\": 1115.0, \"pct_change_1yr\": 2.4899999999999998}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 7, \"period_year_month\": \"2024-07\", \"upt\": 41982.0, \"previous_y_m_upt\": 39091.0, \"change_1yr\": 2891.0, \"pct_change_1yr\": 6.890000000000001}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 8, \"period_year_month\": \"2024-08\", \"upt\": 55262.0, \"previous_y_m_upt\": 58886.0, \"change_1yr\": -3624.0, \"pct_change_1yr\": -6.5600000000000005}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 9, \"period_year_month\": \"2024-09\", \"upt\": 67194.0, \"previous_y_m_upt\": 67537.0, \"change_1yr\": -343.0, \"pct_change_1yr\": -0.51}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 10, \"period_year_month\": \"2024-10\", \"upt\": 76174.0, \"previous_y_m_upt\": 70823.0, \"change_1yr\": 5351.0, \"pct_change_1yr\": 7.02}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 11, \"period_year_month\": \"2024-11\", \"upt\": 56900.0, \"previous_y_m_upt\": 59220.0, \"change_1yr\": -2320.0, \"pct_change_1yr\": -4.08}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 26,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "# TEST OF BAR CHART WITH % CHANGE 1 YEAR\n",
     "make_bar_chart(by_agency_long_no_zero_upt[by_agency_long_no_zero_upt[\"period_year\"] >= 2018], \n",
@@ -1120,178 +700,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 27,
+   "execution_count": null,
    "id": "ddd1a017-0907-4a9c-826d-edd958418c26",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-024a79ed1ab9436abb7f29fa8572f05b.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
-       "  #altair-viz-024a79ed1ab9436abb7f29fa8572f05b.vega-embed details,\n",
-       "  #altair-viz-024a79ed1ab9436abb7f29fa8572f05b.vega-embed details summary {\n",
-       "    position: relative;\n",
-       "  }\n",
-       "</style>\n",
-       "<div id=\"altair-viz-024a79ed1ab9436abb7f29fa8572f05b\"></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-024a79ed1ab9436abb7f29fa8572f05b\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-024a79ed1ab9436abb7f29fa8572f05b\");\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: ${paths[lib]}`);\n",
-       "          s.src = paths[lib];\n",
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-       "\n",
-       "    function showError(err) {\n",
-       "      outputDiv.innerHTML = `<div class=\"error\" style=\"color:red;\">${err}</div>`;\n",
-       "      throw err;\n",
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-       "\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: ${err.message}`));\n",
-       "    } else {\n",
-       "      maybeLoadScript(\"vega\", \"5\")\n",
-       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
-       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
-       "        .catch(showError)\n",
-       "        .then(() => displayChart(vegaEmbed));\n",
-       "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-6c7808000e5676a1eab36c4f5849eb56\"}, \"facet\": {\"field\": \"agency\", \"type\": \"nominal\"}, \"spec\": {\"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"agency\", \"scale\": {\"range\": [\"#2EA8CE\", \"#EB9F3C\", \"#F4D837\", \"#51BF9D\", \"#8CBCCB\", \"#9487C0\", \"#136C97\", \"#E16B26\", \"#F6BF16\", \"#00896B\", \"#7790A3\", \"#5B559C\"]}, \"title\": \"\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"period_year_month\", \"type\": \"nominal\"}, {\"field\": \"change_1yr\", \"type\": \"quantitative\"}, {\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"RTPA\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"values\": [\"2024-01\", \"2024-03\", \"2024-06\", \"2024-09\"]}, \"field\": \"period_year_month\", \"title\": \"Date\", \"type\": \"ordinal\"}, \"y\": {\"field\": \"change_1yr\", \"title\": \"Change\", \"type\": \"quantitative\"}}, \"height\": 150, \"name\": \"view_3\", \"width\": 300}, \"columns\": 2, \"params\": [{\"name\": \"param_4\", \"select\": {\"type\": \"interval\", \"encodings\": [\"x\", \"y\"]}, \"bind\": \"scales\", \"views\": [\"view_3\"]}], \"resolve\": {\"scale\": {\"x\": \"shared\", \"y\": \"independent\"}}, \"title\": \"Change in Unlinked Passenger Trips from Prior Year by Agency\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.17.0.json\", \"datasets\": {\"data-6c7808000e5676a1eab36c4f5849eb56\": [{\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 1, \"period_year_month\": \"2024-01\", \"upt\": 53579.0, \"previous_y_m_upt\": 46043.0, \"change_1yr\": 7536.0, \"pct_change_1yr\": 14.069999999999999}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 2, \"period_year_month\": \"2024-02\", \"upt\": 65777.0, \"previous_y_m_upt\": 55124.0, \"change_1yr\": 10653.0, \"pct_change_1yr\": 16.2}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 3, \"period_year_month\": \"2024-03\", \"upt\": 60287.0, \"previous_y_m_upt\": 55469.0, \"change_1yr\": 4818.0, \"pct_change_1yr\": 7.99}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 4, \"period_year_month\": \"2024-04\", \"upt\": 68276.0, \"previous_y_m_upt\": 56645.0, \"change_1yr\": 11631.0, \"pct_change_1yr\": 17.04}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 5, \"period_year_month\": \"2024-05\", \"upt\": 60323.0, \"previous_y_m_upt\": 55081.0, \"change_1yr\": 5242.0, \"pct_change_1yr\": 8.690000000000001}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 6, \"period_year_month\": \"2024-06\", \"upt\": 44809.0, \"previous_y_m_upt\": 43694.0, \"change_1yr\": 1115.0, \"pct_change_1yr\": 2.4899999999999998}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 7, \"period_year_month\": \"2024-07\", \"upt\": 41982.0, \"previous_y_m_upt\": 39091.0, \"change_1yr\": 2891.0, \"pct_change_1yr\": 6.890000000000001}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 8, \"period_year_month\": \"2024-08\", \"upt\": 55262.0, \"previous_y_m_upt\": 58886.0, \"change_1yr\": -3624.0, \"pct_change_1yr\": -6.5600000000000005}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 9, \"period_year_month\": \"2024-09\", \"upt\": 67194.0, \"previous_y_m_upt\": 67537.0, \"change_1yr\": -343.0, \"pct_change_1yr\": -0.51}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 10, \"period_year_month\": \"2024-10\", \"upt\": 76174.0, \"previous_y_m_upt\": 70823.0, \"change_1yr\": 5351.0, \"pct_change_1yr\": 7.02}, {\"ntd_id\": \"90208\", \"agency\": \"Butte County Association of Governments\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 11, \"period_year_month\": \"2024-11\", \"upt\": 56900.0, \"previous_y_m_upt\": 59220.0, \"change_1yr\": -2320.0, \"pct_change_1yr\": -4.08}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 27,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_bar_chart(by_agency_long_no_zero_upt[by_agency_long_no_zero_upt[\"period_year\"] >= 2024], y_col = \"change_1yr\", color_col = \"agency\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 28,
+   "execution_count": null,
    "id": "fd64bce0-577f-498e-9be8-4d664bfc47d1",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-5a55b857870b400c9be5292c8381cddb.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
-       "  #altair-viz-5a55b857870b400c9be5292c8381cddb.vega-embed details,\n",
-       "  #altair-viz-5a55b857870b400c9be5292c8381cddb.vega-embed details summary {\n",
-       "    position: relative;\n",
-       "  }\n",
-       "</style>\n",
-       "<div id=\"altair-viz-5a55b857870b400c9be5292c8381cddb\"></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-5a55b857870b400c9be5292c8381cddb\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-5a55b857870b400c9be5292c8381cddb\");\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-18295936b8e4253b4ac5c0fef9a17228\"}, \"facet\": {\"field\": \"agency\", \"type\": \"nominal\"}, \"spec\": {\"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"agency\", \"scale\": {\"range\": [\"#2EA8CE\", \"#EB9F3C\", \"#F4D837\", \"#51BF9D\", \"#8CBCCB\", \"#9487C0\", \"#136C97\", \"#E16B26\", \"#F6BF16\", \"#00896B\", \"#7790A3\", \"#5B559C\"]}, \"title\": \"\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"period_year_month\", \"type\": \"nominal\"}, {\"field\": \"change_1yr\", \"type\": \"quantitative\"}, {\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"RTPA\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"values\": [\"2018-01\", \"2018-03\", \"2018-06\", \"2018-09\", \"2019-01\", \"2019-03\", \"2019-06\", \"2019-09\", \"2020-01\", \"2020-03\", \"2020-06\", \"2020-09\", \"2021-01\", \"2021-03\", \"2021-06\", \"2021-09\", 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-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 28,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_bar_chart(by_agency_long_no_zero_upt, y_col = \"change_1yr\", color_col = \"agency\")"
    ]
@@ -1306,178 +728,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 29,
+   "execution_count": null,
    "id": "6d132a31-971d-44f2-a1aa-d60b2cf055f6",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "<style>\n",
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-       "    display: flex;\n",
-       "  }\n",
-       "\n",
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-       "<script type=\"text/javascript\">\n",
-       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
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-       "      \"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",
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-       "        .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",
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-       "      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-9fbe5e92c3decab088364a0a746f9e75\"}, \"facet\": {\"field\": \"Mode\", \"type\": \"nominal\"}, \"spec\": {\"mark\": {\"type\": \"line\"}, \"encoding\": {\"color\": {\"field\": \"Mode\", \"scale\": {\"range\": [\"#2EA8CE\", \"#EB9F3C\", \"#F4D837\", \"#51BF9D\", \"#8CBCCB\", \"#9487C0\", \"#136C97\", \"#E16B26\", \"#F6BF16\", \"#00896B\", \"#7790A3\", \"#5B559C\"]}, \"title\": \"\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"period_year_month\", \"type\": \"nominal\"}, {\"field\": \"upt\", \"type\": \"quantitative\"}, {\"field\": \"Mode\", \"type\": \"nominal\"}, {\"field\": \"RTPA\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"values\": [\"2018-01\", \"2018-06\", \"2019-01\", \"2019-06\", \"2020-01\", \"2020-06\", \"2021-01\", \"2021-06\", \"2022-01\", \"2022-06\", \"2023-01\", \"2023-06\", \"2024-01\", \"2024-06\"]}, \"field\": \"period_year_month\", 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-      "text/plain": [
-       "alt.FacetChart(...)"
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-     },
-     "execution_count": 29,
-     "metadata": {},
-     "output_type": "execute_result"
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+   "outputs": [],
    "source": [
     "make_line_chart(by_mode_long, y_col = \"upt\", color_col = \"Mode\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 30,
+   "execution_count": null,
    "id": "a2d861b0-6baa-4d7c-89eb-4b686a77ba3e",
    "metadata": {},
-   "outputs": [
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-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 30,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_bar_chart(by_mode_long[by_mode_long[\"period_year\"] >= 2024], y_col = \"change_1yr\", color_col = \"Mode\")"
    ]
@@ -1492,178 +756,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 31,
+   "execution_count": null,
    "id": "e9999254-f07b-4041-a474-880a2b026434",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "    display: flex;\n",
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-       "<div id=\"altair-viz-d42029898c9f492bb55f4bdcfc3458c6\"></div>\n",
-       "<script type=\"text/javascript\">\n",
-       "  var VEGA_DEBUG = (typeof VEGA_DEBUG == \"undefined\") ? {} : VEGA_DEBUG;\n",
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-       "    let outputDiv = document.currentScript.previousElementSibling;\n",
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-       "    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",
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-       "        .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",
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-       "      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",
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\"upt\": 56900.0, \"previous_y_m_upt\": 59220.0, \"change_1yr\": -2320.0, \"pct_change_1yr\": -4.08}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 31,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_line_chart(by_tos_long, y_col = \"upt\", color_col = \"TOS\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 32,
+   "execution_count": null,
    "id": "3c147008-7d5f-473a-886b-65bbd030de5b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-1b97088193e84cebadf58cb520d12932.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
-       "  #altair-viz-1b97088193e84cebadf58cb520d12932.vega-embed details,\n",
-       "  #altair-viz-1b97088193e84cebadf58cb520d12932.vega-embed details summary {\n",
-       "    position: relative;\n",
-       "  }\n",
-       "</style>\n",
-       "<div id=\"altair-viz-1b97088193e84cebadf58cb520d12932\"></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-1b97088193e84cebadf58cb520d12932\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-1b97088193e84cebadf58cb520d12932\");\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",
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-       "\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: ${err.message}`));\n",
-       "    } else {\n",
-       "      maybeLoadScript(\"vega\", \"5\")\n",
-       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
-       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
-       "        .catch(showError)\n",
-       "        .then(() => displayChart(vegaEmbed));\n",
-       "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-55d7965997ebdceafb0d31d060027325\"}, \"facet\": {\"field\": \"TOS\", \"type\": \"nominal\"}, \"spec\": {\"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"TOS\", \"scale\": {\"range\": [\"#2EA8CE\", \"#EB9F3C\", \"#F4D837\", \"#51BF9D\", \"#8CBCCB\", \"#9487C0\", \"#136C97\", \"#E16B26\", \"#F6BF16\", \"#00896B\", \"#7790A3\", \"#5B559C\"]}, \"title\": \"\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"period_year_month\", \"type\": \"nominal\"}, {\"field\": \"change_1yr\", \"type\": \"quantitative\"}, {\"field\": \"TOS\", \"type\": \"nominal\"}, {\"field\": \"RTPA\", \"type\": \"nominal\"}], \"x\": {\"axis\": {\"values\": [\"2024-01\", \"2024-03\", \"2024-06\", \"2024-09\"]}, \"field\": \"period_year_month\", \"title\": \"Date\", \"type\": \"ordinal\"}, \"y\": {\"field\": \"change_1yr\", \"title\": \"Change\", \"type\": \"quantitative\"}}, \"height\": 150, \"name\": \"view_8\", \"width\": 300}, \"columns\": 2, \"params\": [{\"name\": \"param_9\", \"select\": {\"type\": \"interval\", \"encodings\": [\"x\", \"y\"]}, \"bind\": \"scales\", \"views\": [\"view_8\"]}], \"resolve\": {\"scale\": {\"x\": \"shared\", \"y\": \"independent\"}}, \"title\": \"Change in Unlinked Passenger Trips from Prior Year by Type of Service\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.17.0.json\", \"datasets\": {\"data-55d7965997ebdceafb0d31d060027325\": [{\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 1, \"period_year_month\": \"2024-01\", \"upt\": 53579.0, \"previous_y_m_upt\": 46043.0, \"change_1yr\": 7536.0, \"pct_change_1yr\": 14.069999999999999}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 2, \"period_year_month\": \"2024-02\", \"upt\": 65777.0, \"previous_y_m_upt\": 55124.0, \"change_1yr\": 10653.0, \"pct_change_1yr\": 16.2}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 3, \"period_year_month\": \"2024-03\", \"upt\": 60287.0, \"previous_y_m_upt\": 55469.0, \"change_1yr\": 4818.0, \"pct_change_1yr\": 7.99}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 4, \"period_year_month\": \"2024-04\", \"upt\": 68276.0, \"previous_y_m_upt\": 56645.0, \"change_1yr\": 11631.0, \"pct_change_1yr\": 17.04}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 5, \"period_year_month\": \"2024-05\", \"upt\": 60323.0, \"previous_y_m_upt\": 55081.0, \"change_1yr\": 5242.0, \"pct_change_1yr\": 8.690000000000001}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 6, \"period_year_month\": \"2024-06\", \"upt\": 44809.0, \"previous_y_m_upt\": 43694.0, \"change_1yr\": 1115.0, \"pct_change_1yr\": 2.4899999999999998}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 7, \"period_year_month\": \"2024-07\", \"upt\": 41982.0, \"previous_y_m_upt\": 39091.0, \"change_1yr\": 2891.0, \"pct_change_1yr\": 6.890000000000001}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 8, \"period_year_month\": \"2024-08\", \"upt\": 55262.0, \"previous_y_m_upt\": 58886.0, \"change_1yr\": -3624.0, \"pct_change_1yr\": -6.5600000000000005}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 9, \"period_year_month\": \"2024-09\", \"upt\": 67194.0, \"previous_y_m_upt\": 67537.0, \"change_1yr\": -343.0, \"pct_change_1yr\": -0.51}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 10, \"period_year_month\": \"2024-10\", \"upt\": 76174.0, \"previous_y_m_upt\": 70823.0, \"change_1yr\": 5351.0, \"pct_change_1yr\": 7.02}, {\"TOS\": \"Purchased Transportation\", \"RTPA\": \"Butte County Association of Governments\", \"period_year\": 2024, \"period_month\": 11, \"period_year_month\": \"2024-11\", \"upt\": 56900.0, \"previous_y_m_upt\": 59220.0, \"change_1yr\": -2320.0, \"pct_change_1yr\": -4.08}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 32,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_bar_chart(by_tos_long[by_tos_long[\"period_year\"] >= 2024], y_col = \"change_1yr\", color_col = \"TOS\")"
    ]
@@ -1693,7 +799,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.11.6"
   }
  },
  "nbformat": 4,
diff --git a/ntd/monthly_ridership_report.ipynb b/ntd/monthly_ridership_report.ipynb
index d5842339f..eaee1b31d 100644
--- a/ntd/monthly_ridership_report.ipynb
+++ b/ntd/monthly_ridership_report.ipynb
@@ -2,7 +2,7 @@
  "cells": [
   {
    "cell_type": "code",
-   "execution_count": 1,
+   "execution_count": null,
    "id": "15e15e64-5776-4b05-813d-22d1d58379d8",
    "metadata": {},
    "outputs": [],
@@ -13,7 +13,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 2,
+   "execution_count": null,
    "id": "39433d1d-c54e-475c-878e-78c992d0eb58",
    "metadata": {},
    "outputs": [],
@@ -39,7 +39,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": null,
    "id": "798b9f83-ee62-489d-bc7c-9d1542af0a29",
    "metadata": {
     "tags": [
@@ -54,18 +54,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": null,
    "id": "f649dd2e-d38b-439c-94cd-a7480dc77511",
    "metadata": {},
-   "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "{\"rtpa\": \"Metropolitan Transportation Commission\"}\n"
-     ]
-    }
-   ],
+   "outputs": [],
    "source": [
     "%%capture_parameters\n",
     "rtpa"
@@ -86,33 +78,17 @@
     "If a Reporter is not a monthly reporter, or has not reported data since 2018, they will not appear in the report.\n",
     "\n",
     "Examples: \n",
-    "- Reporter A is an urban full reporter from 2019-2022, then became a reduced reporter for 2023. Reporter A's ridership data will be displayed for 2019-2022 only.\n",
-    "- Reporter B is an urban full reporter from 2000-2017, then became a reduced reporter for 2018. Reporter B will be named in the report, but will not display ridership data.\n",
-    "- Reporter C was a reduced reporter form 2015-2020, then became an urban full reporter and began submitting monthly ridership data to NTD for 2021. Reporter C's ridership data will be displayed for 2021-present."
+    "- **Reporter A** is an urban full reporter from 2019-2022, then became a reduced reporter for 2023. Reporter A's ridership data will be displayed for 2019-2022 only.\n",
+    "- **Reporter B** is an urban full reporter from 2000-2017, then became a reduced reporter for 2018. Reporter B will be named in the report, but will not display ridership data.\n",
+    "- **Reporter C** was a reduced reporter form 2015-2020, then became an urban full reporter and began submitting monthly ridership data to NTD for 2021. Reporter C's ridership data will be displayed for 2021-present."
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": null,
    "id": "937118f4-c4b3-4702-8ea2-ec43c5b7bd10",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "        <a href=https://console.cloud.google.com/storage/browser/calitp-publish-data-analysis>\n",
-       "        Download the latest month of data: 2024_November.zip</a>\n",
-       "        "
-      ],
-      "text/plain": [
-       "<IPython.core.display.HTML object>"
-      ]
-     },
-     "metadata": {},
-     "output_type": "display_data"
-    }
-   ],
+   "outputs": [],
    "source": [
     "URL = (\"https://console.cloud.google.com/storage/\"\n",
     "       \"browser/calitp-publish-data-analysis\"\n",
@@ -130,7 +106,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": null,
    "id": "cf017b79-26d5-455b-8c99-e9ba27d2dd77",
    "metadata": {},
    "outputs": [],
@@ -149,7 +125,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": null,
    "id": "d8b92608-f81b-452b-916a-72285d67b392",
    "metadata": {},
    "outputs": [],
@@ -175,7 +151,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": null,
    "id": "5aeecbb1-10b7-4f42-8e4c-3e8007bd91de",
    "metadata": {},
    "outputs": [],
@@ -202,7 +178,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": null,
    "id": "fef38895-9cd0-4011-b702-2faa0a142445",
    "metadata": {},
    "outputs": [],
@@ -228,7 +204,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 10,
+   "execution_count": null,
    "id": "1606b9e3-1311-40ea-aec8-1fa4ac0c2522",
    "metadata": {},
    "outputs": [],
@@ -249,7 +225,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": null,
    "id": "53510310-eaea-400d-af32-20f4c8773514",
    "metadata": {},
    "outputs": [],
@@ -291,7 +267,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 12,
+   "execution_count": null,
    "id": "f59f697a-912a-4dfe-bcac-02c9fc50b55d",
    "metadata": {},
    "outputs": [],
@@ -348,7 +324,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 13,
+   "execution_count": null,
    "id": "8b84d1da-ce6e-4d95-9313-17179a7ef114",
    "metadata": {},
    "outputs": [],
@@ -362,7 +338,7 @@
     "        color=color_col,\n",
     "        tooltip = [\"agency\",\"total_upt\",\"pct_of_total_upt\"]\n",
     "    ).properties(\n",
-    "        title=f\"Total Unlinked Passenger Trips per agency in RTPA since {MIN_YEAR}\",\n",
+    "        title=f\"Total Unlinked Passenger Trips per Reporter in RTPA since {MIN_YEAR}\",\n",
     "\n",
     "    )\n",
     "\n",
@@ -371,7 +347,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 14,
+   "execution_count": null,
    "id": "aa6a8585-114c-431e-a6a1-1673a1395b6d",
    "metadata": {},
    "outputs": [],
@@ -388,7 +364,7 @@
     "                                   cp.CALITP_CATEGORY_BOLD_COLORS\n",
     "                               ))\n",
     "    ).properties(\n",
-    "    title=f\"Total Unlinked Passenger Trips per agency in RTPA since {MIN_YEAR}\",\n",
+    "    title=f\"Total Unlinked Passenger Trips per Reporter in RTPA since {MIN_YEAR}\",\n",
     "    width = WIDTH, \n",
     "    height = HEIGHT,\n",
     "    ).resolve_scale(y=\"independent\").interactive()\n",
@@ -406,28 +382,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 15,
+   "execution_count": null,
    "id": "543d5447-06a5-47a9-8aeb-fa3dd83aef5d",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/markdown": [
-       "\n",
-       "Within Metropolitan Transportation Commission:\n",
-       "- Number of Agencies/Operators: <b>28</b>.\n",
-       "- Total Unlinked Passenger Trips since 2018: <b>2,213,793,549.0</b>.\n",
-       "- Individual agency/operator ridership breakdown:\n"
-      ],
-      "text/plain": [
-       "<IPython.core.display.Markdown object>"
-      ]
-     },
-     "execution_count": 15,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "Markdown(f\"\"\"\n",
     "Within {rtpa}:\n",
@@ -439,89 +397,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 16,
+   "execution_count": null,
+   "id": "f1dd6c3e-35e1-4ec6-9292-6daa0d64b7f2",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "display(agency_agg_yr.reset_index(drop=True))"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
    "id": "e4e63f63-a00a-4e11-b5cc-13d6a8e0bbc9",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-0e1258b93d6e40478aed689b7cf0bc50.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
-       "  #altair-viz-0e1258b93d6e40478aed689b7cf0bc50.vega-embed details,\n",
-       "  #altair-viz-0e1258b93d6e40478aed689b7cf0bc50.vega-embed details summary {\n",
-       "    position: relative;\n",
-       "  }\n",
-       "</style>\n",
-       "<div id=\"altair-viz-0e1258b93d6e40478aed689b7cf0bc50\"></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-0e1258b93d6e40478aed689b7cf0bc50\") {\n",
-       "      outputDiv = document.getElementById(\"altair-viz-0e1258b93d6e40478aed689b7cf0bc50\");\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: ${err.message}`));\n",
-       "    } else {\n",
-       "      maybeLoadScript(\"vega\", \"5\")\n",
-       "        .then(() => maybeLoadScript(\"vega-lite\", \"5.17.0\"))\n",
-       "        .then(() => maybeLoadScript(\"vega-embed\", \"6\"))\n",
-       "        .catch(showError)\n",
-       "        .then(() => displayChart(vegaEmbed));\n",
-       "    }\n",
-       "  })({\"config\": {\"view\": {\"continuousWidth\": 300, \"continuousHeight\": 300}}, \"data\": {\"name\": \"data-20e0e8b9c18bab469a1164b814a94973\"}, \"mark\": {\"type\": \"bar\"}, \"encoding\": {\"color\": {\"field\": \"agency\", \"scale\": {\"range\": [\"#2EA8CE\", \"#EB9F3C\", \"#F4D837\", \"#51BF9D\", \"#8CBCCB\", \"#9487C0\", \"#136C97\", \"#E16B26\", \"#F6BF16\", \"#00896B\", \"#7790A3\", \"#5B559C\"]}, \"title\": \"\", \"type\": \"nominal\"}, \"tooltip\": [{\"field\": \"agency\", \"type\": \"nominal\"}, {\"field\": \"total_upt\", \"type\": \"quantitative\"}, {\"field\": \"pct_of_total_upt\", \"type\": \"quantitative\"}], \"x\": {\"field\": \"agency\", \"sort\": \"-y\", \"type\": \"nominal\"}, \"y\": {\"field\": \"total_upt\", \"type\": \"quantitative\"}}, \"height\": 150, \"params\": [{\"name\": \"param_1\", \"select\": {\"type\": \"interval\", \"encodings\": [\"x\", \"y\"]}, \"bind\": \"scales\"}], \"resolve\": {\"scale\": {\"y\": \"independent\"}}, \"title\": \"Total Unlinked Passenger Trips per agency in RTPA since 2018\", \"$schema\": \"https://vega.github.io/schema/vega-lite/v5.17.0.json\", \"datasets\": {\"data-20e0e8b9c18bab469a1164b814a94973\": [{\"agency\": \"City and County of San Francisco\", \"total_upt\": 1041438510, \"pct_of_total_upt\": 47.04}, {\"agency\": \"San Francisco Bay Area Rapid Transit District\", \"total_upt\": 465046516, \"pct_of_total_upt\": 21.01}, {\"agency\": \"Alameda-Contra Costa Transit District\", \"total_upt\": 268682727, \"pct_of_total_upt\": 12.14}, {\"agency\": \"Santa Clara Valley Transportation Authority\", \"total_upt\": 177680119, \"pct_of_total_upt\": 8.03}, {\"agency\": \"Peninsula Corridor Joint Powers Board\", \"total_upt\": 65677887, \"pct_of_total_upt\": 2.97}, {\"agency\": \"San Mateo County Transit District\", \"total_upt\": 61784239, \"pct_of_total_upt\": 2.79}, {\"agency\": \"Golden Gate Bridge, Highway and Transportation District\", \"total_upt\": 21654720, \"pct_of_total_upt\": 0.98}, {\"agency\": \"Marin County Transit District\", \"total_upt\": 17755395, \"pct_of_total_upt\": 0.8}, {\"agency\": \"Central Contra Costa Transit Authority\", \"total_upt\": 17702390, \"pct_of_total_upt\": 0.8}, {\"agency\": \"San Francisco Bay Area Water Emergency Transportation Authority\", \"total_upt\": 14013194, \"pct_of_total_upt\": 0.63}, {\"agency\": \"The Eastern Contra Costa Transit Authority\", \"total_upt\": 9779998, \"pct_of_total_upt\": 0.44}, {\"agency\": \"City of Santa Rosa\", \"total_upt\": 9559722, \"pct_of_total_upt\": 0.43}, {\"agency\": \"Livermore / Amador Valley Transit Authority\", \"total_upt\": 8360705, \"pct_of_total_upt\": 0.38}, {\"agency\": \"Solano County Transit\", \"total_upt\": 6545862, \"pct_of_total_upt\": 0.3}, {\"agency\": \"Western Contra Costa Transit Authority\", \"total_upt\": 5237103, \"pct_of_total_upt\": 0.24}, {\"agency\": \"County of Sonoma \", \"total_upt\": 4891306, \"pct_of_total_upt\": 0.22}, {\"agency\": \"Napa Valley Transportation Authority\", \"total_upt\": 4433341, \"pct_of_total_upt\": 0.2}, {\"agency\": \"Metropolitan Transportation Commission\", \"total_upt\": 4429248, \"pct_of_total_upt\": 0.2}, {\"agency\": \"Sonoma-Marin Area Rail Transit District\", \"total_upt\": 4054884, \"pct_of_total_upt\": 0.18}, {\"agency\": \"City of Fairfield, California\", \"total_upt\": 3321420, \"pct_of_total_upt\": 0.15}, {\"agency\": \"City of Petaluma\", \"total_upt\": 1744263, \"pct_of_total_upt\": 0.08}, {\"agency\": \"City of Vallejo Transportation Program\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}, {\"agency\": \"City of Vacaville\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}, {\"agency\": \"City of Union City\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}, {\"agency\": \"San Francisco Paratransit\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}, {\"agency\": \"City of Benicia\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}, {\"agency\": \"City of Alameda Ferry Services\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}, {\"agency\": \"ATC / Vancom\", \"total_upt\": 0, \"pct_of_total_upt\": 0.0}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.Chart(...)"
-      ]
-     },
-     "execution_count": 16,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "tooltip_list = [\"agency\",\"total_upt\",\"pct_of_total_upt\"]\n",
     "\n",
@@ -537,94 +426,15 @@
    "id": "ba59c380-aa2f-4fd2-a18b-f75e18074abc",
    "metadata": {},
    "source": [
-    "### Transit Agency"
+    "### Reporter"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 17,
+   "execution_count": null,
    "id": "c068b244-f4c2-4ae7-9153-d2724ee9f5c2",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
-       "\n",
-       "<style>\n",
-       "  #altair-viz-3d1bb1cb5c3b423ca979a09a6215fa1d.vega-embed {\n",
-       "    width: 100%;\n",
-       "    display: flex;\n",
-       "  }\n",
-       "\n",
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-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 17,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_line_chart(by_agency_long, y_col = \"upt\", color_col = \"agency\")"
    ]
@@ -639,89 +449,10 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 18,
+   "execution_count": null,
    "id": "24462fe7-2af4-4023-9a88-0cc665ce763a",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
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-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 18,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_bar_chart(by_agency_long_no_zero_upt, y_col = \"change_1yr\", color_col = \"agency\")"
    ]
@@ -736,178 +467,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 19,
+   "execution_count": null,
    "id": "6d132a31-971d-44f2-a1aa-d60b2cf055f6",
    "metadata": {},
-   "outputs": [
-    {
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-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 19,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_line_chart(by_mode_long, y_col = \"upt\", color_col = \"Mode\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 20,
+   "execution_count": null,
    "id": "a2d861b0-6baa-4d7c-89eb-4b686a77ba3e",
    "metadata": {},
-   "outputs": [
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\"Metropolitan Transportation Commission\", \"period_year\": 2024, \"period_month\": 11, \"period_year_month\": \"2024-11\", \"upt\": 0.0, \"previous_y_m_upt\": 98406.0, \"change_1yr\": 0.0, \"pct_change_1yr\": null}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 20,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_bar_chart(by_mode_long, y_col = \"change_1yr\", color_col = \"Mode\")"
    ]
@@ -922,178 +495,20 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 21,
+   "execution_count": null,
    "id": "e9999254-f07b-4041-a474-880a2b026434",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
-      "text/html": [
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-       "    display: flex;\n",
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-       "      \"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",
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-       "\n",
-       "    if(typeof define === \"function\" && define.amd) {\n",
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-       "      require([\"vega-embed\"], displayChart, err => showError(`Error loading script: ${err.message}`));\n",
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-       "        .catch(showError)\n",
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-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 21,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_line_chart(by_tos_long, y_col = \"upt\", color_col = \"TOS\")"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": 22,
+   "execution_count": null,
    "id": "3c147008-7d5f-473a-886b-65bbd030de5b",
    "metadata": {},
-   "outputs": [
-    {
-     "data": {
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Transportation - Transportation Network Company\", \"RTPA\": \"Metropolitan Transportation Commission\", \"period_year\": 2024, \"period_month\": 11, \"period_year_month\": \"2024-11\", \"upt\": 3997.0, \"previous_y_m_upt\": 3855.0, \"change_1yr\": 142.0, \"pct_change_1yr\": 3.55}]}}, {\"mode\": \"vega-lite\"});\n",
-       "</script>"
-      ],
-      "text/plain": [
-       "alt.FacetChart(...)"
-      ]
-     },
-     "execution_count": 22,
-     "metadata": {},
-     "output_type": "execute_result"
-    }
-   ],
+   "outputs": [],
    "source": [
     "make_bar_chart(by_tos_long, y_col = \"change_1yr\", color_col = \"TOS\")"
    ]
@@ -1123,7 +538,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.9.13"
+   "version": "3.11.6"
   }
  },
  "nbformat": 4,
diff --git a/portfolio/ntd_monthly_ridership/rtpa_alpine-county-transportation-commission/00__monthly_ridership_report__rtpa_alpine-county-transportation-commission.ipynb b/portfolio/ntd_monthly_ridership/rtpa_alpine-county-transportation-commission/00__monthly_ridership_report__rtpa_alpine-county-transportation-commission.ipynb
index 4c758a3a4..def26ca53 100644
--- a/portfolio/ntd_monthly_ridership/rtpa_alpine-county-transportation-commission/00__monthly_ridership_report__rtpa_alpine-county-transportation-commission.ipynb
+++ b/portfolio/ntd_monthly_ridership/rtpa_alpine-county-transportation-commission/00__monthly_ridership_report__rtpa_alpine-county-transportation-commission.ipynb
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index 802ce2490..d3080be38 100644
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+++ b/portfolio/ntd_monthly_ridership/rtpa_fresno-county-council-of-governments/00__monthly_ridership_report__rtpa_fresno-county-council-of-governments.ipynb
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diff --git a/portfolio/ntd_monthly_ridership/rtpa_los-angeles-county-metropolitan-transportation-authority/00__monthly_ridership_report__rtpa_los-angeles-county-metropolitan-transportation-authority.ipynb b/portfolio/ntd_monthly_ridership/rtpa_los-angeles-county-metropolitan-transportation-authority/00__monthly_ridership_report__rtpa_los-angeles-county-metropolitan-transportation-authority.ipynb
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+++ b/portfolio/ntd_monthly_ridership/rtpa_los-angeles-county-metropolitan-transportation-authority/00__monthly_ridership_report__rtpa_los-angeles-county-metropolitan-transportation-authority.ipynb
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     df: gpd.GeoDataFrame,
     group_cols: list,
     geom_col: str = "geometry",
-    array_cols: list: = []
+    array_cols: list = []
 ) -> gpd.GeoDataFrame:
     """    
     To apply nearest neighbors, we need to create our equivalent