diff --git a/ntd/proposed_changes_25-26.ipynb b/ntd/proposed_changes_25-26.ipynb
new file mode 100644
index 000000000..3ea7f9cc1
--- /dev/null
+++ b/ntd/proposed_changes_25-26.ipynb
@@ -0,0 +1,2378 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "id": "a5010c8b-6fe2-49cd-8dfe-681e8de340d3",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "# NTD Proposed Changes 2025-2026 Analysis"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8e1248e8-1f49-462c-ba0c-424a2240f5ee",
+   "metadata": {},
+   "source": [
+    "Proposed Change Text:\n",
+    "\n",
+    "https://www.federalregister.gov/documents/2024/10/31/2024-25341/national-transit-database-proposed-reporting-changes-and-clarifications-for-report-years-2025-and\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "923637b0-7d95-4614-a425-10a6238a3f1d",
+   "metadata": {},
+   "source": [
+    "Task:\n",
+    "- As Caltrans DDS prepare to submit comments of these proposed changes to NTD, the Data Science branch is tasked to address 3 areas the proposed changes may affect the branch.\n",
+    "- Analysis of the following areas to be submitted to the Transit Quality Branch by 11/27/2024"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "id": "b5679a16-211e-400a-bf08-4c377b4b27ed",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "\n",
+    "from calitp_data_analysis.tables import tbls\n",
+    "import geopandas as gpd\n",
+    "from siuba import _, collect, count, filter, show_query\n",
+    "\n",
+    "pd.set_option(\"display.max_columns\", None)\n",
+    "pd.set_option(\"display.max_rows\", None)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "afdfd59c-d9c1-4d48-b6e4-55e9af08be29",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Area 1 - NTD Reporting Streamlining\n",
+    ">E: The first is on the topic of NTD reporting streamlining. There are `a few items being proposed that may add additional reporting burden` and `some that propose to streamline things`. Is this an area that you all have an opinion on?\n",
+    "\n",
+    ">K: will take a look based on our understanding of `common past reporting errors identified in the NTD Modernization project` and provide some comments. \n",
+    "\n",
+    ">E: That sounds great"
+   ]
+  },
+  {
+   "attachments": {
+    "ba55d0e0-457e-411f-8851-c0eda48ae5ab.png": {
+     "image/png": 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"
+    }
+   },
+   "cell_type": "markdown",
+   "id": "d81a5cc6-0f45-4980-9f16-a9bac97483e1",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### <u>Revisit the NTD Modernization - Issues Analysis</u>\n",
+    "Slalom completed an analysis of the most common erorrs in NTD reporting for 2020, 2021 and 2022 by frequency, type and agency. \n",
+    "\n",
+    "As reported, 3 issues account for ~25% of all errors:\n",
+    ">1. RR20F-005: The cost per hour changed by 30% or more. \n",
+    ">2. A10-033: The number of General Purpose Maintenance Facilities differs from previous year. \n",
+    ">3. RR20F-146: The miles per vehicle changed by 20% or more.\n",
+    "\n",
+    "Slalom identified a list of the top 23 errors by frequency and most comments to determine which errors should be prioritized first.\n",
+    "\n",
+    "sorted by issue ID:\n",
+    "\n",
+    "![image.png](attachment:ba55d0e0-457e-411f-8851-c0eda48ae5ab.png)\n",
+    "- 2x A10 errors\n",
+    "- 2x A30 errors\n",
+    "- 18x RR20F errors\n",
+    "- 1x RR20U errors"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "70b0e807-80d6-49d7-bad3-eb2df8b7663b",
+   "metadata": {
+    "jp-MarkdownHeadingCollapsed": true,
+    "tags": []
+   },
+   "source": [
+    "### <u>Notes from Proposed Changes document</u>\n",
+    "\n",
+    "- **Sec B: increases reporting burden for all**\n",
+    "    - requires agencies to submit shapes.txt\n",
+    "    - align agency_id to NTD ID\n",
+    "    \n",
+    "- **Sec C: decreases reporting burden for all**\n",
+    "    - FTA acknowledges that the a15 and a10 is causing discrepanices\n",
+    "    - removes A-10 form\n",
+    "    - moves ADA data and other data from A-10 form to new extended A-15 form\n",
+    "    - clarifies what a \"station\" or \"facility\" is and how to count them for reporting\n",
+    "    - establish a standardize reporting method for passenger stations and facilities\n",
+    "    - **`Sec C directly relates to the issues analysis, A10 error was the 2nd more common error in reporting`**\n",
+    "\n",
+    "- **Sec D: slight increase reporting burden for all**\n",
+    "    - proposes to add new categories to A-20 form:\n",
+    "    \t1. “Track—Turntable,” \n",
+    "\t\t2. “Power and Signal—Pump Rooms”\n",
+    "        3. “Power and Signal—Fan Plants” \n",
+    "    - Adds a \"decade of construction\" field to these category. this way FTA can more accurately capture an asset was reconstructed or renovated.\n",
+    "\n",
+    "- **Sec E: may slightly increase reporting burden for some**\n",
+    "    - clarifies what counts as a cyber security event and adds more choices to better describe what type of event has happened\n",
+    "    - also expands what is IT infrastures and an heiarchy of events\n",
+    "    - I believe this reporting only applies IF the agency experiences a security event. So an agency who has not had any security events, will not have an increased reporting burden\n",
+    "\n",
+    "- **Sec F: may slightly increase reporting burden for some**\n",
+    "    - revise the NTD major event reporting requirements to capture the new “disabling damage” event category\n",
+    "    - similar to Sec e, only applies if a safety event occurs\n",
+    "\n",
+    "- **Sec G: decreases reporting burden for some**\n",
+    "    - there are some unique rural operators that operate in multiple, small areas, but have the full reporter status\n",
+    "    - proposes that these unique operators get a waiver to turn them into reduced reporters\n",
+    "    - FTA estimates this affects 10-15 agencies.\n",
+    "\n",
+    "- **Sec H: may significantly increase reporting burden for some**\n",
+    "    - propose to have a new category in NTD reporting field to allow transit agencies to declare if they are a voluntary reporter or not\n",
+    "    - if a transit agency decides to become a voluntary reporter, they must complete the NTD report in its entirety. \n",
+    "    - These reporters voluntarily comply with all NTD reporting requirements under the NTD rule (49 CFR Part 630) and the USOA."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "e701c5eb-db38-428d-a810-76d186f3cffc",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## <u>Comments for Area 1</u>\n",
+    "Regarding the possible affects on the Data Science Branch, we have the biggest interest in Sections C and G as it affects NTD metrics we typically use in analyses.\n",
+    "\n",
+    "Slalom conducted an analysis that looked into the types of reporting errors Caltrans received from NTD for 3 reporting years. The analysis found that Form A-10 errors were quite common. Section C of the proposed changes state that FTA is also awear of the issues in the A-10 and A-15 form. The proposed changes eliminates the A-10 entirely and moves some of the initial A-10 metrics over to a new, extended A-15 form. This change aims to reduce the reporting burden for transit agencies.\n",
+    "\n",
+    "Sections G concerns changing rural operators with full reporter responsibilities to be reduced reporters. FTA aims to decrease the reporting burden, but this change affects an estimated 10-15 operators. going from full reporter to reduced reporters would mean the operator does not need to report data related to passenger miles or monthly service or safety stats\n",
+    "\n",
+    "\n",
+    "Section H proposes a change to the NTD reporting platform to include a field that identify Voluntary reporters. This slightly increases the reporting burden for all NTD reporters. Sections E and F may conditionally increase the reporting burden for some operators, if the operator experiences cyber security or safety events. Finally, Section D slightly incresses the reporting burden by proposing new categories in to A-20 form.\n",
+    "\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "fb1166dc-1a56-40dd-98d5-708484c9b009",
+   "metadata": {},
+   "source": [
+    "---"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "97f07bb1-4fd2-4ad0-bb65-2419928d5326",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "## Area 2 - Rural, Full Reporters to Reduced Reporters\n",
+    "> E: The second area is on the topic of NTD data coming through as a result of a `potential reduction in some full reporters in rural areas`. I’m not sure which ones these would be because the rulemaking wouldn’t affect all reporters. I’m also `not sure what data wouldn’t be reported as a result`. Is this something the analyst team can look into further… ie see if the proposed change in Section G would affect any California agencies and what data we may not receive from NTD as a result.\n",
+    "\n",
+    "> K: `identify which CA agencies are full reporters in rural areas that meet the criteria in section G`, although I think we’d do it based on `2023 NTD data` and FTA would do it on 2024 data. I am not sure if there would be data loss based on FTA’s assessment that these agencies were historically Rural reporters.\n",
+    "\n",
+    "> E: 2.\tYeah, I’m not expecting there would be much impact here, but perhaps it `could affect something like Fresno County` or something that provides a lot of rural service, but is large enough to be a full reporter. It’s worth flagging and understanding if it could be an impact or not. "
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "d96201a0-75f0-4d6e-b9fb-26d6849e428d",
+   "metadata": {},
+   "source": [
+    "### <u>Understanding the difference between urban Full Reporters and urban Reduced Reporters</u>\n",
+    "\n",
+    "Per NTD reporting manual\n",
+    ">Full Reporters must provide the Annual Report, as well as Monthly Ridership (MR) and monthly Safety and Security reports. All other reporter types file their reports on an annual basis.\n",
+    "\n",
+    ">Full Reporters must report data for total revenues earned during the fiscal year. Reduced Reporters only report operating and capital expenditures incurred in the fiscal year, by source of revenue.\n",
+    "\n",
+    "**List of form used by both Urban Full and Reduced Reporters:**\n",
+    "1. Basic Information (Form P-10)\n",
+    "2. Modes and Types of Service (Form P-20)\n",
+    "3. Reporter Users (Form P-30)\n",
+    "4. General Transit Feed Specification Data for Fixed Route Modes (Form P-50)\n",
+    "5. Identification (Form B-10)\n",
+    "6. Geospatial Data for Demand Response Modes (Form B-15)\n",
+    "7. Contractual Relationship Data Requirements (Form B-30)\n",
+    "8. Transit Asset Management Performance Measure Targets (Form A-90)\n",
+    "9. Stations and Maintenance Facilities (Form A-10)\n",
+    "10. Transit Asset Management Facilities Inventory (Form A-15)\n",
+    "11. Revenue Vehicle Inventory (Form A-30)\n",
+    "12. Service Vehicle Inventory (Form A-35)\n",
+    "13. Reporting Federal Funding Allocation Data (Form FFA-10)\n",
+    "14. CEO Certification (Form D-10)\n",
+    "\n",
+    "\n",
+    "**List of unique forms for Urban Full Reporters:**\n",
+    "1. Reportable Segments (Form P-40)\n",
+    "2. Funding Sources (Form F-10)\n",
+    "3. Capital Expenses (Form F-20)\n",
+    "4. Operating Expenses: Uniform System of Accounts Functions and Object Classes (Form F-30)\n",
+    "5. Operating Expenses: Uniform System of Accounts Object Classes — Reconciling Items (Form F-40)\n",
+    "6. Uniform System of Accounts Object Classes: Financial Statement (Form F-60)\n",
+    "7. Monthly Ridership Reporting (Form MR-20)\n",
+    "8. Weekly Reference Reporting (Form WE-20)\n",
+    "9. Transit Way Mileage (Form A-20)\n",
+    "10. Employees (Form R-10)\n",
+    "11. Maintenance Performance (Form R-20)\n",
+    "\n",
+    "\n",
+    "**List of unique forms for Urban Reduced Reporters:**\n",
+    "1. S&S-60 Safety Data Form\n",
+    "2. Reduced Reporting Form (Form RR-20)\n",
+    "3. Transit Asset Management Performance Measure Targets (Form A-90)\n",
+    "---\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "15a76a53-1c43-4feb-994e-978bf7223578",
+   "metadata": {},
+   "source": [
+    "### FTAs proposed solution for these rural operator, full reporters\n",
+    "\n",
+    ">FTA proposes a waiver process in which reporters that predominantly serve rural areas may request an exemption from filing as a Full Reporter. Effectively, this would mean that operators receiving the waiver would report as Reduced Reporters instead.\n",
+    ">\n",
+    ">FTA proposes to use data from the most recent year's validated and accepted data to evaluate eligibility for this waiver, and FTA would grant the waiver if each of the above criteria are met. Based on current available data, **FTA estimates that approximately 10-15 agencies would be eligible for this waiver.**\n",
+    ">\n",
+    ">FTA would automatically identify agencies that qualify for this waiver ... All eligible reporters then would be presented with the option to request the waiver annually during the Report Year Kick-Off (RYKO) process\n",
+    "\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "9cac279c-0075-4c2f-83e8-7acf9e289fd4",
+   "metadata": {},
+   "source": [
+    "## <u>Comments for Area 2</u>\n",
+    "\n",
+    "If an operator, under this proposed change, goes from Full to Reduced reporter, we can expect to miss data from 11 forms. However, those unique forms dont look familar in the ntd validation report pipeline so im unsure what kind of impact the data science branch would see.\n",
+    "\n",
+    "Will need to see if theres equivilant forms between Full and Reduced reporters that report similar data but in different forms.\n",
+    "\n",
+    "FTA's method for presenting elibible reporters of the waiver process seem a little unclear. I assume FTA will notify only the reporters that meet all the criteria in section G, and NOT all reporters. Notifying all reporters of a possible waiver they might not be eligible for would cause a lot of confusion."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8cf55bc0-8bfc-451f-a663-5dbe44a14c81",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "### <u>Query the warehouse to get find all the reporters that meet Sec G criteria</u>\n",
+    "\n",
+    "Sec G criteria:\n",
+    "- Receives funding under 49 U.S.C. `5311`,\n",
+    "- Reports `one or more` primary or secondary `UZA`s on their Federal Funding Allocation form (`FFA-10`),\n",
+    "- Operates `more than 30` Vehicles Operated in Maximum Service (`VOMS`),\n",
+    "- Operates `fewer total VOMS in urbanized areas (UZAs)` than `rural (non-UZA) areas`, and\n",
+    "- Allocates `more total Vehicle Revenue Miles (VRM) to non-UZAs` than `UZAs`.\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "b6a189aa-2820-4efc-9d4f-5638c6d11379",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### dim_annual_funding_sources\n",
+    "- for 5311 agencies (rural operators)\n",
+    "- Also has UZA and VOMS"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 62,
+   "id": "fc8f9407-af22-4805-bb0e-571cb7acd495",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 134 entries, 0 to 133\n",
+      "Data columns (total 11 columns):\n",
+      " #   Column                  Non-Null Count  Dtype  \n",
+      "---  ------                  --------------  -----  \n",
+      " 0   funding_source          134 non-null    object \n",
+      " 1   agency                  134 non-null    object \n",
+      " 2   agency_voms             134 non-null    float64\n",
+      " 3   fta_rural_progam_5311   134 non-null    float64\n",
+      " 4   ntd_id                  134 non-null    object \n",
+      " 5   organization_type       134 non-null    object \n",
+      " 6   primary_uza_population  134 non-null    float64\n",
+      " 7   report_year             134 non-null    object \n",
+      " 8   reporter_type           134 non-null    object \n",
+      " 9   primary_uza_code        134 non-null    object \n",
+      " 10  primary_uza_name        134 non-null    object \n",
+      "dtypes: float64(3), object(8)\n",
+      "memory usage: 11.6+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Has 5311 data for operators, and UZA, VOMS, \n",
+    "ntd_funding_sources = (tbls.mart_ntd.dim_annual_funding_sources()\n",
+    "                    >> filter(_.report_year == \"2023\",\n",
+    "                              _.fta_rural_progam_5311 > 0,\n",
+    "                              _.reporter_type == \"Full Reporter\",\n",
+    "                              _.primary_uza_code is not None\n",
+    "                             )\n",
+    "                    >> collect()\n",
+    "                   )\n",
+    "\n",
+    "keep_cols_0=[\n",
+    "    \"funding_source\",\n",
+    "    \"agency\",\n",
+    "    \"agency_voms\",\n",
+    "    \"fta_rural_progam_5311\",\n",
+    "    \"ntd_id\",\n",
+    "    \"organization_type\",\n",
+    "    \"primary_uza_population\",\n",
+    "    \"report_year\",\n",
+    "    \"reporter_type\",\n",
+    "    \"primary_uza_code\",\n",
+    "    \"primary_uza_name\"\n",
+    "]\n",
+    "\n",
+    "ntd_funding_sources = ntd_funding_sources[keep_cols_1]\n",
+    "ntd_funding_sources.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "28e56afc-2d63-43a6-871b-b6554035ed7e",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### dim_annual_service_agencies\n",
+    "- for UZA, VOMS and VRM"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 63,
+   "id": "cf4cc544-785a-4476-bdda-9019e6a5e6de",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 65 entries, 0 to 64\n",
+      "Data columns (total 13 columns):\n",
+      " #   Column                                       Non-Null Count  Dtype  \n",
+      "---  ------                                       --------------  -----  \n",
+      " 0   key                                          65 non-null     object \n",
+      " 1   report_year                                  65 non-null     object \n",
+      " 2   ntd_id                                       65 non-null     object \n",
+      " 3   agency                                       65 non-null     object \n",
+      " 4   reporter_type                                65 non-null     object \n",
+      " 5   organization_type                            65 non-null     object \n",
+      " 6   city                                         65 non-null     object \n",
+      " 7   state                                        65 non-null     object \n",
+      " 8   agency_voms                                  65 non-null     float64\n",
+      " 9   primary_uza_code                             63 non-null     float64\n",
+      " 10  primary_uza_name                             63 non-null     object \n",
+      " 11  primary_uza_population                       63 non-null     float64\n",
+      " 12  actual_vehicles_passenger_car_revenue_miles  65 non-null     float64\n",
+      "dtypes: float64(4), object(9)\n",
+      "memory usage: 6.7+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "# Has UZA, VRM and  VOMS. \n",
+    "\n",
+    "ntd_service_agencies = (tbls.mart_ntd.dim_annual_service_agencies ()\n",
+    "                    >> filter(_.report_year == \"2023\",\n",
+    "                              _.agency_voms > 30,\n",
+    "                              _.state == \"CA\",\n",
+    "                              _.primary_uza_code is not None\n",
+    "                             )\n",
+    "                    >> collect()\n",
+    "                   )\n",
+    "\n",
+    "keep_col_1 =[\n",
+    "    \"key\",\n",
+    "    \"report_year\",\n",
+    "    \"ntd_id\",\n",
+    "    \"agency\",\n",
+    "    \"reporter_type\",\n",
+    "    \"organization_type\",\n",
+    "    \"city\",\n",
+    "    \"state\",\n",
+    "    \"agency_voms\",\n",
+    "    \"primary_uza_code\",\n",
+    "    \"primary_uza_name\",\n",
+    "    \"primary_uza_population\",\n",
+    "    \"actual_vehicles_passenger_car_revenue_miles\"\n",
+    "]\n",
+    "\n",
+    "ntd_service_agencies = ntd_service_agencies[keep_col_1]\n",
+    "\n",
+    "ntd_service_agencies.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "6680f16e-0074-45a1-a15e-d0c49278b59f",
+   "metadata": {},
+   "source": [
+    "#### Merge dataframes to get 5311 agencies in CA with >30 VOMS with UZA names"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 74,
+   "id": "da7fcca3-3d8e-43ec-875e-1aefffb27f63",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "on_list =[\n",
+    "    \"report_year\",\n",
+    "    \"agency\",\n",
+    "    \"reporter_type\",\n",
+    "    \"organization_type\",\n",
+    "    \"organization_type\",\n",
+    "    \"agency_voms\",\n",
+    "    \"primary_uza_name\",\n",
+    "    \"ntd_id\",\n",
+    "    \"primary_uza_population\"\n",
+    "]\n",
+    "merge = ntd_service_agencies.merge(\n",
+    "    ntd_funding_sources, \n",
+    "    how=\"inner\", \n",
+    "    on= on_list, \n",
+    "    indicator=True )"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 75,
+   "id": "3b5a9740-fecb-4d59-9765-bbbe7f5566fe",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "Int64Index: 26 entries, 0 to 25\n",
+      "Data columns (total 17 columns):\n",
+      " #   Column                                       Non-Null Count  Dtype   \n",
+      "---  ------                                       --------------  -----   \n",
+      " 0   key                                          26 non-null     object  \n",
+      " 1   report_year                                  26 non-null     object  \n",
+      " 2   ntd_id                                       26 non-null     object  \n",
+      " 3   agency                                       26 non-null     object  \n",
+      " 4   reporter_type                                26 non-null     object  \n",
+      " 5   organization_type                            26 non-null     object  \n",
+      " 6   city                                         26 non-null     object  \n",
+      " 7   state                                        26 non-null     object  \n",
+      " 8   agency_voms                                  26 non-null     float64 \n",
+      " 9   primary_uza_code_x                           26 non-null     float64 \n",
+      " 10  primary_uza_name                             26 non-null     object  \n",
+      " 11  primary_uza_population                       26 non-null     float64 \n",
+      " 12  actual_vehicles_passenger_car_revenue_miles  26 non-null     float64 \n",
+      " 13  funding_source                               26 non-null     object  \n",
+      " 14  fta_rural_progam_5311                        26 non-null     float64 \n",
+      " 15  primary_uza_code_y                           26 non-null     object  \n",
+      " 16  _merge                                       26 non-null     category\n",
+      "dtypes: category(1), float64(5), object(11)\n",
+      "memory usage: 3.6+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "merge.info()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "8b683dcd-ad9e-4157-a079-d74c9394a460",
+   "metadata": {},
+   "source": [
+    "#### Who are the agencies that match Section G Critera?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 76,
+   "id": "702e1dba-17a5-4364-a5c5-0c04955f9fab",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "The Eastern Contra Costa Transit Authority, dba: Tri Delta Transit                   1\n",
+       "Santa Cruz Metropolitan Transit District                                             1\n",
+       "San Joaquin Regional Transit District, dba: San Joaquin RTD                          1\n",
+       "Kings County Area Public Transit Agency                                              1\n",
+       "San Luis Obispo Regional Transit Authority                                           1\n",
+       "Butte County Association of Governments, dba: Butte Regional Transit/B-Line          1\n",
+       "County of Sonoma , dba: Sonoma County Transit                                        1\n",
+       "Napa Valley Transportation Authority                                                 1\n",
+       "Santa Clara Valley Transportation Authority, dba: Valley Transportation Authority    1\n",
+       "Livermore / Amador Valley Transit Authority                                          1\n",
+       "Antelope Valley Transit Authority                                                    1\n",
+       "Monterey-Salinas Transit                                                             1\n",
+       "Transit Joint Powers Authority for Merced County, dba: Merced The Bus                1\n",
+       "Victor Valley Transit Authority                                                      1\n",
+       "County of Placer, dba: Placer County Transit/TART                                    1\n",
+       "Yolo County Transportation District                                                  1\n",
+       "North County Transit District                                                        1\n",
+       "San Diego Metropolitan Transit System                                                1\n",
+       "SunLine Transit Agency, dba: SunLine                                                 1\n",
+       "Stanislaus Regional Transit Authority                                                1\n",
+       "Marin County Transit District, dba: Marin Transit                                    1\n",
+       "San Mateo County Transit District, dba: SamTrans                                     1\n",
+       "Ventura County Transportation Commission                                             1\n",
+       "Tulare County Regional Transit Agency                                                1\n",
+       "City of Visalia  , dba: Visalia Transit                                              1\n",
+       "Riverside Transit Agency                                                             1\n",
+       "Name: agency, dtype: int64"
+      ]
+     },
+     "execution_count": 76,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merge[\"agency\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 71,
+   "id": "7871860f-0ec7-4704-b577-c3279dc7ac53",
+   "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>key</th>\n",
+       "      <th>report_year</th>\n",
+       "      <th>ntd_id</th>\n",
+       "      <th>agency</th>\n",
+       "      <th>reporter_type</th>\n",
+       "      <th>organization_type</th>\n",
+       "      <th>city</th>\n",
+       "      <th>state</th>\n",
+       "      <th>agency_voms</th>\n",
+       "      <th>primary_uza_code_x</th>\n",
+       "      <th>primary_uza_name</th>\n",
+       "      <th>primary_uza_population</th>\n",
+       "      <th>actual_vehicles_passenger_car_revenue_miles</th>\n",
+       "      <th>funding_source</th>\n",
+       "      <th>fta_rural_progam_5311</th>\n",
+       "      <th>primary_uza_code_y</th>\n",
+       "      <th>_merge</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>7b92911062e8311df2aaefa803453213</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90162</td>\n",
+       "      <td>The Eastern Contra Costa Transit Authority, db...</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Antioch</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>2683.0</td>\n",
+       "      <td>Antioch, CA</td>\n",
+       "      <td>326205.0</td>\n",
+       "      <td>3200288.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>172914.0</td>\n",
+       "      <td>2683.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>231d30a033adffad7c05ad22cdffc83a</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90006</td>\n",
+       "      <td>Santa Cruz Metropolitan Transit District</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Santa Cruz</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>79336.0</td>\n",
+       "      <td>Santa Cruz, CA</td>\n",
+       "      <td>169038.0</td>\n",
+       "      <td>2975126.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>263285.0</td>\n",
+       "      <td>79336.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>43d7e995716ec1e5bb708810a28f4ce2</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90091</td>\n",
+       "      <td>City of Visalia  , dba: Visalia Transit</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>City, County or Local Government Unit or Depar...</td>\n",
+       "      <td>Visalia</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>90946.0</td>\n",
+       "      <td>Visalia, CA</td>\n",
+       "      <td>160578.0</td>\n",
+       "      <td>2197535.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>491222.0</td>\n",
+       "      <td>90946.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>18a26ef2624bf2302b13c3da290e4a31</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90310</td>\n",
+       "      <td>Tulare County Regional Transit Agency</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Visalia</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>90946.0</td>\n",
+       "      <td>Visalia, CA</td>\n",
+       "      <td>160578.0</td>\n",
+       "      <td>2105383.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>3779135.0</td>\n",
+       "      <td>90946.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>0074aba1a1468f0ef01ba5bb8591f4ea</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90164</td>\n",
+       "      <td>Ventura County Transportation Commission</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Camarillo</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>66673.0</td>\n",
+       "      <td>Oxnard--San Buenaventura (Ventura), CA</td>\n",
+       "      <td>376117.0</td>\n",
+       "      <td>1618834.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>390779.0</td>\n",
+       "      <td>66673.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>c66136eb07990c683307924891da05a5</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90009</td>\n",
+       "      <td>San Mateo County Transit District, dba: SamTrans</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>San Carlos</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>331.0</td>\n",
+       "      <td>78904.0</td>\n",
+       "      <td>San Francisco--Oakland, CA</td>\n",
+       "      <td>3515933.0</td>\n",
+       "      <td>7793698.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>783902.0</td>\n",
+       "      <td>78904.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>9011ecad1a04b79627d40c2e3ec4a918</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90234</td>\n",
+       "      <td>Marin County Transit District, dba: Marin Transit</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>San Rafael</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>78904.0</td>\n",
+       "      <td>San Francisco--Oakland, CA</td>\n",
+       "      <td>3515933.0</td>\n",
+       "      <td>3017303.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>543303.0</td>\n",
+       "      <td>78904.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>2ee6240880777b119fcf8dd9da330af9</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90306</td>\n",
+       "      <td>Stanislaus Regional Transit Authority</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Modesto</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>58006.0</td>\n",
+       "      <td>Modesto, CA</td>\n",
+       "      <td>357301.0</td>\n",
+       "      <td>4216882.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>916161.0</td>\n",
+       "      <td>58006.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>f34f1051a6c81d1a4149fb93da4ff392</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90079</td>\n",
+       "      <td>SunLine Transit Agency, dba: SunLine</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Thousand Palms</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>41347.0</td>\n",
+       "      <td>Indio--Palm Desert--Palm Springs, CA</td>\n",
+       "      <td>361075.0</td>\n",
+       "      <td>3938721.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>1348953.0</td>\n",
+       "      <td>41347.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>9c81bfb86d1bbeaac2e00c6c0142c6cb</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90026</td>\n",
+       "      <td>San Diego Metropolitan Transit System</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>San Diego</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>774.0</td>\n",
+       "      <td>78661.0</td>\n",
+       "      <td>San Diego, CA</td>\n",
+       "      <td>3070300.0</td>\n",
+       "      <td>34095949.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>878451.0</td>\n",
+       "      <td>78661.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>732ac248345346f575122087bdbc3edd</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90030</td>\n",
+       "      <td>North County Transit District</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Oceanside</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>189.0</td>\n",
+       "      <td>78661.0</td>\n",
+       "      <td>San Diego, CA</td>\n",
+       "      <td>3070300.0</td>\n",
+       "      <td>8204114.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>1665659.0</td>\n",
+       "      <td>78661.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>0129dd27f70c835fb794803cd65f48ce</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90090</td>\n",
+       "      <td>Yolo County Transportation District</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Woodland</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>40.0</td>\n",
+       "      <td>77068.0</td>\n",
+       "      <td>Sacramento, CA</td>\n",
+       "      <td>1946618.0</td>\n",
+       "      <td>1984049.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>200210.0</td>\n",
+       "      <td>77068.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>c99398cad6d9daad6b305d869ec1a780</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90196</td>\n",
+       "      <td>County of Placer, dba: Placer County Transit/TART</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>City, County or Local Government Unit or Depar...</td>\n",
+       "      <td>Auburn</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>77068.0</td>\n",
+       "      <td>Sacramento, CA</td>\n",
+       "      <td>1946618.0</td>\n",
+       "      <td>1920826.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>1051362.0</td>\n",
+       "      <td>77068.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>2b062c505686f95e61a8714144a1758b</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90148</td>\n",
+       "      <td>Victor Valley Transit Authority</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Hesperia</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>277.0</td>\n",
+       "      <td>90541.0</td>\n",
+       "      <td>Victorville--Hesperia--Apple Valley, CA</td>\n",
+       "      <td>355816.0</td>\n",
+       "      <td>9070059.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>1125644.0</td>\n",
+       "      <td>90541.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>22c34fbd0b7d09bf89346cc62aad17d5</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90173</td>\n",
+       "      <td>Transit Joint Powers Authority for Merced Coun...</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Merced</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>56251.0</td>\n",
+       "      <td>Merced, CA</td>\n",
+       "      <td>150052.0</td>\n",
+       "      <td>2027756.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>1347802.0</td>\n",
+       "      <td>56251.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>423019d2bdcac472b0cd1d81bc8380b7</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90062</td>\n",
+       "      <td>Monterey-Salinas Transit</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Monterey</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>165.0</td>\n",
+       "      <td>80362.0</td>\n",
+       "      <td>Seaside--Monterey--Pacific Grove, CA</td>\n",
+       "      <td>123495.0</td>\n",
+       "      <td>4249833.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>2013121.0</td>\n",
+       "      <td>80362.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>942e25509363518941fb783119b4d2ae</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90121</td>\n",
+       "      <td>Antelope Valley Transit Authority</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Lancaster</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>67140.0</td>\n",
+       "      <td>Palmdale--Lancaster, CA</td>\n",
+       "      <td>359559.0</td>\n",
+       "      <td>3530244.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>2212409.0</td>\n",
+       "      <td>67140.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>11e9e6577aa4afc22d4ed41b15e4479c</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90144</td>\n",
+       "      <td>Livermore / Amador Valley Transit Authority</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Livermore</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>50533.0</td>\n",
+       "      <td>Livermore--Pleasanton--Dublin, CA</td>\n",
+       "      <td>240381.0</td>\n",
+       "      <td>1328472.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>106451.0</td>\n",
+       "      <td>50533.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>91df0abfcbd3472d38a4224067582dc3</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90013</td>\n",
+       "      <td>Santa Clara Valley Transportation Authority, d...</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>San Jose</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>512.0</td>\n",
+       "      <td>79039.0</td>\n",
+       "      <td>San Jose, CA</td>\n",
+       "      <td>1837446.0</td>\n",
+       "      <td>21779295.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>380553.0</td>\n",
+       "      <td>79039.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>06b3bf7a35f002aa4ed531265a0b63eb</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90088</td>\n",
+       "      <td>Napa Valley Transportation Authority</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Napa</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>61057.0</td>\n",
+       "      <td>Napa, CA</td>\n",
+       "      <td>84619.0</td>\n",
+       "      <td>1345314.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>1052042.0</td>\n",
+       "      <td>61057.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>82dd8c5bb6b173b51e9e0b89a6bdd806</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90089</td>\n",
+       "      <td>County of Sonoma , dba: Sonoma County Transit</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>City, County or Local Government Unit or Depar...</td>\n",
+       "      <td>Santa Rosa</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>79498.0</td>\n",
+       "      <td>Santa Rosa, CA</td>\n",
+       "      <td>297329.0</td>\n",
+       "      <td>1737914.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>550600.0</td>\n",
+       "      <td>79498.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>7bd3fc4c7aee7a83869619c0aa800a85</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90208</td>\n",
+       "      <td>Butte County Association of Governments, dba: ...</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>MPO, COG or Other Planning Agency</td>\n",
+       "      <td>Chico</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>16318.0</td>\n",
+       "      <td>Chico, CA</td>\n",
+       "      <td>111411.0</td>\n",
+       "      <td>1182984.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>1605128.0</td>\n",
+       "      <td>16318.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>c4d6006dd6de8e33faf71155d16b3f68</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90206</td>\n",
+       "      <td>San Luis Obispo Regional Transit Authority</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>San Luis Obispo</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>79147.0</td>\n",
+       "      <td>San Luis Obispo, CA</td>\n",
+       "      <td>56904.0</td>\n",
+       "      <td>1542116.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>762127.0</td>\n",
+       "      <td>79147.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>56c88becd84cdf6874e9f3abe03eb6f0</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90200</td>\n",
+       "      <td>Kings County Area Public Transit Agency</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Hanford</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>57.0</td>\n",
+       "      <td>36703.0</td>\n",
+       "      <td>Hanford, CA</td>\n",
+       "      <td>66638.0</td>\n",
+       "      <td>1522582.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>586765.0</td>\n",
+       "      <td>36703.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>b54cef7138d0057e9085da47db94506e</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90012</td>\n",
+       "      <td>San Joaquin Regional Transit District, dba: Sa...</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Stockton</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>85087.0</td>\n",
+       "      <td>Stockton, CA</td>\n",
+       "      <td>414847.0</td>\n",
+       "      <td>2612286.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>1269577.0</td>\n",
+       "      <td>85087.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>e835f62b4fa6954b297ae0788141e1fe</td>\n",
+       "      <td>2023</td>\n",
+       "      <td>90031</td>\n",
+       "      <td>Riverside Transit Agency</td>\n",
+       "      <td>Full Reporter</td>\n",
+       "      <td>Independent Public Agency or Authority of Tran...</td>\n",
+       "      <td>Riverside</td>\n",
+       "      <td>CA</td>\n",
+       "      <td>211.0</td>\n",
+       "      <td>75340.0</td>\n",
+       "      <td>Riverside--San Bernardino, CA</td>\n",
+       "      <td>2276703.0</td>\n",
+       "      <td>9238973.0</td>\n",
+       "      <td>federal</td>\n",
+       "      <td>682130.0</td>\n",
+       "      <td>75340.0</td>\n",
+       "      <td>both</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 key report_year ntd_id  \\\n",
+       "0   7b92911062e8311df2aaefa803453213        2023  90162   \n",
+       "1   231d30a033adffad7c05ad22cdffc83a        2023  90006   \n",
+       "2   43d7e995716ec1e5bb708810a28f4ce2        2023  90091   \n",
+       "3   18a26ef2624bf2302b13c3da290e4a31        2023  90310   \n",
+       "4   0074aba1a1468f0ef01ba5bb8591f4ea        2023  90164   \n",
+       "5   c66136eb07990c683307924891da05a5        2023  90009   \n",
+       "6   9011ecad1a04b79627d40c2e3ec4a918        2023  90234   \n",
+       "7   2ee6240880777b119fcf8dd9da330af9        2023  90306   \n",
+       "8   f34f1051a6c81d1a4149fb93da4ff392        2023  90079   \n",
+       "9   9c81bfb86d1bbeaac2e00c6c0142c6cb        2023  90026   \n",
+       "10  732ac248345346f575122087bdbc3edd        2023  90030   \n",
+       "11  0129dd27f70c835fb794803cd65f48ce        2023  90090   \n",
+       "12  c99398cad6d9daad6b305d869ec1a780        2023  90196   \n",
+       "13  2b062c505686f95e61a8714144a1758b        2023  90148   \n",
+       "14  22c34fbd0b7d09bf89346cc62aad17d5        2023  90173   \n",
+       "15  423019d2bdcac472b0cd1d81bc8380b7        2023  90062   \n",
+       "16  942e25509363518941fb783119b4d2ae        2023  90121   \n",
+       "17  11e9e6577aa4afc22d4ed41b15e4479c        2023  90144   \n",
+       "18  91df0abfcbd3472d38a4224067582dc3        2023  90013   \n",
+       "19  06b3bf7a35f002aa4ed531265a0b63eb        2023  90088   \n",
+       "20  82dd8c5bb6b173b51e9e0b89a6bdd806        2023  90089   \n",
+       "21  7bd3fc4c7aee7a83869619c0aa800a85        2023  90208   \n",
+       "22  c4d6006dd6de8e33faf71155d16b3f68        2023  90206   \n",
+       "23  56c88becd84cdf6874e9f3abe03eb6f0        2023  90200   \n",
+       "24  b54cef7138d0057e9085da47db94506e        2023  90012   \n",
+       "25  e835f62b4fa6954b297ae0788141e1fe        2023  90031   \n",
+       "\n",
+       "                                               agency  reporter_type  \\\n",
+       "0   The Eastern Contra Costa Transit Authority, db...  Full Reporter   \n",
+       "1            Santa Cruz Metropolitan Transit District  Full Reporter   \n",
+       "2             City of Visalia  , dba: Visalia Transit  Full Reporter   \n",
+       "3               Tulare County Regional Transit Agency  Full Reporter   \n",
+       "4            Ventura County Transportation Commission  Full Reporter   \n",
+       "5    San Mateo County Transit District, dba: SamTrans  Full Reporter   \n",
+       "6   Marin County Transit District, dba: Marin Transit  Full Reporter   \n",
+       "7               Stanislaus Regional Transit Authority  Full Reporter   \n",
+       "8                SunLine Transit Agency, dba: SunLine  Full Reporter   \n",
+       "9               San Diego Metropolitan Transit System  Full Reporter   \n",
+       "10                      North County Transit District  Full Reporter   \n",
+       "11                Yolo County Transportation District  Full Reporter   \n",
+       "12  County of Placer, dba: Placer County Transit/TART  Full Reporter   \n",
+       "13                    Victor Valley Transit Authority  Full Reporter   \n",
+       "14  Transit Joint Powers Authority for Merced Coun...  Full Reporter   \n",
+       "15                           Monterey-Salinas Transit  Full Reporter   \n",
+       "16                  Antelope Valley Transit Authority  Full Reporter   \n",
+       "17        Livermore / Amador Valley Transit Authority  Full Reporter   \n",
+       "18  Santa Clara Valley Transportation Authority, d...  Full Reporter   \n",
+       "19               Napa Valley Transportation Authority  Full Reporter   \n",
+       "20      County of Sonoma , dba: Sonoma County Transit  Full Reporter   \n",
+       "21  Butte County Association of Governments, dba: ...  Full Reporter   \n",
+       "22         San Luis Obispo Regional Transit Authority  Full Reporter   \n",
+       "23            Kings County Area Public Transit Agency  Full Reporter   \n",
+       "24  San Joaquin Regional Transit District, dba: Sa...  Full Reporter   \n",
+       "25                           Riverside Transit Agency  Full Reporter   \n",
+       "\n",
+       "                                    organization_type             city state  \\\n",
+       "0   Independent Public Agency or Authority of Tran...          Antioch    CA   \n",
+       "1   Independent Public Agency or Authority of Tran...       Santa Cruz    CA   \n",
+       "2   City, County or Local Government Unit or Depar...          Visalia    CA   \n",
+       "3   Independent Public Agency or Authority of Tran...          Visalia    CA   \n",
+       "4   Independent Public Agency or Authority of Tran...        Camarillo    CA   \n",
+       "5   Independent Public Agency or Authority of Tran...       San Carlos    CA   \n",
+       "6   Independent Public Agency or Authority of Tran...       San Rafael    CA   \n",
+       "7   Independent Public Agency or Authority of Tran...          Modesto    CA   \n",
+       "8   Independent Public Agency or Authority of Tran...   Thousand Palms    CA   \n",
+       "9   Independent Public Agency or Authority of Tran...        San Diego    CA   \n",
+       "10  Independent Public Agency or Authority of Tran...        Oceanside    CA   \n",
+       "11  Independent Public Agency or Authority of Tran...         Woodland    CA   \n",
+       "12  City, County or Local Government Unit or Depar...           Auburn    CA   \n",
+       "13  Independent Public Agency or Authority of Tran...         Hesperia    CA   \n",
+       "14  Independent Public Agency or Authority of Tran...           Merced    CA   \n",
+       "15  Independent Public Agency or Authority of Tran...         Monterey    CA   \n",
+       "16  Independent Public Agency or Authority of Tran...        Lancaster    CA   \n",
+       "17  Independent Public Agency or Authority of Tran...        Livermore    CA   \n",
+       "18  Independent Public Agency or Authority of Tran...         San Jose    CA   \n",
+       "19  Independent Public Agency or Authority of Tran...             Napa    CA   \n",
+       "20  City, County or Local Government Unit or Depar...       Santa Rosa    CA   \n",
+       "21                  MPO, COG or Other Planning Agency            Chico    CA   \n",
+       "22  Independent Public Agency or Authority of Tran...  San Luis Obispo    CA   \n",
+       "23  Independent Public Agency or Authority of Tran...          Hanford    CA   \n",
+       "24  Independent Public Agency or Authority of Tran...         Stockton    CA   \n",
+       "25  Independent Public Agency or Authority of Tran...        Riverside    CA   \n",
+       "\n",
+       "    agency_voms  primary_uza_code_x                         primary_uza_name  \\\n",
+       "0          98.0              2683.0                              Antioch, CA   \n",
+       "1          93.0             79336.0                           Santa Cruz, CA   \n",
+       "2          37.0             90946.0                              Visalia, CA   \n",
+       "3          41.0             90946.0                              Visalia, CA   \n",
+       "4          45.0             66673.0   Oxnard--San Buenaventura (Ventura), CA   \n",
+       "5         331.0             78904.0               San Francisco--Oakland, CA   \n",
+       "6          78.0             78904.0               San Francisco--Oakland, CA   \n",
+       "7         102.0             58006.0                              Modesto, CA   \n",
+       "8          82.0             41347.0     Indio--Palm Desert--Palm Springs, CA   \n",
+       "9         774.0             78661.0                            San Diego, CA   \n",
+       "10        189.0             78661.0                            San Diego, CA   \n",
+       "11         40.0             77068.0                           Sacramento, CA   \n",
+       "12         47.0             77068.0                           Sacramento, CA   \n",
+       "13        277.0             90541.0  Victorville--Hesperia--Apple Valley, CA   \n",
+       "14         45.0             56251.0                               Merced, CA   \n",
+       "15        165.0             80362.0     Seaside--Monterey--Pacific Grove, CA   \n",
+       "16         86.0             67140.0                  Palmdale--Lancaster, CA   \n",
+       "17         49.0             50533.0        Livermore--Pleasanton--Dublin, CA   \n",
+       "18        512.0             79039.0                             San Jose, CA   \n",
+       "19         44.0             61057.0                                 Napa, CA   \n",
+       "20         47.0             79498.0                           Santa Rosa, CA   \n",
+       "21         37.0             16318.0                                Chico, CA   \n",
+       "22         41.0             79147.0                      San Luis Obispo, CA   \n",
+       "23         57.0             36703.0                              Hanford, CA   \n",
+       "24         93.0             85087.0                             Stockton, CA   \n",
+       "25        211.0             75340.0            Riverside--San Bernardino, CA   \n",
+       "\n",
+       "    primary_uza_population  actual_vehicles_passenger_car_revenue_miles  \\\n",
+       "0                 326205.0                                    3200288.0   \n",
+       "1                 169038.0                                    2975126.0   \n",
+       "2                 160578.0                                    2197535.0   \n",
+       "3                 160578.0                                    2105383.0   \n",
+       "4                 376117.0                                    1618834.0   \n",
+       "5                3515933.0                                    7793698.0   \n",
+       "6                3515933.0                                    3017303.0   \n",
+       "7                 357301.0                                    4216882.0   \n",
+       "8                 361075.0                                    3938721.0   \n",
+       "9                3070300.0                                   34095949.0   \n",
+       "10               3070300.0                                    8204114.0   \n",
+       "11               1946618.0                                    1984049.0   \n",
+       "12               1946618.0                                    1920826.0   \n",
+       "13                355816.0                                    9070059.0   \n",
+       "14                150052.0                                    2027756.0   \n",
+       "15                123495.0                                    4249833.0   \n",
+       "16                359559.0                                    3530244.0   \n",
+       "17                240381.0                                    1328472.0   \n",
+       "18               1837446.0                                   21779295.0   \n",
+       "19                 84619.0                                    1345314.0   \n",
+       "20                297329.0                                    1737914.0   \n",
+       "21                111411.0                                    1182984.0   \n",
+       "22                 56904.0                                    1542116.0   \n",
+       "23                 66638.0                                    1522582.0   \n",
+       "24                414847.0                                    2612286.0   \n",
+       "25               2276703.0                                    9238973.0   \n",
+       "\n",
+       "   funding_source  fta_rural_progam_5311 primary_uza_code_y _merge  \n",
+       "0         federal               172914.0             2683.0   both  \n",
+       "1         federal               263285.0            79336.0   both  \n",
+       "2         federal               491222.0            90946.0   both  \n",
+       "3         federal              3779135.0            90946.0   both  \n",
+       "4         federal               390779.0            66673.0   both  \n",
+       "5         federal               783902.0            78904.0   both  \n",
+       "6         federal               543303.0            78904.0   both  \n",
+       "7         federal               916161.0            58006.0   both  \n",
+       "8         federal              1348953.0            41347.0   both  \n",
+       "9         federal               878451.0            78661.0   both  \n",
+       "10        federal              1665659.0            78661.0   both  \n",
+       "11        federal               200210.0            77068.0   both  \n",
+       "12        federal              1051362.0            77068.0   both  \n",
+       "13        federal              1125644.0            90541.0   both  \n",
+       "14        federal              1347802.0            56251.0   both  \n",
+       "15        federal              2013121.0            80362.0   both  \n",
+       "16        federal              2212409.0            67140.0   both  \n",
+       "17        federal               106451.0            50533.0   both  \n",
+       "18        federal               380553.0            79039.0   both  \n",
+       "19        federal              1052042.0            61057.0   both  \n",
+       "20        federal               550600.0            79498.0   both  \n",
+       "21        federal              1605128.0            16318.0   both  \n",
+       "22        federal               762127.0            79147.0   both  \n",
+       "23        federal               586765.0            36703.0   both  \n",
+       "24        federal              1269577.0            85087.0   both  \n",
+       "25        federal               682130.0            75340.0   both  "
+      ]
+     },
+     "execution_count": 71,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "merge"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 77,
+   "id": "13075ec9-4faf-4280-8930-97b6a28aac45",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# Export to GCS\n",
+    "merge.to_csv(\"gs://calitp-analytics-data/data-analyses/ntd/proposed_changes_agencies.csv\")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "90c1d67a-50bd-49d5-a409-f69b4c983d2c",
+   "metadata": {},
+   "source": [
+    "# <u>TBD</u>\n",
+    "- get UZA geometry data\n",
+    "- get list of bus stop point locations for the agencies identified above\n",
+    "- overlay bus stop point location on UZA geometry to find stops that are outside of the UZA for an agency to help answer\n",
+    ">- Operates fewer total VOMS in urbanized areas (UZAs) than rural (non-UZA) areas, and\n",
+    ">- Allocates more total Vehicle Revenue Miles (VRM) to non-UZAs than UZAs."
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "ac729467-8a82-4b52-836f-453eaa140355",
+   "metadata": {},
+   "source": [
+    "### get UZA geojson data from FTA rest server"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "id": "8c636d17-5819-45e1-94ec-9a4e20549441",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "rest_server_link = \"https://services.arcgis.com/xOi1kZaI0eWDREZv/ArcGIS/rest/services/FTA_Administrative_Boundaries/FeatureServer/5/query?where=1%3D1&objectIds=&geometry=&geometryType=esriGeometryEnvelope&inSR=&spatialRel=esriSpatialRelIntersects&resultType=none&distance=0.0&units=esriSRUnit_Meter&relationParam=&returnGeodetic=false&outFields=*&returnGeometry=true&returnCentroid=false&returnEnvelope=false&featureEncoding=esriDefault&multipatchOption=xyFootprint&maxAllowableOffset=&geometryPrecision=&outSR=&defaultSR=&datumTransformation=&applyVCSProjection=false&returnIdsOnly=false&returnUniqueIdsOnly=false&returnCountOnly=false&returnExtentOnly=false&returnQueryGeometry=false&returnDistinctValues=false&cacheHint=false&collation=&orderByFields=&groupByFieldsForStatistics=&outStatistics=&having=&resultOffset=&resultRecordCount=&returnZ=false&returnM=false&returnTrueCurves=false&returnExceededLimitFeatures=true&quantizationParameters=&sqlFormat=none&f=pgeojson&token=\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "id": "bc95b052-812d-49aa-8d4f-bf50e5f5f3b5",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "uza_data = gpd.read_file(rest_server_link)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "5ba7b042-a925-4c86-ae81-ca85c7226a97",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "display(\n",
+    "    uza_data.info(),\n",
+    "    uza_data.crs\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "677a3de4-307d-4522-8f6e-c47d45cb2feb",
+   "metadata": {
+    "tags": []
+   },
+   "source": [
+    "#### get CA UZAs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 22,
+   "id": "10504da7-54db-48f9-9128-cb07d96cd0ef",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ca_uza = uza_data[uza_data['NAMELSAD'].str.contains(\", CA\")].reset_index(drop=True)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "317ccaca-1b4b-4f48-8b2f-0ce66100ab2d",
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "display(\n",
+    "    ca_uza.info(),\n",
+    "    ca_uza.crs\n",
+    ")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 25,
+   "id": "674a7714-4c74-4f94-b777-970396b49e59",
+   "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>OBJECTID</th>\n",
+       "      <th>UACE</th>\n",
+       "      <th>NAMELSAD</th>\n",
+       "      <th>POP</th>\n",
+       "      <th>AREALANDSQMI</th>\n",
+       "      <th>AREAWATERSQMI</th>\n",
+       "      <th>POPDEN</th>\n",
+       "      <th>Shape__Area</th>\n",
+       "      <th>Shape__Length</th>\n",
+       "      <th>geometry</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>2662</td>\n",
+       "      <td>79417</td>\n",
+       "      <td>Santa Maria, CA Urban Area</td>\n",
+       "      <td>143609</td>\n",
+       "      <td>27.06</td>\n",
+       "      <td>0.08</td>\n",
+       "      <td>5306.84</td>\n",
+       "      <td>1.047746e+08</td>\n",
+       "      <td>9.341327e+04</td>\n",
+       "      <td>MULTIPOLYGON (((-120.43534 34.98668, -120.4352...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>2663</td>\n",
+       "      <td>38215</td>\n",
+       "      <td>Hemet, CA Urban Area</td>\n",
+       "      <td>173194</td>\n",
+       "      <td>37.06</td>\n",
+       "      <td>0.12</td>\n",
+       "      <td>4673.61</td>\n",
+       "      <td>1.396604e+08</td>\n",
+       "      <td>1.241736e+05</td>\n",
+       "      <td>MULTIPOLYGON (((-116.86277 33.74268, -116.8627...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>2664</td>\n",
+       "      <td>51445</td>\n",
+       "      <td>Los Angeles--Long Beach--Anaheim, CA Urban Area</td>\n",
+       "      <td>12237376</td>\n",
+       "      <td>1636.83</td>\n",
+       "      <td>18.64</td>\n",
+       "      <td>7476.28</td>\n",
+       "      <td>6.251949e+09</td>\n",
+       "      <td>1.263335e+06</td>\n",
+       "      <td>MULTIPOLYGON (((-117.99338 34.16800, -117.9929...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>2665</td>\n",
+       "      <td>78661</td>\n",
+       "      <td>San Diego, CA Urban Area</td>\n",
+       "      <td>3070300</td>\n",
+       "      <td>674.72</td>\n",
+       "      <td>14.61</td>\n",
+       "      <td>4550.45</td>\n",
+       "      <td>2.540300e+09</td>\n",
+       "      <td>9.807105e+05</td>\n",
+       "      <td>MULTIPOLYGON (((-117.03839 32.80671, -117.0382...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>2666</td>\n",
+       "      <td>75340</td>\n",
+       "      <td>Riverside--San Bernardino, CA Urban Area</td>\n",
+       "      <td>2276703</td>\n",
+       "      <td>608.56</td>\n",
+       "      <td>2.58</td>\n",
+       "      <td>3741.10</td>\n",
+       "      <td>2.308176e+09</td>\n",
+       "      <td>1.118771e+06</td>\n",
+       "      <td>MULTIPOLYGON (((-117.15890 33.92832, -117.1584...</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "   OBJECTID   UACE                                         NAMELSAD       POP  \\\n",
+       "0      2662  79417                       Santa Maria, CA Urban Area    143609   \n",
+       "1      2663  38215                             Hemet, CA Urban Area    173194   \n",
+       "2      2664  51445  Los Angeles--Long Beach--Anaheim, CA Urban Area  12237376   \n",
+       "3      2665  78661                         San Diego, CA Urban Area   3070300   \n",
+       "4      2666  75340         Riverside--San Bernardino, CA Urban Area   2276703   \n",
+       "\n",
+       "   AREALANDSQMI  AREAWATERSQMI   POPDEN   Shape__Area  Shape__Length  \\\n",
+       "0         27.06           0.08  5306.84  1.047746e+08   9.341327e+04   \n",
+       "1         37.06           0.12  4673.61  1.396604e+08   1.241736e+05   \n",
+       "2       1636.83          18.64  7476.28  6.251949e+09   1.263335e+06   \n",
+       "3        674.72          14.61  4550.45  2.540300e+09   9.807105e+05   \n",
+       "4        608.56           2.58  3741.10  2.308176e+09   1.118771e+06   \n",
+       "\n",
+       "                                            geometry  \n",
+       "0  MULTIPOLYGON (((-120.43534 34.98668, -120.4352...  \n",
+       "1  MULTIPOLYGON (((-116.86277 33.74268, -116.8627...  \n",
+       "2  MULTIPOLYGON (((-117.99338 34.16800, -117.9929...  \n",
+       "3  MULTIPOLYGON (((-117.03839 32.80671, -117.0382...  \n",
+       "4  MULTIPOLYGON (((-117.15890 33.92832, -117.1584...  "
+      ]
+     },
+     "execution_count": 25,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "ca_uza.head()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "id": "bfde52af-be7c-4d89-aa93-6c5e1959914d",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<AxesSubplot:>"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "ca_uza.plot()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "id": "65592033-b6e9-4bf7-a24a-6b1d6f7a087b",
+   "metadata": {},
+   "source": [
+    "## Area 3 - Volunteer Reporters\n",
+    ">E: The third area is that I noticed that it was mentioned in Section H that voluntary reports may help a state receive more money. Given this helpful piece of information, I had 3 follow-up ideas. \n",
+    ">1. Can we figure out how it helps increase funding by being a voluntary reporter \n",
+    ">2. Can we do an audit to see which agencies aren’t reporters that maybe could be and \n",
+    ">3. What monetary benefit could be gained if we helped these agencies become voluntary reporters.\n",
+    "\n",
+    ">K: would auditing this entail simply looking at organizations that don’t have an NTD ID? Or something else?\n",
+    "\n",
+    ">E: Yes, I think we would look at all transit agencies in the transit database that operate fixed route service that don’t appear to have an NTD ID and are not present in NTD data."
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 86,
+   "id": "b9f386ff-59fa-4eec-add5-b8c16a820cb3",
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "<class 'pandas.core.frame.DataFrame'>\n",
+      "RangeIndex: 36 entries, 0 to 35\n",
+      "Data columns (total 9 columns):\n",
+      " #   Column                                  Non-Null Count  Dtype \n",
+      "---  ------                                  --------------  ----- \n",
+      " 0   key                                     36 non-null     object\n",
+      " 1   source_record_id                        36 non-null     object\n",
+      " 2   name                                    36 non-null     object\n",
+      " 3   organization_type                       36 non-null     object\n",
+      " 4   caltrans_district                       34 non-null     object\n",
+      " 5   reporting_category                      27 non-null     object\n",
+      " 6   is_public_entity                        36 non-null     bool  \n",
+      " 7   ntd_id                                  0 non-null      object\n",
+      " 8   public_currently_operating_fixed_route  36 non-null     bool  \n",
+      "dtypes: bool(2), object(7)\n",
+      "memory usage: 2.2+ KB\n"
+     ]
+    }
+   ],
+   "source": [
+    "dim_orgs = (tbls.mart_transit_database.dim_organizations()\n",
+    "                    >> filter(_._is_current == True,\n",
+    "                              _.ntd_id.isna(),\n",
+    "                              _.public_currently_operating_fixed_route == True\n",
+    "                             )\n",
+    "                    >> collect()\n",
+    "                   )\n",
+    "\n",
+    "keep_cols_2 =[\n",
+    "    \"key\",\n",
+    "    \"source_record_id\",\n",
+    "    \"name\",\n",
+    "    \"organization_type\",\n",
+    "    \"caltrans_district\",\n",
+    "    \"reporting_category\",\n",
+    "    \"is_public_entity\",\n",
+    "    \"ntd_id\",\n",
+    "    \"public_currently_operating_fixed_route\",  \n",
+    "]\n",
+    "\n",
+    "dim_orgs =dim_orgs[keep_cols_2]\n",
+    "\n",
+    "dim_orgs.info()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 87,
+   "id": "86359867-8b8a-41a9-8579-b38b7eb89bb3",
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "POINT                                              1\n",
+       "Amtrak                                             1\n",
+       "City of Mission Viejo                              1\n",
+       "City of Mountain View                              1\n",
+       "City of Newport Beach                              1\n",
+       "City of Rancho Cordova                             1\n",
+       "Plumas Transit Systems                             1\n",
+       "Yosemite National Park                             1\n",
+       "Los Angeles World Airports                         1\n",
+       "City of San Juan Capistrano                        1\n",
+       "City of South San Francisco                        1\n",
+       "San Diego International Airport                    1\n",
+       "Solano Transportation Authority                    1\n",
+       "San Joaquin Joint Powers Authority                 1\n",
+       "San Francisco International Airport                1\n",
+       "Capitol Corridor Joint Powers Authority            1\n",
+       "Tahoe Truckee Area Regional Transportation         1\n",
+       "City of Laguna Niguel                              1\n",
+       "Curry Public Transit                               1\n",
+       "City of San Clemente                               1\n",
+       "City of Banning                                    1\n",
+       "Commute.org                                        1\n",
+       "City of Ripon                                      1\n",
+       "City of Clovis                                     1\n",
+       "City of Irvine                                     1\n",
+       "Presidio Trust                                     1\n",
+       "City of Alameda                                    1\n",
+       "City of Beaumont                                   1\n",
+       "Cloverdale Transit                                 1\n",
+       "City of La Puente                                  1\n",
+       "City of Morro Bay                                  1\n",
+       "Santa Cruz Harbor                                  1\n",
+       "City of Dana Point                                 1\n",
+       "City of Menlo Park                                 1\n",
+       "City of Santa Cruz                                 1\n",
+       "Dumbarton Bridge Regional Operations Consortium    1\n",
+       "Name: name, dtype: int64"
+      ]
+     },
+     "execution_count": 87,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dim_orgs[\"name\"].value_counts()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 88,
+   "id": "c053a7eb-c927-461a-8c3d-33281616610f",
+   "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>key</th>\n",
+       "      <th>source_record_id</th>\n",
+       "      <th>name</th>\n",
+       "      <th>organization_type</th>\n",
+       "      <th>caltrans_district</th>\n",
+       "      <th>reporting_category</th>\n",
+       "      <th>is_public_entity</th>\n",
+       "      <th>ntd_id</th>\n",
+       "      <th>public_currently_operating_fixed_route</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>1d03fdbc2e4dfd044465b4437e70c9e0</td>\n",
+       "      <td>recQRoE5mcCn6kdti</td>\n",
+       "      <td>POINT</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>01 - Eureka</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>e8f13022ac8ecff976188979ac903d4a</td>\n",
+       "      <td>recKsb5FnJy70up78</td>\n",
+       "      <td>Amtrak</td>\n",
+       "      <td>Federal Government</td>\n",
+       "      <td>03 - Marysville</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>d4d53f5a85cec17582000a9e67a7d642</td>\n",
+       "      <td>reczvlrgxLUDiBgAy</td>\n",
+       "      <td>Commute.org</td>\n",
+       "      <td>Joint Powers Agency</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>5c27763b1f9b74c1e0ef8a976c87da0e</td>\n",
+       "      <td>reccEj7tecw0n60FO</td>\n",
+       "      <td>City of Ripon</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>10 - Stockton</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>17b1533e3db2090ee03baec634cecc2e</td>\n",
+       "      <td>rec2JrGQTZZh54ieL</td>\n",
+       "      <td>City of Clovis</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>06 - Fresno</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>de0dd501fabd3026dbda6de0946eaf35</td>\n",
+       "      <td>recK4si1uIoj6HfrO</td>\n",
+       "      <td>City of Irvine</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>12 - Irvine</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>4d66bee10854cee5940d2e62aebf657a</td>\n",
+       "      <td>recsBfXgev9ICDCY1</td>\n",
+       "      <td>Presidio Trust</td>\n",
+       "      <td>Federal Government</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>Other Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>848ce6656bd68e56a1ccf915ae2eee23</td>\n",
+       "      <td>reczluQLW1y5oQqF8</td>\n",
+       "      <td>City of Alameda</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>41f7aaa3446116fd1124b8ef1966ff14</td>\n",
+       "      <td>recuGkFhN2WXGK67H</td>\n",
+       "      <td>City of Banning</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>2452010e249a5f27fc5cc30910643214</td>\n",
+       "      <td>reciWrBgYsAIm9eKK</td>\n",
+       "      <td>City of Beaumont</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>08 - San Bernardino</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>1c1a9850ea30294d4cdf272a80ea4f69</td>\n",
+       "      <td>reczHeS54sIl4NOcF</td>\n",
+       "      <td>City of La Puente</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>07 - Los Angeles</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>48a96c9f6a0b599ea8207b39183fefc7</td>\n",
+       "      <td>recH53ghrYpk4gKhe</td>\n",
+       "      <td>City of Morro Bay</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>05 - San Luis Obispo</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>79e42a2d6056cc685387ef9187daf794</td>\n",
+       "      <td>recNSGNAyM91vsTU7</td>\n",
+       "      <td>Santa Cruz Harbor</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>05 - San Luis Obispo</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>97e128b56fff3421b4102df3c66d8f56</td>\n",
+       "      <td>receSouvQI31vHz4D</td>\n",
+       "      <td>City of Dana Point</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>12 - Irvine</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>52a6eb3bb3ba5c35224f4f0e7088790e</td>\n",
+       "      <td>recLHHpOMdW69jAsc</td>\n",
+       "      <td>City of Menlo Park</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>fa120b24b8ee045bdc28cbe0167038fd</td>\n",
+       "      <td>reczbRiAs0zFytcvm</td>\n",
+       "      <td>City of Santa Cruz</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>05 - San Luis Obispo</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>3a814fcf275575080638856737804f69</td>\n",
+       "      <td>recRM3c9Zfaft4V2B</td>\n",
+       "      <td>Cloverdale Transit</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>313153a638c1f0f51deaa7a60e8001ba</td>\n",
+       "      <td>recwtQ7m3C59jbnrc</td>\n",
+       "      <td>City of San Clemente</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>12 - Irvine</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>a1e93b65b71053a93b8bad41a29a44e5</td>\n",
+       "      <td>recfehHpcFaXUXhkt</td>\n",
+       "      <td>Curry Public Transit</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>01 - Eureka</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>2d6fbf795084dff514d88c3594f76e15</td>\n",
+       "      <td>recwBSFrVmbeGqn0g</td>\n",
+       "      <td>City of Laguna Niguel</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>12 - Irvine</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>25232b6a56d0264dcddb4913bf968434</td>\n",
+       "      <td>reckGS8egMZryjbX7</td>\n",
+       "      <td>City of Mission Viejo</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>12 - Irvine</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>5dca73aae32d569ea5f40e417d45b72d</td>\n",
+       "      <td>rec4pDiUorjWbUfvU</td>\n",
+       "      <td>City of Mountain View</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>0de6e548537b6a25aa8b873a2ea91519</td>\n",
+       "      <td>rectXzoXm6gBuNBHK</td>\n",
+       "      <td>City of Newport Beach</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>12 - Irvine</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>26b06404aa62a3d05e9ffd0ffc1c2343</td>\n",
+       "      <td>rec43oyrfhtPDdRHj</td>\n",
+       "      <td>City of Rancho Cordova</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>03 - Marysville</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>82701eb1de9e67b3fec7cb153d2c44c8</td>\n",
+       "      <td>reccfMGlQeXIrHcad</td>\n",
+       "      <td>Plumas Transit Systems</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>02 - Redding</td>\n",
+       "      <td>Core</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>4e807100eaf481d56bd883afda553331</td>\n",
+       "      <td>recg58MziBRsVfavn</td>\n",
+       "      <td>Yosemite National Park</td>\n",
+       "      <td>Federal Government</td>\n",
+       "      <td>10 - Stockton</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>227f25d23231d03b9e6d0827bedef573</td>\n",
+       "      <td>recdLxGPqFmJLG21a</td>\n",
+       "      <td>Los Angeles World Airports</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>07 - Los Angeles</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>2868bbafaa4e330da76b27a34c9dec84</td>\n",
+       "      <td>recEHMkhVmzSWO9nZ</td>\n",
+       "      <td>City of San Juan Capistrano</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>12 - Irvine</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>f674be485552837860bfb987316fb170</td>\n",
+       "      <td>recPtsCi89lKcXaTW</td>\n",
+       "      <td>City of South San Francisco</td>\n",
+       "      <td>City/Town</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>76677611969904bf1f4ad09f6dd631cf</td>\n",
+       "      <td>recfbLFdDnCxgIfAB</td>\n",
+       "      <td>San Diego International Airport</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>11 - San Diego</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>30</th>\n",
+       "      <td>d14e900babddcfc79465fb18bae82826</td>\n",
+       "      <td>rec7ShjfgRPLU0yjY</td>\n",
+       "      <td>Solano Transportation Authority</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>31</th>\n",
+       "      <td>81b4e86d203f5f57fb689fadcb652b56</td>\n",
+       "      <td>recvUlrKS1N2mvAwk</td>\n",
+       "      <td>San Joaquin Joint Powers Authority</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>10 - Stockton</td>\n",
+       "      <td>Core</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>32</th>\n",
+       "      <td>360e8fb158de1a3cc5638e3af7dcc8de</td>\n",
+       "      <td>recd6X5l7vkBXk9hc</td>\n",
+       "      <td>San Francisco International Airport</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>33</th>\n",
+       "      <td>5df3b35b1c099c207e09fa6c81a207eb</td>\n",
+       "      <td>recvEBkSBc7UxlarC</td>\n",
+       "      <td>Capitol Corridor Joint Powers Authority</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>04 - Oakland</td>\n",
+       "      <td>Other Public Transit</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>34</th>\n",
+       "      <td>3d442fdd55188cad1f1e2206602bad31</td>\n",
+       "      <td>reco3K1VuCBdGRhtV</td>\n",
+       "      <td>Tahoe Truckee Area Regional Transportation</td>\n",
+       "      <td>Independent Agency</td>\n",
+       "      <td>03 - Marysville</td>\n",
+       "      <td>Core</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>35</th>\n",
+       "      <td>100b94a15d097469a628eb45e9b22bea</td>\n",
+       "      <td>recn8zTmGbYZv1qxV</td>\n",
+       "      <td>Dumbarton Bridge Regional Operations Consortium</td>\n",
+       "      <td>Joint Powers Agency</td>\n",
+       "      <td>None</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "      <td>None</td>\n",
+       "      <td>True</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                                 key   source_record_id  \\\n",
+       "0   1d03fdbc2e4dfd044465b4437e70c9e0  recQRoE5mcCn6kdti   \n",
+       "1   e8f13022ac8ecff976188979ac903d4a  recKsb5FnJy70up78   \n",
+       "2   d4d53f5a85cec17582000a9e67a7d642  reczvlrgxLUDiBgAy   \n",
+       "3   5c27763b1f9b74c1e0ef8a976c87da0e  reccEj7tecw0n60FO   \n",
+       "4   17b1533e3db2090ee03baec634cecc2e  rec2JrGQTZZh54ieL   \n",
+       "5   de0dd501fabd3026dbda6de0946eaf35  recK4si1uIoj6HfrO   \n",
+       "6   4d66bee10854cee5940d2e62aebf657a  recsBfXgev9ICDCY1   \n",
+       "7   848ce6656bd68e56a1ccf915ae2eee23  reczluQLW1y5oQqF8   \n",
+       "8   41f7aaa3446116fd1124b8ef1966ff14  recuGkFhN2WXGK67H   \n",
+       "9   2452010e249a5f27fc5cc30910643214  reciWrBgYsAIm9eKK   \n",
+       "10  1c1a9850ea30294d4cdf272a80ea4f69  reczHeS54sIl4NOcF   \n",
+       "11  48a96c9f6a0b599ea8207b39183fefc7  recH53ghrYpk4gKhe   \n",
+       "12  79e42a2d6056cc685387ef9187daf794  recNSGNAyM91vsTU7   \n",
+       "13  97e128b56fff3421b4102df3c66d8f56  receSouvQI31vHz4D   \n",
+       "14  52a6eb3bb3ba5c35224f4f0e7088790e  recLHHpOMdW69jAsc   \n",
+       "15  fa120b24b8ee045bdc28cbe0167038fd  reczbRiAs0zFytcvm   \n",
+       "16  3a814fcf275575080638856737804f69  recRM3c9Zfaft4V2B   \n",
+       "17  313153a638c1f0f51deaa7a60e8001ba  recwtQ7m3C59jbnrc   \n",
+       "18  a1e93b65b71053a93b8bad41a29a44e5  recfehHpcFaXUXhkt   \n",
+       "19  2d6fbf795084dff514d88c3594f76e15  recwBSFrVmbeGqn0g   \n",
+       "20  25232b6a56d0264dcddb4913bf968434  reckGS8egMZryjbX7   \n",
+       "21  5dca73aae32d569ea5f40e417d45b72d  rec4pDiUorjWbUfvU   \n",
+       "22  0de6e548537b6a25aa8b873a2ea91519  rectXzoXm6gBuNBHK   \n",
+       "23  26b06404aa62a3d05e9ffd0ffc1c2343  rec43oyrfhtPDdRHj   \n",
+       "24  82701eb1de9e67b3fec7cb153d2c44c8  reccfMGlQeXIrHcad   \n",
+       "25  4e807100eaf481d56bd883afda553331  recg58MziBRsVfavn   \n",
+       "26  227f25d23231d03b9e6d0827bedef573  recdLxGPqFmJLG21a   \n",
+       "27  2868bbafaa4e330da76b27a34c9dec84  recEHMkhVmzSWO9nZ   \n",
+       "28  f674be485552837860bfb987316fb170  recPtsCi89lKcXaTW   \n",
+       "29  76677611969904bf1f4ad09f6dd631cf  recfbLFdDnCxgIfAB   \n",
+       "30  d14e900babddcfc79465fb18bae82826  rec7ShjfgRPLU0yjY   \n",
+       "31  81b4e86d203f5f57fb689fadcb652b56  recvUlrKS1N2mvAwk   \n",
+       "32  360e8fb158de1a3cc5638e3af7dcc8de  recd6X5l7vkBXk9hc   \n",
+       "33  5df3b35b1c099c207e09fa6c81a207eb  recvEBkSBc7UxlarC   \n",
+       "34  3d442fdd55188cad1f1e2206602bad31  reco3K1VuCBdGRhtV   \n",
+       "35  100b94a15d097469a628eb45e9b22bea  recn8zTmGbYZv1qxV   \n",
+       "\n",
+       "                                               name    organization_type  \\\n",
+       "0                                             POINT   Independent Agency   \n",
+       "1                                            Amtrak   Federal Government   \n",
+       "2                                       Commute.org  Joint Powers Agency   \n",
+       "3                                     City of Ripon            City/Town   \n",
+       "4                                    City of Clovis            City/Town   \n",
+       "5                                    City of Irvine            City/Town   \n",
+       "6                                    Presidio Trust   Federal Government   \n",
+       "7                                   City of Alameda            City/Town   \n",
+       "8                                   City of Banning            City/Town   \n",
+       "9                                  City of Beaumont            City/Town   \n",
+       "10                                City of La Puente            City/Town   \n",
+       "11                                City of Morro Bay            City/Town   \n",
+       "12                                Santa Cruz Harbor   Independent Agency   \n",
+       "13                               City of Dana Point            City/Town   \n",
+       "14                               City of Menlo Park            City/Town   \n",
+       "15                               City of Santa Cruz            City/Town   \n",
+       "16                               Cloverdale Transit   Independent Agency   \n",
+       "17                             City of San Clemente            City/Town   \n",
+       "18                             Curry Public Transit   Independent Agency   \n",
+       "19                            City of Laguna Niguel            City/Town   \n",
+       "20                            City of Mission Viejo            City/Town   \n",
+       "21                            City of Mountain View            City/Town   \n",
+       "22                            City of Newport Beach            City/Town   \n",
+       "23                           City of Rancho Cordova            City/Town   \n",
+       "24                           Plumas Transit Systems   Independent Agency   \n",
+       "25                           Yosemite National Park   Federal Government   \n",
+       "26                       Los Angeles World Airports   Independent Agency   \n",
+       "27                      City of San Juan Capistrano            City/Town   \n",
+       "28                      City of South San Francisco            City/Town   \n",
+       "29                  San Diego International Airport   Independent Agency   \n",
+       "30                  Solano Transportation Authority   Independent Agency   \n",
+       "31               San Joaquin Joint Powers Authority   Independent Agency   \n",
+       "32              San Francisco International Airport   Independent Agency   \n",
+       "33          Capitol Corridor Joint Powers Authority   Independent Agency   \n",
+       "34       Tahoe Truckee Area Regional Transportation   Independent Agency   \n",
+       "35  Dumbarton Bridge Regional Operations Consortium  Joint Powers Agency   \n",
+       "\n",
+       "       caltrans_district    reporting_category  is_public_entity ntd_id  \\\n",
+       "0            01 - Eureka  Other Public Transit              True   None   \n",
+       "1        03 - Marysville  Other Public Transit              True   None   \n",
+       "2           04 - Oakland  Other Public Transit              True   None   \n",
+       "3          10 - Stockton  Other Public Transit              True   None   \n",
+       "4            06 - Fresno  Other Public Transit              True   None   \n",
+       "5            12 - Irvine                  None              True   None   \n",
+       "6           04 - Oakland         Other Transit              True   None   \n",
+       "7           04 - Oakland  Other Public Transit              True   None   \n",
+       "8                   None                  None              True   None   \n",
+       "9    08 - San Bernardino  Other Public Transit              True   None   \n",
+       "10      07 - Los Angeles  Other Public Transit              True   None   \n",
+       "11  05 - San Luis Obispo  Other Public Transit              True   None   \n",
+       "12  05 - San Luis Obispo  Other Public Transit              True   None   \n",
+       "13           12 - Irvine  Other Public Transit              True   None   \n",
+       "14          04 - Oakland                  None              True   None   \n",
+       "15  05 - San Luis Obispo                  None              True   None   \n",
+       "16          04 - Oakland  Other Public Transit              True   None   \n",
+       "17           12 - Irvine  Other Public Transit              True   None   \n",
+       "18           01 - Eureka  Other Public Transit              True   None   \n",
+       "19           12 - Irvine                  None              True   None   \n",
+       "20           12 - Irvine                  None              True   None   \n",
+       "21          04 - Oakland                  None              True   None   \n",
+       "22           12 - Irvine                  None              True   None   \n",
+       "23       03 - Marysville  Other Public Transit              True   None   \n",
+       "24          02 - Redding                  Core              True   None   \n",
+       "25         10 - Stockton  Other Public Transit              True   None   \n",
+       "26      07 - Los Angeles  Other Public Transit              True   None   \n",
+       "27           12 - Irvine  Other Public Transit              True   None   \n",
+       "28          04 - Oakland  Other Public Transit              True   None   \n",
+       "29        11 - San Diego  Other Public Transit              True   None   \n",
+       "30          04 - Oakland  Other Public Transit              True   None   \n",
+       "31         10 - Stockton                  Core              True   None   \n",
+       "32          04 - Oakland  Other Public Transit              True   None   \n",
+       "33          04 - Oakland  Other Public Transit              True   None   \n",
+       "34       03 - Marysville                  Core              True   None   \n",
+       "35                  None                  None              True   None   \n",
+       "\n",
+       "    public_currently_operating_fixed_route  \n",
+       "0                                     True  \n",
+       "1                                     True  \n",
+       "2                                     True  \n",
+       "3                                     True  \n",
+       "4                                     True  \n",
+       "5                                     True  \n",
+       "6                                     True  \n",
+       "7                                     True  \n",
+       "8                                     True  \n",
+       "9                                     True  \n",
+       "10                                    True  \n",
+       "11                                    True  \n",
+       "12                                    True  \n",
+       "13                                    True  \n",
+       "14                                    True  \n",
+       "15                                    True  \n",
+       "16                                    True  \n",
+       "17                                    True  \n",
+       "18                                    True  \n",
+       "19                                    True  \n",
+       "20                                    True  \n",
+       "21                                    True  \n",
+       "22                                    True  \n",
+       "23                                    True  \n",
+       "24                                    True  \n",
+       "25                                    True  \n",
+       "26                                    True  \n",
+       "27                                    True  \n",
+       "28                                    True  \n",
+       "29                                    True  \n",
+       "30                                    True  \n",
+       "31                                    True  \n",
+       "32                                    True  \n",
+       "33                                    True  \n",
+       "34                                    True  \n",
+       "35                                    True  "
+      ]
+     },
+     "execution_count": 88,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "dim_orgs"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "id": "76aed8ed-9f26-45f9-9153-9ac1d8e31a86",
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3 (ipykernel)",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.9.13"
+  }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}