diff --git a/gtfs_digest/42_explore_ct_district.ipynb b/gtfs_digest/42_explore_ct_district.ipynb
index af6e32c4d..a15d091bf 100644
--- a/gtfs_digest/42_explore_ct_district.ipynb
+++ b/gtfs_digest/42_explore_ct_district.ipynb
@@ -55,6 +55,16 @@
{
"cell_type": "code",
"execution_count": 4,
+ "id": "8d18e2d6-86a8-4471-a9fc-120613c3476e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "analysis_date = \"2024-11-13\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
"id": "435d1028-222a-4c55-99ca-cb19972ce39b",
"metadata": {},
"outputs": [],
@@ -74,35 +84,28 @@
},
{
"cell_type": "code",
- "execution_count": 5,
- "id": "2b4f113c-c110-4b5d-a0b7-3d992aa6b4e9",
+ "execution_count": 6,
+ "id": "6f39ef87-f413-4a0b-af42-d05028fec997",
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
- "array(['2024-11-13T00:00:00.000000000', '2024-10-16T00:00:00.000000000',\n",
- " '2024-09-18T00:00:00.000000000', '2024-07-17T00:00:00.000000000',\n",
- " '2024-06-12T00:00:00.000000000', '2024-05-22T00:00:00.000000000',\n",
- " '2024-04-17T00:00:00.000000000', '2024-03-13T00:00:00.000000000',\n",
- " '2024-02-14T00:00:00.000000000', '2023-12-13T00:00:00.000000000',\n",
- " '2023-11-15T00:00:00.000000000', '2023-08-15T00:00:00.000000000',\n",
- " '2023-07-12T00:00:00.000000000', '2023-03-15T00:00:00.000000000'],\n",
- " dtype='datetime64[ns]')"
+ "'digest/operator_profiles'"
]
},
- "execution_count": 5,
+ "execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "operator_df.service_date.unique()"
+ "OPERATOR_FILE"
]
},
{
"cell_type": "code",
- "execution_count": 6,
+ "execution_count": 7,
"id": "9ae9c383-a8ab-4916-a524-d108f927ee2e",
"metadata": {},
"outputs": [
@@ -123,7 +126,7 @@
" dtype='object')"
]
},
- "execution_count": 6,
+ "execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
@@ -134,7 +137,7 @@
},
{
"cell_type": "code",
- "execution_count": 7,
+ "execution_count": 8,
"id": "bd29fe28-0b63-490b-ae1c-6e0a64ca3a37",
"metadata": {},
"outputs": [
@@ -144,7 +147,7 @@
"173"
]
},
- "execution_count": 7,
+ "execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
@@ -155,7 +158,7 @@
},
{
"cell_type": "code",
- "execution_count": 20,
+ "execution_count": 9,
"id": "ac64c237-c4a6-44b4-850e-f6e16def495f",
"metadata": {},
"outputs": [
@@ -165,7 +168,7 @@
"172"
]
},
- "execution_count": 20,
+ "execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
@@ -176,7 +179,7 @@
},
{
"cell_type": "code",
- "execution_count": 21,
+ "execution_count": 10,
"id": "8a28769c-8b5a-49c7-95d0-c4c6a5cf350c",
"metadata": {},
"outputs": [
@@ -186,7 +189,7 @@
"157"
]
},
- "execution_count": 21,
+ "execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
@@ -195,10 +198,299 @@
"operator_df.organization_name.nunique()"
]
},
+ {
+ "cell_type": "markdown",
+ "id": "60f3035f-8d89-4d4a-992c-dd3b51a46ca6",
+ "metadata": {},
+ "source": [
+ "### View two names to one org examples: 15 of these cases.\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "449abea4-a64b-494c-99a9-7b52cdcfd565",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_agg = (\n",
+ " operator_df.groupby([\"caltrans_district\", \"organization_name\"])\n",
+ " .agg({\"name\": \"nunique\"})\n",
+ " .reset_index()\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "881712a6-fcd0-41b1-92db-32f663abe406",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Filter for orgs with more than two names\n",
+ "orgs_agg2 = orgs_agg.loc[orgs_agg.name > 1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "aa2de21d-b237-4687-88c5-af8208d1875d",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "15"
+ ]
+ },
+ "execution_count": 13,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "len(orgs_agg2)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "072fc9d6-85b2-4421-ab04-a63a16747d1a",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names = list(orgs_agg2.organization_name.unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 15,
+ "id": "f5e558e3-b3bf-4874-a021-37910d6dcafe",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['schedule_gtfs_dataset_key', 'vp_per_min_agency',\n",
+ " 'spatial_accuracy_agency', 'service_date', 'operator_n_routes',\n",
+ " 'operator_n_trips', 'operator_n_shapes', 'operator_n_stops',\n",
+ " 'operator_n_arrivals', 'operator_route_length_miles',\n",
+ " 'operator_arrivals_per_stop', 'n_downtown_local_routes',\n",
+ " 'n_local_routes', 'n_coverage_routes', 'n_rapid_routes',\n",
+ " 'n_express_routes', 'n_rail_routes', 'name',\n",
+ " 'organization_source_record_id', 'organization_name',\n",
+ " 'caltrans_district', 'counties_served', 'service_area_sq_miles',\n",
+ " 'hq_city', 'uza_name', 'service_area_pop', 'organization_type',\n",
+ " 'primary_uza', 'reporter_type'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "operator_df.columns"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f17502cb-0d12-4054-a9b9-ecb32fe09301",
+ "metadata": {},
+ "source": [
+ "### Filter out any orgs with 2+ names from the main df"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 16,
+ "id": "0adee967-a1ae-4833-91c9-e79a141899a5",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "list"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "type(orgs_with_2_names)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 17,
+ "id": "f6acac80-6087-4eea-996b-e4dcb20a01d3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "['Redwood Coast Transit Authority',\n",
+ " 'City of Roseville',\n",
+ " 'Tahoe Transportation District',\n",
+ " 'Mission Bay Transportation Management Agency',\n",
+ " 'Presidio Trust',\n",
+ " 'City of San Luis Obispo',\n",
+ " 'City of Downey',\n",
+ " 'City of Lawndale',\n",
+ " 'Los Angeles County Metropolitan Transportation Authority',\n",
+ " 'Basin Transit',\n",
+ " 'City of Beaumont',\n",
+ " 'Mountain Area Regional Transit Authority',\n",
+ " 'Palo Verde Valley Transit Agency',\n",
+ " 'Victor Valley Transit Authority',\n",
+ " 'Transit Joint Powers Authority for Merced County']"
+ ]
+ },
+ "execution_count": 17,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "orgs_with_2_names"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "286c050f-19c7-4d82-99ba-022688a2a6cf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "operator_df2 = operator_df.loc[\n",
+ " ~operator_df.organization_name.isin(orgs_with_2_names)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7ad5f456-985f-4a7b-b5c9-709c40badd85",
+ "metadata": {},
+ "source": [
+ "### Filter out any names that are \"out of date\" for organizations with more than one name."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 19,
+ "id": "8a05ff43-054e-45ed-9af4-2ec03f43b19f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df = operator_df.loc[\n",
+ " operator_df.organization_name.isin(orgs_with_2_names)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 20,
+ "id": "3fd4bdc9-5214-485a-88ec-80260a96de79",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(30, 29)"
+ ]
+ },
+ "execution_count": 20,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "orgs_with_2_names_df.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 21,
+ "id": "99d7e601-c6d6-449d-82f6-f8611fe35321",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "15"
+ ]
+ },
+ "execution_count": 21,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "orgs_with_2_names_df.organization_name.nunique()"
+ ]
+ },
{
"cell_type": "code",
"execution_count": 22,
- "id": "d5115797-db04-49ae-841a-4c573349dea5",
+ "id": "a4db9799-c6e4-48a5-ba89-9f0681983fa0",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df2 = orgs_with_2_names_df.sort_values(\n",
+ " by=[\"organization_name\", \"service_date\"], ascending=[True, False]\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 23,
+ "id": "f09b53ba-50ae-439b-a0f0-3509501ebea8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "comparison_date = orgs_with_2_names_df2[\"service_date\"].max() - pd.DateOffset(months=3)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 24,
+ "id": "deaa455f-7dc6-45df-b9e1-7febc02f496b",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Timestamp('2024-08-13 00:00:00')"
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "comparison_date"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "6e7832b0-1cdd-42f7-a306-6d13dba399f3",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df3 = orgs_with_2_names_df2[\n",
+ " orgs_with_2_names_df2[\"service_date\"] >= comparison_date\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "f923d526-eea7-4e6f-8534-4e1252265d2d",
"metadata": {
"scrolled": true,
"tags": []
@@ -225,1794 +517,1112 @@
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th>name</th>\n",
" <th>organization_name</th>\n",
- " <th>caltrans_district</th>\n",
+ " <th>name</th>\n",
" <th>service_date</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
- " <td>Alhambra Schedule</td>\n",
- " <td>City of Alhambra</td>\n",
- " <td>07 - Los Angeles</td>\n",
+ " <td>Basin Transit</td>\n",
+ " <td>Basin Transit GMV Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>1</th>\n",
- " <td>Amador Schedule</td>\n",
- " <td>Amador Regional Transit System</td>\n",
- " <td>10 - Stockton</td>\n",
+ " <th>12</th>\n",
+ " <td>Basin Transit</td>\n",
+ " <td>Morongo Basin Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>2</th>\n",
- " <td>Antelope Valley Transit Authority Schedule</td>\n",
- " <td>Antelope Valley Transit Authority</td>\n",
- " <td>07 - Los Angeles</td>\n",
+ " <th>3</th>\n",
+ " <td>City of Beaumont</td>\n",
+ " <td>Beaumont Transit Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>3</th>\n",
- " <td>Arvin Schedule</td>\n",
- " <td>City of Arvin</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>24</th>\n",
+ " <td>City of Beaumont</td>\n",
+ " <td>Beaumont Pass Schedule</td>\n",
+ " <td>2024-10-16</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>4</th>\n",
- " <td>Auburn Schedule</td>\n",
- " <td>City of Auburn</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>5</th>\n",
- " <td>B-Line Schedule</td>\n",
- " <td>Butte County Association of Governments</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>6</th>\n",
- " <td>Banning Pass Schedule</td>\n",
- " <td>City of Banning</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>7</th>\n",
- " <td>Basin Transit GMV Schedule</td>\n",
- " <td>Basin Transit</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>26</th>\n",
+ " <td>City of Downey</td>\n",
+ " <td>DowneyLINK GMV Schedule</td>\n",
+ " <td>2024-09-18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
- " <td>Bay Area 511 AC Transit Schedule</td>\n",
- " <td>Alameda-Contra Costa Transit District</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <td>City of Lawndale</td>\n",
+ " <td>Lawndale Beat GMV Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
- " <td>Bay Area 511 BART Schedule</td>\n",
- " <td>San Francisco Bay Area Rapid Transit District</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <td>City of Lawndale</td>\n",
+ " <td>Lawndale Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>10</th>\n",
- " <td>Bay Area 511 Capitol Corridor Schedule</td>\n",
- " <td>Capitol Corridor Joint Powers Authority</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>16</th>\n",
+ " <td>City of Roseville</td>\n",
+ " <td>Roseville Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>11</th>\n",
- " <td>Bay Area 511 Commute.org Schedule</td>\n",
- " <td>City of Menlo Park</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>17</th>\n",
+ " <td>City of Roseville</td>\n",
+ " <td>Roseville Transit GMV Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>12</th>\n",
- " <td>Bay Area 511 County Connection Schedule</td>\n",
- " <td>Central Contra Costa Transit Authority</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>18</th>\n",
+ " <td>City of San Luis Obispo</td>\n",
+ " <td>SLO Peak Transit Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>13</th>\n",
- " <td>Bay Area 511 Fairfield and Suisun Transit Schedule</td>\n",
- " <td>City of Fairfield</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>19</th>\n",
+ " <td>City of San Luis Obispo</td>\n",
+ " <td>SLO Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>14</th>\n",
- " <td>Bay Area 511 MVGO Schedule</td>\n",
- " <td>Mountain View Transportation Management Association</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>6</th>\n",
+ " <td>Los Angeles County Metropolitan Transportation Authority</td>\n",
+ " <td>LA Metro Bus Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>15</th>\n",
- " <td>Bay Area 511 Marin Schedule</td>\n",
- " <td>Marin County Transit District</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>7</th>\n",
+ " <td>Los Angeles County Metropolitan Transportation Authority</td>\n",
+ " <td>LA Metro Rail Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>16</th>\n",
- " <td>Bay Area 511 Mission Bay Schedule</td>\n",
+ " <th>1</th>\n",
" <td>Mission Bay Transportation Management Agency</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <td>Bay Area 511 Mission Bay Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>17</th>\n",
- " <td>Bay Area 511 Mountain View Community Shuttle Schedule</td>\n",
- " <td>City of Mountain View</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>13</th>\n",
+ " <td>Mountain Area Regional Transit Authority</td>\n",
+ " <td>Mountain Transit GMV Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>18</th>\n",
- " <td>Bay Area 511 Muni Schedule</td>\n",
- " <td>City and County of San Francisco</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>14</th>\n",
+ " <td>Mountain Area Regional Transit Authority</td>\n",
+ " <td>Mountain Transit Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>19</th>\n",
- " <td>Bay Area 511 Petaluma Schedule</td>\n",
- " <td>City of Petaluma</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>4</th>\n",
+ " <td>Palo Verde Valley Transit Agency</td>\n",
+ " <td>Desert Roadrunner GMV Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>20</th>\n",
- " <td>Bay Area 511 PresidiGo Schedule</td>\n",
- " <td>Presidio Trust</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>5</th>\n",
+ " <td>Palo Verde Valley Transit Agency</td>\n",
+ " <td>Desert Roadrunner Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>21</th>\n",
- " <td>Bay Area 511 Rio Vista Delta Breeze Schedule</td>\n",
- " <td>City of Rio Vista</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>2</th>\n",
+ " <td>Presidio Trust</td>\n",
+ " <td>Bay Area 511 PresidiGo Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>22</th>\n",
- " <td>Bay Area 511 SamTrans Schedule</td>\n",
- " <td>San Mateo County Transit District</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>25</th>\n",
+ " <td>Presidio Trust</td>\n",
+ " <td>PresidiGo Schedule</td>\n",
+ " <td>2024-10-16</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>23</th>\n",
- " <td>Bay Area 511 Santa Clara Transit Schedule</td>\n",
- " <td>Santa Clara Valley Transportation Authority</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>15</th>\n",
+ " <td>Redwood Coast Transit Authority</td>\n",
+ " <td>Redwood Coast Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>24</th>\n",
- " <td>Bay Area 511 Santa Rosa CityBus Schedule</td>\n",
- " <td>City of Santa Rosa</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>20</th>\n",
+ " <td>Tahoe Transportation District</td>\n",
+ " <td>Tahoe Transportation District GMV Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>25</th>\n",
- " <td>Bay Area 511 SolTrans Schedule</td>\n",
- " <td>Solano County Transit</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>21</th>\n",
+ " <td>Tahoe Transportation District</td>\n",
+ " <td>Tahoe Transportation District Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>26</th>\n",
- " <td>Bay Area 511 Sonoma County Transit Schedule</td>\n",
- " <td>Sonoma County</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>10</th>\n",
+ " <td>Transit Joint Powers Authority for Merced County</td>\n",
+ " <td>Merced GMV Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>27</th>\n",
- " <td>Bay Area 511 South San Francisco Shuttle Schedule</td>\n",
- " <td>City of South San Francisco</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>11</th>\n",
+ " <td>Transit Joint Powers Authority for Merced County</td>\n",
+ " <td>Merced Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>28</th>\n",
- " <td>Bay Area 511 Tri Delta Schedule</td>\n",
- " <td>Eastern Contra Costa Transit Authority</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>22</th>\n",
+ " <td>Victor Valley Transit Authority</td>\n",
+ " <td>Victor Valley GMV Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>29</th>\n",
- " <td>Bay Area 511 Tri-Valley Wheels Schedule</td>\n",
- " <td>Livermore-Amador Valley Transit Authority</td>\n",
- " <td>04 - Oakland</td>\n",
+ " <th>23</th>\n",
+ " <td>Victor Valley Transit Authority</td>\n",
+ " <td>Victor Valley Schedule</td>\n",
" <td>2024-11-13</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>30</th>\n",
- " <td>Bay Area 511 Union City Transit Schedule</td>\n",
- " <td>City of Union City</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-11-13</td>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " organization_name \\\n",
+ "0 Basin Transit \n",
+ "12 Basin Transit \n",
+ "3 City of Beaumont \n",
+ "24 City of Beaumont \n",
+ "26 City of Downey \n",
+ "8 City of Lawndale \n",
+ "9 City of Lawndale \n",
+ "16 City of Roseville \n",
+ "17 City of Roseville \n",
+ "18 City of San Luis Obispo \n",
+ "19 City of San Luis Obispo \n",
+ "6 Los Angeles County Metropolitan Transportation Authority \n",
+ "7 Los Angeles County Metropolitan Transportation Authority \n",
+ "1 Mission Bay Transportation Management Agency \n",
+ "13 Mountain Area Regional Transit Authority \n",
+ "14 Mountain Area Regional Transit Authority \n",
+ "4 Palo Verde Valley Transit Agency \n",
+ "5 Palo Verde Valley Transit Agency \n",
+ "2 Presidio Trust \n",
+ "25 Presidio Trust \n",
+ "15 Redwood Coast Transit Authority \n",
+ "20 Tahoe Transportation District \n",
+ "21 Tahoe Transportation District \n",
+ "10 Transit Joint Powers Authority for Merced County \n",
+ "11 Transit Joint Powers Authority for Merced County \n",
+ "22 Victor Valley Transit Authority \n",
+ "23 Victor Valley Transit Authority \n",
+ "\n",
+ " name service_date \n",
+ "0 Basin Transit GMV Schedule 2024-11-13 \n",
+ "12 Morongo Basin Schedule 2024-11-13 \n",
+ "3 Beaumont Transit Schedule 2024-11-13 \n",
+ "24 Beaumont Pass Schedule 2024-10-16 \n",
+ "26 DowneyLINK GMV Schedule 2024-09-18 \n",
+ "8 Lawndale Beat GMV Schedule 2024-11-13 \n",
+ "9 Lawndale Schedule 2024-11-13 \n",
+ "16 Roseville Schedule 2024-11-13 \n",
+ "17 Roseville Transit GMV Schedule 2024-11-13 \n",
+ "18 SLO Peak Transit Schedule 2024-11-13 \n",
+ "19 SLO Schedule 2024-11-13 \n",
+ "6 LA Metro Bus Schedule 2024-11-13 \n",
+ "7 LA Metro Rail Schedule 2024-11-13 \n",
+ "1 Bay Area 511 Mission Bay Schedule 2024-11-13 \n",
+ "13 Mountain Transit GMV Schedule 2024-11-13 \n",
+ "14 Mountain Transit Schedule 2024-11-13 \n",
+ "4 Desert Roadrunner GMV Schedule 2024-11-13 \n",
+ "5 Desert Roadrunner Schedule 2024-11-13 \n",
+ "2 Bay Area 511 PresidiGo Schedule 2024-11-13 \n",
+ "25 PresidiGo Schedule 2024-10-16 \n",
+ "15 Redwood Coast Schedule 2024-11-13 \n",
+ "20 Tahoe Transportation District GMV Schedule 2024-11-13 \n",
+ "21 Tahoe Transportation District Schedule 2024-11-13 \n",
+ "10 Merced GMV Schedule 2024-11-13 \n",
+ "11 Merced Schedule 2024-11-13 \n",
+ "22 Victor Valley GMV Schedule 2024-11-13 \n",
+ "23 Victor Valley Schedule 2024-11-13 "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "orgs_with_2_names_df3[[\"organization_name\", \"name\", \"service_date\"]]"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7d902532-af1d-44d2-822c-8bfa94d3de8a",
+ "metadata": {},
+ "source": [
+ "### Filter out any rows in which `vp_per_min_agency` and `spatial_accuracy_agency` is less than 0 and still has 2+ names "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 27,
+ "id": "711554bd-1920-4911-8eea-b892a00a7c28",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Calcualte orgs that still have 2+ names\n",
+ "orgs_with_2_names = (\n",
+ " orgs_with_2_names_df3.groupby([\"organization_name\"])\n",
+ " .agg({\"name\": \"nunique\"})\n",
+ " .reset_index()\n",
+ " .rename(columns={\"name\": \"n_names\"})\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "039a22a2-e8cf-4b6c-ac3d-ddc49c1ef217",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>organization_name</th>\n",
+ " <th>n_names</th>\n",
" </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
" <tr>\n",
- " <th>31</th>\n",
- " <td>Bay Area 511 Vacaville City Coach Schedule</td>\n",
- " <td>City of Vacaville</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>0</th>\n",
+ " <td>Basin Transit</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>32</th>\n",
- " <td>Bay Area 511 Vine Transit Schedule</td>\n",
- " <td>Napa Valley Transportation Authority</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>1</th>\n",
+ " <td>City of Beaumont</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>33</th>\n",
- " <td>Bay Area 511 WestCAT Schedule</td>\n",
- " <td>Western Contra Costa Transit Authority</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>2</th>\n",
+ " <td>City of Downey</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>34</th>\n",
- " <td>Beach Cities GMV Schedule</td>\n",
- " <td>City of Redondo Beach</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>3</th>\n",
+ " <td>City of Lawndale</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>35</th>\n",
- " <td>Bear Schedule</td>\n",
- " <td>University of California, Berkeley</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>4</th>\n",
+ " <td>City of Roseville</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>36</th>\n",
- " <td>Beaumont Transit Schedule</td>\n",
- " <td>City of Beaumont</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>5</th>\n",
+ " <td>City of San Luis Obispo</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>37</th>\n",
- " <td>Bellflower Bus Schedule</td>\n",
- " <td>City of Bellflower</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>6</th>\n",
+ " <td>Los Angeles County Metropolitan Transportation Authority</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>38</th>\n",
- " <td>Big Blue Bus Schedule</td>\n",
- " <td>City of Santa Monica</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>7</th>\n",
+ " <td>Mission Bay Transportation Management Agency</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>39</th>\n",
- " <td>BruinBus Schedule</td>\n",
- " <td>University of California, Los Angeles</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>8</th>\n",
+ " <td>Mountain Area Regional Transit Authority</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>40</th>\n",
- " <td>Burbank Schedule</td>\n",
- " <td>City of Burbank</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>9</th>\n",
+ " <td>Palo Verde Valley Transit Agency</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>41</th>\n",
- " <td>Calabasas Schedule</td>\n",
- " <td>City of Calabasas</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>10</th>\n",
+ " <td>Presidio Trust</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>42</th>\n",
- " <td>Calaveras Schedule</td>\n",
- " <td>Calaveras Transit Agency</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>11</th>\n",
+ " <td>Redwood Coast Transit Authority</td>\n",
+ " <td>1</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>43</th>\n",
- " <td>Cerritos on Wheels Website Schedule</td>\n",
- " <td>City of Cerritos</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>12</th>\n",
+ " <td>Tahoe Transportation District</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>44</th>\n",
- " <td>Clean Air Express Schedule</td>\n",
- " <td>Santa Barbara County Association of Governments</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>13</th>\n",
+ " <td>Transit Joint Powers Authority for Merced County</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>45</th>\n",
- " <td>Clovis Schedule</td>\n",
- " <td>City of Clovis</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>14</th>\n",
+ " <td>Victor Valley Transit Authority</td>\n",
+ " <td>2</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>46</th>\n",
- " <td>Commerce Schedule</td>\n",
- " <td>City of Commerce</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>47</th>\n",
- " <td>Corona Schedule</td>\n",
- " <td>City of Corona</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>48</th>\n",
- " <td>County Express Schedule</td>\n",
- " <td>San Benito County Local Transportation Authority</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>49</th>\n",
- " <td>Culver City Schedule</td>\n",
- " <td>City of Culver City</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>50</th>\n",
- " <td>Delano Schedule</td>\n",
- " <td>City of Delano</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>51</th>\n",
- " <td>Desert Roadrunner GMV Schedule</td>\n",
- " <td>Palo Verde Valley Transit Agency</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>52</th>\n",
- " <td>Desert Roadrunner Schedule</td>\n",
- " <td>Palo Verde Valley Transit Agency</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>53</th>\n",
- " <td>Eastern Sierra Schedule</td>\n",
- " <td>Eastern Sierra Transit Authority</td>\n",
- " <td>09 - Bishop</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>54</th>\n",
- " <td>El Dorado Schedule</td>\n",
- " <td>El Dorado County Transit Authority</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " organization_name n_names\n",
+ "0 Basin Transit 2\n",
+ "1 City of Beaumont 2\n",
+ "2 City of Downey 1\n",
+ "3 City of Lawndale 2\n",
+ "4 City of Roseville 2\n",
+ "5 City of San Luis Obispo 2\n",
+ "6 Los Angeles County Metropolitan Transportation Authority 2\n",
+ "7 Mission Bay Transportation Management Agency 1\n",
+ "8 Mountain Area Regional Transit Authority 2\n",
+ "9 Palo Verde Valley Transit Agency 2\n",
+ "10 Presidio Trust 2\n",
+ "11 Redwood Coast Transit Authority 1\n",
+ "12 Tahoe Transportation District 2\n",
+ "13 Transit Joint Powers Authority for Merced County 2\n",
+ "14 Victor Valley Transit Authority 2"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "orgs_with_2_names"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 29,
+ "id": "106c611e-74a0-46ba-a89d-5e1be4b83e90",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df3 = pd.merge(\n",
+ " orgs_with_2_names_df3, orgs_with_2_names, on=\"organization_name\", how=\"left\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 30,
+ "id": "bae3148e-a5ae-4f4d-b795-595e7fa87fc5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df4 = orgs_with_2_names_df3[\n",
+ " (orgs_with_2_names_df3.vp_per_min_agency > 0)\n",
+ " & (orgs_with_2_names_df3.spatial_accuracy_agency > 0)\n",
+ " & (orgs_with_2_names_df3.n_names > 1)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7057e64d-6152-47cb-abd6-62200ecf4bc3",
+ "metadata": {},
+ "source": [
+ "#### Filter out any rows that are not equal to the `service_date`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "id": "b2167b90-7484-476f-b6a7-1baf2648e277",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#analysis_date = rt_dates.DATES.popitem()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 32,
+ "id": "7c53a48f-e50d-4ebd-b252-7338b4a585fc",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "#analysis_date = analysis_date[-1]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 33,
+ "id": "5c4d6c90-f897-448d-b002-acc36b9341f6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df5 = orgs_with_2_names_df4.loc[\n",
+ " orgs_with_2_names_df4.service_date == analysis_date\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 34,
+ "id": "17a39cbd-8054-4287-ae50-58f2d4f3ec0e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "9"
+ ]
+ },
+ "execution_count": 34,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "orgs_with_2_names_df5.organization_name.nunique()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 35,
+ "id": "66c7b99a-958a-41d9-a0ea-93ec01b204a2",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(10, 30)"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "orgs_with_2_names_df5.shape"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 36,
+ "id": "5c4e174e-a840-4ad1-944b-308bf8eed5f3",
+ "metadata": {
+ "tags": []
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Basin Transit\n"
+ ]
+ },
+ {
+ "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>0</th>\n",
" </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
" <tr>\n",
- " <th>55</th>\n",
- " <td>El Monte Schedule</td>\n",
- " <td>City of El Monte</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>schedule_gtfs_dataset_key</th>\n",
+ " <td>a7f5522d7690161fc2be75857d7e2f79</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>56</th>\n",
- " <td>Elk Grove Schedule</td>\n",
- " <td>City of Elk Grove</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>vp_per_min_agency</th>\n",
+ " <td>1.35</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>57</th>\n",
- " <td>Flixbus Schedule</td>\n",
- " <td>Greyhound</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>spatial_accuracy_agency</th>\n",
+ " <td>90.85</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>58</th>\n",
- " <td>Foothill Schedule</td>\n",
- " <td>City of Duarte</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>service_date</th>\n",
+ " <td>2024-11-13 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>59</th>\n",
- " <td>Fresno County Schedule</td>\n",
- " <td>Fresno County Rural Transit Agency</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_routes</th>\n",
+ " <td>7.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>60</th>\n",
- " <td>Fresno Schedule</td>\n",
- " <td>City of Fresno</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_trips</th>\n",
+ " <td>86.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>61</th>\n",
- " <td>G Trans Schedule</td>\n",
- " <td>City of Gardena</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_shapes</th>\n",
+ " <td>16.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>62</th>\n",
- " <td>GET Schedule</td>\n",
- " <td>Golden Empire Transit District</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_stops</th>\n",
+ " <td>170.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>63</th>\n",
- " <td>Get Around Town Express Schedule</td>\n",
- " <td>City of South Gate</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_arrivals</th>\n",
+ " <td>2471.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>64</th>\n",
- " <td>Glendora Schedule</td>\n",
- " <td>City of Glendora</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_route_length_miles</th>\n",
+ " <td>184.36</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>65</th>\n",
- " <td>Glenn Schedule</td>\n",
- " <td>Glenn County</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_arrivals_per_stop</th>\n",
+ " <td>14.54</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>66</th>\n",
- " <td>Go West Schedule</td>\n",
- " <td>City of West Covina</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_downtown_local_routes</th>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>67</th>\n",
- " <td>Grapeline Schedule</td>\n",
- " <td>City of Lodi</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_local_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>68</th>\n",
- " <td>Guadalupe Flyer Schedule</td>\n",
- " <td>City of Guadalupe</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_coverage_routes</th>\n",
+ " <td>9.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>69</th>\n",
- " <td>Humboldt Schedule</td>\n",
- " <td>City of Eureka</td>\n",
- " <td>01 - Eureka</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_rapid_routes</th>\n",
+ " <td>5.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>70</th>\n",
- " <td>Huntington Schedule</td>\n",
- " <td>City of Huntington Park</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_express_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>71</th>\n",
- " <td>Imperial Valley Transit Schedule</td>\n",
- " <td>Imperial County Transportation Commission</td>\n",
- " <td>11 - San Diego</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_rail_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>72</th>\n",
- " <td>Inglewood Schedule</td>\n",
- " <td>City of Inglewood</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>name</th>\n",
+ " <td>Basin Transit GMV Schedule</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>73</th>\n",
- " <td>Kern Schedule</td>\n",
- " <td>Kern County</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>organization_source_record_id</th>\n",
+ " <td>recniaSbsXcRSLsWe</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>74</th>\n",
- " <td>Kings Schedule</td>\n",
- " <td>Kings County Area Public Transit Agency</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>organization_name</th>\n",
+ " <td>Basin Transit</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>75</th>\n",
- " <td>LA DOT Schedule</td>\n",
- " <td>City of Los Angeles</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>caltrans_district</th>\n",
+ " <td>08 - San Bernardino</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>76</th>\n",
- " <td>LA Metro Bus Schedule</td>\n",
- " <td>Los Angeles County Metropolitan Transportation Authority</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>counties_served</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>77</th>\n",
- " <td>LA Metro Rail Schedule</td>\n",
- " <td>Los Angeles County Metropolitan Transportation Authority</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>service_area_sq_miles</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>78</th>\n",
- " <td>LADPW Schedule</td>\n",
- " <td>Los Angeles County</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>hq_city</th>\n",
+ " <td>Joshua Tree</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>79</th>\n",
- " <td>LAX FlyAway Schedule</td>\n",
- " <td>Los Angeles World Airports</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>uza_name</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>80</th>\n",
- " <td>La Campana Schedule</td>\n",
- " <td>City of Bell</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>service_area_pop</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>81</th>\n",
- " <td>La Puente Schedule</td>\n",
- " <td>City of La Puente</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>organization_type</th>\n",
+ " <td>Public Agency or Authority of Transit Service</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>82</th>\n",
- " <td>Laguna Beach Schedule</td>\n",
- " <td>City of Laguna Beach</td>\n",
- " <td>12 - Irvine</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>primary_uza</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>83</th>\n",
- " <td>Lake Schedule</td>\n",
- " <td>Lake Transit Authority</td>\n",
- " <td>01 - Eureka</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>reporter_type</th>\n",
+ " <td>Rural Reporter</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>84</th>\n",
- " <td>Lassen Schedule</td>\n",
- " <td>Lassen Transit Service Agency</td>\n",
- " <td>02 - Redding</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>85</th>\n",
- " <td>Lawndale Beat GMV Schedule</td>\n",
- " <td>City of Lawndale</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " 0\n",
+ "schedule_gtfs_dataset_key a7f5522d7690161fc2be75857d7e2f79\n",
+ "vp_per_min_agency 1.35\n",
+ "spatial_accuracy_agency 90.85\n",
+ "service_date 2024-11-13 00:00:00\n",
+ "operator_n_routes 7.00\n",
+ "operator_n_trips 86.00\n",
+ "operator_n_shapes 16.00\n",
+ "operator_n_stops 170.00\n",
+ "operator_n_arrivals 2471.00\n",
+ "operator_route_length_miles 184.36\n",
+ "operator_arrivals_per_stop 14.54\n",
+ "n_downtown_local_routes 2.00\n",
+ "n_local_routes 0.00\n",
+ "n_coverage_routes 9.00\n",
+ "n_rapid_routes 5.00\n",
+ "n_express_routes 0.00\n",
+ "n_rail_routes 0.00\n",
+ "name Basin Transit GMV Schedule\n",
+ "organization_source_record_id recniaSbsXcRSLsWe\n",
+ "organization_name Basin Transit\n",
+ "caltrans_district 08 - San Bernardino\n",
+ "counties_served 0\n",
+ "service_area_sq_miles 0\n",
+ "hq_city Joshua Tree\n",
+ "uza_name 0\n",
+ "service_area_pop 0\n",
+ "organization_type Public Agency or Authority of Transit Service\n",
+ "primary_uza 0\n",
+ "reporter_type Rural Reporter\n",
+ "n_names 2"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "City of Beaumont\n"
+ ]
+ },
+ {
+ "data": {
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+ " <th></th>\n",
+ " <th>1</th>\n",
" </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
" <tr>\n",
- " <th>86</th>\n",
- " <td>Lawndale Schedule</td>\n",
- " <td>City of Lawndale</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
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" <tr>\n",
- " <th>87</th>\n",
- " <td>Long Beach Schedule</td>\n",
- " <td>Long Beach Transit</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>vp_per_min_agency</th>\n",
+ " <td>2.96</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>88</th>\n",
- " <td>Madera County Connection Schedule</td>\n",
- " <td>Madera County</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>spatial_accuracy_agency</th>\n",
+ " <td>90.21</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>89</th>\n",
- " <td>Madera Metro Schedule</td>\n",
- " <td>City of Madera</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>service_date</th>\n",
+ " <td>2024-11-13 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>90</th>\n",
- " <td>Maywood Schedule</td>\n",
- " <td>City of Maywood</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_routes</th>\n",
+ " <td>8.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>91</th>\n",
- " <td>Mendocino Schedule</td>\n",
- " <td>Mendocino Transit Authority</td>\n",
- " <td>01 - Eureka</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_trips</th>\n",
+ " <td>125.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>92</th>\n",
- " <td>Merced GMV Schedule</td>\n",
- " <td>Transit Joint Powers Authority for Merced County</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_shapes</th>\n",
+ " <td>30.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>93</th>\n",
- " <td>Merced Schedule</td>\n",
- " <td>Transit Joint Powers Authority for Merced County</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_stops</th>\n",
+ " <td>126.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>94</th>\n",
- " <td>Monterey Salinas Schedule</td>\n",
- " <td>Monterey-Salinas Transit</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_arrivals</th>\n",
+ " <td>1530.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>95</th>\n",
- " <td>Morongo Basin Schedule</td>\n",
- " <td>Basin Transit</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_route_length_miles</th>\n",
+ " <td>126.03</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>96</th>\n",
- " <td>Mountain Transit GMV Schedule</td>\n",
- " <td>Mountain Area Regional Transit Authority</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_arrivals_per_stop</th>\n",
+ " <td>12.14</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>97</th>\n",
- " <td>Mountain Transit Schedule</td>\n",
- " <td>Mountain Area Regional Transit Authority</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_downtown_local_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>98</th>\n",
- " <td>Needles Schedule</td>\n",
- " <td>City of Needles</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_local_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>99</th>\n",
- " <td>Nevada County Schedule</td>\n",
- " <td>Nevada County</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_coverage_routes</th>\n",
+ " <td>13.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>100</th>\n",
- " <td>North County Schedule</td>\n",
- " <td>North County Transit District</td>\n",
- " <td>11 - San Diego</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_rapid_routes</th>\n",
+ " <td>10.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>101</th>\n",
- " <td>Norwalk Avail Schedule</td>\n",
- " <td>City of Norwalk</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_express_routes</th>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>102</th>\n",
- " <td>OCTA Schedule</td>\n",
- " <td>Orange County Transportation Authority</td>\n",
- " <td>12 - Irvine</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_rail_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>103</th>\n",
- " <td>OmniTrans Schedule</td>\n",
- " <td>OmniTrans</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>name</th>\n",
+ " <td>Beaumont Transit Schedule</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>104</th>\n",
- " <td>Palos Verdes PTA Schedule</td>\n",
- " <td>Palos Verdes Peninsula Transit Authority</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>organization_source_record_id</th>\n",
+ " <td>reciWrBgYsAIm9eKK</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>105</th>\n",
- " <td>Pasadena Schedule</td>\n",
- " <td>City of Pasadena</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>organization_name</th>\n",
+ " <td>City of Beaumont</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>106</th>\n",
- " <td>Placer Schedule</td>\n",
- " <td>Placer County</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>caltrans_district</th>\n",
+ " <td>08 - San Bernardino</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>107</th>\n",
- " <td>Plumas Schedule</td>\n",
- " <td>Plumas Transit Systems</td>\n",
- " <td>02 - Redding</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>counties_served</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>108</th>\n",
- " <td>Redding Schedule</td>\n",
- " <td>Shasta County</td>\n",
- " <td>02 - Redding</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>service_area_sq_miles</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>109</th>\n",
- " <td>Redwood Coast Schedule</td>\n",
- " <td>Redwood Coast Transit Authority</td>\n",
- " <td>01 - Eureka</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>hq_city</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>110</th>\n",
- " <td>Riverside Schedule</td>\n",
- " <td>Riverside Transit Agency</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>uza_name</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>111</th>\n",
- " <td>Roseville Schedule</td>\n",
- " <td>City of Roseville</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>service_area_pop</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>112</th>\n",
- " <td>Roseville Transit GMV Schedule</td>\n",
- " <td>City of Roseville</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>organization_type</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>113</th>\n",
- " <td>SBMTD Schedule</td>\n",
- " <td>Santa Barbara Metropolitan Transit District</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>primary_uza</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>114</th>\n",
- " <td>SLO Peak Transit Schedule</td>\n",
- " <td>City of San Luis Obispo</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>reporter_type</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>115</th>\n",
- " <td>SLO Schedule</td>\n",
- " <td>City of San Luis Obispo</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>116</th>\n",
- " <td>SLORTA Schedule</td>\n",
- " <td>San Luis Obispo Regional Transit Authority</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " 1\n",
+ "schedule_gtfs_dataset_key 7f6e96ebfc0675bfda4f68874aa1466d\n",
+ "vp_per_min_agency 2.96\n",
+ "spatial_accuracy_agency 90.21\n",
+ "service_date 2024-11-13 00:00:00\n",
+ "operator_n_routes 8.00\n",
+ "operator_n_trips 125.00\n",
+ "operator_n_shapes 30.00\n",
+ "operator_n_stops 126.00\n",
+ "operator_n_arrivals 1530.00\n",
+ "operator_route_length_miles 126.03\n",
+ "operator_arrivals_per_stop 12.14\n",
+ "n_downtown_local_routes 0.00\n",
+ "n_local_routes 0.00\n",
+ "n_coverage_routes 13.00\n",
+ "n_rapid_routes 10.00\n",
+ "n_express_routes 2.00\n",
+ "n_rail_routes 0.00\n",
+ "name Beaumont Transit Schedule\n",
+ "organization_source_record_id reciWrBgYsAIm9eKK\n",
+ "organization_name City of Beaumont\n",
+ "caltrans_district 08 - San Bernardino\n",
+ "counties_served 0\n",
+ "service_area_sq_miles 0\n",
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+ "primary_uza 0\n",
+ "reporter_type 0\n",
+ "n_names 2"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "City of Lawndale\n"
+ ]
+ },
+ {
+ "data": {
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+ " <th></th>\n",
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" </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
" <tr>\n",
- " <th>117</th>\n",
- " <td>Sacramento Schedule</td>\n",
- " <td>City of Rancho Cordova</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
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" <tr>\n",
- " <th>118</th>\n",
- " <td>Sage Stage Schedule</td>\n",
- " <td>Modoc Transportation Agency</td>\n",
- " <td>02 - Redding</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>vp_per_min_agency</th>\n",
+ " <td>2.65</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>119</th>\n",
- " <td>San Diego Schedule</td>\n",
- " <td>San Diego Metropolitan Transit System</td>\n",
- " <td>11 - San Diego</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>spatial_accuracy_agency</th>\n",
+ " <td>100.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>120</th>\n",
- " <td>San Joaquin Schedule</td>\n",
- " <td>San Joaquin Regional Transit District</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>service_date</th>\n",
+ " <td>2024-11-13 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>121</th>\n",
- " <td>Santa Clarita Schedule</td>\n",
- " <td>City of Santa Clarita</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_routes</th>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>122</th>\n",
- " <td>Santa Cruz Schedule</td>\n",
- " <td>Santa Cruz Metropolitan Transit District</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_trips</th>\n",
+ " <td>30.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>123</th>\n",
- " <td>Santa Maria Schedule</td>\n",
- " <td>City of Santa Maria</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_shapes</th>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>124</th>\n",
- " <td>Santa Ynez Mecatran Schedule</td>\n",
- " <td>City of Solvang</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_stops</th>\n",
+ " <td>43.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>125</th>\n",
- " <td>Siskiyou Schedule</td>\n",
- " <td>Siskiyou County</td>\n",
- " <td>02 - Redding</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_n_arrivals</th>\n",
+ " <td>698.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>126</th>\n",
- " <td>South County Transit Link Schedule</td>\n",
- " <td>Sacramento County</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_route_length_miles</th>\n",
+ " <td>17.92</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>127</th>\n",
- " <td>StanRTA Schedule</td>\n",
- " <td>Stanislaus Regional Transit Authority</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>operator_arrivals_per_stop</th>\n",
+ " <td>16.23</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>128</th>\n",
- " <td>Stanford Schedule</td>\n",
- " <td>Stanford University</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_downtown_local_routes</th>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>129</th>\n",
- " <td>TART, North Lake Tahoe Schedule</td>\n",
- " <td>North Lake Tahoe Express</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_local_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>130</th>\n",
- " <td>Tahoe Transportation District GMV Schedule</td>\n",
- " <td>Tahoe Transportation District</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_coverage_routes</th>\n",
+ " <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>131</th>\n",
- " <td>Tahoe Transportation District Schedule</td>\n",
- " <td>Tahoe Transportation District</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_rapid_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>132</th>\n",
- " <td>Tehama Schedule</td>\n",
- " <td>Tehama County</td>\n",
- " <td>02 - Redding</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_express_routes</th>\n",
+ " <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>133</th>\n",
- " <td>Torrance Schedule</td>\n",
- " <td>City of Torrance</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>n_rail_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>134</th>\n",
- " <td>Tracy Schedule</td>\n",
- " <td>City of Tracy</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>name</th>\n",
+ " <td>Lawndale Beat GMV Schedule</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>135</th>\n",
- " <td>Trinity Schedule</td>\n",
- " <td>Trinity County</td>\n",
- " <td>02 - Redding</td>\n",
- " <td>2024-11-13</td>\n",
+ " <th>organization_source_record_id</th>\n",
+ " <td>recj8LXdeSurpSRNU</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>136</th>\n",
- " <td>Turlock Schedule</td>\n",
- " <td>City of Turlock</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>137</th>\n",
- " <td>Unitrans Schedule</td>\n",
- " <td>University of California, Davis</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>138</th>\n",
- " <td>VCTC GMV Schedule</td>\n",
- " <td>City of Ojai</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>139</th>\n",
- " <td>Victor Valley GMV Schedule</td>\n",
- " <td>Victor Valley Transit Authority</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>140</th>\n",
- " <td>Victor Valley Schedule</td>\n",
- " <td>Victor Valley Transit Authority</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>141</th>\n",
- " <td>Visalia Schedule</td>\n",
- " <td>City of Visalia</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>142</th>\n",
- " <td>WeHo Schedule</td>\n",
- " <td>City of West Hollywood</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>143</th>\n",
- " <td>YARTS Schedule</td>\n",
- " <td>Yosemite Area Regional Transportation System</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>144</th>\n",
- " <td>Yolobus Schedule</td>\n",
- " <td>Yolo County Transportation District</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>145</th>\n",
- " <td>Yuba-Sutter Schedule</td>\n",
- " <td>Yuba-Sutter Transit Authority</td>\n",
- " <td>03 - Marysville</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>146</th>\n",
- " <td>Yuma Schedule</td>\n",
- " <td>Yuma County Intergovernmental Public Transportation Authority</td>\n",
- " <td>11 - San Diego</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>147</th>\n",
- " <td>eTrans Schedule</td>\n",
- " <td>City of Escalon</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>148</th>\n",
- " <td>None</td>\n",
- " <td>None</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2024-11-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>149</th>\n",
- " <td>Bay Area 511 Emery Go-Round Schedule</td>\n",
- " <td>Emeryville Transportation Management Agency</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-10-16</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>150</th>\n",
- " <td>Beaumont Pass Schedule</td>\n",
- " <td>City of Beaumont</td>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>2024-10-16</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>151</th>\n",
- " <td>PresidiGo Schedule</td>\n",
- " <td>Presidio Trust</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-10-16</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>152</th>\n",
- " <td>DowneyLINK GMV Schedule</td>\n",
- " <td>City of Downey</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-09-18</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>153</th>\n",
- " <td>Bell Gardens Schedule</td>\n",
- " <td>City of Bell Gardens</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-07-17</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>154</th>\n",
- " <td>Cudahy Schedule</td>\n",
- " <td>City of Cudahy</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-07-17</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>155</th>\n",
- " <td>Anteater Express Schedule</td>\n",
- " <td>University of California, Irvine</td>\n",
- " <td>12 - Irvine</td>\n",
- " <td>2024-06-12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>156</th>\n",
- " <td>Lynwood Schedule</td>\n",
- " <td>City of Lynwood</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-06-12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>157</th>\n",
- " <td>Manteca Schedule</td>\n",
- " <td>City of Manteca</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2024-06-12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>158</th>\n",
- " <td>UCSC Schedule</td>\n",
- " <td>University of California, Santa Cruz</td>\n",
- " <td>05 - San Luis Obispo</td>\n",
- " <td>2024-06-12</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>159</th>\n",
- " <td>El Segundo Schedule</td>\n",
- " <td>City of El Segundo</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-05-22</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>160</th>\n",
- " <td>Redwood Coast Schedulel</td>\n",
- " <td>Redwood Coast Transit Authority</td>\n",
- " <td>01 - Eureka</td>\n",
- " <td>2024-05-22</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>161</th>\n",
- " <td>Baldwin Park Schedule</td>\n",
- " <td>City of Baldwin Park</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-04-17</td>\n",
+ " <th>organization_name</th>\n",
+ " <td>City of Lawndale</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>162</th>\n",
- " <td>Avalon Schedule</td>\n",
- " <td>City of Avalon</td>\n",
+ " <th>caltrans_district</th>\n",
" <td>07 - Los Angeles</td>\n",
- " <td>2024-03-13</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>163</th>\n",
- " <td>Bay Area 511 Dumbarton Express Schedule</td>\n",
- " <td>Dumbarton Bridge Regional Operations Consortium</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-03-13</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>164</th>\n",
- " <td>Bay Area 511 Golden Gate Transit Schedule</td>\n",
- " <td>Golden Gate Bridge, Highway and Transportation District</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2024-03-13</td>\n",
+ " <th>counties_served</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>165</th>\n",
- " <td>Rosemead Schedule</td>\n",
- " <td>City of Rosemead</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2024-02-14</td>\n",
+ " <th>service_area_sq_miles</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>166</th>\n",
- " <td>Arcadia Schedule</td>\n",
- " <td>City of Arcadia</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2023-12-13</td>\n",
+ " <th>hq_city</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>167</th>\n",
- " <td>DowneyLINK Schedule</td>\n",
- " <td>City of Downey</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2023-12-13</td>\n",
+ " <th>uza_name</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>168</th>\n",
- " <td>Spirit Bus Schedule</td>\n",
- " <td>City of Monterey Park</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2023-12-13</td>\n",
+ " <th>service_area_pop</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>169</th>\n",
- " <td>Mission Bay Schedule</td>\n",
- " <td>Mission Bay Transportation Management Agency</td>\n",
- " <td>04 - Oakland</td>\n",
- " <td>2023-11-15</td>\n",
+ " <th>organization_type</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>170</th>\n",
- " <td>Blossom Express Schedule</td>\n",
- " <td>City of Ripon</td>\n",
- " <td>10 - Stockton</td>\n",
- " <td>2023-08-15</td>\n",
+ " <th>primary_uza</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>171</th>\n",
- " <td>Glendale Schedule</td>\n",
- " <td>City of Glendale</td>\n",
- " <td>07 - Los Angeles</td>\n",
- " <td>2023-07-12</td>\n",
+ " <th>reporter_type</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>172</th>\n",
- " <td>TIME GMV Schedule</td>\n",
- " <td>Tulare County Regional Transit Agency</td>\n",
- " <td>06 - Fresno</td>\n",
- " <td>2023-03-15</td>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " name \\\n",
- "0 Alhambra Schedule \n",
- "1 Amador Schedule \n",
- "2 Antelope Valley Transit Authority Schedule \n",
- "3 Arvin Schedule \n",
- "4 Auburn Schedule \n",
- "5 B-Line Schedule \n",
- "6 Banning Pass Schedule \n",
- "7 Basin Transit GMV Schedule \n",
- "8 Bay Area 511 AC Transit Schedule \n",
- "9 Bay Area 511 BART Schedule \n",
- "10 Bay Area 511 Capitol Corridor Schedule \n",
- "11 Bay Area 511 Commute.org Schedule \n",
- "12 Bay Area 511 County Connection Schedule \n",
- "13 Bay Area 511 Fairfield and Suisun Transit Schedule \n",
- "14 Bay Area 511 MVGO Schedule \n",
- "15 Bay Area 511 Marin Schedule \n",
- "16 Bay Area 511 Mission Bay Schedule \n",
- "17 Bay Area 511 Mountain View Community Shuttle Schedule \n",
- "18 Bay Area 511 Muni Schedule \n",
- "19 Bay Area 511 Petaluma Schedule \n",
- "20 Bay Area 511 PresidiGo Schedule \n",
- "21 Bay Area 511 Rio Vista Delta Breeze Schedule \n",
- "22 Bay Area 511 SamTrans Schedule \n",
- "23 Bay Area 511 Santa Clara Transit Schedule \n",
- "24 Bay Area 511 Santa Rosa CityBus Schedule \n",
- "25 Bay Area 511 SolTrans Schedule \n",
- "26 Bay Area 511 Sonoma County Transit Schedule \n",
- "27 Bay Area 511 South San Francisco Shuttle Schedule \n",
- "28 Bay Area 511 Tri Delta Schedule \n",
- "29 Bay Area 511 Tri-Valley Wheels Schedule \n",
- "30 Bay Area 511 Union City Transit Schedule \n",
- "31 Bay Area 511 Vacaville City Coach Schedule \n",
- "32 Bay Area 511 Vine Transit Schedule \n",
- "33 Bay Area 511 WestCAT Schedule \n",
- "34 Beach Cities GMV Schedule \n",
- "35 Bear Schedule \n",
- "36 Beaumont Transit Schedule \n",
- "37 Bellflower Bus Schedule \n",
- "38 Big Blue Bus Schedule \n",
- "39 BruinBus Schedule \n",
- "40 Burbank Schedule \n",
- "41 Calabasas Schedule \n",
- "42 Calaveras Schedule \n",
- "43 Cerritos on Wheels Website Schedule \n",
- "44 Clean Air Express Schedule \n",
- "45 Clovis Schedule \n",
- "46 Commerce Schedule \n",
- "47 Corona Schedule \n",
- "48 County Express Schedule \n",
- "49 Culver City Schedule \n",
- "50 Delano Schedule \n",
- "51 Desert Roadrunner GMV Schedule \n",
- "52 Desert Roadrunner Schedule \n",
- "53 Eastern Sierra Schedule \n",
- "54 El Dorado Schedule \n",
- "55 El Monte Schedule \n",
- "56 Elk Grove Schedule \n",
- "57 Flixbus Schedule \n",
- "58 Foothill Schedule \n",
- "59 Fresno County Schedule \n",
- "60 Fresno Schedule \n",
- "61 G Trans Schedule \n",
- "62 GET Schedule \n",
- "63 Get Around Town Express Schedule \n",
- "64 Glendora Schedule \n",
- "65 Glenn Schedule \n",
- "66 Go West Schedule \n",
- "67 Grapeline Schedule \n",
- "68 Guadalupe Flyer Schedule \n",
- "69 Humboldt Schedule \n",
- "70 Huntington Schedule \n",
- "71 Imperial Valley Transit Schedule \n",
- "72 Inglewood Schedule \n",
- "73 Kern Schedule \n",
- "74 Kings Schedule \n",
- "75 LA DOT Schedule \n",
- "76 LA Metro Bus Schedule \n",
- "77 LA Metro Rail Schedule \n",
- "78 LADPW Schedule \n",
- "79 LAX FlyAway Schedule \n",
- "80 La Campana Schedule \n",
- "81 La Puente Schedule \n",
- "82 Laguna Beach Schedule \n",
- "83 Lake Schedule \n",
- "84 Lassen Schedule \n",
- "85 Lawndale Beat GMV Schedule \n",
- "86 Lawndale Schedule \n",
- "87 Long Beach Schedule \n",
- "88 Madera County Connection Schedule \n",
- "89 Madera Metro Schedule \n",
- "90 Maywood Schedule \n",
- "91 Mendocino Schedule \n",
- "92 Merced GMV Schedule \n",
- "93 Merced Schedule \n",
- "94 Monterey Salinas Schedule \n",
- "95 Morongo Basin Schedule \n",
- "96 Mountain Transit GMV Schedule \n",
- "97 Mountain Transit Schedule \n",
- "98 Needles Schedule \n",
- "99 Nevada County Schedule \n",
- "100 North County Schedule \n",
- "101 Norwalk Avail Schedule \n",
- "102 OCTA Schedule \n",
- "103 OmniTrans Schedule \n",
- "104 Palos Verdes PTA Schedule \n",
- "105 Pasadena Schedule \n",
- "106 Placer Schedule \n",
- "107 Plumas Schedule \n",
- "108 Redding Schedule \n",
- "109 Redwood Coast Schedule \n",
- "110 Riverside Schedule \n",
- "111 Roseville Schedule \n",
- "112 Roseville Transit GMV Schedule \n",
- "113 SBMTD Schedule \n",
- "114 SLO Peak Transit Schedule \n",
- "115 SLO Schedule \n",
- "116 SLORTA Schedule \n",
- "117 Sacramento Schedule \n",
- "118 Sage Stage Schedule \n",
- "119 San Diego Schedule \n",
- "120 San Joaquin Schedule \n",
- "121 Santa Clarita Schedule \n",
- "122 Santa Cruz Schedule \n",
- "123 Santa Maria Schedule \n",
- "124 Santa Ynez Mecatran Schedule \n",
- "125 Siskiyou Schedule \n",
- "126 South County Transit Link Schedule \n",
- "127 StanRTA Schedule \n",
- "128 Stanford Schedule \n",
- "129 TART, North Lake Tahoe Schedule \n",
- "130 Tahoe Transportation District GMV Schedule \n",
- "131 Tahoe Transportation District Schedule \n",
- "132 Tehama Schedule \n",
- "133 Torrance Schedule \n",
- "134 Tracy Schedule \n",
- "135 Trinity Schedule \n",
- "136 Turlock Schedule \n",
- "137 Unitrans Schedule \n",
- "138 VCTC GMV Schedule \n",
- "139 Victor Valley GMV Schedule \n",
- "140 Victor Valley Schedule \n",
- "141 Visalia Schedule \n",
- "142 WeHo Schedule \n",
- "143 YARTS Schedule \n",
- "144 Yolobus Schedule \n",
- "145 Yuba-Sutter Schedule \n",
- "146 Yuma Schedule \n",
- "147 eTrans Schedule \n",
- "148 None \n",
- "149 Bay Area 511 Emery Go-Round Schedule \n",
- "150 Beaumont Pass Schedule \n",
- "151 PresidiGo Schedule \n",
- "152 DowneyLINK GMV Schedule \n",
- "153 Bell Gardens Schedule \n",
- "154 Cudahy Schedule \n",
- "155 Anteater Express Schedule \n",
- "156 Lynwood Schedule \n",
- "157 Manteca Schedule \n",
- "158 UCSC Schedule \n",
- "159 El Segundo Schedule \n",
- "160 Redwood Coast Schedulel \n",
- "161 Baldwin Park Schedule \n",
- "162 Avalon Schedule \n",
- "163 Bay Area 511 Dumbarton Express Schedule \n",
- "164 Bay Area 511 Golden Gate Transit Schedule \n",
- "165 Rosemead Schedule \n",
- "166 Arcadia Schedule \n",
- "167 DowneyLINK Schedule \n",
- "168 Spirit Bus Schedule \n",
- "169 Mission Bay Schedule \n",
- "170 Blossom Express Schedule \n",
- "171 Glendale Schedule \n",
- "172 TIME GMV Schedule \n",
- "\n",
- " organization_name \\\n",
- "0 City of Alhambra \n",
- "1 Amador Regional Transit System \n",
- "2 Antelope Valley Transit Authority \n",
- "3 City of Arvin \n",
- "4 City of Auburn \n",
- "5 Butte County Association of Governments \n",
- "6 City of Banning \n",
- "7 Basin Transit \n",
- "8 Alameda-Contra Costa Transit District \n",
- "9 San Francisco Bay Area Rapid Transit District \n",
- "10 Capitol Corridor Joint Powers Authority \n",
- "11 City of Menlo Park \n",
- "12 Central Contra Costa Transit Authority \n",
- "13 City of Fairfield \n",
- "14 Mountain View Transportation Management Association \n",
- "15 Marin County Transit District \n",
- "16 Mission Bay Transportation Management Agency \n",
- "17 City of Mountain View \n",
- "18 City and County of San Francisco \n",
- "19 City of Petaluma \n",
- "20 Presidio Trust \n",
- "21 City of Rio Vista \n",
- "22 San Mateo County Transit District \n",
- "23 Santa Clara Valley Transportation Authority \n",
- "24 City of Santa Rosa \n",
- "25 Solano County Transit \n",
- "26 Sonoma County \n",
- "27 City of South San Francisco \n",
- "28 Eastern Contra Costa Transit Authority \n",
- "29 Livermore-Amador Valley Transit Authority \n",
- "30 City of Union City \n",
- "31 City of Vacaville \n",
- "32 Napa Valley Transportation Authority \n",
- "33 Western Contra Costa Transit Authority \n",
- "34 City of Redondo Beach \n",
- "35 University of California, Berkeley \n",
- "36 City of Beaumont \n",
- "37 City of Bellflower \n",
- "38 City of Santa Monica \n",
- "39 University of California, Los Angeles \n",
- "40 City of Burbank \n",
- "41 City of Calabasas \n",
- "42 Calaveras Transit Agency \n",
- "43 City of Cerritos \n",
- "44 Santa Barbara County Association of Governments \n",
- "45 City of Clovis \n",
- "46 City of Commerce \n",
- "47 City of Corona \n",
- "48 San Benito County Local Transportation Authority \n",
- "49 City of Culver City \n",
- "50 City of Delano \n",
- "51 Palo Verde Valley Transit Agency \n",
- "52 Palo Verde Valley Transit Agency \n",
- "53 Eastern Sierra Transit Authority \n",
- "54 El Dorado County Transit Authority \n",
- "55 City of El Monte \n",
- "56 City of Elk Grove \n",
- "57 Greyhound \n",
- "58 City of Duarte \n",
- "59 Fresno County Rural Transit Agency \n",
- "60 City of Fresno \n",
- "61 City of Gardena \n",
- "62 Golden Empire Transit District \n",
- "63 City of South Gate \n",
- "64 City of Glendora \n",
- "65 Glenn County \n",
- "66 City of West Covina \n",
- "67 City of Lodi \n",
- "68 City of Guadalupe \n",
- "69 City of Eureka \n",
- "70 City of Huntington Park \n",
- "71 Imperial County Transportation Commission \n",
- "72 City of Inglewood \n",
- "73 Kern County \n",
- "74 Kings County Area Public Transit Agency \n",
- "75 City of Los Angeles \n",
- "76 Los Angeles County Metropolitan Transportation Authority \n",
- "77 Los Angeles County Metropolitan Transportation Authority \n",
- "78 Los Angeles County \n",
- "79 Los Angeles World Airports \n",
- "80 City of Bell \n",
- "81 City of La Puente \n",
- "82 City of Laguna Beach \n",
- "83 Lake Transit Authority \n",
- "84 Lassen Transit Service Agency \n",
- "85 City of Lawndale \n",
- "86 City of Lawndale \n",
- "87 Long Beach Transit \n",
- "88 Madera County \n",
- "89 City of Madera \n",
- "90 City of Maywood \n",
- "91 Mendocino Transit Authority \n",
- "92 Transit Joint Powers Authority for Merced County \n",
- "93 Transit Joint Powers Authority for Merced County \n",
- "94 Monterey-Salinas Transit \n",
- "95 Basin Transit \n",
- "96 Mountain Area Regional Transit Authority \n",
- "97 Mountain Area Regional Transit Authority \n",
- "98 City of Needles \n",
- "99 Nevada County \n",
- "100 North County Transit District \n",
- "101 City of Norwalk \n",
- "102 Orange County Transportation Authority \n",
- "103 OmniTrans \n",
- "104 Palos Verdes Peninsula Transit Authority \n",
- "105 City of Pasadena \n",
- "106 Placer County \n",
- "107 Plumas Transit Systems \n",
- "108 Shasta County \n",
- "109 Redwood Coast Transit Authority \n",
- "110 Riverside Transit Agency \n",
- "111 City of Roseville \n",
- "112 City of Roseville \n",
- "113 Santa Barbara Metropolitan Transit District \n",
- "114 City of San Luis Obispo \n",
- "115 City of San Luis Obispo \n",
- "116 San Luis Obispo Regional Transit Authority \n",
- "117 City of Rancho Cordova \n",
- "118 Modoc Transportation Agency \n",
- "119 San Diego Metropolitan Transit System \n",
- "120 San Joaquin Regional Transit District \n",
- "121 City of Santa Clarita \n",
- "122 Santa Cruz Metropolitan Transit District \n",
- "123 City of Santa Maria \n",
- "124 City of Solvang \n",
- "125 Siskiyou County \n",
- "126 Sacramento County \n",
- "127 Stanislaus Regional Transit Authority \n",
- "128 Stanford University \n",
- "129 North Lake Tahoe Express \n",
- "130 Tahoe Transportation District \n",
- "131 Tahoe Transportation District \n",
- "132 Tehama County \n",
- "133 City of Torrance \n",
- "134 City of Tracy \n",
- "135 Trinity County \n",
- "136 City of Turlock \n",
- "137 University of California, Davis \n",
- "138 City of Ojai \n",
- "139 Victor Valley Transit Authority \n",
- "140 Victor Valley Transit Authority \n",
- "141 City of Visalia \n",
- "142 City of West Hollywood \n",
- "143 Yosemite Area Regional Transportation System \n",
- "144 Yolo County Transportation District \n",
- "145 Yuba-Sutter Transit Authority \n",
- "146 Yuma County Intergovernmental Public Transportation Authority \n",
- "147 City of Escalon \n",
- "148 None \n",
- "149 Emeryville Transportation Management Agency \n",
- "150 City of Beaumont \n",
- "151 Presidio Trust \n",
- "152 City of Downey \n",
- "153 City of Bell Gardens \n",
- "154 City of Cudahy \n",
- "155 University of California, Irvine \n",
- "156 City of Lynwood \n",
- "157 City of Manteca \n",
- "158 University of California, Santa Cruz \n",
- "159 City of El Segundo \n",
- "160 Redwood Coast Transit Authority \n",
- "161 City of Baldwin Park \n",
- "162 City of Avalon \n",
- "163 Dumbarton Bridge Regional Operations Consortium \n",
- "164 Golden Gate Bridge, Highway and Transportation District \n",
- "165 City of Rosemead \n",
- "166 City of Arcadia \n",
- "167 City of Downey \n",
- "168 City of Monterey Park \n",
- "169 Mission Bay Transportation Management Agency \n",
- "170 City of Ripon \n",
- "171 City of Glendale \n",
- "172 Tulare County Regional Transit Agency \n",
- "\n",
- " caltrans_district service_date \n",
- "0 07 - Los Angeles 2024-11-13 \n",
- "1 10 - Stockton 2024-11-13 \n",
- "2 07 - Los Angeles 2024-11-13 \n",
- "3 06 - Fresno 2024-11-13 \n",
- "4 03 - Marysville 2024-11-13 \n",
- "5 03 - Marysville 2024-11-13 \n",
- "6 08 - San Bernardino 2024-11-13 \n",
- "7 08 - San Bernardino 2024-11-13 \n",
- "8 04 - Oakland 2024-11-13 \n",
- "9 04 - Oakland 2024-11-13 \n",
- "10 04 - Oakland 2024-11-13 \n",
- "11 04 - Oakland 2024-11-13 \n",
- "12 04 - Oakland 2024-11-13 \n",
- "13 04 - Oakland 2024-11-13 \n",
- "14 04 - Oakland 2024-11-13 \n",
- "15 04 - Oakland 2024-11-13 \n",
- "16 04 - Oakland 2024-11-13 \n",
- "17 04 - Oakland 2024-11-13 \n",
- "18 04 - Oakland 2024-11-13 \n",
- "19 04 - Oakland 2024-11-13 \n",
- "20 04 - Oakland 2024-11-13 \n",
- "21 04 - Oakland 2024-11-13 \n",
- "22 04 - Oakland 2024-11-13 \n",
- "23 04 - Oakland 2024-11-13 \n",
- "24 04 - Oakland 2024-11-13 \n",
- "25 04 - Oakland 2024-11-13 \n",
- "26 04 - Oakland 2024-11-13 \n",
- "27 04 - Oakland 2024-11-13 \n",
- "28 04 - Oakland 2024-11-13 \n",
- "29 04 - Oakland 2024-11-13 \n",
- "30 04 - Oakland 2024-11-13 \n",
- "31 04 - Oakland 2024-11-13 \n",
- "32 04 - Oakland 2024-11-13 \n",
- "33 04 - Oakland 2024-11-13 \n",
- "34 07 - Los Angeles 2024-11-13 \n",
- "35 04 - Oakland 2024-11-13 \n",
- "36 08 - San Bernardino 2024-11-13 \n",
- "37 07 - Los Angeles 2024-11-13 \n",
- "38 07 - Los Angeles 2024-11-13 \n",
- "39 07 - Los Angeles 2024-11-13 \n",
- "40 07 - Los Angeles 2024-11-13 \n",
- "41 07 - Los Angeles 2024-11-13 \n",
- "42 10 - Stockton 2024-11-13 \n",
- "43 07 - Los Angeles 2024-11-13 \n",
- "44 05 - San Luis Obispo 2024-11-13 \n",
- "45 06 - Fresno 2024-11-13 \n",
- "46 07 - Los Angeles 2024-11-13 \n",
- "47 08 - San Bernardino 2024-11-13 \n",
- "48 05 - San Luis Obispo 2024-11-13 \n",
- "49 07 - Los Angeles 2024-11-13 \n",
- "50 06 - Fresno 2024-11-13 \n",
- "51 08 - San Bernardino 2024-11-13 \n",
- "52 08 - San Bernardino 2024-11-13 \n",
- "53 09 - Bishop 2024-11-13 \n",
- "54 03 - Marysville 2024-11-13 \n",
- "55 07 - Los Angeles 2024-11-13 \n",
- "56 03 - Marysville 2024-11-13 \n",
- "57 07 - Los Angeles 2024-11-13 \n",
- "58 07 - Los Angeles 2024-11-13 \n",
- "59 06 - Fresno 2024-11-13 \n",
- "60 06 - Fresno 2024-11-13 \n",
- "61 07 - Los Angeles 2024-11-13 \n",
- "62 06 - Fresno 2024-11-13 \n",
- "63 07 - Los Angeles 2024-11-13 \n",
- "64 07 - Los Angeles 2024-11-13 \n",
- "65 03 - Marysville 2024-11-13 \n",
- "66 07 - Los Angeles 2024-11-13 \n",
- "67 10 - Stockton 2024-11-13 \n",
- "68 05 - San Luis Obispo 2024-11-13 \n",
- "69 01 - Eureka 2024-11-13 \n",
- "70 07 - Los Angeles 2024-11-13 \n",
- "71 11 - San Diego 2024-11-13 \n",
- "72 07 - Los Angeles 2024-11-13 \n",
- "73 06 - Fresno 2024-11-13 \n",
- "74 06 - Fresno 2024-11-13 \n",
- "75 07 - Los Angeles 2024-11-13 \n",
- "76 07 - Los Angeles 2024-11-13 \n",
- "77 07 - Los Angeles 2024-11-13 \n",
- "78 07 - Los Angeles 2024-11-13 \n",
- "79 07 - Los Angeles 2024-11-13 \n",
- "80 07 - Los Angeles 2024-11-13 \n",
- "81 07 - Los Angeles 2024-11-13 \n",
- "82 12 - Irvine 2024-11-13 \n",
- "83 01 - Eureka 2024-11-13 \n",
- "84 02 - Redding 2024-11-13 \n",
- "85 07 - Los Angeles 2024-11-13 \n",
- "86 07 - Los Angeles 2024-11-13 \n",
- "87 07 - Los Angeles 2024-11-13 \n",
- "88 06 - Fresno 2024-11-13 \n",
- "89 06 - Fresno 2024-11-13 \n",
- "90 07 - Los Angeles 2024-11-13 \n",
- "91 01 - Eureka 2024-11-13 \n",
- "92 10 - Stockton 2024-11-13 \n",
- "93 10 - Stockton 2024-11-13 \n",
- "94 05 - San Luis Obispo 2024-11-13 \n",
- "95 08 - San Bernardino 2024-11-13 \n",
- "96 08 - San Bernardino 2024-11-13 \n",
- "97 08 - San Bernardino 2024-11-13 \n",
- "98 08 - San Bernardino 2024-11-13 \n",
- "99 03 - Marysville 2024-11-13 \n",
- "100 11 - San Diego 2024-11-13 \n",
- "101 07 - Los Angeles 2024-11-13 \n",
- "102 12 - Irvine 2024-11-13 \n",
- "103 08 - San Bernardino 2024-11-13 \n",
- "104 07 - Los Angeles 2024-11-13 \n",
- "105 07 - Los Angeles 2024-11-13 \n",
- "106 03 - Marysville 2024-11-13 \n",
- "107 02 - Redding 2024-11-13 \n",
- "108 02 - Redding 2024-11-13 \n",
- "109 01 - Eureka 2024-11-13 \n",
- "110 08 - San Bernardino 2024-11-13 \n",
- "111 03 - Marysville 2024-11-13 \n",
- "112 03 - Marysville 2024-11-13 \n",
- "113 05 - San Luis Obispo 2024-11-13 \n",
- "114 05 - San Luis Obispo 2024-11-13 \n",
- "115 05 - San Luis Obispo 2024-11-13 \n",
- "116 05 - San Luis Obispo 2024-11-13 \n",
- "117 03 - Marysville 2024-11-13 \n",
- "118 02 - Redding 2024-11-13 \n",
- "119 11 - San Diego 2024-11-13 \n",
- "120 10 - Stockton 2024-11-13 \n",
- "121 07 - Los Angeles 2024-11-13 \n",
- "122 05 - San Luis Obispo 2024-11-13 \n",
- "123 05 - San Luis Obispo 2024-11-13 \n",
- "124 05 - San Luis Obispo 2024-11-13 \n",
- "125 02 - Redding 2024-11-13 \n",
- "126 03 - Marysville 2024-11-13 \n",
- "127 10 - Stockton 2024-11-13 \n",
- "128 04 - Oakland 2024-11-13 \n",
- "129 03 - Marysville 2024-11-13 \n",
- "130 03 - Marysville 2024-11-13 \n",
- "131 03 - Marysville 2024-11-13 \n",
- "132 02 - Redding 2024-11-13 \n",
- "133 07 - Los Angeles 2024-11-13 \n",
- "134 10 - Stockton 2024-11-13 \n",
- "135 02 - Redding 2024-11-13 \n",
- "136 10 - Stockton 2024-11-13 \n",
- "137 03 - Marysville 2024-11-13 \n",
- "138 07 - Los Angeles 2024-11-13 \n",
- "139 08 - San Bernardino 2024-11-13 \n",
- "140 08 - San Bernardino 2024-11-13 \n",
- "141 06 - Fresno 2024-11-13 \n",
- "142 07 - Los Angeles 2024-11-13 \n",
- "143 10 - Stockton 2024-11-13 \n",
- "144 03 - Marysville 2024-11-13 \n",
- "145 03 - Marysville 2024-11-13 \n",
- "146 11 - San Diego 2024-11-13 \n",
- "147 10 - Stockton 2024-11-13 \n",
- "148 06 - Fresno 2024-11-13 \n",
- "149 04 - Oakland 2024-10-16 \n",
- "150 08 - San Bernardino 2024-10-16 \n",
- "151 04 - Oakland 2024-10-16 \n",
- "152 07 - Los Angeles 2024-09-18 \n",
- "153 07 - Los Angeles 2024-07-17 \n",
- "154 07 - Los Angeles 2024-07-17 \n",
- "155 12 - Irvine 2024-06-12 \n",
- "156 07 - Los Angeles 2024-06-12 \n",
- "157 10 - Stockton 2024-06-12 \n",
- "158 05 - San Luis Obispo 2024-06-12 \n",
- "159 07 - Los Angeles 2024-05-22 \n",
- "160 01 - Eureka 2024-05-22 \n",
- "161 07 - Los Angeles 2024-04-17 \n",
- "162 07 - Los Angeles 2024-03-13 \n",
- "163 04 - Oakland 2024-03-13 \n",
- "164 04 - Oakland 2024-03-13 \n",
- "165 07 - Los Angeles 2024-02-14 \n",
- "166 07 - Los Angeles 2023-12-13 \n",
- "167 07 - Los Angeles 2023-12-13 \n",
- "168 07 - Los Angeles 2023-12-13 \n",
- "169 04 - Oakland 2023-11-15 \n",
- "170 10 - Stockton 2023-08-15 \n",
- "171 07 - Los Angeles 2023-07-12 \n",
- "172 06 - Fresno 2023-03-15 "
+ " 3\n",
+ "schedule_gtfs_dataset_key 09a703757d1ed14ca9580b1385e39315\n",
+ "vp_per_min_agency 2.65\n",
+ "spatial_accuracy_agency 100.00\n",
+ "service_date 2024-11-13 00:00:00\n",
+ "operator_n_routes 2.00\n",
+ "operator_n_trips 30.00\n",
+ "operator_n_shapes 2.00\n",
+ "operator_n_stops 43.00\n",
+ "operator_n_arrivals 698.00\n",
+ "operator_route_length_miles 17.92\n",
+ "operator_arrivals_per_stop 16.23\n",
+ "n_downtown_local_routes 2.00\n",
+ "n_local_routes 0.00\n",
+ "n_coverage_routes 1.00\n",
+ "n_rapid_routes 0.00\n",
+ "n_express_routes 1.00\n",
+ "n_rail_routes 0.00\n",
+ "name Lawndale Beat GMV Schedule\n",
+ "organization_source_record_id recj8LXdeSurpSRNU\n",
+ "organization_name City of Lawndale\n",
+ "caltrans_district 07 - Los Angeles\n",
+ "counties_served 0\n",
+ "service_area_sq_miles 0\n",
+ "hq_city 0\n",
+ "uza_name 0\n",
+ "service_area_pop 0\n",
+ "organization_type 0\n",
+ "primary_uza 0\n",
+ "reporter_type 0\n",
+ "n_names 2"
]
},
- "execution_count": 22,
"metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "operator_df[[\"name\",\"organization_name\", \"caltrans_district\",\"service_date\"]]"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "259b9bdc-5a85-4a71-b269-d82294e3ee3b",
- "metadata": {},
- "source": [
- "### Mountain Transit GMV and Mountain Transit Schedule actually differ!"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 13,
- "id": "689484d8-326c-48fe-b123-5156ea2285ca",
- "metadata": {
- "scrolled": true,
- "tags": []
- },
- "outputs": [],
- "source": [
- "mountain_subset = [\"Mountain Transit GMV Schedule\", \"Mountain Transit Schedule\"]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 15,
- "id": "ef15783b-9b27-4a22-810f-f7f91ac56620",
- "metadata": {
- "scrolled": true,
- "tags": []
- },
- "outputs": [
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "City of San Luis Obispo\n"
+ ]
+ },
{
"data": {
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@@ -2034,260 +1644,189 @@
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- " <th>97</th>\n",
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" <tr>\n",
" <th>schedule_gtfs_dataset_key</th>\n",
- " <td>0c092a514e4b9ad1427bdacdc67a0091</td>\n",
- " <td>5ca5d244836397b178993c9bdc4dfb00</td>\n",
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" <tr>\n",
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- " <td>0.00</td>\n",
- " <td>0.00</td>\n",
+ " <td>1.99</td>\n",
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- " <td>0.00</td>\n",
- " <td>0.00</td>\n",
+ " <td>99.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_date</th>\n",
" <td>2024-11-13 00:00:00</td>\n",
- " <td>2024-11-13 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_routes</th>\n",
- " <td>7.00</td>\n",
- " <td>7.00</td>\n",
+ " <td>9.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_trips</th>\n",
- " <td>154.00</td>\n",
- " <td>172.00</td>\n",
+ " <td>147.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_shapes</th>\n",
- " <td>21.00</td>\n",
- " <td>27.00</td>\n",
+ " <td>10.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_stops</th>\n",
- " <td>134.00</td>\n",
- " <td>127.00</td>\n",
+ " <td>157.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_arrivals</th>\n",
- " <td>3580.00</td>\n",
- " <td>2978.00</td>\n",
+ " <td>3916.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_route_length_miles</th>\n",
- " <td>153.64</td>\n",
- " <td>145.58</td>\n",
+ " <td>84.95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_arrivals_per_stop</th>\n",
- " <td>26.72</td>\n",
- " <td>23.45</td>\n",
+ " <td>24.94</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_downtown_local_routes</th>\n",
- " <td>0.00</td>\n",
" <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_local_routes</th>\n",
- " <td>0.00</td>\n",
- " <td>0.00</td>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_coverage_routes</th>\n",
- " <td>14.00</td>\n",
- " <td>14.00</td>\n",
+ " <td>6.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_rapid_routes</th>\n",
- " <td>7.00</td>\n",
- " <td>5.00</td>\n",
+ " <td>9.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_express_routes</th>\n",
" <td>0.00</td>\n",
- " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_rail_routes</th>\n",
" <td>0.00</td>\n",
- " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
- " <td>Mountain Transit GMV Schedule</td>\n",
- " <td>Mountain Transit Schedule</td>\n",
+ " <td>SLO Peak Transit Schedule</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_source_record_id</th>\n",
- " <td>recHbquam1bWEwC3P</td>\n",
- " <td>recHbquam1bWEwC3P</td>\n",
+ " <td>recMM99msxjmc6PPv</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_name</th>\n",
- " <td>Mountain Area Regional Transit Authority</td>\n",
- " <td>Mountain Area Regional Transit Authority</td>\n",
+ " <td>City of San Luis Obispo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>caltrans_district</th>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>08 - San Bernardino</td>\n",
+ " <td>05 - San Luis Obispo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>counties_served</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>San Luis Obispo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_area_sq_miles</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>22</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hq_city</th>\n",
- " <td>Big Bear Lake</td>\n",
- " <td>Big Bear Lake</td>\n",
+ " <td>San Luis Obispo</td>\n",
" </tr>\n",
" <tr>\n",
" <th>uza_name</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>San Luis Obispo, CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_area_pop</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>46997</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_type</th>\n",
- " <td>Public Agency or Authority of Transit Service</td>\n",
- " <td>Public Agency or Authority of Transit Service</td>\n",
+ " <td>County or Local Government Unit or Department of Transportation</td>\n",
" </tr>\n",
" <tr>\n",
" <th>primary_uza</th>\n",
" <td>0</td>\n",
- " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>reporter_type</th>\n",
- " <td>Rural Reporter</td>\n",
- " <td>Rural Reporter</td>\n",
+ " <td>Full Reporter</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " 96 \\\n",
- "schedule_gtfs_dataset_key 0c092a514e4b9ad1427bdacdc67a0091 \n",
- "vp_per_min_agency 0.00 \n",
- "spatial_accuracy_agency 0.00 \n",
- "service_date 2024-11-13 00:00:00 \n",
- "operator_n_routes 7.00 \n",
- "operator_n_trips 154.00 \n",
- "operator_n_shapes 21.00 \n",
- "operator_n_stops 134.00 \n",
- "operator_n_arrivals 3580.00 \n",
- "operator_route_length_miles 153.64 \n",
- "operator_arrivals_per_stop 26.72 \n",
- "n_downtown_local_routes 0.00 \n",
- "n_local_routes 0.00 \n",
- "n_coverage_routes 14.00 \n",
- "n_rapid_routes 7.00 \n",
- "n_express_routes 0.00 \n",
- "n_rail_routes 0.00 \n",
- "name Mountain Transit GMV Schedule \n",
- "organization_source_record_id recHbquam1bWEwC3P \n",
- "organization_name Mountain Area Regional Transit Authority \n",
- "caltrans_district 08 - San Bernardino \n",
- "counties_served 0 \n",
- "service_area_sq_miles 0 \n",
- "hq_city Big Bear Lake \n",
- "uza_name 0 \n",
- "service_area_pop 0 \n",
- "organization_type Public Agency or Authority of Transit Service \n",
- "primary_uza 0 \n",
- "reporter_type Rural Reporter \n",
- "\n",
- " 97 \n",
- "schedule_gtfs_dataset_key 5ca5d244836397b178993c9bdc4dfb00 \n",
- "vp_per_min_agency 0.00 \n",
- "spatial_accuracy_agency 0.00 \n",
- "service_date 2024-11-13 00:00:00 \n",
- "operator_n_routes 7.00 \n",
- "operator_n_trips 172.00 \n",
- "operator_n_shapes 27.00 \n",
- "operator_n_stops 127.00 \n",
- "operator_n_arrivals 2978.00 \n",
- "operator_route_length_miles 145.58 \n",
- "operator_arrivals_per_stop 23.45 \n",
- "n_downtown_local_routes 1.00 \n",
- "n_local_routes 0.00 \n",
- "n_coverage_routes 14.00 \n",
- "n_rapid_routes 5.00 \n",
- "n_express_routes 0.00 \n",
- "n_rail_routes 0.00 \n",
- "name Mountain Transit Schedule \n",
- "organization_source_record_id recHbquam1bWEwC3P \n",
- "organization_name Mountain Area Regional Transit Authority \n",
- "caltrans_district 08 - San Bernardino \n",
- "counties_served 0 \n",
- "service_area_sq_miles 0 \n",
- "hq_city Big Bear Lake \n",
- "uza_name 0 \n",
- "service_area_pop 0 \n",
- "organization_type Public Agency or Authority of Transit Service \n",
- "primary_uza 0 \n",
- "reporter_type Rural Reporter "
+ " 4\n",
+ "schedule_gtfs_dataset_key f4c3ea214214ee0d96f7646b3e9d69dc\n",
+ "vp_per_min_agency 1.99\n",
+ "spatial_accuracy_agency 99.02\n",
+ "service_date 2024-11-13 00:00:00\n",
+ "operator_n_routes 9.00\n",
+ "operator_n_trips 147.00\n",
+ "operator_n_shapes 10.00\n",
+ "operator_n_stops 157.00\n",
+ "operator_n_arrivals 3916.00\n",
+ "operator_route_length_miles 84.95\n",
+ "operator_arrivals_per_stop 24.94\n",
+ "n_downtown_local_routes 1.00\n",
+ "n_local_routes 2.00\n",
+ "n_coverage_routes 6.00\n",
+ "n_rapid_routes 9.00\n",
+ "n_express_routes 0.00\n",
+ "n_rail_routes 0.00\n",
+ "name SLO Peak Transit Schedule\n",
+ "organization_source_record_id recMM99msxjmc6PPv\n",
+ "organization_name City of San Luis Obispo\n",
+ "caltrans_district 05 - San Luis Obispo\n",
+ "counties_served San Luis Obispo\n",
+ "service_area_sq_miles 22\n",
+ "hq_city San Luis Obispo\n",
+ "uza_name San Luis Obispo, CA\n",
+ "service_area_pop 46997\n",
+ "organization_type County or Local Government Unit or Department of Transportation\n",
+ "primary_uza 0\n",
+ "reporter_type Full Reporter\n",
+ "n_names 2"
]
},
- "execution_count": 15,
"metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "operator_df.loc[operator_df.name.isin(mountain_subset)].T"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "03857c13-42ba-4403-ad61-971e68c90f4b",
- "metadata": {},
- "source": [
- "### Desert Roadrunner differ too! "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 18,
- "id": "d18bfb5a-48b8-4d8f-ba89-701888d92f76",
- "metadata": {},
- "outputs": [],
- "source": [
- "desert_subset = [ 'Desert Roadrunner GMV Schedule', 'Desert Roadrunner Schedule',]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 19,
- "id": "59242e4d-a7e3-4e94-af9a-4fa0a345e9b7",
- "metadata": {
- "scrolled": true,
- "tags": []
- },
- "outputs": [
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Los Angeles County Metropolitan Transportation Authority\n"
+ ]
+ },
+ {
+ "data": {
+ "text/plain": [
+ "False 17\n",
+ "True 13\n",
+ "Name: same, dtype: int64"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
{
"data": {
"text/html": [
@@ -2309,257 +1848,304 @@
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th>51</th>\n",
- " <th>52</th>\n",
+ " <th>name1</th>\n",
+ " <th>name2</th>\n",
+ " <th>same</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>schedule_gtfs_dataset_key</th>\n",
- " <td>4383eb1cca04093020f1583f57f32d9b</td>\n",
- " <td>ac9384d5e25378d1898ca522070cef66</td>\n",
+ " <td>0666caf3ec1ecc96b74f4477ee4bc939</td>\n",
+ " <td>2a0571758141f412b6a546fd70a65bf3</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vp_per_min_agency</th>\n",
- " <td>2.93</td>\n",
- " <td>0.00</td>\n",
+ " <td>2.06</td>\n",
+ " <td>1.31</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>spatial_accuracy_agency</th>\n",
- " <td>84.83</td>\n",
- " <td>0.00</td>\n",
+ " <td>91.81</td>\n",
+ " <td>94.91</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_date</th>\n",
" <td>2024-11-13 00:00:00</td>\n",
" <td>2024-11-13 00:00:00</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_routes</th>\n",
- " <td>5.00</td>\n",
- " <td>5.00</td>\n",
+ " <td>111.00</td>\n",
+ " <td>6.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_trips</th>\n",
- " <td>54.00</td>\n",
- " <td>45.00</td>\n",
+ " <td>13658.00</td>\n",
+ " <td>1485.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_shapes</th>\n",
- " <td>9.00</td>\n",
- " <td>14.00</td>\n",
+ " <td>602.00</td>\n",
+ " <td>12.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_stops</th>\n",
- " <td>39.00</td>\n",
- " <td>161.00</td>\n",
+ " <td>12008.00</td>\n",
+ " <td>106.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_arrivals</th>\n",
- " <td>472.00</td>\n",
- " <td>1753.00</td>\n",
+ " <td>860096.00</td>\n",
+ " <td>25331.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_route_length_miles</th>\n",
- " <td>220.10</td>\n",
- " <td>228.79</td>\n",
+ " <td>1955.29</td>\n",
+ " <td>121.40</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_arrivals_per_stop</th>\n",
- " <td>12.10</td>\n",
- " <td>10.89</td>\n",
+ " <td>71.63</td>\n",
+ " <td>238.97</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_downtown_local_routes</th>\n",
- " <td>1.00</td>\n",
- " <td>1.00</td>\n",
+ " <td>216.00</td>\n",
+ " <td>12.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_local_routes</th>\n",
- " <td>2.00</td>\n",
- " <td>1.00</td>\n",
- " </tr>\n",
+ " <td>7.00</td>\n",
+ " <td>0.00</td>\n",
+ " <td>False</td>\n",
+ " </tr>\n",
" <tr>\n",
" <th>n_coverage_routes</th>\n",
- " <td>8.00</td>\n",
- " <td>7.00</td>\n",
+ " <td>18.00</td>\n",
+ " <td>0.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_rapid_routes</th>\n",
- " <td>1.00</td>\n",
- " <td>1.00</td>\n",
+ " <td>25.00</td>\n",
+ " <td>0.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_express_routes</th>\n",
- " <td>1.00</td>\n",
- " <td>1.00</td>\n",
+ " <td>12.00</td>\n",
+ " <td>0.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_rail_routes</th>\n",
" <td>0.00</td>\n",
- " <td>0.00</td>\n",
+ " <td>12.00</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
- " <td>Desert Roadrunner GMV Schedule</td>\n",
- " <td>Desert Roadrunner Schedule</td>\n",
+ " <td>LA Metro Bus Schedule</td>\n",
+ " <td>LA Metro Rail Schedule</td>\n",
+ " <td>False</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_source_record_id</th>\n",
- " <td>recGcv4NidDjwVSiN</td>\n",
- " <td>recGcv4NidDjwVSiN</td>\n",
+ " <td>recPnGkwdpnr8jmHB</td>\n",
+ " <td>recPnGkwdpnr8jmHB</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_name</th>\n",
- " <td>Palo Verde Valley Transit Agency</td>\n",
- " <td>Palo Verde Valley Transit Agency</td>\n",
+ " <td>Los Angeles County Metropolitan Transportation Authority</td>\n",
+ " <td>Los Angeles County Metropolitan Transportation Authority</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>caltrans_district</th>\n",
- " <td>08 - San Bernardino</td>\n",
- " <td>08 - San Bernardino</td>\n",
+ " <td>07 - Los Angeles</td>\n",
+ " <td>07 - Los Angeles</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>counties_served</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>Los Angeles</td>\n",
+ " <td>Los Angeles</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_area_sq_miles</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>4099</td>\n",
+ " <td>4099</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hq_city</th>\n",
- " <td>Blythe</td>\n",
- " <td>Blythe</td>\n",
+ " <td>Los Angeles</td>\n",
+ " <td>Los Angeles</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>uza_name</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>Los Angeles--Long Beach--Anaheim, CA</td>\n",
+ " <td>Los Angeles--Long Beach--Anaheim, CA</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_area_pop</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>10394849</td>\n",
+ " <td>10394849</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_type</th>\n",
" <td>Public Agency or Authority of Transit Service</td>\n",
" <td>Public Agency or Authority of Transit Service</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>primary_uza</th>\n",
" <td>0</td>\n",
" <td>0</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" <tr>\n",
" <th>reporter_type</th>\n",
- " <td>Rural Reporter</td>\n",
- " <td>Rural Reporter</td>\n",
+ " <td>Full Reporter</td>\n",
+ " <td>Full Reporter</td>\n",
+ " <td>True</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
+ " <td>2</td>\n",
+ " <td>True</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " 51 \\\n",
- "schedule_gtfs_dataset_key 4383eb1cca04093020f1583f57f32d9b \n",
- "vp_per_min_agency 2.93 \n",
- "spatial_accuracy_agency 84.83 \n",
- "service_date 2024-11-13 00:00:00 \n",
- "operator_n_routes 5.00 \n",
- "operator_n_trips 54.00 \n",
- "operator_n_shapes 9.00 \n",
- "operator_n_stops 39.00 \n",
- "operator_n_arrivals 472.00 \n",
- "operator_route_length_miles 220.10 \n",
- "operator_arrivals_per_stop 12.10 \n",
- "n_downtown_local_routes 1.00 \n",
- "n_local_routes 2.00 \n",
- "n_coverage_routes 8.00 \n",
- "n_rapid_routes 1.00 \n",
- "n_express_routes 1.00 \n",
- "n_rail_routes 0.00 \n",
- "name Desert Roadrunner GMV Schedule \n",
- "organization_source_record_id recGcv4NidDjwVSiN \n",
- "organization_name Palo Verde Valley Transit Agency \n",
- "caltrans_district 08 - San Bernardino \n",
- "counties_served 0 \n",
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- "hq_city Blythe \n",
- "uza_name 0 \n",
- "service_area_pop 0 \n",
- "organization_type Public Agency or Authority of Transit Service \n",
- "primary_uza 0 \n",
- "reporter_type Rural Reporter \n",
+ " name1 \\\n",
+ "schedule_gtfs_dataset_key 0666caf3ec1ecc96b74f4477ee4bc939 \n",
+ "vp_per_min_agency 2.06 \n",
+ "spatial_accuracy_agency 91.81 \n",
+ "service_date 2024-11-13 00:00:00 \n",
+ "operator_n_routes 111.00 \n",
+ "operator_n_trips 13658.00 \n",
+ "operator_n_shapes 602.00 \n",
+ "operator_n_stops 12008.00 \n",
+ "operator_n_arrivals 860096.00 \n",
+ "operator_route_length_miles 1955.29 \n",
+ "operator_arrivals_per_stop 71.63 \n",
+ "n_downtown_local_routes 216.00 \n",
+ "n_local_routes 7.00 \n",
+ "n_coverage_routes 18.00 \n",
+ "n_rapid_routes 25.00 \n",
+ "n_express_routes 12.00 \n",
+ "n_rail_routes 0.00 \n",
+ "name LA Metro Bus Schedule \n",
+ "organization_source_record_id recPnGkwdpnr8jmHB \n",
+ "organization_name Los Angeles County Metropolitan Transportation Authority \n",
+ "caltrans_district 07 - Los Angeles \n",
+ "counties_served Los Angeles \n",
+ "service_area_sq_miles 4099 \n",
+ "hq_city Los Angeles \n",
+ "uza_name Los Angeles--Long Beach--Anaheim, CA \n",
+ "service_area_pop 10394849 \n",
+ "organization_type Public Agency or Authority of Transit Service \n",
+ "primary_uza 0 \n",
+ "reporter_type Full Reporter \n",
+ "n_names 2 \n",
+ "\n",
+ " name2 \\\n",
+ "schedule_gtfs_dataset_key 2a0571758141f412b6a546fd70a65bf3 \n",
+ "vp_per_min_agency 1.31 \n",
+ "spatial_accuracy_agency 94.91 \n",
+ "service_date 2024-11-13 00:00:00 \n",
+ "operator_n_routes 6.00 \n",
+ "operator_n_trips 1485.00 \n",
+ "operator_n_shapes 12.00 \n",
+ "operator_n_stops 106.00 \n",
+ "operator_n_arrivals 25331.00 \n",
+ "operator_route_length_miles 121.40 \n",
+ "operator_arrivals_per_stop 238.97 \n",
+ "n_downtown_local_routes 12.00 \n",
+ "n_local_routes 0.00 \n",
+ "n_coverage_routes 0.00 \n",
+ "n_rapid_routes 0.00 \n",
+ "n_express_routes 0.00 \n",
+ "n_rail_routes 12.00 \n",
+ "name LA Metro Rail Schedule \n",
+ "organization_source_record_id recPnGkwdpnr8jmHB \n",
+ "organization_name Los Angeles County Metropolitan Transportation Authority \n",
+ "caltrans_district 07 - Los Angeles \n",
+ "counties_served Los Angeles \n",
+ "service_area_sq_miles 4099 \n",
+ "hq_city Los Angeles \n",
+ "uza_name Los Angeles--Long Beach--Anaheim, CA \n",
+ "service_area_pop 10394849 \n",
+ "organization_type Public Agency or Authority of Transit Service \n",
+ "primary_uza 0 \n",
+ "reporter_type Full Reporter \n",
+ "n_names 2 \n",
"\n",
- " 52 \n",
- "schedule_gtfs_dataset_key ac9384d5e25378d1898ca522070cef66 \n",
- "vp_per_min_agency 0.00 \n",
- "spatial_accuracy_agency 0.00 \n",
- "service_date 2024-11-13 00:00:00 \n",
- "operator_n_routes 5.00 \n",
- "operator_n_trips 45.00 \n",
- "operator_n_shapes 14.00 \n",
- "operator_n_stops 161.00 \n",
- "operator_n_arrivals 1753.00 \n",
- "operator_route_length_miles 228.79 \n",
- "operator_arrivals_per_stop 10.89 \n",
- "n_downtown_local_routes 1.00 \n",
- "n_local_routes 1.00 \n",
- "n_coverage_routes 7.00 \n",
- "n_rapid_routes 1.00 \n",
- "n_express_routes 1.00 \n",
- "n_rail_routes 0.00 \n",
- "name Desert Roadrunner Schedule \n",
- "organization_source_record_id recGcv4NidDjwVSiN \n",
- "organization_name Palo Verde Valley Transit Agency \n",
- "caltrans_district 08 - San Bernardino \n",
- "counties_served 0 \n",
- "service_area_sq_miles 0 \n",
- "hq_city Blythe \n",
- "uza_name 0 \n",
- "service_area_pop 0 \n",
- "organization_type Public Agency or Authority of Transit Service \n",
- "primary_uza 0 \n",
- "reporter_type Rural Reporter "
+ " same \n",
+ "schedule_gtfs_dataset_key False \n",
+ "vp_per_min_agency False \n",
+ "spatial_accuracy_agency False \n",
+ "service_date True \n",
+ "operator_n_routes False \n",
+ "operator_n_trips False \n",
+ "operator_n_shapes False \n",
+ "operator_n_stops False \n",
+ "operator_n_arrivals False \n",
+ "operator_route_length_miles False \n",
+ "operator_arrivals_per_stop False \n",
+ "n_downtown_local_routes False \n",
+ "n_local_routes False \n",
+ "n_coverage_routes False \n",
+ "n_rapid_routes False \n",
+ "n_express_routes False \n",
+ "n_rail_routes False \n",
+ "name False \n",
+ "organization_source_record_id True \n",
+ "organization_name True \n",
+ "caltrans_district True \n",
+ "counties_served True \n",
+ "service_area_sq_miles True \n",
+ "hq_city True \n",
+ "uza_name True \n",
+ "service_area_pop True \n",
+ "organization_type True \n",
+ "primary_uza True \n",
+ "reporter_type True \n",
+ "n_names True "
]
},
- "execution_count": 19,
"metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "operator_df2.loc[operator_df2.name.isin(desert_subset)].T"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "61a04dc8-53e9-4deb-a857-89173e97d5c0",
- "metadata": {},
- "source": [
- "### Tahoe"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 30,
- "id": "b47f2921-9fe1-4a6c-b324-5cf4cabe4a26",
- "metadata": {},
- "outputs": [],
- "source": [
- "tahoe_subset = [\"Tahoe Transportation District GMV Schedule\", \"Tahoe Transportation District Schedule\"]"
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 31,
- "id": "b5c998a3-f595-4eb3-af48-ba6c64d850c0",
- "metadata": {},
- "outputs": [
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Palo Verde Valley Transit Agency\n"
+ ]
+ },
{
"data": {
"text/html": [
@@ -2581,266 +2167,178 @@
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th>130</th>\n",
- " <th>131</th>\n",
+ " <th>7</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>schedule_gtfs_dataset_key</th>\n",
- " <td>c3499b856c717e5706299664fb1c5261</td>\n",
- " <td>07d3b79f14cec8099119e1eb649f065b</td>\n",
+ " <td>4383eb1cca04093020f1583f57f32d9b</td>\n",
" </tr>\n",
" <tr>\n",
" <th>vp_per_min_agency</th>\n",
- " <td>2.89</td>\n",
- " <td>0.00</td>\n",
+ " <td>2.93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>spatial_accuracy_agency</th>\n",
- " <td>93.59</td>\n",
- " <td>0.00</td>\n",
+ " <td>84.83</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_date</th>\n",
" <td>2024-11-13 00:00:00</td>\n",
- " <td>2024-11-13 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_routes</th>\n",
- " <td>4.00</td>\n",
" <td>5.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_trips</th>\n",
- " <td>121.00</td>\n",
- " <td>132.00</td>\n",
+ " <td>54.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_shapes</th>\n",
" <td>9.00</td>\n",
- " <td>13.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_stops</th>\n",
- " <td>117.00</td>\n",
- " <td>123.00</td>\n",
+ " <td>39.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_n_arrivals</th>\n",
- " <td>2544.00</td>\n",
- " <td>2409.00</td>\n",
+ " <td>472.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_route_length_miles</th>\n",
- " <td>64.68</td>\n",
- " <td>90.82</td>\n",
+ " <td>220.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>operator_arrivals_per_stop</th>\n",
- " <td>21.74</td>\n",
- " <td>19.59</td>\n",
+ " <td>12.10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_downtown_local_routes</th>\n",
- " <td>0.00</td>\n",
- " <td>0.00</td>\n",
+ " <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_local_routes</th>\n",
- " <td>1.00</td>\n",
- " <td>1.00</td>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_coverage_routes</th>\n",
- " <td>3.00</td>\n",
- " <td>3.00</td>\n",
+ " <td>8.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_rapid_routes</th>\n",
- " <td>3.00</td>\n",
- " <td>3.00</td>\n",
+ " <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_express_routes</th>\n",
- " <td>0.00</td>\n",
- " <td>0.00</td>\n",
+ " <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>n_rail_routes</th>\n",
" <td>0.00</td>\n",
- " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>name</th>\n",
- " <td>Tahoe Transportation District GMV Schedule</td>\n",
- " <td>Tahoe Transportation District Schedule</td>\n",
+ " <td>Desert Roadrunner GMV Schedule</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_source_record_id</th>\n",
- " <td>rec3u4aMplqObcoTR</td>\n",
- " <td>rec3u4aMplqObcoTR</td>\n",
+ " <td>recGcv4NidDjwVSiN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_name</th>\n",
- " <td>Tahoe Transportation District</td>\n",
- " <td>Tahoe Transportation District</td>\n",
+ " <td>Palo Verde Valley Transit Agency</td>\n",
" </tr>\n",
" <tr>\n",
" <th>caltrans_district</th>\n",
- " <td>03 - Marysville</td>\n",
- " <td>03 - Marysville</td>\n",
+ " <td>08 - San Bernardino</td>\n",
" </tr>\n",
" <tr>\n",
" <th>counties_served</th>\n",
" <td>0</td>\n",
- " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_area_sq_miles</th>\n",
" <td>0</td>\n",
- " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>hq_city</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>Blythe</td>\n",
" </tr>\n",
" <tr>\n",
" <th>uza_name</th>\n",
" <td>0</td>\n",
- " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>service_area_pop</th>\n",
" <td>0</td>\n",
- " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>organization_type</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>Public Agency or Authority of Transit Service</td>\n",
" </tr>\n",
" <tr>\n",
" <th>primary_uza</th>\n",
" <td>0</td>\n",
- " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>reporter_type</th>\n",
- " <td>0</td>\n",
- " <td>0</td>\n",
+ " <td>Rural Reporter</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
- " 130 \\\n",
- "schedule_gtfs_dataset_key c3499b856c717e5706299664fb1c5261 \n",
- "vp_per_min_agency 2.89 \n",
- "spatial_accuracy_agency 93.59 \n",
- "service_date 2024-11-13 00:00:00 \n",
- "operator_n_routes 4.00 \n",
- "operator_n_trips 121.00 \n",
- "operator_n_shapes 9.00 \n",
- "operator_n_stops 117.00 \n",
- "operator_n_arrivals 2544.00 \n",
- "operator_route_length_miles 64.68 \n",
- "operator_arrivals_per_stop 21.74 \n",
- "n_downtown_local_routes 0.00 \n",
- "n_local_routes 1.00 \n",
- "n_coverage_routes 3.00 \n",
- "n_rapid_routes 3.00 \n",
- "n_express_routes 0.00 \n",
- "n_rail_routes 0.00 \n",
- "name Tahoe Transportation District GMV Schedule \n",
- "organization_source_record_id rec3u4aMplqObcoTR \n",
- "organization_name Tahoe Transportation District \n",
- "caltrans_district 03 - Marysville \n",
- "counties_served 0 \n",
- "service_area_sq_miles 0 \n",
- "hq_city 0 \n",
- "uza_name 0 \n",
- "service_area_pop 0 \n",
- "organization_type 0 \n",
- "primary_uza 0 \n",
- "reporter_type 0 \n",
- "\n",
- " 131 \n",
- "schedule_gtfs_dataset_key 07d3b79f14cec8099119e1eb649f065b \n",
- "vp_per_min_agency 0.00 \n",
- "spatial_accuracy_agency 0.00 \n",
- "service_date 2024-11-13 00:00:00 \n",
- "operator_n_routes 5.00 \n",
- "operator_n_trips 132.00 \n",
- "operator_n_shapes 13.00 \n",
- "operator_n_stops 123.00 \n",
- "operator_n_arrivals 2409.00 \n",
- "operator_route_length_miles 90.82 \n",
- "operator_arrivals_per_stop 19.59 \n",
- "n_downtown_local_routes 0.00 \n",
- "n_local_routes 1.00 \n",
- "n_coverage_routes 3.00 \n",
- "n_rapid_routes 3.00 \n",
- "n_express_routes 0.00 \n",
- "n_rail_routes 0.00 \n",
- "name Tahoe Transportation District Schedule \n",
- "organization_source_record_id rec3u4aMplqObcoTR \n",
- "organization_name Tahoe Transportation District \n",
- "caltrans_district 03 - Marysville \n",
- "counties_served 0 \n",
- "service_area_sq_miles 0 \n",
- "hq_city 0 \n",
- "uza_name 0 \n",
- "service_area_pop 0 \n",
- "organization_type 0 \n",
- "primary_uza 0 \n",
- "reporter_type 0 "
+ " 7\n",
+ "schedule_gtfs_dataset_key 4383eb1cca04093020f1583f57f32d9b\n",
+ "vp_per_min_agency 2.93\n",
+ "spatial_accuracy_agency 84.83\n",
+ "service_date 2024-11-13 00:00:00\n",
+ "operator_n_routes 5.00\n",
+ "operator_n_trips 54.00\n",
+ "operator_n_shapes 9.00\n",
+ "operator_n_stops 39.00\n",
+ "operator_n_arrivals 472.00\n",
+ "operator_route_length_miles 220.10\n",
+ "operator_arrivals_per_stop 12.10\n",
+ "n_downtown_local_routes 1.00\n",
+ "n_local_routes 2.00\n",
+ "n_coverage_routes 8.00\n",
+ "n_rapid_routes 1.00\n",
+ "n_express_routes 1.00\n",
+ "n_rail_routes 0.00\n",
+ "name Desert Roadrunner GMV Schedule\n",
+ "organization_source_record_id recGcv4NidDjwVSiN\n",
+ "organization_name Palo Verde Valley Transit Agency\n",
+ "caltrans_district 08 - San Bernardino\n",
+ "counties_served 0\n",
+ "service_area_sq_miles 0\n",
+ "hq_city Blythe\n",
+ "uza_name 0\n",
+ "service_area_pop 0\n",
+ "organization_type Public Agency or Authority of Transit Service\n",
+ "primary_uza 0\n",
+ "reporter_type Rural Reporter\n",
+ "n_names 2"
]
},
- "execution_count": 31,
"metadata": {},
- "output_type": "execute_result"
- }
- ],
- "source": [
- "operator_df2.loc[operator_df2.name.isin(tahoe_subset)].T"
- ]
- },
- {
- "cell_type": "markdown",
- "id": "60f3035f-8d89-4d4a-992c-dd3b51a46ca6",
- "metadata": {},
- "source": [
- "### View two names to one org examples: 15 of these cases.\n",
- "* D1 Redwood Coast Transit Authority - One name is misspelled\n",
- "* D3: City of Roseville\n",
- "* D3: Tahoe Transportation District \t\n",
- "* D4: Mission Bay Transportation Management Agency \t\n",
- "* D4: Presidio Trust \t\n",
- "* D5: City of San Luis Obispo \t\n",
- "* D7: City of Downey \t\n",
- "* D7: City of Lawndale\n",
- "* D7: Los Angeles County Metropolitan Transportation Authority \t (this one is ok)\n",
- "* D8: Basin Transit\n",
- "* D8: City of Beaumont\n",
- "* D8:Mountain Area Regional Transit Authority\n",
- "* D8: Palo Verde Valley Transit Agency \t\n",
- "* D8: Victor Valley Transit Authority \t\n",
- "* D10: Transit Joint Powers Authority for Merced County \t\n",
- "* "
- ]
- },
- {
- "cell_type": "code",
- "execution_count": 26,
- "id": "97b74658-d1d9-49b7-8ab3-70959532c1b2",
- "metadata": {
- "scrolled": true,
- "tags": []
- },
- "outputs": [
+ "output_type": "display_data"
+ },
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Presidio Trust\n"
+ ]
+ },
{
"data": {
"text/html": [
@@ -2862,873 +2360,907 @@
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
- " <th></th>\n",
- " <th></th>\n",
- " <th>service_date</th>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>caltrans_district</th>\n",
- " <th>organization_name</th>\n",
- " <th>name</th>\n",
- " <th></th>\n",
+ " <th>8</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
- " <th rowspan=\"5\" valign=\"top\">01 - Eureka</th>\n",
- " <th>City of Eureka</th>\n",
- " <th>Humboldt Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Lake Transit Authority</th>\n",
- " <th>Lake Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Mendocino Transit Authority</th>\n",
- " <th>Mendocino Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">Redwood Coast Transit Authority</th>\n",
- " <th>Redwood Coast Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>schedule_gtfs_dataset_key</th>\n",
+ " <td>85a39da903f4beb0b66a4ba6f16a35af</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Redwood Coast Schedulel</th>\n",
- " <td>1</td>\n",
+ " <th>vp_per_min_agency</th>\n",
+ " <td>3.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"7\" valign=\"top\">02 - Redding</th>\n",
- " <th>Lassen Transit Service Agency</th>\n",
- " <th>Lassen Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>spatial_accuracy_agency</th>\n",
+ " <td>45.74</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Modoc Transportation Agency</th>\n",
- " <th>Sage Stage Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>service_date</th>\n",
+ " <td>2024-11-13 00:00:00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Plumas Transit Systems</th>\n",
- " <th>Plumas Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_n_routes</th>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Shasta County</th>\n",
- " <th>Redding Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_n_trips</th>\n",
+ " <td>56.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Siskiyou County</th>\n",
- " <th>Siskiyou Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_n_shapes</th>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Tehama County</th>\n",
- " <th>Tehama Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_n_stops</th>\n",
+ " <td>31.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Trinity County</th>\n",
- " <th>Trinity Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_n_arrivals</th>\n",
+ " <td>890.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"17\" valign=\"top\">03 - Marysville</th>\n",
- " <th>Butte County Association of Governments</th>\n",
- " <th>B-Line Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_route_length_miles</th>\n",
+ " <td>15.64</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Auburn</th>\n",
- " <th>Auburn Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_arrivals_per_stop</th>\n",
+ " <td>28.71</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Elk Grove</th>\n",
- " <th>Elk Grove Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_downtown_local_routes</th>\n",
+ " <td>2.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Rancho Cordova</th>\n",
- " <th>Sacramento Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_local_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">City of Roseville</th>\n",
- " <th>Roseville Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_coverage_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Roseville Transit GMV Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_rapid_routes</th>\n",
+ " <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>El Dorado County Transit Authority</th>\n",
- " <th>El Dorado Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Glenn County</th>\n",
- " <th>Glenn Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Nevada County</th>\n",
- " <th>Nevada County Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>name</th>\n",
+ " <td>Bay Area 511 PresidiGo Schedule</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>North Lake Tahoe Express</th>\n",
- " <th>TART, North Lake Tahoe Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_source_record_id</th>\n",
+ " <td>recsBfXgev9ICDCY1</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Placer County</th>\n",
- " <th>Placer Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_name</th>\n",
+ " <td>Presidio Trust</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Sacramento County</th>\n",
- " <th>South County Transit Link Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>caltrans_district</th>\n",
+ " <td>04 - Oakland</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">Tahoe Transportation District</th>\n",
- " <th>Tahoe Transportation District GMV Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>counties_served</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Tahoe Transportation District Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>University of California, Davis</th>\n",
- " <th>Unitrans Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>hq_city</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Yolo County Transportation District</th>\n",
- " <th>Yolobus Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>uza_name</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Yuba-Sutter Transit Authority</th>\n",
- " <th>Yuba-Sutter Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>service_area_pop</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"33\" valign=\"top\">04 - Oakland</th>\n",
- " <th>Alameda-Contra Costa Transit District</th>\n",
- " <th>Bay Area 511 AC Transit Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_type</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Capitol Corridor Joint Powers Authority</th>\n",
- " <th>Bay Area 511 Capitol Corridor Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>primary_uza</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Central Contra Costa Transit Authority</th>\n",
- " <th>Bay Area 511 County Connection Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>reporter_type</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City and County of San Francisco</th>\n",
- " <th>Bay Area 511 Muni Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>City of Fairfield</th>\n",
- " <th>Bay Area 511 Fairfield and Suisun Transit Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Menlo Park</th>\n",
- " <th>Bay Area 511 Commute.org Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Mountain View</th>\n",
- " <th>Bay Area 511 Mountain View Community Shuttle Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Petaluma</th>\n",
- " <th>Bay Area 511 Petaluma Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Rio Vista</th>\n",
- " <th>Bay Area 511 Rio Vista Delta Breeze Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Santa Rosa</th>\n",
- " <th>Bay Area 511 Santa Rosa CityBus Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of South San Francisco</th>\n",
- " <th>Bay Area 511 South San Francisco Shuttle Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Union City</th>\n",
- " <th>Bay Area 511 Union City Transit Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Vacaville</th>\n",
- " <th>Bay Area 511 Vacaville City Coach Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Dumbarton Bridge Regional Operations Consortium</th>\n",
- " <th>Bay Area 511 Dumbarton Express Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Eastern Contra Costa Transit Authority</th>\n",
- " <th>Bay Area 511 Tri Delta Schedule</th>\n",
- " <td>1</td>\n",
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+ "schedule_gtfs_dataset_key 85a39da903f4beb0b66a4ba6f16a35af\n",
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+ "spatial_accuracy_agency 45.74\n",
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- " <th>Emeryville Transportation Management Agency</th>\n",
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- " <th>Livermore-Amador Valley Transit Authority</th>\n",
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- " <th rowspan=\"2\" valign=\"top\">Mission Bay Transportation Management Agency</th>\n",
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- " <th>Napa Valley Transportation Authority</th>\n",
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- " <th rowspan=\"2\" valign=\"top\">Presidio Trust</th>\n",
- " <th>Bay Area 511 PresidiGo Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>2544.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>PresidiGo Schedule</th>\n",
- " <td>1</td>\n",
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" <tr>\n",
- " <th>San Francisco Bay Area Rapid Transit District</th>\n",
- " <th>Bay Area 511 BART Schedule</th>\n",
- " <td>1</td>\n",
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" <tr>\n",
- " <th>San Mateo County Transit District</th>\n",
- " <th>Bay Area 511 SamTrans Schedule</th>\n",
- " <td>1</td>\n",
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" </tr>\n",
" <tr>\n",
- " <th>Santa Clara Valley Transportation Authority</th>\n",
- " <th>Bay Area 511 Santa Clara Transit Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_local_routes</th>\n",
+ " <td>1.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Solano County Transit</th>\n",
- " <th>Bay Area 511 SolTrans Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>3.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Sonoma County</th>\n",
- " <th>Bay Area 511 Sonoma County Transit Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>3.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Stanford University</th>\n",
- " <th>Stanford Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_express_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>University of California, Berkeley</th>\n",
- " <th>Bear Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_rail_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Western Contra Costa Transit Authority</th>\n",
- " <th>Bay Area 511 WestCAT Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>name</th>\n",
+ " <td>Tahoe Transportation District GMV Schedule</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"12\" valign=\"top\">05 - San Luis Obispo</th>\n",
- " <th>City of Guadalupe</th>\n",
- " <th>Guadalupe Flyer Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_source_record_id</th>\n",
+ " <td>rec3u4aMplqObcoTR</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">City of San Luis Obispo</th>\n",
- " <th>SLO Peak Transit Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_name</th>\n",
+ " <td>Tahoe Transportation District</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>SLO Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>caltrans_district</th>\n",
+ " <td>03 - Marysville</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Santa Maria</th>\n",
- " <th>Santa Maria Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>counties_served</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Solvang</th>\n",
- " <th>Santa Ynez Mecatran Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Monterey-Salinas Transit</th>\n",
- " <th>Monterey Salinas Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>hq_city</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>San Benito County Local Transportation Authority</th>\n",
- " <th>County Express Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>uza_name</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>San Luis Obispo Regional Transit Authority</th>\n",
- " <th>SLORTA Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Santa Barbara County Association of Governments</th>\n",
- " <th>Clean Air Express Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Santa Barbara Metropolitan Transit District</th>\n",
- " <th>SBMTD Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Santa Cruz Metropolitan Transit District</th>\n",
- " <th>Santa Cruz Schedule</th>\n",
- " <td>1</td>\n",
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+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>University of California, Santa Cruz</th>\n",
- " <th>UCSC Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th rowspan=\"12\" valign=\"top\">06 - Fresno</th>\n",
- " <th>City of Arvin</th>\n",
- " <th>Arvin Schedule</th>\n",
- " <td>1</td>\n",
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- " <th>Kern County</th>\n",
- " <th>Kern Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_n_stops</th>\n",
+ " <td>1062.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Kings County Area Public Transit Agency</th>\n",
- " <th>Kings Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_n_arrivals</th>\n",
+ " <td>20968.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Madera County</th>\n",
- " <th>Madera County Connection Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_route_length_miles</th>\n",
+ " <td>820.10</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Tulare County Regional Transit Agency</th>\n",
- " <th>TIME GMV Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>operator_arrivals_per_stop</th>\n",
+ " <td>19.74</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"50\" valign=\"top\">07 - Los Angeles</th>\n",
- " <th>Antelope Valley Transit Authority</th>\n",
- " <th>Antelope Valley Transit Authority Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_downtown_local_routes</th>\n",
+ " <td>34.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Alhambra</th>\n",
- " <th>Alhambra Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_local_routes</th>\n",
+ " <td>17.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Arcadia</th>\n",
- " <th>Arcadia Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_coverage_routes</th>\n",
+ " <td>22.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Avalon</th>\n",
- " <th>Avalon Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_rapid_routes</th>\n",
+ " <td>37.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Baldwin Park</th>\n",
- " <th>Baldwin Park Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_express_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Bell</th>\n",
- " <th>La Campana Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_rail_routes</th>\n",
+ " <td>0.00</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Bell Gardens</th>\n",
- " <th>Bell Gardens Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>name</th>\n",
+ " <td>Victor Valley GMV Schedule</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Bellflower</th>\n",
- " <th>Bellflower Bus Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_source_record_id</th>\n",
+ " <td>recJcXMNC5MUm2uDe</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Burbank</th>\n",
- " <th>Burbank Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_name</th>\n",
+ " <td>Victor Valley Transit Authority</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Calabasas</th>\n",
- " <th>Calabasas Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>caltrans_district</th>\n",
+ " <td>08 - San Bernardino</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Cerritos</th>\n",
- " <th>Cerritos on Wheels Website Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>counties_served</th>\n",
+ " <td>San Bernardino</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Commerce</th>\n",
- " <th>Commerce Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>service_area_sq_miles</th>\n",
+ " <td>327</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Cudahy</th>\n",
- " <th>Cudahy Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>hq_city</th>\n",
+ " <td>Hesperia</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Culver City</th>\n",
- " <th>Culver City Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>uza_name</th>\n",
+ " <td>Victorville--Hesperia--Apple Valley, CA</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">City of Downey</th>\n",
- " <th>DowneyLINK GMV Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>service_area_pop</th>\n",
+ " <td>344288</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>DowneyLINK Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_type</th>\n",
+ " <td>Public Agency or Authority of Transit Service</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of Duarte</th>\n",
- " <th>Foothill Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>primary_uza</th>\n",
+ " <td>0</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of El Monte</th>\n",
- " <th>El Monte Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>reporter_type</th>\n",
+ " <td>Full Reporter</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>City of El Segundo</th>\n",
- " <th>El Segundo Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>n_names</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
- " <tr>\n",
- " <th>City of Gardena</th>\n",
- " <th>G Trans Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Glendale</th>\n",
- " <th>Glendale Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Glendora</th>\n",
- " <th>Glendora Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Huntington Park</th>\n",
- " <th>Huntington Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Inglewood</th>\n",
- " <th>Inglewood Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of La Puente</th>\n",
- " <th>La Puente Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">City of Lawndale</th>\n",
- " <th>Lawndale Beat GMV Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Lawndale Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Los Angeles</th>\n",
- " <th>LA DOT Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Lynwood</th>\n",
- " <th>Lynwood Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Maywood</th>\n",
- " <th>Maywood Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Monterey Park</th>\n",
- " <th>Spirit Bus Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Norwalk</th>\n",
- " <th>Norwalk Avail Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Ojai</th>\n",
- " <th>VCTC GMV Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Pasadena</th>\n",
- " <th>Pasadena Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Redondo Beach</th>\n",
- " <th>Beach Cities GMV Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Rosemead</th>\n",
- " <th>Rosemead Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Santa Clarita</th>\n",
- " <th>Santa Clarita Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Santa Monica</th>\n",
- " <th>Big Blue Bus Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of South Gate</th>\n",
- " <th>Get Around Town Express Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Torrance</th>\n",
- " <th>Torrance Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of West Covina</th>\n",
- " <th>Go West Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of West Hollywood</th>\n",
- " <th>WeHo Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Greyhound</th>\n",
- " <th>Flixbus Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Long Beach Transit</th>\n",
- " <th>Long Beach Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Los Angeles County</th>\n",
- " <th>LADPW Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">Los Angeles County Metropolitan Transportation Authority</th>\n",
- " <th>LA Metro Bus Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>LA Metro Rail Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Los Angeles World Airports</th>\n",
- " <th>LAX FlyAway Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Palos Verdes Peninsula Transit Authority</th>\n",
- " <th>Palos Verdes PTA Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>University of California, Los Angeles</th>\n",
- " <th>BruinBus Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"15\" valign=\"top\">08 - San Bernardino</th>\n",
- " <th rowspan=\"2\" valign=\"top\">Basin Transit</th>\n",
- " <th>Basin Transit GMV Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Morongo Basin Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Banning</th>\n",
- " <th>Banning Pass Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">City of Beaumont</th>\n",
- " <th>Beaumont Pass Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Beaumont Transit Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Corona</th>\n",
- " <th>Corona Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Needles</th>\n",
- " <th>Needles Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">Mountain Area Regional Transit Authority</th>\n",
- " <th>Mountain Transit GMV Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Mountain Transit Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>OmniTrans</th>\n",
- " <th>OmniTrans Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">Palo Verde Valley Transit Agency</th>\n",
- " <th>Desert Roadrunner GMV Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Desert Roadrunner Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Riverside Transit Agency</th>\n",
- " <th>Riverside Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">Victor Valley Transit Authority</th>\n",
- " <th>Victor Valley GMV Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Victor Valley Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>09 - Bishop</th>\n",
- " <th>Eastern Sierra Transit Authority</th>\n",
- " <th>Eastern Sierra Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"13\" valign=\"top\">10 - Stockton</th>\n",
- " <th>Amador Regional Transit System</th>\n",
- " <th>Amador Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Calaveras Transit Agency</th>\n",
- " <th>Calaveras Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Escalon</th>\n",
- " <th>eTrans Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Lodi</th>\n",
- " <th>Grapeline Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Manteca</th>\n",
- " <th>Manteca Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Ripon</th>\n",
- " <th>Blossom Express Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Tracy</th>\n",
- " <th>Tracy Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>City of Turlock</th>\n",
- " <th>Turlock Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>San Joaquin Regional Transit District</th>\n",
- " <th>San Joaquin Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Stanislaus Regional Transit Authority</th>\n",
- " <th>StanRTA Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"2\" valign=\"top\">Transit Joint Powers Authority for Merced County</th>\n",
- " <th>Merced GMV Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Merced Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th>Yosemite Area Regional Transportation System</th>\n",
- " <th>YARTS Schedule</th>\n",
- " <td>1</td>\n",
- " </tr>\n",
- " <tr>\n",
- " <th rowspan=\"4\" valign=\"top\">11 - San Diego</th>\n",
- " <th>Imperial County Transportation Commission</th>\n",
- " <th>Imperial Valley Transit Schedule</th>\n",
- " <td>1</td>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " 11\n",
+ "schedule_gtfs_dataset_key 8eecb796518dafd3c1b971a99f8b8252\n",
+ "vp_per_min_agency 2.85\n",
+ "spatial_accuracy_agency 94.57\n",
+ "service_date 2024-11-13 00:00:00\n",
+ "operator_n_routes 33.00\n",
+ "operator_n_trips 859.00\n",
+ "operator_n_shapes 75.00\n",
+ "operator_n_stops 1062.00\n",
+ "operator_n_arrivals 20968.00\n",
+ "operator_route_length_miles 820.10\n",
+ "operator_arrivals_per_stop 19.74\n",
+ "n_downtown_local_routes 34.00\n",
+ "n_local_routes 17.00\n",
+ "n_coverage_routes 22.00\n",
+ "n_rapid_routes 37.00\n",
+ "n_express_routes 0.00\n",
+ "n_rail_routes 0.00\n",
+ "name Victor Valley GMV Schedule\n",
+ "organization_source_record_id recJcXMNC5MUm2uDe\n",
+ "organization_name Victor Valley Transit Authority\n",
+ "caltrans_district 08 - San Bernardino\n",
+ "counties_served San Bernardino\n",
+ "service_area_sq_miles 327\n",
+ "hq_city Hesperia\n",
+ "uza_name Victorville--Hesperia--Apple Valley, CA\n",
+ "service_area_pop 344288\n",
+ "organization_type Public Agency or Authority of Transit Service\n",
+ "primary_uza 0\n",
+ "reporter_type Full Reporter\n",
+ "n_names 2"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for organization in list(orgs_with_2_names_df4.organization_name.unique()):\n",
+ " print(organization)\n",
+ " filtered = orgs_with_2_names_df5.loc[\n",
+ " orgs_with_2_names_df5.organization_name == organization\n",
+ " ].T\n",
+ " filtered = filtered.fillna(0)\n",
+ " try:\n",
+ " filtered.columns = [\"name1\", \"name2\"]\n",
+ " filtered[\"same\"] = filtered.name1 == filtered.name2\n",
+ " display(filtered.same.value_counts())\n",
+ " display(filtered)\n",
+ " except:\n",
+ " display(filtered)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9f0d5774-050f-4d23-a19a-e474af08585b",
+ "metadata": {},
+ "source": [
+ "### Add column into crosswalk: `gtfs_funnel/crosswalk_gtfs_dataset_key_to_organization`"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 37,
+ "id": "2de89a0d-c230-4399-8b78-a7e78c1059ac",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import sys\n",
+ "\n",
+ "sys.path.append(\"../gtfs_funnel\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 38,
+ "id": "6cdd1539-c25e-435f-be51-f4755e2f7f21",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "may_date = \"2024-05-22\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 39,
+ "id": "50214d31-1212-4d72-8df0-3065301d1255",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "df = helpers.import_scheduled_trips(\n",
+ " may_date,\n",
+ " columns=[\n",
+ " \"gtfs_dataset_key\",\n",
+ " \"name\",\n",
+ " \"regional_feed_type\",\n",
+ " ],\n",
+ " get_pandas=True,\n",
+ ").rename(columns={\"schedule_gtfs_dataset_key\": \"gtfs_dataset_key\"})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 40,
+ "id": "1b931452-e341-4a69-9d92-d96c6413b51e",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(168, 3)"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "df.shape"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "8eb11d3d-c579-41ee-9d5e-e00716847fdc",
+ "metadata": {},
+ "source": [
+ "#### Lots of missing values for `regional_feed_type` so this isn't very helpful."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a73c194e-1aa0-4477-9dc0-2def277b2566",
+ "metadata": {},
+ "source": [
+ "## Try to deduplicate all in a notebook."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 41,
+ "id": "19fc8dc0-764e-4e66-b274-6be4e029cfe7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "district = \"08 - San Bernardino\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 42,
+ "id": "e7b5efa5-436d-445c-8846-b52b25307fdf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "operator_df = pd.read_parquet(\n",
+ " f\"{RT_SCHED_GCS}{OPERATOR_FILE}.parquet\",\n",
+ " filters=[[(\"caltrans_district\", \"==\", district)]],\n",
+ ")\n",
+ "\n",
+ "# using name instead of schedule_gtfs_dataset_key allows us to get\n",
+ "# the last ones for LA Metro without keeping extraneous rows for LA Metro when keys changed\n",
+ "operator_df = (\n",
+ " operator_df.sort_values([\"service_date\", \"name\"], ascending=[False, True])\n",
+ " .drop_duplicates(subset=[\"name\"])\n",
+ " .reset_index(drop=True)\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 43,
+ "id": "67745c26-491e-4f99-83d9-fe06c7a53da7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# First find any organizations with more than 2 names per org-name\n",
+ "orgs_agg = (\n",
+ " operator_df.groupby([\"caltrans_district\", \"organization_name\"])\n",
+ " .agg({\"name\": \"nunique\"})\n",
+ " .reset_index()\n",
+ ")\n",
+ "orgs_agg2 = orgs_agg.loc[orgs_agg.name > 1]\n",
+ "orgs_with_2_names = list(orgs_agg2.organization_name.unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 44,
+ "id": "ff536cb5-d38b-4a63-9320-ba8c2f1c0255",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Delete out these organizations from the original df so we can manipulate them.\n",
+ "operator_df2 = operator_df.loc[\n",
+ " ~operator_df.organization_name.isin(orgs_with_2_names)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 45,
+ "id": "09ba03d2-4aa9-4a31-8875-b2eae80b79d5",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Filter for these organizations with more than 2 names in their own df.\n",
+ "orgs_with_2_names_df = operator_df.loc[\n",
+ " operator_df.organization_name.isin(orgs_with_2_names)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 46,
+ "id": "ebd70308-d86a-4543-a00b-157467856881",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Keep only records that are from the past 3 months\n",
+ "three_month_reference = orgs_with_2_names_df2[\"service_date\"].max() - pd.DateOffset(\n",
+ " months=3\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 47,
+ "id": "57c54b9f-8e0b-4021-ae3d-9eede0ed94f1",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df = orgs_with_2_names_df[\n",
+ " orgs_with_2_names_df[\"service_date\"] >= three_month_reference\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 49,
+ "id": "fdc50401-00ab-4594-8232-8bb00aa15e8e",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Filter out any rows in which `vp_per_min_agency` and `spatial_accuracy_agency` is equal than 0\n",
+ "# and still has 2+ names\n",
+ "orgs_agg = (\n",
+ " orgs_with_2_names_df.groupby([\"organization_name\"])\n",
+ " .agg({\"name\": \"nunique\"})\n",
+ " .reset_index()\n",
+ " .rename(columns={\"name\": \"n_names\"})\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 50,
+ "id": "60b44b84-f8f3-45c5-9359-b7c9f33d0931",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df = pd.merge(\n",
+ " orgs_with_2_names_df, orgs_agg, on=\"organization_name\", how=\"left\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 51,
+ "id": "43b76ab4-e9ec-42f7-82d7-f7858cd57714",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df2 = orgs_with_2_names_df[\n",
+ " (orgs_with_2_names_df.vp_per_min_agency > 0)\n",
+ " & (orgs_with_2_names_df.spatial_accuracy_agency > 0)\n",
+ " & (orgs_with_2_names_df.n_names > 1)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "id": "5802ec42-1f84-4394-b51d-aa1d421f60b6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "service_date = operator_df2.service_date.max()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "id": "da01f08f-cb0e-4bb0-8cd7-815caeaa183d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df3 = orgs_with_2_names_df2.loc[\n",
+ " orgs_with_2_names_df2.service_date == service_date\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 85,
+ "id": "2fead64c-43c6-4d2d-8f5e-4fac317dd6a9",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "final_names = list(orgs_with_2_names_df3.organization_name.unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 86,
+ "id": "98a411fb-9fa5-4235-8d9a-c133981e469d",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Concat back\n",
+ "orgs_with_2_names_df = orgs_with_2_names_df.loc[~orgs_with_2_names_df.organization_name.isin(final_names)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 88,
+ "id": "08faaf57-13d2-4b5b-83cf-deabef711593",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "final = pd.concat([orgs_with_2_names_df, orgs_with_2_names_df3])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 91,
+ "id": "ef1fec0a-20c1-4467-8735-9712bd8c4e66",
+ "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>name</th>\n",
" </tr>\n",
" <tr>\n",
- " <th>North County Transit District</th>\n",
- " <th>North County Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>organization_name</th>\n",
+ " <th></th>\n",
" </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
" <tr>\n",
- " <th>San Diego Metropolitan Transit System</th>\n",
- " <th>San Diego Schedule</th>\n",
+ " <th>Basin Transit</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Yuma County Intergovernmental Public Transportation Authority</th>\n",
- " <th>Yuma Schedule</th>\n",
+ " <th>City of Beaumont</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
- " <th rowspan=\"3\" valign=\"top\">12 - Irvine</th>\n",
- " <th>City of Laguna Beach</th>\n",
- " <th>Laguna Beach Schedule</th>\n",
- " <td>1</td>\n",
+ " <th>Mountain Area Regional Transit Authority</th>\n",
+ " <td>2</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>Orange County Transportation Authority</th>\n",
- " <th>OCTA Schedule</th>\n",
+ " <th>Palo Verde Valley Transit Agency</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
- " <th>University of California, Irvine</th>\n",
- " <th>Anteater Express Schedule</th>\n",
+ " <th>Victor Valley Transit Authority</th>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
@@ -3736,189 +3268,32 @@
"</div>"
],
"text/plain": [
- " service_date\n",
- "caltrans_district organization_name name \n",
- "01 - Eureka City of Eureka Humboldt Schedule 1\n",
- " Lake Transit Authority Lake Schedule 1\n",
- " Mendocino Transit Authority Mendocino Schedule 1\n",
- " Redwood Coast Transit Authority Redwood Coast Schedule 1\n",
- " Redwood Coast Schedulel 1\n",
- "02 - Redding Lassen Transit Service Agency Lassen Schedule 1\n",
- " Modoc Transportation Agency Sage Stage Schedule 1\n",
- " Plumas Transit Systems Plumas Schedule 1\n",
- " Shasta County Redding Schedule 1\n",
- " Siskiyou County Siskiyou Schedule 1\n",
- " Tehama County Tehama Schedule 1\n",
- " Trinity County Trinity Schedule 1\n",
- "03 - Marysville Butte County Association of Governments B-Line Schedule 1\n",
- " City of Auburn Auburn Schedule 1\n",
- " City of Elk Grove Elk Grove Schedule 1\n",
- " City of Rancho Cordova Sacramento Schedule 1\n",
- " City of Roseville Roseville Schedule 1\n",
- " Roseville Transit GMV Schedule 1\n",
- " El Dorado County Transit Authority El Dorado Schedule 1\n",
- " Glenn County Glenn Schedule 1\n",
- " Nevada County Nevada County Schedule 1\n",
- " North Lake Tahoe Express TART, North Lake Tahoe Schedule 1\n",
- " Placer County Placer Schedule 1\n",
- " Sacramento County South County Transit Link Schedule 1\n",
- " Tahoe Transportation District Tahoe Transportation District GMV Schedule 1\n",
- " Tahoe Transportation District Schedule 1\n",
- " University of California, Davis Unitrans Schedule 1\n",
- " Yolo County Transportation District Yolobus Schedule 1\n",
- " Yuba-Sutter Transit Authority Yuba-Sutter Schedule 1\n",
- "04 - Oakland Alameda-Contra Costa Transit District Bay Area 511 AC Transit Schedule 1\n",
- " Capitol Corridor Joint Powers Authority Bay Area 511 Capitol Corridor Schedule 1\n",
- " Central Contra Costa Transit Authority Bay Area 511 County Connection Schedule 1\n",
- " City and County of San Francisco Bay Area 511 Muni Schedule 1\n",
- " City of Fairfield Bay Area 511 Fairfield and Suisun Transit Schedule 1\n",
- " City of Menlo Park Bay Area 511 Commute.org Schedule 1\n",
- " City of Mountain View Bay Area 511 Mountain View Community Shuttle Schedule 1\n",
- " City of Petaluma Bay Area 511 Petaluma Schedule 1\n",
- " City of Rio Vista Bay Area 511 Rio Vista Delta Breeze Schedule 1\n",
- " City of Santa Rosa Bay Area 511 Santa Rosa CityBus Schedule 1\n",
- " City of South San Francisco Bay Area 511 South San Francisco Shuttle Schedule 1\n",
- " City of Union City Bay Area 511 Union City Transit Schedule 1\n",
- " City of Vacaville Bay Area 511 Vacaville City Coach Schedule 1\n",
- " Dumbarton Bridge Regional Operations Consortium Bay Area 511 Dumbarton Express Schedule 1\n",
- " Eastern Contra Costa Transit Authority Bay Area 511 Tri Delta Schedule 1\n",
- " Emeryville Transportation Management Agency Bay Area 511 Emery Go-Round Schedule 1\n",
- " Golden Gate Bridge, Highway and Transportation District Bay Area 511 Golden Gate Transit Schedule 1\n",
- " Livermore-Amador Valley Transit Authority Bay Area 511 Tri-Valley Wheels Schedule 1\n",
- " Marin County Transit District Bay Area 511 Marin Schedule 1\n",
- " Mission Bay Transportation Management Agency Bay Area 511 Mission Bay Schedule 1\n",
- " Mission Bay Schedule 1\n",
- " Mountain View Transportation Management Association Bay Area 511 MVGO Schedule 1\n",
- " Napa Valley Transportation Authority Bay Area 511 Vine Transit Schedule 1\n",
- " Presidio Trust Bay Area 511 PresidiGo Schedule 1\n",
- " PresidiGo Schedule 1\n",
- " San Francisco Bay Area Rapid Transit District Bay Area 511 BART Schedule 1\n",
- " San Mateo County Transit District Bay Area 511 SamTrans Schedule 1\n",
- " Santa Clara Valley Transportation Authority Bay Area 511 Santa Clara Transit Schedule 1\n",
- " Solano County Transit Bay Area 511 SolTrans Schedule 1\n",
- " Sonoma County Bay Area 511 Sonoma County Transit Schedule 1\n",
- " Stanford University Stanford Schedule 1\n",
- " University of California, Berkeley Bear Schedule 1\n",
- " Western Contra Costa Transit Authority Bay Area 511 WestCAT Schedule 1\n",
- "05 - San Luis Obispo City of Guadalupe Guadalupe Flyer Schedule 1\n",
- " City of San Luis Obispo SLO Peak Transit Schedule 1\n",
- " SLO Schedule 1\n",
- " City of Santa Maria Santa Maria Schedule 1\n",
- " City of Solvang Santa Ynez Mecatran Schedule 1\n",
- " Monterey-Salinas Transit Monterey Salinas Schedule 1\n",
- " San Benito County Local Transportation Authority County Express Schedule 1\n",
- " San Luis Obispo Regional Transit Authority SLORTA Schedule 1\n",
- " Santa Barbara County Association of Governments Clean Air Express Schedule 1\n",
- " Santa Barbara Metropolitan Transit District SBMTD Schedule 1\n",
- " Santa Cruz Metropolitan Transit District Santa Cruz Schedule 1\n",
- " University of California, Santa Cruz UCSC Schedule 1\n",
- "06 - Fresno City of Arvin Arvin Schedule 1\n",
- " City of Clovis Clovis Schedule 1\n",
- " City of Delano Delano Schedule 1\n",
- " City of Fresno Fresno Schedule 1\n",
- " City of Madera Madera Metro Schedule 1\n",
- " City of Visalia Visalia Schedule 1\n",
- " Fresno County Rural Transit Agency Fresno County Schedule 1\n",
- " Golden Empire Transit District GET Schedule 1\n",
- " Kern County Kern Schedule 1\n",
- " Kings County Area Public Transit Agency Kings Schedule 1\n",
- " Madera County Madera County Connection Schedule 1\n",
- " Tulare County Regional Transit Agency TIME GMV Schedule 1\n",
- "07 - Los Angeles Antelope Valley Transit Authority Antelope Valley Transit Authority Schedule 1\n",
- " City of Alhambra Alhambra Schedule 1\n",
- " City of Arcadia Arcadia Schedule 1\n",
- " City of Avalon Avalon Schedule 1\n",
- " City of Baldwin Park Baldwin Park Schedule 1\n",
- " City of Bell La Campana Schedule 1\n",
- " City of Bell Gardens Bell Gardens Schedule 1\n",
- " City of Bellflower Bellflower Bus Schedule 1\n",
- " City of Burbank Burbank Schedule 1\n",
- " City of Calabasas Calabasas Schedule 1\n",
- " City of Cerritos Cerritos on Wheels Website Schedule 1\n",
- " City of Commerce Commerce Schedule 1\n",
- " City of Cudahy Cudahy Schedule 1\n",
- " City of Culver City Culver City Schedule 1\n",
- " City of Downey DowneyLINK GMV Schedule 1\n",
- " DowneyLINK Schedule 1\n",
- " City of Duarte Foothill Schedule 1\n",
- " City of El Monte El Monte Schedule 1\n",
- " City of El Segundo El Segundo Schedule 1\n",
- " City of Gardena G Trans Schedule 1\n",
- " City of Glendale Glendale Schedule 1\n",
- " City of Glendora Glendora Schedule 1\n",
- " City of Huntington Park Huntington Schedule 1\n",
- " City of Inglewood Inglewood Schedule 1\n",
- " City of La Puente La Puente Schedule 1\n",
- " City of Lawndale Lawndale Beat GMV Schedule 1\n",
- " Lawndale Schedule 1\n",
- " City of Los Angeles LA DOT Schedule 1\n",
- " City of Lynwood Lynwood Schedule 1\n",
- " City of Maywood Maywood Schedule 1\n",
- " City of Monterey Park Spirit Bus Schedule 1\n",
- " City of Norwalk Norwalk Avail Schedule 1\n",
- " City of Ojai VCTC GMV Schedule 1\n",
- " City of Pasadena Pasadena Schedule 1\n",
- " City of Redondo Beach Beach Cities GMV Schedule 1\n",
- " City of Rosemead Rosemead Schedule 1\n",
- " City of Santa Clarita Santa Clarita Schedule 1\n",
- " City of Santa Monica Big Blue Bus Schedule 1\n",
- " City of South Gate Get Around Town Express Schedule 1\n",
- " City of Torrance Torrance Schedule 1\n",
- " City of West Covina Go West Schedule 1\n",
- " City of West Hollywood WeHo Schedule 1\n",
- " Greyhound Flixbus Schedule 1\n",
- " Long Beach Transit Long Beach Schedule 1\n",
- " Los Angeles County LADPW Schedule 1\n",
- " Los Angeles County Metropolitan Transportation Authority LA Metro Bus Schedule 1\n",
- " LA Metro Rail Schedule 1\n",
- " Los Angeles World Airports LAX FlyAway Schedule 1\n",
- " Palos Verdes Peninsula Transit Authority Palos Verdes PTA Schedule 1\n",
- " University of California, Los Angeles BruinBus Schedule 1\n",
- "08 - San Bernardino Basin Transit Basin Transit GMV Schedule 1\n",
- " Morongo Basin Schedule 1\n",
- " City of Banning Banning Pass Schedule 1\n",
- " City of Beaumont Beaumont Pass Schedule 1\n",
- " Beaumont Transit Schedule 1\n",
- " City of Corona Corona Schedule 1\n",
- " City of Needles Needles Schedule 1\n",
- " Mountain Area Regional Transit Authority Mountain Transit GMV Schedule 1\n",
- " Mountain Transit Schedule 1\n",
- " OmniTrans OmniTrans Schedule 1\n",
- " Palo Verde Valley Transit Agency Desert Roadrunner GMV Schedule 1\n",
- " Desert Roadrunner Schedule 1\n",
- " Riverside Transit Agency Riverside Schedule 1\n",
- " Victor Valley Transit Authority Victor Valley GMV Schedule 1\n",
- " Victor Valley Schedule 1\n",
- "09 - Bishop Eastern Sierra Transit Authority Eastern Sierra Schedule 1\n",
- "10 - Stockton Amador Regional Transit System Amador Schedule 1\n",
- " Calaveras Transit Agency Calaveras Schedule 1\n",
- " City of Escalon eTrans Schedule 1\n",
- " City of Lodi Grapeline Schedule 1\n",
- " City of Manteca Manteca Schedule 1\n",
- " City of Ripon Blossom Express Schedule 1\n",
- " City of Tracy Tracy Schedule 1\n",
- " City of Turlock Turlock Schedule 1\n",
- " San Joaquin Regional Transit District San Joaquin Schedule 1\n",
- " Stanislaus Regional Transit Authority StanRTA Schedule 1\n",
- " Transit Joint Powers Authority for Merced County Merced GMV Schedule 1\n",
- " Merced Schedule 1\n",
- " Yosemite Area Regional Transportation System YARTS Schedule 1\n",
- "11 - San Diego Imperial County Transportation Commission Imperial Valley Transit Schedule 1\n",
- " North County Transit District North County Schedule 1\n",
- " San Diego Metropolitan Transit System San Diego Schedule 1\n",
- " Yuma County Intergovernmental Public Transportation Authority Yuma Schedule 1\n",
- "12 - Irvine City of Laguna Beach Laguna Beach Schedule 1\n",
- " Orange County Transportation Authority OCTA Schedule 1\n",
- " University of California, Irvine Anteater Express Schedule 1"
+ " name\n",
+ "organization_name \n",
+ "Basin Transit 1\n",
+ "City of Beaumont 1\n",
+ "Mountain Area Regional Transit Authority 2\n",
+ "Palo Verde Valley Transit Agency 1\n",
+ "Victor Valley Transit Authority 1"
]
},
- "execution_count": 26,
+ "execution_count": 91,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
- "operator_df.groupby([\"caltrans_district\",\"organization_name\",\"name\"]).agg({\"service_date\":\"nunique\"})"
+ "final.groupby(['organization_name']).agg({\"name\":\"nunique\"})"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 92,
+ "id": "7fdca3a5-0e96-4087-8a24-77566855c449",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "operator_df2 = pd.concat([operator_df2, final])"
]
}
],
diff --git a/gtfs_digest/district_report.ipynb b/gtfs_digest/district_report.ipynb
index cc85b972a..b8d87b291 100644
--- a/gtfs_digest/district_report.ipynb
+++ b/gtfs_digest/district_report.ipynb
@@ -90,6 +90,163 @@
").reset_index(drop=True)"
]
},
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e733cb10-3185-4468-9ebe-1c2cb854cd21",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# De duplicate\n",
+ "# First find any organizations_names with more than 2 names per \n",
+ "orgs_agg = (\n",
+ " operator_df.groupby([\"caltrans_district\", \"organization_name\"])\n",
+ " .agg({\"name\": \"nunique\"})\n",
+ " .reset_index()\n",
+ ")\n",
+ "orgs_agg2 = orgs_agg.loc[orgs_agg.name > 1]\n",
+ "orgs_with_2_names = list(orgs_agg2.organization_name.unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "f2197f14-0623-46b4-bdda-a6da1581a9d2",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Delete out these organizations from the original df so we can manipulate them.\n",
+ "operator_df2 = operator_df.loc[\n",
+ " ~operator_df.organization_name.isin(orgs_with_2_names)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "e7ee27ca-fafc-41a5-b15c-eead1c11785f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Filter for these organizations with more than 2 names in their own df.\n",
+ "orgs_with_2_names_df = operator_df.loc[\n",
+ " operator_df.organization_name.isin(orgs_with_2_names)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ad8f31e7-f7b0-4f8e-9ee8-6479ea1af654",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "three_month_reference = operator_df2[\"service_date\"].max() - pd.DateOffset(\n",
+ " months=3\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "9d2e2807-801a-48f5-9933-3adaad4ebfef",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df = orgs_with_2_names_df[\n",
+ " orgs_with_2_names_df[\"service_date\"] >= three_month_reference\n",
+ "]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c93e5f3d-1b87-495d-a63e-2454d7089754",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Filter out any rows in which `vp_per_min_agency` and `spatial_accuracy_agency` is equal than 0\n",
+ "# and still has 2+ names\n",
+ "orgs_agg = (\n",
+ " orgs_with_2_names_df.groupby([\"organization_name\"])\n",
+ " .agg({\"name\": \"nunique\"})\n",
+ " .reset_index()\n",
+ " .rename(columns={\"name\": \"n_names\"})\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "a81b77e8-90dd-4626-9077-45cb87ea2d0f",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df = pd.merge(\n",
+ " orgs_with_2_names_df, orgs_agg, on=\"organization_name\", how=\"left\"\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "4f0eccf0-3731-4f93-9d7d-c4cc54617bbb",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df2 = orgs_with_2_names_df[\n",
+ " (orgs_with_2_names_df.vp_per_min_agency > 0)\n",
+ " & (orgs_with_2_names_df.spatial_accuracy_agency > 0)\n",
+ " & (orgs_with_2_names_df.n_names > 1)\n",
+ "].reset_index(drop=True)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "15712b8e-f547-4668-8f77-c9912207ef7b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Keep rows that meet service_date\n",
+ "service_date = operator_df2.service_date.max()\n",
+ "orgs_with_2_names_df3 = orgs_with_2_names_df2.loc[\n",
+ " orgs_with_2_names_df2.service_date == service_date\n",
+ "]\n",
+ "final_names = list(orgs_with_2_names_df3.organization_name.unique())"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "67b1e0cd-7ecf-43ca-80eb-b9139f7f49f8",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "## Concat back\n",
+ "orgs_with_2_names_df = orgs_with_2_names_df.loc[~orgs_with_2_names_df.organization_name.isin(final_names)]"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d591e85f-18f4-4613-8330-c1c6978c0507",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "orgs_with_2_names_df_final = pd.concat([orgs_with_2_names_df, orgs_with_2_names_df3])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "fcf1647b-892e-4323-8b69-e7bed38951b7",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "operator_df2 = pd.concat([operator_df2, orgs_with_2_names_df_final])"
+ ]
+ },
{
"cell_type": "markdown",
"id": "41f0a970-4646-4147-a596-d41d15517127",
@@ -110,7 +267,7 @@
"outputs": [],
"source": [
"district_summary = _report_utils.district_stats(\n",
- " operator_df, \n",
+ " operator_df2, \n",
" \"caltrans_district\"\n",
")"
]
@@ -174,7 +331,7 @@
"metadata": {},
"outputs": [],
"source": [
- "operators_in_district = operator_df.schedule_gtfs_dataset_key.unique()"
+ "operators_in_district = operator_df2.name.unique()"
]
},
{
@@ -186,7 +343,7 @@
"source": [
"operator_route_gdf = gpd.read_parquet(\n",
" f\"{RT_SCHED_GCS}{OPERATOR_ROUTE}.parquet\",\n",
- " filters = [[\"schedule_gtfs_dataset_key\", \"in\", operators_in_district]],\n",
+ " filters = [[\"name\", \"in\", operators_in_district]],\n",
" columns = [\"name\", \"service_date\", \n",
" \"route_combined_name\", \"geometry\"]\n",
").sort_values(\n",
@@ -245,9 +402,9 @@
"metadata": {},
"outputs": [],
"source": [
- "gtfs_table_df = operator_df[\n",
+ "gtfs_table_df = operator_df2[\n",
" shared_cols + gtfs_service_cols\n",
- "].pipe(_report_utils.replace_column_names)"
+ "].pipe(_report_utils.replace_column_names).reset_index(drop = True)"
]
},
{
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