diff --git a/gtfs_schedule/09_bus_stops_in_ca.ipynb b/gtfs_schedule/09_bus_stops_in_ca.ipynb index dcb625f41..be34dc032 100644 --- a/gtfs_schedule/09_bus_stops_in_ca.ipynb +++ b/gtfs_schedule/09_bus_stops_in_ca.ipynb @@ -179,7 +179,7 @@ { "data": { "text/plain": [ - "array(['3', '4', '0', '2', '1', '0, 3', '5', '2, 3'], dtype=object)" + "array(['3', '2', '2, 3', '1', '4', '0', '0, 3', '5'], dtype=object)" ] }, "metadata": {}, @@ -262,7 +262,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "(6981, 5)\n" + "(7026, 5)\n" ] } ], @@ -374,8 +374,8 @@ " base64_url\n", " gtfs_dataset_key\n", " name\n", - " regional_feed_type\n", " type\n", + " regional_feed_type\n", " \n", " \n", " \n", @@ -388,8 +388,8 @@ " aHR0cHM6Ly9zYm10ZC5nb3YvZ29vZ2xlX3RyYW5zaXQvZm...\n", " 239f3baf3dd3b9e9464f66a777f9897d\n", " SBMTD Schedule\n", - " None\n", " schedule\n", + " None\n", " \n", " \n", "\n", @@ -405,11 +405,11 @@ " base64_url \\\n", "40 aHR0cHM6Ly9zYm10ZC5nb3YvZ29vZ2xlX3RyYW5zaXQvZm... \n", "\n", - " gtfs_dataset_key name regional_feed_type \\\n", - "40 239f3baf3dd3b9e9464f66a777f9897d SBMTD Schedule None \n", + " gtfs_dataset_key name type \\\n", + "40 239f3baf3dd3b9e9464f66a777f9897d SBMTD Schedule schedule \n", "\n", - " type \n", - "40 schedule " + " regional_feed_type \n", + "40 None " ] }, "execution_count": 18, @@ -576,8 +576,8 @@ " base64_url\n", " gtfs_dataset_key\n", " name\n", - " regional_feed_type\n", " type\n", + " regional_feed_type\n", " \n", " \n", " \n", @@ -590,8 +590,8 @@ " aHR0cHM6Ly9zYm10ZC5nb3YvZ29vZ2xlX3RyYW5zaXQvZm...\n", " 239f3baf3dd3b9e9464f66a777f9897d\n", " SBMTD Schedule\n", - " None\n", " schedule\n", + " None\n", " \n", " \n", "\n", @@ -607,11 +607,11 @@ " base64_url \\\n", "40 aHR0cHM6Ly9zYm10ZC5nb3YvZ29vZ2xlX3RyYW5zaXQvZm... \n", "\n", - " gtfs_dataset_key name regional_feed_type \\\n", - "40 239f3baf3dd3b9e9464f66a777f9897d SBMTD Schedule None \n", + " gtfs_dataset_key name type \\\n", + "40 239f3baf3dd3b9e9464f66a777f9897d SBMTD Schedule schedule \n", "\n", - " type \n", - "40 schedule " + " regional_feed_type \n", + "40 None " ] }, "execution_count": 22, @@ -1024,44 +1024,44 @@ "output_type": "stream", "text": [ "\n", - "Int64Index: 14610 entries, 29 to 69071\n", + "Int64Index: 28088 entries, 3 to 69071\n", "Data columns (total 16 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", - " 0 org_id 14610 non-null object \n", - " 1 agency 14610 non-null object \n", - " 2 stop_id 14610 non-null object \n", - " 3 stop_name 14610 non-null object \n", - " 4 n_routes 13989 non-null float64 \n", - " 5 route_ids_served 13989 non-null object \n", - " 6 routetypes 13989 non-null object \n", - " 7 n_arrivals 13989 non-null float64 \n", - " 8 n_hours_in_service 13989 non-null float64 \n", - " 9 base64_url 14610 non-null object \n", - " 10 geometry 14610 non-null geometry\n", - " 11 date 14610 non-null object \n", - " 12 Route 14610 non-null int64 \n", - " 13 RouteType 14610 non-null object \n", + " 0 org_id 28088 non-null object \n", + " 1 agency 28088 non-null object \n", + " 2 stop_id 28088 non-null object \n", + " 3 stop_name 28088 non-null object \n", + " 4 n_routes 27467 non-null float64 \n", + " 5 route_ids_served 27467 non-null object \n", + " 6 routetypes 27467 non-null object \n", + " 7 n_arrivals 27467 non-null float64 \n", + " 8 n_hours_in_service 27467 non-null float64 \n", + " 9 base64_url 28088 non-null object \n", + " 10 geometry 28088 non-null geometry\n", + " 11 date 28088 non-null object \n", + " 12 Route 28088 non-null int64 \n", + " 13 RouteType 28088 non-null object \n", " 14 route_id 621 non-null object \n", " 15 route_type 621 non-null object \n", "dtypes: float64(3), geometry(1), int64(1), object(11)\n", - "memory usage: 1.9+ MB\n", + "memory usage: 3.6+ MB\n", "\n", - "RangeIndex: 7216 entries, 0 to 7215\n", + "RangeIndex: 7261 entries, 0 to 7260\n", "Data columns (total 9 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", - " 0 agency 7216 non-null object \n", - " 1 stop_id 7216 non-null object \n", - " 2 stop_name 7216 non-null object \n", - " 3 shn_route_type 7216 non-null object \n", - " 4 date 7216 non-null object \n", - " 5 shn_route 7216 non-null int64 \n", - " 6 routetypes 7044 non-null object \n", - " 7 x 7216 non-null float64\n", - " 8 y 7216 non-null float64\n", + " 0 agency 7261 non-null object \n", + " 1 stop_id 7261 non-null object \n", + " 2 stop_name 7261 non-null object \n", + " 3 shn_route_type 7261 non-null object \n", + " 4 date 7261 non-null object \n", + " 5 shn_route 7261 non-null int64 \n", + " 6 routetypes 7089 non-null object \n", + " 7 x 7261 non-null float64\n", + " 8 y 7261 non-null float64\n", "dtypes: float64(2), int64(1), object(6)\n", - "memory usage: 507.5+ KB\n" + "memory usage: 510.7+ KB\n" ] }, { @@ -1097,7 +1097,7 @@ "metadata": {}, "outputs": [], "source": [ - "stops_for_export.to_csv(\"ca_stops_revised.csv\", index=False)" + "stops_for_export.to_csv(f\"{SCHED_GCS}ca_stops_revised.csv\", index=False)" ] }, { @@ -1230,7 +1230,7 @@ "outputs": [ { "ename": "KeyError", - "evalue": "'Palo Verde Valley Transit Agency'", + "evalue": "'Butte County Association of Governments'", "output_type": "error", "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", @@ -1241,7 +1241,7 @@ "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/pandas/core/apply.py:1174\u001b[0m, in \u001b[0;36mSeriesApply.apply_standard\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1172\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m 1173\u001b[0m values \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39mastype(\u001b[38;5;28mobject\u001b[39m)\u001b[38;5;241m.\u001b[39m_values\n\u001b[0;32m-> 1174\u001b[0m mapped \u001b[38;5;241m=\u001b[39m \u001b[43mlib\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmap_infer\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 1175\u001b[0m \u001b[43m \u001b[49m\u001b[43mvalues\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1176\u001b[0m \u001b[43m \u001b[49m\u001b[43mf\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1177\u001b[0m \u001b[43m \u001b[49m\u001b[43mconvert\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconvert_dtype\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 1178\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 1180\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(mapped) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(mapped[\u001b[38;5;241m0\u001b[39m], ABCSeries):\n\u001b[1;32m 1181\u001b[0m \u001b[38;5;66;03m# GH#43986 Need to do list(mapped) in order to get treated as nested\u001b[39;00m\n\u001b[1;32m 1182\u001b[0m \u001b[38;5;66;03m# See also GH#25959 regarding EA support\u001b[39;00m\n\u001b[1;32m 1183\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m obj\u001b[38;5;241m.\u001b[39m_constructor_expanddim(\u001b[38;5;28mlist\u001b[39m(mapped), index\u001b[38;5;241m=\u001b[39mobj\u001b[38;5;241m.\u001b[39mindex)\n", "File \u001b[0;32m/opt/conda/lib/python3.9/site-packages/pandas/_libs/lib.pyx:2924\u001b[0m, in \u001b[0;36mpandas._libs.lib.map_infer\u001b[0;34m()\u001b[0m\n", "Cell \u001b[0;32mIn[52], line 1\u001b[0m, in \u001b[0;36m\u001b[0;34m(x)\u001b[0m\n\u001b[0;32m----> 1\u001b[0m to_map[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcolor\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m to_map\u001b[38;5;241m.\u001b[39magency\u001b[38;5;241m.\u001b[39mapply(\u001b[38;5;28;01mlambda\u001b[39;00m x: hex_to_rgb(\u001b[43mcolor_dict\u001b[49m\u001b[43m[\u001b[49m\u001b[43mx\u001b[49m\u001b[43m]\u001b[49m[\u001b[38;5;241m1\u001b[39m:]))\n", - "\u001b[0;31mKeyError\u001b[0m: 'Palo Verde Valley Transit Agency'" + "\u001b[0;31mKeyError\u001b[0m: 'Butte County Association of Governments'" ] } ], @@ -1259,33 +1259,13 @@ "name": "stderr", "output_type": "stream", "text": [ - "/home/jovyan/data-analyses/_shared_utils/shared_utils/rt_utils.py:892: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + "/home/jovyan/data-analyses/_shared_utils/shared_utils/rt_utils.py:912: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", - " centroid = (gdf.geometry.centroid.y.mean(), gdf.geometry.centroid.x.mean())\n" - ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "writing to calitp-map-tiles/shs_stops/shs.geojson.gz\n" - ] - }, - { - "name": "stderr", - "output_type": "stream", - "text": [ - "/home/jovyan/data-analyses/_shared_utils/shared_utils/rt_utils.py:892: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", + " centroid = (gdf.geometry.centroid.y.mean(), gdf.geometry.centroid.x.mean())\n", + "/home/jovyan/data-analyses/_shared_utils/shared_utils/rt_utils.py:912: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " centroid = (gdf.geometry.centroid.y.mean(), gdf.geometry.centroid.x.mean())\n" ] - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "writing to calitp-map-tiles/shs_stops/stops4.geojson.gz\n" - ] } ], "source": [ @@ -1315,9 +1295,9 @@ " {'name': 'SHS with Stops Sep 2024',\n", " 'url': 'https://storage.googleapis.com/calitp-map-tiles/shs_stops/stops4.geojson.gz',\n", " 'properties': {'stroked': False, 'highlight_saturation_multiplier': 0.5}}],\n", - " 'lat_lon': (36.067266532548935, -119.93886599913799),\n", + " 'lat_lon': (36.10085893610959, -119.97596894016574),\n", " 'zoom': 13},\n", - " 'spa_link': 'https://embeddable-maps.calitp.org/?state=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'}" + " 'spa_link': 'https://embeddable-maps.calitp.org/?state=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'}" ] }, "execution_count": 54, @@ -1415,20 +1395,20 @@ "output_type": "stream", "text": [ "\n", - "Int64Index: 165 entries, 0 to 164\n", + "Int64Index: 166 entries, 0 to 165\n", "Data columns (total 6 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", - " 0 organization_key 165 non-null object\n", - " 1 organization_name 165 non-null object\n", - " 2 service_key 165 non-null object\n", - " 3 service_name 165 non-null object\n", - " 4 funding_program_key 165 non-null object\n", - " 5 funding_program_name 165 non-null object\n", + " 0 organization_key 166 non-null object\n", + " 1 organization_name 166 non-null object\n", + " 2 service_key 166 non-null object\n", + " 3 service_name 166 non-null object\n", + " 4 funding_program_key 166 non-null object\n", + " 5 funding_program_name 166 non-null object\n", "dtypes: object(6)\n", - "memory usage: 9.0+ KB\n", + "memory usage: 9.1+ KB\n", "\n", - "Int64Index: 90 entries, 0 to 163\n", + "Int64Index: 90 entries, 0 to 164\n", "Data columns (total 2 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", @@ -1532,30 +1512,30 @@ "output_type": "stream", "text": [ "\n", - "RangeIndex: 3390 entries, 0 to 3389\n", + "RangeIndex: 3470 entries, 0 to 3469\n", "Data columns (total 18 columns):\n", " # Column Non-Null Count Dtype \n", "--- ------ -------------- ----- \n", - " 0 org_id 3390 non-null object \n", - " 1 agency 3390 non-null object \n", - " 2 stop_id 3390 non-null object \n", - " 3 stop_name 3390 non-null object \n", - " 4 n_routes 3309 non-null float64 \n", - " 5 route_ids_served 3309 non-null object \n", - " 6 routetypes 3309 non-null object \n", - " 7 n_arrivals 3309 non-null float64 \n", - " 8 n_hours_in_service 3309 non-null float64 \n", - " 9 base64_url 3390 non-null object \n", - " 10 geometry 3390 non-null geometry\n", - " 11 date 3390 non-null object \n", - " 12 shn_route 3390 non-null int64 \n", - " 13 shn_route_type 3390 non-null object \n", + " 0 org_id 3470 non-null object \n", + " 1 agency 3470 non-null object \n", + " 2 stop_id 3470 non-null object \n", + " 3 stop_name 3470 non-null object \n", + " 4 n_routes 3389 non-null float64 \n", + " 5 route_ids_served 3389 non-null object \n", + " 6 routetypes 3389 non-null object \n", + " 7 n_arrivals 3389 non-null float64 \n", + " 8 n_hours_in_service 3389 non-null float64 \n", + " 9 base64_url 3470 non-null object \n", + " 10 geometry 3470 non-null geometry\n", + " 11 date 3470 non-null object \n", + " 12 shn_route 3470 non-null int64 \n", + " 13 shn_route_type 3470 non-null object \n", " 14 route_id 81 non-null object \n", " 15 route_type 81 non-null object \n", - " 16 organization_key 3390 non-null object \n", - " 17 5311_agency 3390 non-null bool \n", + " 16 organization_key 3470 non-null object \n", + " 17 5311_agency 3470 non-null bool \n", "dtypes: bool(1), float64(3), geometry(1), int64(1), object(12)\n", - "memory usage: 453.7+ KB\n", + "memory usage: 464.4+ KB\n", "\n", "RangeIndex: 69 entries, 0 to 68\n", "Data columns (total 3 columns):\n", @@ -1605,10 +1585,10 @@ "outputs": [], "source": [ "# exporting gdf w/ 5311 flag to csv\n", - "gdf_merge.to_csv(\"ca_stops_revised_5311.csv\", index=False)\n", + "gdf_merge.to_csv(f\"{SCHED_GCS}ca_stops_revised_5311.csv\", index=False)\n", "\n", "# exporting gdf_add to csv\n", - "gdf_agg.to_csv(\"ca_stops_revised_5311_agencies.csv\", index=False)" + "gdf_agg.to_csv(f\"{SCHED_GCS}ca_stops_revised_5311_agencies.csv\", index=False)" ] }, { diff --git a/ntd/proposed_changes_25-26.ipynb b/ntd/proposed_changes_25-26.ipynb index 3ea7f9cc1..05cd86a01 100644 --- a/ntd/proposed_changes_25-26.ipynb +++ b/ntd/proposed_changes_25-26.ipynb @@ -32,7 +32,7 @@ }, { "cell_type": "code", - "execution_count": 2, + "execution_count": 1, "id": "b5679a16-211e-400a-bf08-4c377b4b27ed", "metadata": {}, "outputs": [], @@ -42,24 +42,47 @@ "from calitp_data_analysis.tables import tbls\n", "import geopandas as gpd\n", "from siuba import _, collect, count, filter, show_query\n", - "\n", + "pd.set_option('display.max_colwidth', 100)\n", "pd.set_option(\"display.max_columns\", None)\n", "pd.set_option(\"display.max_rows\", None)" ] }, + { + "cell_type": "code", + "execution_count": 2, + "id": "120c822d-bcdd-45d6-92a1-906a599ea775", + "metadata": {}, + "outputs": [], + "source": [ + "from shared_utils import schedule_rt_utils" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "id": "9c630c3d-fd17-488b-8028-b701364803d0", + "metadata": {}, + "outputs": [], + "source": [ + "PROJ_CRS = \"EPSG:3310\"" + ] + }, { "cell_type": "markdown", "id": "afdfd59c-d9c1-4d48-b6e4-55e9af08be29", "metadata": { + "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "## Area 1 - NTD Reporting Streamlining\n", ">E: The first is on the topic of NTD reporting streamlining. There are `a few items being proposed that may add additional reporting burden` and `some that propose to streamline things`. Is this an area that you all have an opinion on?\n", - "\n", + ">\n", ">K: will take a look based on our understanding of `common past reporting errors identified in the NTD Modernization project` and provide some comments. \n", - "\n", - ">E: That sounds great" + ">\n", + ">E: That sounds great\n", + ">\n", + ">E: Overall would you say that the `increase in reporting burden would be worth it in terms of the data collected?` And on the converse would any `reductions in reporting burden cause a loss of data?`" ] }, { @@ -97,7 +120,6 @@ "cell_type": "markdown", "id": "70b0e807-80d6-49d7-bad3-eb2df8b7663b", "metadata": { - "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ @@ -146,6 +168,7 @@ "cell_type": "markdown", "id": "e701c5eb-db38-428d-a810-76d186f3cffc", "metadata": { + "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ @@ -156,10 +179,11 @@ "\n", "Sections G concerns changing rural operators with full reporter responsibilities to be reduced reporters. FTA aims to decrease the reporting burden, but this change affects an estimated 10-15 operators. going from full reporter to reduced reporters would mean the operator does not need to report data related to passenger miles or monthly service or safety stats\n", "\n", - "\n", "Section H proposes a change to the NTD reporting platform to include a field that identify Voluntary reporters. This slightly increases the reporting burden for all NTD reporters. Sections E and F may conditionally increase the reporting burden for some operators, if the operator experiences cyber security or safety events. Finally, Section D slightly incresses the reporting burden by proposing new categories in to A-20 form.\n", "\n", - "\n" + "Overall, the Data Science Branch support the proposed changes. The potential increae in reporting burden under sections B, E, F and H are a worth it for the decreae in reporting burden in section C. The data Science Branch does not think any data would be lost in section C, as the initial metics in the A-10 will move to the new A-15 form.\n", + "\n", + "Section G, may have a significant impact but will depend on which operators meet ALL the criteria to be a reduced reporter. See next section for more analysis on section G.\n" ] }, { @@ -174,15 +198,18 @@ "cell_type": "markdown", "id": "97f07bb1-4fd2-4ad0-bb65-2419928d5326", "metadata": { + "jp-MarkdownHeadingCollapsed": true, "tags": [] }, "source": [ "## Area 2 - Rural, Full Reporters to Reduced Reporters\n", "> E: The second area is on the topic of NTD data coming through as a result of a `potential reduction in some full reporters in rural areas`. I’m not sure which ones these would be because the rulemaking wouldn’t affect all reporters. I’m also `not sure what data wouldn’t be reported as a result`. Is this something the analyst team can look into further… ie see if the proposed change in Section G would affect any California agencies and what data we may not receive from NTD as a result.\n", - "\n", + ">\n", "> K: `identify which CA agencies are full reporters in rural areas that meet the criteria in section G`, although I think we’d do it based on `2023 NTD data` and FTA would do it on 2024 data. I am not sure if there would be data loss based on FTA’s assessment that these agencies were historically Rural reporters.\n", - "\n", - "> E: 2.\tYeah, I’m not expecting there would be much impact here, but perhaps it `could affect something like Fresno County` or something that provides a lot of rural service, but is large enough to be a full reporter. It’s worth flagging and understanding if it could be an impact or not. " + ">\n", + "> E: 2.\tYeah, I’m not expecting there would be much impact here, but perhaps it `could affect something like Fresno County` or something that provides a lot of rural service, but is large enough to be a full reporter. It’s worth flagging and understanding if it could be an impact or not. \n", + ">\n", + ">E: did you analysis conclude that as many as 26 agencies potentially no longer show up in monthly reports?" ] }, { @@ -253,7 +280,10 @@ { "cell_type": "markdown", "id": "9cac279c-0075-4c2f-83e8-7acf9e289fd4", - "metadata": {}, + "metadata": { + "jp-MarkdownHeadingCollapsed": true, + "tags": [] + }, "source": [ "## Comments for Area 2\n", "\n", @@ -295,7 +325,7 @@ }, { "cell_type": "code", - "execution_count": 62, + "execution_count": 4, "id": "fc8f9407-af22-4805-bb0e-571cb7acd495", "metadata": {}, "outputs": [ @@ -349,7 +379,7 @@ " \"primary_uza_name\"\n", "]\n", "\n", - "ntd_funding_sources = ntd_funding_sources[keep_cols_1]\n", + "ntd_funding_sources = ntd_funding_sources[keep_cols_0]\n", "ntd_funding_sources.info()" ] }, @@ -366,7 +396,7 @@ }, { "cell_type": "code", - "execution_count": 63, + "execution_count": 5, "id": "cf4cc544-785a-4476-bdda-9019e6a5e6de", "metadata": {}, "outputs": [ @@ -440,7 +470,7 @@ }, { "cell_type": "code", - "execution_count": 74, + "execution_count": 6, "id": "da7fcca3-3d8e-43ec-875e-1aefffb27f63", "metadata": {}, "outputs": [], @@ -465,7 +495,7 @@ }, { "cell_type": "code", - "execution_count": 75, + "execution_count": 7, "id": "3b5a9740-fecb-4d59-9765-bbbe7f5566fe", "metadata": {}, "outputs": [ @@ -514,43 +544,43 @@ }, { "cell_type": "code", - "execution_count": 76, + "execution_count": 8, "id": "702e1dba-17a5-4364-a5c5-0c04955f9fab", "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "The Eastern Contra Costa Transit Authority, dba: Tri Delta Transit 1\n", "Santa Cruz Metropolitan Transit District 1\n", - "San Joaquin Regional Transit District, dba: San Joaquin RTD 1\n", - "Kings County Area Public Transit Agency 1\n", - "San Luis Obispo Regional Transit Authority 1\n", + "San Mateo County Transit District, dba: SamTrans 1\n", + "Stanislaus Regional Transit Authority 1\n", + "Marin County Transit District, dba: Marin Transit 1\n", "Butte County Association of Governments, dba: Butte Regional Transit/B-Line 1\n", - "County of Sonoma , dba: Sonoma County Transit 1\n", - "Napa Valley Transportation Authority 1\n", - "Santa Clara Valley Transportation Authority, dba: Valley Transportation Authority 1\n", - "Livermore / Amador Valley Transit Authority 1\n", - "Antelope Valley Transit Authority 1\n", - "Monterey-Salinas Transit 1\n", + "San Luis Obispo Regional Transit Authority 1\n", + "Kings County Area Public Transit Agency 1\n", + "County of Placer, dba: Placer County Transit/TART 1\n", "Transit Joint Powers Authority for Merced County, dba: Merced The Bus 1\n", + "Ventura County Transportation Commission 1\n", + "The Eastern Contra Costa Transit Authority, dba: Tri Delta Transit 1\n", "Victor Valley Transit Authority 1\n", - "County of Placer, dba: Placer County Transit/TART 1\n", + "Livermore / Amador Valley Transit Authority 1\n", + "Antelope Valley Transit Authority 1\n", + "City of Visalia , dba: Visalia Transit 1\n", "Yolo County Transportation District 1\n", + "County of Sonoma , dba: Sonoma County Transit 1\n", + "Napa Valley Transportation Authority 1\n", + "SunLine Transit Agency, dba: SunLine 1\n", + "Monterey-Salinas Transit 1\n", + "Riverside Transit Agency 1\n", "North County Transit District 1\n", "San Diego Metropolitan Transit System 1\n", - "SunLine Transit Agency, dba: SunLine 1\n", - "Stanislaus Regional Transit Authority 1\n", - "Marin County Transit District, dba: Marin Transit 1\n", - "San Mateo County Transit District, dba: SamTrans 1\n", - "Ventura County Transportation Commission 1\n", + "Santa Clara Valley Transportation Authority, dba: Valley Transportation Authority 1\n", + "San Joaquin Regional Transit District, dba: San Joaquin RTD 1\n", "Tulare County Regional Transit Agency 1\n", - "City of Visalia , dba: Visalia Transit 1\n", - "Riverside Transit Agency 1\n", "Name: agency, dtype: int64" ] }, - "execution_count": 76, + "execution_count": 8, "metadata": {}, "output_type": "execute_result" } @@ -561,7 +591,7 @@ }, { "cell_type": "code", - "execution_count": 71, + "execution_count": 9, "id": "7871860f-0ec7-4704-b577-c3279dc7ac53", "metadata": {}, "outputs": [ @@ -608,32 +638,12 @@ " \n", " \n", " 0\n", - " 7b92911062e8311df2aaefa803453213\n", - " 2023\n", - " 90162\n", - " The Eastern Contra Costa Transit Authority, db...\n", - " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Antioch\n", - " CA\n", - " 98.0\n", - " 2683.0\n", - " Antioch, CA\n", - " 326205.0\n", - " 3200288.0\n", - " federal\n", - " 172914.0\n", - " 2683.0\n", - " both\n", - " \n", - " \n", - " 1\n", " 231d30a033adffad7c05ad22cdffc83a\n", " 2023\n", " 90006\n", " Santa Cruz Metropolitan Transit District\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", + " Independent Public Agency or Authority of Transit Service\n", " Santa Cruz\n", " CA\n", " 93.0\n", @@ -647,73 +657,13 @@ " both\n", " \n", " \n", - " 2\n", - " 43d7e995716ec1e5bb708810a28f4ce2\n", - " 2023\n", - " 90091\n", - " City of Visalia , dba: Visalia Transit\n", - " Full Reporter\n", - " City, County or Local Government Unit or Depar...\n", - " Visalia\n", - " CA\n", - " 37.0\n", - " 90946.0\n", - " Visalia, CA\n", - " 160578.0\n", - " 2197535.0\n", - " federal\n", - " 491222.0\n", - " 90946.0\n", - " both\n", - " \n", - " \n", - " 3\n", - " 18a26ef2624bf2302b13c3da290e4a31\n", - " 2023\n", - " 90310\n", - " Tulare County Regional Transit Agency\n", - " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Visalia\n", - " CA\n", - " 41.0\n", - " 90946.0\n", - " Visalia, CA\n", - " 160578.0\n", - " 2105383.0\n", - " federal\n", - " 3779135.0\n", - " 90946.0\n", - " both\n", - " \n", - " \n", - " 4\n", - " 0074aba1a1468f0ef01ba5bb8591f4ea\n", - " 2023\n", - " 90164\n", - " Ventura County Transportation Commission\n", - " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Camarillo\n", - " CA\n", - " 45.0\n", - " 66673.0\n", - " Oxnard--San Buenaventura (Ventura), CA\n", - " 376117.0\n", - " 1618834.0\n", - " federal\n", - " 390779.0\n", - " 66673.0\n", - " both\n", - " \n", - " \n", - " 5\n", + " 1\n", " c66136eb07990c683307924891da05a5\n", " 2023\n", " 90009\n", " San Mateo County Transit District, dba: SamTrans\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", + " Independent Public Agency or Authority of Transit Service\n", " San Carlos\n", " CA\n", " 331.0\n", @@ -727,73 +677,53 @@ " both\n", " \n", " \n", - " 6\n", - " 9011ecad1a04b79627d40c2e3ec4a918\n", - " 2023\n", - " 90234\n", - " Marin County Transit District, dba: Marin Transit\n", - " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " San Rafael\n", - " CA\n", - " 78.0\n", - " 78904.0\n", - " San Francisco--Oakland, CA\n", - " 3515933.0\n", - " 3017303.0\n", - " federal\n", - " 543303.0\n", - " 78904.0\n", - " both\n", - " \n", - " \n", - " 7\n", - " 2ee6240880777b119fcf8dd9da330af9\n", + " 2\n", + " b54cef7138d0057e9085da47db94506e\n", " 2023\n", - " 90306\n", - " Stanislaus Regional Transit Authority\n", + " 90012\n", + " San Joaquin Regional Transit District, dba: San Joaquin RTD\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Modesto\n", + " Independent Public Agency or Authority of Transit Service\n", + " Stockton\n", " CA\n", - " 102.0\n", - " 58006.0\n", - " Modesto, CA\n", - " 357301.0\n", - " 4216882.0\n", + " 93.0\n", + " 85087.0\n", + " Stockton, CA\n", + " 414847.0\n", + " 2612286.0\n", " federal\n", - " 916161.0\n", - " 58006.0\n", + " 1269577.0\n", + " 85087.0\n", " both\n", " \n", " \n", - " 8\n", - " f34f1051a6c81d1a4149fb93da4ff392\n", + " 3\n", + " 91df0abfcbd3472d38a4224067582dc3\n", " 2023\n", - " 90079\n", - " SunLine Transit Agency, dba: SunLine\n", + " 90013\n", + " Santa Clara Valley Transportation Authority, dba: Valley Transportation Authority\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Thousand Palms\n", + " Independent Public Agency or Authority of Transit Service\n", + " San Jose\n", " CA\n", - " 82.0\n", - " 41347.0\n", - " Indio--Palm Desert--Palm Springs, CA\n", - " 361075.0\n", - " 3938721.0\n", + " 512.0\n", + " 79039.0\n", + " San Jose, CA\n", + " 1837446.0\n", + " 21779295.0\n", " federal\n", - " 1348953.0\n", - " 41347.0\n", + " 380553.0\n", + " 79039.0\n", " both\n", " \n", " \n", - " 9\n", + " 4\n", " 9c81bfb86d1bbeaac2e00c6c0142c6cb\n", " 2023\n", " 90026\n", " San Diego Metropolitan Transit System\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", + " Independent Public Agency or Authority of Transit Service\n", " San Diego\n", " CA\n", " 774.0\n", @@ -807,13 +737,13 @@ " both\n", " \n", " \n", - " 10\n", + " 5\n", " 732ac248345346f575122087bdbc3edd\n", " 2023\n", " 90030\n", " North County Transit District\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", + " Independent Public Agency or Authority of Transit Service\n", " Oceanside\n", " CA\n", " 189.0\n", @@ -827,113 +757,153 @@ " both\n", " \n", " \n", - " 11\n", - " 0129dd27f70c835fb794803cd65f48ce\n", + " 6\n", + " e835f62b4fa6954b297ae0788141e1fe\n", " 2023\n", - " 90090\n", - " Yolo County Transportation District\n", + " 90031\n", + " Riverside Transit Agency\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Woodland\n", + " Independent Public Agency or Authority of Transit Service\n", + " Riverside\n", " CA\n", - " 40.0\n", - " 77068.0\n", - " Sacramento, CA\n", - " 1946618.0\n", - " 1984049.0\n", + " 211.0\n", + " 75340.0\n", + " Riverside--San Bernardino, CA\n", + " 2276703.0\n", + " 9238973.0\n", " federal\n", - " 200210.0\n", - " 77068.0\n", + " 682130.0\n", + " 75340.0\n", " both\n", " \n", " \n", - " 12\n", - " c99398cad6d9daad6b305d869ec1a780\n", + " 7\n", + " 423019d2bdcac472b0cd1d81bc8380b7\n", " 2023\n", - " 90196\n", - " County of Placer, dba: Placer County Transit/TART\n", + " 90062\n", + " Monterey-Salinas Transit\n", " Full Reporter\n", - " City, County or Local Government Unit or Depar...\n", - " Auburn\n", + " Independent Public Agency or Authority of Transit Service\n", + " Monterey\n", " CA\n", - " 47.0\n", - " 77068.0\n", - " Sacramento, CA\n", - " 1946618.0\n", - " 1920826.0\n", + " 165.0\n", + " 80362.0\n", + " Seaside--Monterey--Pacific Grove, CA\n", + " 123495.0\n", + " 4249833.0\n", " federal\n", - " 1051362.0\n", - " 77068.0\n", + " 2013121.0\n", + " 80362.0\n", " both\n", " \n", " \n", - " 13\n", - " 2b062c505686f95e61a8714144a1758b\n", + " 8\n", + " f34f1051a6c81d1a4149fb93da4ff392\n", " 2023\n", - " 90148\n", - " Victor Valley Transit Authority\n", + " 90079\n", + " SunLine Transit Agency, dba: SunLine\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Hesperia\n", + " Independent Public Agency or Authority of Transit Service\n", + " Thousand Palms\n", " CA\n", - " 277.0\n", - " 90541.0\n", - " Victorville--Hesperia--Apple Valley, CA\n", - " 355816.0\n", - " 9070059.0\n", + " 82.0\n", + " 41347.0\n", + " Indio--Palm Desert--Palm Springs, CA\n", + " 361075.0\n", + " 3938721.0\n", " federal\n", - " 1125644.0\n", - " 90541.0\n", + " 1348953.0\n", + " 41347.0\n", " both\n", " \n", " \n", - " 14\n", - " 22c34fbd0b7d09bf89346cc62aad17d5\n", + " 9\n", + " 06b3bf7a35f002aa4ed531265a0b63eb\n", " 2023\n", - " 90173\n", - " Transit Joint Powers Authority for Merced Coun...\n", + " 90088\n", + " Napa Valley Transportation Authority\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Merced\n", + " Independent Public Agency or Authority of Transit Service\n", + " Napa\n", " CA\n", - " 45.0\n", - " 56251.0\n", - " Merced, CA\n", - " 150052.0\n", - " 2027756.0\n", + " 44.0\n", + " 61057.0\n", + " Napa, CA\n", + " 84619.0\n", + " 1345314.0\n", " federal\n", - " 1347802.0\n", - " 56251.0\n", + " 1052042.0\n", + " 61057.0\n", " both\n", " \n", " \n", - " 15\n", - " 423019d2bdcac472b0cd1d81bc8380b7\n", + " 10\n", + " 82dd8c5bb6b173b51e9e0b89a6bdd806\n", " 2023\n", - " 90062\n", - " Monterey-Salinas Transit\n", + " 90089\n", + " County of Sonoma , dba: Sonoma County Transit\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Monterey\n", + " City, County or Local Government Unit or Department of Transportation\n", + " Santa Rosa\n", " CA\n", - " 165.0\n", - " 80362.0\n", - " Seaside--Monterey--Pacific Grove, CA\n", - " 123495.0\n", - " 4249833.0\n", + " 47.0\n", + " 79498.0\n", + " Santa Rosa, CA\n", + " 297329.0\n", + " 1737914.0\n", " federal\n", - " 2013121.0\n", - " 80362.0\n", + " 550600.0\n", + " 79498.0\n", " both\n", " \n", " \n", - " 16\n", + " 11\n", + " 0129dd27f70c835fb794803cd65f48ce\n", + " 2023\n", + " 90090\n", + " Yolo County Transportation District\n", + " Full Reporter\n", + " Independent Public Agency or Authority of Transit Service\n", + " Woodland\n", + " CA\n", + " 40.0\n", + " 77068.0\n", + " Sacramento, CA\n", + " 1946618.0\n", + " 1984049.0\n", + " federal\n", + " 200210.0\n", + " 77068.0\n", + " both\n", + " \n", + " \n", + " 12\n", + " 43d7e995716ec1e5bb708810a28f4ce2\n", + " 2023\n", + " 90091\n", + " City of Visalia , dba: Visalia Transit\n", + " Full Reporter\n", + " City, County or Local Government Unit or Department of Transportation\n", + " Visalia\n", + " CA\n", + " 37.0\n", + " 90946.0\n", + " Visalia, CA\n", + " 160578.0\n", + " 2197535.0\n", + " federal\n", + " 491222.0\n", + " 90946.0\n", + " both\n", + " \n", + " \n", + " 13\n", " 942e25509363518941fb783119b4d2ae\n", " 2023\n", " 90121\n", " Antelope Valley Transit Authority\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", + " Independent Public Agency or Authority of Transit Service\n", " Lancaster\n", " CA\n", " 86.0\n", @@ -947,13 +917,13 @@ " both\n", " \n", " \n", - " 17\n", + " 14\n", " 11e9e6577aa4afc22d4ed41b15e4479c\n", " 2023\n", " 90144\n", " Livermore / Amador Valley Transit Authority\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", + " Independent Public Agency or Authority of Transit Service\n", " Livermore\n", " CA\n", " 49.0\n", @@ -967,113 +937,113 @@ " both\n", " \n", " \n", - " 18\n", - " 91df0abfcbd3472d38a4224067582dc3\n", + " 15\n", + " 2b062c505686f95e61a8714144a1758b\n", " 2023\n", - " 90013\n", - " Santa Clara Valley Transportation Authority, d...\n", + " 90148\n", + " Victor Valley Transit Authority\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " San Jose\n", + " Independent Public Agency or Authority of Transit Service\n", + " Hesperia\n", " CA\n", - " 512.0\n", - " 79039.0\n", - " San Jose, CA\n", - " 1837446.0\n", - " 21779295.0\n", + " 277.0\n", + " 90541.0\n", + " Victorville--Hesperia--Apple Valley, CA\n", + " 355816.0\n", + " 9070059.0\n", " federal\n", - " 380553.0\n", - " 79039.0\n", + " 1125644.0\n", + " 90541.0\n", " both\n", " \n", " \n", - " 19\n", - " 06b3bf7a35f002aa4ed531265a0b63eb\n", + " 16\n", + " 7b92911062e8311df2aaefa803453213\n", " 2023\n", - " 90088\n", - " Napa Valley Transportation Authority\n", + " 90162\n", + " The Eastern Contra Costa Transit Authority, dba: Tri Delta Transit\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Napa\n", + " Independent Public Agency or Authority of Transit Service\n", + " Antioch\n", " CA\n", - " 44.0\n", - " 61057.0\n", - " Napa, CA\n", - " 84619.0\n", - " 1345314.0\n", + " 98.0\n", + " 2683.0\n", + " Antioch, CA\n", + " 326205.0\n", + " 3200288.0\n", " federal\n", - " 1052042.0\n", - " 61057.0\n", + " 172914.0\n", + " 2683.0\n", " both\n", " \n", " \n", - " 20\n", - " 82dd8c5bb6b173b51e9e0b89a6bdd806\n", + " 17\n", + " 0074aba1a1468f0ef01ba5bb8591f4ea\n", " 2023\n", - " 90089\n", - " County of Sonoma , dba: Sonoma County Transit\n", + " 90164\n", + " Ventura County Transportation Commission\n", " Full Reporter\n", - " City, County or Local Government Unit or Depar...\n", - " Santa Rosa\n", + " Independent Public Agency or Authority of Transit Service\n", + " Camarillo\n", " CA\n", - " 47.0\n", - " 79498.0\n", - " Santa Rosa, CA\n", - " 297329.0\n", - " 1737914.0\n", + " 45.0\n", + " 66673.0\n", + " Oxnard--San Buenaventura (Ventura), CA\n", + " 376117.0\n", + " 1618834.0\n", " federal\n", - " 550600.0\n", - " 79498.0\n", + " 390779.0\n", + " 66673.0\n", " both\n", " \n", " \n", - " 21\n", - " 7bd3fc4c7aee7a83869619c0aa800a85\n", + " 18\n", + " 22c34fbd0b7d09bf89346cc62aad17d5\n", " 2023\n", - " 90208\n", - " Butte County Association of Governments, dba: ...\n", + " 90173\n", + " Transit Joint Powers Authority for Merced County, dba: Merced The Bus\n", " Full Reporter\n", - " MPO, COG or Other Planning Agency\n", - " Chico\n", + " Independent Public Agency or Authority of Transit Service\n", + " Merced\n", " CA\n", - " 37.0\n", - " 16318.0\n", - " Chico, CA\n", - " 111411.0\n", - " 1182984.0\n", + " 45.0\n", + " 56251.0\n", + " Merced, CA\n", + " 150052.0\n", + " 2027756.0\n", " federal\n", - " 1605128.0\n", - " 16318.0\n", + " 1347802.0\n", + " 56251.0\n", " both\n", " \n", " \n", - " 22\n", - " c4d6006dd6de8e33faf71155d16b3f68\n", + " 19\n", + " c99398cad6d9daad6b305d869ec1a780\n", " 2023\n", - " 90206\n", - " San Luis Obispo Regional Transit Authority\n", + " 90196\n", + " County of Placer, dba: Placer County Transit/TART\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " San Luis Obispo\n", + " City, County or Local Government Unit or Department of Transportation\n", + " Auburn\n", " CA\n", - " 41.0\n", - " 79147.0\n", - " San Luis Obispo, CA\n", - " 56904.0\n", - " 1542116.0\n", + " 47.0\n", + " 77068.0\n", + " Sacramento, CA\n", + " 1946618.0\n", + " 1920826.0\n", " federal\n", - " 762127.0\n", - " 79147.0\n", + " 1051362.0\n", + " 77068.0\n", " both\n", " \n", " \n", - " 23\n", + " 20\n", " 56c88becd84cdf6874e9f3abe03eb6f0\n", " 2023\n", " 90200\n", " Kings County Area Public Transit Agency\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", + " Independent Public Agency or Authority of Transit Service\n", " Hanford\n", " CA\n", " 57.0\n", @@ -1087,43 +1057,103 @@ " both\n", " \n", " \n", - " 24\n", - " b54cef7138d0057e9085da47db94506e\n", + " 21\n", + " c4d6006dd6de8e33faf71155d16b3f68\n", " 2023\n", - " 90012\n", - " San Joaquin Regional Transit District, dba: Sa...\n", + " 90206\n", + " San Luis Obispo Regional Transit Authority\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Stockton\n", + " Independent Public Agency or Authority of Transit Service\n", + " San Luis Obispo\n", " CA\n", - " 93.0\n", - " 85087.0\n", - " Stockton, CA\n", - " 414847.0\n", - " 2612286.0\n", + " 41.0\n", + " 79147.0\n", + " San Luis Obispo, CA\n", + " 56904.0\n", + " 1542116.0\n", " federal\n", - " 1269577.0\n", - " 85087.0\n", + " 762127.0\n", + " 79147.0\n", + " both\n", + " \n", + " \n", + " 22\n", + " 7bd3fc4c7aee7a83869619c0aa800a85\n", + " 2023\n", + " 90208\n", + " Butte County Association of Governments, dba: Butte Regional Transit/B-Line\n", + " Full Reporter\n", + " MPO, COG or Other Planning Agency\n", + " Chico\n", + " CA\n", + " 37.0\n", + " 16318.0\n", + " Chico, CA\n", + " 111411.0\n", + " 1182984.0\n", + " federal\n", + " 1605128.0\n", + " 16318.0\n", + " both\n", + " \n", + " \n", + " 23\n", + " 9011ecad1a04b79627d40c2e3ec4a918\n", + " 2023\n", + " 90234\n", + " Marin County Transit District, dba: Marin Transit\n", + " Full Reporter\n", + " Independent Public Agency or Authority of Transit Service\n", + " San Rafael\n", + " CA\n", + " 78.0\n", + " 78904.0\n", + " San Francisco--Oakland, CA\n", + " 3515933.0\n", + " 3017303.0\n", + " federal\n", + " 543303.0\n", + " 78904.0\n", + " both\n", + " \n", + " \n", + " 24\n", + " 2ee6240880777b119fcf8dd9da330af9\n", + " 2023\n", + " 90306\n", + " Stanislaus Regional Transit Authority\n", + " Full Reporter\n", + " Independent Public Agency or Authority of Transit Service\n", + " Modesto\n", + " CA\n", + " 102.0\n", + " 58006.0\n", + " Modesto, CA\n", + " 357301.0\n", + " 4216882.0\n", + " federal\n", + " 916161.0\n", + " 58006.0\n", " both\n", " \n", " \n", " 25\n", - " e835f62b4fa6954b297ae0788141e1fe\n", + " 18a26ef2624bf2302b13c3da290e4a31\n", " 2023\n", - " 90031\n", - " Riverside Transit Agency\n", + " 90310\n", + " Tulare County Regional Transit Agency\n", " Full Reporter\n", - " Independent Public Agency or Authority of Tran...\n", - " Riverside\n", + " Independent Public Agency or Authority of Transit Service\n", + " Visalia\n", " CA\n", - " 211.0\n", - " 75340.0\n", - " Riverside--San Bernardino, CA\n", - " 2276703.0\n", - " 9238973.0\n", + " 41.0\n", + " 90946.0\n", + " Visalia, CA\n", + " 160578.0\n", + " 2105383.0\n", " federal\n", - " 682130.0\n", - " 75340.0\n", + " 3779135.0\n", + " 90946.0\n", " both\n", " \n", " \n", @@ -1132,175 +1162,231 @@ ], "text/plain": [ " key report_year ntd_id \\\n", - "0 7b92911062e8311df2aaefa803453213 2023 90162 \n", - "1 231d30a033adffad7c05ad22cdffc83a 2023 90006 \n", - "2 43d7e995716ec1e5bb708810a28f4ce2 2023 90091 \n", - "3 18a26ef2624bf2302b13c3da290e4a31 2023 90310 \n", - "4 0074aba1a1468f0ef01ba5bb8591f4ea 2023 90164 \n", - "5 c66136eb07990c683307924891da05a5 2023 90009 \n", - "6 9011ecad1a04b79627d40c2e3ec4a918 2023 90234 \n", - "7 2ee6240880777b119fcf8dd9da330af9 2023 90306 \n", + "0 231d30a033adffad7c05ad22cdffc83a 2023 90006 \n", + "1 c66136eb07990c683307924891da05a5 2023 90009 \n", + "2 b54cef7138d0057e9085da47db94506e 2023 90012 \n", + "3 91df0abfcbd3472d38a4224067582dc3 2023 90013 \n", + "4 9c81bfb86d1bbeaac2e00c6c0142c6cb 2023 90026 \n", + "5 732ac248345346f575122087bdbc3edd 2023 90030 \n", + "6 e835f62b4fa6954b297ae0788141e1fe 2023 90031 \n", + "7 423019d2bdcac472b0cd1d81bc8380b7 2023 90062 \n", "8 f34f1051a6c81d1a4149fb93da4ff392 2023 90079 \n", - "9 9c81bfb86d1bbeaac2e00c6c0142c6cb 2023 90026 \n", - "10 732ac248345346f575122087bdbc3edd 2023 90030 \n", + "9 06b3bf7a35f002aa4ed531265a0b63eb 2023 90088 \n", + "10 82dd8c5bb6b173b51e9e0b89a6bdd806 2023 90089 \n", "11 0129dd27f70c835fb794803cd65f48ce 2023 90090 \n", - "12 c99398cad6d9daad6b305d869ec1a780 2023 90196 \n", - "13 2b062c505686f95e61a8714144a1758b 2023 90148 \n", - "14 22c34fbd0b7d09bf89346cc62aad17d5 2023 90173 \n", - "15 423019d2bdcac472b0cd1d81bc8380b7 2023 90062 \n", - "16 942e25509363518941fb783119b4d2ae 2023 90121 \n", - "17 11e9e6577aa4afc22d4ed41b15e4479c 2023 90144 \n", - "18 91df0abfcbd3472d38a4224067582dc3 2023 90013 \n", - "19 06b3bf7a35f002aa4ed531265a0b63eb 2023 90088 \n", - "20 82dd8c5bb6b173b51e9e0b89a6bdd806 2023 90089 \n", - "21 7bd3fc4c7aee7a83869619c0aa800a85 2023 90208 \n", - "22 c4d6006dd6de8e33faf71155d16b3f68 2023 90206 \n", - "23 56c88becd84cdf6874e9f3abe03eb6f0 2023 90200 \n", - "24 b54cef7138d0057e9085da47db94506e 2023 90012 \n", - "25 e835f62b4fa6954b297ae0788141e1fe 2023 90031 \n", + "12 43d7e995716ec1e5bb708810a28f4ce2 2023 90091 \n", + "13 942e25509363518941fb783119b4d2ae 2023 90121 \n", + "14 11e9e6577aa4afc22d4ed41b15e4479c 2023 90144 \n", + "15 2b062c505686f95e61a8714144a1758b 2023 90148 \n", + "16 7b92911062e8311df2aaefa803453213 2023 90162 \n", + "17 0074aba1a1468f0ef01ba5bb8591f4ea 2023 90164 \n", + "18 22c34fbd0b7d09bf89346cc62aad17d5 2023 90173 \n", + "19 c99398cad6d9daad6b305d869ec1a780 2023 90196 \n", + "20 56c88becd84cdf6874e9f3abe03eb6f0 2023 90200 \n", + "21 c4d6006dd6de8e33faf71155d16b3f68 2023 90206 \n", + "22 7bd3fc4c7aee7a83869619c0aa800a85 2023 90208 \n", + "23 9011ecad1a04b79627d40c2e3ec4a918 2023 90234 \n", + "24 2ee6240880777b119fcf8dd9da330af9 2023 90306 \n", + "25 18a26ef2624bf2302b13c3da290e4a31 2023 90310 \n", + "\n", + " agency \\\n", + "0 Santa Cruz Metropolitan Transit District \n", + "1 San Mateo County Transit District, dba: SamTrans \n", + "2 San Joaquin Regional Transit District, dba: San Joaquin RTD \n", + "3 Santa Clara Valley Transportation Authority, dba: Valley Transportation Authority \n", + "4 San Diego Metropolitan Transit System \n", + "5 North County Transit District \n", + "6 Riverside Transit Agency \n", + "7 Monterey-Salinas Transit \n", + "8 SunLine Transit Agency, dba: SunLine \n", + "9 Napa Valley Transportation Authority \n", + "10 County of Sonoma , dba: Sonoma County Transit \n", + "11 Yolo County Transportation District \n", + "12 City of Visalia , dba: Visalia Transit \n", + "13 Antelope Valley Transit Authority \n", + "14 Livermore / Amador Valley Transit Authority \n", + "15 Victor Valley Transit Authority \n", + "16 The Eastern Contra Costa Transit Authority, dba: Tri Delta Transit \n", + "17 Ventura County Transportation Commission \n", + "18 Transit Joint Powers Authority for Merced County, dba: Merced The Bus \n", + "19 County of Placer, dba: Placer County Transit/TART \n", + "20 Kings County Area Public Transit Agency \n", + "21 San Luis Obispo Regional Transit Authority \n", + "22 Butte County Association of Governments, dba: Butte Regional Transit/B-Line \n", + "23 Marin County Transit District, dba: Marin Transit \n", + "24 Stanislaus Regional Transit Authority \n", + "25 Tulare County Regional Transit Agency \n", + "\n", + " reporter_type \\\n", + "0 Full Reporter \n", + "1 Full Reporter \n", + "2 Full Reporter \n", + "3 Full Reporter \n", + "4 Full Reporter \n", + "5 Full Reporter \n", + "6 Full Reporter \n", + "7 Full Reporter \n", + "8 Full Reporter \n", + "9 Full Reporter \n", + "10 Full Reporter \n", + "11 Full Reporter \n", + "12 Full Reporter \n", + "13 Full Reporter \n", + "14 Full Reporter \n", + "15 Full Reporter \n", + "16 Full Reporter \n", + "17 Full Reporter \n", + "18 Full Reporter \n", + "19 Full Reporter \n", + "20 Full Reporter \n", + "21 Full Reporter \n", + "22 Full Reporter \n", + "23 Full Reporter \n", + "24 Full Reporter \n", + "25 Full Reporter \n", "\n", - " agency reporter_type \\\n", - "0 The Eastern Contra Costa Transit Authority, db... Full Reporter \n", - "1 Santa Cruz Metropolitan Transit District Full Reporter \n", - "2 City of Visalia , dba: Visalia Transit Full Reporter \n", - "3 Tulare County Regional Transit Agency Full Reporter \n", - "4 Ventura County Transportation Commission Full Reporter \n", - "5 San Mateo County Transit District, dba: SamTrans Full Reporter \n", - "6 Marin County Transit District, dba: Marin Transit Full Reporter \n", - "7 Stanislaus Regional Transit Authority Full Reporter \n", - "8 SunLine Transit Agency, dba: SunLine Full Reporter \n", - "9 San Diego Metropolitan Transit System Full Reporter \n", - "10 North County Transit District Full Reporter \n", - "11 Yolo County Transportation District Full Reporter \n", - "12 County of Placer, dba: Placer County Transit/TART Full Reporter \n", - "13 Victor Valley Transit Authority Full Reporter \n", - "14 Transit Joint Powers Authority for Merced Coun... Full Reporter \n", - "15 Monterey-Salinas Transit Full Reporter \n", - "16 Antelope Valley Transit Authority Full Reporter \n", - "17 Livermore / Amador Valley Transit Authority Full Reporter \n", - "18 Santa Clara Valley Transportation Authority, d... Full Reporter \n", - "19 Napa Valley Transportation Authority Full Reporter \n", - "20 County of Sonoma , dba: Sonoma County Transit Full Reporter \n", - "21 Butte County Association of Governments, dba: ... Full Reporter \n", - "22 San Luis Obispo Regional Transit Authority Full Reporter \n", - "23 Kings County Area Public Transit Agency Full Reporter \n", - "24 San Joaquin Regional Transit District, dba: Sa... Full Reporter \n", - "25 Riverside Transit Agency Full Reporter \n", + " organization_type \\\n", + "0 Independent Public Agency or Authority of Transit Service \n", + "1 Independent Public Agency or Authority of Transit Service \n", + "2 Independent Public Agency or Authority of Transit Service \n", + "3 Independent Public Agency or Authority of Transit Service \n", + "4 Independent Public Agency or Authority of Transit Service \n", + "5 Independent Public Agency or Authority of Transit Service \n", + "6 Independent Public Agency or Authority of Transit Service \n", + "7 Independent Public Agency or Authority of Transit Service \n", + "8 Independent Public Agency or Authority of Transit Service \n", + "9 Independent Public Agency or Authority of Transit Service \n", + "10 City, County or Local Government Unit or Department of Transportation \n", + "11 Independent Public Agency or Authority of Transit Service \n", + "12 City, County or Local Government Unit or Department of Transportation \n", + "13 Independent Public Agency or Authority of Transit Service \n", + "14 Independent Public Agency or Authority of Transit Service \n", + "15 Independent Public Agency or Authority of Transit Service \n", + "16 Independent Public Agency or Authority of Transit Service \n", + "17 Independent Public Agency or Authority of Transit Service \n", + "18 Independent Public Agency or Authority of Transit Service \n", + "19 City, County or Local Government Unit or Department of Transportation \n", + "20 Independent Public Agency or Authority of Transit Service \n", + "21 Independent Public Agency or Authority of Transit Service \n", + "22 MPO, COG or Other Planning Agency \n", + "23 Independent Public Agency or Authority of Transit Service \n", + "24 Independent Public Agency or Authority of Transit Service \n", + "25 Independent Public Agency or Authority of Transit Service \n", "\n", - " organization_type city state \\\n", - "0 Independent Public Agency or Authority of Tran... Antioch CA \n", - "1 Independent Public Agency or Authority of Tran... Santa Cruz CA \n", - "2 City, County or Local Government Unit or Depar... Visalia CA \n", - "3 Independent Public Agency or Authority of Tran... Visalia CA \n", - "4 Independent Public Agency or Authority of Tran... Camarillo CA \n", - "5 Independent Public Agency or Authority of Tran... San Carlos CA \n", - "6 Independent Public Agency or Authority of Tran... San Rafael CA \n", - "7 Independent Public Agency or Authority of Tran... Modesto CA \n", - "8 Independent Public Agency or Authority of Tran... Thousand Palms CA \n", - "9 Independent Public Agency or Authority of Tran... San Diego CA \n", - "10 Independent Public Agency or Authority of Tran... Oceanside CA \n", - "11 Independent Public Agency or Authority of Tran... Woodland CA \n", - "12 City, County or Local Government Unit or Depar... Auburn CA \n", - "13 Independent Public Agency or Authority of Tran... Hesperia CA \n", - "14 Independent Public Agency or Authority of Tran... Merced CA \n", - "15 Independent Public Agency or Authority of Tran... Monterey CA \n", - "16 Independent Public Agency or Authority of Tran... Lancaster CA \n", - "17 Independent Public Agency or Authority of Tran... Livermore CA \n", - "18 Independent Public Agency or Authority of Tran... San Jose CA \n", - "19 Independent Public Agency or Authority of Tran... Napa CA \n", - "20 City, County or Local Government Unit or Depar... Santa Rosa CA \n", - "21 MPO, COG or Other Planning Agency Chico CA \n", - "22 Independent Public Agency or Authority of Tran... San Luis Obispo CA \n", - "23 Independent Public Agency or Authority of Tran... Hanford CA \n", - "24 Independent Public Agency or Authority of Tran... Stockton CA \n", - "25 Independent Public Agency or Authority of Tran... Riverside CA \n", + " city state agency_voms primary_uza_code_x \\\n", + "0 Santa Cruz CA 93.0 79336.0 \n", + "1 San Carlos CA 331.0 78904.0 \n", + "2 Stockton CA 93.0 85087.0 \n", + "3 San Jose CA 512.0 79039.0 \n", + "4 San Diego CA 774.0 78661.0 \n", + "5 Oceanside CA 189.0 78661.0 \n", + "6 Riverside CA 211.0 75340.0 \n", + "7 Monterey CA 165.0 80362.0 \n", + "8 Thousand Palms CA 82.0 41347.0 \n", + "9 Napa CA 44.0 61057.0 \n", + "10 Santa Rosa CA 47.0 79498.0 \n", + "11 Woodland CA 40.0 77068.0 \n", + "12 Visalia CA 37.0 90946.0 \n", + "13 Lancaster CA 86.0 67140.0 \n", + "14 Livermore CA 49.0 50533.0 \n", + "15 Hesperia CA 277.0 90541.0 \n", + "16 Antioch CA 98.0 2683.0 \n", + "17 Camarillo CA 45.0 66673.0 \n", + "18 Merced CA 45.0 56251.0 \n", + "19 Auburn CA 47.0 77068.0 \n", + "20 Hanford CA 57.0 36703.0 \n", + "21 San Luis Obispo CA 41.0 79147.0 \n", + "22 Chico CA 37.0 16318.0 \n", + "23 San Rafael CA 78.0 78904.0 \n", + "24 Modesto CA 102.0 58006.0 \n", + "25 Visalia CA 41.0 90946.0 \n", "\n", - " agency_voms primary_uza_code_x primary_uza_name \\\n", - "0 98.0 2683.0 Antioch, CA \n", - "1 93.0 79336.0 Santa Cruz, CA \n", - "2 37.0 90946.0 Visalia, CA \n", - "3 41.0 90946.0 Visalia, CA \n", - "4 45.0 66673.0 Oxnard--San Buenaventura (Ventura), CA \n", - "5 331.0 78904.0 San Francisco--Oakland, CA \n", - "6 78.0 78904.0 San Francisco--Oakland, CA \n", - "7 102.0 58006.0 Modesto, CA \n", - "8 82.0 41347.0 Indio--Palm Desert--Palm Springs, CA \n", - "9 774.0 78661.0 San Diego, CA \n", - "10 189.0 78661.0 San Diego, CA \n", - "11 40.0 77068.0 Sacramento, CA \n", - "12 47.0 77068.0 Sacramento, CA \n", - "13 277.0 90541.0 Victorville--Hesperia--Apple Valley, CA \n", - "14 45.0 56251.0 Merced, CA \n", - "15 165.0 80362.0 Seaside--Monterey--Pacific Grove, CA \n", - "16 86.0 67140.0 Palmdale--Lancaster, CA \n", - "17 49.0 50533.0 Livermore--Pleasanton--Dublin, CA \n", - "18 512.0 79039.0 San Jose, CA \n", - "19 44.0 61057.0 Napa, CA \n", - "20 47.0 79498.0 Santa Rosa, CA \n", - "21 37.0 16318.0 Chico, CA \n", - "22 41.0 79147.0 San Luis Obispo, CA \n", - "23 57.0 36703.0 Hanford, CA \n", - "24 93.0 85087.0 Stockton, CA \n", - "25 211.0 75340.0 Riverside--San Bernardino, CA \n", + " primary_uza_name primary_uza_population \\\n", + "0 Santa Cruz, CA 169038.0 \n", + "1 San Francisco--Oakland, CA 3515933.0 \n", + "2 Stockton, CA 414847.0 \n", + "3 San Jose, CA 1837446.0 \n", + "4 San Diego, CA 3070300.0 \n", + "5 San Diego, CA 3070300.0 \n", + "6 Riverside--San Bernardino, CA 2276703.0 \n", + "7 Seaside--Monterey--Pacific Grove, CA 123495.0 \n", + "8 Indio--Palm Desert--Palm Springs, CA 361075.0 \n", + "9 Napa, CA 84619.0 \n", + "10 Santa Rosa, CA 297329.0 \n", + "11 Sacramento, CA 1946618.0 \n", + "12 Visalia, CA 160578.0 \n", + "13 Palmdale--Lancaster, CA 359559.0 \n", + "14 Livermore--Pleasanton--Dublin, CA 240381.0 \n", + "15 Victorville--Hesperia--Apple Valley, CA 355816.0 \n", + "16 Antioch, CA 326205.0 \n", + "17 Oxnard--San Buenaventura (Ventura), CA 376117.0 \n", + "18 Merced, CA 150052.0 \n", + "19 Sacramento, CA 1946618.0 \n", + "20 Hanford, CA 66638.0 \n", + "21 San Luis Obispo, CA 56904.0 \n", + "22 Chico, CA 111411.0 \n", + "23 San Francisco--Oakland, CA 3515933.0 \n", + "24 Modesto, CA 357301.0 \n", + "25 Visalia, CA 160578.0 \n", "\n", - " primary_uza_population actual_vehicles_passenger_car_revenue_miles \\\n", - "0 326205.0 3200288.0 \n", - "1 169038.0 2975126.0 \n", - "2 160578.0 2197535.0 \n", - "3 160578.0 2105383.0 \n", - "4 376117.0 1618834.0 \n", - "5 3515933.0 7793698.0 \n", - "6 3515933.0 3017303.0 \n", - "7 357301.0 4216882.0 \n", - "8 361075.0 3938721.0 \n", - "9 3070300.0 34095949.0 \n", - "10 3070300.0 8204114.0 \n", - "11 1946618.0 1984049.0 \n", - "12 1946618.0 1920826.0 \n", - "13 355816.0 9070059.0 \n", - "14 150052.0 2027756.0 \n", - "15 123495.0 4249833.0 \n", - "16 359559.0 3530244.0 \n", - "17 240381.0 1328472.0 \n", - "18 1837446.0 21779295.0 \n", - "19 84619.0 1345314.0 \n", - "20 297329.0 1737914.0 \n", - "21 111411.0 1182984.0 \n", - "22 56904.0 1542116.0 \n", - "23 66638.0 1522582.0 \n", - "24 414847.0 2612286.0 \n", - "25 2276703.0 9238973.0 \n", + " actual_vehicles_passenger_car_revenue_miles funding_source \\\n", + "0 2975126.0 federal \n", + "1 7793698.0 federal \n", + "2 2612286.0 federal \n", + "3 21779295.0 federal \n", + "4 34095949.0 federal \n", + "5 8204114.0 federal \n", + "6 9238973.0 federal \n", + "7 4249833.0 federal \n", + "8 3938721.0 federal \n", + "9 1345314.0 federal \n", + "10 1737914.0 federal \n", + "11 1984049.0 federal \n", + "12 2197535.0 federal \n", + "13 3530244.0 federal \n", + "14 1328472.0 federal \n", + "15 9070059.0 federal \n", + "16 3200288.0 federal \n", + "17 1618834.0 federal \n", + "18 2027756.0 federal \n", + "19 1920826.0 federal \n", + "20 1522582.0 federal \n", + "21 1542116.0 federal \n", + "22 1182984.0 federal \n", + "23 3017303.0 federal \n", + "24 4216882.0 federal \n", + "25 2105383.0 federal \n", "\n", - " funding_source fta_rural_progam_5311 primary_uza_code_y _merge \n", - "0 federal 172914.0 2683.0 both \n", - "1 federal 263285.0 79336.0 both \n", - "2 federal 491222.0 90946.0 both \n", - "3 federal 3779135.0 90946.0 both \n", - "4 federal 390779.0 66673.0 both \n", - "5 federal 783902.0 78904.0 both \n", - "6 federal 543303.0 78904.0 both \n", - "7 federal 916161.0 58006.0 both \n", - "8 federal 1348953.0 41347.0 both \n", - "9 federal 878451.0 78661.0 both \n", - "10 federal 1665659.0 78661.0 both \n", - "11 federal 200210.0 77068.0 both \n", - "12 federal 1051362.0 77068.0 both \n", - "13 federal 1125644.0 90541.0 both \n", - "14 federal 1347802.0 56251.0 both \n", - "15 federal 2013121.0 80362.0 both \n", - "16 federal 2212409.0 67140.0 both \n", - "17 federal 106451.0 50533.0 both \n", - "18 federal 380553.0 79039.0 both \n", - "19 federal 1052042.0 61057.0 both \n", - "20 federal 550600.0 79498.0 both \n", - "21 federal 1605128.0 16318.0 both \n", - "22 federal 762127.0 79147.0 both \n", - "23 federal 586765.0 36703.0 both \n", - "24 federal 1269577.0 85087.0 both \n", - "25 federal 682130.0 75340.0 both " + " fta_rural_progam_5311 primary_uza_code_y _merge \n", + "0 263285.0 79336.0 both \n", + "1 783902.0 78904.0 both \n", + "2 1269577.0 85087.0 both \n", + "3 380553.0 79039.0 both \n", + "4 878451.0 78661.0 both \n", + "5 1665659.0 78661.0 both \n", + "6 682130.0 75340.0 both \n", + "7 2013121.0 80362.0 both \n", + "8 1348953.0 41347.0 both \n", + "9 1052042.0 61057.0 both \n", + "10 550600.0 79498.0 both \n", + "11 200210.0 77068.0 both \n", + "12 491222.0 90946.0 both \n", + "13 2212409.0 67140.0 both \n", + "14 106451.0 50533.0 both \n", + "15 1125644.0 90541.0 both \n", + "16 172914.0 2683.0 both \n", + "17 390779.0 66673.0 both \n", + "18 1347802.0 56251.0 both \n", + "19 1051362.0 77068.0 both \n", + "20 586765.0 36703.0 both \n", + "21 762127.0 79147.0 both \n", + "22 1605128.0 16318.0 both \n", + "23 543303.0 78904.0 both \n", + "24 916161.0 58006.0 both \n", + "25 3779135.0 90946.0 both " ] }, - "execution_count": 71, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -1311,13 +1397,13 @@ }, { "cell_type": "code", - "execution_count": 77, + "execution_count": 10, "id": "13075ec9-4faf-4280-8930-97b6a28aac45", "metadata": {}, "outputs": [], "source": [ "# Export to GCS\n", - "merge.to_csv(\"gs://calitp-analytics-data/data-analyses/ntd/proposed_changes_agencies.csv\")" + "#merge.to_csv(\"gs://calitp-analytics-data/data-analyses/ntd/proposed_changes_agencies.csv\")" ] }, { @@ -1325,7 +1411,7 @@ "id": "90c1d67a-50bd-49d5-a409-f69b4c983d2c", "metadata": {}, "source": [ - "# TBD\n", + "## Determining if any operators have more service inside or outside a UZA\n", "- get UZA geometry data\n", "- get list of bus stop point locations for the agencies identified above\n", "- overlay bus stop point location on UZA geometry to find stops that are outside of the UZA for an agency to help answer\n", @@ -1343,232 +1429,516 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 11, "id": "8c636d17-5819-45e1-94ec-9a4e20549441", "metadata": {}, "outputs": [], "source": [ - "rest_server_link = \"https://services.arcgis.com/xOi1kZaI0eWDREZv/ArcGIS/rest/services/FTA_Administrative_Boundaries/FeatureServer/5/query?where=1%3D1&objectIds=&geometry=&geometryType=esriGeometryEnvelope&inSR=&spatialRel=esriSpatialRelIntersects&resultType=none&distance=0.0&units=esriSRUnit_Meter&relationParam=&returnGeodetic=false&outFields=*&returnGeometry=true&returnCentroid=false&returnEnvelope=false&featureEncoding=esriDefault&multipatchOption=xyFootprint&maxAllowableOffset=&geometryPrecision=&outSR=&defaultSR=&datumTransformation=&applyVCSProjection=false&returnIdsOnly=false&returnUniqueIdsOnly=false&returnCountOnly=false&returnExtentOnly=false&returnQueryGeometry=false&returnDistinctValues=false&cacheHint=false&collation=&orderByFields=&groupByFieldsForStatistics=&outStatistics=&having=&resultOffset=&resultRecordCount=&returnZ=false&returnM=false&returnTrueCurves=false&returnExceededLimitFeatures=true&quantizationParameters=&sqlFormat=none&f=pgeojson&token=\"" + "#rest_server_link = \"https://services.arcgis.com/xOi1kZaI0eWDREZv/ArcGIS/rest/services/FTA_Administrative_Boundaries/FeatureServer/5/query?where=1%3D1&objectIds=&geometry=&geometryType=esriGeometryEnvelope&inSR=&spatialRel=esriSpatialRelIntersects&resultType=none&distance=0.0&units=esriSRUnit_Meter&relationParam=&returnGeodetic=false&outFields=*&returnGeometry=true&returnCentroid=false&returnEnvelope=false&featureEncoding=esriDefault&multipatchOption=xyFootprint&maxAllowableOffset=&geometryPrecision=&outSR=&defaultSR=&datumTransformation=&applyVCSProjection=false&returnIdsOnly=false&returnUniqueIdsOnly=false&returnCountOnly=false&returnExtentOnly=false&returnQueryGeometry=false&returnDistinctValues=false&cacheHint=false&collation=&orderByFields=&groupByFieldsForStatistics=&outStatistics=&having=&resultOffset=&resultRecordCount=&returnZ=false&returnM=false&returnTrueCurves=false&returnExceededLimitFeatures=true&quantizationParameters=&sqlFormat=none&f=pgeojson&token=\"" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 12, "id": "bc95b052-812d-49aa-8d4f-bf50e5f5f3b5", "metadata": {}, "outputs": [], "source": [ - "uza_data = gpd.read_file(rest_server_link)" + "#uza_data = gpd.read_file(rest_server_link)" + ] + }, + { + "cell_type": "markdown", + "id": "677a3de4-307d-4522-8f6e-c47d45cb2feb", + "metadata": { + "tags": [] + }, + "source": [ + "#### get CA UZAs" ] }, { "cell_type": "code", - "execution_count": null, - "id": "5ba7b042-a925-4c86-ae81-ca85c7226a97", + "execution_count": 13, + "id": "10504da7-54db-48f9-9128-cb07d96cd0ef", "metadata": {}, "outputs": [], "source": [ - "display(\n", - " uza_data.info(),\n", - " uza_data.crs\n", - ")" + "#ca_uza = uza_data[uza_data['NAMELSAD'].str.contains(\", CA\")].reset_index(drop=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "id": "2772f87a-bd4f-4dd5-9869-3da5a82b173b", + "metadata": {}, + "outputs": [], + "source": [ + "#ca_uza.to_parquet(\"gs://calitp-analytics-data/data-analyses/ntd/proposed_changes_ca_uza.parquet\")" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "id": "bfbaa505-a761-4fba-9618-15ad41dde4a3", + "metadata": {}, + "outputs": [], + "source": [ + "ca_uza = gpd.read_parquet(\"gs://calitp-analytics-data/data-analyses/ntd/proposed_changes_ca_uza.parquet\")" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "408f16ca-6295-4af3-a4d4-efbd37c299ef", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "\n", + "Name: WGS 84\n", + "Axis Info [ellipsoidal]:\n", + "- Lat[north]: Geodetic latitude (degree)\n", + "- Lon[east]: Geodetic longitude (degree)\n", + "Area of Use:\n", + "- name: World.\n", + "- bounds: (-180.0, -90.0, 180.0, 90.0)\n", + "Datum: World Geodetic System 1984 ensemble\n", + "- Ellipsoid: WGS 84\n", + "- Prime Meridian: Greenwich" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "ca_uza.crs" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "id": "674a7714-4c74-4f94-b777-970396b49e59", + "metadata": {}, + "outputs": [], + "source": [ + "ca_uza = ca_uza.to_crs(PROJ_CRS)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "id": "aace7d6f-1f29-4ac8-8780-a61403633d63", + "metadata": {}, + "outputs": [], + "source": [ + "#ca_uza.explore()" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "id": "bfde52af-be7c-4d89-aa93-6c5e1959914d", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 19, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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oqzMgQC3Fss1p2LBglFNuwx8WpMarMwZDJRPBy01iN0+5xcbgp5RCqzfYvWZSlDfuHRYAs9WG+4cHYFeGFjKxANF+ig6nzCWEdA8a7uhAtztEyWK1YfDru/F4YijyqxowOdoXdwz0QZCHvOMXd7N6owVL/3MWhy5XtNq39lfNI10IIY5Bwx1dSKnOALOV4dOjefgpqxx/+C4DHx266uyyAADuEiGmx/ohUC2z2y7g83ChqBYHsstRfsPZPCHEOSjYewmTxYazBTV223wUEjw5MQJ/33sZhTUNDr0l32Tp+p2fD48JwdGXJ+O5uyKx5I5wAM3j2/99ogBfpxZh3f4rDquPEHLrqBO0l2gyWVFS0wRPNzGqG0z4+9zhkAoFCPGSY8pgX1wo1EEuEsLL3THrc+ZXNWCgpuvDDXk8HmbGBeJgdrnddoVEiJEhaofURgi5PXTG3kuo5CIsmhCGfy0cjeHBaoR5u2P6UH8AzRc1ZwwLcFiof5NahI8P5XbqztG2HM2pwH9P2q8TmlvZgORYP0eURwi5TRTsvYhU1DyaBAC+P3drY9o76q7JKNbh23NF+OZsUadvOLrRrBGBeD4pCuE+bnjmzgiEebvhbw8Oh1xMfwAS0hvQT2Ivcz1sNx3Px5gwT9zz81l7exhjOHi5AhHe7nh332W886vhN11A4p9H83DsShXEQj4UtzheXi0XY3qsP2bGBQIA5o4ORpCHrINXEUJ6CgV7L8Pj8TB7RCDEAh5Gh3p26jVavQHP/PsskoZoMCHSq91Vgf48KxZ1BjNO5lbDYrXd8nj5lnO8DPByu6VjEEK6B3XF9EKPjh2AIf5KnMmv7lT7n7LKEebthh/Ol8Bsab4LtCWrjSGjWIcvUvKh1TXhNxPC8OPySb1iLVJCiOPRGXsvxOcBY8K8sOVMIcrrjJg9MrDdbpMFYwdgiL8C354thrdCDMENZ+zldQbM/uA4TFYbNEoJJEIBZgzzx7QYP4T5uDltCgNCSPegYO+lrlU34GB2BQ5mV6BMb8BL06LbbT9qgCfyKhuRHGM/MsVmY/Bxl2CQnwLpxTpuyt1Nx/IR5u2G4TfMu04I6fso2HshHo+HeaNDcK2yEVUNRlTVm2Cy2Dqcu3xajAZZpXUYEtB8C3JWqR5rdl3C4+MGYGy4Jx4eE4wAlQx+Kil8FBJ4O2j4ZEtGixUSocDhxyWEdB4Fey/l4SbGW78ahtpGExRSUavulbY0mqzQ6pu4YNfqDEga7Iu7ojW4K1rT3SWjqKYRBy6VY0FiaLe/FyHk5ujqWS+nlrfuM7+ZKxX1+DzlGvc8McKrx0as1BstCPKQY86ooB55P0LIzVGw93KMMRRUNXaqrUomwsncauy/VAag+YYnoaBn1hPNr2yA2WrD+UIdrpTX98h7EkLaRsHey72//wp+u/kc/ne+BOlFte22ZQxoMlvxlx1Z3MIY4yK8e6BKQKOUYv4nJ/FTVhlEPfTLhBDSNgr2XsxqY8irakC2tg5HcyqgM1hwMrfqpu0PXa6AgM9DbkUDjuS0nje9OymkQpy+Vo2tZwrRZLb26HsTQuxRsN9g/fr1CA0NhVQqRUJCAk6dOuW0WgR8Hv7voTgsv3sg9mWV43ReNaL9bz7p/h0DfTBnZPNt/p8dv4Y/fJeOHy9qoWs0d3utYkFzrU/fGYFov64vDEAIcRwaFdPCli1bsHz5cnz00UdISEjAu+++i+TkZGRnZ8PX19dpdTWZrahqMOHLUwXwkIuwcHxYm+1iA1V4bnIEAtUyjAjxwNP/ToXJYsPUmO6fdZHP5+PuIRoI+Twa8kiIk9HSeC0kJCRg9OjReP/99wEANpsNwcHBeO655/DKK690+PrbXc6qLXmVDXjjh4s4mF2Bb54eh1EDPG7adl9WGY5eqcTzU6IgFPBxWatHWZ0RJosNAj4PY8I8IeLz8dWZQtwxyAdGsw02xjAipO1jMsaQXVbX7hn4337Mxpn8GgzwkuP1+4bg99+m49GxAxDfyXluCCGt3W6W0Bn7z0wmE1JTU7Fy5UpuG5/PR1JSElJSUtp8jdFohNH4y5zmer3e4XUxxnAwu7m//JFPTmD7cxOgkIrgp5Jy+69W1ON/50ux4fBVPDgqGGq5GABgsNjw9L/PcseKCVDi9XuHYMuZQnyecg1avQFWG0OIpxz3DPXHYH8FCqoaMTMuECFectQbLfj9t+l458HhCPdxb7O+JXdE4KesFKSeLcaOC6Vwlwrx6NgBDv8cCCGdR8H+s8rKSlitVmg09jfyaDQaXLp0qc3XrF69Gm+88Ua31tVgtCDS1x1XyuthtNgw472jeD4pCksnRwIATufX4KGPf/nFc626EVYbg4DPQ7CHHFG+7sj5efhhZqkeeZUN2PHcRDSZrdiWVoyzBbXYk6G1W1t10/F8PJYYioXjQvG75EE3DXUAcBMLUFDVAJPVBpPVBolIgLTCWowM8Wh3lklCSPehi6e3YeXKldDpdNyjsLDQ4e8xNEiNz389hnv+1B3hWDo5EmmFtfjz9kwu1OeNCcHwIBVeSh7E3dBksdkQpfkllBkDXvk2Hcu/SkNOWR0WjQ/Dunkj8Mf7Y+Ah/2UisKoGEz49mgulTIjB7VysBQCzlcHcYjbJynojNhzORW1T91+wJYS0jYL9Z97e3hAIBCgrK7PbXlZWBj+/ti8+SiQSKJVKu0d30CilmDGsecGNuJ/XFR3sr8CpPPtpfb96KhGxgSrueZi3Ox5PDMWNJ877LpVjyb9TcUnb3HX0SEIIvlqSiD/NjMGckc13job7uKO8zgiPn7t1bqagugG2G6YJNlttDl14mxDSNRTsPxOLxRg1ahT27dvHbbPZbNi3bx8SExOdWBlQXNOEHRdKAQC/23oBTabmUSfr5o3AvDHBmBLtiy9PFXDrkBZUNeL336VjX1YZdmVo0TJ31XIRPnksHp88Fo8A9S+rHkVpFHgsMRQ+CgmkIj6UUiE0SmmHtUX6KpD5p2l4eHQwt81fJYNKRlMBE+Is1MfewvLly/H4448jPj4eY8aMwbvvvouGhgYsWrTIqXWFeMlx9xAN9maWobrBhNkfHscPz45HqLcbVs8ehvzKBqQX6/Dn7ZmIDVQhraAGX6cWtVpwGgAeGROCOwb63PS9npkcAX+VtEsXQMVCPgb5KSAW8GGy2hAXosbS/57F6FBPLJ4QBh6P+toJ6UkU7C3MnTsXFRUVeP3116HVahEXF4fdu3e3uqDqDG8+EItZcYFYszsLy5Ki7FY/8lNJMTLEA7svarFq20W8PG0QYgKUOFdQ2+o4Qj4PjSbLTReeVkpFeHxcaJfrW/Tz2PqaBhPujPbFiGA1zhbUoMlspUWuCelhNI7dgbpjHPuNvjtXhPuHB3IXSOsMZiikInyeko/Xt10EAPirpNjwWDxe3Hoel7R1+MfDccgs0WPT8XwYLTb4KiTY9ux4+CmlDj2bzijW4UB2OZ67K8phxySkP7rdLKE+9j5mXLgXLpfV4WRuFXRNJlwo0uFsQQ3W7b/CtSnVGZBWUIN3HhyO2SMDMWWwBivvGYwnJ4UDAMrrjLjnH0ew8tt0pBfpHFbb2YIapBfp8OaOTJxoZ04bQkj3omDvQzKKdXjpm3RM/8cRzN1wAmt2ZWN8pDcua+tQWW+0a/uPfTnIrWzA3x4cDndJc1fIs3dFYmJU82yPNY1mbD5dyM0C2RGbjbUa/XKd0WLF9+eK8I+fclDbaMYnR/Lw2vcZ0NGQR0KcgoK9DzmdX41Dl3+ZtTH75+GKD8YH4/NFYxDXYv3SynoTXvr6PCrqfgl8iVBgN33A+EgvTBzYuWl9L5bo8dWZX8bp1xnMqG4wcceN8HHH3NHBqDeaIRXxcaWiHkYLzfJIiDPQVa0+xNPNfkz5ucJa5FU2IMzbDRMH+mCQvwKJq/fD+vOZtcXKkKWtg69SijqDGTKRAIsnhCGzRI+fsspw7EoVtDoDPORiSEXtT9rlrRBDLhbgSnk9Uq5W4sODV2GyMnwwfwQG+SkxNEiNIQEqvDQtGmV6A9IKa9sc8ljTYIJUJIBMTJOEEdJd6Iy9D/FXyeyeh3q5obimiXvuq5BiXIQXt+i1xcawK70Uf/zfRfztx8u4d91R8HjAy9MHYWyYJ2IClHjkkxP494lfltMrrzNgW1oxzFab3XtJhQLoDRacK6iB3mBBic6AabEaDA1UQSJsvgB7/YKuRilFcowfN8Njyy6ctMJaWBnD+/tzsPLbdBhp7nZCHI7O2PuQQX4Ku+cPxQdjQpR9V8qGBfHILNVhyRepqKw3YfPpX7pPHkkIQW2DGd+fK8aJFnetbjldiO/TivHExHB8ciQXF0v0GODlZte14+Emxh0DfSAU8JCtrcMALzl2Z2hxz1D/DldpyizV47+nCjB1iAYmqw36JhPkYiEkQj4kHfylQAjpOgr2PkQpFUIk4MFsbT4DTr1WDSDCro1MLMCoAZ54d+4IPPrPk3b7xkV4IdhThmVJAzFQo8ALW9JgY+AmCXt+cxoCVFKIBXx4ubWeSiDYUw4A8HGXYOX0wRgT5tmqe6gtkb7umBTlg+VfnUe9wQKJiI+4YDU3SocQ4ljUFdOHKdu5bX98pBe83SXcc083MU5crUJNoxkiAR/3DQvA0EAVeDwgyEOGCB83eLmJse6RkTj72t0I8pDd9NhCAR/TYv06FepA86La02L98FB8MExWG+oMFhzJqcR/ThRw1wMIIY5DZ+x9SKPJiiV3RKBcb8BXZ4pw7Eol0gpr7bpMruPxeAjykHHDIPVNZjw8JoQLUj6fh3ljQvC6xh2BajmOX63EzLhfbnzqDjEB9jdaHMmpwJn8aiSEe3XbexLSH9EZex+y56IW/zlxDb+dEoWH4oNQ22hGbkU9rlbUt9n+kTEheCQhBBqlBBYbw5IvUnG2oIbb//CYEIwa4Ak/lRSzRwZ1a6gDsKtTJhLg/UdGIiZACa3O0K3vS0h/Q8Heh0yP9cfv7xkMD7kYf5oZiwC1DMu/Oo8Z7x3Be/ty8FOm/ZTDD40Oxl8fGIrRPy9TV1zbhB8vliGtsNYJ1Tf/otm4aDRUMhGazFZU1BshEQmwLa3YKfUQ4qporhgH6om5YlrK1tZh2j8Oo+W/4KePxSNpiP2kZVmlekz/xxG7bf98PB5TBjtncrPvzxVj8iBffHm6AI8lDoDFxmC1Mnh0ss+eEFdHc8X0Y4P8FLi7RTjzeECAWtbq1v8IH3eEeMohazG0cMXW88i9SRdOd5s1IhAquQiToryRUaxDTYMJNsZQb7Q4pR5CXA0Fex+39lfD8Olj8QhUy8AY8O3ZIsz75AR2Z5RyNx6JhXz88NwE7FtxB/x/XgS70WRFk5NvDhoSoMKFIh3uePsgFn92BptPtZ4/nhDSdRTsfZxaLkbSEA3emjMMAPDp0TyczKvGy9+kY29mGXcHqUomQoBahnXzRgAAvNzEKK11/kXL4S1G9CyeEOa8QghxIRTsLmJ4sApuP8+/Euolh9Vqg8Fsxecp+XbtRoR44MP5IzEuwgv/OXkNeoNzZ2AcGqjCQ/FBWH73QFppiRAHoXHsLsLGGF6/LwYZxTr8cKEEjWYrTuZVg8cDahrMGOinQIBKikF+ChgtNni6ifHN2WIcy6nE9KH+TqtbKhJg7a+GO+39CXFFNCrGgXp6VMyNbDaGOoMZ2y+UwstdjKf+fdZuv1jAR9IQX+xM10Iq4sNgtiFQLcPGRaMxUKO4yVEJIT2NRsUQTp3Bgq/OFOFyWR2ulLce8WKy2rAzXQsAMJib+96La5swb8MJ7Eov7dFaO6u6wYRTedX459G8Ti8KQkh/R8HuQlRyEe4a7Iux4V5wkwjhIb/5XDItVTWYsCtD283V3Rq5WIA3d2bhrV2X8OmRPG57ud5A88wQchMU7C4mwscdyTF+WDQ+DEdfvgt/mhkDhaTjSyk70kvxTWpRD1TYNXweD/omM9wkAswfGwKgeVbL8jojNhzOheWGeeMJIRTsLon/85wvbhIhFowdgGmxfh2+xmpjeG9/TneX1mViIR9/nxuH2EAVxAI+Np8qwLP/PYeHN5zA1Yp68GkkDSGtULD3A7+dEoVBnbg4WljdiC2nC9Bo6l13gIoEPEwe5IvYQBUMZitKdQbUGy2YGRcAynVCWqPhji6Ox+PBRyHhpu+9GSGfh8UTwhCglkEu7l3fFjEBKsQEqAA0T5kwKy4A4yO9cbFEj4lRPk6ujpDep3f9BJNu0TxWfBhe+TYdFXVtB7zFxmC12Xp9UE6N8cPUmOauJRqpS0jbqCumn5gyWIOflt+BxHAvzE8IwZdPJOCxxAEAgDkjg/Dh/JGQiYU4dqWy1SRivRXdqUpI2+gGJQdy9g1KLTHGYLTYIG1nsWiL1YZdGVqIBDxMi/XnXqc3WKBqZ9k9Qkj3ohuUSJvqjRZcKa9rt41QwMd9wwMwMsSD28bj8bArvRTnC2qQW1GP2kZTd5dKCHEwCnYXda2qEQs3nsF35zoem+6rlNo9fyg+GBuO5OKuvx1C8ruHcSSnorvKJIR0Awp2FxUbqMJbc4biZG41GGNd6jdvNFshFgogEwlQpjcizNutGyslhDgaBbsLS4zwQoPJipN5Vaht6vz0vO4SIf7voeHwUUgAANvSSrqrREJIN6Bgd2FysRCPJoTgbz9ehoDHw99+zEaprqnTr//huQn43dSBePenyyjXO39RDkJI59A4dheXklsFLzcJ/rIjEzKxAO6dmDcGaL6IqpQKsXRyJCYN8oFaTgtNE9JX0Bm7i5s9Igi/v2cwZGIBXp4WDTexEJX1RhjMVuga2++eMVsZnvwiFWt2XnL6SkuOUFzb+b9WCOnLKNhdXIiXHD9cKMHnKdew+XQh7v77IST8dR/WH7iCZ788ix0Xbj4Pu40x+CmlOF9Yi1X/uwibre/OpPjhwav4+97Lzi6DkB5Bwd4PXL/Z6C87MpFb2YBF40KRXqzDydxqDAlQwmC24lpVA3Ir7BfnkIoE+NPMGHz3zHhE+bj36Ts9D2SXo85gxoncSmeXQki3oz72fsBfJcU/Ho7D3UM0yK1oQGygCowxrNl1CdnaOoR4ynG5rA55lQ0Y1WjCqAGe3Gt5PB4G+inA4wGMoc/OplhVb8SpvGoMC1JjaKAabp281kBIX0Rn7P3AlMEazIwLhFwsRGxg8yyJPB4PL02LhqebCDlldfjLjixka+uh1bU9+iVKo+Dmee+L7h8egKlDfHE0pxJXK1ovG0iIK6HTln5MwOeBMUCrM2DVfUPwyeE8qGSuOfrlt1OiYLExNBqtULWzZGBVvREecjEq642t7sglpK+gYO/nxoR5otFkhZtEiLuiNc4up9vweDyIBDyo5O3/kXqhSIctpwvh5S7Gmw8M7aHqCHEsCvZ+jsfj9fv+ZsYYGGseBXS5rA67L2oxNtwT358rRoPJAi83MaYO8evTXVGkf+nfP9Hkpo7kVEAlE2FYkNrZpXQbi9WG9w9cwZ6LZfBTSiAW8rHnYhkA4ERuNU7kVgMAFo0P5aY1JqQvoGAnbfrvyQJcKa/H9t9OgER48znd+zKhgI8dF0qRU16PrJsP50dVPU1dTPoWGhVD2sQYsHHRaJcN9evuG97xgtgXS3R9ZlUpQgAKdnITL00bBKVUhPI61578a1qsHyJ83NvcF+HjhplxAdiyJJH610mfQsFO2nTsSiU+T8mHr8K1h/wN1Cjwp5kxGKRRtNpX3WBCfKgnvN0lTqiMkFtHwU5gtTE0mix223IrG5Bf1YjT+dVOqqrnjIvwxnvzhmN8hJddt0xNoxkpVytBywKTvoaCneBkbhXe3JHFPbdYbdh6pghfpxbhjR8uOrGynuPlLsW6R0ZiRLCa2/blE2Px9q+G9+k5ckj/RMFOcDinEnsuanH0SgVqGkwwWW3wcheDzwOm95Nhft7uEni6ifHevBF4KD4IIgEPCqmw34/xJ30Tj9HfmQ6j1+uhUqmg0+mgVCqdXc5NpRfpMCRACQGfh1JdE2Z/cBwfPjoKw4NUMFpskIoEYIwhp7wekT7u/erCofXn0S+HL5dDJBBgQpS3kysi/dHtZgmdjvQzVyvqseSLM4gLUePladF4+t9n8dq9QxD3cxeEVNQ8vNFqYwjxlPerUAea588BgMkuPL0CcX3UFdPPFFQ14tHEATiVV4073j6IBpMF4T5urdoJBXwu5AkhfQudsfcz/mopfszU4u4hfpgQ6Y2kIb50ZyUhLobO2PuZaD8lpgzWwEMuwqm8KuRW1EOjoHHahLgSOmPvhxLCPJE0WAPGGMr0RlypaICXu5huxCHERdAZez/DGMO1qkYAzVP2+qmkGOSnoFAnxIVQsPczPB6PWx6PEOKaKNgJIcTFULATQoiLoWAnhBAXQ8FOiAMVVjci9VqNs8sg/RwNdyTkJmw2hm/OFuFfx/Lxn98kwNNN3KpNqa4JGcV68ABklepxtaIedw32xQBPOWRiAU0iRpyCvusIuYnjuZX4y44s6JrM2JdVhgdGBEIosP8j18aaF/42mq3YcqYIAPB9WgkCVFIcefkuGMxWmpqB9Lhu64rJz8/H4sWLERYWBplMhoiICKxatQomk/3t6xcuXMDEiRMhlUoRHByMtWvXtjrW1q1bER0dDalUiqFDh2Lnzp12+xljeP311+Hv7w+ZTIakpCTk5OTYtamursb8+fOhVCqhVquxePFi1NfXd7kW0j/YbAwHL1VgsH/zykrRfspWoQ4AgWoZFo0Pw/yEARAJfpkwbUKUN9KLa3G+sLanSibkF6yb7Nq1iy1cuJDt2bOHXb16lW3bto35+vqyFStWcG10Oh3TaDRs/vz5LCMjg3355ZdMJpOxjz/+mGtz7NgxJhAI2Nq1a1lmZiZ79dVXmUgkYunp6VybNWvWMJVKxb7//nt2/vx5dv/997OwsDDW1NTEtZk2bRobPnw4O3HiBDty5AiLjIxk8+bN61ItHdHpdAwA0+l0t/qxkV6myWRhBVUNnWp7KLucfXggh+WU1TGL1ca0uiZWrjd0c4XEFd1ulnRbsLdl7dq1LCwsjHv+wQcfMA8PD2Y0GrltL7/8Mhs0aBD3/KGHHmIzZsywO05CQgJbsmQJY4wxm83G/Pz82Ntvv83tr62tZRKJhH355ZeMMcYyMzMZAHb69Gmuza5duxiPx2PFxcWdrqUjFOykyWRxdgnEBdxulvToqBidTgdPT0/ueUpKCiZNmgSx+JeLUsnJycjOzkZNTQ3XJikpye44ycnJSElJAQDk5eVBq9XatVGpVEhISODapKSkQK1WIz4+nmuTlJQEPp+PkydPdrqWGxmNRuj1ersH6Z/0BjM2nyrAl6cKYLRYnV0O6ed6LNivXLmCdevWYcmSJdw2rVYLjcZ+QYPrz7VabbttWu5v+bqbtfH19bXbLxQK4enp2eH7tHyPG61evRoqlYp7BAcHt/cREBf2972X8cq36Vi7Oxv6JrOzyyH9XJeD/ZVXXgGPx2v3cenSJbvXFBcXY9q0aXjwwQfxxBNPOKx4Z1u5ciV0Oh33KCwsdHZJxElGhHgAAGIClKC1JomzdXm444oVK7Bw4cJ224SHh3P/X1JSgsmTJ2PcuHHYsGGDXTs/Pz+UlZXZbbv+3M/Pr902Lfdf3+bv72/XJi4ujmtTXl5udwyLxYLq6uoO36fle9xIIpFAIqFZEQkwdYgGK6dH4+HRIVDJRc4uh/RzXT5j9/HxQXR0dLuP6/3UxcXFuPPOOzFq1Chs3LgRfL792yUmJuLw4cMwm3/503Xv3r0YNGgQPDw8uDb79u2ze93evXuRmJgIAAgLC4Ofn59dG71ej5MnT3JtEhMTUVtbi9TUVK7N/v37YbPZkJCQ0OlaCLkZqUiARePDwOh8nfQGDr6YyykqKmKRkZFsypQprKioiJWWlnKP62pra5lGo2ELFixgGRkZbPPmzUwul7ca7igUCtk777zDsrKy2KpVq9oc7qhWq9m2bdvYhQsX2MyZM9sc7jhixAh28uRJdvToURYVFWU33LEztXSERsWQzkgvqnV2CaSX67XDHTdu3MgAtPlo6fz582zChAlMIpGwwMBAtmbNmlbH+uqrr9jAgQOZWCxmMTExbMeOHXb7bTYbe+2115hGo2ESiYRNmTKFZWdn27Wpqqpi8+bNY+7u7kypVLJFixaxurq6LtfSHgp20pFjVyrY0FW72Q/ni1llHY1xJ2273SzhMcbob0cH0ev1UKlU0Ol0UCqVzi6H9ELfpBbhT9szoWsy44mJYZg1IhAxAbTwCbF3u1lCc8UQ0oPmjApCbKAKG4/l4b7hAQhUy5xdEnFBFOyE9LBBfgqsmTPM2WUQF0bzsRNCiIuhYCeEEBdDwU4IIS6Ggp0QQlwMBTshhLgYCnZCCHExFOyEEOJiKNgJIcTFULATQoiLoWAnhBAXQ8FOCCEuhoKdEEJcDAU7IYS4GAp2QghxMRTspNdhjCGzRI+aBpOzSyGkT6JgJ72OjQEPfnQcf9mR5exSCOmTKNhJryPg8/Dy9GjkVdajzmB2djmE9Dm0ghLpdXRNZvi4S/DN0+PA4/GcXQ4hfQ6dsZNexWy1YfOpAoT5uFGoE3KLKNhJr2Ky2OAmESLIQ+7sUgjpsyjYSa/iJhHC212CiW/tx6m8ameXQ0ifRMFOep3kGA0ifNzx602nYbRYnV0OIX0OBTvpdXg8Hu4d5g8+D9iZXurschyGMYZGkwUHsstxuazO2eUQF0ajYkiv9FhiKB5JGIBZ649hTJgXAtUyZ5d0W/QGMzYezcOm4/moaTQjUC3D108nwl/Vt78u0jtRsJNeic/nQcznYd0jIyDo44NjSmqb8PR/zuJ8YS23Tas34HR+Da6UFSBALcPYCC9UN5gwMsTDeYUSl0HBTnq1CB93Z5dwW66U1+HJz1ORW9lgt91qY/jtl+cAAJ5uYmxcOBoKCf04EsegPnZCulF5nRGlOkO7baobTFj+VRrUcnEPVUVcHZ0iENKNxkV44+Vpg7DhcC5Kbgh4uViALU8mIvVaNeJDPWCy2mC22iAS0PkWuT30HUR6JYvV5jKzOz4+LhT/XDgaYqH9j9uoAR6ICVBi4fgwyERCBKplFOrEIei7iPRKezPLsOTfqc4uwyF4PB7EQj7uHeaPt+YMhUL6yx/KfH7zlWFvd4mzyiMuiLpiSK9TVW8EA3CuoAYXS3SICVA5u6TbFuHjjv97KA66JjPSCmvBGDA+0pvbr5KLnFgdcTUU7KTXcZcKcfxqJbzcJEi5WuUSwX6dSibC6tnDnF0GcXHUFUN6HYlQgD/PjMWJ309BqBdNBkZIV1Gwk17FamO4VtXATdk7PJhu2CGkqyjYSa9istggFwuQ//MNPT4KuqhISFdRHzvpVWRiAWRiARgzIKNYh8xSPQLVMpzJr8HSOyMgFNK5CCEdoWAnvZKvUgpvdwle2JKGnPJ6TIvxAy2oREjnULCTXovP5+HZuyKRW9GAmXEBENDNO4R0Cv2kkF5tZlwgIn3dcUlL85cT0ll0xk56vakxGuibLM4ug5A+g4Kd9HoSoQA+CoGzyyCkz6CuGEIIcTEU7KRP+sN36dhxwXXWQyXEkagrhvRJp/OrsTezDOMivODhRgtUENISnbGTPufw5QpcLqvHg/FBFOqEtIGCnfQ5P17UAgDEArqgSkhbKNhJnzN3dAhiA5VILaiB0WwFY8zZJRHSq1Cwkz5nsL8C88aEwGi24kKRjpsJkhDSjMfodMdh9Ho9VCoVdDodlEqls8shhPRRt5sldMZOCCEuhoKdkH7CYrU5uwTSQyjYCekn6o00305/QcFOSD/x6ZE8fHu2CKW6JlTXG3Eyt8rZJZFuQneekj4n9Vo13CUiDPJTOLuUPuFUXjWsNhs2ny5EZb0RHnIR6g0W/P3hOGeXRroJBTvpU66U14Ex4FReFUI85ZCJ6Saljmw+XYBvzxZzzxtNVtwXF4BrVY1OrIp0Jwp20qf4q2TYc7EMnm4iCvVOKKltwqm8au55oFqGN+6PQdIQDWy27hvpbLHaIKQVr5yGPnnSp7hJhCipbcJ2mtmxUwLUMryQNJB7PjRQhUAPKWobTeDzHX9j1/XbYr48VYAr5bTqlbPQGTvpc16dMYTO1rtg9shAjAhR47F/ncKeTC283MT4/T3R3fJeF0t0OH61Ch8dykV+VSNeu3cIAMBqYxC0+EVis7Fu+cVCmtGdpw5Ed56S3uyb1CLUGy1458dsMAaIBDyMDffC6FBP/HpCmEPe42pFPTRKKeoNFuy/VA5/lQQTo3yQUaxDg8mKGD8FGs027MwoxW8mhjvkPV3R7WYJnbET0k9E+yuglIqglAqx/sAV5FY2oKimEb9LHtjxizspwscdukYzDGYLAj1k2HK6AH//KQdTBvvii5QChHjKcPdgDRY56BcJaRsFOyH9REyACkBzv/vkaF/UNppRbzRjgKebw96jzmDGY/86id9OicTp/BrsydBCIhJg8fgw8HjA2YJa5JTVY9bIQPi4S+gCazehT5WQPsJqYzh+pfK2jyPg86CWixHq7YbYQLVDw1UiFOCfj4/Gsi3ncSa/BlbWPLzy+S1piPBp/gVSZ7Tgn0dy0WS2Oux9ib0eCXaj0Yi4uDjweDykpaXZ7btw4QImTpwIqVSK4OBgrF27ttXrt27diujoaEilUgwdOhQ7d+60288Yw+uvvw5/f3/IZDIkJSUhJyfHrk11dTXmz58PpVIJtVqNxYsXo76+vsu1EOIsuRX1WLP7EgxmKwxmK/IrG5BWWOvssuyIhXxIxQIsvTMCk6N9IRL8coHU000CAEgarMFTd0ZCIRU5q0yX1yPB/tJLLyEgIKDVdr1ej6lTp2LAgAFITU3F22+/jT/+8Y/YsGED1+b48eOYN28eFi9ejHPnzmHWrFmYNWsWMjIyuDZr167Fe++9h48++ggnT56Em5sbkpOTYTAYuDbz58/HxYsXsXfvXmzfvh2HDx/Gk08+2aVaiGvLKNbBaLGiqKYR9UYL9AbzLR3HYLYis0SPnzLLHFab1cbQaGqef37YH3/EmDd/whOfn8Hzm8/hy1MFMJit0OoMyK9scNh73ip3iRCzRgRgYpS3XXirZELsWTYRD48Ogre7xIkVur5uHxWza9cuLF++HN988w1iYmJw7tw5xMXFAQA+/PBD/OEPf4BWq4VY3Lx25SuvvILvv/8ely5dAgDMnTsXDQ0N2L59O3fMsWPHIi4uDh999BEYYwgICMCKFSvwu9/9DgCg0+mg0WiwadMmPPzww8jKysKQIUNw+vRpxMfHAwB2796Ne+65B0VFRQgICOhULR2hUTF9j67RjNSCahRWN+HDg1ch4PNgtTEwNP9YRPspYbHZEO7tjtkjAzHYXwmpqP2hll+cuIZ39mRjkEaBvz00HMGe8tuu02C24r19ObhSXg+VTIStqUV2+4cHqVDTaMawIBXef2Tkbb/f7SiqacSRnEocuVyBnRlabnu0nwK7np+IzFI9199P2tar52MvKyvDE088gS+++AJyeetv7pSUFEyaNIkLUgBITk5GdnY2ampquDZJSUl2r0tOTkZKSgoAIC8vD1qt1q6NSqVCQkIC1yYlJQVqtZoLdQBISkoCn8/HyZMnO13LjYxGI/R6vd2D9C0mqw3fnC3Gqv9dhKebGOE+bmgwWlCmN6JMb0S2tg4WK0NtkxlanQHb0oqReq0aRsvN+4ePXanEh/NH4qunEh0S6gAgFQmwZFIENjwWj2mxfrhx0aic8nqMi/DCy9O6Z3x6ZxnMVuxML0VmiQ7e7mKMDfeEh1wETzcx7hnqDx6PR6HeA7ptVAxjDAsXLsRTTz2F+Ph45Ofnt2qj1WoRFmY/7Emj0XD7PDw8oNVquW0t22i1Wq5dy9fdrI2vr6/dfqFQCE9PT7s2HdVyo9WrV+ONN964+YdAej0fhQRv/2oYfn/PYPgppRDweag3WrAtrRgXS/RYOjkSgWoZ195mY9iaWojvzhVjxd2D4OEmbnVMlVSESF93h9eqkotgtFix/sAVtPw7++HRwbg/LgA+7hJcKa932C+TW8EYEBuowvRYf1htDBeKdQj3dsMALzn1qfegLgf7K6+8grfeeqvdNllZWfjxxx9RV1eHlStX3nJxvd3KlSuxfPly7rler0dwcLATKyK3Qi4WQi7+5UfBXSLE/IQBbbbl83mYOzoEs0ZYUa43QiwA3KT24b586kD4KqXdUqtEKMCq+2KQU16Pb88WYc7IIMwZFcTtj9I4d8ZLmViAcRHe3PNQb8cNpSSd1+VgX7FiBRYuXNhum/DwcOzfvx8pKSmQSOwvksTHx2P+/Pn47LPP4Ofnh7Iy+wtM15/7+flx/22rTcv917f5+/vbtbnel+/n54fy8nK7Y1gsFlRXV3f4Pi3f40YSiaTV10f6B4lQgGBPOUwWG8p0BvgqJdyi2t19p/zwYDWGB6sxZ2QgAKBcb4CbRIgGkwVebhK7W/dJ/9TlYPfx8YGPj0+H7d577z385S9/4Z6XlJQgOTkZW7ZsQUJCAgAgMTERf/jDH2A2myESNf+ZtnfvXgwaNIjr+khMTMS+ffuwbNky7lh79+5FYmIiACAsLAx+fn7Yt28fF+R6vR4nT57E008/zR2jtrYWqampGDVqFABg//79sNlsXaqFkBuJhXz4KCTQ6g1QSkVwkwhhttpazY3SFYwx7pdEg9ECN4nQbtt1PB4PR3IqsOCfpyAV8WGxMnzyeDwmD/Jt67CkP2E9JC8vjwFg586d47bV1tYyjUbDFixYwDIyMtjmzZuZXC5nH3/8Mdfm2LFjTCgUsnfeeYdlZWWxVatWMZFIxNLT07k2a9asYWq1mm3bto1duHCBzZw5k4WFhbGmpiauzbRp09iIESPYyZMn2dGjR1lUVBSbN29el2rpiE6nYwCYTqe7xU+J9GUNRjOrM5jZp0dy2fnCGmaz2dgnh6+ymgYj+19acYev35ZWzGatP8oe2ZDC0gqqWeq1avbrjafYY/88ye5//yi7WKxjVquN1TaYuO2DXt3JBry8nXss2niK7b9UxqxWG7NYbcxssfbAV04c7XazpMcmAcvPz0dYWJjdcEeg+aagpUuX4vTp0/D29sZzzz2Hl19+2e61W7duxauvvor8/HxERUVh7dq1uOeee1r+csKqVauwYcMG1NbWYsKECfjggw8wcOAvc2BUV1fj2WefxQ8//AA+n485c+bgvffeg7u7e5dqaQ8NdyQGsxXfnSvGpmP5MFqsKKhuhEIqgtXGcOzlu6CSt30B8WxBDX696TTEAj4eGBGIHzPLkPfzmPRgTxmUUhGCPGRYMikCL3yV1uEiGeHebqisN+JXo4Lx0rRBEAn4PdZFU1VvhMXGoOmm6wz9we1mCc3u6EAU7OS6b88W4e092fBVSHC+SIcwbzf8tPwOXCzR4a3dlxDiKcfUGD+U6w2YMzIIW04XoKCmCUqpCO4SIdbtz4G3uwR5lQ3YtGgMRoSokXqtBn/enolL2q7Pc/6bCWG4d3gA4oLVjv9ib9BosmBbWgnmxgejyWyFUMCDREjTLHcFze5ISC9077AA3D1Eg48P5eJ8kQ6MMWxLK0ZeRQOOXanCMVThy1OFeHBUEOaODsHQIDUuaevx8aFcAMBHj47C1CEaVDeaIBcJkFGsw48XtbcU6gDw6dE8bL9QiqV3RSLIQ4YJkd4QddMEXFYbQ7CHHJuO5+PTI7n44NFRGBaoovnXexAFOyHdQCzkI+Pnm3TkYgGkIgF0TWbcFxeA4cFq8HjA8atVGOKvxO6MUvxj3xVklTbf4KaWi1BZb8Tvtp7HhChvzIoLxMm8amj1hg7etX1avQGvfd88Fcevx4fhiUlhaDRZ4eUmhlreejx+VxVUNaKi3oByvRED/RQYF+GFz1LyMfuDYwhQy/BQfDBmxgXARyGxG15KHI+6YhyIumJISydzqzB3wwkAQFywGl8+MdZu5SejxYoFn57CqfxqiAQ8xA/wREpuld0x7h6iwZ9mxuB8YS3e/Snnls/Y2xPiKccgPwVmjwhEmI8bNh3Lx28mhiNbW4d7hvqhyWxFqc6ACB93HL9aiS9SriGtsBZmqw0miw3P3RWFt3ZfQrCnHN7uYlhsDFX1Jvx2ShS+OHEN51tMVCYV8fH4uFA8fUeEQ36ZuCrqY+9FKNjJjX7/XTq+O1uMheNDce9QfwR5yqGSNV9AZYzhbEEtdE0mxAao4O0uwewPj+NCUS0AYGy4F7K1dfjXotH4+NBV7M0sA5/Hg1QkAGMMYiEflfUmh9XK4wG+CgnK9EYAzdP7xgQo4S4RIvVaDdY/MhIvfXMB1Q1tv+eIYBXOFerstslEglbT83q5icHn8/DytGjMGRnYahgnoWDvVSjYSVuaTFZIhHxcqajH2t3Z+OSxUW2G2dWKehRUN4IHQKOUItpPgdpGM/KqGhDh445tacWI9HFHdaMJgWoZAtQynC+sxZNfpPb8F9VChI8bvN0laDJZcaFY12H7RxJC8NxdkXCXCGmagZugYO9FKNhJe07lVaOm0YSkwZpbHnpYb7Qgs0QPX4UEod5uaDJZMfj13Q6utHMEPCAuxAOp19qeJK89YiEf0X4K3BXti0XjwmBjDO/+dBlvzIzthkr7HhoVQ0gfMSbM87aP4S4RQsAHLDaGXemliPbvuRMIlUyIgRoFjBYbLhTpYGXo8vzv1y8kVzeYUNNowqNjB6CguhHHrlTgQHYFVpqtHU6LTDpGwU5IL2C1MZitNjSZrDBabPBT/XJzT2F1I4pqmlCmN0AlF2GwnxKNJgveP3AFEmHPrW4Z6avA6fwaqOUijA71QPrP4/NtjKGmsf1FSRQSId57ZAQSw71wuawOW04XoqrehE+O5OJ0XjXOF+mgkAqxO0OLaTF+kIop3G8HBTshvQCfB5itNtQbLfjg4FWU6w2YMliDESFqWG0MNY0mTIv1g8lqg0TIh0YpwbfPjMOGQ7k4W1DbrbW5SwRQy8Vcl0ttoxnDgtR4dnIkfrv5HCJ9Fe12x8QP8MDL06MxOrT5L5ZhQWoMDVTZXWd4f38OLpfVY0iAEpe0egwNUtNkZreBgp2QXoDH40EhFUEhFWH17KH46kwh7hsWwA2PjA1sXpyiZTeFRCjAc1OiIBUJ8ObOrG6r7ZGEAdhwONduW22jGcW1BoT7uHfYx362oAaxASr834/ZKK414M0HYiER8mG22ribpO4d5o/KeiMMJive3JmFydG+eObOyG77mlwdBTshvdBD8Z2f13/xhDCczKvGT1mOW2N1WJAKo0M9MS7CCxMivZFX2QABD7ikrUN+VSMKqhvwzdmijg8EwMaAP+/IRLneiJ+yylBc24jpsf64f7g/PH5e4NpPJcPuDC3kYgF4AAwmKw5cKodKLoJYwOd+sZHOoVExDkSjYoizFFQ1Iunvh2Cy2BxyvFAvOT55LB5h3m4QCvgwWqyQCAXYfKoAp/Kqser+GJy9VoMnPj8Di+3WIuTduXGYNSKQe95ksuJqRT0+OZKL/50vwa/Hh8FgtiLS1x2Lxoe1cyTXQ8MdexEKduJMr32fgS9OXHPY8dwlQiyZFI4HRgaiqKYJY8O9YLMxmKw28HhAcU0THvjgOHRN7V84bUugWobNT45tcxk/m40hr6oBgWpZvx0hQ8Hei1CwE2cqqGrEHe8cQHf8RAeqZRgSoIREyMcb9zcvzbfpWD52X9RybUQCHvg8HowWGzzdxDBbbKgzWloda2igCh/MH+nwtVmztXVYuPEUXrh7IHwVEoR5u2GAV/NYf1kfG2VD49gJIQCAEC857h8egG1pJQ4/dnFtE4prm/DmA7EQCfhoNFlwrfqXOeFFAh7+tXA0Qjzl+P5cCZ5PisKnR3Lxlx1Z4PGaF7kW8gEeeBAKeHbDOR1FLm4eH7/y23S4iQUwWW343dRBSCusxYqpgxDWj9Zf7blBsISQbndXdPctizd7ZCDmJwyAUibCXdEa/PDseMwbEwyxkA+zlUHA42GAlxueT4oCACwaH4aUlXfh66fGYYi/Eq9Mj0aQpwznCmrxdWrzhdevU4tQZ/ilK6fOYEZNgwlGi7XNGtqjkAohFwtgtTHoDRYYzDb8ZUcWtl8oxfbzJbD8PGlZQQeLlLgCCnZCXMi9wwK6Zfz3y9Oi8easoXbbhAI+/vrAULw4dRAA4O0fs+32C/g8+KtkGDXAA/99IgFTojUYGeIJb3cJRod64GRuFdIKa7ghjw1GC4R84Ln/pmJvZhkM5q6Fu1ouxoLEULx27xC8PC3abt8/9uXg06N5uFbVgA1HruJymeNnyexNqCuGEBdyoagW1lscpdKecwU1ePrOiFbbeTweFo0PRUK4J/6yPYtbfPtGcrEQL39zAXsulmFZUhQC1XJc1tbhLy1+WRjNVry1JxtHr1bjeG41liUNxIKxA+Dh1vnpfRePD4NIyENtoxnBnjL8eXsmyvTNS/Wt2XUJf997GWHebrhYrIOnmwSzRwYhPtTD5ZbxozN2QlxEZb0Rz/73XKfbK6VCPDExDJ05wW9vjVWhgI9hQWo8GB+Eb88WIb24tlUbG2Ow2hj+eN8Q3DfcH6fyqmCy2bArvRSbTxXgfGEtKutN3Fm6jQH/t/cy7v77YWxLK+7016SSiyAXCxGgluHeYQH4cdkdGBmi5vYbLTZc0tbhXKEO+y6VY+l/z+KH8yWwdcMvQ2eiM3ZCXIRaJoK8jdEfPgoJpsf6obLeiKWTI1FU04S/770MqUiA398zGJtPFbY5eqWlynojrlbUI8LH/aZtHowPRr3RgpO5VdhSUoAHRwVzy+FJRQJsWBCPM9eqcTKvGgaTDUEeMsjFAgj4PDSYLAjykKHO0FzH7BGBuFxeh++fGQ/jbYzNV8lFeHxcKKoaLmPB2AFwE/Pxxg9ZMLQ45vhIb5dbto+GOzoQDXckzlZQ1YhGswVfpFzDltOFEAp4mBUXiCcmhUMmEsDTTQypSACL1Yas0jp8ejQXO9NLYbZ2HAO/vycaiyeEd9iHbzBbkVGsQ73RglEDPPDlqQLcOdAH4T7ueOrfZ1Fc24SsUj3EQj6+fioRw4LUdvVnlOgweZAvBHwexLc5yVl1gwl/2Z6JWSMCMWmgD177PgMHL5ej6OeFw81WGyZGeWPhuDAkRnjd1ns5Eg13JIRwQryax4a/+cBQ/HZKFPZc1GJ8pDfCvNzszkqFAj6GBqmw/O6BCFTL8MHBq+0eV8gHfswsw6m8Grz5QCwKqxvhr5YhUC1r1VYqEsBkseGlry8g0tcdDUYLZo8Mwj3vHcHlsnqunclig8FsfzYe4iXnvgZHkIsFeP2+IdwyfBE+bvjd1IkY/defsHRyBDzdxLhQWAtdowmMMZdZzYnO2B2IzthJX3T4cgUe+9epdtuMCfNEvcEMkVAApVSIzBI9NEopPl88BvmVDYgPtZ9r3mC2YsOhq/i/n3IAABrlL0vutfS3B4dhzqjOz4vjCIwxLNuShgGecjwzORJWG8Pp/GoM1CgQ0MYvKme43Syhi6eE9HOTBvrg3blxbfbPXyfk85BZWofzhbU4klOJqgYTMkv1mPbuYfzhu4xW7aUiAZbcGYG3fzUM7hJhm6Eu5DfP8V6uN6C8zuDQr6k9PB4Pb/9qOCSi5kU/3CRC3DnIt9eEuiNQsBNCMGtEIA6/NLnVDU4KiRCfPBaP9+aNQLBn6+CrrDdhaFDbMy9KhAI8GB+MPS9MQtJgXwhu6OWYHuuPHemlmLj2AE7mVjvsa+kMsZCPpZNdd1pgCnZCCADA212CDQtGYeX0aIwIUYPPA+qMFjSaLPB2l0Ataz2e3MtNhKTBmnaPG6iW4b15I/DFbxLstg/yU8BXIUGAWoahNC2vQ9HFU0IIRyjgY8kdEXhiYjhyK+uxdnc2Zgz1h8FsxeRBPkgv1nFtQzzl+M3EsE7dECUXC+EhF+OpOyKw+XQBahvNeOfHywCA4cFqDHDgBVNCwU4IaQOfz0OkrwJv/2oYjuRUYtPxfORX2S9cffcQDfxVMkwe5NOpYw72V2KwvxKLxodixntHUVnf3O8+2E/hMqNRegvqiiGE3JRKLsbkaF/cPUTT6u7TfVllMFlsyCmrx7p9OZ0+pkYpxQt3R3HPv04twt9+zIbF6phFQggFOyGkE+YnhOCZG+aKaTBZkTTEF0evVmJYsLqLxxuA//4mAZ5uYlhsDD+cL8GhyxUOrLh/o2AnhHSIx+NhWdJA3Nmi26WizogJbx0AjwETIr27fMxxkd7Y/fxE+CgkUMpEtK6pA1EfOyGkU8RCPt6bNwJ1Bgs2HLqKz1KuoaLOCKVcdMtTBfsqpTi5cgqqGozwUbjWDIvORGfshJBOU0pFCFTL8MbMWKydMwxA8yRat4PP51GoOxidsRNCbslDo4NRpjfAQ0ox0tvQGTsh5JYtuSMC5fWmDtvpGs0dtiGOQ8FOCLllYiEfoZ1YJPpQDo146UkU7ISQbmWx2vDPo3l01t6DKNgJId2mzmDGym/TMXmgDxpMzcFutFhBs4V3Lwp2QojDma02GC1WyMVCvP3gcDx1ZwTe2XMZNhtDcU0TTSHQzSjYCSEOZ7UxfJFyDQI+DyaLDU//OxXfpRVj0tsHsP7AVW6eGNI9aJwSIcThpCIBZo8IxMKNp5BX2cDNM1NU04SimiIM8nPHk5MiOjgKuVV0xk4I6RYysRDXqhpbTR4GAO/8eBkfHbrKTfx1uayup8tzaRTshJBuIRML8O7cOIiFrWPGZLHhHz/l4MGPU/DZ8Xws2ngauRX1bRyF3ApazNqBaDFrQlrbcPgq/rrzUoftpCI+hvgr8clj8fByl/RAZb0XLWZNCOnVfj0+DIM0ijb3BXvK4P1ziBvMNoiFfPznZEFPlueSKNgJId1KKOBj6V32C0crJEI8MCIQ786Nw+hQD2672cqwZFJ4T5focmhUDCGk200dooFUxIfB3HyxdEHiAKyYOgg8AHcOqkd1gwnXqhoxZbAvJCKBc4t1AXTGTgjpdlKRAPfE+nPPNx3Px/xPT6BUb8CckUF4+s4IRGncEe7t7sQqXQedsRNCesT8sSH49lwxAKDRZMWJ3Go8sP4YJkR6Q28w40hOJQqqGzExyhtuEoqm20Fn7ISQHjFqgCeGBdkvf1deZ8S354rxU1Y5AOBaVSPW7Op4BA1pHwU7IaTHjIvoeLUli41GYN8uCnZCSI8ZHtTxgtU0++Pto2AnhPSYseFeN90n4PMwdYgGi8eHucTsj1X1Rlid9NcHBTshpMd4uIkRoGq9cDWPB0yK8saGx+IRE9h8Vr87Q4uLJbqeLtEhrDaGeZ+cQEaxc+qnS8+EkB4V4euOEp3Bbtv/lk7A0J+7aaobTHjwo+OorDfBXSLEW3OGIUAtxecp1/Bi8qA+MWJGwOchv7IRmaV6DA9W9/j79/5PiBDiMhqMFhTVNLXaHu7jBsYYeDwevjxVgKsVDQAAXZMZL319HnEhasyKC4StD/W9v3rvYJwvrMUgPwWGBaogFPRcBwl1xRBCeswr36Yjr7LBbptIwMO8T05g2ZY01BnM+CmrzG5/ic6AIzmV8HKXQCEV9WS5t+XYlUpsPl2Is/k1qKw39eh70xk7IaTHzBsTjD0ZWph+nocdaJ4f5kKRDheKdMgq1UPAtz/fVEiFWDQ+DPw+dj314wXx+OpMIeKC1fBr47pCd6IzdkJIjxkX4Y1JA28+lv1yWT2ySvV22wxmK+aMDMSIEI+bvKr3eig+GKnXanr8fSnYCSE9yruLc60/mhACX4XEaUMHb9e8MSE9/p7UFUMI6VH1Rkun2o0O9cD6R0ZC32RGytUqNJltmDHMv+MXEjpjJ4T0PqMGeOCFuwfCVylFpEYBgYCP5BiNs8vqMyjYCSE9aliQCsOD1XgkIaTNC6JCPg+zRgQi0scdNQ3No0nuGOjTo8MF+7pu/aR27NiBhIQEyGQyeHh4YNasWXb7CwoKMGPGDMjlcvj6+uLFF1+ExWL/Z9rBgwcxcuRISCQSREZGYtOmTa3eZ/369QgNDYVUKkVCQgJOnTplt99gMGDp0qXw8vKCu7s75syZg7Iy+yFVnamFEHL77hsegM9/PQZ/fWAo3nlweKv9FhvDa99nYMLaAzhypdIJFfZ93Rbs33zzDRYsWIBFixbh/PnzOHbsGB555BFuv9VqxYwZM2AymXD8+HF89tln2LRpE15//XWuTV5eHmbMmIHJkycjLS0Ny5Ytw29+8xvs2bOHa7NlyxYsX74cq1atwtmzZzF8+HAkJyejvLyca/PCCy/ghx9+wNatW3Ho0CGUlJRg9uzZXaqFEOIY/ioZVLLm8eizRwYh0rftxTVMFhv2Zpa1uY90gHUDs9nMAgMD2aeffnrTNjt37mR8Pp9ptVpu24cffsiUSiUzGo2MMcZeeuklFhMTY/e6uXPnsuTkZO75mDFj2NKlS7nnVquVBQQEsNWrVzPGGKutrWUikYht3bqVa5OVlcUAsJSUlE7X0hk6nY4BYDqdrtOvIaS/++x4Hhvw8nbucf/7R9m/juayz47nsSvldc4uzyluN0u65Yz97NmzKC4uBp/Px4gRI+Dv74/p06cjIyODa5OSkoKhQ4dCo/nlgkhycjL0ej0uXrzItUlKSrI7dnJyMlJSUgAAJpMJqampdm34fD6SkpK4NqmpqTCbzXZtoqOjERISwrXpTC1tMRqN0Ov1dg9CSNfE3TCXSk5ZHQQ8HiZEeiPEU+6covq4bgn23NxcAMAf//hHvPrqq9i+fTs8PDxw5513orq6GgCg1WrtghQA91yr1bbbRq/Xo6mpCZWVlbBarW22aXkMsVgMtVrdbpuOamnL6tWroVKpuEdwcHD7HwwhpBU/pRTjI70wIdIbSqkQz90ViSEBCizbkobH/3Wqz45fd6YujWN/5ZVX8NZbb7XbJisrCzZb8+3Cf/jDHzBnzhwAwMaNGxEUFIStW7diyZIlt1hu77Jy5UosX76ce67X6yncCekiX6UU/16cAAC4WlEPHo+HCB93fPP0OIhoJMwt6VKwr1ixAgsXLmy3TXh4OEpLSwEAQ4YM4bZLJBKEh4ejoKAAAODn59dq9Mr1kSp+fn7cf28cvVJWVgalUgmZTAaBQACBQNBmm5bHMJlMqK2ttTtrv7FNR7W0RSKRQCLp2l10hJDWri+sEemr4LZRqN+6Ln1yPj4+iI6ObvchFosxatQoSCQSZGdnc681m83Iz8/HgAEDAACJiYlIT0+3G72yd+9eKJVK7hdCYmIi9u3bZ1fD3r17kZiYCADce7VsY7PZsG/fPq7NqFGjIBKJ7NpkZ2ejoKCAa9OZWgghpM9w8MVczvPPP88CAwPZnj172KVLl9jixYuZr68vq66uZowxZrFYWGxsLJs6dSpLS0tju3fvZj4+PmzlypXcMXJzc5lcLmcvvvgiy8rKYuvXr2cCgYDt3r2ba7N582YmkUjYpk2bWGZmJnvyySeZWq22G+Hy1FNPsZCQELZ//3525swZlpiYyBITE7n9namlM2hUDCHEEW43S7ot2E0mE1uxYgXz9fVlCoWCJSUlsYyMDLs2+fn5bPr06UwmkzFvb2+2YsUKZjab7docOHCAxcXFMbFYzMLDw9nGjRtbvde6detYSEgIE4vFbMyYMezEiRN2+5uamtgzzzzDPDw8mFwuZw888AArLS3tci0doWAnhDjC7WYJj7E+tCRJL6fX66FSqaDT6aBUKp1dDiGkj7rdLKGrE4QQ4mIo2AkhxMVQsBNCiIuhYCeEEBdDwU4IIS6Ggp0QQlwMBTshhLgYCnZCCHExFOyEEOJiKNgJIcTFdGnaXtK+67Mz0EpKhJDbcT1DbnXGFwp2B6qrqwMAWmyDEOIQdXV1UKlUXX4dTQLmQDabDSUlJVAoFNzCAT3l+upNhYWFNAFZB+iz6hz6nDqnOz4nxhjq6uoQEBAAPr/rPeZ0xu5AfD4fQUFBTq1BqVTSD2En0WfVOfQ5dY6jP6dbOVO/ji6eEkKIi6FgJ4QQF0PB7iIkEglWrVpFi2t3An1WnUOfU+f0xs+JLp4SQoiLoTN2QghxMRTshBDiYijYCSHExVCwE0KIi6Fgd6L8/HwsXrwYYWFhkMlkiIiIwKpVq2AymezaXbhwARMnToRUKkVwcDDWrl3b6lhbt25FdHQ0pFIphg4dip07d9rtZ4zh9ddfh7+/P2QyGZKSkpCTk2PXprq6GvPnz4dSqYRarcbixYtRX1/f5Vp6s/Xr1yM0NBRSqRQJCQk4deqUs0u6ZatXr8bo0aOhUCjg6+uLWbNmITs7266NwWDA0qVL4eXlBXd3d8yZMwdlZWV2bQoKCjBjxgzI5XL4+vrixRdfhMVisWtz8OBBjBw5EhKJBJGRkdi0aVOrejr6bDtTS09Ys2YNeDweli1b1qXa+tTnxIjT7Nq1iy1cuJDt2bOHXb16lW3bto35+vqyFStWcG10Oh3TaDRs/vz5LCMjg3355ZdMJpOxjz/+mGtz7NgxJhAI2Nq1a1lmZiZ79dVXmUgkYunp6VybNWvWMJVKxb7//nt2/vx5dv/997OwsDDW1NTEtZk2bRobPnw4O3HiBDty5AiLjIxk8+bN61ItvdnmzZuZWCxm//rXv9jFixfZE088wdRqNSsrK3N2abckOTmZbdy4kWVkZLC0tDR2zz33sJCQEFZfX8+1eeqpp1hwcDDbt28fO3PmDBs7diwbN24ct99isbDY2FiWlJTEzp07x3bu3Mm8vb3ZypUruTa5ublMLpez5cuXs8zMTLZu3TomEAjY7t27uTad+Ww7qqUnnDp1ioWGhrJhw4ax559/vtO19bXPiYK9l1m7di0LCwvjnn/wwQfMw8ODGY1GbtvLL7/MBg0axD1/6KGH2IwZM+yOk5CQwJYsWcIYY8xmszE/Pz/29ttvc/tra2uZRCJhX375JWOMsczMTAaAnT59mmuza9cuxuPxWHFxcadr6c3GjBnDli5dyj23Wq0sICCArV692olVOU55eTkDwA4dOsQYa/43FolEbOvWrVybrKwsBoClpKQwxhjbuXMn4/P5TKvVcm0+/PBDplQquX/nl156icXExNi919y5c1lycjL3vKPPtjO1dLe6ujoWFRXF9u7dy+644w4u2F3xc6KumF5Gp9PB09OTe56SkoJJkyZBLBZz25KTk5GdnY2amhquTVJSkt1xkpOTkZKSAgDIy8uDVqu1a6NSqZCQkMC1SUlJgVqtRnx8PNcmKSkJfD4fJ0+e7HQtvZXJZEJqaqrdZ8Dn85GUlMR9Bn2dTqcDAO77JzU1FWaz2e5rjo6ORkhIiN2/+9ChQ6HRaLg2ycnJ0Ov1uHjxItemve+vzny2namluy1duhQzZsxo9bW44udEwd6LXLlyBevWrcOSJUu4bVqt1u6bCQD3XKvVttum5f6Wr7tZG19fX7v9QqEQnp6eHb5Py/forSorK2G1Wtv9DPoym82GZcuWYfz48YiNjQXQ/G8iFouhVqvt2t74736r3196vR5NTU2d+mw7U0t32rx5M86ePYvVq1e32ueKnxMFezd45ZVXwOPx2n1cunTJ7jXFxcWYNm0aHnzwQTzxxBNOqpz0VUuXLkVGRgY2b97s7FJ6ncLCQjz//PP4z3/+A6lU6uxyegRN29sNVqxYgYULF7bbJjw8nPv/kpISTJ48GePGjcOGDRvs2vn5+bW6In79uZ+fX7ttWu6/vs3f39+uTVxcHNemvLzc7hgWiwXV1dUdvk/L9+itvL29IRAI2v2c+qpnn30W27dvx+HDh+2mjfbz84PJZEJtba3dGeCN3xs3jsro7PeXUqmETCaDQCDo8LPtTC3dJTU1FeXl5Rg5ciS3zWq14vDhw3j//fexZ88e1/ucOt0bT7pFUVERi4qKYg8//DCzWCyt9l+/YGkymbhtK1eubHXx9N5777V7XWJiYquLp++88w63X6fTtXnx9MyZM1ybPXv2tHnxtL1aerMxY8awZ599lntutVpZYGBgn714arPZ2NKlS1lAQAC7fPlyq/3XL8R9/fXX3LZLly61eVGw5aiMjz/+mCmVSmYwGBhjzRcFY2Nj7Y49b968VhcF2/tsO1NLd9Hr9Sw9Pd3uER8fzx599FGWnp7ukp8TBbsTFRUVscjISDZlyhRWVFTESktLucd1tbW1TKPRsAULFrCMjAy2efNmJpfLWw13FAqF7J133mFZWVls1apVbQ53VKvVbNu2bezChQts5syZbQ53HDFiBDt58iQ7evQoi4qKshvu2JlaerPNmzcziUTCNm3axDIzM9mTTz7J1Gq13UiHvuTpp59mKpWKHTx40O57p7GxkWvz1FNPsZCQELZ//3525swZlpiYyBITE7n914fxTZ06laWlpbHdu3czHx+fNofxvfjiiywrK4utX7++zWF8HX22HdXSk1qOiulMbX3tc6Jgd6KNGzcyAG0+Wjp//jybMGECk0gkLDAwkK1Zs6bVsb766is2cOBAJhaLWUxMDNuxY4fdfpvNxl577TWm0WiYRCJhU6ZMYdnZ2XZtqqqq2Lx585i7uztTKpVs0aJFrK6ursu19Gbr1q1jISEhTCwWszFjxrATJ044u6RbdrPvnY0bN3Jtmpqa2DPPPMM8PDyYXC5nDzzwgN2JA2OM5efns+nTpzOZTMa8vb3ZihUrmNlstmtz4MABFhcXx8RiMQsPD7d7j+s6+mw7U0tPuTHYXe1zoml7CSHExdCoGEIIcTEU7IQQ4mIo2AkhxMVQsBNCiIuhYCeEEBdDwU4IIS6Ggp0QQlwMBTshhLgYCnZCCHExFOyEEOJiKNgJIcTFULATQoiL+X+FasygPtStcAAAAABJRU5ErkJggg==", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "ca_uza.plot()" ] }, { "cell_type": "markdown", - "id": "677a3de4-307d-4522-8f6e-c47d45cb2feb", + "id": "e1fc9b6f-b354-48d5-b214-503c4c8f609e", + "metadata": {}, + "source": [ + "#### get stop location of all operators matching the criteria\n" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "id": "45cd42ea-627b-4521-9e73-47b6c59898c5", + "metadata": {}, + "outputs": [], + "source": [ + "# read in section g operators\n", + "sec_g_ops = pd.read_csv(\"gs://calitp-analytics-data/data-analyses/ntd/proposed_changes_agencies.csv\")" + ] + }, + { + "cell_type": "code", + "execution_count": 21, + "id": "97cb42e8-b40b-448d-82fb-47a330eecb7a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "26" + ] + }, + "execution_count": 21, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "sec_g_ntd_id = list(sec_g_ops[\"ntd_id\"].unique().astype(\"str\"))\n", + "\n", + "len(sec_g_ntd_id)" + ] + }, + { + "cell_type": "markdown", + "id": "b665931b-04e6-485f-8a12-07c195e95df7", "metadata": { "tags": [] }, "source": [ - "#### get CA UZAs" + "##### Tiffany Suggestion\n", + "This crosswalk you use is ntd_id to RTPA. You can combine that with several warehouse tables:\n", + "- `dim_organizations` and `dim_gtfs_datasets` and `dim_provider_gtfs_data`\n", + "\n", + "- since the above is a fairly complicated traversal, in `shared_utils`, there's a function that wraps this and gets you from a starting poitn of a `schedule_gtfs_dataset_key` (operator) to `ntd_id` . It is used and created here.\n", + "- Operators (based on GTFS schedule) are subject to a date. If you know which date you want, you can use the crosswalk created and saved out here in gtfs_analytics_data.yml find the GCS path. This will get you the operator's `schedule_gtfs_dataset_key` + `ntd_id` + other ntd columns and you can connect that to your ntd_id - RTPA crosswalk.\n" ] }, { "cell_type": "code", "execution_count": 22, - "id": "10504da7-54db-48f9-9128-cb07d96cd0ef", + "id": "f22f2d05-f08c-4791-8f7f-b0161b537216", "metadata": {}, "outputs": [], "source": [ - "ca_uza = uza_data[uza_data['NAMELSAD'].str.contains(\", CA\")].reset_index(drop=True)" + "# Per Tiffany's recommendation, she already has some resources in GCS to use.\n", + "\n", + "#stop from a specific date\n", + "gcs_stops = gpd.read_parquet(\"gs://calitp-analytics-data/data-analyses/rt_delay/compiled_cached_views/stops_2024-10-16.parquet\")\n", + "keep_cols_stops=[\n", + " \"feed_key\",\n", + " \"service_date\",\n", + " \"stop_id\",\n", + " \"stop_key\",\n", + " \"stop_name\",\n", + " \"geometry\"\n", + " \n", + "]\n", + "gcs_stops.to_crs(PROJ_CRS, inplace=True)\n", + "gcs_stops = gcs_stops[keep_cols_stops]\n", + "\n" ] }, { "cell_type": "code", - "execution_count": null, - "id": "317ccaca-1b4b-4f48-8b2f-0ce66100ab2d", + "execution_count": 23, + "id": "17f9a5e8-7908-4fed-9fae-f675895d36a8", + "metadata": {}, + "outputs": [], + "source": [ + "#crosswalk from gtfs dataset key to orgs\n", + "gcs_crosswalk = pd.read_parquet(\"gs://calitp-analytics-data/data-analyses/gtfs_schedule/crosswalk/gtfs_key_organization_2024-10-16.parquet\")\n", + "keep_cols_xwalk=[\n", + " \"schedule_source_record_id\",\n", + " \"schedule_gtfs_dataset_key\",\n", + " \"name\",\n", + " \"base64_url\",\n", + " \"organization_source_record_id\",\n", + " \"organization_name\",\n", + " \"caltrans_district\",\n", + " \"reporter_type\",\n", + " \"uza_name\",\n", + " \"primary_uza\",\n", + " \"voms_pt\",\n", + " \"voms_do\"\n", + "]\n", + "\n", + "gcs_crosswalk = gcs_crosswalk[keep_cols_xwalk]\n", + "gcs_crosswalk.rename(columns={\"name\":\"name_schedule\"}, inplace=True)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "b9f386ff-59fa-4eec-add5-b8c16a820cb3", + "metadata": {}, + "outputs": [], + "source": [ + "# dim orgs\n", + "dim_orgs = (tbls.mart_transit_database.dim_organizations()\n", + " >> filter(_._is_current == True,\n", + " _.ntd_id.isin(sec_g_ntd_id), # filters to ntd_id from Sec G operators\n", + " _.public_currently_operating_fixed_route == True\n", + " )\n", + " >> collect()\n", + " )\n", + " \n", + "\n", + "keep_cols_2 =[\n", + " \"key\",\n", + " \"source_record_id\",\n", + " \"name\",\n", + " \"organization_type\",\n", + " \"caltrans_district\",\n", + " \"is_public_entity\",\n", + " \"ntd_id\",\n", + " \"reporting_category\",\n", + " \"public_currently_operating_fixed_route\", \n", + "]\n", + "\n", + "dim_orgs =dim_orgs[keep_cols_2]\n", + "dim_orgs.rename(columns={\n", + " \"key\":\"key_orgs\",\n", + " \"name\":\"name_orgs\"\n", + "}, inplace=True)\n", + "\n", + "#dim_orgs.info()" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "92f4923b-fcf0-467e-beee-afdb98491f10", + "metadata": {}, + "outputs": [], + "source": [ + "# merge dim_orgs to crosswalk to get orgs with dataset keys\n", + "# 31 feeds, operators can have multile scheduele feeds\n", + "dim_orgs_to_crosswalk = dim_orgs.merge(gcs_crosswalk, left_on=\"source_record_id\", right_on=\"organization_source_record_id\", how=\"left\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "469a2084-d685-495c-982d-558ba3ba826b", + "metadata": {}, + "outputs": [], + "source": [ + "# use rt_utils to get crosswalk of schedule datasets to feed key\n", + "schedule_feed_xwalk = schedule_rt_utils.get_schedule_gtfs_dataset_key(date=\"2024-10-16\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "id": "b4b5b3bd-1ad7-4e8a-9081-9228888f3503", + "metadata": {}, + "outputs": [], + "source": [ + "# merge orgs/sched dataset to crosswalk shed dataset to feed key\n", + "orgs_to_feed_xwalk = dim_orgs_to_crosswalk.merge(schedule_feed_xwalk, left_on = \"schedule_gtfs_dataset_key\", right_on=\"gtfs_dataset_key\", how=\"left\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "adfb54f6-392a-4692-bda7-f3e21bb6073d", + "metadata": {}, + "outputs": [], + "source": [ + "# merge orgs/sched_dataset/feed_key table to stops\n", + "# should now have a list of Sec G orgs with stops\n", + "orgs_schedule_feed_stop = orgs_to_feed_xwalk.merge(gcs_stops, left_on = \"feed_key\", right_on=\"feed_key\", how=\"left\")\n" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "87f88450-10c0-4ace-b074-beccf9a1ba72", "metadata": {}, "outputs": [], "source": [ + "# ensure dataframe is still geodataframe\n", + "orgs_schedule_feed_stop = gpd.GeoDataFrame(orgs_schedule_feed_stop, geometry = \"geometry\", crs = PROJ_CRS)\n" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "id": "f9fef4f9-e8ef-45d3-bdc6-a9a6f18431fa", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "orgs_schedule_feed_stop.plot()" + ] + }, + { + "cell_type": "markdown", + "id": "c4ce763d-e0af-4620-8f8d-6c1d371536e1", + "metadata": {}, + "source": [ + "### Merging Orgs-with-stops to CA_UZA\n", + "- ca_uza\n", + "- orgs_schedule_feed_stop\n", + "- find out which stops are inside or outside the UZA" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "9782ab17-5aae-4179-a260-fb88e5116647", + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "True" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# ensur CRS matches both geodataframes\n", "display(\n", - " ca_uza.info(),\n", - " ca_uza.crs\n", + " ca_uza.crs == orgs_schedule_feed_stop.crs\n", ")" ] }, { "cell_type": "code", - "execution_count": 25, - "id": "674a7714-4c74-4f94-b777-970396b49e59", + "execution_count": 32, + "id": "9abf1194-cfcf-4409-ab05-f12263c9744f", + "metadata": {}, + "outputs": [], + "source": [ + "# sjoin betweek orgs-with-stops and CA_UZA\n", + "# left merge to keep all the stops, \n", + "uza_stops_sjoin = orgs_schedule_feed_stop.sjoin(ca_uza, \n", + " how=\"left\",\n", + " predicate=\"within\",\n", + " )\n", + "# some rows in the crosswalk did not match to the UZA, meaning those are the rows that are outside the UZA" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "id": "1922b81f-58e5-4cdb-901c-eb3030ac44f4", "metadata": {}, "outputs": [ { "data": { - "text/html": [ - "
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OBJECTIDUACENAMELSADPOPAREALANDSQMIAREAWATERSQMIPOPDENShape__AreaShape__Lengthgeometry
0266279417Santa Maria, CA Urban Area14360927.060.085306.841.047746e+089.341327e+04MULTIPOLYGON (((-120.43534 34.98668, -120.4352...
1266338215Hemet, CA Urban Area17319437.060.124673.611.396604e+081.241736e+05MULTIPOLYGON (((-116.86277 33.74268, -116.8627...
2266451445Los Angeles--Long Beach--Anaheim, CA Urban Area122373761636.8318.647476.286.251949e+091.263335e+06MULTIPOLYGON (((-117.99338 34.16800, -117.9929...
3266578661San Diego, CA Urban Area3070300674.7214.614550.452.540300e+099.807105e+05MULTIPOLYGON (((-117.03839 32.80671, -117.0382...
4266675340Riverside--San Bernardino, CA Urban Area2276703608.562.583741.102.308176e+091.118771e+06MULTIPOLYGON (((-117.15890 33.92832, -117.1584...
\n", - "
" - ], "text/plain": [ - " OBJECTID UACE NAMELSAD POP \\\n", - "0 2662 79417 Santa Maria, CA Urban Area 143609 \n", - "1 2663 38215 Hemet, CA Urban Area 173194 \n", - "2 2664 51445 Los Angeles--Long Beach--Anaheim, CA Urban Area 12237376 \n", - "3 2665 78661 San Diego, CA Urban Area 3070300 \n", - "4 2666 75340 Riverside--San Bernardino, CA Urban Area 2276703 \n", - "\n", - " AREALANDSQMI AREAWATERSQMI POPDEN Shape__Area Shape__Length \\\n", - "0 27.06 0.08 5306.84 1.047746e+08 9.341327e+04 \n", - "1 37.06 0.12 4673.61 1.396604e+08 1.241736e+05 \n", - "2 1636.83 18.64 7476.28 6.251949e+09 1.263335e+06 \n", - "3 674.72 14.61 4550.45 2.540300e+09 9.807105e+05 \n", - "4 608.56 2.58 3741.10 2.308176e+09 1.118771e+06 \n", - "\n", - " geometry \n", - "0 MULTIPOLYGON (((-120.43534 34.98668, -120.4352... \n", - "1 MULTIPOLYGON (((-116.86277 33.74268, -116.8627... \n", - "2 MULTIPOLYGON (((-117.99338 34.16800, -117.9929... \n", - "3 MULTIPOLYGON (((-117.03839 32.80671, -117.0382... \n", - "4 MULTIPOLYGON (((-117.15890 33.92832, -117.1584... " + "True 33394\n", + "False 3449\n", + "Name: inside_uza, dtype: int64" ] }, - "execution_count": 25, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "ca_uza.head()" + "# new column to indicate inside/outside the uza with bool.\n", + "uza_stops_sjoin[\"inside_uza\"] = uza_stops_sjoin[\"index_right\"].notna()\n", + "uza_stops_sjoin[\"inside_uza\"].value_counts()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "id": "35d11aef-86af-4f6b-b74f-567fd6de3859", + "metadata": {}, + "outputs": [], + "source": [ + "# save out as parquet\n", + "uza_stops_sjoin.to_parquet(\"gs://calitp-analytics-data/data-analyses/ntd/stops_in_or_out_uza.parquet\")" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "id": "74fb7600-e597-4e3a-952f-594889e644db", + "metadata": {}, + "outputs": [], + "source": [ + "# number of stops outside the uza\n", + "outside_uza = uza_stops_sjoin[uza_stops_sjoin[\"inside_uza\"]== False]\n", + "inside_uza = uza_stops_sjoin[uza_stops_sjoin[\"inside_uza\"]== True]\n" + ] + }, + { + "cell_type": "markdown", + "id": "af64030e-09db-405f-bd5e-4986ed88995e", + "metadata": {}, + "source": [ + "### Plotting orgs-with-stops over CA_UZA" ] }, { "cell_type": "code", - "execution_count": 27, - "id": "bfde52af-be7c-4d89-aa93-6c5e1959914d", + "execution_count": 37, + "id": "72625449-00f3-4f73-91bc-e989fd12cd36", + "metadata": {}, + "outputs": [], + "source": [ + "import matplotlib.pyplot as plt" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "id": "c00329bc-07c5-4d86-9f0c-dabd6c83bd1f", "metadata": {}, "outputs": [ { - "data": { - "text/plain": [ - "" - ] - }, - "execution_count": 27, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "stops outside the uza: 3449\n" + ] }, { "data": { - "image/png": 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", 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" ] }, "metadata": {}, @@ -1576,141 +1946,112 @@ } ], "source": [ - "ca_uza.plot()" - ] - }, - { - "cell_type": "markdown", - "id": "65592033-b6e9-4bf7-a24a-6b1d6f7a087b", - "metadata": {}, - "source": [ - "## Area 3 - Volunteer Reporters\n", - ">E: The third area is that I noticed that it was mentioned in Section H that voluntary reports may help a state receive more money. Given this helpful piece of information, I had 3 follow-up ideas. \n", - ">1. Can we figure out how it helps increase funding by being a voluntary reporter \n", - ">2. Can we do an audit to see which agencies aren’t reporters that maybe could be and \n", - ">3. What monetary benefit could be gained if we helped these agencies become voluntary reporters.\n", + "# Stops outside the UZA\n", + "print(f\"stops outside the uza: {len(outside_uza)}\")\n", "\n", - ">K: would auditing this entail simply looking at organizations that don’t have an NTD ID? Or something else?\n", + "fig, ax = plt.subplots(figsize=(10,10))\n", "\n", - ">E: Yes, I think we would look at all transit agencies in the transit database that operate fixed route service that don’t appear to have an NTD ID and are not present in NTD data." + "outside_uza.plot(\n", + " ax=ax,\n", + " marker=\"*\", \n", + " color=\"red\", \n", + " markersize=1);\n", + "\n", + "ca_uza.plot(\n", + " ax=ax, \n", + " color=\"green\", \n", + " alpha=0.5, \n", + ")\n", + "\n", + "plt.show()\n" ] }, { "cell_type": "code", - "execution_count": 86, - "id": "b9f386ff-59fa-4eec-add5-b8c16a820cb3", + "execution_count": 39, + "id": "110caddb-da10-42d5-9bfc-ddc2904f4b0e", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ - "\n", - "RangeIndex: 36 entries, 0 to 35\n", - "Data columns (total 9 columns):\n", - " # Column Non-Null Count Dtype \n", - "--- ------ -------------- ----- \n", - " 0 key 36 non-null object\n", - " 1 source_record_id 36 non-null object\n", - " 2 name 36 non-null object\n", - " 3 organization_type 36 non-null object\n", - " 4 caltrans_district 34 non-null object\n", - " 5 reporting_category 27 non-null object\n", - " 6 is_public_entity 36 non-null bool \n", - " 7 ntd_id 0 non-null object\n", - " 8 public_currently_operating_fixed_route 36 non-null bool \n", - "dtypes: bool(2), object(7)\n", - "memory usage: 2.2+ KB\n" + "stops inside the uza: 33394\n" ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" } ], "source": [ - "dim_orgs = (tbls.mart_transit_database.dim_organizations()\n", - " >> filter(_._is_current == True,\n", - " _.ntd_id.isna(),\n", - " _.public_currently_operating_fixed_route == True\n", - " )\n", - " >> collect()\n", - " )\n", + "#stops inside the UZA\n", + "print(f\"stops inside the uza: {len(inside_uza)}\")\n", "\n", - "keep_cols_2 =[\n", - " \"key\",\n", - " \"source_record_id\",\n", - " \"name\",\n", - " \"organization_type\",\n", - " \"caltrans_district\",\n", - " \"reporting_category\",\n", - " \"is_public_entity\",\n", - " \"ntd_id\",\n", - " \"public_currently_operating_fixed_route\", \n", - "]\n", + "fig, ax = plt.subplots(figsize=(10,10))\n", "\n", - "dim_orgs =dim_orgs[keep_cols_2]\n", + "inside_uza.plot(ax=ax, marker=\"*\", color=\"blue\", markersize=1);\n", + "ca_uza.plot(ax=ax, color=\"green\", alpha=0.5)\n", "\n", - "dim_orgs.info()" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 87, - "id": "86359867-8b8a-41a9-8579-b38b7eb89bb3", + "execution_count": 40, + "id": "4a55081f-195c-4f04-939b-9755a2c37f83", "metadata": {}, "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "All stops from Sec G Operators over UZA map\n" + ] + }, { "data": { + "image/png": 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", "text/plain": [ - "POINT 1\n", - "Amtrak 1\n", - "City of Mission Viejo 1\n", - "City of Mountain View 1\n", - "City of Newport Beach 1\n", - "City of Rancho Cordova 1\n", - "Plumas Transit Systems 1\n", - "Yosemite National Park 1\n", - "Los Angeles World Airports 1\n", - "City of San Juan Capistrano 1\n", - "City of South San Francisco 1\n", - "San Diego International Airport 1\n", - "Solano Transportation Authority 1\n", - "San Joaquin Joint Powers Authority 1\n", - "San Francisco International Airport 1\n", - "Capitol Corridor Joint Powers Authority 1\n", - "Tahoe Truckee Area Regional Transportation 1\n", - "City of Laguna Niguel 1\n", - "Curry Public Transit 1\n", - "City of San Clemente 1\n", - "City of Banning 1\n", - "Commute.org 1\n", - "City of Ripon 1\n", - "City of Clovis 1\n", - "City of Irvine 1\n", - "Presidio Trust 1\n", - "City of Alameda 1\n", - "City of Beaumont 1\n", - "Cloverdale Transit 1\n", - "City of La Puente 1\n", - "City of Morro Bay 1\n", - "Santa Cruz Harbor 1\n", - "City of Dana Point 1\n", - "City of Menlo Park 1\n", - "City of Santa Cruz 1\n", - "Dumbarton Bridge Regional Operations Consortium 1\n", - "Name: name, dtype: int64" + "
" ] }, - "execution_count": 87, "metadata": {}, - "output_type": "execute_result" + "output_type": "display_data" } ], "source": [ - "dim_orgs[\"name\"].value_counts()" + "#overlay inside and outside on the same map\n", + "print(\"All stops from Sec G Operators over UZA map\")\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,10))\n", + "\n", + "outside_uza.plot(ax=ax,marker=\"*\", color=\"red\", markersize=1);\n", + "inside_uza.plot(ax=ax, marker=\"*\", color=\"blue\", markersize=1);\n", + "\n", + "ca_uza.plot(ax=ax, color=\"green\", alpha=0.5)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "277516af-302d-42a9-9aba-1a24be05e4eb", + "metadata": {}, + "source": [ + "### Aggregate by Operators" ] }, { "cell_type": "code", - "execution_count": 88, - "id": "c053a7eb-c927-461a-8c3d-33281616610f", + "execution_count": 41, + "id": "45af941e-b2bc-4e02-a873-1b0a6096ea6b", "metadata": {}, "outputs": [ { @@ -1734,615 +2075,498 @@ " \n", " \n", " \n", - " key\n", - " source_record_id\n", - " name\n", - " organization_type\n", - " caltrans_district\n", - " reporting_category\n", - " is_public_entity\n", - " ntd_id\n", - " public_currently_operating_fixed_route\n", + " name_orgs\n", + " stop_key_count\n", + " stops_inside_uza\n", + " stops_outside_uza\n", + " inside_uza_pct\n", + " outside_uza_pct\n", " \n", " \n", " \n", " \n", " 0\n", - " 1d03fdbc2e4dfd044465b4437e70c9e0\n", - " recQRoE5mcCn6kdti\n", - " POINT\n", - " Independent Agency\n", - " 01 - Eureka\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Antelope Valley Transit Authority\n", + " 861\n", + " 702\n", + " 159\n", + " 81.533101\n", + " 18.466899\n", " \n", " \n", " 1\n", - " e8f13022ac8ecff976188979ac903d4a\n", - " recKsb5FnJy70up78\n", - " Amtrak\n", - " Federal Government\n", - " 03 - Marysville\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Butte County Association of Governments\n", + " 524\n", + " 345\n", + " 179\n", + " 65.839695\n", + " 34.160305\n", " \n", " \n", " 2\n", - " d4d53f5a85cec17582000a9e67a7d642\n", - " reczvlrgxLUDiBgAy\n", - " Commute.org\n", - " Joint Powers Agency\n", - " 04 - Oakland\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " City of Visalia\n", + " 504\n", + " 472\n", + " 32\n", + " 93.650794\n", + " 6.349206\n", " \n", " \n", " 3\n", - " 5c27763b1f9b74c1e0ef8a976c87da0e\n", - " reccEj7tecw0n60FO\n", - " City of Ripon\n", - " City/Town\n", - " 10 - Stockton\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Eastern Contra Costa Transit Authority\n", + " 600\n", + " 599\n", + " 1\n", + " 99.833333\n", + " 0.166667\n", " \n", " \n", " 4\n", - " 17b1533e3db2090ee03baec634cecc2e\n", - " rec2JrGQTZZh54ieL\n", - " City of Clovis\n", - " City/Town\n", - " 06 - Fresno\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Kings County Area Public Transit Agency\n", + " 229\n", + " 142\n", + " 87\n", + " 62.008734\n", + " 37.991266\n", " \n", " \n", " 5\n", - " de0dd501fabd3026dbda6de0946eaf35\n", - " recK4si1uIoj6HfrO\n", - " City of Irvine\n", - " City/Town\n", - " 12 - Irvine\n", - " None\n", - " True\n", - " None\n", - " True\n", + " Livermore-Amador Valley Transit Authority\n", + " 665\n", + " 663\n", + " 2\n", + " 99.699248\n", + " 0.300752\n", " \n", " \n", " 6\n", - " 4d66bee10854cee5940d2e62aebf657a\n", - " recsBfXgev9ICDCY1\n", - " Presidio Trust\n", - " Federal Government\n", - " 04 - Oakland\n", - " Other Transit\n", - " True\n", - " None\n", - " True\n", + " Marin County Transit District\n", + " 550\n", + " 512\n", + " 38\n", + " 93.090909\n", + " 6.909091\n", " \n", " \n", " 7\n", - " 848ce6656bd68e56a1ccf915ae2eee23\n", - " reczluQLW1y5oQqF8\n", - " City of Alameda\n", - " City/Town\n", - " 04 - Oakland\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Monterey-Salinas Transit\n", + " 918\n", + " 768\n", + " 150\n", + " 83.660131\n", + " 16.339869\n", " \n", " \n", " 8\n", - " 41f7aaa3446116fd1124b8ef1966ff14\n", - " recuGkFhN2WXGK67H\n", - " City of Banning\n", - " City/Town\n", - " None\n", - " None\n", - " True\n", - " None\n", - " True\n", + " Napa Valley Transportation Authority\n", + " 245\n", + " 207\n", + " 38\n", + " 84.489796\n", + " 15.510204\n", " \n", " \n", " 9\n", - " 2452010e249a5f27fc5cc30910643214\n", - " reciWrBgYsAIm9eKK\n", - " City of Beaumont\n", - " City/Town\n", - " 08 - San Bernardino\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " North County Transit District\n", + " 3616\n", + " 3218\n", + " 398\n", + " 88.993363\n", + " 11.006637\n", " \n", " \n", " 10\n", - " 1c1a9850ea30294d4cdf272a80ea4f69\n", - " reczHeS54sIl4NOcF\n", - " City of La Puente\n", - " City/Town\n", - " 07 - Los Angeles\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Placer County\n", + " 149\n", + " 114\n", + " 35\n", + " 76.510067\n", + " 23.489933\n", " \n", " \n", " 11\n", - " 48a96c9f6a0b599ea8207b39183fefc7\n", - " recH53ghrYpk4gKhe\n", - " City of Morro Bay\n", - " City/Town\n", - " 05 - San Luis Obispo\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Riverside Transit Agency\n", + " 2138\n", + " 2070\n", + " 68\n", + " 96.819457\n", + " 3.180543\n", " \n", " \n", " 12\n", - " 79e42a2d6056cc685387ef9187daf794\n", - " recNSGNAyM91vsTU7\n", - " Santa Cruz Harbor\n", - " Independent Agency\n", - " 05 - San Luis Obispo\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " San Diego Metropolitan Transit System\n", + " 8344\n", + " 8168\n", + " 176\n", + " 97.890700\n", + " 2.109300\n", " \n", " \n", " 13\n", - " 97e128b56fff3421b4102df3c66d8f56\n", - " receSouvQI31vHz4D\n", - " City of Dana Point\n", - " City/Town\n", - " 12 - Irvine\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " San Joaquin Regional Transit District\n", + " 899\n", + " 888\n", + " 11\n", + " 98.776418\n", + " 1.223582\n", " \n", " \n", " 14\n", - " 52a6eb3bb3ba5c35224f4f0e7088790e\n", - " recLHHpOMdW69jAsc\n", - " City of Menlo Park\n", - " City/Town\n", - " 04 - Oakland\n", - " None\n", - " True\n", - " None\n", - " True\n", + " San Luis Obispo Regional Transit Authority\n", + " 310\n", + " 239\n", + " 71\n", + " 77.096774\n", + " 22.903226\n", " \n", " \n", " 15\n", - " fa120b24b8ee045bdc28cbe0167038fd\n", - " reczbRiAs0zFytcvm\n", - " City of Santa Cruz\n", - " City/Town\n", - " 05 - San Luis Obispo\n", - " None\n", - " True\n", - " None\n", - " True\n", + " San Mateo County Transit District\n", + " 1890\n", + " 1762\n", + " 128\n", + " 93.227513\n", + " 6.772487\n", " \n", " \n", " 16\n", - " 3a814fcf275575080638856737804f69\n", - " recRM3c9Zfaft4V2B\n", - " Cloverdale Transit\n", - " Independent Agency\n", - " 04 - Oakland\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Santa Clara Valley Transportation Authority\n", + " 6608\n", + " 6530\n", + " 78\n", + " 98.819613\n", + " 1.180387\n", " \n", " \n", " 17\n", - " 313153a638c1f0f51deaa7a60e8001ba\n", - " recwtQ7m3C59jbnrc\n", - " City of San Clemente\n", - " City/Town\n", - " 12 - Irvine\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Santa Cruz Metropolitan Transit District\n", + " 756\n", + " 673\n", + " 83\n", + " 89.021164\n", + " 10.978836\n", " \n", " \n", " 18\n", - " a1e93b65b71053a93b8bad41a29a44e5\n", - " recfehHpcFaXUXhkt\n", - " Curry Public Transit\n", - " Independent Agency\n", - " 01 - Eureka\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Sonoma County\n", + " 995\n", + " 619\n", + " 376\n", + " 62.211055\n", + " 37.788945\n", " \n", " \n", " 19\n", - " 2d6fbf795084dff514d88c3594f76e15\n", - " recwBSFrVmbeGqn0g\n", - " City of Laguna Niguel\n", - " City/Town\n", - " 12 - Irvine\n", - " None\n", - " True\n", - " None\n", - " True\n", + " Stanislaus Regional Transit Authority\n", + " 909\n", + " 820\n", + " 89\n", + " 90.209021\n", + " 9.790979\n", " \n", " \n", " 20\n", - " 25232b6a56d0264dcddb4913bf968434\n", - " reckGS8egMZryjbX7\n", - " City of Mission Viejo\n", - " City/Town\n", - " 12 - Irvine\n", - " None\n", - " True\n", - " None\n", - " True\n", + " SunLine Transit Agency\n", + " 574\n", + " 467\n", + " 107\n", + " 81.358885\n", + " 18.641115\n", " \n", " \n", " 21\n", - " 5dca73aae32d569ea5f40e417d45b72d\n", - " rec4pDiUorjWbUfvU\n", - " City of Mountain View\n", - " City/Town\n", - " 04 - Oakland\n", - " None\n", - " True\n", - " None\n", - " True\n", + " Transit Joint Powers Authority for Merced County\n", + " 459\n", + " 352\n", + " 107\n", + " 76.688453\n", + " 23.311547\n", " \n", " \n", " 22\n", - " 0de6e548537b6a25aa8b873a2ea91519\n", - " rectXzoXm6gBuNBHK\n", - " City of Newport Beach\n", - " City/Town\n", - " 12 - Irvine\n", - " None\n", - " True\n", - " None\n", - " True\n", + " Tulare County Regional Transit Agency\n", + " 308\n", + " 149\n", + " 159\n", + " 48.376623\n", + " 51.623377\n", " \n", " \n", " 23\n", - " 26b06404aa62a3d05e9ffd0ffc1c2343\n", - " rec43oyrfhtPDdRHj\n", - " City of Rancho Cordova\n", - " City/Town\n", - " 03 - Marysville\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Ventura County Transportation Commission\n", + " 1279\n", + " 1121\n", + " 158\n", + " 87.646599\n", + " 12.353401\n", " \n", " \n", " 24\n", - " 82701eb1de9e67b3fec7cb153d2c44c8\n", - " reccfMGlQeXIrHcad\n", - " Plumas Transit Systems\n", - " Independent Agency\n", - " 02 - Redding\n", - " Core\n", - " True\n", - " None\n", - " True\n", + " Victor Valley Transit Authority\n", + " 2127\n", + " 1418\n", + " 709\n", + " 66.666667\n", + " 33.333333\n", " \n", " \n", " 25\n", - " 4e807100eaf481d56bd883afda553331\n", - " recg58MziBRsVfavn\n", - " Yosemite National Park\n", - " Federal Government\n", - " 10 - Stockton\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", - " \n", - " \n", - " 26\n", - " 227f25d23231d03b9e6d0827bedef573\n", - " recdLxGPqFmJLG21a\n", - " Los Angeles World Airports\n", - " Independent Agency\n", - " 07 - Los Angeles\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", - " \n", - " \n", - " 27\n", - " 2868bbafaa4e330da76b27a34c9dec84\n", - " recEHMkhVmzSWO9nZ\n", - " City of San Juan Capistrano\n", - " City/Town\n", - " 12 - Irvine\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", - " \n", - " \n", - " 28\n", - " f674be485552837860bfb987316fb170\n", - " recPtsCi89lKcXaTW\n", - " City of South San Francisco\n", - " City/Town\n", - " 04 - Oakland\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", - " \n", - " \n", - " 29\n", - " 76677611969904bf1f4ad09f6dd631cf\n", - " recfbLFdDnCxgIfAB\n", - " San Diego International Airport\n", - " Independent Agency\n", - " 11 - San Diego\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", - " \n", - " \n", - " 30\n", - " d14e900babddcfc79465fb18bae82826\n", - " rec7ShjfgRPLU0yjY\n", - " Solano Transportation Authority\n", - " Independent Agency\n", - " 04 - Oakland\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", - " \n", - " \n", - " 31\n", - " 81b4e86d203f5f57fb689fadcb652b56\n", - " recvUlrKS1N2mvAwk\n", - " San Joaquin Joint Powers Authority\n", - " Independent Agency\n", - " 10 - Stockton\n", - " Core\n", - " True\n", - " None\n", - " True\n", - " \n", - " \n", - " 32\n", - " 360e8fb158de1a3cc5638e3af7dcc8de\n", - " recd6X5l7vkBXk9hc\n", - " San Francisco International Airport\n", - " Independent Agency\n", - " 04 - Oakland\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", - " \n", - " \n", - " 33\n", - " 5df3b35b1c099c207e09fa6c81a207eb\n", - " recvEBkSBc7UxlarC\n", - " Capitol Corridor Joint Powers Authority\n", - " Independent Agency\n", - " 04 - Oakland\n", - " Other Public Transit\n", - " True\n", - " None\n", - " True\n", + " Yolo County Transportation District\n", + " 386\n", + " 376\n", + " 10\n", + " 97.409326\n", + " 2.590674\n", " \n", - " \n", - " 34\n", - " 3d442fdd55188cad1f1e2206602bad31\n", - " reco3K1VuCBdGRhtV\n", - " Tahoe Truckee Area Regional Transportation\n", - " Independent Agency\n", - " 03 - Marysville\n", - " Core\n", - " True\n", - " None\n", - " True\n", + " \n", + "\n", + "" + ], + "text/plain": [ + " name_orgs stop_key_count \\\n", + "0 Antelope Valley Transit Authority 861 \n", + "1 Butte County Association of Governments 524 \n", + "2 City of Visalia 504 \n", + "3 Eastern Contra Costa Transit Authority 600 \n", + "4 Kings County Area Public Transit Agency 229 \n", + "5 Livermore-Amador Valley Transit Authority 665 \n", + "6 Marin County Transit District 550 \n", + "7 Monterey-Salinas Transit 918 \n", + "8 Napa Valley Transportation Authority 245 \n", + "9 North County Transit District 3616 \n", + "10 Placer County 149 \n", + "11 Riverside Transit Agency 2138 \n", + "12 San Diego Metropolitan Transit System 8344 \n", + "13 San Joaquin Regional Transit District 899 \n", + "14 San Luis Obispo Regional Transit Authority 310 \n", + "15 San Mateo County Transit District 1890 \n", + "16 Santa Clara Valley Transportation Authority 6608 \n", + "17 Santa Cruz Metropolitan Transit District 756 \n", + "18 Sonoma County 995 \n", + "19 Stanislaus Regional Transit Authority 909 \n", + "20 SunLine Transit Agency 574 \n", + "21 Transit Joint Powers Authority for Merced County 459 \n", + "22 Tulare County Regional Transit Agency 308 \n", + "23 Ventura County Transportation Commission 1279 \n", + "24 Victor Valley Transit Authority 2127 \n", + "25 Yolo County Transportation District 386 \n", + "\n", + " stops_inside_uza stops_outside_uza inside_uza_pct outside_uza_pct \n", + "0 702 159 81.533101 18.466899 \n", + "1 345 179 65.839695 34.160305 \n", + "2 472 32 93.650794 6.349206 \n", + "3 599 1 99.833333 0.166667 \n", + "4 142 87 62.008734 37.991266 \n", + "5 663 2 99.699248 0.300752 \n", + "6 512 38 93.090909 6.909091 \n", + "7 768 150 83.660131 16.339869 \n", + "8 207 38 84.489796 15.510204 \n", + "9 3218 398 88.993363 11.006637 \n", + "10 114 35 76.510067 23.489933 \n", + "11 2070 68 96.819457 3.180543 \n", + "12 8168 176 97.890700 2.109300 \n", + "13 888 11 98.776418 1.223582 \n", + "14 239 71 77.096774 22.903226 \n", + "15 1762 128 93.227513 6.772487 \n", + "16 6530 78 98.819613 1.180387 \n", + "17 673 83 89.021164 10.978836 \n", + "18 619 376 62.211055 37.788945 \n", + "19 820 89 90.209021 9.790979 \n", + "20 467 107 81.358885 18.641115 \n", + "21 352 107 76.688453 23.311547 \n", + "22 149 159 48.376623 51.623377 \n", + "23 1121 158 87.646599 12.353401 \n", + "24 1418 709 66.666667 33.333333 \n", + "25 376 10 97.409326 2.590674 " + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Group the sjoin by orgs, aggregate by stops\n", + "\n", + "agg = uza_stops_sjoin.groupby(\"name_orgs\").agg(\n", + " stop_key_count=(\"stop_key\",\"count\"), # Count all non-NaN values in stop_key\n", + " stops_inside_uza=(\"inside_uza\", lambda x: (x == True).sum()), # Count True values\n", + " stops_outside_uza=(\"inside_uza\", lambda x: (x == False).sum()), # Count False values\n", + ").reset_index()\n", + "\n", + "agg[\"inside_uza_pct\"] = ((agg[\"stops_inside_uza\"]/agg[\"stop_key_count\"])*100)\n", + "agg[\"outside_uza_pct\"] = ((agg[\"stops_outside_uza\"]/agg[\"stop_key_count\"])*100)\n", + "\n", + "agg" + ] + }, + { + "cell_type": "markdown", + "id": "03f22339-10b7-4ae2-aa30-b8769a46b001", + "metadata": {}, + "source": [ + "### Operators with more stops outside the UZA than inside" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "id": "7a2480c0-e30e-414f-84d6-cf9ddb9120ba", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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name_orgsstop_key_countstops_inside_uzastops_outside_uzainside_uza_pctoutside_uza_pct
35100b94a15d097469a628eb45e9b22bearecn8zTmGbYZv1qxVDumbarton Bridge Regional Operations ConsortiumJoint Powers AgencyNoneNoneTrueNoneTrue22Tulare County Regional Transit Agency30814915948.37662351.623377
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" ], "text/plain": [ - " key source_record_id \\\n", - "0 1d03fdbc2e4dfd044465b4437e70c9e0 recQRoE5mcCn6kdti \n", - "1 e8f13022ac8ecff976188979ac903d4a recKsb5FnJy70up78 \n", - "2 d4d53f5a85cec17582000a9e67a7d642 reczvlrgxLUDiBgAy \n", - "3 5c27763b1f9b74c1e0ef8a976c87da0e reccEj7tecw0n60FO \n", - "4 17b1533e3db2090ee03baec634cecc2e rec2JrGQTZZh54ieL \n", - "5 de0dd501fabd3026dbda6de0946eaf35 recK4si1uIoj6HfrO \n", - "6 4d66bee10854cee5940d2e62aebf657a recsBfXgev9ICDCY1 \n", - "7 848ce6656bd68e56a1ccf915ae2eee23 reczluQLW1y5oQqF8 \n", - "8 41f7aaa3446116fd1124b8ef1966ff14 recuGkFhN2WXGK67H \n", - "9 2452010e249a5f27fc5cc30910643214 reciWrBgYsAIm9eKK \n", - "10 1c1a9850ea30294d4cdf272a80ea4f69 reczHeS54sIl4NOcF \n", - "11 48a96c9f6a0b599ea8207b39183fefc7 recH53ghrYpk4gKhe \n", - "12 79e42a2d6056cc685387ef9187daf794 recNSGNAyM91vsTU7 \n", - "13 97e128b56fff3421b4102df3c66d8f56 receSouvQI31vHz4D \n", - "14 52a6eb3bb3ba5c35224f4f0e7088790e recLHHpOMdW69jAsc \n", - "15 fa120b24b8ee045bdc28cbe0167038fd reczbRiAs0zFytcvm \n", - "16 3a814fcf275575080638856737804f69 recRM3c9Zfaft4V2B \n", - "17 313153a638c1f0f51deaa7a60e8001ba recwtQ7m3C59jbnrc \n", - "18 a1e93b65b71053a93b8bad41a29a44e5 recfehHpcFaXUXhkt \n", - "19 2d6fbf795084dff514d88c3594f76e15 recwBSFrVmbeGqn0g \n", - "20 25232b6a56d0264dcddb4913bf968434 reckGS8egMZryjbX7 \n", - "21 5dca73aae32d569ea5f40e417d45b72d rec4pDiUorjWbUfvU \n", - "22 0de6e548537b6a25aa8b873a2ea91519 rectXzoXm6gBuNBHK \n", - "23 26b06404aa62a3d05e9ffd0ffc1c2343 rec43oyrfhtPDdRHj \n", - "24 82701eb1de9e67b3fec7cb153d2c44c8 reccfMGlQeXIrHcad \n", - "25 4e807100eaf481d56bd883afda553331 recg58MziBRsVfavn \n", - "26 227f25d23231d03b9e6d0827bedef573 recdLxGPqFmJLG21a \n", - "27 2868bbafaa4e330da76b27a34c9dec84 recEHMkhVmzSWO9nZ \n", - "28 f674be485552837860bfb987316fb170 recPtsCi89lKcXaTW \n", - "29 76677611969904bf1f4ad09f6dd631cf recfbLFdDnCxgIfAB \n", - "30 d14e900babddcfc79465fb18bae82826 rec7ShjfgRPLU0yjY \n", - "31 81b4e86d203f5f57fb689fadcb652b56 recvUlrKS1N2mvAwk \n", - "32 360e8fb158de1a3cc5638e3af7dcc8de recd6X5l7vkBXk9hc \n", - "33 5df3b35b1c099c207e09fa6c81a207eb recvEBkSBc7UxlarC \n", - "34 3d442fdd55188cad1f1e2206602bad31 reco3K1VuCBdGRhtV \n", - "35 100b94a15d097469a628eb45e9b22bea recn8zTmGbYZv1qxV \n", + " name_orgs stop_key_count stops_inside_uza \\\n", + "22 Tulare County Regional Transit Agency 308 149 \n", "\n", - " name organization_type \\\n", - "0 POINT Independent Agency \n", - "1 Amtrak Federal Government \n", - "2 Commute.org Joint Powers Agency \n", - "3 City of Ripon City/Town \n", - "4 City of Clovis City/Town \n", - "5 City of Irvine City/Town \n", - "6 Presidio Trust Federal Government \n", - "7 City of Alameda City/Town \n", - "8 City of Banning City/Town \n", - "9 City of Beaumont City/Town \n", - "10 City of La Puente City/Town \n", - "11 City of Morro Bay City/Town \n", - "12 Santa Cruz Harbor Independent Agency \n", - "13 City of Dana Point City/Town \n", - "14 City of Menlo Park City/Town \n", - "15 City of Santa Cruz City/Town \n", - "16 Cloverdale Transit Independent Agency \n", - "17 City of San Clemente City/Town \n", - "18 Curry Public Transit Independent Agency \n", - "19 City of Laguna Niguel City/Town \n", - "20 City of Mission Viejo City/Town \n", - "21 City of Mountain View City/Town \n", - "22 City of Newport Beach City/Town \n", - "23 City of Rancho Cordova City/Town \n", - "24 Plumas Transit Systems Independent Agency \n", - "25 Yosemite National Park Federal Government \n", - "26 Los Angeles World Airports Independent Agency \n", - "27 City of San Juan Capistrano City/Town \n", - "28 City of South San Francisco City/Town \n", - "29 San Diego International Airport Independent Agency \n", - "30 Solano Transportation Authority Independent Agency \n", - "31 San Joaquin Joint Powers Authority Independent Agency \n", - "32 San Francisco International Airport Independent Agency \n", - "33 Capitol Corridor Joint Powers Authority Independent Agency \n", - "34 Tahoe Truckee Area Regional Transportation Independent Agency \n", - "35 Dumbarton Bridge Regional Operations Consortium Joint Powers Agency \n", - "\n", - " caltrans_district reporting_category is_public_entity ntd_id \\\n", - "0 01 - Eureka Other Public Transit True None \n", - "1 03 - Marysville Other Public Transit True None \n", - "2 04 - Oakland Other Public Transit True None \n", - "3 10 - Stockton Other Public Transit True None \n", - "4 06 - Fresno Other Public Transit True None \n", - "5 12 - Irvine None True None \n", - "6 04 - Oakland Other Transit True None \n", - "7 04 - Oakland Other Public Transit True None \n", - "8 None None True None \n", - "9 08 - San Bernardino Other Public Transit True None \n", - "10 07 - Los Angeles Other Public Transit True None \n", - "11 05 - San Luis Obispo Other Public Transit True None \n", - "12 05 - San Luis Obispo Other Public Transit True None \n", - "13 12 - Irvine Other Public Transit True None \n", - "14 04 - Oakland None True None \n", - "15 05 - San Luis Obispo None True None \n", - "16 04 - Oakland Other Public Transit True None \n", - "17 12 - Irvine Other Public Transit True None \n", - "18 01 - Eureka Other Public Transit True None \n", - "19 12 - Irvine None True None \n", - "20 12 - Irvine None True None \n", - "21 04 - Oakland None True None \n", - "22 12 - Irvine None True None \n", - "23 03 - Marysville Other Public Transit True None \n", - "24 02 - Redding Core True None \n", - "25 10 - Stockton Other Public Transit True None \n", - "26 07 - Los Angeles Other Public Transit True None \n", - "27 12 - Irvine Other Public Transit True None \n", - "28 04 - Oakland Other Public Transit True None \n", - "29 11 - San Diego Other Public Transit True None \n", - "30 04 - Oakland Other Public Transit True None \n", - "31 10 - Stockton Core True None \n", - "32 04 - Oakland Other Public Transit True None \n", - "33 04 - Oakland Other Public Transit True None \n", - "34 03 - Marysville Core True None \n", - "35 None None True None \n", - "\n", - " public_currently_operating_fixed_route \n", - "0 True \n", - "1 True \n", - "2 True \n", - "3 True \n", - "4 True \n", - "5 True \n", - "6 True \n", - "7 True \n", - "8 True \n", - "9 True \n", - "10 True \n", - "11 True \n", - "12 True \n", - "13 True \n", - "14 True \n", - "15 True \n", - "16 True \n", - "17 True \n", - "18 True \n", - "19 True \n", - "20 True \n", - "21 True \n", - "22 True \n", - "23 True \n", - "24 True \n", - "25 True \n", - "26 True \n", - "27 True \n", - "28 True \n", - "29 True \n", - "30 True \n", - "31 True \n", - "32 True \n", - "33 True \n", - "34 True \n", - "35 True " + " stops_outside_uza inside_uza_pct outside_uza_pct \n", + "22 159 48.376623 51.623377 " ] }, - "execution_count": 88, + "execution_count": 42, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "dim_orgs" + "# Are there any operators with more stops outside that inside UZA?\n", + "agg[agg[\"outside_uza_pct\"]>=agg[\"inside_uza_pct\"]]" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "id": "b588f4fa-b335-48c7-9f20-1fb7940c0782", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Map filtered by operator\n", + "\n", + "OPERATOR = \"Tulare County Regional Transit Agency\"\n", + "\n", + "fig, ax = plt.subplots(figsize=(10,10))\n", + "\n", + "outside_uza[outside_uza[\"name_orgs\"]==OPERATOR].plot(\n", + " ax=ax,\n", + " marker=\"*\", \n", + " color=\"red\", \n", + " markersize=1);\n", + "inside_uza[inside_uza[\"name_orgs\"]==OPERATOR].plot(ax=ax, marker=\"*\", color=\"blue\", markersize=1);\n", + "ca_uza.plot(ax=ax, color=\"green\", alpha=0.5)\n", + "\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "38ec57a4-d82e-4ce1-aaaf-5965ac0ff49a", + "metadata": {}, + "source": [ + "---" + ] + }, + { + "cell_type": "markdown", + "id": "65592033-b6e9-4bf7-a24a-6b1d6f7a087b", + "metadata": { + "tags": [] + }, + "source": [ + "## Area 3 - Volunteer Reporters\n", + ">E: The third area is that I noticed that it was mentioned in Section H that voluntary reports may help a state receive more money. Given this helpful piece of information, I had 3 follow-up ideas. \n", + ">1. Can we figure out how it helps increase funding by being a voluntary reporter \n", + ">2. Can we do an audit to see which agencies aren’t reporters that maybe could be and \n", + ">3. What monetary benefit could be gained if we helped these agencies become voluntary reporters.\n", + "\n", + ">K: would auditing this entail simply looking at organizations that don’t have an NTD ID? Or something else?\n", + "\n", + ">E: Yes, I think we would look at all transit agencies in the transit database that operate fixed route service that don’t appear to have an NTD ID and are not present in NTD data." + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "9aa730aa-fe0a-41e6-9d67-24e47a583e8d", + "metadata": {}, + "outputs": [], + "source": [ + "# dim orgs\n", + "dim_orgs = (tbls.mart_transit_database.dim_organizations()\n", + " >> filter(_._is_current == True,\n", + " _.ntd_id.isna(),\n", + " _.public_currently_operating_fixed_route == True\n", + " )\n", + " >> collect()\n", + " )\n", + "\n", + "keep_cols_2 =[\n", + " \"key\",\n", + " \"source_record_id\",\n", + " \"name\",\n", + " \"organization_type\",\n", + " \"caltrans_district\",\n", + " \"reporting_category\",\n", + " \"is_public_entity\",\n", + " \"ntd_id\",\n", + " \"public_currently_operating_fixed_route\", \n", + "]\n", + "\n", + "dim_orgs =dim_orgs[keep_cols_2]\n", + "\n", + "#dim_orgs.info()" ] }, {