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| "id": "7fc3eb30-23ad-430d-8626-6ed4a75278ef", | |
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| "\u001b[0mCollecting streamlit\n", | |
| " Obtaining dependency information for streamlit from https://files.pythonhosted.org/packages/3d/b0/031933cb253d757dfc8791707d413ce90ab52ec7fb4524ef955070136d31/streamlit-1.43.2-py2.py3-none-any.whl.metadata\n", | |
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| "Collecting toml<2,>=0.10.1 (from streamlit)\n", | |
| " Obtaining dependency information for toml<2,>=0.10.1 from https://files.pythonhosted.org/packages/44/6f/7120676b6d73228c96e17f1f794d8ab046fc910d781c8d151120c3f1569e/toml-0.10.2-py2.py3-none-any.whl.metadata\n", | |
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| "Collecting watchdog<7,>=2.1.5 (from streamlit)\n", | |
| " Obtaining dependency information for watchdog<7,>=2.1.5 from https://files.pythonhosted.org/packages/b5/e8/dbf020b4d98251a9860752a094d09a65e1b436ad181faf929983f697048f/watchdog-6.0.0-py3-none-manylinux2014_x86_64.whl.metadata\n", | |
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| ] | |
| } | |
| ], | |
| "source": [ | |
| "!pip install streamlit " | |
| ] | |
| }, | |
| { | |
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| "execution_count": 2, | |
| "id": "db4f1d12-4584-45e6-876d-1712092c029d", | |
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| "\u001b[0mSuccessfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.10.1\n", | |
| "\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0m" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!pip install fiona " | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 3, | |
| "id": "7099edf0-b09c-48dd-ac9c-c25d44b78765", | |
| "metadata": {}, | |
| "outputs": [ | |
| { | |
| "name": "stdout", | |
| "output_type": "stream", | |
| "text": [ | |
| "\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0mRequirement already satisfied: shapely in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (2.0.7)\n", | |
| "Requirement already satisfied: numpy<3,>=1.14 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from shapely) (1.26.4)\n", | |
| "\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0m\u001b[33mWARNING: Ignoring invalid distribution ~vidia-nccl-cu12 (/home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages)\u001b[0m\u001b[33m\n", | |
| "\u001b[0m" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "!pip install shapely" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 4, | |
| "id": "4b531f13-2f5c-4bf3-b821-a3e0b2438c18", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "import streamlit as st\n", | |
| "import geopandas as gpd\n", | |
| "import zipfile\n", | |
| "import os\n", | |
| "from pathlib import Path" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 5, | |
| "id": "377ffc26-f4e3-44fa-af73-782f8e62274d", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [ | |
| "# Constants\n", | |
| "UTM_CRS = 'EPSG:32618' # UTM Zone 18N for NYC, in meters\n", | |
| "ACRES_PER_SQ_METER = 1 / 4046.86" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": 6, | |
| "id": "cc9648f7-9cff-42bb-a237-e0f433b3454e", | |
| "metadata": { | |
| "scrolled": True | |
| }, | |
| "outputs": [ | |
| { | |
| "name": "stderr", | |
| "output_type": "stream", | |
| "text": [ | |
| "2025-03-23 18:43:09.475 WARNING streamlit.runtime.caching.cache_data_api: No runtime found, using MemoryCacheStorageManager\n", | |
| "2025-03-23 18:43:09.480 WARNING streamlit.runtime.scriptrunner_utils.script_run_context: Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:10.640 \n", | |
| " \u001b[33m\u001b[1mWarning:\u001b[0m to view this Streamlit app on a browser, run it with the following\n", | |
| " command:\n", | |
| "\n", | |
| " streamlit run /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages/ipykernel_launcher.py [ARGUMENTS]\n", | |
| "2025-03-23 18:43:10.642 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:10.643 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:10.644 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:10.645 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:10.647 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:10.648 No runtime found, using MemoryCacheStorageManager\n", | |
| "2025-03-23 18:43:10.649 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:10.650 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:10.652 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.200 Thread 'Thread-5': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.216 Thread 'Thread-5': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.218 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.219 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.222 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.223 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.224 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.225 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.227 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.228 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n", | |
| "2025-03-23 18:43:11.229 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n" | |
| ] | |
| } | |
| ], | |
| "source": [ | |
| "# Cache floodplain data loading\n", | |
| "@st.cache_data\n", | |
| "def load_floodplain_data():\n", | |
| " # Replace with the actual path to your downloaded shapefile\n", | |
| " floodplain_gdf = gpd.read_file('S_FLD_HAZ_AR.shp')\n", | |
| " return floodplain_gdf.to_crs(UTM_CRS)\n", | |
| "\n", | |
| "# Process uploaded KML/KMZ file\n", | |
| "def process_uploaded_file(uploaded_file):\n", | |
| " if uploaded_file.name.endswith('.kmz'):\n", | |
| " with zipfile.ZipFile(uploaded_file, 'r') as kmz:\n", | |
| " kmz.extract('doc.kml', 'temp')\n", | |
| " boundary_gdf = gpd.read_file('temp/doc.kml', driver='KML')\n", | |
| " os.remove('temp/doc.kml')\n", | |
| " else:\n", | |
| " boundary_gdf = gpd.read_file(uploaded_file, driver='KML')\n", | |
| " \n", | |
| " # Assume single polygon (modify for multi-polygons if needed)\n", | |
| " boundary_geom = boundary_gdf.geometry.iloc[0]\n", | |
| " boundary_gdf = gpd.GeoDataFrame(geometry=[boundary_geom], crs='EPSG:4326')\n", | |
| " return boundary_gdf.to_crs(UTM_CRS)\n", | |
| "\n", | |
| "# Main application\n", | |
| "def main():\n", | |
| " st.title(\"NYC Floodland Analysis Tool\")\n", | |
| " st.write(\"Upload a KML or KMZ file to analyze floodland areas within your boundary.\")\n", | |
| "\n", | |
| " # Load floodplain data\n", | |
| " floodplain_gdf = load_floodplain_data()\n", | |
| "\n", | |
| " # File uploader\n", | |
| " uploaded_file = st.file_uploader(\"Choose a KML or KMZ file\", type=['kml', 'kmz'])\n", | |
| "\n", | |
| " if uploaded_file:\n", | |
| " try:\n", | |
| " # Process file and get boundary\n", | |
| " boundary_gdf = process_uploaded_file(uploaded_file)\n", | |
| " boundary_geom = boundary_gdf.geometry.iloc[0]\n", | |
| "\n", | |
| " # Calculate total boundary area\n", | |
| " boundary_area_m2 = boundary_geom.area\n", | |
| " boundary_area_acres = boundary_area_m2 * ACRES_PER_SQ_METER\n", | |
| "\n", | |
| " # Calculate floodplain area within boundary\n", | |
| " intersection_gdf = gpd.overlay(boundary_gdf, floodplain_gdf, how='intersection')\n", | |
| " floodplain_area_m2 = intersection_gdf.geometry.area.sum() if not intersection_gdf.empty else 0\n", | |
| " floodplain_area_acres = floodplain_area_m2 * ACRES_PER_SQ_METER\n", | |
| "\n", | |
| " # Calculate usable land\n", | |
| " usable_land_acres = boundary_area_acres - floodplain_area_acres\n", | |
| "\n", | |
| " # Display results\n", | |
| " st.subheader(\"Analysis Summary\")\n", | |
| " st.write(f\"**Total Boundary Area:** {boundary_area_acres:.2f} acres\")\n", | |
| " st.write(f\"**Floodland Area:** {floodplain_area_acres:.2f} acres\")\n", | |
| " st.write(f\"**Usable Land Area:** {usable_land_acres:.2f} acres\")\n", | |
| " except Exception as e:\n", | |
| " st.error(f\"Error: {e}\")\n", | |
| " else:\n", | |
| " st.info(\"Please upload a file to begin.\")\n", | |
| "\n", | |
| "if __name__ == \"__main__\":\n", | |
| " main()" | |
| ] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "25aa4514-4f6e-4c93-87e3-706f77113bc7", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "c3e54fa1-914c-4bdf-a9b7-f46846e91321", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "95ae4a91-5aae-496b-b909-d6782a808cb3", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "9c1f22cb-db62-4163-bdeb-4bf93017a3b6", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "2ee9a7fd-1c38-40c7-84fa-151bdeacf779", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "e99ceda3-593b-4ace-a622-cdc116a015a4", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "3419a04f-8616-4ce8-9599-101b3f943302", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "bfe60fd7-9a2d-4ceb-b0c0-7f830332346a", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "be15f149-1a46-4389-a66d-5ad0423997ad", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "f021d119-9f54-4572-bcac-159dfcfd3650", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "d7b85977-7aec-481a-ba61-a5944135585c", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "a70b7e20-eb9f-4100-8e18-6aed9ede40cd", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "787aa7f2-7744-4b2a-86bf-3d45402b282c", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "f7d903d1-ed0f-4769-b5ec-a5f9a4377906", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| }, | |
| { | |
| "cell_type": "code", | |
| "execution_count": None, | |
| "id": "a02414c7-8d4e-41de-aa08-818e653abf93", | |
| "metadata": {}, | |
| "outputs": [], | |
| "source": [] | |
| } | |
| ], | |
| "metadata": { | |
| "kernelspec": { | |
| "display_name": "Python 3 (ipykernel)", | |
| "language": "python", | |
| "name": "python3" | |
| }, | |
| "language_info": { | |
| "codemirror_mode": { | |
| "name": "ipython", | |
| "version": 3 | |
| }, | |
| "file_extension": ".py", | |
| "mimetype": "text/x-python", | |
| "name": "python", | |
| "nbconvert_exporter": "python", | |
| "pygments_lexer": "ipython3", | |
| "version": "3.11.5" | |
| } | |
| }, | |
| "nbformat": 4, | |
| "nbformat_minor": 5 | |
| } | |