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+ "cells": [
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+ {
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+ "cell_type": "code",
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+ "execution_count": 1,
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+ "id": "7fc3eb30-23ad-430d-8626-6ed4a75278ef",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "\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",
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+ "\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",
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+ "\u001b[0mCollecting streamlit\n",
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+ " 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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+ " Downloading streamlit-1.43.2-py2.py3-none-any.whl.metadata (8.9 kB)\n",
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+ "Requirement already satisfied: altair<6,>=4.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (5.3.0)\n",
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+ "Requirement already satisfied: blinker<2,>=1.0.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (1.9.0)\n",
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+ "Requirement already satisfied: cachetools<6,>=4.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (5.3.2)\n",
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+ "Requirement already satisfied: click<9,>=7.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (8.1.7)\n",
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+ "Requirement already satisfied: numpy<3,>=1.23 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (1.26.4)\n",
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+ "Requirement already satisfied: packaging<25,>=20 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (24.1)\n",
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+ "Requirement already satisfied: pandas<3,>=1.4.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (2.0.3)\n",
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+ "Requirement already satisfied: pillow<12,>=7.1.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (10.2.0)\n",
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+ "Requirement already satisfied: protobuf<6,>=3.20 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (4.23.4)\n",
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+ "Requirement already satisfied: pyarrow>=7.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (15.0.2)\n",
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+ "Requirement already satisfied: requests<3,>=2.27 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (2.31.0)\n",
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+ "Requirement already satisfied: tenacity<10,>=8.1.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (8.4.2)\n",
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+ " Downloading toml-0.10.2-py2.py3-none-any.whl.metadata (7.1 kB)\n",
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+ "Requirement already satisfied: typing-extensions<5,>=4.4.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (4.12.2)\n",
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+ "\u001b[?25hCollecting gitpython!=3.1.19,<4,>=3.0.7 (from streamlit)\n",
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+ " Downloading pydeck-0.9.1-py2.py3-none-any.whl.metadata (4.1 kB)\n",
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+ "Requirement already satisfied: tornado<7,>=6.0.3 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from streamlit) (6.3.3)\n",
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+ "Requirement already satisfied: jinja2 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from altair<6,>=4.0->streamlit) (3.1.2)\n",
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+ "Requirement already satisfied: jsonschema>=3.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from altair<6,>=4.0->streamlit) (4.19.0)\n",
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+ "Requirement already satisfied: toolz in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from altair<6,>=4.0->streamlit) (0.12.1)\n",
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+ "Requirement already satisfied: python-dateutil>=2.8.2 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from pandas<3,>=1.4.0->streamlit) (2.8.2)\n",
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+ "Requirement already satisfied: pytz>=2020.1 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from pandas<3,>=1.4.0->streamlit) (2023.3.post1)\n",
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+ "Requirement already satisfied: tzdata>=2022.1 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from pandas<3,>=1.4.0->streamlit) (2023.3)\n",
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+ "Requirement already satisfied: charset-normalizer<4,>=2 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from requests<3,>=2.27->streamlit) (3.2.0)\n",
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+ "Requirement already satisfied: idna<4,>=2.5 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from requests<3,>=2.27->streamlit) (3.4)\n",
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+ "Requirement already satisfied: urllib3<3,>=1.21.1 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from requests<3,>=2.27->streamlit) (2.0.4)\n",
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+ "Requirement already satisfied: certifi>=2017.4.17 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from requests<3,>=2.27->streamlit) (2024.7.4)\n",
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+ "Collecting smmap<6,>=3.0.1 (from gitdb<5,>=4.0.1->gitpython!=3.1.19,<4,>=3.0.7->streamlit)\n",
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+ "Requirement already satisfied: attrs>=22.2.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from jsonschema>=3.0->altair<6,>=4.0->streamlit) (23.1.0)\n",
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+ "Requirement already satisfied: jsonschema-specifications>=2023.03.6 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from jsonschema>=3.0->altair<6,>=4.0->streamlit) (2023.7.1)\n",
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+ "Requirement already satisfied: referencing>=0.28.4 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from jsonschema>=3.0->altair<6,>=4.0->streamlit) (0.30.2)\n",
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+ "Requirement already satisfied: rpds-py>=0.7.1 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from jsonschema>=3.0->altair<6,>=4.0->streamlit) (0.10.2)\n",
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+ "Requirement already satisfied: six>=1.5 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from python-dateutil>=2.8.2->pandas<3,>=1.4.0->streamlit) (1.16.0)\n",
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+ "\u001b[?25hDownloading smmap-5.0.2-py3-none-any.whl (24 kB)\n",
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+ "\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",
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+ "\u001b[0mInstalling collected packages: watchdog, toml, smmap, pydeck, gitdb, gitpython, streamlit\n",
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+ "\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",
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+ "\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",
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+ "\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",
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+ "\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",
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+ "\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",
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+ "\u001b[0mSuccessfully installed gitdb-4.0.12 gitpython-3.1.44 pydeck-0.9.1 smmap-5.0.2 streamlit-1.43.2 toml-0.10.2 watchdog-6.0.0\n",
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+ "\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",
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "!pip install streamlit "
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 2,
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+ "id": "db4f1d12-4584-45e6-876d-1712092c029d",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "\u001b[?25hRequirement already satisfied: attrs>=19.2.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from fiona) (23.1.0)\n",
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+ "Requirement already satisfied: click~=8.0 in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (from fiona) (8.1.7)\n",
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+ "Downloading fiona-1.10.1-cp311-cp311-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (17.3 MB)\n",
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+ "\u001b[2K \u001b[90m━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━\u001b[0m \u001b[32m17.3/17.3 MB\u001b[0m \u001b[31m39.8 MB/s\u001b[0m eta \u001b[36m0:00:00\u001b[0m:00:01\u001b[0m00:01\u001b[0m\n",
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+ "\u001b[?25hDownloading click_plugins-1.1.1-py2.py3-none-any.whl (7.5 kB)\n",
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+ "Downloading cligj-0.7.2-py3-none-any.whl (7.1 kB)\n",
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+ "\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",
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+ "\u001b[0mInstalling collected packages: cligj, click-plugins, fiona\n",
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+ "\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",
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+ "\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",
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+ "\u001b[0mSuccessfully installed click-plugins-1.1.1 cligj-0.7.2 fiona-1.10.1\n",
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+ "\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",
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+ "\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",
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+ "\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",
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+ "\u001b[0m"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "!pip install fiona "
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 3,
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+ "id": "7099edf0-b09c-48dd-ac9c-c25d44b78765",
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+ "metadata": {},
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+ "outputs": [
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+ {
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+ "name": "stdout",
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+ "output_type": "stream",
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+ "text": [
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+ "\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",
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+ "\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",
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+ "\u001b[0mRequirement already satisfied: shapely in /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages (2.0.7)\n",
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+ "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",
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+ "\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",
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+ "\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",
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+ "\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",
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+ "\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",
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+ "\u001b[0m"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "!pip install shapely"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 4,
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+ "id": "4b531f13-2f5c-4bf3-b821-a3e0b2438c18",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "import streamlit as st\n",
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+ "import geopandas as gpd\n",
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+ "import zipfile\n",
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+ "import os\n",
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+ "from pathlib import Path"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 5,
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+ "id": "377ffc26-f4e3-44fa-af73-782f8e62274d",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": [
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+ "# Constants\n",
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+ "UTM_CRS = 'EPSG:32618' # UTM Zone 18N for NYC, in meters\n",
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+ "ACRES_PER_SQ_METER = 1 / 4046.86"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": 6,
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+ "id": "cc9648f7-9cff-42bb-a237-e0f433b3454e",
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+ "metadata": {
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+ "scrolled": True
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+ },
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+ "outputs": [
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+ {
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+ "name": "stderr",
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+ "output_type": "stream",
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+ "text": [
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+ "2025-03-23 18:43:09.475 WARNING streamlit.runtime.caching.cache_data_api: No runtime found, using MemoryCacheStorageManager\n",
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+ "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",
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+ "2025-03-23 18:43:10.640 \n",
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+ " \u001b[33m\u001b[1mWarning:\u001b[0m to view this Streamlit app on a browser, run it with the following\n",
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+ " command:\n",
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+ "\n",
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+ " streamlit run /home/stu10/s18/kd4849/miniconda3/envs/idai610/lib/python3.11/site-packages/ipykernel_launcher.py [ARGUMENTS]\n",
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+ "2025-03-23 18:43:10.642 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:10.643 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:10.644 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:10.645 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:10.647 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:10.648 No runtime found, using MemoryCacheStorageManager\n",
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+ "2025-03-23 18:43:10.649 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:10.650 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:10.652 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.200 Thread 'Thread-5': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.216 Thread 'Thread-5': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.218 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.219 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.222 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.223 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.224 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.225 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.227 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.228 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n",
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+ "2025-03-23 18:43:11.229 Thread 'MainThread': missing ScriptRunContext! This warning can be ignored when running in bare mode.\n"
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+ ]
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+ }
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+ ],
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+ "source": [
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+ "# Cache floodplain data loading\n",
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+ "@st.cache_data\n",
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+ "def load_floodplain_data():\n",
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+ " # Replace with the actual path to your downloaded shapefile\n",
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+ " floodplain_gdf = gpd.read_file('S_FLD_HAZ_AR.shp')\n",
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+ " return floodplain_gdf.to_crs(UTM_CRS)\n",
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+ "\n",
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+ "# Process uploaded KML/KMZ file\n",
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+ "def process_uploaded_file(uploaded_file):\n",
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+ " if uploaded_file.name.endswith('.kmz'):\n",
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+ " with zipfile.ZipFile(uploaded_file, 'r') as kmz:\n",
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+ " kmz.extract('doc.kml', 'temp')\n",
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+ " boundary_gdf = gpd.read_file('temp/doc.kml', driver='KML')\n",
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+ " os.remove('temp/doc.kml')\n",
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+ " else:\n",
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+ " boundary_gdf = gpd.read_file(uploaded_file, driver='KML')\n",
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+ " \n",
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+ " # Assume single polygon (modify for multi-polygons if needed)\n",
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+ " boundary_geom = boundary_gdf.geometry.iloc[0]\n",
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+ " boundary_gdf = gpd.GeoDataFrame(geometry=[boundary_geom], crs='EPSG:4326')\n",
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+ " return boundary_gdf.to_crs(UTM_CRS)\n",
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+ "\n",
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+ "# Main application\n",
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+ "def main():\n",
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+ " st.title(\"NYC Floodland Analysis Tool\")\n",
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+ " st.write(\"Upload a KML or KMZ file to analyze floodland areas within your boundary.\")\n",
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+ "\n",
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+ " # Load floodplain data\n",
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+ " floodplain_gdf = load_floodplain_data()\n",
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+ "\n",
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+ " # File uploader\n",
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+ " uploaded_file = st.file_uploader(\"Choose a KML or KMZ file\", type=['kml', 'kmz'])\n",
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+ "\n",
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+ " if uploaded_file:\n",
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+ " try:\n",
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+ " # Process file and get boundary\n",
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+ " boundary_gdf = process_uploaded_file(uploaded_file)\n",
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+ " boundary_geom = boundary_gdf.geometry.iloc[0]\n",
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+ "\n",
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+ " # Calculate total boundary area\n",
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+ " boundary_area_m2 = boundary_geom.area\n",
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+ " boundary_area_acres = boundary_area_m2 * ACRES_PER_SQ_METER\n",
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+ "\n",
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+ " # Calculate floodplain area within boundary\n",
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+ " intersection_gdf = gpd.overlay(boundary_gdf, floodplain_gdf, how='intersection')\n",
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+ " floodplain_area_m2 = intersection_gdf.geometry.area.sum() if not intersection_gdf.empty else 0\n",
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+ " floodplain_area_acres = floodplain_area_m2 * ACRES_PER_SQ_METER\n",
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+ "\n",
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+ " # Calculate usable land\n",
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+ " usable_land_acres = boundary_area_acres - floodplain_area_acres\n",
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+ "\n",
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+ " # Display results\n",
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+ " st.subheader(\"Analysis Summary\")\n",
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+ " st.write(f\"**Total Boundary Area:** {boundary_area_acres:.2f} acres\")\n",
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+ " st.write(f\"**Floodland Area:** {floodplain_area_acres:.2f} acres\")\n",
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+ " st.write(f\"**Usable Land Area:** {usable_land_acres:.2f} acres\")\n",
294
+ " except Exception as e:\n",
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+ " st.error(f\"Error: {e}\")\n",
296
+ " else:\n",
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+ " st.info(\"Please upload a file to begin.\")\n",
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+ "\n",
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+ "if __name__ == \"__main__\":\n",
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+ " main()"
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+ ]
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "25aa4514-4f6e-4c93-87e3-706f77113bc7",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "c3e54fa1-914c-4bdf-a9b7-f46846e91321",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "95ae4a91-5aae-496b-b909-d6782a808cb3",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "9c1f22cb-db62-4163-bdeb-4bf93017a3b6",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "2ee9a7fd-1c38-40c7-84fa-151bdeacf779",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "e99ceda3-593b-4ace-a622-cdc116a015a4",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "3419a04f-8616-4ce8-9599-101b3f943302",
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+ "metadata": {},
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "bfe60fd7-9a2d-4ceb-b0c0-7f830332346a",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "be15f149-1a46-4389-a66d-5ad0423997ad",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ "id": "f021d119-9f54-4572-bcac-159dfcfd3650",
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ },
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+ {
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+ "cell_type": "code",
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+ "execution_count": None,
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+ },
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+ "execution_count": None,
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+ "execution_count": None,
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+ "execution_count": None,
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+ "metadata": {},
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+ "outputs": [],
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+ "source": []
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+ }
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+ ],
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+ "metadata": {
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+ "kernelspec": {
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+ "display_name": "Python 3 (ipykernel)",
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+ "language": "python",
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+ "name": "python3"
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+ },
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+ "language_info": {
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+ "codemirror_mode": {
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+ "name": "ipython",
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+ "version": 3
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+ },
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+ "file_extension": ".py",
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+ "mimetype": "text/x-python",
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+ "name": "python",
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+ "nbconvert_exporter": "python",
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+ "pygments_lexer": "ipython3",
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+ "version": "3.11.5"
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+ }
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+ },
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+ "nbformat": 4,
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+ "nbformat_minor": 5
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+ }