{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "7f25399a-cea3-4933-8163-ffb88de6a726",
   "metadata": {},
   "source": [
    "# Boiling (data analysis & visulaization)\n",
    "This tutorial will walk you through how to use the pretrained models for generating plots from the boiling image data. For this tutorial you will need to download and unzip steady state test data. Or you can use your own boiling data if you have both the video in .avi format and the frames saved as .jpgs. You will also need to download the saved model weights."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6862473e-35b8-4418-83d6-82e93459b0ca",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Load the BubbleID Framework\n",
    "from BubbleID import BubbleID"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "0f6d7fc0-3560-4faa-9d7b-b279a113f004",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Define the parameters for the model:\n",
    "imagesfolder=\"./Images-120W\"   # Define the path to the folder of images\n",
    "videopath=\"./120W.avi\"    # Define the path to the avi video\n",
    "savefolder=\"./SaveData/\"   # Define the folder you want the data to save in\n",
    "extension=\"Test1\"    # Define the extension you want all the saved data to have. This should be unique for each experiment\n",
    "thres=0.5    # Define the threshold for what the model identifies as a bubble\n",
    "modelweights=\"./model_final.pth\"     # Define the path to the saved model weights.\n",
    "device='cpu'   # Specify if running on \"cpu\" or \"gpu\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f9dcde8a-0a2d-4415-81da-0743cd96a68d",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Instantiating the class\n",
    "test120=BubbleID.DataAnalysis(imagesfolder,videopath,savefolder,extension,modelweights,\"cpu\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "a568e1b7-3c3b-4674-bcaf-f086960662ce",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 341/341 [05:00<00:00,  1.14it/s]\n"
     ]
    }
   ],
   "source": [
    "# Generate the data from the images:\n",
    "test120.GenerateData(thres)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "51f69745-fc46-49ea-b1c3-8b054c3c1917",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the bubble count:\n",
    "test120.Plotbc()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "9c4b8bab-25a7-4809-9624-0835b072eb75",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 500x1000 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plot the vapor fraction:\n",
    "test120.Plotvf()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "5da9de89-740a-45ca-b32d-17b1cd2e5ec9",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|███████████████████████████████████████████████████████████████████████████████▋| 285/286 [04:10<00:00,  1.14it/s]"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "100%|████████████████████████████████████████████████████████████████████████████████| 286/286 [04:11<00:00,  1.14it/s]\n"
     ]
    }
   ],
   "source": [
    "# Plot the interface velocity:\n",
    "bubble=1    # Define which bubble in the video you want to find the interface velocity for\n",
    "test120.PlotInterfaceVelocity(bubble)"
   ]
  }
 ],
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