{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Results\n",
    "\n",
    "We present the confidence result for the different datasets and considering a variety of dimensionality reduction techniques."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "from src.Utils import plot_results"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Synthetic Uniform"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "config_uniform = {\n",
    "'MAX.npy' : {'Name' : 'Max', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [0,11]},\n",
    "'AREA.npy' : {'Name' : 'Area', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [1,22]},\n",
    "'PCA 1D.npy' : {'Name' : 'PCA 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [0,20]},\n",
    "'PCA 2D.npy' : {'Name' : 'PCA 2D', 'color' : '#6D7680', 'line' : '-', 'n_photons' : [0,20]},\n",
    "'ISO 1D.npy' : {'Name' : 'Isomap 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [0,22]},\n",
    "'tSNE 1D.npy' : {'Name' : 't-SNE 1D', 'color' : '#E0607E', 'line' : (0, (1, 1)), 'n_photons' : [0,23]},\n",
    "'tSNE 2D.npy' : {'Name' : 't-SNE 2D', 'color' : '#E0607E', 'line' : '-',  'n_photons' : [0,23]},\n",
    "'UMAP 1D.npy' : {'Name' : 'UMAP 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)),  'n_photons' : [0,26]},\n",
    "'UMAP 2D.npy' : {'Name' : 'UMAP 2D', 'color' : '#6D7680', 'line' : '-',  'n_photons' : [0,25]},\n",
    "'PTSNE 1D.npy' : {'Name' : 'Param. t-SNE 1D', 'color' : '#79AEA3', 'line' : (0, (1, 1)), 'n_photons' : [0,23]},\n",
    "'PUMAP 1D.npy' : {'Name' : 'Param. UMAP 1D', 'color' : '#79AEA3', 'line' : (0, (1, 1)), 'n_photons' : [0,23]},\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "mystnb": {
     "image": {
      "width": "100%"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: synuniform\n",
    "#| image:\n",
    "#|   width: 100%\n",
    "\n",
    "plot_results(\n",
    "   config = config_uniform,\n",
    "   pad = 0.5,\n",
    "   xlim = (0,30),\n",
    "   ylim = (0.7,1.01),\n",
    "   yscale = 'linear',\n",
    "   path_results = r'Results/Uniform/',\n",
    "   path_results_precomp = r'Preprocess/Uniform/'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Synthetic Geometric"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "\n",
    "config_geometric = {\n",
    "'MAX.npy' : {'Name' : 'Max', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [0,12]},\n",
    "'AREA.npy' : {'Name' : 'Area', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [1,19]},\n",
    "'PCA 1D.npy' : {'Name' : 'PCA 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [0,17]},\n",
    "'PCA 2D.npy' : {'Name' : 'PCA 2D', 'color' : '#6D7680', 'line' : '-', 'n_photons' : [0,17]},\n",
    "'ISO 1D.npy' : {'Name' : 'Isomap 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [0,20]},\n",
    "'tSNE 1D.npy' : {'Name' : 't-SNE 1D', 'color' : '#E0607E', 'line' : (0, (1, 1)), 'n_photons' : [0,20]},\n",
    "'tSNE 2D.npy' : {'Name' : 't-SNE 2D', 'color' : '#E0607E', 'line' : '-',  'n_photons' : [0,20]},\n",
    "'UMAP 1D.npy' : {'Name' : 'UMAP 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)),  'n_photons' : [0,20]},\n",
    "'UMAP 2D.npy' : {'Name' : 'UMAP 2D', 'color' : '#6D7680', 'line' : '-',  'n_photons' : [0,20]},\n",
    "'PTSNE 1D.npy' : {'Name' : 'Param t-SNE 1D', 'color' : '#79AEA3', 'line' : (0, (1, 1)), 'n_photons' : [0,15]},\n",
    "'PUMAP 1D.npy' : {'Name' : 'Param UMAP 1D', 'color' : '#79AEA3', 'line' : (0, (1, 1)), 'n_photons' : [0,12]},\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "mystnb": {
     "image": {
      "width": "100%"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: syngeometric\n",
    "#| image:\n",
    "#|   width: 100%\n",
    "\n",
    "plot_results(\n",
    "   config = config_geometric,\n",
    "   pad = 0.5,\n",
    "   xlim = (0,30),\n",
    "   ylim = (0.7,1.01),\n",
    "   yscale = 'linear',\n",
    "   path_results = r'Results/Geometric/',\n",
    "   path_results_precomp = r'Preprocess/Geometric/'\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Effect of Gaussian Mixture\n",
    "\n",
    "Considering the embedding created by t-SNE is better modelled by a generalized gaussian function. To demonstrate the impact of the clustering function, we present the confidence for t-SNE modelled using a gaussian vs generalised gaussian model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "config_uniform_gauss = {\n",
    "'tSNE 1D genGauss.npy' : {'Name' : 't-SNE 1D\\nGeneralized Gaussians', 'color' : '#E0607E', 'line' : (0, (1, 1)), 'n_photons' : [0,20]},\n",
    "'UMAP 1D.npy' : {'Name' : 'UMAP 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)),  'n_photons' : [0,20]},\n",
    "'tSNE 1D.npy' : {'Name' : 't-SNE 1D\\nGaussians', 'color' : '#E0607E', 'line' : (0, (1, 1)), 'n_photons' : [0,20]},\n",
    "'tSNE 2D.npy' : {'Name' : 't-SNE 2D', 'color' : '#E0607E', 'line' : '-',  'n_photons' : [0,20]},\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "mystnb": {
     "image": {
      "width": "100%"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: gaussmix\n",
    "#| image:\n",
    "#|   width: 100%\n",
    "\n",
    "plot_results(\n",
    "   config = config_uniform_gauss,\n",
    "   pad = 0.5,\n",
    "   xlim = (0,30),\n",
    "   ylim = (0.85,1.01),\n",
    "   yscale = 'linear',\n",
    "   path_results = r'Results/Uniform/',\n",
    "   path_results_precomp = r'Preprocess/Uniform/'\n",
    ") "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Synthetic Large"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "config_large = {\n",
    "'AREA.npy' : {'Name' : 'Area', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [1,19]},\n",
    "'PCA 1D.npy' : {'Name' : 'PCA 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)), 'n_photons' : [0,17]},\n",
    "'UMAP 1D.npy' : {'Name' : 'UMAP 1D', 'color' : '#6D7680', 'line' : (0, (1, 1)),  'n_photons' : [0,20]},\n",
    "'PUMAP 1D.npy' : {'Name' : 'Param UMAP 1D', 'color' : '#79AEA3', 'line' : (0, (1, 1)), 'n_photons' : [0,18]},\n",
    "}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "mystnb": {
     "image": {
      "width": "100%"
     }
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#| label: large\n",
    "#| image:\n",
    "#|   width: 100%\n",
    "\n",
    "plot_results(\n",
    "   config = config_large,\n",
    "   pad = 0.5,\n",
    "   xlim = (0,30),\n",
    "   ylim = (0.7,1.01),\n",
    "   yscale = 'linear',\n",
    "   path_results = r'Results/Large/',\n",
    "   path_results_precomp = r'Preprocess/Large/'\n",
    ")"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "libre",
   "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": "3.12.12"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
