pKa_classifier.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "12472cec",
   "metadata": {},
   "source": [
    "# A Chemical Classifier using a Computer Vision Classifier Model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "bb90fc11",
   "metadata": {},
   "source": [
    "Whilst completing lesson 1 of the [Fast.AI Deep Learning for Coders course](https://course.fast.ai), I was impressed by the examples of using image recognition for tasks not involving images. These included a student [beating the state-of-the-art enviromental sound detection by converting sounds to a spectrogram](https://etown.medium.com/great-results-on-audio-classification-with-fastai-library-ccaf906c5f52), olive oil classification, and fraud detection. I was interested in see if I could use this technique with images of chemical structures to classify chemical compounds as either acidic, basic, neutral, or a zwitterion."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "741e3818",
   "metadata": {},
   "source": [
    "## Preparing the data"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "091cf0f9",
   "metadata": {},
   "source": [
    "I used data kindly supplied by [Cambridge Medchem Consulting](https://www.macinchem.org/reviews/ipython/calcproperties2.php), a library of 17034 compounds, each with an ABNZ (acid, base, neutral, zwitterion) label. The file was loaded into a pandas dataframe using RDKit."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "844cfacc",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import rdkit\n",
    "from rdkit import Chem\n",
    "from rdkit.Chem import PandasTools"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "41d7c981",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[10:55:54] Can't kekulize mol.  Unkekulized atoms: 2 3 5 16 17 18 24 25 31 33\n",
      "[10:55:54] ERROR: Could not sanitize molecule ending on line 1449941\n",
      "[10:55:54] ERROR: Can't kekulize mol.  Unkekulized atoms: 2 3 5 16 17 18 24 25 31 33\n",
      "[10:55:54] Can't kekulize mol.  Unkekulized atoms: 2 3 5 16 17 18 24 25 31 33\n",
      "[10:55:54] ERROR: Could not sanitize molecule ending on line 1450328\n",
      "[10:55:54] ERROR: Can't kekulize mol.  Unkekulized atoms: 2 3 5 16 17 18 24 25 31 33\n"
     ]
    }
   ],
   "source": [
    "df = PandasTools.LoadSDF('All_pKa_data.sdf')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "40ad1d87",
   "metadata": {},
   "source": [
    "Each entry had a lot of information, but for this classifier I only wanted the SMILES string and its ABNZ assignment."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "4168f84b",
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Index(['Name', 'NON_CHIRAL_CANONICAL_SMILES', 'STANDARD_SMILES', 'acid-base',\n",
       "       'group', 'pka', 'pka_method', 'type', 'has_tautomer', 'has_duplicate',\n",
       "       'has_stereoisomer', 'pka_list', 'ABNZ', 'id', 'apKa1', 'SMILES',\n",
       "       'aroatoms_count', 'aromC_count', 'benzene_count', 'acetylene_count',\n",
       "       'Allene_count', 'carbonyl_count', 'amide_count', 'PriAmide_count',\n",
       "       'Lactam_count', 'urea_count', 'acid_count', 'acidHalide_count',\n",
       "       'hyroxamic_count', 'ester_count', 'lactone_count', 'anhydride_count',\n",
       "       'aldehyde_count', 'ketone_count', 'Unsatcarbonyl_count', 'ketene_count',\n",
       "       'nitro_count', 'nitrile_count', 'oxime_count', 'Noxide_count',\n",
       "       'quat_count', 'Narom_count', 'priAmine_count', 'secAmine_count',\n",
       "       'tertAmine_count', 'aniline_count', 'Imine_count',\n",
       "       'ImidoylHalide_count', 'amidine_count', 'guanidine_count',\n",
       "       'Hydrazones_count', 'Semicarbazones_count', 'Diazo_count',\n",
       "       'Isonitriles_count', 'Isocyanates_count', 'hydrox_count',\n",
       "       'alcohol_count', 'PrimAlcohol_count', 'SecAlcohol_count',\n",
       "       'TerAlcohol_count', 'phenol_count', 'ether_count', 'ArEther_count',\n",
       "       'vinylether_count', 'epoxide_count', 'acetal_count', 'peroxide_count',\n",
       "       'halide_count', 'ar/alk halides_count', 'arhalide_count',\n",
       "       'alkylhalide_count', 'allylhalide_count', 'sulphonamide_count',\n",
       "       'sulphone_count', 'sulphoxide_count', 'sulphonylHalide_count',\n",
       "       'thiocarbonyl_count', 'Sarom_count', 'phosphate_count',\n",
       "       'phosphonium_count', 'phosphonate_count', 'SilylHalide_count',\n",
       "       'boronic_count', 'grignard_count', 'OrgLi_count', 'ortho_count',\n",
       "       'Nin5_count', 'AminoAcid_count', 'benz_count', 'Aromatic_count',\n",
       "       '6ringHet_count', '5ringHet_count', 'ID', 'ROMol', 'bpKa1',\n",
       "       'canonical_tautomer', 'stereoisomers'],\n",
       "      dtype='object')"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.columns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "4145ce51",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_clean = df[[\"STANDARD_SMILES\",\"ABNZ\"]].copy()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "1b020765",
   "metadata": {},
   "source": [
    "Whilst not completely balanced, there was plenty of examples of each type of compound. Balancing these using data augmentation may improve the model, but at this stage I just wanted to see if it would work at all."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "92d293fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Neutral       6974\n",
       "Base          5446\n",
       "Acid          3478\n",
       "Zwitterion    1136\n",
       "Name: ABNZ, dtype: int64"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_clean.ABNZ.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c6db6ce0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(17034, 2)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_clean.shape\n",
    "# 17034 compounds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "6cab08d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "STANDARD_SMILES    0\n",
       "ABNZ               0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_clean.isna().sum()\n",
    "# No missing values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "d4923290",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_clean.STANDARD_SMILES.duplicated().sum()\n",
    "# Some duplicates"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "05bd6ffc",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "# 27 SMILES strings with conflicting activities, associated with 77 entries.\n"
     ]
    }
   ],
   "source": [
    "# Checking for duplicates with conflicts\n",
    "smiles_conflict = []\n",
    "idx_conflict = []\n",
    "\n",
    "for smiles in data_clean['STANDARD_SMILES'].unique() :\n",
    "\n",
    "    \n",
    "    outcomes = data_clean[ data_clean.STANDARD_SMILES == smiles ].ABNZ.unique()\n",
    "    \n",
    "    if len(outcomes) > 1 :\n",
    "        \n",
    "        idx_tmp = data_clean.index[ data_clean.STANDARD_SMILES == smiles ].tolist()\n",
    "        idx_conflict.extend(idx_tmp)\n",
    "        smiles_conflict.append(smiles)\n",
    "\n",
    "print(\"#\", len(smiles_conflict), \"SMILES strings with conflicting activities, associated with\", len(idx_conflict), \"entries.\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "7eb25a33",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Removing conflicts\n",
    "data_clean = data_clean.drop(idx_conflict)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "86f78fe5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Neutral       5622\n",
       "Base          3922\n",
       "Acid          2694\n",
       "Zwitterion     603\n",
       "Name: ABNZ, dtype: int64"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_clean = data_clean.drop_duplicates(subset='STANDARD_SMILES')  # remove duplicate rows except for the first occurring row.\n",
    "data_clean.ABNZ.value_counts()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "46fc2d86",
   "metadata": {},
   "source": [
    "For each compound, I used RDKit to create an RDKit object from the SMILES string, created an image of the structure, and saved in a folder assigned by its ABNZ label."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "9be94c57",
   "metadata": {},
   "outputs": [],
   "source": [
    "mol_list = [Chem.MolFromSmiles(x) for x in data_clean.STANDARD_SMILES]\n",
    "data_clean['mol'] = mol_list"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "66e3ff62",
   "metadata": {},
   "outputs": [],
   "source": [
    "for index, row in data_clean.iterrows():\n",
    "    ABNZ = row.ABNZ\n",
    "    Chem.Draw.MolToFile(row.mol, f'./learning_images/{ABNZ}/{index}.png')    "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "de809f28",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>STANDARD_SMILES</th>\n",
       "      <th>ABNZ</th>\n",
       "      <th>mol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1155</th>\n",
       "      <td>C[n+]1cccc2c(S)cccc21</td>\n",
       "      <td>Acid</td>\n",
       "      <td style=\"text-align: center;\"><img data-content=\"rdkit/molecule\" src=\"data:image/png;base64,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\" alt=\"Mol\"/></td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            STANDARD_SMILES  ABNZ  \\\n",
       "1155  C[n+]1cccc2c(S)cccc21  Acid   \n",
       "\n",
       "                                                    mol  \n",
       "1155  <img data-content=\"rdkit/molecule\" src=\"data:i...  "
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_clean.sample(1)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9de578be",
   "metadata": {},
   "source": [
    "## Building the model"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b70a25fb",
   "metadata": {},
   "source": [
    "With plenty of data, it was now time to train the model. The FastAI library makes training a CNN ridiculously easy. I first created a DataLoaders object which creates the training and validation sets, using a DataBlock.\n",
    "The parameters needed are: \n",
    "* blocks: this specifies that out inputs are images, and the outputs are categories\n",
    "* get_items: this collects the images\n",
    "* splitter: splits the data into a training and validation set\n",
    "* get_y: this labels the images according the the name of the folder they are saved in\n",
    "* item_tfms: squishes the images to 192x192 pixels\n",
    "\n",
    "We can then view a sample of the data used for training."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "79145eee",
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai.vision.all import *"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "47019034",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 900x900 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Specify where to find the images to use for training the model\n",
    "path = \"./learning_images\"\n",
    "\n",
    "dls = DataBlock(\n",
    "    blocks=(ImageBlock, CategoryBlock), \n",
    "    get_items=get_image_files, \n",
    "    splitter=RandomSplitter(valid_pct=0.2, seed=42),\n",
    "    get_y=parent_label,\n",
    "    item_tfms=[Resize(192, method='squish')]\n",
    ").dataloaders(path, num_workers=0)\n",
    "\n",
    "dls.show_batch(max_n=9)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4228d96c",
   "metadata": {},
   "source": [
    "Training our model is easy. FastAI has a fine_tune method which does it all for us. To begin with I'm using a fast, widely-used computer vision model called resnet18."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ffffd269",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/jonswain/miniforge3/envs/rdkit-fastai/lib/python3.10/site-packages/torchvision/models/_utils.py:208: UserWarning: The parameter 'pretrained' is deprecated since 0.13 and will be removed in 0.15, please use 'weights' instead.\n",
      "  warnings.warn(\n",
      "/Users/jonswain/miniforge3/envs/rdkit-fastai/lib/python3.10/site-packages/torchvision/models/_utils.py:223: UserWarning: Arguments other than a weight enum or `None` for 'weights' are deprecated since 0.13 and will be removed in 0.15. The current behavior is equivalent to passing `weights=ResNet18_Weights.IMAGENET1K_V1`. You can also use `weights=ResNet18_Weights.DEFAULT` to get the most up-to-date weights.\n",
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   "source": [
    "learn = vision_learner(dls, resnet18, metrics=error_rate)\n",
    "learn.fine_tune(20)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "91a82969",
   "metadata": {},
   "source": [
    "Even this simple model is 85% accurate as predicting ABNZ for chemical compounds. With significantly fewer zwitterions in the data set it's no surprise it struggles to identify them.\n",
    "It's not perfect, but does a good job with simple comounds. A few examples are shown below:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "e9576962",
   "metadata": {
    "scrolled": false
   },
   "outputs": [
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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Acid.\n",
      "Probability: 0.9998\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Base.\n",
      "Probability: 1.0000\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Acid.\n",
      "Probability: 1.0000\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Base.\n",
      "Probability: 0.9999\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Base.\n",
      "Probability: 1.0000\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Neutral.\n",
      "Probability: 0.9487\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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5pMPK60hLSws/TbXhtI2EQ8gYCw1lAPvmG8ujw4czgH33nWNrEik9PR1O0b9WW1t766238gSeO3fOyjt37drVu3dvAMuXL3dYedbNnz8fwH86ulDqOok9T9gOX1SmoxVW+FI0Slp/ZcaMGQC0Wq2s9w+tq6tLTk7+5ptvRo4cqdPphg4d2tE7MzIyUlJSjEbjE0888dJLLzmySCts/4SnrdJsF1u3MoDFxVkeVXD/2tdffy26kG6qq6u77bbbAISEhFg/o8vIyODHwMcldkOYr4nu4+PTYvFCqeukHcK6Oubuznr1YpcvWxjl/Wu9e1P/mlzU19fHxsZ2MoF8QvKxxx5zVHVdMGLECADfdHSh1EXSPh3t3x9TpsBkQna2hVEfH0RFwWiEXu/owsSR72oXBoNh5syZOTk5wcHBOp1uOF87z5I9e/bMnz+/qanp0UcffeWVVxxYY2fZeCtlm0TZjqz3rz37LPWvyUJ9fX1cXByA4OBg6w/47dmzhx8DH3nkEUdV12Wff/45gLiOLpS6SPIh3L/fWv9adrZi+9c++eQT0YV0lsFgiI+PBxAUFGT9JufevXt5AtPS0qT8aHxdXZ27u7u7u7tNumckH8LmZjZgAAMs7E7BFNq/FhcXFxgYqFKpzE/iNEp4fw6DwTB9+nSewNOnT1t5Z2ZmpqenJ4AHHnhACgksKChYvXq1Xq+3OHr77bcD2LlzZ8+/SPIhZNf61955x/Io71+7cWEoJ7VixQoAbm5ubZ/E8fDwSExMXL169eHDh201ZWcTBoMhISEBwLBhw6wnMCcnx8vLC8D9998vhQQyxp5//nl03Ky7cuVKAA93dKHUFXIIIe9fu+sui4OX0tOPxsZ+JMk5NJv7y1/+AsDd3X3btm0Gg8H8JI5KdX2CrW/fvhJZ7KhtAk+dOmXlnTk5OX379gXw+9//vlUyLVDWm3UPHDgAIKyjC6WukEMIT51iAPP1tdihVlRUBGDQoEHS+Y9nJ3/9618BuLq6fvbZZ+2GKisrd+zYwQPZdtYtICCAPxp31uLJvD01NDQkJibyGgoLC628U6/X8wTed999kvqPaL1Z14b9a3IIIWNsxAjm7m7IzbU4yCe7jxw54tiaHOq5557rKIHtXLhwgT8aN2zYsLaBND+JY9snACxqamqaOXMmT2BBQYGVd+7fv58n8He/+52kEshZX2zSVv1r8gjhxmefDfDyeuGFFyyO3n///QDWrl3r4Kochl9+uLq6fvrpp136QfOjcd7e3uY0urq62nVGx2g0zpo1C4C/v7/1BB44cKBfv34A7r33XgkmkN1ssck33ngDwKKOHvTpNHmEcOvWrQDi4+Mtjm7atAmAWq12cFWOsXbtWp6cjz/+uNsf0naxI94Lxnl6esbExPBAmkymnldrNBpnz57NE3j8+HEr7zQn8Le//a00E8hutlmyrfrX5BHCmpoaNze3Xr16XbbUv1ZdXe3q6tq7d28n2JagnX/+8588gR999JGtPtN+MzpGo3HOnDk8gfn5+VbeefDgwf79+wO46667JDWdeyPri03yfTJ62L8mjxAyxqZOnWrltgx/Mi3DudZf+9e//mXzBLZTWVm5efPmhx9+uOczOkajce7cuQD8/PysJzA3N5dPaSxatMiRT8p3j/Vm3T/84Q8AOrpQ6iTZhND6bZlnn30W0mu374mXX34ZgEql+vDDDx3zjTed0amuru7oZ9sm8NixY1a+JS8vjycwNTVV+glkN1tskl8o9bB/TTYh3L9/v5XbMtnZ2QAmTpzo4KrshHctq1Sq9wU1IXRpRsdkMv3mN7/hV0d5eXlWPva7777jk/4LFy6URQLZzZp1rV8odZJsQtjc3DxgwAAAFk+QTCYTv8YolX//2rp16wC4uLhIYRkLKzM6arV65cqVGRkZ/Bjo7e2d28E9JE6OCeSsLzZp/UKpM2QTQsbYvHnzALzTQf8an5QTdeiwlVdffZUn8M033xRdS3v19fVfffXVE088ER4e3na1XFdXVx8fH+v3aY8cOcL3dVmwYIFNpmEdyfpikz3vX5NTCDds2MDn0yyOvvbaawAWL17s4KpsKD093cXFxcXF5Y033hBdy01UVFRs3LjxgQce8Pb2dnFxsf6QsfkYmJKSIrsEspv1r1m/UOoMOYXw1KlTAHx9fS3eVuL9a/7+/hJp/+2qt99+mydww4YNomvpAn7oXrp0qZX3nDx5ctiwYTNnzmxqanJYYTZkvX/N+oVSZ8gphOzabZlvv/3W4ihfw1yO/WvmBL7++uuia+mawsJCfkvD+u++kpISme5lzVlfbJL3r3V0oXRT0l7e4gZ8cYeOlhWwPipZ7777Lr/dtH79+oceekh0OV0zduzYoKCg8vLyY8eOWXlbUFBQr169HFaVzVlfVaSHa47IMoR2+nchxH//+9+0tDTG2GuvvcbvC8uOTH/3dYl5scnW1tYbR/m/AY1Gc+XKle58eveP0CJYvy1TVVWlUqk8PDwMBoPja+uGd999lzeOybr7/LPPPuN/EUUXYl/WF5vsSf+azI6E3t7eU6ZMMZlM+/btu3HU19c3Ojq6qalJL4f119577z2+jsOaNWueeuop0eV0X1JSkkql0uv1jY2NomuxI+sHfL7+WvfOwmQWQtzsn7Yn/y4c6YMPPuDrOPzjH//gK1bIl6+vb2RkpFx+93WbHS+FenaIFoDflhk7dmzbF4uLi/nkW15e3t/+9rfvpL1BxcaNG11dXQGsXr1adC228cwzz0BK20XYg/361+QXwna3ZYqKiuLi4sLCwvr06WN+Ekeyz6cxxjZt2sR3+eph672kZGVlAZg0aZLoQuyL969t377d4mi3+9fkF0LG2Lx58wYMGLB3797jx4/7+/sD4C1RZn5+fosWLUpPT5faVn7mBD7//POia7Elo9HYt29fFxcXKWy1az+8f+2hhx6yONrt/jVZhrCioqK5ufnEiRODBw8GkJyc3NjYWF5ezp/Eabe++uDBg/mjcda34HIA806Xq1atEluJPfBFZRz24JUQvH9t1KhRFkctXih1hixDyBj74YcfhgwZYk5gu1HzkzjtjpDmR+Mcv4a8OYEy3cvlpvjDH9b71+TOTv1rsgzhyZMneQKTkpIaGhqsvLO1tfX48eM8kPxZJ67to3EOaGjcsmULX6t35cqV9v4uUQoKCtCJ/jW54/1r6enpFketP+jTEfmF8OTJk3xbydjY2C4tKtPc3Gx+NK5tC5W9Z3TMuz0/9dRTNv9wSQkKCgLw/fffiy7EjvhmyQsXLrQ4av1Bn47ILISnTp3iCbzjjjt68ixzfX29ebGjto/GDRo0iF9AWl8prPMkuNuz/dx3330AXnrpJdGF2JF5/TWL61NZf9CnI3IK4U8//cQnXaZNm9aTBLZjvxmdr776iifwiSeesFW1Usb715KTk0UXYl+jRo3CzfrXOnrQxyLZhNBOCWzHhjM65gQ60/JT1lVWVvLeXesX6nLHn3TpaIJt2bJlAF588cXOf6A8Qnj27NlbbrkFQExMzKVLlxzwja2trbm5ua+++mpqaipfo7ZLMzoS3+3ZfvjSiXv37hVdiB1t374dHa+/tmXLFnS8ULVFMgihOYG33367YxLYTldndHbv3s0T+Oijjzq+WrF4/9qTTz4puhA74juEenl5WTzgd6N/TeohLCkp4SfZU6dOFZLAdjqa0fHz8+MXkO+//770d3u2H96/Fh4eLroQ+zpw4ICVmXnev/bll1928tMkHcKSkpIRI0bwBNpkX2LbMs/ohISEmNPIz10ffvhh575d1hGF9K9Zx/vXOv9bWMIhLCnRzJrl4eFx2223STCB7Zw4cWLDhg0pKSl//vOf33zzTWUmkFNC/5p1Xe1fk2oIS0vZyJEM0N91l+NbzEhPKKF/zbqu9q+5QYLKy5GcjNOnERk57Y03MGCA6IJIF5ifq2aMtb1sVo4LFy64urrOmzePd0rdlPSerC8vR0ICiooQEQGNBgMHii6IdM24ceOCgoLKysry8/NF1yJASUlJfHx8dXV1dXV1YGBgZ35EYiHkCSwspATKmlqthrOvv2bRuXPnEhISzpw5Ex0dvX379k6eCEgphBUVSExEYSHCw6HR4Jc9K0RG5Lj2ZM+dO3du+vTpP/74Y1RUVGZmJt8BrjNcGGN2rayzKiqQkICCAkyaBK0WgwaJLoh0X1VVVUBAQK9evaqrqz09PUWX4whlZWUJCQlFRUWRkZEajWZgV07ipHEkrKxEYiIl0GkMGjQoIiKiqamJT9Y7vfLy8m4nEJIIIU/g8eMIC8OePZRA5yCXtSd7zpzAiIiIzMzMriYQ4kNYU4Nf/xr5+QgLg06Hzs0mEelTwtr4ACoqKhISEgoLCyMiIjQajW+3JjKEXhPW1CApCXl5GDMGOh0GDxZWCbE1k8nk6+trMBjOnz8/2En/y/IEFhQUhIeHa7Xa7iUQIo+EtbVITkZeHkaPpgQ6n169esXGxjLGtFqt6FrsorKyMjExsaCgYNKkSd0+BnKCQsgTmJtLCXRiTnyjgifw+PHjYWFhe/bsGdSziQxBIfzqq+sJHDJETA3EzsyXhVK5DWYjVVVViYmJ+fn5YWFhOp2uk20xVoi7JvzwQyQmYuhQMd9OHCI4OLi0tPTYsWMTJ04UXYtt1NTUJCUl5eXljRkzRqfT2eRyt9NHwh07MHYs3nrLwtDLL2PsWLQ99a+txapVmDwZAwbAwwPBwViyBIcP/+Kn7rmHEuj0nKx/rba2Njk52bYJRBdCWFeHEydQVWVhqLwcJ07g8uWr/7ewEBMnYuVKXL6M1FQsW4axY7FpE6ZOxerVNimayEUnLwufe+652bNnr1u37tixY5I9d62trU1KSsrNzR09enRWVpYtp3w7+4zUhx8ygFncxuTJJxnAtm1jjLH6ejZyJHNxYevWsbZLL+bns+BgBrCtWzv7jUT+Orn+2qRJk8x/Ic0LhRQXFzuszpuqqamZMmUKgFGjRp0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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Acid.\n",
      "Probability: 0.7467\n"
     ]
    },
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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Neutral.\n",
      "Probability: 0.9990\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Base.\n",
      "Probability: 0.7441\n"
     ]
    },
    {
     "data": {
      "text/html": [
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       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGB size=300x300>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "This is a: Acid.\n",
      "Probability: 0.9995\n"
     ]
    }
   ],
   "source": [
    "from PIL import Image\n",
    "\n",
    "for count in range(0,10):\n",
    "    category,_,probs = learn.predict(PILImage.create(f'./test/{count}.png'))\n",
    "    image = Image.open(f'./test/{count}.png')\n",
    "    display(image)\n",
    "    print(f\"This is a: {category}.\")\n",
    "    print(f\"Probability: {probs[_]:.4f}\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "240c8c62",
   "metadata": {},
   "source": [
    "A look at the confusion matrix shows that the model very rarely gets acids and bases confused with eachother, but makes more mistakes classifying compounds at neutral when they aren't, or incorrectly classifying neutral compounds as acids or bases. This is fairly expected."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "54deeda9",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
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       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
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       "</style>\n"
      ],
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     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
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     "output_type": "display_data"
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    {
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VOZl6y83Nxa5fdmDgoMGQSCRixxEM371KYPfu3XBycoKTkxMGDBiAMWPGYPbs2ZBIJAgPD0f37t0xa9YsbNu2Dbm5uQgPDy92O1KpFN27d0elSpVw7tw5ZGRkYPz48R99/pycHOTk5MjvZ2RkCPXS/rW4iEN4eOsqxq4N++jYvJwc/LZ+MVzadoGeYfGlmpX+Ese3rUaLzn0FTqqe9uzehbjYyzhz7qLYUVTe6PGTkZGRjtZNG0BTUxMFBQWYPvs7dOvZR+xoau3QgTC8evUKAwYGiB1FUCzVEti0aRMGDBgAAPD19UVmZiYiIiLg7e2NH374AX379sW8efPk4xs2bFjsdo4fP47r168jKSkJVatWBQAsWLAAHTp0+ODzL1y4UGH7YnuV9ggHVs/H8B+3QFtX94NjC/LzsOO7sZDJZOg+ofjX8DbrNYKnD0Pl6jXQLmCsMiKrlZSUFEyZOA6HjhyDnp6e2HFU3oHQXxG6Zyd+3rgVTrWd8VdCPObMmAwrK2v07veF2PHU1paQYLT36QAbGxuxowiKpfoRN2/exIULFxAaGgoA0NLSQp8+fRAcHAxvb2/ExcVh+PDhJdrW9evXUa1aNXmhAoCbm9tHHzdjxgxMnDhRfj8jIwO2tralfCXCeXDzL2S+fI6VI7rKl0mlBUi8cgFn92/Dwj+uQ0NTEwX5edg2dwxepD7Al8u2FztLfZudiY1TB0NH3wCD5q+FppZ2Wb4UlRR7+RLS0tLQsnlj+bKCggKcOX0Ka39ejfSsHGhqaoqYULXM/3YGRo+fDP8evQEAderWw4OUZAQtX8xSVZLk+/cRGXEcO/fsEzuK4FiqH7Fp0ybk5+ejSpUq8mUymQza2tp4+fIl9PX1S7wtmUxWZFlJziXo6upC9yMzwrJUo3FLTAo+orBs96JpsKzmCK/PRygU6rMHSRi5YgcMTSsW2c7brNfYMGUwtLR1MHjB+o/OeqmQV5u2iIlNUFg2YthgODnVxqQp01iopfQmOxsaGoqXl2hqakL2t4/UkLC2btkMC0tLdPDrKHYUwbFUPyA/Px9bt27F0qVL0b59e4V1PXr0wI4dO9CgQQNERERg8ODBH92es7MzkpOT8ejRI/khj+joaKVkVyY9AyNYOTgpLNPRM4CBSQVYOTihID8fW+eMxsNbf2HIwo2QFkiR8fwpAMDAxBRa2jp4m52JDZMDkJvzBp/PWoq3WZl4m5UJADCqYAYNFsN7GRsbo269egrLDA0NYWZuXmQ5fVw7345YuXQRqlS1hVNtZyRcice6n1bi8wGD5GNevnyBhykpeJL6CADkFzVZVq4My8pWouRWVVKpFNu2hmDAgIHQUsOLEtXvFQno8OHDePnyJYYOHQpTU1OFdT179sSmTZuwfPlytG3bFo6Ojujbty/y8/Px22+/YerUqUW25+3tDScnJwwcOBBLly5FRkYGZs2aVVYvp8ykP03FtT+PAwCWD+uksG7k8h1wdG2Bhzf/QvL1OADAov5tFMbM2BkFM+uqICoLPyxejkU/zMX0SePw/FkaKltZ44vBwzBx6v/+bR47chjjv/7faZ6RQwqvsZg07RtMnjG7zDOrssiI40hJTsbAgCFiR1EKiay4Y5IEAOjcuTOkUmmxV/NevnwZjRs3xqVLl5CUlIT58+fj2rVrMDExgbu7O/btKzxXYGdnh/Hjx8uv8r116xaGDh2KCxcuwM7ODkFBQfD19cX+/fvh7+9folwZGRkwNTXF/PC4915NS//e6FYOYkdQW6+ycsWOoNZMDXhNgjJkZGTAqlIFpKenw8TE5INjWaoqiKWqXCxV5WGpKhdLVTlKU6r88gciIiKBsFSJiIgEwlIlIiISCEuViIhIICxVIiIigbBUiYiIBMJSJSIiEghLlYiISCAsVSIiIoGwVImIiATCUiUiIhIIS5WIiEggLFUiIiKBsFSJiIgEwlIlIiISCEuViIhIICxVIiIigbBUiYiIBMJSJSIiEghLlYiISCAsVSIiIoGwVImIiATCUiUiIhIIS5WIiEggLFUiIiKBsFSJiIgEwlIlIiISCEuViIhIICxVIiIigbBUiYiIBMJSJSIiEghLlYiISCAsVSIiIoGwVImIiATCUiUiIhIIS5WIiEggLFUiIiKBaIkdgP69ES3sYWJiInYMtdN03nGxI6itPya7ix1BrclkYidQT6XZr5ypEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkpz5vQp9PDvDPtqNtDXluDggTCxI6mEoxNbIWG+d5HbrE5O8jGjvBwQMaU1Ln7rheAhjeFoaaiwjaoV9bHi8waImu6O6FmeWNKnPswNdcr6paiE/Px8BH4/B80a1IK9lSmaN3TCskU/QCqVAgDy8vLw/ZyZ8GrZCA42FeFS2w5jvhyC1MePRE5e/p05fQo9u3WBo10VGOpq4NA/3gMOhIWiS0dfVLOxgKGuBuLj40TJKSSWKilNVlYW6jdoiOUrV4sdRaV8vvYCPBedkt+Gb74MAPj9rzQAwJDW1TGwZTUsCL+Bz9dewLPMHKwf1AgGOpoAAH1tDawPcIUMwLDNlzBw40Voa0qwakBDSCRivarya/WKJdgavAELflyBU+fjMfu7hfh51TJsWvcTAOBNdjYS4mMxYcpMHIs6h03bduPe3dsY9HkPkZOXf4XvAQ2wbMWq9653a9kS332/sIyTKY+W2AHKm4CAAGzZskV+38zMDE2bNsXixYvRoEEDEZOpHh/fDvDx7SB2DJXzMjtP4f7Q1pWQ/DwbMUkvAQAD3Kphw6lERFx7CgCYte8qTk5zR8cGVvg15iFcqlWATQV99Pr5PLJyCgAAs0Ov4c9Znmhub4Zz916U7Qsq5y5dPAdfv87w9vEDANhWt8P+vbsRH1v4x4yJqSl2h/2m8JgfFi9Hhzat8CAlGVVtq5V5ZlXxsfeAfv2/AADcT0oqo0TKx5lqMXx9ffH48WM8fvwYERER0NLSQqdOncSORf9BWpoSdGpohf2XCw81Vq2oDwtjXZy9879izCuQ4VLSKzSsZgoA0NHSgEwmQ26+VD4mJ1+KAqkMrtUrlGl+VdCsRSucjjqBu3duAQCuJlzBhXNn0ba973sfk5GRDolEAlPTCmWUklQFS7UYurq6sLKygpWVFVxcXDBt2jSkpKTg6dPCmcG0adNQq1YtGBgYwMHBAbNnz0Ze3v9mF/Hx8fDy8oKxsTFMTEzQuHFjxMTEyNefPXsW7u7u0NfXh62tLcaOHYusrKwyf51U/rWtYwFjPS0ciC0sVXOjwvOizzNzFMY9z8xBJSNdAMCVlHS8yZNiQvua0NPWgL62Bib51ISmhgQWxjyv+k+jx0+Gf8/eaN20AWwrGaKdezMMHzUG3Xr2KXb827dv8cPcb9CtV18Ym5iUcVoq73j49yMyMzOxY8cO1KhRA+bm5gAAY2NjhISEwMbGBgkJCRg+fDiMjY0xdepUAED//v3h6uqKNWvWQFNTE3FxcdDW1gYAJCQkwMfHB/Pnz8emTZvw9OlTjB49GqNHj8bmzZuLzZCTk4OcnP+9iWZkZCj5VVN50a1RFZy5/RxPX+cqLJfJ/jFQIoEMhQtfZudh0q4rmN2lNvq3sIVUJsNvCU9w7WEGCqT/fCAdCP0VoXt24ueNW+FU2xl/JcRjzozJsLKyRu9+XyiMzcvLw8ghAyCVShG4JEikxFSesVSLcfjwYRgZGQEoPJFubW2Nw4cPQ0OjcGL/zTffyMfa2dlh0qRJ2L17t7xUk5OTMWXKFNSuXRsAULNmTfn4H3/8Ef369cP48ePl64KCguDh4YE1a9ZAT0+vSJ6FCxdi3rx5SnmtVH5Zm+qhhaMZJuy8Il/2PLOwXCsZ6+JZ5v+K1txQR74OAKLvvoDf8rOoYKCNAqkMr9/m48TU1nj48m3ZvQAVMf/bGYWz1R69AQB16tbDg5RkBC1frFCqeXl5GBHQDyn3k/Drod85S6Vi8fBvMby8vBAXF4e4uDicP38e7du3R4cOHXD//n0AwN69e/HZZ5/BysoKRkZGmD17NpKTk+WPnzhxIoYNGwZvb28EBgbi7t278nWXLl1CSEgIjIyM5DcfHx9IpVIkJiYWm2fGjBlIT0+X31JSUpS7A6hc8G9kgxdZuTh165l82YOXb/D0dQ7cHM3ky7Q0JWhsVwHxyelFtvEqOw+v3+ajmX1FmBnq4OTNp2WSXZW8yc6W/8H8jqamJmTS/52TfleoiffuYPeB32BmZl7WMUlFcKZaDENDQ9SoUUN+v3HjxjA1NcWGDRvQqVMn9O3bF/PmzYOPjw9MTU2xa9cuLF26VD5+7ty56NevH8LDw/Hbb79hzpw52LVrF7p16wapVIovv/wSY8eOLfK81aoVfxWhrq4udHV1hX+hSpaZmYm7d+7I7yclJiI+Lg4Vzcze+1qpkEQC+DeyxsHYx0UO2W6PTsYwdzvcf56N5OfZGO5hj7d5UoRfSZWP8Xe1xr2nWXiRlQeXaqaY5lcL26KTkfQsu6xfSrnXzrcjVi5dhCpVbeFU2xkJV+Kx7qeV+HzAIACFn2MdPrAvEq7EYeuu/ZAWFCDtSeG+rlDRDDo6PE/9PpmZmbh792/vAUmJiI+Pg1lFM9hWq4YXL14gJSUZjx8VXjNw+9ZNAEDlyoXXtKgilmoJSCQSaGho4M2bN/jzzz9RvXp1zJo1S77+3Qz272rVqoVatWphwoQJ+Pzzz7F582Z069YNjRo1wtWrVxVKW11dvhQDH28v+f1pUyYCAAZ8MQgbgkNESqUaWjiYwaaCvvyq378LPn0fulqa+KZzbZjoaSHhQQa+3HIZ2bkF8jF2lQwxrl0NmOpr4+GrN9gQlYStZ5OLbIsKPx6z6Ie5mD5pHJ4/S0NlK2t8MXgYJk4t/Df++OED/P7bYQCAd+umCo/dd+gYWrb2KPPMquLypRh0aN9Gfn/61EkAgP5fDML6jZsRfvggRg4fIl8/aMDnAICZ33yLWbPnlmlWoUhksiKXPPynBQQE4MmTJ/KLhl6+fInVq1djzZo1iIyMRHp6Onr27Ilt27ahadOmCA8Px7x581BQUIBXr17hzZs3mDJlCnr27Al7e3s8ePAAgwYNQo8ePbBo0SJcuXIFLVq0wODBgzF8+HAYGhri+vXr+OOPP7BqVfEfkP6njIwMmJqa4snzdJjwvI7gms47LnYEtfXHZHexI6g1E31tsSOopYyMDFhbVEB6+sffczlTLcbRo0dhbW0NoPBK39q1a+PXX3+Fp6cnAGDChAkYPXo0cnJy0LFjR8yePRtz584FUHgu5vnz5xg4cCCePHmCSpUqoXv37vILjRo0aICoqCjMmjULrVu3hkwmg6OjI/r0Kf7yfSIiUh2cqaogzlSVizNV5eFMVbk4U1WO0sxUefUvERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERALRKsmggwcPlniDXbp0+ddhiIiIVFmJStXf379EG5NIJCgoKPiUPERERCqrRKUqlUqVnYOIiEjl8ZwqERGRQEo0U/2nrKwsREVFITk5Gbm5uQrrxo4dK0gwIiIiVVPqUo2NjYWfnx+ys7ORlZUFMzMzPHv2DAYGBrC0tGSpEhHRf1apD/9OmDABnTt3xosXL6Cvr49z587h/v37aNy4MZYsWaKMjERERCqh1KUaFxeHSZMmQVNTE5qamsjJyYGtrS0WL16MmTNnKiMjERGRSih1qWpra0MikQAAKleujOTkZACAqamp/L+JiIj+i0p9TtXV1RUxMTGoVasWvLy88O233+LZs2fYtm0b6tevr4yMREREKqHUM9UFCxbA2toaADB//nyYm5tj1KhRSEtLw/r16wUPSEREpCpKPVNt0qSJ/L8tLCxw5MgRQQMRERGpKn75AxERkUBKPVO1t7eXX6hUnHv37n1SICIiIlVV6lIdP368wv28vDzExsbi6NGjmDJlilC5iIiIVE6pS3XcuHHFLv/pp58QExPzyYGIiIhUlWDnVDt06IB9+/YJtTkiIiKVI1ip7t27F2ZmZkJtjoiISOX8qy9/+PuFSjKZDKmpqXj69Cl+/vlnQcPRh2Xn5EMrJ1/sGGrn+BQPsSOoLTuPCWJHUGsvL64WO4Ja0tB4/8W5/1TqUu3atatCqWpoaMDCwgKenp6oXbt2aTdHRESkNkpdqnPnzlVCDCIiItVX6nOqmpqaSEtLK7L8+fPn0NTUFCQUERGRKip1qcpksmKX5+TkQEdH55MDERERqaoSH/4NCgoCAEgkEmzcuBFGRkbydQUFBTh16hTPqRIR0X9aiUt1+fLlAApnqmvXrlU41KujowM7OzusXbtW+IREREQqosSlmpiYCADw8vJCaGgoKlasqLRQREREqqjUV/+eOHFCGTmIiIhUXqkvVOrZsycCAwOLLP/xxx/Rq1cvQUIRERGpolKXalRUFDp27Fhkua+vL06dOiVIKCIiIlVU6lLNzMws9qMz2trayMjIECQUERGRKip1qdarVw+7d+8usnzXrl1wdnYWJBQREZEqKvWFSrNnz0aPHj1w9+5dtGnTBgAQERGBX375BXv37hU8IBERkaoodal26dIFYWFhWLBgAfbu3Qt9fX00bNgQkZGRMDExUUZGIiIilVDqUgWAjh07yi9WevXqFXbs2IHx48cjPj4eBQUFggYkIiJSFf/6R8ojIyMxYMAA2NjYYPXq1fDz80NMTIyQ2YiIiFRKqWaqDx48QEhICIKDg5GVlYXevXsjLy8P+/bt40VKRET0n1fimaqfnx+cnZ1x7do1rFq1Co8ePcKqVauUmY2IiEillHimeuzYMYwdOxajRo1CzZo1lZmJiIhIJZV4pnr69Gm8fv0aTZo0QfPmzbF69Wo8ffpUmdmIiIhUSolL1c3NDRs2bMDjx4/x5ZdfYteuXahSpQqkUin++OMPvH79Wpk5iYiIyr1SX/1rYGCAIUOG4MyZM0hISMCkSZMQGBgIS0tLdOnSRRkZiYiIVMK//kgNADg5OWHx4sV48OABdu7cKVQmIiIilfRJpfqOpqYm/P39cfDgQSE2R0REpJIEKVUiIiJiqRIREQmGpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqZJSLF+yCOZG2pg5daJ8WdqTJ/j6yyFwrlENVS1M0Mu/I+7euS1iStXQpH5NWJnqFLlNnzRWPubWzesY2LcbatpWgmMVM/i1/QwPUpJFTF0+tGrkiL0rvsS9Yz/gTexqdPZsUGTMrC/9cO/YD3gRvQy/bxiHOg5WCut1tLWwbFovpEQG4tnZpfh1xZeoYllBvr5145p4E7u62Ftj52rKfokq58zpU+jh3xn21Wygry3BwQNhYkcSFEu1HDh58iQkEglevXoldhRBXL50EVs3b0TdevXly2QyGb74vAfuJyZi++59OPHnRdjaVkP3zr7IysoSMW35d/TEWVy5lSy/7Qn7DQDQ2b8HACDp3l109fFCjZpOCD38ByLPxGDC1JnQ1dMTM3a5YKivi4RbDzEhcE+x6ycFeGPsAC9MCNyDzwb8iCfPMxC+dgyMDHTlY36c0gNdvBpg4IzNaDt4OYz0dbAvaCQ0NCQAgHPx92DnPUPhFhz6J5IePsOla/zD5p+ysrJQv0FDLF+5WuwoSqFWpRoQEACJRILAwECF5WFhYZBIJII9T1JSEiQSCeLi4gTbprrIzMzEyKGDsHz1WlSoUFG+/O6d24i5cB5LVqxGo8ZNUbOWE35csRpZWZkI/XWXiInLv0qVLGBZ2Up+++P3I7Czd0TLz9wBAAvnf4u27X3x7fxA1G/oiur2Dmjn4wcLC0uRk4vv2J/XMO/nwzgQGV/s+q/7eWHxpt9xIDIe1+4+xrDZ26Cvp40+HZoAAEyM9BDg74bpy/bjxPmbiL/5AEO+2Yp6NWzQpnltAEBefgGePH8tvz1Pz0JHj/rYcuBcmb1OVeLj2wFzv/se/t26ix1FKdSqVAFAT08PixYtwsuXL8WOgtzcXLEjlLmpE8egnU8HeHq1VViem5MDAAqzJ01NTeho6+Bc9J9lmlGV5ebmYt/uX/D5gEGQSCSQSqU4fuw3ONSoib7dOqKuYxV0aNMKvx0+IHbUcs+uijmsLUxxPPqGfFluXj5OX7qDFg0dAACudapBR1sLx6Ovy8c8fpqOq3cfoUVD+2K328mjASpVMML2gyzV/yK1K1Vvb29YWVlh4cKF7x1z9uxZuLu7Q19fH7a2thg7dqzCIUiJRIKwsDCFx1SoUAEhISEAAHv7wn9Mrq6ukEgk8PT0BFA4U/b398fChQthY2ODWrVqAQC2b9+OJk2awNjYGFZWVujXrx/S0tKEe9HlROivu3ElLhaz5/1QZF1Np9qwrVYd8+d8g1cvXyI3Nxcrli7GkyepeJKaKkJa1fTb4QNIT3+FPv0HAgCePU1DVmYmVi3/EV7e7bF7fzj8OnXFkAG9cfbMKZHTlm9WlUwAAGkvXissT3v+GpXNC9dZmZsgJzcPr16/ee+Yfxrk74Y/oq/jwZNXwoemck/tSlVTUxMLFizAqlWr8ODBgyLrExIS4OPjg+7du+PKlSvYvXs3zpw5g9GjR5f4OS5cuAAAOH78OB4/fozQ0FD5uoiICFy/fh1//PEHDh8+DKBwdjF//nzEx8cjLCwMiYmJCAgIKPHz5eTkICMjQ+FW3jx8kIKZUydi7aYt0CvmXJ62tjZCduzG3Tu34GhriaoWJvjzdBS82/tCU1NThMSqaee2ELRp5wMraxsAgFQqBQD4+nXGl1+PQ70GLhgzcSra+fpha/B6MaOqDJlMpnBfIim67J8kEgmKG1HFsgLaudXBlrBoAROSKtESO4AydOvWDS4uLpgzZw42bdqksO7HH39Ev379MH78eABAzZo1ERQUBA8PD6xZs6bYQvgnCwsLAIC5uTmsrBSvFDQ0NMTGjRuho6MjXzZkyBD5fzs4OCAoKAjNmjVDZmYmjIyMPvp8CxcuxLx58z46TkxxsZfx9Gka2nzWXL6soKAAZ/88jY3rfsbjF1lwcW2MqOhLyEhPR25uLipZWKCdZ0u4uDYWMbnqSEm+j1MnIxC8/X8X3ZiZV4KWlhZq1a6jMLZmrdq4cO5sWUdUKanPCv84rWxuIv9vALAwM5bPXlOfZ0BXRxsVjPUVZqsWZkY4F3+vyDa/6NoCz9OzcDjqipLTU3mldjPVdxYtWoQtW7bg2rVrCssvXbqEkJAQGBkZyW8+Pj6QSqVITEz85OetX7++QqECQGxsLLp27Yrq1avD2NhYfrg4OblkVwbOmDED6enp8ltKSson5xSau2cbnDkfi6izMfKbS6PG6Nnnc0SdjVGYjZqYmqKShQXu3rmNuMuX4Nepi4jJVceuHVtQycIS3j5+8mU6OjpwadQEd2/fUhh77+5tVLXlxzk+JOnhczx+mo62LWrLl2lraaJ14xrywoy9nozcvHyFMVaVTFDX0Qbn4ou+Xwzs0gK/HL6A/Hyp8l8AlUtqOVMFAHd3d/j4+GDmzJkKh1qlUim+/PJLjB07tshjqlUrfBOSSCRFDv/k5eWV6HkNDQ0V7mdlZaF9+/Zo3749tm/fDgsLCyQnJ8PHx6fEFzLp6upCV1f34wNFZGxsjDp16yksMzQwhJmZuXz5gdC9MK9kgaq2trh29S/MnDoRfp26wqttOzEiqxSpVIpdO7ai9+cDoKWl+M/2q7ET8eXg/mjRsjVatfZAZMQxHPstHKHhx0VKW34Y6uvA0dZCft+uijka1KqClxnZSEl9iZ9+OYEpQ9vjTnIa7iQ/xdShPnjzNg+7f4sBAGRkvkVIWDQCJ3bH8/QsvEzPxsIJ3fDXnUeIPH9D4bk8m9WCfdVKCAnjEYIPyczMxN07d+T3kxITER8Xh4pmZvL3YFWmtqUKAIGBgXBxcZFfMAQAjRo1wtWrV1GjRo33Ps7CwgKPHz+W3799+zays7Pl99/NRAsKCj6a4caNG3j27BkCAwNha2sLAIiJiSn1a1EHqamP8c2MKXia9gSVrazR5/MBmDx9ltixVMKpExF4mJKMz78IKLLOr7M/Fi3/CauWLcY30ybAsWYtbNq2G83dWpV90HKmkXN1HNs4Tn5/8eTCz/ZuO3gOI+Zsx9KQ49DT1cGKGX1Q0cQAF/9KQqdRq5GZnSN/zNQl+1BQIMX2RUOhr6uNExduYsS4bZBKFf/wDvBviei4u7iZ+KRsXpyKunwpBj7eXvL706YUfkHMgC8GYUNwiEiphCORfeyMvAoJCAjAq1evFK7cHThwIH799Ve8ffsWMpkMV65cQYsWLTB48GAMHz4choaG8guLVq1aBQD4/PPPER8fj+3bt0MqlWLatGk4ffo01q9fj4CAAOTn58PExASzZs3CsGHDoKenB1NT02Kf/+nTp6hatSrGjRuHkSNH4q+//sKUKVNw69YtxMbGwsXFBSdPnoSXlxdevnyJChUqfPR1ZmRkwNTUFImPnsPEpPgrEOnfyytQm38S5Y6dxwSxI6i1lxfV8wsVxJaRkYHK5qZIT0//6Huu2p5TfWf+/PkKh3IbNGiAqKgo3L59G61bt4arqytmz54Na2tr+ZilS5fC1tYW7u7u6NevHyZPngwDAwP5ei0tLQQFBWHdunWwsbFB165d3/v8FhYWCAkJwa+//gpnZ2cEBgZiyZIlynmxREQkKrWaqf5XcKaqXJypKg9nqsrFmapycKZKREQkApYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEC2xA9C/p6OlAR0t/l0kND1tidgR1NbLi6vFjqDWXmXlih1BLb0uxX7lOzIREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFA1KpU7ezssGLFijJ9Tk9PT4wfP75Mn7M8WrI4EB6tmsO6kinsba3Qt1c33Lp1U74+Ly8Ps2dNR/PGDVHZzBg17atixJBBePzokYipVceZ06fQs1sXONpVgaGuBg4dCJOvy8vLwzczp6FpowawqGgER7sqGMZ9K5gfFy2EvrYEkyeOFzuKysnPz0fg93PQrEEt2FuZonlDJyxb9AOkUql8jEwmw5KF8+FS2w72Vqbo3rEdbl6/JmLqTyNaqZ48eRISieS9Ny8vr1Jv8+LFixgxYoT8vkQiQVhYmMKYuXPnwsXF5RPT/09oaCjmz58v2PZU1Z+nozD8y1GIPHUWB8N/R35+Pvw7+iIrKwsAkJ2djfjYy5g2YxZOn4vBjl17cfvObfTp6S9ucBWRlZWF+g0aYNmKVUXWZWdnIy42FtNnfoM/z13Czt37cOf2LfTq0VWEpOol5uJFbNq4HvXrNxA7ikpavWIJtgZvwIIfV+DU+XjM/m4hfl61DJvW/SQf89PKpVj380r8sHgFfos8C8vKldGnmx8yX78WMfm/pyXWE7ds2RKPHz8usvzgwYMYOXIkvvrqq1Jv08LCQohoJZKXlwdtbW2YmZmV2XOWZ/sP/aZwf836YDjYWiH28iV81todpqamOHjkmMKYJctWwvOzFkhJToZttWplGVfl+Ph2gI9vh2LXmZqa4vBvivt26fIguLdqzn37CTIzMzF4UH/8vHYDAhd8L3YclXTp4jn4+nWGt48fAMC2uh32792N+NjLAApnqRvWrMK4SdPRsYs/AGDlmk1oUNMWoXt3YeDg4WJF/9dEm6nq6OjAyspK4fby5UtMmTIFM2fORK9evdC4cWMsXbpU/hh/f39oaWkhIyMDAJCamgqJRIKbNwsPM/798K+dnR0AoFu3bpBIJLCzs0NISAjmzZuH+Ph4+Yw4JCQEAJCeno4RI0bA0tISJiYmaNOmDeLj4+XP/W6GGxwcDAcHB+jq6kImkxU5/Pvy5UsMHDgQFStWhIGBATp06IDbt2/L14eEhKBChQr4/fffUadOHRgZGcHX17fYPzBUWUZGOgB88I+OjPR0SCQSmFaoUEap/jvSuW8/2fgxX8O3Q0e0aestdhSV1axFK5yOOoG7d24BAK4mXMGFc2fRtr0vACD5fiLSnqTCw+t/+1hXVxdurVoj5vw5UTJ/qnJzTvXVq1fw9/eHh4eH/HCqp6cnTp48CaDwL5rTp0+jYsWKOHPmDADgxIkTsLKygpOTU5HtXbx4EQCwefNmPH78GBcvXkSfPn0wadIk1K1bF48fP8bjx4/Rp08fyGQydOzYEampqThy5AguXbqERo0aoW3btnjx4oV8m3fu3MGePXuwb98+xMXFFfs6AgICEBMTg4MHDyI6OhoymQx+fn7Iy8uTj8nOzsaSJUuwbds2nDp1CsnJyZg8efJ7901OTg4yMjIUbuWZTCbDjKmT4NbyMzjXrVfsmLdv32LO7Jno3edzmJiYlHFC9fb27Vt8+80M9O7bj/v2X9qzexfiYi9j/g8LxY6i0kaPnwz/nr3RumkD2FYyRDv3Zhg+agy69ewDAEh78gQAYGFpqfC4SpaWSEtLLfO8QhDt8O/fSaVS9OvXD5qamti+fTskEgmAwlLdtGkTpFIpEhISoKmpiQEDBuDkyZPw8/PDyZMn4eHhUew23x0KrlChAqysrOTLjYyMoKWlpbAsMjISCQkJSEtLg66uLgBgyZIlCAsLw969e+XnaXNzc7Ft27b3Hma+ffs2Dh48iD///BMtW7YEAOzYsQO2trYICwtDr169ABQeOl67di0cHR0BAKNHj8Z333333v2zcOFCzJs37+M7spyYNH4MriYk4FjkqWLX5+XlIeCLzyGVSrEs6Kdix9C/k5eXh0EDCvftCu7bfyUlJQVTJo7DoSPHoKenJ3YclXYg9FeE7tmJnzduhVNtZ/yVEI85MybDysoavft9IR/37j3/HZms6DJVUS5mqjNnzkR0dDQOHDig8Je1u7s7Xr9+jdjYWERFRcHDwwNeXl6IiooCgA+WamlcunQJmZmZMDc3h5GRkfyWmJiIu3fvysdVr179g+dtr1+/Di0tLTRv3ly+zNzcHE5OTrh+/bp8mYGBgbxQAcDa2hppaWnv3e6MGTOQnp4uv6WkpPzbl6p0kyeMxZHDhxD+ewSqVK1aZH1eXh4G9u+D+0lJOBD+O2dSAsrLy8MX/fogKSkRh44c4779l2IvX0JaWhpaNm8MIz0tGOlp4fSpKPy8OghGelooKCgQO6LKmP/tjMLZao/eqFO3Hnr17Y/hX41F0PLFAADLypUB/G/G+s7zp2mwsKhc5nmFIPpMdffu3ViyZAnCw8NRs2ZNhXWmpqZwcXHByZMncfbsWbRp0watW7dGXFwcbt++jVu3bsHT0/OTM0ilUlhbW8sPNf9dhb+dkzI0NPzgdmQy2XuX//2vLm1tbYX1EonkvY8FCs8xvJtBl1cymQyTJ4zFoYNhOHIsEnb29kXGvCvUu3fuIPz3CJibm4uQVD29K9Q7d27jt2OR3LefwKtNW8TEJigsGzFsMJycamPSlGnQ1NQUKZnqeZOdDQ0NxbmbpqYmZP//kZpq1e1hWdkKp04eR/2GLgAKjwhG/3kas+b9UNZxBSFqqcbFxWHIkCEIDAyEj49PsWM8PT1x4sQJnD9/Ht999x0qVKgAZ2dnfP/997C0tESdOnXeu31tbe0if1Xq6OgUWdaoUSOkpqZCS0tLfoHTv+Hs7Iz8/HycP39efvj3+fPnuHXr1gdzqoOJ40bj1907sevX/TA2MsaT1MLzISamptDX10d+fj4GfN4L8bGx+HX/QUgLCuRjKpqZQUdHR8z45V5mZibu3r0jv5+UlIj4+DiYVTSDtY0N+vfthbi4y9i7/xAKCgqQ+v/71oz7ttSMjY1Rt57itQCGhoYwMzcvspw+rJ1vR6xcughVqtrCqbYzEq7EY91PK/H5gEEACicUw0eNQdDSxbB3qAkHxxoIWrYI+gYG6N6zr8jp/x3RSvXZs2fw9/eHp6cnBgwYIH8TeEdTUxMWFhbw9PTEypUrYWZmBmdnZwCFRbtq1Sp07979g89hZ2eHiIgItGrVCrq6uqhYsSLs7OyQmJiIuLg4VK1aFcbGxvD29oabmxv8/f2xaNEiODk54dGjRzhy5Aj8/f3RpEmTEr2mmjVromvXrhg+fDjWrVsHY2NjTJ8+HVWqVEHXrur9mcGN69cCADq0b6OwfM36TRgwMAAPHzzAkcOHAAAtmzVSGHPk9wi09vAsk5yq6vKlGIV9O33qJABA/y8GYdY3cxB++CAAwK2pq8LjfjsWCXfuWxLJD4uXY9EPczF90jg8f5aGylbW+GLwMEycOks+5utxk/D2zRvMmDwW6a9ewrVxM+wKDYeRsbGIyf890Uo1PDwc9+/fx/3792FtbV1kffXq1ZGUlAR3d3cAgIeHh/wQqoeHB1asWPHR86lLly7FxIkTsWHDBlSpUgVJSUno0aMHQkND4eXlhVevXmHz5s0ICAjAkSNHMGvWLAwZMgRPnz6FlZUV3N3dUbly6Y7rb968GePGjUOnTp2Qm5sLd3d3HDlypMghX3Xz+u2HzzNVt7P76Bh6P3cPT2TlSN+7/kPr6NMdizgpdgSVZGRsjPmBSzE/cOl7x0gkEkyeMRuTZ8wuw2TKI5F96GQelUsZGRkwNTXFw7SXvBhFCTRU9KpDVaChwX2rTK+ycsWOoJZeZ2SgVjULpKenf/Q9t1xc/UtERKQOWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQlioREZFAWKpEREQCYakSEREJhKVKREQkEJYqERGRQFiqREREAmGpEhERCYSlSkREJBCWKhERkUBYqkRERAJhqRIREQmEpUpERCQQLbEDUOnJZDIAwOvXGSInUU8aEonYEdSWhgb3rTK9zsoVO4Jaynz9GsD/3ns/hKWqgl7////AtR2ri5yEiOi/4/Xr1zA1Nf3gGImsJNVL5YpUKsWjR49gbGwMiQrMqjIyMmBra4uUlBSYmJiIHUetcN8qD/etcqnS/pXJZHj9+jVsbGygofHhs6acqaogDQ0NVK1aVewYpWZiYlLu//GoKu5b5eG+VS5V2b8fm6G+wwuViIiIBMJSJSIiEghLlZROV1cXc+bMga6urthR1A73rfJw3yqXuu5fXqhEREQkEM5UiYiIBMJSJSIiEghLlYiISCAsVSIiIoGwVImIiATCUiUiIhIIv6aQBHHw4MESj+3SpYsSk/y35ObmIjExEY6OjtDS4j/nfysjo+S/+KQKX6lXHj158gSTJ09GREQE0tLSivziS0FBgUjJhMXPqZIg/vkl0xKJROEfzd+/+F9d/vGIKTs7G2PGjMGWLVsAALdu3YKDgwPGjh0LGxsbTJ8+XeSEqkVDQ+OjP04hk8kgkUj4/99/qUOHDkhOTsbo0aNhbW1dZH937dpVpGTC4p+2JAipVCr/7+PHj2PatGlYsGAB3NzcIJFIcPbsWXzzzTdYsGCBiCnVx4wZMxAfH4+TJ0/C19dXvtzb2xtz5sxhqZbSiRMnxI6g9s6cOYPTp0/DxcVF7ChKxVIlwY0fPx5r167FZ599Jl/m4+MDAwMDjBgxAtevXxcxnXoICwvD7t270aJFC4W/+J2dnXH37l0Rk6kmDw8PsSOoPVtb2xL9yLeqY6mS4O7evVvszySZmpoiKSmp7AOpoadPn8LS0rLI8qysLJX4jV1VkJ2djeTkZOTm5iosb9CggUiJVNuKFSswffp0rFu3DnZ2dmLHURqeUyXBubu7Q1tbG9u3b4e1tTUAIDU1FV988QVyc3MRFRUlckLV5+HhgZ49e2LMmDEwNjbGlStXYG9vj9GjR+POnTs4evSo2BFV1tOnTzF48GD89ttvxa7nOdV/p2LFisjOzkZ+fj4MDAygra2tsP7FixciJRMWZ6okuODgYHTr1g3Vq1dHtWrVAADJycmoVasWwsLCxA2nJhYuXAhfX19cu3YN+fn5WLlyJa5evYro6Gj+0fKJxo8fj5cvX+LcuXPw8vLC/v378eTJE3z//fdYunSp2PFU1ooVK8SOUCY4UyWlkMlk+OOPP3Djxg3IZDI4OzvD29ubhyYFlJCQgCVLluDSpUuQSqVo1KgRpk2bhvr164sdTaVZW1vjwIEDaNasGUxMTBATE4NatWrh4MGDWLx4Mc6cOSN2RCrHWKpERH9jYmKCK1euwM7ODnZ2dtixYwdatWqFxMRE1K1bF9nZ2WJHVFkFBQUICwvD9evXIZFI4OzsjC5dukBTU1PsaILh4V8SRFBQEEaMGAE9PT0EBQV9cOzYsWPLKJX6unz5MrS1teWz0gMHDmDz5s1wdnbG3LlzoaOjI3JC1eXk5ISbN2/Czs4OLi4u8gtr1q5dK79GgErvzp078PPzw8OHD+Hk5ASZTIZbt27B1tYW4eHhcHR0FDuiIDhTJUHY29sjJiYG5ubmsLe3f+84iUSCe/fulWEy9dS0aVNMnz4dPXr0wL179+Ds7Izu3bvj4sWL6Nix43/m/JUy7NixA3l5eQgICEBsbCx8fHzw/Plz6OjoICQkBH369BE7okry8/ODTCbDjh07YGZmBgB4/vw5BgwYAA0NDYSHh4ucUBgsVSIVZGpqisuXL8PR0RGLFi1CZGQkfv/9d/z555/o27cvUlJSxI6oNrKzs3Hjxg1Uq1YNlSpVEjuOyjI0NMS5c+eKnPOPj49Hq1atkJmZKVIyYfEL9YlUkEwmk3+L1fHjx+Hn5weg8AP2z549EzOaSsvLy4ODgwOuXbsmX2ZgYIBGjRqxUD+Rrq4uXr9+XWR5ZmamWp2uYKmS4Hr27InAwMAiy3/88Uf06tVLhETqp0mTJvj++++xbds2REVFoWPHjgCAxMREVK5cWeR0qktbWxs5OTm8Sl0JOnXqhBEjRuD8+fOQyWSQyWQ4d+4cRo4cqVY/ssFSJcH9/U3+73x9fXHq1CkREqmfFStW4PLlyxg9ejRmzZqFGjVqAAD27t2Lli1bipxOtY0ZMwaLFi1Cfn6+2FHUSlBQEBwdHeHm5gY9PT3o6emhVatWqFGjBlauXCl2PMHwnCoJTl9fH3FxcXByclJYfuPGDbi6uuLNmzciJVN/b9++haamZpFvq6GS69atGyIiImBkZIT69evD0NBQYX1oaKhIydTD7du3FT6//u4PQnXBj9SQ4OrVq4fdu3fj22+/VVi+a9cuODs7i5Tqv0FPT0/sCCqvQoUK6NGjh9gx1FbNmjVRs2ZNsWMoDWeqJLiDBw+iR48e6NevH9q0aQMAiIiIwC+//IK9e/fC399f3IBqoKCgAMuXL8eePXuK/dJ3dfkeVVJtEydOxPz582FoaIiJEyd+cOyyZcvKKJVycaZKguvSpQvCwsKwYMEC7N27F/r6+mjYsCEiIyNhYmIidjy1MG/ePGzcuBETJ07E7NmzMWvWLCQlJSEsLKzIEQIqnTZt2iA0NBQVKlRQWJ6RkQF/f39ERkaKE0wFxcbGIi8vD0DhF5a87wIwdbowjDNVUrpXr15hx44d2LRpE+Lj4/krHwJwdHREUFAQOnbsCGNjY8TFxcmXnTt3Dr/88ovYEVWWhoYGUlNTi/y0XlpaGqpUqSIvCaLicKZKShMZGYng4GCEhoaievXq6NGjBzZt2iR2LLWQmpoq/xC9kZER0tPTARR+bGH27NliRlNZV65ckf/3tWvXkJqaKr9fUFCAo0ePokqVKmJEU3n5+fnQ09NDXFwc6tWrJ3YcpWKpkqAePHiAkJAQBAcHIysrC71790ZeXh727dvHi5QEVLVqVTx+/BjVqlVDjRo1cOzYMTRq1AgXL16Erq6u2PFUkouLCyQSCSQSifxagL/T19fHqlWrREim+rS0tFC9evX/xFEqfk6VBOPn5wdnZ2dcu3YNq1atwqNHj/gmpCTvPvYBAOPGjcPs2bNRs2ZNDBw4EEOGDBE5nWpKTEzE3bt3IZPJcOHCBSQmJspvDx8+REZGBvftJ/jmm28wY8YMtb+IjudUSTBaWloYO3YsRo0apXDJvLa2NuLj4zlTVaLz58/jzz//RI0aNdTq22lIfbi6uuLOnTvIy8tD9erVi3z+9/LlyyIlExYP/5JgTp8+jeDgYDRp0gS1a9fGF198wV/0UJLnz5/D3NwcAJCSkoLw8HC8efMGTZo0ETmZ6tu6desH1w8cOLCMkqiX/8pH6ThTJcFlZ2dj165dCA4OxoULF1BQUIBly5ZhyJAhMDY2FjueSktISEDnzp2RkpKCmjVrYteuXfD19UVWVhY0NDSQlZXFzwJ/oooVKyrcz8vLQ3Z2NnR0dGBgYKD2hy/p0/CcKgnOwMAAQ4YMwZkzZ5CQkIBJkyYhMDAQlpaWPDT5iaZOnYr69esjKioKnp6e6NSpE/z8/JCeno6XL1/iyy+/LPbHDKjkXr58qXDLzMzEzZs38dlnn2Hnzp1ix1Npr169wsaNGxXOrV6+fBkPHz4UOZlwOFOlMlFQUIBDhw4hODgYBw8eFDuOyqpUqRIiIyPRoEEDZGZmwsTEBBcuXJAf9r1x4wZatGiBV69eiRtUDcXExGDAgAG4ceOG2FFU0pUrV+Dt7Q1TU1MkJSXh5s2bcHBwwOzZs3H//v2PHnZXFZypUpnQ1NSEv78/C/UTvXjxAlZWVgAKP59qaGgIMzMz+fqKFSsW+5uV9Ok0NTXx6NEjsWOorIkTJyIgIAC3b99W+I7qDh06qNWvV/FCJSIV88+vdFOnr3grD/75h59MJsPjx4+xevVqtGrVSqRUqu/ixYtYt25dkeVVqlRR+KINVcdSJVIxAQEB8i94ePv2LUaOHCn/eEJOTo6Y0dTCPy/ykkgksLCwQJs2bbB06VJxQqkBPT09ZGRkFFl+8+ZNWFhYiJBIOXhOlUiFDB48uETjNm/erOQkRKUzYsQIPH36FHv27IGZmRmuXLkiPy3k7u6OFStWiB1RECxVIqJi5ObmIjExEY6OjtDS4kG9T5WRkQE/Pz9cvXoVr1+/ho2NDVJTU+Hm5oYjR44U+TIIVcVSJSL6m+zsbIwePVp+NeqtW7fg4OCAsWPHwsbGBtOnTxc5oWqLjIzE5cuXIZVK0ahRI3h7e4sdSVC8+peI6G9mzJiBK1eu4OTJkwpXqXp7e2P37t0iJlNtW7duRU5ODtq0aYPJkydj6tSp8Pb2Rm5urtp8nAbgTJWISEH16tWxe/dutGjRAsbGxoiPj4eDgwPu3LmDRo0aFXuxDX2cpqYmHj9+XOR3ap8/fw5LS0u1+QUbzlSJiP7m6dOnRd74ASArK4sfX/oEMpms2P334MEDmJqaipBIOXj2nYjob5o2bYrw8HCMGTMGwP8+B7xhwwa4ubmJGU0lubq6yn+ntm3btgoXfRUUFCAxMRG+vr4iJhQWS5WI6G8WLlwIX19fXLt2Dfn5+Vi5ciWuXr2K6OhoREVFiR1P5bz73G9cXBx8fHxgZGQkX6ejowM7Ozv06NFDpHTC4zlVIqJ/SEhIwJIlS3Dp0iX5VarTpk1D/fr1xY6msrZs2YK+ffvKv7hEXbFUiYhI6RwcHHDx4kX57wC/8+rVKzRq1Aj37t0TKZmwePiXiAiAhobGRy9EkkgkyM/PL6NE6iUpKanYK3xzcnLU6qffWKpERAD279//3nVnz57FqlWrwAN7pff3Hyj4/fffFa70LSgoQEREBOzs7ERIphw8/EtE9B43btzAjBkzcOjQIfTv3x/z589HtWrVxI6lUjQ0Cj+5KZFIivxRoq2tDTs7OyxduhSdOnUSI57gOFMlIvqHR48eYc6cOdiyZQt8fHwQFxeHevXqiR1LJUmlUgCAvb09Ll68iEqVKomcSLn45Q9ERP8vPT0d06ZNQ40aNXD16lVERETg0KFDLFQBJCYmqn2hApypEhEBABYvXoxFixbBysoKO3fuRNeuXcWOpPKCgoIwYsQI6OnpISgo6INjx44dW0aplIvnVImIUHjuT19fH97e3tDU1HzvuNDQ0DJMpdrs7e0RExMDc3Nz2Nvbv3ecRCLhR2qIiNTJwIED+d2+AktMTCz2v9UZZ6pERKR0t2/fRs2aNcWOoXQsVSIiUjoNDQ1YW1vDw8MDHh4e8PT0hJOTk9ixBMdSJSIipXvy5AkiIyMRFRWFkydP4tatW6hcubK8YEeOHCl2REGwVImIqMzduXMH33//PXbs2AGpVKo2P1LOC5WIiEjpMjMzcebMGZw8eRJRUVGIi4tDnTp1MGbMGHh4eIgdTzCcqRIRkdJpa2vDzMwMX3zxBby8vPDZZ58pfA+wumCpEhGR0vn7++PMmTPQ1NSEp6en/FanTh2xowmKpUpERGXmypUriIqKQlRUFE6fPg2JRAJPT0/s2rVL7GiC4DlVIiIqMw0aNEBBQQHy8vKQk5ODo0ePqtW3VPEL9YmISOmWL1+Orl27wszMDM2aNcPOnTvh5OSE/fv349mzZ2LHEwwP/xIRkdI1adJEfh7V3d0dJiYmYkdSCh7+JSIipWnbti2+/vprxMTEFLv+2bNnaNasmdp8oT5nqkREpDQaGhrQ0NDArFmzMG/evCLrnzx5AhsbG7X58geeUyUiIqVas2YNVq5ciW7duiEzM1PsOErFUiUiIqXq2rUroqOjce3aNbi5uanNod7isFSJiEjp6tSpgwsXLsDW1hZNmzbF8ePHxY6kFCxVIiIqE6ampggPD8fw4cPh5+eH5cuXix1JcLz6l4iIlEYikRS5HxgYCFdXVwwdOhSRkZEiJVMOzlSJiEhp3vcBkz59+uDMmTNISEgo40TKxZkqEREpzYkTJ2BmZlbsOhcXF1y6dAnh4eFlnEp5+DlVIiIigfDwLxERkUBYqkRERAJhqRIREQmEpUpERCQQlioRKcXcuXPh4uIivx8QEAB/f/8yz5GUlASJRIK4uLgyf27672GpEv3HBAQEQCKRQCKRQFtbGw4ODpg8eTKysrKU+rwrV65ESEhIicayCElV8XOqRP9Bvr6+2Lx5M/Ly8nD69GkMGzYMWVlZWLNmjcK4vLw8aGtrC/KcpqamgmyHqDzjTJXoP0hXVxdWVlawtbVFv3790L9/f4SFhckP2QYHB8PBwQG6urqQyWRIT0/HiBEjYGlpCRMTE7Rp0wbx8fEK2wwMDETlypVhbGyMoUOH4u3btwrr/3n4VyqVYtGiRahRowZ0dXVRrVo1/PDDDwAAe3t7AICrqyskEgk8PT3lj9u8eTPq1KkDPT091K5dGz///LPC81y4cAGurq7Q09NDkyZNEBsbK+CeI/owzlSJCPr6+sjLywMA3LlzB3v27MG+ffugqakJAOjYsSPMzMxw5MgRmJqaYt26dWjbti1u3boFMzMz7NmzB3PmzMFPP/2E1q1bY9u2bQgKCoKDg8N7n3PGjBnYsGEDli9fjs8++wyPHz/GjRs3ABQWY7NmzXD8+HHUrVsXOjo6AIANGzZgzpw5WL16NVxdXREbG4vhw4fD0NAQgwYNQlZWFjp16oQ2bdpg+/btSExMxLhx45S894j+RkZE/ymDBg2Sde3aVX7//PnzMnNzc1nv3r1lc+bMkWlra8vS0tLk6yMiImQmJiayt2/fKmzH0dFRtm7dOplMJpO5ubnJRo4cqbC+efPmsoYNGxb7vBkZGTJdXV3Zhg0bis2YmJgoAyCLjY1VWG5rayv75ZdfFJbNnz9f5ubmJpPJZLJ169bJzMzMZFlZWfL1a9asKXZbRMrAw79E/0GHDx+GkZER9PT04ObmBnd3d6xatQoAUL16dVhYWMjHXrp0CZmZmTA3N4eRkZH8lpiYiLt37wIArl+/Djc3N4Xn+Of9v7t+/TpycnLQtm3bEmd++vQpUlJSMHToUIUc33//vUKOhg0bwsDAoEQ5iITGw79E/0FeXl5Ys2YNtLW1YWNjo3AxkqGhocJYqVQKa2trnDx5ssh2KlSo8K+eX19fv9SPkUqlAAoPATdv3lxh3bvD1DJ+lTmJjKVK9B9kaGiIGjVqlGhso0aNkJqaCi0tLdjZ2RU7pk6dOjh37hwGDhwoX3bu3Ln3brNmzZrQ19dHREQEhg0bVmT9u3OoBQUF8mWVK1dGlSpVcO/ePfTv37/Y7To7O2Pbtm148+aNvLg/lINIaDz8S0Qf5O3tDTc3N/j7++P3339HUlISzp49i2+++QYxMTEAgHHjxiE4OBjBwcG4desW5syZg6tXr753m3p6epg2bRqmTp2KrVu34u7duzh37hw2bdoEALC0tIS+vj6OHj2KJ0+eID09HUDhF0osXLgQK1euxK1bt5CQkIDNmzdj2bJlAIB+/fpBQ0MDQ4cOxbVr13DkyBEsWbJEyXuI6H9YqkT0QRKJBEeOHIG7uzuGDBmCWrVqoW/fvkhKSkLlypUBFP7g9Lfffotp06ahcePGuH//PkaNGvXB7c6ePRuTJk3Ct99+izp16qBPnz5IS0sDAGhpaSEoKAjr1q2DjY0NunbtCgAYNmwYNm7ciJCQENSvXx8eHh4ICQmRfwTHyMgIhw4dwrVr1+Dq6opZs2Zh0aJFStw7RIr4e6pEREQC4UyViIhIICxVIiIigbBUiYiIBMJSJSIiEghLlYiISCAsVSIiIoGwVImIiATCUiUiIhIIS5WIiEggLFUiIiKBsFSJiIgE8n96Sjm9M2IykQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp = ClassificationInterpretation.from_learner(learn)\n",
    "interp.plot_confusion_matrix()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "78cd49e0",
   "metadata": {},
   "source": [
    "We can also look at the 10 biggest mistakes the model makes:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "3b92a028",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<style>\n",
       "    /* Turns off some styling */\n",
       "    progress {\n",
       "        /* gets rid of default border in Firefox and Opera. */\n",
       "        border: none;\n",
       "        /* Needs to be in here for Safari polyfill so background images work as expected. */\n",
       "        background-size: auto;\n",
       "    }\n",
       "    progress:not([value]), progress:not([value])::-webkit-progress-bar {\n",
       "        background: repeating-linear-gradient(45deg, #7e7e7e, #7e7e7e 10px, #5c5c5c 10px, #5c5c5c 20px);\n",
       "    }\n",
       "    .progress-bar-interrupted, .progress-bar-interrupted::-webkit-progress-bar {\n",
       "        background: #F44336;\n",
       "    }\n",
       "</style>\n"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/html": [],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x600 with 10 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interp.plot_top_losses(10, nrows=2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2d9cbba6",
   "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": "3.10.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}