performance_checker.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 67,
   "id": "eee29bfc-6c92-43ad-b271-9e89fdb5487e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "# Replace 'file_path.csv' with the path to your CSV file\n",
    "file_path = '/srv/CLAP/roi/BioLingual/output/predicted_true_values_2024-02-21_14-33-28.csv'\n",
    "file_paht ='CLAP/roi/BioLingual/output/2024-04-03_06-03-28/predicted_true_values_2024-04-03_06-03-28_0-5_0-2_0-1_0-2.csv\n",
    "# CLAP/roi/BioLingual/output/predicted_true_values_2024-02-21_09-30-38.csv\n",
    "# CLAP/roi/BioLingual/output/predicted_true_values_2024-02-20_21-28-09.csv\n",
    "# Read the CSV file\n",
    "df = pd.read_csv(file_path)\n",
    "\n",
    "# Now you can perform operations on your DataFrame 'df'\n",
    "# print(df.head())  # Display the first few rows of the DataFrame\n",
    "\n",
    "split_labels = df['true'].str.split()\n",
    "\n",
    "# Extract specific elements from the split lists\n",
    "selected_columns = {\n",
    "    'ship_type': [label[0] for label in split_labels],\n",
    "    'distance_category': [label[3] for label in split_labels],\n",
    "    'speed_category': [label[7] for label in split_labels],\n",
    "    'activity': [label[9] for label in split_labels]\n",
    "}\n",
    "\n",
    "# Create a DataFrame from the selected columns\n",
    "selected_df = pd.DataFrame(selected_columns)\n",
    "\n",
    "\n",
    "split_labels_predicted = df['predicted'].str.split()\n",
    "\n",
    "# Extract specific elements from the split lists\n",
    "selected_columns_predicted = {\n",
    "    'ship_type_predicted': [label[0] for label in split_labels_predicted],\n",
    "    'distance_category_predicted': [label[3] for label in split_labels_predicted],\n",
    "    'speed_category_predicted': [label[7] for label in split_labels_predicted],\n",
    "    'activity_predicted': [label[9] for label in split_labels_predicted]\n",
    "}\n",
    "\n",
    "# Create a DataFrame from the selected columns\n",
    "selected_df_predicted = pd.DataFrame(selected_columns_predicted)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 98,
   "id": "e364f227-1cc1-4fd2-8f1c-81c7fbfb606f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['ship', 'ship', 'ship', 'ship', 'ship', 'ship', 'ship', 'ship']"
      ]
     },
     "execution_count": 98,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "[\"ship\"] * 8"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 95,
   "id": "d4626635-e52f-46c9-a54d-95b397c5e125",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/tqdm/auto.py:21: TqdmWarning: IProgress not found. Please update jupyter and ipywidgets. See https://ipywidgets.readthedocs.io/en/stable/user_install.html\n",
      "  from .autonotebook import tqdm as notebook_tqdm\n"
     ]
    }
   ],
   "source": [
    "import utils as u"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 91,
   "id": "e4dbf098-3701-4e6c-8857-c3738dc554bc",
   "metadata": {},
   "outputs": [],
   "source": [
    "        weights = {\n",
    "            'distance_weight': 0.5,\n",
    "            'speed_weight': 0.20,\n",
    "            'activity_weight': 0.10,\n",
    "            'vessel_type_weight': 0.2\n",
    "        }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 96,
   "id": "503a01b3-1219-4599-941b-2cfb15baf271",
   "metadata": {},
   "outputs": [],
   "source": [
    "        weights = {\n",
    "            'distance_weight': 0.5,\n",
    "            'speed_weight': 0.2,\n",
    "            'activity_weight': 0.1,\n",
    "            'vessel_type_weight': 0.2\n",
    "        }\n",
    "        weights_str = '_'.join([f\"{u.float_to_string(value)}\" for _, value in weights.items()])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 97,
   "id": "fdd5b6da-e014-4f5b-add2-1b9a2ad29f8c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0-5_0-2_0-1_0-2'"
      ]
     },
     "execution_count": 97,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weights_str"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 90,
   "id": "272b2ad5-944a-44fc-a14c-f3bf5ad6b36e",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "ship_type\n",
      "Cargo    1197\n",
      "Name: count, dtype: int64\n"
     ]
    }
   ],
   "source": [
    "class_distribution = selected_df[\"ship_type\"].value_counts()\n",
    "print(class_distribution)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "id": "d6e1da7b-ebb5-410e-bd79-4803a8e1c33d",
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "def plot_confusion_matrix(cm, classes, normalize=False, title='Confusion matrix', cmap=plt.cm.Blues):\n",
    "    \"\"\"\n",
    "    This function prints and plots the confusion matrix.\n",
    "    Normalization can be applied by setting `normalize=True`.\n",
    "    \"\"\"\n",
    "    if normalize:\n",
    "        cm = cm.astype('float') / cm.sum(axis=1)[:, np.newaxis]\n",
    "        print(\"Normalized confusion matrix\")\n",
    "    else:\n",
    "        print('Confusion matrix, without normalization')\n",
    "\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = np.arange(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=45)\n",
    "    plt.yticks(tick_marks, classes)\n",
    "\n",
    "    fmt = '.2f' if normalize else 'd'\n",
    "    thresh = cm.max() / 2.\n",
    "    for i in range(cm.shape[0]):\n",
    "        for j in range(cm.shape[1]):\n",
    "            plt.text(j, i, format(cm[i, j], fmt),\n",
    "                     ha=\"center\", va=\"center\",\n",
    "                     color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.xlabel('Predicted label')\n",
    "    plt.ylabel('True label')\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "0fdf17ce-5e3b-4c4d-9a07-568fe15ebcbb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ship_type</th>\n",
       "      <th>distance_category</th>\n",
       "      <th>speed_category</th>\n",
       "      <th>activity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  ship_type distance_category speed_category   activity\n",
       "0     Cargo               0-1          0-1.5  at-anchor\n",
       "1     Cargo               0-1          0-1.5  at-anchor\n",
       "2     Cargo               0-1          0-1.5  at-anchor\n",
       "3     Cargo               0-1          0-1.5  at-anchor\n",
       "4     Cargo               0-1          0-1.5  at-anchor"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "20faf0b5-6218-43c2-8521-6d12ca149154",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       underway-using-engine\n",
       "1       underway-using-engine\n",
       "2       underway-using-engine\n",
       "3       underway-using-engine\n",
       "4       underway-using-engine\n",
       "                ...          \n",
       "1192                at-anchor\n",
       "1193                at-anchor\n",
       "1194                at-anchor\n",
       "1195    underway-using-engine\n",
       "1196                at-anchor\n",
       "Name: activity_predicted, Length: 1197, dtype: object"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_df_predicted[\"activity_predicted\"]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "751e7526-e088-4dbe-8dd6-7be231462506",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy for ship_type: 1.0\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy for distance_category: 0.2857142857142857\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy for speed_category: 0.8989139515455304\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Accuracy for activity: 0.8888888888888888\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.metrics import accuracy_score\n",
    "\n",
    "# Define the categories\n",
    "categories = ['ship_type', 'distance_category', 'speed_category', 'activity']\n",
    "\n",
    "# Calculate accuracy for each category\n",
    "for category in categories:\n",
    "    actual_values = selected_df[category]\n",
    "    predicted_values = selected_df_predicted[category + '_predicted']  # Adjust column name for predicted values\n",
    "    \n",
    "    accuracy = accuracy_score(actual_values, predicted_values)\n",
    "    \n",
    "    print(f\"Accuracy for {category}: {accuracy}\")\n",
    "\n",
    "    # Create histograms for actual and predicted values\n",
    "    plt.figure(figsize=(10, 5))\n",
    "    plt.hist(actual_values, alpha=0.5, label='Actual', color='blue', align='mid')\n",
    "    plt.hist(predicted_values, alpha=0.5, label='Predicted', color='orange', align='mid')\n",
    "    plt.xlabel(category)\n",
    "    plt.ylabel('Frequency')\n",
    "    plt.title(f'Distribution of {category}')\n",
    "    plt.xticks(rotation=45)\n",
    "    plt.legend()\n",
    "    plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 80,
   "id": "d367d0a7-99ff-49ce-a978-44a0d2c5f4af",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/opt/conda/lib/python3.10/site-packages/sklearn/metrics/_classification.py:386: UserWarning: A single label was found in 'y_true' and 'y_pred'. For the confusion matrix to have the correct shape, use the 'labels' parameter to pass all known labels.\n",
      "  warnings.warn(\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Define the plot_confusion_matrix function\n",
    "def plot_confusion_matrix(cm, classes, title='Confusion matrix', cmap=plt.cm.Blues):\n",
    "    \"\"\"\n",
    "    This function prints and plots the confusion matrix.\n",
    "    \"\"\"\n",
    "    plt.figure(figsize=(8, 6))\n",
    "    plt.imshow(cm, interpolation='nearest', cmap=cmap)\n",
    "    plt.title(title)\n",
    "    plt.colorbar()\n",
    "    tick_marks = range(len(classes))\n",
    "    plt.xticks(tick_marks, classes, rotation=45)\n",
    "    plt.yticks(tick_marks, classes)\n",
    "\n",
    "    thresh = cm.max() / 2.\n",
    "    for i in range(cm.shape[0]):\n",
    "        for j in range(cm.shape[1]):\n",
    "            plt.text(j, i, format(cm[i, j], 'd'),\n",
    "                     ha=\"center\", va=\"center\",\n",
    "                     color=\"white\" if cm[i, j] > thresh else \"black\")\n",
    "\n",
    "    plt.tight_layout()\n",
    "    plt.ylabel('True label')\n",
    "    plt.xlabel('Predicted label')\n",
    "    plt.show()\n",
    "\n",
    "# Calculate confusion matrix for each category\n",
    "for category in categories:\n",
    "    actual_values = selected_df[category]\n",
    "    predicted_values = selected_df_predicted[category + '_predicted']  # Adjust column name for predicted values\n",
    "    \n",
    "    # Compute confusion matrix\n",
    "    labels=sorted(set(actual_values) | set(predicted_values))\n",
    "    if category==\"distance_category\":\n",
    "        labels.sort(key=lambda x: float(x.split('-')[0]) if x != '10+' else float('inf'))\n",
    "    cm = confusion_matrix(actual_values, predicted_values, labels=labels)\n",
    "\n",
    "\n",
    "    plot_confusion_matrix(cm, classes=labels)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "id": "febc7e95-a1c0-4179-b71e-75c76e1e20a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['0-1', '1-2', '2-3', '3-4', '4-5', '5-6', '6-7', '7-8', '8-9', '9-10', '10+']"
      ]
     },
     "execution_count": 77,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data=sorted(set(actual_values) | set(predicted_values))\n",
    "data.sort(key=lambda x: float(x.split('-')[0]) if x != '10+' else float('inf'))\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 86,
   "id": "1bcda0bf-925f-45b6-9d14-720e817fff4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import json\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "# Open the log file and read its contents\n",
    "with open('/srv/CLAP/roi/BioLingual/logs.log', 'r') as file:\n",
    "    lines = file.readlines()\n",
    "\n",
    "\n",
    "# Initialize lists to store metrics\n",
    "train_metrics = {'metric': [], 'metric_distance': [], 'metric_speed': [], 'metric_activity': []}\n",
    "valid_metrics = {'metric': [], 'metric_distance': [], 'metric_speed': [], 'metric_activity': []}\n",
    "test_metrics = {'metric': [], 'metric_distance': [], 'metric_speed': [], 'metric_activity': []}\n",
    "\n",
    "# Parse JSON entries and extract metrics\n",
    "for line in lines[1:]:\n",
    "    entry = json.loads(line)\n",
    "    train = entry['train']\n",
    "    valid = entry['valid']\n",
    "    test = entry['test']\n",
    "\n",
    "    for key in train_metrics.keys():\n",
    "        train_metrics[key].append(train[key])\n",
    "        valid_metrics[key].append(valid[key])\n",
    "        test_metrics[key].append(test[key])\n",
    "\n",
    "# Extract metric values for plotting\n",
    "epochs = list(range(len(train_metrics['metric'])))  # Assuming all metrics have the same length\n",
    "metrics_to_plot = train_metrics.keys()\n",
    "\n",
    "\n",
    "# Extract metric values for plotting\n",
    "epochs = list(range(len(train_metrics['metric'])))  # Assuming all metrics have the same length\n",
    "metrics_categories = ['metric', 'metric_distance', 'metric_speed', 'metric_activity']\n",
    "\n",
    "# Plotting each metric category in a separate figure\n",
    "for category in metrics_categories:\n",
    "    plt.figure(figsize=(10, 6))\n",
    "    plt.plot(epochs, train_metrics[category], label='Training')\n",
    "    plt.plot(epochs, valid_metrics[category], label='Validation')\n",
    "    plt.plot(epochs, test_metrics[category], label='Test')\n",
    "\n",
    "    plt.title(f'{category.capitalize()} over Epochs')\n",
    "    plt.xlabel('Epochs')\n",
    "    plt.ylabel(category.capitalize())\n",
    "    plt.legend()\n",
    "    plt.grid(True)\n",
    "    plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 82,
   "id": "21a6fdb7-c119-47e3-b3dd-76cab6710237",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['lr = 1e-05\\n',\n",
       " '{\"epoch\": 0, \"train\": {\"loss\": 136.34278193626898, \"metric\": 0.8215636425050624, \"metric_distance\": 0.8268986388557903, \"metric_speed\": 0.8264242006377661, \"metric_activity\": 0.7749719900025855}, \"valid\": {\"loss\": 134.92669546544403, \"metric\": 0.8461871809847779, \"metric_distance\": 0.8020023092170541, \"metric_speed\": 0.9098011363636364, \"metric_activity\": 0.9204545454545454}, \"test\": {\"loss\": 136.9794033409305, \"metric\": 0.8674576175599352, \"metric_distance\": 0.8537270512660018, \"metric_speed\": 0.898078529657477, \"metric_activity\": 0.8579782790309106}}\\n',\n",
       " '{\"epoch\": 1, \"train\": {\"loss\": 135.61850370248823, \"metric\": 0.86342335578697, \"metric_distance\": 0.843503288976445, \"metric_speed\": 0.8922692407136086, \"metric_activity\": 0.896406101870206}, \"valid\": {\"loss\": 134.93583068719184, \"metric\": 0.8530066425099331, \"metric_distance\": 0.8089883435771612, \"metric_speed\": 0.9133522727272727, \"metric_activity\": 0.9360795454545454}, \"test\": {\"loss\": 136.81009484556753, \"metric\": 0.8795147432935456, \"metric_distance\": 0.8676958336429604, \"metric_speed\": 0.9030910609857978, \"metric_activity\": 0.8796992481203008}}\\n',\n",
       " '{\"epoch\": 2, \"train\": {\"loss\": 135.40335928218602, \"metric\": 0.8747302928737827, \"metric_distance\": 0.853528625960887, \"metric_speed\": 0.9030423166422477, \"metric_activity\": 0.917004223045764}, \"valid\": {\"loss\": 134.73831604863975, \"metric\": 0.8542379164004892, \"metric_distance\": 0.8116323227886943, \"metric_speed\": 0.9119318181818182, \"metric_activity\": 0.9367897727272727}, \"test\": {\"loss\": 136.80162476280253, \"metric\": 0.8785769702915366, \"metric_distance\": 0.8643227978821627, \"metric_speed\": 0.9014202172096909, \"metric_activity\": 0.8955722639933166}}\\n',\n",
       " '{\"epoch\": 3, \"train\": {\"loss\": 135.272976286651, \"metric\": 0.881760750831981, \"metric_distance\": 0.8598164256231833, \"metric_speed\": 0.9095923468068603, \"metric_activity\": 0.929931914160131}, \"valid\": {\"loss\": 134.76400656288703, \"metric\": 0.8535930252727, \"metric_distance\": 0.8132800421211669, \"metric_speed\": 0.9069602272727273, \"metric_activity\": 0.9353693181818182}, \"test\": {\"loss\": 136.82925899510906, \"metric\": 0.8806423556112462, \"metric_distance\": 0.8681828176923724, \"metric_speed\": 0.899749373433584, \"metric_activity\": 0.898078529657477}}\\n',\n",
       " '{\"epoch\": 4, \"train\": {\"loss\": 135.15622261525036, \"metric\": 0.887026791989385, \"metric_distance\": 0.8649446791710241, \"metric_speed\": 0.9151081616823236, \"metric_activity\": 0.9352753598207361}, \"valid\": {\"loss\": 134.79061294398127, \"metric\": 0.858137069240962, \"metric_distance\": 0.8154083729773608, \"metric_speed\": 0.9140625, \"metric_activity\": 0.9467329545454546}, \"test\": {\"loss\": 136.72224247870042, \"metric\": 0.8787837002276512, \"metric_distance\": 0.8584016836152862, \"metric_speed\": 0.910609857978279, \"metric_activity\": 0.9055973266499582}}\\n',\n",
       " '{\"epoch\": 5, \"train\": {\"loss\": 135.0656196166723, \"metric\": 0.8918447476054219, \"metric_distance\": 0.8709779951256446, \"metric_speed\": 0.9176936999051969, \"metric_activity\": 0.9394984055847626}, \"valid\": {\"loss\": 134.7315380419552, \"metric\": 0.8555582830926842, \"metric_distance\": 0.8106369112150799, \"metric_speed\": 0.9140625, \"metric_activity\": 0.9495738636363636}, \"test\": {\"loss\": 136.82786794937533, \"metric\": 0.8760737151995044, \"metric_distance\": 0.8552774117151303, \"metric_speed\": 0.9072681704260651, \"metric_activity\": 0.9072681704260651}}\\n',\n",
       " '{\"epoch\": 6, \"train\": {\"loss\": 134.91818499109485, \"metric\": 0.8973701453216475, \"metric_distance\": 0.8774578120840987, \"metric_speed\": 0.9216581918469361, \"metric_activity\": 0.9439800051710765}, \"valid\": {\"loss\": 134.8521789169293, \"metric\": 0.854077453371449, \"metric_distance\": 0.8080504904675666, \"metric_speed\": 0.9154829545454546, \"metric_activity\": 0.9460227272727273}, \"test\": {\"loss\": 136.83206568641575, \"metric\": 0.8783708433225057, \"metric_distance\": 0.8574351148106921, \"metric_speed\": 0.908939014202172, \"metric_activity\": 0.9122807017543859}}\\n',\n",
       " '{\"epoch\": 7, \"train\": {\"loss\": 134.81882786580945, \"metric\": 0.9008681420683605, \"metric_distance\": 0.8823685041827093, \"metric_speed\": 0.9226924071360855, \"metric_activity\": 0.9463931741790916}, \"valid\": {\"loss\": 134.9591593606782, \"metric\": 0.8516022076081652, \"metric_distance\": 0.8055822778317906, \"metric_speed\": 0.9133522727272727, \"metric_activity\": 0.9424715909090909}, \"test\": {\"loss\": 137.04837150637857, \"metric\": 0.8729197241443319, \"metric_distance\": 0.8505777078818791, \"metric_speed\": 0.908939014202172, \"metric_activity\": 0.8989139515455304}}\\n',\n",
       " '{\"epoch\": 8, \"train\": {\"loss\": 134.69465071390914, \"metric\": 0.9043561286671038, \"metric_distance\": 0.8885121895090932, \"metric_speed\": 0.923037145565802, \"metric_activity\": 0.9433767129190727}, \"valid\": {\"loss\": 134.8854564686649, \"metric\": 0.8557427608944613, \"metric_distance\": 0.8090504348241022, \"metric_speed\": 0.9161931818181818, \"metric_activity\": 0.9545454545454546}, \"test\": {\"loss\": 137.324691967295, \"metric\": 0.8712362019908072, \"metric_distance\": 0.844708624036475, \"metric_speed\": 0.910609857978279, \"metric_activity\": 0.9122807017543859}}\\n',\n",
       " '{\"epoch\": 9, \"train\": {\"loss\": 134.55388929130567, \"metric\": 0.9101907928728354, \"metric_distance\": 0.8961969274761571, \"metric_speed\": 0.9254503145738171, \"metric_activity\": 0.9483754201499612}, \"valid\": {\"loss\": 135.0776564009867, \"metric\": 0.8449142676074782, \"metric_distance\": 0.7971582490427664, \"metric_speed\": 0.9098011363636364, \"metric_activity\": 0.9367897727272727}, \"test\": {\"loss\": 136.96454531083583, \"metric\": 0.8723909757013047, \"metric_distance\": 0.8563798355812609, \"metric_speed\": 0.8989139515455304, \"metric_activity\": 0.8888888888888888}}\\n']"
      ]
     },
     "execution_count": 82,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "lines"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "b693b96b-5960-411a-8692-824523f3aa32",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "10\n"
     ]
    }
   ],
   "source": [
    "string_value = '10+'\n",
    "numeric_part = ''.join(filter(str.isdigit, distance_i.split('-')[0]))\n",
    "integer_value = int(numeric_part)\n",
    "print(integer_value)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 87,
   "id": "d328282c-0684-4ad0-a2cc-9bfdf287ebad",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "import numpy as np\n",
    "\n",
    "# Define the custom sigmoid function\n",
    "def custom_sigmoid(x, a, b):\n",
    "    return 1 / (1 + np.exp(-a * (x - b)))\n",
    "\n",
    "# Define the sim_calculator function\n",
    "def sim_calculator(x):\n",
    "    a = 15  # Adjust this parameter to control the steepness of the curve\n",
    "    b = 0.7\n",
    "    if x < 0.7:\n",
    "        return 0\n",
    "    elif x == 1:\n",
    "        return 1\n",
    "    else:\n",
    "        return custom_sigmoid(x, a, b)\n",
    "\n",
    "# Generate x values\n",
    "x_values = np.linspace(0, 1, 100)  # Generate 100 values from 0 to 2\n",
    "\n",
    "# Generate y values using the sim_calculator function\n",
    "y_values = [sim_calculator(x) for x in x_values]\n",
    "\n",
    "# Plot the graph\n",
    "plt.figure(figsize=(8, 6))\n",
    "plt.plot(x_values, y_values, label='sim_calculator Function')\n",
    "plt.title('Visualization of sim_calculator Function')\n",
    "plt.xlabel('x')\n",
    "plt.ylabel('sim_calculator(x)')\n",
    "plt.grid(True)\n",
    "plt.legend()\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "e26451c8-18b8-4d20-ae5a-785ce0298481",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "mean:  0.8643227978821627\n"
     ]
    }
   ],
   "source": [
    "import math\n",
    "def distance_similarity(distance_i, distance_j):\n",
    "    \"\"\"\n",
    "    Calculate the similarity between two distances.\n",
    "    \"\"\"\n",
    "    similarity = 1 - abs(distance_i - distance_j) / 10\n",
    "    similarity = sim_calculator(similarity)\n",
    "    return similarity\n",
    "\n",
    "# Assuming distance_str_cleaned and distance_str_predicted_cleaned are lists of cleaned distance strings\n",
    "# where '+' is removed and split('-')[0] is used to get the distance\n",
    "distance_similarities = []\n",
    "distances_real=[]\n",
    "distances_predicted=[]\n",
    "# Iterate over corresponding distance values from both normal and predicted data\n",
    "for distance_i, distance_j in zip(selected_df[\"distance_category\"], selected_df_predicted[\"distance_category_predicted\"]):\n",
    "    distance_i = int(''.join(filter(str.isdigit, distance_i.split('-')[0])))\n",
    "    distance_j = int(''.join(filter(str.isdigit, distance_j.split('-')[0])))\n",
    "    distances_real.append(distance_i)\n",
    "    distances_predicted.append(distance_j)\n",
    "    similarity = distance_similarity(distance_i, distance_j)\n",
    "    distance_similarities.append(similarity)\n",
    "\n",
    "print(\"mean: \", np.mean(distance_similarities))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "4ec2bef0-a712-497e-b406-0df321f8095b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "from sklearn.metrics import confusion_matrix\n",
    "import pandas as pd\n",
    "\n",
    "\n",
    "\n",
    "# Determine the unique classes\n",
    "classes = sorted(set(distances_real + distances_predicted))\n",
    "\n",
    "# Create the confusion matrix\n",
    "conf_matrix = confusion_matrix(distances_real, distances_predicted, labels=classes)\n",
    "\n",
    "# Convert confusion matrix to DataFrame for better visualization\n",
    "conf_matrix_df = pd.DataFrame(conf_matrix, index=classes, columns=classes)\n",
    "\n",
    "# Create a heatmap with seaborn\n",
    "plt.figure(figsize=(8, 6))\n",
    "sns.set(font_scale=1.2)  # Adjust font size\n",
    "sns.heatmap(conf_matrix_df, annot=True, cmap=\"Blues\", fmt=\"d\", linewidths=.5, cbar=False)\n",
    "plt.xlabel('Predicted')\n",
    "plt.ylabel('Actual')\n",
    "plt.title('Confusion Matrix')\n",
    "plt.show()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "6f51adf7-3bc3-4dd5-bbfb-faf54d4eed00",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Confusion Matrix:\n",
      "[[  0   9   3   4   3   1   0   0   0   0   0]\n",
      " [  5  51  39  16  28   7   1   0   1   0   0]\n",
      " [  1  21  45  48  61  11   5   1   0   0   0]\n",
      " [  1   9  40  79  87  13   3   2   5   1   0]\n",
      " [  0   8  11  65 113  50   9   3   6   1   0]\n",
      " [  0   0   2  25  65  48  12   2   1   1   0]\n",
      " [  0   0   3   8  27  28   8   4   1   1   1]\n",
      " [  0   0   1   3  10  19   3   2   5   1   0]\n",
      " [  0   0   0   0   2   2   6   2   5   1   0]\n",
      " [  0   0   0   0   2   0   3   1   1   1   0]\n",
      " [  0   0   0   1   2   0   7   2   8   1   2]]\n"
     ]
    }
   ],
   "source": [
    "from sklearn.metrics import confusion_matrix\n",
    "\n",
    "# Example lists (distances_real and distances_predicted)\n",
    "\n",
    "\n",
    "# Determine the unique classes\n",
    "classes = sorted(set(distances_real + distances_predicted))\n",
    "\n",
    "# Create the confusion matrix\n",
    "conf_matrix = confusion_matrix(distances_real, distances_predicted, labels=classes)\n",
    "\n",
    "# Print the confusion matrix\n",
    "print(\"Confusion Matrix:\")\n",
    "print(conf_matrix)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "f19c14ff-1601-44e5-aa74-e8df9edd3c99",
   "metadata": {},
   "outputs": [
    {
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       " ...]"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "distances_real"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "f5344e27-ea81-49c2-a73a-e2998f7b4486",
   "metadata": {},
   "outputs": [],
   "source": [
    "def custom_sigmoid(x, a, b):\n",
    "    \"\"\"\n",
    "    Custom sigmoid function with parameters a and b\n",
    "    Returns a value between 0 and 1.\n",
    "    \"\"\"\n",
    "\n",
    "    return 1 / (1 + math.exp(-a * (x - b)))\n",
    "\n",
    "def sim_calculator(x):\n",
    "# for x in input_values:\n",
    "    a = 15  # Adjust this parameter to control the steepness of the curve\n",
    "    b = 0.7\n",
    "    if x < 0.7:\n",
    "        return 0\n",
    "    elif x==1:\n",
    "        return 1\n",
    "    else:\n",
    "        return custom_sigmoid(x, a, b)\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "9bc6084b-91fe-42bb-9d89-210982daef1b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['13.3+', '8.2-13.3'], dtype=object)"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "np.unique(selected_df_predicted[\"speed_category_predicted\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "6d4ce9b3-f6ab-4871-9948-e61b2a339281",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0    Cargo at distance 0-1 km with speed 0-1.5 is a...\n",
       "1    Cargo at distance 0-1 km with speed 0-1.5 is a...\n",
       "2    Cargo at distance 0-1 km with speed 0-1.5 is a...\n",
       "3    Cargo at distance 0-1 km with speed 0-1.5 is a...\n",
       "4    Cargo at distance 0-1 km with speed 0-1.5 is a...\n",
       "Name: true, dtype: object"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    " df['true']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "0dd68d85-f4ee-41b0-8cdb-c7f6f4552a23",
   "metadata": {},
   "outputs": [],
   "source": [
    "split_labels = df['true'].str.split()\n",
    "\n",
    "# Extract specific elements from the split lists\n",
    "selected_columns = {\n",
    "    'ship_type': [label[0] for label in split_labels],\n",
    "    'distance_category': [label[3] for label in split_labels],\n",
    "    'speed_category': [label[7] for label in split_labels],\n",
    "    'activity': [label[9] for label in split_labels]\n",
    "}\n",
    "\n",
    "# Create a DataFrame from the selected columns\n",
    "selected_df = pd.DataFrame(selected_columns)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "4a5093f6-d84c-439f-b815-2a22b991dbd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ship_type</th>\n",
       "      <th>distance_category</th>\n",
       "      <th>speed_category</th>\n",
       "      <th>activity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Cargo</td>\n",
       "      <td>0-1</td>\n",
       "      <td>0-1.5</td>\n",
       "      <td>at-anchor</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  ship_type distance_category speed_category   activity\n",
       "0     Cargo               0-1          0-1.5  at-anchor\n",
       "1     Cargo               0-1          0-1.5  at-anchor\n",
       "2     Cargo               0-1          0-1.5  at-anchor\n",
       "3     Cargo               0-1          0-1.5  at-anchor\n",
       "4     Cargo               0-1          0-1.5  at-anchor"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "002ff6fc-76f9-452c-a7d0-54bee1da9450",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Split the 'label' column by spaces and select specific indices\n",
    "split_labels = df['true'].str.split().apply(lambda x: [x[i] for i in [0, 3, 6, 8]])\n",
    "\n",
    "# Create a DataFrame from the selected columns and name the columns\n",
    "selected_df = pd.DataFrame(split_labels, columns=['ship_type', 'distance_category', 'speed_category', 'activity'])\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "96a58c40-fbc2-499c-863c-67d708ae821d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>ship_type</th>\n",
       "      <th>distance_category</th>\n",
       "      <th>speed_category</th>\n",
       "      <th>activity</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "Empty DataFrame\n",
       "Columns: [ship_type, distance_category, speed_category, activity]\n",
       "Index: []"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "selected_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "404f7af5-47c7-43e3-ae84-e8cf2810e4b4",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "\n",
    "\n",
    "df = pd.DataFrame(data)\n",
    "\n",
    "# Split the components of the label and predicted columns\n",
    "label_components = df['true'].apply(lambda x: ' '.join(x.split()[0:4]))\n",
    "predicted_components = df['predicted'].apply(lambda x: ' '.join(x.split()[0:4]))\n",
    "\n",
    "# Calculate performance metrics for each component\n",
    "correct = (label_components == predicted_components).sum()\n",
    "total = len(label_components)\n",
    "accuracy = correct / total\n",
    "\n",
    "# Print performance metrics\n",
    "print(f\"Correct: {correct}\")\n",
    "print(f\"Total: {total}\")\n",
    "print(f\"Accuracy: {accuracy:.2%}\")\n"
   ]
  }
 ],
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