Eps_MinSample_app.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import warnings\n",
    "import sys\n",
    "\n",
    "# Plotly\n",
    "import plotly.express as px\n",
    "import plotly.graph_objects as go\n",
    "import plotly.io as pio\n",
    "import plotly.figure_factory as ff\n",
    "\n",
    "# Scikit-learn\n",
    "from sklearn.preprocessing import StandardScaler, OneHotEncoder\n",
    "from sklearn.cluster import KMeans, DBSCAN\n",
    "from sklearn.metrics import silhouette_score\n",
    "from sklearn.model_selection import GridSearchCV, train_test_split\n",
    "from sklearn.pipeline import Pipeline\n",
    "from sklearn.compose import ColumnTransformer\n",
    "from sklearn.impute import SimpleImputer, KNNImputer\n",
    "from sklearn.ensemble import (RandomForestClassifier, BaggingClassifier,\n",
    "                              AdaBoostClassifier, GradientBoostingClassifier,\n",
    "                              StackingClassifier)\n",
    "from xgboost import XGBClassifier\n",
    "# import sys\n",
    "# sys.path.append(r'C:\\Users\\antoi\\Documents\\Work_Learn\\JEDHA\\M05-Supervised_ML\\JEDHA-Projet')\n",
    "# from function import *\n",
    "\n",
    "import tkinter as tk\n",
    "from tkinter import ttk\n",
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "from sklearn.cluster import DBSCAN\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_taxi_zone = pd.read_csv('data/taxi-zone-lookup.csv')\n",
    "df_raw = pd.read_csv('data/uber-raw-data-apr14.csv')\n",
    "\n",
    "df = df_raw.sample(10000)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date/Time</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Base</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>hour</th>\n",
       "      <th>dayofmonth</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>518340</th>\n",
       "      <td>2014-04-26 18:41:00</td>\n",
       "      <td>40.7415</td>\n",
       "      <td>-74.0025</td>\n",
       "      <td>B02682</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204986</th>\n",
       "      <td>2014-04-29 22:23:00</td>\n",
       "      <td>40.6965</td>\n",
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       "      <td>B02598</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214127</th>\n",
       "      <td>2014-04-30 18:21:00</td>\n",
       "      <td>40.7187</td>\n",
       "      <td>-73.9976</td>\n",
       "      <td>B02598</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416732</th>\n",
       "      <td>2014-04-12 10:59:00</td>\n",
       "      <td>40.7702</td>\n",
       "      <td>-73.9174</td>\n",
       "      <td>B02682</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551429</th>\n",
       "      <td>2014-04-30 19:46:00</td>\n",
       "      <td>40.7632</td>\n",
       "      <td>-73.9804</td>\n",
       "      <td>B02682</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>2</td>\n",
       "      <td>19</td>\n",
       "      <td>30</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "                 Date/Time      Lat      Lon    Base  year  month  dayofweek  \\\n",
       "518340 2014-04-26 18:41:00  40.7415 -74.0025  B02682  2014      4          5   \n",
       "204986 2014-04-29 22:23:00  40.6965 -74.2128  B02598  2014      4          1   \n",
       "214127 2014-04-30 18:21:00  40.7187 -73.9976  B02598  2014      4          2   \n",
       "416732 2014-04-12 10:59:00  40.7702 -73.9174  B02682  2014      4          5   \n",
       "551429 2014-04-30 19:46:00  40.7632 -73.9804  B02682  2014      4          2   \n",
       "\n",
       "        hour  dayofmonth  \n",
       "518340    18          26  \n",
       "204986    22          29  \n",
       "214127    18          30  \n",
       "416732    10          12  \n",
       "551429    19          30  "
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "date = 'Date/Time'\n",
    "df['Date/Time'] = pd.to_datetime(df['Date/Time'])\n",
    "df['year'] = df[date].dt.year\n",
    "df['month'] = df[date].dt.month\n",
    "df['dayofweek'] = df[date].dt.dayofweek\n",
    "df['hour'] = df[date].dt.hour\n",
    "df['dayofmonth'] = df[date].dt.day\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "categorical_features = ['hour']\n",
    "numeric_features = ['Lon','Lat']\n",
    "\n",
    "numeric_transformer = StandardScaler()\n",
    "categorical_transformer = OneHotEncoder(drop=\"first\")\n",
    "\n",
    "preprocessor = ColumnTransformer(\n",
    "    transformers=[\n",
    "        ('num', numeric_transformer, numeric_features),\n",
    "        ('cat', categorical_transformer, categorical_features)\n",
    "    ]\n",
    ")\n",
    "\n",
    "X = preprocessor.fit_transform(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
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     "text": [
      "c:\\Users\\antoi\\Documents\\Work_Learn\\JEDHA\\.venv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py:136: UserWarning: Could not find the number of physical cores for the following reason:\n",
      "[WinError 2] Le fichier spécifié est introuvable\n",
      "Returning the number of logical cores instead. You can silence this warning by setting LOKY_MAX_CPU_COUNT to the number of cores you want to use.\n",
      "  warnings.warn(\n",
      "  File \"c:\\Users\\antoi\\Documents\\Work_Learn\\JEDHA\\.venv\\Lib\\site-packages\\joblib\\externals\\loky\\backend\\context.py\", line 257, in _count_physical_cores\n",
      "    cpu_info = subprocess.run(\n",
      "               ^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Users\\antoi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\subprocess.py\", line 548, in run\n",
      "    with Popen(*popenargs, **kwargs) as process:\n",
      "         ^^^^^^^^^^^^^^^^^^^^^^^^^^^\n",
      "  File \"C:\\Users\\antoi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\subprocess.py\", line 1026, in __init__\n",
      "    self._execute_child(args, executable, preexec_fn, close_fds,\n",
      "  File \"C:\\Users\\antoi\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\subprocess.py\", line 1538, in _execute_child\n",
      "    hp, ht, pid, tid = _winapi.CreateProcess(executable, args,\n",
      "                       ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^\n"
     ]
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         "text": "eps: 0.2  |  min_sample: 100"
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   "source": [
    "\n",
    "import calendar\n",
    "\n",
    "def run_dbscan():\n",
    "    Eps = float(eps_entry.get())\n",
    "    Min_samples = int(min_samples_entry.get())\n",
    "    \n",
    "    db = DBSCAN(eps=Eps, min_samples=Min_samples, metric=\"manhattan\")\n",
    "    db.fit(X)\n",
    "    df['cluster'] = db.labels_\n",
    "    print(set(db.labels_))\n",
    "\n",
    "    c = 'dayofweek'\n",
    "    anim = 'cluster'\n",
    "    anim= 'hour'\n",
    "    # df['dayofweek'] = df['dayofweek'].map(lambda x: calendar.day_name[x])\n",
    "    day_names = ['Monday', 'Tuesday', 'Wednesday', 'Thursday', 'Friday', 'Saturday', 'Sunday']\n",
    "    df['dayofweek'] = df['dayofweek'].map(lambda x: day_names[x])\n",
    "\n",
    "    fig = px.scatter_mapbox(df.sort_values(anim),lat=\"Lat\",lon=\"Lon\",\n",
    "                            animation_frame=anim ,color=c, \n",
    "                            color_continuous_scale=px.colors.sequential.Viridis, \n",
    "                            range_color=[min(df[c]), max(df[c])], \n",
    "                            mapbox_style=\"carto-positron\",zoom=11)\n",
    "    fig.update_layout(width=1000,height=700,title=f'eps: {Eps}  |  min_sample: {Min_samples}')\n",
    "    fig.show()\n",
    "\n",
    "\n",
    "\n",
    "# Create GUI\n",
    "root = tk.Tk()\n",
    "root.title(\"DBSCAN Interface\")\n",
    "\n",
    "# Labels\n",
    "tk.Label(root, text=\"Eps:\").grid(row=0, column=0, padx=5, pady=5, sticky=\"w\")\n",
    "tk.Label(root, text=\"Min Samples:\").grid(row=1, column=0, padx=5, pady=5, sticky=\"w\")\n",
    "\n",
    "# Entries\n",
    "eps_entry = ttk.Entry(root)\n",
    "eps_entry.grid(row=0, column=1, padx=5, pady=5)\n",
    "eps_entry.insert(0, \"0.2\")\n",
    "\n",
    "min_samples_entry = ttk.Entry(root)\n",
    "min_samples_entry.grid(row=1, column=1, padx=5, pady=5)\n",
    "min_samples_entry.insert(0, \"100\")\n",
    "\n",
    "# Button\n",
    "run_button = ttk.Button(root, text=\"Run DBSCAN\", command=run_dbscan)\n",
    "run_button.grid(row=2, columnspan=2, padx=5, pady=5)\n",
    "\n",
    "root.mainloop()\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "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>Date/Time</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Lon</th>\n",
       "      <th>Base</th>\n",
       "      <th>year</th>\n",
       "      <th>month</th>\n",
       "      <th>dayofweek</th>\n",
       "      <th>hour</th>\n",
       "      <th>dayofmonth</th>\n",
       "      <th>cluster</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>518340</th>\n",
       "      <td>2014-04-26 18:41:00</td>\n",
       "      <td>40.7415</td>\n",
       "      <td>-74.0025</td>\n",
       "      <td>B02682</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>18</td>\n",
       "      <td>26</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204986</th>\n",
       "      <td>2014-04-29 22:23:00</td>\n",
       "      <td>40.6965</td>\n",
       "      <td>-74.2128</td>\n",
       "      <td>B02598</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>Tuesday</td>\n",
       "      <td>22</td>\n",
       "      <td>29</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214127</th>\n",
       "      <td>2014-04-30 18:21:00</td>\n",
       "      <td>40.7187</td>\n",
       "      <td>-73.9976</td>\n",
       "      <td>B02598</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>18</td>\n",
       "      <td>30</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>416732</th>\n",
       "      <td>2014-04-12 10:59:00</td>\n",
       "      <td>40.7702</td>\n",
       "      <td>-73.9174</td>\n",
       "      <td>B02682</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>Saturday</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>551429</th>\n",
       "      <td>2014-04-30 19:46:00</td>\n",
       "      <td>40.7632</td>\n",
       "      <td>-73.9804</td>\n",
       "      <td>B02682</td>\n",
       "      <td>2014</td>\n",
       "      <td>4</td>\n",
       "      <td>Wednesday</td>\n",
       "      <td>19</td>\n",
       "      <td>30</td>\n",
       "      <td>-1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 Date/Time      Lat      Lon    Base  year  month  dayofweek  \\\n",
       "518340 2014-04-26 18:41:00  40.7415 -74.0025  B02682  2014      4   Saturday   \n",
       "204986 2014-04-29 22:23:00  40.6965 -74.2128  B02598  2014      4    Tuesday   \n",
       "214127 2014-04-30 18:21:00  40.7187 -73.9976  B02598  2014      4  Wednesday   \n",
       "416732 2014-04-12 10:59:00  40.7702 -73.9174  B02682  2014      4   Saturday   \n",
       "551429 2014-04-30 19:46:00  40.7632 -73.9804  B02682  2014      4  Wednesday   \n",
       "\n",
       "        hour  dayofmonth  cluster  \n",
       "518340    18          26       -1  \n",
       "204986    22          29       -1  \n",
       "214127    18          30       -1  \n",
       "416732    10          12       -1  \n",
       "551429    19          30       -1  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  }
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