{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "8270a58c-7299-42aa-b8b7-b78917c9574c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# step 1 import libraries\n",
    "\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "282f7f99-06d9-496b-8789-3e14e577370d",
   "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>Book_ID</th>\n",
       "      <th>Title</th>\n",
       "      <th>Author</th>\n",
       "      <th>Pages</th>\n",
       "      <th>Price</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
       "      <td>Python Basics</td>\n",
       "      <td>John</td>\n",
       "      <td>250</td>\n",
       "      <td>350</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>ML Guide</td>\n",
       "      <td>Smith</td>\n",
       "      <td>400</td>\n",
       "      <td>550</td>\n",
       "      <td>4.8</td>\n",
       "      <td>2021</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>Data Science</td>\n",
       "      <td>Alex</td>\n",
       "      <td>320</td>\n",
       "      <td>450</td>\n",
       "      <td>4.3</td>\n",
       "      <td>2019</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>Neural Network</td>\n",
       "      <td>Smith</td>\n",
       "      <td>415</td>\n",
       "      <td>460</td>\n",
       "      <td>4.5</td>\n",
       "      <td>2020</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>Deep Learning</td>\n",
       "      <td>Marsland</td>\n",
       "      <td>350</td>\n",
       "      <td>390</td>\n",
       "      <td>4.6</td>\n",
       "      <td>2022</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>6</td>\n",
       "      <td>NLP</td>\n",
       "      <td>Michele</td>\n",
       "      <td>255</td>\n",
       "      <td>480</td>\n",
       "      <td>3.9</td>\n",
       "      <td>2023</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Book_ID           Title    Author  Pages  Price  Rating  Year\n",
       "0        1   Python Basics      John    250    350     4.5  2020\n",
       "1        2        ML Guide     Smith    400    550     4.8  2021\n",
       "2        3    Data Science      Alex    320    450     4.3  2019\n",
       "3        4  Neural Network     Smith    415    460     4.5  2020\n",
       "4        5   Deep Learning  Marsland    350    390     4.6  2022\n",
       "5        6             NLP   Michele    255    480     3.9  2023"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# step 2 load dataset\n",
    "\n",
    "data = pd.read_csv(\"data/book_data.csv\")\n",
    "data.columns = data.columns.str.strip()\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "769ea397-67fb-4341-b76c-c19a92b617fb",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 6 entries, 0 to 5\n",
      "Data columns (total 7 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   Book_ID  6 non-null      int64  \n",
      " 1   Title    6 non-null      object \n",
      " 2   Author   6 non-null      object \n",
      " 3   Pages    6 non-null      int64  \n",
      " 4   Price    6 non-null      int64  \n",
      " 5   Rating   6 non-null      float64\n",
      " 6   Year     6 non-null      int64  \n",
      "dtypes: float64(1), int64(4), object(2)\n",
      "memory usage: 468.0+ bytes\n"
     ]
    },
    {
     "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>Book_ID</th>\n",
       "      <th>Pages</th>\n",
       "      <th>Price</th>\n",
       "      <th>Rating</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "      <td>6.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>3.500000</td>\n",
       "      <td>331.666667</td>\n",
       "      <td>446.666667</td>\n",
       "      <td>4.433333</td>\n",
       "      <td>2020.833333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.870829</td>\n",
       "      <td>70.190218</td>\n",
       "      <td>70.047603</td>\n",
       "      <td>0.307679</td>\n",
       "      <td>1.471960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>250.000000</td>\n",
       "      <td>350.000000</td>\n",
       "      <td>3.900000</td>\n",
       "      <td>2019.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.250000</td>\n",
       "      <td>271.250000</td>\n",
       "      <td>405.000000</td>\n",
       "      <td>4.350000</td>\n",
       "      <td>2020.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.500000</td>\n",
       "      <td>335.000000</td>\n",
       "      <td>455.000000</td>\n",
       "      <td>4.500000</td>\n",
       "      <td>2020.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>4.750000</td>\n",
       "      <td>387.500000</td>\n",
       "      <td>475.000000</td>\n",
       "      <td>4.575000</td>\n",
       "      <td>2021.750000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>6.000000</td>\n",
       "      <td>415.000000</td>\n",
       "      <td>550.000000</td>\n",
       "      <td>4.800000</td>\n",
       "      <td>2023.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        Book_ID       Pages       Price    Rating         Year\n",
       "count  6.000000    6.000000    6.000000  6.000000     6.000000\n",
       "mean   3.500000  331.666667  446.666667  4.433333  2020.833333\n",
       "std    1.870829   70.190218   70.047603  0.307679     1.471960\n",
       "min    1.000000  250.000000  350.000000  3.900000  2019.000000\n",
       "25%    2.250000  271.250000  405.000000  4.350000  2020.000000\n",
       "50%    3.500000  335.000000  455.000000  4.500000  2020.500000\n",
       "75%    4.750000  387.500000  475.000000  4.575000  2021.750000\n",
       "max    6.000000  415.000000  550.000000  4.800000  2023.000000"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# step 3 display dataset info\n",
    "\n",
    "data.info()\n",
    "data.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "847bb9b7-9ec8-44e7-9231-72db814fd38b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# step 4 plot bar graph\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "plt.bar(data['Author'], data['Price'])\n",
    "\n",
    "plt.xlabel(\"Author\")\n",
    "plt.ylabel(\"Price\")\n",
    "plt.title(\"Price by Author\")\n",
    "\n",
    "plt.grid(True, linestyle=':', linewidth=0.7)\n",
    "plt.savefig(\"bar_graph.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "e169ea6b-ac5b-4016-8c29-41f12e5c0b7f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# step 5 plot scatter plot\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "plt.scatter(data['Pages'], data['Price'])\n",
    "\n",
    "plt.xlabel(\"Pages\")\n",
    "plt.ylabel(\"Price\")\n",
    "plt.title(\"Pages vs Price\")\n",
    "\n",
    "plt.grid(True, linestyle=':', linewidth=0.7)\n",
    "plt.savefig(\"scatter_plot.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "674c42b5-1721-43fb-84a7-64d0efc63cfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 600x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# step 6 plot box plot\n",
    "\n",
    "plt.figure(figsize=(6,6))\n",
    "\n",
    "plt.boxplot(data['Price'])\n",
    "\n",
    "plt.ylabel(\"Price\")\n",
    "plt.title(\"Box Plot of Book Prices\")\n",
    "\n",
    "plt.grid(True, linestyle=':', linewidth=0.7)\n",
    "plt.savefig(\"box_plot.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "ba7badce-4035-4d23-a657-6af21c25ed26",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# step 7 plot histogram\n",
    "\n",
    "plt.figure(figsize=(8,6))\n",
    "\n",
    "plt.hist(data['Rating'], bins=5)\n",
    "\n",
    "plt.xlabel(\"Rating\")\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.title(\"Rating Distribution\")\n",
    "\n",
    "plt.grid(True, linestyle=':', linewidth=0.7)\n",
    "plt.savefig(\"histogram.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "a9f57176-245a-4442-89f8-e227128238a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# step 8 plot line graph\n",
    "\n",
    "plt.figure(figsize=(8, 6))\n",
    "\n",
    "yearly_avg = data.groupby('Year')['Price'].mean().reset_index()\n",
    "\n",
    "plt.plot(yearly_avg['Year'], yearly_avg['Price'], marker='o', linewidth=2, color='steelblue')\n",
    "\n",
    "plt.xlabel(\"Year\")\n",
    "plt.ylabel(\"Average Price\")\n",
    "plt.title(\"Average Price Trend Over Years\")\n",
    "plt.xticks(yearly_avg['Year'].astype(int))\n",
    "plt.grid(True, linestyle=':', linewidth=0.7)\n",
    "plt.savefig(\"line_graph.png\", dpi=300, bbox_inches=\"tight\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "47412e84-ab06-4863-bba4-f322748cb9bc",
   "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>Graph Type</th>\n",
       "      <th>Observation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Bar</td>\n",
       "      <td>Author A has highest price</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Scatter</td>\n",
       "      <td>Positive correlation</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Box</td>\n",
       "      <td>1 outlier found</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Histogram</td>\n",
       "      <td>Most ratings 4–5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Line</td>\n",
       "      <td>Increasing trend</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Graph Type                 Observation\n",
       "0        Bar  Author A has highest price\n",
       "1    Scatter        Positive correlation\n",
       "2        Box             1 outlier found\n",
       "3  Histogram            Most ratings 4–5\n",
       "4       Line            Increasing trend"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# step 9 display analysis table\n",
    "\n",
    "analysis = pd.DataFrame({\n",
    "    \"Graph Type\": [\"Bar\", \"Scatter\", \"Box\", \"Histogram\", \"Line\"],\n",
    "    \"Observation\": [\n",
    "        \"Author A has highest price\",\n",
    "        \"Positive correlation\",\n",
    "        \"1 outlier found\",\n",
    "        \"Most ratings 4–5\",\n",
    "        \"Increasing trend\"\n",
    "    ]\n",
    "})\n",
    "\n",
    "analysis"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
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