project01.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "source": [
    "## import the libraries and dataset"
   ],
   "metadata": {
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   "id": "cda056a9e249b729"
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  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import plotly as py\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:35:45.974861Z",
     "start_time": "2024-10-06T21:35:45.959685100Z"
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   },
   "id": "4b220b7c0860c952"
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   index             Order ID      Date                        Status  \\\n",
      "0      0  405-8078784-5731545  04-30-22                     Cancelled   \n",
      "1      1  171-9198151-1101146  04-30-22  Shipped - Delivered to Buyer   \n",
      "2      2  404-0687676-7273146  04-30-22                       Shipped   \n",
      "3      3  403-9615377-8133951  04-30-22                     Cancelled   \n",
      "4      4  407-1069790-7240320  04-30-22                       Shipped   \n",
      "\n",
      "  Fulfilment Sales Channel  ship-service-level    Style              SKU  \\\n",
      "0   Merchant      Amazon.in           Standard   SET389   SET389-KR-NP-S   \n",
      "1   Merchant      Amazon.in           Standard  JNE3781  JNE3781-KR-XXXL   \n",
      "2     Amazon      Amazon.in          Expedited  JNE3371    JNE3371-KR-XL   \n",
      "3   Merchant      Amazon.in           Standard    J0341       J0341-DR-L   \n",
      "4     Amazon      Amazon.in          Expedited  JNE3671  JNE3671-TU-XXXL   \n",
      "\n",
      "        Category  ... currency  Amount    ship-city   ship-state  \\\n",
      "0            Set  ...      INR  647.62       MUMBAI  MAHARASHTRA   \n",
      "1          kurta  ...      INR  406.00    BENGALURU    KARNATAKA   \n",
      "2          kurta  ...      INR  329.00  NAVI MUMBAI  MAHARASHTRA   \n",
      "3  Western Dress  ...      INR  753.33   PUDUCHERRY   PUDUCHERRY   \n",
      "4            Top  ...      INR  574.00      CHENNAI   TAMIL NADU   \n",
      "\n",
      "  ship-postal-code  ship-country  \\\n",
      "0         400081.0            IN   \n",
      "1         560085.0            IN   \n",
      "2         410210.0            IN   \n",
      "3         605008.0            IN   \n",
      "4         600073.0            IN   \n",
      "\n",
      "                                       promotion-ids    B2B  fulfilled-by  \\\n",
      "0                                                NaN  False     Easy Ship   \n",
      "1  Amazon PLCC Free-Financing Universal Merchant ...  False     Easy Ship   \n",
      "2       IN Core Free Shipping 2015/04/08 23-48-5-108   True           NaN   \n",
      "3                                                NaN  False     Easy Ship   \n",
      "4                                                NaN  False           NaN   \n",
      "\n",
      "  Unnamed: 22  \n",
      "0         NaN  \n",
      "1         NaN  \n",
      "2         NaN  \n",
      "3         NaN  \n",
      "4         NaN  \n",
      "\n",
      "[5 rows x 24 columns]\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\utente\\AppData\\Local\\Temp\\ipykernel_3392\\3904716860.py:1: DtypeWarning: Columns (23) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  df = pd.read_csv('../Amazon.csv')\n"
     ]
    }
   ],
   "source": [
    "df = pd.read_csv('../Amazon.csv')\n",
    "\n",
    "print(df.head())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:35:46.645336100Z",
     "start_time": "2024-10-06T21:35:45.972867100Z"
    }
   },
   "id": "8cb8776ca1d45b20"
  },
  {
   "cell_type": "markdown",
   "source": [
    "برای اینکه دیتا تایپ حل بشه می شد مقدار داد اما چون داده استفاده نمی شد حذف شد"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "6dcbf94fe1a8b162"
  },
  {
   "cell_type": "markdown",
   "source": [
    "## Data Cleaning and Normalize"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "fa67f891e10ec0e9"
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 128975 entries, 04-30-22 to 05-31-22\n",
      "Data columns (total 17 columns):\n",
      " #   Column              Non-Null Count   Dtype  \n",
      "---  ------              --------------   -----  \n",
      " 0   Order ID            128975 non-null  object \n",
      " 1   Status              128975 non-null  object \n",
      " 2   Fulfilment          128975 non-null  object \n",
      " 3   Sales Channel       128975 non-null  object \n",
      " 4   ship-service-level  128975 non-null  object \n",
      " 5   Style               128975 non-null  object \n",
      " 6   SKU                 128975 non-null  object \n",
      " 7   Category            128975 non-null  object \n",
      " 8   Size                128975 non-null  object \n",
      " 9   ASIN                128975 non-null  object \n",
      " 10  Courier Status      122103 non-null  object \n",
      " 11  Qty                 128975 non-null  int64  \n",
      " 12  currency            121180 non-null  object \n",
      " 13  Amount              121180 non-null  float64\n",
      " 14  ship-city           128942 non-null  object \n",
      " 15  ship-state          128942 non-null  object \n",
      " 16  ship-country        128942 non-null  object \n",
      "dtypes: float64(1), int64(1), object(15)\n",
      "memory usage: 17.7+ MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "columns_to_drop = ['index', 'Unnamed: 22', 'promotion-ids', 'ship-postal-code', 'fulfilled-by', 'B2B']\n",
    "df = df.drop(columns=columns_to_drop)\n",
    "df.set_index('Date', inplace=True)\n",
    "print(df.info())\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:35:46.790663800Z",
     "start_time": "2024-10-06T21:35:46.646334500Z"
    }
   },
   "id": "d324880a0b707d53"
  },
  {
   "cell_type": "markdown",
   "source": [],
   "metadata": {
    "collapsed": false
   },
   "id": "59fb7b7f09cdefdd"
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 116013 entries, 04-30-22 to 05-31-22\n",
      "Data columns (total 17 columns):\n",
      " #   Column              Non-Null Count   Dtype  \n",
      "---  ------              --------------   -----  \n",
      " 0   Order ID            116013 non-null  object \n",
      " 1   Status              116013 non-null  object \n",
      " 2   Fulfilment          116013 non-null  object \n",
      " 3   Sales Channel       116013 non-null  object \n",
      " 4   ship-service-level  116013 non-null  object \n",
      " 5   Style               116013 non-null  object \n",
      " 6   SKU                 116013 non-null  object \n",
      " 7   Category            116013 non-null  object \n",
      " 8   Size                116013 non-null  object \n",
      " 9   ASIN                116013 non-null  object \n",
      " 10  Courier Status      116013 non-null  object \n",
      " 11  Qty                 116013 non-null  int64  \n",
      " 12  currency            116013 non-null  object \n",
      " 13  Amount              116013 non-null  float64\n",
      " 14  ship-city           116013 non-null  object \n",
      " 15  ship-state          116013 non-null  object \n",
      " 16  ship-country        116013 non-null  object \n",
      "dtypes: float64(1), int64(1), object(15)\n",
      "memory usage: 15.9+ MB\n",
      "None\n"
     ]
    }
   ],
   "source": [
    "df_cleaned = df.dropna()\n",
    "df_cleaned = df_cleaned.drop_duplicates()\n",
    "print(df_cleaned.info())\n",
    "df_cleaned.to_csv('../Amazon.csv', index=False)"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:35:47.704203300Z",
     "start_time": "2024-10-06T21:35:46.753248800Z"
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  {
   "cell_type": "markdown",
   "source": [
    "\n",
    "در اینجا نام ستون‌ها و نوع داده‌ها  مشخص شده است:\n",
    "Date: تاریخ\n",
    "Order ID: رشته\n",
    "Status: رشته\n",
    "Fulfilment: رشته\n",
    "Sales Channel: رشته\n",
    "ship-service-level: رشته\n",
    "Style: رشته\n",
    "SKU: رشته\n",
    "Category: رشته\n",
    "Size: رشته\n",
    "ASIN: رشته\n",
    "Courier Status: رشته\n",
    "Qty: عدد صحیح\n",
    "currency: رشته\n",
    "Amount: عدد اعشاری\n",
    "ship-city: رشته\n",
    "ship-state: رشته\n",
    "ship-country: رشته"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "3b3425980a362835"
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "DatetimeIndex: 116013 entries, 2022-04-30 to 2022-05-31\n",
      "Data columns (total 18 columns):\n",
      " #   Column              Non-Null Count   Dtype  \n",
      "---  ------              --------------   -----  \n",
      " 0   Order ID            116013 non-null  object \n",
      " 1   Status              116013 non-null  object \n",
      " 2   Fulfilment          116013 non-null  object \n",
      " 3   Sales Channel       116013 non-null  object \n",
      " 4   ship-service-level  116013 non-null  object \n",
      " 5   Style               116013 non-null  object \n",
      " 6   SKU                 116013 non-null  object \n",
      " 7   Category            116013 non-null  object \n",
      " 8   Size                116013 non-null  object \n",
      " 9   ASIN                116013 non-null  object \n",
      " 10  Courier Status      116013 non-null  object \n",
      " 11  Qty                 116013 non-null  int64  \n",
      " 12  currency            116013 non-null  object \n",
      " 13  Amount              116013 non-null  float64\n",
      " 14  ship-city           116013 non-null  object \n",
      " 15  ship-state          116013 non-null  object \n",
      " 16  ship-country        116013 non-null  object \n",
      " 17  Day                 116013 non-null  object \n",
      "dtypes: float64(1), int64(1), object(16)\n",
      "memory usage: 16.8+ MB\n",
      "None\n",
      "                 Day\n",
      "Date                \n",
      "2022-04-30  Saturday\n",
      "2022-04-30  Saturday\n",
      "2022-04-30  Saturday\n",
      "2022-04-30  Saturday\n",
      "2022-04-30  Saturday\n"
     ]
    }
   ],
   "source": [
    "df_cleaned.index = pd.to_datetime(df_cleaned.index, format='%m-%d-%y')\n",
    "df_cleaned['Day'] = df_cleaned.index.day_name()\n",
    "print(df_cleaned.info())\n",
    "df_cleaned.to_csv('../Amazon_cleaned.csv', index=True)\n",
    "print(df_cleaned[['Day']].head())"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:35:48.781764500Z",
     "start_time": "2024-10-06T21:35:47.705192200Z"
    }
   },
   "id": "58d383ae48cea96e"
  },
  {
   "cell_type": "markdown",
   "source": [
    "# Diagrams, Charts\n"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "41e907fdd6a0cbcd"
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "weekly_sales = df_cleaned.groupby('Day')['Amount'].sum().reset_index()\n",
    "plt.figure(figsize=(10, 6))\n",
    "sns.barplot(x='Day', y='Amount', data=weekly_sales, hue='Day', palette='viridis', legend=False)\n",
    "plt.title('Total Sales by Day of the Week')\n",
    "plt.xlabel('Day of the Week')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:35:49.077566500Z",
     "start_time": "2024-10-06T21:35:48.779770300Z"
    }
   },
   "id": "be40b04009e4fdbd"
  },
  {
   "cell_type": "markdown",
   "source": [
    "نمودار نشون میده بیشترین فروش برای یکشنبه است که این نشون میده تعطیلات پایان هفته باعث افزایش فروش میشه"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "b60294e88090df40"
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1000x600 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(x='Day', y='Amount', data=weekly_sales, marker='o')\n",
    "plt.title('Total Sales by Day of the Week')\n",
    "plt.xlabel('Day of the Week')\n",
    "plt.ylabel('Total Sales')\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:35:49.280367800Z",
     "start_time": "2024-10-06T21:35:49.074491700Z"
    }
   },
   "id": "88f0844c1c8584dd"
  },
  {
   "cell_type": "markdown",
   "source": [
    "بیشترین فروش مربوط به روز یکشنبه و کمترین فروش به روز پنجشنبه است"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "e889cf930c9cb805"
  },
  {
   "cell_type": "markdown",
   "source": [
    "  می‌توان از این اطلاعات برای بهبود استراتژی‌های بازاریابی استفاده کرد برای مثال ایجاد تخفیف برای روز پنج شنبه"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "9bde9e715c016853"
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1400x700 with 1 Axes>",
      "image/png": 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     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Mean: 828377.3626373627\n",
      "Min: 98261.0\n",
      "Max: 1165038.0\n",
      "Std: 151225.41664581507\n"
     ]
    }
   ],
   "source": [
    "daily_sales = df_cleaned.resample('D').sum()\n",
    "\n",
    "mean_sales = daily_sales['Amount'].mean()\n",
    "min_sales = daily_sales['Amount'].min()\n",
    "max_sales = daily_sales['Amount'].max()\n",
    "std_sales = daily_sales['Amount'].std()\n",
    "\n",
    "plt.figure(figsize=(14, 7))\n",
    "\n",
    "sns.lineplot(x=daily_sales.index, y=daily_sales['Amount'], label='Total Sales', color='blue')\n",
    "\n",
    "plt.axhline(y=mean_sales, color='orange', linestyle='--', label='Mean')\n",
    "plt.axhline(y=min_sales, color='red', linestyle='--', label='Min')\n",
    "plt.axhline(y=max_sales, color='green', linestyle='--', label='Max')\n",
    "plt.axhline(y=std_sales, color='purple', linestyle='--', label='Std')\n",
    "\n",
    "plt.title('Daily Sales Amount with Statistics')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Sales Amount')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n",
    "print(f\"Mean: {mean_sales}\")\n",
    "print(f\"Min: {min_sales}\")\n",
    "print(f\"Max: {max_sales}\")\n",
    "print(f\"Std: {std_sales}\")"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:35:50.534994900Z",
     "start_time": "2024-10-06T21:35:49.278372600Z"
    }
   },
   "id": "114ef0e1197ac6fa"
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1400x700 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_cleaned['Month'] = df_cleaned.index.month\n",
    "df_cleaned['Year'] = df_cleaned.index.year\n",
    "\n",
    "monthly_sales = df_cleaned.resample('ME').sum()\n",
    "mean_monthly_sales = monthly_sales['Amount'].mean()\n",
    "min_monthly_sales = monthly_sales['Amount'].min()\n",
    "max_monthly_sales = monthly_sales['Amount'].max()\n",
    "std_monthly_sales = monthly_sales['Amount'].std()\n",
    "\n",
    "plt.figure(figsize=(14, 7))\n",
    "sns.lineplot(x=monthly_sales.index, y=monthly_sales['Amount'], label='Monthly Sales', color='blue')\n",
    "plt.axhline(y=mean_monthly_sales, color='orange', linestyle='--', label='Mean')\n",
    "plt.axhline(y=min_monthly_sales, color='red', linestyle='--', label='Min')\n",
    "plt.axhline(y=max_monthly_sales, color='green', linestyle='--', label='Max')\n",
    "plt.axhline(y=std_monthly_sales, color='purple', linestyle='--', label='Std')\n",
    "plt.title('Monthly Sales Amount with Statistics')\n",
    "plt.xlabel('Date')\n",
    "plt.ylabel('Sales Amount')\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.tight_layout()\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:36:01.169493500Z",
     "start_time": "2024-10-06T21:35:50.538984100Z"
    }
   },
   "id": "e17f53bd9b02d534"
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1400x700 with 1 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "monthly_sales = df_cleaned.resample('ME').sum()\n",
    "monthly_sales = monthly_sales[monthly_sales.index.month != 3]\n",
    "plt.figure(figsize=(14, 7))\n",
    "sns.barplot(x=monthly_sales.index.strftime('%B'), y=monthly_sales['Amount'], hue=monthly_sales.index.strftime('%B'), palette='viridis', legend=False)\n",
    "plt.title('Total Monthly Sales')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Sales Amount')\n",
    "\n",
    "\n",
    "plt.show()\n"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:46:36.835086900Z",
     "start_time": "2024-10-06T21:46:27.242269200Z"
    }
   },
   "id": "550ecdb8fdce77f0"
  },
  {
   "cell_type": "markdown",
   "source": [
    "بیشترین فروش مربوط به ماه آوریل است\n",
    "دلیل اینکه فروش زیاد است این است که در برخی کشورها  ماه آوریل  شامل جشن‌ها یا تعطیلات خاصی مانند عید پاک یا تعطیلات بهاری باشد که می‌تواند باعث افزایش خریدها"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "11a6580c6ac00989"
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 1200x600 with 2 Axes>",
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "months_data = df_cleaned[df_cleaned.index.month.isin([4, 5, 6])]\n",
    "\n",
    "daily_sales = months_data.resample('D').sum()\n",
    "\n",
    "sales_matrix = daily_sales['Amount'].values.reshape(-1, 1)\n",
    "\n",
    "sales_df = pd.DataFrame(sales_matrix, columns=['Amount'], index=daily_sales.index)\n",
    "\n",
    "plt.figure(figsize=(12, 6))\n",
    "sns.heatmap(sales_df.pivot_table(index=daily_sales.index.month, columns=daily_sales.index.day, values='Amount'),\n",
    "            cmap='viridis', cbar_kws={'label': 'Sales Amount'})\n",
    "\n",
    "plt.title('Heatmap of Total Sales for April, May, and June')\n",
    "plt.xlabel('Day')\n",
    "plt.ylabel('Month')\n",
    "plt.yticks(ticks=[1, 2, 3], labels=['April', 'May', 'June'], rotation=0)\n",
    "plt.xticks(rotation=0)\n",
    "plt.show()"
   ],
   "metadata": {
    "collapsed": false,
    "ExecuteTime": {
     "end_time": "2024-10-06T21:58:06.648748200Z",
     "start_time": "2024-10-06T21:58:05.198340800Z"
    }
   },
   "id": "ab898614dc3c5724"
  },
  {
   "cell_type": "markdown",
   "source": [
    "همچنان نشون دهنده این است که یکشنبه و ماه می فروش بیشتر است"
   ],
   "metadata": {
    "collapsed": false
   },
   "id": "2f0a5ab2e87b24c1"
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [],
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