Sales data project (1).ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "28185a91",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "e40c1164",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales=pd.read_csv(r'C:\\Users\\wjaku\\Downloads\\sales\\sales_data_sample.csv', encoding='unicode_escape')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "4f9f0035",
   "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>ORDERNUMBER</th>\n",
       "      <th>QUANTITYORDERED</th>\n",
       "      <th>PRICEEACH</th>\n",
       "      <th>ORDERLINENUMBER</th>\n",
       "      <th>ORDERDATE</th>\n",
       "      <th>STATUS</th>\n",
       "      <th>QTR_ID</th>\n",
       "      <th>MONTH_ID</th>\n",
       "      <th>YEAR_ID</th>\n",
       "      <th>PRODUCTLINE</th>\n",
       "      <th>...</th>\n",
       "      <th>ADDRESSLINE1</th>\n",
       "      <th>ADDRESSLINE2</th>\n",
       "      <th>CITY</th>\n",
       "      <th>STATE</th>\n",
       "      <th>POSTALCODE</th>\n",
       "      <th>COUNTRY</th>\n",
       "      <th>TERRITORY</th>\n",
       "      <th>CONTACTLASTNAME</th>\n",
       "      <th>CONTACTFIRSTNAME</th>\n",
       "      <th>DEALSIZE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>10107</td>\n",
       "      <td>30</td>\n",
       "      <td>95.70</td>\n",
       "      <td>2</td>\n",
       "      <td>2/24/2003 0:00</td>\n",
       "      <td>Shipped</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2003</td>\n",
       "      <td>Motorcycles</td>\n",
       "      <td>...</td>\n",
       "      <td>897 Long Airport Avenue</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NYC</td>\n",
       "      <td>NY</td>\n",
       "      <td>10022</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Yu</td>\n",
       "      <td>Kwai</td>\n",
       "      <td>Small</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>10121</td>\n",
       "      <td>34</td>\n",
       "      <td>81.35</td>\n",
       "      <td>5</td>\n",
       "      <td>5/7/2003 0:00</td>\n",
       "      <td>Shipped</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>2003</td>\n",
       "      <td>Motorcycles</td>\n",
       "      <td>...</td>\n",
       "      <td>59 rue de l'Abbaye</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Reims</td>\n",
       "      <td>NaN</td>\n",
       "      <td>51100</td>\n",
       "      <td>France</td>\n",
       "      <td>EMEA</td>\n",
       "      <td>Henriot</td>\n",
       "      <td>Paul</td>\n",
       "      <td>Small</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>10134</td>\n",
       "      <td>41</td>\n",
       "      <td>94.74</td>\n",
       "      <td>2</td>\n",
       "      <td>7/1/2003 0:00</td>\n",
       "      <td>Shipped</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>2003</td>\n",
       "      <td>Motorcycles</td>\n",
       "      <td>...</td>\n",
       "      <td>27 rue du Colonel Pierre Avia</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Paris</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75508</td>\n",
       "      <td>France</td>\n",
       "      <td>EMEA</td>\n",
       "      <td>Da Cunha</td>\n",
       "      <td>Daniel</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>10145</td>\n",
       "      <td>45</td>\n",
       "      <td>83.26</td>\n",
       "      <td>6</td>\n",
       "      <td>8/25/2003 0:00</td>\n",
       "      <td>Shipped</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>2003</td>\n",
       "      <td>Motorcycles</td>\n",
       "      <td>...</td>\n",
       "      <td>78934 Hillside Dr.</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pasadena</td>\n",
       "      <td>CA</td>\n",
       "      <td>90003</td>\n",
       "      <td>USA</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Young</td>\n",
       "      <td>Julie</td>\n",
       "      <td>Medium</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>4 rows × 24 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   ORDERNUMBER  QUANTITYORDERED  PRICEEACH  ORDERLINENUMBER       ORDERDATE  \\\n",
       "0        10107               30      95.70                2  2/24/2003 0:00   \n",
       "1        10121               34      81.35                5   5/7/2003 0:00   \n",
       "2        10134               41      94.74                2   7/1/2003 0:00   \n",
       "3        10145               45      83.26                6  8/25/2003 0:00   \n",
       "\n",
       "    STATUS  QTR_ID  MONTH_ID  YEAR_ID  PRODUCTLINE  ...  \\\n",
       "0  Shipped       1         2     2003  Motorcycles  ...   \n",
       "1  Shipped       2         5     2003  Motorcycles  ...   \n",
       "2  Shipped       3         7     2003  Motorcycles  ...   \n",
       "3  Shipped       3         8     2003  Motorcycles  ...   \n",
       "\n",
       "                    ADDRESSLINE1 ADDRESSLINE2      CITY STATE POSTALCODE  \\\n",
       "0        897 Long Airport Avenue          NaN       NYC    NY      10022   \n",
       "1             59 rue de l'Abbaye          NaN     Reims   NaN      51100   \n",
       "2  27 rue du Colonel Pierre Avia          NaN     Paris   NaN      75508   \n",
       "3             78934 Hillside Dr.          NaN  Pasadena    CA      90003   \n",
       "\n",
       "  COUNTRY TERRITORY CONTACTLASTNAME CONTACTFIRSTNAME DEALSIZE  \n",
       "0     USA       NaN              Yu             Kwai    Small  \n",
       "1  France      EMEA         Henriot             Paul    Small  \n",
       "2  France      EMEA        Da Cunha           Daniel   Medium  \n",
       "3     USA       NaN           Young            Julie   Medium  \n",
       "\n",
       "[4 rows x 24 columns]"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sales.head(4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "466764b2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 2823 entries, 0 to 2822\n",
      "Data columns (total 24 columns):\n",
      " #   Column            Non-Null Count  Dtype  \n",
      "---  ------            --------------  -----  \n",
      " 0   ORDERNUMBER       2823 non-null   int64  \n",
      " 1   QUANTITYORDERED   2823 non-null   int64  \n",
      " 2   PRICEEACH         2823 non-null   float64\n",
      " 3   ORDERLINENUMBER   2823 non-null   int64  \n",
      " 4   ORDERDATE         2823 non-null   object \n",
      " 5   STATUS            2823 non-null   object \n",
      " 6   QTR_ID            2823 non-null   int64  \n",
      " 7   MONTH_ID          2823 non-null   int64  \n",
      " 8   YEAR_ID           2823 non-null   int64  \n",
      " 9   PRODUCTLINE       2823 non-null   object \n",
      " 10  MSRP              2823 non-null   int64  \n",
      " 11  PRODUCTCODE       2823 non-null   object \n",
      " 12  CUSTOMERNAME      2823 non-null   object \n",
      " 13  PHONE             2823 non-null   object \n",
      " 14  ADDRESSLINE1      2823 non-null   object \n",
      " 15  ADDRESSLINE2      302 non-null    object \n",
      " 16  CITY              2823 non-null   object \n",
      " 17  STATE             1337 non-null   object \n",
      " 18  POSTALCODE        2747 non-null   object \n",
      " 19  COUNTRY           2823 non-null   object \n",
      " 20  TERRITORY         1749 non-null   object \n",
      " 21  CONTACTLASTNAME   2823 non-null   object \n",
      " 22  CONTACTFIRSTNAME  2823 non-null   object \n",
      " 23  DEALSIZE          2823 non-null   object \n",
      "dtypes: float64(1), int64(7), object(16)\n",
      "memory usage: 529.4+ KB\n"
     ]
    }
   ],
   "source": [
    "sales.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "a6f5b8e7",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales.columns=sales.columns.str.lower()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "05526c97",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales.drop(['addressline2', 'territory', 'postalcode'], axis=1, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "c6f345af",
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.set_option('display.max_columns', 21)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "186f2f57",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales.rename(columns={'month_id':'month','qtr_id':'qtr','year_id': 'year'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "fafbdd7d",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales['sales']=sales['quantityordered']*sales['priceeach']"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a25696f7",
   "metadata": {},
   "source": [
    "### 1. Sales analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "54bc560c",
   "metadata": {},
   "source": [
    "#### Change in sales value over time"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "5856a789",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales['orderdate']=pd.to_datetime(sales['orderdate'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "a1bb2f2e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales['month_year']=sales['month'].astype(str)+'.'+ sales['year'].astype(str)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "0538214e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales_per_orderdate=sales.groupby('month_year')['sales'].sum().reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "51f4920c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_sale=sales_per_orderdate.sort_values(by='month_year', key=lambda x: pd.to_datetime(x, format='%m.%Y')).reset_index()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "9c96dcb8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10, 6))\n",
    "sns.lineplot(data=sorted_sale, x='month_year', y='sales')\n",
    "plt.xticks(rotation=90)\n",
    "plt.xlabel('Month and year')\n",
    "plt.ylabel('Sales in $')\n",
    "plt.title('Sales over Time')\n",
    "plt.grid(True)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3947694f",
   "metadata": {},
   "source": [
    "#### Sales value per month and per quarter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "4de5019e",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales_per_month=sales.groupby('month')['sales'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "3a29dd18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df3=sales_per_month.reset_index()\n",
    "\n",
    "plt.figure(figsize=(10, 4))\n",
    "sns.barplot(data=df3, x='month', y='sales', palette='RdPu')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Sales value ($)')\n",
    "plt.title('Sales per month')\n",
    "plt.xticks(range(len(df3)), df3['month'])\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "9d0fe7d8",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales_per_qtr=sales.groupby('qtr')['sales'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "8bc46ec2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df4=sales_per_qtr.reset_index()\n",
    "\n",
    "plt.figure(figsize=(8, 3))\n",
    "sns.barplot(data=df4, x='qtr', y='sales', palette='RdPu')\n",
    "plt.xlabel('Quarter')\n",
    "plt.ylabel('Sales value ($)')\n",
    "plt.title('Sales per quarter')\n",
    "plt.xticks(range(len(df4)), df4['qtr'], rotation=0, ha='right')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "08e62f1f",
   "metadata": {},
   "source": [
    "#### Sales for various categories of products"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "760803b6",
   "metadata": {},
   "outputs": [],
   "source": [
    "total_sale=sales.groupby('productline')['sales'].sum().sort_values(ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "ccc4125c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df8=total_sale.reset_index()\n",
    "\n",
    "sns.barplot(data=df8, x=total_sale.values,y='productline', palette='RdPu')\n",
    "plt.xlabel('Sale value (in $)')\n",
    "plt.title('Sale value per product line')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f713cb2e",
   "metadata": {},
   "source": [
    "#### Sales in individual countries"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "3138255c",
   "metadata": {},
   "outputs": [],
   "source": [
    "sales_by_country=sales.groupby(['country'])['sales'].sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "id": "f9e54b37",
   "metadata": {},
   "outputs": [],
   "source": [
    "sorted_sales_by_country=sales_by_country.sort_values(ascending=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "id": "f1d728d3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.barplot(x=sorted_sales_by_country.values, y=sorted_sales_by_country.index, palette='RdPu')\n",
    "plt.xlabel('in $')\n",
    "plt.ylabel('Country')\n",
    "plt.title('Sales per country')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a88bf432",
   "metadata": {},
   "source": [
    "## Order analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "10ec07a3",
   "metadata": {},
   "source": [
    "#### Order value per month and quarter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "c8258a93",
   "metadata": {},
   "outputs": [],
   "source": [
    "unique_orders=sales.drop_duplicates('ordernumber')\n",
    "orders_per_month=unique_orders.groupby('month')['ordernumber'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "fd433202",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1000x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df = orders_per_month.reset_index()\n",
    "\n",
    "plt.figure(figsize=(10, 4))\n",
    "sns.barplot(data=df, x='month', y='ordernumber', palette='RdPu')\n",
    "plt.xlabel('Month')\n",
    "plt.ylabel('Number of orders')\n",
    "plt.title('Orders per month')\n",
    "plt.xticks(range(len(df)), df['month'], rotation=0, ha='right')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "2452c58e",
   "metadata": {},
   "outputs": [],
   "source": [
    "orders_per_qtr=unique_orders.groupby('qtr')['ordernumber'].count()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "503dad11",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df2 = orders_per_qtr.reset_index()\n",
    "\n",
    "plt.figure(figsize=(8, 3))\n",
    "sns.barplot(data=df2, x='qtr', y='ordernumber', palette='RdPu')\n",
    "plt.xlabel('Quarter')\n",
    "plt.ylabel('Number of Orders')\n",
    "plt.title('Orders per quarter')\n",
    "plt.xticks(range(len(df2)), df2['qtr'], rotation=0, ha='right')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b0c47743",
   "metadata": {},
   "source": [
    "#### Order statuses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "965274a6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "status\n",
      "Cancelled      1.302932\n",
      "Disputed       0.977199\n",
      "In Process     1.954397\n",
      "On Hold        1.302932\n",
      "Resolved       1.302932\n",
      "Shipped       93.159609\n",
      "Name: orderlinenumber, dtype: float64\n"
     ]
    }
   ],
   "source": [
    "status_count=unique_orders.groupby(['status'])['orderlinenumber'].count()\n",
    "status_percentages=(status_count/status_count.sum())*100\n",
    "print(status_percentages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "9bbb1f2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Analysis of remaining statuses - other than 'Shipped'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "f8168c4c",
   "metadata": {},
   "outputs": [],
   "source": [
    "is_same_status=sales.groupby('ordernumber')['status'].nunique()==1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "4267e66c",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "For each order, every position has the same status.\n"
     ]
    }
   ],
   "source": [
    "if is_same_status.all():\n",
    "    print(\"For each order, every position has the same status.\")\n",
    "else:\n",
    "    print(\"For some orders, different positions have a different satuses\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "efadab15",
   "metadata": {},
   "outputs": [],
   "source": [
    "other_status=unique_orders[unique_orders['status']!='Shipped']\n",
    "other_status_count=other_status.groupby(['status'])['orderlinenumber'].count()\n",
    "other_status_perc=(other_status_count/other_status_count.sum())*100"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ee2a7f74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "status\n",
       "Cancelled     19.047619\n",
       "Disputed      14.285714\n",
       "In Process    28.571429\n",
       "On Hold       19.047619\n",
       "Resolved      19.047619\n",
       "Name: orderlinenumber, dtype: float64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "other_status_perc"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "c3b273a9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 600x400 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df6=pd.DataFrame({'Other statuses': other_status_perc.index, 'Percentage Share': other_status_perc.values})\n",
    "\n",
    "colors = plt.cm.Set3(range(len(df6['Other statuses'])))\n",
    "\n",
    "plt.figure(figsize=(6, 4))\n",
    "plt.pie(df6['Percentage Share'], labels=df6['Other statuses'], autopct='%.1f%%', colors=colors)\n",
    "plt.title('Order statuses different than \"Shipped\"')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7776624b",
   "metadata": {},
   "source": [
    "## Product analysis"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "34dcc9f0",
   "metadata": {},
   "source": [
    "#### Analysis of average prices for different product categories"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "b3518eb9",
   "metadata": {},
   "outputs": [],
   "source": [
    "product_line_mean=sales.groupby('productline')['priceeach'].mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "fb7194d7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "productline\n",
       "Classic Cars        87.335781\n",
       "Motorcycles         82.997553\n",
       "Planes              81.740915\n",
       "Ships               83.855470\n",
       "Trains              75.654675\n",
       "Trucks and Buses    87.527940\n",
       "Vintage Cars        78.148204\n",
       "Name: priceeach, dtype: float64"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "product_line_mean"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "id": "d3fb4721",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\wjaku\\AppData\\Roaming\\Python\\Python39\\site-packages\\matplotlib\\text.py:1279: FutureWarning: elementwise comparison failed; returning scalar instead, but in the future will perform elementwise comparison\n",
      "  if s != self._text:\n"
     ]
    },
    {
     "data": {
      "image/png": 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5ORISEnD48GG0aNEi3//RvS4rKwvt27fHgAEDEB0djTVr1qBly5YF7r/CTJ8+HXv37kX//v0xfPhwNGrUCA8fPsTBgwexbt061KtXT+39WRTm5uaYPXs25s+fj06dOqFHjx7S9jRp0gQff/xxsbYHAH744Qe0bNkSLi4uGDVqFKpXr467d+/i7Nmz+Pvvv6XnqLt164YFCxbgk08+gbu7O65evYodO3aoHDECwNChQ7Ft2zZMnToV58+fR6tWrfD06VMcP34c48aNQ8+ePYtd6+ve5vWdNWsWdu3ahc6dO2PSpEmoUKECfvrpJ8TGxmLfvn3SzXSjRo3C6tWrMXToUFy8eBGVK1fG9u3b8zx+CAAjR47E3r170alTJwwYMAAxMTH4+eefVR5XA9TbR/r6+qhduzb8/f1Ro0YNVKhQAXXr1kXdunVLZucVQt33RanSyD3oRMXQvXt3oaenJ54+fVpgHx8fH6GjoyPu378vhHjxuIWtra0AIP7zn//kO09WVpb46quvRJ06dYRSqRTly5cXjRo1EvPnzxcpKSlSv6dPn4rx48eLChUqCCMjI9GrVy8RHR0tAIilS5dK/R49eiQ++eQTUalSJWFkZCS8vLxEVFRUnkdbXj6CExYWlm9dQUFBwsvLS5iamgo9PT3h4OAgfHx8xIULF964n14u9/Tp02L06NGifPnywsjISAwePFg8ePBApa+dnZ3o2rVrvsvJ71GcBw8eiAkTJggbGxuhq6srqlSpIoYNGybt76Lsz/zk9+jWS6tXrxbOzs5CR0dHWFpairFjx4pHjx6p9PHw8BB16tR54zpeFxMTI4YOHSqsrKyEjo6OsLGxEd26dRN79+6V+jx79kx8/vnnonLlykJfX1+0aNFCnD17Ns9jSUK8eHTviy++ENWqVRM6OjrCyspK9OvXT8TExAgh/n2E6Ouvv85TC9R4XKmkXt+YmBjRr18/YWZmJvT09ISbm5s4dOhQnn7x8fGiR48ewsDAQFSqVEl89tln4rfffsvzqJQQQnz77bfCxsZGKJVK0aJFC3HhwoVi7SMhhDhz5oxo1KiR0NXVLXS/FOXRLXX3uzrvi9KkEKKEz80QfUDCw8PRoEED/Pzzzxg8eLCmywHw4huuPvnkE4SFhRX5KJbkj6/vh4nXrInUlN93Kq9cuRLlypVD69atNVAREX0oeM2aSE3Lli3DxYsX0bZtW2hra+PIkSM4cuQIRo8eXSqPJBHRh4thTaQmd3d3HDt2DAsXLkRaWhqqVq0KPz+/PI+DERGVNF6zJiIikjlesyYiIpI5hjUREZHMMaxJI4QQSE1NLfFvdSIieh8xrEkjnjx5AlNTUzx58kTTpRARyR7DmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYF4NCoUBgYOA7X8+pU6egUCjw+PHjd74uIiKSL4b1a/755x9MnDgR1atXh1KphK2tLbp3744TJ06Uei3u7u5ISkqCqalpsZchhMCGDRvQtGlTGBkZwczMDI0bN8bKlSuRnp5egtUSEdG7oq3pAuQkLi4OLVq0gJmZGb7++mu4uLggOzsbR48exfjx4xEVFVWq9ejq6sLKyuqtljFkyBAEBATgyy+/xOrVq2Fubo4rV65g5cqVsLe3R69evYq13OzsbOjo6LxVbUREpCZBks6dOwsbGxuRlpaWZ9qjR4+kvwGI/fv3S+MzZswQTk5OQl9fX1SrVk18+eWXIisrS5oeHh4u2rRpI4yMjISxsbFo2LChCAsLE0IIERcXJ7p16ybMzMyEgYGBqF27tjh8+LAQQoigoCABQGXdISEhwsPDQ+jr6wszMzPRsWNH8fDhw3y3x9/fXwAQgYGBeabl5uaKx48fCyGEOH/+vPD09BQVK1YUJiYmonXr1uLixYsq/QGINWvWiO7duwsDAwMxb9488fDhQ/HRRx+JSpUqCT09PeHo6Cg2b9785p38PykpKQKASElJUas/EdGHjEfW//Pw4UP89ttvWLRoEQwNDfNMNzMzK3BeY2NjbN26FdbW1rh69SpGjRoFY2NjzJgxAwAwePBgNGjQAGvXroWWlhbCw8Olo9Lx48cjKysLf/zxBwwNDXH9+nUYGRnlu57w8HC0b98ew4cPx3fffQdtbW0EBQUhJycn3/47duxAzZo10bNnzzzTFAqFdHr9yZMnGDZsGL7//nsIIfDtt9+iS5cuuHnzJoyNjaV5/Pz8sHTpUqxcuRLa2trw9fXF9evXceTIEVSqVAm3bt1CRkZGgfuJiIiKh2H9P7du3YIQAs7OzkWe98svv5T+tre3x7Rp07B7924prBMSEjB9+nRp2U5OTlL/hIQE9O3bFy4uLgCA6tWrF7ieZcuWoXHjxlizZo3UVqdOnQL737x5EzVr1iy0/nbt2qmMb9iwAWZmZjh9+jS6desmtX/00Uf45JNPVGpv0KABGjduLG17QTIzM5GZmSmNp6amFloXERG9wBvM/kcIUex5/f390aJFC1hZWcHIyAhffvklEhISpOlTp07FyJEj4enpiaVLlyImJkaaNmnSJPznP/9BixYtMG/ePERERBS4npdH1upSd5vu3r2LUaNGwcnJCaampjAxMUFaWprKNgCQQvmlsWPHYvfu3ahfvz5mzJiBM2fOFLiOJUuWwNTUVBpsbW3V3g4iog8dw/p/nJycoFAoinwT2dmzZzF48GB06dIFhw4dwuXLl/HFF18gKytL6uPn54dr166ha9euOHnyJGrXro39+/cDAEaOHInbt29jyJAhuHr1Kho3bozvv/8+33Xp6+sXqbYaNWqotT3Dhg1DeHg4vvvuO5w5cwbh4eGoWLGiyjYAyHN5oHPnzoiPj8eUKVOQmJiI9u3bY9q0afmuY/bs2UhJSZGGv/76q0jbQkRUWqICo7DRbSMWGy7GRreNiAos3ZuL86XZS+by0qlTpyLfYPbNN9+I6tWrq/QdMWKEMDU1LXA9AwcOFN27d8932qxZs4SLi4sQIu8NZj4+PqJFixZqb8/u3bvVusHMyMhIbNu2TZqWkJAgAIgVK1ZIbXjtprr8rFu3ThgbG6tVG28wIyI5itwfKfzgpzoo/ETk/kiN1sUj61f88MMPyMnJgZubG/bt24ebN28iMjISq1atQvPmzfOdx8nJCQkJCdi9ezdiYmKwatUq6agZADIyMjBhwgScOnUK8fHxCA0NRVhYGGrVqgUAmDx5Mo4ePYrY2FhcunQJQUFB0rTXzZ49G2FhYRg3bhwiIiIQFRWFtWvX4v79+/n2HzBgALy9vTFo0CAsXrwYFy5cQHx8PA4dOgRPT08EBQVJ27B9+3ZERkbi3LlzGDx4sFpH8XPnzsWBAwdw69YtXLt2DYcOHSqwdiKisiB4cXDeRgGELAkp/WJewbB+RfXq1XHp0iW0bdsWn3/+OerWrYsOHTrgxIkTWLt2bb7z9OjRA1OmTMGECRNQv359nDlzBr6+vtJ0LS0tPHjwAEOHDkWNGjUwYMAAdO7cGfPnzwcA5OTkYPz48ahVqxY6deqEGjVqqNxA9qoaNWrg999/x5UrV+Dm5obmzZvjwIED0NbO/z5BhUKBnTt3Yvny5QgMDISHhwdcXV3h5+eHnj17wsvLCwCwadMmPHr0CA0bNsSQIUMwadIkWFhYFLq/dHV1MXv2bLi6uqJ169bQ0tLC7t27C52PiEiu7l27l2978rXkUq5ElUKIt7iziqiYUlNTYWpqipSUFJiYmGi6HCIiAMBGt41IDEvM027jZoOR50ZqoKIXeGRNRET0P63mtAIUrzUqgJZzWmqknpcY1kRERP/j3MsZ3gHesHGzgY6hDmzcbOC93xvOPYv+HRwliafBSSN4GpyISH08siYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrAgCcOnUKCoUCjx8/1nQpRET0Gob1a3x8fKBQKPDpp5/mmTZ+/HgoFAr4+PiotSwGIBERlQSGdT5sbW2xe/duZGRkSG3Pnj3Dzp07UbVq1VKvRwiB58+fl/p6iYhIHhjW+WjYsCFsbW0REBAgtQUEBKBq1apo0KCB1JaZmYlJkybBwsICenp6aNmyJcLCwgAAcXFxaNu2LQCgfPnyKkfkb5oP+PeI/MiRI2jUqBGUSiVCQkKQm5uLZcuWwdHREUqlElWrVsWiRYsAAO3atcOECRNUtuPevXvQ1dXFiRMnpPXOnDkTtra2UCqVcHR0xKZNmwrcDyEhIWjVqhX09fVha2uLSZMm4enTp9L0NWvWwMnJCXp6erC0tES/fv2Ks7uJiKgQDOsCDB8+HFu2bJHGN2/ejE8++USlz4wZM7Bv3z789NNPuHTpEhwdHeHl5YWHDx/C1tYW+/btAwBER0cjKSkJ3333XaHzvWrWrFlYunQpIiMj4erqitmzZ2Pp0qXw9fXF9evXsXPnTlhaWgIARo4ciZ07dyIzM1Oa/+eff4aNjQ3atWsHABg6dCh27dqFVatWITIyEuvXr4eRkVG+2x8TE4NOnTqhb9++iIiIgL+/P0JCQqQPBBcuXMCkSZOwYMECREdH47fffkPr1q0L3J+ZmZlITU1VGYiISE2CVAwbNkz07NlTJCcnC6VSKeLi4kRcXJzQ09MT9+7dEz179hTDhg0TaWlpQkdHR+zYsUOaNysrS1hbW4tly5YJIYQICgoSAMSjR4+kPkWZLzAwUOqTmpoqlEql2LhxY751Z2RkiPLlywt/f3+pzdXVVfj5+QkhhIiOjhYAxLFjx/Kd//VaR4wYIUaPHq3SJzg4WJQrV05kZGSIffv2CRMTE5GamlrYLhVCCDFv3jwBIM+QkpKi1vxE74vI/ZFiQ5MNYpHBIrGhyQYRuT9S0yVRGcAj6wKYm5uja9eu2Lp1K7Zs2YKuXbuiUqVK0vSYmBhkZ2ejRYsWUpuOjg7c3NwQGRlZ4HKLMl/jxo2lvyMjI5GZmYn27dvnu1w9PT0MGTIEmzdvBgBcunQJf/75p3TqPTw8HFpaWvDw8FBr+69cuYKtW7fCyMhIGry8vJCbm4vY2Fh06NABdnZ2qF69OoYMGYIdO3YgPT29wOXNnj0bKSkp0vDXX3+pVQfR+yQqMAr+vf2RGJaI7PRsJIYlwr+PP6ICozRdGsmctqYLkLPhw4dLp31/+OGHUl+/oaGh9Le+vn6h/UeOHIn69evj77//xpYtW9CuXTvY2dmpPf+r0tLSMGbMGEyaNCnPtKpVq0JXVxeXLl3CqVOn8Pvvv2Pu3Lnw8/NDWFgYzMzM8syjVCqhVCqLVAPR+yZ4cXDeRgGELAmBcy/n0i+IygweWb9Bp06dkJWVhezsbHh5ealMc3BwgK6uLkJDQ6W27OxshIWFoXbt2gAAXV1dAEBOTk6R5suPk5MT9PX1pZvF8uPi4oLGjRtj48aN2LlzJ4YPH64yLTc3F6dPn1Zr2xs2bIjr16/D0dExz/Byu7S1teHp6Ylly5YhIiICcXFxOHnypFrLJ/oQ3bt2L9/25GvJpVwJlTU8sn4DLS0t6dS0lpaWyjRDQ0OMHTsW06dPR4UKFVC1alUsW7YM6enpGDFiBADAzs4OCoUChw4dQpcuXaCvrw8jI6NC58uPnp4eZs6ciRkzZkBXVxctWrTAvXv3cO3aNZX5Ro4ciQkTJsDQ0BC9e/eW2u3t7TFs2DAMHz4cq1atQr169RAfH4/k5GQMGDAgz/pmzpyJZs2aYcKECRg5ciQMDQ1x/fp1HDt2DKtXr8ahQ4dw+/ZttG7dGuXLl8evv/6K3Nxc1KxZ8632OdH7zLyOORLDEvO0W9Sx0EA1VJbwyLoQJiYmMDExyXfa0qVL0bdvXwwZMgQNGzbErVu3cPToUZQvXx4AYGNjg/nz52PWrFmwtLSUTqkXNl9BfH198fnnn2Pu3LmoVasWvL29kZys+ol80KBB0NbWxqBBg6Cnp6cybe3atejXrx/GjRsHZ2dnjBo1SuVRrFe5urri9OnTuHHjBlq1aoUGDRpg7ty5sLa2BgCYmZkhICAA7dq1Q61atbBu3Trs2rULderUKXynEn2gWs1pBShea1QALee01Eg9VHYohBBC00VQyYmLi4ODgwPCwsLQsGFDTZdToNTUVJiamiIlJaXAD0NE76OowCiELAlB8rVkWNSxQMs5LeHck9er6c0Y1u+J7OxsPHjwANOmTUNsbKzKNXE5YlgTEamPp8HfE6GhoahcuTLCwsKwbt06TZdDREQliEfWpBE8siYiUh+PrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1i/B7Zu3QozMzNNl0FERO8Iw7qM8PHxgUKhgEKhgK6uLhwdHbFgwQI8f/5c06UREdE7pq3pAkh9nTp1wpYtW5CZmYlff/0V48ePh46ODipXrqzp0ojKnKjAKAQvDsa9a/dgXsccrea0gnMvZ02XRZQvHlmXIUqlElZWVrCzs8PYsWPh6emJgwcP5ukXExODnj17wtLSEkZGRmjSpAmOHz+u0sfe3h6LFy/G8OHDYWxsjKpVq2LDhg0qff766y8MGDAAZmZmqFChAnr27Im4uDhp+qlTp+Dm5gZDQ0OYmZmhRYsWiI+PfyfbTlSSogKj4N/bH4lhichOz0ZiWCL8+/gjKjBK06UR5YthXYbp6+sjKysrT3taWhq6dOmCEydO4PLly+jUqRO6d++OhIQElX7ffvstGjdujMuXL2PcuHEYO3YsoqOjAQDZ2dnw8vKCsbExgoODERoaCiMjI3Tq1AlZWVl4/vw5evXqBQ8PD0RERODs2bMYPXo0FApFqWw70dsIXhyct1EAIUtCSr8YIjXwNHgZJITAiRMncPToUUycODHP9Hr16qFevXrS+MKFC7F//34cPHgQEyZMkNq7dOmCcePGAQBmzpyJFStWICgoCDVr1oS/vz9yc3Px448/SgG8ZcsWmJmZ4dSpU2jcuDFSUlLQrVs3ODg4AABq1apVYM2ZmZnIzMyUxlNTU99uJxC9hXvX7uXbnnwtuZQrIVIPj6zLkEOHDsHIyAh6enro3LkzvL294efnl6dfWloapk2bhlq1asHMzAxGRkaIjIzMc2Tt6uoq/a1QKGBlZYXk5Bf/s7py5Qpu3boFY2NjGBkZwcjICBUqVMCzZ88QExODChUqwMfHB15eXujevTu+++47JCUlFVj7kiVLYGpqKg22trYls1OIisG8jnm+7RZ1LEq5EiL1MKzLkLZt2yI8PBw3b95ERkYGfvrpJxgaGubpN23aNOzfvx+LFy9GcHAwwsPD4eLikueUuY6Ojsq4QqFAbm4ugBeB36hRI4SHh6sMN27cwEcffQTgxZH22bNn4e7uDn9/f9SoUQP//e9/86199uzZSElJkYa//vqrJHYJUbG0mtMKeP2KjQJoOaelRuohKgxPg5chhoaGcHR0LLRfaGgofHx80Lt3bwAvgvfVG8PU0bBhQ/j7+8PCwgImJiYF9mvQoAEaNGiA2bNno3nz5ti5cyeaNWuWp59SqYRSqSxSDUTvinMvZ3gHeCNkSQiSryXDoo4FWs5pCeeevBuc5Ilh/R5ycnJCQEAAunfvDoVCAV9fX+mIWV2DBw/G119/jZ49e2LBggWoUqUK4uPjERAQgBkzZiA7OxsbNmxAjx49YG1tjejoaNy8eRNDhw59R1tFVLKceznzUS0qMxjW76Hly5dj+PDhcHd3R6VKlTBz5swi39BlYGCAP/74AzNnzkSfPn3w5MkT2NjYoH379jAxMUFGRgaioqLw008/4cGDB6hcuTLGjx+PMWPGvKOtIiL6cCmEEELTRdCHJzU1FaampkhJSXnjaXYiIuINZkRERLLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDJX7LDevn07WrRoAWtra8THxwMAVq5ciQMHDpRYcURERFTMsF67di2mTp2KLl264PHjx8jJyQEAmJmZYeXKlSVZHxER0QevWGH9/fffY+PGjfjiiy+gpaUltTdu3BhXr14tseKIiIiomGEdGxuLBg0a5GlXKpV4+vTpWxdFRERE/ypWWFerVg3h4eF52n/77TfUqlXrbWsiIiKiV2gXZ6apU6di/PjxePbsGYQQOH/+PHbt2oUlS5bgxx9/LOkaiYiIPmjFCuuRI0dCX18fX375JdLT0/HRRx/B2toa3333HQYOHFjSNRIREX3QFEII8TYLSE9PR1paGiwsLEqqJvoApKamwtTUFCkpKTAxMdF0OUREslasI+tXGRgYwMDAoCRqISIionwU6wazu3fvYsiQIbC2toa2tja0tLRUBiIiIio5xTqy9vHxQUJCAnx9fVG5cmUoFIqSrouIiIj+p1hhHRISguDgYNSvX7+EyyEiIqLXFes0uK2tLd7yvjQiIiJSU7HCeuXKlZg1axbi4uJKuBwiIiJ6XbEe3SpfvjzS09Px/PlzGBgYQEdHR2X6w4cPS6xAej/x0S0iIvUV65o1f1mLiIio9Lz1l6IQFQePrImI1Kf2kXVqaqr0P9XU1NQ39uX/fImIiEqO2mFdvnx5JCUlwcLCAmZmZvk+Wy2EgEKhQE5OTokWSURE9CFTO6xPnjyJChUqAACCgoLeWUFERESkitesSSN4zZqISH1qH1lHRESovVBXV9diFUNERER5qR3W9evXh0KhKPSby3jNmoiIqGSpHdaxsbHvsg4iIiIqgNphbWdnJ/39xx9/wN3dHdraqrM/f/4cZ86cUelLREREb6dYN5hpaWlJj3G96sGDB7CwsOBpcCoUbzAjIlJfsX7I4+Xz1K978OABDA0N37ooIiIi+leRvhu8T58+AF7cRObj4wOlUilNy8nJQUREBNzd3Uu2QiIiog9ckcLa1NQUwIsja2NjY+jr60vTdHV10axZM4waNapkKyQiIvrAFSmst2zZAgCwt7fH9OnTYWBg8E6KIiIion8V65r10KFDcefOnTztN2/eRFxc3NvWRO+AQqFAYGBggdNPnToFhUKBx48fl1pNRESknmKFtY+PD86cOZOn/dy5c/Dx8XnbmqgY7t27h7Fjx6Jq1apQKpWwsrKCl5cXQkND1Zrf3d0dSUlJ0qUOIiKSjyKdBn/p8uXLaNGiRZ72Zs2aYcKECW9dFBVd3759kZWVhZ9++gnVq1fH3bt3ceLECTx48ECt+XV1dWFlZfWOqyQiouIo1pG1QqHAkydP8rSnpKTwGWsNePz4MYKDg/HVV1+hbdu2sLOzg5ubG2bPno0ePXpI/e7fv4/evXvDwMAATk5OOHjwoDTt9dPgW7duhZmZGQIDA+Hk5AQ9PT14eXnhr7/+kua5cuUK2rZtC2NjY5iYmKBRo0a4cOFCqW03EdGHolhh3bp1ayxZskQlmHNycrBkyRK0bNmyxIoj9RgZGcHIyAiBgYHIzMwssN/8+fMxYMAAREREoEuXLhg8eDAePnxYYP/09HQsWrQI27ZtQ2hoKB4/foyBAwdK0wcPHowqVaogLCwMFy9exKxZs6Cjo5PvsjIzM5GamqoyEBGRmkQxXLt2TVSsWFE4ODgIHx8f4ePjIxwcHIS5ubm4evVqcRZJb2nv3r2ifPnyQk9PT7i7u4vZs2eLK1euSNMBiC+//FIaT0tLEwDEkSNHhBBCBAUFCQDi0aNHQgghtmzZIgCI//73v9I8kZGRAoA4d+6cEEIIY2NjsXXrVrXqmzdvngCQZ0hJSXnbTScieu8V68i6du3aiIiIwIABA5CcnIwnT55g6NChiIqKQt26dUvmUwQVSd++fZGYmIiDBw+iU6dOOHXqFBo2bIitW7dKfV796VJDQ0OYmJggOTm5wGVqa2ujSZMm0rizszPMzMwQGRkJAJg6dSpGjhwJT09PLF26FDExMQUua/bs2UhJSZGGV0+nE9HbiQqMwka3jVhsuBgb3TYiKjBK0yVRCStWWAOAtbU1Fi9ejMOHD2Pv3r2YO3cuKlSoUJK1URHp6emhQ4cO8PX1xZkzZ+Dj44N58+ZJ018/Ra1QKJCbm1vs9fn5+eHatWvo2rUrTp48idq1a2P//v359lUqlTAxMVEZiOjtRQVGwb+3PxLDEpGdno3EsET49/FnYL9ninU3+B9//PHG6a1bty5WMVSyateu/cZnqwvz/PlzXLhwAW5ubgCA6OhoPH78GLVq1ZL61KhRAzVq1MCUKVMwaNAgbNmyBb17937b0olITcGLg/M2CiBkSQicezmXfkH0ThQrrNu0aZOn7dUf9uAd4aXrwYMH6N+/P4YPHw5XV1cYGxvjwoULWLZsGXr27Fns5ero6GDixIlYtWoVtLW1MWHCBDRr1gxubm7IyMjA9OnT0a9fP1SrVg1///03wsLC0Ldv3xLcMiIqzL1r9/JtT75W8CUuKnuKFdaPHj1SGc/Ozsbly5fh6+uLRYsWlUhhpD4jIyM0bdoUK1asQExMDLKzs2Fra4tRo0Zhzpw5xV6ugYEBZs6ciY8++gh37txBq1atsGnTJgAvfib1wYMHGDp0KO7evYtKlSqhT58+mD9/fkltFhGpwbyOORLDEvO0W9SxyKc3lVXF+j3rgpw+fRpTp07FxYsXS2qRpCFbt27F5MmT39nXj/L3rIlKRlRgFPz7+L94vuIlBeC93xvOPXka/H1R7BvM8mNpaYno6OiSXCQREb2Bcy9neAd4w8bNBjqGOrBxs2FQv4eKdRo8IiJCZVwIgaSkJCxduhT169cvibqIiEhNzr2ceTPZe65Yp8HLlSsHhUKB12dt1qwZNm/eDGdnvmnozXganIhIfcU6so6NjVUZL1euHMzNzaGnp1ciRREREdG/ihXWdnZ2JV0HERERFUDtsF61apXaC500aVKxiiEiIqK81L5mXa1aNZXxe/fuIT09HWZmZgBe/EyjgYEBLCwscPv27RIvlN4vvGZNRKQ+tR/dio2NlYZFixahfv36iIyMxMOHD/Hw4UNERkaiYcOGWLhw4busl4iI6INTrLvBHRwcsHfvXjRo0ECl/eLFi+jXr1+eG9CIXscjayIi9RXrS1GSkpLw/PnzPO05OTm4e/fuWxdFRERE/ypWWLdv3x5jxozBpUuXpLaLFy9i7Nix8PT0LLHiiIiIqJhhvXnzZlhZWaFx48ZQKpVQKpVwc3ODpaUlfvzxx5KukYiI6IP2Vj/kcePGDURGRkKhUMDZ2Rk1atQoydroPcZr1kRE6nvrX916Ofurv2dNVBiGNRGR+or9q1vbtm2Di4sL9PX1oa+vD1dXV2zfvr0kayMiIiIU8+tGly9fDl9fX0yYMAEtWrQAAISEhODTTz/F/fv3MWXKlBItkoiI6ENWrNPg1apVw/z58zF06FCV9p9++gl+fn58zpoKxdPgRETqK/Zz1u7u7nna3d3dkZSU9NZFERER0b+KFdaOjo7Ys2dPnnZ/f384OTm9dVFERET0r2Jds54/fz68vb3xxx9/SNesQ0NDceLEiXxDnIiIiIqv2I9uXbp0CcuXL0dkZCQAoFatWvj888/zfF84UX54zZqISH1FPrLOzs7GmDFj4Ovri59//vld1ERERESvKPI1ax0dHezbt+9d1EJERET5KNYNZr169UJgYGAJl0JERET5KdYNZk5OTliwYAFCQ0PRqFEjGBoaqkyfNGlSiRRHREREb/GlKAUuUKHA7du336ooev/xBjMiIvUV68j61W8o4w95EBERvVvF/iGPTZs2oW7dutDT04Oenh7q1q3L37ImIiJ6B4p1ZD137lwsX74cEydORPPmzQEAZ8+exZQpU5CQkIAFCxaUaJFEREQfsmJdszY3N8eqVaswaNAglfZdu3Zh4sSJuH//fokVSO8nXrMmIlJfsU6DZ2dno3HjxnnaGzVqhOfPn791UURERPSvYoX1kCFDsHbt2jztGzZswODBg9+6KCIiIvpXsa5ZAy9uMPv999/RrFkzAMC5c+eQkJCAoUOHYurUqVK/5cuXv32VREREH7BiXbNu27ategtXKHDy5MkiF0XvP16zJiJSX7F/dYvobTCsiYjUV+znrImIiKh0MKyJiIhkjmFNREQkcwxrIiIimWNYExERyRzDmoiISOYY1kRERDLHsCYiIpI5hjUREZHMMayJiIhkjmFNREQkc8X+1S0iTYgKjELw4mDcu3YP5nXM0WpOKzj3ctZ0WURE7xSPrElib2+PlStXarqMAkUFRsG/tz8SwxKRnZ6NxLBE+PfxR1RglKZLIyJ6pxjWZZBCoXjj4OfnV6zlhoWFYfTo0SVbbAkKXhyct1EAIUtCSr8YIqJSxNPgZVBSUpL0t7+/P+bOnYvo6GipzcjISPpbCIGcnBxoaxf+Upubm5dsoSXs3rV7+bYnX0su5UqIiEoXj6zLICsrK2kwNTWFQqGQxqOiomBsbIwjR46gUaNGUCqVCAkJQUxMDHr27AlLS0sYGRmhSZMmOH78uMpyXz8NrlAo8OOPP6J3794wMDCAk5MTDh48KE1/9OgRBg8eDHNzc+jr68PJyQlbtmx5Z9ttXif/DxMWdSze2TqJiOSAYf2emjVrFpYuXYrIyEi4uroiLS0NXbp0wYkTJ3D58mV06tQJ3bt3R0JCwhuXM3/+fAwYMAARERHo0qULBg8ejIcPHwIAfH19cf36dRw5cgSRkZFYu3YtKlWqlO9yMjMzkZqaqjIUVas5rQDFa40KoOWclkVeFhFRWcKwfk8tWLAAHTp0gIODAypUqIB69ephzJgxqFu3LpycnLBw4UI4ODioHCnnx8fHB4MGDYKjoyMWL16MtLQ0nD9/HgCQkJCABg0aoHHjxrC3t4enpye6d++e73KWLFkCU1NTabC1tS3yNjn3coZ3gDds3GygY6gDGzcbeO/3hnNP3g1ORO83XrN+TzVu3FhlPC0tDX5+fjh8+DCSkpLw/PlzZGRkFHpk7erqKv1taGgIExMTJCe/uEY8duxY9O3bF5cuXULHjh3Rq1cvuLu757uc2bNnY+rUqdJ4ampqsQObj2oR0YeGR9bvKUNDQ5XxadOmYf/+/Vi8eDGCg4MRHh4OFxcXZGVlvXE5Ojo6KuMKhQK5ubkAgM6dOyM+Ph5TpkxBYmIi2rdvj2nTpuW7HKVSCRMTE5WBiIjUw7D+QISGhsLHxwe9e/eGi4sLrKysEBcX99bLNTc3x7Bhw/Dzzz9j5cqV2LBhw9sXS0REKnga/APh5OSEgIAAdO/eHQqFAr6+vtIRcnHNnTsXjRo1Qp06dZCZmYlDhw6hVq1aJVQxERG9xCPrD8Ty5ctRvnx5uLu7o3v37vDy8kLDhg3fapm6urqYPXs2XF1d0bp1a2hpaWH37t0lVDEREb2kEEIITRdBH57U1FSYmpoiJSWF16+JiArBI2siIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5hjWREREMsewJiIikjmGNRERkcx9UGEdFxcHhUKB8PBwTZfyRmWlTiIiKh0aC2uFQvHGwc/PT1OllQlt2rRR2V+Wlpbo378/4uPjNV0aERGVMI2FdVJSkjSsXLkSJiYmKm3Tpk2T+goh8Pz5c02VKlujRo1CUlISEhMTceDAAfz111/4+OOPNV0WEdF7JyowChvdNmKx4WJsdNuIqMCoUl2/xsLayspKGkxNTaFQKKTxqKgoGBsb48iRI2jUqBGUSiVCQkLg4+ODXr16qSxn8uTJaNOmjTSem5uLZcuWwdHREUqlElWrVsWiRYvyrSEnJwfDhw+Hs7MzEhISIISAn58fqlatCqVSCWtra0yaNKnAbYiJiUHPnj1haWkJIyMjNGnSBMePH1fpY29vj8WLF2P48OEwNjZG1apVsWHDBpU+58+fR4MGDaCnp4fGjRvj8uXLau1DAwMDWFlZoXLlymjWrBkmTJiAS5cuSdO3bt0KMzMzlXkCAwOhUCik8StXrqBt27YwNjaGiYkJGjVqhAsXLkjTQ0JC0KpVK+jr68PW1haTJk3C06dPpelr1qyBk5MT9PT0YGlpiX79+qlVOxFRWREVGAX/3v5IDEtEdno2EsMS4d/Hv1QDW9bXrGfNmoWlS5ciMjISrq6uas0ze/ZsLF26FL6+vrh+/Tp27twJS0vLPP0yMzPRv39/hIeHIzg4GFWrVsW+ffuwYsUKrF+/Hjdv3kRgYCBcXFwKXFdaWhq6dOmCEydO4PLly+jUqRO6d++OhIQElX7ffvutFMLjxo3D2LFjER0dLS2jW7duqF27Ni5evAg/Pz+VswrqevjwIfbs2YOmTZsWab7BgwejSpUqCAsLw8WLFzFr1izo6OgAePFhpFOnTujbty8iIiLg7++PkJAQTJgwAQBw4cIFTJo0CQsWLEB0dDR+++03tG7dusi1ExHJWfDi4LyNAghZElJqNWiX2pqKYcGCBejQoYPa/Z88eYLvvvsOq1evxrBhwwAADg4OaNmypUq/tLQ0dO3aFZmZmQgKCoKpqSkAICEhAVZWVvD09ISOjg6qVq0KNze3AtdXr1491KtXTxpfuHAh9u/fj4MHD0qBBgBdunTBuHHjAAAzZ87EihUrEBQUhJo1a2Lnzp3Izc3Fpk2boKenhzp16uDvv//G2LFjC93eNWvW4Mcff4QQAunp6ahRowaOHj2q9v56uc3Tp0+Hs7MzAMDJyUmatmTJEgwePBiTJ0+Wpq1atQoeHh5Yu3YtEhISYGhoiG7dusHY2Bh2dnZo0KBBvuvJzMxEZmamNJ6amlqkOomINOXetXv5tidfSy61GmR9ZN24ceMi9Y+MjERmZibat2//xn6DBg3C06dP8fvvv0tBDQD9+/dHRkYGqlevjlGjRmH//v1vvFaelpaGadOmoVatWjAzM4ORkREiIyPzHFm/elbg5en+5ORkqWZXV1fo6elJfZo3b67W9g4ePBjh4eG4cuUKQkJC4OjoiI4dO+LJkydqzQ8AU6dOxciRI+Hp6YmlS5ciJiZGmnblyhVs3boVRkZG0uDl5YXc3FzExsaiQ4cOsLOzQ/Xq1TFkyBDs2LED6enp+a5nyZIlMDU1lQZbW1u1ayQi0iTzOub5tlvUsSi1GmQd1oaGhirj5cqVgxBCpS07O1v6W19fX63ldunSBRERETh79qxKu62tLaKjo7FmzRro6+tj3LhxaN26tco6XjVt2jTs378fixcvRnBwMMLDw+Hi4oKsrCyVfi9PK7+kUCiQm5urVq1vYmpqCkdHRzg6OqJFixbYtGkTbt68CX9/fwCF7y8A8PPzw7Vr19C1a1ecPHkStWvXxv79+wG8+DAyZswYhIeHS8OVK1dw8+ZNODg4wNjYGJcuXcKuXbtQuXJlzJ07F/Xq1cPjx4/z1Dp79mykpKRIw19//fXW209EVBpazWkFKF5rVAAt57TMt/+7IOuwfp25uTmSkpJU2l59FtnJyQn6+vo4ceLEG5czduxYLF26FD169MDp06dVpunr66N79+5YtWoVTp06hbNnz+Lq1av5Lic0NBQ+Pj7o3bs3XFxcYGVlhbi4uCJtU61atRAREYFnz55Jbf/973+LtIyXtLS0AAAZGRkAXuyvJ0+eqNwQlt+z2zVq1MCUKVPw+++/o0+fPtiyZQsAoGHDhrh+/br0geDVQVdXFwCgra0NT09PLFu2DBEREYiLi8PJkyfzrEOpVMLExERlICIqC5x7OcM7wBs2bjbQMdSBjZsNvPd7w7mnc6nVIOtr1q9r164dvv76a2zbtg3NmzfHzz//jD///FO6Tqqnp4eZM2dixowZ0NXVRYsWLXDv3j1cu3YNI0aMUFnWxIkTkZOTg27duuHIkSNo2bIltm7dipycHDRt2hQGBgb4+eefoa+vDzs7u3zrcXJyQkBAALp37w6FQgFfX98iHzF/9NFH+OKLLzBq1CjMnj0bcXFx+Oabb9SaNz09Hf/88w8A4O7du1i4cCH09PTQsWNHAJC2Y86cOZg0aRLOnTuHrVu3SvNnZGRg+vTp6NevH6pVq4a///4bYWFh6Nu3L4AX19df3mU+cuRIGBoa4vr16zh27BhWr16NQ4cO4fbt22jdujXKly+PX3/9Fbm5uahZs2aR9gERkdw593KGc6/SC+c8hAxs2bJFmJqaSuNBQUECgHj06FGevnPnzhWWlpbC1NRUTJkyRUyYMEF4eHhI03NycsR//vMfYWdnJ3R0dETVqlXF4sWLhRBCxMbGCgDi8uXLUv9vv/1WGBsbi9DQULF//37RtGlTYWJiIgwNDUWzZs3E8ePHC6w7NjZWtG3bVujr6wtbW1uxevVq4eHhIT777DOpj52dnVixYoXKfPXq1RPz5s2Txs+ePSvq1asndHV1Rf369cW+ffvy1Pk6Dw8PAUAaypcvLzw8PMTJkydV+u3fv184OjoKfX190a1bN7Fhwwbx8mXPzMwUAwcOFLa2tkJXV1dYW1uLCRMmiIyMDGn+8+fPiw4dOggjIyNhaGgoXF1dxaJFi4QQQgQHBwsPDw9Rvnx5oa+vL1xdXYW/v3+BNb8qJSVFABApKSlq9Sci+pAphHjtoiZRKUhNTYWpqSlSUlJ4SpyIqBBl6po1ERHRh4hhTUREJHMMayIiIpljWBMREckcw5qIiEjmGNZEREQyx7AmIiKSOYY1ERGRzDGsiYiIZI5hTUREJHMMayIiIpljWBMREckcw5qIiEjmGNZEREQyx7AmIiKSOYY1ERGRzDGsiYiIZI5hTUREJHMMayIiIpljWBMREckcw5qIiEjmGNZEREQyx7AmIiKSOYY1ERGRzDGsiYiIZI5hTUREJHMMayIiIpljWBMREckcw5qIiEjmGNZEREQyx7AmIiKSOYY1ERGRzDGsiYiIZI5hTUREJHMMayIiIpljWBMREckcw5qIiEjmGNZEREQyx7AmIiKSOYY1ERGRzDGsiYiIZI5hTUREJHMMayIiIpljWBMREckcw5qIiEjmGNZEREQyp63pAoioYFGBUQheHIx71+7BvI45Ws1pBedezpoui4hKGY+s38DPzw/169fXdBn0gYoKjIJ/b38khiUiOz0biWGJ8O/jj6jAKE2XRkSl7IMM6+7du6NTp075TgsODoZCoUBERASmTZuGEydOFGnZ9vb2WLlyZQlUWXIuX76M/v37w9LSEnp6enBycsKoUaNw48YNTZdGbxC8ODhvowBCloSUfjFEpFEfZFiPGDECx44dw99//51n2pYtW9C4cWO4urrCyMgIFStW1ECFJefQoUNo1qwZMjMzsWPHDkRGRuLnn3+GqakpfH19i73crKysEqyS8nPv2r1825OvJZdyJUSkaR9kWHfr1g3m5ubYunWrSntaWhp++eUXjBgxAkDe0+A+Pj7o1asXvvnmG1SuXBkVK1bE+PHjkZ2dDQBo06YN4uPjMWXKFCgUCigUCgDAgwcPMGjQINjY2MDAwAAuLi7YtWuXyrqfPHmCwYMHw9DQEJUrV8aKFSvQpk0bTJ48WeqTmZmJadOmwcbGBoaGhmjatClOnTpV4Hamp6fjk08+QZcuXXDw4EF4enqiWrVqaNq0Kb755husX78eAJCTk4MRI0agWrVq0NfXR82aNfHdd9+pLOvlti9atAjW1taoWbMmAGDNmjVwcnKCnp4eLC0t0a9fP7VfB3oz8zrm+bZb1LEo5UqISNM+yLDW1tbG0KFDsXXrVgghpPZffvkFOTk5GDRoUIHzBgUFISYmBkFBQfjpp5+wdetWKfQDAgJQpUoVLFiwAElJSUhKSgIAPHv2DI0aNcLhw4fx559/YvTo0RgyZAjOnz8vLXfq1KkIDQ3FwYMHcezYMQQHB+PSpUsq654wYQLOnj2L3bt3IyIiAv3790enTp1w8+bNfGs9evQo7t+/jxkzZuQ73czMDACQm5uLKlWq4JdffsH169cxd+5czJkzB3v27FHpf+LECURHR+PYsWM4dOgQLly4gEmTJmHBggWIjo7Gb7/9htatW+e7rszMTKSmpqoM9Gat5rQCFK81KoCWc1pqpB4i0iDxgYqMjBQARFBQkNTWqlUr8fHHH0vj8+bNE/Xq1ZPGhw0bJuzs7MTz58+ltv79+wtvb29p3M7OTqxYsaLQ9Xft2lV8/vnnQgghUlNThY6Ojvjll1+k6Y8fPxYGBgbis88+E0IIER8fL7S0tMSdO3dUltO+fXsxe/bsfNfx1VdfCQDi4cOHhdbzuvHjx4u+fftK48OGDROWlpYiMzNTatu3b58wMTERqamphS5v3rx5AkCeISUlpci1fUgi90eKjW4bxSLDRWKj20YRGRip6ZKISAM+2Ee3nJ2d4e7ujs2bN6NNmza4desWgoODsWDBgjfOV6dOHWhpaUnjlStXxtWrV984T05ODhYvXow9e/bgzp07yMrKQmZmJgwMDAAAt2/fRnZ2Ntzc3KR5TE1NpVPNAHD16lXk5OSgRo0aKsvOzMws8Lq6eOWsQWF++OEHbN68GQkJCcjIyEBWVlaeO+FdXFygq6srjXfo0AF2dnaoXr06OnXqhE6dOqF3797Sdr1q9uzZmDp1qjSempoKW1tbtev7UDn3cuajWkT0YZ4Gf2nEiBHYt28fnjx5gi1btsDBwQEeHh5vnEdHR0dlXKFQIDc3943zfP311/juu+8wc+ZMBAUFITw8HF5eXkW6SSstLQ1aWlq4ePEiwsPDpSEyMjLP9eWXXgZ7VNSbH/XZvXs3pk2bhhEjRuD3339HeHg4Pvnkkzz1GRoaqowbGxvj0qVL2LVrFypXroy5c+eiXr16ePz4cZ51KJVKmJiYqAxERKSeDzqsBwwYgHLlymHnzp3Ytm0bhg8fLt0UVly6urrIyclRaQsNDUXPnj3x8ccfo169eqhevbrKY1PVq1eHjo4OwsLCpLaUlBSVPg0aNEBOTg6Sk5Ph6OioMlhZWeVbS8eOHVGpUiUsW7Ys3+kvQzU0NBTu7u4YN24cGjRoAEdHR8TExKi1vdra2vD09MSyZcsQERGBuLg4nDx5Uq15iYhIPR90WBsZGcHb2xuzZ89GUlISfHx83nqZ9vb2+OOPP3Dnzh3cv38fAODk5IRjx47hzJkziIyMxJgxY3D37l1pHmNjYwwbNgzTp09HUFAQrl27hhEjRqBcuXLSh4caNWpg8ODBGDp0KAICAhAbG4vz589jyZIlOHz4cL61GBoa4scff8Thw4fRo0cPHD9+HHFxcbhw4QJmzJiBTz/9VKrvwoULOHr0KG7cuAFfX1+VDw4FOXToEFatWoXw8HDEx8dj27ZtyM3NVTl9T0REb++DDmvgxanwR48ewcvLC9bW1m+9vAULFiAuLg4ODg4wN3/x6M2XX36Jhg0bwsvLC23atIGVlRV69eqlMt/y5cvRvHlzdOvWDZ6enmjRogVq1aoFPT09qc+WLVswdOhQfP7556hZsyZ69eqFsLAwVK1atcB6evbsiTNnzkBHRwcfffQRnJ2dMWjQIKSkpOA///kPAGDMmDHo06cPvL290bRpUzx48ADjxo0rdFvNzMwQEBCAdu3aoVatWli3bh127dqFOnXqFGPPERFRQRSiKHchUal5+vQpbGxs8O2330rPfb9PUlNTYWpqipSUFF6/JiIqxAd7N7jcXL58GVFRUXBzc0NKSop0V3rPnj01XBkREWkaw1pGvvnmG0RHR0NXVxeNGjVCcHAwKlWqpOmyiIhIw3ganDSCp8GJiNT3wd9gRkREJHcMayIiIpljWBMREckcw5qIiEjmGNZEREQyx7AmIiKSOYY1ERGRzDGsiYiIZI5hTUREJHMMayIiIpljWBMREckcw5qIiEjmGNZEREQyx7AmIiKSOYY1ERGRzDGsiYiIZI5hTUREJHMMayIiIpljWBMREcmctqYLoA+TEAIAkJqaquFKiIhKh7GxMRQKRbHmZViTRjx58gQAYGtrq+FKiIhKR0pKCkxMTIo1r0K8PMQhKkW5ublITEx8q0+aBUlNTYWtrS3++uuvYv/D0KSyXj9Q9reB9WteWd+G/OrnkTWVOeXKlUOVKlXe6TpMTEzK5D/yl8p6/UDZ3wbWr3llfRtKqn7eYEZERCRzDGsiIiKZY1jTe0epVGLevHlQKpWaLqVYynr9QNnfBtaveWV9G0q6ft5gRkREJHM8siYiIpI5hjUREZHMMayJiIhkjmFNREQkcwxrKpPs7e2hUCjyDOPHj5f6nD17Fu3atYOhoSFMTEzQunVrZGRkaLBqVYVtwz///IMhQ4bAysoKhoaGaNiwIfbt26fhqv+Vk5MDX19fVKtWDfr6+nBwcMDChQvx6j2rQgjMnTsXlStXhr6+Pjw9PXHz5k0NVv2vwurPzs7GzJkz4eLiAkNDQ1hbW2Po0KFITEzUcOX/Uuc1eNWnn34KhUKBlStXlm6hBVC3/sjISPTo0QOmpqYwNDREkyZNkJCQoKGq/6VO/WlpaZgwYQKqVKkCfX191K5dG+vWrSv6ygRRGZScnCySkpKk4dixYwKACAoKEkIIcebMGWFiYiKWLFki/vzzTxEVFSX8/f3Fs2fPNFv4Kwrbhg4dOogmTZqIc+fOiZiYGLFw4UJRrlw5cenSJc0W/j+LFi0SFStWFIcOHRKxsbHil19+EUZGRuK7776T+ixdulSYmpqKwMBAceXKFdGjRw9RrVo1kZGRocHKXyis/sePHwtPT0/h7+8voqKixNmzZ4Wbm5to1KiRhiv/lzqvwUsBAQGiXr16wtraWqxYsaL0i82HOvXfunVLVKhQQUyfPl1cunRJ3Lp1Sxw4cEDcvXtXg5W/oE79o0aNEg4ODiIoKEjExsaK9evXCy0tLXHgwIEirYthTe+Fzz77TDg4OIjc3FwhhBBNmzYVX375pYarKprXt8HQ0FBs27ZNpU+FChXExo0bNVFeHl27dhXDhw9XaevTp48YPHiwEEKI3NxcYWVlJb7++mtp+uPHj4VSqRS7du0q1VrzU1j9+Tl//rwAIOLj4991eWpRdxv+/vtvYWNjI/78809hZ2cnm7BWp35vb2/x8ccfl3ZpalGn/jp16ogFCxao9GnYsKH44osvirQunganMi8rKws///wzhg8fDoVCgeTkZJw7dw4WFhZwd3eHpaUlPDw8EBISoulSC/T6NgCAu7s7/P398fDhQ+Tm5mL37t149uwZ2rRpo9li/8fd3R0nTpzAjRs3AABXrlxBSEgIOnfuDACIjY3FP//8A09PT2keU1NTNG3aFGfPntVIza8qrP78pKSkQKFQwMzMrJSqfDN1tiE3NxdDhgzB9OnTUadOHU2Vmq/C6s/NzcXhw4dRo0YNeHl5wcLCAk2bNkVgYKAGq/6XOvvf3d0dBw8exJ07dyCEQFBQEG7cuIGOHTsWbWXF/khBJBP+/v5CS0tL3LlzRwghxNmzZwUAUaFCBbF582Zx6dIlMXnyZKGrqytu3Lih4Wrz9/o2CCHEo0ePRMeOHQUAoa2tLUxMTMTRo0c1WKWqnJwcMXPmTKFQKIS2trZQKBRi8eLF0vTQ0FABQCQmJqrM179/fzFgwIDSLjePwup/XUZGhmjYsKH46KOPSrHKN1NnGxYvXiw6dOggnbGR05F1YfUnJSUJAMLAwEAsX75cXL58WSxZskQoFApx6tQpDVb+gjr7/9mzZ2Lo0KHSv2NdXV3x008/FXldDGsq8zp27Ci6desmjb8MidmzZ6v0c3FxEbNmzSrt8tTy+jYIIcSECROEm5ubOH78uAgPDxd+fn7C1NRUREREaKhKVbt27RJVqlQRu3btEhEREWLbtm2iQoUKYuvWrUII+Yd1YfW/KisrS3Tv3l00aNBApKSkaKDa/BW2DRcuXBCWlpYqHwLlFNaF1X/nzh0BQAwaNEhlvu7du4uBAwdqomQV6ryHvv76a1GjRg1x8OBBceXKFfH9998LIyMjcezYsSKti2FNZVpcXJwoV66cCAwMlNpu374tAIjt27er9B0wYICsjopeym8bbt26JQCIP//8U6Vv+/btxZgxY0q7xHxVqVJFrF69WqVt4cKFombNmkIIIWJiYgQAcfnyZZU+rVu3FpMmTSqtMgtUWP0vZWVliV69eglXV1dx//790iyxUIVtw4oVK4RCoRBaWlrSAECUK1dO2NnZaaBiVYXVn5mZKbS1tcXChQtV+syYMUO4u7uXWp0FKaz+9PR0oaOjIw4dOqTSZ8SIEcLLy6tI6+I1ayrTtmzZAgsLC3Tt2lVqs7e3h7W1NaKjo1X63rhxA3Z2dqVdYqHy24b09HQAL373+1VaWlrIzc0t1foKkp6e/sb6qlWrBisrK5w4cUKanpqainPnzqF58+alWmt+CqsfePH41oABA3Dz5k0cP34cFStWLO0y36iwbRgyZAgiIiIQHh4uDdbW1pg+fTqOHj2qiZJVFFa/rq4umjRpItt/y4XVn52djezs7JL5d/x2nyuINCcnJ0dUrVpVzJw5M8+0FStWCBMTE/HLL7+Imzdvii+//FLo6emJW7duaaDSghW0DVlZWcLR0VG0atVKnDt3Tty6dUt88803QqFQiMOHD2uoWlXDhg0TNjY20mMrAQEBolKlSmLGjBlSn6VLlwozMzNx4MABERERIXr27CmbR7cKqz8rK0v06NFDVKlSRYSHh6s8ZpeZmanh6l9Q5zV4nZxOg6tTf0BAgNDR0REbNmwQN2/eFN9//73Q0tISwcHBGqz8BXXq9/DwEHXq1BFBQUHi9u3bYsuWLUJPT0+sWbOmSOtiWFOZdfToUQFAREdH5zt9yZIlokqVKsLAwEA0b95cFv+4X/embbhx44bo06ePsLCwEAYGBsLV1TXPo1yalJqaKj777DNRtWpVoaenJ6pXry6++OILlSDLzc0Vvr6+wtLSUiiVStG+ffsCX6/SVlj9sbGxAkC+w8tn4TVNndfgdXIKa3Xr37Rpk3B0dBR6enqiXr16KpeMNEmd+pOSkoSPj4+wtrYWenp6ombNmuLbb7+VbvhTF38ik4iISOZ4zZqIiEjmGNZEREQyx7AmIiKSOYY1ERGRzDGsiYiIZI5hTUREJHMMayIiIpljWBMRvWN+fn6oX7++psugMoxfikJExXb27Fm0bNkSnTp1wuHDhzVdjmylpaUhMzNTdt8tTmUHw5qIim3kyJEwMjLCpk2bEB0dDWtr63e2LiEEcnJyoK2t/c7WUdLKYs0kTzwNTkTFkpaWBn9/f4wdOxZdu3bF1q1bpWkfffQRvL29VfpnZ2ejUqVK2LZtGwAgNzcXS5YsQbVq1aCvr4969eph7969Uv9Tp05BoVDgyJEjaNSoEZRKJUJCQhATE4OePXvC0tISRkZGaNKkCY4fP66yrqSkJHTt2hX6+vqoVq0adu7cCXt7e6xcuVLq8/jxY4wcORLm5uYwMTFBu3btcOXKlQK3Ny4uDgqFArt374a7uzv09PRQt25dnD59utCa8zsNvnnzZtSpUwdKpRKVK1fGhAkTil0bvf8Y1kRULHv27IGzszNq1qyJjz/+GJs3b8bLE3WDBw/G//3f/yEtLU3qf/ToUaSnp6N3794AgCVLlmDbtm1Yt24drl27hilTpuDjjz9WCT8AmDVrFpYuXYrIyEi4uroiLS0NXbp0wYkTJ3D58mV06tQJ3bt3R0JCgjTP0KFDkZiYiFOnTmHfvn3YsGEDkpOTVZbbv39/JCcn48iRI7h48SIaNmyI9u3b4+HDh2/c7unTp+Pzzz/H5cuX0bx5c3Tv3h0PHjx4Y82vW7t2LcaPH4/Ro0fj6tWrOHjwIBwdHd+6NnqPldCPjxDRB8bd3V2sXLlSCCFEdna2qFSpkvRrVC/HX/2VsEGDBglvb28hhBDPnj0TBgYG4syZMyrLHDFihBg0aJAQQoigoCABQK1fWKpTp474/vvvhRBCREZGCgAiLCxMmn7z5k0BQPq1qeDgYGFiYiKePXumshwHBwexfv36fNfx8le4li5dKrVlZ2eLKlWqiK+++uqNNc+bN0/Uq1dPGre2thZffPFFvuspTm30/uOFFCIqsujoaJw/fx779+8HAGhra8Pb2xubNm1CmzZtoK2tjQEDBmDHjh0YMmQInj59igMHDmD37t0AgFu3biE9PR0dOnRQWW5WVhYaNGig0ta4cWOV8bS0NPj5+eHw4cNISkrC8+fPkZGRIR1ZR0dHQ1tbGw0bNpTmcXR0RPny5aXxK1euIC0tLc8NXxkZGYiJiXnjtjdv3lz6W1tbG40bN0ZkZOQba35VcnIyEhMT0b59+3ynv01t9P5iWBNRkW3atAnPnz9XuaFMCAGlUonVq1fD1NQUgwcPhoeHB5KTk3Hs2DHo6+ujU6dOACCdHj98+DBsbGxUlq1UKlXGDQ0NVcanTZuGY8eO4ZtvvoGjoyP09fXRr18/ZGVlqV1/WloaKleujFOnTuWZZmZmpvZyCvJ6za/S19d/47zvujYqmxjWRFQkz58/x7Zt2/Dtt9+iY8eOKtN69eqFXbt24dNPP4W7uztsbW3h7++PI0eOoH///tDR0QEA1K5dG0qlEgkJCfDw8CjS+kNDQ+Hj4yNd+05LS0NcXJw0vWbNmnj+/DkuX76MRo0aAXhxJP/o0SOpT8OGDfHPP/9AW1sb9vb2RVr/f//7X7Ru3VraFxcvXlS5OawwxsbGsLe3x4kTJ9C2bds809+mNnp/MayJqEgOHTqER48eYcSIETA1NVWZ1rdvX2zatAmffvopgBd3ha9btw43btxAUFCQ1M/Y2BjTpk3DlClTkJubi5YtWyIlJQWhoaEwMTHBsGHDCly/k5MTAgIC0L17dygUCvj6+iI3N1ea7uzsDE9PT4wePRpr166Fjo4OPv/8c+jr60OhUAAAPD090bx5c/Tq1QvLli1DjRo1kJiYiMOHD6N3795vPI39ww8/wMnJCbVq1cKKFSvw6NEjDB8+vEj70M/PD59++iksLCzQuXNnPHnyBKGhoZg4ceJb1UbvMU1fNCeisqVbt26iS5cu+U47d+6cACCuXLkihBDi+vXrAoCws7MTubm5Kn1zc3PFypUrRc2aNYWOjo4wNzcXXl5e4vTp00KIf2/WevTokcp8sbGxom3btkJfX1/Y2tqK1atXCw8PD/HZZ59JfRITE0Xnzp2FUqkUdnZ2YufOncLCwkKsW7dO6pOamiomTpworK2thY6OjrC1tRWDBw8WCQkJ+W7byxvMdu7cKdzc3ISurq6oXbu2OHnypNSnoJpfv8FMCCHWrVsnbXvlypXFxIkTi10bvf/4pShE9N77+++/YWtri+PHjxd4Y1dh4uLiUK1aNVy+fJlfHUqljqfBiei9c/LkSaSlpcHFxQVJSUmYMWMG7O3tpWvNRGUNw5qI3jvZ2dmYM2cObt++DWNjY7i7u2PHjh3SDW5EZQ1PgxMREckcv26UiIhI5hjWREREMsewJiIikjmGNRERkcwxrImIiGSOYU1ERCRzDGsiIiKZY1gTERHJHMOaiIhI5v4fxfP9kJbKELAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df7=product_line_mean.reset_index()\n",
    "sns.catplot(data=df7, y='productline', x=product_line_mean.values, color='Purple')\n",
    "plt.title('Avegare price for each product line')\n",
    "plt.xlabel('Average price')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "44419aa2",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.9.13"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}