Forecasting Assignmet 18 - CocaCola Sales Data.ipynb

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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d2436f23",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "from pandas.plotting import lag_plot\n",
    "import statsmodels.graphics.tsaplots as tsa_plots\n",
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "import statsmodels.formula.api as smf\n",
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "fa627068",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q1_86</td>\n",
       "      <td>1734.827000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q2_86</td>\n",
       "      <td>2244.960999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q3_86</td>\n",
       "      <td>2533.804993</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q4_86</td>\n",
       "      <td>2154.962997</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Q1_87</td>\n",
       "      <td>1547.818996</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
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      ],
      "text/plain": [
       "  Quarter        Sales\n",
       "0   Q1_86  1734.827000\n",
       "1   Q2_86  2244.960999\n",
       "2   Q3_86  2533.804993\n",
       "3   Q4_86  2154.962997\n",
       "4   Q1_87  1547.818996"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coca=pd.read_excel(\"CocaCola_Sales_Rawdata.xlsx\", sheet_name='Sheet1')\n",
    "coca.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "f5cb0502",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 42 entries, 0 to 41\n",
      "Data columns (total 2 columns):\n",
      " #   Column   Non-Null Count  Dtype  \n",
      "---  ------   --------------  -----  \n",
      " 0   Quarter  42 non-null     object \n",
      " 1   Sales    42 non-null     float64\n",
      "dtypes: float64(1), object(1)\n",
      "memory usage: 800.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "coca.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "b162ca51",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>42.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>2994.353308</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>977.930896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1547.818996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2159.714247</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>2782.376999</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>3609.250000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>5253.000000</td>\n",
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      ],
      "text/plain": [
       "             Sales\n",
       "count    42.000000\n",
       "mean   2994.353308\n",
       "std     977.930896\n",
       "min    1547.818996\n",
       "25%    2159.714247\n",
       "50%    2782.376999\n",
       "75%    3609.250000\n",
       "max    5253.000000"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coca.describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "fce5288f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Quarter    0\n",
       "Sales      0\n",
       "dtype: int64"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coca.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "e0166d71",
   "metadata": {},
   "outputs": [],
   "source": [
    "# We will extract Quarter values and Year values separately from 'Quarter column'\n",
    "coca['Quarters']=0\n",
    "coca['Year']=0\n",
    "for i in range(42):\n",
    "    p=coca[\"Quarter\"][i]\n",
    "    coca['Quarters'][i]=p[0:2]\n",
    "    coca['Year'][i]=p[3:5]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "5b51e613",
   "metadata": {},
   "outputs": [
    {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quarters</th>\n",
       "      <th>Year</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q1_86</td>\n",
       "      <td>1734.827000</td>\n",
       "      <td>Q1</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q2_86</td>\n",
       "      <td>2244.960999</td>\n",
       "      <td>Q2</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q3_86</td>\n",
       "      <td>2533.804993</td>\n",
       "      <td>Q3</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q4_86</td>\n",
       "      <td>2154.962997</td>\n",
       "      <td>Q4</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Q1_87</td>\n",
       "      <td>1547.818996</td>\n",
       "      <td>Q1</td>\n",
       "      <td>87</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Quarter        Sales Quarters Year\n",
       "0   Q1_86  1734.827000       Q1   86\n",
       "1   Q2_86  2244.960999       Q2   86\n",
       "2   Q3_86  2533.804993       Q3   86\n",
       "3   Q4_86  2154.962997       Q4   86\n",
       "4   Q1_87  1547.818996       Q1   87"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "coca.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "67d8b90f",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quarter</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quarters</th>\n",
       "      <th>Year</th>\n",
       "      <th>Q1</th>\n",
       "      <th>Q2</th>\n",
       "      <th>Q3</th>\n",
       "      <th>Q4</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q1_86</td>\n",
       "      <td>1734.827000</td>\n",
       "      <td>Q1</td>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q2_86</td>\n",
       "      <td>2244.960999</td>\n",
       "      <td>Q2</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q3_86</td>\n",
       "      <td>2533.804993</td>\n",
       "      <td>Q3</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q4_86</td>\n",
       "      <td>2154.962997</td>\n",
       "      <td>Q4</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Q1_87</td>\n",
       "      <td>1547.818996</td>\n",
       "      <td>Q1</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Quarter        Sales Quarters Year  Q1  Q2  Q3  Q4\n",
       "0   Q1_86  1734.827000       Q1   86   1   0   0   0\n",
       "1   Q2_86  2244.960999       Q2   86   0   1   0   0\n",
       "2   Q3_86  2533.804993       Q3   86   0   0   1   0\n",
       "3   Q4_86  2154.962997       Q4   86   0   0   0   1\n",
       "4   Q1_87  1547.818996       Q1   87   1   0   0   0"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Getting dummy variables for Q1,Q2,Q3,Q4\n",
    "quarters_dummies = pd.DataFrame(pd.get_dummies(coca['Quarters']))\n",
    "coca = pd.concat([coca,quarters_dummies],axis=1)\n",
    "coca.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "bdc261c2",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 42 entries, 0 to 41\n",
      "Data columns (total 8 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   Quarter   42 non-null     object \n",
      " 1   Sales     42 non-null     float64\n",
      " 2   Quarters  42 non-null     object \n",
      " 3   Year      42 non-null     object \n",
      " 4   Q1        42 non-null     uint8  \n",
      " 5   Q2        42 non-null     uint8  \n",
      " 6   Q3        42 non-null     uint8  \n",
      " 7   Q4        42 non-null     uint8  \n",
      "dtypes: float64(1), object(3), uint8(4)\n",
      "memory usage: 1.6+ KB\n"
     ]
    }
   ],
   "source": [
    "coca.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2322ff0f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Quarters', ylabel='Year'>"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Heatmap\n",
    "plt.figure(figsize=(12,8))\n",
    "heatmap_y_year = pd.pivot_table(data=coca,values=\"Sales\",index=\"Year\",columns=\"Quarters\",fill_value=0)\n",
    "sns.heatmap(heatmap_y_year,annot=True,fmt=\"g\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "f8732bc7",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lineplot\n",
    "coca.Sales.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f770e91d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Histogram\n",
    "coca.Sales.hist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "d0b35461",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: ylabel='Density'>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Density Plot\n",
    "coca.Sales.plot(kind='kde')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "56aeaffc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Lag Plot\n",
    "lag_plot(coca.Sales)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5040fae0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# ACF and PACF Plot\n",
    "tsa_plots.plot_acf(coca.Sales,lags=12)\n",
    "tsa_plots.plot_pacf(coca.Sales,lags=12)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fb0a01d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Year', ylabel='Sales'>"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x800 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Boxplot\n",
    "plt.figure(figsize=(12,8))\n",
    "plt.subplot(211)\n",
    "sns.boxplot(x=\"Quarters\",y=\"Sales\",data=coca)\n",
    "plt.subplot(212)\n",
    "sns.boxplot(x=\"Year\",y=\"Sales\",data=coca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "5d650f69",
   "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>Quarter</th>\n",
       "      <th>Sales</th>\n",
       "      <th>Quarters</th>\n",
       "      <th>Year</th>\n",
       "      <th>Q1</th>\n",
       "      <th>Q2</th>\n",
       "      <th>Q3</th>\n",
       "      <th>Q4</th>\n",
       "      <th>t</th>\n",
       "      <th>t_squared</th>\n",
       "      <th>log_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q1_86</td>\n",
       "      <td>1734.827000</td>\n",
       "      <td>Q1</td>\n",
       "      <td>86</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>7.458663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q2_86</td>\n",
       "      <td>2244.960999</td>\n",
       "      <td>Q2</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>7.716443</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q3_86</td>\n",
       "      <td>2533.804993</td>\n",
       "      <td>Q3</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>7.837477</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q4_86</td>\n",
       "      <td>2154.962997</td>\n",
       "      <td>Q4</td>\n",
       "      <td>86</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>16</td>\n",
       "      <td>7.675529</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Q1_87</td>\n",
       "      <td>1547.818996</td>\n",
       "      <td>Q1</td>\n",
       "      <td>87</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>25</td>\n",
       "      <td>7.344602</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Quarter        Sales Quarters Year  Q1  Q2  Q3  Q4  t  t_squared  log_sales\n",
       "0   Q1_86  1734.827000       Q1   86   1   0   0   0  1          1   7.458663\n",
       "1   Q2_86  2244.960999       Q2   86   0   1   0   0  2          4   7.716443\n",
       "2   Q3_86  2533.804993       Q3   86   0   0   1   0  3          9   7.837477\n",
       "3   Q4_86  2154.962997       Q4   86   0   0   0   1  4         16   7.675529\n",
       "4   Q1_87  1547.818996       Q1   87   1   0   0   0  5         25   7.344602"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#Data Preprocessing for Models\n",
    "coca[\"t\"] = np.arange(1,43)\n",
    "coca[\"t_squared\"] = coca[\"t\"]*coca[\"t\"]\n",
    "coca[\"log_sales\"] = np.log(coca[\"Sales\"])\n",
    "coca.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "f530cc36",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: xlabel='Year', ylabel='Sales'>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1200x300 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(12,3))\n",
    "sns.lineplot(x=\"Year\",y=\"Sales\",data=coca)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "f3075e49",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x2259ad09220>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 800x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Moving Average\n",
    "plt.figure(figsize=(8,6))\n",
    "coca.Sales.plot(label=\"org\")\n",
    "for i in range(2,10,2):\n",
    "    coca[\"Sales\"].rolling(i).mean().plot(label=str(i))\n",
    "plt.legend(loc='best')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "578a8665",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<AxesSubplot: >"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "coca.Sales.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0ccf4bd1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 4 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Time coca Decomposition Plot\n",
    "decompose_ts_add = seasonal_decompose(coca.Sales,period=12)\n",
    "decompose_ts_add.plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "d0516adf",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Splitting data\n",
    "train = coca.head(32)\n",
    "test = coca.tail(10)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "b0a9af03",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "752.9233932767132"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Linear Model\n",
    "linear_model = smf.ols('Sales~t', data=train).fit()\n",
    "pred_linear = pd.Series(linear_model.predict(pd.DataFrame(test['t'])))\n",
    "rmse_linear = np.sqrt(np.mean((np.array(test['Sales'])-np.array(pred_linear))**2))\n",
    "rmse_linear"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "a66f58a5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "590.3316432076668"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Exponential Model\n",
    "Exp = smf.ols('log_sales~t', data=train).fit()\n",
    "pred_exp = pd.Series(Exp.predict(pd.DataFrame(test['t'])))\n",
    "rmse_exp = np.sqrt(np.mean((np.array(test['Sales'])-np.array(np.exp(pred_exp)))**2))\n",
    "rmse_exp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "84e60978",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "457.7357355407403"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Quadratic \n",
    "Quad = smf.ols('Sales~t+t_squared',data=train).fit()\n",
    "pred_Quad = pd.Series(Quad.predict(test[[\"t\",\"t_squared\"]]))\n",
    "rmse_Quad = np.sqrt(np.mean((np.array(test['Sales'])-np.array(pred_Quad))**2))\n",
    "rmse_Quad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "318c241a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1850.466546185836"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Additive seasonality \n",
    "add_sea = smf.ols('Sales~Q1+Q2+Q3',data=train).fit()\n",
    "pred_add_sea = pd.Series(add_sea.predict(test[['Q1','Q2','Q3']]))\n",
    "rmse_add_sea = np.sqrt(np.mean((np.array(test['Sales'])-np.array(pred_add_sea))**2))\n",
    "rmse_add_sea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "5727d7ea",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "277.35107711286804"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Additive Seasonality Quadratic \n",
    "add_sea_Quad = smf.ols('Sales~t+t_squared+Q1+Q2+Q3',data=train).fit()\n",
    "pred_add_sea_quad = pd.Series(add_sea_Quad.predict(test[['Q1','Q2','Q3','t','t_squared']]))\n",
    "rmse_add_sea_quad = np.sqrt(np.mean((np.array(test['Sales'])-np.array(pred_add_sea_quad))**2))\n",
    "rmse_add_sea_quad"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "ebe92a13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1908.2503948361164"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Multiplicative Seasonality\n",
    "Mul_sea = smf.ols('log_sales~Q1+Q2+Q3',data = train).fit()\n",
    "pred_Mult_sea = pd.Series(Mul_sea.predict(test))\n",
    "rmse_Mult_sea = np.sqrt(np.mean((np.array(test['Sales'])-np.array(np.exp(pred_Mult_sea)))**2))\n",
    "rmse_Mult_sea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "e78bd171",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "448.8678182691278"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Multiplicative Additive Seasonality \n",
    "Mul_Add_sea = smf.ols('log_sales~t+Q1+Q2+Q3',data = train).fit()\n",
    "pred_Mult_add_sea = pd.Series(Mul_Add_sea.predict(test))\n",
    "rmse_Mult_add_sea = np.sqrt(np.mean((np.array(test['Sales'])-np.array(np.exp(pred_Mult_add_sea)))**2))\n",
    "rmse_Mult_add_sea"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "3f873ddc",
   "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>MODEL</th>\n",
       "      <th>RMSE_Values</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>rmse_Mult_add_sea</td>\n",
       "      <td>rmse_Mult_add_sea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>rmse_Mult_sea</td>\n",
       "      <td>rmse_Mult_sea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>rmse_quad</td>\n",
       "      <td>rmse_Quad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>rmse_add_sea</td>\n",
       "      <td>rmse_add_sea</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>rmse_add_sea_quad</td>\n",
       "      <td>rmse_add_sea_quad</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>rmse_exp</td>\n",
       "      <td>rmse_exp</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>rmse_linear</td>\n",
       "      <td>rmse_linear</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               MODEL        RMSE_Values\n",
       "6  rmse_Mult_add_sea  rmse_Mult_add_sea\n",
       "5      rmse_Mult_sea      rmse_Mult_sea\n",
       "2          rmse_quad          rmse_Quad\n",
       "3       rmse_add_sea       rmse_add_sea\n",
       "4  rmse_add_sea_quad  rmse_add_sea_quad\n",
       "1           rmse_exp           rmse_exp\n",
       "0        rmse_linear        rmse_linear"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Compare the results \n",
    "data = {\"MODEL\":pd.Series([\"rmse_linear\",\"rmse_exp\",\"rmse_quad\",\"rmse_add_sea\",\"rmse_add_sea_quad\",\"rmse_Mult_sea\",\"rmse_Mult_add_sea\"]),\"RMSE_Values\":pd.Series(['rmse_linear','rmse_exp','rmse_Quad','rmse_add_sea','rmse_add_sea_quad','rmse_Mult_sea','rmse_Mult_add_sea'])}\n",
    "table_rmse=pd.DataFrame(data)\n",
    "table_rmse.sort_values(['RMSE_Values'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "042623d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[['Q3_96', 'Q3'], ['Q4_96', 'Q4'], ['Q1_97', 'Q1'], ['Q2_97', 'Q2']]\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\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>Quarter</th>\n",
       "      <th>quarter</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q3_96</td>\n",
       "      <td>Q3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q4_96</td>\n",
       "      <td>Q4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q1_97</td>\n",
       "      <td>Q1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q2_97</td>\n",
       "      <td>Q2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Quarter quarter\n",
       "0   Q3_96      Q3\n",
       "1   Q4_96      Q4\n",
       "2   Q1_97      Q1\n",
       "3   Q2_97      Q2"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = [['Q3_96', 'Q3'], ['Q4_96', 'Q4'], ['Q1_97', 'Q1'],['Q2_97', 'Q2']]\n",
    "print(data)\n",
    "forecast = pd.DataFrame(data, columns = ['Quarter', 'quarter'])\n",
    "forecast"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "6d4fc305",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "After Dummy, T and T-Square\n",
      "\n",
      "   Quarter quarter  Q1  Q2  Q3  Q4  t  t_squared\n",
      "0   Q3_96      Q3   0   0   1   0  1          1\n",
      "1   Q4_96      Q4   0   0   0   1  2          4\n",
      "2   Q1_97      Q1   1   0   0   0  3          9\n",
      "3   Q2_97      Q2   0   1   0   0  4         16\n"
     ]
    }
   ],
   "source": [
    "# Create dummies and T and T-Squared columns\n",
    "dummies = pd.DataFrame(pd.get_dummies(forecast['quarter']))\n",
    "forecast1 = pd.concat([forecast,dummies],axis = 1)\n",
    "\n",
    "forecast1[\"t\"] = np.arange(1,5)   \n",
    "forecast1[\"t_squared\"] = forecast1[\"t\"]*forecast1[\"t\"] \n",
    "print(\"\\nAfter Dummy, T and T-Square\\n\\n\",forecast1.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "ec6add67",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Forecasting using Additive Seasonality Quadratic Model\n",
    "model_full = smf.ols('Sales~t+t_squared+Q1+Q2+Q3+Q4',data=coca).fit()\n",
    "pred_new  = pd.Series(model_full.predict(forecast1))\n",
    "pred_new\n",
    "\n",
    "forecast1[\"forecasted_sales\"] = pd.Series(pred_new)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "8d1be4e8",
   "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>Quarter</th>\n",
       "      <th>forecasted_sales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Q3_96</td>\n",
       "      <td>2180.858824</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Q4_96</td>\n",
       "      <td>1851.383709</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Q1_97</td>\n",
       "      <td>1635.419724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Q2_97</td>\n",
       "      <td>2284.261547</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Quarter  forecasted_sales\n",
       "0   Q3_96       2180.858824\n",
       "1   Q4_96       1851.383709\n",
       "2   Q1_97       1635.419724\n",
       "3   Q2_97       2284.261547"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Final Prediction for next 4 Quarters\n",
    "Final_predict = forecast1.loc[:, ['Quarter', 'forecasted_sales']] \n",
    "Final_predict"
   ]
  }
 ],
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