diff --git "a/notebooks/E01-quick_look_multivariate_data.ipynb" "b/notebooks/E01-quick_look_multivariate_data.ipynb"
new file mode 100644--- /dev/null
+++ "b/notebooks/E01-quick_look_multivariate_data.ipynb"
@@ -0,0 +1,669 @@
+{
+ "cells": [
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "# Aim\n",
+    "- Quick look at the multi variate data\n",
+    "- Perform necessary transformation, get the data ready for analytic\n",
+    "\n",
+    "- Aim for multivariate data analytic is to find Linear relationship between multiple variate and the target value, and explain in what percentage certain variable is affecting the target value?\n",
+    "- Why linear relationship? Because it is most explainable and straight forward, making more sense to business owners. "
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# To call functions outside of this folder\n",
+    "import sys  \n",
+    "sys.path.insert(0, '..')"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import pandas as pd\n",
+    "from statsmodels.tsa.stattools import acf, pacf\n",
+    "from statsmodels.graphics.tsaplots import plot_pacf\n",
+    "\n",
+    "import seaborn as sns\n",
+    "\n",
+    "import matplotlib.pyplot as plt\n",
+    "\n",
+    "from src.analytics.ts_analytics import Ts_Analytics\n",
+    "\n",
+    "analytics = Ts_Analytics()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "# Load Data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ts = pd.read_excel('../data/multivariate/Predicting_price_blow_mold.xlsx')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "# What is the date range of the data?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "- Data contains date from 2000-01-01 00:00:00 to 2022-12-01 00:00:00\n",
+      "- True Data contains full date range between 2000-01-01 00:00:00 and 2022-12-01 00:00:00\n"
+     ]
+    }
+   ],
+   "source": [
+    "start = pd.to_datetime(ts['Date']).iloc[0]\n",
+    "end = pd.to_datetime(ts['Date']).iloc[-1]\n",
+    "\n",
+    "full_date_range = pd.date_range(start=start, end=end, freq='MS')\n",
+    "\n",
+    "print(f'- Data contains date from {start} to {end}')\n",
+    "\n",
+    "print('-',all(full_date_range == pd.to_datetime(ts['Date'])), \n",
+    "      f'Data contains full date range between {start} and {end}')"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "# What is the target column? \n",
+    "- 'Domestic Market (Contract) Blow Molding, Low' is the target column, based on the instruction"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "- Rename the target column Domestic Market (Contract) Blow Molding, Low to y\n",
+      "- Rename datetime column and set as index\n"
+     ]
+    }
+   ],
+   "source": [
+    "target_column = 'Domestic Market (Contract) Blow Molding, Low'\n",
+    "print(f'- Rename the target column {target_column} to y')\n",
+    "ts = ts.rename(columns={target_column:'y'})\n",
+    "\n",
+    "print('- Rename datetime column and set as index')\n",
+    "ts.index = ts['Date']\n",
+    "ts.index = pd.to_datetime(ts.index)\n",
+    "ts = ts.drop(columns='Date')\n",
+    "\n",
+    "ts = ts.sort_index()"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "# Sort columns name in correlation strong to wake order"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ts = ts[ts.corr(numeric_only=True)['y'].sort_values(ascending=False).index]"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "# What are the ratio of missing columns?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "/var/folders/bq/df5l25m5389gxcql8x_kd8zc0000gn/T/ipykernel_54914/790754012.py:4: UserWarning: Tight layout not applied. The bottom and top margins cannot be made large enough to accommodate all axes decorations.\n",
+      "  fig.tight_layout()\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.legend.Legend at 0x143b87550>"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 1200x600 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "fig,ax = plt.subplots(figsize=(12,6))\n",
+    "pd.concat([ts.notna().sum(), ts.isna().sum()], axis=1).plot(kind='bar', stacked=True, legend=['Null','Not Null'], ax=ax)\n",
+    "\n",
+    "fig.tight_layout()\n",
+    "ax.legend(labels=['Not null', 'Null'])"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "# Which columns are top correlated with target column?"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 8,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Top 5 columns that are highly correlated with target column\n"
+     ]
+    },
+    {
+     "data": {
+      "text/plain": [
+       "Turkey_import                                                                                                                 0.906855\n",
+       "GASREGM                                                                                                                       0.902080\n",
+       "MCOILBRENTEU                                                                                                                  0.881459\n",
+       "WTISPLC                                                                                                                       0.880024\n",
+       "Producer Price Index by Industry: Plastics Material and Resins Manufacturing: Thermoplastic Resins and Plastics Materials     0.865644\n",
+       "Name: y, dtype: float64"
+      ]
+     },
+     "execution_count": 8,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "print('Top 5 columns that are highly correlated with target column')\n",
+    "ts.corr(numeric_only=True)['y'].sort_values(ascending=False)[1:6]\n"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "## For testing purpose, focus on the 3 top correlated target column, and 2 middle range correlation first"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Rename zoomin columns so it is easier to understand\n"
+     ]
+    }
+   ],
+   "source": [
+    "zoom_in_columns = {\n",
+    "    'y':'y',\n",
+    "    'GASREGM':'gas_regm', \n",
+    "    'MCOILBRENTEU':'m_coil_brent_eu', \n",
+    "    'Producer Price Index by Industry: Plastics Material and Resins Manufacturing: Thermoplastic Resins and Plastics Materials ':'ppi_plastic_resins', \n",
+    "    'PRUBBUSDM':'global_proce_of_rubber',\n",
+    "    'PCU32611332611301':'ppi_nonpackaging_plastic'}\n",
+    "\n",
+    "ts = ts[zoom_in_columns.keys()]\n",
+    "ts = ts.rename(columns=zoom_in_columns)\n",
+    "\n",
+    "print('Rename zoomin columns so it is easier to understand')\n",
+    "analytics.analyse(ts)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "# What is the autocorrelation of the target column"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 10,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "# analytics.log_transform()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 11,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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+      "text/plain": [
+       "<Figure size 1200x400 with 1 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "analytics.plot_target_pacf()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 12,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Set the correlation for target column\n"
+     ]
+    }
+   ],
+   "source": [
+    "print('Set the correlation for target column')\n",
+    "analytics.set_ar('y', 2)"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 13,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "create_target_lag_columns\n",
+      "create_lag_dfs y 2\n",
+      "drop all null values\n"
+     ]
+    }
+   ],
+   "source": [
+    "analytics.create_target_lag_columns()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 14,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 800x800 with 2 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "analytics.plot_correlation()\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 15,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "image/png": 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",
+      "text/plain": [
+       "<Figure size 640x480 with 9 Axes>"
+      ]
+     },
+     "metadata": {},
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "analytics.plot_distributions()\n",
+    "\n",
+    "plt.show()"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 16,
+   "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>y</th>\n",
+       "      <th>gas_regm</th>\n",
+       "      <th>m_coil_brent_eu</th>\n",
+       "      <th>ppi_plastic_resins</th>\n",
+       "      <th>global_proce_of_rubber</th>\n",
+       "      <th>ppi_nonpackaging_plastic</th>\n",
+       "      <th>y_t-1</th>\n",
+       "      <th>y_t-2</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>Date</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>2000-01-01</th>\n",
+       "      <td>41.0</td>\n",
+       "      <td>1.289</td>\n",
+       "      <td>25.51</td>\n",
+       "      <td>139.400</td>\n",
+       "      <td>29.207387</td>\n",
+       "      <td>106.300</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>45.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2000-02-01</th>\n",
+       "      <td>41.0</td>\n",
+       "      <td>1.377</td>\n",
+       "      <td>27.78</td>\n",
+       "      <td>141.700</td>\n",
+       "      <td>33.391099</td>\n",
+       "      <td>105.600</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>47.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2000-03-01</th>\n",
+       "      <td>45.0</td>\n",
+       "      <td>1.516</td>\n",
+       "      <td>27.49</td>\n",
+       "      <td>146.300</td>\n",
+       "      <td>30.941913</td>\n",
+       "      <td>106.100</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>47.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2000-04-01</th>\n",
+       "      <td>47.0</td>\n",
+       "      <td>1.465</td>\n",
+       "      <td>22.76</td>\n",
+       "      <td>151.400</td>\n",
+       "      <td>31.930148</td>\n",
+       "      <td>106.900</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>47.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2000-05-01</th>\n",
+       "      <td>47.0</td>\n",
+       "      <td>1.487</td>\n",
+       "      <td>27.74</td>\n",
+       "      <td>155.600</td>\n",
+       "      <td>31.201702</td>\n",
+       "      <td>106.300</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>47.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-08-01</th>\n",
+       "      <td>93.0</td>\n",
+       "      <td>3.975</td>\n",
+       "      <td>100.45</td>\n",
+       "      <td>329.278</td>\n",
+       "      <td>73.304558</td>\n",
+       "      <td>303.837</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>90.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-09-01</th>\n",
+       "      <td>90.0</td>\n",
+       "      <td>3.700</td>\n",
+       "      <td>89.76</td>\n",
+       "      <td>326.451</td>\n",
+       "      <td>66.956499</td>\n",
+       "      <td>308.976</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>90.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-10-01</th>\n",
+       "      <td>90.0</td>\n",
+       "      <td>3.815</td>\n",
+       "      <td>93.33</td>\n",
+       "      <td>316.901</td>\n",
+       "      <td>68.535729</td>\n",
+       "      <td>312.788</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>90.0</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-11-01</th>\n",
+       "      <td>90.0</td>\n",
+       "      <td>3.685</td>\n",
+       "      <td>91.42</td>\n",
+       "      <td>300.185</td>\n",
+       "      <td>65.265834</td>\n",
+       "      <td>307.226</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-12-01</th>\n",
+       "      <td>90.0</td>\n",
+       "      <td>3.210</td>\n",
+       "      <td>80.92</td>\n",
+       "      <td>291.825</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>276 rows × 8 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "               y  gas_regm  m_coil_brent_eu  ppi_plastic_resins  \\\n",
+       "Date                                                              \n",
+       "2000-01-01  41.0     1.289            25.51             139.400   \n",
+       "2000-02-01  41.0     1.377            27.78             141.700   \n",
+       "2000-03-01  45.0     1.516            27.49             146.300   \n",
+       "2000-04-01  47.0     1.465            22.76             151.400   \n",
+       "2000-05-01  47.0     1.487            27.74             155.600   \n",
+       "...          ...       ...              ...                 ...   \n",
+       "2022-08-01  93.0     3.975           100.45             329.278   \n",
+       "2022-09-01  90.0     3.700            89.76             326.451   \n",
+       "2022-10-01  90.0     3.815            93.33             316.901   \n",
+       "2022-11-01  90.0     3.685            91.42             300.185   \n",
+       "2022-12-01  90.0     3.210            80.92             291.825   \n",
+       "\n",
+       "            global_proce_of_rubber  ppi_nonpackaging_plastic  y_t-1  y_t-2  \n",
+       "Date                                                                        \n",
+       "2000-01-01               29.207387                   106.300   41.0   45.0  \n",
+       "2000-02-01               33.391099                   105.600   45.0   47.0  \n",
+       "2000-03-01               30.941913                   106.100   47.0   47.0  \n",
+       "2000-04-01               31.930148                   106.900   47.0   47.0  \n",
+       "2000-05-01               31.201702                   106.300   47.0   47.0  \n",
+       "...                            ...                       ...    ...    ...  \n",
+       "2022-08-01               73.304558                   303.837   90.0   90.0  \n",
+       "2022-09-01               66.956499                   308.976   90.0   90.0  \n",
+       "2022-10-01               68.535729                   312.788   90.0   90.0  \n",
+       "2022-11-01               65.265834                   307.226   90.0    NaN  \n",
+       "2022-12-01                     NaN                       NaN    NaN    NaN  \n",
+       "\n",
+       "[276 rows x 8 columns]"
+      ]
+     },
+     "execution_count": 16,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "analytics.ts_df"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "# Full null values"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 21,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ts.ffill(inplace=True)"
+   ]
+  },
+  {
+   "cell_type": "markdown",
+   "metadata": {},
+   "source": [
+    "---\n",
+    "\n",
+    "# Save data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 19,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "ts['datetime'] = ts.index\n",
+    "ts.to_csv('../data/multivariate/blow_mold_preprocessed.csv', index=False)"
+   ]
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "base",
+   "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": "3.11.4"
+  },
+  "orig_nbformat": 4
+ },
+ "nbformat": 4,
+ "nbformat_minor": 2
+}