soumiproject.ipynb

{
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  {
   "cell_type": "markdown",
   "metadata": {
    "colab_type": "text",
    "id": "view-in-github"
   },
   "source": [
    "<a href=\"https://colab.research.google.com/github/Soumi7/PG-StockManagement/blob/master/soumiproject.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 72
    },
    "colab_type": "code",
    "id": "Se6NCj0YD4ft",
    "outputId": "e40d616b-0aed-468f-8c2b-91fee3621867"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
      "  import pandas.util.testing as tm\n"
     ]
    }
   ],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "%matplotlib inline\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 69
    },
    "colab_type": "code",
    "id": "Bp-vIEkCEfRL",
    "outputId": "f602b40a-24e7-4b8d-a769-3f3f62532e35"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\u001b[0m\u001b[01;32manscombe.json\u001b[0m*                mnist_test.csv\n",
      "california_housing_test.csv   mnist_train_small.csv\n",
      "california_housing_train.csv  \u001b[01;32mREADME.md\u001b[0m*\n"
     ]
    }
   ],
   "source": [
    "ls sample_data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "DeAklLwoEjo7"
   },
   "outputs": [],
   "source": [
    "df_master = pd.read_csv('https://raw.githubusercontent.com/Soumi7/PG-StockManagement/master/SELL_1.csv?token=AMHKCT2PXP24IRGRK4GGFRK6XO7FI',\n",
    "                        delimiter=';',\n",
    "                        decimal=',',\n",
    "                        encoding='latin-1')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 241
    },
    "colab_type": "code",
    "id": "BAivOEV1FCQg",
    "outputId": "9f911f72-184d-42f0-a5ec-a0eb6d42f59c"
   },
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>PKod</th>\n",
       "      <th>Pgroup</th>\n",
       "      <th>Pname</th>\n",
       "      <th>Pquantity</th>\n",
       "      <th>pce_zn</th>\n",
       "      <th>pwa_zn</th>\n",
       "      <th>pce_sn</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>pmarza</th>\n",
       "      <th>pmarzajedn</th>\n",
       "      <th>pkwmarza</th>\n",
       "      <th>pudzmarza</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>5307</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>PATYCZKI BELLA 200</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1,77</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.13</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>5986</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>ACE 1 L</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.68</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>43.66</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.48</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>399</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE CZOSNEK NIEDZWIEDZI 150GR</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>2246</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE JOGURTOWY 150G HOCHLAND</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>2247</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE OGOREK/ZIOLA 150G</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>2.85</td>\n",
       "      <td>11.40</td>\n",
       "      <td>3.99</td>\n",
       "      <td>11.98</td>\n",
       "      <td>0.01</td>\n",
       "      <td>5.96</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  PKod        Pgroup  ... pmarzajedn  pkwmarza pudzmarza\n",
       "0  01.01.2018  5307     CHEMISTRY  ...       0.80      0.80      0.01\n",
       "1  01.01.2018  5986     CHEMISTRY  ...       2.48      2.48      0.03\n",
       "2  01.01.2018   399  DAIRY_CHESSE  ...       1.12      4.48      0.05\n",
       "3  01.01.2018  2246  DAIRY_CHESSE  ...       1.12      4.48      0.05\n",
       "4  01.01.2018  2247  DAIRY_CHESSE  ...       0.17      0.68      0.01\n",
       "\n",
       "[5 rows x 16 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_master.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "xq7n_XbuFBb5",
    "outputId": "dfbe6573-579e-4d57-ff37-d4093263bb95"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0"
      ]
     },
     "execution_count": 7,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_master[\"Pgroup\"].isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 312
    },
    "colab_type": "code",
    "id": "Wo6q9GSaEthr",
    "outputId": "ff7f73b0-5dee-4ba8-b657-52360905e9a6"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Date          0\n",
       "PKod          0\n",
       "Pgroup        0\n",
       "Pname         0\n",
       "Pquantity     0\n",
       "pce_zn        0\n",
       "pwa_zn        0\n",
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       "pmarzajedn    0\n",
       "pkwmarza      0\n",
       "pudzmarza     0\n",
       "dtype: int64"
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     },
     "execution_count": 8,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_master.isnull().sum()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 241
    },
    "colab_type": "code",
    "id": "49T-1i6cIFdM",
    "outputId": "8ca1b63c-a8a7-44d0-d12e-89bfbe24bd13"
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       "      <th>Pgroup</th>\n",
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       "    <tr>\n",
       "      <th>23175</th>\n",
       "      <td>01.12.2018</td>\n",
       "      <td>6590</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZURAWINA 80 G HELIO</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1,85</td>\n",
       "      <td>11.10</td>\n",
       "      <td>3.05</td>\n",
       "      <td>18.30</td>\n",
       "      <td>3.29</td>\n",
       "      <td>19.74</td>\n",
       "      <td>0.02</td>\n",
       "      <td>39.34</td>\n",
       "      <td>1.20</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23176</th>\n",
       "      <td>01.12.2018</td>\n",
       "      <td>19580</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZURAWINA S?OIK 230 G</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4,51</td>\n",
       "      <td>9.02</td>\n",
       "      <td>6.19</td>\n",
       "      <td>12.38</td>\n",
       "      <td>6.69</td>\n",
       "      <td>13.38</td>\n",
       "      <td>0.01</td>\n",
       "      <td>27.14</td>\n",
       "      <td>1.68</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23177</th>\n",
       "      <td>01.12.2018</td>\n",
       "      <td>10274</td>\n",
       "      <td>SWEETS</td>\n",
       "      <td>ZURAWINA W CZEKOLADZIE 70 G EURO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,83</td>\n",
       "      <td>3.66</td>\n",
       "      <td>2.62</td>\n",
       "      <td>5.24</td>\n",
       "      <td>3.22</td>\n",
       "      <td>6.44</td>\n",
       "      <td>0.01</td>\n",
       "      <td>30.15</td>\n",
       "      <td>0.79</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23178</th>\n",
       "      <td>01.12.2018</td>\n",
       "      <td>1775</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZUREK BUTELKA 0_5 L</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,31</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2.96</td>\n",
       "      <td>1.60</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.49</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23179</th>\n",
       "      <td>01.12.2018</td>\n",
       "      <td>16876</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZUREK KRAKUS BUT 300G</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.85</td>\n",
       "      <td>4.16</td>\n",
       "      <td>4.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.88</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "             Date   PKod        Pgroup  ... pmarzajedn  pkwmarza pudzmarza\n",
       "23175  01.12.2018   6590       GENERAL  ...       1.20      7.20      0.04\n",
       "23176  01.12.2018  19580  GENERAL_FOOD  ...       1.68      3.36      0.02\n",
       "23177  01.12.2018  10274        SWEETS  ...       0.79      1.58      0.01\n",
       "23178  01.12.2018   1775       GENERAL  ...       0.17      0.34      0.00\n",
       "23179  01.12.2018  16876  GENERAL_FOOD  ...       0.65      0.65      0.00\n",
       "\n",
       "[5 rows x 16 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_master.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 175
    },
    "colab_type": "code",
    "id": "vI9mQGJKIMff",
    "outputId": "6b957aab-c3ad-4b6d-bca8-784dfa1fc6f1"
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   "outputs": [
    {
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       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Date</th>\n",
       "      <th>Pgroup</th>\n",
       "      <th>Pname</th>\n",
       "      <th>pce_zn</th>\n",
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       "  <tbody>\n",
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       "      <th>count</th>\n",
       "      <td>23180</td>\n",
       "      <td>23180</td>\n",
       "      <td>23180</td>\n",
       "      <td>23180</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unique</th>\n",
       "      <td>12</td>\n",
       "      <td>36</td>\n",
       "      <td>5134</td>\n",
       "      <td>1536</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>top</th>\n",
       "      <td>01.08.2018</td>\n",
       "      <td>SWEETS</td>\n",
       "      <td>SUROWKA KUBEK</td>\n",
       "      <td>0,99</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>freq</th>\n",
       "      <td>2144</td>\n",
       "      <td>2298</td>\n",
       "      <td>33</td>\n",
       "      <td>261</td>\n",
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      ],
      "text/plain": [
       "              Date  Pgroup          Pname pce_zn\n",
       "count        23180   23180          23180  23180\n",
       "unique          12      36           5134   1536\n",
       "top     01.08.2018  SWEETS  SUROWKA KUBEK   0,99\n",
       "freq          2144    2298             33    261"
      ]
     },
     "execution_count": 10,
     "metadata": {
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     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_master.describe(include=['O'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "MM0pg0c0IoFc"
   },
   "outputs": [],
   "source": [
    "df=df_master"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 241
    },
    "colab_type": "code",
    "id": "FmU9NCwDJMrU",
    "outputId": "d5b5b5fb-6b66-4ecd-931c-2dbd998d0b87"
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   "outputs": [
    {
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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>Date</th>\n",
       "      <th>PKod</th>\n",
       "      <th>Pgroup</th>\n",
       "      <th>Pname</th>\n",
       "      <th>Pquantity</th>\n",
       "      <th>pce_zn</th>\n",
       "      <th>pwa_zn</th>\n",
       "      <th>pce_sn</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>pmarza</th>\n",
       "      <th>pmarzajedn</th>\n",
       "      <th>pkwmarza</th>\n",
       "      <th>pudzmarza</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>5307</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>PATYCZKI BELLA 200</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1,77</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.13</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>5986</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>ACE 1 L</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.68</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>43.66</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.48</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>399</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE CZOSNEK NIEDZWIEDZI 150GR</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>2246</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE JOGURTOWY 150G HOCHLAND</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>2247</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE OGOREK/ZIOLA 150G</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>2.85</td>\n",
       "      <td>11.40</td>\n",
       "      <td>3.99</td>\n",
       "      <td>11.98</td>\n",
       "      <td>0.01</td>\n",
       "      <td>5.96</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         Date  PKod        Pgroup  ... pmarzajedn  pkwmarza pudzmarza\n",
       "0  01.01.2018  5307     CHEMISTRY  ...       0.80      0.80      0.01\n",
       "1  01.01.2018  5986     CHEMISTRY  ...       2.48      2.48      0.03\n",
       "2  01.01.2018   399  DAIRY_CHESSE  ...       1.12      4.48      0.05\n",
       "3  01.01.2018  2246  DAIRY_CHESSE  ...       1.12      4.48      0.05\n",
       "4  01.01.2018  2247  DAIRY_CHESSE  ...       0.17      0.68      0.01\n",
       "\n",
       "[5 rows x 16 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "H2WrbrURJOWr"
   },
   "outputs": [],
   "source": [
    "df=df.rename(columns=   {'Date': 'date',\n",
    "        'PKod': 'sku',\n",
    "        'Pgroup': 'group',\n",
    "        'Pname': 'name',\n",
    "        'Pquantity': 'quantity',\n",
    "        'pce_zn': 'unit_cogs',\n",
    "        'pwa_zn': 'agg_cogs',  # aggregate cogs for this sku\n",
    "        'pce_sn': 'unit_revenue',\n",
    "        'pwn_sn': 'agg_rev',  # aggregate revenue for this sku\n",
    "        'pmarza': 'gross_margin',\n",
    "        'pmarzajedn': 'unit_contribution',\n",
    "        'pkwmarza': 'agg_dollar_contribution',\n",
    "        'pudzmarza': 'share_of_margin'\n",
    "    })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 383
    },
    "colab_type": "code",
    "id": "kwz4cPyoMXJK",
    "outputId": "fb7aa7aa-a63a-48d3-d1c8-7518961a8959"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>sku</th>\n",
       "      <th>group</th>\n",
       "      <th>name</th>\n",
       "      <th>quantity</th>\n",
       "      <th>unit_cogs</th>\n",
       "      <th>agg_cogs</th>\n",
       "      <th>unit_revenue</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>gross_margin</th>\n",
       "      <th>unit_contribution</th>\n",
       "      <th>agg_dollar_contribution</th>\n",
       "      <th>share_of_margin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>5307</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>PATYCZKI BELLA 200</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1,77</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.57</td>\n",
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       "      <td>0.80</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>5986</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>ACE 1 L</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.68</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>43.66</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.48</td>\n",
       "      <td>0.03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>399</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE CZOSNEK NIEDZWIEDZI 150GR</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>2246</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE JOGURTOWY 150G HOCHLAND</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01.01.2018</td>\n",
       "      <td>2247</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE OGOREK/ZIOLA 150G</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>2.85</td>\n",
       "      <td>11.40</td>\n",
       "      <td>3.99</td>\n",
       "      <td>11.98</td>\n",
       "      <td>0.01</td>\n",
       "      <td>5.96</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.01</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date   sku  ... agg_dollar_contribution share_of_margin\n",
       "0  01.01.2018  5307  ...                    0.80            0.01\n",
       "1  01.01.2018  5986  ...                    2.48            0.03\n",
       "2  01.01.2018   399  ...                    4.48            0.05\n",
       "3  01.01.2018  2246  ...                    4.48            0.05\n",
       "4  01.01.2018  2247  ...                    0.68            0.01\n",
       "\n",
       "[5 rows x 16 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "BLAftaZnSayu",
    "outputId": "cd91e486-72f7-4573-eb9b-3d18a9f67209"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 15,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "ZpGjW0ORNE8J",
    "outputId": "63dc809c-4aa7-4044-f341-93b942ffe673"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Requirement already satisfied: wwo-hist in /usr/local/lib/python3.6/dist-packages (0.0.4)\n"
     ]
    }
   ],
   "source": [
    "pip install wwo-hist "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 225
    },
    "colab_type": "code",
    "id": "awEa2uohMbam",
    "outputId": "96ffd3dc-e233-4c1d-e529-153876a68c49"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "\n",
      "Retrieving weather data for Mlawa\n",
      "\n",
      "\n",
      "Currently retrieving data for Mlawa: from 2018-01-01 to 2018-01-12\n",
      "Time elapsed (hh:mm:ss.ms) 0:00:00.932022\n",
      "\n",
      "\n",
      "export Mlawa completed!\n",
      "\n",
      "\n"
     ]
    }
   ],
   "source": [
    "import requests\n",
    "from wwo_hist import retrieve_hist_data\n",
    "frequency = 24\n",
    "start_date = '1-JAN-2018'\n",
    "end_date = '12-JAN-2018'\n",
    "api_key = '12b2c18a34194a8ca93113127200405'\n",
    "location_list = ['Mlawa']\n",
    "hist_weather_data = retrieve_hist_data(api_key,\n",
    "                                location_list,\n",
    "                                start_date,\n",
    "                                end_date,\n",
    "                                frequency,\n",
    "                                location_label = False,\n",
    "                                export_csv = True,\n",
    "                                store_df = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "b1wfiAU-NhLb"
   },
   "outputs": [],
   "source": [
    "weather_df= pd.read_csv(\"Mlawa.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 654
    },
    "colab_type": "code",
    "id": "lw0Z9YH9OIj_",
    "outputId": "83588ecb-d516-4aa6-cf42-54b59818bc1d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\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>date_time</th>\n",
       "      <th>maxtempC</th>\n",
       "      <th>mintempC</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>precipMM</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>visibility</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>05:21 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:33 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</td>\n",
       "      <td>62</td>\n",
       "      <td>89</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1007</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>188</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>4.9</td>\n",
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       "      <td>89</td>\n",
       "      <td>06:35 PM</td>\n",
       "      <td>09:42 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:34 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>28</td>\n",
       "      <td>81</td>\n",
       "      <td>88</td>\n",
       "      <td>0.9</td>\n",
       "      <td>999</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>07:55 PM</td>\n",
       "      <td>10:25 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:35 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>0.0</td>\n",
       "      <td>994</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>216</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>09:15 PM</td>\n",
       "      <td>10:59 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:36 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>89</td>\n",
       "      <td>82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>997</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>217</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>10:32 PM</td>\n",
       "      <td>11:27 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:38 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1008</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>245</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>11:47 PM</td>\n",
       "      <td>11:51 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:39 PM</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>18</td>\n",
       "      <td>47</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1027</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>No moonrise</td>\n",
       "      <td>12:13 PM</td>\n",
       "      <td>08:50 AM</td>\n",
       "      <td>04:40 PM</td>\n",
       "      <td>-7</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1036</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>244</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>12:59 AM</td>\n",
       "      <td>12:34 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:42 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-5</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1033</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>124</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>02:08 AM</td>\n",
       "      <td>12:56 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:43 PM</td>\n",
       "      <td>-9</td>\n",
       "      <td>-5</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>31</td>\n",
       "      <td>41</td>\n",
       "      <td>52</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1020</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>112</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>0</td>\n",
       "      <td>-2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>03:16 AM</td>\n",
       "      <td>01:20 PM</td>\n",
       "      <td>08:48 AM</td>\n",
       "      <td>04:45 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-7</td>\n",
       "      <td>-1</td>\n",
       "      <td>-7</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1021</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>93</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>-2</td>\n",
       "      <td>-4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     date_time  maxtempC  mintempC  ...  visibility  winddirDegree  windspeedKmph\n",
       "0   2018-01-01         8         3  ...          10            224             19\n",
       "1   2018-01-02         3         1  ...          10            188             11\n",
       "2   2018-01-03         3         0  ...           6            199             19\n",
       "3   2018-01-04         6         3  ...          10            216             23\n",
       "4   2018-01-05         7         3  ...          10            217             24\n",
       "5   2018-01-06         6         2  ...          10            245             13\n",
       "6   2018-01-07         3        -2  ...           9             88             12\n",
       "7   2018-01-08         0        -3  ...          10            244              6\n",
       "8   2018-01-09         1        -3  ...          10            124             15\n",
       "9   2018-01-10         2        -1  ...          10            112             20\n",
       "10  2018-01-11         0        -2  ...          10             93             17\n",
       "11  2018-01-12        -2        -4  ...          10             85             16\n",
       "\n",
       "[12 rows x 25 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weather_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "8c6FRJ1GOxcK",
    "outputId": "859cbb8c-ed6a-4a7a-8e49-720e96ac78bd"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "pandas.core.frame.DataFrame"
      ]
     },
     "execution_count": 20,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "type(weather_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "FT0oOOm3O3TI"
   },
   "outputs": [],
   "source": [
    "weatherdf_copy=weather_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 654
    },
    "colab_type": "code",
    "id": "0ZSDTtQyOXSl",
    "outputId": "f37e608e-83ac-4ff1-9cf0-9ff1ed3d3636"
   },
   "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>date_time</th>\n",
       "      <th>maxtempC</th>\n",
       "      <th>mintempC</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>precipMM</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>visibility</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>05:21 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:33 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</td>\n",
       "      <td>62</td>\n",
       "      <td>89</td>\n",
       "      <td>0.6</td>\n",
       "      <td>1007</td>\n",
       "      <td>3</td>\n",
       "      <td>10</td>\n",
       "      <td>188</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>06:35 PM</td>\n",
       "      <td>09:42 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:34 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>28</td>\n",
       "      <td>81</td>\n",
       "      <td>88</td>\n",
       "      <td>0.9</td>\n",
       "      <td>999</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>07:55 PM</td>\n",
       "      <td>10:25 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:35 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>0.0</td>\n",
       "      <td>994</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>216</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>09:15 PM</td>\n",
       "      <td>10:59 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:36 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>89</td>\n",
       "      <td>82</td>\n",
       "      <td>0.0</td>\n",
       "      <td>997</td>\n",
       "      <td>7</td>\n",
       "      <td>10</td>\n",
       "      <td>217</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>10:32 PM</td>\n",
       "      <td>11:27 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:38 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>0.1</td>\n",
       "      <td>1008</td>\n",
       "      <td>6</td>\n",
       "      <td>10</td>\n",
       "      <td>245</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>11:47 PM</td>\n",
       "      <td>11:51 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:39 PM</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>18</td>\n",
       "      <td>47</td>\n",
       "      <td>75</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1027</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>No moonrise</td>\n",
       "      <td>12:13 PM</td>\n",
       "      <td>08:50 AM</td>\n",
       "      <td>04:40 PM</td>\n",
       "      <td>-7</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1036</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>244</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>12:59 AM</td>\n",
       "      <td>12:34 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:42 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-5</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1033</td>\n",
       "      <td>1</td>\n",
       "      <td>10</td>\n",
       "      <td>124</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>02:08 AM</td>\n",
       "      <td>12:56 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:43 PM</td>\n",
       "      <td>-9</td>\n",
       "      <td>-5</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>31</td>\n",
       "      <td>41</td>\n",
       "      <td>52</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1020</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>112</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>0</td>\n",
       "      <td>-2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>03:16 AM</td>\n",
       "      <td>01:20 PM</td>\n",
       "      <td>08:48 AM</td>\n",
       "      <td>04:45 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-7</td>\n",
       "      <td>-1</td>\n",
       "      <td>-7</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>73</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1021</td>\n",
       "      <td>0</td>\n",
       "      <td>10</td>\n",
       "      <td>93</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>-2</td>\n",
       "      <td>-4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>10</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     date_time  maxtempC  mintempC  ...  visibility  winddirDegree  windspeedKmph\n",
       "0   2018-01-01         8         3  ...          10            224             19\n",
       "1   2018-01-02         3         1  ...          10            188             11\n",
       "2   2018-01-03         3         0  ...           6            199             19\n",
       "3   2018-01-04         6         3  ...          10            216             23\n",
       "4   2018-01-05         7         3  ...          10            217             24\n",
       "5   2018-01-06         6         2  ...          10            245             13\n",
       "6   2018-01-07         3        -2  ...           9             88             12\n",
       "7   2018-01-08         0        -3  ...          10            244              6\n",
       "8   2018-01-09         1        -3  ...          10            124             15\n",
       "9   2018-01-10         2        -1  ...          10            112             20\n",
       "10  2018-01-11         0        -2  ...          10             93             17\n",
       "11  2018-01-12        -2        -4  ...          10             85             16\n",
       "\n",
       "[12 rows x 25 columns]"
      ]
     },
     "execution_count": 22,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weatherdf_copy\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "9B23321Mg1Ik"
   },
   "outputs": [],
   "source": [
    "weatherdf_copy=weatherdf_copy.drop(columns=[\"precipMM\",\"visibility\"],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 654
    },
    "colab_type": "code",
    "id": "A_kGNJBYjBei",
    "outputId": "f756ccc5-0379-4191-850e-c9e67c81ca1a"
   },
   "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>date_time</th>\n",
       "      <th>maxtempC</th>\n",
       "      <th>mintempC</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>8</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>3</td>\n",
       "      <td>1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>05:21 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:33 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</td>\n",
       "      <td>62</td>\n",
       "      <td>89</td>\n",
       "      <td>1007</td>\n",
       "      <td>3</td>\n",
       "      <td>188</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>0.1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>06:35 PM</td>\n",
       "      <td>09:42 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:34 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>28</td>\n",
       "      <td>81</td>\n",
       "      <td>88</td>\n",
       "      <td>999</td>\n",
       "      <td>3</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>07:55 PM</td>\n",
       "      <td>10:25 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:35 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>994</td>\n",
       "      <td>6</td>\n",
       "      <td>216</td>\n",
       "      <td>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>7</td>\n",
       "      <td>3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>09:15 PM</td>\n",
       "      <td>10:59 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:36 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>89</td>\n",
       "      <td>82</td>\n",
       "      <td>997</td>\n",
       "      <td>7</td>\n",
       "      <td>217</td>\n",
       "      <td>24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>6</td>\n",
       "      <td>2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>10:32 PM</td>\n",
       "      <td>11:27 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:38 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>1008</td>\n",
       "      <td>6</td>\n",
       "      <td>245</td>\n",
       "      <td>13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>3</td>\n",
       "      <td>-2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>11:47 PM</td>\n",
       "      <td>11:51 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:39 PM</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>18</td>\n",
       "      <td>47</td>\n",
       "      <td>75</td>\n",
       "      <td>1027</td>\n",
       "      <td>3</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>No moonrise</td>\n",
       "      <td>12:13 PM</td>\n",
       "      <td>08:50 AM</td>\n",
       "      <td>04:40 PM</td>\n",
       "      <td>-7</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>1036</td>\n",
       "      <td>0</td>\n",
       "      <td>244</td>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>1</td>\n",
       "      <td>-3</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>12:59 AM</td>\n",
       "      <td>12:34 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:42 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-5</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>1033</td>\n",
       "      <td>1</td>\n",
       "      <td>124</td>\n",
       "      <td>15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>02:08 AM</td>\n",
       "      <td>12:56 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:43 PM</td>\n",
       "      <td>-9</td>\n",
       "      <td>-5</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>31</td>\n",
       "      <td>41</td>\n",
       "      <td>52</td>\n",
       "      <td>1020</td>\n",
       "      <td>2</td>\n",
       "      <td>112</td>\n",
       "      <td>20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>0</td>\n",
       "      <td>-2</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>03:16 AM</td>\n",
       "      <td>01:20 PM</td>\n",
       "      <td>08:48 AM</td>\n",
       "      <td>04:45 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-7</td>\n",
       "      <td>-1</td>\n",
       "      <td>-7</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>73</td>\n",
       "      <td>1021</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>-2</td>\n",
       "      <td>-4</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     date_time  maxtempC  mintempC  ...  tempC  winddirDegree  windspeedKmph\n",
       "0   2018-01-01         8         3  ...      8            224             19\n",
       "1   2018-01-02         3         1  ...      3            188             11\n",
       "2   2018-01-03         3         0  ...      3            199             19\n",
       "3   2018-01-04         6         3  ...      6            216             23\n",
       "4   2018-01-05         7         3  ...      7            217             24\n",
       "5   2018-01-06         6         2  ...      6            245             13\n",
       "6   2018-01-07         3        -2  ...      3             88             12\n",
       "7   2018-01-08         0        -3  ...      0            244              6\n",
       "8   2018-01-09         1        -3  ...      1            124             15\n",
       "9   2018-01-10         2        -1  ...      2            112             20\n",
       "10  2018-01-11         0        -2  ...      0             93             17\n",
       "11  2018-01-12        -2        -4  ...     -2             85             16\n",
       "\n",
       "[12 rows x 23 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weatherdf_copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "EELiz1uChr7G"
   },
   "outputs": [],
   "source": [
    "def avgtemp(max,min):\n",
    "  return (max+min)/2\n",
    "\n",
    "weatherdf_copy[\"Avgtemp\"] =avgtemp(weatherdf_copy['maxtempC'],weatherdf_copy['mintempC']) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "h93JahXxiEpN"
   },
   "outputs": [],
   "source": [
    "weatherdf_copy= weatherdf_copy.drop(columns=[\"maxtempC\",\"mintempC\"],axis=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 313
    },
    "colab_type": "code",
    "id": "JCDr-GwTiE3o",
    "outputId": "8c585e3c-93d3-4400-ab96-22575867e2fc"
   },
   "outputs": [
    {
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       "      <th></th>\n",
       "      <th>date_time</th>\n",
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       "      <td>05:21 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:33 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
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       "      <td>2018-01-03</td>\n",
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       "      <td>08:52 AM</td>\n",
       "      <td>04:34 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>28</td>\n",
       "      <td>81</td>\n",
       "      <td>88</td>\n",
       "      <td>999</td>\n",
       "      <td>3</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "      <td>1.5</td>\n",
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       "      <th>3</th>\n",
       "      <td>2018-01-04</td>\n",
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       "      <td>2</td>\n",
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       "      <td>2</td>\n",
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       "    date_time  totalSnow_cm  sunHour  ...  winddirDegree  windspeedKmph  Avgtemp\n",
       "0  2018-01-01           0.0      2.9  ...            224             19      5.5\n",
       "1  2018-01-02           0.0      6.8  ...            188             11      2.0\n",
       "2  2018-01-03           0.1      4.9  ...            199             19      1.5\n",
       "3  2018-01-04           0.0      2.9  ...            216             23      4.5\n",
       "4  2018-01-05           0.0      2.9  ...            217             24      5.0\n",
       "\n",
       "[5 rows x 22 columns]"
      ]
     },
     "execution_count": 27,
     "metadata": {
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    }
   ],
   "source": [
    "weatherdf_copy.head()"
   ]
  },
  {
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   "execution_count": 28,
   "metadata": {
    "colab": {
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    "id": "BQzpKZ_wkaSo",
    "outputId": "9676a67a-d445-4141-9938-74f9964a6815"
   },
   "outputs": [
    {
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       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
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       "      <td>09:15 PM</td>\n",
       "      <td>10:59 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:36 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
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       "      <td>35</td>\n",
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       "      <td>04:38 PM</td>\n",
       "      <td>2</td>\n",
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       "      <td>67</td>\n",
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       "      <td>2018-01-07</td>\n",
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       "      <td>04:39 PM</td>\n",
       "      <td>-3</td>\n",
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       "      <th>7</th>\n",
       "      <td>2018-01-08</td>\n",
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       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>No moonrise</td>\n",
       "      <td>12:13 PM</td>\n",
       "      <td>08:50 AM</td>\n",
       "      <td>04:40 PM</td>\n",
       "      <td>-7</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>1036</td>\n",
       "      <td>0</td>\n",
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       "      <td>04:42 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-5</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>1033</td>\n",
       "      <td>1</td>\n",
       "      <td>124</td>\n",
       "      <td>15</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>02:08 AM</td>\n",
       "      <td>12:56 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:43 PM</td>\n",
       "      <td>-9</td>\n",
       "      <td>-5</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>31</td>\n",
       "      <td>41</td>\n",
       "      <td>52</td>\n",
       "      <td>1020</td>\n",
       "      <td>2</td>\n",
       "      <td>112</td>\n",
       "      <td>20</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>03:16 AM</td>\n",
       "      <td>01:20 PM</td>\n",
       "      <td>08:48 AM</td>\n",
       "      <td>04:45 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-7</td>\n",
       "      <td>-1</td>\n",
       "      <td>-7</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>73</td>\n",
       "      <td>1021</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>17</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  totalSnow_cm  sunHour  ...  winddirDegree  windspeedKmph  Avgtemp\n",
       "0  2018-01-01           0.0      2.9  ...            224             19      5.5\n",
       "1  2018-01-02           0.0      6.8  ...            188             11      2.0\n",
       "2  2018-01-03           0.1      4.9  ...            199             19      1.5\n",
       "3  2018-01-04           0.0      2.9  ...            216             23      4.5\n",
       "4  2018-01-05           0.0      2.9  ...            217             24      5.0\n",
       "5  2018-01-06           0.0      3.0  ...            245             13      4.0\n",
       "6  2018-01-07           0.0      7.9  ...             88             12      0.5\n",
       "7  2018-01-08           0.0      7.9  ...            244              6     -1.5\n",
       "8  2018-01-09           0.0      7.9  ...            124             15     -1.0\n",
       "9  2018-01-10           0.0      7.9  ...            112             20      0.5\n",
       "10 2018-01-11           0.0      6.8  ...             93             17     -1.0\n",
       "11 2018-01-12           0.0      8.0  ...             85             16     -3.0\n",
       "\n",
       "[12 rows x 22 columns]"
      ]
     },
     "execution_count": 28,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weatherdf_copy[\"date_time\"]=pd.to_datetime(weatherdf_copy[\"date_time\"])\n",
    "weatherdf_copy=weatherdf_copy.rename(columns={'date_time':'date'})\n",
    "weatherdf_copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 365
    },
    "colab_type": "code",
    "id": "DQlUah6RiE6x",
    "outputId": "6df0c3fb-2027-4743-a87a-c6f581d344d7"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>sku</th>\n",
       "      <th>group</th>\n",
       "      <th>name</th>\n",
       "      <th>quantity</th>\n",
       "      <th>unit_cogs</th>\n",
       "      <th>agg_cogs</th>\n",
       "      <th>unit_revenue</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>gross_margin</th>\n",
       "      <th>unit_contribution</th>\n",
       "      <th>agg_dollar_contribution</th>\n",
       "      <th>share_of_margin</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23175</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>6590</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZURAWINA 80 G HELIO</td>\n",
       "      <td>6.0</td>\n",
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       "      <td>11.10</td>\n",
       "      <td>3.05</td>\n",
       "      <td>18.30</td>\n",
       "      <td>3.29</td>\n",
       "      <td>19.74</td>\n",
       "      <td>0.02</td>\n",
       "      <td>39.34</td>\n",
       "      <td>1.20</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23176</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>19580</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZURAWINA S?OIK 230 G</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4,51</td>\n",
       "      <td>9.02</td>\n",
       "      <td>6.19</td>\n",
       "      <td>12.38</td>\n",
       "      <td>6.69</td>\n",
       "      <td>13.38</td>\n",
       "      <td>0.01</td>\n",
       "      <td>27.14</td>\n",
       "      <td>1.68</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23177</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>10274</td>\n",
       "      <td>SWEETS</td>\n",
       "      <td>ZURAWINA W CZEKOLADZIE 70 G EURO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,83</td>\n",
       "      <td>3.66</td>\n",
       "      <td>2.62</td>\n",
       "      <td>5.24</td>\n",
       "      <td>3.22</td>\n",
       "      <td>6.44</td>\n",
       "      <td>0.01</td>\n",
       "      <td>30.15</td>\n",
       "      <td>0.79</td>\n",
       "      <td>1.58</td>\n",
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       "    <tr>\n",
       "      <th>23178</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>1775</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZUREK BUTELKA 0_5 L</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,31</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2.96</td>\n",
       "      <td>1.60</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.49</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23179</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>16876</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZUREK KRAKUS BUT 300G</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.85</td>\n",
       "      <td>4.16</td>\n",
       "      <td>4.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.88</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.65</td>\n",
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      ],
      "text/plain": [
       "            date    sku  ... agg_dollar_contribution share_of_margin\n",
       "23175 2018-01-12   6590  ...                    7.20            0.04\n",
       "23176 2018-01-12  19580  ...                    3.36            0.02\n",
       "23177 2018-01-12  10274  ...                    1.58            0.01\n",
       "23178 2018-01-12   1775  ...                    0.34            0.00\n",
       "23179 2018-01-12  16876  ...                    0.65            0.00\n",
       "\n",
       "[5 rows x 16 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df[\"date\"]=pd.to_datetime(df[\"date\"])\n",
    "df.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "mdzQziu_g0q_"
   },
   "outputs": [],
   "source": [
    "df_merge=pd.merge(df,weatherdf_copy,on='date',how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 400
    },
    "colab_type": "code",
    "id": "FJFA0m_rmvfy",
    "outputId": "d377608d-53b1-480c-c028-2da990c09922"
   },
   "outputs": [
    {
     "data": {
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       "<div>\n",
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>sku</th>\n",
       "      <th>group</th>\n",
       "      <th>name</th>\n",
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       "      <th>share_of_margin</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "      <th>Avgtemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>5307</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>PATYCZKI BELLA 200</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1,77</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.13</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>04:15 PM</td>\n",
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       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.68</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>43.66</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.48</td>\n",
       "      <td>0.03</td>\n",
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       "      <td>2018-01-01</td>\n",
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       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
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       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
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       "      <td>29.47</td>\n",
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       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
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       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
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       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
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       "      <td>5.5</td>\n",
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       "      <th>4</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>2247</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE OGOREK/ZIOLA 150G</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>2.85</td>\n",
       "      <td>11.40</td>\n",
       "      <td>3.99</td>\n",
       "      <td>11.98</td>\n",
       "      <td>0.01</td>\n",
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       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date   sku         group  ... winddirDegree  windspeedKmph Avgtemp\n",
       "0 2018-01-01  5307     CHEMISTRY  ...           224             19     5.5\n",
       "1 2018-01-01  5986     CHEMISTRY  ...           224             19     5.5\n",
       "2 2018-01-01   399  DAIRY_CHESSE  ...           224             19     5.5\n",
       "3 2018-01-01  2246  DAIRY_CHESSE  ...           224             19     5.5\n",
       "4 2018-01-01  2247  DAIRY_CHESSE  ...           224             19     5.5\n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merge.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 365
    },
    "colab_type": "code",
    "id": "VSclIeAdOrBM",
    "outputId": "73de7771-1663-4c1c-9c94-b15a3888bc22"
   },
   "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>date</th>\n",
       "      <th>sku</th>\n",
       "      <th>group</th>\n",
       "      <th>name</th>\n",
       "      <th>quantity</th>\n",
       "      <th>unit_cogs</th>\n",
       "      <th>agg_cogs</th>\n",
       "      <th>unit_revenue</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>gross_margin</th>\n",
       "      <th>unit_contribution</th>\n",
       "      <th>agg_dollar_contribution</th>\n",
       "      <th>share_of_margin</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "      <th>Avgtemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>23175</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>6590</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZURAWINA 80 G HELIO</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1,85</td>\n",
       "      <td>11.10</td>\n",
       "      <td>3.05</td>\n",
       "      <td>18.30</td>\n",
       "      <td>3.29</td>\n",
       "      <td>19.74</td>\n",
       "      <td>0.02</td>\n",
       "      <td>39.34</td>\n",
       "      <td>1.20</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23176</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>19580</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZURAWINA S?OIK 230 G</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4,51</td>\n",
       "      <td>9.02</td>\n",
       "      <td>6.19</td>\n",
       "      <td>12.38</td>\n",
       "      <td>6.69</td>\n",
       "      <td>13.38</td>\n",
       "      <td>0.01</td>\n",
       "      <td>27.14</td>\n",
       "      <td>1.68</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23177</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>10274</td>\n",
       "      <td>SWEETS</td>\n",
       "      <td>ZURAWINA W CZEKOLADZIE 70 G EURO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,83</td>\n",
       "      <td>3.66</td>\n",
       "      <td>2.62</td>\n",
       "      <td>5.24</td>\n",
       "      <td>3.22</td>\n",
       "      <td>6.44</td>\n",
       "      <td>0.01</td>\n",
       "      <td>30.15</td>\n",
       "      <td>0.79</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23178</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>1775</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZUREK BUTELKA 0_5 L</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,31</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2.96</td>\n",
       "      <td>1.60</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.49</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23179</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>16876</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZUREK KRAKUS BUT 300G</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.85</td>\n",
       "      <td>4.16</td>\n",
       "      <td>4.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.88</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "            date    sku         group  ... winddirDegree  windspeedKmph Avgtemp\n",
       "23175 2018-01-12   6590       GENERAL  ...            85             16    -3.0\n",
       "23176 2018-01-12  19580  GENERAL_FOOD  ...            85             16    -3.0\n",
       "23177 2018-01-12  10274        SWEETS  ...            85             16    -3.0\n",
       "23178 2018-01-12   1775       GENERAL  ...            85             16    -3.0\n",
       "23179 2018-01-12  16876  GENERAL_FOOD  ...            85             16    -3.0\n",
       "\n",
       "[5 rows x 37 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# df_merge=df_merge.drop(columns=[\"pwa_sn\",\"pce_sb\",\"pwa_sb\",\"pudzsb\",\"unit_contribution\", \"agg_dollar_contribution\" \t,\"share_of_margin\"],axis=1)\n",
    "df_merge.tail()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 34
    },
    "colab_type": "code",
    "id": "lakV_U9zsNwX",
    "outputId": "2699e996-693a-4714-9cfb-d2a1533cff39"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(23180, 37)"
      ]
     },
     "execution_count": 33,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merge.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "dPHQDS-9sYKb"
   },
   "outputs": [],
   "source": [
    "df_merge.to_csv(\"final.csv\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 348
    },
    "colab_type": "code",
    "id": "klfa44_U-rRQ",
    "outputId": "e09aa959-95ac-4abc-9a72-23342e46413a"
   },
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "ignored",
     "output_type": "error",
     "traceback": [
      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "\u001b[0;32m<ipython-input-35-2caa818cc356>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbarplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0my\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_merge\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'quantity'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0mx\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mdf_merge\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'unit_cogs'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mset_title\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"DV1\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py\u001b[0m in \u001b[0;36mbarplot\u001b[0;34m(x, y, hue, data, order, hue_order, estimator, ci, n_boot, units, seed, orient, color, palette, saturation, errcolor, errwidth, capsize, dodge, ax, **kwargs)\u001b[0m\n\u001b[1;32m   3145\u001b[0m                           \u001b[0mestimator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mci\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_boot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0munits\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3146\u001b[0m                           \u001b[0morient\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mcolor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpalette\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msaturation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3147\u001b[0;31m                           errcolor, errwidth, capsize, dodge)\n\u001b[0m\u001b[1;32m   3148\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3149\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0max\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py\u001b[0m in \u001b[0;36m__init__\u001b[0;34m(self, x, y, hue, data, order, hue_order, estimator, ci, n_boot, units, seed, orient, color, palette, saturation, errcolor, errwidth, capsize, dodge)\u001b[0m\n\u001b[1;32m   1603\u001b[0m                                  order, hue_order, units)\n\u001b[1;32m   1604\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mestablish_colors\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcolor\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mpalette\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msaturation\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1605\u001b[0;31m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mestimate_statistic\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mestimator\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mci\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn_boot\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mseed\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1606\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1607\u001b[0m         \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdodge\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mdodge\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/seaborn/categorical.py\u001b[0m in \u001b[0;36mestimate_statistic\u001b[0;34m(self, estimator, ci, n_boot, seed)\u001b[0m\n\u001b[1;32m   1505\u001b[0m                                           \u001b[0mn_boot\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mn_boot\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1506\u001b[0m                                           \u001b[0munits\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0munit_data\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1507\u001b[0;31m                                           seed=seed)\n\u001b[0m\u001b[1;32m   1508\u001b[0m                         \u001b[0mconfint\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mutils\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mci\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mci\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1509\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/seaborn/algorithms.py\u001b[0m in \u001b[0;36mbootstrap\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m     83\u001b[0m         \u001b[0mresampler\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mintegers\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mn\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mintp\u001b[0m\u001b[0;34m)\u001b[0m  \u001b[0;31m# intp is indexing dtype\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     84\u001b[0m         \u001b[0msample\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0ma\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mtake\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mresampler\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0ma\u001b[0m \u001b[0;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 85\u001b[0;31m         \u001b[0mboot_dist\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mf\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m*\u001b[0m\u001b[0msample\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mfunc_kwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     86\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marray\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mboot_dist\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     87\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m<__array_function__ internals>\u001b[0m in \u001b[0;36mmean\u001b[0;34m(*args, **kwargs)\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/numpy/core/fromnumeric.py\u001b[0m in \u001b[0;36mmean\u001b[0;34m(a, axis, dtype, out, keepdims)\u001b[0m\n\u001b[1;32m   3333\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3334\u001b[0m     return _methods._mean(a, axis=axis, dtype=dtype,\n\u001b[0;32m-> 3335\u001b[0;31m                           out=out, **kwargs)\n\u001b[0m\u001b[1;32m   3336\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3337\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
      "\u001b[0;32m/usr/local/lib/python3.6/dist-packages/numpy/core/_methods.py\u001b[0m in \u001b[0;36m_mean\u001b[0;34m(a, axis, dtype, out, keepdims)\u001b[0m\n\u001b[1;32m    149\u001b[0m             \u001b[0mis_float16_result\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    150\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 151\u001b[0;31m     \u001b[0mret\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mumr_sum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0marr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0maxis\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdtype\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mout\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkeepdims\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m    152\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mret\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmu\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mndarray\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m    153\u001b[0m         ret = um.true_divide(\n",
      "\u001b[0;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "sns.barplot(y=df_merge['quantity'],x=df_merge['unit_cogs']).set_title(\"DV1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "WNRyHmJOWNFS"
   },
   "outputs": [],
   "source": [
    "sns.barplot(y=df_merge['quantity'],x=df_merge['name']).set_title(\"DV1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "oMAikAODVo-M"
   },
   "outputs": [],
   "source": [
    "sns.barplot(y=df_merge['quantity'],x=df_merge['date']).set_title(\"DV1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 739
    },
    "colab_type": "code",
    "id": "aji5KU1FdKEl",
    "outputId": "2c1f688d-dc3d-463e-860a-9dd67918351d"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>sku</th>\n",
       "      <th>group</th>\n",
       "      <th>name</th>\n",
       "      <th>quantity</th>\n",
       "      <th>unit_cogs</th>\n",
       "      <th>agg_cogs</th>\n",
       "      <th>unit_revenue</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>gross_margin</th>\n",
       "      <th>unit_contribution</th>\n",
       "      <th>agg_dollar_contribution</th>\n",
       "      <th>share_of_margin</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "      <th>Avgtemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>5307</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>PATYCZKI BELLA 200</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1,77</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.13</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>5986</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>ACE 1 L</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.68</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>43.66</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.48</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>399</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE CZOSNEK NIEDZWIEDZI 150GR</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>2246</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE JOGURTOWY 150G HOCHLAND</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>2247</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE OGOREK/ZIOLA 150G</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>2.85</td>\n",
       "      <td>11.40</td>\n",
       "      <td>3.99</td>\n",
       "      <td>11.98</td>\n",
       "      <td>0.01</td>\n",
       "      <td>5.96</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23175</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>6590</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZURAWINA 80 G HELIO</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1,85</td>\n",
       "      <td>11.10</td>\n",
       "      <td>3.05</td>\n",
       "      <td>18.30</td>\n",
       "      <td>3.29</td>\n",
       "      <td>19.74</td>\n",
       "      <td>0.02</td>\n",
       "      <td>39.34</td>\n",
       "      <td>1.20</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23176</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>19580</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZURAWINA S?OIK 230 G</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4,51</td>\n",
       "      <td>9.02</td>\n",
       "      <td>6.19</td>\n",
       "      <td>12.38</td>\n",
       "      <td>6.69</td>\n",
       "      <td>13.38</td>\n",
       "      <td>0.01</td>\n",
       "      <td>27.14</td>\n",
       "      <td>1.68</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23177</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>10274</td>\n",
       "      <td>SWEETS</td>\n",
       "      <td>ZURAWINA W CZEKOLADZIE 70 G EURO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,83</td>\n",
       "      <td>3.66</td>\n",
       "      <td>2.62</td>\n",
       "      <td>5.24</td>\n",
       "      <td>3.22</td>\n",
       "      <td>6.44</td>\n",
       "      <td>0.01</td>\n",
       "      <td>30.15</td>\n",
       "      <td>0.79</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23178</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>1775</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZUREK BUTELKA 0_5 L</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,31</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2.96</td>\n",
       "      <td>1.60</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.49</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23179</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>16876</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZUREK KRAKUS BUT 300G</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.85</td>\n",
       "      <td>4.16</td>\n",
       "      <td>4.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.88</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23180 rows × 37 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            date    sku         group  ... winddirDegree  windspeedKmph Avgtemp\n",
       "0     2018-01-01   5307     CHEMISTRY  ...           224             19     5.5\n",
       "1     2018-01-01   5986     CHEMISTRY  ...           224             19     5.5\n",
       "2     2018-01-01    399  DAIRY_CHESSE  ...           224             19     5.5\n",
       "3     2018-01-01   2246  DAIRY_CHESSE  ...           224             19     5.5\n",
       "4     2018-01-01   2247  DAIRY_CHESSE  ...           224             19     5.5\n",
       "...          ...    ...           ...  ...           ...            ...     ...\n",
       "23175 2018-01-12   6590       GENERAL  ...            85             16    -3.0\n",
       "23176 2018-01-12  19580  GENERAL_FOOD  ...            85             16    -3.0\n",
       "23177 2018-01-12  10274        SWEETS  ...            85             16    -3.0\n",
       "23178 2018-01-12   1775       GENERAL  ...            85             16    -3.0\n",
       "23179 2018-01-12  16876  GENERAL_FOOD  ...            85             16    -3.0\n",
       "\n",
       "[23180 rows x 37 columns]"
      ]
     },
     "execution_count": 36,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merge\n",
    "# type(df_merge[\"date\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 426
    },
    "colab_type": "code",
    "id": "rCcWpLSWSH1b",
    "outputId": "a83ee77f-b731-4813-b0d7-bf4ee8159cbf"
   },
   "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>date</th>\n",
       "      <th>isholnum</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          date  isholnum\n",
       "0   2018-01-01         1\n",
       "1   2018-01-02         0\n",
       "2   2018-01-03         0\n",
       "3   2018-01-04         0\n",
       "4   2018-01-05         0\n",
       "5   2018-01-06         1\n",
       "6   2018-01-07         1\n",
       "7   2018-01-08         0\n",
       "8   2018-01-09         0\n",
       "9   2018-01-10         0\n",
       "10  2018-01-11         0\n",
       "11  2018-01-12         0"
      ]
     },
     "execution_count": 37,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "hol = pd.read_csv('https://raw.githubusercontent.com/Soumi7/PG-StockManagement/master/holidays.csv?token=AMHKCTYQQN3G72SX4DPF6226XPAUK')\n",
    "# hol\n",
    "# type(hol[\"date\"])\n",
    "\n",
    "def encoding(data):\n",
    "    holi_num=[]\n",
    "    for holi in data[\"isholiday\"]:\n",
    "        if holi ==\"yes\":\n",
    "            holi_num.append(1)\n",
    "            # print('y')\n",
    "        else:\n",
    "            holi_num.append(0)\n",
    "            # print('no')\n",
    "    return holi_num       \n",
    "\n",
    "hol[\"isholnum\"]=encoding(hol)        \n",
    "hol=hol.drop(\"isholiday\",axis=1)\n",
    "\n",
    "\n",
    "\n",
    "(hol)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 654
    },
    "colab_type": "code",
    "id": "tmjJcmO5r3It",
    "outputId": "ab02411a-2dfc-4e9e-fa15-3c93a6ceb374"
   },
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "      <th>Avgtemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>05:21 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:33 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</td>\n",
       "      <td>62</td>\n",
       "      <td>89</td>\n",
       "      <td>1007</td>\n",
       "      <td>3</td>\n",
       "      <td>188</td>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>0.1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>06:35 PM</td>\n",
       "      <td>09:42 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:34 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>28</td>\n",
       "      <td>81</td>\n",
       "      <td>88</td>\n",
       "      <td>999</td>\n",
       "      <td>3</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "      <td>1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>07:55 PM</td>\n",
       "      <td>10:25 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:35 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>994</td>\n",
       "      <td>6</td>\n",
       "      <td>216</td>\n",
       "      <td>23</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>09:15 PM</td>\n",
       "      <td>10:59 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:36 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>89</td>\n",
       "      <td>82</td>\n",
       "      <td>997</td>\n",
       "      <td>7</td>\n",
       "      <td>217</td>\n",
       "      <td>24</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>10:32 PM</td>\n",
       "      <td>11:27 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:38 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>1008</td>\n",
       "      <td>6</td>\n",
       "      <td>245</td>\n",
       "      <td>13</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>11:47 PM</td>\n",
       "      <td>11:51 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:39 PM</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>18</td>\n",
       "      <td>47</td>\n",
       "      <td>75</td>\n",
       "      <td>1027</td>\n",
       "      <td>3</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>No moonrise</td>\n",
       "      <td>12:13 PM</td>\n",
       "      <td>08:50 AM</td>\n",
       "      <td>04:40 PM</td>\n",
       "      <td>-7</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>1036</td>\n",
       "      <td>0</td>\n",
       "      <td>244</td>\n",
       "      <td>6</td>\n",
       "      <td>-1.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>12:59 AM</td>\n",
       "      <td>12:34 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:42 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-5</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>1033</td>\n",
       "      <td>1</td>\n",
       "      <td>124</td>\n",
       "      <td>15</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>02:08 AM</td>\n",
       "      <td>12:56 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:43 PM</td>\n",
       "      <td>-9</td>\n",
       "      <td>-5</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>31</td>\n",
       "      <td>41</td>\n",
       "      <td>52</td>\n",
       "      <td>1020</td>\n",
       "      <td>2</td>\n",
       "      <td>112</td>\n",
       "      <td>20</td>\n",
       "      <td>0.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>03:16 AM</td>\n",
       "      <td>01:20 PM</td>\n",
       "      <td>08:48 AM</td>\n",
       "      <td>04:45 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-7</td>\n",
       "      <td>-1</td>\n",
       "      <td>-7</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>73</td>\n",
       "      <td>1021</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>17</td>\n",
       "      <td>-1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  totalSnow_cm  sunHour  ...  winddirDegree  windspeedKmph  Avgtemp\n",
       "0  2018-01-01           0.0      2.9  ...            224             19      5.5\n",
       "1  2018-01-02           0.0      6.8  ...            188             11      2.0\n",
       "2  2018-01-03           0.1      4.9  ...            199             19      1.5\n",
       "3  2018-01-04           0.0      2.9  ...            216             23      4.5\n",
       "4  2018-01-05           0.0      2.9  ...            217             24      5.0\n",
       "5  2018-01-06           0.0      3.0  ...            245             13      4.0\n",
       "6  2018-01-07           0.0      7.9  ...             88             12      0.5\n",
       "7  2018-01-08           0.0      7.9  ...            244              6     -1.5\n",
       "8  2018-01-09           0.0      7.9  ...            124             15     -1.0\n",
       "9  2018-01-10           0.0      7.9  ...            112             20      0.5\n",
       "10 2018-01-11           0.0      6.8  ...             93             17     -1.0\n",
       "11 2018-01-12           0.0      8.0  ...             85             16     -3.0\n",
       "\n",
       "[12 rows x 22 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weatherdf_copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "shl0jSEtnTfa"
   },
   "outputs": [],
   "source": [
    "def hol_col(data):\n",
    "    holi_num=[]\n",
    "    for date in data[\"date\"]:\n",
    "        if date == \"2018-01-01\" \tor  \"2018-01-06\" \tor \"2018-01-07\":\n",
    "            holi_num.append(1)\n",
    "            # print('y')\n",
    "        else:\n",
    "            holi_num.append(0)\n",
    "            # print('no')\n",
    "    return holi_num       \n",
    "\n",
    "weatherdf_copy[\"ishol\"]=hol_col(weatherdf_copy)    \n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 654
    },
    "colab_type": "code",
    "id": "9O5xvqDWv4vf",
    "outputId": "7800dd20-9265-446f-dd82-95f461961c4c"
   },
   "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>date</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "      <th>Avgtemp</th>\n",
       "      <th>ishol</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>05:21 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:33 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</td>\n",
       "      <td>62</td>\n",
       "      <td>89</td>\n",
       "      <td>1007</td>\n",
       "      <td>3</td>\n",
       "      <td>188</td>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-03</td>\n",
       "      <td>0.1</td>\n",
       "      <td>4.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>89</td>\n",
       "      <td>06:35 PM</td>\n",
       "      <td>09:42 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:34 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-3</td>\n",
       "      <td>2</td>\n",
       "      <td>-3</td>\n",
       "      <td>28</td>\n",
       "      <td>81</td>\n",
       "      <td>88</td>\n",
       "      <td>999</td>\n",
       "      <td>3</td>\n",
       "      <td>199</td>\n",
       "      <td>19</td>\n",
       "      <td>1.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>81</td>\n",
       "      <td>07:55 PM</td>\n",
       "      <td>10:25 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:35 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>35</td>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>994</td>\n",
       "      <td>6</td>\n",
       "      <td>216</td>\n",
       "      <td>23</td>\n",
       "      <td>4.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>74</td>\n",
       "      <td>09:15 PM</td>\n",
       "      <td>10:59 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:36 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>35</td>\n",
       "      <td>89</td>\n",
       "      <td>82</td>\n",
       "      <td>997</td>\n",
       "      <td>7</td>\n",
       "      <td>217</td>\n",
       "      <td>24</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2018-01-06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>67</td>\n",
       "      <td>10:32 PM</td>\n",
       "      <td>11:27 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:38 PM</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>1</td>\n",
       "      <td>22</td>\n",
       "      <td>67</td>\n",
       "      <td>89</td>\n",
       "      <td>1008</td>\n",
       "      <td>6</td>\n",
       "      <td>245</td>\n",
       "      <td>13</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2018-01-07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>59</td>\n",
       "      <td>11:47 PM</td>\n",
       "      <td>11:51 AM</td>\n",
       "      <td>08:51 AM</td>\n",
       "      <td>04:39 PM</td>\n",
       "      <td>-3</td>\n",
       "      <td>-2</td>\n",
       "      <td>1</td>\n",
       "      <td>-2</td>\n",
       "      <td>18</td>\n",
       "      <td>47</td>\n",
       "      <td>75</td>\n",
       "      <td>1027</td>\n",
       "      <td>3</td>\n",
       "      <td>88</td>\n",
       "      <td>12</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2018-01-08</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>52</td>\n",
       "      <td>No moonrise</td>\n",
       "      <td>12:13 PM</td>\n",
       "      <td>08:50 AM</td>\n",
       "      <td>04:40 PM</td>\n",
       "      <td>-7</td>\n",
       "      <td>-3</td>\n",
       "      <td>-1</td>\n",
       "      <td>-3</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>64</td>\n",
       "      <td>1036</td>\n",
       "      <td>0</td>\n",
       "      <td>244</td>\n",
       "      <td>6</td>\n",
       "      <td>-1.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2018-01-09</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>45</td>\n",
       "      <td>12:59 AM</td>\n",
       "      <td>12:34 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:42 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-5</td>\n",
       "      <td>-1</td>\n",
       "      <td>-5</td>\n",
       "      <td>25</td>\n",
       "      <td>9</td>\n",
       "      <td>68</td>\n",
       "      <td>1033</td>\n",
       "      <td>1</td>\n",
       "      <td>124</td>\n",
       "      <td>15</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2018-01-10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>38</td>\n",
       "      <td>02:08 AM</td>\n",
       "      <td>12:56 PM</td>\n",
       "      <td>08:49 AM</td>\n",
       "      <td>04:43 PM</td>\n",
       "      <td>-9</td>\n",
       "      <td>-5</td>\n",
       "      <td>0</td>\n",
       "      <td>-5</td>\n",
       "      <td>31</td>\n",
       "      <td>41</td>\n",
       "      <td>52</td>\n",
       "      <td>1020</td>\n",
       "      <td>2</td>\n",
       "      <td>112</td>\n",
       "      <td>20</td>\n",
       "      <td>0.5</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2018-01-11</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>30</td>\n",
       "      <td>03:16 AM</td>\n",
       "      <td>01:20 PM</td>\n",
       "      <td>08:48 AM</td>\n",
       "      <td>04:45 PM</td>\n",
       "      <td>-6</td>\n",
       "      <td>-7</td>\n",
       "      <td>-1</td>\n",
       "      <td>-7</td>\n",
       "      <td>25</td>\n",
       "      <td>38</td>\n",
       "      <td>73</td>\n",
       "      <td>1021</td>\n",
       "      <td>0</td>\n",
       "      <td>93</td>\n",
       "      <td>17</td>\n",
       "      <td>-1.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "         date  totalSnow_cm  sunHour  ...  windspeedKmph  Avgtemp  ishol\n",
       "0  2018-01-01           0.0      2.9  ...             19      5.5      1\n",
       "1  2018-01-02           0.0      6.8  ...             11      2.0      1\n",
       "2  2018-01-03           0.1      4.9  ...             19      1.5      1\n",
       "3  2018-01-04           0.0      2.9  ...             23      4.5      1\n",
       "4  2018-01-05           0.0      2.9  ...             24      5.0      1\n",
       "5  2018-01-06           0.0      3.0  ...             13      4.0      1\n",
       "6  2018-01-07           0.0      7.9  ...             12      0.5      1\n",
       "7  2018-01-08           0.0      7.9  ...              6     -1.5      1\n",
       "8  2018-01-09           0.0      7.9  ...             15     -1.0      1\n",
       "9  2018-01-10           0.0      7.9  ...             20      0.5      1\n",
       "10 2018-01-11           0.0      6.8  ...             17     -1.0      1\n",
       "11 2018-01-12           0.0      8.0  ...             16     -3.0      1\n",
       "\n",
       "[12 rows x 23 columns]"
      ]
     },
     "execution_count": 41,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "weatherdf_copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 225
    },
    "colab_type": "code",
    "id": "afbqU5-Mv5or",
    "outputId": "1af89c02-8e11-4f23-8bf7-dd8fc4efd069"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-01-01 00:00:00\n",
      "2018-01-02 00:00:00\n",
      "2018-01-03 00:00:00\n",
      "2018-01-04 00:00:00\n",
      "2018-01-05 00:00:00\n",
      "2018-01-06 00:00:00\n",
      "2018-01-07 00:00:00\n",
      "2018-01-08 00:00:00\n",
      "2018-01-09 00:00:00\n",
      "2018-01-10 00:00:00\n",
      "2018-01-11 00:00:00\n",
      "2018-01-12 00:00:00\n"
     ]
    }
   ],
   "source": [
    "for date in weatherdf_copy[\"date\"]:\n",
    "    pd.to_datetime(date)\n",
    "    print(date)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 225
    },
    "colab_type": "code",
    "id": "Ym1KBLTHwChV",
    "outputId": "dd23fce4-e96d-450c-ff5f-5691323e082b"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "2018-01-01 00:00:00\n",
      "2018-01-02 00:00:00\n",
      "2018-01-03 00:00:00\n",
      "2018-01-04 00:00:00\n",
      "2018-01-05 00:00:00\n",
      "2018-01-06 00:00:00\n",
      "2018-01-07 00:00:00\n",
      "2018-01-08 00:00:00\n",
      "2018-01-09 00:00:00\n",
      "2018-01-10 00:00:00\n",
      "2018-01-11 00:00:00\n",
      "2018-01-12 00:00:00\n"
     ]
    }
   ],
   "source": [
    "for date in hol[\"date\"]:\n",
    "    pd.to_datetime(date)\n",
    "    \n",
    "    print(date)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "mLmIDSG0wyrD"
   },
   "outputs": [],
   "source": [
    "df_merge2=pd.merge(hol,df_merge,on=\"date\",how='left')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 739
    },
    "colab_type": "code",
    "id": "-Ea6kIEEx1fT",
    "outputId": "19b13348-aa2e-4141-a55f-8dea1b792d32"
   },
   "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>date</th>\n",
       "      <th>isholnum</th>\n",
       "      <th>sku</th>\n",
       "      <th>group</th>\n",
       "      <th>name</th>\n",
       "      <th>quantity</th>\n",
       "      <th>unit_cogs</th>\n",
       "      <th>agg_cogs</th>\n",
       "      <th>unit_revenue</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>gross_margin</th>\n",
       "      <th>unit_contribution</th>\n",
       "      <th>agg_dollar_contribution</th>\n",
       "      <th>share_of_margin</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "      <th>Avgtemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>5307</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>PATYCZKI BELLA 200</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1,77</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.13</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>5986</td>\n",
       "      <td>CHEMISTRY</td>\n",
       "      <td>ACE 1 L</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.68</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>43.66</td>\n",
       "      <td>2.48</td>\n",
       "      <td>2.48</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>399</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE CZOSNEK NIEDZWIEDZI 150GR</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>2246</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE JOGURTOWY 150G HOCHLAND</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>2247</td>\n",
       "      <td>DAIRY_CHESSE</td>\n",
       "      <td>ALMETTE OGOREK/ZIOLA 150G</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>2.85</td>\n",
       "      <td>11.40</td>\n",
       "      <td>3.99</td>\n",
       "      <td>11.98</td>\n",
       "      <td>0.01</td>\n",
       "      <td>5.96</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23175</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0</td>\n",
       "      <td>6590</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZURAWINA 80 G HELIO</td>\n",
       "      <td>6.0</td>\n",
       "      <td>1,85</td>\n",
       "      <td>11.10</td>\n",
       "      <td>3.05</td>\n",
       "      <td>18.30</td>\n",
       "      <td>3.29</td>\n",
       "      <td>19.74</td>\n",
       "      <td>0.02</td>\n",
       "      <td>39.34</td>\n",
       "      <td>1.20</td>\n",
       "      <td>7.20</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23176</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0</td>\n",
       "      <td>19580</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZURAWINA S?OIK 230 G</td>\n",
       "      <td>2.0</td>\n",
       "      <td>4,51</td>\n",
       "      <td>9.02</td>\n",
       "      <td>6.19</td>\n",
       "      <td>12.38</td>\n",
       "      <td>6.69</td>\n",
       "      <td>13.38</td>\n",
       "      <td>0.01</td>\n",
       "      <td>27.14</td>\n",
       "      <td>1.68</td>\n",
       "      <td>3.36</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23177</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0</td>\n",
       "      <td>10274</td>\n",
       "      <td>SWEETS</td>\n",
       "      <td>ZURAWINA W CZEKOLADZIE 70 G EURO</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,83</td>\n",
       "      <td>3.66</td>\n",
       "      <td>2.62</td>\n",
       "      <td>5.24</td>\n",
       "      <td>3.22</td>\n",
       "      <td>6.44</td>\n",
       "      <td>0.01</td>\n",
       "      <td>30.15</td>\n",
       "      <td>0.79</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23178</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0</td>\n",
       "      <td>1775</td>\n",
       "      <td>GENERAL</td>\n",
       "      <td>ZUREK BUTELKA 0_5 L</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1,31</td>\n",
       "      <td>2.62</td>\n",
       "      <td>1.48</td>\n",
       "      <td>2.96</td>\n",
       "      <td>1.60</td>\n",
       "      <td>3.20</td>\n",
       "      <td>0.00</td>\n",
       "      <td>11.49</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23179</th>\n",
       "      <td>2018-01-12</td>\n",
       "      <td>0</td>\n",
       "      <td>16876</td>\n",
       "      <td>GENERAL_FOOD</td>\n",
       "      <td>ZUREK KRAKUS BUT 300G</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3,2</td>\n",
       "      <td>3.20</td>\n",
       "      <td>3.85</td>\n",
       "      <td>3.85</td>\n",
       "      <td>4.16</td>\n",
       "      <td>4.16</td>\n",
       "      <td>0.00</td>\n",
       "      <td>16.88</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.65</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>23</td>\n",
       "      <td>04:21 AM</td>\n",
       "      <td>01:47 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>04:46 PM</td>\n",
       "      <td>-8</td>\n",
       "      <td>-9</td>\n",
       "      <td>-3</td>\n",
       "      <td>-9</td>\n",
       "      <td>24</td>\n",
       "      <td>21</td>\n",
       "      <td>72</td>\n",
       "      <td>1033</td>\n",
       "      <td>-2</td>\n",
       "      <td>85</td>\n",
       "      <td>16</td>\n",
       "      <td>-3.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23180 rows × 38 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            date  isholnum    sku  ... winddirDegree windspeedKmph  Avgtemp\n",
       "0     2018-01-01         1   5307  ...           224            19      5.5\n",
       "1     2018-01-01         1   5986  ...           224            19      5.5\n",
       "2     2018-01-01         1    399  ...           224            19      5.5\n",
       "3     2018-01-01         1   2246  ...           224            19      5.5\n",
       "4     2018-01-01         1   2247  ...           224            19      5.5\n",
       "...          ...       ...    ...  ...           ...           ...      ...\n",
       "23175 2018-01-12         0   6590  ...            85            16     -3.0\n",
       "23176 2018-01-12         0  19580  ...            85            16     -3.0\n",
       "23177 2018-01-12         0  10274  ...            85            16     -3.0\n",
       "23178 2018-01-12         0   1775  ...            85            16     -3.0\n",
       "23179 2018-01-12         0  16876  ...            85            16     -3.0\n",
       "\n",
       "[23180 rows x 38 columns]"
      ]
     },
     "execution_count": 57,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merge2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "wGMIEheyx4oU",
    "outputId": "fc5465e3-e3e8-4daf-a76b-b03a53a1b7ac"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
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       "\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>isholnum</th>\n",
       "      <th>sku</th>\n",
       "      <th>quantity</th>\n",
       "      <th>agg_cogs</th>\n",
       "      <th>unit_revenue</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>gross_margin</th>\n",
       "      <th>unit_contribution</th>\n",
       "      <th>agg_dollar_contribution</th>\n",
       "      <th>share_of_margin</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "      <th>Avgtemp</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>isholnum</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.001159</td>\n",
       "      <td>0.003883</td>\n",
       "      <td>0.003892</td>\n",
       "      <td>-0.008835</td>\n",
       "      <td>0.004156</td>\n",
       "      <td>-0.009225</td>\n",
       "      <td>0.004113</td>\n",
       "      <td>-0.000833</td>\n",
       "      <td>-0.023634</td>\n",
       "      <td>-0.016840</td>\n",
       "      <td>0.004418</td>\n",
       "      <td>0.013335</td>\n",
       "      <td>-0.174688</td>\n",
       "      <td>-0.313779</td>\n",
       "      <td>-0.130860</td>\n",
       "      <td>-0.130860</td>\n",
       "      <td>0.263703</td>\n",
       "      <td>0.465304</td>\n",
       "      <td>0.533805</td>\n",
       "      <td>0.459041</td>\n",
       "      <td>0.533805</td>\n",
       "      <td>-0.105798</td>\n",
       "      <td>0.256512</td>\n",
       "      <td>0.377513</td>\n",
       "      <td>-0.097420</td>\n",
       "      <td>0.493961</td>\n",
       "      <td>0.140494</td>\n",
       "      <td>-0.185695</td>\n",
       "      <td>0.406016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sku</th>\n",
       "      <td>-0.001159</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.035209</td>\n",
       "      <td>-0.010876</td>\n",
       "      <td>0.015419</td>\n",
       "      <td>-0.017362</td>\n",
       "      <td>0.019797</td>\n",
       "      <td>-0.012276</td>\n",
       "      <td>-0.012866</td>\n",
       "      <td>0.000318</td>\n",
       "      <td>0.004430</td>\n",
       "      <td>-0.046247</td>\n",
       "      <td>-0.050145</td>\n",
       "      <td>-0.017822</td>\n",
       "      <td>0.017077</td>\n",
       "      <td>0.010837</td>\n",
       "      <td>0.010837</td>\n",
       "      <td>-0.027671</td>\n",
       "      <td>-0.022918</td>\n",
       "      <td>-0.015489</td>\n",
       "      <td>-0.019463</td>\n",
       "      <td>-0.015489</td>\n",
       "      <td>-0.013630</td>\n",
       "      <td>-0.023873</td>\n",
       "      <td>-0.023975</td>\n",
       "      <td>0.024998</td>\n",
       "      <td>-0.016995</td>\n",
       "      <td>-0.011692</td>\n",
       "      <td>-0.012586</td>\n",
       "      <td>-0.018710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quantity</th>\n",
       "      <td>0.003883</td>\n",
       "      <td>-0.035209</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.672888</td>\n",
       "      <td>-0.056035</td>\n",
       "      <td>0.715043</td>\n",
       "      <td>-0.053490</td>\n",
       "      <td>0.705144</td>\n",
       "      <td>0.697434</td>\n",
       "      <td>-0.036551</td>\n",
       "      <td>-0.079789</td>\n",
       "      <td>0.743334</td>\n",
       "      <td>0.718518</td>\n",
       "      <td>-0.000297</td>\n",
       "      <td>0.005740</td>\n",
       "      <td>0.000891</td>\n",
       "      <td>0.000891</td>\n",
       "      <td>-0.004970</td>\n",
       "      <td>-0.005235</td>\n",
       "      <td>-0.000959</td>\n",
       "      <td>-0.004060</td>\n",
       "      <td>-0.000959</td>\n",
       "      <td>-0.007822</td>\n",
       "      <td>-0.006670</td>\n",
       "      <td>-0.006593</td>\n",
       "      <td>0.008029</td>\n",
       "      <td>-0.003053</td>\n",
       "      <td>-0.001444</td>\n",
       "      <td>-0.007175</td>\n",
       "      <td>-0.004754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agg_cogs</th>\n",
       "      <td>0.003892</td>\n",
       "      <td>-0.010876</td>\n",
       "      <td>0.672888</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.092472</td>\n",
       "      <td>0.992455</td>\n",
       "      <td>0.097334</td>\n",
       "      <td>0.989862</td>\n",
       "      <td>0.983524</td>\n",
       "      <td>-0.199311</td>\n",
       "      <td>-0.035068</td>\n",
       "      <td>0.690696</td>\n",
       "      <td>0.676971</td>\n",
       "      <td>-0.000440</td>\n",
       "      <td>0.005590</td>\n",
       "      <td>0.003011</td>\n",
       "      <td>0.003011</td>\n",
       "      <td>-0.006177</td>\n",
       "      <td>-0.005308</td>\n",
       "      <td>-0.002064</td>\n",
       "      <td>-0.004355</td>\n",
       "      <td>-0.002064</td>\n",
       "      <td>-0.006117</td>\n",
       "      <td>-0.006156</td>\n",
       "      <td>-0.006374</td>\n",
       "      <td>0.008205</td>\n",
       "      <td>-0.003371</td>\n",
       "      <td>-0.003336</td>\n",
       "      <td>-0.005157</td>\n",
       "      <td>-0.005174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unit_revenue</th>\n",
       "      <td>-0.008835</td>\n",
       "      <td>0.015419</td>\n",
       "      <td>-0.056035</td>\n",
       "      <td>0.092472</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.084097</td>\n",
       "      <td>0.996196</td>\n",
       "      <td>0.089541</td>\n",
       "      <td>0.090696</td>\n",
       "      <td>-0.210474</td>\n",
       "      <td>0.667676</td>\n",
       "      <td>0.018589</td>\n",
       "      <td>0.019919</td>\n",
       "      <td>0.003670</td>\n",
       "      <td>0.005787</td>\n",
       "      <td>0.003635</td>\n",
       "      <td>0.003635</td>\n",
       "      <td>-0.012182</td>\n",
       "      <td>-0.007829</td>\n",
       "      <td>-0.018253</td>\n",
       "      <td>-0.012023</td>\n",
       "      <td>-0.018253</td>\n",
       "      <td>0.007211</td>\n",
       "      <td>-0.003691</td>\n",
       "      <td>0.000371</td>\n",
       "      <td>0.004249</td>\n",
       "      <td>-0.012295</td>\n",
       "      <td>-0.017270</td>\n",
       "      <td>0.007852</td>\n",
       "      <td>-0.011199</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pwa_sn</th>\n",
       "      <td>0.004156</td>\n",
       "      <td>-0.017362</td>\n",
       "      <td>0.715043</td>\n",
       "      <td>0.992455</td>\n",
       "      <td>0.084097</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.088492</td>\n",
       "      <td>0.996800</td>\n",
       "      <td>0.990089</td>\n",
       "      <td>-0.168884</td>\n",
       "      <td>-0.024821</td>\n",
       "      <td>0.774149</td>\n",
       "      <td>0.754088</td>\n",
       "      <td>-0.000983</td>\n",
       "      <td>0.007109</td>\n",
       "      <td>0.003042</td>\n",
       "      <td>0.003042</td>\n",
       "      <td>-0.008716</td>\n",
       "      <td>-0.007304</td>\n",
       "      <td>-0.003359</td>\n",
       "      <td>-0.006021</td>\n",
       "      <td>-0.003359</td>\n",
       "      <td>-0.007627</td>\n",
       "      <td>-0.007799</td>\n",
       "      <td>-0.008341</td>\n",
       "      <td>0.010298</td>\n",
       "      <td>-0.004749</td>\n",
       "      <td>-0.004529</td>\n",
       "      <td>-0.006309</td>\n",
       "      <td>-0.006823</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pce_sb</th>\n",
       "      <td>-0.009225</td>\n",
       "      <td>0.019797</td>\n",
       "      <td>-0.053490</td>\n",
       "      <td>0.097334</td>\n",
       "      <td>0.996196</td>\n",
       "      <td>0.088492</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.095429</td>\n",
       "      <td>0.096568</td>\n",
       "      <td>-0.203482</td>\n",
       "      <td>0.655431</td>\n",
       "      <td>0.019409</td>\n",
       "      <td>0.020931</td>\n",
       "      <td>0.003848</td>\n",
       "      <td>0.006700</td>\n",
       "      <td>0.004259</td>\n",
       "      <td>0.004259</td>\n",
       "      <td>-0.012772</td>\n",
       "      <td>-0.008719</td>\n",
       "      <td>-0.019154</td>\n",
       "      <td>-0.012943</td>\n",
       "      <td>-0.019154</td>\n",
       "      <td>0.007041</td>\n",
       "      <td>-0.004604</td>\n",
       "      <td>-0.000389</td>\n",
       "      <td>0.005119</td>\n",
       "      <td>-0.013191</td>\n",
       "      <td>-0.017893</td>\n",
       "      <td>0.007602</td>\n",
       "      <td>-0.012134</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pwa_sb</th>\n",
       "      <td>0.004113</td>\n",
       "      <td>-0.012276</td>\n",
       "      <td>0.705144</td>\n",
       "      <td>0.989862</td>\n",
       "      <td>0.089541</td>\n",
       "      <td>0.996800</td>\n",
       "      <td>0.095429</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.992732</td>\n",
       "      <td>-0.172703</td>\n",
       "      <td>-0.024826</td>\n",
       "      <td>0.768666</td>\n",
       "      <td>0.747550</td>\n",
       "      <td>-0.000831</td>\n",
       "      <td>0.006948</td>\n",
       "      <td>0.002810</td>\n",
       "      <td>0.002810</td>\n",
       "      <td>-0.008414</td>\n",
       "      <td>-0.007101</td>\n",
       "      <td>-0.003135</td>\n",
       "      <td>-0.005834</td>\n",
       "      <td>-0.003135</td>\n",
       "      <td>-0.007533</td>\n",
       "      <td>-0.007687</td>\n",
       "      <td>-0.008216</td>\n",
       "      <td>0.010113</td>\n",
       "      <td>-0.004563</td>\n",
       "      <td>-0.004272</td>\n",
       "      <td>-0.006247</td>\n",
       "      <td>-0.006639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pudzsb</th>\n",
       "      <td>-0.000833</td>\n",
       "      <td>-0.012866</td>\n",
       "      <td>0.697434</td>\n",
       "      <td>0.983524</td>\n",
       "      <td>0.090696</td>\n",
       "      <td>0.990089</td>\n",
       "      <td>0.096568</td>\n",
       "      <td>0.992732</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.175478</td>\n",
       "      <td>-0.024283</td>\n",
       "      <td>0.761803</td>\n",
       "      <td>0.766460</td>\n",
       "      <td>0.000422</td>\n",
       "      <td>-0.000686</td>\n",
       "      <td>0.001169</td>\n",
       "      <td>0.001169</td>\n",
       "      <td>0.004482</td>\n",
       "      <td>0.002852</td>\n",
       "      <td>-0.000945</td>\n",
       "      <td>0.001898</td>\n",
       "      <td>-0.000945</td>\n",
       "      <td>0.005670</td>\n",
       "      <td>0.006436</td>\n",
       "      <td>0.004578</td>\n",
       "      <td>-0.006062</td>\n",
       "      <td>0.001190</td>\n",
       "      <td>-0.005126</td>\n",
       "      <td>0.005403</td>\n",
       "      <td>0.002526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>gross_margin</th>\n",
       "      <td>-0.023634</td>\n",
       "      <td>0.000318</td>\n",
       "      <td>-0.036551</td>\n",
       "      <td>-0.199311</td>\n",
       "      <td>-0.210474</td>\n",
       "      <td>-0.168884</td>\n",
       "      <td>-0.203482</td>\n",
       "      <td>-0.172703</td>\n",
       "      <td>-0.175478</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.219657</td>\n",
       "      <td>0.032921</td>\n",
       "      <td>0.024187</td>\n",
       "      <td>-0.026339</td>\n",
       "      <td>0.066979</td>\n",
       "      <td>0.016576</td>\n",
       "      <td>0.016576</td>\n",
       "      <td>-0.098972</td>\n",
       "      <td>-0.088406</td>\n",
       "      <td>-0.070862</td>\n",
       "      <td>-0.078586</td>\n",
       "      <td>-0.070862</td>\n",
       "      <td>-0.039456</td>\n",
       "      <td>-0.074729</td>\n",
       "      <td>-0.085466</td>\n",
       "      <td>0.080435</td>\n",
       "      <td>-0.070265</td>\n",
       "      <td>-0.055028</td>\n",
       "      <td>-0.029971</td>\n",
       "      <td>-0.075291</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unit_contribution</th>\n",
       "      <td>-0.016840</td>\n",
       "      <td>0.004430</td>\n",
       "      <td>-0.079789</td>\n",
       "      <td>-0.035068</td>\n",
       "      <td>0.667676</td>\n",
       "      <td>-0.024821</td>\n",
       "      <td>0.655431</td>\n",
       "      <td>-0.024826</td>\n",
       "      <td>-0.024283</td>\n",
       "      <td>0.219657</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.034655</td>\n",
       "      <td>0.033329</td>\n",
       "      <td>-0.005444</td>\n",
       "      <td>0.031484</td>\n",
       "      <td>0.008201</td>\n",
       "      <td>0.008201</td>\n",
       "      <td>-0.053085</td>\n",
       "      <td>-0.043420</td>\n",
       "      <td>-0.047179</td>\n",
       "      <td>-0.043473</td>\n",
       "      <td>-0.047179</td>\n",
       "      <td>-0.010087</td>\n",
       "      <td>-0.031411</td>\n",
       "      <td>-0.033369</td>\n",
       "      <td>0.035268</td>\n",
       "      <td>-0.041073</td>\n",
       "      <td>-0.038728</td>\n",
       "      <td>-0.004463</td>\n",
       "      <td>-0.041534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agg_dollar_contribution</th>\n",
       "      <td>0.004418</td>\n",
       "      <td>-0.046247</td>\n",
       "      <td>0.743334</td>\n",
       "      <td>0.690696</td>\n",
       "      <td>0.018589</td>\n",
       "      <td>0.774149</td>\n",
       "      <td>0.019409</td>\n",
       "      <td>0.768666</td>\n",
       "      <td>0.761803</td>\n",
       "      <td>0.032921</td>\n",
       "      <td>0.034655</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.952544</td>\n",
       "      <td>-0.003524</td>\n",
       "      <td>0.013068</td>\n",
       "      <td>0.002399</td>\n",
       "      <td>0.002399</td>\n",
       "      <td>-0.019514</td>\n",
       "      <td>-0.015672</td>\n",
       "      <td>-0.009156</td>\n",
       "      <td>-0.013029</td>\n",
       "      <td>-0.009156</td>\n",
       "      <td>-0.013400</td>\n",
       "      <td>-0.014218</td>\n",
       "      <td>-0.016285</td>\n",
       "      <td>0.018377</td>\n",
       "      <td>-0.010610</td>\n",
       "      <td>-0.009488</td>\n",
       "      <td>-0.010585</td>\n",
       "      <td>-0.013526</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>share_of_margin</th>\n",
       "      <td>0.013335</td>\n",
       "      <td>-0.050145</td>\n",
       "      <td>0.718518</td>\n",
       "      <td>0.676971</td>\n",
       "      <td>0.019919</td>\n",
       "      <td>0.754088</td>\n",
       "      <td>0.020931</td>\n",
       "      <td>0.747550</td>\n",
       "      <td>0.766460</td>\n",
       "      <td>0.024187</td>\n",
       "      <td>0.033329</td>\n",
       "      <td>0.952544</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.007090</td>\n",
       "      <td>-0.013666</td>\n",
       "      <td>0.014541</td>\n",
       "      <td>0.014541</td>\n",
       "      <td>0.043968</td>\n",
       "      <td>0.032360</td>\n",
       "      <td>0.026733</td>\n",
       "      <td>0.027378</td>\n",
       "      <td>0.026733</td>\n",
       "      <td>0.006234</td>\n",
       "      <td>0.025745</td>\n",
       "      <td>0.034271</td>\n",
       "      <td>-0.026570</td>\n",
       "      <td>0.023356</td>\n",
       "      <td>0.010792</td>\n",
       "      <td>0.000656</td>\n",
       "      <td>0.026519</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <td>-0.174688</td>\n",
       "      <td>-0.017822</td>\n",
       "      <td>-0.000297</td>\n",
       "      <td>-0.000440</td>\n",
       "      <td>0.003670</td>\n",
       "      <td>-0.000983</td>\n",
       "      <td>0.003848</td>\n",
       "      <td>-0.000831</td>\n",
       "      <td>0.000422</td>\n",
       "      <td>-0.026339</td>\n",
       "      <td>-0.005444</td>\n",
       "      <td>-0.003524</td>\n",
       "      <td>-0.007090</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.124576</td>\n",
       "      <td>-0.517851</td>\n",
       "      <td>-0.517851</td>\n",
       "      <td>0.325956</td>\n",
       "      <td>0.157788</td>\n",
       "      <td>-0.046285</td>\n",
       "      <td>0.057231</td>\n",
       "      <td>-0.046285</td>\n",
       "      <td>0.118194</td>\n",
       "      <td>0.306040</td>\n",
       "      <td>0.294964</td>\n",
       "      <td>-0.324817</td>\n",
       "      <td>-0.007917</td>\n",
       "      <td>0.138714</td>\n",
       "      <td>0.168316</td>\n",
       "      <td>0.011109</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sunHour</th>\n",
       "      <td>-0.313779</td>\n",
       "      <td>0.017077</td>\n",
       "      <td>0.005740</td>\n",
       "      <td>0.005590</td>\n",
       "      <td>0.005787</td>\n",
       "      <td>0.007109</td>\n",
       "      <td>0.006700</td>\n",
       "      <td>0.006948</td>\n",
       "      <td>-0.000686</td>\n",
       "      <td>0.066979</td>\n",
       "      <td>0.031484</td>\n",
       "      <td>0.013068</td>\n",
       "      <td>-0.013666</td>\n",
       "      <td>-0.124576</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.583599</td>\n",
       "      <td>0.583599</td>\n",
       "      <td>-0.648232</td>\n",
       "      <td>-0.898525</td>\n",
       "      <td>-0.783856</td>\n",
       "      <td>-0.908254</td>\n",
       "      <td>-0.783856</td>\n",
       "      <td>-0.604767</td>\n",
       "      <td>-0.848801</td>\n",
       "      <td>-0.739498</td>\n",
       "      <td>0.877559</td>\n",
       "      <td>-0.886269</td>\n",
       "      <td>-0.691755</td>\n",
       "      <td>-0.561911</td>\n",
       "      <td>-0.914680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uvIndex</th>\n",
       "      <td>-0.130860</td>\n",
       "      <td>0.010837</td>\n",
       "      <td>0.000891</td>\n",
       "      <td>0.003011</td>\n",
       "      <td>0.003635</td>\n",
       "      <td>0.003042</td>\n",
       "      <td>0.004259</td>\n",
       "      <td>0.002810</td>\n",
       "      <td>0.001169</td>\n",
       "      <td>0.016576</td>\n",
       "      <td>0.008201</td>\n",
       "      <td>0.002399</td>\n",
       "      <td>0.014541</td>\n",
       "      <td>-0.517851</td>\n",
       "      <td>0.583599</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.384778</td>\n",
       "      <td>-0.477609</td>\n",
       "      <td>-0.318639</td>\n",
       "      <td>-0.400927</td>\n",
       "      <td>-0.318639</td>\n",
       "      <td>-0.240399</td>\n",
       "      <td>-0.513739</td>\n",
       "      <td>-0.521365</td>\n",
       "      <td>0.566997</td>\n",
       "      <td>-0.377535</td>\n",
       "      <td>-0.471820</td>\n",
       "      <td>-0.232097</td>\n",
       "      <td>-0.417171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>uvIndex.1</th>\n",
       "      <td>-0.130860</td>\n",
       "      <td>0.010837</td>\n",
       "      <td>0.000891</td>\n",
       "      <td>0.003011</td>\n",
       "      <td>0.003635</td>\n",
       "      <td>0.003042</td>\n",
       "      <td>0.004259</td>\n",
       "      <td>0.002810</td>\n",
       "      <td>0.001169</td>\n",
       "      <td>0.016576</td>\n",
       "      <td>0.008201</td>\n",
       "      <td>0.002399</td>\n",
       "      <td>0.014541</td>\n",
       "      <td>-0.517851</td>\n",
       "      <td>0.583599</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.384778</td>\n",
       "      <td>-0.477609</td>\n",
       "      <td>-0.318639</td>\n",
       "      <td>-0.400927</td>\n",
       "      <td>-0.318639</td>\n",
       "      <td>-0.240399</td>\n",
       "      <td>-0.513739</td>\n",
       "      <td>-0.521365</td>\n",
       "      <td>0.566997</td>\n",
       "      <td>-0.377535</td>\n",
       "      <td>-0.471820</td>\n",
       "      <td>-0.232097</td>\n",
       "      <td>-0.417171</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>moon_illumination</th>\n",
       "      <td>0.263703</td>\n",
       "      <td>-0.027671</td>\n",
       "      <td>-0.004970</td>\n",
       "      <td>-0.006177</td>\n",
       "      <td>-0.012182</td>\n",
       "      <td>-0.008716</td>\n",
       "      <td>-0.012772</td>\n",
       "      <td>-0.008414</td>\n",
       "      <td>0.004482</td>\n",
       "      <td>-0.098972</td>\n",
       "      <td>-0.053085</td>\n",
       "      <td>-0.019514</td>\n",
       "      <td>0.043968</td>\n",
       "      <td>0.325956</td>\n",
       "      <td>-0.648232</td>\n",
       "      <td>-0.384778</td>\n",
       "      <td>-0.384778</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.864700</td>\n",
       "      <td>0.829552</td>\n",
       "      <td>0.810818</td>\n",
       "      <td>0.829552</td>\n",
       "      <td>0.211572</td>\n",
       "      <td>0.736683</td>\n",
       "      <td>0.774631</td>\n",
       "      <td>-0.772501</td>\n",
       "      <td>0.755436</td>\n",
       "      <td>0.677116</td>\n",
       "      <td>0.162092</td>\n",
       "      <td>0.775530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DewPointC</th>\n",
       "      <td>0.465304</td>\n",
       "      <td>-0.022918</td>\n",
       "      <td>-0.005235</td>\n",
       "      <td>-0.005308</td>\n",
       "      <td>-0.007829</td>\n",
       "      <td>-0.007304</td>\n",
       "      <td>-0.008719</td>\n",
       "      <td>-0.007101</td>\n",
       "      <td>0.002852</td>\n",
       "      <td>-0.088406</td>\n",
       "      <td>-0.043420</td>\n",
       "      <td>-0.015672</td>\n",
       "      <td>0.032360</td>\n",
       "      <td>0.157788</td>\n",
       "      <td>-0.898525</td>\n",
       "      <td>-0.477609</td>\n",
       "      <td>-0.477609</td>\n",
       "      <td>0.864700</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.887956</td>\n",
       "      <td>0.943500</td>\n",
       "      <td>0.887956</td>\n",
       "      <td>0.413494</td>\n",
       "      <td>0.859302</td>\n",
       "      <td>0.893546</td>\n",
       "      <td>-0.852057</td>\n",
       "      <td>0.910095</td>\n",
       "      <td>0.658214</td>\n",
       "      <td>0.359774</td>\n",
       "      <td>0.919285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <td>0.533805</td>\n",
       "      <td>-0.015489</td>\n",
       "      <td>-0.000959</td>\n",
       "      <td>-0.002064</td>\n",
       "      <td>-0.018253</td>\n",
       "      <td>-0.003359</td>\n",
       "      <td>-0.019154</td>\n",
       "      <td>-0.003135</td>\n",
       "      <td>-0.000945</td>\n",
       "      <td>-0.070862</td>\n",
       "      <td>-0.047179</td>\n",
       "      <td>-0.009156</td>\n",
       "      <td>0.026733</td>\n",
       "      <td>-0.046285</td>\n",
       "      <td>-0.783856</td>\n",
       "      <td>-0.318639</td>\n",
       "      <td>-0.318639</td>\n",
       "      <td>0.829552</td>\n",
       "      <td>0.887956</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.942623</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.243037</td>\n",
       "      <td>0.694793</td>\n",
       "      <td>0.639309</td>\n",
       "      <td>-0.695847</td>\n",
       "      <td>0.936101</td>\n",
       "      <td>0.764112</td>\n",
       "      <td>0.170392</td>\n",
       "      <td>0.916724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HeatIndexC</th>\n",
       "      <td>0.459041</td>\n",
       "      <td>-0.019463</td>\n",
       "      <td>-0.004060</td>\n",
       "      <td>-0.004355</td>\n",
       "      <td>-0.012023</td>\n",
       "      <td>-0.006021</td>\n",
       "      <td>-0.012943</td>\n",
       "      <td>-0.005834</td>\n",
       "      <td>0.001898</td>\n",
       "      <td>-0.078586</td>\n",
       "      <td>-0.043473</td>\n",
       "      <td>-0.013029</td>\n",
       "      <td>0.027378</td>\n",
       "      <td>0.057231</td>\n",
       "      <td>-0.908254</td>\n",
       "      <td>-0.400927</td>\n",
       "      <td>-0.400927</td>\n",
       "      <td>0.810818</td>\n",
       "      <td>0.943500</td>\n",
       "      <td>0.942623</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.942623</td>\n",
       "      <td>0.516465</td>\n",
       "      <td>0.872311</td>\n",
       "      <td>0.706795</td>\n",
       "      <td>-0.865575</td>\n",
       "      <td>0.990233</td>\n",
       "      <td>0.671823</td>\n",
       "      <td>0.457558</td>\n",
       "      <td>0.991941</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindChillC</th>\n",
       "      <td>0.533805</td>\n",
       "      <td>-0.015489</td>\n",
       "      <td>-0.000959</td>\n",
       "      <td>-0.002064</td>\n",
       "      <td>-0.018253</td>\n",
       "      <td>-0.003359</td>\n",
       "      <td>-0.019154</td>\n",
       "      <td>-0.003135</td>\n",
       "      <td>-0.000945</td>\n",
       "      <td>-0.070862</td>\n",
       "      <td>-0.047179</td>\n",
       "      <td>-0.009156</td>\n",
       "      <td>0.026733</td>\n",
       "      <td>-0.046285</td>\n",
       "      <td>-0.783856</td>\n",
       "      <td>-0.318639</td>\n",
       "      <td>-0.318639</td>\n",
       "      <td>0.829552</td>\n",
       "      <td>0.887956</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.942623</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.243037</td>\n",
       "      <td>0.694793</td>\n",
       "      <td>0.639309</td>\n",
       "      <td>-0.695847</td>\n",
       "      <td>0.936101</td>\n",
       "      <td>0.764112</td>\n",
       "      <td>0.170392</td>\n",
       "      <td>0.916724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WindGustKmph</th>\n",
       "      <td>-0.105798</td>\n",
       "      <td>-0.013630</td>\n",
       "      <td>-0.007822</td>\n",
       "      <td>-0.006117</td>\n",
       "      <td>0.007211</td>\n",
       "      <td>-0.007627</td>\n",
       "      <td>0.007041</td>\n",
       "      <td>-0.007533</td>\n",
       "      <td>0.005670</td>\n",
       "      <td>-0.039456</td>\n",
       "      <td>-0.010087</td>\n",
       "      <td>-0.013400</td>\n",
       "      <td>0.006234</td>\n",
       "      <td>0.118194</td>\n",
       "      <td>-0.604767</td>\n",
       "      <td>-0.240399</td>\n",
       "      <td>-0.240399</td>\n",
       "      <td>0.211572</td>\n",
       "      <td>0.413494</td>\n",
       "      <td>0.243037</td>\n",
       "      <td>0.516465</td>\n",
       "      <td>0.243037</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.662271</td>\n",
       "      <td>0.212065</td>\n",
       "      <td>-0.672136</td>\n",
       "      <td>0.547669</td>\n",
       "      <td>0.024671</td>\n",
       "      <td>0.984587</td>\n",
       "      <td>0.576647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>cloudcover</th>\n",
       "      <td>0.256512</td>\n",
       "      <td>-0.023873</td>\n",
       "      <td>-0.006670</td>\n",
       "      <td>-0.006156</td>\n",
       "      <td>-0.003691</td>\n",
       "      <td>-0.007799</td>\n",
       "      <td>-0.004604</td>\n",
       "      <td>-0.007687</td>\n",
       "      <td>0.006436</td>\n",
       "      <td>-0.074729</td>\n",
       "      <td>-0.031411</td>\n",
       "      <td>-0.014218</td>\n",
       "      <td>0.025745</td>\n",
       "      <td>0.306040</td>\n",
       "      <td>-0.848801</td>\n",
       "      <td>-0.513739</td>\n",
       "      <td>-0.513739</td>\n",
       "      <td>0.736683</td>\n",
       "      <td>0.859302</td>\n",
       "      <td>0.694793</td>\n",
       "      <td>0.872311</td>\n",
       "      <td>0.694793</td>\n",
       "      <td>0.662271</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.741880</td>\n",
       "      <td>-0.967351</td>\n",
       "      <td>0.841281</td>\n",
       "      <td>0.425151</td>\n",
       "      <td>0.660770</td>\n",
       "      <td>0.881697</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>humidity</th>\n",
       "      <td>0.377513</td>\n",
       "      <td>-0.023975</td>\n",
       "      <td>-0.006593</td>\n",
       "      <td>-0.006374</td>\n",
       "      <td>0.000371</td>\n",
       "      <td>-0.008341</td>\n",
       "      <td>-0.000389</td>\n",
       "      <td>-0.008216</td>\n",
       "      <td>0.004578</td>\n",
       "      <td>-0.085466</td>\n",
       "      <td>-0.033369</td>\n",
       "      <td>-0.016285</td>\n",
       "      <td>0.034271</td>\n",
       "      <td>0.294964</td>\n",
       "      <td>-0.739498</td>\n",
       "      <td>-0.521365</td>\n",
       "      <td>-0.521365</td>\n",
       "      <td>0.774631</td>\n",
       "      <td>0.893546</td>\n",
       "      <td>0.639309</td>\n",
       "      <td>0.706795</td>\n",
       "      <td>0.639309</td>\n",
       "      <td>0.212065</td>\n",
       "      <td>0.741880</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.728375</td>\n",
       "      <td>0.639841</td>\n",
       "      <td>0.513682</td>\n",
       "      <td>0.184498</td>\n",
       "      <td>0.671473</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>pressure</th>\n",
       "      <td>-0.097420</td>\n",
       "      <td>0.024998</td>\n",
       "      <td>0.008029</td>\n",
       "      <td>0.008205</td>\n",
       "      <td>0.004249</td>\n",
       "      <td>0.010298</td>\n",
       "      <td>0.005119</td>\n",
       "      <td>0.010113</td>\n",
       "      <td>-0.006062</td>\n",
       "      <td>0.080435</td>\n",
       "      <td>0.035268</td>\n",
       "      <td>0.018377</td>\n",
       "      <td>-0.026570</td>\n",
       "      <td>-0.324817</td>\n",
       "      <td>0.877559</td>\n",
       "      <td>0.566997</td>\n",
       "      <td>0.566997</td>\n",
       "      <td>-0.772501</td>\n",
       "      <td>-0.852057</td>\n",
       "      <td>-0.695847</td>\n",
       "      <td>-0.865575</td>\n",
       "      <td>-0.695847</td>\n",
       "      <td>-0.672136</td>\n",
       "      <td>-0.967351</td>\n",
       "      <td>-0.728375</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.824118</td>\n",
       "      <td>-0.547452</td>\n",
       "      <td>-0.660824</td>\n",
       "      <td>-0.884860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tempC</th>\n",
       "      <td>0.493961</td>\n",
       "      <td>-0.016995</td>\n",
       "      <td>-0.003053</td>\n",
       "      <td>-0.003371</td>\n",
       "      <td>-0.012295</td>\n",
       "      <td>-0.004749</td>\n",
       "      <td>-0.013191</td>\n",
       "      <td>-0.004563</td>\n",
       "      <td>0.001190</td>\n",
       "      <td>-0.070265</td>\n",
       "      <td>-0.041073</td>\n",
       "      <td>-0.010610</td>\n",
       "      <td>0.023356</td>\n",
       "      <td>-0.007917</td>\n",
       "      <td>-0.886269</td>\n",
       "      <td>-0.377535</td>\n",
       "      <td>-0.377535</td>\n",
       "      <td>0.755436</td>\n",
       "      <td>0.910095</td>\n",
       "      <td>0.936101</td>\n",
       "      <td>0.990233</td>\n",
       "      <td>0.936101</td>\n",
       "      <td>0.547669</td>\n",
       "      <td>0.841281</td>\n",
       "      <td>0.639841</td>\n",
       "      <td>-0.824118</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.620386</td>\n",
       "      <td>0.481244</td>\n",
       "      <td>0.988872</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>winddirDegree</th>\n",
       "      <td>0.140494</td>\n",
       "      <td>-0.011692</td>\n",
       "      <td>-0.001444</td>\n",
       "      <td>-0.003336</td>\n",
       "      <td>-0.017270</td>\n",
       "      <td>-0.004529</td>\n",
       "      <td>-0.017893</td>\n",
       "      <td>-0.004272</td>\n",
       "      <td>-0.005126</td>\n",
       "      <td>-0.055028</td>\n",
       "      <td>-0.038728</td>\n",
       "      <td>-0.009488</td>\n",
       "      <td>0.010792</td>\n",
       "      <td>0.138714</td>\n",
       "      <td>-0.691755</td>\n",
       "      <td>-0.471820</td>\n",
       "      <td>-0.471820</td>\n",
       "      <td>0.677116</td>\n",
       "      <td>0.658214</td>\n",
       "      <td>0.764112</td>\n",
       "      <td>0.671823</td>\n",
       "      <td>0.764112</td>\n",
       "      <td>0.024671</td>\n",
       "      <td>0.425151</td>\n",
       "      <td>0.513682</td>\n",
       "      <td>-0.547452</td>\n",
       "      <td>0.620386</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.028683</td>\n",
       "      <td>0.646209</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>windspeedKmph</th>\n",
       "      <td>-0.185695</td>\n",
       "      <td>-0.012586</td>\n",
       "      <td>-0.007175</td>\n",
       "      <td>-0.005157</td>\n",
       "      <td>0.007852</td>\n",
       "      <td>-0.006309</td>\n",
       "      <td>0.007602</td>\n",
       "      <td>-0.006247</td>\n",
       "      <td>0.005403</td>\n",
       "      <td>-0.029971</td>\n",
       "      <td>-0.004463</td>\n",
       "      <td>-0.010585</td>\n",
       "      <td>0.000656</td>\n",
       "      <td>0.168316</td>\n",
       "      <td>-0.561911</td>\n",
       "      <td>-0.232097</td>\n",
       "      <td>-0.232097</td>\n",
       "      <td>0.162092</td>\n",
       "      <td>0.359774</td>\n",
       "      <td>0.170392</td>\n",
       "      <td>0.457558</td>\n",
       "      <td>0.170392</td>\n",
       "      <td>0.984587</td>\n",
       "      <td>0.660770</td>\n",
       "      <td>0.184498</td>\n",
       "      <td>-0.660824</td>\n",
       "      <td>0.481244</td>\n",
       "      <td>-0.028683</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.517036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avgtemp</th>\n",
       "      <td>0.406016</td>\n",
       "      <td>-0.018710</td>\n",
       "      <td>-0.004754</td>\n",
       "      <td>-0.005174</td>\n",
       "      <td>-0.011199</td>\n",
       "      <td>-0.006823</td>\n",
       "      <td>-0.012134</td>\n",
       "      <td>-0.006639</td>\n",
       "      <td>0.002526</td>\n",
       "      <td>-0.075291</td>\n",
       "      <td>-0.041534</td>\n",
       "      <td>-0.013526</td>\n",
       "      <td>0.026519</td>\n",
       "      <td>0.011109</td>\n",
       "      <td>-0.914680</td>\n",
       "      <td>-0.417171</td>\n",
       "      <td>-0.417171</td>\n",
       "      <td>0.775530</td>\n",
       "      <td>0.919285</td>\n",
       "      <td>0.916724</td>\n",
       "      <td>0.991941</td>\n",
       "      <td>0.916724</td>\n",
       "      <td>0.576647</td>\n",
       "      <td>0.881697</td>\n",
       "      <td>0.671473</td>\n",
       "      <td>-0.884860</td>\n",
       "      <td>0.988872</td>\n",
       "      <td>0.646209</td>\n",
       "      <td>0.517036</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                         isholnum       sku  ...  windspeedKmph   Avgtemp\n",
       "isholnum                 1.000000 -0.001159  ...      -0.185695  0.406016\n",
       "sku                     -0.001159  1.000000  ...      -0.012586 -0.018710\n",
       "quantity                 0.003883 -0.035209  ...      -0.007175 -0.004754\n",
       "agg_cogs                 0.003892 -0.010876  ...      -0.005157 -0.005174\n",
       "unit_revenue            -0.008835  0.015419  ...       0.007852 -0.011199\n",
       "pwa_sn                   0.004156 -0.017362  ...      -0.006309 -0.006823\n",
       "pce_sb                  -0.009225  0.019797  ...       0.007602 -0.012134\n",
       "pwa_sb                   0.004113 -0.012276  ...      -0.006247 -0.006639\n",
       "pudzsb                  -0.000833 -0.012866  ...       0.005403  0.002526\n",
       "gross_margin            -0.023634  0.000318  ...      -0.029971 -0.075291\n",
       "unit_contribution       -0.016840  0.004430  ...      -0.004463 -0.041534\n",
       "agg_dollar_contribution  0.004418 -0.046247  ...      -0.010585 -0.013526\n",
       "share_of_margin          0.013335 -0.050145  ...       0.000656  0.026519\n",
       "totalSnow_cm            -0.174688 -0.017822  ...       0.168316  0.011109\n",
       "sunHour                 -0.313779  0.017077  ...      -0.561911 -0.914680\n",
       "uvIndex                 -0.130860  0.010837  ...      -0.232097 -0.417171\n",
       "uvIndex.1               -0.130860  0.010837  ...      -0.232097 -0.417171\n",
       "moon_illumination        0.263703 -0.027671  ...       0.162092  0.775530\n",
       "DewPointC                0.465304 -0.022918  ...       0.359774  0.919285\n",
       "FeelsLikeC               0.533805 -0.015489  ...       0.170392  0.916724\n",
       "HeatIndexC               0.459041 -0.019463  ...       0.457558  0.991941\n",
       "WindChillC               0.533805 -0.015489  ...       0.170392  0.916724\n",
       "WindGustKmph            -0.105798 -0.013630  ...       0.984587  0.576647\n",
       "cloudcover               0.256512 -0.023873  ...       0.660770  0.881697\n",
       "humidity                 0.377513 -0.023975  ...       0.184498  0.671473\n",
       "pressure                -0.097420  0.024998  ...      -0.660824 -0.884860\n",
       "tempC                    0.493961 -0.016995  ...       0.481244  0.988872\n",
       "winddirDegree            0.140494 -0.011692  ...      -0.028683  0.646209\n",
       "windspeedKmph           -0.185695 -0.012586  ...       1.000000  0.517036\n",
       "Avgtemp                  0.406016 -0.018710  ...       0.517036  1.000000\n",
       "\n",
       "[30 rows x 30 columns]"
      ]
     },
     "execution_count": 58,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_merge2.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 1000
    },
    "colab_type": "code",
    "id": "jDSGUV3zyQY-",
    "outputId": "c46cd319-20fc-43ca-ba7a-c3bd694d2a91"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        text-align: right;\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>isholnum</th>\n",
       "      <th>sku</th>\n",
       "      <th>name</th>\n",
       "      <th>quantity</th>\n",
       "      <th>unit_cogs</th>\n",
       "      <th>agg_cogs</th>\n",
       "      <th>unit_revenue</th>\n",
       "      <th>pwa_sn</th>\n",
       "      <th>pce_sb</th>\n",
       "      <th>pwa_sb</th>\n",
       "      <th>pudzsb</th>\n",
       "      <th>gross_margin</th>\n",
       "      <th>unit_contribution</th>\n",
       "      <th>agg_dollar_contribution</th>\n",
       "      <th>share_of_margin</th>\n",
       "      <th>totalSnow_cm</th>\n",
       "      <th>sunHour</th>\n",
       "      <th>uvIndex</th>\n",
       "      <th>uvIndex.1</th>\n",
       "      <th>moon_illumination</th>\n",
       "      <th>moonrise</th>\n",
       "      <th>moonset</th>\n",
       "      <th>sunrise</th>\n",
       "      <th>sunset</th>\n",
       "      <th>DewPointC</th>\n",
       "      <th>FeelsLikeC</th>\n",
       "      <th>HeatIndexC</th>\n",
       "      <th>WindChillC</th>\n",
       "      <th>WindGustKmph</th>\n",
       "      <th>cloudcover</th>\n",
       "      <th>humidity</th>\n",
       "      <th>pressure</th>\n",
       "      <th>tempC</th>\n",
       "      <th>winddirDegree</th>\n",
       "      <th>windspeedKmph</th>\n",
       "      <th>Avgtemp</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>group</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",
       "      <th></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",
       "      <th></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",
       "      <th></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",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>ART._HYGIENIC</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>3646</td>\n",
       "      <td>BELLA HERBS 12 Z WERBENA</td>\n",
       "      <td>1.00</td>\n",
       "      <td>2,39</td>\n",
       "      <td>2.39</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.60</td>\n",
       "      <td>3.89</td>\n",
       "      <td>3.89</td>\n",
       "      <td>0.00</td>\n",
       "      <td>33.61</td>\n",
       "      <td>1.21</td>\n",
       "      <td>1.21</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ARTICLE_OF_HOUSEHOLD</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>6703</td>\n",
       "      <td>BIBULA KOLOR</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0,75</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.08</td>\n",
       "      <td>2.16</td>\n",
       "      <td>1.33</td>\n",
       "      <td>2.66</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.56</td>\n",
       "      <td>0.33</td>\n",
       "      <td>0.66</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BEER</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>17506</td>\n",
       "      <td>PIWO BOJAN  WIELKOP.0_5 L B/ZW</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2,5</td>\n",
       "      <td>7.50</td>\n",
       "      <td>3.24</td>\n",
       "      <td>9.72</td>\n",
       "      <td>3.99</td>\n",
       "      <td>11.97</td>\n",
       "      <td>0.01</td>\n",
       "      <td>22.84</td>\n",
       "      <td>0.74</td>\n",
       "      <td>2.22</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>BREAD</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>14220</td>\n",
       "      <td>B BABKA DUZA JOGURTOWA/POLEWA</td>\n",
       "      <td>1.00</td>\n",
       "      <td>7,31</td>\n",
       "      <td>7.31</td>\n",
       "      <td>8.81</td>\n",
       "      <td>8.81</td>\n",
       "      <td>9.51</td>\n",
       "      <td>9.51</td>\n",
       "      <td>0.01</td>\n",
       "      <td>17.03</td>\n",
       "      <td>1.50</td>\n",
       "      <td>1.50</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CANNED_PATE</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>496</td>\n",
       "      <td>BRZOSKWINIE SANDRA 820G</td>\n",
       "      <td>9.00</td>\n",
       "      <td>3,77</td>\n",
       "      <td>33.93</td>\n",
       "      <td>5.55</td>\n",
       "      <td>49.95</td>\n",
       "      <td>5.99</td>\n",
       "      <td>53.91</td>\n",
       "      <td>0.06</td>\n",
       "      <td>32.07</td>\n",
       "      <td>1.78</td>\n",
       "      <td>16.02</td>\n",
       "      <td>0.17</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHEMISTRY</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>5307</td>\n",
       "      <td>PATYCZKI BELLA 200</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1,77</td>\n",
       "      <td>1.77</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.57</td>\n",
       "      <td>2.78</td>\n",
       "      <td>2.78</td>\n",
       "      <td>0.00</td>\n",
       "      <td>31.13</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.80</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHEWING_GUM_LOLIPOPS</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>4690</td>\n",
       "      <td>DROPS HALLS MENTOL LUPTUS</td>\n",
       "      <td>12.00</td>\n",
       "      <td>1,35</td>\n",
       "      <td>16.20</td>\n",
       "      <td>1.94</td>\n",
       "      <td>23.24</td>\n",
       "      <td>2.39</td>\n",
       "      <td>28.64</td>\n",
       "      <td>0.03</td>\n",
       "      <td>30.29</td>\n",
       "      <td>0.59</td>\n",
       "      <td>7.04</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CHIPS_FLAKES</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>3441</td>\n",
       "      <td>CHETOS MINIONKI 80 G</td>\n",
       "      <td>4.00</td>\n",
       "      <td>2,12</td>\n",
       "      <td>8.48</td>\n",
       "      <td>2.72</td>\n",
       "      <td>10.88</td>\n",
       "      <td>2.86</td>\n",
       "      <td>11.44</td>\n",
       "      <td>0.01</td>\n",
       "      <td>22.06</td>\n",
       "      <td>0.60</td>\n",
       "      <td>2.40</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CIGARETTES</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>1835</td>\n",
       "      <td>BLOK RYSUNKOWY KOLOR</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1,22</td>\n",
       "      <td>1.22</td>\n",
       "      <td>1.97</td>\n",
       "      <td>1.97</td>\n",
       "      <td>2.42</td>\n",
       "      <td>2.42</td>\n",
       "      <td>0.00</td>\n",
       "      <td>38.07</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.75</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COFFEE TEA</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>7512</td>\n",
       "      <td>BISZKOPTY 120 G MLYNY POLSKIE</td>\n",
       "      <td>2.00</td>\n",
       "      <td>3,25</td>\n",
       "      <td>6.50</td>\n",
       "      <td>4.17</td>\n",
       "      <td>8.34</td>\n",
       "      <td>5.13</td>\n",
       "      <td>10.26</td>\n",
       "      <td>0.01</td>\n",
       "      <td>22.06</td>\n",
       "      <td>0.92</td>\n",
       "      <td>1.84</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>COOKIES_BULK</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>1550</td>\n",
       "      <td>BOMBONIERA GALARETKS POM.190 G W CZEK</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4,18</td>\n",
       "      <td>4.18</td>\n",
       "      <td>5.63</td>\n",
       "      <td>5.63</td>\n",
       "      <td>6.92</td>\n",
       "      <td>6.92</td>\n",
       "      <td>0.01</td>\n",
       "      <td>25.75</td>\n",
       "      <td>1.45</td>\n",
       "      <td>1.45</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DAIRY_CHESSE</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>399</td>\n",
       "      <td>ALMETTE CZOSNEK NIEDZWIEDZI 150GR</td>\n",
       "      <td>4.00</td>\n",
       "      <td>2,68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>3.80</td>\n",
       "      <td>15.20</td>\n",
       "      <td>3.99</td>\n",
       "      <td>15.96</td>\n",
       "      <td>0.02</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>4.48</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DISHES_FOR_CHILDREN</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>8771</td>\n",
       "      <td>BEBIKO 1</td>\n",
       "      <td>2.00</td>\n",
       "      <td>15,34</td>\n",
       "      <td>30.68</td>\n",
       "      <td>20.36</td>\n",
       "      <td>40.72</td>\n",
       "      <td>21.99</td>\n",
       "      <td>43.98</td>\n",
       "      <td>0.05</td>\n",
       "      <td>24.66</td>\n",
       "      <td>5.02</td>\n",
       "      <td>10.04</td>\n",
       "      <td>0.10</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DRINK_JUICE</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>7983</td>\n",
       "      <td>BATON KINDER DELIC 39 G</td>\n",
       "      <td>3.00</td>\n",
       "      <td>1,5</td>\n",
       "      <td>4.50</td>\n",
       "      <td>2.59</td>\n",
       "      <td>7.77</td>\n",
       "      <td>2.72</td>\n",
       "      <td>8.16</td>\n",
       "      <td>0.01</td>\n",
       "      <td>42.08</td>\n",
       "      <td>1.09</td>\n",
       "      <td>3.27</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>EGGS</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>2151</td>\n",
       "      <td>JAJA LIPOWCZYK 6 SZT</td>\n",
       "      <td>39.00</td>\n",
       "      <td>3,2</td>\n",
       "      <td>124.80</td>\n",
       "      <td>4.00</td>\n",
       "      <td>156.00</td>\n",
       "      <td>4.20</td>\n",
       "      <td>163.80</td>\n",
       "      <td>0.18</td>\n",
       "      <td>20.00</td>\n",
       "      <td>0.80</td>\n",
       "      <td>31.20</td>\n",
       "      <td>0.32</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FISH</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>5269</td>\n",
       "      <td>DELFINKI RYBNE PANIER.LUZ</td>\n",
       "      <td>1.04</td>\n",
       "      <td>7,48</td>\n",
       "      <td>7.78</td>\n",
       "      <td>9.51</td>\n",
       "      <td>9.89</td>\n",
       "      <td>10.00</td>\n",
       "      <td>10.40</td>\n",
       "      <td>0.01</td>\n",
       "      <td>21.33</td>\n",
       "      <td>2.03</td>\n",
       "      <td>2.11</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GENERAL</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>6580</td>\n",
       "      <td>BATERIA 44 R3 MAXELL</td>\n",
       "      <td>21.00</td>\n",
       "      <td>0,96</td>\n",
       "      <td>20.16</td>\n",
       "      <td>1.18</td>\n",
       "      <td>24.78</td>\n",
       "      <td>1.45</td>\n",
       "      <td>30.45</td>\n",
       "      <td>0.03</td>\n",
       "      <td>18.64</td>\n",
       "      <td>0.22</td>\n",
       "      <td>4.62</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GENERAL_FOOD</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>17316</td>\n",
       "      <td>ALMETTE SZPINAK 150 G</td>\n",
       "      <td>6.00</td>\n",
       "      <td>2,68</td>\n",
       "      <td>16.08</td>\n",
       "      <td>3.80</td>\n",
       "      <td>22.80</td>\n",
       "      <td>3.99</td>\n",
       "      <td>23.94</td>\n",
       "      <td>0.03</td>\n",
       "      <td>29.47</td>\n",
       "      <td>1.12</td>\n",
       "      <td>6.72</td>\n",
       "      <td>0.07</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GROATS_RICE_PASTA</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>7546</td>\n",
       "      <td>DANIE KACHNY STROGONOW 500 G</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4</td>\n",
       "      <td>4.00</td>\n",
       "      <td>5.70</td>\n",
       "      <td>5.70</td>\n",
       "      <td>5.99</td>\n",
       "      <td>5.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>29.82</td>\n",
       "      <td>1.70</td>\n",
       "      <td>1.70</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ICE_CREAMS_FROZEN</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>16645</td>\n",
       "      <td>BARSZCZ UKRAINSKI 450G NORDIS</td>\n",
       "      <td>1.00</td>\n",
       "      <td>1,97</td>\n",
       "      <td>1.97</td>\n",
       "      <td>2.85</td>\n",
       "      <td>2.85</td>\n",
       "      <td>2.99</td>\n",
       "      <td>2.99</td>\n",
       "      <td>0.00</td>\n",
       "      <td>30.88</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.88</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KETCH_CONCETRATE_MUSTARD_MAJO_HORSERADISH</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>5429</td>\n",
       "      <td>BATON 3BIT 46/51 G</td>\n",
       "      <td>30.00</td>\n",
       "      <td>0,92</td>\n",
       "      <td>27.60</td>\n",
       "      <td>1.50</td>\n",
       "      <td>45.00</td>\n",
       "      <td>1.85</td>\n",
       "      <td>55.50</td>\n",
       "      <td>0.06</td>\n",
       "      <td>38.67</td>\n",
       "      <td>0.58</td>\n",
       "      <td>17.40</td>\n",
       "      <td>0.18</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LUNCH DINING DISHES</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>2731</td>\n",
       "      <td>DANIE KACHNY FLACZKI W ROSOLE</td>\n",
       "      <td>3.00</td>\n",
       "      <td>3,9</td>\n",
       "      <td>11.70</td>\n",
       "      <td>5.70</td>\n",
       "      <td>17.10</td>\n",
       "      <td>5.99</td>\n",
       "      <td>17.97</td>\n",
       "      <td>0.02</td>\n",
       "      <td>31.58</td>\n",
       "      <td>1.80</td>\n",
       "      <td>5.40</td>\n",
       "      <td>0.06</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MEAT</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>8158</td>\n",
       "      <td>CWIARTKA Z KURCZAKA KG</td>\n",
       "      <td>0.94</td>\n",
       "      <td>5,59</td>\n",
       "      <td>5.25</td>\n",
       "      <td>7.99</td>\n",
       "      <td>7.50</td>\n",
       "      <td>8.39</td>\n",
       "      <td>7.88</td>\n",
       "      <td>0.01</td>\n",
       "      <td>30.00</td>\n",
       "      <td>2.40</td>\n",
       "      <td>2.25</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MILK</th>\n",
       "      <td>2018-01-02</td>\n",
       "      <td>0</td>\n",
       "      <td>11667</td>\n",
       "      <td>MLEKO MLEKOVITA 1 L 3_2%</td>\n",
       "      <td>6.00</td>\n",
       "      <td>2,02</td>\n",
       "      <td>12.12</td>\n",
       "      <td>2.75</td>\n",
       "      <td>16.50</td>\n",
       "      <td>2.89</td>\n",
       "      <td>17.34</td>\n",
       "      <td>0.02</td>\n",
       "      <td>26.55</td>\n",
       "      <td>0.73</td>\n",
       "      <td>4.38</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>6.8</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>100</td>\n",
       "      <td>05:21 PM</td>\n",
       "      <td>08:47 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:33 PM</td>\n",
       "      <td>0</td>\n",
       "      <td>-1</td>\n",
       "      <td>2</td>\n",
       "      <td>-1</td>\n",
       "      <td>18</td>\n",
       "      <td>62</td>\n",
       "      <td>89</td>\n",
       "      <td>1007</td>\n",
       "      <td>3</td>\n",
       "      <td>188</td>\n",
       "      <td>11</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OCCASIONAL</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>6208</td>\n",
       "      <td>BATERIA AA WARTA R6 1 SZT</td>\n",
       "      <td>4.00</td>\n",
       "      <td>0,96</td>\n",
       "      <td>3.84</td>\n",
       "      <td>1.46</td>\n",
       "      <td>5.84</td>\n",
       "      <td>1.79</td>\n",
       "      <td>7.16</td>\n",
       "      <td>0.01</td>\n",
       "      <td>34.25</td>\n",
       "      <td>0.50</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OILS</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>17427</td>\n",
       "      <td>AMINO BLYSK OGORKOWA</td>\n",
       "      <td>2.00</td>\n",
       "      <td>0,92</td>\n",
       "      <td>1.84</td>\n",
       "      <td>1.51</td>\n",
       "      <td>3.02</td>\n",
       "      <td>1.59</td>\n",
       "      <td>3.18</td>\n",
       "      <td>0.00</td>\n",
       "      <td>39.07</td>\n",
       "      <td>0.59</td>\n",
       "      <td>1.18</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PACKAGES</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>15291</td>\n",
       "      <td>BUTELKA-0_33</td>\n",
       "      <td>22.00</td>\n",
       "      <td>0,42</td>\n",
       "      <td>9.24</td>\n",
       "      <td>0.43</td>\n",
       "      <td>9.46</td>\n",
       "      <td>0.53</td>\n",
       "      <td>11.66</td>\n",
       "      <td>0.01</td>\n",
       "      <td>2.33</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.22</td>\n",
       "      <td>0.00</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PET'S FOOD</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>7066</td>\n",
       "      <td>KARMA CHAPPI  WOLOW/WARZYWA 500G</td>\n",
       "      <td>3.00</td>\n",
       "      <td>2,84</td>\n",
       "      <td>8.52</td>\n",
       "      <td>3.88</td>\n",
       "      <td>11.63</td>\n",
       "      <td>4.19</td>\n",
       "      <td>12.57</td>\n",
       "      <td>0.01</td>\n",
       "      <td>26.74</td>\n",
       "      <td>1.04</td>\n",
       "      <td>3.11</td>\n",
       "      <td>0.03</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PHONES_ADJUSTMENTS</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>5550</td>\n",
       "      <td>POMPKA HEYAH 5 ZL</td>\n",
       "      <td>9.00</td>\n",
       "      <td>3,85</td>\n",
       "      <td>34.65</td>\n",
       "      <td>4.07</td>\n",
       "      <td>36.63</td>\n",
       "      <td>5.00</td>\n",
       "      <td>45.00</td>\n",
       "      <td>0.05</td>\n",
       "      <td>5.41</td>\n",
       "      <td>0.22</td>\n",
       "      <td>1.98</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SOCKS_THIGHTS</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>8057</td>\n",
       "      <td>PIESEK Z CUKIERKAMI</td>\n",
       "      <td>1.00</td>\n",
       "      <td>4,21</td>\n",
       "      <td>4.21</td>\n",
       "      <td>5.68</td>\n",
       "      <td>5.68</td>\n",
       "      <td>6.99</td>\n",
       "      <td>6.99</td>\n",
       "      <td>0.01</td>\n",
       "      <td>25.88</td>\n",
       "      <td>1.47</td>\n",
       "      <td>1.47</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SPICES</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>7646</td>\n",
       "      <td>APEPETITA GYROS 30 G</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1</td>\n",
       "      <td>2.00</td>\n",
       "      <td>1.34</td>\n",
       "      <td>2.68</td>\n",
       "      <td>1.45</td>\n",
       "      <td>2.90</td>\n",
       "      <td>0.00</td>\n",
       "      <td>25.37</td>\n",
       "      <td>0.34</td>\n",
       "      <td>0.68</td>\n",
       "      <td>0.01</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SWEETS</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>7695</td>\n",
       "      <td>AMELIA PIANKA 380 G SMIET.CZEK</td>\n",
       "      <td>2.00</td>\n",
       "      <td>4,18</td>\n",
       "      <td>8.36</td>\n",
       "      <td>6.70</td>\n",
       "      <td>13.40</td>\n",
       "      <td>8.24</td>\n",
       "      <td>16.48</td>\n",
       "      <td>0.02</td>\n",
       "      <td>37.61</td>\n",
       "      <td>2.52</td>\n",
       "      <td>5.04</td>\n",
       "      <td>0.05</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TABLETS</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>9274</td>\n",
       "      <td>ASPIRYN ULTRA 2 SZT</td>\n",
       "      <td>4.00</td>\n",
       "      <td>1,83</td>\n",
       "      <td>7.32</td>\n",
       "      <td>2.68</td>\n",
       "      <td>10.72</td>\n",
       "      <td>2.89</td>\n",
       "      <td>11.56</td>\n",
       "      <td>0.01</td>\n",
       "      <td>31.72</td>\n",
       "      <td>0.85</td>\n",
       "      <td>3.40</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VEGETABLES</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>8404</td>\n",
       "      <td>AMINO BLYSK  ZUREK</td>\n",
       "      <td>6.00</td>\n",
       "      <td>0,82</td>\n",
       "      <td>4.92</td>\n",
       "      <td>1.51</td>\n",
       "      <td>9.06</td>\n",
       "      <td>1.59</td>\n",
       "      <td>9.54</td>\n",
       "      <td>0.01</td>\n",
       "      <td>45.70</td>\n",
       "      <td>0.69</td>\n",
       "      <td>4.14</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VODKA_ALCOHOL</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>2498</td>\n",
       "      <td>BRENDY SLONTSCHEW 0_5L 36 VOL</td>\n",
       "      <td>1.00</td>\n",
       "      <td>16,28</td>\n",
       "      <td>16.28</td>\n",
       "      <td>20.10</td>\n",
       "      <td>20.10</td>\n",
       "      <td>24.72</td>\n",
       "      <td>24.72</td>\n",
       "      <td>0.03</td>\n",
       "      <td>19.00</td>\n",
       "      <td>3.82</td>\n",
       "      <td>3.82</td>\n",
       "      <td>0.04</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WINE_ALCOHOL 18%</th>\n",
       "      <td>2018-01-01</td>\n",
       "      <td>1</td>\n",
       "      <td>18372</td>\n",
       "      <td>CYDR 0_4 ML LUBELSKI</td>\n",
       "      <td>2.00</td>\n",
       "      <td>2,77</td>\n",
       "      <td>5.54</td>\n",
       "      <td>3.56</td>\n",
       "      <td>7.12</td>\n",
       "      <td>4.38</td>\n",
       "      <td>8.76</td>\n",
       "      <td>0.01</td>\n",
       "      <td>22.19</td>\n",
       "      <td>0.79</td>\n",
       "      <td>1.58</td>\n",
       "      <td>0.02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2.9</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>97</td>\n",
       "      <td>04:15 PM</td>\n",
       "      <td>07:41 AM</td>\n",
       "      <td>08:52 AM</td>\n",
       "      <td>04:31 PM</td>\n",
       "      <td>5</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>3</td>\n",
       "      <td>32</td>\n",
       "      <td>79</td>\n",
       "      <td>89</td>\n",
       "      <td>1002</td>\n",
       "      <td>8</td>\n",
       "      <td>224</td>\n",
       "      <td>19</td>\n",
       "      <td>5.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                date  ...  Avgtemp\n",
       "group                                                 ...         \n",
       "ART._HYGIENIC                             2018-01-01  ...      5.5\n",
       "ARTICLE_OF_HOUSEHOLD                      2018-01-01  ...      5.5\n",
       "BEER                                      2018-01-01  ...      5.5\n",
       "BREAD                                     2018-01-01  ...      5.5\n",
       "CANNED_PATE                               2018-01-01  ...      5.5\n",
       "CHEMISTRY                                 2018-01-01  ...      5.5\n",
       "CHEWING_GUM_LOLIPOPS                      2018-01-01  ...      5.5\n",
       "CHIPS_FLAKES                              2018-01-01  ...      5.5\n",
       "CIGARETTES                                2018-01-01  ...      5.5\n",
       "COFFEE TEA                                2018-01-01  ...      5.5\n",
       "COOKIES_BULK                              2018-01-01  ...      5.5\n",
       "DAIRY_CHESSE                              2018-01-01  ...      5.5\n",
       "DISHES_FOR_CHILDREN                       2018-01-01  ...      5.5\n",
       "DRINK_JUICE                               2018-01-01  ...      5.5\n",
       "EGGS                                      2018-01-01  ...      5.5\n",
       "FISH                                      2018-01-01  ...      5.5\n",
       "GENERAL                                   2018-01-01  ...      5.5\n",
       "GENERAL_FOOD                              2018-01-01  ...      5.5\n",
       "GROATS_RICE_PASTA                         2018-01-01  ...      5.5\n",
       "ICE_CREAMS_FROZEN                         2018-01-01  ...      5.5\n",
       "KETCH_CONCETRATE_MUSTARD_MAJO_HORSERADISH 2018-01-01  ...      5.5\n",
       "LUNCH DINING DISHES                       2018-01-01  ...      5.5\n",
       "MEAT                                      2018-01-01  ...      5.5\n",
       "MILK                                      2018-01-02  ...      2.0\n",
       "OCCASIONAL                                2018-01-01  ...      5.5\n",
       "OILS                                      2018-01-01  ...      5.5\n",
       "PACKAGES                                  2018-01-01  ...      5.5\n",
       "PET'S FOOD                                2018-01-01  ...      5.5\n",
       "PHONES_ADJUSTMENTS                        2018-01-01  ...      5.5\n",
       "SOCKS_THIGHTS                             2018-01-01  ...      5.5\n",
       "SPICES                                    2018-01-01  ...      5.5\n",
       "SWEETS                                    2018-01-01  ...      5.5\n",
       "TABLETS                                   2018-01-01  ...      5.5\n",
       "VEGETABLES                                2018-01-01  ...      5.5\n",
       "VODKA_ALCOHOL                             2018-01-01  ...      5.5\n",
       "WINE_ALCOHOL 18%                          2018-01-01  ...      5.5\n",
       "\n",
       "[36 rows x 37 columns]"
      ]
     },
     "execution_count": 63,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gb=df_merge2.groupby(\"group\")\n",
    "gb.first()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 475
    },
    "colab_type": "code",
    "id": "zgjzyyeEyv6d",
    "outputId": "46bee4cc-b4d3-4da2-9c33-fbbb22803eb1"
   },
   "outputs": [
    {
     "data": {
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       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>isholnum</th>\n",
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       "      <th></th>\n",
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       "      <th></th>\n",
       "      <th></th>\n",
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       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">ART._HYGIENIC</th>\n",
       "      <th>isholnum</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.018287</td>\n",
       "      <td>-0.058305</td>\n",
       "      <td>-0.058223</td>\n",
       "      <td>0.019890</td>\n",
       "      <td>-0.049336</td>\n",
       "      <td>0.023506</td>\n",
       "      <td>-0.040007</td>\n",
       "      <td>-0.041646</td>\n",
       "      <td>-0.088316</td>\n",
       "      <td>0.009971</td>\n",
       "      <td>-0.025317</td>\n",
       "      <td>0.081364</td>\n",
       "      <td>-0.210600</td>\n",
       "      <td>-0.322349</td>\n",
       "      <td>-0.029613</td>\n",
       "      <td>-0.029613</td>\n",
       "      <td>0.310829</td>\n",
       "      <td>0.485953</td>\n",
       "      <td>0.561906</td>\n",
       "      <td>0.484585</td>\n",
       "      <td>0.561906</td>\n",
       "      <td>-0.088747</td>\n",
       "      <td>0.247026</td>\n",
       "      <td>0.364985</td>\n",
       "      <td>-0.099216</td>\n",
       "      <td>0.519277</td>\n",
       "      <td>0.181188</td>\n",
       "      <td>-0.195862</td>\n",
       "      <td>0.436662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>sku</th>\n",
       "      <td>0.018287</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.355237</td>\n",
       "      <td>0.043269</td>\n",
       "      <td>0.556415</td>\n",
       "      <td>0.034793</td>\n",
       "      <td>0.570027</td>\n",
       "      <td>0.103927</td>\n",
       "      <td>0.110918</td>\n",
       "      <td>0.054389</td>\n",
       "      <td>0.551839</td>\n",
       "      <td>0.012935</td>\n",
       "      <td>0.106681</td>\n",
       "      <td>0.038967</td>\n",
       "      <td>0.063616</td>\n",
       "      <td>0.048945</td>\n",
       "      <td>0.048945</td>\n",
       "      <td>-0.012787</td>\n",
       "      <td>-0.046651</td>\n",
       "      <td>-0.041543</td>\n",
       "      <td>-0.050915</td>\n",
       "      <td>-0.041543</td>\n",
       "      <td>-0.035198</td>\n",
       "      <td>-0.074276</td>\n",
       "      <td>-0.042473</td>\n",
       "      <td>0.068485</td>\n",
       "      <td>-0.053321</td>\n",
       "      <td>-0.021613</td>\n",
       "      <td>-0.051568</td>\n",
       "      <td>-0.061590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>quantity</th>\n",
       "      <td>-0.058305</td>\n",
       "      <td>-0.355237</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.672855</td>\n",
       "      <td>-0.324511</td>\n",
       "      <td>0.704609</td>\n",
       "      <td>-0.328662</td>\n",
       "      <td>0.638492</td>\n",
       "      <td>0.576549</td>\n",
       "      <td>0.033440</td>\n",
       "      <td>-0.327949</td>\n",
       "      <td>0.714969</td>\n",
       "      <td>0.463015</td>\n",
       "      <td>0.031964</td>\n",
       "      <td>0.076335</td>\n",
       "      <td>-0.026973</td>\n",
       "      <td>-0.026973</td>\n",
       "      <td>-0.061276</td>\n",
       "      <td>-0.068876</td>\n",
       "      <td>-0.039103</td>\n",
       "      <td>-0.078526</td>\n",
       "      <td>-0.039103</td>\n",
       "      <td>-0.061839</td>\n",
       "      <td>-0.119255</td>\n",
       "      <td>-0.085554</td>\n",
       "      <td>0.110995</td>\n",
       "      <td>-0.060111</td>\n",
       "      <td>-0.024481</td>\n",
       "      <td>-0.045661</td>\n",
       "      <td>-0.086787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>agg_cogs</th>\n",
       "      <td>-0.058223</td>\n",
       "      <td>0.043269</td>\n",
       "      <td>0.672855</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.345459</td>\n",
       "      <td>0.988281</td>\n",
       "      <td>0.331533</td>\n",
       "      <td>0.985675</td>\n",
       "      <td>0.873864</td>\n",
       "      <td>-0.104001</td>\n",
       "      <td>0.205390</td>\n",
       "      <td>0.877515</td>\n",
       "      <td>0.634117</td>\n",
       "      <td>0.004529</td>\n",
       "      <td>0.087010</td>\n",
       "      <td>-0.033383</td>\n",
       "      <td>-0.033383</td>\n",
       "      <td>-0.133159</td>\n",
       "      <td>-0.112041</td>\n",
       "      <td>-0.090346</td>\n",
       "      <td>-0.114493</td>\n",
       "      <td>-0.090346</td>\n",
       "      <td>-0.053322</td>\n",
       "      <td>-0.153850</td>\n",
       "      <td>-0.115769</td>\n",
       "      <td>0.138052</td>\n",
       "      <td>-0.092748</td>\n",
       "      <td>-0.062401</td>\n",
       "      <td>-0.046023</td>\n",
       "      <td>-0.114624</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>unit_revenue</th>\n",
       "      <td>0.019890</td>\n",
       "      <td>0.556415</td>\n",
       "      <td>-0.324511</td>\n",
       "      <td>0.345459</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.326750</td>\n",
       "      <td>0.998021</td>\n",
       "      <td>0.416465</td>\n",
       "      <td>0.396394</td>\n",
       "      <td>0.017081</td>\n",
       "      <td>0.907622</td>\n",
       "      <td>0.257087</td>\n",
       "      <td>0.279005</td>\n",
       "      <td>0.038896</td>\n",
       "      <td>0.051581</td>\n",
       "      <td>0.012566</td>\n",
       "      <td>0.012566</td>\n",
       "      <td>-0.043630</td>\n",
       "      <td>-0.044741</td>\n",
       "      <td>-0.042171</td>\n",
       "      <td>-0.031288</td>\n",
       "      <td>-0.042171</td>\n",
       "      <td>-0.011636</td>\n",
       "      <td>-0.014756</td>\n",
       "      <td>-0.038533</td>\n",
       "      <td>0.026150</td>\n",
       "      <td>-0.025631</td>\n",
       "      <td>-0.083105</td>\n",
       "      <td>-0.008859</td>\n",
       "      <td>-0.032108</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\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",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th rowspan=\"5\" valign=\"top\">WINE_ALCOHOL 18%</th>\n",
       "      <th>pressure</th>\n",
       "      <td>-0.140069</td>\n",
       "      <td>-0.039945</td>\n",
       "      <td>0.091747</td>\n",
       "      <td>0.085855</td>\n",
       "      <td>-0.089197</td>\n",
       "      <td>0.097323</td>\n",
       "      <td>-0.089206</td>\n",
       "      <td>0.097348</td>\n",
       "      <td>0.063557</td>\n",
       "      <td>0.089588</td>\n",
       "      <td>-0.048286</td>\n",
       "      <td>0.120576</td>\n",
       "      <td>0.017957</td>\n",
       "      <td>-0.318466</td>\n",
       "      <td>0.883121</td>\n",
       "      <td>0.536351</td>\n",
       "      <td>0.536351</td>\n",
       "      <td>-0.773672</td>\n",
       "      <td>-0.844584</td>\n",
       "      <td>-0.702879</td>\n",
       "      <td>-0.865359</td>\n",
       "      <td>-0.702879</td>\n",
       "      <td>-0.669660</td>\n",
       "      <td>-0.962095</td>\n",
       "      <td>-0.717033</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.826035</td>\n",
       "      <td>-0.565840</td>\n",
       "      <td>-0.649967</td>\n",
       "      <td>-0.887711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>tempC</th>\n",
       "      <td>0.538590</td>\n",
       "      <td>0.036985</td>\n",
       "      <td>-0.127565</td>\n",
       "      <td>-0.116770</td>\n",
       "      <td>0.079885</td>\n",
       "      <td>-0.132031</td>\n",
       "      <td>0.079884</td>\n",
       "      <td>-0.132059</td>\n",
       "      <td>-0.123920</td>\n",
       "      <td>-0.084509</td>\n",
       "      <td>0.044867</td>\n",
       "      <td>-0.162808</td>\n",
       "      <td>-0.077023</td>\n",
       "      <td>0.000315</td>\n",
       "      <td>-0.878559</td>\n",
       "      <td>-0.343955</td>\n",
       "      <td>-0.343955</td>\n",
       "      <td>0.791420</td>\n",
       "      <td>0.913896</td>\n",
       "      <td>0.942426</td>\n",
       "      <td>0.991062</td>\n",
       "      <td>0.942426</td>\n",
       "      <td>0.530581</td>\n",
       "      <td>0.845438</td>\n",
       "      <td>0.644475</td>\n",
       "      <td>-0.826035</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.626825</td>\n",
       "      <td>0.453072</td>\n",
       "      <td>0.988883</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>winddirDegree</th>\n",
       "      <td>0.141788</td>\n",
       "      <td>0.016996</td>\n",
       "      <td>-0.058037</td>\n",
       "      <td>-0.041085</td>\n",
       "      <td>0.071466</td>\n",
       "      <td>-0.052204</td>\n",
       "      <td>0.071486</td>\n",
       "      <td>-0.052216</td>\n",
       "      <td>-0.065068</td>\n",
       "      <td>-0.026849</td>\n",
       "      <td>0.053885</td>\n",
       "      <td>-0.077549</td>\n",
       "      <td>-0.037294</td>\n",
       "      <td>0.143044</td>\n",
       "      <td>-0.708429</td>\n",
       "      <td>-0.461098</td>\n",
       "      <td>-0.461098</td>\n",
       "      <td>0.690074</td>\n",
       "      <td>0.661146</td>\n",
       "      <td>0.755973</td>\n",
       "      <td>0.677252</td>\n",
       "      <td>0.755973</td>\n",
       "      <td>0.048780</td>\n",
       "      <td>0.429599</td>\n",
       "      <td>0.514697</td>\n",
       "      <td>-0.565840</td>\n",
       "      <td>0.626825</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>-0.021017</td>\n",
       "      <td>0.657249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>windspeedKmph</th>\n",
       "      <td>-0.170048</td>\n",
       "      <td>0.004561</td>\n",
       "      <td>-0.018334</td>\n",
       "      <td>-0.011825</td>\n",
       "      <td>0.033207</td>\n",
       "      <td>-0.016134</td>\n",
       "      <td>0.033189</td>\n",
       "      <td>-0.016146</td>\n",
       "      <td>0.020837</td>\n",
       "      <td>-0.069416</td>\n",
       "      <td>0.009575</td>\n",
       "      <td>-0.026229</td>\n",
       "      <td>0.016088</td>\n",
       "      <td>0.164475</td>\n",
       "      <td>-0.541976</td>\n",
       "      <td>-0.189961</td>\n",
       "      <td>-0.189961</td>\n",
       "      <td>0.155545</td>\n",
       "      <td>0.335459</td>\n",
       "      <td>0.155234</td>\n",
       "      <td>0.433358</td>\n",
       "      <td>0.155234</td>\n",
       "      <td>0.982416</td>\n",
       "      <td>0.643134</td>\n",
       "      <td>0.170683</td>\n",
       "      <td>-0.649967</td>\n",
       "      <td>0.453072</td>\n",
       "      <td>-0.021017</td>\n",
       "      <td>1.000000</td>\n",
       "      <td>0.494919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Avgtemp</th>\n",
       "      <td>0.449477</td>\n",
       "      <td>0.040945</td>\n",
       "      <td>-0.121141</td>\n",
       "      <td>-0.107975</td>\n",
       "      <td>0.088592</td>\n",
       "      <td>-0.123003</td>\n",
       "      <td>0.088593</td>\n",
       "      <td>-0.123030</td>\n",
       "      <td>-0.107164</td>\n",
       "      <td>-0.087637</td>\n",
       "      <td>0.050854</td>\n",
       "      <td>-0.153777</td>\n",
       "      <td>-0.058333</td>\n",
       "      <td>0.020878</td>\n",
       "      <td>-0.911711</td>\n",
       "      <td>-0.385985</td>\n",
       "      <td>-0.385985</td>\n",
       "      <td>0.804712</td>\n",
       "      <td>0.920508</td>\n",
       "      <td>0.921523</td>\n",
       "      <td>0.992385</td>\n",
       "      <td>0.921523</td>\n",
       "      <td>0.565797</td>\n",
       "      <td>0.884008</td>\n",
       "      <td>0.672355</td>\n",
       "      <td>-0.887711</td>\n",
       "      <td>0.988883</td>\n",
       "      <td>0.657249</td>\n",
       "      <td>0.494919</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1080 rows × 30 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                isholnum       sku  ...  windspeedKmph   Avgtemp\n",
       "group                                               ...                         \n",
       "ART._HYGIENIC    isholnum       1.000000  0.018287  ...      -0.195862  0.436662\n",
       "                 sku            0.018287  1.000000  ...      -0.051568 -0.061590\n",
       "                 quantity      -0.058305 -0.355237  ...      -0.045661 -0.086787\n",
       "                 agg_cogs      -0.058223  0.043269  ...      -0.046023 -0.114624\n",
       "                 unit_revenue   0.019890  0.556415  ...      -0.008859 -0.032108\n",
       "...                                  ...       ...  ...            ...       ...\n",
       "WINE_ALCOHOL 18% pressure      -0.140069 -0.039945  ...      -0.649967 -0.887711\n",
       "                 tempC          0.538590  0.036985  ...       0.453072  0.988883\n",
       "                 winddirDegree  0.141788  0.016996  ...      -0.021017  0.657249\n",
       "                 windspeedKmph -0.170048  0.004561  ...       1.000000  0.494919\n",
       "                 Avgtemp        0.449477  0.040945  ...       0.494919  1.000000\n",
       "\n",
       "[1080 rows x 30 columns]"
      ]
     },
     "execution_count": 64,
     "metadata": {
      "tags": []
     },
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gb.corr()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 0,
   "metadata": {
    "colab": {},
    "colab_type": "code",
    "id": "J-6nbPh2zFvo"
   },
   "outputs": [],
   "source": []
  }
 ],
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