Project Khurram.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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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>S</th>\n",
       "      <th>InvoiceNo</th>\n",
       "      <th>StockCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>UnitPrice</th>\n",
       "      <th>CustomerID</th>\n",
       "      <th>Country</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>26</td>\n",
       "      <td>536370</td>\n",
       "      <td>22728</td>\n",
       "      <td>ALARM CLOCK BAKELIKE PINK</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>27</td>\n",
       "      <td>536370</td>\n",
       "      <td>22727</td>\n",
       "      <td>ALARM CLOCK BAKELIKE RED</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>28</td>\n",
       "      <td>536370</td>\n",
       "      <td>22726</td>\n",
       "      <td>ALARM CLOCK BAKELIKE GREEN</td>\n",
       "      <td>12</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>3.75</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>29</td>\n",
       "      <td>536370</td>\n",
       "      <td>21724</td>\n",
       "      <td>PANDA AND BUNNIES STICKER SHEET</td>\n",
       "      <td>12</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>0.85</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>30</td>\n",
       "      <td>536370</td>\n",
       "      <td>21883</td>\n",
       "      <td>STARS GIFT TAPE</td>\n",
       "      <td>24</td>\n",
       "      <td>12/1/2010 8:45</td>\n",
       "      <td>0.65</td>\n",
       "      <td>12583.0</td>\n",
       "      <td>France</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "    S InvoiceNo StockCode                      Description  Quantity  \\\n",
       "0  26    536370     22728        ALARM CLOCK BAKELIKE PINK        24   \n",
       "1  27    536370     22727        ALARM CLOCK BAKELIKE RED         24   \n",
       "2  28    536370     22726       ALARM CLOCK BAKELIKE GREEN        12   \n",
       "3  29    536370     21724  PANDA AND BUNNIES STICKER SHEET        12   \n",
       "4  30    536370     21883                 STARS GIFT TAPE         24   \n",
       "\n",
       "      InvoiceDate  UnitPrice  CustomerID Country  \n",
       "0  12/1/2010 8:45       3.75     12583.0  France  \n",
       "1  12/1/2010 8:45       3.75     12583.0  France  \n",
       "2  12/1/2010 8:45       3.75     12583.0  France  \n",
       "3  12/1/2010 8:45       0.85     12583.0  France  \n",
       "4  12/1/2010 8:45       0.65     12583.0  France  "
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = pd.read_csv('france.csv')\n",
    "data.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "def setup(data, \n",
    "          transaction_id, \n",
    "          item_id,\n",
    "          ignore_items):\n",
    "   \n",
    "    global X, txid, iid, ignore_list\n",
    "    X = data\n",
    "    txid = transaction_id\n",
    "    iid = item_id\n",
    "    ignore_list = ignore_items\n",
    "  \n",
    "    import random\n",
    "    seed = random.randint(150,900)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "setup(data, 'InvoiceNo', 'Description', ['POSTAGE'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "def create_model(metric='confidence',\n",
    "                 threshold = 0.5,\n",
    "                 min_support = 0.05):\n",
    "    \n",
    "    import pandas as pd\n",
    "    from mlxtend.frequent_patterns import apriori\n",
    "    from mlxtend.frequent_patterns import association_rules\n",
    "    \n",
    "    basket = X.groupby([txid, iid])[iid].count().unstack().reset_index().fillna(0).set_index(txid)\n",
    "    basket = basket.drop(ignore_list, axis=1)  \n",
    "    \n",
    "    def encode_units(x):\n",
    "        \n",
    "        if x <= 0:\n",
    "            return 0\n",
    "        if x >= 1:\n",
    "            return 1\n",
    "\n",
    "    basket = basket.applymap(encode_units)    \n",
    "    \n",
    "    frequent_itemsets = apriori(basket, min_support=min_support, use_colnames=True)\n",
    "    rules = association_rules(frequent_itemsets, metric=metric, min_threshold=threshold)\n",
    "    rules = rules.sort_values(by=[metric],ascending=False).reset_index(drop=True)\n",
    "    return(rules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "def plot_model():\n",
    "    pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        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>antecedents</th>\n",
       "      <th>consequents</th>\n",
       "      <th>antecedent support</th>\n",
       "      <th>consequent support</th>\n",
       "      <th>support</th>\n",
       "      <th>confidence</th>\n",
       "      <th>lift</th>\n",
       "      <th>leverage</th>\n",
       "      <th>conviction</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>0</td>\n",
       "      <td>(CHILDRENS CUTLERY DOLLY GIRL )</td>\n",
       "      <td>(CHILDRENS CUTLERY SPACEBOY )</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.058568</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.862069</td>\n",
       "      <td>14.719029</td>\n",
       "      <td>0.050546</td>\n",
       "      <td>6.825380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>1</td>\n",
       "      <td>(CHILDRENS CUTLERY SPACEBOY )</td>\n",
       "      <td>(CHILDRENS CUTLERY DOLLY GIRL )</td>\n",
       "      <td>0.058568</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.925926</td>\n",
       "      <td>14.719029</td>\n",
       "      <td>0.050546</td>\n",
       "      <td>12.650759</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN, ALARM CLOCK BAKEL...</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE RED )</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.080260</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.862069</td>\n",
       "      <td>10.740913</td>\n",
       "      <td>0.049181</td>\n",
       "      <td>6.668113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE RED )</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN, ALARM CLOCK BAKEL...</td>\n",
       "      <td>0.080260</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.675676</td>\n",
       "      <td>10.740913</td>\n",
       "      <td>0.049181</td>\n",
       "      <td>2.889371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN)</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE PINK, ALARM CLOCK BAKELI...</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.641026</td>\n",
       "      <td>10.190097</td>\n",
       "      <td>0.048908</td>\n",
       "      <td>2.610474</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>5</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE PINK, ALARM CLOCK BAKELI...</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN)</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.862069</td>\n",
       "      <td>10.190097</td>\n",
       "      <td>0.048908</td>\n",
       "      <td>6.636659</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>6</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN)</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE RED )</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.080260</td>\n",
       "      <td>0.067245</td>\n",
       "      <td>0.794872</td>\n",
       "      <td>9.903673</td>\n",
       "      <td>0.060455</td>\n",
       "      <td>4.483731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>7</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE RED )</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN)</td>\n",
       "      <td>0.080260</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.067245</td>\n",
       "      <td>0.837838</td>\n",
       "      <td>9.903673</td>\n",
       "      <td>0.060455</td>\n",
       "      <td>5.644975</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>8</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN, ALARM CLOCK BAKEL...</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE PINK)</td>\n",
       "      <td>0.067245</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.806452</td>\n",
       "      <td>9.294355</td>\n",
       "      <td>0.048395</td>\n",
       "      <td>4.718366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>9</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE PINK)</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN, ALARM CLOCK BAKEL...</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.067245</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.625000</td>\n",
       "      <td>9.294355</td>\n",
       "      <td>0.048395</td>\n",
       "      <td>2.487346</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>10</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE RED )</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE PINK)</td>\n",
       "      <td>0.080260</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.783784</td>\n",
       "      <td>9.033108</td>\n",
       "      <td>0.055943</td>\n",
       "      <td>4.223698</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>11</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE PINK)</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE RED )</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.080260</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.725000</td>\n",
       "      <td>9.033108</td>\n",
       "      <td>0.055943</td>\n",
       "      <td>3.344508</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>12</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.975000</td>\n",
       "      <td>8.989500</td>\n",
       "      <td>0.075188</td>\n",
       "      <td>35.661605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>13</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO...</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.780000</td>\n",
       "      <td>8.989500</td>\n",
       "      <td>0.075188</td>\n",
       "      <td>4.151055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>14</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN)</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE PINK)</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.743590</td>\n",
       "      <td>8.569872</td>\n",
       "      <td>0.055566</td>\n",
       "      <td>3.561605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>15</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE PINK)</td>\n",
       "      <td>(ALARM CLOCK BAKELIKE GREEN)</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.062907</td>\n",
       "      <td>0.725000</td>\n",
       "      <td>8.569872</td>\n",
       "      <td>0.055566</td>\n",
       "      <td>3.328732</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>16</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.117137</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.975000</td>\n",
       "      <td>8.323611</td>\n",
       "      <td>0.074435</td>\n",
       "      <td>35.314534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>17</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...</td>\n",
       "      <td>0.117137</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.722222</td>\n",
       "      <td>8.323611</td>\n",
       "      <td>0.074435</td>\n",
       "      <td>3.287636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>18</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.117137</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.960000</td>\n",
       "      <td>8.195556</td>\n",
       "      <td>0.091417</td>\n",
       "      <td>22.071584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>19</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>0.117137</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.888889</td>\n",
       "      <td>8.195556</td>\n",
       "      <td>0.091417</td>\n",
       "      <td>8.023861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>20</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES, SET/6 RED SPOT...</td>\n",
       "      <td>(SET/20 RED RETROSPOT PAPER NAPKINS )</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.112798</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.812500</td>\n",
       "      <td>7.203125</td>\n",
       "      <td>0.072854</td>\n",
       "      <td>4.731743</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>21</td>\n",
       "      <td>(SET/20 RED RETROSPOT PAPER NAPKINS )</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES, SET/6 RED SPOT...</td>\n",
       "      <td>0.112798</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.084599</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>7.203125</td>\n",
       "      <td>0.072854</td>\n",
       "      <td>3.583514</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>22</td>\n",
       "      <td>(SET/20 RED RETROSPOT PAPER NAPKINS )</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>0.112798</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>7.092308</td>\n",
       "      <td>0.074534</td>\n",
       "      <td>3.863341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>23</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER PLATES)</td>\n",
       "      <td>(SET/20 RED RETROSPOT PAPER NAPKINS )</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.112798</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.800000</td>\n",
       "      <td>7.092308</td>\n",
       "      <td>0.074534</td>\n",
       "      <td>4.436009</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>24</td>\n",
       "      <td>(DOLLY GIRL LUNCH BOX)</td>\n",
       "      <td>(SPACEBOY LUNCH BOX )</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.106291</td>\n",
       "      <td>0.060738</td>\n",
       "      <td>0.700000</td>\n",
       "      <td>6.585714</td>\n",
       "      <td>0.051515</td>\n",
       "      <td>2.979031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>25</td>\n",
       "      <td>(SPACEBOY LUNCH BOX )</td>\n",
       "      <td>(DOLLY GIRL LUNCH BOX)</td>\n",
       "      <td>0.106291</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.060738</td>\n",
       "      <td>0.571429</td>\n",
       "      <td>6.585714</td>\n",
       "      <td>0.051515</td>\n",
       "      <td>2.130875</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>26</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>(SET/20 RED RETROSPOT PAPER NAPKINS )</td>\n",
       "      <td>0.117137</td>\n",
       "      <td>0.112798</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.740741</td>\n",
       "      <td>6.566952</td>\n",
       "      <td>0.073555</td>\n",
       "      <td>3.422064</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>27</td>\n",
       "      <td>(SET/20 RED RETROSPOT PAPER NAPKINS )</td>\n",
       "      <td>(SET/6 RED SPOTTY PAPER CUPS)</td>\n",
       "      <td>0.112798</td>\n",
       "      <td>0.117137</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.769231</td>\n",
       "      <td>6.566952</td>\n",
       "      <td>0.073555</td>\n",
       "      <td>3.825741</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>28</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE , PLASTERS IN T...</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY)</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.119306</td>\n",
       "      <td>0.058568</td>\n",
       "      <td>0.675000</td>\n",
       "      <td>5.657727</td>\n",
       "      <td>0.048216</td>\n",
       "      <td>2.709828</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>29</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY)</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE , PLASTERS IN T...</td>\n",
       "      <td>0.119306</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.058568</td>\n",
       "      <td>0.490909</td>\n",
       "      <td>5.657727</td>\n",
       "      <td>0.048216</td>\n",
       "      <td>1.793849</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>30</td>\n",
       "      <td>(LUNCH BAG SPACEBOY DESIGN )</td>\n",
       "      <td>(LUNCH BAG WOODLAND)</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.101952</td>\n",
       "      <td>0.056399</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>5.312943</td>\n",
       "      <td>0.045784</td>\n",
       "      <td>1.959377</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>31</td>\n",
       "      <td>(LUNCH BAG WOODLAND)</td>\n",
       "      <td>(LUNCH BAG SPACEBOY DESIGN )</td>\n",
       "      <td>0.101952</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.056399</td>\n",
       "      <td>0.553191</td>\n",
       "      <td>5.312943</td>\n",
       "      <td>0.045784</td>\n",
       "      <td>2.005061</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>32</td>\n",
       "      <td>(PLASTERS IN TIN WOODLAND ANIMALS)</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE , PLASTERS IN T...</td>\n",
       "      <td>0.145336</td>\n",
       "      <td>0.078091</td>\n",
       "      <td>0.058568</td>\n",
       "      <td>0.402985</td>\n",
       "      <td>5.160448</td>\n",
       "      <td>0.047219</td>\n",
       "      <td>1.544197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>33</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE , PLASTERS IN T...</td>\n",
       "      <td>(PLASTERS IN TIN WOODLAND ANIMALS)</td>\n",
       "      <td>0.078091</td>\n",
       "      <td>0.145336</td>\n",
       "      <td>0.058568</td>\n",
       "      <td>0.750000</td>\n",
       "      <td>5.160448</td>\n",
       "      <td>0.047219</td>\n",
       "      <td>3.418655</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>34</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY)</td>\n",
       "      <td>(PLASTERS IN TIN WOODLAND ANIMALS)</td>\n",
       "      <td>0.119306</td>\n",
       "      <td>0.145336</td>\n",
       "      <td>0.088937</td>\n",
       "      <td>0.745455</td>\n",
       "      <td>5.129172</td>\n",
       "      <td>0.071598</td>\n",
       "      <td>3.357608</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35</td>\n",
       "      <td>(PLASTERS IN TIN WOODLAND ANIMALS)</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY)</td>\n",
       "      <td>0.145336</td>\n",
       "      <td>0.119306</td>\n",
       "      <td>0.088937</td>\n",
       "      <td>0.611940</td>\n",
       "      <td>5.129172</td>\n",
       "      <td>0.071598</td>\n",
       "      <td>2.269481</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36</td>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>(LUNCH BAG SPACEBOY DESIGN )</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.056399</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>4.994167</td>\n",
       "      <td>0.045106</td>\n",
       "      <td>1.866414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37</td>\n",
       "      <td>(LUNCH BAG SPACEBOY DESIGN )</td>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.056399</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>4.994167</td>\n",
       "      <td>0.045106</td>\n",
       "      <td>1.945178</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>38</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY, PLASTERS IN TIN WOO...</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE )</td>\n",
       "      <td>0.088937</td>\n",
       "      <td>0.147505</td>\n",
       "      <td>0.058568</td>\n",
       "      <td>0.658537</td>\n",
       "      <td>4.464491</td>\n",
       "      <td>0.045450</td>\n",
       "      <td>2.496591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>39</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE )</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY, PLASTERS IN TIN WOO...</td>\n",
       "      <td>0.147505</td>\n",
       "      <td>0.088937</td>\n",
       "      <td>0.058568</td>\n",
       "      <td>0.397059</td>\n",
       "      <td>4.464491</td>\n",
       "      <td>0.045450</td>\n",
       "      <td>1.511031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>40</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE )</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY)</td>\n",
       "      <td>0.147505</td>\n",
       "      <td>0.119306</td>\n",
       "      <td>0.078091</td>\n",
       "      <td>0.529412</td>\n",
       "      <td>4.437433</td>\n",
       "      <td>0.060493</td>\n",
       "      <td>1.871475</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>41</td>\n",
       "      <td>(PLASTERS IN TIN SPACEBOY)</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE )</td>\n",
       "      <td>0.119306</td>\n",
       "      <td>0.147505</td>\n",
       "      <td>0.078091</td>\n",
       "      <td>0.654545</td>\n",
       "      <td>4.437433</td>\n",
       "      <td>0.060493</td>\n",
       "      <td>2.467747</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>42</td>\n",
       "      <td>(STRAWBERRY LUNCH BOX WITH CUTLERY)</td>\n",
       "      <td>(LUNCH BOX WITH CUTLERY RETROSPOT )</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.123644</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.520833</td>\n",
       "      <td>4.212354</td>\n",
       "      <td>0.041356</td>\n",
       "      <td>1.828916</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>43</td>\n",
       "      <td>(LUNCH BOX WITH CUTLERY RETROSPOT )</td>\n",
       "      <td>(STRAWBERRY LUNCH BOX WITH CUTLERY)</td>\n",
       "      <td>0.123644</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.438596</td>\n",
       "      <td>4.212354</td>\n",
       "      <td>0.041356</td>\n",
       "      <td>1.595784</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>44</td>\n",
       "      <td>(ROUND SNACK BOXES SET OF4 WOODLAND )</td>\n",
       "      <td>(ROUND SNACK BOXES SET OF 4 FRUITS )</td>\n",
       "      <td>0.138829</td>\n",
       "      <td>0.093275</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.390625</td>\n",
       "      <td>4.187863</td>\n",
       "      <td>0.041281</td>\n",
       "      <td>1.487958</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>45</td>\n",
       "      <td>(ROUND SNACK BOXES SET OF 4 FRUITS )</td>\n",
       "      <td>(ROUND SNACK BOXES SET OF4 WOODLAND )</td>\n",
       "      <td>0.093275</td>\n",
       "      <td>0.138829</td>\n",
       "      <td>0.054230</td>\n",
       "      <td>0.581395</td>\n",
       "      <td>4.187863</td>\n",
       "      <td>0.041281</td>\n",
       "      <td>2.057243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>46</td>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>(LUNCH BAG SPACEBOY DESIGN )</td>\n",
       "      <td>0.132321</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.056399</td>\n",
       "      <td>0.426230</td>\n",
       "      <td>4.093579</td>\n",
       "      <td>0.042622</td>\n",
       "      <td>1.561388</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>47</td>\n",
       "      <td>(LUNCH BAG SPACEBOY DESIGN )</td>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>0.104121</td>\n",
       "      <td>0.132321</td>\n",
       "      <td>0.056399</td>\n",
       "      <td>0.541667</td>\n",
       "      <td>4.093579</td>\n",
       "      <td>0.042622</td>\n",
       "      <td>1.893118</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>48</td>\n",
       "      <td>(PLASTERS IN TIN WOODLAND ANIMALS)</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE )</td>\n",
       "      <td>0.145336</td>\n",
       "      <td>0.147505</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.597015</td>\n",
       "      <td>4.047410</td>\n",
       "      <td>0.065330</td>\n",
       "      <td>2.115450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>49</td>\n",
       "      <td>(PLASTERS IN TIN CIRCUS PARADE )</td>\n",
       "      <td>(PLASTERS IN TIN WOODLAND ANIMALS)</td>\n",
       "      <td>0.147505</td>\n",
       "      <td>0.145336</td>\n",
       "      <td>0.086768</td>\n",
       "      <td>0.588235</td>\n",
       "      <td>4.047410</td>\n",
       "      <td>0.065330</td>\n",
       "      <td>2.075612</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>50</td>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.132321</td>\n",
       "      <td>0.056399</td>\n",
       "      <td>0.520000</td>\n",
       "      <td>3.929836</td>\n",
       "      <td>0.042048</td>\n",
       "      <td>1.807664</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>51</td>\n",
       "      <td>(LUNCH BAG RED RETROSPOT)</td>\n",
       "      <td>(LUNCH BAG APPLE DESIGN)</td>\n",
       "      <td>0.132321</td>\n",
       "      <td>0.108460</td>\n",
       "      <td>0.056399</td>\n",
       "      <td>0.426230</td>\n",
       "      <td>3.929836</td>\n",
       "      <td>0.042048</td>\n",
       "      <td>1.553827</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                          antecedents  \\\n",
       "0                     (CHILDRENS CUTLERY DOLLY GIRL )   \n",
       "1                       (CHILDRENS CUTLERY SPACEBOY )   \n",
       "2   (ALARM CLOCK BAKELIKE GREEN, ALARM CLOCK BAKEL...   \n",
       "3                         (ALARM CLOCK BAKELIKE RED )   \n",
       "4                        (ALARM CLOCK BAKELIKE GREEN)   \n",
       "5   (ALARM CLOCK BAKELIKE PINK, ALARM CLOCK BAKELI...   \n",
       "6                        (ALARM CLOCK BAKELIKE GREEN)   \n",
       "7                         (ALARM CLOCK BAKELIKE RED )   \n",
       "8   (ALARM CLOCK BAKELIKE GREEN, ALARM CLOCK BAKEL...   \n",
       "9                         (ALARM CLOCK BAKELIKE PINK)   \n",
       "10                        (ALARM CLOCK BAKELIKE RED )   \n",
       "11                        (ALARM CLOCK BAKELIKE PINK)   \n",
       "12  (SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO...   \n",
       "13                    (SET/6 RED SPOTTY PAPER PLATES)   \n",
       "14                       (ALARM CLOCK BAKELIKE GREEN)   \n",
       "15                        (ALARM CLOCK BAKELIKE PINK)   \n",
       "16  (SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...   \n",
       "17                      (SET/6 RED SPOTTY PAPER CUPS)   \n",
       "18                    (SET/6 RED SPOTTY PAPER PLATES)   \n",
       "19                      (SET/6 RED SPOTTY PAPER CUPS)   \n",
       "20  (SET/6 RED SPOTTY PAPER PLATES, SET/6 RED SPOT...   \n",
       "21              (SET/20 RED RETROSPOT PAPER NAPKINS )   \n",
       "22              (SET/20 RED RETROSPOT PAPER NAPKINS )   \n",
       "23                    (SET/6 RED SPOTTY PAPER PLATES)   \n",
       "24                             (DOLLY GIRL LUNCH BOX)   \n",
       "25                              (SPACEBOY LUNCH BOX )   \n",
       "26                      (SET/6 RED SPOTTY PAPER CUPS)   \n",
       "27              (SET/20 RED RETROSPOT PAPER NAPKINS )   \n",
       "28  (PLASTERS IN TIN CIRCUS PARADE , PLASTERS IN T...   \n",
       "29                         (PLASTERS IN TIN SPACEBOY)   \n",
       "30                       (LUNCH BAG SPACEBOY DESIGN )   \n",
       "31                               (LUNCH BAG WOODLAND)   \n",
       "32                 (PLASTERS IN TIN WOODLAND ANIMALS)   \n",
       "33  (PLASTERS IN TIN CIRCUS PARADE , PLASTERS IN T...   \n",
       "34                         (PLASTERS IN TIN SPACEBOY)   \n",
       "35                 (PLASTERS IN TIN WOODLAND ANIMALS)   \n",
       "36                           (LUNCH BAG APPLE DESIGN)   \n",
       "37                       (LUNCH BAG SPACEBOY DESIGN )   \n",
       "38  (PLASTERS IN TIN SPACEBOY, PLASTERS IN TIN WOO...   \n",
       "39                   (PLASTERS IN TIN CIRCUS PARADE )   \n",
       "40                   (PLASTERS IN TIN CIRCUS PARADE )   \n",
       "41                         (PLASTERS IN TIN SPACEBOY)   \n",
       "42                (STRAWBERRY LUNCH BOX WITH CUTLERY)   \n",
       "43                (LUNCH BOX WITH CUTLERY RETROSPOT )   \n",
       "44              (ROUND SNACK BOXES SET OF4 WOODLAND )   \n",
       "45               (ROUND SNACK BOXES SET OF 4 FRUITS )   \n",
       "46                          (LUNCH BAG RED RETROSPOT)   \n",
       "47                       (LUNCH BAG SPACEBOY DESIGN )   \n",
       "48                 (PLASTERS IN TIN WOODLAND ANIMALS)   \n",
       "49                   (PLASTERS IN TIN CIRCUS PARADE )   \n",
       "50                           (LUNCH BAG APPLE DESIGN)   \n",
       "51                          (LUNCH BAG RED RETROSPOT)   \n",
       "\n",
       "                                          consequents  antecedent support  \\\n",
       "0                       (CHILDRENS CUTLERY SPACEBOY )            0.062907   \n",
       "1                     (CHILDRENS CUTLERY DOLLY GIRL )            0.058568   \n",
       "2                         (ALARM CLOCK BAKELIKE RED )            0.062907   \n",
       "3   (ALARM CLOCK BAKELIKE GREEN, ALARM CLOCK BAKEL...            0.080260   \n",
       "4   (ALARM CLOCK BAKELIKE PINK, ALARM CLOCK BAKELI...            0.084599   \n",
       "5                        (ALARM CLOCK BAKELIKE GREEN)            0.062907   \n",
       "6                         (ALARM CLOCK BAKELIKE RED )            0.084599   \n",
       "7                        (ALARM CLOCK BAKELIKE GREEN)            0.080260   \n",
       "8                         (ALARM CLOCK BAKELIKE PINK)            0.067245   \n",
       "9   (ALARM CLOCK BAKELIKE GREEN, ALARM CLOCK BAKEL...            0.086768   \n",
       "10                        (ALARM CLOCK BAKELIKE PINK)            0.080260   \n",
       "11                        (ALARM CLOCK BAKELIKE RED )            0.086768   \n",
       "12                    (SET/6 RED SPOTTY PAPER PLATES)            0.086768   \n",
       "13  (SET/6 RED SPOTTY PAPER CUPS, SET/20 RED RETRO...            0.108460   \n",
       "14                        (ALARM CLOCK BAKELIKE PINK)            0.084599   \n",
       "15                       (ALARM CLOCK BAKELIKE GREEN)            0.086768   \n",
       "16                      (SET/6 RED SPOTTY PAPER CUPS)            0.086768   \n",
       "17  (SET/6 RED SPOTTY PAPER PLATES, SET/20 RED RET...            0.117137   \n",
       "18                      (SET/6 RED SPOTTY PAPER CUPS)            0.108460   \n",
       "19                    (SET/6 RED SPOTTY PAPER PLATES)            0.117137   \n",
       "20              (SET/20 RED RETROSPOT PAPER NAPKINS )            0.104121   \n",
       "21  (SET/6 RED SPOTTY PAPER PLATES, SET/6 RED SPOT...            0.112798   \n",
       "22                    (SET/6 RED SPOTTY PAPER PLATES)            0.112798   \n",
       "23              (SET/20 RED RETROSPOT PAPER NAPKINS )            0.108460   \n",
       "24                              (SPACEBOY LUNCH BOX )            0.086768   \n",
       "25                             (DOLLY GIRL LUNCH BOX)            0.106291   \n",
       "26              (SET/20 RED RETROSPOT PAPER NAPKINS )            0.117137   \n",
       "27                      (SET/6 RED SPOTTY PAPER CUPS)            0.112798   \n",
       "28                         (PLASTERS IN TIN SPACEBOY)            0.086768   \n",
       "29  (PLASTERS IN TIN CIRCUS PARADE , PLASTERS IN T...            0.119306   \n",
       "30                               (LUNCH BAG WOODLAND)            0.104121   \n",
       "31                       (LUNCH BAG SPACEBOY DESIGN )            0.101952   \n",
       "32  (PLASTERS IN TIN CIRCUS PARADE , PLASTERS IN T...            0.145336   \n",
       "33                 (PLASTERS IN TIN WOODLAND ANIMALS)            0.078091   \n",
       "34                 (PLASTERS IN TIN WOODLAND ANIMALS)            0.119306   \n",
       "35                         (PLASTERS IN TIN SPACEBOY)            0.145336   \n",
       "36                       (LUNCH BAG SPACEBOY DESIGN )            0.108460   \n",
       "37                           (LUNCH BAG APPLE DESIGN)            0.104121   \n",
       "38                   (PLASTERS IN TIN CIRCUS PARADE )            0.088937   \n",
       "39  (PLASTERS IN TIN SPACEBOY, PLASTERS IN TIN WOO...            0.147505   \n",
       "40                         (PLASTERS IN TIN SPACEBOY)            0.147505   \n",
       "41                   (PLASTERS IN TIN CIRCUS PARADE )            0.119306   \n",
       "42                (LUNCH BOX WITH CUTLERY RETROSPOT )            0.104121   \n",
       "43                (STRAWBERRY LUNCH BOX WITH CUTLERY)            0.123644   \n",
       "44               (ROUND SNACK BOXES SET OF 4 FRUITS )            0.138829   \n",
       "45              (ROUND SNACK BOXES SET OF4 WOODLAND )            0.093275   \n",
       "46                       (LUNCH BAG SPACEBOY DESIGN )            0.132321   \n",
       "47                          (LUNCH BAG RED RETROSPOT)            0.104121   \n",
       "48                   (PLASTERS IN TIN CIRCUS PARADE )            0.145336   \n",
       "49                 (PLASTERS IN TIN WOODLAND ANIMALS)            0.147505   \n",
       "50                          (LUNCH BAG RED RETROSPOT)            0.108460   \n",
       "51                           (LUNCH BAG APPLE DESIGN)            0.132321   \n",
       "\n",
       "    consequent support   support  confidence       lift  leverage  conviction  \n",
       "0             0.058568  0.054230    0.862069  14.719029  0.050546    6.825380  \n",
       "1             0.062907  0.054230    0.925926  14.719029  0.050546   12.650759  \n",
       "2             0.080260  0.054230    0.862069  10.740913  0.049181    6.668113  \n",
       "3             0.062907  0.054230    0.675676  10.740913  0.049181    2.889371  \n",
       "4             0.062907  0.054230    0.641026  10.190097  0.048908    2.610474  \n",
       "5             0.084599  0.054230    0.862069  10.190097  0.048908    6.636659  \n",
       "6             0.080260  0.067245    0.794872   9.903673  0.060455    4.483731  \n",
       "7             0.084599  0.067245    0.837838   9.903673  0.060455    5.644975  \n",
       "8             0.086768  0.054230    0.806452   9.294355  0.048395    4.718366  \n",
       "9             0.067245  0.054230    0.625000   9.294355  0.048395    2.487346  \n",
       "10            0.086768  0.062907    0.783784   9.033108  0.055943    4.223698  \n",
       "11            0.080260  0.062907    0.725000   9.033108  0.055943    3.344508  \n",
       "12            0.108460  0.084599    0.975000   8.989500  0.075188   35.661605  \n",
       "13            0.086768  0.084599    0.780000   8.989500  0.075188    4.151055  \n",
       "14            0.086768  0.062907    0.743590   8.569872  0.055566    3.561605  \n",
       "15            0.084599  0.062907    0.725000   8.569872  0.055566    3.328732  \n",
       "16            0.117137  0.084599    0.975000   8.323611  0.074435   35.314534  \n",
       "17            0.086768  0.084599    0.722222   8.323611  0.074435    3.287636  \n",
       "18            0.117137  0.104121    0.960000   8.195556  0.091417   22.071584  \n",
       "19            0.108460  0.104121    0.888889   8.195556  0.091417    8.023861  \n",
       "20            0.112798  0.084599    0.812500   7.203125  0.072854    4.731743  \n",
       "21            0.104121  0.084599    0.750000   7.203125  0.072854    3.583514  \n",
       "22            0.108460  0.086768    0.769231   7.092308  0.074534    3.863341  \n",
       "23            0.112798  0.086768    0.800000   7.092308  0.074534    4.436009  \n",
       "24            0.106291  0.060738    0.700000   6.585714  0.051515    2.979031  \n",
       "25            0.086768  0.060738    0.571429   6.585714  0.051515    2.130875  \n",
       "26            0.112798  0.086768    0.740741   6.566952  0.073555    3.422064  \n",
       "27            0.117137  0.086768    0.769231   6.566952  0.073555    3.825741  \n",
       "28            0.119306  0.058568    0.675000   5.657727  0.048216    2.709828  \n",
       "29            0.086768  0.058568    0.490909   5.657727  0.048216    1.793849  \n",
       "30            0.101952  0.056399    0.541667   5.312943  0.045784    1.959377  \n",
       "31            0.104121  0.056399    0.553191   5.312943  0.045784    2.005061  \n",
       "32            0.078091  0.058568    0.402985   5.160448  0.047219    1.544197  \n",
       "33            0.145336  0.058568    0.750000   5.160448  0.047219    3.418655  \n",
       "34            0.145336  0.088937    0.745455   5.129172  0.071598    3.357608  \n",
       "35            0.119306  0.088937    0.611940   5.129172  0.071598    2.269481  \n",
       "36            0.104121  0.056399    0.520000   4.994167  0.045106    1.866414  \n",
       "37            0.108460  0.056399    0.541667   4.994167  0.045106    1.945178  \n",
       "38            0.147505  0.058568    0.658537   4.464491  0.045450    2.496591  \n",
       "39            0.088937  0.058568    0.397059   4.464491  0.045450    1.511031  \n",
       "40            0.119306  0.078091    0.529412   4.437433  0.060493    1.871475  \n",
       "41            0.147505  0.078091    0.654545   4.437433  0.060493    2.467747  \n",
       "42            0.123644  0.054230    0.520833   4.212354  0.041356    1.828916  \n",
       "43            0.104121  0.054230    0.438596   4.212354  0.041356    1.595784  \n",
       "44            0.093275  0.054230    0.390625   4.187863  0.041281    1.487958  \n",
       "45            0.138829  0.054230    0.581395   4.187863  0.041281    2.057243  \n",
       "46            0.104121  0.056399    0.426230   4.093579  0.042622    1.561388  \n",
       "47            0.132321  0.056399    0.541667   4.093579  0.042622    1.893118  \n",
       "48            0.147505  0.086768    0.597015   4.047410  0.065330    2.115450  \n",
       "49            0.145336  0.086768    0.588235   4.047410  0.065330    2.075612  \n",
       "50            0.132321  0.056399    0.520000   3.929836  0.042048    1.807664  \n",
       "51            0.108460  0.056399    0.426230   3.929836  0.042048    1.553827  "
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "create_model(metric='lift', threshold = 1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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