12. Association Analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"package 'mlbench' was built under R version 3.6.1\""
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th></th><th scope=col>hair</th><th scope=col>feathers</th><th scope=col>eggs</th><th scope=col>milk</th><th scope=col>airborne</th><th scope=col>aquatic</th><th scope=col>predator</th><th scope=col>toothed</th><th scope=col>backbone</th><th scope=col>breathes</th><th scope=col>venomous</th><th scope=col>fins</th><th scope=col>legs</th><th scope=col>tail</th><th scope=col>domestic</th><th scope=col>catsize</th><th scope=col>type</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><th scope=row>aardvark</th><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>TRUE  </td><td>TRUE  </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td>4     </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>mammal</td></tr>\n",
       "\t<tr><th scope=row>antelope</th><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td>FALSE </td><td>TRUE  </td><td>TRUE  </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td>4     </td><td> TRUE </td><td>FALSE </td><td> TRUE </td><td>mammal</td></tr>\n",
       "\t<tr><th scope=row>bass</th><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td> TRUE </td><td>TRUE  </td><td>TRUE  </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>0     </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td>fish  </td></tr>\n",
       "\t<tr><th scope=row>bear</th><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>TRUE  </td><td>TRUE  </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td>4     </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>mammal</td></tr>\n",
       "\t<tr><th scope=row>boar</th><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>TRUE  </td><td>TRUE  </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td>4     </td><td> TRUE </td><td>FALSE </td><td> TRUE </td><td>mammal</td></tr>\n",
       "\t<tr><th scope=row>buffalo</th><td> TRUE </td><td>FALSE </td><td>FALSE </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td>FALSE </td><td>TRUE  </td><td>TRUE  </td><td> TRUE </td><td>FALSE </td><td>FALSE </td><td>4     </td><td> TRUE </td><td>FALSE </td><td> TRUE </td><td>mammal</td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|lllllllllllllllll}\n",
       "  & hair & feathers & eggs & milk & airborne & aquatic & predator & toothed & backbone & breathes & venomous & fins & legs & tail & domestic & catsize & type\\\\\n",
       "\\hline\n",
       "\taardvark &  TRUE  & FALSE  & FALSE  &  TRUE  & FALSE  & FALSE  &  TRUE  & TRUE   & TRUE   &  TRUE  & FALSE  & FALSE  & 4      & FALSE  & FALSE  &  TRUE  & mammal\\\\\n",
       "\tantelope &  TRUE  & FALSE  & FALSE  &  TRUE  & FALSE  & FALSE  & FALSE  & TRUE   & TRUE   &  TRUE  & FALSE  & FALSE  & 4      &  TRUE  & FALSE  &  TRUE  & mammal\\\\\n",
       "\tbass & FALSE  & FALSE  &  TRUE  & FALSE  & FALSE  &  TRUE  &  TRUE  & TRUE   & TRUE   & FALSE  & FALSE  &  TRUE  & 0      &  TRUE  & FALSE  & FALSE  & fish  \\\\\n",
       "\tbear &  TRUE  & FALSE  & FALSE  &  TRUE  & FALSE  & FALSE  &  TRUE  & TRUE   & TRUE   &  TRUE  & FALSE  & FALSE  & 4      & FALSE  & FALSE  &  TRUE  & mammal\\\\\n",
       "\tboar &  TRUE  & FALSE  & FALSE  &  TRUE  & FALSE  & FALSE  &  TRUE  & TRUE   & TRUE   &  TRUE  & FALSE  & FALSE  & 4      &  TRUE  & FALSE  &  TRUE  & mammal\\\\\n",
       "\tbuffalo &  TRUE  & FALSE  & FALSE  &  TRUE  & FALSE  & FALSE  & FALSE  & TRUE   & TRUE   &  TRUE  & FALSE  & FALSE  & 4      &  TRUE  & FALSE  &  TRUE  & mammal\\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| <!--/--> | hair | feathers | eggs | milk | airborne | aquatic | predator | toothed | backbone | breathes | venomous | fins | legs | tail | domestic | catsize | type |\n",
       "|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|\n",
       "| aardvark |  TRUE  | FALSE  | FALSE  |  TRUE  | FALSE  | FALSE  |  TRUE  | TRUE   | TRUE   |  TRUE  | FALSE  | FALSE  | 4      | FALSE  | FALSE  |  TRUE  | mammal |\n",
       "| antelope |  TRUE  | FALSE  | FALSE  |  TRUE  | FALSE  | FALSE  | FALSE  | TRUE   | TRUE   |  TRUE  | FALSE  | FALSE  | 4      |  TRUE  | FALSE  |  TRUE  | mammal |\n",
       "| bass | FALSE  | FALSE  |  TRUE  | FALSE  | FALSE  |  TRUE  |  TRUE  | TRUE   | TRUE   | FALSE  | FALSE  |  TRUE  | 0      |  TRUE  | FALSE  | FALSE  | fish   |\n",
       "| bear |  TRUE  | FALSE  | FALSE  |  TRUE  | FALSE  | FALSE  |  TRUE  | TRUE   | TRUE   |  TRUE  | FALSE  | FALSE  | 4      | FALSE  | FALSE  |  TRUE  | mammal |\n",
       "| boar |  TRUE  | FALSE  | FALSE  |  TRUE  | FALSE  | FALSE  |  TRUE  | TRUE   | TRUE   |  TRUE  | FALSE  | FALSE  | 4      |  TRUE  | FALSE  |  TRUE  | mammal |\n",
       "| buffalo |  TRUE  | FALSE  | FALSE  |  TRUE  | FALSE  | FALSE  | FALSE  | TRUE   | TRUE   |  TRUE  | FALSE  | FALSE  | 4      |  TRUE  | FALSE  |  TRUE  | mammal |\n",
       "\n"
      ],
      "text/plain": [
       "         hair  feathers eggs  milk  airborne aquatic predator toothed backbone\n",
       "aardvark  TRUE FALSE    FALSE  TRUE FALSE    FALSE    TRUE    TRUE    TRUE    \n",
       "antelope  TRUE FALSE    FALSE  TRUE FALSE    FALSE   FALSE    TRUE    TRUE    \n",
       "bass     FALSE FALSE     TRUE FALSE FALSE     TRUE    TRUE    TRUE    TRUE    \n",
       "bear      TRUE FALSE    FALSE  TRUE FALSE    FALSE    TRUE    TRUE    TRUE    \n",
       "boar      TRUE FALSE    FALSE  TRUE FALSE    FALSE    TRUE    TRUE    TRUE    \n",
       "buffalo   TRUE FALSE    FALSE  TRUE FALSE    FALSE   FALSE    TRUE    TRUE    \n",
       "         breathes venomous fins  legs tail  domestic catsize type  \n",
       "aardvark  TRUE    FALSE    FALSE 4    FALSE FALSE     TRUE   mammal\n",
       "antelope  TRUE    FALSE    FALSE 4     TRUE FALSE     TRUE   mammal\n",
       "bass     FALSE    FALSE     TRUE 0     TRUE FALSE    FALSE   fish  \n",
       "bear      TRUE    FALSE    FALSE 4    FALSE FALSE     TRUE   mammal\n",
       "boar      TRUE    FALSE    FALSE 4     TRUE FALSE     TRUE   mammal\n",
       "buffalo   TRUE    FALSE    FALSE 4     TRUE FALSE     TRUE   mammal"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Up to this point we have not used R, but now we can no longer avoid that\n",
    "# The arules pachage for R is the best around, by any industry standard# This notebook uses \n",
    "# pure R code--the kernel for R should be installed\n",
    "\n",
    "library('mlbench')\n",
    "\n",
    "data(Zoo) # load up an R DataFrame\n",
    "head(Zoo) # print part of it from R"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Using R with apriori\n",
    "Using the r magics in iPython is a much easier and more consistent use of R coding."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"package 'arules' was built under R version 3.6.1\"Loading required package: Matrix\n",
      "Warning message:\n",
      "\"package 'Matrix' was built under R version 3.6.1\"\n",
      "Attaching package: 'arules'\n",
      "\n",
      "The following objects are masked from 'package:base':\n",
      "\n",
      "    abbreviate, write\n",
      "\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Apriori\n",
      "\n",
      "Parameter specification:\n",
      " confidence minval smax arem  aval originalSupport maxtime support minlen\n",
      "         NA    0.1    1 none FALSE            TRUE       5     0.5      1\n",
      " maxlen            target   ext\n",
      "     10 frequent itemsets FALSE\n",
      "\n",
      "Algorithmic control:\n",
      " filter tree heap memopt load sort verbose\n",
      "    0.1 TRUE TRUE  FALSE TRUE    2    TRUE\n",
      "\n",
      "Absolute minimum support count: 50 \n",
      "\n",
      "set item appearances ...[0 item(s)] done [0.00s].\n",
      "set transactions ...[24 item(s), 101 transaction(s)] done [0.00s].\n",
      "sorting and recoding items ... [7 item(s)] done [0.00s].\n",
      "creating transaction tree ... done [0.00s].\n",
      "checking subsets of size 1 2 3 4 done [0.00s].\n",
      "writing ... [21 set(s)] done [0.00s].\n",
      "creating S4 object  ... done [0.00s].\n",
      "     items                         support   count\n",
      "[1]  {backbone}                    0.8217822 83   \n",
      "[2]  {breathes}                    0.7920792 80   \n",
      "[3]  {legs=TRUE}                   0.7722772 78   \n",
      "[4]  {tail}                        0.7425743 75   \n",
      "[5]  {backbone,tail}               0.7326733 74   \n",
      "[6]  {breathes,legs=TRUE}          0.7227723 73   \n",
      "[7]  {backbone,breathes}           0.6831683 69   \n",
      "[8]  {backbone,legs=TRUE}          0.6336634 64   \n",
      "[9]  {backbone,breathes,legs=TRUE} 0.6336634 64   \n",
      "[10] {toothed}                     0.6039604 61   \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "21"
      ],
      "text/latex": [
       "21"
      ],
      "text/markdown": [
       "21"
      ],
      "text/plain": [
       "[1] 21"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# load up some zoo data\n",
    "data(Zoo)\n",
    "library(arules)\n",
    "\n",
    "# make the \"legs\" attirbute binary\n",
    "has_legs <- Zoo[\"legs\"]>0\n",
    "Zoo[[\"legs\"]] <- as.factor(has_legs)\n",
    "\n",
    "# convert to transactions, where column indicates the output of the attribute\n",
    "# so \"hair\" as an attribute would generate two columns -> \"hair=TRUE and hair=FALSE\"\n",
    "trans <- as(Zoo, \"transactions\")\n",
    "\n",
    "# Now that we have transactions, its time to run the apriori algorithm\n",
    "isets <- apriori(trans, parameter=list(target=\"frequent\", support=0.5))\n",
    "\n",
    "# sort it and display some of the frequent itemsets from apriori\n",
    "isets <- sort(isets, by=\"support\") \n",
    "inspect(head(isets, n=10))\n",
    "length(isets)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    items                              support   count\n",
      "[1] {eggs}                             0.5841584 59   \n",
      "[2] {predator}                         0.5544554 56   \n",
      "[3] {backbone,breathes,legs=TRUE,tail} 0.5544554 56   \n",
      "[4] {toothed,backbone,tail}            0.5148515 52   \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "4"
      ],
      "text/latex": [
       "4"
      ],
      "text/markdown": [
       "4"
      ],
      "text/plain": [
       "[1] 4"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Do same thing, getting only the maximal sets\n",
    "is_max <- isets[is.maximal(isets)]\n",
    "inspect(head(sort(is_max, by=\"support\")))\n",
    "length(is_max)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Apriori\n",
      "\n",
      "Parameter specification:\n",
      " confidence minval smax arem  aval originalSupport maxtime support minlen\n",
      "        0.9    0.1    1 none FALSE            TRUE       5     0.5      1\n",
      " maxlen target   ext\n",
      "     10  rules FALSE\n",
      "\n",
      "Algorithmic control:\n",
      " filter tree heap memopt load sort verbose\n",
      "    0.1 TRUE TRUE  FALSE TRUE    2    TRUE\n",
      "\n",
      "Absolute minimum support count: 50 \n",
      "\n",
      "set item appearances ...[0 item(s)] done [0.00s].\n",
      "set transactions ...[24 item(s), 101 transaction(s)] done [0.00s].\n",
      "sorting and recoding items ... [7 item(s)] done [0.00s].\n",
      "creating transaction tree ... done [0.00s].\n",
      "checking subsets of size 1 2 3 4 done [0.00s].\n",
      "writing ... [14 rule(s)] done [0.00s].\n",
      "creating S4 object  ... done [0.00s].\n",
      "     lhs                     rhs         support   confidence lift     count\n",
      "[1]  {toothed}            => {backbone}  0.6039604 1.0000000  1.216867 61   \n",
      "[2]  {legs=TRUE}          => {breathes}  0.7227723 0.9358974  1.181571 73   \n",
      "[3]  {breathes}           => {legs=TRUE} 0.7227723 0.9125000  1.181571 73   \n",
      "[4]  {tail}               => {backbone}  0.7326733 0.9866667  1.200643 74   \n",
      "[5]  {toothed,tail}       => {backbone}  0.5148515 1.0000000  1.216867 52   \n",
      "[6]  {legs=TRUE,tail}     => {breathes}  0.5643564 1.0000000  1.262500 57   \n",
      "[7]  {breathes,tail}      => {legs=TRUE} 0.5643564 0.9344262  1.209962 57   \n",
      "[8]  {legs=TRUE,tail}     => {backbone}  0.5544554 0.9824561  1.195519 56   \n",
      "[9]  {backbone,legs=TRUE} => {breathes}  0.6336634 1.0000000  1.262500 64   \n",
      "[10] {backbone,breathes}  => {legs=TRUE} 0.6336634 0.9275362  1.201041 64   \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table>\n",
       "<thead><tr><th scope=col>support</th><th scope=col>confidence</th><th scope=col>lift</th><th scope=col>count</th></tr></thead>\n",
       "<tbody>\n",
       "\t<tr><td>0.6039604</td><td>1.0000000</td><td>1.216867 </td><td>61       </td></tr>\n",
       "\t<tr><td>0.7227723</td><td>0.9358974</td><td>1.181571 </td><td>73       </td></tr>\n",
       "\t<tr><td>0.7227723</td><td>0.9125000</td><td>1.181571 </td><td>73       </td></tr>\n",
       "\t<tr><td>0.7326733</td><td>0.9866667</td><td>1.200643 </td><td>74       </td></tr>\n",
       "\t<tr><td>0.5148515</td><td>1.0000000</td><td>1.216867 </td><td>52       </td></tr>\n",
       "\t<tr><td>0.5643564</td><td>1.0000000</td><td>1.262500 </td><td>57       </td></tr>\n",
       "</tbody>\n",
       "</table>\n"
      ],
      "text/latex": [
       "\\begin{tabular}{r|llll}\n",
       " support & confidence & lift & count\\\\\n",
       "\\hline\n",
       "\t 0.6039604 & 1.0000000 & 1.216867  & 61       \\\\\n",
       "\t 0.7227723 & 0.9358974 & 1.181571  & 73       \\\\\n",
       "\t 0.7227723 & 0.9125000 & 1.181571  & 73       \\\\\n",
       "\t 0.7326733 & 0.9866667 & 1.200643  & 74       \\\\\n",
       "\t 0.5148515 & 1.0000000 & 1.216867  & 52       \\\\\n",
       "\t 0.5643564 & 1.0000000 & 1.262500  & 57       \\\\\n",
       "\\end{tabular}\n"
      ],
      "text/markdown": [
       "\n",
       "| support | confidence | lift | count |\n",
       "|---|---|---|---|\n",
       "| 0.6039604 | 1.0000000 | 1.216867  | 61        |\n",
       "| 0.7227723 | 0.9358974 | 1.181571  | 73        |\n",
       "| 0.7227723 | 0.9125000 | 1.181571  | 73        |\n",
       "| 0.7326733 | 0.9866667 | 1.200643  | 74        |\n",
       "| 0.5148515 | 1.0000000 | 1.216867  | 52        |\n",
       "| 0.5643564 | 1.0000000 | 1.262500  | 57        |\n",
       "\n"
      ],
      "text/plain": [
       "  support   confidence lift     count\n",
       "1 0.6039604 1.0000000  1.216867 61   \n",
       "2 0.7227723 0.9358974  1.181571 73   \n",
       "3 0.7227723 0.9125000  1.181571 73   \n",
       "4 0.7326733 0.9866667  1.200643 74   \n",
       "5 0.5148515 1.0000000  1.216867 52   \n",
       "6 0.5643564 1.0000000  1.262500 57   "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# generate some rules from the frequent itemsets\n",
    "rules <- apriori(trans, parameter=list(support=.5, confidence=.9))\n",
    "\n",
    "inspect(head(rules, n=10))\n",
    "\n",
    "# print out measures of rule quality\n",
    "quality(head(rules))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     lhs                          rhs         support   confidence lift    \n",
      "[1]  {legs=TRUE,tail}          => {breathes}  0.5643564 1.0000000  1.262500\n",
      "[2]  {backbone,legs=TRUE}      => {breathes}  0.6336634 1.0000000  1.262500\n",
      "[3]  {backbone,legs=TRUE,tail} => {breathes}  0.5544554 1.0000000  1.262500\n",
      "[4]  {toothed}                 => {backbone}  0.6039604 1.0000000  1.216867\n",
      "[5]  {toothed,tail}            => {backbone}  0.5148515 1.0000000  1.216867\n",
      "[6]  {breathes,tail}           => {legs=TRUE} 0.5643564 0.9344262  1.209962\n",
      "[7]  {backbone,breathes,tail}  => {legs=TRUE} 0.5544554 0.9333333  1.208547\n",
      "[8]  {backbone,breathes}       => {legs=TRUE} 0.6336634 0.9275362  1.201041\n",
      "[9]  {tail}                    => {backbone}  0.7326733 0.9866667  1.200643\n",
      "[10] {breathes,tail}           => {backbone}  0.5940594 0.9836066  1.196919\n",
      "     count\n",
      "[1]  57   \n",
      "[2]  64   \n",
      "[3]  56   \n",
      "[4]  61   \n",
      "[5]  52   \n",
      "[6]  57   \n",
      "[7]  56   \n",
      "[8]  64   \n",
      "[9]  74   \n",
      "[10] 60   \n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message in interestMeasure(rules[1:10], method = c(\"phi\", \"gini\"), trans = trans):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n"
     ]
    },
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\"Warning message in interestMeasure(x, m, transactions, reuse, ...):\n",
      "\"interestMeasure: parameter method is now deprecated! Use measure instead!\""
     ]
    }
   ],
   "source": [
    "# sort out the rules and print additional \"interest\" measures\n",
    "rules <- sort(rules, by=\"lift\")\n",
    "inspect(head(rules, n=10))\n",
    "interestMeasure(rules[1:10], method=c(\"phi\", \"gini\"), trans=trans)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Warning message:\n",
      "\"package 'arulesViz' was built under R version 3.6.1\"Loading required package: grid\n",
      "Registered S3 method overwritten by 'seriation':\n",
      "  method         from \n",
      "  reorder.hclust gclus\n",
      "To reduce overplotting, jitter is added! Use jitter = 0 to prevent jitter.\n"
     ]
    },
    {
     "data": {
      "image/png": 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WERCElrAEwjJK0BMI2QtAbANELSGgDTCElrAEwTh/R/ZAgJi0BIWgNgGiFpDYBp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\nACEBARASEAAhAQH8HUtWXC8rr+EHAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# visualize the different rules, \n",
    "#  the first visualization might take some time to render properly\n",
    "library(arulesViz)\n",
    "plot(rules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     lhs                          rhs         support   confidence lift    \n",
      "[1]  {legs=TRUE,tail}          => {breathes}  0.5643564 1.0000000  1.262500\n",
      "[2]  {backbone,legs=TRUE}      => {breathes}  0.6336634 1.0000000  1.262500\n",
      "[3]  {backbone,legs=TRUE,tail} => {breathes}  0.5544554 1.0000000  1.262500\n",
      "[4]  {toothed}                 => {backbone}  0.6039604 1.0000000  1.216867\n",
      "[5]  {toothed,tail}            => {backbone}  0.5148515 1.0000000  1.216867\n",
      "[6]  {breathes,tail}           => {legs=TRUE} 0.5643564 0.9344262  1.209962\n",
      "[7]  {backbone,breathes,tail}  => {legs=TRUE} 0.5544554 0.9333333  1.208547\n",
      "[8]  {backbone,breathes}       => {legs=TRUE} 0.6336634 0.9275362  1.201041\n",
      "[9]  {tail}                    => {backbone}  0.7326733 0.9866667  1.200643\n",
      "[10] {breathes,tail}           => {backbone}  0.5940594 0.9836066  1.196919\n",
      "[11] {legs=TRUE,tail}          => {backbone}  0.5544554 0.9824561  1.195519\n",
      "[12] {breathes,legs=TRUE,tail} => {backbone}  0.5544554 0.9824561  1.195519\n",
      "[13] {legs=TRUE}               => {breathes}  0.7227723 0.9358974  1.181571\n",
      "[14] {breathes}                => {legs=TRUE} 0.7227723 0.9125000  1.181571\n",
      "     count\n",
      "[1]  57   \n",
      "[2]  64   \n",
      "[3]  56   \n",
      "[4]  61   \n",
      "[5]  52   \n",
      "[6]  57   \n",
      "[7]  56   \n",
      "[8]  64   \n",
      "[9]  74   \n",
      "[10] 60   \n",
      "[11] 56   \n",
      "[12] 56   \n",
      "[13] 73   \n",
      "[14] 73   \n"
     ]
    },
    {
     "data": {
      "text/html": [
       "14"
      ],
      "text/latex": [
       "14"
      ],
      "text/markdown": [
       "14"
      ],
      "text/plain": [
       "[1] 14"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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phq/pE23oxt096/fv2q8n/3EJUVPaL7leKEELN2c3ytud/vqvwrfcofr5xvWpjv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\nAwpK8MqFRw8YAAAAAElFTkSuQmCC",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# a great plot\n",
    "plot(rules, method=\"grouped\")\n",
    "inspect(rules)\n",
    "length(rules)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "     lhs                                  rhs            support     confidence\n",
      "[1]  {Class=2nd,Age=Child}             => {Survived=Yes} 0.010904134 1.0000000 \n",
      "[2]  {Class=2nd,Sex=Female,Age=Child}  => {Survived=Yes} 0.005906406 1.0000000 \n",
      "[3]  {Class=1st,Sex=Female}            => {Survived=Yes} 0.064061790 0.9724138 \n",
      "[4]  {Class=1st,Sex=Female,Age=Adult}  => {Survived=Yes} 0.063607451 0.9722222 \n",
      "[5]  {Class=2nd,Sex=Female}            => {Survived=Yes} 0.042253521 0.8773585 \n",
      "[6]  {Class=Crew,Sex=Female}           => {Survived=Yes} 0.009086779 0.8695652 \n",
      "[7]  {Class=Crew,Sex=Female,Age=Adult} => {Survived=Yes} 0.009086779 0.8695652 \n",
      "[8]  {Class=2nd,Sex=Female,Age=Adult}  => {Survived=Yes} 0.036347115 0.8602151 \n",
      "[9]  {Class=2nd,Sex=Male,Age=Adult}    => {Survived=No}  0.069968196 0.9166667 \n",
      "[10] {Class=2nd,Sex=Male}              => {Survived=No}  0.069968196 0.8603352 \n",
      "[11] {Class=3rd,Sex=Male,Age=Adult}    => {Survived=No}  0.175829169 0.8376623 \n",
      "[12] {Class=3rd,Sex=Male}              => {Survived=No}  0.191731031 0.8274510 \n",
      "     lift     count\n",
      "[1]  3.095640  24  \n",
      "[2]  3.095640  13  \n",
      "[3]  3.010243 141  \n",
      "[4]  3.009650 140  \n",
      "[5]  2.715986  93  \n",
      "[6]  2.691861  20  \n",
      "[7]  2.691861  20  \n",
      "[8]  2.662916  80  \n",
      "[9]  1.354083 154  \n",
      "[10] 1.270871 154  \n",
      "[11] 1.237379 387  \n",
      "[12] 1.222295 422  \n"
     ]
    },
    {
     "data": {
      "image/png": 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aQwQCQvgeFA28hQFckY67uX1mWIXiRh23gHkWRoVtvU/1kHJnEeSdQ2pvP46rg1\n2iYKtpChJYDbKoXPOJCBSF5wygll34qQxoGITYgkXr8Qf1fA+w4zh4OM9DOSxXlvmzhYXO1i\nsjx70ap0HiBOe6TzYr87dJg/+h6RVmibKNAUSXqj+LqHSYWQzMT97jATt433OdIabRMDqiI5\nlMHrimtAS7zeV+0CaptNsYVqI9KGoG1kaA4s4sEq/kmSw0AuPZMrjmOSJEGz2o+0XNSxpTMI\n8bTM9w4zUdtIVykcVjd8t00UKE91qsdUW3MUcdt4z15BBiJ5AZFiB5G8gEix85I5ks1WxSvq\n0kDvOyyDH/+3jPU6R1qnbaJAtdp1OybalpOI20Z8JjfdTr0GNDWAAhsQybQePAR632FA0DZC\nLCv+vs+y68HszhNbtJ8EiIoiDvS+w8YWRLuUneKWx7WevDowFuzqXdzYbpcn34eRzcm6iqQs\n0kDvO3wESX2w36FTXO/pKwOjwaraH3lfuJRrM+8D25IvZ9mXJTCRHJf6JFW0j0MkOVbVPprD\nLb+T/il76w1J0vW6FERyaxtECgHLUzC3oldc+tm+6yTVPjgckdzapmHFq+MQSY6lSMVti002\nMG1mRJqIdGkbRAoCa5FOxULDdfCr5g7XRdsWxSFwlZUp+RzJp0is2omxqvfBfNwNMh/Z7XCf\nJw1uTr7c4C/Q+w6rMPEXtSQ+iOJWa5vwsar4W7lgd6vmSSNbtP/wnK6CEQ4PXnf4jJcFCJpU\nFrdi2wSOVc1vxSmkc95oE2dkAdLD7hByPZnd2/1xf5nejsVWvQeGU9IUqhgNWnUO57MLp6Qp\nVDEa1OpcpcjS7wd5DAynpClUMRaUKy3enPfAcEqaQhXDx67qn0fzQGFzawaGU9IUqhg+VlX/\nNGZGJIA0sTwhi0gAQ9jOKAe+PQEAViLtGIcABrEy492Yr1cVBCBk7IaYs9l/vqggACFjeYnQ\nbmKxwXQercvgLTCckqZQxThg+RtAASsf9ogEMIjm8rcp3yIrhNfAcEqaQhWjwHZEmtlU/c+6\nDF4DwylpClWMA9vl79v0psL47MIpaQpVjAO7ah/MYXz5O5zPLpySplDFOLCdI80sf4fx2YVT\n0hSqGAeKIolv3+Y/MJySplDFKNAUCSBZ8AFAAVWRim/tBxEYTklTqGIMaFbc1P9tPjCckqZQ\nxSiwrffHcXcPGVwED2ehKJySplDFOLCr9ueuXGYYvNNqOJ9dOCVNoYpxYFXta71eZ4bu/R3O\nZxdOSVOoYhxYVfuc/7G+XKQPY46D2wokLQ+npClUMQqs6r0r/xJFlo1c5Ss+v+Q9MJySplDF\nGLCqeJXWZWMiAaSKbET6NGb/qhIBBIjtHOlwu4t02fEHkgCaWIl0a9z7pPPFJPFVeN4Dwylp\nClWMBrtqP+4itLu8pjgAYWJ7/Hg/3i06frykLDsoGagAABGaSURBVADBkuhADKCLokjiJNl7\nYDglTaGKcWB/Hinndj6cVLa4amA4JU2hioEjE2nyhGw4H144JU2himGzuNon08F9k6sHhlPS\nFKoYNsurvWt7NHDRqvUm1w4Mp6QpVDFslle7dQf93cAUSTzZ9B4YTklTqGIcCOdIANBEUaRw\nsohwSppCFeNA8zxSMIHhlDSiKj5n1++PH2SdZ5fTfSa+P4f491U1jyPb+/A2s0Oq2Lyu9VD/\n4Pmr4vFcv+FNWob1WNxs3dXvfuD4b5Zu2ldgOCWNqIrNvvNe/eD5q/zh/fmG8P5SsaJIABPU\nXeZ2rr4V2hNpb8z5lmXXw9TJla2CSOCHnjejP7iF2LvCKzGEybxI9xHpGF5OV4FI4Ifam+up\nytyG50i708d1nQK6gUjgh+a04LP7g7IbHqsX+8uaBZWBSOCHhjWX7g8e55H21cvwbq2jJ9Kj\nNeJ1M4Eqvo6HM2+3zg+aS1fXj1NxdfT7WsWUotYl8g1Vk0itTW6NBKr4Qgpb8qXt3bXxg86z\ngusxwNsmanWJxqHabpPSFfXv0kDxEr73KsZ1O67qN4f6woaeSLvnPd5sd78BlEWyvI36P//5\nz+/me8X9uU3cI9AirlVUW2RVdNljPNcHZU857r58tH5QPzvlf6Kh4IpI+ZPFm8xt+P4UIndi\nkRJVXCPQTiVhnSVVdNtjVCbVcnzek7vWD+pnl/vDKU/78hv5jt4SZKuozpHKJws3WevQMmmB\nEs84ewW7ZbXDuorOe4zJpIc3x7Fr7Y6N/DC4c0mKq3Z2m/zn9zFeE6eBZRWhycObPHG7ZQMi\n5fOnkt1ljRI6sVKX+Oe4D5ODizQOVufpzbm8tGFg1a74PpI5vt0G4jfOOiJN6DA5uEjjOvz2\n66+//aZUFYCcNUSaGlamBhdpXJO7Q7lFd371aNPv//rX77972heswioizfkwMrZI4xqUDjV4\nQfXa3B3KLbrzL2yKmBVEWuLDkBHSuCe/9jz67dcXq1Q61OC1u4O18C/SMh/6RkjjnvQ1evWg\n9K+eR7//C5WiJB2RBoajVw9KfY0YlGLFu0hLfegaIY2rGdPodYPSwHBUDUov2R2sim+RlvvQ\nNkIa92AFkUY8YkyKET2R/v2PnH/PvGstkSY9WmrSf/475z/L3jzhESbFh5ZIuUM598ept9n4\n0DRCGlcz49Eik3KHcu6PC9496REmRYeSSKVFJVMmBSxSaVHJApMQKS1URPpH06N8VBp7o50P\nTyOkcTWzHs2a9N9Nj/JRaeb9Mx5hUmzoiPTvNlsTaV6j37IZk9oezY5Jcxr9nmFSXGiI1PVo\n3KSVRFowIM0MSV2P5kyaHZAYkiJDQaS+R2MmWerwPfvuFlfjLFLfoxmTEKnGlLeMmfjy+HgX\nNP2n/Tdv5FvpiIRIr6Rx0yX7rmZ6zwe3sQmT3Avx70GRBs8n2WZodY4mjatxFek/gyJNnU9C\npIrmPZecvqAfv0hDHo0MSSuJtESjydWGIY8mh6R5jVJZbejcvKweoMzjW7HmeVemKgms3mk6\n95h5bukRajZ0l8EURFo0IE0NSdYiLRiQEhmSOj39IVLDnqZIphlSvOl5rzzT9K31Pg/1mEVV\npB9/fPz7xw8/ZFn33//96fv3n6z+ucVV/379y19++23+X7+89b//+vk///m59++/R9//w//7\n/fe//nXu3/j+Qv032r+e40z1v6YEpv20/aS1qfaEa1u3oklhRCK1W4/GLcyao4hEpNYP4xbp\nxxmRRvv9TyM6zK3azcRVDGjzF6lIPwtF+qtUpOED/QsDNXfYXpo2HZGqMaaRtz0SuSmRHsme\neU6WpGXWQ3XV7inS8KrdSiINTJL6Ii1ctXuKZLdq1xNp6YAUtEi9hbc5kdph7TnSSL4XzYjE\neaQBWP6u6Cx/LxJpYWrX2/6qeBUp2EuEEElKe33guRg3+NuBVbvetuJdtWuY9OOMR6NCjKRo\nsyLNxVX0remldjMXrT5M+nmRR/1JUje1W7zWEEVq10jPTGO9uy/SxHmkxigU53mk7GnSjzMe\njeZow0I8MzRpXIW7SA+Tfl7kESLV+OjkEYm09PtIa32xbz6v0/4+0lxel0hmh0iWLP2GrJUO\n393javiG7Fq8fGl6C2vfmZ7NxT0bfpy9Z8PI0DKSoinEVcykdrMDUk5xz4afl96zYTK1sxiQ\nAk/tkkFP57tD/2f+LkLDg8iQEO2BRRpXMynSIo+y4i5C/7X4LkITItkkdogUBt7HxWEj5n2Q\nxtVwXzt4Jf4TzJVuWTyl0WtESn6hISlURVo0uA91/n6K1h9YpHE1Y6ldZjUgWeUvg6mdpUek\ndmHgX6QhI3pCDPkgjXswKJLlcGTXW/oiZbZ5HSKFwRprh6v9obGhrO7Ffx/p91aGl5HWxcoa\nIs3bMCyENK7Bby2ZshfNjpo8xyGWGWJmhdQu6yvxU8cH7bgn1Tj0l/qZLbL8pUjtRJGkdoGw\njkhdI35q6TDhgzSuTTFHWlzWFuF0z3BKGgWrXV8xnp69Jg7glax3odKIDrM+SOMAXshKqV1B\nL0VbqIM0Tl5S90BSu8hZU6RCieJ/P32vX7w27kEC3TOckkbB6tegN9IzL3EAr2B1kQBiYN3U\nzjWQhEk/kNROBCL5CaSkkUNqB6AAIgEoQGrnJ5CSRg4i+QmkpJFDagegACIBKEBq5yeQkkYO\nIvkJpKSRQ2oHoAAiAShAaucnkJJGDiL5CaSkkUNqB6AAIgEoQGrnJ5CSRg4i+QmkpJFDageg\nACIBKEBq5yeQkkYOIvkJpKSRQ2oHoAAiAShAaucnkJJGDiL5CaSkkUNqB6AAIgEoQGrnJ5CS\nRg4i+QmkpJFDagegACIBKEBq5yeQkkYOIvkJjLukt9u3b9/+/u12R7jX4CG1Awe+ldyeVD9Y\nu2DeQSSQ0jaoTXIukdr5CQyipM8Mbf69fYuuSbuESH4Ct13SZoZ2XZCgDY5FXZHSconULnkm\nMrRhESYyuoFNJKISIqXN1Dxn2CUrjdJRidTOT+AmS7owQ2u6NKHRQGqXkEqI5CdwgyUdcWLQ\nh0qFydFoXKQUVCK1SxTbDO2ugnVSl5JKiJQkEiecPMpZu9IvhdTOT+C2SirJ0L7NrUtMpXbx\nm4RIfgK3VNJpIUZ86F8MZC9SzCaR2iWHJEP79kAQ3NhMvCohUmLc3DxiojQCqZ2fwK2UdF6E\nwSt9vi1QaUFqF7FJiOQncCMlXTCeDJ2QXWTSQpEiNYnULiVEeVnPI9f0bu1WeAmIlBBaHmFS\nH1I7P4FbKOmy7t/J0AY9GjRpaWoXp0mI5CdwAyVdOIy0fRjxaOH3kRIyidQuFWTp2KhIbtnd\n2o2hDyIlgrZHmNSG1M5P4OolXdzvmxnalEe9DdqkdvGZhEh+Atcu6fLxo+HDpEezNz9JyyRS\nuyTQW/hWS+4iMwmRUkB/gsQ0qQOpnZ/AVUtq1b8fGdoCj74NBiZpEiL5CVy1pFYjh4VI3xDp\nAald/LwqsSO5a4BI2+WPP/6n4I8//rAL/PPP/y34888/85eI5AFSOz+B1nGlQH/88bfi//cX\nSwNLgf7885fi//cXlp39auNR0yTr1C4qkxDJT6BlXGXRQ6TcpUUqVRY9RLpjOWwgkghSuw3y\n1KjFvEpPjZ7IMrClHpHcVSDS9hjWqGA6cECjSiTr7o5IlpDa+QlcHtcZjv7WejU1KHWGo1+a\nHll0+MafdbEzSZDaRWQSIvkJXBzXHY7+1nk9alJ3OOqKtNQkRBJBarcpRmZH84PS0OyoI5JN\nFiYRSYTvBn4ZiLQl5jUaGZTGNPpT1udtPMKkAlI7P4HL4gZE6qV2S0X6RSjSVSqSKLVDpCE2\n2j23ELgobmhAGhKpZ9LQgDQk0hKTEEkEqd12WJjY9U0aTey6Hi1Mw+w8IrfLQaTtgEgBQ2rn\nJ3BB3LBHg6ld26Rhj34ZFGm+01+lIslSO0QaYIvdcyOB83Ej49GISA2TRsajXwY9WnITfVuP\nqm0KRYrEJFK7rWCR2C0SaXhAWpKHCUWSsl6Ta4JIG8HSo6dJEx4NijTf6xFJAKmdn8DZuDGR\nxlK7WZHGUru5Xk9qJwKR/ATOxY0OSKMiVSaNDkijIs2YhEgiSO22gXVmNyvSaGo3m4gJRZKy\nbsNrgUjbAJECh9TOT+BM3Lgu43OkwqRxiX4Z9Wi6318FHhVbHE7tjCn+Z4rH4XeMtooZeN74\nmdnSKIBIfgJTFck8/ncbMSkbH5JaIpn+z7aUT22oKCkjyOzK3E6Q2c1lYvYiTWzRNAwaNmmp\nSNUrRIIJkhDp9hygzK3O9Uye2j0dMY+Rx5hxkep3baj3ktr5CZyJGxdpfPl7RqTR1G5GJEFq\n921RatcSyTwTvqZIJqtVycpszpQ8fvl4x+PFRtAV6YdQ/v0gjf3hNXH/88ff7sZY/stj//eX\nuzBj/779/du3vw/8u977/Pi/4Zjpf3ncuEiP4acxIj1Hq4YaLaH6iw3dd0UrEkiJOrVruIRI\n8FLCFml0HbC95m06IuVp3e1WJ2nVDOmRyGUDy9+ma9l2VsA3U5C0kWg0s/w9KtLM8remSO2V\nugUi1e3xHJq6ajEiwQRRi9RY/l4k0viIhEgwzWtEGrn6W3+ONL6xzgnZ8jKHh1vlb4sW6NhR\nr9o9eKyKd9+1ETZUlKSJ9Vq7x6qdeTy7TYg0dR6p8Rj7eSQQE7dIkzi02oZ674aKkjT2GlUi\nWad2c5kdIonYUFHSJtavmo9f9e0s0nbWvjNE2gzCAWl6SBrq89yz4SUg0lYI9y5CC9xEJPCF\ncECyHJKWdHqvA9LEtyiCApE2g9CjSZNkg4dPkSLxCJE2RKD3/iazy0Gk7SAckCyGpIV93uOA\nFEtmh0hbQujRlEmyscOfSLF4hEibIsQ/fUlmV4BIW0I4IC0ckpZ3eW8DUjSZHSJtiyUaDf5V\n83mRbvxV81eCSBtDMByVzIhkl4FZaIRIBYi0NQTDUcmUSVbDkZVIZHYliLQ9BMNRyahI9sMG\nA5IliLRBBMNRybBJtsORjUgMSBWItElEGuX0PcpknZ0ByQ5E2ii5O5VP9atl5O5UPlWvXigS\nA1INIm2X5nhkRXM8uiPr5gxIViBSArxKJDePohqQECkFZB2dAckGREqB14jEgNQAkZLgFSY5\njkdxeYRIiaAvkmteh0gQIpJuP2MSHjVApEQQdXcmSItBpFTQNQmPOiBSMmiaxEJDF0RKBz2R\nWGjogUgJoWUSHvVBpJTQMQmPBkCkpNAwCY+GQKS0kFjQMwmP+iBSagg6v+ZyXaQeIVJ6uJiE\nR2MgUnqITZLc/KGtUbQeIVKSyFRiOJoAkZJE4oHjcBS3R4iUKtYWuBK3R4iULnYa2QWMbCFi\nEClhFjtwswpIUCNESh0Lixa9P1GNEAkm3OhaNPP2hDVCJMip+3xWPTx/MPFuNGqCSPCg0f+X\nvnHOokQ0QiQQgkVtEAmkYFEDRAIHHpngIyFclhvGByKBO82xKFEQCUABRAJQAJEAFEAkAAUQ\nCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEA\nFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUAB\nRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAk\nAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQ\nAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQ\nCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEA\nFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUABRAJQAJEAFEAkAAUQCUAB\nRAJQ4P8DgC1Jq5w4E34AAAAASUVORK5CYII=",
      "text/plain": [
       "plot without title"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# An extended example using titanic data\n",
    "# http://www.rdatamining.com/examples/association-rules \n",
    "load(\"ICA5-PartA/titanic2.raw.rdata\")\n",
    "rules <- apriori(titanic.raw,parameter = list(minlen=2, supp=0.005, conf=0.8), appearance = list(rhs=c(\"Survived=No\", \"Survived=Yes\"), default=\"lhs\"), control = list(verbose=F))\n",
    "rules.sorted <- sort(rules, by=\"lift\")\n",
    "plot(rules.sorted, method=\"grouped\")\n",
    "inspect(rules.sorted, n=10)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "R",
   "language": "R",
   "name": "ir"
  },
  "language_info": {
   "codemirror_mode": "r",
   "file_extension": ".r",
   "mimetype": "text/x-r-source",
   "name": "R",
   "pygments_lexer": "r",
   "version": "3.6.0"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}