test_pet.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sqlalchemy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "import timeit\n",
    "import sqlalchemy\n",
    "import Lookalike\n",
    "import pandas as pd\n",
    "from sqlalchemy import create_engine"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Read Source Audience"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "# enter SQL here to define source audience\n",
    "sql = \"\"\"\n",
    "    SELECT DISTINCT member_srl \n",
    "    FROM sb_marketing.sl_lookalike_features_final\n",
    "    WHERE category LIKE 'Pet%' \n",
    "        AND cto > 20\n",
    "        AND dpo < 50\n",
    "        AND dsl BETWEEN 10 AND 100\n",
    "\"\"\".replace(\"%\", \"%%\")\n",
    "\n",
    "# enter a name for the source audience, output files will be saved to a folder under the same name in output folder\n",
    "# or you may place a csv file in the input folder, and set the name to be the csv file name without suffix\n",
    "name = \"pet_src_srls\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "path = os.path.join(\"input\", \"%s.csv\"%name)\n",
    "if os.path.isfile(path) is False:\n",
    "    engine = create_engine('postgresql://user_marketing:ONDB=e62LvaQ@dw-sandbox-3.coupang.net:5439/sandbox')\n",
    "    df_source_srls = pd.read_sql_query(sql, engine)\n",
    "    df_source_srls.to_csv(path, index=False)\n",
    "df_source_srls = pd.read_csv(path)\n",
    "source_srls = df_source_srls.sort_values(\"member_srl\").member_srl.values"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Instantiate Model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Source audience size: 11598\n",
      "Population sample features have been downloaded. Read file: data/population_sample_features.csv\n"
     ]
    }
   ],
   "source": [
    "model = Lookalike.Model(source_srls, output_dir = name)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Download Source Audience Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading features from Redshift. Progress 100.00 %. Category: all                                                              \r"
     ]
    }
   ],
   "source": [
    "model.loadSourceAudienceFeatures()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Select Top Features\n",
    "* max_features: limits the maximum number of features in the model\n",
    "* threshold: minimum Jensen-Shannon divergence for a feature to be included in the model"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/shaw/Documents/workbench/github/Lookalike/Lookalike.py:127: RuntimeWarning: invalid value encountered in true_divide\n",
      "  return np.sum([v for v in A * np.log2(A/B) if not np.isnan(v)])\n",
      "/Users/shaw/Documents/workbench/github/Lookalike/Lookalike.py:127: RuntimeWarning: divide by zero encountered in log2\n",
      "  return np.sum([v for v in A * np.log2(A/B) if not np.isnan(v)])\n",
      "/Users/shaw/Documents/workbench/github/Lookalike/Lookalike.py:127: RuntimeWarning: invalid value encountered in multiply\n",
      "  return np.sum([v for v in A * np.log2(A/B) if not np.isnan(v)])\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of valid candidate features (non-zero weights): 867\n"
     ]
    }
   ],
   "source": [
    "model.selectTopFeatures(max_features = 13, threshold=0.01, focus = 4)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "feature\n",
       "dpo087    0.262058\n",
       "dpo090    0.242565\n",
       "cto089    0.242033\n",
       "dpo089    0.236008\n",
       "cto087    0.235512\n",
       "cto090    0.229715\n",
       "dpq087    0.181270\n",
       "dpq090    0.176438\n",
       "dpq089    0.159653\n",
       "aas089    0.151610\n",
       "gpd089    0.151610\n",
       "cto088    0.118984\n",
       "gpd087    0.116953\n",
       "Name: js_div, dtype: float64"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "model.top_features.js_div"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Generat m Lookalike Audience"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Joining population features for selected feature subset.\n",
      "Joining feature progress 100.00 %: gpd087 Pet - Cat Food .                    \n",
      "Source audience Persona:\n",
      "                  category          value\n",
      "feature                                 \n",
      "dpo087     Pet - Cat Food      40.435264\n",
      "dpo090   Pet - Dog Supply      40.033671\n",
      "cto089     Pet - Dog Food      18.090480\n",
      "dpo089     Pet - Dog Food      40.896646\n",
      "cto087     Pet - Cat Food      22.705829\n",
      "cto090   Pet - Dog Supply      16.541921\n",
      "dpq087     Pet - Cat Food      30.137820\n",
      "dpq090   Pet - Dog Supply      29.188996\n",
      "dpq089     Pet - Dog Food      28.427968\n",
      "aas089     Pet - Dog Food  441991.084863\n",
      "gpd089     Pet - Dog Food    1207.625931\n",
      "cto088   Pet - Cat Supply      12.531902\n",
      "gpd087     Pet - Cat Food    2120.267016\n",
      "\n",
      "Top features, Jensen-Shannon divergence, and weights:\n",
      "           idx  sym code          category    js_div    weight\n",
      "feature                                                      \n",
      "dpo087    513  dpo  087    Pet - Cat Food  0.262058  0.190817\n",
      "dpo090    516  dpo  090  Pet - Dog Supply  0.242565  0.140068\n",
      "cto089     91  cto  089    Pet - Dog Food  0.242033  0.138842\n",
      "dpo089    515  dpo  089    Pet - Dog Food  0.236008  0.125525\n",
      "cto087     89  cto  087    Pet - Cat Food  0.235512  0.124473\n",
      "cto090     92  cto  090  Pet - Dog Supply  0.229715  0.112664\n",
      "dpq087    619  dpq  087    Pet - Cat Food  0.181270  0.043684\n",
      "dpq090    622  dpq  090  Pet - Dog Supply  0.176438  0.039209\n",
      "dpq089    621  dpq  089    Pet - Dog Food  0.159653  0.026287\n",
      "aas089   1787  aas  089    Pet - Dog Food  0.151610  0.021376\n",
      "gpd089   1045  gpd  089    Pet - Dog Food  0.151610  0.021376\n",
      "cto088     90  cto  088  Pet - Cat Supply  0.118984  0.008109\n",
      "gpd087   1043  gpd  087    Pet - Cat Food  0.116953  0.007569\n",
      "\n",
      "Lookalike audience (size 20000) has been generated.\n",
      "Lookalike audienceRanking saved at: output/pet_src_srls/llk_ranking.csv\n",
      "Lookalike audience features saved at: output/pet_src_srls/llk_features.csv\n",
      "\n"
     ]
    }
   ],
   "source": [
    "model.generateLookalikeAudience(m = 20000)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Plot Probability Distribution of Top Features"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1440x1440 with 13 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "model.plotTopFeatures()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.6.5"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}