{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 432x288 with 0 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "%matplotlib inline\n",
    "import seaborn as sns\n",
    "import numpy as np\n",
    "sns.set()\n",
    "# Better aesthetics - https://seaborn.pydata.org/tutorial/aesthetics.html\n",
    "sns.set_style(\"whitegrid\", {'axes.grid': False})\n",
    "sns.set_color_codes('dark')\n",
    "sns.set_context(\"paper\")\n",
    "sns.despine()\n",
    "%run ./utils.ipynb\n",
    "%run ./plot_metrics.ipynb\n",
    "%run ./feature_engineering.ipynb"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/psycopg2/__init__.py:144: UserWarning: The psycopg2 wheel package will be renamed from release 2.8; in order to keep installing from binary please use \"pip install psycopg2-binary\" instead. For details see: <http://initd.org/psycopg/docs/install.html#binary-install-from-pypi>.\n",
      "  \"\"\")\n"
     ]
    }
   ],
   "source": [
    "engine = get_rds_engine()\n",
    "schema = 'a441ffb172866cb4928c84a73de403ca15da4a54cc535e704413ab621'\n",
    "collection_source = 'fan_purchase'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "preparing dataset ...\n",
      "                                              fan_id  rfm_segment  \\\n",
      "0  c9a5774936f248be9ff14602cd623d8db2c3071b5727b0...  Hibernating   \n",
      "\n",
      "   rfm_recency  rfm_frequency  rfm_monetary recency_value  frequency_value  \\\n",
      "0            1              2             1    2018-05-11              1.0   \n",
      "\n",
      "   monetary_value   date_diff  \n",
      "0            45.0  768.283443  \n",
      "fan_id                     object\n",
      "rfm_segment                object\n",
      "rfm_recency                 int64\n",
      "rfm_frequency               int64\n",
      "rfm_monetary                int64\n",
      "recency_value      datetime64[ns]\n",
      "frequency_value           float64\n",
      "monetary_value            float64\n",
      "date_diff                 float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "rfmDF = prepare_rfm_dataset(schema, collection_source)  # This should come from utils for more modularity\n",
    "print(rfmDF.head(1))\n",
    "print(rfmDF.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n",
      "/home/ec2-user/anaconda3/envs/python3/lib/python3.6/site-packages/seaborn/distributions.py:283: UserWarning: Data must have variance to compute a kernel density estimate.\n",
      "  warnings.warn(msg, UserWarning)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fb5df6d7940>"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1191.05x1080 with 42 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Low-cardinality categorical/object features are also useful for hues. Drop _id fields\n",
    "feature_vector = rfmDF[rfmDF.columns.drop(list(rfmDF.filter(regex='_id')))]\n",
    "\n",
    "# Draw pairplot. This can ran 10+sec\n",
    "sns.pairplot(feature_vector,\n",
    "             plot_kws={'alpha': 0.6, 's': 80, 'edgecolor': 'k'},\n",
    "             #dropna = True,\n",
    "             #diag_kind='kde',\n",
    "             hue='rfm_segment'\n",
    "             )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "recency_value    datetime64[ns]\n",
      "dtype: object\n",
      "recency_value    datetime64[ns]\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(rfmDF[['recency_value']].dtypes)\n",
    "rfmDF[['recency_value']] = rfmDF[['recency_value']].apply(pd.to_datetime, errors='ignore')\n",
    "print(rfmDF[['recency_value']].dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# try to parse 2017-03-22 03:00:23+00 into date\n",
    "# rfmDF['date']=extract_datetime_part(rfmDF['recency_value'].str[:19], ['%Y-%m-%d %H:%M:%S'])\n",
    "#rfmDF[['date']]=pd.to_datetime(rfmDF['recency_value'].str[:19], format='%Y-%m-%d %H:%M:%S',errors='coerce')\n",
    "#print(rfmDF[{'date','recency_value'}].head(2))\n",
    "#print(rfmDF.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "    date_diff recency_value\n",
      "0  768.284128    2018-05-11\n"
     ]
    }
   ],
   "source": [
    "# calculate difference between datetime and todays timestamep\n",
    "# apply Timedelta function to get difference in days\n",
    "rfmDF['date_diff'] = (calculate_diff(rfmDF['recency_value'], pd.to_datetime('today'))) / pd.Timedelta(1, unit='d')\n",
    "print(rfmDF[{'recency_value','recency_value','date_diff'}].head(1))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Size of RFM segments\n",
    "g = sns.catplot(x=\"rfm_segment\", kind=\"count\", data=rfmDF)\n",
    "# We rotate the X axis labels for better readability. This is also why we define \"g\" (graph) variable here.\n",
    "g = [plt.setp(ax.get_xticklabels(), rotation=45, horizontalalignment='right') for ax in g.axes.flat]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# average item count for segment\n",
    "g = sns.catplot(x=\"rfm_segment\", y='frequency_value', kind=\"bar\", data=rfmDF)\n",
    "# We rotate the X axis labels for better readability. This is also why we define \"g\" (graph) variable here.\n",
    "g = [plt.setp(ax.get_xticklabels(), rotation=45, horizontalalignment='right') for ax in g.axes.flat]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# average money spent for segment\n",
    "rfmDF['monetary_value'] = pd.to_numeric(rfmDF['monetary_value'], errors='coerce').fillna(0)\n",
    "g = sns.catplot(x=\"rfm_segment\",y='monetary_value', kind=\"bar\", data=rfmDF)\n",
    "# We rotate the X axis labels for better readability. This is also why we define \"g\" (graph) variable here.\n",
    "g = [plt.setp(ax.get_xticklabels(), rotation=45, horizontalalignment='right') for ax in g.axes.flat]\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 360x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# average days from today\n",
    "g = sns.catplot(x=\"rfm_segment\", y='date_diff', kind=\"bar\", data=rfmDF)\n",
    "# We rotate the X axis labels for better readability. This is also why we define \"g\" (graph) variable here.\n",
    "g = [plt.setp(ax.get_xticklabels(), rotation=45, horizontalalignment='right') for ax in g.axes.flat]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "engine = get_rds_engine()\n",
    "schema = 'a441ffb172866cb4928c84a73de403ca15da4a54cc535e704413ab621' # unique customer schema id\n",
    "\n",
    "query = f\"\"\"\n",
    "SELECT *\n",
    "FROM {schema}.fan_purchase;\n",
    "\"\"\"\n",
    "\n",
    "\n",
    "df = pd.read_sql(query, engine)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fan_id                 object\n",
      "collection_id           int64\n",
      "event_date             object\n",
      "event_name             object\n",
      "event_country          object\n",
      "event_purchase_type    object\n",
      "discount               object\n",
      "event_location         object\n",
      "purchase_date          object\n",
      "purchase_name          object\n",
      "purchase_type          object\n",
      "item_quantity          object\n",
      "item_value             object\n",
      "total_value            object\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "print(df.dtypes)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "fan_id                  object\n",
      "collection_id            int64\n",
      "event_date              object\n",
      "event_name              object\n",
      "event_country           object\n",
      "event_purchase_type     object\n",
      "discount               float64\n",
      "event_location         float64\n",
      "purchase_date           object\n",
      "purchase_name           object\n",
      "purchase_type           object\n",
      "item_quantity          float64\n",
      "item_value             float64\n",
      "total_value            float64\n",
      "dtype: object\n"
     ]
    }
   ],
   "source": [
    "# Surely some of these must be of numeric type by intention.\n",
    "df = df.apply(pd.to_numeric, errors='ignore')\n",
    "print(df.dtypes)\n",
    "# TODO! needs normalization on name fields (e.g. capital-letters country names)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<seaborn.axisgrid.PairGrid at 0x7fb5dc3a4e48>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 996.93x900 with 30 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Low-cardinality categorical/object features are also useful for hues\n",
    "df = df[df.columns.drop(list(df.filter(regex='_id')))]\n",
    "# Draw pairplot \n",
    "sns.pairplot(df,\n",
    "             #plot_kws={'alpha': 0.6, 's': 80, 'edgecolor': 'k'},\n",
    "             #dropna = True,\n",
    "             #diag_kind='kde',\n",
    "             hue='event_country'\n",
    "             )\n",
    "#pairplot(df, hue='event_name')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "conda_python3",
   "language": "python",
   "name": "conda_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": 4
}
