etl/exploration.ipynb

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  {
   "source": [
    "# XML Gas Stations Data Exploration\n",
    "\n",
    "## Constants and libraries"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import xmltodict as x2d\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "DATA_FOLDER = 'data/'\n",
    "DATASET_1_FILE_1 = DATA_FOLDER + 'places.xml'\n",
    "DATASET_1_FILE_2 = DATA_FOLDER + 'prices.xml'\n",
    "DF_COLS = ['place_id', 'name', 'cre_id', 'longitude', 'latitude', 'regular_price', 'diesel_price', 'premium_price']   # Longitude: X - Latitude : Y"
   ]
  },
  {
   "source": [
    "## Importing the datasets"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "places_and_prices = {}\n",
    "\n",
    "with open(DATASET_1_FILE_1, encoding='utf8') as dataset:\n",
    "    xml_tree = x2d.parse(dataset.read())\n",
    "\n",
    "    places_list = xml_tree['places']['place']\n",
    "\n",
    "    for place in places_list:\n",
    "        pid = int(place['@place_id'])\n",
    "        if not places_and_prices.get(pid):\n",
    "            places_and_prices[pid] = {} \n",
    "        places_and_prices[pid]['name'] = place['name']\n",
    "        places_and_prices[pid]['cre_id'] = place['cre_id']\n",
    "        places_and_prices[pid]['longitude'] = place['location']['x']\n",
    "        places_and_prices[pid]['latitude'] = place['location']['y']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "tags": []
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   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                            name              cre_id  \\\n",
       "2039  ESTACION DE SERVICIO CALAFIA, S.A. DE C.V.  PL/658/EXP/ES/2015   \n",
       "2040                DIGEPE, S.A. DE C.V. (07356)  PL/902/EXP/ES/2015   \n",
       "2041                      DIAZ GAS, S.A. DE C.V.  PL/760/EXP/ES/2015   \n",
       "2042                 COMBU-EXPRESS, S.A. DE C.V.  PL/825/EXP/ES/2015   \n",
       "2043                      PETROMAX, S.A. DE C.V.  PL/585/EXP/ES/2015   \n",
       "\n",
       "      longitude  latitude  regular_price  premium_price  diesel_price  \n",
       "2039  -116.9214  32.47641          17.95          19.45         18.45  \n",
       "2040  -99.74484   20.3037          18.39          18.99         18.99  \n",
       "2041  -106.4514  31.71947          13.28          14.05           NaN  \n",
       "2042  -103.3042  20.71413          19.09          19.72         18.94  \n",
       "2043  -98.29977  26.03787          14.99          16.49           NaN  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>name</th>\n      <th>cre_id</th>\n      <th>longitude</th>\n      <th>latitude</th>\n      <th>regular_price</th>\n      <th>premium_price</th>\n      <th>diesel_price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2039</th>\n      <td>ESTACION DE SERVICIO CALAFIA, S.A. DE C.V.</td>\n      <td>PL/658/EXP/ES/2015</td>\n      <td>-116.9214</td>\n      <td>32.47641</td>\n      <td>17.95</td>\n      <td>19.45</td>\n      <td>18.45</td>\n    </tr>\n    <tr>\n      <th>2040</th>\n      <td>DIGEPE, S.A. DE C.V. (07356)</td>\n      <td>PL/902/EXP/ES/2015</td>\n      <td>-99.74484</td>\n      <td>20.3037</td>\n      <td>18.39</td>\n      <td>18.99</td>\n      <td>18.99</td>\n    </tr>\n    <tr>\n      <th>2041</th>\n      <td>DIAZ GAS, S.A. DE C.V.</td>\n      <td>PL/760/EXP/ES/2015</td>\n      <td>-106.4514</td>\n      <td>31.71947</td>\n      <td>13.28</td>\n      <td>14.05</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2042</th>\n      <td>COMBU-EXPRESS, S.A. DE C.V.</td>\n      <td>PL/825/EXP/ES/2015</td>\n      <td>-103.3042</td>\n      <td>20.71413</td>\n      <td>19.09</td>\n      <td>19.72</td>\n      <td>18.94</td>\n    </tr>\n    <tr>\n      <th>2043</th>\n      <td>PETROMAX, S.A. DE C.V.</td>\n      <td>PL/585/EXP/ES/2015</td>\n      <td>-98.29977</td>\n      <td>26.03787</td>\n      <td>14.99</td>\n      <td>16.49</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 3
    }
   ],
   "source": [
    "with open(DATASET_1_FILE_2, encoding='utf8') as dataset:\n",
    "    xml_tree = x2d.parse(dataset.read(), force_list = ('gas_price',))\n",
    "\n",
    "    prices_list = xml_tree['places']['place']\n",
    "\n",
    "    for price in prices_list:\n",
    "        pid = int(price['@place_id'])\n",
    "        \n",
    "        if not places_and_prices.get(pid):\n",
    "            places_and_prices[pid] = {}\n",
    "\n",
    "        gas_prices = price['gas_price']\n",
    "\n",
    "        for g_price in gas_prices:            \n",
    "            places_and_prices[pid][f'{g_price[\"@type\"]}_price'] = float(g_price['#text'])\n",
    "\n",
    "stations_df = pd.DataFrame.from_dict(places_and_prices, orient = 'index')\n",
    "stations_df.head()"
   ]
  },
  {
   "source": [
    "## Checking for null values"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "                                            name              cre_id  \\\n",
       "2039  ESTACION DE SERVICIO CALAFIA, S.A. DE C.V.  PL/658/EXP/ES/2015   \n",
       "2040                DIGEPE, S.A. DE C.V. (07356)  PL/902/EXP/ES/2015   \n",
       "2041                      DIAZ GAS, S.A. DE C.V.  PL/760/EXP/ES/2015   \n",
       "2042                 COMBU-EXPRESS, S.A. DE C.V.  PL/825/EXP/ES/2015   \n",
       "2043                      PETROMAX, S.A. DE C.V.  PL/585/EXP/ES/2015   \n",
       "\n",
       "      longitude  latitude  regular_price  premium_price  diesel_price  \n",
       "2039  -116.9214  32.47641          17.95          19.45         18.45  \n",
       "2040  -99.74484   20.3037          18.39          18.99         18.99  \n",
       "2041  -106.4514  31.71947          13.28          14.05           NaN  \n",
       "2042  -103.3042  20.71413          19.09          19.72         18.94  \n",
       "2043  -98.29977  26.03787          14.99          16.49           NaN  "
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>name</th>\n      <th>cre_id</th>\n      <th>longitude</th>\n      <th>latitude</th>\n      <th>regular_price</th>\n      <th>premium_price</th>\n      <th>diesel_price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>2039</th>\n      <td>ESTACION DE SERVICIO CALAFIA, S.A. DE C.V.</td>\n      <td>PL/658/EXP/ES/2015</td>\n      <td>-116.9214</td>\n      <td>32.47641</td>\n      <td>17.95</td>\n      <td>19.45</td>\n      <td>18.45</td>\n    </tr>\n    <tr>\n      <th>2040</th>\n      <td>DIGEPE, S.A. DE C.V. (07356)</td>\n      <td>PL/902/EXP/ES/2015</td>\n      <td>-99.74484</td>\n      <td>20.3037</td>\n      <td>18.39</td>\n      <td>18.99</td>\n      <td>18.99</td>\n    </tr>\n    <tr>\n      <th>2041</th>\n      <td>DIAZ GAS, S.A. DE C.V.</td>\n      <td>PL/760/EXP/ES/2015</td>\n      <td>-106.4514</td>\n      <td>31.71947</td>\n      <td>13.28</td>\n      <td>14.05</td>\n      <td>NaN</td>\n    </tr>\n    <tr>\n      <th>2042</th>\n      <td>COMBU-EXPRESS, S.A. DE C.V.</td>\n      <td>PL/825/EXP/ES/2015</td>\n      <td>-103.3042</td>\n      <td>20.71413</td>\n      <td>19.09</td>\n      <td>19.72</td>\n      <td>18.94</td>\n    </tr>\n    <tr>\n      <th>2043</th>\n      <td>PETROMAX, S.A. DE C.V.</td>\n      <td>PL/585/EXP/ES/2015</td>\n      <td>-98.29977</td>\n      <td>26.03787</td>\n      <td>14.99</td>\n      <td>16.49</td>\n      <td>NaN</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 4
    }
   ],
   "source": [
    "stations_complete_data_df = stations_df[stations_df['latitude'].notna() & stations_df['longitude'].notna() & (stations_df['regular_price'].notna() | stations_df['premium_price'].notna() | stations_df['diesel_price'].notna())]\n",
    "\n",
    "stations_complete_data_df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "296"
      ]
     },
     "metadata": {},
     "execution_count": 5
    }
   ],
   "source": [
    "len(stations_df.index) - len(stations_complete_data_df.index)"
   ]
  },
  {
   "source": [
    "Only 296 records were dropped"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "source": [
    "## Data visualization"
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$MXN')"
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     },
     "metadata": {},
     "execution_count": 6
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x576 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize = (10, 8))\n",
    "\n",
    "ax = stations_complete_data_df.boxplot(column = ['regular_price', 'diesel_price', 'premium_price'])\n",
    "ax.set_ylabel('$MXN')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "       regular_price  diesel_price  premium_price\n",
       "count   12389.000000   9268.000000   11550.000000\n",
       "mean       18.531397     19.201075      19.072401\n",
       "std         1.395479      1.103252       1.361956\n",
       "min         0.010000      0.010000       0.010000\n",
       "25%        17.990000     18.590000      18.490000\n",
       "50%        18.780000     19.190000      19.140000\n",
       "75%        19.370000     19.940000      19.890000\n",
       "max        50.500000     27.270000      26.060000"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>regular_price</th>\n      <th>diesel_price</th>\n      <th>premium_price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>12389.000000</td>\n      <td>9268.000000</td>\n      <td>11550.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>18.531397</td>\n      <td>19.201075</td>\n      <td>19.072401</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>1.395479</td>\n      <td>1.103252</td>\n      <td>1.361956</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>0.010000</td>\n      <td>0.010000</td>\n      <td>0.010000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>17.990000</td>\n      <td>18.590000</td>\n      <td>18.490000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>18.780000</td>\n      <td>19.190000</td>\n      <td>19.140000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>19.370000</td>\n      <td>19.940000</td>\n      <td>19.890000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>50.500000</td>\n      <td>27.270000</td>\n      <td>26.060000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 7
    }
   ],
   "source": [
    "stations_complete_data_df[['regular_price', 'diesel_price', 'premium_price']].describe()"
   ]
  },
  {
   "source": [
    "There are two big outliers causing noise in the data: a minimum value of 0.01 and a maximum value of 50.5\n",
    "\n",
    "As these values are incorrect, they will be discarded."
   ],
   "cell_type": "markdown",
   "metadata": {}
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": [
      "12 records found with extreme values\n"
     ]
    }
   ],
   "source": [
    "bad_records = stations_complete_data_df[(stations_complete_data_df['regular_price'] <= 1) | (stations_complete_data_df['diesel_price'] <= 1) | (stations_complete_data_df['premium_price'] <= 1) | (stations_complete_data_df['regular_price'] >= 40) | (stations_complete_data_df['diesel_price'] >= 40) | (stations_complete_data_df['premium_price'] >= 40)]\n",
    "\n",
    "print(f'{len(bad_records.index)} records found with extreme values')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "Text(0, 0.5, '$MXN')"
      ]
     },
     "metadata": {},
     "execution_count": 9
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x576 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "stations_complete_data_df.drop(bad_records.index, inplace = True)\n",
    "\n",
    "plt.figure(figsize = (10, 8))\n",
    "\n",
    "ax = stations_complete_data_df.boxplot(column = ['regular_price', 'diesel_price', 'premium_price'])\n",
    "ax.set_ylabel('$MXN')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "       regular_price  diesel_price  premium_price\n",
       "count   12377.000000   9256.000000   11539.000000\n",
       "mean       18.532162     19.213282      19.083593\n",
       "std         1.345322      0.995913       1.278901\n",
       "min        11.710000     15.850000      13.490000\n",
       "25%        17.990000     18.590000      18.490000\n",
       "50%        18.780000     19.190000      19.140000\n",
       "75%        19.370000     19.940000      19.890000\n",
       "max        25.050000     27.270000      26.060000"
      ],
      "text/html": "<div>\n<style scoped>\n    .dataframe tbody tr th:only-of-type {\n        vertical-align: middle;\n    }\n\n    .dataframe tbody tr th {\n        vertical-align: top;\n    }\n\n    .dataframe thead th {\n        text-align: right;\n    }\n</style>\n<table border=\"1\" class=\"dataframe\">\n  <thead>\n    <tr style=\"text-align: right;\">\n      <th></th>\n      <th>regular_price</th>\n      <th>diesel_price</th>\n      <th>premium_price</th>\n    </tr>\n  </thead>\n  <tbody>\n    <tr>\n      <th>count</th>\n      <td>12377.000000</td>\n      <td>9256.000000</td>\n      <td>11539.000000</td>\n    </tr>\n    <tr>\n      <th>mean</th>\n      <td>18.532162</td>\n      <td>19.213282</td>\n      <td>19.083593</td>\n    </tr>\n    <tr>\n      <th>std</th>\n      <td>1.345322</td>\n      <td>0.995913</td>\n      <td>1.278901</td>\n    </tr>\n    <tr>\n      <th>min</th>\n      <td>11.710000</td>\n      <td>15.850000</td>\n      <td>13.490000</td>\n    </tr>\n    <tr>\n      <th>25%</th>\n      <td>17.990000</td>\n      <td>18.590000</td>\n      <td>18.490000</td>\n    </tr>\n    <tr>\n      <th>50%</th>\n      <td>18.780000</td>\n      <td>19.190000</td>\n      <td>19.140000</td>\n    </tr>\n    <tr>\n      <th>75%</th>\n      <td>19.370000</td>\n      <td>19.940000</td>\n      <td>19.890000</td>\n    </tr>\n    <tr>\n      <th>max</th>\n      <td>25.050000</td>\n      <td>27.270000</td>\n      <td>26.060000</td>\n    </tr>\n  </tbody>\n</table>\n</div>"
     },
     "metadata": {},
     "execution_count": 10
    }
   ],
   "source": [
    "stations_complete_data_df[['regular_price', 'diesel_price', 'premium_price']].describe()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "91"
      ]
     },
     "metadata": {},
     "execution_count": 11
    }
   ],
   "source": [
    "stations_complete_data_df['name'].str.len().max()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "stations_complete_data_df.index.names = ['id']\n",
    "stations_complete_data_df.reset_index(level = 'id', inplace = True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "[{'id': 2039,\n",
       "  'name': 'ESTACION DE SERVICIO CALAFIA, S.A. DE C.V.',\n",
       "  'cre_id': 'PL/658/EXP/ES/2015',\n",
       "  'longitude': '-116.9214',\n",
       "  'latitude': '32.47641',\n",
       "  'regular_price': 17.95,\n",
       "  'premium_price': 19.45,\n",
       "  'diesel_price': 18.45},\n",
       " {'id': 2040,\n",
       "  'name': 'DIGEPE, S.A. DE C.V. (07356)',\n",
       "  'cre_id': 'PL/902/EXP/ES/2015',\n",
       "  'longitude': '-99.74484',\n",
       "  'latitude': '20.3037',\n",
       "  'regular_price': 18.39,\n",
       "  'premium_price': 18.99,\n",
       "  'diesel_price': 18.99},\n",
       " {'id': 2041,\n",
       "  'name': 'DIAZ GAS, S.A. DE C.V.',\n",
       "  'cre_id': 'PL/760/EXP/ES/2015',\n",
       "  'longitude': '-106.4514',\n",
       "  'latitude': '31.71947',\n",
       "  'regular_price': 13.28,\n",
       "  'premium_price': 14.05,\n",
       "  'diesel_price': nan},\n",
       " {'id': 2042,\n",
       "  'name': 'COMBU-EXPRESS, S.A. DE C.V.',\n",
       "  'cre_id': 'PL/825/EXP/ES/2015',\n",
       "  'longitude': '-103.3042',\n",
       "  'latitude': '20.71413',\n",
       "  'regular_price': 19.09,\n",
       "  'premium_price': 19.72,\n",
       "  'diesel_price': 18.94},\n",
       " {'id': 2043,\n",
       "  'name': 'PETROMAX, S.A. DE C.V.',\n",
       "  'cre_id': 'PL/585/EXP/ES/2015',\n",
       "  'longitude': '-98.29977',\n",
       "  'latitude': '26.03787',\n",
       "  'regular_price': 14.99,\n",
       "  'premium_price': 16.49,\n",
       "  'diesel_price': nan}]"
      ]
     },
     "metadata": {},
     "execution_count": 13
    }
   ],
   "source": [
    "stations_complete_data_df.head().to_dict('records')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "output_type": "execute_result",
     "data": {
      "text/plain": [
       "['-116.9214,32.47641',\n",
       " '-99.74484,20.3037',\n",
       " '-106.4514,31.71947',\n",
       " '-103.3042,20.71413',\n",
       " '-98.29977,26.03787']"
      ]
     },
     "metadata": {},
     "execution_count": 15
    }
   ],
   "source": [
    "stations_complete_data_df['geopair'] = stations_complete_data_df[\"longitude\"].astype(str) + ',' + stations_complete_data_df[\"latitude\"].astype(str)\n",
    "stations_complete_data_df['geopair'].head().to_list()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "def draw_histogram(column):\n",
    "    plt.figure(figsize = (20, 10))\n",
    "    axeslist = stations_complete_data_df.hist([column])\n",
    "    axeslist.flatten()[0].set_xlabel('Price ($MXN)')\n",
    "    axeslist.flatten()[0].set_ylabel('Frequency')\n",
    "    axeslist.flatten()[0].set_title(column.replace('_', ' ').capitalize())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x720 with 0 Axes>"
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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9mogxMm3+hY30O2/GBo5uqO+I8dTp2VCzmi4kIiK6V6e7of5hY9Ntf2Z0yomIiG60KWdD7QssLeOvAS4DbmyiqIiI6C6dXsG9GzDT9jzb84B9gN1tf9T2R0daQNI2ki6TdLWk6yR9tLTvIelSSaskfUPS1qX9iWV8VZk+raWvE0r7LyQd/LjecUREbLJOw6IPeLBl/MHStjEPAK+wvRewN3CIpAOATwCftf0sYB1wbJn/WGBdaf9smQ9JewJvBJ4HHAJ8QVKepRERMYY6DYszgcsknSTpJOBSYPHGFnBlfRndqrwMvILq2RiUPo4sw0e09HkucKAklfYlth+w/WtgFbBfh3VHRMQokN3ZncbLtRYvLaMX2/5ZB8tsAawAngV8HvgkcEnZekDSVOC7tp8v6VrgENu3lGn/AexP9UjXS2yfXdrPKMucO2xdc4G5AH19ffssWbKko/e1KdavX8+kSZNGvd+m9WLdTde8cs1djfTbty3cfl8jXT9uM3bdse20/B8ZO91c96xZs1bY7h9p2qZcWLcdcLftL0t6sqQ9yl/6bdn+E7C3pMnAt4HnbsL6NonthcBCgP7+fg8MDIz6OgYHB2mi36b1Yt1N19zUtRDzZmzg0yu783rV1bMH2k7L/5Gx06t1d/pY1ROB44ETStNWwNmdrsT2ncCPgBcBk8vDk6A6cL6mDK8Bppb1bQnsCPyhtX2EZSIiYgx0eszivwCvBe4BsP1bYIeNLVC2PiaX4W2BVwE3UIXG68psc4ALyvDSMk6Z/kNX+8iWAm8sZ0vtAUynOm03IiLGSKfbyw/atiQDSNq+g2V2ARaX4xZPAM6x/R1J1wNLJJ0M/Aw4o8x/BnCWpFXAWqozoLB9naRzgOupbjVyXNm9FRERY6TTsDhH0hepdiG9HXgbNQ9Csn0N8MIR2n/FCGcz2b6f6tbnI/V1CnBKh7VGRMQoqw2LcvrqN6gOTt8NPAf4iO1lDdcWERFdojYsyu6ni2zPABIQERETUKcHuK+UtG+jlURERNfq9JjF/sCbJa2mOiNKVBsdL2iqsIiI6B4bDQtJu9v+DZCb90VETGB1WxbnU91t9iZJ37L938agpoiI6DJ1xyzUMvyMJguJiIjuVRcWbjMcERETSN1uqL0k3U21hbFtGYaHD3D/VaPVRUREV9hoWNjOQ4YiIqLj6ywiImICS1hERESthEVERNRKWERERK2ERURE1EpYRERErYRFRETUSlhERESthEVERNRKWERERK2ERURE1EpYRERErYRFRETUaiwsJE2V9CNJ10u6TtJ7S/sUScsk3Vh+7lTaJek0SaskXSNpZktfc8r8N0qa01TNERExsia3LDYA82zvCRwAHCdpT2A+sNz2dGB5GQc4FJheXnOB06EKF+BEYH9gP+DEoYCJiIix0VhY2L7V9pVl+I/ADcCuwBHA4jLbYuDIMnwEcKYrlwCTJe0CHAwss73W9jpgGXBIU3VHRMSjyW7+aamSpgEXA88HfmN7cmkXsM72ZEnfARbY/kmZthw4HhgAtrF9cmn/MHCf7U8NW8dcqi0S+vr69lmyZMmov4/169czadKkUe+3ab1Yd9M1r1xzVyP99m0Lt9/XSNeP24xdd2w7Lf9Hxk431z1r1qwVtvtHmlb3WNXHTdIk4FvA+2zfXeVDxbYljUpa2V4ILATo7+/3wMDAaHT7CIODgzTRb9N6se6maz56/oWN9DtvxgY+vbLxr9Vjsnr2QNtp+T8ydnq17kbPhpK0FVVQfNX2eaX59rJ7ifLzjtK+Bpjasvhupa1de0REjJEmz4YScAZwg+3PtExaCgyd0TQHuKCl/a3lrKgDgLts3wp8HzhI0k7lwPZBpS0iIsZIk9vLLwbeAqyUdFVp+yCwADhH0rHATcBRZdpFwGHAKuBe4BgA22slfRy4vMz3MdtrG6w7IiKGaSwsyoFqtZl84AjzGziuTV+LgEWjV11ERGyKXMEdERG1EhYREVErYREREbUSFhERUSthERERtRIWERFRK2ERERG1EhYREVGrO+94FhGjbtpGbp44b8aGxm6uCLB6weGN9R1jI1sWERFRK2ERERG1EhYREVErYREREbUSFhERUSthERERtRIWERFRK2ERERG1EhYREVErYREREbUSFhERUSthERERtRIWERFRK2ERERG1GgsLSYsk3SHp2pa2KZKWSbqx/NyptEvSaZJWSbpG0syWZeaU+W+UNKepeiMior0mtyy+AhwyrG0+sNz2dGB5GQc4FJheXnOB06EKF+BEYH9gP+DEoYCJiIix01hY2L4YWDus+QhgcRleDBzZ0n6mK5cAkyXtAhwMLLO91vY6YBmPDqCIiGjYWD8pr8/2rWX4NqCvDO8K3Nwy3y2lrV37o0iaS7VVQl9fH4ODg6NXdbF+/fpG+m1aL9bddM3zZmxopN++bZvru0lN153v48N6te5xe6yqbUvyKPa3EFgI0N/f74GBgdHq+i8GBwdpot+m9WLdTdfc1CNE583YwKdX9t7Tipuue/XsgVHvsxf/X0Pv1j3WZ0PdXnYvUX7eUdrXAFNb5tuttLVrj4iIMTTWYbEUGDqjaQ5wQUv7W8tZUQcAd5XdVd8HDpK0UzmwfVBpi4iIMdTYdqekrwMDwM6SbqE6q2kBcI6kY4GbgKPK7BcBhwGrgHuBYwBsr5X0ceDyMt/HbA8/aB4REQ1rLCxsv6nNpANHmNfAcW36WQQsGsXSIiJiE+UK7oiIqJWwiIiIWgmLiIiolbCIiIhaCYuIiKiVsIiIiFoJi4iIqJWwiIiIWgmLiIiolbCIiIhaCYuIiKjVezfej83KtDbPlZg3Y0Njz5yIiE2XLYuIiKiVsIiIiFrZDRVtdwVFRAzJlkVERNRKWERERK2ERURE1EpYRERErYRFRETUytlQXaSps5JygVtEPF7ZsoiIiFoJi4iIqNUzu6EkHQKcCmwBfMn2gqbWlfsVRUQ8Uk9sWUjaAvg8cCiwJ/AmSXuOb1URERNHr2xZ7Aessv0rAElLgCOA68e1qojoSBMnb3Sypb96weGjvt6JSrbHu4Zakl4HHGL7v5fxtwD72/67lnnmAnPL6HOAXzRQys7A7xvot2m9WHcv1gypeyz1Ys3Q3XU/3faTR5rQK1sWtWwvBBY2uQ5JV9jub3IdTejFunuxZkjdY6kXa4berbsnjlkAa4CpLeO7lbaIiBgDvRIWlwPTJe0haWvgjcDSca4pImLC6IndULY3SPo74PtUp84usn3dOJTS6G6uBvVi3b1YM6TusdSLNUOP1t0TB7gjImJ89cpuqIiIGEcJi4iIqJWwaEPSIkl3SLq2pe2Tkn4u6RpJ35Y0eRxLHNFIdbdMmyfJknYej9raaVezpPeUz/s6Sf80XvW10+b/yN6SLpF0laQrJO03njUOJ2mqpB9Jur58ru8t7VMkLZN0Y/m503jX2mojdXftd7JdzS3Tu/L72JbtvEZ4AS8DZgLXtrQdBGxZhj8BfGK86+yk7tI+leoEgZuAnce7zg4+61nAD4AnlvGnjHedHdb9b8ChZfgwYHC86xxW8y7AzDK8A/BLqlvo/BMwv7TP77b/2xupu2u/k+1qLuNd+31s98qWRRu2LwbWDmv7N9sbyuglVNd7dJWR6i4+C3wA6LozGtrU/C5gge0Hyjx3jHlhNdrUbeCvyvCOwG/HtKgatm+1fWUZ/iNwA7Ar1e1zFpfZFgNHjkuBbbSru5u/kxv5rKGLv4/tJCweu7cB3x3vIjoh6Qhgje2rx7uWTfBs4KWSLpX0Y0n7jndBHXof8ElJNwOfAk4Y33LakzQNeCFwKdBn+9Yy6Tagb7zqqjOs7lZd+51srblHv4+9cZ1Ft5H0v4ANwFfHu5Y6krYDPki1ud5LtgSmAAcA+wLnSHqGyzZ8F3sX8Pe2vyXpKOAM4JXjXNOjSJoEfAt4n+27Jf1lmm1L6srPeXjdLe1d+51srZmqxl78PmbLYlNJOhp4NTC7B35xATwT2AO4WtJqqs30KyU9dVyrqncLcJ4rlwF/proBW7ebA5xXhr9JdcfkriJpK6pfXl+1PVTr7ZJ2KdN3Abput1+burv6OzlCzb36fUxYbIryAKYPAK+1fe9419MJ2yttP8X2NNvTqH4Jz7R92ziXVud8qoPcSHo2sDXde6fOVr8FXl6GXwHcOI61PIqqTYgzgBtsf6Zl0lKqoKP8vGCsa9uYdnV383dypJp7+PuYs6HavYCvA7cCD1H9gx4LrAJuBq4qr38e7zo7qXvY9NV02dkXbT7rrYGzgWuBK4FXjHedHdb9EmAFcDXVPvV9xrvOYTW/hOqg6jUt/48PA54ELKcKtx8AU8a71g7r7trvZLuah83Tdd/Hdq/c7iMiImplN1RERNRKWERERK2ERURE1EpYRERErYRFRETUSljEhCPpT+WusNdK+ma5yn2k+X46Sus7UtJHhrWdNMJ8lnR2y/iWkn4n6Ttl/B8kLWqZPlvShUP9SbpX0lNapq8vP7eWdLGk3LEhHrOERUxE99ne2/bzgQeBd7ZOHPqlavtvRml9HwC+UPp+mqTvAu+UdLWkv2+Z7x7g+ZK2LeOvAta0TD8NmCnpxeVW3CcD72mZ/ntg3vCV236Q6hqKN4zS+4kJKGERE92/A8+SNCDp3yUtBa6Hh/8yL8PHS1pZfsEvKG3PlPQ9SSvKss8d3nm5+vwB20NXn7+P6u6o/wz0A98btshFwOFl+E1UF/4B1bPogXcDn6e6pfgi279qWXYR8AZJU0Z4n+cDs+s/joiRJSxiwipbEIcCK0vTTOC9tp89bL5DqW7hvb/tvah+UQMsBN5jex/g/ZSth2FeTHUF+pAHgZ2ArWw/ZPuGYfMvAd4oaRvgBQy7s6rtn1Ld6vqVLXUMWU8VGO/l0a6luiFjxGOSsIiJaFtJVwFXAL+hun8PwGW2fz3C/K8Evuxy7yHba8udRP8G+Gbp64tUD7sZbhfgdy3jnwS2Bd4habmkgdaZbV8DTKPaqrhoeGdlvf3AVsCTR1jfacAcSTsM6/dPwIPD2yM6lQNeMRHdZ3vv1oZyi+57NqGPJwB3Du9npHVRPQQJANt3UQXFrVRPSrtA0u62729ZZinVszAGqO7Z1OqjVPfMup3qATqvb51o+05JXwOOG6GWJwL3j9AeUStbFhH1lgHHDJ01JWmKq2cp/FrS60ubJO01wrI3AM8aGpH015KGvncrqW69vtWwZRYBH7W9srVR0gyq4xmfoNoFNk3Sq0ZY52eAd9Dyx6CkJwG/t/1Qh+854hESFhE1bH+P6q/9K8oup/eXSbOBYyVdDVxHdVxjuIuBF+rhpwu9GPgpcAzV8YhTXD1ys3V9t9g+rbWtLH861YOV7rf9Z6oHLZ0qaethy/8e+DbVlsSQWcCFm/TGI1rkrrMRDZN0KvCvtn/Q0naS7ZPGsIbzgPm2fzlW64zNS7YsIpr3j8DwC/8Gx2rlZcvj/ARFPB7ZsoiIiFrZsoiIiFoJi4iIqJWwiIiIWgmLiIiolbCIiIha/wkEpRk7cot0mwAAAABJRU5ErkJggg==\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "draw_histogram('regular_price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 1440x720 with 0 Axes>"
     },
     "metadata": {}
    },
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "draw_histogram('diesel_price')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "draw_histogram('premium_price')"
   ]
  }
 ]
}