notebooks/00_Meta Data Exploration.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Meta Data Exploration\n",
    "\n",
    "Clayton Miller -- miller.clayton@gmail.com\n",
    "\n",
    "This notebook gives an overview of the buildings in this study"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import seaborn as sns\n",
    "import matplotlib.pyplot as plt\n",
    "import os"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "repos_path = \"/Users/nus/temporal-features-for-nonres-buildings-library/\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "meta = pd.read_csv(os.path.join(repos_path,\"data/raw/meta_open_withclassificationobjectives.csv\"), index_col='uid', parse_dates=[\"datastart\",\"dataend\"], dayfirst=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 507 entries, PrimClass_Everett to UnivLab_Aoife\n",
      "Data columns (total 21 columns):\n",
      "dataend                   507 non-null datetime64[ns]\n",
      "datastart                 507 non-null datetime64[ns]\n",
      "energystarscore           26 non-null float64\n",
      "heatingtype               124 non-null object\n",
      "industry                  507 non-null object\n",
      "mainheatingtype           122 non-null object\n",
      "numberoffloors            124 non-null float64\n",
      "occupants                 105 non-null float64\n",
      "primaryspaceusage         507 non-null object\n",
      "rating                    131 non-null object\n",
      "sqft                      507 non-null float64\n",
      "sqm                       507 non-null float64\n",
      "subindustry               507 non-null object\n",
      "timezone                  507 non-null object\n",
      "yearbuilt                 313 non-null object\n",
      "nickname                  507 non-null object\n",
      "primaryspaceuse_abbrev    507 non-null object\n",
      "newweatherfilename        507 non-null object\n",
      "dailymeancons             507 non-null float64\n",
      "usagecategory             507 non-null object\n",
      "operationsgroup           507 non-null object\n",
      "dtypes: datetime64[ns](2), float64(6), object(13)\n",
      "memory usage: 87.1+ KB\n"
     ]
    }
   ],
   "source": [
    "meta.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set_style(\"whitegrid\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Create Bar Charts\n",
    "\n",
    "Use: http://stanford.edu/~mwaskom/software/seaborn/examples/horizontal_barplot.html"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Office                         156\n",
       "Primary/Secondary Classroom    105\n",
       "College Laboratory              95\n",
       "College Classroom               81\n",
       "Dormitory                       70\n",
       "Name: primaryspaceusage, dtype: int64"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meta.primaryspaceusage.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Intermediate    173\n",
       "Low             169\n",
       "High            165\n",
       "Name: usagecategory, dtype: int64"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meta.usagecategory.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 507 entries, PrimClass_Everett to UnivLab_Aoife\n",
      "Data columns (total 21 columns):\n",
      "dataend                   507 non-null datetime64[ns]\n",
      "datastart                 507 non-null datetime64[ns]\n",
      "energystarscore           26 non-null float64\n",
      "heatingtype               124 non-null object\n",
      "industry                  507 non-null object\n",
      "mainheatingtype           122 non-null object\n",
      "numberoffloors            124 non-null float64\n",
      "occupants                 105 non-null float64\n",
      "primaryspaceusage         507 non-null object\n",
      "rating                    131 non-null object\n",
      "sqft                      507 non-null float64\n",
      "sqm                       507 non-null float64\n",
      "subindustry               507 non-null object\n",
      "timezone                  507 non-null object\n",
      "yearbuilt                 313 non-null object\n",
      "nickname                  507 non-null object\n",
      "primaryspaceuse_abbrev    507 non-null object\n",
      "newweatherfilename        507 non-null object\n",
      "dailymeancons             507 non-null float64\n",
      "usagecategory             507 non-null object\n",
      "operationsgroup           507 non-null object\n",
      "dtypes: datetime64[ns](2), float64(6), object(13)\n",
      "memory usage: 87.1+ KB\n"
     ]
    }
   ],
   "source": [
    "meta.info()#[['industry','timezone']].head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
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       "    </tr>\n",
       "    <tr>\n",
       "      <th>uid</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
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       "      <th></th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>PrimClass_Everett</th>\n",
       "      <td>2012-12-31 23:00:00</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Education</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Primary/Secondary Classroom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>9804.053590</td>\n",
       "      <td>Primary/Secondary School</td>\n",
       "      <td>America/New_York</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Everett</td>\n",
       "      <td>PrimClass</td>\n",
       "      <td>weather12.csv</td>\n",
       "      <td>0.005935</td>\n",
       "      <td>Low</td>\n",
       "      <td>Misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UnivClass_Clifford</th>\n",
       "      <td>2015-12-31 23:00:00</td>\n",
       "      <td>2015-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Education</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>College Classroom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>5292.591007</td>\n",
       "      <td>College/University</td>\n",
       "      <td>America/New_York</td>\n",
       "      <td>1967</td>\n",
       "      <td>Clifford</td>\n",
       "      <td>UnivClass</td>\n",
       "      <td>weather2.csv</td>\n",
       "      <td>0.006464</td>\n",
       "      <td>Low</td>\n",
       "      <td>Group3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Office_Elizabeth</th>\n",
       "      <td>2012-12-31 23:00:00</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Commercial Property</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>27373.961850</td>\n",
       "      <td>Commercial Real Estate</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Elizabeth</td>\n",
       "      <td>Office</td>\n",
       "      <td>weather22.csv</td>\n",
       "      <td>0.007931</td>\n",
       "      <td>Low</td>\n",
       "      <td>Misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Office_Ellie</th>\n",
       "      <td>2012-12-31 23:00:00</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Commercial Property</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Office</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>46127.918850</td>\n",
       "      <td>Bank/Financial Services</td>\n",
       "      <td>America/Los_Angeles</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Ellie</td>\n",
       "      <td>Office</td>\n",
       "      <td>weather28.csv</td>\n",
       "      <td>0.008237</td>\n",
       "      <td>Low</td>\n",
       "      <td>Misc</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PrimClass_Elisabeth</th>\n",
       "      <td>2012-12-31 23:00:00</td>\n",
       "      <td>2012-01-01</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Education</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Primary/Secondary Classroom</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>21652.158990</td>\n",
       "      <td>Primary/Secondary School</td>\n",
       "      <td>America/New_York</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Elisabeth</td>\n",
       "      <td>PrimClass</td>\n",
       "      <td>weather23.csv</td>\n",
       "      <td>0.008597</td>\n",
       "      <td>Low</td>\n",
       "      <td>Misc</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 21 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                dataend  datastart  energystarscore  \\\n",
       "uid                                                                   \n",
       "PrimClass_Everett   2012-12-31 23:00:00 2012-01-01              NaN   \n",
       "UnivClass_Clifford  2015-12-31 23:00:00 2015-01-01              NaN   \n",
       "Office_Elizabeth    2012-12-31 23:00:00 2012-01-01              NaN   \n",
       "Office_Ellie        2012-12-31 23:00:00 2012-01-01              NaN   \n",
       "PrimClass_Elisabeth 2012-12-31 23:00:00 2012-01-01              NaN   \n",
       "\n",
       "                    heatingtype             industry mainheatingtype  \\\n",
       "uid                                                                    \n",
       "PrimClass_Everett           NaN            Education             NaN   \n",
       "UnivClass_Clifford          NaN            Education             NaN   \n",
       "Office_Elizabeth            NaN  Commercial Property             NaN   \n",
       "Office_Ellie                NaN  Commercial Property             NaN   \n",
       "PrimClass_Elisabeth         NaN            Education             NaN   \n",
       "\n",
       "                     numberoffloors  occupants            primaryspaceusage  \\\n",
       "uid                                                                           \n",
       "PrimClass_Everett               NaN        NaN  Primary/Secondary Classroom   \n",
       "UnivClass_Clifford              NaN        NaN            College Classroom   \n",
       "Office_Elizabeth                NaN        NaN                       Office   \n",
       "Office_Ellie                    NaN        NaN                       Office   \n",
       "PrimClass_Elisabeth             NaN        NaN  Primary/Secondary Classroom   \n",
       "\n",
       "                    rating       ...                 sqm  \\\n",
       "uid                              ...                       \n",
       "PrimClass_Everett      NaN       ...         9804.053590   \n",
       "UnivClass_Clifford     NaN       ...         5292.591007   \n",
       "Office_Elizabeth       NaN       ...        27373.961850   \n",
       "Office_Ellie           NaN       ...        46127.918850   \n",
       "PrimClass_Elisabeth    NaN       ...        21652.158990   \n",
       "\n",
       "                                  subindustry             timezone yearbuilt  \\\n",
       "uid                                                                            \n",
       "PrimClass_Everett    Primary/Secondary School     America/New_York       NaN   \n",
       "UnivClass_Clifford         College/University     America/New_York      1967   \n",
       "Office_Elizabeth       Commercial Real Estate  America/Los_Angeles       NaN   \n",
       "Office_Ellie          Bank/Financial Services  America/Los_Angeles       NaN   \n",
       "PrimClass_Elisabeth  Primary/Secondary School     America/New_York       NaN   \n",
       "\n",
       "                      nickname primaryspaceuse_abbrev newweatherfilename  \\\n",
       "uid                                                                        \n",
       "PrimClass_Everett      Everett              PrimClass      weather12.csv   \n",
       "UnivClass_Clifford    Clifford              UnivClass       weather2.csv   \n",
       "Office_Elizabeth     Elizabeth                 Office      weather22.csv   \n",
       "Office_Ellie             Ellie                 Office      weather28.csv   \n",
       "PrimClass_Elisabeth  Elisabeth              PrimClass      weather23.csv   \n",
       "\n",
       "                    dailymeancons  usagecategory operationsgroup  \n",
       "uid                                                               \n",
       "PrimClass_Everett        0.005935            Low            Misc  \n",
       "UnivClass_Clifford       0.006464            Low          Group3  \n",
       "Office_Elizabeth         0.007931            Low            Misc  \n",
       "Office_Ellie             0.008237            Low            Misc  \n",
       "PrimClass_Elisabeth      0.008597            Low            Misc  \n",
       "\n",
       "[5 rows x 21 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "meta.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = pd.pivot_table(meta.reset_index(), index='timezone', columns='subindustry', values='uid', aggfunc='count')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>subindustry</th>\n",
       "      <th>Bank/Financial Services</th>\n",
       "      <th>Business Services</th>\n",
       "      <th>City, County, State</th>\n",
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       "      <th>timezone</th>\n",
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       "    <tr>\n",
       "      <th>America/Chicago</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>7.0</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>America/Denver</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>America/Los_Angeles</th>\n",
       "      <td>2.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>America/New_York</th>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>America/Phoenix</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>96.0</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
       "      <th>Asia/Singapore</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe/London</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>43.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>74.0</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe/Zurich</th>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "subindustry          Bank/Financial Services  Business Services  \\\n",
       "timezone                                                          \n",
       "America/Chicago                          NaN                NaN   \n",
       "America/Denver                           NaN                NaN   \n",
       "America/Los_Angeles                      2.0                1.0   \n",
       "America/New_York                         NaN                2.0   \n",
       "America/Phoenix                          NaN                NaN   \n",
       "Asia/Singapore                           NaN                NaN   \n",
       "Europe/London                            NaN                NaN   \n",
       "Europe/Zurich                            NaN                NaN   \n",
       "\n",
       "subindustry          City, County, State  College/University  \\\n",
       "timezone                                                       \n",
       "America/Chicago                      NaN                68.0   \n",
       "America/Denver                       NaN                 NaN   \n",
       "America/Los_Angeles                  NaN                18.0   \n",
       "America/New_York                     NaN               129.0   \n",
       "America/Phoenix                      NaN                96.0   \n",
       "Asia/Singapore                       NaN                 NaN   \n",
       "Europe/London                       13.0                43.0   \n",
       "Europe/Zurich                        NaN                12.0   \n",
       "\n",
       "subindustry          Commercial Real Estate  Corporate Office  \\\n",
       "timezone                                                        \n",
       "America/Chicago                         NaN               NaN   \n",
       "America/Denver                          NaN               NaN   \n",
       "America/Los_Angeles                     1.0               NaN   \n",
       "America/New_York                        3.0               2.0   \n",
       "America/Phoenix                         NaN               NaN   \n",
       "Asia/Singapore                          NaN               NaN   \n",
       "Europe/London                           NaN               NaN   \n",
       "Europe/Zurich                           NaN               NaN   \n",
       "\n",
       "subindustry          Other Government Buildings  Primary/Secondary School  \\\n",
       "timezone                                                                    \n",
       "America/Chicago                             NaN                       7.0   \n",
       "America/Denver                              NaN                       3.0   \n",
       "America/Los_Angeles                         NaN                       NaN   \n",
       "America/New_York                            NaN                      15.0   \n",
       "America/Phoenix                             NaN                       NaN   \n",
       "Asia/Singapore                              NaN                       5.0   \n",
       "Europe/London                              12.0                      74.0   \n",
       "Europe/Zurich                               NaN                       NaN   \n",
       "\n",
       "subindustry          Social Services  \n",
       "timezone                              \n",
       "America/Chicago                  NaN  \n",
       "America/Denver                   NaN  \n",
       "America/Los_Angeles              NaN  \n",
       "America/New_York                 NaN  \n",
       "America/Phoenix                  NaN  \n",
       "Asia/Singapore                   NaN  \n",
       "Europe/London                    1.0  \n",
       "Europe/Zurich                    NaN  "
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "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>index</th>\n",
       "      <th>timezone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>America/New_York</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Europe/London</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>America/Phoenix</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>America/Chicago</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>America/Los_Angeles</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Europe/Zurich</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Asia/Singapore</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>America/Denver</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 index  timezone\n",
       "0     America/New_York       151\n",
       "1        Europe/London       143\n",
       "2      America/Phoenix        96\n",
       "3      America/Chicago        75\n",
       "4  America/Los_Angeles        22\n",
       "5        Europe/Zurich        12\n",
       "6       Asia/Singapore         5\n",
       "7       America/Denver         3"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# crashes = sns.load_dataset(\"car_crashes\").sort_values(\"total\", ascending=False)\n",
    "location = pd.DataFrame(meta.timezone.value_counts()).reset_index()\n",
    "\n",
    "location"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def createbarchart(df, column, ylabel, color, filelabel):\n",
    "    # Initialize the matplotlib figure\n",
    "    #sns.set_context('poster', font_scale=1)    \n",
    "    location = pd.DataFrame(df[column].value_counts()).reset_index()\n",
    "\n",
    "    f, ax = plt.subplots(figsize=(9, 5))\n",
    "\n",
    "    sns.set_color_codes(\"pastel\")\n",
    "    sns.barplot(x=column, y=\"index\", data=location[:15], color=color)\n",
    "\n",
    "    # Add a legend and informative axis label\n",
    "    ax.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "    ax.set(ylabel=ylabel,\n",
    "           xlabel=\"Number of Buildings\")\n",
    "    sns.despine(left=True, bottom=True)\n",
    "    plt.subplots_adjust(left=0.3)\n",
    "    plt.tight_layout()\n",
    "    plt.savefig(os.path.join(repos_path,\"reports/figures/metadataoverview/\"+filelabel+\".png\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>timezone</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>America/New_York</td>\n",
       "      <td>151</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Europe/London</td>\n",
       "      <td>143</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>America/Phoenix</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>America/Chicago</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>America/Los_Angeles</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Europe/Zurich</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Asia/Singapore</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>America/Denver</td>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 index  timezone\n",
       "0     America/New_York       151\n",
       "1        Europe/London       143\n",
       "2      America/Phoenix        96\n",
       "3      America/Chicago        75\n",
       "4  America/Los_Angeles        22\n",
       "5        Europe/Zurich        12\n",
       "6       Asia/Singapore         5\n",
       "7       America/Denver         3"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "location[:15]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "meta[\"string_starttime\"] = meta.datastart.apply(lambda x: str(x.date()))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/Users/Clayton/anaconda/lib/python2.7/site-packages/matplotlib/axes/_axes.py:519: UserWarning: No labelled objects found. Use label='...' kwarg on individual plots.\n",
      "  warnings.warn(\"No labelled objects found. \"\n"
     ]
    },
    {
     "data": {
      "image/png": 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Kxl1dXVFZWYn8/HzU1tbCx8dHnFOpVBg5ciSOHj0qjiUmJuLEiRNISUmBm5tb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\nTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a19da50>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sns.set_context(\"paper\", font_scale=2)                                                  \n",
    "createbarchart(meta, \"string_starttime\", \"Data Starting Time\", \"m\",\"starttimesbar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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YWChJW0k7Xl5ebNmyRXke5ubmNG/eXHkeNWvWxMHBgcTERCVxq1atmt4zbdKk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\nhBBCCCH0xP8Bj0LcCLT58+gAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11a05c790>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#sns.set_style(\"white\")\n",
    "createbarchart(meta, \"timezone\", \"Time Zones\", \"b\",\"timezonesbar\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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69Lhtn3feecf6e3x8vFq1aqXSpUtr5MiRSk1NVWRkpNq3b68VK1aoVKlSkm4G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\ncAMAADAJghsAAIBJENwAAABM4v8A6yqMjdxbV70AAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cc5e410>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "createbarchart(meta, \"industry\", \"Industry\", \"r\", \"bar_industry\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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dGxsbhg8fzi+//EKbNm2wsLDAwsLipcaTnZ3Nl19+ScWKFVm+fDlly5ZVzjVr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nU1NDS8UR/tfTcKhYKdzn5d89yIRCJcuHABBQUFKCoqwuXLl3HlyhVIJBJkZGS0+HNB/p1oqpQQ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\nSUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11cf0d810>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "createbarchart(meta, \"subindustry\", \"Sub-Industry\", \"g\",\"bar_subindustry\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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R+u6776hZsybz5s2jTp06TJw4EYC6deuSkpLCDz/8QHZ2NjNnzqRFixammznq1KmDs7Mz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\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d2b7890>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "createbarchart(meta, \"primaryspaceusage\", \"Primary Use\", \"y\", \"bar_primaryspaceuse\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "collapsed": true
   },
   "source": [
    "# Create 4 bar charts in a set of panels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x11d94f390>]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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fx7kr9cjqFYNojQzpierrMl4EQaCk2oAeiRp0T9CwNkAkFS2GZXi/BJTWsFsz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\nAB4Foa/nRVfLy9uWNF5WJ6TwKUTJhQ1vCuhLozA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F0ckoJkLE0jNyBVIC7R8lfSV5LUy4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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d2dc110>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Simple data to display in various forms\n",
    "x = np.linspace(0, 2 * np.pi, 400)\n",
    "y = np.sin(x ** 2)\n",
    "\n",
    "\n",
    "# row and column sharing\n",
    "f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2, 2, sharex='col', sharey='row')\n",
    "ax1.plot(x, y)\n",
    "ax1.set_title('Sharing x per column, y per row')\n",
    "ax2.scatter(x, y)\n",
    "ax3.scatter(x, 2 * y ** 2 - 1, color='r')\n",
    "ax4.plot(x, 2 * y ** 2 - 1, color='r')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "sns.set_color_codes(\"pastel\")\n",
    "sns.set_context(font_scale=1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import matplotlib.gridspec as gridspec\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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Pyfm90dXeMURERERECo0KeyIOKORR8PJyvD+8/vTTT3h5edk7xi1zxNyOmBmU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av2MmXKcPbsWQzDyKZkfylYsCBjxozBbDZbte/YsYOSJUty/vx5AF544QWr5WXLluX06dNZFfOB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XKF68OIMGDaJYsWI4ODhQrFgxZQ2f7K5npEWLFkyfPp1ly5Yxb9481Go1pqamtGjRgsGDB1O5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\nAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x11d629090>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(18,10))\n",
    "gs = gridspec.GridSpec(2, 8)\n",
    "#f, ((ax1, ax2), (ax3, ax4)) = plt.subplots(2,2, figsize=(20, 9))#\n",
    "# ax = plt.subplot2grid((2,2),(0, 0))\n",
    "\n",
    "location = pd.DataFrame(meta[\"timezone\"].value_counts()).reset_index()\n",
    "ax1 = plt.subplot(gs[0,0:4])\n",
    "ax1 = sns.barplot(x=\"timezone\", y=\"index\", data=location[:15], color=\"b\")\n",
    "ax1.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "ax1.set(ylabel=\"Time Zones\", xlabel=\"Number of Buildings\")\n",
    "\n",
    "location = pd.DataFrame(meta[\"industry\"].value_counts()).reset_index()\n",
    "ax2 = plt.subplot(gs[0,4:])\n",
    "ax2 = sns.barplot(x=\"industry\", y=\"index\", data=location[:15], color=\"g\")\n",
    "ax2.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "ax2.set(ylabel=\"Industry\", xlabel=\"Number of Buildings\")\n",
    "\n",
    "location = pd.DataFrame(meta[\"subindustry\"].value_counts()).reset_index()\n",
    "ax3 = plt.subplot(gs[1,0:4])\n",
    "ax3 = sns.barplot(x=\"subindustry\", y=\"index\", data=location[:15], color=\"r\")\n",
    "ax3.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "ax3.set(ylabel=\"Sub-Industry\", xlabel=\"Number of Buildings\")\n",
    "\n",
    "location = pd.DataFrame(meta[\"primaryspaceusage\"].value_counts()).reset_index()\n",
    "ax4 = plt.subplot(gs[1,4:])\n",
    "ax4 = sns.barplot(x=\"primaryspaceusage\", y=\"index\", data=location[:15], color=\"y\")\n",
    "ax4.legend(ncol=2, loc=\"lower right\", frameon=True)\n",
    "ax4.set(ylabel=\"Primary Use\", xlabel=\"Number of Buildings\")\n",
    "\n",
    "sns.despine(left=True, bottom=True)\n",
    "plt.subplots_adjust(left=0.3)\n",
    "plt.tight_layout()\n",
    "plt.savefig(os.path.join(repos_path,\"reports/figures/metadataoverview/allbars.pdf\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "hide_input": false,
  "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": "3.6.8"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 1
}