BC_ARIS_Prospectors.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# British Columbia Assessment Report Analysis of Prospector Contributions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This notebook contains the code for determining the contributions of prospectors working on projects within British Columbia over a one year period including: monetary (paid and unpaid), number of projects (solo operated and worked by a company).\n",
    "\n",
    "We will go through the following in this notebook:\n",
    "\n",
    " - Exploring the Data\n",
    " - Processing the Data\n",
    " - Calculating the Contributions"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Exploring and Processing the Data\n",
    "\n",
    "We first have to read in the CSV file that we've been given. We'll use a package called pandas for that:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import pip\n",
    "import matplotlib.pyplot as plt\n",
    "import matplotlib.ticker as tick\n",
    "import seaborn as sns"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Fix random seed for reproducibility**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(333)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Import and view the data**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Read .csv, use encoding option and set dates as confidentialty access date\n",
    "aris = pd.read_csv('arisdata2_20200403.csv', encoding = \"ISO-8859-1\", parse_dates=['conf_adate'], low_memory=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rep_no</th>\n",
       "      <th>cnf_prd</th>\n",
       "      <th>aff_dt</th>\n",
       "      <th>gwrk_typs</th>\n",
       "      <th>claim_val</th>\n",
       "      <th>title</th>\n",
       "      <th>rep_yr</th>\n",
       "      <th>wrk_yr</th>\n",
       "      <th>conf_ldate</th>\n",
       "      <th>conf_adate</th>\n",
       "      <th>...</th>\n",
       "      <th>com_nms</th>\n",
       "      <th>kwl_nms</th>\n",
       "      <th>MERG_SPENT</th>\n",
       "      <th>DOLL_INX</th>\n",
       "      <th>doll_86</th>\n",
       "      <th>CPIdex1992</th>\n",
       "      <th>doll_92</th>\n",
       "      <th>CPIdex2002</th>\n",
       "      <th>doll_02</th>\n",
       "      <th>URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
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       "      <td>0</td>\n",
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       "      <td>Silver, Gold</td>\n",
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       "      <td>6000.00</td>\n",
       "      <td>0.157</td>\n",
       "      <td>38216.560510</td>\n",
       "      <td>0.123</td>\n",
       "      <td>48780.487800</td>\n",
       "      <td>0.104</td>\n",
       "      <td>57692.30769</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
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       "      <td>1</td>\n",
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       "      <td>1947.0</td>\n",
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       "      <td>1948-01-01</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1947/1/1</td>\n",
       "      <td>GEOL:</td>\n",
       "      <td>0</td>\n",
       "      <td>The Geology of the M2-5 Mineral Calims</td>\n",
       "      <td>1947</td>\n",
       "      <td>1947.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1948-01-01</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>556.79</td>\n",
       "      <td>0.157</td>\n",
       "      <td>3546.433121</td>\n",
       "      <td>0.123</td>\n",
       "      <td>4526.747967</td>\n",
       "      <td>0.104</td>\n",
       "      <td>5353.75000</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
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       "      <td>GEOP:</td>\n",
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       "      <td>0.123</td>\n",
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       "      <td>0.104</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>1.0</td>\n",
       "      <td>1947/1/1</td>\n",
       "      <td>GEOP:</td>\n",
       "      <td>0</td>\n",
       "      <td>Magnetometre Survey on the Dipper, War Eagle, ...</td>\n",
       "      <td>1947</td>\n",
       "      <td>1946.0</td>\n",
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       "      <td>1948-01-01</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
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       "      <td>NaN</td>\n",
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       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
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       "    <tr>\n",
       "      <td>...</td>\n",
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       "      <td>38368</td>\n",
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       "      <td>2019/6/28</td>\n",
       "      <td>GEOP:</td>\n",
       "      <td>26173</td>\n",
       "      <td>Geophysical Survey with 2D Resistivity</td>\n",
       "      <td>2019</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37306</td>\n",
       "      <td>38369</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/7/9</td>\n",
       "      <td>GEOL:GEOP:GEOC:PROS:</td>\n",
       "      <td>2541</td>\n",
       "      <td>2019 Assessment Report on the Mayner's Fortune...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37307</td>\n",
       "      <td>38370</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/7/9</td>\n",
       "      <td>DRIL:</td>\n",
       "      <td>10591</td>\n",
       "      <td>HD Mineral Prospect - Diamond Drilling 2019</td>\n",
       "      <td>2019</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37308</td>\n",
       "      <td>38371</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/7/24</td>\n",
       "      <td>GEOP:</td>\n",
       "      <td>131028</td>\n",
       "      <td>Report on the Dark Horse Property - Induced Po...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37309</td>\n",
       "      <td>38372</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/4/15</td>\n",
       "      <td>GEOL:PROS:</td>\n",
       "      <td>2151</td>\n",
       "      <td>2019 Geochemical Assessment Program on the San...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2019.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>37310 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       rep_no  cnf_prd     aff_dt             gwrk_typs  claim_val  \\\n",
       "0           1      1.0   1947/1/1                 GEOL:          0   \n",
       "1           3      1.0   1947/1/1                 GEOL:          0   \n",
       "2           4      1.0   1947/1/1                 GEOL:          0   \n",
       "3           5      1.0   1947/1/1                 GEOP:          0   \n",
       "4           6      1.0   1947/1/1                 GEOP:          0   \n",
       "...       ...      ...        ...                   ...        ...   \n",
       "37305   38368      NaN  2019/6/28                 GEOP:      26173   \n",
       "37306   38369      NaN   2019/7/9  GEOL:GEOP:GEOC:PROS:       2541   \n",
       "37307   38370      NaN   2019/7/9                 DRIL:      10591   \n",
       "37308   38371      NaN  2019/7/24                 GEOP:     131028   \n",
       "37309   38372      NaN  2019/4/15            GEOL:PROS:       2151   \n",
       "\n",
       "                                                   title  rep_yr  wrk_yr  \\\n",
       "0      Geological Report on the Moyie Groups 1-6 and ...    1947  1947.0   \n",
       "1      Geological Investigation of the Lyons Group, T...    1947  1947.0   \n",
       "2                 The Geology of the M2-5 Mineral Calims    1947  1947.0   \n",
       "3      Report on the Geophysical Survey on the Proper...    1947  1947.0   \n",
       "4      Magnetometre Survey on the Dipper, War Eagle, ...    1947  1946.0   \n",
       "...                                                  ...     ...     ...   \n",
       "37305             Geophysical Survey with 2D Resistivity    2019  2019.0   \n",
       "37306  2019 Assessment Report on the Mayner's Fortune...    2019  2019.0   \n",
       "37307        HD Mineral Prospect - Diamond Drilling 2019    2019  2019.0   \n",
       "37308  Report on the Dark Horse Property - Induced Po...    2019  2019.0   \n",
       "37309  2019 Geochemical Assessment Program on the San...    2019  2019.0   \n",
       "\n",
       "       conf_ldate conf_adate  ...       com_nms kwl_nms  MERG_SPENT DOLL_INX  \\\n",
       "0             NaN 1948-01-01  ...  Silver, Gold     NaN     6000.00    0.157   \n",
       "1             NaN 1948-01-01  ...           NaN     NaN         NaN    0.157   \n",
       "2             NaN 1948-01-01  ...           NaN     NaN      556.79    0.157   \n",
       "3             NaN 1948-01-01  ...           NaN     NaN         NaN    0.157   \n",
       "4             NaN 1948-01-01  ...           NaN     NaN         NaN    0.157   \n",
       "...           ...        ...  ...           ...     ...         ...      ...   \n",
       "37305         NaN        NaT  ...           NaN     NaN         NaN      NaN   \n",
       "37306         NaN        NaT  ...           NaN     NaN         NaN      NaN   \n",
       "37307         NaN        NaT  ...           NaN     NaN         NaN      NaN   \n",
       "37308         NaN        NaT  ...           NaN     NaN         NaN      NaN   \n",
       "37309         NaN        NaT  ...           NaN     NaN         NaN      NaN   \n",
       "\n",
       "            doll_86 CPIdex1992       doll_92  CPIdex2002      doll_02  \\\n",
       "0      38216.560510      0.123  48780.487800       0.104  57692.30769   \n",
       "1               NaN      0.123           NaN       0.104          NaN   \n",
       "2       3546.433121      0.123   4526.747967       0.104   5353.75000   \n",
       "3               NaN      0.123           NaN       0.104          NaN   \n",
       "4               NaN      0.123           NaN       0.104          NaN   \n",
       "...             ...        ...           ...         ...          ...   \n",
       "37305           NaN        NaN           NaN         NaN          NaN   \n",
       "37306           NaN        NaN           NaN         NaN          NaN   \n",
       "37307           NaN        NaN           NaN         NaN          NaN   \n",
       "37308           NaN        NaN           NaN         NaN          NaN   \n",
       "37309           NaN        NaN           NaN         NaN          NaN   \n",
       "\n",
       "                                                     URL  \n",
       "0      http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "1      http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "2      http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "3      http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "4      http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "...                                                  ...  \n",
       "37305  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37306  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37307  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37308  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37309  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "\n",
       "[37310 rows x 55 columns]"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show file\n",
    "aris"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 37310 entries, 0 to 37309\n",
      "Data columns (total 55 columns):\n",
      "rep_no        37310 non-null int64\n",
      "cnf_prd       36896 non-null float64\n",
      "aff_dt        37310 non-null object\n",
      "gwrk_typs     37310 non-null object\n",
      "claim_val     37310 non-null int64\n",
      "title         33519 non-null object\n",
      "rep_yr        37310 non-null int64\n",
      "wrk_yr        29284 non-null float64\n",
      "conf_ldate    0 non-null float64\n",
      "conf_adate    36896 non-null datetime64[ns]\n",
      "aff_ndate     0 non-null float64\n",
      "aff_adate     37310 non-null object\n",
      "page_ct       37310 non-null int64\n",
      "prpty_nm      33517 non-null object\n",
      "nts_maps      37310 non-null object\n",
      "bcgs_maps     37310 non-null object\n",
      "lat83_deg     37310 non-null int64\n",
      "lat83_min     37310 non-null int64\n",
      "lat83_sec     37310 non-null int64\n",
      "lon83_deg     37310 non-null int64\n",
      "lon83_min     37310 non-null int64\n",
      "lon83_sec     37310 non-null int64\n",
      "zone83        37310 non-null int64\n",
      "north83       37310 non-null int64\n",
      "east83        37310 non-null int64\n",
      "lat83         37310 non-null float64\n",
      "long83        37310 non-null float64\n",
      "com_cds       16148 non-null object\n",
      "camp_cd       9797 non-null float64\n",
      "geo_sum       8781 non-null object\n",
      "reg_geo       24280 non-null object\n",
      "info_cls      32539 non-null float64\n",
      "mdiv_cds      37308 non-null object\n",
      "mdiv_nmx      37308 non-null object\n",
      "mdiv_nms      37308 non-null object\n",
      "claim_nmx     37308 non-null object\n",
      "minf_nox      15266 non-null object\n",
      "camp_nm       9797 non-null object\n",
      "claim_nms     37308 non-null object\n",
      "gwrk_nmx      37310 non-null object\n",
      "gwrk_nms      37310 non-null object\n",
      "rel_ars       17697 non-null object\n",
      "oper_nms      37191 non-null object\n",
      "own_nms       22248 non-null object\n",
      "auth_nms      37019 non-null object\n",
      "com_nms       16146 non-null object\n",
      "kwl_nms       19234 non-null object\n",
      "MERG_SPENT    36786 non-null float64\n",
      "DOLL_INX      36865 non-null float64\n",
      "doll_86       36685 non-null float64\n",
      "CPIdex1992    36865 non-null float64\n",
      "doll_92       36685 non-null float64\n",
      "CPIdex2002    36865 non-null float64\n",
      "doll_02       36685 non-null float64\n",
      "URL           37310 non-null object\n",
      "dtypes: datetime64[ns](1), float64(15), int64(13), object(26)\n",
      "memory usage: 15.7+ MB\n"
     ]
    }
   ],
   "source": [
    "# View dataframe info\n",
    "aris.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Bar Graphs Expenditures Per Year**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x281ea6505c8>"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Sum of Expenditures in 2002 CAD per Work Year (wrk_yr) \n",
    "aris.groupby('wrk_yr').doll_02.sum().plot(kind='bar')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "sns.set(font_scale=1.0)\n",
    "\n",
    "def reformat_large_tick_values(tick_val, pos):\n",
    "    \"\"\"\n",
    "    Turns large tick values (in the billions, millions and thousands) such as 4500 into 4.5K and also appropriately turns 4000 into 4K (no zero after the decimal).\n",
    "    \"\"\"\n",
    "    if tick_val >= 1000000000:\n",
    "        val = round(tick_val/1000000000, 1)\n",
    "        new_tick_format = '{:}B'.format(val)\n",
    "    elif tick_val >= 1000000:\n",
    "        val = round(tick_val/1000000, 1)\n",
    "        new_tick_format = '{:}M'.format(val)\n",
    "    elif tick_val >= 1000:\n",
    "        val = round(tick_val/1000, 1)\n",
    "        new_tick_format = '{:}K'.format(val)\n",
    "    elif tick_val < 1000:\n",
    "        new_tick_format = round(tick_val, 1)\n",
    "    else:\n",
    "        new_tick_format = tick_val\n",
    "\n",
    "    # make new_tick_format into a string value\n",
    "    new_tick_format = str(new_tick_format)\n",
    "    \n",
    "    # code below will keep 4.5M as is but change values such as 4.0M to 4M since that zero after the decimal isn't needed\n",
    "    index_of_decimal = new_tick_format.find(\".\")\n",
    "    \n",
    "    if index_of_decimal != -1:\n",
    "        value_after_decimal = new_tick_format[index_of_decimal+1]\n",
    "        if value_after_decimal == \"0\":\n",
    "            # remove the 0 after the decimal point since it's not needed\n",
    "            new_tick_format = new_tick_format[0:index_of_decimal] + new_tick_format[index_of_decimal+2:]\n",
    "            \n",
    "    return new_tick_format"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Too many blanks in Work Year\n",
    "ax = aris.groupby('rep_yr').doll_02.sum().plot(kind='bar', figsize=(15,7))\n",
    "plt.xlabel('Report Year', labelpad=16)\n",
    "plt.ylabel('Expenditures 2002 CAD', labelpad=16)\n",
    "plt.title('ARIS Expenditures Since Inception', y=1.02, fontsize=22)\n",
    "\n",
    "ax.yaxis.set_major_formatter(tick.FuncFormatter(reformat_large_tick_values));\n",
    "\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Subset data to June-Aug 2005\n",
    "precip_june_aug_2005 = precip_2003_2013_daily['2005-06-01':'2005-08-31']\n",
    "\n",
    "# Create figure and plot space\n",
    "fig, ax = plt.subplots(figsize=(12, 12))\n",
    "\n",
    "# Add x-axis and y-axis\n",
    "ax.bar(precip_june_aug_2005.index.values,\n",
    "       precip_june_aug_2005['DAILY_PRECIP'],\n",
    "       color='purple')\n",
    "\n",
    "# Set title and labels for axes\n",
    "ax.set(xlabel=\"Date\",\n",
    "       ylabel=\"Precipitation (inches)\",\n",
    "       title=\"Daily Total Precipitation\\nJune - Aug 2005 for Boulder Creek\")\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Extract Data for the Relevant Year**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0    False\n",
      "1    False\n",
      "2    False\n",
      "3    False\n",
      "4    False\n",
      "Name: wrk_yr, dtype: bool\n"
     ]
    }
   ],
   "source": [
    "# Is the year the work was conducted equal to 2018?\n",
    "# is_2018 is a boolean variable with True or False in it\n",
    "is_2018 = aris['wrk_yr']==2018\n",
    "# Show the first few rows (head)\n",
    "print(is_2018.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(743, 55)\n"
     ]
    }
   ],
   "source": [
    "# Filter the rows for the year using the boolean variable is_2018\n",
    "aris_2018 = aris[is_2018]\n",
    "# Show number of records and columns for subset aris_2018\n",
    "print(aris_2018.shape)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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>rep_no</th>\n",
       "      <th>cnf_prd</th>\n",
       "      <th>aff_dt</th>\n",
       "      <th>gwrk_typs</th>\n",
       "      <th>claim_val</th>\n",
       "      <th>title</th>\n",
       "      <th>rep_yr</th>\n",
       "      <th>wrk_yr</th>\n",
       "      <th>conf_ldate</th>\n",
       "      <th>conf_adate</th>\n",
       "      <th>...</th>\n",
       "      <th>com_nms</th>\n",
       "      <th>kwl_nms</th>\n",
       "      <th>MERG_SPENT</th>\n",
       "      <th>DOLL_INX</th>\n",
       "      <th>doll_86</th>\n",
       "      <th>CPIdex1992</th>\n",
       "      <th>doll_92</th>\n",
       "      <th>CPIdex2002</th>\n",
       "      <th>doll_02</th>\n",
       "      <th>URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>35891</td>\n",
       "      <td>36916</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/3/15</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>10955</td>\n",
       "      <td>Reconnaissance Biogeochemistry and Soil Geoche...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-03-15</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Silver, Lead</td>\n",
       "      <td>Snowshoe Group, Snowshoe Group, Greenstones, G...</td>\n",
       "      <td>11684.42</td>\n",
       "      <td>1.926</td>\n",
       "      <td>6066.677051</td>\n",
       "      <td>1.514</td>\n",
       "      <td>7717.582563</td>\n",
       "      <td>1.284</td>\n",
       "      <td>9100.015576</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>35973</td>\n",
       "      <td>37004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/7/17</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>1710</td>\n",
       "      <td>North Zacta Area - Geochemical Sampling Project</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-07-17</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Copper, Nickel</td>\n",
       "      <td>Cretaceous-Tertiary, Slollicum schist, Greensc...</td>\n",
       "      <td>1766.29</td>\n",
       "      <td>1.926</td>\n",
       "      <td>917.076843</td>\n",
       "      <td>1.514</td>\n",
       "      <td>1166.638045</td>\n",
       "      <td>1.284</td>\n",
       "      <td>1375.615265</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36006</td>\n",
       "      <td>37038</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/8/4</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>5395</td>\n",
       "      <td>Franklin Project</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-04</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Silver, Copper</td>\n",
       "      <td>Carboniferous-Permian, Harper Ranch Group, Vol...</td>\n",
       "      <td>5426.26</td>\n",
       "      <td>1.926</td>\n",
       "      <td>2817.372793</td>\n",
       "      <td>1.514</td>\n",
       "      <td>3584.055482</td>\n",
       "      <td>1.284</td>\n",
       "      <td>4226.059190</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36007</td>\n",
       "      <td>37039</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017/11/10</td>\n",
       "      <td>PROS:</td>\n",
       "      <td>303</td>\n",
       "      <td>Prospecting Report</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.926</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.514</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36023</td>\n",
       "      <td>37056</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018/1/30</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>1915</td>\n",
       "      <td>Geochemical Report on an MMI Soil Geochemistry...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-30</td>\n",
       "      <td>...</td>\n",
       "      <td>Copper, Molybdenum/Molybdenite</td>\n",
       "      <td>Triassic, Nicola Group, Marine sedimentary and...</td>\n",
       "      <td>1397.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>725.337487</td>\n",
       "      <td>1.514</td>\n",
       "      <td>922.721268</td>\n",
       "      <td>1.284</td>\n",
       "      <td>1088.006231</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37292</td>\n",
       "      <td>38355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/4/18</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>101107</td>\n",
       "      <td>2018 Geochemical Rock and Soil Sampling of the...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37294</td>\n",
       "      <td>38357</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018/10/30</td>\n",
       "      <td>PROS:</td>\n",
       "      <td>311</td>\n",
       "      <td>Prospecting and Geochemistry on the 640895 BC ...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold</td>\n",
       "      <td>Eocene-Oligocene, Mount Washington Plutonic Su...</td>\n",
       "      <td>5675.00</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>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37297</td>\n",
       "      <td>38360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/3/30</td>\n",
       "      <td>GEOL:GEOP:GEOC:DRIL:PROS:</td>\n",
       "      <td>2802681</td>\n",
       "      <td>Drilling, Geophysical &amp; Geochemical Exploratio...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37300</td>\n",
       "      <td>38363</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/3/29</td>\n",
       "      <td>GEOL:GEOC:</td>\n",
       "      <td>63067</td>\n",
       "      <td>Report on Airborne VTEM and Magnetic Surveys o...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37302</td>\n",
       "      <td>38365</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/5/14</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>37136</td>\n",
       "      <td>Geochemical Assessment Report on the Roman Pro...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>743 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       rep_no  cnf_prd      aff_dt                  gwrk_typs  claim_val  \\\n",
       "35891   36916      1.0   2017/3/15                      GEOC:      10955   \n",
       "35973   37004      1.0   2017/7/17                      GEOC:       1710   \n",
       "36006   37038      1.0    2017/8/4                      GEOC:       5395   \n",
       "36007   37039      NaN  2017/11/10                      PROS:        303   \n",
       "36023   37056      1.0   2018/1/30                      GEOC:       1915   \n",
       "...       ...      ...         ...                        ...        ...   \n",
       "37292   38355      NaN   2019/4/18                      GEOC:     101107   \n",
       "37294   38357      NaN  2018/10/30                      PROS:        311   \n",
       "37297   38360      NaN   2019/3/30  GEOL:GEOP:GEOC:DRIL:PROS:    2802681   \n",
       "37300   38363      NaN   2019/3/29                 GEOL:GEOC:      63067   \n",
       "37302   38365      NaN   2019/5/14                      GEOC:      37136   \n",
       "\n",
       "                                                   title  rep_yr  wrk_yr  \\\n",
       "35891  Reconnaissance Biogeochemistry and Soil Geoche...    2018  2018.0   \n",
       "35973    North Zacta Area - Geochemical Sampling Project    2018  2018.0   \n",
       "36006                                   Franklin Project    2018  2018.0   \n",
       "36007                                 Prospecting Report    2018  2018.0   \n",
       "36023  Geochemical Report on an MMI Soil Geochemistry...    2018  2018.0   \n",
       "...                                                  ...     ...     ...   \n",
       "37292  2018 Geochemical Rock and Soil Sampling of the...    2019  2018.0   \n",
       "37294  Prospecting and Geochemistry on the 640895 BC ...    2019  2018.0   \n",
       "37297  Drilling, Geophysical & Geochemical Exploratio...    2019  2018.0   \n",
       "37300  Report on Airborne VTEM and Magnetic Surveys o...    2019  2018.0   \n",
       "37302  Geochemical Assessment Report on the Roman Pro...    2019  2018.0   \n",
       "\n",
       "       conf_ldate conf_adate  ...                         com_nms  \\\n",
       "35891         NaN 2018-03-15  ...              Gold, Silver, Lead   \n",
       "35973         NaN 2018-07-17  ...            Gold, Copper, Nickel   \n",
       "36006         NaN 2018-08-04  ...            Gold, Silver, Copper   \n",
       "36007         NaN        NaT  ...                             NaN   \n",
       "36023         NaN 2019-01-30  ...  Copper, Molybdenum/Molybdenite   \n",
       "...           ...        ...  ...                             ...   \n",
       "37292         NaN        NaT  ...                             NaN   \n",
       "37294         NaN        NaT  ...                            Gold   \n",
       "37297         NaN        NaT  ...                             NaN   \n",
       "37300         NaN        NaT  ...                             NaN   \n",
       "37302         NaN        NaT  ...                             NaN   \n",
       "\n",
       "                                                 kwl_nms  MERG_SPENT DOLL_INX  \\\n",
       "35891  Snowshoe Group, Snowshoe Group, Greenstones, G...    11684.42    1.926   \n",
       "35973  Cretaceous-Tertiary, Slollicum schist, Greensc...     1766.29    1.926   \n",
       "36006  Carboniferous-Permian, Harper Ranch Group, Vol...     5426.26    1.926   \n",
       "36007                                                NaN         NaN    1.926   \n",
       "36023  Triassic, Nicola Group, Marine sedimentary and...     1397.00    1.926   \n",
       "...                                                  ...         ...      ...   \n",
       "37292                                                NaN         NaN      NaN   \n",
       "37294  Eocene-Oligocene, Mount Washington Plutonic Su...     5675.00      NaN   \n",
       "37297                                                NaN         NaN      NaN   \n",
       "37300                                                NaN         NaN      NaN   \n",
       "37302                                                NaN         NaN      NaN   \n",
       "\n",
       "           doll_86 CPIdex1992      doll_92  CPIdex2002      doll_02  \\\n",
       "35891  6066.677051      1.514  7717.582563       1.284  9100.015576   \n",
       "35973   917.076843      1.514  1166.638045       1.284  1375.615265   \n",
       "36006  2817.372793      1.514  3584.055482       1.284  4226.059190   \n",
       "36007          NaN      1.514          NaN       1.284          NaN   \n",
       "36023   725.337487      1.514   922.721268       1.284  1088.006231   \n",
       "...            ...        ...          ...         ...          ...   \n",
       "37292          NaN        NaN          NaN         NaN          NaN   \n",
       "37294          NaN        NaN          NaN         NaN          NaN   \n",
       "37297          NaN        NaN          NaN         NaN          NaN   \n",
       "37300          NaN        NaN          NaN         NaN          NaN   \n",
       "37302          NaN        NaN          NaN         NaN          NaN   \n",
       "\n",
       "                                                     URL  \n",
       "35891  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "35973  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36006  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36007  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36023  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "...                                                  ...  \n",
       "37292  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37294  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37297  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37300  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37302  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "\n",
       "[743 rows x 55 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Show the first few records of the subset\n",
    "aris_2018.to_csv(\"aris_2018.csv\") # Check for blanks in own_nms\n",
    "aris_2018"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Extract Prospectors as Owners for the Relevant Year**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "\n",
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>rep_no</th>\n",
       "      <th>cnf_prd</th>\n",
       "      <th>aff_dt</th>\n",
       "      <th>gwrk_typs</th>\n",
       "      <th>claim_val</th>\n",
       "      <th>title</th>\n",
       "      <th>rep_yr</th>\n",
       "      <th>wrk_yr</th>\n",
       "      <th>conf_ldate</th>\n",
       "      <th>conf_adate</th>\n",
       "      <th>...</th>\n",
       "      <th>com_nms</th>\n",
       "      <th>kwl_nms</th>\n",
       "      <th>MERG_SPENT</th>\n",
       "      <th>DOLL_INX</th>\n",
       "      <th>doll_86</th>\n",
       "      <th>CPIdex1992</th>\n",
       "      <th>doll_92</th>\n",
       "      <th>CPIdex2002</th>\n",
       "      <th>doll_02</th>\n",
       "      <th>URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>35973</td>\n",
       "      <td>37004</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/7/17</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>1710</td>\n",
       "      <td>North Zacta Area - Geochemical Sampling Project</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-07-17</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Copper, Nickel</td>\n",
       "      <td>Cretaceous-Tertiary, Slollicum schist, Greensc...</td>\n",
       "      <td>1766.29</td>\n",
       "      <td>1.926</td>\n",
       "      <td>917.076843</td>\n",
       "      <td>1.514</td>\n",
       "      <td>1166.638045</td>\n",
       "      <td>1.284</td>\n",
       "      <td>1375.615265</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36006</td>\n",
       "      <td>37038</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/8/4</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>5395</td>\n",
       "      <td>Franklin Project</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-04</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Silver, Copper</td>\n",
       "      <td>Carboniferous-Permian, Harper Ranch Group, Vol...</td>\n",
       "      <td>5426.26</td>\n",
       "      <td>1.926</td>\n",
       "      <td>2817.372793</td>\n",
       "      <td>1.514</td>\n",
       "      <td>3584.055482</td>\n",
       "      <td>1.284</td>\n",
       "      <td>4226.059190</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36007</td>\n",
       "      <td>37039</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017/11/10</td>\n",
       "      <td>PROS:</td>\n",
       "      <td>303</td>\n",
       "      <td>Prospecting Report</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.926</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.514</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36106</td>\n",
       "      <td>37142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017/11/7</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>1708</td>\n",
       "      <td>Edgerunner Mineral Titles Tenure #1047782 Vict...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>Copper, Silver, Gold</td>\n",
       "      <td>Paleozoic-Jurassic, Westcoast Crystalline Comp...</td>\n",
       "      <td>3675.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>1908.099688</td>\n",
       "      <td>1.514</td>\n",
       "      <td>2427.344782</td>\n",
       "      <td>1.284</td>\n",
       "      <td>2862.149533</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36258</td>\n",
       "      <td>37299</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/11/28</td>\n",
       "      <td>GEOL:</td>\n",
       "      <td>12555</td>\n",
       "      <td>Report on Geological Investigations and Interp...</td>\n",
       "      <td>2017</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-11-28</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Silver</td>\n",
       "      <td>Triassic-Jurassic, Brooks Diorite Complex, Dio...</td>\n",
       "      <td>8823.31</td>\n",
       "      <td>1.875</td>\n",
       "      <td>4705.765333</td>\n",
       "      <td>1.474</td>\n",
       "      <td>5985.963365</td>\n",
       "      <td>1.250</td>\n",
       "      <td>7058.648000</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37267</td>\n",
       "      <td>38330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/4/3</td>\n",
       "      <td>GEOC:PROS:</td>\n",
       "      <td>6914</td>\n",
       "      <td>Assessment Report Describing Rock and Soil Geo...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37272</td>\n",
       "      <td>38335</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018/12/24</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>3067</td>\n",
       "      <td>Geochemical and Prospecting Report on the Mt. ...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-12-24</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Silver, Arsenic</td>\n",
       "      <td>Triassic, Vancouver Group, Karmutsen Formation...</td>\n",
       "      <td>3067.87</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>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37276</td>\n",
       "      <td>38339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/3/25</td>\n",
       "      <td>PROS:GEOC:</td>\n",
       "      <td>2946</td>\n",
       "      <td>Technical Report on the Triple 9 Property</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.926</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.514</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37278</td>\n",
       "      <td>38341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/3/29</td>\n",
       "      <td>GEOL:GEOP:GEOC:DRIL:PROS:</td>\n",
       "      <td>47141</td>\n",
       "      <td>Prospecting, Geological Mapping, Test Pitting ...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37292</td>\n",
       "      <td>38355</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/4/18</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>101107</td>\n",
       "      <td>2018 Geochemical Rock and Soil Sampling of the...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>299 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       rep_no  cnf_prd      aff_dt                  gwrk_typs  claim_val  \\\n",
       "35973   37004      1.0   2017/7/17                      GEOC:       1710   \n",
       "36006   37038      1.0    2017/8/4                      GEOC:       5395   \n",
       "36007   37039      NaN  2017/11/10                      PROS:        303   \n",
       "36106   37142      NaN   2017/11/7                      GEOC:       1708   \n",
       "36258   37299      1.0  2017/11/28                      GEOL:      12555   \n",
       "...       ...      ...         ...                        ...        ...   \n",
       "37267   38330      NaN    2019/4/3                 GEOC:PROS:       6914   \n",
       "37272   38335      1.0  2018/12/24                      GEOC:       3067   \n",
       "37276   38339      NaN   2019/3/25                 PROS:GEOC:       2946   \n",
       "37278   38341      NaN   2019/3/29  GEOL:GEOP:GEOC:DRIL:PROS:      47141   \n",
       "37292   38355      NaN   2019/4/18                      GEOC:     101107   \n",
       "\n",
       "                                                   title  rep_yr  wrk_yr  \\\n",
       "35973    North Zacta Area - Geochemical Sampling Project    2018  2018.0   \n",
       "36006                                   Franklin Project    2018  2018.0   \n",
       "36007                                 Prospecting Report    2018  2018.0   \n",
       "36106  Edgerunner Mineral Titles Tenure #1047782 Vict...    2018  2018.0   \n",
       "36258  Report on Geological Investigations and Interp...    2017  2018.0   \n",
       "...                                                  ...     ...     ...   \n",
       "37267  Assessment Report Describing Rock and Soil Geo...    2019  2018.0   \n",
       "37272  Geochemical and Prospecting Report on the Mt. ...    2019  2018.0   \n",
       "37276          Technical Report on the Triple 9 Property    2018  2018.0   \n",
       "37278  Prospecting, Geological Mapping, Test Pitting ...    2019  2018.0   \n",
       "37292  2018 Geochemical Rock and Soil Sampling of the...    2019  2018.0   \n",
       "\n",
       "       conf_ldate conf_adate  ...                com_nms  \\\n",
       "35973         NaN 2018-07-17  ...   Gold, Copper, Nickel   \n",
       "36006         NaN 2018-08-04  ...   Gold, Silver, Copper   \n",
       "36007         NaN        NaT  ...                    NaN   \n",
       "36106         NaN        NaT  ...   Copper, Silver, Gold   \n",
       "36258         NaN 2018-11-28  ...           Gold, Silver   \n",
       "...           ...        ...  ...                    ...   \n",
       "37267         NaN        NaT  ...                    NaN   \n",
       "37272         NaN 2019-12-24  ...  Gold, Silver, Arsenic   \n",
       "37276         NaN        NaT  ...                    NaN   \n",
       "37278         NaN        NaT  ...                    NaN   \n",
       "37292         NaN        NaT  ...                    NaN   \n",
       "\n",
       "                                                 kwl_nms  MERG_SPENT DOLL_INX  \\\n",
       "35973  Cretaceous-Tertiary, Slollicum schist, Greensc...     1766.29    1.926   \n",
       "36006  Carboniferous-Permian, Harper Ranch Group, Vol...     5426.26    1.926   \n",
       "36007                                                NaN         NaN    1.926   \n",
       "36106  Paleozoic-Jurassic, Westcoast Crystalline Comp...     3675.00    1.926   \n",
       "36258  Triassic-Jurassic, Brooks Diorite Complex, Dio...     8823.31    1.875   \n",
       "...                                                  ...         ...      ...   \n",
       "37267                                                NaN         NaN      NaN   \n",
       "37272  Triassic, Vancouver Group, Karmutsen Formation...     3067.87      NaN   \n",
       "37276                                                NaN         NaN    1.926   \n",
       "37278                                                NaN         NaN      NaN   \n",
       "37292                                                NaN         NaN      NaN   \n",
       "\n",
       "           doll_86 CPIdex1992      doll_92  CPIdex2002      doll_02  \\\n",
       "35973   917.076843      1.514  1166.638045       1.284  1375.615265   \n",
       "36006  2817.372793      1.514  3584.055482       1.284  4226.059190   \n",
       "36007          NaN      1.514          NaN       1.284          NaN   \n",
       "36106  1908.099688      1.514  2427.344782       1.284  2862.149533   \n",
       "36258  4705.765333      1.474  5985.963365       1.250  7058.648000   \n",
       "...            ...        ...          ...         ...          ...   \n",
       "37267          NaN        NaN          NaN         NaN          NaN   \n",
       "37272          NaN        NaN          NaN         NaN          NaN   \n",
       "37276          NaN      1.514          NaN       1.284          NaN   \n",
       "37278          NaN        NaN          NaN         NaN          NaN   \n",
       "37292          NaN        NaN          NaN         NaN          NaN   \n",
       "\n",
       "                                                     URL  \n",
       "35973  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36006  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36007  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36106  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36258  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "...                                                  ...  \n",
       "37267  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37272  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37276  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37278  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37292  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "\n",
       "[299 rows x 55 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Does the owner name not contain Ltd, Limited, Corporation, Corp, Inc?\n",
    "aris_prospectors = aris_2018[~aris_2018['own_nms'].str.contains\n",
    "                             ('Ltd|Limited|Corp|Corporation|Inc|Group|Resources|Associates|Minerals|Mineral|Partnership|LLC|Syndicate|Partners', case=False)]\n",
    "# Save file\n",
    "aris_prospectors.to_csv(\"aris_2018prospectors.csv\")\n",
    "# Show records\n",
    "aris_prospectors"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "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>rep_no</th>\n",
       "      <th>cnf_prd</th>\n",
       "      <th>aff_dt</th>\n",
       "      <th>gwrk_typs</th>\n",
       "      <th>claim_val</th>\n",
       "      <th>title</th>\n",
       "      <th>rep_yr</th>\n",
       "      <th>wrk_yr</th>\n",
       "      <th>conf_ldate</th>\n",
       "      <th>conf_adate</th>\n",
       "      <th>...</th>\n",
       "      <th>com_nms</th>\n",
       "      <th>kwl_nms</th>\n",
       "      <th>MERG_SPENT</th>\n",
       "      <th>DOLL_INX</th>\n",
       "      <th>doll_86</th>\n",
       "      <th>CPIdex1992</th>\n",
       "      <th>doll_92</th>\n",
       "      <th>CPIdex2002</th>\n",
       "      <th>doll_02</th>\n",
       "      <th>URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>35891</td>\n",
       "      <td>36916</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/3/15</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>10955</td>\n",
       "      <td>Reconnaissance Biogeochemistry and Soil Geoche...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-03-15</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Silver, Lead</td>\n",
       "      <td>Snowshoe Group, Snowshoe Group, Greenstones, G...</td>\n",
       "      <td>11684.42</td>\n",
       "      <td>1.926</td>\n",
       "      <td>6066.677051</td>\n",
       "      <td>1.514</td>\n",
       "      <td>7717.582563</td>\n",
       "      <td>1.284</td>\n",
       "      <td>9100.015576</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36023</td>\n",
       "      <td>37056</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018/1/30</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>1915</td>\n",
       "      <td>Geochemical Report on an MMI Soil Geochemistry...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-30</td>\n",
       "      <td>...</td>\n",
       "      <td>Copper, Molybdenum/Molybdenite</td>\n",
       "      <td>Triassic, Nicola Group, Marine sedimentary and...</td>\n",
       "      <td>1397.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>725.337487</td>\n",
       "      <td>1.514</td>\n",
       "      <td>922.721268</td>\n",
       "      <td>1.284</td>\n",
       "      <td>1088.006231</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36141</td>\n",
       "      <td>37179</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/10/10</td>\n",
       "      <td>GEOP:</td>\n",
       "      <td>813</td>\n",
       "      <td>Interpretive Report on BC Government Airborne ...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-10-10</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Silver, Lead, Zinc, Copper</td>\n",
       "      <td>Jurassic, Hazelton Group, Salmon River Formati...</td>\n",
       "      <td>695.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>360.851506</td>\n",
       "      <td>1.514</td>\n",
       "      <td>459.048877</td>\n",
       "      <td>1.284</td>\n",
       "      <td>541.277259</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36162</td>\n",
       "      <td>37200</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/10/18</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>27722</td>\n",
       "      <td>Geological &amp; Geochemical Assessment Report on ...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-10-18</td>\n",
       "      <td>...</td>\n",
       "      <td>Copper, Lead, Zinc, Gold, Silver</td>\n",
       "      <td>Triassic, Nicola Group, Volcanic rocks, Sedime...</td>\n",
       "      <td>31565.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>16388.888890</td>\n",
       "      <td>1.514</td>\n",
       "      <td>20848.745050</td>\n",
       "      <td>1.284</td>\n",
       "      <td>24583.333330</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36341</td>\n",
       "      <td>37383</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018/1/3</td>\n",
       "      <td>GEOL:GEOC:</td>\n",
       "      <td>4487</td>\n",
       "      <td>Geochemical &amp; Petrographic Assessment Report o...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-03</td>\n",
       "      <td>...</td>\n",
       "      <td>Copper, Gold</td>\n",
       "      <td>Triassic, Nicola Group, Eastern Volcanic Facie...</td>\n",
       "      <td>4500.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>2336.448598</td>\n",
       "      <td>1.514</td>\n",
       "      <td>2972.258917</td>\n",
       "      <td>1.284</td>\n",
       "      <td>3504.672897</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37291</td>\n",
       "      <td>38354</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/4/15</td>\n",
       "      <td>GEOC:PROS:</td>\n",
       "      <td>6916</td>\n",
       "      <td>Prelimenary Assessment of the Mineral Prospect...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37294</td>\n",
       "      <td>38357</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018/10/30</td>\n",
       "      <td>PROS:</td>\n",
       "      <td>311</td>\n",
       "      <td>Prospecting and Geochemistry on the 640895 BC ...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold</td>\n",
       "      <td>Eocene-Oligocene, Mount Washington Plutonic Su...</td>\n",
       "      <td>5675.00</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>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37297</td>\n",
       "      <td>38360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/3/30</td>\n",
       "      <td>GEOL:GEOP:GEOC:DRIL:PROS:</td>\n",
       "      <td>2802681</td>\n",
       "      <td>Drilling, Geophysical &amp; Geochemical Exploratio...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37300</td>\n",
       "      <td>38363</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/3/29</td>\n",
       "      <td>GEOL:GEOC:</td>\n",
       "      <td>63067</td>\n",
       "      <td>Report on Airborne VTEM and Magnetic Surveys o...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37302</td>\n",
       "      <td>38365</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/5/14</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>37136</td>\n",
       "      <td>Geochemical Assessment Report on the Roman Pro...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>444 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       rep_no  cnf_prd      aff_dt                  gwrk_typs  claim_val  \\\n",
       "35891   36916      1.0   2017/3/15                      GEOC:      10955   \n",
       "36023   37056      1.0   2018/1/30                      GEOC:       1915   \n",
       "36141   37179      1.0  2017/10/10                      GEOP:        813   \n",
       "36162   37200      1.0  2017/10/18                      GEOC:      27722   \n",
       "36341   37383      1.0    2018/1/3                 GEOL:GEOC:       4487   \n",
       "...       ...      ...         ...                        ...        ...   \n",
       "37291   38354      NaN   2019/4/15                 GEOC:PROS:       6916   \n",
       "37294   38357      NaN  2018/10/30                      PROS:        311   \n",
       "37297   38360      NaN   2019/3/30  GEOL:GEOP:GEOC:DRIL:PROS:    2802681   \n",
       "37300   38363      NaN   2019/3/29                 GEOL:GEOC:      63067   \n",
       "37302   38365      NaN   2019/5/14                      GEOC:      37136   \n",
       "\n",
       "                                                   title  rep_yr  wrk_yr  \\\n",
       "35891  Reconnaissance Biogeochemistry and Soil Geoche...    2018  2018.0   \n",
       "36023  Geochemical Report on an MMI Soil Geochemistry...    2018  2018.0   \n",
       "36141  Interpretive Report on BC Government Airborne ...    2018  2018.0   \n",
       "36162  Geological & Geochemical Assessment Report on ...    2018  2018.0   \n",
       "36341  Geochemical & Petrographic Assessment Report o...    2018  2018.0   \n",
       "...                                                  ...     ...     ...   \n",
       "37291  Prelimenary Assessment of the Mineral Prospect...    2019  2018.0   \n",
       "37294  Prospecting and Geochemistry on the 640895 BC ...    2019  2018.0   \n",
       "37297  Drilling, Geophysical & Geochemical Exploratio...    2019  2018.0   \n",
       "37300  Report on Airborne VTEM and Magnetic Surveys o...    2019  2018.0   \n",
       "37302  Geochemical Assessment Report on the Roman Pro...    2019  2018.0   \n",
       "\n",
       "       conf_ldate conf_adate  ...                           com_nms  \\\n",
       "35891         NaN 2018-03-15  ...                Gold, Silver, Lead   \n",
       "36023         NaN 2019-01-30  ...    Copper, Molybdenum/Molybdenite   \n",
       "36141         NaN 2018-10-10  ...  Gold, Silver, Lead, Zinc, Copper   \n",
       "36162         NaN 2018-10-18  ...  Copper, Lead, Zinc, Gold, Silver   \n",
       "36341         NaN 2019-01-03  ...                      Copper, Gold   \n",
       "...           ...        ...  ...                               ...   \n",
       "37291         NaN        NaT  ...                               NaN   \n",
       "37294         NaN        NaT  ...                              Gold   \n",
       "37297         NaN        NaT  ...                               NaN   \n",
       "37300         NaN        NaT  ...                               NaN   \n",
       "37302         NaN        NaT  ...                               NaN   \n",
       "\n",
       "                                                 kwl_nms  MERG_SPENT DOLL_INX  \\\n",
       "35891  Snowshoe Group, Snowshoe Group, Greenstones, G...    11684.42    1.926   \n",
       "36023  Triassic, Nicola Group, Marine sedimentary and...     1397.00    1.926   \n",
       "36141  Jurassic, Hazelton Group, Salmon River Formati...      695.00    1.926   \n",
       "36162  Triassic, Nicola Group, Volcanic rocks, Sedime...    31565.00    1.926   \n",
       "36341  Triassic, Nicola Group, Eastern Volcanic Facie...     4500.00    1.926   \n",
       "...                                                  ...         ...      ...   \n",
       "37291                                                NaN         NaN      NaN   \n",
       "37294  Eocene-Oligocene, Mount Washington Plutonic Su...     5675.00      NaN   \n",
       "37297                                                NaN         NaN      NaN   \n",
       "37300                                                NaN         NaN      NaN   \n",
       "37302                                                NaN         NaN      NaN   \n",
       "\n",
       "            doll_86 CPIdex1992       doll_92  CPIdex2002       doll_02  \\\n",
       "35891   6066.677051      1.514   7717.582563       1.284   9100.015576   \n",
       "36023    725.337487      1.514    922.721268       1.284   1088.006231   \n",
       "36141    360.851506      1.514    459.048877       1.284    541.277259   \n",
       "36162  16388.888890      1.514  20848.745050       1.284  24583.333330   \n",
       "36341   2336.448598      1.514   2972.258917       1.284   3504.672897   \n",
       "...             ...        ...           ...         ...           ...   \n",
       "37291           NaN        NaN           NaN         NaN           NaN   \n",
       "37294           NaN        NaN           NaN         NaN           NaN   \n",
       "37297           NaN        NaN           NaN         NaN           NaN   \n",
       "37300           NaN        NaN           NaN         NaN           NaN   \n",
       "37302           NaN        NaN           NaN         NaN           NaN   \n",
       "\n",
       "                                                     URL  \n",
       "35891  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36023  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36141  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36162  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36341  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "...                                                  ...  \n",
       "37291  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37294  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37297  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37300  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37302  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "\n",
       "[444 rows x 55 columns]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Does the owner name contain Ltd, Limited, Corporation, Corp, Inc?\n",
    "aris_companies = aris_2018[aris_2018['own_nms'].str.contains\n",
    "                             ('Ltd|Limited|Corp|Corporation|Inc|Group|Resources|Associates|Minerals|Mineral|Partnership|LLC|Syndicate|Partners', \n",
    "                              case=False)]\n",
    "# Save file\n",
    "aris_companies.to_csv(\"aris_2018companies.csv\")\n",
    "# Show records\n",
    "aris_companies"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "\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>rep_no</th>\n",
       "      <th>cnf_prd</th>\n",
       "      <th>aff_dt</th>\n",
       "      <th>gwrk_typs</th>\n",
       "      <th>claim_val</th>\n",
       "      <th>title</th>\n",
       "      <th>rep_yr</th>\n",
       "      <th>wrk_yr</th>\n",
       "      <th>conf_ldate</th>\n",
       "      <th>conf_adate</th>\n",
       "      <th>...</th>\n",
       "      <th>com_nms</th>\n",
       "      <th>kwl_nms</th>\n",
       "      <th>MERG_SPENT</th>\n",
       "      <th>DOLL_INX</th>\n",
       "      <th>doll_86</th>\n",
       "      <th>CPIdex1992</th>\n",
       "      <th>doll_92</th>\n",
       "      <th>CPIdex2002</th>\n",
       "      <th>doll_02</th>\n",
       "      <th>URL</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <td>36007</td>\n",
       "      <td>37039</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017/11/10</td>\n",
       "      <td>PROS:</td>\n",
       "      <td>303</td>\n",
       "      <td>Prospecting Report</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.926</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.514</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36106</td>\n",
       "      <td>37142</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2017/11/7</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>1708</td>\n",
       "      <td>Edgerunner Mineral Titles Tenure #1047782 Vict...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>Copper, Silver, Gold</td>\n",
       "      <td>Paleozoic-Jurassic, Westcoast Crystalline Comp...</td>\n",
       "      <td>3675.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>1908.099688</td>\n",
       "      <td>1.514</td>\n",
       "      <td>2427.344782</td>\n",
       "      <td>1.284</td>\n",
       "      <td>2862.149533</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36291</td>\n",
       "      <td>37332</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2017/8/15</td>\n",
       "      <td>GEOP:</td>\n",
       "      <td>5679</td>\n",
       "      <td>Reconnaissance Ground VLF-EM Geophysical Surve...</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2018-08-15</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Nickel, Platinum</td>\n",
       "      <td>Proterozoic-Paleozoic, Snowshoe Group, Ramos S...</td>\n",
       "      <td>4604.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>2390.446521</td>\n",
       "      <td>1.514</td>\n",
       "      <td>3040.951123</td>\n",
       "      <td>1.284</td>\n",
       "      <td>3585.669782</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36339</td>\n",
       "      <td>37381</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018/1/2</td>\n",
       "      <td>GEOL:GEOP:GEOC:</td>\n",
       "      <td>4282</td>\n",
       "      <td>Interpretation Report Vanhall/VMS Property - 2017</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-02</td>\n",
       "      <td>...</td>\n",
       "      <td>Copper, Gold, Cobalt, Silver, Zinc, Lead</td>\n",
       "      <td>Triassic, Vancouver Group, Karmutsen Formation...</td>\n",
       "      <td>3000.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>1557.632399</td>\n",
       "      <td>1.514</td>\n",
       "      <td>1981.505945</td>\n",
       "      <td>1.284</td>\n",
       "      <td>2336.448598</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>36369</td>\n",
       "      <td>37411</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018/1/16</td>\n",
       "      <td>GEOL:PROS:</td>\n",
       "      <td>13175</td>\n",
       "      <td>Geological &amp; Prospecting Assessment Report</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-01-16</td>\n",
       "      <td>...</td>\n",
       "      <td>Gemstones</td>\n",
       "      <td>Carboniferous-Permian, Metamorphic rocks, Dyke...</td>\n",
       "      <td>11177.00</td>\n",
       "      <td>1.926</td>\n",
       "      <td>5803.219107</td>\n",
       "      <td>1.514</td>\n",
       "      <td>7382.430647</td>\n",
       "      <td>1.284</td>\n",
       "      <td>8704.828660</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37239</td>\n",
       "      <td>38302</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/4/4</td>\n",
       "      <td>DRIL:</td>\n",
       "      <td>41403</td>\n",
       "      <td>Drilling Report of China Knows Mineral Claims</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37267</td>\n",
       "      <td>38330</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/4/3</td>\n",
       "      <td>GEOC:PROS:</td>\n",
       "      <td>6914</td>\n",
       "      <td>Assessment Report Describing Rock and Soil Geo...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37272</td>\n",
       "      <td>38335</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2018/12/24</td>\n",
       "      <td>GEOC:</td>\n",
       "      <td>3067</td>\n",
       "      <td>Geochemical and Prospecting Report on the Mt. ...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019-12-24</td>\n",
       "      <td>...</td>\n",
       "      <td>Gold, Silver, Arsenic</td>\n",
       "      <td>Triassic, Vancouver Group, Karmutsen Formation...</td>\n",
       "      <td>3067.87</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>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37276</td>\n",
       "      <td>38339</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/3/25</td>\n",
       "      <td>PROS:GEOC:</td>\n",
       "      <td>2946</td>\n",
       "      <td>Technical Report on the Triple 9 Property</td>\n",
       "      <td>2018</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.926</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.514</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.284</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <td>37278</td>\n",
       "      <td>38341</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2019/3/29</td>\n",
       "      <td>GEOL:GEOP:GEOC:DRIL:PROS:</td>\n",
       "      <td>47141</td>\n",
       "      <td>Prospecting, Geological Mapping, Test Pitting ...</td>\n",
       "      <td>2019</td>\n",
       "      <td>2018.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaT</td>\n",
       "      <td>...</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>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>http://aris.empr.gov.bc.ca/search.asp?mode=rep...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>215 rows × 55 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "       rep_no  cnf_prd      aff_dt                  gwrk_typs  claim_val  \\\n",
       "36007   37039      NaN  2017/11/10                      PROS:        303   \n",
       "36106   37142      NaN   2017/11/7                      GEOC:       1708   \n",
       "36291   37332      1.0   2017/8/15                      GEOP:       5679   \n",
       "36339   37381      1.0    2018/1/2            GEOL:GEOP:GEOC:       4282   \n",
       "36369   37411      1.0   2018/1/16                 GEOL:PROS:      13175   \n",
       "...       ...      ...         ...                        ...        ...   \n",
       "37239   38302      NaN    2019/4/4                      DRIL:      41403   \n",
       "37267   38330      NaN    2019/4/3                 GEOC:PROS:       6914   \n",
       "37272   38335      1.0  2018/12/24                      GEOC:       3067   \n",
       "37276   38339      NaN   2019/3/25                 PROS:GEOC:       2946   \n",
       "37278   38341      NaN   2019/3/29  GEOL:GEOP:GEOC:DRIL:PROS:      47141   \n",
       "\n",
       "                                                   title  rep_yr  wrk_yr  \\\n",
       "36007                                 Prospecting Report    2018  2018.0   \n",
       "36106  Edgerunner Mineral Titles Tenure #1047782 Vict...    2018  2018.0   \n",
       "36291  Reconnaissance Ground VLF-EM Geophysical Surve...    2018  2018.0   \n",
       "36339  Interpretation Report Vanhall/VMS Property - 2017    2018  2018.0   \n",
       "36369         Geological & Prospecting Assessment Report    2018  2018.0   \n",
       "...                                                  ...     ...     ...   \n",
       "37239      Drilling Report of China Knows Mineral Claims    2019  2018.0   \n",
       "37267  Assessment Report Describing Rock and Soil Geo...    2019  2018.0   \n",
       "37272  Geochemical and Prospecting Report on the Mt. ...    2019  2018.0   \n",
       "37276          Technical Report on the Triple 9 Property    2018  2018.0   \n",
       "37278  Prospecting, Geological Mapping, Test Pitting ...    2019  2018.0   \n",
       "\n",
       "       conf_ldate conf_adate  ...                                   com_nms  \\\n",
       "36007         NaN        NaT  ...                                       NaN   \n",
       "36106         NaN        NaT  ...                      Copper, Silver, Gold   \n",
       "36291         NaN 2018-08-15  ...                    Gold, Nickel, Platinum   \n",
       "36339         NaN 2019-01-02  ...  Copper, Gold, Cobalt, Silver, Zinc, Lead   \n",
       "36369         NaN 2019-01-16  ...                                 Gemstones   \n",
       "...           ...        ...  ...                                       ...   \n",
       "37239         NaN        NaT  ...                                       NaN   \n",
       "37267         NaN        NaT  ...                                       NaN   \n",
       "37272         NaN 2019-12-24  ...                     Gold, Silver, Arsenic   \n",
       "37276         NaN        NaT  ...                                       NaN   \n",
       "37278         NaN        NaT  ...                                       NaN   \n",
       "\n",
       "                                                 kwl_nms  MERG_SPENT DOLL_INX  \\\n",
       "36007                                                NaN         NaN    1.926   \n",
       "36106  Paleozoic-Jurassic, Westcoast Crystalline Comp...     3675.00    1.926   \n",
       "36291  Proterozoic-Paleozoic, Snowshoe Group, Ramos S...     4604.00    1.926   \n",
       "36339  Triassic, Vancouver Group, Karmutsen Formation...     3000.00    1.926   \n",
       "36369  Carboniferous-Permian, Metamorphic rocks, Dyke...    11177.00    1.926   \n",
       "...                                                  ...         ...      ...   \n",
       "37239                                                NaN         NaN      NaN   \n",
       "37267                                                NaN         NaN      NaN   \n",
       "37272  Triassic, Vancouver Group, Karmutsen Formation...     3067.87      NaN   \n",
       "37276                                                NaN         NaN    1.926   \n",
       "37278                                                NaN         NaN      NaN   \n",
       "\n",
       "           doll_86 CPIdex1992      doll_92  CPIdex2002      doll_02  \\\n",
       "36007          NaN      1.514          NaN       1.284          NaN   \n",
       "36106  1908.099688      1.514  2427.344782       1.284  2862.149533   \n",
       "36291  2390.446521      1.514  3040.951123       1.284  3585.669782   \n",
       "36339  1557.632399      1.514  1981.505945       1.284  2336.448598   \n",
       "36369  5803.219107      1.514  7382.430647       1.284  8704.828660   \n",
       "...            ...        ...          ...         ...          ...   \n",
       "37239          NaN        NaN          NaN         NaN          NaN   \n",
       "37267          NaN        NaN          NaN         NaN          NaN   \n",
       "37272          NaN        NaN          NaN         NaN          NaN   \n",
       "37276          NaN      1.514          NaN       1.284          NaN   \n",
       "37278          NaN        NaN          NaN         NaN          NaN   \n",
       "\n",
       "                                                     URL  \n",
       "36007  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36106  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36291  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36339  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "36369  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "...                                                  ...  \n",
       "37239  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37267  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37272  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37276  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "37278  http://aris.empr.gov.bc.ca/search.asp?mode=rep...  \n",
       "\n",
       "[215 rows x 55 columns]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Does the operator name for the prospector owned project not contain Ltd, Limited, Corporation, Corp, Inc?\n",
    "aris_prospector_runned = aris_prospectors[~aris_prospectors['oper_nms'].str.contains\n",
    "                             ('Ltd|Limited|Corp|Corporation|Inc|Group|Resources|Associates|Minerals|Mineral|Partnership|LLC|Syndicate|Partners', \n",
    "                              case=False)]\n",
    "# Save file\n",
    "aris_prospector_runned.to_csv(\"aris_2018prospector_runned.csv\")\n",
    "# Show records\n",
    "aris_prospector_runned"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**Bar Graph Total Expenditures Prospectors, Companies and Projects Owned by Prospectors but Operated by Companies**"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "ename": "ValueError",
     "evalue": "shape mismatch: objects cannot be broadcast to a single shape",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mValueError\u001b[0m                                Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-28-17f34805037b>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      3\u001b[0m \u001b[0mexpenditures\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m(\u001b[0m\u001b[0maris_prospectors\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'doll_02'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0maris_companies\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'doll_02'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      4\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 5\u001b[1;33m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbar\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mowners\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mexpenditures\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malign\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;34m'center'\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malpha\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;36m0.5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      6\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mxticks\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0my_pos\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mowners\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m \u001b[0mplt\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mylabel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;34m'Expenses 2002 CAD'\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mG:\\Anaconda\\lib\\site-packages\\matplotlib\\pyplot.py\u001b[0m in \u001b[0;36mbar\u001b[1;34m(x, height, width, bottom, align, data, **kwargs)\u001b[0m\n\u001b[0;32m   2438\u001b[0m     return gca().bar(\n\u001b[0;32m   2439\u001b[0m         \u001b[0mx\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mheight\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mwidth\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mwidth\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mbottom\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0mbottom\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0malign\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0malign\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2440\u001b[1;33m         **({\"data\": data} if data is not None else {}), **kwargs)\n\u001b[0m\u001b[0;32m   2441\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2442\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mG:\\Anaconda\\lib\\site-packages\\matplotlib\\__init__.py\u001b[0m in \u001b[0;36minner\u001b[1;34m(ax, data, *args, **kwargs)\u001b[0m\n\u001b[0;32m   1599\u001b[0m     \u001b[1;32mdef\u001b[0m \u001b[0minner\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mNone\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1600\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mdata\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 1601\u001b[1;33m             \u001b[1;32mreturn\u001b[0m \u001b[0mfunc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0mmap\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0msanitize_sequence\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   1602\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   1603\u001b[0m         \u001b[0mbound\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnew_sig\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbind\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0max\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;33m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mG:\\Anaconda\\lib\\site-packages\\matplotlib\\axes\\_axes.py\u001b[0m in \u001b[0;36mbar\u001b[1;34m(self, x, height, width, bottom, align, **kwargs)\u001b[0m\n\u001b[0;32m   2373\u001b[0m         x, height, width, y, linewidth = np.broadcast_arrays(\n\u001b[0;32m   2374\u001b[0m             \u001b[1;31m# Make args iterable too.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 2375\u001b[1;33m             np.atleast_1d(x), height, width, y, linewidth)\n\u001b[0m\u001b[0;32m   2376\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   2377\u001b[0m         \u001b[1;31m# Now that units have been converted, set the tick locations.\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mG:\\Anaconda\\lib\\site-packages\\numpy\\lib\\stride_tricks.py\u001b[0m in \u001b[0;36mbroadcast_arrays\u001b[1;34m(*args, **kwargs)\u001b[0m\n\u001b[0;32m    257\u001b[0m     \u001b[0margs\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0m_m\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mcopy\u001b[0m\u001b[1;33m=\u001b[0m\u001b[1;32mFalse\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0msubok\u001b[0m\u001b[1;33m=\u001b[0m\u001b[0msubok\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0m_m\u001b[0m \u001b[1;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    258\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 259\u001b[1;33m     \u001b[0mshape\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0m_broadcast_shape\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    260\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    261\u001b[0m     \u001b[1;32mif\u001b[0m \u001b[0mall\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0marray\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mshape\u001b[0m \u001b[1;33m==\u001b[0m \u001b[0mshape\u001b[0m \u001b[1;32mfor\u001b[0m \u001b[0marray\u001b[0m \u001b[1;32min\u001b[0m \u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mG:\\Anaconda\\lib\\site-packages\\numpy\\lib\\stride_tricks.py\u001b[0m in \u001b[0;36m_broadcast_shape\u001b[1;34m(*args)\u001b[0m\n\u001b[0;32m    191\u001b[0m     \u001b[1;31m# use the old-iterator because np.nditer does not handle size 0 arrays\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    192\u001b[0m     \u001b[1;31m# consistently\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m--> 193\u001b[1;33m     \u001b[0mb\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mbroadcast\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m*\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;36m32\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m    194\u001b[0m     \u001b[1;31m# unfortunately, it cannot handle 32 or more arguments directly\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m    195\u001b[0m     \u001b[1;32mfor\u001b[0m \u001b[0mpos\u001b[0m \u001b[1;32min\u001b[0m \u001b[0mrange\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m32\u001b[0m\u001b[1;33m,\u001b[0m \u001b[0mlen\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0margs\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m,\u001b[0m \u001b[1;36m31\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mValueError\u001b[0m: shape mismatch: objects cannot be broadcast to a single shape"
     ]
    },
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "owners = (aris_prospectors['wrk_yr'], aris_companies['wrk_yr'])\n",
    "y_pos = np.arange(len(owners))\n",
    "expenditures = (aris_prospectors['doll_02'], aris_companies['doll_02'])\n",
    "\n",
    "plt.bar(owners, expenditures, align='center', alpha=0.5)\n",
    "plt.xticks(y_pos, owners)\n",
    "plt.ylabel('Expenses 2002 CAD')\n",
    "plt.title('Expenses')\n",
    "\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.7.4"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}