criteriaClassification.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ignacio/.local/lib/python3.6/site-packages/IPython/core/interactiveshell.py:2728: DtypeWarning: Columns (14,15) have mixed types. Specify dtype option on import or set low_memory=False.\n",
      "  interactivity=interactivity, compiler=compiler, result=result)\n"
     ]
    }
   ],
   "source": [
    "path = os.getcwd()+'/'\n",
    "file = 'boresTa.csv'\n",
    "DF = pd.read_csv(path+file)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "DF=DF[['HydroCode', 'TopElev', 'BottomElev', 'MajorLithCode', 'Description', 'Latitude', 'longitude']]\n",
    "DF=DF.set_index('HydroCode')\n",
    "DF['Depth']=(DF['TopElev']-DF['BottomElev'])/2+DF['BottomElev']\n",
    "DF['Thick']=(DF['TopElev']-DF['BottomElev'])\n",
    "DF = DF.dropna(how = 'any')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "MajLitho Classes:  271\n",
      "Unique Descriptions:  30819\n",
      "memory requirement for a similatity matrix considering just the unique descriptions:  7.598486088  GB\n"
     ]
    }
   ],
   "source": [
    "print('MajLitho Classes: ', len(DF.MajorLithCode.unique()))\n",
    "print('Unique Descriptions: ', len(DF.Description.unique()))\n",
    "print('memory requirement for a similatity matrix considering just the unique descriptions: ',\n",
    "     len(DF.Description.unique())**2*8/10**9, ' GB')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "SAND 15064\n",
      "SAND              MajorLithCode                            Description\n",
      "HydroCode                                                        \n",
      "GW000001.1.1          SAND                                   Sand\n",
      "GW000002.1.1          SAND           Sand drift fine water supply\n",
      "GW000003.1.1          SAND                  Sand drift red coarse\n",
      "GW000003.1.1          SAND                                   Sand\n",
      "GW000004.1.1          SAND                Sand drift water supply\n",
      "GW000004.1.1          SAND                        Sand drift fine\n",
      "GW000004.1.1          SAND               Sand coarse water supply\n",
      "GW000005.1.1          SAND                              Sand silt\n",
      "GW000005.1.1          SAND                                   Sand\n",
      "GW000005.1.1          SAND                Sand drift water supply\n",
      "GW000005.1.1          SAND                            Sand coarse\n",
      "GW000006.1.1          SAND                                   Sand\n",
      "GW000006.1.1          SAND                      Sand water supply\n",
      "GW000006.1.1          SAND                           Sand reddish\n",
      "GW000006.1.1          SAND                                   Sand\n",
      "GW000006.1.1          SAND                                   Sand\n",
      "GW000006.1.1          SAND                                   Sand\n",
      "GW000007.1.1          SAND                Sand drift water supply\n",
      "GW000007.1.1          SAND                     Sand hard cemented\n",
      "GW000009.1.1          SAND                      Sand water supply\n",
      "GW000012.1.1          SAND                                   Sand\n",
      "GW000013.1.1          SAND                                   Sand\n",
      "GW000018.1.1          SAND                              Sand clay\n",
      "GW000020.1.1          SAND                Sand solid water supply\n",
      "GW000020.1.1          SAND                                   Sand\n",
      "GW000021.1.1          SAND                      Sand water supply\n",
      "GW000021.1.1          SAND                            Sand coarse\n",
      "GW000024.1.1          SAND                            Sand gravel\n",
      "GW000024.1.1          SAND                                   Sand\n",
      "GW000025.1.1          SAND                      Sand water supply\n",
      "...                    ...                                    ...\n",
      "GW970120.1.1          SAND                                   Sand\n",
      "GW970120.1.1          SAND                   Sand/gravel & stones\n",
      "GW970124.1.1          SAND                         Sand, & gravel\n",
      "GW970147.1.1          SAND                          Sand, granite\n",
      "GW970148.1.1          SAND                        Sand, red, firm\n",
      "GW970153.1.1          SAND      Sand, brown & gravel, well graded\n",
      "GW970153.1.1          SAND               Sand, brown, well graded\n",
      "GW970153.1.1          SAND                Sand, grey, fine-medium\n",
      "GW970153.1.1          SAND            Sand, & gravel, well graded\n",
      "GW970153.1.1          SAND  Sand, brown, some gravel, well graded\n",
      "GW970153.1.1          SAND                Sand, grey, well graded\n",
      "GW970156.1.1          SAND                         Sand, & gravel\n",
      "GW970156.1.1          SAND             Sand, & gravel, clay bands\n",
      "GW970156.1.1          SAND                         Sand, & gravel\n",
      "GW970156.1.1          SAND                         Sand, & gravel\n",
      "GW970156.1.1          SAND                         Sand, & gravel\n",
      "GW970167.1.1          SAND                         Sand, & gravel\n",
      "GW970167.1.1          SAND                  Sand, gravel & stones\n",
      "GW970167.1.1          SAND                                   Sand\n",
      "GW970167.1.1          SAND                                   Sand\n",
      "GW970167.1.1          SAND                                   Sand\n",
      "GW970168.1.1          SAND                                   Sand\n",
      "GW970168.1.1          SAND                                   Sand\n",
      "GW970168.1.1          SAND                  Sand, gravel & stones\n",
      "GW970168.1.1          SAND                         Sand, & gravel\n",
      "GW970186.1.1          SAND    Sand, & clay strings, water bearing\n",
      "GW970186.1.1          SAND       Sand, & gravel, very coarse, dry\n",
      "GW970188.1.1          SAND                                   Sand\n",
      "GW970189.1.1          SAND                 Sand/clay, brown, soft\n",
      "GW970189.1.1          SAND                  Sand, gravelly, brown\n",
      "\n",
      "[15064 rows x 2 columns]\n",
      "CLAY 40933\n",
      "CLAY              MajorLithCode                          Description\n",
      "HydroCode                                                      \n",
      "GW000001.1.1          CLAY                                 Clay\n",
      "GW000002.1.1          CLAY                            Clay sand\n",
      "GW000002.1.1          CLAY                                 Clay\n",
      "GW000002.1.1          CLAY                           Clay sandy\n",
      "GW000002.1.1          CLAY                           Clay sandy\n",
      "GW000002.1.1          CLAY                                 Clay\n",
      "GW000002.1.1          CLAY                    Clay yellow sandy\n",
      "GW000003.1.1          CLAY                            Clay sand\n",
      "GW000003.1.1          CLAY                         Clay boulder\n",
      "GW000003.1.1          CLAY                                 Clay\n",
      "GW000003.1.1          CLAY        Clay drift bands water supply\n",
      "GW000003.1.1          CLAY   Clay red some small pebbles/pebbly\n",
      "GW000004.1.1          CLAY                          Clay yellow\n",
      "GW000004.1.1          CLAY                                 Clay\n",
      "GW000004.1.1          CLAY                            Clay sand\n",
      "GW000004.1.1          CLAY                    Clay yellow white\n",
      "GW000004.1.1          CLAY                            Clay grey\n",
      "GW000004.1.1          CLAY                          Clay yellow\n",
      "GW000004.1.1          CLAY                   Clay white streaks\n",
      "GW000004.1.1          CLAY                          Clay yellow\n",
      "GW000004.1.1          CLAY                                 Clay\n",
      "GW000004.1.1          CLAY                            Clay sand\n",
      "GW000004.1.1          CLAY                   Clay multicoloured\n",
      "GW000004.1.1          CLAY                                 Clay\n",
      "GW000004.1.1          CLAY         Clay pink white hard streaks\n",
      "GW000004.1.1          CLAY                       Clay red white\n",
      "GW000004.1.1          CLAY                          Clay yellow\n",
      "GW000004.1.1          CLAY                            Clay grey\n",
      "GW000004.1.1          CLAY                          Clay yellow\n",
      "GW000004.1.1          CLAY                      Clay pink white\n",
      "...                    ...                                  ...\n",
      "GW970166.1.1          CLAY                                 Clay\n",
      "GW970167.1.1          CLAY                                 Clay\n",
      "GW970167.1.1          CLAY                      Clay, very hard\n",
      "GW970167.1.1          CLAY                    Clay, light brown\n",
      "GW970167.1.1          CLAY                                 Clay\n",
      "GW970167.1.1          CLAY                                 Clay\n",
      "GW970167.1.1          CLAY                                 Clay\n",
      "GW970167.1.1          CLAY                                 Clay\n",
      "GW970168.1.1          CLAY                                 Clay\n",
      "GW970168.1.1          CLAY  Clay, hard, brown/grey, then basalt\n",
      "GW970168.1.1          CLAY                    Clay, light brown\n",
      "GW970168.1.1          CLAY                                 Clay\n",
      "GW970168.1.1          CLAY                                 Clay\n",
      "GW970169.1.1          CLAY                                 Clay\n",
      "GW970170.1.1          CLAY                        Clay, & rocks\n",
      "GW970172.1.1          CLAY                                 Clay\n",
      "GW970179.1.1          CLAY                          Clay, brown\n",
      "GW970180.1.1          CLAY                          Clay, black\n",
      "GW970186.1.1          CLAY                          Clay, brown\n",
      "GW970186.1.1          CLAY  Clay, & sand strings, water bearing\n",
      "GW970186.1.1          CLAY                      Clay, blue grey\n",
      "GW970186.1.1          CLAY                          Clay, brown\n",
      "GW970186.1.1          CLAY                           Clay, grey\n",
      "GW970187.1.1          CLAY                  Clay, gravelly, red\n",
      "GW970188.1.1          CLAY                     Clay, ridge clay\n",
      "GW970188.1.1          CLAY                                 Clay\n",
      "GW970188.1.1          CLAY                                 Clay\n",
      "GW970188.1.1          CLAY                                 Clay\n",
      "GW970189.1.1          CLAY                       Clay, gravelly\n",
      "GW970189.1.1          CLAY                Clay, gravelly, brown\n",
      "\n",
      "[40933 rows x 2 columns]\n",
      "UNKN 11556\n",
      "UNKN              MajorLithCode                                        Description\n",
      "HydroCode                                                                    \n",
      "GW000001.1.1          UNKN                                 Drift water supply\n",
      "GW000002.1.1          UNKN                                              Drift\n",
      "GW000003.1.1          UNKN                                        Cement hard\n",
      "GW000003.1.1          UNKN                                      Rock red hard\n",
      "GW000005.1.1          UNKN                                       Water supply\n",
      "GW000009.1.1          UNKN                                            Driller\n",
      "GW000010.1.1          UNKN                                            Driller\n",
      "GW000026.1.1          UNKN                                            Driller\n",
      "GW000027.1.1          UNKN                                            Driller\n",
      "GW000034.1.1          UNKN                                              Green\n",
      "GW000037.1.1          UNKN                                            Driller\n",
      "GW000037.1.1          UNKN                                              Sandy\n",
      "GW000038.1.1          UNKN                                            Driller\n",
      "GW000038.1.1          UNKN                                            Driller\n",
      "GW000040.1.1          UNKN                                            Nominal\n",
      "GW000077.1.1          UNKN                                            Driller\n",
      "GW000086.1.1          UNKN                                            Driller\n",
      "GW000090.1.1          UNKN                                            Driller\n",
      "GW000091.1.1          UNKN                                            Driller\n",
      "GW000092.1.1          UNKN                                            Driller\n",
      "GW000093.1.1          UNKN                                            Driller\n",
      "GW000097.1.1          UNKN                                            Driller\n",
      "GW000099.1.1          UNKN                                            Driller\n",
      "GW000104.1.1          UNKN                                            Driller\n",
      "GW000113.1.1          UNKN                                            Driller\n",
      "GW000114.1.1          UNKN                                            Driller\n",
      "GW000121.1.1          UNKN                                            Driller\n",
      "GW000127.1.1          UNKN                                            Driller\n",
      "GW000127.1.1          UNKN                                            Driller\n",
      "GW000150.1.1          UNKN                                            Driller\n",
      "...                    ...                                                ...\n",
      "GW969475.1.1          UNKN                                Boulders, claybound\n",
      "GW969476.1.1          UNKN                                            Seepage\n",
      "GW969665.1.1          UNKN                             Clay, light grey green\n",
      "GW969705.1.1          UNKN                              (unknown) - core loss\n",
      "GW969725.1.1          UNKN                        (unknown), no log provided.\n",
      "GW969727.1.1          UNKN                             (unknown) - no returns\n",
      "GW969727.1.1          UNKN                             (unknown) - no returns\n",
      "GW969727.1.1          UNKN                               (unknown) no returns\n",
      "GW969727.1.1          UNKN                             (unknown) - no returns\n",
      "GW969728.1.1          UNKN                    Ironpan, red, blocky, very weak\n",
      "GW969741.1.1          UNKN                           (unknown) - not provided\n",
      "GW969746.1.1          UNKN                         (unknown) missing from log\n",
      "GW969750.1.1          UNKN                       (unknown), no samples return\n",
      "GW969755.1.1          UNKN               (unknown) not provided on strata log\n",
      "GW969757.1.1          UNKN                                (unknown) core loss\n",
      "GW969757.1.1          UNKN                                (unknown) core loss\n",
      "GW969760.1.1          UNKN                (unknown), missing from strata log.\n",
      "GW969767.1.1          UNKN                                           Siderite\n",
      "GW969818.1.1          UNKN                           (unknown) - not supplied\n",
      "GW969878.1.1          UNKN                    Silty clay; red brown, very wet\n",
      "GW969887.1.1          UNKN                                              Ridge\n",
      "GW969887.1.1          UNKN                                              Ridge\n",
      "GW969925.1.1          UNKN                               (uknown) - very hard\n",
      "GW969933.1.1          UNKN                                (unknown) no sample\n",
      "GW969934.1.1          UNKN                                          Sandstone\n",
      "GW969973.1.1          UNKN                               (unknown) in general\n",
      "GW970036.1.1          UNKN                                               Coal\n",
      "GW970072.1.1          UNKN  Silty clay; dark grey/brown, moist, low plasti...\n",
      "GW970082.1.1          UNKN  Granite, weathered (bedrock); as above, possib...\n",
      "GW970153.1.1          UNKN                                         Clay, grey\n",
      "\n",
      "[11556 rows x 2 columns]\n",
      "SDSN 6732\n",
      "SDSN              MajorLithCode                                        Description\n",
      "HydroCode                                                                    \n",
      "GW000002.1.1          SDSN                             Sandstone water supply\n",
      "GW000002.1.1          SDSN                                          Sandstone\n",
      "GW000002.1.1          SDSN                                          Sandstone\n",
      "GW000003.1.1          SDSN                                          Sandstone\n",
      "GW000004.1.1          SDSN                                          Sandstone\n",
      "GW000005.1.1          SDSN                                     Sandstone hard\n",
      "GW000005.1.1          SDSN                                          Sandstone\n",
      "GW000005.1.1          SDSN                                     Sandstone soft\n",
      "GW000005.1.1          SDSN                                   Sandstone yellow\n",
      "GW000005.1.1          SDSN                                          Sandstone\n",
      "GW000005.1.1          SDSN                                          Sandstone\n",
      "GW000005.1.1          SDSN                                    Sandstone drift\n",
      "GW000005.1.1          SDSN                                     Sandstone hard\n",
      "GW000005.1.1          SDSN                                     Sandstone hard\n",
      "GW000005.1.1          SDSN                                          Sandstone\n",
      "GW000005.1.1          SDSN                             Sandstone water supply\n",
      "GW000005.1.1          SDSN                                     Sandstone soft\n",
      "GW000005.1.1          SDSN                                     Sandstone soft\n",
      "GW000005.1.1          SDSN                                     Sandstone hard\n",
      "GW000005.1.1          SDSN                                     Sandstone soft\n",
      "GW000006.1.1          SDSN                                          Sandstone\n",
      "GW000006.1.1          SDSN                                          Sandstone\n",
      "GW000008.1.1          SDSN                             Sandstone water supply\n",
      "GW000009.1.1          SDSN                             Sand rock water supply\n",
      "GW000009.1.1          SDSN                        Sand rock fine water supply\n",
      "GW000009.1.1          SDSN                                     Sand rock hard\n",
      "GW000009.1.1          SDSN                        Sand rock hard water supply\n",
      "GW000010.1.1          SDSN                                Sand rock very hard\n",
      "GW000010.1.1          SDSN                             Sand rock water supply\n",
      "GW000010.1.1          SDSN                                Sand rock very hard\n",
      "...                    ...                                                ...\n",
      "GW970124.1.1          SDSN                             Sandstone, clayey, red\n",
      "GW970124.1.1          SDSN                         Sandstone, with clay bands\n",
      "GW970124.1.1          SDSN  Sandstone, coarse, red & white, with bands of ...\n",
      "GW970124.1.1          SDSN                        Sandstone, tan, coarse, wet\n",
      "GW970124.1.1          SDSN      Sandy clay, red, bands of brown white & black\n",
      "GW970125.1.1          SDSN                                    Sandstone, hard\n",
      "GW970125.1.1          SDSN                              Sandstone, white/grey\n",
      "GW970125.1.1          SDSN                                    Sandstone, hard\n",
      "GW970125.1.1          SDSN                                   Sandstone, white\n",
      "GW970125.1.1          SDSN                          Sandstone, clayey, yellow\n",
      "GW970125.1.1          SDSN                            Sandstone, clayey, grey\n",
      "GW970140.1.1          SDSN                       Sandstone, hard, grey, burnt\n",
      "GW970146.1.1          SDSN  Sandstone, with quartz gravel bands, water bea...\n",
      "GW970146.1.1          SDSN                             Sandstone, tan, coarse\n",
      "GW970146.1.1          SDSN                               Sandstone, hard, tan\n",
      "GW970146.1.1          SDSN                              Clayey sandstone, tan\n",
      "GW970148.1.1          SDSN                            Sandstone, orange, hard\n",
      "GW970148.1.1          SDSN                                     Sandstone, red\n",
      "GW970148.1.1          SDSN                   Sandstone, red white & tan bands\n",
      "GW970148.1.1          SDSN  Sandstone, orange & tan, with quartz impregnat...\n",
      "GW970148.1.1          SDSN                                     Sandstone, tan\n",
      "GW970157.1.1          SDSN                                     Sandstone, red\n",
      "GW970157.1.1          SDSN                Sandstone, yellow, fine, very dirty\n",
      "GW970173.1.1          SDSN                               Sandstone, soft, tan\n",
      "GW970173.1.1          SDSN                                  Sandstone, orange\n",
      "GW970173.1.1          SDSN                                  Sandstone, orange\n",
      "GW970173.1.1          SDSN                                    Sandstone, pink\n",
      "GW970173.1.1          SDSN                      Sandstone, tan, water bearing\n",
      "GW970173.1.1          SDSN                                    Sandstone, pink\n",
      "GW970173.1.1          SDSN                            Sandstone, hard, yellow\n",
      "\n",
      "[6732 rows x 2 columns]\n",
      "DRFT 84\n",
      "CMNT 16\n",
      "GRVL 15049\n",
      "GRVL              MajorLithCode                                        Description\n",
      "HydroCode                                                                    \n",
      "GW000004.1.1          GRVL                                       Pebbles pink\n",
      "GW000004.1.1          GRVL                                            Pebbles\n",
      "GW000006.1.1          GRVL                                        Gravel sand\n",
      "GW000006.1.1          GRVL                                        Gravel sand\n",
      "GW000007.1.1          GRVL                                             Gravel\n",
      "GW000007.1.1          GRVL                               Gravel stoney coarse\n",
      "GW000014.1.1          GRVL                                        Gravel clay\n",
      "GW000018.1.1          GRVL                                        Gravel wash\n",
      "GW000020.1.1          GRVL                                             Gravel\n",
      "GW000021.1.1          GRVL                                             Gravel\n",
      "GW000023.1.1          GRVL                                Gravel water supply\n",
      "GW000023.1.1          GRVL                                       Gravel drift\n",
      "GW000023.1.1          GRVL                                         Gravel dry\n",
      "GW000033.1.1          GRVL                                      Gravel coarse\n",
      "GW000034.1.1          GRVL                                      Gravel coarse\n",
      "GW000041.1.1          GRVL                                             Gravel\n",
      "GW000041.1.1          GRVL                                       Pebbles hard\n",
      "GW000051.1.1          GRVL                                             Gravel\n",
      "GW000051.1.1          GRVL                                         Gravel red\n",
      "GW000052.1.1          GRVL                                             Gravel\n",
      "GW000060.1.1          GRVL                                       Stones loose\n",
      "GW000112.1.1          GRVL                                             Gravel\n",
      "GW000121.1.1          GRVL                                        Gravel sand\n",
      "GW000148.1.1          GRVL                                Gravel water supply\n",
      "GW000150.1.1          GRVL                                        Gravel clay\n",
      "GW000162.1.1          GRVL                                        Gravel sand\n",
      "GW000169.1.1          GRVL                                             Gravel\n",
      "GW000169.1.1          GRVL                                             Gravel\n",
      "GW000220.1.1          GRVL                                        Gravel clay\n",
      "GW000278.1.1          GRVL                                             Gravel\n",
      "...                    ...                                                ...\n",
      "GW970108.1.1          GRVL                               Gravel, medium-large\n",
      "GW970109.1.1          GRVL                               Gravel, medium-large\n",
      "GW970113.1.1          GRVL                              Gravel, water bearing\n",
      "GW970113.1.1          GRVL                                             Gravel\n",
      "GW970118.1.1          GRVL         Gravel bands in softer red & tan sandstone\n",
      "GW970120.1.1          GRVL                                    Gravel & stones\n",
      "GW970128.1.1          GRVL                                  Gravel, claybound\n",
      "GW970128.1.1          GRVL                              Gravel, water bearing\n",
      "GW970128.1.1          GRVL                              Gravel, water bearing\n",
      "GW970142.1.1          GRVL                                  Gravel, claybound\n",
      "GW970142.1.1          GRVL                              Gravel, water bearing\n",
      "GW970142.1.1          GRVL                              Gravel, water bearing\n",
      "GW970142.1.1          GRVL                                  Gravel, claybound\n",
      "GW970142.1.1          GRVL                                  Gravel, claybound\n",
      "GW970142.1.1          GRVL                                  Gravel, claybound\n",
      "GW970162.1.1          GRVL                                             Gravel\n",
      "GW970162.1.1          GRVL                                             Gravel\n",
      "GW970171.1.1          GRVL                                  Gravel, claybound\n",
      "GW970187.1.1          GRVL  Gravel, brown & blue, mixed size, small to 60m...\n",
      "GW970188.1.1          GRVL                              Gravel, water bearing\n",
      "GW970189.1.1          GRVL                  Gravel, sub-angular to subrounded\n",
      "GW970189.1.1          GRVL                              Gravel, clayey, brown\n",
      "GW970189.1.1          GRVL                     Gravel, sandy gravelly cobbles\n",
      "GW970189.1.1          GRVL                                     Gravel, clayey\n",
      "GW970189.1.1          GRVL                               Gravel, sandy, brown\n",
      "GW970189.1.1          GRVL               Gravel, brown, subangular/subrounded\n",
      "GW970189.1.1          GRVL              Gravel, brown, moderately well sorted\n",
      "GW970189.1.1          GRVL                              Gravel, clayey, brown\n",
      "GW970189.1.1          GRVL                              Gravel, clayey, brown\n",
      "GW970189.1.1          GRVL                   Gravel, subangular to subrounded\n",
      "\n",
      "[15049 rows x 2 columns]\n",
      "LMSN 377\n",
      "LOAM 720\n",
      "SHLE 9574\n",
      "SHLE              MajorLithCode                            Description\n",
      "HydroCode                                                        \n",
      "GW000005.1.1          SHLE                                  Shale\n",
      "GW000005.1.1          SHLE                                  Shale\n",
      "GW000005.1.1          SHLE                                  Shale\n",
      "GW000005.1.1          SHLE                                  Shale\n",
      "GW000008.1.1          SHLE                             Shale grey\n",
      "GW000009.1.1          SHLE                                  Shale\n",
      "GW000012.1.1          SHLE                             Shale hard\n",
      "GW000013.1.1          SHLE                                  Shale\n",
      "GW000013.1.1          SHLE                            Shale sandy\n",
      "GW000013.1.1          SHLE                            Shale sandy\n",
      "GW000013.1.1          SHLE                                  Shale\n",
      "GW000013.1.1          SHLE                                  Shale\n",
      "GW000013.1.1          SHLE                                  Shale\n",
      "GW000013.1.1          SHLE                     Shale water supply\n",
      "GW000014.1.1          SHLE                                  Shale\n",
      "GW000015.1.1          SHLE                Shale grey water supply\n",
      "GW000015.1.1          SHLE                            Shale black\n",
      "GW000016.1.1          SHLE                                  Shale\n",
      "GW000016.1.1          SHLE                                  Shale\n",
      "GW000016.1.1          SHLE                                  Shale\n",
      "GW000018.1.1          SHLE                     Shale water supply\n",
      "GW000019.1.1          SHLE                                  Shale\n",
      "GW000019.1.1          SHLE                             Shale hard\n",
      "GW000020.1.1          SHLE                     Shale water supply\n",
      "GW000022.1.1          SHLE                          Shale nominal\n",
      "GW000024.1.1          SHLE                                  Shale\n",
      "GW000026.1.1          SHLE                            Shale sandy\n",
      "GW000026.1.1          SHLE                                  Shale\n",
      "GW000026.1.1          SHLE                                  Shale\n",
      "GW000026.1.1          SHLE                             Shale grey\n",
      "...                    ...                                    ...\n",
      "GW970132.1.1          SHLE                   Shale, water bearing\n",
      "GW970132.1.1          SHLE                                  Shale\n",
      "GW970137.1.1          SHLE                            Shale, blue\n",
      "GW970137.1.1          SHLE                 Shale, blue/black/grey\n",
      "GW970137.1.1          SHLE                            Shale, grey\n",
      "GW970137.1.1          SHLE              Shale, blue, broken, hard\n",
      "GW970137.1.1          SHLE                           Shale, brown\n",
      "GW970140.1.1          SHLE                            Shale, blue\n",
      "GW970140.1.1          SHLE                           Shale, brown\n",
      "GW970154.1.1          SHLE                       Shale, dark grey\n",
      "GW970156.1.1          SHLE                                  Shale\n",
      "GW970156.1.1          SHLE                                  Shale\n",
      "GW970158.1.1          SHLE                      Shale, hard, blue\n",
      "GW970158.1.1          SHLE  Shale, fractured, blue, water bearing\n",
      "GW970158.1.1          SHLE                            Shale, blue\n",
      "GW970158.1.1          SHLE  Shale, fractured, dark, water bearing\n",
      "GW970158.1.1          SHLE                    Shale, harder, grey\n",
      "GW970159.1.1          SHLE                           Shale, brown\n",
      "GW970159.1.1          SHLE                            Shale, blue\n",
      "GW970161.1.1          SHLE                            Shale, blue\n",
      "GW970161.1.1          SHLE                  Shale, softer, porous\n",
      "GW970161.1.1          SHLE                      Shale, blue, hard\n",
      "GW970161.1.1          SHLE                    Shale, harder, grey\n",
      "GW970164.1.1          SHLE                                  Shale\n",
      "GW970166.1.1          SHLE                           Shale, brown\n",
      "GW970169.1.1          SHLE                           Shale, brown\n",
      "GW970170.1.1          SHLE                                  Shale\n",
      "GW970171.1.1          SHLE                                  Shale\n",
      "GW970172.1.1          SHLE                           Shale, brown\n",
      "GW970180.1.1          SHLE                            Shale, blue\n",
      "\n",
      "[9574 rows x 2 columns]\n",
      "SILT 690\n",
      "STON 37\n",
      "IRNS 1\n",
      "QRTZ 86\n",
      "IRSN 142\n",
      "ROCK 2343\n",
      "ROCK              MajorLithCode                                        Description\n",
      "HydroCode                                                                    \n",
      "GW000008.1.1          ROCK                                          Rock grey\n",
      "GW000009.1.1          ROCK                                     Rock grey hard\n",
      "GW000016.1.1          ROCK                             Rock grey hard nominal\n",
      "GW000016.1.1          ROCK                                          Rock grey\n",
      "GW000017.1.1          ROCK                                           Rock red\n",
      "GW000017.1.1          ROCK                                          Rock grey\n",
      "GW000018.1.1          ROCK                                          Rock hard\n",
      "GW000019.1.1          ROCK                                     Rock grey hard\n",
      "GW000028.1.1          ROCK                                Rock grey very hard\n",
      "GW000032.1.1          ROCK                                          Rock hard\n",
      "GW000036.1.1          ROCK                                          Rock hard\n",
      "GW000037.1.1          ROCK                                        Rock rotten\n",
      "GW000037.1.1          ROCK                                          Rock grey\n",
      "GW000037.1.1          ROCK                                          Rock hard\n",
      "GW000037.1.1          ROCK                                          Rock hard\n",
      "GW000037.1.1          ROCK                                          Rock hard\n",
      "GW000037.1.1          ROCK                                           Rock red\n",
      "GW000037.1.1          ROCK                                          Rock grey\n",
      "GW000038.1.1          ROCK                                     Rock grey hard\n",
      "GW000038.1.1          ROCK                                               Rock\n",
      "GW000039.1.1          ROCK                                          Rock hard\n",
      "GW000040.1.1          ROCK                                               Rock\n",
      "GW000043.1.1          ROCK                                               Rock\n",
      "GW000043.1.1          ROCK                                          Rock hard\n",
      "GW000043.1.1          ROCK                                           Rock red\n",
      "GW000043.1.1          ROCK                                               Rock\n",
      "GW000043.1.1          ROCK                                          Rock hard\n",
      "GW000043.1.1          ROCK                                    Rock dark green\n",
      "GW000043.1.1          ROCK                                     Rock very hard\n",
      "GW000043.1.1          ROCK                                   Rock hard broken\n",
      "...                    ...                                                ...\n",
      "GW969674.1.1          ROCK  Rock, sedimentary structures of sandstone, sil...\n",
      "GW969674.1.1          ROCK              Rock, volcanic, greenish, grey/purple\n",
      "GW969676.1.1          ROCK            Rock, volcanic, purple greenish, strong\n",
      "GW969676.1.1          ROCK  Rock, sedimentary, of sandstone, claystone and...\n",
      "GW969677.1.1          ROCK  Rock, interbedded sedimentary structures with ...\n",
      "GW969678.1.1          ROCK  Rock, sedimentary, interbedded sandstone, clay...\n",
      "GW969679.1.1          ROCK        Rock, volcanic, light reddish green, strong\n",
      "GW969679.1.1          ROCK  Rock, sedimentary, interbedded sandstone, silt...\n",
      "GW969680.1.1          ROCK  Rock, sedimentary, interbedded sandstone, silt...\n",
      "GW969680.1.1          ROCK       Rock, volcanic, light reddish purple, strong\n",
      "GW969681.1.1          ROCK  Rock, sedimentary, interbedded sandstone, silt...\n",
      "GW969682.1.1          ROCK                      Rock, volcanic, greenish grey\n",
      "GW969682.1.1          ROCK  Rock, sedimentary structures of sandstone, sil...\n",
      "GW969778.1.1          ROCK                                    Stone, cemented\n",
      "GW969790.1.1          ROCK                           Rocks, in red black clay\n",
      "GW969827.1.1          ROCK                            Rocks in red sandy clay\n",
      "GW969827.1.1          ROCK                                 Rocks in grey clay\n",
      "GW969884.1.1          ROCK                                  Jasper, fractured\n",
      "GW969955.1.1          ROCK                                               Rock\n",
      "GW970018.1.1          ROCK                                           Boulders\n",
      "GW970022.1.1          ROCK                                Boulders, claybound\n",
      "GW970039.1.1          ROCK                                    Rock, claybound\n",
      "GW970039.1.1          ROCK                                              Rocks\n",
      "GW970047.1.1          ROCK                                           Boulders\n",
      "GW970047.1.1          ROCK                                    Rock, red, soft\n",
      "GW970047.1.1          ROCK                     Rock, red, soft, water bearing\n",
      "GW970047.1.1          ROCK                              Rock, very hard, blue\n",
      "GW970058.1.1          ROCK                                   Rocks, claybound\n",
      "GW970113.1.1          ROCK                                         Rock, hard\n",
      "GW970116.1.1          ROCK                                               Rock\n",
      "\n",
      "[2343 rows x 2 columns]\n",
      "CHLK 4\n",
      "CGLM 899\n",
      "COAL 589\n",
      "BSLT 6426\n",
      "BSLT              MajorLithCode                              Description\n",
      "HydroCode                                                          \n",
      "GW000014.1.1          BSLT                                   Basalt\n",
      "GW000016.1.1          BSLT                              Basalt hard\n",
      "GW000031.1.1          BSLT                                   Basalt\n",
      "GW000039.1.1          BSLT                              Basalt hard\n",
      "GW000039.1.1          BSLT                              Basalt hard\n",
      "GW000039.1.1          BSLT                         Basalt very hard\n",
      "GW000039.1.1          BSLT                                   Basalt\n",
      "GW000039.1.1          BSLT                                   Basalt\n",
      "GW000039.1.1          BSLT                                   Basalt\n",
      "GW000039.1.1          BSLT                                   Basalt\n",
      "GW000220.1.1          BSLT                                   Basalt\n",
      "GW000220.1.1          BSLT                                   Basalt\n",
      "GW000231.1.1          BSLT                                   Basalt\n",
      "GW000231.1.1          BSLT                                   Basalt\n",
      "GW000231.1.1          BSLT                                   Basalt\n",
      "GW000231.1.1          BSLT                         Basalt very hard\n",
      "GW000231.1.1          BSLT                              Basalt hard\n",
      "GW000231.1.1          BSLT                      Basalt water supply\n",
      "GW000231.1.1          BSLT                 Basalt hard water supply\n",
      "GW000231.1.1          BSLT                              Basalt soft\n",
      "GW000231.1.1          BSLT                              Basalt hard\n",
      "GW000247.1.1          BSLT                 Basalt hard water supply\n",
      "GW000436.1.1          BSLT             Basalt black sandstone bands\n",
      "GW000598.1.1          BSLT                                   Basalt\n",
      "GW000598.1.1          BSLT                                   Basalt\n",
      "GW000598.1.1          BSLT                                   Basalt\n",
      "GW000645.1.1          BSLT                           Basalt boulder\n",
      "GW001102.1.1          BSLT                         Basalt very hard\n",
      "GW001102.1.1          BSLT                                   Basalt\n",
      "GW001102.1.1          BSLT                                   Basalt\n",
      "...                    ...                                      ...\n",
      "GW970169.1.1          BSLT                    Basalt, water bearing\n",
      "GW970169.1.1          BSLT                                   Basalt\n",
      "GW970169.1.1          BSLT                    Basalt, water bearing\n",
      "GW970169.1.1          BSLT                                   Basalt\n",
      "GW970170.1.1          BSLT                                   Basalt\n",
      "GW970170.1.1          BSLT                          Basalt, seepage\n",
      "GW970170.1.1          BSLT                                   Basalt\n",
      "GW970170.1.1          BSLT                                   Basalt\n",
      "GW970170.1.1          BSLT                    Basalt, water bearing\n",
      "GW970170.1.1          BSLT                    Basalt, water bearing\n",
      "GW970170.1.1          BSLT                                   Basalt\n",
      "GW970171.1.1          BSLT                          Basalt, seepage\n",
      "GW970171.1.1          BSLT                    Basalt, water bearing\n",
      "GW970171.1.1          BSLT                                   Basalt\n",
      "GW970171.1.1          BSLT                                   Basalt\n",
      "GW970171.1.1          BSLT                                   Basalt\n",
      "GW970172.1.1          BSLT                                   Basalt\n",
      "GW970172.1.1          BSLT                    Basalt, water bearing\n",
      "GW970172.1.1          BSLT                                   Basalt\n",
      "GW970178.1.1          BSLT       Basalt, grey, medium grained, hard\n",
      "GW970178.1.1          BSLT  Basalt, grey, medium grained, weathered\n",
      "GW970179.1.1          BSLT                             Basalt, soft\n",
      "GW970179.1.1          BSLT                                   Basalt\n",
      "GW970179.1.1          BSLT                    Basalt, water bearing\n",
      "GW970179.1.1          BSLT                                   Basalt\n",
      "GW970179.1.1          BSLT                    Basalt, water bearing\n",
      "GW970179.1.1          BSLT                    Basalt, water bearing\n",
      "GW970179.1.1          BSLT                       Basalt, hard, blue\n",
      "GW970180.1.1          BSLT                             Basalt, blue\n",
      "GW970180.1.1          BSLT                  Basatl, traprock, brown\n",
      "\n",
      "[6426 rows x 2 columns]\n",
      "MUD 38\n",
      "DORT 63\n",
      "VLCC 84\n",
      "SOIL 4208\n",
      "SOIL              MajorLithCode                                        Description\n",
      "HydroCode                                                                    \n",
      "GW000020.1.1          SOIL                                               Soil\n",
      "GW000025.1.1          SOIL                                               Soil\n",
      "GW000028.1.1          SOIL                                               Soil\n",
      "GW000031.1.1          SOIL                                       Soil surface\n",
      "GW000037.1.1          SOIL                                               Soil\n",
      "GW000041.1.1          SOIL                                               Soil\n",
      "GW000047.1.1          SOIL                                               Soil\n",
      "GW000060.1.1          SOIL                                               Soil\n",
      "GW000081.1.1          SOIL                                       Soil surface\n",
      "GW000147.1.1          SOIL                                               Soil\n",
      "GW000185.1.1          SOIL                                      Soil red clay\n",
      "GW000220.1.1          SOIL                                           Soil red\n",
      "GW000228.1.1          SOIL                                               Soil\n",
      "GW000760.1.1          SOIL                                       Soil reddish\n",
      "GW000774.1.1          SOIL                                         Soil sandy\n",
      "GW000803.1.1          SOIL                                         Soil sandy\n",
      "GW000810.1.1          SOIL                                         Soil rusty\n",
      "GW001083.1.1          SOIL                                           Soil red\n",
      "GW001093.1.1          SOIL                                           Soil red\n",
      "GW001100.1.1          SOIL                                         Soil sandy\n",
      "GW001137.1.1          SOIL                                           Soil red\n",
      "GW001467.1.1          SOIL                                               Soil\n",
      "GW001485.1.1          SOIL                                               Soil\n",
      "GW001490.1.1          SOIL                                        Soil gravel\n",
      "GW001545.1.1          SOIL                                               Soil\n",
      "GW001559.1.1          SOIL                                          Soil loam\n",
      "GW001565.1.1          SOIL                                          Soil loam\n",
      "GW001576.1.1          SOIL                                          Soil loam\n",
      "GW001602.1.1          SOIL                                       Soil reddish\n",
      "GW001603.1.1          SOIL                                       Soil reddish\n",
      "...                    ...                                                ...\n",
      "GW969819.1.1          SOIL                                               Soil\n",
      "GW969820.1.1          SOIL                                               Soil\n",
      "GW969839.1.1          SOIL                                        Soil, black\n",
      "GW969845.1.1          SOIL  Soil; light yellowish-grey, earthy, gravelly, ...\n",
      "GW969884.1.1          SOIL                              Soil, surface (brown)\n",
      "GW969894.1.1          SOIL                                   Soil, dark brown\n",
      "GW969895.1.1          SOIL                           Soil, clayey, dark brown\n",
      "GW969898.1.1          SOIL                                   Soil, dark brown\n",
      "GW969915.1.1          SOIL                                        Soil, black\n",
      "GW969933.1.1          SOIL                                               Soil\n",
      "GW969934.1.1          SOIL                                               Soil\n",
      "GW969937.1.1          SOIL                                               Soil\n",
      "GW969959.1.1          SOIL                   Soil, re brown, soft, calcareous\n",
      "GW969973.1.1          SOIL    Soil, red brown, very soft, extremely weathered\n",
      "GW969974.1.1          SOIL  Soil; light brown, very soft, clayey, extremel...\n",
      "GW969974.1.1          SOIL    Soil; red brown, very soft, extremely weathered\n",
      "GW969982.1.1          SOIL                                               Soil\n",
      "GW969988.1.1          SOIL                                        Soil, black\n",
      "GW970011.1.1          SOIL                                               Soil\n",
      "GW970036.1.1          SOIL  Soil, light yellowish-grey, earthy, gravelly, ...\n",
      "GW970047.1.1          SOIL                               Soil, black & gravel\n",
      "GW970047.1.1          SOIL                                        Soil, black\n",
      "GW970047.1.1          SOIL                                        Soil, black\n",
      "GW970047.1.1          SOIL                                        Soil, black\n",
      "GW970048.1.1          SOIL                                          Soil, red\n",
      "GW970094.1.1          SOIL                                     Soil/clay, red\n",
      "GW970106.1.1          SOIL         Soil, loamy, mottled clay, ironstone bands\n",
      "GW970122.1.1          SOIL                          Soil, surface soil, black\n",
      "GW970179.1.1          SOIL                                      Soil, surface\n",
      "GW970187.1.1          SOIL                                        Soil, black\n",
      "\n",
      "[4208 rows x 2 columns]\n",
      "FILL 92\n",
      "SLTE 466\n",
      "BLDR 433\n",
      "CBBL 10\n",
      "SBSL 80\n",
      "GRNT 1667\n",
      "GRNT              MajorLithCode                                        Description\n",
      "HydroCode                                                                    \n",
      "GW000087.1.1          GRNT                                            Granite\n",
      "GW000103.1.1          GRNT                                            Granite\n",
      "GW000777.1.1          GRNT                                            Granite\n",
      "GW000831.1.1          GRNT                                            Granite\n",
      "GW001035.1.1          GRNT                                            Granite\n",
      "GW001102.1.1          GRNT                                       Granite grey\n",
      "GW001102.1.1          GRNT                                            Granite\n",
      "GW001102.1.1          GRNT                                            Granite\n",
      "GW001270.1.1          GRNT                                            Granite\n",
      "GW001270.1.1          GRNT                                       Granite hard\n",
      "GW001270.1.1          GRNT                                  Granite very hard\n",
      "GW001302.1.1          GRNT                                            Granite\n",
      "GW001302.1.1          GRNT                                            Granite\n",
      "GW004054.1.1          GRNT                                            Granite\n",
      "GW004171.1.1          GRNT                                            Granite\n",
      "GW004278.1.1          GRNT                                            Granite\n",
      "GW004381.1.1          GRNT                                            Granite\n",
      "GW004399.1.1          GRNT                                            Granite\n",
      "GW004436.1.1          GRNT                                            Granite\n",
      "GW004471.1.1          GRNT                                            Granite\n",
      "GW004488.1.1          GRNT                             Granite very weathered\n",
      "GW005060.1.1          GRNT                        Granite solid water bearing\n",
      "GW005625.1.1          GRNT                               Granite water supply\n",
      "GW008205.1.1          GRNT                                            Granite\n",
      "GW008221.1.1          GRNT                                     Granite rotten\n",
      "GW008221.1.1          GRNT                                     Granite rotten\n",
      "GW008236.1.1          GRNT                                    Granite boulder\n",
      "GW008298.1.1          GRNT                                       Granite hard\n",
      "GW009054.1.1          GRNT                                    Granite nominal\n",
      "GW009826.1.1          GRNT            Granite decomposed nominal water supply\n",
      "...                    ...                                                ...\n",
      "GW970085.1.1          GRNT  Granite, weathered (bedrock); as above, wash b...\n",
      "GW970085.1.1          GRNT  Granite, weathered (bedrock); as above, possib...\n",
      "GW970086.1.1          GRNT  Granite, weathered (bedrock); refusal with sol...\n",
      "GW970086.1.1          GRNT  Granite, weathered (bedrock); as above, possib...\n",
      "GW970086.1.1          GRNT  Granite, weathered (bedrock); as above, become...\n",
      "GW970086.1.1          GRNT  Granite, weathered (bedrock); as above, become...\n",
      "GW970087.1.1          GRNT  Granite, weathered (bedrock); refusal with sol...\n",
      "GW970087.1.1          GRNT  Grantie, weathered (bedrock); as above, possib...\n",
      "GW970087.1.1          GRNT  Granite, weathered (bedrock); as above, wash b...\n",
      "GW970088.1.1          GRNT  Granite, weathered (bedrock); as above, possib...\n",
      "GW970088.1.1          GRNT  Granite, weathered (bedrock); refusal with sol...\n",
      "GW970089.1.1          GRNT  Granite, weathered (bedrock); as above, possib...\n",
      "GW970089.1.1          GRNT  Granite, weathered (bedrock); refusal with sol...\n",
      "GW970121.1.1          GRNT                                      Granite, soft\n",
      "GW970121.1.1          GRNT                             Granite, water bearing\n",
      "GW970121.1.1          GRNT                             Granite, water bearing\n",
      "GW970121.1.1          GRNT                                            Granite\n",
      "GW970121.1.1          GRNT                                            Granite\n",
      "GW970121.1.1          GRNT                                Granite, decomposed\n",
      "GW970121.1.1          GRNT                                            Granite\n",
      "GW970147.1.1          GRNT                                      Granite, soft\n",
      "GW970147.1.1          GRNT                                      Granite, soft\n",
      "GW970147.1.1          GRNT                                      Granite, hard\n",
      "GW970147.1.1          GRNT                                      Granite, hard\n",
      "GW970147.1.1          GRNT                                    Granite, broken\n",
      "GW970147.1.1          GRNT                                      Granite, soft\n",
      "GW970155.1.1          GRNT                                Granite, grey, hard\n",
      "GW970155.1.1          GRNT                         Granite, weatherate, brown\n",
      "GW970155.1.1          GRNT                           Granite, weathered, grey\n",
      "GW970180.1.1          GRNT                                     Granite, brown\n",
      "\n",
      "[1667 rows x 2 columns]\n",
      "ERTH 59\n",
      "FMSR 5\n",
      "AQFR 10\n",
      "LTRT 3\n",
      "PUG 7\n",
      "SPBK 2\n",
      "20 852\n",
      "TPSL 4633\n",
      "TPSL              MajorLithCode      Description\n",
      "HydroCode                                  \n",
      "GW001508.1.1          TPSL          Topsoil\n",
      "GW002227.1.1          TPSL      Topsoil red\n",
      "GW002284.1.1          TPSL          Topsoil\n",
      "GW002376.1.1          TPSL          Topsoil\n",
      "GW002400.1.1          TPSL          Topsoil\n",
      "GW002501.1.1          TPSL          Topsoil\n",
      "GW002506.1.1          TPSL          Topsoil\n",
      "GW002523.1.1          TPSL          Topsoil\n",
      "GW002550.1.1          TPSL          Topsoil\n",
      "GW002569.1.1          TPSL          Topsoil\n",
      "GW002748.1.1          TPSL          Topsoil\n",
      "GW003920.1.1          TPSL   Topsoil stones\n",
      "GW005097.1.1          TPSL          Topsoil\n",
      "GW005241.1.1          TPSL          Topsoil\n",
      "GW005675.1.1          TPSL          Topsoil\n",
      "GW006001.1.1          TPSL    Topsoil black\n",
      "GW006640.1.1          TPSL   Topsoil stones\n",
      "GW006968.1.1          TPSL          Topsoil\n",
      "GW006969.1.1          TPSL          Topsoil\n",
      "GW007057.1.1          TPSL          Topsoil\n",
      "GW007060.1.1          TPSL          Topsoil\n",
      "GW007200.1.1          TPSL          Topsoil\n",
      "GW007345.1.1          TPSL          Topsoil\n",
      "GW008057.1.1          TPSL    Topsoil black\n",
      "GW008060.1.1          TPSL    Topsoil black\n",
      "GW008069.1.1          TPSL  Topsoil reddish\n",
      "GW008076.1.1          TPSL    Topsoil black\n",
      "GW008104.1.1          TPSL          Topsoil\n",
      "GW008238.1.1          TPSL          Topsoil\n",
      "GW008247.1.1          TPSL          Topsoil\n",
      "...                    ...              ...\n",
      "GW970121.1.1          TPSL          Topsoil\n",
      "GW970123.1.1          TPSL          Topsoil\n",
      "GW970125.1.1          TPSL          Topsoil\n",
      "GW970126.1.1          TPSL     Topsoil, red\n",
      "GW970127.1.1          TPSL   Topsoil, brown\n",
      "GW970128.1.1          TPSL          Topsoil\n",
      "GW970132.1.1          TPSL          Topsoil\n",
      "GW970137.1.1          TPSL          Topsoil\n",
      "GW970140.1.1          TPSL     Topsoil, red\n",
      "GW970147.1.1          TPSL          Topsoil\n",
      "GW970153.1.1          TPSL          Topsoil\n",
      "GW970154.1.1          TPSL   Topsoil, brown\n",
      "GW970156.1.1          TPSL   Topsoil, black\n",
      "GW970157.1.1          TPSL          Topsoil\n",
      "GW970158.1.1          TPSL   Topsoil, brown\n",
      "GW970159.1.1          TPSL   Topsoil, black\n",
      "GW970160.1.1          TPSL   Topsoil, brown\n",
      "GW970161.1.1          TPSL   Topsoil, brown\n",
      "GW970162.1.1          TPSL          Topsoil\n",
      "GW970164.1.1          TPSL          Topsoil\n",
      "GW970166.1.1          TPSL          Topsoil\n",
      "GW970167.1.1          TPSL   Topsoil, black\n",
      "GW970168.1.1          TPSL   Topsoil, black\n",
      "GW970169.1.1          TPSL          Topsoil\n",
      "GW970170.1.1          TPSL          Topsoil\n",
      "GW970171.1.1          TPSL          Topsoil\n",
      "GW970172.1.1          TPSL          Topsoil\n",
      "GW970180.1.1          TPSL   Topsoil, black\n",
      "GW970186.1.1          TPSL   Topsoil, black\n",
      "GW970188.1.1          TPSL          Topsoil\n",
      "\n",
      "[4633 rows x 2 columns]\n",
      "SPSN 2\n",
      "LGNT 7\n",
      "BNDS 3\n",
      "RBBL 1\n",
      "BDRK 141\n",
      "WASH 2\n",
      "LAVA 9\n",
      "CLEN 1\n",
      "MARL 2\n",
      "FLSC 1\n",
      "GRSN 3\n",
      "CLVM 10\n",
      "FPPP 1\n",
      "SWRX 2\n",
      "GRCK 4\n",
      "QRTT 10\n",
      "GRIT 1\n",
      "TUFF 53\n",
      "FRMN 4\n",
      "MDSN 487\n",
      "SRPN 22\n",
      "BLML 13\n",
      "ALVM 454\n",
      "LIME 1\n",
      "PRPR 3\n",
      "CLYS 14\n",
      "GBBR 2\n",
      "KOPI 1\n",
      "CREK 1\n",
      "ALUM 17\n",
      "BRCC 3\n",
      "DLRT 45\n",
      "RHLT 11\n",
      "MICA 3\n",
      "SLDG 6\n",
      "HUMS 2\n",
      "BCVC 3\n",
      "SDMN 15\n",
      "SLRR 2\n",
      "IGRK 17\n",
      "OVBD 7\n",
      "ASHV 2\n",
      "OXID 1\n",
      "SNDY 46\n",
      "CLBD 112\n",
      "CVTY 9\n",
      "CLSN 218\n",
      "SLSN 685\n",
      "CHRT 18\n",
      "CLLM 34\n",
      "SLCY 525\n",
      "CLGR 1\n",
      "CLSD 266\n",
      "SLND 24\n",
      "SDCY 1629\n",
      "SDCY              MajorLithCode                                        Description\n",
      "HydroCode                                                                    \n",
      "GW021151.1.1          SDCY               Sandy clay; medium sand, light brown\n",
      "GW021263.1.1          SDCY                                         Sandy clay\n",
      "GW021264.1.1          SDCY  Sandy clay; yellow & yellow-brown, fine to coarse\n",
      "GW021264.1.1          SDCY  Very sandy clay; yellow, medium, with scattere...\n",
      "GW021265.1.1          SDCY  Sandy clay; yellow brown & grey, coarse. remar...\n",
      "GW021265.1.1          SDCY         Sandy clay; yellow brown, fine, very sandy\n",
      "GW021265.1.1          SDCY  Sandy clay; pale creamy grey, very sandy, fine...\n",
      "GW021266.3.1          SDCY           Sandy clay; yellow-brown, fine to coarse\n",
      "GW021266.3.1          SDCY      Sandy clay; yellow brown, fine to very coarse\n",
      "GW021266.3.1          SDCY  Sandy clay; yellow brown to greyish brown, & silt\n",
      "GW021266.3.1          SDCY  Sandy clay; creamy brown, fine to medium, very...\n",
      "GW021266.3.1          SDCY  Sandy clay; pale yellow-brown, fine to medium,...\n",
      "GW021266.3.1          SDCY                                         Sandy clay\n",
      "GW021266.3.1          SDCY  Sandy clay; yellow-brown, fine to coarse, very...\n",
      "GW021266.3.1          SDCY                                         Sandy clay\n",
      "GW021266.3.1          SDCY                                         Sandy clay\n",
      "GW021267.1.1          SDCY           Sandy clay; yellow-brown, fine to coarse\n",
      "GW021267.1.1          SDCY      Sandy clay; yellow-brown, fine to very coasre\n",
      "GW021267.1.1          SDCY                            Silty & fine sandy clay\n",
      "GW021346.1.1          SDCY  Sandy clay; creamy grey with about 40% pebbles...\n",
      "GW021346.1.1          SDCY  Sandy clay; red-brown, very sandy, with pebble...\n",
      "GW021346.1.1          SDCY     Sandy clay; grey, medium to coarse, very sandy\n",
      "GW021401.1.1          SDCY  Sandy clay; light brown, with strongly cohesiv...\n",
      "GW021401.1.1          SDCY  Sandy clay; light brown, less strongly cohesiv...\n",
      "GW021401.1.1          SDCY  Sandy clay; light brown, sandier than 6.1-9.45...\n",
      "GW021401.1.1          SDCY  Sandy clay; brown, mottled with grey, cohesive...\n",
      "GW021401.1.1          SDCY  Sandy clay; grey, cracking, with well graded, ...\n",
      "GW021405.1.1          SDCY  Sandy clay; light grey, with carbonate dissemi...\n",
      "GW021405.1.1          SDCY  Sandy clay; light grey-white, with some mottle...\n",
      "GW021405.1.1          SDCY  Sandy clay; creamy, pulverised with fragments ...\n",
      "...                    ...                                                ...\n",
      "GW970068.1.1          SDCY  Sandy gravelly clay; light brown, dry, low pla...\n",
      "GW970069.1.1          SDCY  Sandy gravelly clay; light brown, dry, low pla...\n",
      "GW970073.1.1          SDCY  Sandy, gravelly clay; red brown, slightly mois...\n",
      "GW970074.1.1          SDCY  Sandy, silty clay; light brown, dry, low plast...\n",
      "GW970077.1.1          SDCY  Sandy gravelly clay; red brown, moist, low pla...\n",
      "GW970078.1.1          SDCY  Sandy, silty clay; light brown, dry, low plast...\n",
      "GW970079.1.1          SDCY  Sandy clay; light brown, dry, low plasticity, ...\n",
      "GW970079.1.1          SDCY  Sandy clay; grey brown, dry, low plasticity, h...\n",
      "GW970084.1.1          SDCY  Sandy clay; brown, slightly moist, stiff, low ...\n",
      "GW970085.1.1          SDCY  Sandy gravelly clay; light brown, dry, stiff, ...\n",
      "GW970086.1.1          SDCY  Sandy gravell clay; light brown, dry, stiff, l...\n",
      "GW970088.1.1          SDCY  Sandy clay; dark red brown, dry, very stiff, l...\n",
      "GW970089.1.1          SDCY  Sandy gravelly clay; orange brown, dry, very s...\n",
      "GW970096.1.1          SDCY  Sandy clay; brown, with grey mottles, fine gra...\n",
      "GW970096.1.1          SDCY        Sandy clay; brown, moist to wet, very stiff\n",
      "GW970096.1.1          SDCY  Sandy clay; brown, becoming gravelly with dept...\n",
      "GW970096.1.1          SDCY  Sandy clay; brown, fine sand with some siltsto...\n",
      "GW970098.1.1          SDCY                             Sandy clay, white grey\n",
      "GW970098.1.1          SDCY                              Sandy clay, black-tan\n",
      "GW970098.1.1          SDCY                                 Sandy clay, yellow\n",
      "GW970119.1.1          SDCY                                  Sandy clay, black\n",
      "GW970124.1.1          SDCY                               Sandy clay, tan, wet\n",
      "GW970128.1.1          SDCY                                         Sandy clay\n",
      "GW970156.1.1          SDCY                                  Sandy clay, brown\n",
      "GW970157.1.1          SDCY                                    Sandy clay, red\n",
      "GW970157.1.1          SDCY                                    Sandy clay, red\n",
      "GW970189.1.1          SDCY                                Sandy gravelly clay\n",
      "GW970189.1.1          SDCY                                  Sandy clay, brown\n",
      "GW970189.1.1          SDCY                                  Sandy clay, brown\n",
      "GW970189.1.1          SDCY           Sandy gravelly clay; brown, occasionally\n",
      "\n",
      "[1629 rows x 2 columns]\n",
      "SASH 11\n",
      "SCLM 12\n",
      "PHLT 3\n",
      "CLCN 10\n",
      "SDLM 4\n",
      "DLMT 28\n",
      "19 200\n",
      "23 122\n",
      "21 45\n",
      "AGLM 24\n",
      "CLCR 2\n",
      "CRBN 13\n",
      "GRLT 1\n",
      "QZPP 5\n",
      "GRCL 110\n",
      "HWRX 1\n",
      "ARKS 1\n",
      "SCST 5\n",
      "SDMR 4\n",
      "SILC 10\n",
      "VCRK 2\n",
      "WTRD 26\n",
      "SKMR 4\n",
      "FSND 1\n",
      "ANDS 1\n",
      "BNST 136\n",
      "1 69\n",
      "SLCR 7\n",
      "FSSR 1\n",
      "FLDP 1\n",
      "BNTN 16\n",
      "CLCT 5\n",
      "FLOT 5\n",
      "ACVC 6\n",
      "BCDR 1\n",
      "BNJN 1\n",
      "AAAA 1\n",
      "BLST 20\n",
      "ACIG 1\n",
      "PEAT 2\n",
      "99 108\n",
      "17 6\n",
      "DCMP 25\n",
      "OPEN 2\n",
      "BRBN 116\n",
      "8 79\n",
      "BKST 14\n",
      "BKBN 25\n",
      "SGCY 6\n",
      "ALRD 1\n",
      "ALWD 1\n",
      "SSLS 3\n",
      "GYST 29\n",
      "LBIL 2\n",
      "CRKD 1\n",
      "SHFT 1\n",
      "CNZC 2\n",
      "RIDG 130\n",
      "WB 676\n",
      "BCPD 2\n",
      "WTST 4\n",
      "WTCB 17\n",
      "BLBN 92\n",
      "WDDY 77\n",
      "YWST 11\n",
      "SFBD 18\n",
      "GNBN 1\n",
      "HDBD 19\n",
      "BRKN 17\n",
      "RED 2\n",
      "LGRY 3\n",
      "CRSE 36\n",
      "RDST 5\n",
      "UCMD 4\n",
      "MDUM 11\n",
      "LBRN 19\n",
      "RDBN 10\n",
      "DRED 1\n",
      "BRWN 5\n",
      "VFIN 3\n",
      "FINE 20\n",
      "SRFC 18\n",
      "DBRN 9\n",
      "DGRY 3\n",
      "ORNG 26\n",
      "GRBN 21\n",
      "BLUE 1\n",
      "LOMY 7\n",
      "DRY 8\n",
      "WET 1\n",
      "BCKS 1\n",
      "SOAK 3\n",
      "NDLR 1\n",
      "LOOS 1\n",
      "RIVR 2\n",
      "PRUS 1\n",
      "TNLR 1\n",
      "MLCD 16\n",
      "WHBN 6\n",
      "RKBR 4\n",
      "LGHT 2\n",
      "DBLU 1\n",
      "LBLU 1\n",
      "DRTY 1\n",
      "KHKI 3\n",
      "IGVL 3\n",
      "15 3\n",
      "WRCK 15\n",
      "CLRD 7\n",
      "FRCD 28\n",
      "SOPY 1\n",
      "22 1\n",
      "STCK 4\n",
      "GRTT 5\n",
      "CLYY 48\n",
      "SBGL 2\n",
      "TGHT 2\n",
      "STNY 2\n",
      "LRGE 3\n",
      "SMLL 4\n",
      "RODN 1\n",
      "VSLT 1\n",
      "RSTY 2\n",
      "PEA 2\n",
      "GRDL 1\n",
      "MRNN 1\n",
      "CMPC 3\n",
      "SHLY 4\n",
      "PRPL 3\n",
      "HARD 3\n",
      "RDDS 1\n",
      "SOFT 2\n",
      "DENS 1\n",
      "SCLY 4\n",
      "MOST 1\n",
      "YWBN 4\n",
      "CGLD 1\n",
      "SDLC 18\n",
      "FNCR 1\n",
      "MMCR 2\n",
      "CMND 2\n",
      "BSLC 2\n",
      "SLTY 44\n",
      "VSND 1\n",
      "BLCK 2\n",
      "SLLY 1\n",
      "SLBD 1\n",
      "STND 1\n",
      "JSPR 2\n",
      "SLPR 2\n",
      "BASE 3\n",
      "SOLD 1\n",
      "LYER 1\n",
      "PFWD 1\n",
      "CNSD 1\n",
      "ZOLT 2\n",
      "TUGH 2\n",
      "WOOD 3\n",
      "SEMS 1\n",
      "CGLC 1\n",
      "WODY 1\n",
      "RSTN 1\n",
      "SEMI 1\n",
      "TRAP 1\n",
      "SHSD 1\n",
      "SEAM 1\n",
      "ASH 1\n",
      "SDRC 4\n",
      "TRCN 1\n",
      "NMRN 1\n",
      "BSMT 3\n",
      "FLVL 1\n",
      "RFLT 2\n",
      "NORT 1\n",
      "UMFC 1\n",
      "SSDS 6\n",
      "SCBN 3\n",
      "CBSD 1\n"
     ]
    }
   ],
   "source": [
    "classes = DF.MajorLithCode.unique()\n",
    "\n",
    "for n in classes:\n",
    "    print(n, len(DF.MajorLithCode[DF.MajorLithCode == n]))\n",
    "    if (len(DF.MajorLithCode[DF.MajorLithCode == n]) > 1000):# & (len(DF.MajorLithCode[DF.MajorLithCode == n]) < 1000):\n",
    "        print(n, DF[DF.MajorLithCode == n][['MajorLithCode', 'Description']]) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "              TopElev  BottomElev MajorLithCode  \\\n",
      "HydroCode                                         \n",
      "GW005405.1.1   506.39      470.11          BLML   \n",
      "GW006115.1.1   530.64      518.45          BLML   \n",
      "GW015303.1.1   370.87      364.16          BLML   \n",
      "GW015303.1.1   364.16      357.45          BLML   \n",
      "GW015303.1.1   376.35      371.48          BLML   \n",
      "GW017024.1.1   391.58      384.87          BLML   \n",
      "GW019136.1.1   542.02      539.58          BLML   \n",
      "GW022059.1.1   485.72      475.35          BLML   \n",
      "GW032812.1.1   516.90      515.99          BLML   \n",
      "GW032812.1.1   519.04      516.90          BLML   \n",
      "GW038224.1.1   328.94      328.33          BLML   \n",
      "GW043465.1.1   383.99      358.08          BLML   \n",
      "GW052359.1.1   498.80      425.64          BLML   \n",
      "\n",
      "                                       Description  Latitude  longitude  \\\n",
      "HydroCode                                                                 \n",
      "GW005405.1.1               Blue metal water supply  -30.4306    150.645   \n",
      "GW006115.1.1                            Blue metal  -30.5145    150.603   \n",
      "GW015303.1.1                  Blue metal very hard  -31.6704    150.647   \n",
      "GW015303.1.1  Blue metal soft nominal water supply  -31.6704    150.647   \n",
      "GW015303.1.1                  Blue metal some clay  -31.6704    150.647   \n",
      "GW017024.1.1                       Blue metal hard  -31.3843    149.815   \n",
      "GW019136.1.1                  Blue metal fractured  -31.1740    149.265   \n",
      "GW022059.1.1                            Blue metal  -31.6026    149.873   \n",
      "GW032812.1.1     Blue metal fractured water supply  -31.5854    150.056   \n",
      "GW032812.1.1                       Blue metal hard  -31.5854    150.056   \n",
      "GW038224.1.1                            Blue metal  -31.2957    149.852   \n",
      "GW043465.1.1                            Blue metal  -31.6940    150.626   \n",
      "GW052359.1.1               Blue metal water supply  -30.3910    150.611   \n",
      "\n",
      "                Depth  Thick  \n",
      "HydroCode                     \n",
      "GW005405.1.1  488.250  36.28  \n",
      "GW006115.1.1  524.545  12.19  \n",
      "GW015303.1.1  367.515   6.71  \n",
      "GW015303.1.1  360.805   6.71  \n",
      "GW015303.1.1  373.915   4.87  \n",
      "GW017024.1.1  388.225   6.71  \n",
      "GW019136.1.1  540.800   2.44  \n",
      "GW022059.1.1  480.535  10.37  \n",
      "GW032812.1.1  516.445   0.91  \n",
      "GW032812.1.1  517.970   2.14  \n",
      "GW038224.1.1  328.635   0.61  \n",
      "GW043465.1.1  371.035  25.91  \n",
      "GW052359.1.1  462.220  73.16  \n"
     ]
    }
   ],
   "source": [
    "print(DF[DF.MajorLithCode == 'BLML'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:4: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  after removing the cwd from sys.path.\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \"\"\"\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:6: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:7: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  import sys\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:8: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:9: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if __name__ == '__main__':\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:10: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # Remove the CWD from sys.path while we load stuff.\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:11: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  # This is added back by InteractiveShellApp.init_path()\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:12: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  if sys.path[0] == '':\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:13: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  del sys.path[0]\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:14: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  \n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:15: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  from ipykernel import kernelapp as app\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:16: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "  app.launch_new_instance()\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:17: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:18: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:19: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:20: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:21: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:22: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:23: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:24: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:25: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:26: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:27: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:28: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:29: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:30: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:31: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:32: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:33: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:34: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:35: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:36: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:37: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:38: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:39: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:40: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:41: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:42: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:43: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:44: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:45: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:46: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:47: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:48: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:49: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:50: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:51: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:52: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:53: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:54: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:55: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:56: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:57: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:58: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:59: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:60: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:62: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:63: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:64: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:65: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:66: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:67: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:68: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:69: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:70: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:71: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:72: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:73: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:74: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:75: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:76: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:77: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:78: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:79: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:80: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:81: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:82: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:83: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:84: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:85: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:86: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:87: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:88: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:89: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:90: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:91: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:92: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:93: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:94: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:95: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:96: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:97: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:98: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:99: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:100: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:101: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:102: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:103: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:104: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:105: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:106: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:107: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:108: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:109: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:110: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:111: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:112: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:113: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:114: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:115: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:116: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:117: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:118: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:119: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:120: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:121: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:122: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:123: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:124: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:125: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:126: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:127: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:128: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:129: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:130: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:131: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:132: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:133: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:134: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:135: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:136: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:137: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:138: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:139: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:140: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:141: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:142: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:143: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:144: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:145: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:146: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:147: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:148: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:149: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:150: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:151: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:152: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:153: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:154: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:155: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:156: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:157: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:158: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:159: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:160: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:162: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:164: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:165: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:167: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:168: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:169: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:170: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:171: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:172: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:174: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:175: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:176: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:177: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:179: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:180: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:181: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:183: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:184: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:185: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:186: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:187: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:188: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:189: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:191: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:192: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:194: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:195: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:196: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:197: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:199: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:200: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:201: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:203: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:204: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:205: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:207: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:208: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:210: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:211: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:213: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:214: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:216: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:217: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:219: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:220: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:222: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:223: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:224: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:226: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:227: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:229: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:230: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:231: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:232: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:233: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:234: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:236: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:237: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:238: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:239: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:241: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:242: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:243: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:245: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:246: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:247: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:249: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:250: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:251: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:252: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:253: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:255: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:256: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:257: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:258: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:259: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:261: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:262: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:264: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:265: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:266: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:268: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:269: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:270: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:271: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:272: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:274: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:275: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:276: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:277: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:279: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:280: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:281: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:282: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:283: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:285: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:286: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:287: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:288: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:290: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:291: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:292: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:293: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:295: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:296: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:297: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:298: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:299: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:300: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:302: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:303: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:304: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:305: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:306: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:307: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:309: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:310: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:311: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:312: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:313: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:314: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:316: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:317: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:318: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:320: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:321: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:322: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:323: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:324: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:326: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:327: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:328: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:329: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:330: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:331: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:332: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:334: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:335: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:337: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:338: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:339: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:340: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:341: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:342: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:343: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:344: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:346: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:347: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:348: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:349: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:350: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:351: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:352: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:354: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:355: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:356: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:358: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:359: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:360: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:361: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:363: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:364: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:365: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:366: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:368: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:369: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:370: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:371: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:373: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:374: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:375: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:376: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:378: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:379: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:381: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:382: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:383: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:384: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:386: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:387: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:388: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:389: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:390: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:391: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:392: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:394: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:395: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:396: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:397: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:398: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:400: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:401: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:402: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:403: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:405: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:406: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:407: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:409: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:410: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:411: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:412: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:413: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:414: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:415: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:416: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:417: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:418: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:420: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:421: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:422: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:423: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:424: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:425: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:426: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:427: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:428: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:429: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:431: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:432: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:433: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:434: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:435: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:436: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:437: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:438: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:439: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:440: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:442: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:443: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:444: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:445: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:446: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:447: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:448: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:449: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:450: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:452: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:453: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:454: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:455: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:457: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:458: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:460: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:461: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:463: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:464: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:466: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:467: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:468: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:469: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:471: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:472: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:474: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:475: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:476: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:477: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:478: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:479: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:480: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:481: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:482: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:483: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:484: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:485: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:487: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:488: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:490: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:491: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:492: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:493: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:494: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:495: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:496: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:497: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:498: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:499: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:500: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:501: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:502: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:503: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:505: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:506: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:507: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:508: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:509: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:511: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:512: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:514: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:515: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:516: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:517: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:518: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:520: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:521: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:522: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:523: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:524: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:525: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:526: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:528: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:529: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:531: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:532: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:533: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:535: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:536: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:537: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:538: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:539: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:540: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:542: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:543: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:544: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:546: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:547: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:548: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:549: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:550: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:551: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:552: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:553: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:554: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:555: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:556: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:557: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:558: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:559: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:561: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:562: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:564: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:565: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:566: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:567: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:568: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:570: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:571: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:572: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:573: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:575: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:576: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:577: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:578: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:579: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:580: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:581: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:582: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:583: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:584: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:585: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:586: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:587: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:588: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:589: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:590: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:591: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:592: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:593: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:594: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:595: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:596: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:597: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:598: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:599: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:600: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:601: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:602: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:605: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:606: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:607: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:608: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:609: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:610: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:612: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:613: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:614: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:615: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:616: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:618: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:619: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:620: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:621: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:623: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:624: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:625: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:626: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:628: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:629: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:631: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:632: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:633: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:634: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:635: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:636: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:638: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:639: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:640: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n",
      "/home/ignacio/.local/lib/python3.6/site-packages/ipykernel_launcher.py:641: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: http://pandas.pydata.org/pandas-docs/stable/indexing.html#indexing-view-versus-copy\n"
     ]
    }
   ],
   "source": [
    "DF['OWN']=np.nan\n",
    "DF['OWN'][DF.MajorLithCode == 'ZOLT'] = 'zeolite'\n",
    "DF['OWN'][(DF.MajorLithCode == 'SHLY')] = 'clay'\n",
    "DF['OWN'][(DF.MajorLithCode == 'SLLY')] = 'clay'\n",
    "DF['OWN'][(DF.MajorLithCode == 'SLTE')] = 'slate'\n",
    "DF['OWN'][(DF.MajorLithCode == '1')] = 'coal'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == '1')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('ironstone')) & (DF.MajorLithCode == '1')] = 'ironstone'\n",
    "DF['OWN'][(DF.Description.str.contains('siltstone')) & (DF.MajorLithCode == '1')] = 'siltstone'\n",
    "DF['OWN'][(DF.Description.str.contains('tuff')) & (DF.MajorLithCode == '1')] = 'tuff'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'COAL')] = 'coal'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'COAL')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'COAL')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'COAL')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'COAL')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'COAL')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'COAL')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('silty')) & (DF.MajorLithCode == 'COAL')] = 'silty'\n",
    "DF['OWN'][((DF.Description.str.contains('siltstone'))|(DF.Description.str.contains('Siltstone'))) & (DF.MajorLithCode == 'COAL')] = 'siltstone'\n",
    "DF['OWN'][(DF.Description.str.contains('claystone')) & (DF.MajorLithCode == 'COAL')] = 'claystone'\n",
    "DF['OWN'][(DF.Description.str.contains('mudstone')) & (DF.MajorLithCode == 'COAL')] = 'mudstone'\n",
    "\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'CMNT')] = 'cement'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CMNT')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'CMNT')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'CMNT')] = 'clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SDMN')] = 'sedimentary'\n",
    "DF['OWN'][(DF.MajorLithCode == 'DLMT')] = 'dolomite'\n",
    "DF['OWN'][(DF.MajorLithCode == 'AGLM')] = 'agglomerate'\n",
    "DF['OWN'][(DF.MajorLithCode == 'CRBN')] = 'carbonaceous'\n",
    "DF['OWN'][(DF.MajorLithCode == 'BNTN')] = 'bentonite'\n",
    "DF['OWN'][DF.MajorLithCode == 'IRNS'] = 'sand'\n",
    "DF['OWN'][DF.MajorLithCode == 'WODY'] = 'sand'\n",
    "DF['OWN'][DF.MajorLithCode == 'IGRK'] = 'igneous'\n",
    "DF['OWN'][DF.MajorLithCode == 'RHLT'] = 'rhyolite'\n",
    "DF['OWN'][DF.MajorLithCode == 'DLRT'] = 'dolerite'\n",
    "DF['OWN'][DF.MajorLithCode == 'SLND'] = 'silty sand'\n",
    "DF['OWN'][(DF.MajorLithCode == '8')] = 'limestone'\n",
    "DF['OWN'][DF.MajorLithCode == 'TUFF'] = 'tuff'\n",
    "DF['OWN'][DF.MajorLithCode == 'BLML'] = 'blue metal'\n",
    "DF['OWN'][DF.MajorLithCode == 'SRPN'] = 'serpentine'\n",
    "DF['OWN'][DF.MajorLithCode == 'DORT'] = 'diorite'\n",
    "DF['OWN'][DF.MajorLithCode == 'SRFC'] = 'soil'\n",
    "DF['OWN'][(DF.MajorLithCode == 'SOIL')] = 'soil'\n",
    "DF['OWN'][(DF.MajorLithCode == 'TPSL')] = 'soil'\n",
    "DF['OWN'][DF.MajorLithCode == 'SBSL'] = 'soil'\n",
    "DF['OWN'][DF.MajorLithCode == 'VLCC'] = 'volcanic'\n",
    "DF['OWN'][DF.MajorLithCode == 'DRFT'] = 'drift'\n",
    "DF['OWN'][DF.MajorLithCode == 'CBSD'] = 'claystone'\n",
    "DF['OWN'][DF.MajorLithCode == 'SDRC'] = 'siderite'\n",
    "DF['OWN'][DF.MajorLithCode == 'CNSD'] = 'shale'\n",
    "DF['OWN'][DF.MajorLithCode == 'SASH'] = 'shale'\n",
    "DF['OWN'][DF.MajorLithCode == 'CHLK'] = 'chalk'\n",
    "DF['OWN'][DF.MajorLithCode == 'JSPR'] = 'jasper'\n",
    "DF['OWN'][DF.MajorLithCode == '15'] = 'quartz'\n",
    "DF['OWN'][DF.MajorLithCode == 'IGVL'] = 'ironstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'LTRT'] = 'laterite'\n",
    "DF['OWN'][DF.MajorLithCode == 'FMSR'] = 'sandstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'NORT'] = 'sandstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'PRUS'] = 'sandstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'RDDS'] = 'sandstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'SLSN'] = 'siltstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'CLRD'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'SOLD'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'TUGH'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'STNY'] = 'stones clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'PUG'] = 'pug'\n",
    "DF['OWN'][DF.MajorLithCode == 'YWBN'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == '22'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'STCK'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'TNLR'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'DBLU'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'CLLM'] = 'clay loam'\n",
    "DF['OWN'][DF.MajorLithCode == 'SPBK'] = 'limestone'\n",
    "DF['OWN'][DF.MajorLithCode == 'SPSN'] = 'soapstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'LGNT'] = 'lignite'\n",
    "DF['OWN'][DF.MajorLithCode == 'BNDS'] = 'sand'\n",
    "DF['OWN'][DF.MajorLithCode == 'VSND'] = 'sand'\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'MMCR'] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'MMCR')] = 'sand gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'FNCR'] = 'gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'RBBL'] = 'gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'TGHT'] = 'gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'DRTY'] = 'gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'SOPY'] = 'gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'RSTY'] = 'gravel'\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'PEA'] = 'gravel'\n",
    "# DF['OWN'][DF.MajorLithCode == 'WASH'] = 'sandstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'LAVA'] = 'lava'\n",
    "DF['OWN'][DF.MajorLithCode == 'CLEN'] = 'sandy clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'MOST'] = 'sandy clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'LBLU'] = 'sandy clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'GRTT'] = 'gritty clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'SEMS'] = 'sandy clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'MARL'] = 'marl'\n",
    "DF['OWN'][DF.MajorLithCode == 'FLVL'] = 'volcanic'\n",
    "DF['OWN'][DF.MajorLithCode == 'FLSC'] = 'volcanic'\n",
    "DF['OWN'][DF.MajorLithCode == 'GRSN'] = 'rock'\n",
    "DF['OWN'][DF.MajorLithCode == 'FPPP'] = 'porphyry'\n",
    "DF['OWN'][DF.MajorLithCode == 'CGLD'] = 'conglomerate'\n",
    "DF['OWN'][DF.MajorLithCode == 'RFLT'] = 'conglomerate'\n",
    "DF['OWN'][DF.MajorLithCode == 'CGLC'] = 'conglomerate'\n",
    "DF['OWN'][DF.MajorLithCode == 'SEMI'] = 'conglomerate'\n",
    "DF['OWN'][(DF.MajorLithCode == 'CGLM')] = 'conglomerate'\n",
    "DF['OWN'][DF.MajorLithCode == 'SWRX'] = 'granite'\n",
    "DF['OWN'][DF.MajorLithCode == 'GRCK'] = 'greywacke'\n",
    "DF['OWN'][DF.MajorLithCode == 'GRIT'] = 'sand'\n",
    "DF['OWN'][DF.MajorLithCode == 'FRMN'] = 'basalt'\n",
    "DF['OWN'][DF.MajorLithCode == 'RSTN'] = 'basalt'\n",
    "DF['OWN'][DF.MajorLithCode == 'BSLC'] = 'sand gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'LIME'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'PRPR'] = 'porphyry'\n",
    "DF['OWN'][DF.MajorLithCode == 'GBBR'] = 'conglomerate'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'GBBR')] = 'sand gravel'\n",
    "DF['OWN'][(DF.MajorLithCode == 'DENS')] = 'sand gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'BRCC'] = 'breccia'\n",
    "DF['OWN'][DF.MajorLithCode == 'MICA'] = 'mica'\n",
    "DF['OWN'][DF.MajorLithCode == 'BCVC'] = 'volcanic'\n",
    "DF['OWN'][DF.MajorLithCode == 'SLRR'] = 'sand'\n",
    "DF['OWN'][DF.MajorLithCode == 'ASHV'] = 'volcanic'\n",
    "DF['OWN'][DF.MajorLithCode == 'CVTY'] = 'cavity'\n",
    "DF['OWN'][DF.MajorLithCode == 'CLGR'] = 'clay sand gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'GRDL'] = 'clay gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'PHLT'] = 'phyllite'\n",
    "DF['OWN'][DF.MajorLithCode == 'SDLM'] = 'sandy loam'\n",
    "DF['OWN'][DF.MajorLithCode == 'SLBD'] = 'sandy loam' # sandy silty loam\n",
    "DF['OWN'][DF.MajorLithCode == 'CLCR'] = 'calcrete'\n",
    "DF['OWN'][DF.MajorLithCode == 'GRLT'] = 'gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'QZPP'] = 'porphyry'\n",
    "DF['OWN'][((DF.Description.str.contains('sandstone'))|(DF.Description.str.contains('bands'))) & (DF.MajorLithCode == 'QZPP')] = 'sandstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'HWRX'] = 'conglomerate'\n",
    "DF['OWN'][DF.MajorLithCode == 'ARKS'] = 'arkose'\n",
    "DF['OWN'][DF.MajorLithCode == 'SCST'] = 'schist'\n",
    "DF['OWN'][DF.MajorLithCode == 'VCRK'] = 'volcanic'\n",
    "DF['OWN'][DF.MajorLithCode == 'FSND'] = 'sandy clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'ANDS'] = 'andesite'\n",
    "DF['OWN'][DF.MajorLithCode == 'SLCR'] = 'silcrete'\n",
    "DF['OWN'][(DF.Description.str.contains('Silstone')) & (DF.MajorLithCode == 'SLCR')] = 'siltstone'\n",
    "DF['OWN'][(~DF.Description.str.contains('Silstone')) & (~DF.Description.str.contains('Silcrete')) & (DF.MajorLithCode == 'SLCR')] = 'silty clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'FLDP'] = 'feldspar'\n",
    "DF['OWN'][DF.MajorLithCode == 'CLCT'] = 'calcite'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'FLOT')] = 'basalt'\n",
    "DF['OWN'][(~DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'FLOT')] = 'water'\n",
    "DF['OWN'][(DF.Description.str.contains('Acid')) & (DF.MajorLithCode == 'ACVC')] = 'volcanic'\n",
    "DF['OWN'][DF.MajorLithCode == 'SGCY'] = 'sand gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('granite')) & (DF.MajorLithCode == 'SGCY')] = 'granite'\n",
    "DF['OWN'][DF.MajorLithCode == 'ALRD'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'ALWD'] = 'wood'\n",
    "DF['OWN'][DF.MajorLithCode == 'PFWD'] = 'wood'\n",
    "DF['OWN'][DF.MajorLithCode == 'SSLS'] = 'siltstone'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'SSLS')] = 'sandy clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'LBIL'] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'LBIL')] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'CRKD'] = 'slate'\n",
    "DF['OWN'][DF.MajorLithCode == 'SHFT'] = 'shale'\n",
    "DF['OWN'][DF.MajorLithCode == 'CNZC'] = 'clay sand'\n",
    "DF['OWN'][(DF.Description.str.contains('coal')) & (DF.MajorLithCode == 'CNZC')] = 'coal'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'BCPD')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'BCPD')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'WTST')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'WTST')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'WTST')] = 'sandstone'\n",
    "DF['OWN'][DF.MajorLithCode == 'GNBN'] = 'granite'\n",
    "DF['OWN'][DF.MajorLithCode == 'RED'] = 'soil'\n",
    "DF['OWN'][DF.MajorLithCode == 'RODN'] = 'soil'\n",
    "DF['OWN'][DF.MajorLithCode == 'TRCN'] = 'soil'\n",
    "DF['OWN'][DF.MajorLithCode == 'SBGL'] = 'soil'\n",
    "DF['OWN'][DF.MajorLithCode == 'BLCK'] = 'soil'\n",
    "DF['OWN'][DF.MajorLithCode == 'LGRY'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'VSLT'] = 'silty clay'\n",
    "DF['OWN'][(DF.MajorLithCode == 'SLCY')] = 'silty clay' # silty gravelly clay\n",
    "DF['OWN'][(DF.Description.str.contains('silty clay')) & (DF.MajorLithCode == 'RDST')] = 'silty clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sandy clay')) & (DF.MajorLithCode == 'RDST')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'RDST')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'BRWN')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'BRWN')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('sandy clay')) & (DF.MajorLithCode == 'BRWN')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description == 'Brown') & (DF.MajorLithCode == 'BRWN')] = np.nan\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'DRED'] = 'sandy clay'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'VFIN')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'VFIN')] = 'clay gravel'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'DBRN')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'DBRN')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('sandy clay')) & (DF.MajorLithCode == 'DBRN')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sandy loam')) & (DF.MajorLithCode == 'DBRN')] = 'sandy loam'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'DBRN')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand and gravel')) & (DF.MajorLithCode == 'DBRN')] = 'sand gravel'\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'DGRY'] = 'clay'\n",
    "DF['OWN'][DF.MajorLithCode == 'BLUE'] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'LOMY')] = 'soil'\n",
    "DF['OWN'][(~DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'LOMY')] = 'clay loam'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'DRY')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'DRY')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel and clay')) & (DF.MajorLithCode == 'DRY')] = 'clay gravel'\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'WET'] = 'gravel'\n",
    "DF['OWN'][DF.MajorLithCode == 'BCKS'] = 'basalt'\n",
    "DF['OWN'][DF.MajorLithCode == 'LOOS'] = 'boulders'\n",
    "DF['OWN'][DF.MajorLithCode == 'RIVR'] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'WHBN')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('silt')) & (DF.MajorLithCode == 'WHBN')] = 'silt'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'WHBN')] = 'clay'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'LGHT')] = 'clay'\n",
    "DF['OWN'][(~DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'LGHT')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('siltstone')) & (DF.MajorLithCode == 'KHKI')] = 'siltstone'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'KHKI')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'LRGE')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('stone')) & (DF.MajorLithCode == 'LRGE')] = 'stones'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'SMLL')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'SMLL')] = 'clay gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'SMLL')] = 'sand gravel'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CMPC')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'CMPC')] = 'shale'\n",
    "DF['OWN'][(DF.Description == 'Compacted') & (DF.MajorLithCode == 'CMPC')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'PRPL')] = 'clay'\n",
    "DF['OWN'][(~DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'PRPL')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'HARD')] = 'clay'\n",
    "DF['OWN'][(~DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'HARD')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'SCLY')] = 'clay gravel'\n",
    "DF['OWN'][(~DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'SCLY')] = 'gritty clay'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CMND')] = 'gravel'\n",
    "DF['OWN'][(~DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CMND')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('Wood')) & (DF.MajorLithCode == 'WOOD')] = 'wood'\n",
    "DF['OWN'][(~DF.Description.str.contains('Wood')) & (DF.MajorLithCode == 'WOOD')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'WOOD')] = 'sand'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('Sand')) & (DF.MajorLithCode == 'SCBN')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'SCBN')] = 'sand gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'SCBN')] = 'clay sand'\n",
    "\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'SSDS')] = 'sandstone'\n",
    "DF['OWN'][(~DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'SSDS')] = 'conglomerate'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'ERTH')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'ERTH')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'ERTH')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('boulder')) & (DF.MajorLithCode == 'ERTH')] = 'boulders'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'ERTH')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('loam')) & (DF.MajorLithCode == 'ERTH')] = 'loam'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SLTY')] = 'silty'\n",
    "DF['OWN'][(DF.Description.str.contains('sand'))  & (DF.MajorLithCode == 'SLTY')] = 'silty sand'\n",
    "DF['OWN'][((DF.Description.str.contains('Silty/clay')) | (DF.Description.str.contains('Silty clay'))) & (DF.MajorLithCode == 'SLTY')] = 'silty sand'\n",
    "DF['OWN'][(DF.Description.str.contains('loam'))  & (DF.MajorLithCode == 'SLTY')] = 'silty loam'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SDLC')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel'))  & (DF.MajorLithCode == 'SDLC')] = 'sand gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('Sand clay'))  & (DF.MajorLithCode == 'SDLC')] = 'clay sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'CLYY')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel'))  & (DF.MajorLithCode == 'CLYY')] = 'clay gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('sand')) & (~DF.Description.str.contains('gravel')))  & (DF.MajorLithCode == 'CLYY')] = 'clay sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'FRCD')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('shale'))  & (DF.MajorLithCode == 'FRCD')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'FRCD')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt'))  & (DF.MajorLithCode == 'FRCD')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('granite'))  & (DF.MajorLithCode == 'FRCD')] = 'granite'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'WRCK')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('shale'))  & (DF.MajorLithCode == 'WRCK')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'WRCK')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('volcanic'))  & (DF.MajorLithCode == 'WRCK')] = 'volcanic'\n",
    "DF['OWN'][(DF.Description.str.contains('granite'))  & (DF.MajorLithCode == 'WRCK')] = 'granite'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'MLCD')] = np.nan\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) | (DF.Description.str.contains('Clay'))) & (DF.MajorLithCode == 'MLCD')] = 'clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'GRBN')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'GRBN')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'GRBN')] = 'clay sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'ORNG')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'ORNG')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('silty clay')) & (DF.MajorLithCode == 'ORNG')] = 'silty clay'\n",
    "DF['OWN'][(DF.Description.str.contains('silt')) & (DF.MajorLithCode == 'ORNG')] = 'silt'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'ORNG')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('sandy clay')) & (DF.MajorLithCode == 'ORNG')] = 'sandy clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'FINE')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'FINE')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'FINE')] = 'sandstone'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'FINE')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('clay'))) & (DF.MajorLithCode == 'FINE')] = 'clay gravel'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'LBRN')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'LBRN')] = 'soil'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'LBRN')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('sand')) & (DF.Description.str.contains('clay'))) & (DF.MajorLithCode == 'LBRN')] = 'sandy clay'\n",
    "DF['OWN'][((DF.Description.str.contains('silt')) & (DF.Description.str.contains('clay'))) & (DF.MajorLithCode == 'LBRN')] = 'silty clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'MDUM')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'MDUM')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'MDUM')] = 'sand'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'MDUM')] = 'sand gravel'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'CRSE')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CRSE')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'CRSE')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('clay'))) & (DF.MajorLithCode == 'CRSE')] = 'clay gravel'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BRKN')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('shale'))  & (DF.MajorLithCode == 'BRKN')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'BRKN')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt'))  & (DF.MajorLithCode == 'BRKN')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('granite'))  & (DF.MajorLithCode == 'BRKN')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('mudstone'))  & (DF.MajorLithCode == 'BRKN')] = 'mudstone'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'HDBD')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('shale'))  & (DF.MajorLithCode == 'HDBD')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('conglomerate')) & (DF.MajorLithCode == 'HDBD')] = 'conglomerate'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt'))  & (DF.MajorLithCode == 'HDBD')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('granite'))  & (DF.MajorLithCode == 'HDBD')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('clay'))  & (DF.MajorLithCode == 'HDBD')] = 'clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SFBD')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('shale'))  & (DF.MajorLithCode == 'SFBD')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt'))  & (DF.MajorLithCode == 'SFBD')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('granite'))  & (DF.MajorLithCode == 'SFBD')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('clay'))  & (DF.MajorLithCode == 'SFBD')] = 'clay'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'SFBD')] = 'sandy clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'YWST')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone'))  & (DF.MajorLithCode == 'YWST')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('clay'))  & (DF.MajorLithCode == 'YWST')] = 'clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'WDDY')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone'))  & (DF.MajorLithCode == 'WDDY')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt'))  & (DF.MajorLithCode == 'WDDY')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('granite'))  & (DF.MajorLithCode == 'WDDY')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('shale'))  & (DF.MajorLithCode == 'WDDY')] = 'shale'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BLBN')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt'))  & (DF.MajorLithCode == 'BLBN')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('clay'))& (DF.MajorLithCode == 'BLBN')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel'))& (DF.MajorLithCode == 'BLBN')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand'))& (DF.MajorLithCode == 'BLBN')] = 'sand'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'BLBN')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('silt')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'BLBN')] = 'silty sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'WTCB')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'WTCB')] = 'clay gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel'))|(DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'WTCB')] = 'clay sand gravel'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'GYST')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('sand'))& (DF.MajorLithCode == 'GYST')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone'))  & (DF.MajorLithCode == 'GYST')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('shale'))& (DF.MajorLithCode == 'GYST')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('siltstone'))& (DF.MajorLithCode == 'GYST')] = 'siltstone'\n",
    "\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'GYST')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'GYST')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('soil'))  & (DF.MajorLithCode == 'GYST')] = 'soil'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BKBN')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'BKBN')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'BKBN')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('volcanic')) & (DF.MajorLithCode == 'BKBN')] = 'volcanic'\n",
    "DF['OWN'][(DF.Description.str.contains('granite')) & (DF.MajorLithCode == 'BKBN')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('rock')) & (DF.MajorLithCode == 'BKBN')] = 'rock'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('silt'))) & (DF.MajorLithCode == 'BKBN')] = 'silty clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BKST')] = 'slate'\n",
    "DF['OWN'][((DF.Description.str.contains('soil')) & (DF.Description.str.contains('Soil'))) & (DF.MajorLithCode == 'BKST')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'BKST')] = 'clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'DCMP')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'DCMP')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'DCMP')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('granite')) & (DF.MajorLithCode == 'DCMP')] = 'granite'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BLST')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'BLST')] = 'sand gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'BLST')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'BLST')] = 'shale'\n",
    "\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'WTRD')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'WTRD')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'WTRD')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'WTRD')] = 'basalt'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == '21')] = 'sandy clay'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (~DF.Description.str.contains('clay'))) & (DF.MajorLithCode == '21')] = 'sand gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('loam')) & (DF.MajorLithCode == '21')] = 'sandy loam'\n",
    "DF['OWN'][(DF.Description.str.contains('Loam')) & (DF.MajorLithCode == '21')] = 'loam'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SCLM')] = 'sandy clay loam'\n",
    "DF['OWN'][((DF.Description.str.contains('Clay sandy')) | (~DF.Description.str.contains('loam'))) & (DF.MajorLithCode == 'SCLM')] = 'clay sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'CHRT')] = 'chert'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'CHRT')] = 'stones clay'\n",
    "DF['OWN'][(DF.Description.str.contains('Clay')) & (DF.MajorLithCode == 'CHRT')] = 'clay sand'\n",
    "DF['OWN'][(DF.Description.str.contains('None'))  & (DF.MajorLithCode == 'CHRT')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SNDY')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'SNDY')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('loam')) & (DF.MajorLithCode == 'SNDY')] = 'sandy loam'\n",
    "DF['OWN'][(DF.Description.str.contains('Clay')) & (DF.MajorLithCode == 'SNDY')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('clay'))  & (DF.MajorLithCode == 'SNDY')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel'))  & (DF.MajorLithCode == 'SNDY')] = 'sand gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('shale'))  & (DF.MajorLithCode == 'SNDY')] = 'shale'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'FILL')] = np.nan\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'FILL')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravelly sand')) | (DF.Description.str.contains('sandy gravel')) | DF.Description.str.contains('silt')) & (DF.MajorLithCode == 'FILL')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('ground')) | (DF.Description.str.contains('soil'))) & (DF.MajorLithCode == 'FILL')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'FILL')] = 'clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'MUD')] = 'mud'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'MUD')] = 'mud gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'MUD')] = 'mud sand'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'MUD')] = 'shale'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'STON')] = 'stones'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) | (DF.Description.str.contains('Clay'))) & (DF.MajorLithCode == 'STON')] = 'stones clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'STON')] = 'stones gravel'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'WB')] = 'water'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'WB')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'WB')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'WB')] = 'clay'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'WB')] = 'sand gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'WB')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'WB')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'WB')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('granite')) & (DF.MajorLithCode == 'WB')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('rock')) & (DF.MajorLithCode == 'WB')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'WB')] = 'clay gravel'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BRBN')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'BRBN')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'BRBN')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'BRBN')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'BRBN')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'BRBN')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'BRBN')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'BRBN')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'BRBN')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('rock')) & (DF.MajorLithCode == 'BRBN')] = 'rock'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == '99')] = 'clay'\n",
    "DF['OWN'][((DF.Description.str.contains('None')) | (DF.Description.str.contains('unknown')) | (DF.Description == '(')) & (DF.MajorLithCode == '99')] = np.nan\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == '99')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == '99')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == '99')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('clay'))) & (DF.MajorLithCode == '99')] = 'clay gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == '99')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('channel')) & (DF.MajorLithCode == '99')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == '99')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == '99')] = 'soil'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BNST')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'BNST')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'BNST')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'BNST')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('s&g')) & (DF.MajorLithCode == 'BNST')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'BNST')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) & (DF.Description.str.contains('clay'))) & (DF.MajorLithCode == 'BNST')] = 'clay gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'BNST')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'BNST')] = 'sandstone'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'GRCL')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'GRCL')] = 'clay gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'GRCL')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'GRCL')] = 'clay sand gravel' #clay sand gravel\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == '23')] = 'clay sand'\n",
    "DF['OWN'][(DF.Description.str.contains('sandy')) & (DF.MajorLithCode == '23')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == '23')] = 'clay sand gravel'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == '19')] = 'silty clay'\n",
    "DF['OWN'][(~DF.Description.str.contains('clay')) & (DF.MajorLithCode == '19')] = 'silty sand'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.Description.str.contains('sand')) & (DF.MajorLithCode == '19')] = 'silty clay sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'CLSD')] = 'clay sand'\n",
    "DF['OWN'][(DF.Description.str.contains('silt')) & (DF.MajorLithCode == 'CLSD')] = 'silty clay sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'CLSN')] = 'claystone'\n",
    "DF['OWN'][(~DF.Description.str.contains('claystone')) & (~DF.Description.str.contains('Claystone')) & (DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CLSN')] = 'clay gravel'\n",
    "DF['OWN'][(~DF.Description.str.contains('claystone')) & (~DF.Description.str.contains('Claystone')) & (DF.Description.str.contains('stone')) & (DF.MajorLithCode == 'CLSN')] = 'stones clay'\n",
    "DF['OWN'][(DF.Description.str.contains('limestone')) & (DF.MajorLithCode == 'CLSN')] = 'clay'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'CLBD')] = 'clay gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('boulder')) & (DF.MajorLithCode == 'CLBD')] = 'clay boulders'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'ALVM')] = 'alluvium'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'ALVM')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'ALVM')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'ALVM')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'ALVM')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'ALVM')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('drift')) & (DF.MajorLithCode == 'ALVM')] = 'drift'\n",
    "DF['OWN'][(DF.Description.str.contains('conglomerate')) & (DF.MajorLithCode == 'ALVM')] = 'conglomerate'\n",
    "DF['OWN'][(DF.Description.str.contains('rock')) & (DF.MajorLithCode == 'ALVM')] = 'rock'\n",
    "DF['OWN'][((DF.Description.str.contains('sand')) & (DF.Description.str.contains('gravel'))) & (DF.MajorLithCode == 'ALVM')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('gravel'))) & (DF.MajorLithCode == 'ALVM')] = 'clay gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay')) & (DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'ALVM')] = 'clay sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'MDSN')] = 'mudstone'\n",
    "DF['OWN'][(DF.Description.str.contains('None')) & (DF.MajorLithCode == 'MDSN')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BDRK')] = 'rock'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'BDRK')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('granite')) & (DF.MajorLithCode == 'BDRK')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'BDRK')] = 'basalt'\n",
    "DF['OWN'][(DF.Description.str.contains('volcanic')) & (DF.MajorLithCode == 'BDRK')] = 'volcanic'\n",
    "DF['OWN'][(DF.Description.str.contains('siltstone')) & (DF.MajorLithCode == 'BDRK')] = 'siltstone'\n",
    "DF['OWN'][(DF.Description.str.contains('mudstone')) & (DF.MajorLithCode == 'BDRK')] = 'mudstone'\n",
    "DF['OWN'][(DF.Description.str.contains('dolerite')) & (DF.MajorLithCode == 'BDRK')] = 'dolerite'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'BDRK')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('arkose')) & (DF.MajorLithCode == 'BDRK')] = 'arkose'\n",
    "DF['OWN'][(DF.Description.str.contains('porphyry')) & (DF.MajorLithCode == 'BDRK')] = 'porphyry'\n",
    "DF['OWN'][(DF.Description.str.contains('ignimbrite')) & (DF.MajorLithCode == 'BDRK')] = 'ignimbrite'\n",
    "DF['OWN'][((DF.Description.str.contains('Rhyolite')) | (DF.Description.str.contains('rhyolite'))) & (DF.MajorLithCode == 'BDRK')] = 'rhyolite'\n",
    "DF['OWN'][(DF.Description.str.contains('diorite')) & (DF.MajorLithCode == 'BDRK')] = 'diorite'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == '20')] = 'clay sand'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == '20')] = 'shale'\n",
    "DF['OWN'][((DF.Description.str.contains('Sandy'))|(DF.Description.str.contains('sandy clay'))) & (DF.MajorLithCode == '20')] = 'sandy clay'\n",
    "DF['OWN'][((~DF.Description.str.contains('clay'))|(~DF.Description.str.contains('Clay'))) & (DF.Description.str.contains('gravel')) &(DF.MajorLithCode == '20')] = 'sand gravel'\n",
    "DF['OWN'][((~DF.Description.str.contains('clay'))|(~DF.Description.str.contains('Clay'))) & (DF.Description.str.contains('loam')) &(DF.MajorLithCode == '20')] = 'sandy loam'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'IRSN')] = 'ironstone'\n",
    "DF['OWN'][(DF.Description.str.contains('None')) & (DF.MajorLithCode == 'IRSN')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SILT')] = 'silt'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'SILT')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'SILT')] = 'silt gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'SILT')] = 'clay silt'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'SILT')] = 'sandy silt'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'SILT')] = 'silty clay sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'LOAM')] = 'loam'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'LOAM')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('None')) & (DF.MajorLithCode == 'LOAM')] = np.nan\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'LOAM')] = 'silt gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('silt'))|(DF.Description.str.contains('Silt'))) & (DF.MajorLithCode == 'LOAM')] = 'silty loam'\n",
    "DF['OWN'][((DF.Description.str.contains('clay'))| (DF.Description.str.contains('Clay'))) & (DF.MajorLithCode == 'LOAM')] = 'clay loam'\n",
    "DF['OWN'][((DF.Description.str.contains('sand'))| (DF.Description.str.contains('Sand'))) & (DF.MajorLithCode == 'LOAM')] = 'sandy loam'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'LMSN')] = 'limestone'\n",
    "DF['OWN'][(DF.Description.str.contains('None')) & (DF.MajorLithCode == 'LMSN')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SDCY')] = 'sandy clay'\n",
    "DF['OWN'][((DF.Description.str.contains('silt'))|(DF.Description.str.contains('Silt'))) & (DF.MajorLithCode == 'SDCY')] = 'silty sandy clay'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel'))|(DF.Description.str.contains('Gravelly'))) & (DF.MajorLithCode == 'SDCY')] = 'clay sand gravel'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'GRNT')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'GRNT')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'GRNT')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'GRNT')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'GRNT')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('boulder'))|(DF.Description.str.contains('Boulder'))) & (DF.MajorLithCode == 'GRNT')] = 'boulders'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BSLT')] = 'basalt'\n",
    "DF['OWN'][(DF.Description=='None') & (DF.MajorLithCode == 'BSLT')] = np.nan\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'BSLT')] = 'soil'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'ROCK')] = 'rock'\n",
    "DF['OWN'][((DF.Description=='granit')|(DF.Description=='Granit')) & (DF.MajorLithCode == 'ROCK')] = 'granite'\n",
    "DF['OWN'][(DF.Description.str.contains('basalt')) & (DF.MajorLithCode == 'ROCK')] = 'basalt'\n",
    "DF['OWN'][((DF.Description.str.contains('clay'))|(DF.Description.str.contains('Clay'))) & (DF.MajorLithCode == 'ROCK')] = 'clay'\n",
    "DF['OWN'][((DF.Description.str.contains('boulder'))|(DF.Description.str.contains('Boulder'))) & (DF.MajorLithCode == 'ROCK')] = 'boulders'\n",
    "DF['OWN'][((DF.Description.str.contains('sand'))| (DF.Description.str.contains('Sand'))) & (DF.MajorLithCode == 'ROCK')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'ROCK')] = 'gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'ROCK')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'ROCK')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('slate')) & (DF.MajorLithCode == 'ROCK')] = 'slate'\n",
    "DF['OWN'][(DF.Description.str.contains('conglomerate')) & (DF.MajorLithCode == 'ROCK')] = 'conglomerate'\n",
    "DF['OWN'][((DF.Description.str.contains('volcanic'))| (DF.Description.str.contains('Volcanic'))) & (DF.MajorLithCode == 'ROCK')] = 'volcanic'\n",
    "DF['OWN'][(DF.Description.str.contains('limestone')) & (DF.MajorLithCode == 'ROCK')] = 'limestone'\n",
    "DF['OWN'][((DF.Description.str.contains('mudstone'))| (DF.Description.str.contains('Mudstone'))) & (DF.MajorLithCode == 'ROCK')] = 'mudstone'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SHLE')] = 'shale'\n",
    "DF['OWN'][((DF.Description=='Slippery back')|(DF.Description=='slippery back')) & (DF.MajorLithCode == 'SHLE')] = np.nan\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'GRVL')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('Sand'))|(DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'GRVL')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay'))|(DF.Description.str.contains('Clay'))) & (DF.MajorLithCode == 'GRVL')] = 'clay gravel'\n",
    "DF['OWN'][(~DF.Description.str.contains('Gravel'))&(~DF.Description.str.contains('gravel')) & ((DF.Description.str.contains('Stone'))|(DF.Description.str.contains('stones'))) & (DF.MajorLithCode == 'GRVL')] = 'stones'\n",
    "DF['OWN'][(~DF.Description.str.contains('Gravel'))&(~DF.Description.str.contains('gravel')) & ((DF.Description.str.contains('Pebble'))|(DF.Description.str.contains('pebbles'))) & (DF.MajorLithCode == 'GRVL')] = 'pebbles'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SDSN')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description == 'None') & (DF.MajorLithCode == 'SDSN')] = np.nan\n",
    "DF['OWN'][(~DF.Description.str.contains('andstone'))&(~DF.Description.str.contains('and rock')) & ((DF.Description.str.contains('Shale'))|(DF.Description.str.contains('shale'))) & (DF.MajorLithCode == 'SDSN')] = 'shale'\n",
    "DF['OWN'][(~DF.Description.str.contains('andstone'))&(~DF.Description.str.contains('and rock')) & ((DF.Description.str.contains('Sand'))|(DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'SDSN')] = 'sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'UNKN')] = np.nan\n",
    "DF['OWN'][((DF.Description.str.contains('granit'))|(DF.Description.str.contains('Granit'))) & (DF.MajorLithCode == 'UNKN')] = 'granite'\n",
    "DF['OWN'][((DF.Description.str.contains('Drift'))|(DF.Description.str.contains('drift'))) & (DF.MajorLithCode == 'UNKN')] = 'drift'\n",
    "DF['OWN'][((DF.Description.str.contains('shale'))|(DF.Description.str.contains('Shale'))) & (DF.MajorLithCode == 'UNKN')] = 'shale'\n",
    "DF['OWN'][((DF.Description.str.contains('conglomerate'))|(DF.Description.str.contains('Conglomerate'))) & (DF.MajorLithCode == 'UNKN')] = 'conglomerate'\n",
    "DF['OWN'][((DF.Description.str.contains('basalt'))|(DF.Description.str.contains('Basalt'))) & (DF.MajorLithCode == 'UNKN')] = 'basalt'\n",
    "DF['OWN'][((DF.Description.str.contains('wood'))|(DF.Description.str.contains('Wood'))) & (DF.MajorLithCode == 'UNKN')] = 'wood'\n",
    "DF['OWN'][((DF.Description.str.contains('coal'))|(DF.Description.str.contains('Coal'))) & (DF.MajorLithCode == 'UNKN')] = 'coal'\n",
    "DF['OWN'][((DF.Description.str.contains('clay'))|(DF.Description.str.contains('Clay'))) & (DF.MajorLithCode == 'UNKN')] = 'clay'\n",
    "DF['OWN'][((DF.Description.str.contains('silt'))| (DF.Description.str.contains('Silt'))) &(DF.MajorLithCode == 'UNKN')] = 'silt'\n",
    "DF['OWN'][((DF.Description.str.contains('sand'))| (DF.Description.str.contains('Sand'))) &(DF.MajorLithCode == 'UNKN')] = 'sand'\n",
    "DF['OWN'][((DF.Description.str.contains('pebble')) | (DF.Description.str.contains('Pebble'))) & (DF.MajorLithCode == 'UNKN')] = 'pebbles'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel')) | (DF.Description.str.contains('Gravel'))) & (DF.MajorLithCode == 'UNKN')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('boulder'))|(DF.Description.str.contains('Boulder'))) & (DF.MajorLithCode == 'UNKN')] = 'boulders'\n",
    "DF['OWN'][((DF.Description.str.contains('limestone')) | (DF.Description.str.contains('Limestone'))) & (DF.MajorLithCode == 'UNKN')] = 'limestone'\n",
    "DF['OWN'][((DF.Description.str.contains('wacke'))|(DF.Description.str.contains('Wacke'))) & (DF.MajorLithCode == 'UNKN')] = 'greywacke'\n",
    "DF['OWN'][((DF.Description.str.contains('stones'))|(DF.Description.str.contains('Stones'))) & (DF.MajorLithCode == 'UNKN')] = 'stones'\n",
    "DF['OWN'][((DF.Description.str.contains('soil'))|(DF.Description.str.contains('Soil'))) & (DF.MajorLithCode == 'UNKN')] = 'soil'\n",
    "DF['OWN'][((DF.Description.str.contains('sand'))| (DF.Description.str.contains('Sand'))) & ((DF.Description.str.contains('gravel'))| (DF.Description.str.contains('Gravel'))) &(DF.MajorLithCode == 'UNKN')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay'))| (DF.Description.str.contains('Clay'))) & ((DF.Description.str.contains('gravel'))| (DF.Description.str.contains('Gravel'))) &(DF.MajorLithCode == 'UNKN')] = 'clay gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('clay'))| (DF.Description.str.contains('Clay'))) & ((DF.Description.str.contains('sandy'))| (DF.Description.str.contains('Gravel'))) &(DF.MajorLithCode == 'UNKN')] = 'sand clay'\n",
    "DF['OWN'][((DF.Description.str.contains('mudstone'))|(DF.Description.str.contains('Mudstone'))) & (DF.MajorLithCode == 'UNKN')] = 'mudstone'\n",
    "DF['OWN'][((DF.Description.str.contains('sandstone'))|(DF.Description.str.contains('Sandstone'))) & (DF.MajorLithCode == 'UNKN')] = 'sandstone'\n",
    "DF['OWN'][((DF.Description.str.contains('Rhyolite'))|(DF.Description.str.contains('rhyolite'))) & (DF.MajorLithCode == 'UNKN')] = 'rhyolite'\n",
    "DF['OWN'][((DF.Description.str.contains('Diorite'))|(DF.Description.str.contains('diorite'))) & (DF.MajorLithCode == 'UNKN')] = 'diorite'\n",
    "DF['OWN'][((DF.Description.str.contains('Andesite'))|(DF.Description.str.contains('andesite'))) & (DF.MajorLithCode == 'UNKN')] = 'andesite'\n",
    "DF['OWN'][((DF.Description.str.contains('silty clay'))|(DF.Description.str.contains('Silty clay'))) & (DF.MajorLithCode == 'UNKN')] = 'silty clay'\n",
    "DF['OWN'][((DF.Description.str.contains('Volcanic'))|(DF.Description.str.contains('volcanic'))) & (DF.MajorLithCode == 'UNKN')] = 'volcanic'\n",
    "\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'CLAY')] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'CLAY')] = 'sandy clay'\n",
    "DF['OWN'][(DF.Description.str.contains('silt')) & (DF.MajorLithCode == 'CLAY')] = 'silty clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CLAY')] = 'clay gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('grit')) & (DF.MajorLithCode == 'CLAY')] = 'gritty clay'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CLAY')] = 'clay sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('stones'))|(DF.Description.str.contains('pebbles'))) & (DF.MajorLithCode == 'CLAY')] = 'stones clay'\n",
    "\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'SAND')] = 'sand'\n",
    "DF['OWN'][(DF.Description.str.contains('and clay')) & (DF.MajorLithCode == 'SAND')] = 'clay sand'\n",
    "DF['OWN'][(DF.Description.str.contains('silt')) & (DF.MajorLithCode == 'SAND')] = 'silty sand'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'SAND')] = 'sand gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('stones'))|(DF.Description.str.contains('pebbles'))) & (DF.MajorLithCode == 'SAND')] = 'stones sand'\n",
    "\n",
    "DF['OWN'][(DF.MajorLithCode == 'BLDR')] = 'boulders'\n",
    "DF['OWN'][(DF.Description.str.contains('clay')) & (DF.MajorLithCode == 'BLDR')] = 'clay boulders'\n",
    "DF['OWN'][(DF.Description.str.contains('sand')) & (DF.MajorLithCode == 'BLDR')] = 'sand boulders'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'SBLDR')] = 'gravel boulders'\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'CLYS'] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('shale')) & (DF.MajorLithCode == 'CLYS')] = 'shale'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'CLYS')] = 'clay gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('stone')) & (DF.MajorLithCode == 'CLYS')] = 'claystone'\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'ALUM'] = np.nan\n",
    "DF['OWN'][(DF.Description.str.contains('water')) & (DF.MajorLithCode == 'ALUM')] = 'water'\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'QRTZ'] = 'quartz'\n",
    "DF['OWN'][(DF.Description.str.contains('sandstone')) & (DF.MajorLithCode == 'QRTZ')] = 'sandstone'\n",
    "DF['OWN'][(DF.Description.str.contains('soil')) & (DF.MajorLithCode == 'QRTZ')] = 'soil'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'QRTZ')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel'))|(DF.Description.str.contains('sand'))) & (DF.MajorLithCode == 'QRTZ')] = 'sand gravel'\n",
    "DF['OWN'][(DF.Description.str.contains('conglomerate')) & (DF.MajorLithCode == 'QRTZ')] = 'conglomerate'\n",
    "\n",
    "DF['OWN'][DF.MajorLithCode == 'RIDG'] = 'clay'\n",
    "DF['OWN'][(DF.Description.str.contains('gravel')) & (DF.MajorLithCode == 'RIDG')] = 'gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('gravel'))|(DF.Description.str.contains('clay'))) & (DF.MajorLithCode == 'RIDG')] = 'clay gravel'\n",
    "DF['OWN'][((DF.Description.str.contains('boulder'))|(DF.Description.str.contains('clay'))) & (DF.MajorLithCode == 'RIDG')] = 'clay boulders'\n",
    "\n",
    "## remove classes KOPI CREK SLDG HUMS OVBD OXID SDMR SKMR FSSR BCDR BNJN PEAT AAAA 17 ACIG OPEN UCMD SOAK NDLR\n",
    "## RKBR MRNN SOFT STND SLPR BASE BSMT LYER TRAP SEAM ASH NMRN UMFC\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "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>TopElev</th>\n",
       "      <th>BottomElev</th>\n",
       "      <th>MajorLithCode</th>\n",
       "      <th>Description</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>longitude</th>\n",
       "      <th>Depth</th>\n",
       "      <th>Thick</th>\n",
       "      <th>OWN</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HydroCode</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>GW000001.1.1</th>\n",
       "      <td>213.25</td>\n",
       "      <td>211.43</td>\n",
       "      <td>SAND</td>\n",
       "      <td>Sand</td>\n",
       "      <td>-30.3153</td>\n",
       "      <td>149.652</td>\n",
       "      <td>212.340</td>\n",
       "      <td>1.82</td>\n",
       "      <td>sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000001.1.1</th>\n",
       "      <td>211.43</td>\n",
       "      <td>184.91</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay</td>\n",
       "      <td>-30.3153</td>\n",
       "      <td>149.652</td>\n",
       "      <td>198.170</td>\n",
       "      <td>26.52</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000001.1.1</th>\n",
       "      <td>184.91</td>\n",
       "      <td>181.56</td>\n",
       "      <td>UNKN</td>\n",
       "      <td>Drift water supply</td>\n",
       "      <td>-30.3153</td>\n",
       "      <td>149.652</td>\n",
       "      <td>183.235</td>\n",
       "      <td>3.35</td>\n",
       "      <td>drift</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>132.64</td>\n",
       "      <td>125.94</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay sand</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>129.290</td>\n",
       "      <td>6.70</td>\n",
       "      <td>clay sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>179.73</td>\n",
       "      <td>177.29</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>178.510</td>\n",
       "      <td>2.44</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>177.29</td>\n",
       "      <td>161.14</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay sandy</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>169.215</td>\n",
       "      <td>16.15</td>\n",
       "      <td>clay sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>180.04</td>\n",
       "      <td>179.73</td>\n",
       "      <td>UNKN</td>\n",
       "      <td>Drift</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>179.885</td>\n",
       "      <td>0.31</td>\n",
       "      <td>drift</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>125.94</td>\n",
       "      <td>125.48</td>\n",
       "      <td>SAND</td>\n",
       "      <td>Sand drift fine water supply</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>125.710</td>\n",
       "      <td>0.46</td>\n",
       "      <td>sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>219.05</td>\n",
       "      <td>180.04</td>\n",
       "      <td>SDSN</td>\n",
       "      <td>Sandstone water supply</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>199.545</td>\n",
       "      <td>39.01</td>\n",
       "      <td>sandstone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>133.10</td>\n",
       "      <td>132.64</td>\n",
       "      <td>SDSN</td>\n",
       "      <td>Sandstone</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>132.870</td>\n",
       "      <td>0.46</td>\n",
       "      <td>sandstone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>161.14</td>\n",
       "      <td>157.48</td>\n",
       "      <td>SDSN</td>\n",
       "      <td>Sandstone</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>159.310</td>\n",
       "      <td>3.66</td>\n",
       "      <td>sandstone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>143.77</td>\n",
       "      <td>133.10</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay sandy</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>138.435</td>\n",
       "      <td>10.67</td>\n",
       "      <td>clay sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>223.01</td>\n",
       "      <td>219.05</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>221.030</td>\n",
       "      <td>3.96</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000002.1.1</th>\n",
       "      <td>157.48</td>\n",
       "      <td>143.77</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay yellow sandy</td>\n",
       "      <td>-30.3715</td>\n",
       "      <td>149.618</td>\n",
       "      <td>150.625</td>\n",
       "      <td>13.71</td>\n",
       "      <td>clay sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000003.1.1</th>\n",
       "      <td>201.22</td>\n",
       "      <td>200.92</td>\n",
       "      <td>SAND</td>\n",
       "      <td>Sand drift red coarse</td>\n",
       "      <td>-30.3918</td>\n",
       "      <td>149.638</td>\n",
       "      <td>201.070</td>\n",
       "      <td>0.30</td>\n",
       "      <td>sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000003.1.1</th>\n",
       "      <td>226.21</td>\n",
       "      <td>224.69</td>\n",
       "      <td>SAND</td>\n",
       "      <td>Sand</td>\n",
       "      <td>-30.3918</td>\n",
       "      <td>149.638</td>\n",
       "      <td>225.450</td>\n",
       "      <td>1.52</td>\n",
       "      <td>sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000003.1.1</th>\n",
       "      <td>211.89</td>\n",
       "      <td>207.01</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay sand</td>\n",
       "      <td>-30.3918</td>\n",
       "      <td>149.638</td>\n",
       "      <td>209.450</td>\n",
       "      <td>4.88</td>\n",
       "      <td>clay sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000003.1.1</th>\n",
       "      <td>207.01</td>\n",
       "      <td>201.22</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay boulder</td>\n",
       "      <td>-30.3918</td>\n",
       "      <td>149.638</td>\n",
       "      <td>204.115</td>\n",
       "      <td>5.79</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000003.1.1</th>\n",
       "      <td>189.03</td>\n",
       "      <td>183.54</td>\n",
       "      <td>SDSN</td>\n",
       "      <td>Sandstone</td>\n",
       "      <td>-30.3918</td>\n",
       "      <td>149.638</td>\n",
       "      <td>186.285</td>\n",
       "      <td>5.49</td>\n",
       "      <td>sandstone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000003.1.1</th>\n",
       "      <td>224.08</td>\n",
       "      <td>211.89</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay</td>\n",
       "      <td>-30.3918</td>\n",
       "      <td>149.638</td>\n",
       "      <td>217.985</td>\n",
       "      <td>12.19</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000003.1.1</th>\n",
       "      <td>199.39</td>\n",
       "      <td>190.25</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay drift bands water supply</td>\n",
       "      <td>-30.3918</td>\n",
       "      <td>149.638</td>\n",
       "      <td>194.820</td>\n",
       "      <td>9.14</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000003.1.1</th>\n",
       "      <td>200.92</td>\n",
       "      <td>199.39</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay red some small pebbles/pebbly</td>\n",
       "      <td>-30.3918</td>\n",
       "      <td>149.638</td>\n",
       "      <td>200.155</td>\n",
       "      <td>1.53</td>\n",
       "      <td>stones clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000004.1.1</th>\n",
       "      <td>204.88</td>\n",
       "      <td>199.09</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay yellow</td>\n",
       "      <td>-30.4026</td>\n",
       "      <td>149.623</td>\n",
       "      <td>201.985</td>\n",
       "      <td>5.79</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000004.1.1</th>\n",
       "      <td>157.34</td>\n",
       "      <td>150.93</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay</td>\n",
       "      <td>-30.4026</td>\n",
       "      <td>149.623</td>\n",
       "      <td>154.135</td>\n",
       "      <td>6.41</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000004.1.1</th>\n",
       "      <td>225.31</td>\n",
       "      <td>224.09</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay sand</td>\n",
       "      <td>-30.4026</td>\n",
       "      <td>149.623</td>\n",
       "      <td>224.700</td>\n",
       "      <td>1.22</td>\n",
       "      <td>clay sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000004.1.1</th>\n",
       "      <td>218.07</td>\n",
       "      <td>204.88</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay yellow white</td>\n",
       "      <td>-30.4026</td>\n",
       "      <td>149.623</td>\n",
       "      <td>211.475</td>\n",
       "      <td>13.19</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000004.1.1</th>\n",
       "      <td>150.93</td>\n",
       "      <td>143.62</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay grey</td>\n",
       "      <td>-30.4026</td>\n",
       "      <td>149.623</td>\n",
       "      <td>147.275</td>\n",
       "      <td>7.31</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000004.1.1</th>\n",
       "      <td>143.62</td>\n",
       "      <td>143.13</td>\n",
       "      <td>SAND</td>\n",
       "      <td>Sand drift water supply</td>\n",
       "      <td>-30.4026</td>\n",
       "      <td>149.623</td>\n",
       "      <td>143.375</td>\n",
       "      <td>0.49</td>\n",
       "      <td>sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000004.1.1</th>\n",
       "      <td>189.34</td>\n",
       "      <td>188.12</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay yellow</td>\n",
       "      <td>-30.4026</td>\n",
       "      <td>149.623</td>\n",
       "      <td>188.730</td>\n",
       "      <td>1.22</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW000004.1.1</th>\n",
       "      <td>199.09</td>\n",
       "      <td>196.65</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay white streaks</td>\n",
       "      <td>-30.4026</td>\n",
       "      <td>149.623</td>\n",
       "      <td>197.870</td>\n",
       "      <td>2.44</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\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",
       "      <th>GW970186.1.1</th>\n",
       "      <td>183.57</td>\n",
       "      <td>182.57</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay, grey</td>\n",
       "      <td>-30.2262</td>\n",
       "      <td>149.439</td>\n",
       "      <td>183.070</td>\n",
       "      <td>1.00</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970187.1.1</th>\n",
       "      <td>308.15</td>\n",
       "      <td>304.15</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay, gravelly, red</td>\n",
       "      <td>-30.5190</td>\n",
       "      <td>150.198</td>\n",
       "      <td>306.150</td>\n",
       "      <td>4.00</td>\n",
       "      <td>clay gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970187.1.1</th>\n",
       "      <td>304.15</td>\n",
       "      <td>293.65</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, brown &amp; blue, mixed size, small to 60m...</td>\n",
       "      <td>-30.5190</td>\n",
       "      <td>150.198</td>\n",
       "      <td>298.900</td>\n",
       "      <td>10.50</td>\n",
       "      <td>gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970187.1.1</th>\n",
       "      <td>310.65</td>\n",
       "      <td>308.15</td>\n",
       "      <td>SOIL</td>\n",
       "      <td>Soil, black</td>\n",
       "      <td>-30.5190</td>\n",
       "      <td>150.198</td>\n",
       "      <td>309.400</td>\n",
       "      <td>2.50</td>\n",
       "      <td>soil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970188.1.1</th>\n",
       "      <td>285.58</td>\n",
       "      <td>283.68</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay, ridge clay</td>\n",
       "      <td>-31.4184</td>\n",
       "      <td>150.546</td>\n",
       "      <td>284.630</td>\n",
       "      <td>1.90</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970188.1.1</th>\n",
       "      <td>294.98</td>\n",
       "      <td>294.68</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, water bearing</td>\n",
       "      <td>-31.4184</td>\n",
       "      <td>150.546</td>\n",
       "      <td>294.830</td>\n",
       "      <td>0.30</td>\n",
       "      <td>gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970188.1.1</th>\n",
       "      <td>323.28</td>\n",
       "      <td>320.88</td>\n",
       "      <td>TPSL</td>\n",
       "      <td>Topsoil</td>\n",
       "      <td>-31.4184</td>\n",
       "      <td>150.546</td>\n",
       "      <td>322.080</td>\n",
       "      <td>2.40</td>\n",
       "      <td>soil</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970188.1.1</th>\n",
       "      <td>313.58</td>\n",
       "      <td>312.38</td>\n",
       "      <td>SAND</td>\n",
       "      <td>Sand</td>\n",
       "      <td>-31.4184</td>\n",
       "      <td>150.546</td>\n",
       "      <td>312.980</td>\n",
       "      <td>1.20</td>\n",
       "      <td>sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970188.1.1</th>\n",
       "      <td>294.68</td>\n",
       "      <td>285.58</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay</td>\n",
       "      <td>-31.4184</td>\n",
       "      <td>150.546</td>\n",
       "      <td>290.130</td>\n",
       "      <td>9.10</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970188.1.1</th>\n",
       "      <td>312.38</td>\n",
       "      <td>294.98</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay</td>\n",
       "      <td>-31.4184</td>\n",
       "      <td>150.546</td>\n",
       "      <td>303.680</td>\n",
       "      <td>17.40</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970188.1.1</th>\n",
       "      <td>320.88</td>\n",
       "      <td>313.58</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay</td>\n",
       "      <td>-31.4184</td>\n",
       "      <td>150.546</td>\n",
       "      <td>317.230</td>\n",
       "      <td>7.30</td>\n",
       "      <td>clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>271.57</td>\n",
       "      <td>263.57</td>\n",
       "      <td>SDCY</td>\n",
       "      <td>Sandy gravelly clay</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>267.570</td>\n",
       "      <td>8.00</td>\n",
       "      <td>clay sand gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>274.57</td>\n",
       "      <td>271.57</td>\n",
       "      <td>SAND</td>\n",
       "      <td>Sand/clay, brown, soft</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>273.070</td>\n",
       "      <td>3.00</td>\n",
       "      <td>sand</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>241.57</td>\n",
       "      <td>232.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, sub-angular to subrounded</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>237.070</td>\n",
       "      <td>9.00</td>\n",
       "      <td>gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>232.57</td>\n",
       "      <td>230.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, clayey, brown</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>231.570</td>\n",
       "      <td>2.00</td>\n",
       "      <td>clay gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>263.57</td>\n",
       "      <td>257.57</td>\n",
       "      <td>SDCY</td>\n",
       "      <td>Sandy clay, brown</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>260.570</td>\n",
       "      <td>6.00</td>\n",
       "      <td>sandy clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>201.07</td>\n",
       "      <td>196.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, sandy gravelly cobbles</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>198.820</td>\n",
       "      <td>4.50</td>\n",
       "      <td>sand gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>211.57</td>\n",
       "      <td>210.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, clayey</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>211.070</td>\n",
       "      <td>1.00</td>\n",
       "      <td>clay gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>254.57</td>\n",
       "      <td>251.57</td>\n",
       "      <td>SDCY</td>\n",
       "      <td>Sandy clay, brown</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>253.070</td>\n",
       "      <td>3.00</td>\n",
       "      <td>sandy clay</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>219.57</td>\n",
       "      <td>213.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, sandy, brown</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>216.570</td>\n",
       "      <td>6.00</td>\n",
       "      <td>sand gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>223.57</td>\n",
       "      <td>219.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, brown, subangular/subrounded</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>221.570</td>\n",
       "      <td>4.00</td>\n",
       "      <td>gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>251.57</td>\n",
       "      <td>250.57</td>\n",
       "      <td>SAND</td>\n",
       "      <td>Sand, gravelly, brown</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>251.070</td>\n",
       "      <td>1.00</td>\n",
       "      <td>sand gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>230.57</td>\n",
       "      <td>228.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, brown, moderately well sorted</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>229.570</td>\n",
       "      <td>2.00</td>\n",
       "      <td>gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>210.57</td>\n",
       "      <td>201.07</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay, gravelly</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>205.820</td>\n",
       "      <td>9.50</td>\n",
       "      <td>clay gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>228.57</td>\n",
       "      <td>223.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, clayey, brown</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>226.070</td>\n",
       "      <td>5.00</td>\n",
       "      <td>clay gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>282.57</td>\n",
       "      <td>274.57</td>\n",
       "      <td>SDCY</td>\n",
       "      <td>Sandy gravelly clay; brown, occasionally</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>278.570</td>\n",
       "      <td>8.00</td>\n",
       "      <td>clay sand gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>257.57</td>\n",
       "      <td>254.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, clayey, brown</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>256.070</td>\n",
       "      <td>3.00</td>\n",
       "      <td>clay gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>250.57</td>\n",
       "      <td>241.57</td>\n",
       "      <td>CLAY</td>\n",
       "      <td>Clay, gravelly, brown</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>246.070</td>\n",
       "      <td>9.00</td>\n",
       "      <td>clay gravel</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>196.57</td>\n",
       "      <td>186.07</td>\n",
       "      <td>SLSN</td>\n",
       "      <td>Siltstone, permian</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>191.320</td>\n",
       "      <td>10.50</td>\n",
       "      <td>siltstone</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GW970189.1.1</th>\n",
       "      <td>213.57</td>\n",
       "      <td>211.57</td>\n",
       "      <td>GRVL</td>\n",
       "      <td>Gravel, subangular to subrounded</td>\n",
       "      <td>-31.2170</td>\n",
       "      <td>150.472</td>\n",
       "      <td>212.570</td>\n",
       "      <td>2.00</td>\n",
       "      <td>gravel</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>130084 rows × 9 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              TopElev  BottomElev MajorLithCode  \\\n",
       "HydroCode                                         \n",
       "GW000001.1.1   213.25      211.43          SAND   \n",
       "GW000001.1.1   211.43      184.91          CLAY   \n",
       "GW000001.1.1   184.91      181.56          UNKN   \n",
       "GW000002.1.1   132.64      125.94          CLAY   \n",
       "GW000002.1.1   179.73      177.29          CLAY   \n",
       "GW000002.1.1   177.29      161.14          CLAY   \n",
       "GW000002.1.1   180.04      179.73          UNKN   \n",
       "GW000002.1.1   125.94      125.48          SAND   \n",
       "GW000002.1.1   219.05      180.04          SDSN   \n",
       "GW000002.1.1   133.10      132.64          SDSN   \n",
       "GW000002.1.1   161.14      157.48          SDSN   \n",
       "GW000002.1.1   143.77      133.10          CLAY   \n",
       "GW000002.1.1   223.01      219.05          CLAY   \n",
       "GW000002.1.1   157.48      143.77          CLAY   \n",
       "GW000003.1.1   201.22      200.92          SAND   \n",
       "GW000003.1.1   226.21      224.69          SAND   \n",
       "GW000003.1.1   211.89      207.01          CLAY   \n",
       "GW000003.1.1   207.01      201.22          CLAY   \n",
       "GW000003.1.1   189.03      183.54          SDSN   \n",
       "GW000003.1.1   224.08      211.89          CLAY   \n",
       "GW000003.1.1   199.39      190.25          CLAY   \n",
       "GW000003.1.1   200.92      199.39          CLAY   \n",
       "GW000004.1.1   204.88      199.09          CLAY   \n",
       "GW000004.1.1   157.34      150.93          CLAY   \n",
       "GW000004.1.1   225.31      224.09          CLAY   \n",
       "GW000004.1.1   218.07      204.88          CLAY   \n",
       "GW000004.1.1   150.93      143.62          CLAY   \n",
       "GW000004.1.1   143.62      143.13          SAND   \n",
       "GW000004.1.1   189.34      188.12          CLAY   \n",
       "GW000004.1.1   199.09      196.65          CLAY   \n",
       "...               ...         ...           ...   \n",
       "GW970186.1.1   183.57      182.57          CLAY   \n",
       "GW970187.1.1   308.15      304.15          CLAY   \n",
       "GW970187.1.1   304.15      293.65          GRVL   \n",
       "GW970187.1.1   310.65      308.15          SOIL   \n",
       "GW970188.1.1   285.58      283.68          CLAY   \n",
       "GW970188.1.1   294.98      294.68          GRVL   \n",
       "GW970188.1.1   323.28      320.88          TPSL   \n",
       "GW970188.1.1   313.58      312.38          SAND   \n",
       "GW970188.1.1   294.68      285.58          CLAY   \n",
       "GW970188.1.1   312.38      294.98          CLAY   \n",
       "GW970188.1.1   320.88      313.58          CLAY   \n",
       "GW970189.1.1   271.57      263.57          SDCY   \n",
       "GW970189.1.1   274.57      271.57          SAND   \n",
       "GW970189.1.1   241.57      232.57          GRVL   \n",
       "GW970189.1.1   232.57      230.57          GRVL   \n",
       "GW970189.1.1   263.57      257.57          SDCY   \n",
       "GW970189.1.1   201.07      196.57          GRVL   \n",
       "GW970189.1.1   211.57      210.57          GRVL   \n",
       "GW970189.1.1   254.57      251.57          SDCY   \n",
       "GW970189.1.1   219.57      213.57          GRVL   \n",
       "GW970189.1.1   223.57      219.57          GRVL   \n",
       "GW970189.1.1   251.57      250.57          SAND   \n",
       "GW970189.1.1   230.57      228.57          GRVL   \n",
       "GW970189.1.1   210.57      201.07          CLAY   \n",
       "GW970189.1.1   228.57      223.57          GRVL   \n",
       "GW970189.1.1   282.57      274.57          SDCY   \n",
       "GW970189.1.1   257.57      254.57          GRVL   \n",
       "GW970189.1.1   250.57      241.57          CLAY   \n",
       "GW970189.1.1   196.57      186.07          SLSN   \n",
       "GW970189.1.1   213.57      211.57          GRVL   \n",
       "\n",
       "                                                    Description  Latitude  \\\n",
       "HydroCode                                                                   \n",
       "GW000001.1.1                                               Sand  -30.3153   \n",
       "GW000001.1.1                                               Clay  -30.3153   \n",
       "GW000001.1.1                                 Drift water supply  -30.3153   \n",
       "GW000002.1.1                                          Clay sand  -30.3715   \n",
       "GW000002.1.1                                               Clay  -30.3715   \n",
       "GW000002.1.1                                         Clay sandy  -30.3715   \n",
       "GW000002.1.1                                              Drift  -30.3715   \n",
       "GW000002.1.1                       Sand drift fine water supply  -30.3715   \n",
       "GW000002.1.1                             Sandstone water supply  -30.3715   \n",
       "GW000002.1.1                                          Sandstone  -30.3715   \n",
       "GW000002.1.1                                          Sandstone  -30.3715   \n",
       "GW000002.1.1                                         Clay sandy  -30.3715   \n",
       "GW000002.1.1                                               Clay  -30.3715   \n",
       "GW000002.1.1                                  Clay yellow sandy  -30.3715   \n",
       "GW000003.1.1                              Sand drift red coarse  -30.3918   \n",
       "GW000003.1.1                                               Sand  -30.3918   \n",
       "GW000003.1.1                                          Clay sand  -30.3918   \n",
       "GW000003.1.1                                       Clay boulder  -30.3918   \n",
       "GW000003.1.1                                          Sandstone  -30.3918   \n",
       "GW000003.1.1                                               Clay  -30.3918   \n",
       "GW000003.1.1                      Clay drift bands water supply  -30.3918   \n",
       "GW000003.1.1                 Clay red some small pebbles/pebbly  -30.3918   \n",
       "GW000004.1.1                                        Clay yellow  -30.4026   \n",
       "GW000004.1.1                                               Clay  -30.4026   \n",
       "GW000004.1.1                                          Clay sand  -30.4026   \n",
       "GW000004.1.1                                  Clay yellow white  -30.4026   \n",
       "GW000004.1.1                                          Clay grey  -30.4026   \n",
       "GW000004.1.1                            Sand drift water supply  -30.4026   \n",
       "GW000004.1.1                                        Clay yellow  -30.4026   \n",
       "GW000004.1.1                                 Clay white streaks  -30.4026   \n",
       "...                                                         ...       ...   \n",
       "GW970186.1.1                                         Clay, grey  -30.2262   \n",
       "GW970187.1.1                                Clay, gravelly, red  -30.5190   \n",
       "GW970187.1.1  Gravel, brown & blue, mixed size, small to 60m...  -30.5190   \n",
       "GW970187.1.1                                        Soil, black  -30.5190   \n",
       "GW970188.1.1                                   Clay, ridge clay  -31.4184   \n",
       "GW970188.1.1                              Gravel, water bearing  -31.4184   \n",
       "GW970188.1.1                                            Topsoil  -31.4184   \n",
       "GW970188.1.1                                               Sand  -31.4184   \n",
       "GW970188.1.1                                               Clay  -31.4184   \n",
       "GW970188.1.1                                               Clay  -31.4184   \n",
       "GW970188.1.1                                               Clay  -31.4184   \n",
       "GW970189.1.1                                Sandy gravelly clay  -31.2170   \n",
       "GW970189.1.1                             Sand/clay, brown, soft  -31.2170   \n",
       "GW970189.1.1                  Gravel, sub-angular to subrounded  -31.2170   \n",
       "GW970189.1.1                              Gravel, clayey, brown  -31.2170   \n",
       "GW970189.1.1                                  Sandy clay, brown  -31.2170   \n",
       "GW970189.1.1                     Gravel, sandy gravelly cobbles  -31.2170   \n",
       "GW970189.1.1                                     Gravel, clayey  -31.2170   \n",
       "GW970189.1.1                                  Sandy clay, brown  -31.2170   \n",
       "GW970189.1.1                               Gravel, sandy, brown  -31.2170   \n",
       "GW970189.1.1               Gravel, brown, subangular/subrounded  -31.2170   \n",
       "GW970189.1.1                              Sand, gravelly, brown  -31.2170   \n",
       "GW970189.1.1              Gravel, brown, moderately well sorted  -31.2170   \n",
       "GW970189.1.1                                     Clay, gravelly  -31.2170   \n",
       "GW970189.1.1                              Gravel, clayey, brown  -31.2170   \n",
       "GW970189.1.1           Sandy gravelly clay; brown, occasionally  -31.2170   \n",
       "GW970189.1.1                              Gravel, clayey, brown  -31.2170   \n",
       "GW970189.1.1                              Clay, gravelly, brown  -31.2170   \n",
       "GW970189.1.1                                 Siltstone, permian  -31.2170   \n",
       "GW970189.1.1                   Gravel, subangular to subrounded  -31.2170   \n",
       "\n",
       "              longitude    Depth  Thick               OWN  \n",
       "HydroCode                                                  \n",
       "GW000001.1.1    149.652  212.340   1.82              sand  \n",
       "GW000001.1.1    149.652  198.170  26.52              clay  \n",
       "GW000001.1.1    149.652  183.235   3.35             drift  \n",
       "GW000002.1.1    149.618  129.290   6.70         clay sand  \n",
       "GW000002.1.1    149.618  178.510   2.44              clay  \n",
       "GW000002.1.1    149.618  169.215  16.15         clay sand  \n",
       "GW000002.1.1    149.618  179.885   0.31             drift  \n",
       "GW000002.1.1    149.618  125.710   0.46              sand  \n",
       "GW000002.1.1    149.618  199.545  39.01         sandstone  \n",
       "GW000002.1.1    149.618  132.870   0.46         sandstone  \n",
       "GW000002.1.1    149.618  159.310   3.66         sandstone  \n",
       "GW000002.1.1    149.618  138.435  10.67         clay sand  \n",
       "GW000002.1.1    149.618  221.030   3.96              clay  \n",
       "GW000002.1.1    149.618  150.625  13.71         clay sand  \n",
       "GW000003.1.1    149.638  201.070   0.30              sand  \n",
       "GW000003.1.1    149.638  225.450   1.52              sand  \n",
       "GW000003.1.1    149.638  209.450   4.88         clay sand  \n",
       "GW000003.1.1    149.638  204.115   5.79              clay  \n",
       "GW000003.1.1    149.638  186.285   5.49         sandstone  \n",
       "GW000003.1.1    149.638  217.985  12.19              clay  \n",
       "GW000003.1.1    149.638  194.820   9.14              clay  \n",
       "GW000003.1.1    149.638  200.155   1.53       stones clay  \n",
       "GW000004.1.1    149.623  201.985   5.79              clay  \n",
       "GW000004.1.1    149.623  154.135   6.41              clay  \n",
       "GW000004.1.1    149.623  224.700   1.22         clay sand  \n",
       "GW000004.1.1    149.623  211.475  13.19              clay  \n",
       "GW000004.1.1    149.623  147.275   7.31              clay  \n",
       "GW000004.1.1    149.623  143.375   0.49              sand  \n",
       "GW000004.1.1    149.623  188.730   1.22              clay  \n",
       "GW000004.1.1    149.623  197.870   2.44              clay  \n",
       "...                 ...      ...    ...               ...  \n",
       "GW970186.1.1    149.439  183.070   1.00              clay  \n",
       "GW970187.1.1    150.198  306.150   4.00       clay gravel  \n",
       "GW970187.1.1    150.198  298.900  10.50            gravel  \n",
       "GW970187.1.1    150.198  309.400   2.50              soil  \n",
       "GW970188.1.1    150.546  284.630   1.90              clay  \n",
       "GW970188.1.1    150.546  294.830   0.30            gravel  \n",
       "GW970188.1.1    150.546  322.080   2.40              soil  \n",
       "GW970188.1.1    150.546  312.980   1.20              sand  \n",
       "GW970188.1.1    150.546  290.130   9.10              clay  \n",
       "GW970188.1.1    150.546  303.680  17.40              clay  \n",
       "GW970188.1.1    150.546  317.230   7.30              clay  \n",
       "GW970189.1.1    150.472  267.570   8.00  clay sand gravel  \n",
       "GW970189.1.1    150.472  273.070   3.00              sand  \n",
       "GW970189.1.1    150.472  237.070   9.00            gravel  \n",
       "GW970189.1.1    150.472  231.570   2.00       clay gravel  \n",
       "GW970189.1.1    150.472  260.570   6.00        sandy clay  \n",
       "GW970189.1.1    150.472  198.820   4.50       sand gravel  \n",
       "GW970189.1.1    150.472  211.070   1.00       clay gravel  \n",
       "GW970189.1.1    150.472  253.070   3.00        sandy clay  \n",
       "GW970189.1.1    150.472  216.570   6.00       sand gravel  \n",
       "GW970189.1.1    150.472  221.570   4.00            gravel  \n",
       "GW970189.1.1    150.472  251.070   1.00       sand gravel  \n",
       "GW970189.1.1    150.472  229.570   2.00            gravel  \n",
       "GW970189.1.1    150.472  205.820   9.50       clay gravel  \n",
       "GW970189.1.1    150.472  226.070   5.00       clay gravel  \n",
       "GW970189.1.1    150.472  278.570   8.00  clay sand gravel  \n",
       "GW970189.1.1    150.472  256.070   3.00       clay gravel  \n",
       "GW970189.1.1    150.472  246.070   9.00       clay gravel  \n",
       "GW970189.1.1    150.472  191.320  10.50         siltstone  \n",
       "GW970189.1.1    150.472  212.570   2.00            gravel  \n",
       "\n",
       "[130084 rows x 9 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# print(len(DF.OWN.unique().tolist()), DF.OWN.unique())\n",
    "DF1 = DF.dropna(subset = ['OWN'])\n",
    "DF1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['SAND', 'CLAY', 'UNKN', 'SDSN', 'DRFT', 'CMNT', 'GRVL', 'LMSN',\n",
       "       'LOAM', 'SHLE', 'SILT', 'STON', 'IRNS', 'QRTZ', 'IRSN', 'ROCK',\n",
       "       'CHLK', 'CGLM', 'COAL', 'BSLT', 'MUD', 'DORT', 'VLCC', 'SOIL',\n",
       "       'FILL', 'SLTE', 'BLDR', 'CBBL', 'SBSL', 'GRNT', 'ERTH', 'FMSR',\n",
       "       'AQFR', 'LTRT', 'PUG', 'SPBK', '20', 'TPSL', 'SPSN', 'LGNT', 'BNDS',\n",
       "       'RBBL', 'BDRK', 'WASH', 'LAVA', 'CLEN', 'MARL', 'FLSC', 'GRSN',\n",
       "       'CLVM', 'FPPP', 'SWRX', 'GRCK', 'QRTT', 'GRIT', 'TUFF', 'FRMN',\n",
       "       'MDSN', 'SRPN', 'BLML', 'ALVM', 'LIME', 'PRPR', 'CLYS', 'GBBR',\n",
       "       'KOPI', 'CREK', 'ALUM', 'BRCC', 'DLRT', 'RHLT', 'MICA', 'SLDG',\n",
       "       'HUMS', 'BCVC', 'SDMN', 'SLRR', 'IGRK', 'OVBD', 'ASHV', 'OXID',\n",
       "       'SNDY', 'CLBD', 'CVTY', 'CLSN', 'SLSN', 'CHRT', 'CLLM', 'SLCY',\n",
       "       'CLGR', 'CLSD', 'SLND', 'SDCY', 'SASH', 'SCLM', 'PHLT', 'CLCN',\n",
       "       'SDLM', 'DLMT', '19', '23', '21', 'AGLM', 'CLCR', 'CRBN', 'GRLT',\n",
       "       'QZPP', 'GRCL', 'HWRX', 'ARKS', 'SCST', 'SDMR', 'SILC', 'VCRK',\n",
       "       'WTRD', 'SKMR', 'FSND', 'ANDS', 'BNST', '1', 'SLCR', 'FSSR', 'FLDP',\n",
       "       'BNTN', 'CLCT', 'FLOT', 'ACVC', 'BCDR', 'BNJN', 'AAAA', 'BLST',\n",
       "       'ACIG', 'PEAT', '99', '17', 'DCMP', 'OPEN', 'BRBN', '8', 'BKST',\n",
       "       'BKBN', 'SGCY', 'ALRD', 'ALWD', 'SSLS', 'GYST', 'LBIL', 'CRKD',\n",
       "       'SHFT', 'CNZC', 'RIDG', 'WB', 'BCPD', 'WTST', 'WTCB', 'BLBN',\n",
       "       'WDDY', 'YWST', 'SFBD', 'GNBN', 'HDBD', 'BRKN', 'RED', 'LGRY',\n",
       "       'CRSE', 'RDST', 'UCMD', 'MDUM', 'LBRN', 'RDBN', 'DRED', 'BRWN',\n",
       "       'VFIN', 'FINE', 'SRFC', 'DBRN', 'DGRY', 'ORNG', 'GRBN', 'BLUE',\n",
       "       'LOMY', 'DRY', 'WET', 'BCKS', 'SOAK', 'NDLR', 'LOOS', 'RIVR',\n",
       "       'PRUS', 'TNLR', 'MLCD', 'WHBN', 'RKBR', 'LGHT', 'DBLU', 'LBLU',\n",
       "       'DRTY', 'KHKI', 'IGVL', '15', 'WRCK', 'CLRD', 'FRCD', 'SOPY', '22',\n",
       "       'STCK', 'GRTT', 'CLYY', 'SBGL', 'TGHT', 'STNY', 'LRGE', 'SMLL',\n",
       "       'RODN', 'VSLT', 'RSTY', 'PEA', 'GRDL', 'MRNN', 'CMPC', 'SHLY',\n",
       "       'PRPL', 'HARD', 'RDDS', 'SOFT', 'DENS', 'SCLY', 'MOST', 'YWBN',\n",
       "       'CGLD', 'SDLC', 'FNCR', 'MMCR', 'CMND', 'BSLC', 'SLTY', 'VSND',\n",
       "       'BLCK', 'SLLY', 'SLBD', 'STND', 'JSPR', 'SLPR', 'BASE', 'SOLD',\n",
       "       'LYER', 'PFWD', 'CNSD', 'ZOLT', 'TUGH', 'WOOD', 'SEMS', 'CGLC',\n",
       "       'WODY', 'RSTN', 'SEMI', 'TRAP', 'SHSD', 'SEAM', 'ASH', 'SDRC',\n",
       "       'TRCN', 'NMRN', 'BSMT', 'FLVL', 'RFLT', 'NORT', 'UMFC', 'SSDS',\n",
       "       'SCBN', 'CBSD'], dtype=object)"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "classes\n",
    "# DF[DF.MajorLithCode == 'VLCC']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['sand', 'clay', 'drift', 'clay sand', 'sandstone', nan,\n",
       "       'stones clay', 'cement', 'pebbles', 'limestone', 'loam', 'shale',\n",
       "       'silty sand', 'silt', 'stones', 'sandy loam', 'quartz', 'ironstone',\n",
       "       'sand gravel', 'gravel', 'rock', 'chalk', 'clay gravel',\n",
       "       'conglomerate', 'coal', 'basalt', 'mud', 'diorite', 'volcanic',\n",
       "       'soil', 'slate', 'boulders', 'granite', 'mud sand', 'stones gravel',\n",
       "       'laterite', 'clay sand gravel', 'stones sand', 'soapstone',\n",
       "       'lignite', 'lava', 'sandy clay', 'marl', 'porphyry', 'greywacke',\n",
       "       'silt gravel', 'tuff', 'mudstone', 'serpentine', 'silty loam',\n",
       "       'blue metal', 'sand silt', 'clay boulders', 'alluvium',\n",
       "       'silty clay', 'mud gravel', 'clay loam', 'sand boulders', 'breccia',\n",
       "       'water', 'dolerite', 'rhyolite', 'mica', 'sedimentary', 'igneous',\n",
       "       'clay silt', 'cavity', 'claystone', 'sand clay', 'siltstone',\n",
       "       'chert', 'silty clay sand', 'silty sandy clay', 'wood',\n",
       "       'sandy clay loam', 'phyllite', 'dolomite', 'agglomerate',\n",
       "       'calcrete', 'carbonaceous', 'arkose', 'schist', 'ignimbrite',\n",
       "       'andesite', 'silcrete', 'feldspar', 'bentonite', 'calcite',\n",
       "       'loamy sand', 'jasper', 'silty', 'zeolite', 'siderite'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "DF.OWN.unique()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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