{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Web-scraping geophysical data using Pandas\n",
    "\n",
    "### By Mark Naylor, School of GeoSciences, University of Edinburgh\n",
    "### https://blogs.ed.ac.uk/mnaylor/2018/10/06/web-scraping-in-python/\n",
    "\n",
    "---"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Introduction\n",
    "\n",
    "Web-scraping is the action of getting data from online sources, without first having to download that data to a file or copying it into an excel spreadsheet.\n",
    "\n",
    "This quick start guide shows some examples of how to scrape data from the web.\n",
    "\n",
    "- I have not tried to beautify the plots\n",
    "- Whether these tricks work depends upon how the website was constructed, so they wont always work...!\n",
    "- But when they do it can be really helpful and save you lot's of time!"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "%matplotlib inline\n",
    "\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "\n",
    "plt.rcParams['figure.figsize'] = [8, 8]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## 1. Southern California Earthquake catalogue [from space delimited data]\n",
    "\n",
    "Look one of the catalogues on this ftp site: http://service.scedc.caltech.edu/ftp/catalogs/SCEC_DC/\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Load a single year from the catalogue\n",
    "Select the url of one of the catalogues, enter it in the code below and run it:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"http://service.scedc.caltech.edu/ftp/catalogs/SCEC_DC/1932.catalog\"\n",
    "df = pd.read_csv(url , delim_whitespace=True, skiprows=9)\n",
    "\n",
    "df.plot(kind=\"scatter\", x=\"LAT\", y=\"LON\")\n",
    "\n",
    "print(df.head())\n",
    "print(df.shape)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Iterate over all the years and create a unified catalogue\n",
    "\n",
    "It would be a pain if we had to load each catalogue manually and append them together. So, let's iterate over them using Python instead!\n",
    "\n",
    "- You can append Pandas DataFrames together using the `df1.append(df2)`. This appends `df1` and `df2` together - both need to be DataFrame objects. See the example below.\n",
    "\n",
    "- In the `print` call below I have included the argument `end='\\r'` which means the print statement will overwrite as each year is processed. (Only works in Python 3)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Processing year:2018\r"
     ]
    }
   ],
   "source": [
    "df_full = pd.DataFrame()\n",
    "\n",
    "for i in range(1932,2019):\n",
    "    url = \"http://service.scedc.caltech.edu/ftp/catalogs/SCEC_DC/\"+str(i)+\".catalog\"\n",
    "    print(\"Processing year:\"+str(i), end='\\r')\n",
    "    df_tmp = pd.read_csv(url , delim_whitespace=True, skiprows=9)\n",
    "    df_full = df_full.append(df_tmp)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can find how many events there are in the catalogue using the `shape` attribute: "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(712633, 13)"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_full.shape"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And the head of the dataframe is:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>#YYY/MM/DD</th>\n",
       "      <th>HH:mm:SS.ss</th>\n",
       "      <th>ET</th>\n",
       "      <th>GT</th>\n",
       "      <th>MAG</th>\n",
       "      <th>M</th>\n",
       "      <th>LAT</th>\n",
       "      <th>LON</th>\n",
       "      <th>DEPTH</th>\n",
       "      <th>Q</th>\n",
       "      <th>EVID</th>\n",
       "      <th>NPH</th>\n",
       "      <th>NGRM</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1932/01/01</td>\n",
       "      <td>23:52:07.87</td>\n",
       "      <td>eq</td>\n",
       "      <td>l</td>\n",
       "      <td>0.00</td>\n",
       "      <td>n</td>\n",
       "      <td>34.130</td>\n",
       "      <td>-117.993</td>\n",
       "      <td>6.0</td>\n",
       "      <td>D</td>\n",
       "      <td>3358386.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1932/01/02</td>\n",
       "      <td>16:42:43.68</td>\n",
       "      <td>eq</td>\n",
       "      <td>l</td>\n",
       "      <td>2.73</td>\n",
       "      <td>l</td>\n",
       "      <td>33.903</td>\n",
       "      <td>-117.645</td>\n",
       "      <td>6.0</td>\n",
       "      <td>C</td>\n",
       "      <td>3358387.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1932/01/03</td>\n",
       "      <td>17:58:10.01</td>\n",
       "      <td>eq</td>\n",
       "      <td>l</td>\n",
       "      <td>3.00</td>\n",
       "      <td>h</td>\n",
       "      <td>32.000</td>\n",
       "      <td>-116.000</td>\n",
       "      <td>6.0</td>\n",
       "      <td>D</td>\n",
       "      <td>3358388.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>1932/01/04</td>\n",
       "      <td>21:30:00.96</td>\n",
       "      <td>eq</td>\n",
       "      <td>l</td>\n",
       "      <td>2.00</td>\n",
       "      <td>h</td>\n",
       "      <td>33.771</td>\n",
       "      <td>-117.494</td>\n",
       "      <td>6.0</td>\n",
       "      <td>C</td>\n",
       "      <td>3358396.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>1932/01/05</td>\n",
       "      <td>02:37:27.96</td>\n",
       "      <td>eq</td>\n",
       "      <td>l</td>\n",
       "      <td>1.50</td>\n",
       "      <td>h</td>\n",
       "      <td>33.559</td>\n",
       "      <td>-118.442</td>\n",
       "      <td>6.0</td>\n",
       "      <td>C</td>\n",
       "      <td>3358398.0</td>\n",
       "      <td>8.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   #YYY/MM/DD  HH:mm:SS.ss  ET GT   MAG  M     LAT      LON  DEPTH  Q  \\\n",
       "0  1932/01/01  23:52:07.87  eq  l  0.00  n  34.130 -117.993    6.0  D   \n",
       "1  1932/01/02  16:42:43.68  eq  l  2.73  l  33.903 -117.645    6.0  C   \n",
       "2  1932/01/03  17:58:10.01  eq  l  3.00  h  32.000 -116.000    6.0  D   \n",
       "3  1932/01/04  21:30:00.96  eq  l  2.00  h  33.771 -117.494    6.0  C   \n",
       "4  1932/01/05  02:37:27.96  eq  l  1.50  h  33.559 -118.442    6.0  C   \n",
       "\n",
       "        EVID   NPH  NGRM  \n",
       "0  3358386.0   7.0   0.0  \n",
       "1  3358387.0  12.0   0.0  \n",
       "2  3358388.0   7.0   0.0  \n",
       "3  3358396.0  11.0   0.0  \n",
       "4  3358398.0   8.0   0.0  "
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_full.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11b485160>"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df_full.plot(kind=\"scatter\", x=\"LAT\", y=\"LON\", s=0.01)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## 2. NOAA: Significant volvanic eruptions [tab delimited data from web]\n",
    "\n",
    "There us a tab delimited download off here:\n",
    "https://www.ngdc.noaa.gov/nndc/servlet/ShowDatasets?dataset=102557&search_look=50&display_look=50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Year</th>\n",
       "      <th>Month</th>\n",
       "      <th>Day</th>\n",
       "      <th>TSU</th>\n",
       "      <th>EQ</th>\n",
       "      <th>Name</th>\n",
       "      <th>Location</th>\n",
       "      <th>Country</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>...</th>\n",
       "      <th>TOTAL_DEATHS</th>\n",
       "      <th>TOTAL_DEATHS_DESCRIPTION</th>\n",
       "      <th>TOTAL_MISSING</th>\n",
       "      <th>TOTAL_MISSING_DESCRIPTION</th>\n",
       "      <th>TOTAL_INJURIES</th>\n",
       "      <th>TOTAL_INJURIES_DESCRIPTION</th>\n",
       "      <th>TOTAL_DAMAGE_MILLIONS_DOLLARS</th>\n",
       "      <th>TOTAL_DAMAGE_DESCRIPTION</th>\n",
       "      <th>TOTAL_HOUSES_DESTROYED</th>\n",
       "      <th>TOTAL_HOUSES_DESTROYED_DESCRIPTION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>-4360</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Macauley Island</td>\n",
       "      <td>Kermadec Is</td>\n",
       "      <td>New Zealand</td>\n",
       "      <td>-30.200</td>\n",
       "      <td>-178.470</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>-4350</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Kikai</td>\n",
       "      <td>Ryukyu Is</td>\n",
       "      <td>Japan</td>\n",
       "      <td>30.780</td>\n",
       "      <td>130.280</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>-4050</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Masaya</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>11.984</td>\n",
       "      <td>-86.161</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>-4000</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Pago</td>\n",
       "      <td>New Britain-SW Pac</td>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>-5.580</td>\n",
       "      <td>150.520</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>-3580</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Taal</td>\n",
       "      <td>Luzon-Philippines</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>14.002</td>\n",
       "      <td>120.993</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   Year  Month  Day  TSU   EQ             Name            Location  \\\n",
       "0 -4360    NaN  NaN  NaN  NaN  Macauley Island         Kermadec Is   \n",
       "1 -4350    NaN  NaN  NaN  NaN            Kikai           Ryukyu Is   \n",
       "2 -4050    NaN  NaN  NaN  NaN           Masaya           Nicaragua   \n",
       "3 -4000    NaN  NaN  NaN  NaN             Pago  New Britain-SW Pac   \n",
       "4 -3580    NaN  NaN  NaN  NaN             Taal   Luzon-Philippines   \n",
       "\n",
       "            Country  Latitude  Longitude                 ...                  \\\n",
       "0       New Zealand   -30.200   -178.470                 ...                   \n",
       "1             Japan    30.780    130.280                 ...                   \n",
       "2         Nicaragua    11.984    -86.161                 ...                   \n",
       "3  Papua New Guinea    -5.580    150.520                 ...                   \n",
       "4       Philippines    14.002    120.993                 ...                   \n",
       "\n",
       "   TOTAL_DEATHS TOTAL_DEATHS_DESCRIPTION TOTAL_MISSING  \\\n",
       "0           NaN                      NaN           NaN   \n",
       "1           NaN                      3.0           NaN   \n",
       "2           NaN                      NaN           NaN   \n",
       "3           NaN                      1.0           NaN   \n",
       "4           NaN                      NaN           NaN   \n",
       "\n",
       "  TOTAL_MISSING_DESCRIPTION  TOTAL_INJURIES TOTAL_INJURIES_DESCRIPTION  \\\n",
       "0                       NaN             NaN                        NaN   \n",
       "1                       NaN             NaN                        NaN   \n",
       "2                       NaN             NaN                        NaN   \n",
       "3                       NaN             NaN                        NaN   \n",
       "4                       NaN             NaN                        NaN   \n",
       "\n",
       "   TOTAL_DAMAGE_MILLIONS_DOLLARS  TOTAL_DAMAGE_DESCRIPTION  \\\n",
       "0                            NaN                       NaN   \n",
       "1                            NaN                       3.0   \n",
       "2                            NaN                       NaN   \n",
       "3                            NaN                       1.0   \n",
       "4                            NaN                       NaN   \n",
       "\n",
       "   TOTAL_HOUSES_DESTROYED  TOTAL_HOUSES_DESTROYED_DESCRIPTION  \n",
       "0                     NaN                                 NaN  \n",
       "1                     NaN                                 3.0  \n",
       "2                     NaN                                 NaN  \n",
       "3                     NaN                                 NaN  \n",
       "4                     NaN                                 NaN  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url=\"https://www.ngdc.noaa.gov/nndc/struts/results?type_0=Exact&query_0=$HAZ_EVENT_ID&t=102557&s=50&d=54&dfn=volerup.txt\"\n",
    "df = pd.read_csv(url,sep=\"\\t\")\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11c054400>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "df.plot(kind=\"scatter\", y=\"Latitude\", x=\"Longitude\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "## 3. Human-Induced earthquakes database [Excel form web]\n",
    "\n",
    "There is an excel download linked off here:\n",
    "https://inducedearthquakes.org"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 84,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>Earthquake cause (main class)</th>\n",
       "      <th>Earthquake cause (subclass)</th>\n",
       "      <th>Project name</th>\n",
       "      <th>Latitude (approximate)</th>\n",
       "      <th>Longitude (approximate)</th>\n",
       "      <th>Project start date</th>\n",
       "      <th>Project end date</th>\n",
       "      <th>Seismicity or monitoring start date</th>\n",
       "      <th>Seismicity or monitoring end date</th>\n",
       "      <th>...</th>\n",
       "      <th>Maximum injection/extraction rate (max unless stated)</th>\n",
       "      <th>Rate units</th>\n",
       "      <th>Total volume or mass of material injected/extracted</th>\n",
       "      <th>Volume or mass units</th>\n",
       "      <th>Maximum injection pressure (MPa)</th>\n",
       "      <th>Change in reservoir pressure (MPa)</th>\n",
       "      <th>Stress change (MPa)</th>\n",
       "      <th>Bottom hole temperature (°C)</th>\n",
       "      <th>Notes</th>\n",
       "      <th>Reference(s)</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>CCS</td>\n",
       "      <td>CO2 injection</td>\n",
       "      <td>In Salah</td>\n",
       "      <td>29.088942</td>\n",
       "      <td>2.21383</td>\n",
       "      <td>2004</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2009 (August)</td>\n",
       "      <td>2011 (June)</td>\n",
       "      <td>...</td>\n",
       "      <td>43</td>\n",
       "      <td>mcf/day</td>\n",
       "      <td>3850000 (as of 2013), 3500000 (m3)</td>\n",
       "      <td>tonnes</td>\n",
       "      <td>16</td>\n",
       "      <td>12 (modelled)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Injection into gas field but no apparent conne...</td>\n",
       "      <td>Oye et al. (2013), Stork et al. (2015), Verdon...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>USA</td>\n",
       "      <td>CCS</td>\n",
       "      <td>CO2 injection</td>\n",
       "      <td>Decatur, Illinois, demonstration site</td>\n",
       "      <td>39.876933</td>\n",
       "      <td>-88.8934</td>\n",
       "      <td>2011 (November)</td>\n",
       "      <td>2014 (November)</td>\n",
       "      <td>2013 (July)</td>\n",
       "      <td>2014 (December)</td>\n",
       "      <td>...</td>\n",
       "      <td>11.6</td>\n",
       "      <td>kg/s</td>\n",
       "      <td>1000000, 910000 (m3)</td>\n",
       "      <td>tonnes</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Volume assuming liquid CO2 density of 1100 kg/m3</td>\n",
       "      <td>Kaven et al. (2015)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Botswana</td>\n",
       "      <td>Coal Bed Methane (CBM)</td>\n",
       "      <td>Coal Bed Methane (CBM)</td>\n",
       "      <td>Selemo and Lesedi pilot pods</td>\n",
       "      <td>-22.586373</td>\n",
       "      <td>25.8459</td>\n",
       "      <td>2014</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Albano et al. (2017) provide strong evidence f...</td>\n",
       "      <td>Barbee (2017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UK</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Coastal engineering (geoengineering)</td>\n",
       "      <td>Folkestone</td>\n",
       "      <td>51.104297</td>\n",
       "      <td>1.27138</td>\n",
       "      <td>1806</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2800000000</td>\n",
       "      <td>kg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.001-0.03</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Samphire Hoe a much more likely trigger as lar...</td>\n",
       "      <td>Klose (2007a)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Taiwan</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Construction</td>\n",
       "      <td>Taipei 101</td>\n",
       "      <td>25.033985</td>\n",
       "      <td>121.564</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>...</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>258138 (proxy)</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.47</td>\n",
       "      <td>NaN</td>\n",
       "      <td>Assume steel density of 8000 kg/m3</td>\n",
       "      <td>Lin (2005)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 36 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Country Earthquake cause (main class)  \\\n",
       "0   Algeria                           CCS   \n",
       "1       USA                           CCS   \n",
       "2  Botswana        Coal Bed Methane (CBM)   \n",
       "3        UK                  Construction   \n",
       "4    Taiwan                  Construction   \n",
       "\n",
       "            Earthquake cause (subclass)  \\\n",
       "0                         CO2 injection   \n",
       "1                         CO2 injection   \n",
       "2                Coal Bed Methane (CBM)   \n",
       "3  Coastal engineering (geoengineering)   \n",
       "4                          Construction   \n",
       "\n",
       "                            Project name  Latitude (approximate)  \\\n",
       "0                               In Salah               29.088942   \n",
       "1  Decatur, Illinois, demonstration site               39.876933   \n",
       "2           Selemo and Lesedi pilot pods              -22.586373   \n",
       "3                             Folkestone               51.104297   \n",
       "4                             Taipei 101               25.033985   \n",
       "\n",
       "  Longitude (approximate) Project start date Project end date  \\\n",
       "0                 2.21383               2004              NaN   \n",
       "1                -88.8934    2011 (November)  2014 (November)   \n",
       "2                 25.8459               2014              NaN   \n",
       "3                 1.27138               1806              NaN   \n",
       "4                 121.564                NaN              NaN   \n",
       "\n",
       "  Seismicity or monitoring start date Seismicity or monitoring end date  \\\n",
       "0                       2009 (August)                       2011 (June)   \n",
       "1                         2013 (July)                   2014 (December)   \n",
       "2                                 NaN                               NaN   \n",
       "3                                 NaN                               NaN   \n",
       "4                                 NaN                               NaN   \n",
       "\n",
       "                         ...                          \\\n",
       "0                        ...                           \n",
       "1                        ...                           \n",
       "2                        ...                           \n",
       "3                        ...                           \n",
       "4                        ...                           \n",
       "\n",
       "  Maximum injection/extraction rate (max unless stated) Rate units  \\\n",
       "0                                                 43       mcf/day   \n",
       "1                                               11.6          kg/s   \n",
       "2                                                NaN           NaN   \n",
       "3                                                NaN           NaN   \n",
       "4                                                NaN           NaN   \n",
       "\n",
       "   Total volume or mass of material injected/extracted Volume or mass units  \\\n",
       "0                 3850000 (as of 2013), 3500000 (m3)                 tonnes   \n",
       "1                               1000000, 910000 (m3)                 tonnes   \n",
       "2                                                NaN                    NaN   \n",
       "3                                         2800000000                     kg   \n",
       "4                                     258138 (proxy)                    NaN   \n",
       "\n",
       "  Maximum injection pressure (MPa) Change in reservoir pressure (MPa)  \\\n",
       "0                               16                      12 (modelled)   \n",
       "1                              NaN                                NaN   \n",
       "2                              NaN                                NaN   \n",
       "3                              NaN                                NaN   \n",
       "4                              NaN                                NaN   \n",
       "\n",
       "   Stress change (MPa) Bottom hole temperature (°C)  \\\n",
       "0                  NaN                          NaN   \n",
       "1                  NaN                          NaN   \n",
       "2                  NaN                          NaN   \n",
       "3           0.001-0.03                          NaN   \n",
       "4                 0.47                          NaN   \n",
       "\n",
       "                                               Notes  \\\n",
       "0  Injection into gas field but no apparent conne...   \n",
       "1   Volume assuming liquid CO2 density of 1100 kg/m3   \n",
       "2  Albano et al. (2017) provide strong evidence f...   \n",
       "3  Samphire Hoe a much more likely trigger as lar...   \n",
       "4                 Assume steel density of 8000 kg/m3   \n",
       "\n",
       "                                        Reference(s)  \n",
       "0  Oye et al. (2013), Stork et al. (2015), Verdon...  \n",
       "1                                Kaven et al. (2015)  \n",
       "2                                      Barbee (2017)  \n",
       "3                                      Klose (2007a)  \n",
       "4                                         Lin (2005)  \n",
       "\n",
       "[5 rows x 36 columns]"
      ]
     },
     "execution_count": 84,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "xl = pd.read_excel(\"http://inducedearthquakes.org/wp-content/uploads/2018/08/The_Human_Induced_Earthquake_Database.xlsx\")\n",
    "xl.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This dataframe still needs some cleaning (e.g. the Longitute column is not numeric) but let's do a simple frequency plot to show that it is starting to be in a useful format."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "xl['Earthquake cause (main class)'].value_counts().plot(kind='bar')\n",
    "plt.ylabel(\"Frequency\")\n",
    "plt.title(\"Occurance of human-induced seismicity by sector\")\n",
    "plt.savefig(\"inducedSeismicitySummary.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## 4. Our world in natural catastrophies [from html table on web]\n",
    "\n",
    "Have a look at this page and the underlying datasets linked from here: https://ourworldindata.org/natural-catastrophes. We can see a range of graphs presenting information about natural catastropies.\n",
    "\n",
    "There is a link to a page containing two html tables of data at https://ourworldindata.org/ofdacred-international-disaster-data.\n",
    "\n",
    "- We can extract these two tables using `pd.read_html()`"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = pd.read_html(\"https://ourworldindata.org/ofdacred-international-disaster-data\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This has created a list of DataFrames, one for each table.\n",
    "\n",
    "- Let's extract the first table and have a look at it"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Drought</th>\n",
       "      <th>Earthquake</th>\n",
       "      <th>Extreme temperature</th>\n",
       "      <th>Flood</th>\n",
       "      <th>Impact</th>\n",
       "      <th>Landslide</th>\n",
       "      <th>Mass movement (dry)</th>\n",
       "      <th>Storm</th>\n",
       "      <th>Volcanic activity</th>\n",
       "      <th>Wildfire</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Yearly average global annual deaths from natural disasters, by decade</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",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1900s</th>\n",
       "      <td>130000</td>\n",
       "      <td>17302</td>\n",
       "      <td>0</td>\n",
       "      <td>63</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>1801</td>\n",
       "      <td>4494</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1910s</th>\n",
       "      <td>8500</td>\n",
       "      <td>6280</td>\n",
       "      <td>0</td>\n",
       "      <td>10138</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>12</td>\n",
       "      <td>5995</td>\n",
       "      <td>648</td>\n",
       "      <td>107</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1920s</th>\n",
       "      <td>472400</td>\n",
       "      <td>54935</td>\n",
       "      <td>0</td>\n",
       "      <td>428</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>0</td>\n",
       "      <td>11999</td>\n",
       "      <td>514</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1930s</th>\n",
       "      <td>0</td>\n",
       "      <td>23770</td>\n",
       "      <td>169</td>\n",
       "      <td>436147</td>\n",
       "      <td>0</td>\n",
       "      <td>103</td>\n",
       "      <td>4</td>\n",
       "      <td>9384</td>\n",
       "      <td>318</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1940s</th>\n",
       "      <td>345000</td>\n",
       "      <td>16187</td>\n",
       "      <td>0</td>\n",
       "      <td>10103</td>\n",
       "      <td>0</td>\n",
       "      <td>1753</td>\n",
       "      <td>0</td>\n",
       "      <td>12712</td>\n",
       "      <td>213</td>\n",
       "      <td>25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1950s</th>\n",
       "      <td>0</td>\n",
       "      <td>2093</td>\n",
       "      <td>150</td>\n",
       "      <td>205830</td>\n",
       "      <td>0</td>\n",
       "      <td>215</td>\n",
       "      <td>0</td>\n",
       "      <td>3126</td>\n",
       "      <td>510</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1960s</th>\n",
       "      <td>150865</td>\n",
       "      <td>5236</td>\n",
       "      <td>113</td>\n",
       "      <td>3239</td>\n",
       "      <td>0</td>\n",
       "      <td>504</td>\n",
       "      <td>218</td>\n",
       "      <td>13393</td>\n",
       "      <td>324</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1970s</th>\n",
       "      <td>11908</td>\n",
       "      <td>44022</td>\n",
       "      <td>155</td>\n",
       "      <td>5078</td>\n",
       "      <td>0</td>\n",
       "      <td>738</td>\n",
       "      <td>7</td>\n",
       "      <td>35734</td>\n",
       "      <td>53</td>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1980s</th>\n",
       "      <td>55727</td>\n",
       "      <td>6015</td>\n",
       "      <td>534</td>\n",
       "      <td>5155</td>\n",
       "      <td>0</td>\n",
       "      <td>623</td>\n",
       "      <td>127</td>\n",
       "      <td>4667</td>\n",
       "      <td>2400</td>\n",
       "      <td>40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1990s</th>\n",
       "      <td>311</td>\n",
       "      <td>10359</td>\n",
       "      <td>932</td>\n",
       "      <td>9549</td>\n",
       "      <td>0</td>\n",
       "      <td>833</td>\n",
       "      <td>87</td>\n",
       "      <td>21115</td>\n",
       "      <td>97</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2000s</th>\n",
       "      <td>115</td>\n",
       "      <td>45364</td>\n",
       "      <td>9106</td>\n",
       "      <td>5401</td>\n",
       "      <td>0</td>\n",
       "      <td>772</td>\n",
       "      <td>28</td>\n",
       "      <td>17213</td>\n",
       "      <td>24</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2010s</th>\n",
       "      <td>3339</td>\n",
       "      <td>43302</td>\n",
       "      <td>11644</td>\n",
       "      <td>5811</td>\n",
       "      <td>0</td>\n",
       "      <td>1069</td>\n",
       "      <td>13</td>\n",
       "      <td>3177</td>\n",
       "      <td>71</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                    Drought  Earthquake  \\\n",
       "Yearly average global annual deaths from natura...                        \n",
       "1900s                                                130000       17302   \n",
       "1910s                                                  8500        6280   \n",
       "1920s                                                472400       54935   \n",
       "1930s                                                     0       23770   \n",
       "1940s                                                345000       16187   \n",
       "1950s                                                     0        2093   \n",
       "1960s                                                150865        5236   \n",
       "1970s                                                 11908       44022   \n",
       "1980s                                                 55727        6015   \n",
       "1990s                                                   311       10359   \n",
       "2000s                                                   115       45364   \n",
       "2010s                                                  3339       43302   \n",
       "\n",
       "                                                    Extreme temperature  \\\n",
       "Yearly average global annual deaths from natura...                        \n",
       "1900s                                                                 0   \n",
       "1910s                                                                 0   \n",
       "1920s                                                                 0   \n",
       "1930s                                                               169   \n",
       "1940s                                                                 0   \n",
       "1950s                                                               150   \n",
       "1960s                                                               113   \n",
       "1970s                                                               155   \n",
       "1980s                                                               534   \n",
       "1990s                                                               932   \n",
       "2000s                                                              9106   \n",
       "2010s                                                             11644   \n",
       "\n",
       "                                                     Flood  Impact  Landslide  \\\n",
       "Yearly average global annual deaths from natura...                              \n",
       "1900s                                                   63       0          5   \n",
       "1910s                                                10138       0          0   \n",
       "1920s                                                  428       0         43   \n",
       "1930s                                               436147       0        103   \n",
       "1940s                                                10103       0       1753   \n",
       "1950s                                               205830       0        215   \n",
       "1960s                                                 3239       0        504   \n",
       "1970s                                                 5078       0        738   \n",
       "1980s                                                 5155       0        623   \n",
       "1990s                                                 9549       0        833   \n",
       "2000s                                                 5401       0        772   \n",
       "2010s                                                 5811       0       1069   \n",
       "\n",
       "                                                    Mass movement (dry)  \\\n",
       "Yearly average global annual deaths from natura...                        \n",
       "1900s                                                                13   \n",
       "1910s                                                                12   \n",
       "1920s                                                                 0   \n",
       "1930s                                                                 4   \n",
       "1940s                                                                 0   \n",
       "1950s                                                                 0   \n",
       "1960s                                                               218   \n",
       "1970s                                                                 7   \n",
       "1980s                                                               127   \n",
       "1990s                                                                87   \n",
       "2000s                                                                28   \n",
       "2010s                                                                13   \n",
       "\n",
       "                                                    Storm  Volcanic activity  \\\n",
       "Yearly average global annual deaths from natura...                             \n",
       "1900s                                                1801               4494   \n",
       "1910s                                                5995                648   \n",
       "1920s                                               11999                514   \n",
       "1930s                                                9384                318   \n",
       "1940s                                               12712                213   \n",
       "1950s                                                3126                510   \n",
       "1960s                                               13393                324   \n",
       "1970s                                               35734                 53   \n",
       "1980s                                                4667               2400   \n",
       "1990s                                               21115                 97   \n",
       "2000s                                               17213                 24   \n",
       "2010s                                                3177                 71   \n",
       "\n",
       "                                                    Wildfire  \n",
       "Yearly average global annual deaths from natura...            \n",
       "1900s                                                      0  \n",
       "1910s                                                    107  \n",
       "1920s                                                     10  \n",
       "1930s                                                      7  \n",
       "1940s                                                     25  \n",
       "1950s                                                      1  \n",
       "1960s                                                      7  \n",
       "1970s                                                      1  \n",
       "1980s                                                     40  \n",
       "1990s                                                     86  \n",
       "2000s                                                     63  \n",
       "2010s                                                     52  "
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df1 = dfs[0]\n",
    "df1.index=df1['Yearly average global annual deaths from natural disasters, by decade']\n",
    "df1 = df1.drop('Yearly average global annual deaths from natural disasters, by decade', 1)\n",
    "df1"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We can start to analyse the data with a line plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.axes._subplots.AxesSubplot at 0x11508aa90>"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## For a line plot\n",
    "df1.plot(kind=\"line\")\n",
    "plt.ylabel(\"Number of deaths per decade\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "But a stacked area plot will be better so that we can resolve each component more clearly"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 576x576 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "## For stacked area plot\n",
    "df1.plot(kind=\"area\")\n",
    "plt.ylabel(\"Number of deaths per decade\")\n",
    "plt.savefig(\"deathsPerDecadeByHazard.png\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "This still needs tidying up in terms of the axis labels - but it is getting there."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## 5. Specific heats and molar heat capacities for various substances at 20 C [html table]\n",
    "\n",
    "As a final example, lets extract a table from page about heat capacities.\n",
    "\n",
    "http://hyperphysics.phy-astr.gsu.edu/hbase/Tables/sphtt.html#c1"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [],
   "source": [
    "dfs = pd.read_html(\"http://hyperphysics.phy-astr.gsu.edu/hbase/Tables/sphtt.html#c1\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>0</th>\n",
       "      <th>1</th>\n",
       "      <th>2</th>\n",
       "      <th>3</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Substance</td>\n",
       "      <td>c in J/gm K</td>\n",
       "      <td>c in cal/gm K orBtu/lb F</td>\n",
       "      <td>Molar CJ/mol K</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Aluminum</td>\n",
       "      <td>0.900</td>\n",
       "      <td>0.215</td>\n",
       "      <td>24.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Bismuth</td>\n",
       "      <td>0.123</td>\n",
       "      <td>0.0294</td>\n",
       "      <td>25.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Copper</td>\n",
       "      <td>0.386</td>\n",
       "      <td>0.0923</td>\n",
       "      <td>24.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Brass</td>\n",
       "      <td>0.380</td>\n",
       "      <td>0.092</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Gold</td>\n",
       "      <td>0.126</td>\n",
       "      <td>0.0301</td>\n",
       "      <td>25.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Lead</td>\n",
       "      <td>0.128</td>\n",
       "      <td>0.0305</td>\n",
       "      <td>26.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Silver</td>\n",
       "      <td>0.233</td>\n",
       "      <td>0.0558</td>\n",
       "      <td>24.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Tungsten</td>\n",
       "      <td>0.134</td>\n",
       "      <td>0.0321</td>\n",
       "      <td>24.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Zinc</td>\n",
       "      <td>0.387</td>\n",
       "      <td>0.0925</td>\n",
       "      <td>25.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Mercury</td>\n",
       "      <td>0.140</td>\n",
       "      <td>0.033</td>\n",
       "      <td>28.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Alcohol(ethyl)</td>\n",
       "      <td>2.4</td>\n",
       "      <td>0.58</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Water</td>\n",
       "      <td>4.186</td>\n",
       "      <td>1.00</td>\n",
       "      <td>75.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Ice (-10 C)</td>\n",
       "      <td>2.05</td>\n",
       "      <td>0.49</td>\n",
       "      <td>36.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Granite</td>\n",
       "      <td>.790</td>\n",
       "      <td>0.19</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Glass</td>\n",
       "      <td>.84</td>\n",
       "      <td>0.20</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 0            1                         2               3\n",
       "0        Substance  c in J/gm K  c in cal/gm K orBtu/lb F  Molar CJ/mol K\n",
       "1         Aluminum        0.900                     0.215            24.3\n",
       "2          Bismuth        0.123                    0.0294            25.7\n",
       "3           Copper        0.386                    0.0923            24.5\n",
       "4            Brass        0.380                     0.092             ...\n",
       "5             Gold        0.126                    0.0301            25.6\n",
       "6             Lead        0.128                    0.0305            26.4\n",
       "7           Silver        0.233                    0.0558            24.9\n",
       "8         Tungsten        0.134                    0.0321            24.8\n",
       "9             Zinc        0.387                    0.0925            25.2\n",
       "10         Mercury        0.140                     0.033            28.3\n",
       "11  Alcohol(ethyl)          2.4                      0.58             111\n",
       "12           Water        4.186                      1.00            75.2\n",
       "13     Ice (-10 C)         2.05                      0.49            36.9\n",
       "14         Granite         .790                      0.19             ...\n",
       "15           Glass          .84                      0.20             ..."
      ]
     },
     "execution_count": 68,
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     "output_type": "execute_result"
    }
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   "source": [
    "dfs[1]"
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  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "---\n",
    "\n",
    "## 6. Harvesting data from the Edinburgh GeoSciences Met Station\n",
    "\n",
    "The code below harvests a years worth of data from the repository for the GeoSciences Met Station: \n",
    "https://www.ed.ac.uk/geosciences/weather-station"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "months = ['Jan','Feb','Mar','May','Jun','Jul','Aug','Sep','Oct','Nov','Dec']\n",
    "months = ['Jan']\n",
    "year = 2016\n",
    "\n",
    "df_full = pd.DataFrame()\n",
    "\n",
    "for month in months:\n",
    "    url = \"https://www.geos.ed.ac.uk/~weather/jcmb_ws/JCMB_\"+str(year)+\"_\"+month+\".csv\"\n",
    "    df_tmp = pd.read_csv(url, skiprows=[0,2,3], parse_dates=['TIMESTAMP'], index_col=0)\n",
    "    df_full = df_full.append(df_tmp)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(44639, 17)"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_tmp.shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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