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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Creating a map in basemap and plotting data on it\n",
"\n",
"There are two (plus infinite) common ways of plotting data on a map, as scatter points, and as a heat map. We will start with scatter points from the ANSS earthquake catalog. Then we will plot as heat map.\n",
"\n",
"If you haven't already downloaded the ANSS catalog you can do so from [here](http://www.quake.geo.berkeley.edu/anss/catalog-search.html).\n",
"\n",
"Then we can import it into pandas."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import pandas as pd\n",
"from mpl_toolkits.basemap import Basemap\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"df = pd.read_csv('data/anss.csv', delim_whitespace=True)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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>Lat</th>\n",
" <th>Lon</th>\n",
" <th>Depth</th>\n",
" <th>Mag</th>\n",
" <th>Nst</th>\n",
" <th>RMS</th>\n",
" <th>Event</th>\n",
" <th>ID</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>count</th>\n",
" <td>9998.000000</td>\n",
" <td>9998.000000</td>\n",
" <td>9998.000000</td>\n",
" <td>9998.00000</td>\n",
" <td>9998.000000</td>\n",
" <td>9.947000e+03</td>\n",
" <td>1.800000e+01</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>mean</th>\n",
" <td>0.506756</td>\n",
" <td>45.405202</td>\n",
" <td>57.593392</td>\n",
" <td>5.37223</td>\n",
" <td>164.561112</td>\n",
" <td>1.999149e+11</td>\n",
" <td>1.652515e+07</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>std</th>\n",
" <td>28.593770</td>\n",
" <td>119.249236</td>\n",
" <td>105.808366</td>\n",
" <td>0.41369</td>\n",
" <td>136.695802</td>\n",
" <td>1.062330e+10</td>\n",
" <td>1.697042e+07</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>min</th>\n",
" <td>-65.712000</td>\n",
" <td>-179.994000</td>\n",
" <td>-0.530000</td>\n",
" <td>5.00000</td>\n",
" <td>0.000000</td>\n",
" <td>4.000000e-02</td>\n",
" <td>1.129580e+05</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25%</th>\n",
" <td>-18.294750</td>\n",
" <td>-69.652500</td>\n",
" <td>10.000000</td>\n",
" <td>5.10000</td>\n",
" <td>64.000000</td>\n",
" <td>2.003112e+11</td>\n",
" <td>5.434046e+06</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50%</th>\n",
" <td>-2.424500</td>\n",
" <td>96.392500</td>\n",
" <td>30.000000</td>\n",
" <td>5.20000</td>\n",
" <td>121.000000</td>\n",
" <td>2.005033e+11</td>\n",
" <td>5.793165e+06</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>75%</th>\n",
" <td>18.309500</td>\n",
" <td>142.318750</td>\n",
" <td>45.300000</td>\n",
" <td>5.50000</td>\n",
" <td>224.000000</td>\n",
" <td>2.006091e+11</td>\n",
" <td>2.149626e+07</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>max</th>\n",
" <td>86.276000</td>\n",
" <td>179.998000</td>\n",
" <td>691.600000</td>\n",
" <td>9.00000</td>\n",
" <td>929.000000</td>\n",
" <td>2.007103e+11</td>\n",
" <td>5.118347e+07</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Lat Lon Depth Mag Nst \\\n",
"count 9998.000000 9998.000000 9998.000000 9998.00000 9998.000000 \n",
"mean 0.506756 45.405202 57.593392 5.37223 164.561112 \n",
"std 28.593770 119.249236 105.808366 0.41369 136.695802 \n",
"min -65.712000 -179.994000 -0.530000 5.00000 0.000000 \n",
"25% -18.294750 -69.652500 10.000000 5.10000 64.000000 \n",
"50% -2.424500 96.392500 30.000000 5.20000 121.000000 \n",
"75% 18.309500 142.318750 45.300000 5.50000 224.000000 \n",
"max 86.276000 179.998000 691.600000 9.00000 929.000000 \n",
"\n",
" RMS Event ID \n",
"count 9.947000e+03 1.800000e+01 0.0 \n",
"mean 1.999149e+11 1.652515e+07 NaN \n",
"std 1.062330e+10 1.697042e+07 NaN \n",
"min 4.000000e-02 1.129580e+05 NaN \n",
"25% 2.003112e+11 5.434046e+06 NaN \n",
"50% 2.005033e+11 5.793165e+06 NaN \n",
"75% 2.006091e+11 2.149626e+07 NaN \n",
"max 2.007103e+11 5.118347e+07 NaN "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.describe()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"''"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# see comments for break down of each piece\n",
"\n",
"# plt.subplots returns a fig and axes objects\n",
"# the fig is the canvas that all plots go in\n",
"# ax is the particular plot you are want to plot in. right now this isn't important but it will\n",
"# become important when you want to have more than one plot\n",
"fig, ax = plt.subplots(1, figsize=(15,7))\n",
"\n",
"m = Basemap(projection='merc', # the projection you want to use, many are supported, this one is mercator\n",
" llcrnrlat=-70. # the LOWER LEFT corner of latitude\n",
" , urcrnrlat=80. # the UPPER RIGHT corner of latitude\n",
" , llcrnrlon=-180. # the LOWER LEFT corner of longitude\n",
" , urcrnrlon=180. # the UPPER RIGHT corner of longitude\n",
" , resolution='i' # the level of resolution to render the drawings, see documentation for more details\n",
" , area_thresh=10000 # the area, in meters, to not plot things \n",
" # (so if an island is less than 10k meters it won't be plotted)\n",
" , ax=ax) # the axes object to plot on that was created previously\n",
"\n",
"m.drawcoastlines() \n",
"m.fillcontinents(color='0.9' # in matplotlib grayscale can be defined by a number between 0 and 1\n",
" , lake_color='white' # color can also be a name\n",
" , zorder=0) # zorder is the layer which to draw.\n",
"'' "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Basemap actually isn't doing the plotting as much as it is telling matplotlib what to plot. Basemap does the converting of geographic coordinates into a cartesian system matplotlib understands, and the fractal creation of coastlines for matplotlib to plot.\n",
"\n",
"This map is sort of boring though, we should add some earthquakes to it."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f78851ed828>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# see comments for break down of each piece\n",
"\n",
"# plt.subplots returns a fig and axes objects\n",
"# the fig is the canvas that all plots go in\n",
"# ax is the particular plot you are want to plot in. right now this isn't important but it will\n",
"# become important when you want to have more than one plot\n",
"fig, ax = plt.subplots(1, figsize=(15,7))\n",
"\n",
"m = Basemap(projection='merc', # the projection you want to use, many are supported, this one is mercator\n",
" llcrnrlat=-70. # the LOWER LEFT corner of latitude\n",
" , urcrnrlat=80. # the UPPER RIGHT corner of latitude\n",
" , llcrnrlon=-180. # the LOWER LEFT corner of longitude\n",
" , urcrnrlon=180. # the UPPER RIGHT corner of longitude\n",
" , resolution='i' # the level of resolution to render the drawings, see documentation for more details\n",
" , area_thresh=10000 # the area, in meters, to not plot things \n",
" # (so if an island is less than 10k meters it won't be plotted)\n",
" , ax=ax) # the axes object to plot on that was created previously\n",
"\n",
"m.drawcoastlines() \n",
"m.fillcontinents(color='0.9' # in matplotlib grayscale can be defined by a number between 0 and 1\n",
" , lake_color='white' # color can also be a name\n",
" , zorder=0) # zorder is the layer which to draw.\n",
"\n",
"x, y = m(df.Lon.values, df.Lat.values) # Converts geographic coordinates to cartesian coordinates\n",
"\n",
"ax.scatter(x, y) # plot on the axes the datas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# That is a good looking map, but we have some more data we can add\n",
"\n",
"We know the depth and we know the magnitude. We can set the size to be the magnitude and the color to be the depth!"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.collections.PathCollection at 0x7f7881e1d0b8>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# see comments for break down of each piece\n",
"\n",
"# plt.subplots returns a fig and axes objects\n",
"# the fig is the canvas that all plots go in\n",
"# ax is the particular plot you are want to plot in. right now this isn't important but it will\n",
"# become important when you want to have more than one plot\n",
"fig, ax = plt.subplots(1, figsize=(15,7))\n",
"\n",
"m = Basemap(projection='merc', # the projection you want to use, many are supported, this one is mercator\n",
" llcrnrlat=-70. # the LOWER LEFT corner of latitude\n",
" , urcrnrlat=80. # the UPPER RIGHT corner of latitude\n",
" , llcrnrlon=-180. # the LOWER LEFT corner of longitude\n",
" , urcrnrlon=180. # the UPPER RIGHT corner of longitude\n",
" , resolution='i' # the level of resolution to render the drawings, see documentation for more details\n",
" , area_thresh=10000 # the area, in meters, to not plot things \n",
" # (so if an island is less than 10k meters it won't be plotted)\n",
" , ax=ax) # the axes object to plot on that was created previously\n",
"\n",
"m.drawcoastlines() \n",
"m.fillcontinents(color='0.9' # in matplotlib grayscale can be defined by a number between 0 and 1\n",
" , lake_color='white' # color can also be a name\n",
" , zorder=0) # zorder is the layer which to draw.\n",
"\n",
"x, y = m(df.Lon.values, df.Lat.values) # Converts geographic coordinates to cartesian coordinates\n",
"\n",
"ax.scatter(x, y, s=0.05*np.exp(df.Mag.values), c=df.Depth.values, alpha=0.5) # plot on the axes the datas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# THIS IS BETTER, but not best\n",
"\n",
"While the colors are cool we still would like to know what they mean. For this we need a color bar. It would also be nice to have a scale that shows what the magnitude to circle size actually is."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.colorbar.Colorbar at 0x7f7885a8cc88>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 1080x504 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# see comments for break down of each piece\n",
"\n",
"# plt.subplots returns a fig and axes objects\n",
"# the fig is the canvas that all plots go in\n",
"# ax is the particular plot you are want to plot in. right now this isn't important but it will\n",
"# become important when you want to have more than one plot\n",
"fig, ax = plt.subplots(1, figsize=(15,7))\n",
"\n",
"m = Basemap(projection='merc', # the projection you want to use, many are supported, this one is mercator\n",
" llcrnrlat=-70. # the LOWER LEFT corner of latitude\n",
" , urcrnrlat=80. # the UPPER RIGHT corner of latitude\n",
" , llcrnrlon=-180. # the LOWER LEFT corner of longitude\n",
" , urcrnrlon=180. # the UPPER RIGHT corner of longitude\n",
" , resolution='i' # the level of resolution to render the drawings, see documentation for more details\n",
" , area_thresh=10000 # the area, in meters, to not plot things \n",
" # (so if an island is less than 10k meters it won't be plotted)\n",
" , ax=ax) # the axes object to plot on that was created previously\n",
"\n",
"m.drawcoastlines() \n",
"m.fillcontinents(color='0.9' # in matplotlib grayscale can be defined by a number between 0 and 1\n",
" , lake_color='white' # color can also be a name\n",
" , zorder=0) # zorder is the layer which to draw.\n",
"\n",
"x, y = m(df.Lon.values, df.Lat.values) # Converts geographic coordinates to cartesian coordinates\n",
"\n",
"sc = ax.scatter(x, y, s=0.05*np.exp(df.Mag.values), c=df.Depth.values, alpha=0.5) # plot on the axes the datas\n",
"plt.colorbar(sc, label='depth')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Making plots is cool but already we can start having questions (that have probably already been answered) just from this plot\n",
"\n",
"* Why don't extensional environments have large earthquakes?\n",
"* What causes earthquakes in the middle of the pacific plate in Hawaii?\n",
"* Why do some subduction zones have big earthquakes and others don't?\n",
"* Do all these earthquakes happen at once? When do the big ones occur in relation to the little ones?\n",
"* Since earthquakes don't happen homogeneously in space (i.e. there isn't an equal probability of earthquakes happening anywhere on earth), does the distribution for a small region with earthquakes look like a distribution for all of earth?\n",
"\n",
"Maybe these questions are dumb but they are a start and we can't answer them all just with this data set but we can explore, maybe, the last one or two.\n",
"\n",
"To start with, we need to fix some problems with the way the ANSS catalog comes. First, the date is in two separate columns. Let's combine that into one column called timestamp."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"df['timestamp'] = df.Date + ' ' + df.Time"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {
"scrolled": true
},
"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>Date</th>\n",
" <th>Time</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" <th>Depth</th>\n",
" <th>Mag</th>\n",
" <th>Magt</th>\n",
" <th>Nst</th>\n",
" <th>Gap</th>\n",
" <th>Clo</th>\n",
" <th>RMS</th>\n",
" <th>SRC</th>\n",
" <th>Event</th>\n",
" <th>ID</th>\n",
" <th>timestamp</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>2002/01/01</td>\n",
" <td>10:39:06.82</td>\n",
" <td>-55.214</td>\n",
" <td>-129.000</td>\n",
" <td>10.0</td>\n",
" <td>6.0</td>\n",
" <td>Mw</td>\n",
" <td>78</td>\n",
" <td>1.07</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002/01/01 10:39:06.82</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>2002/01/01</td>\n",
" <td>11:29:22.73</td>\n",
" <td>6.303</td>\n",
" <td>125.650</td>\n",
" <td>138.1</td>\n",
" <td>6.3</td>\n",
" <td>Mw</td>\n",
" <td>236</td>\n",
" <td>0.90</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002/01/01 11:29:22.73</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2002/01/01</td>\n",
" <td>19:53:06.95</td>\n",
" <td>-27.875</td>\n",
" <td>73.883</td>\n",
" <td>10.0</td>\n",
" <td>5.6</td>\n",
" <td>Mw</td>\n",
" <td>27</td>\n",
" <td>0.88</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002/01/01 19:53:06.95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2002/01/01</td>\n",
" <td>21:25:20.02</td>\n",
" <td>-27.874</td>\n",
" <td>74.007</td>\n",
" <td>10.0</td>\n",
" <td>5.1</td>\n",
" <td>Mw</td>\n",
" <td>21</td>\n",
" <td>0.34</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002/01/01 21:25:20.02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2002/01/01</td>\n",
" <td>23:13:45.20</td>\n",
" <td>-27.945</td>\n",
" <td>74.156</td>\n",
" <td>10.0</td>\n",
" <td>5.1</td>\n",
" <td>Mw</td>\n",
" <td>21</td>\n",
" <td>0.85</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002/01/01 23:13:45.20</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Time Lat Lon Depth Mag Magt Nst Gap Clo \\\n",
"0 2002/01/01 10:39:06.82 -55.214 -129.000 10.0 6.0 Mw 78 1.07 NEI \n",
"1 2002/01/01 11:29:22.73 6.303 125.650 138.1 6.3 Mw 236 0.90 NEI \n",
"2 2002/01/01 19:53:06.95 -27.875 73.883 10.0 5.6 Mw 27 0.88 NEI \n",
"3 2002/01/01 21:25:20.02 -27.874 74.007 10.0 5.1 Mw 21 0.34 NEI \n",
"4 2002/01/01 23:13:45.20 -27.945 74.156 10.0 5.1 Mw 21 0.85 NEI \n",
"\n",
" RMS SRC Event ID timestamp \n",
"0 2.002010e+11 NaN NaN NaN 2002/01/01 10:39:06.82 \n",
"1 2.002010e+11 NaN NaN NaN 2002/01/01 11:29:22.73 \n",
"2 2.002010e+11 NaN NaN NaN 2002/01/01 19:53:06.95 \n",
"3 2.002010e+11 NaN NaN NaN 2002/01/01 21:25:20.02 \n",
"4 2.002010e+11 NaN NaN NaN 2002/01/01 23:13:45.20 "
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dtype('O')"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.timestamp.dtype"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Because we know secrets of pandas, we know we want the timestamp to be a numpy.datetime64 type and not an object type\n",
"\n",
"(remember from previous lessons, if we set the index using a datetime then we can have cool plots happen automagically)\n",
"\n",
"Thus we can change it with pandas magic:"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"df['timestamp'] = pd.to_datetime(df.timestamp)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"dtype('<M8[ns]')"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.timestamp.dtype"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"df = df.set_index(pd.DatetimeIndex(df.timestamp))"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>Date</th>\n",
" <th>Time</th>\n",
" <th>Lat</th>\n",
" <th>Lon</th>\n",
" <th>Depth</th>\n",
" <th>Mag</th>\n",
" <th>Magt</th>\n",
" <th>Nst</th>\n",
" <th>Gap</th>\n",
" <th>Clo</th>\n",
" <th>RMS</th>\n",
" <th>SRC</th>\n",
" <th>Event</th>\n",
" <th>ID</th>\n",
" <th>timestamp</th>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</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",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2002-01-01 10:39:06.820</th>\n",
" <td>2002/01/01</td>\n",
" <td>10:39:06.82</td>\n",
" <td>-55.214</td>\n",
" <td>-129.000</td>\n",
" <td>10.0</td>\n",
" <td>6.0</td>\n",
" <td>Mw</td>\n",
" <td>78</td>\n",
" <td>1.07</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002-01-01 10:39:06.820</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002-01-01 11:29:22.730</th>\n",
" <td>2002/01/01</td>\n",
" <td>11:29:22.73</td>\n",
" <td>6.303</td>\n",
" <td>125.650</td>\n",
" <td>138.1</td>\n",
" <td>6.3</td>\n",
" <td>Mw</td>\n",
" <td>236</td>\n",
" <td>0.90</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002-01-01 11:29:22.730</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002-01-01 19:53:06.950</th>\n",
" <td>2002/01/01</td>\n",
" <td>19:53:06.95</td>\n",
" <td>-27.875</td>\n",
" <td>73.883</td>\n",
" <td>10.0</td>\n",
" <td>5.6</td>\n",
" <td>Mw</td>\n",
" <td>27</td>\n",
" <td>0.88</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002-01-01 19:53:06.950</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002-01-01 21:25:20.020</th>\n",
" <td>2002/01/01</td>\n",
" <td>21:25:20.02</td>\n",
" <td>-27.874</td>\n",
" <td>74.007</td>\n",
" <td>10.0</td>\n",
" <td>5.1</td>\n",
" <td>Mw</td>\n",
" <td>21</td>\n",
" <td>0.34</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002-01-01 21:25:20.020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002-01-01 23:13:45.200</th>\n",
" <td>2002/01/01</td>\n",
" <td>23:13:45.20</td>\n",
" <td>-27.945</td>\n",
" <td>74.156</td>\n",
" <td>10.0</td>\n",
" <td>5.1</td>\n",
" <td>Mw</td>\n",
" <td>21</td>\n",
" <td>0.85</td>\n",
" <td>NEI</td>\n",
" <td>2.002010e+11</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>2002-01-01 23:13:45.200</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Date Time Lat Lon Depth Mag \\\n",
"timestamp \n",
"2002-01-01 10:39:06.820 2002/01/01 10:39:06.82 -55.214 -129.000 10.0 6.0 \n",
"2002-01-01 11:29:22.730 2002/01/01 11:29:22.73 6.303 125.650 138.1 6.3 \n",
"2002-01-01 19:53:06.950 2002/01/01 19:53:06.95 -27.875 73.883 10.0 5.6 \n",
"2002-01-01 21:25:20.020 2002/01/01 21:25:20.02 -27.874 74.007 10.0 5.1 \n",
"2002-01-01 23:13:45.200 2002/01/01 23:13:45.20 -27.945 74.156 10.0 5.1 \n",
"\n",
" Magt Nst Gap Clo RMS SRC Event ID \\\n",
"timestamp \n",
"2002-01-01 10:39:06.820 Mw 78 1.07 NEI 2.002010e+11 NaN NaN NaN \n",
"2002-01-01 11:29:22.730 Mw 236 0.90 NEI 2.002010e+11 NaN NaN NaN \n",
"2002-01-01 19:53:06.950 Mw 27 0.88 NEI 2.002010e+11 NaN NaN NaN \n",
"2002-01-01 21:25:20.020 Mw 21 0.34 NEI 2.002010e+11 NaN NaN NaN \n",
"2002-01-01 23:13:45.200 Mw 21 0.85 NEI 2.002010e+11 NaN NaN NaN \n",
"\n",
" timestamp \n",
"timestamp \n",
"2002-01-01 10:39:06.820 2002-01-01 10:39:06.820 \n",
"2002-01-01 11:29:22.730 2002-01-01 11:29:22.730 \n",
"2002-01-01 19:53:06.950 2002-01-01 19:53:06.950 \n",
"2002-01-01 21:25:20.020 2002-01-01 21:25:20.020 \n",
"2002-01-01 23:13:45.200 2002-01-01 23:13:45.200 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7885202ac8>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x360 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, figsize=(15,5))\n",
"df.Mag.plot(marker='o', ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Already we can see that not all earthquakes happen at once (obviously) but this gives us a good cross-section of earthquakes over the time frame we have data for. But that brings up the question, does the rate of earthquakes change when big earthquakes (>7.0Mw) occur?\n",
"\n",
"For this it is a good time to have more than one plot!"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(ncols=1, nrows=2, figsize=(8,4))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"A few things to note here, the axes are now being returned as an iterable (lots of python knowledge needed to understand that statement). We can define the number of columns and rows of plots using `ncols` and `nrows` but if we want different shapes of plots altogether we will need to use something different called `GridSpec` which we won't discuss here. But know it exists."
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f788533f9b0>"
]
},
"execution_count": 25,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(ncols=1, nrows=2, figsize=(8,4))\n",
"df.Mag.plot(marker='o', ax=ax1)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"As you can see, nothing changes from before except for now we have two plots created with `plt.subplots` instead of one. Plotting data on the plots is exactly the same.\n",
"\n",
"Let's first create the bottom plot separately than put everything back together.\n",
"\n",
"What we want is the cumulative count of earthquakes. Cumulative counts are good ways to see when the rate of an activity changes. We did this before when we created the Gutenburg-Richter exercise but it might not have been obvious, lets do it again."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(9998, 15)"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df.shape"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([1, 1, 1, ..., 1, 1, 1])"
]
},
"execution_count": 19,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"earthquake_happened = np.ones_like(np.arange(df.shape[0]))\n",
"earthquake_happened"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"array([ 1, 2, 3, ..., 9996, 9997, 9998])"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"eq_cumulative_count = np.cumsum(earthquake_happened)\n",
"eq_cumulative_count"
]
},
{
"cell_type": "code",
"execution_count": 21,
"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>count of earthquakes</th>\n",
" </tr>\n",
" <tr>\n",
" <th>timestamp</th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2002-01-01 10:39:06.820</th>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002-01-01 11:29:22.730</th>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002-01-01 19:53:06.950</th>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002-01-01 21:25:20.020</th>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002-01-01 23:13:45.200</th>\n",
" <td>5</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" count of earthquakes\n",
"timestamp \n",
"2002-01-01 10:39:06.820 1\n",
"2002-01-01 11:29:22.730 2\n",
"2002-01-01 19:53:06.950 3\n",
"2002-01-01 21:25:20.020 4\n",
"2002-01-01 23:13:45.200 5"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_cumulative = pd.DataFrame(eq_cumulative_count, columns=['count of earthquakes'])\n",
"df_cumulative.index = df.index\n",
"df_cumulative.head()"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x7f7883f02898>"
]
},
"execution_count": 22,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df_cumulative.plot()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0, 0.5, 'N Earthquakes')"
]
},
"execution_count": 23,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, (ax1, ax2) = plt.subplots(ncols=1, nrows=2, figsize=(8,4), sharex=True)\n",
"df.Mag.plot(marker='o', ax=ax1)\n",
"df_cumulative.plot(ax=ax2)\n",
"\n",
"ax1.set_ylabel('Magnitude')\n",
"ax2.set_ylabel('N Earthquakes')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can see that there is a big change in the rate of earthquakes at the end of 2004 which is when the Sumatra earthquake happened."
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
}
},
"nbformat": 4,
"nbformat_minor": 1
}
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