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"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Correlation: Hurricane analysis, part 3/3\n",
"\n",
"> * 🔬 Data Science\n",
"* 🖥️ Computation-intensive operation, requires GeoAnalytics\n",
"* 👟 Ready To Run!\n",
"\n",
"This is the third part to a three part set of notebooks that process and analyze historic hurricane tracks. In the previous notebooks we saw:\n",
"\n",
"**Part 1**\n",
" 1. downloading historic hurricane datasets using Python\n",
" 2. cleaning and merging hurricane observations using DASK\n",
" 3. aggregating point observations into hurricane tracks using ArcGIS GeoAnalytics server\n",
"\n",
"**Part 2**\n",
" 1. Visualize the locations of hurricane tracks\n",
" 2. Different basins and the number of hurricanes per basin\n",
" 3. Number of hurricanes over time\n",
" 4. Seasonality in occurrence of hurricanes\n",
" 5. Places where hurricanes make landfall and the people are affected\n",
"\n",
"In this notebook you will analyze the aggregated tracks to answer important questions about hurricane severity and how they correlate over time."
]
},
{
"cell_type": "markdown",
"metadata": {
"toc": true
},
"source": [
"
"
],
"text/plain": [
" SHAPE \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 {\"paths\": [[[59.60000000000002, -17.6000000000... \n",
"1859-08-24 12:00:00 {\"paths\": [[[-23.5, 12.5], [-24.19999999999999... \n",
"1853-08-30 00:00:00 {\"paths\": [[[-23.19999999999999, 12.1000000000... \n",
"1856-04-02 18:00:00 {\"paths\": [[[59.80000000000001, -15.5], [59.49... \n",
"1861-03-12 18:00:00 {\"paths\": [[[99.60000000000002, -11.5], [98.30... \n",
"\n",
" any_basin any_name any_sub_basin count \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 SI NOT NAMED MM 7.0 \n",
"1859-08-24 12:00:00 NA NOT NAMED NA 9.0 \n",
"1853-08-30 00:00:00 NA UNNAMED NA 50.0 \n",
"1856-04-02 18:00:00 SI XXXX856017 MM 13.0 \n",
"1861-03-12 18:00:00 SI NOT NAMED WA 13.0 \n",
"\n",
" end_datetime max_eye_dia_merged max_wind_merged \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 1854-02-10 18:00:00 NaN NaN \n",
"1859-08-24 12:00:00 1859-08-26 12:00:00 NaN 45.0 \n",
"1853-08-30 00:00:00 1853-09-12 18:00:00 NaN 130.0 \n",
"1856-04-02 18:00:00 1856-04-05 18:00:00 NaN NaN \n",
"1861-03-12 18:00:00 1861-03-15 18:00:00 NaN NaN \n",
"\n",
" mean_latitude_merged mean_longitude_merged \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 -19.318571 60.639286 \n",
"1859-08-24 12:00:00 14.000000 -26.222222 \n",
"1853-08-30 00:00:00 26.982000 -51.776000 \n",
"1856-04-02 18:00:00 -20.185385 59.573077 \n",
"1861-03-12 18:00:00 -12.940769 94.183846 \n",
"\n",
" min_pressure_merged min_season objectid \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 NaN 1854.0 1 \n",
"1859-08-24 12:00:00 NaN 1859.0 2 \n",
"1853-08-30 00:00:00 924.0 1853.0 3 \n",
"1856-04-02 18:00:00 NaN 1856.0 4 \n",
"1861-03-12 18:00:00 NaN 1861.0 5 \n",
"\n",
" range_pressure_merged range_wind_merged \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 NaN NaN \n",
"1859-08-24 12:00:00 NaN 10.0 \n",
"1853-08-30 00:00:00 53.0 90.0 \n",
"1856-04-02 18:00:00 NaN NaN \n",
"1861-03-12 18:00:00 NaN NaN \n",
"\n",
" start_datetime track_duration \n",
"start_datetime \n",
"1854-02-08 06:00:00 1854-02-08 06:00:00 1.296000e+08 \n",
"1859-08-24 12:00:00 1859-08-24 12:00:00 1.728000e+08 \n",
"1853-08-30 00:00:00 1853-08-30 00:00:00 1.058400e+09 \n",
"1856-04-02 18:00:00 1856-04-02 18:00:00 2.592000e+08 \n",
"1861-03-12 18:00:00 1861-03-12 18:00:00 2.592000e+08 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_hurricanes_df['start_datetime'] = pd.to_datetime(all_hurricanes_df['start_datetime'])\n",
"all_hurricanes_df['end_datetime'] = pd.to_datetime(all_hurricanes_df['end_datetime'])\n",
"all_hurricanes_df.index = all_hurricanes_df['start_datetime']\n",
"all_hurricanes_df.head()"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"The track duration and length columns need to be projected to units (days, hours, miles) that are meaningful for analysis."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"all_hurricanes_df['track_duration_hrs'] = all_hurricanes_df['track_duration'] / 3600000\n",
"all_hurricanes_df['track_duration_days'] = all_hurricanes_df['track_duration'] / (3600000*24)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"### Query landfall tracks layer into a Spatially Enabled `DataFrame`\n",
"We query the landfall tracks layer created in the pervious notebook into a DataFrame."
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"inland_tracks = gis.content.search('hurricane_landfall_tracks')[0]\n",
"\n",
"fields_to_query = ['min_season', 'any_basin','any_name', 'max_wind_merged', \n",
" 'min_pressure_merged', 'track_duration','end_datetime', \n",
" 'start_datetime', 'analysislength']\n",
"\n",
"landfall_tracks_fl = inland_tracks.layers[0]"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
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" analysislength any_basin any_name end_datetime max_wind_merged \\\n",
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" min_pressure_merged min_season objectid start_datetime track_duration \\\n",
"0 965.0 1853.0 1 -3664699200000 1.317600e+09 \n",
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"2 NaN 1854.0 3 -3645475200000 2.160000e+08 \n",
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"0 {'paths': [[[-74.47272727299998, 24], [-74.463... \n",
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]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"landfall_tracks_df = landfall_tracks_fl.query(out_fields=fields_to_query).df\n",
"landfall_tracks_df.head(3)"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true
},
"source": [
"## Manage missing sensor data\n",
"Before we can analyze if hurricanes intensify over time, we need to identify and account for missing values in our data. Sensor measurements such as **wind speed**, **atmospheric pressure**, **eye diameter**, generally suffer from missing values and outliers. The reconstruct tracks tool has identified `12,362` individual hurricanes that occurred during the past `169` years."
]
},
{
"cell_type": "code",
"execution_count": 122,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/plain": [
"(12362, 19)"
]
},
"execution_count": 122,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"all_hurricanes_df.shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true,
"hidden": true
},
"source": [
"### Visualize missing records\n",
"An easy way to visualize missing records is to hack the `heatmap` of `seaborn` library to display missing records. The snippet below shows missing records in **yellow** color."
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Missing values (yellow) visualized as a heatmap')"
]
},
"execution_count": 140,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"missing_data_viz = all_hurricanes_df.replace(0,np.NaN)\n",
"missing_data_viz = missing_data_viz.replace(-9999.0,np.NaN)\n",
"missing_data_viz['min_pressure_merged'] = missing_data_viz['min_pressure_merged'].replace(100.0,np.NaN)\n",
"\n",
"plt.figure(figsize=(10,10))\n",
"missing_data_ax = sns.heatmap(missing_data_viz[['max_wind_merged', 'min_pressure_merged',\n",
" 'max_eye_dia_merged', 'track_duration']].isnull(),\n",
" cbar=False, cmap='viridis')\n",
"missing_data_ax.set_ylabel('Years')\n",
"missing_data_ax.set_title('Missing values (yellow) visualized as a heatmap')"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"All three observation columns - wind speed, atmospheric pressure and eye diameter, suffer from missing values. In general as technology improved over time, we were able to collect better data with fewer missing observations. In the sections below, we attempt to fill these values using different techniques. We will compare how they fare and pick one of them for rest of the analysis."
]
},
{
"cell_type": "markdown",
"metadata": {
"heading_collapsed": true,
"hidden": true
},
"source": [
"### Missing value imputation"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"**Technique 1: Drop missing values**:\n",
"An easy way to deal with missing values is to drop those record from analysis. If we were to do that, we lose over a third of the hurricanes."
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"text/plain": [
"(5857, 19)"
]
},
"execution_count": 141,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hurricanes_nona = missing_data_viz.dropna(subset=['max_wind_merged','min_pressure_merged'])\n",
"hurricanes_nona.shape"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"**Technique 2: Fill using median value**:\n",
"A common technique is to fill using median value (or a different measure of centrality). This technique computes the median of the entire column and applies that to all the missing values."
]
},
{
"cell_type": "code",
"execution_count": 142,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"fill_values = {'max_wind_merged': missing_data_viz['max_wind_merged'].median(),\n",
" 'min_pressure_merged': missing_data_viz['min_pressure_merged'].median(),\n",
" 'track_duration_hrs': missing_data_viz['track_duration_hrs'].median()}\n",
"hurricanes_fillna = missing_data_viz.fillna(value=fill_values)"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"**Technique 3: Fill by interpolating between existing values**: A sophisticated approach is to interploate a missing value based on two of its closest observations."
]
},
{
"cell_type": "code",
"execution_count": 143,
"metadata": {
"hidden": true
},
"outputs": [],
"source": [
"hurricanes_ipl = missing_data_viz\n",
"hurricanes_ipl['max_wind_merged'] = hurricanes_ipl['max_wind_merged'].interpolate()\n",
"hurricanes_ipl['min_pressure_merged'] = hurricanes_ipl['min_pressure_merged'].interpolate()\n",
"hurricanes_ipl['track_duration_hrs'] = hurricanes_ipl['track_duration_hrs'].interpolate()"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"**Visualize all 3 techniques**\n",
"\n",
"To compare how each of these techniques fared, we will plot the histogram of **wind speed** column after managing for missing values."
]
},
{
"cell_type": "code",
"execution_count": 144,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,3, sharex=True, figsize=(15,5))\n",
"fig.suptitle('Comparing effects of missing value imputations on Wind speed column', \n",
" fontsize=15)\n",
"\n",
"hurricanes_nona['max_wind_merged'].plot(kind='hist', ax=ax[0], bins=35, title='Drop null values')\n",
"hurricanes_fillna['max_wind_merged'].plot(kind='hist', ax=ax[1], bins=35, title='Impute with median')\n",
"hurricanes_ipl['max_wind_merged'].plot(kind='hist', ax=ax[2], bins=35, title='Impute via interpolation')\n",
"for a in ax:\n",
" a.set_xlabel('Wind Speed')"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"Next, we will plot the histogram of **atmospheric pressure** column after managing for missing values."
]
},
{
"cell_type": "code",
"execution_count": 145,
"metadata": {
"hidden": true
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,3, sharex=True, figsize=(15,5))\n",
"fig.suptitle('Comparing effects of missing value imputations on Pressure column', \n",
" fontsize=15)\n",
"\n",
"hurricanes_nona['min_pressure_merged'].plot(kind='hist', ax=ax[0], title='Drop null values')\n",
"hurricanes_fillna['min_pressure_merged'].plot(kind='hist', ax=ax[1], title='Impute with median')\n",
"hurricanes_ipl['min_pressure_merged'].plot(kind='hist', ax=ax[2], title='Impute via interpolation')\n",
"for a in ax:\n",
" a.set_xlabel('Atmospheric Pressure')"
]
},
{
"cell_type": "markdown",
"metadata": {
"hidden": true
},
"source": [
"**Fill using interpolation preserves shape** of the original distribution. So it will be used for further anlaysis."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Does intensity of hurricanes increase over time?\n",
"This last part of this study analyzes if there a temporal trend in the intensity of hurricanes. A number of studies have concluded that anthropogenic influences in the form of global climate change make hurricanes worse and dangerous. We analyze if such patterns can be noticed from an empirical standpoint."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Does the number of hurricanes increase over time?"
]
},
{
"cell_type": "code",
"execution_count": 363,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Number of hurricanes per season')"
]
},
"execution_count": 363,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = all_hurricanes_df['min_season'].hist(bins=50)\n",
"ax.set_title('Number of hurricanes per season')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the previous notebook, we noticed the number of hurricanes recorded has been steadily increasing, partly due to advancements in technology. We notice a reduction in number of hurricanes after 1970s. Let us split this up by basin and observe if the trend is similar."
]
},
{
"cell_type": "code",
"execution_count": 378,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 378,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fgrid = sns.FacetGrid(data=all_hurricanes_df, col='any_basin', col_wrap=3,\n",
" sharex=False, sharey=False)\n",
"fgrid.map(plt.hist, 'min_season', bins=50)\n",
"fgrid.set_axis_labels(x_var='Seasons', y_var='Frequency of hurricanes')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plotting the frequency of hurricanes by basin shows a similar trend with the number of hurricanes reducing globally after 1970s. [This is consistent with certain studies (1)](https://link.springer.com/epdf/10.1007/s00382-013-1713-0?shared_access_token=cHh_-kXbFWgMacxvFkMyWPe4RwlQNchNByi7wbcMAY65lj3v5VSTqd8rbUj9HyyFUZS9H0Z0WdJn6EgG-Onhfk9U48b6jvTjrJTuMH8OuGbT6R1Y54MGaHwYq2EEp6ppcoACaJgdWo3v3VtPDcq9Whm0MUw98Z4wCFy7jbwwcY4%3D). However, this is only one part of the story. Below, we continue to analyze if the nature of hurricanes itself is changing, while the total number may reduce."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Does hurricane wind speed increase over time?\n",
"To understand if wind speed increases over time, we create a scatter plot of `min_season` against the `max_wind_merged` column. The `seaborn` plotting library can enhance this plot with a **correlation coefficient** and its level of signifance (**p value**)."
]
},
{
"cell_type": "code",
"execution_count": 266,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jgrid = sns.jointplot(x='min_season', y='max_wind_merged', data=hurricanes_ipl,\n",
" kind='reg', joint_kws={'line_kws':{'color':'green'}}, height=7, space=0.5)\n",
"j = jgrid.annotate(stats.pearsonr)\n",
"j = jgrid.ax_joint.set_title('Does hurricane wind speed increase over time?')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the plot above, we notice a small positive correlation. Wind speeds are observed to increase with time. The small `p-value` suggests this correlation (albeit small) is **statistically significant**. The plot above considers hurricanes across all the basins and regresses that against time. To get a finer picture, we need to **split the data by basins** and observe the correlation."
]
},
{
"cell_type": "code",
"execution_count": 329,
"metadata": {},
"outputs": [],
"source": [
"# since there are not many hurricanes observed over South Atlantic basin (SA), \n",
"# we drop it from analysis\n",
"hurricanes_major_basins_df = hurricanes_ipl[hurricanes_ipl['any_basin'].isin(\n",
" ['WP','SI','NA','EP','NI','SP'])]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Define a function that can compute `pearson-r` correlation coefficient for any two columns across all basins."
]
},
{
"cell_type": "code",
"execution_count": 322,
"metadata": {},
"outputs": [],
"source": [
"def correlate_by_basin(column_a, column_b, df=hurricanes_major_basins_df, \n",
" category_column = 'any_basin'):\n",
" # clean data by dropping any NaN values\n",
" df_nona = df.dropna(subset=[column_a, column_b])\n",
" \n",
" # loop through the basins\n",
" basins = list(df[category_column].unique())\n",
" return_dict = {}\n",
" for basin in basins:\n",
" subset_df = df_nona[df_nona[category_column] == basin]\n",
" r, p = stats.pearsonr(list(subset_df[column_a]), list(subset_df[column_b]))\n",
" \n",
" return_dict[basin] = [round(r,4), round(p,4)]\n",
" \n",
" # return correlation coefficient and p-value for each basin as a DataFrame\n",
" return_df = pd.DataFrame(return_dict).T\n",
" return_df.columns=['pearson-r','p-value']\n",
" return return_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analyzing hurricane wind speed over time by basin\n",
"Below we plot a grid of scatter plots with linear regression plots overlaid over them. The `seaborn` library's `lmplot()` function makes it trivial to accomplish this in a single command."
]
},
{
"cell_type": "code",
"execution_count": 342,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fgrid = sns.lmplot('min_season', 'max_wind_merged', col='any_basin', \n",
" data=hurricanes_major_basins_df, col_wrap=3,\n",
" sharex=False, sharey=False, line_kws={'color':'green'})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"From the scatter plots above, we notice the wind speeds in most basins show a slight positive trend, with **North Atlantic** being an exception. To explore this further, we compute the correlation coefficient and its p-value below."
]
},
{
"cell_type": "code",
"execution_count": 328,
"metadata": {
"scrolled": true
},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Correlation coefficients for min_season vs max_wind_merged\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
pearson-r
\n",
"
p-value
\n",
"
\n",
" \n",
" \n",
"
\n",
"
SI
\n",
"
0.0686
\n",
"
0.0003
\n",
"
\n",
"
\n",
"
NA
\n",
"
-0.1073
\n",
"
0.0000
\n",
"
\n",
"
\n",
"
NI
\n",
"
0.0528
\n",
"
0.0357
\n",
"
\n",
"
\n",
"
WP
\n",
"
0.0891
\n",
"
0.0000
\n",
"
\n",
"
\n",
"
SP
\n",
"
0.3415
\n",
"
0.0000
\n",
"
\n",
"
\n",
"
EP
\n",
"
0.1177
\n",
"
0.0001
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" pearson-r p-value\n",
"SI 0.0686 0.0003\n",
"NA -0.1073 0.0000\n",
"NI 0.0528 0.0357\n",
"WP 0.0891 0.0000\n",
"SP 0.3415 0.0000\n",
"EP 0.1177 0.0001"
]
},
"execution_count": 328,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"wind_vs_season = correlate_by_basin('min_season','max_wind_merged')\n",
"print('Correlation coefficients for min_season vs max_wind_merged')\n",
"wind_vs_season"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The table above displays the correlation coefficient of hurricane wind speed over time. Hurricanes over the **Southern Pacific** basin exhibit a positive trend of increasing wind speeds. The `r` value over the **North Atlantic** shows a weak negative trend. Since all the `p-value`s are less than `0.05`, these correlations are statistically significant."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Analyzing hurricane category over time by basin\n",
"Hurricanes are classified on a [Saffir-Simpson](https://www.nhc.noaa.gov/aboutsshws.php) scale of `1-5` based on their wind speed. Let us compute this column on the dataset and observe if there are temporal aspects to it."
]
},
{
"cell_type": "code",
"execution_count": 414,
"metadata": {},
"outputs": [],
"source": [
"def categorize_hurricanes(row, wind_speed_column='max_wind_merged'):\n",
" wind_speed = row[wind_speed_column] * 1.152 # knots to mph\n",
" if 74 <= wind_speed <= 95:\n",
" return '1'\n",
" elif 96 <= wind_speed <= 110:\n",
" return '2'\n",
" elif 111 <= wind_speed <= 129:\n",
" return '3'\n",
" elif 130 <= wind_speed <= 156:\n",
" return '4'\n",
" elif 157 <= wind_speed <= 500:\n",
" return '5'"
]
},
{
"cell_type": "code",
"execution_count": 435,
"metadata": {},
"outputs": [
{
"data": {
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SHAPE
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any_basin
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any_name
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any_sub_basin
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count
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end_datetime
\n",
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max_eye_dia_merged
\n",
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max_wind_merged
\n",
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mean_latitude_merged
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mean_longitude_merged
\n",
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...
\n",
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min_season
\n",
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objectid
\n",
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range_pressure_merged
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range_wind_merged
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start_datetime
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track_duration
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track_duration_hrs
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track_duration_days
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category
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category_str
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start_datetime
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2 rows Ă— 21 columns
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"text/plain": [
" SHAPE \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 {'paths': [[[59.60000000000002, -17.6000000000... \n",
"1859-08-24 12:00:00 {'paths': [[[-23.5, 12.5], [-24.19999999999999... \n",
"\n",
" any_basin any_name any_sub_basin count \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 SI NOT NAMED MM 7.0 \n",
"1859-08-24 12:00:00 NA NOT NAMED NA 9.0 \n",
"\n",
" end_datetime max_eye_dia_merged max_wind_merged \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 1854-02-10 18:00:00 NaN NaN \n",
"1859-08-24 12:00:00 1859-08-26 12:00:00 NaN 45.0 \n",
"\n",
" mean_latitude_merged mean_longitude_merged \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 -19.318571 60.639286 \n",
"1859-08-24 12:00:00 14.000000 -26.222222 \n",
"\n",
" ... min_season objectid \\\n",
"start_datetime ... \n",
"1854-02-08 06:00:00 ... 1854.0 1 \n",
"1859-08-24 12:00:00 ... 1859.0 2 \n",
"\n",
" range_pressure_merged range_wind_merged \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 NaN NaN \n",
"1859-08-24 12:00:00 NaN 10.0 \n",
"\n",
" start_datetime track_duration track_duration_hrs \\\n",
"start_datetime \n",
"1854-02-08 06:00:00 1854-02-08 06:00:00 129600000.0 36.0 \n",
"1859-08-24 12:00:00 1859-08-24 12:00:00 172800000.0 48.0 \n",
"\n",
" track_duration_days category category_str \n",
"start_datetime \n",
"1854-02-08 06:00:00 1.5 NaN None \n",
"1859-08-24 12:00:00 2.0 NaN None \n",
"\n",
"[2 rows x 21 columns]"
]
},
"execution_count": 435,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"hurricanes_major_basins_df['category_str'] = hurricanes_major_basins_df.apply(categorize_hurricanes, \n",
" axis=1)\n",
"hurricanes_major_basins_df['category'] = pd.to_numeric(arg=hurricanes_major_basins_df['category_str'],\n",
" errors='coerce', downcast='integer')\n",
"\n",
"hurricanes_major_basins_df.head(2)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We will create violin and bar plots to visualize the number of hurricane categories over different basins."
]
},
{
"cell_type": "code",
"execution_count": 429,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Number of hurricanes per category in each basin')"
]
},
"execution_count": 429,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1,2, figsize=(15,6))\n",
"vplot = sns.violinplot(x='any_basin', y='category', data=hurricanes_major_basins_df, ax=ax[0])\n",
"vplot.set_title('Number of hurricanes per category in each basin')\n",
"\n",
"cplot = sns.countplot(x='any_basin', hue='category_str', data=hurricanes_major_basins_df,\n",
" hue_order=['1','2','3','4','5'], ax=ax[1])\n",
"cplot.set_title('Number of hurricanes per category in each basin')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We notice all basins are capable of generating major hurricanes (over 3). The **Eastern Pacific** basin appears to have a larger than the proportional number of major hurricanes. Below, we will regress the hurricane category against time to observe if there is a positive trend."
]
},
{
"cell_type": "code",
"execution_count": 440,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Scatter plot of hurricane categories over seasons')"
]
},
"execution_count": 440,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"kde_regplot = sns.jointplot(x='min_season', y='category', \n",
" data=hurricanes_major_basins_df, kind='kde', \n",
" stat_func=stats.pearsonr).plot_joint(sns.regplot, \n",
" scatter=False)\n",
"kde_regplot.ax_joint.set_title('Scatter plot of hurricane categories over seasons')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Even at a global level, we notice a strong positive correlation between hurricane category and seasons. Below, we will split this across basins to observe if the trend holds well."
]
},
{
"cell_type": "code",
"execution_count": 419,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"text/plain": [
" pearson-r p-value\n",
"SI 0.3314 0.0\n",
"NA 0.2161 0.0\n",
"NI 0.4612 0.0\n",
"WP 0.1849 0.0\n",
"SP 0.2908 0.0\n",
"EP 0.2919 0.0"
]
},
"execution_count": 442,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"category_corr_df = correlate_by_basin('min_season','category', df=hurricanes_major_basins_df)\n",
"print('Correlation coefficients for min_season vs hurricane category')\n",
"category_corr_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Thus, at both global and basin scales, we notice a **positive trend in the number of hurricanes of category `4` and higher**, while there is a general reduction in the quantity of hurricanes per season. This is along the lines of several studies [[1]](https://doi.org/10.1007/s00382-013-1713-0) [[2]](https://bankunderground.co.uk/2018/05/22/us-hurricane-clustering-a-new-reality/) [[3]](https://www.nature.com/articles/nature03906) [[4]](https://www.nytimes.com/2018/10/10/climate/hurricane-michael-climate-change.html). Thus while the total number of hurricanes per season may reduce, we notice an increase in the intensity of them."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Does eye pressure decrease over time?\n",
"Just like a high wind speed, lower atmospheric pressure increases the intensity of hurricanes. To analyze this, we produce a scatter grid of `min_pressure_merged` column and regress it against `min_season` column. We split this by basins."
]
},
{
"cell_type": "code",
"execution_count": 330,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"
"
],
"text/plain": [
" pearson-r p-value\n",
"SI -0.0160 0.4027\n",
"NA 0.1911 0.0000\n",
"NI 0.2551 0.0000\n",
"WP -0.0230 0.1606\n",
"SP -0.2456 0.0000\n",
"EP -0.0270 0.3612"
]
},
"execution_count": 333,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pressure_corr_df = correlate_by_basin('min_season','min_pressure_merged')\n",
"print('Correlation coefficients for min_season vs min_pressure_merged')\n",
"pressure_corr_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Lower the atmospheric pressure, more intense is the hurricane. Hence we are looking for strong negative correlation between the pressure and season columns. From the charts and table above, we notice **South Pacific** basin once again tops the list with a mild negative correlation over time. The `p-value`s of **Western Pacific** and **Eastern Pacific** is larger than `0.05`, so we disregard their correlation coefficients. Over **North American** and **Indian** basins, we notice a weak positive correlation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Do hurricanes linger longer over time?\n",
"While wind speed and atmospheric pressure measure two types of intensities, a neverending hurricane can also hurt the communities affected as it inundates the coast with rainfall and storm surge for longer periods of time. In this section we correlate the track duration in days against seasons."
]
},
{
"cell_type": "code",
"execution_count": 159,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"jgrid = sns.jointplot(x='min_season', y='track_duration_days', data=hurricanes_ipl,\n",
" kind='hex', height=7, space=0.5)\n",
"j = jgrid.annotate(stats.pearsonr)\n",
"\n",
"sns.regplot(x='min_season', y='track_duration_days', data=hurricanes_ipl, \n",
" ax=jgrid.ax_joint, color='green',scatter=False)\n",
"\n",
"j = jgrid.ax_joint.set_title('Does hurricane duration increase over time?')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At a global scale, we notice an increase in the duration of hurricanes. Below we split this up by basins to get a finer look."
]
},
{
"cell_type": "code",
"execution_count": 332,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"text/plain": [
" pearson-r p-value\n",
"SI 0.3577 0.0000\n",
"NA -0.0295 0.1738\n",
"NI 0.0736 0.0034\n",
"WP 0.3627 0.0000\n",
"SP 0.2716 0.0000\n",
"EP 0.2560 0.0000"
]
},
"execution_count": 334,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"linger_time_corr_df = correlate_by_basin('min_season','track_duration_days')\n",
"print('Correlation coefficients for min_season vs track_duration_days')\n",
"linger_time_corr_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"At most basins, we notice a positive trend in hurricane track duration. An exception to this is the **North Atlantic** basin where the `p-value` is not significant enough to let us draw any conclusion.\n",
"\n",
"The trend we notice here could be partly due to technological advancements that allow us to identify and track hurricanes at a very early stage. Hence, to complement this, we will analyze if hurricanes travel longer than usual once they make a landfall."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Do hurricanes travel longer inland over time?\n",
"Along the lines of track duration, it is relevant for us to investigate whether hurricanes travel longer inland over time. Thus, we correlate track length column of hurricanes that made landfall against seasons."
]
},
{
"cell_type": "code",
"execution_count": 341,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
],
"text/plain": [
" pearson-r p-value\n",
"NA 0.0035 0.8611\n",
"NI -0.2320 0.0000\n",
"SI -0.0013 0.9684\n",
"WP 0.0555 0.0004\n",
"SP -0.1722 0.0000\n",
"EP -0.0296 0.6344\n",
"SA 1.0000 0.0000"
]
},
"execution_count": 344,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"linger_distance_corr_df = correlate_by_basin('min_season','analysislength', df=landfall_tracks_df)\n",
"print('Correlation coefficients for min_season vs inland track length')\n",
"linger_distance_corr_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"When we correlated inland track length over time, we were able to unravel an interesting observation. At basins where the correlation is statistically significant, it is negative (**North Indian, Western Pacific, South Pacific**). Thus while the duration of hurricanes continues to increase (due to reasons discussed previously), we notice hurricanes travel shorter distances inland. This could be problematic of communities affected as the hurricane could remain stagnant and produce stronger than usual storm surges and precipitation."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Correlate observations over time\n",
"Let us collect all trend analysis we performed so far into a single `DataFrame`."
]
},
{
"cell_type": "code",
"execution_count": 443,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
max_wind_merged
\n",
"
min_pressure_merged
\n",
"
track_duration_days
\n",
"
category
\n",
"
\n",
" \n",
" \n",
"
\n",
"
NA
\n",
"
0.2171
\n",
"
-0.0904
\n",
"
0.1633
\n",
"
0.2161
\n",
"
\n",
"
\n",
"
SI
\n",
"
0.3156
\n",
"
-0.3608
\n",
"
0.5433
\n",
"
0.3314
\n",
"
\n",
"
\n",
"
NI
\n",
"
0.4456
\n",
"
-0.2234
\n",
"
0.3414
\n",
"
0.4612
\n",
"
\n",
"
\n",
"
WP
\n",
"
0.1755
\n",
"
-0.3666
\n",
"
0.5860
\n",
"
0.1849
\n",
"
\n",
"
\n",
"
SP
\n",
"
0.3028
\n",
"
-0.3508
\n",
"
0.3819
\n",
"
0.2908
\n",
"
\n",
"
\n",
"
EP
\n",
"
0.2820
\n",
"
-0.3510
\n",
"
0.3077
\n",
"
0.2919
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" max_wind_merged min_pressure_merged track_duration_days category\n",
"NA 0.2171 -0.0904 0.1633 0.2161\n",
"SI 0.3156 -0.3608 0.5433 0.3314\n",
"NI 0.4456 -0.2234 0.3414 0.4612\n",
"WP 0.1755 -0.3666 0.5860 0.1849\n",
"SP 0.3028 -0.3508 0.3819 0.2908\n",
"EP 0.2820 -0.3510 0.3077 0.2919"
]
},
"execution_count": 443,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# clean data by dropping any NaN values\n",
"subset_cols = ['min_season', 'max_wind_merged',\n",
" 'min_pressure_merged', 'track_duration_days', 'category']\n",
"\n",
"df_nona = hurricanes_major_basins_df.dropna(subset=subset_cols)\n",
"\n",
"# loop through the basins\n",
"basins = list(df_nona['any_basin'].unique())\n",
"return_dict = {}\n",
"for basin in basins:\n",
" subset_df =df_nona[df_nona['any_basin'] == basin]\n",
" row_vector = []\n",
" for col in subset_cols[1:]:\n",
" r, p = stats.pearsonr(list(subset_df['min_season']), list(subset_df[col]))\n",
" if p < 0.05:\n",
" row_vector.append(round(r,4))\n",
" else:\n",
" row_vector.append(pd.np.NaN)\n",
"\n",
" return_dict[basin] = row_vector\n",
"\n",
"# return as a DataFrame\n",
"return_df = pd.DataFrame.from_dict(return_dict, orient='index', columns=subset_cols[1:])\n",
"return_df"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"We can visualize this correlation table as a heat map to appreciate how the hurricane severity indicators correlate over seasons for each basin."
]
},
{
"cell_type": "code",
"execution_count": 450,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Text(0.5,1,'Heatmap of correlation coefficients of hurricane severity indicators')"
]
},
"execution_count": 450,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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""
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"hm_plot = sns.heatmap(return_df, annot=True, linecolor='black', cmap='RdBu_r')\n",
"hm_plot.set_title('Heatmap of correlation coefficients of hurricane severity indicators')"
]
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"## Conclusion\n",
"In this notebook used the aggregated hurricane tracks produced in part 1 and the landfall tracks layer produced in part 2. We checked for missing sensor observations and imputed those records via interpolation. We then comprehensively analyzed how hurricane severity indicators such as **wind speed**, **atmospheric pressure**, **track duration**, **track length inland** and **category** correlate over time (seasons). We noticed the total number of hurricanes have decreased since the `1970`s globally and across all basins. While the number of hurricanes is less, we noticed their wind speed, track duration, and category **correlate positively**, while the atmospheric pressure **correlates negatively**, against seasons. This aligns with findings from major studies. Thus, we notice a reduction in the number of category 1 and 2, and an increase in the number of category 4 and 5 hurricanes. We noticed the **North Indian** basin to be highly correlated in this regard.\n",
"\n",
"In this study, through these 3 part notebooks, we saw how to download hurricane data for the past `169` years from NOAA NEIC site over FTP, and how to interact with it initially using Pandas. Since this data is larger than memory for average computers, we learned how to aggregate the columns using the DASK distributed, delayed processing library. We input the result of DASK to the ArcGIS GeoAnalytics server to aggregate these point observations into hurricane tracks. The \"reconstruct tracks\" tool which performed this aggregation identified `12,362` individual hurricanes across the globe.\n",
"\n",
"In the second notebook, we performed comprehensive visualization and exploratory analysis to understand the geography of hurricanes and the various basins they are categorized into. We observed a strong sinusoidal nature where hurricanes in the northern and southern hemisphere are offset by `6` months. We noticed certain names (`Irma`, `Florence`) are more popular than the rest. We overlaid the tracks over land boundary dataset to compute tracks traveled inland and identify places where landfall occur. Through density analysis of the landfall locations, we were able to identify the places that were most affected from a repeat landfall basis. By geo-enriching these places, we learned that **China**, **Hongkong** and **India** are home to the population that is most affected.\n",
"\n",
"Many studies and articles [[5]](https://www.theguardian.com/environment/2018/oct/08/global-warming-must-not-exceed-15c-warns-landmark-un-report) [[6]](https://www.vox.com/2018/10/9/17951924/climate-change-global-warming-un-ipcc-report-takeaways) [[7]](https://www.vox.com/energy-and-environment/2018/10/3/17925470/hurricane-florence-2018-devastation-climate-change-flood-sea-level-rise) [[8]](https://fivethirtyeight.com/features/how-climate-change-made-our-hurricane-predictions-way-more-accurate/) shine light on anthropogenic influences on global Sea Surface Temperature (SST). Higher sea surface temperatures are observed to produce more intense storms; they are attributed to polar ice cap melting and rising sea levels. These combined with increased hurricane intensity can lead to severe storm surges causing increased flooding and damage of the coastal communities. Based on our density and geoenrichment analysis, we noticed these are places along the coast that are densely populated.\n",
"\n",
"This study showcases how a comprehensive spatial data science project can be performed using ArcGIS and open source Python libraries on the ArcGIS Notebook server. The notebook medium makes it convenient to document code, narrative, and graphics in one place. This helps in making research reproducible and approachable. Thus, in this study, we were able to empirically validate the conclusions derived by other studies. In the future, when more hurricane datasets become available, this study can be repeated just by re-running these notebooks."
]
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"#### References\n",
" - [1. Recent intense hurricane response to global climate change. Holland, G. & Bruyère, C.L. Clim Dyn (2014) 42: 617.](https://doi.org/10.1007/s00382-013-1713-0)\n",
" - [2. US Hurricane Clustering: A New Reality?](https://bankunderground.co.uk/2018/05/22/us-hurricane-clustering-a-new-reality/)\n",
" - [3. Increasing destructiveness of tropical cyclones over the past 30 years](https://www.nature.com/articles/nature03906)\n",
" - [4. The Hurricanes, and Climate-Change Questions, Keep Coming. Yes, They’re Linked. ](https://www.nytimes.com/2018/10/10/climate/hurricane-michael-climate-change.html)\n",
" - [5. We have 12 years to limit climate change catastrophe, warns UN ](https://www.theguardian.com/environment/2018/oct/08/global-warming-must-not-exceed-15c-warns-landmark-un-report)\n",
" - [6. Four big takeaways from the UN’s alarming climate change report](https://www.vox.com/2018/10/9/17951924/climate-change-global-warming-un-ipcc-report-takeaways)\n",
" - [7. Hurricane Florence caused up to 22 billion in damages. Climate change made the storm worse.](https://www.vox.com/energy-and-environment/2018/10/3/17925470/hurricane-florence-2018-devastation-climate-change-flood-sea-level-rise)\n",
" - [8. What Climate Change Taught Us About Hurricanes ](https://fivethirtyeight.com/features/how-climate-change-made-our-hurricane-predictions-way-more-accurate/)"
]
}
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