{
"nbformat": 4,
"nbformat_minor": 0,
"metadata": {
"colab": {
"name": "Activity 3 Data Analysis.ipynb",
"provenance": [],
"collapsed_sections": [],
"toc_visible": true
},
"kernelspec": {
"name": "python3",
"display_name": "Python 3"
}
},
"cells": [
{
"cell_type": "markdown",
"metadata": {
"id": "QxxH0AcX15bs",
"colab_type": "text"
},
"source": [
"# Activity 3 - Data Analysis\n",
"**2020 Data Labs REU**\n",
"\n",
"*Written by Sage Lichtenwalner, Rutgers University, June 12, 2020*\n",
"\n",
"In this notebook we will demonstrate a few data analysis strategies you can use to analyze a timeseries dataset. This is by no means an exhaustive list, but hopefully enough to get you started with some common strategies.\n",
"\n",
"The examples today will continue to use the mooring and shore station timeseries data available from [NDBC](https://www.ndbc.noaa.gov)."
]
},
{
"cell_type": "code",
"metadata": {
"id": "2RFwIGGoqOAc",
"colab_type": "code",
"outputId": "24511479-2b50-4d86-a841-1feba6fc29a4",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 122
}
},
"source": [
"# Notebook setup\n",
"import xarray as xr\n",
"!pip install netcdf4\n",
"\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np\n",
"\n",
"# Let's make our plots pretty\n",
"import seaborn as sns\n",
"sns.set()"
],
"execution_count": 1,
"outputs": [
{
"output_type": "stream",
"text": [
"Requirement already satisfied: netcdf4 in /usr/local/lib/python3.6/dist-packages (1.5.3)\n",
"Requirement already satisfied: numpy>=1.7 in /usr/local/lib/python3.6/dist-packages (from netcdf4) (1.18.5)\n",
"Requirement already satisfied: cftime in /usr/local/lib/python3.6/dist-packages (from netcdf4) (1.1.3)\n"
],
"name": "stdout"
},
{
"output_type": "stream",
"text": [
"/usr/local/lib/python3.6/dist-packages/statsmodels/tools/_testing.py:19: FutureWarning: pandas.util.testing is deprecated. Use the functions in the public API at pandas.testing instead.\n",
" import pandas.util.testing as tm\n"
],
"name": "stderr"
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "wz9cADfDiJrB",
"colab_type": "text"
},
"source": [
"## Load a NDBC Dataset using Pandas\n",
"Following our previous examples, let's load some data from NDBC and convert it to a Pandas Dataframe."
]
},
{
"cell_type": "code",
"metadata": {
"id": "EhkuiP5kqQ7r",
"colab_type": "code",
"colab": {}
},
"source": [
"# Open dataset\n",
"ds = xr.open_dataset('https://dods.ndbc.noaa.gov/thredds/dodsC/data/stdmet/44025/44025.ncml')\n",
"\n",
"# Subset the dataset to 1 year\n",
"ds = ds.sel(time=slice('2019-01-01','2020-01-01'))\n",
"\n",
"# Convert to Pandas Dataframe\n",
"df = ds.to_dataframe().reset_index().set_index('time')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "9zBITJy13ClA",
"colab_type": "text"
},
"source": [
"How big is our dataset?"
]
},
{
"cell_type": "code",
"metadata": {
"id": "YmRkpxEE3Eaq",
"colab_type": "code",
"outputId": "15594ab4-5433-4efb-f7af-2628ecc0f00b",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 34
}
},
"source": [
"df.shape"
],
"execution_count": 3,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"(8669, 15)"
]
},
"metadata": {
"tags": []
},
"execution_count": 3
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "ELaj1bUnS3Dh",
"colab_type": "text"
},
"source": [
"Once we have data loaded in Pandas, we can use `.head()` `.tail()` and `.sample()` to see what that dataset looks like. You can pass a number to any of these functions to print out a specific number of rows. "
]
},
{
"cell_type": "code",
"metadata": {
"id": "eiTHxp_ATJDH",
"colab_type": "code",
"outputId": "c05096c4-5651-4d4c-b3d4-ac48a8b1d45d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 295
}
},
"source": [
"df.head(3)"
],
"execution_count": 4,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "kvvpppZ8Xhew",
"colab_type": "code",
"colab": {}
},
"source": [
"# Your turn - Calculate and compare the mean and std for air & water temps"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "VkSJY6oD2g-x",
"colab_type": "text"
},
"source": [
"### Finding Extremes\n",
"We can also grab the largest or smallest values in at dataset using `nlargest()` or `nsmallest()`."
]
},
{
"cell_type": "code",
"metadata": {
"id": "kpTqsYKm2oE2",
"colab_type": "code",
"outputId": "68987a31-9aec-48d3-e0ce-1073ebf00361",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 136
}
},
"source": [
"df.wind_spd.nlargest()"
],
"execution_count": 15,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/plain": [
"time\n",
"2019-10-17 03:50:00 20.299999\n",
"2019-10-17 00:50:00 19.799999\n",
"2019-10-17 04:50:00 18.900000\n",
"2019-10-17 05:50:00 18.900000\n",
"2019-01-31 00:50:00 18.400000\n",
"Name: wind_spd, dtype: float32"
]
},
"metadata": {
"tags": []
},
"execution_count": 15
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "jScFp1sSWUy3",
"colab_type": "text"
},
"source": [
"## Running Averages (resample)\n",
"\n",
"We can also easily calculate hourly, daily and monthly averages using [pandas.resample](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.resample.html). A number of [offset options](http://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases) are available for specifying the interval.\n",
"\n",
"Here's a quick example that shows a few different intervals."
]
},
{
"cell_type": "code",
"metadata": {
"id": "B1TbqeNZWbVX",
"colab_type": "code",
"outputId": "054708c7-d7c3-4c57-9c00-2f8b30046c37",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 383
}
},
"source": [
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(12, 6)\n",
"df['sea_surface_temperature'].plot(ax=ax,label='Raw', linestyle='None', marker='.', markersize=1)\n",
"df['sea_surface_temperature'].resample('D').mean().plot(ax=ax,label='Daily')\n",
"df['sea_surface_temperature'].resample('5D').mean().plot(ax=ax,label='5 Day')\n",
"df['sea_surface_temperature'].resample('MS').mean().plot(ax=ax,label='Monthly',marker='d') #MS=Month Start\n",
"plt.legend();"
],
"execution_count": 16,
"outputs": [
{
"output_type": "display_data",
"data": {
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\n",
"text/plain": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "3RwG9rsDaaSd",
"colab_type": "text"
},
"source": [
"Note that by default, pandas only provides *Month Start (MS)* or *Month End (M)* periods. That might be find for business, but in oceanography we want our graphs to have physical meaning. One option, that gets us a little closer to a *centered average* is to use the loffset parameter. "
]
},
{
"cell_type": "code",
"metadata": {
"id": "4iyMhCtyZz7S",
"colab_type": "code",
"outputId": "0f797c84-c5a3-4d4a-ab3b-8cd251db2307",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 383
}
},
"source": [
"# Let's try this again, but add a 15-day offset to the monthly average \n",
"\n",
"from datetime import timedelta\n",
"\n",
"fig, ax = plt.subplots()\n",
"fig.set_size_inches(12, 6)\n",
"df['sea_surface_temperature'].plot(ax=ax,label='Raw', linestyle='None', marker='.', markersize=1)\n",
"df['sea_surface_temperature'].resample('MS').mean().plot(ax=ax,label='Month Start',marker='d') #MS=Month Start\n",
"df['sea_surface_temperature'].resample('MS',loffset=timedelta(days=15)).mean().plot(ax=ax,label='15th of the Month',marker='d')\n",
"plt.legend();"
],
"execution_count": 17,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "8_R1_zRqZl_W",
"colab_type": "code",
"colab": {}
},
"source": [
"# Your Turn - Plot daily or monthly averages (mean) of Air Temp or Wind Speed"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "fM4mmni0rf8B",
"colab_type": "code",
"colab": {}
},
"source": [
"# Your Turn - Plot daily or monthly standard deviation (std) for Air Temp or Wind Speed"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "2vD02dPqb4L_",
"colab_type": "text"
},
"source": [
"## Daily & Annual Variation (groupby)\n",
"\n",
"Similarly, we can look at process that vary of the course of a day or a year by averaging all the hours of a day or days of a year together. (Days of a month probably wouldn't make much sense in oceanography.) To do this, we can use [pandas.groupby](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.groupby.html).\n",
"\n",
"The following example was inspired by this [Seasonal Cycle and Anomaly at NDBC 44025](https://datalab.marine.rutgers.edu/2020/03/seasonal-cycle-and-anomaly-at-ndbc-44025/) post. \n",
"\n",
"To see some other cool examples on how groupby() can be used, check out this [lesson](https://rabernat.github.io/research_computing_2018/pandas-groupby.html) from Ryan Abernathey."
]
},
{
"cell_type": "code",
"metadata": {
"id": "ep2zDqwZd3Yg",
"colab_type": "code",
"colab": {}
},
"source": [
"# Load 10 years of data\n",
"# Open dataset\n",
"ds = xr.open_dataset('https://dods.ndbc.noaa.gov/thredds/dodsC/data/stdmet/44025/44025.ncml')\n",
"\n",
"# Subset the dataset to 10 years\n",
"ds = ds.sel(time=slice('2010-01-01','2020-01-01'))\n",
"\n",
"# Convert to Pandas Dataframe\n",
"df = ds.to_dataframe().reset_index().set_index('time')"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "ozxPmdQYebIF",
"colab_type": "code",
"outputId": "d4131455-84f2-4519-ceb5-a67338a979a5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 277
}
},
"source": [
"# Quickplot of temperature\n",
"df['sea_surface_temperature'].plot();"
],
"execution_count": 21,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "e7RoNN77lydf",
"colab_type": "text"
},
"source": [
"We can look at this dataset a number of different ways:\n",
"* **Hour of the day** - Is there a diurnal cycle? \n",
" * We could also investigate how this changes seasonally, but we won't get into that here.\n",
"* Day of the week - Not really useful here\n",
"* Day of the month - Also not useful\n",
"* **Month of the year** - Is there an annual pattern?\n",
"* **Day of the year** - This is basically a higher resolution view of the monthly averages.\n",
"\n",
"For ease of use, let's add some additional columns to our dataset with the hour, month and yearday. This isn't strictly needed, we could just use the references directly, e.g. df.index.hour, instead of the simpler df.hour once it's defined. But sometimes it can come in handy."
]
},
{
"cell_type": "code",
"metadata": {
"id": "Vi2tA49yd5AN",
"colab_type": "code",
"colab": {}
},
"source": [
"# Add column for hour of day \n",
"df['hour'] = df.index.hour\n",
"\n",
"# And month\n",
"df['month'] = df.index.month\n",
"\n",
"# And day of year\n",
"df['yearday'] = df.index.dayofyear"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "markdown",
"metadata": {
"id": "npCUhHO8mufL",
"colab_type": "text"
},
"source": [
"### Daily Cycle"
]
},
{
"cell_type": "code",
"metadata": {
"id": "hWfzgVgjm5WU",
"colab_type": "code",
"colab": {}
},
"source": [
"# Calculate the hourly mean\n",
"hourly_sst = df.sea_surface_temperature.groupby(df.hour).mean()"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "dfpGsK6GfC10",
"colab_type": "code",
"outputId": "e58fe069-2ff2-482e-e131-9ac699368ac5",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 288
}
},
"source": [
"# Quick plot\n",
"hourly_sst.plot();"
],
"execution_count": 24,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "NwOK2KvwnRqO",
"colab_type": "text"
},
"source": [
"That's a nice looking plot with a noticeable diurnal signal, but it's important to notice how small it is (about a half a degree). Remember, we're averaging 10-years of data here. So on average, the hour-by-hour mean is not that far off from the total dataset mean.\n",
"\n",
"We can get a clearer look at this by visualizing the range of the dataset. Let's calculate the quartiles (25, 50, 75%) to see what they look like."
]
},
{
"cell_type": "code",
"metadata": {
"id": "z16gVSJSibd_",
"colab_type": "code",
"colab": {}
},
"source": [
"# Quantile Function Definitions\n",
"def q1(x):\n",
" return x.quantile(0.25)\n",
"\n",
"def q2(x):\n",
" return x.median()\n",
"\n",
"def q3(x):\n",
" return x.quantile(0.75)"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "Ensv3ew3fXgZ",
"colab_type": "code",
"colab": {}
},
"source": [
"# Calculate the hourly quartiles and mean \n",
"hourly_sst = df.sea_surface_temperature.groupby(df.hour).agg([q1, q2, q3, np.mean])"
],
"execution_count": 0,
"outputs": []
},
{
"cell_type": "code",
"metadata": {
"id": "gTNAHmoLgVg2",
"colab_type": "code",
"outputId": "51f524b7-7d3c-407e-b24b-cee1cf7644bc",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
}
},
"source": [
"# Quick plot\n",
"hourly_sst.plot();"
],
"execution_count": 27,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "CncMRGfdoRzZ",
"colab_type": "text"
},
"source": [
"So, yeah, this doesn't tell us much, other than the fact there is a wide spread of the data.\n",
"\n",
"This might be a useful analysis if we were looking at a shorter time period (perhaps a week or a month of data), or if we were looking at this question seasonally (say by looking at just Januaries)."
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "40yF-qALmvwa",
"colab_type": "text"
},
"source": [
"### Annual Cycle by Month"
]
},
{
"cell_type": "code",
"metadata": {
"id": "fsPyC7R0orQg",
"colab_type": "code",
"outputId": "417fe07e-751c-4df4-b4de-74bb32042d7c",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
}
},
"source": [
"# Calculate the average\n",
"monthly_sst = df.sea_surface_temperature.groupby(df.month).agg([q1, q2, q3, np.mean])\n",
"\n",
"# Quick Plot\n",
"monthly_sst.plot();"
],
"execution_count": 28,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "X-039HOnMFSV",
"colab_type": "text"
},
"source": [
"With a long enough dataset, this approach can give us a **Monthly Climatology**. Here's a quick example which we could also export and save to use elsewhere."
]
},
{
"cell_type": "code",
"metadata": {
"id": "XOxiGkLaqHjY",
"colab_type": "code",
"outputId": "788c6c6a-be8b-4571-9918-5f335eddcee1",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 472
}
},
"source": [
"# Monthly climatology\n",
"monthly_climatology = df.groupby(df.index.month).mean()\n",
"monthly_climatology"
],
"execution_count": 29,
"outputs": [
{
"output_type": "execute_result",
"data": {
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latitude
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longitude
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wind_dir
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wind_spd
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gust
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wave_height
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mean_wave_dir
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air_pressure
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air_temperature
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sea_surface_temperature
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dewpt_temperature
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visibility
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water_level
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hour
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month
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yearday
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time
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"text/plain": [
" latitude longitude wind_dir ... hour month yearday\n",
"time ... \n",
"1 40.250999 -73.164001 227.675220 ... 11.490255 1.0 16.035532\n",
"2 40.250999 -73.164001 222.490004 ... 11.512842 2.0 45.627593\n",
"3 40.250999 -73.164001 201.836573 ... 11.507434 3.0 75.218952\n",
"4 40.250999 -73.164001 192.415190 ... 11.506242 4.0 106.077598\n",
"5 40.250999 -73.164001 173.683474 ... 11.492474 5.0 136.166616\n",
"6 40.250999 -73.164001 188.223616 ... 11.488631 6.0 166.646542\n",
"7 40.250999 -73.164001 192.705622 ... 11.473254 7.0 197.122998\n",
"8 40.250999 -73.164001 187.551736 ... 11.513504 8.0 228.691512\n",
"9 40.250999 -73.164001 167.166559 ... 11.522691 9.0 259.099292\n",
"10 40.250999 -73.164001 188.024765 ... 11.479465 10.0 288.908168\n",
"11 40.250999 -73.164001 214.890794 ... 11.502698 11.0 320.037778\n",
"12 40.250999 -73.164001 225.115094 ... 11.504798 12.0 350.223238\n",
"\n",
"[12 rows x 16 columns]"
]
},
"metadata": {
"tags": []
},
"execution_count": 29
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "fJ2I4ZcSmxVq",
"colab_type": "text"
},
"source": [
"### Annual Cycle by Day\n",
"Finally, let's repeat what we did above, but rather than taking the average for each month, we will take the average for each day, which should result in a \"higher resolution\" visualization."
]
},
{
"cell_type": "code",
"metadata": {
"id": "-NYmfudVo6Fj",
"colab_type": "code",
"outputId": "5b8b0589-7a7f-4628-a928-34770759ee7d",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 285
}
},
"source": [
"# Calculate the average\n",
"daily_sst = df.sea_surface_temperature.groupby(df.yearday).agg([q1, q2, q3, np.mean])\n",
"\n",
"# Quick Plot\n",
"daily_sst.plot();"
],
"execution_count": 30,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "code",
"metadata": {
"id": "-jZZOk6Leyn0",
"colab_type": "code",
"outputId": "49a6a453-94b1-4514-b39d-1a50dbe3ec67",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 518
}
},
"source": [
"# Pretty plot of data by Yearday\n",
"plt.figure(figsize=(10,8))\n",
"plt.plot(df.yearday,df.sea_surface_temperature,'.',markersize=1,label='Raw Hourly Data');\n",
"plt.plot(daily_sst.index,daily_sst['mean'], linewidth=3,label='10 Year Average')\n",
"\n",
"plt.legend()\n",
"plt.xlabel('Day of Year')\n",
"plt.ylabel('Sea Surface Temperature (C)')\n",
"plt.title('Seasonal Cycle of Sea Surface Temperature at NDBC 44025 from 2010-2019');\n",
"plt.savefig('NDBC_44025_Seasonal_SST.png');"
],
"execution_count": 31,
"outputs": [
{
"output_type": "display_data",
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"tags": [],
"needs_background": "light"
}
}
]
},
{
"cell_type": "markdown",
"metadata": {
"id": "bWsfwfBVNE-f",
"colab_type": "text"
},
"source": [
"But what if we want to plot all the years on top of each other to compare the annual cycles? For this, we can use a 2-level groupby."
]
},
{
"cell_type": "code",
"metadata": {
"id": "AivFukOA379z",
"colab_type": "code",
"outputId": "c5b47f70-0665-45c4-dd2d-e68ba2fdd040",
"colab": {
"base_uri": "https://localhost:8080/",
"height": 470
}
},
"source": [
"a = df.groupby([df.index.year,df.index.month]).mean()\n",
"a"
],
"execution_count": 33,
"outputs": [
{
"output_type": "execute_result",
"data": {
"text/html": [
"