{ "cells": [ { "cell_type": "markdown", "id": "f3d8eafe-eb4f-42fb-a18e-7d197252d334", "metadata": {}, "source": [ "# Generating core data visualizations on the Central Park weather dataset in Python" ] }, { "cell_type": "markdown", "id": "7ab931c9-83ac-43a1-9272-76d69b4b3c4d", "metadata": {}, "source": [ "## Introduction" ] }, { "cell_type": "markdown", "id": "26b0fa66-56ee-408a-84a4-1e74a70b0665", "metadata": {}, "source": [ "We learned four key plot types in the lecture on Data Visualization: **timeseries**, **box-and-whisker**, **histogram**, and **scatterplot**. This included both what they represent/how to interpret them *and* how to plot them in a Jupyter notebook using matplotlib and numpy. We also learned how to read in netCDF files from disk---such as the Central Park weather station dataset---using the `netCDF4` package.\n", "\n", "In this assignment, you'll generate these plots for all of the variables in that dataset." ] }, { "cell_type": "markdown", "id": "21277a26-4aff-42d8-9ce0-731b29e2cbe3", "metadata": {}, "source": [ "## A toy example" ] }, { "cell_type": "markdown", "id": "bc815967-1178-4503-90da-4934e72dbcc2", "metadata": {}, "source": [ "To provide concrete examples of what you'll create, first I'll create a fake dataset that's the same length as the Central Park data. \n", "\n", "(This involves things that we haven't yet covered in class, so it's no problem if you don't follow the lines of code below.)" ] }, { "cell_type": "code", "execution_count": 3, "id": "1b14a1e1-f0c9-4d04-a7c0-1e60b7e52687", "metadata": { "editable": true, "slideshow": { "slide_type": "" }, "tags": [] }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "\n", "
<xarray.DataArray 'toy' (time: 56520)>\n",
       "array([ 0.85875537, -0.24913133, -0.56981586, ..., -0.48240508,\n",
       "       -0.6090622 , -1.52678376])\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 1869-01-01 1869-01-02 ... 2023-09-30
" ], "text/plain": [ "\n", "array([ 0.85875537, -0.24913133, -0.56981586, ..., -0.48240508,\n", " -0.6090622 , -1.52678376])\n", "Coordinates:\n", " * time (time) datetime64[ns] 1869-01-01 1869-01-02 ... 2023-09-30" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import numpy as np\n", "import xarray as xr\n", "\n", "# Load the Central Park dataset from disk.\n", "# Note: on my computer, the filepath below is the correct one. But it probably won't be on yours! Replace it as needed.\n", "filepath_in = \"../data/central-park-station-data_1869-01-01_2023-09-30.nc\"\n", "ds_central_park = xr.open_dataset(filepath_in)\n", "\n", "# Draw randomly from a Gaussian distribution.\n", "mean = 0.\n", "std_dev = 1.\n", "vals_toy = np.random.normal(mean, std_dev, len(ds_central_park[\"temp_avg\"]))\n", "\n", "# Make this toy data into an xarray.DataArray with the coordinates from the Central Park data\n", "arr_toy = vals_toy * xr.ones_like(ds_central_park[\"temp_avg\"]).rename(\"toy\")\n", "arr_toy" ] }, { "cell_type": "markdown", "id": "2ce28f43-4cfd-4219-b1cb-1c3096517638", "metadata": {}, "source": [ "Now, create the plots:" ] }, { "cell_type": "code", "execution_count": 4, "id": "db353f55-ab31-4d9a-abf8-7994ffbe3e1f", "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "%config InlineBackend.figure_format = \"retina\"\n", "from matplotlib import pyplot as plt" ] }, { "cell_type": "code", "execution_count": 5, "id": "6edea520-2ccd-46db-822b-e848174b9c9c", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'count [unitless]')" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 589 } }, "output_type": "display_data" } ], "source": [ "fig = plt.figure() # create a matplotlib.Figure instance\n", "ax = fig.add_subplot() # add a matplotlib.Axes instance to fig\n", "\n", "ax.hist(arr_toy) # you could also call plt.hist\n", "ax.set_xlabel(\"toy data [unitless]\")\n", "ax.set_ylabel(\"count [unitless]\")" ] }, { "cell_type": "code", "execution_count": 6, "id": "c28f3cd2-2867-4300-aa19-074bc7f94ba6", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'toy data [unitless]')" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 413, "width": 565 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots() # This one-liner is more convenient than the two lines version above.\n", "ax.boxplot(arr_toy)\n", "ax.set_ylabel(\"toy data [unitless]\")" ] }, { "cell_type": "code", "execution_count": 7, "id": "ac54c2b7-e6ef-4776-ab6a-2138b7b7c9f3", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0, 0.5, 'toy data [unitless]')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 432, "width": 565 } }, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots() # This one-liner is more convenient than the two lines version above.\n", "ax.plot(arr_toy[\"time\"], arr_toy, linewidth=0.5)\n", "ax.set_xlabel(\"time\")\n", "ax.set_ylabel(\"toy data [unitless]\")" ] }, { "cell_type": "markdown", "id": "830b2827-8c81-4ca7-85c9-e37ef4240a19", "metadata": {}, "source": [ "There you go. (We'll return to scatterplots further below.)\n", "\n", "You can also put all three together into a single figure:" ] }, { "cell_type": "code", "execution_count": 8, "id": "653c06d0-5f1b-4026-9cf7-157217327dd1", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 0.98, 'Histogram, box-and-whisker, and timeseries plots of the toy array')" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 411, "width": 1023 } }, "output_type": "display_data" } ], "source": [ "fig, axarr = plt.subplots(nrows=1, ncols=3, figsize=(12, 4)) # create a figure containting 1x3 array of axes\n", "\n", "ax = axarr[0]\n", "ax.hist(arr_toy) # you could also call plt.hist\n", "ax.set_xlabel(\"toy data [unitless]\")\n", "ax.set_ylabel(\"count [unitless]\")\n", "\n", "ax = axarr[1]\n", "ax.boxplot(arr_toy)\n", "ax.set_xticks([])\n", "ax.set_ylabel(\"toy data [unitless]\")\n", "\n", "ax = axarr[2]\n", "ax.plot(arr_toy[\"time\"], arr_toy, linewidth=0.5)\n", "ax.set_xlabel(\"time\")\n", "ax.set_ylabel(\"toy data [unitless]\")\n", "\n", "fig.suptitle(\"Histogram, box-and-whisker, and timeseries plots of the toy array\")" ] }, { "cell_type": "markdown", "id": "034285a6-b3bd-4971-b92a-59191f8ad583", "metadata": {}, "source": [ "### If you're using the `netCDF4` package" ] }, { "cell_type": "markdown", "id": "3508d78f-0408-48da-9348-85d2ffc152fe", "metadata": {}, "source": [ "Above, I'm using the `xarray` package to load in the dataset. We haven't discussed `xarray` yet in class, but if you're comfortable using it then you're welcome to.\n", "\n", "We *did* cover the `netCDF4` package however, so no matter what you should be able to load the netCDF file from disk into your notebook.\n", "\n", "However the one complication if you use `netCDF4` is dealing with the times. For reasons we'll get into later, how dates and times get \"encoded\" when they're written to disk and then \"decoded\" when they're read from disk is actually much more complicated than you might think. While xarray automatically handles this very nicely, `netCDF4` does not. \n", "\n", "So when you go to do the timeseries plots, you'll see that the `time` array is really just the indices of time: 0, 1, 2, ..., 56425, and last 56427 (notice the labeled values along the x-axis):" ] }, { "cell_type": "code", "execution_count": 9, "id": "1d3df19e-4f78-40a5-8f6f-f8c227371908", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 9, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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"text/plain": [ "
" ] }, "metadata": { "image/png": { "height": 413, "width": 543 } }, "output_type": "display_data" } ], "source": [ "# Load the file from disk if you haven't already.\n", "import netCDF4\n", "ds_nc4 = netCDF4.Dataset(\"../data/central-park-station-data_1869-01-01_2023-09-30.nc\", \"r\")\n", "\n", "plt.plot(ds_nc4[\"time\"][:], ds_nc4[\"temp_avg\"][:], linewidth=0.5)" ] }, { "cell_type": "markdown", "id": "158fcec7-1683-456c-baec-99f018b3e090", "metadata": {}, "source": [ "We don't want that; we want the actual dates. So if you're using `netCDF4`, in order to get the array of dates, you can use the following lines of code (note that the `cftime` package is automatically installed when `netCDF4` is, so you should have it; but worst case do `pip install cftime`):" ] }, { "cell_type": "code", "execution_count": 10, "id": "10f18226-ff77-496f-8a02-575cf0f3c63e", "metadata": {}, "outputs": [], "source": [ "# Decode the times into an array of dates using the `num2date` function of the `cftime` package.\n", "import cftime\n", "times_encoded = ds_nc4[\"time\"]\n", "dates = cftime.num2date(\n", " times_encoded[:], \n", " times_encoded.units, \n", " times_encoded.calendar, \n", " only_use_cftime_datetimes=False, \n", " only_use_python_datetimes=True,\n", ")" ] }, { "cell_type": "markdown", "id": "fcacab72-05eb-4f06-826a-5ecc0ed1f1ff", "metadata": {}, "source": [ "Then for your timeseries plots you can do e.g. (again, notice the labeled values along the x axis):" ] }, { "cell_type": "code", "execution_count": 11, "id": "87c007c2-e344-4f71-bbce-d6e95824d593", "metadata": {}, "outputs": [ { "data": { "text/plain": [ "[]" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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" ] }, "metadata": { "image/png": { "height": 413, "width": 543 } }, "output_type": "display_data" } ], "source": [ "plt.plot(dates, ds_nc4[\"temp_avg\"][:], linewidth=0.5)" ] }, { "cell_type": "markdown", "id": "120abbec-ecbf-4f62-a5d4-c388466f400c", "metadata": {}, "source": [ "## Your specific tasks" ] }, { "cell_type": "markdown", "id": "a534ecee-3a68-4522-9d56-fe6e8f533ece", "metadata": {}, "source": [ "### Histogram, box-and-whisker, and timeseries for the Central Park weather station variables" ] }, { "cell_type": "markdown", "id": "582b67ad-18e1-45e1-a781-447f9c97d6a3", "metadata": {}, "source": [ "For **each** of the following variables in the Central Park daily weather dataset...\n", "- `temp_avg` (daily average temperature)\n", "- `temp_min` (daily minimum temperature)\n", "- `temp_max` (daily maximum temperature)\n", "- `temp_anom` (daily average temperature *departure* from \"normal\", i.e. a 30-year average)\n", "- `heat_deg_days` ([heating degree days](https://en.wikipedia.org/wiki/Heating_degree_day))\n", "- `cool_deg_days` ([cooling degree days](https://en.wikipedia.org/wiki/Degree_day#United_States))\n", "- `precip` (precipitation in inches; when it's snow this is [*snow water equivalent*](https://en.wikipedia.org/wiki/Snow_science#Measurement))\n", "- `snow_fall` (snowfall in inches that day)\n", "- `snow_depth` (depth in inches of snow currently on the ground)\n", "\n", "...complete **all** of the following tasks:\n", "\n", "- [ ] Create a 1x3 figure (meaning 1 row by 3 columns) just like the one above generated on my toy array.\n", "- [ ] Be sure to properly label the x and y axes in each case: identify the physical quantity and the units.\n", "- [ ] As a text (\"markdown\") cell above the figure, include a 1 or 2 sentence description of what the quantity is.\n", "- [ ] As a Markdown cell below the figure, for each of the 3 plots, include a 1 or 2 sentence description: the overall behavior and anything else that seems noteworthy." ] }, { "cell_type": "markdown", "id": "3ef80831-e205-4abd-b00b-28d01b351c82", "metadata": {}, "source": [ "### Make selected scatterplots" ] }, { "cell_type": "markdown", "id": "402364b1-d12e-4786-a4a2-d2aeac29cdf7", "metadata": {}, "source": [ "For **each** of the following pairs of fields:\n", "\n", "- `temp_min` vs. `temp_max`\n", "- `temp_avg` vs. `cool_deg_days`\n", "- `snow_fall` vs. `precip`\n", "- `temp_avg` vs. `temp_avg` 2 weeks later\n", "- `temp_anom` vs. `temp_anom` 2 weeks later\n", "\n", "...do the following:\n", "- [ ] generate a scatterplot\n", "- [ ] Include a markdown cell immediately after with 1-2 sentences describing the overall behavior and anything else noteworthy you see. " ] }, { "cell_type": "markdown", "id": "2aa7eed7-b5e7-4063-89fa-75d08b059437", "metadata": {}, "source": [ "## How to submit" ] }, { "cell_type": "markdown", "id": "c72b17cc-4689-493e-ac3c-739b2b3cfeea", "metadata": {}, "source": [ "### Submission URLs" ] }, { "cell_type": "markdown", "id": "017c2feb-a717-40a4-8bb2-dbd5173b4aef", "metadata": {}, "source": [ "Use the Google Form link in the \"Links for homework submissions\" document on the course Blackboard site to submit. It's the one labeled \"HW2\". (You must be logged into your CUNY citymail account in Google to be granted access to the submission form.)\n", "\n", "Submit the notebook as a *single* `.ipynb` file with a filename matching **exactly** the pattern `eas42000_hw1_lastname-firstname.ipynb`, replacing `lastname` with your last name and `firstname` with your first name." ] }, { "cell_type": "markdown", "id": "e5e382bd-8e07-4a3a-87f5-3985319972b9", "metadata": {}, "source": [ "### Use a *relative* path to the netCDF file in your code" ] }, { "cell_type": "markdown", "id": "feb4f29e-ee26-40d1-be0f-f5251b41348a", "metadata": {}, "source": [ "**Important**: you **must** copy the Central Park dataset netCDF file into the same directory/folder that holds your homework `.ipynb` file, *and* your code **must** refer to that file using a *relative* rather than *absolute* filepath. I.e.:\n", "```python\n", "path_to_cp = \"./central-park-station-data.nc\" # this is good; it will work on my computer\n", "```\n", "NOT the *absolute* path to where the file lives on *your* computer:\n", "```python\n", "path_to_cp = \"/Users/jane-student/eas4200/central-park-station-data.nc\" # this will NOT work on my computer\n", "```\n", "\n", "If you don't follow this instruction, it will cause your Notebook to not run successfully when I go to run it on my computer." ] }, { "cell_type": "markdown", "id": "b14b8134-74c9-4202-9dc9-7c272397cef5", "metadata": {}, "source": [ "### Your Notebook *must* run successfully start-to-finish on *my* laptop" ] }, { "cell_type": "markdown", "id": "c2c93d5b-d367-4bfe-be19-094b98cbb02c", "metadata": {}, "source": [ "I will run every person's notebook on my own computer as part of the grading. If that is unsuccessful---meaning that when I select \"Run all cells\", the code execution crashes at any point with an error message---you automatically lose 5% on the assignment, *and* I will email you asking you to re-submit a version that does run. (And each subsequent submission that doesn't run successfully loses an additional 5%.)\n", "\n", "This could be because of the relative/absolute filepath issue described immediately above and/or any other bug in your code.\n", "\n", "Why? It takes a *lot* of time to debug someone else's Notebook that doesn't work. And meanwhile, it's very easy for you to follow this instruction (see bold paragraph immediately below). So it's just not fair to me if I have to spend a lot of time debugging your code.\n", "\n", "**To prevent this, as a last step before submitting your Notebook, I URGE you to restart your Jupyter Kernel, select \"Run all cells\", and make sure that it runs successfully.** *Then* save it one last time and upload it." ] }, { "cell_type": "markdown", "id": "a668e47c-ae80-4f8f-95e1-e5956b1a98b1", "metadata": {}, "source": [ "## Extra credit" ] }, { "cell_type": "markdown", "id": "e1e61b08-465c-4434-95ad-019f8a2dc7d2", "metadata": {}, "source": [ "Each extra credit option below (in this case, there's only one) earns you up to an extra 5% on this assignment." ] }, { "cell_type": "markdown", "id": "ddb8036a-97de-4cb1-a5c8-b4ac45d1c6d4", "metadata": {}, "source": [ "### Repeat these analyses on data you're using for your final project" ] }, { "cell_type": "markdown", "id": "5f97ecaf-1a0f-4d34-8a0e-ca0d7763765f", "metadata": {}, "source": [ "For at least one quantity in the dataset you're using for your final project, generate the histogram, box-and-whisker, and (if applicable) timeseries plots, following the same instructions as above.\n", "\n", "This is a double bonus: it gets you extra credit on this assignment *and* helps you make progress on your final project!" ] }, { "cell_type": "markdown", "id": "d4789855-270d-470d-898e-8ce29890f0d5", "metadata": {}, "source": [ "### Submitting the extra credit: **as the .html output of a separate notebook file**" ] }, { "cell_type": "markdown", "id": "1ecd0940-1628-4742-a469-aaf99fb47807", "metadata": {}, "source": [ "Each of you is using a different dataset, none of which I have on my local computer where I'll be running your notebooks. And some of these datasets are quite large, so it's impractical to have you include your datasets along with the notebook file. But that means that I won't be able to execute this portion of your code on my laptop.\n", "\n", "For that reason, please do the following:\n", "\n", "1. Perform all of your calculations for the extra credit **in a separate .ipynb** notebook file from the main one that you'll submit as described above.\n", "2. Once your Extra Credit notebook is 100% ready, reset and run it start to finish as described above.\n", "3. At that point, **export it to an HTML file using Jupyter's built-in exporting features.**\n", "4. Upload **that HTML file** via the same link described above for the main submission." ] } ], "metadata": { "kernelspec": { "display_name": "Python 3 (ipykernel)", "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": "3.11.0" } }, "nbformat": 4, "nbformat_minor": 5 }