{"nbformat":4,"nbformat_minor":0,"metadata":{"colab":{"provenance":[],"toc_visible":true,"authorship_tag":"ABX9TyOOuQeAbyAKGgICkuVFDhSA"},"kernelspec":{"name":"python3","display_name":"Python 3"},"language_info":{"name":"python"}},"cells":[{"cell_type":"markdown","source":["# Ploting in Pandas\n","\n","Having to load data manually to build a visualization or plot gets cumbersome quickly. In many situations, we might want to work with data in a `pandas` `DataFrame` when building a visualization.\n","\n","The `pandas` `.plot()` attribute relies on the `matplotlib` API to generate plots, so our work with `matplotlib` will come in handy when we need to customize plots generated using `.plot()`. And in many cases, the `.plot()` syntax is similar to `matplotlib` `OO` syntax.\n","\n","We'll start by working with air quality data."],"metadata":{"id":"dZw_mWFU9Y7D"}},{"cell_type":"markdown","source":["## `.plot()`\n","\n","We can do a quick visual check of the data by passing the entire `DataFrame` to `.plot()`."],"metadata":{"id":"PorDWuNH9-sk"}},{"cell_type":"code","source":["import pandas as pd # import statements\n","df = pd.read_csv('https://raw.githubusercontent.com/kwaldenphd/elements-of-computing/main/book/data/ch10/air_quality_no2.csv', index_col=0, parse_dates=True) # load data\n","df # show output"],"metadata":{"id":"xJ9bgcWRyrVZ","colab":{"base_uri":"https://localhost:8080/","height":455},"executionInfo":{"status":"ok","timestamp":1706141936498,"user_tz":300,"elapsed":190,"user":{"displayName":"Katherine Walden","userId":"17094108395123900917"}},"outputId":"d31d24d1-5fc8-4f36-835a-fab7e641abd6"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[" station_antwerp station_paris station_london\n","datetime \n","2019-05-07 02:00:00 NaN NaN 23.0\n","2019-05-07 03:00:00 50.5 25.0 19.0\n","2019-05-07 04:00:00 45.0 27.7 19.0\n","2019-05-07 05:00:00 NaN 50.4 16.0\n","2019-05-07 06:00:00 NaN 61.9 NaN\n","... ... ... ...\n","2019-06-20 22:00:00 NaN 21.4 NaN\n","2019-06-20 23:00:00 NaN 24.9 NaN\n","2019-06-21 00:00:00 NaN 26.5 NaN\n","2019-06-21 01:00:00 NaN 21.8 NaN\n","2019-06-21 02:00:00 NaN 20.0 NaN\n","\n","[1035 rows x 3 columns]"],"text/html":["\n","
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station_antwerpstation_parisstation_london
datetime
2019-05-07 02:00:00NaNNaN23.0
2019-05-07 03:00:0050.525.019.0
2019-05-07 04:00:0045.027.719.0
2019-05-07 05:00:00NaN50.416.0
2019-05-07 06:00:00NaN61.9NaN
............
2019-06-20 22:00:00NaN21.4NaN
2019-06-20 23:00:00NaN24.9NaN
2019-06-21 00:00:00NaN26.5NaN
2019-06-21 01:00:00NaN21.8NaN
2019-06-21 02:00:00NaN20.0NaN
\n","

1035 rows × 3 columns

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\n"]},"metadata":{},"execution_count":6}]},{"cell_type":"code","execution_count":null,"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":461},"id":"1U9hTlYR9UwM","executionInfo":{"status":"ok","timestamp":1706141943626,"user_tz":300,"elapsed":1370,"user":{"displayName":"Katherine Walden","userId":"17094108395123900917"}},"outputId":"53b827ba-1a11-4709-9e7c-38143c60de6d"},"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":7},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}],"source":["df.plot() # plot entire dataframe"]},{"cell_type":"markdown","source":["This isn't a particularly meaningful visualization, but it shows us how the default for `.plot()` creates a line for each column with numeric data.\n","\n","Default settings for `Pandas` plotting functions:\n","- `index` (in this case `DateTime`) is the `x` axis data\n","- Numeric columns are the `y` axis data\n","- Default plot type is a line plot\n","- Default axis title(s) and legend are pulled from information in the underlying `DataFrame`"],"metadata":{"id":"ljjEX5F8-HV8"}},{"cell_type":"markdown","source":["### Plotting Specific Columns\n","\n","Let's say we only wanted to plot Paris data. We can plot a specific column in the `dataframe` using the `[\" \"]` selection method before calling `.plot()`."],"metadata":{"id":"kFQ4rzys-JTm"}},{"cell_type":"code","source":["df[\"station_paris\"].plot() # plot specific column"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":461},"id":"Qbl7WMxo-RpW","executionInfo":{"status":"ok","timestamp":1706141969746,"user_tz":300,"elapsed":464,"user":{"displayName":"Katherine Walden","userId":"17094108395123900917"}},"outputId":"97d54cf7-33ee-493e-df39-dc189917439d"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":8},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["Let's say we want to visually compare NO2 values measured in London and Paris. We need to specify what column is going to be used for the `X` axis as well as what column is going to be used for the `Y` axis.\n","\n","For this example, a scatterplot will be more effective than a lineplot, so we'll use `.plot.scatter()`."],"metadata":{"id":"FhlC5Pjj_HkI"}},{"cell_type":"code","source":["df.plot.scatter(x=\"station_london\", y=\"station_paris\", alpha=0.5) # scatterplot for two columns"],"metadata":{"colab":{"base_uri":"https://localhost:8080/","height":467},"id":"ZyThY9W0_J2q","executionInfo":{"status":"ok","timestamp":1706141992968,"user_tz":300,"elapsed":500,"user":{"displayName":"Katherine Walden","userId":"17094108395123900917"}},"outputId":"c0d61f37-3646-45f4-e095-f9f5357b155b"},"execution_count":null,"outputs":[{"output_type":"execute_result","data":{"text/plain":[""]},"metadata":{},"execution_count":9},{"output_type":"display_data","data":{"text/plain":["
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\n"},"metadata":{}}]},{"cell_type":"markdown","source":["### Additional Line Plot Resources\n","\n","For more on line plots:\n","- [`pandas`, \"Basic plotting\"](https://pandas.pydata.org/docs/user_guide/visualization.html#basic-plotting-plot)\n","- [`pandas.DataFrame.plot`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html)\n","- [`pandas.DataFrame.plot.line`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.line.html)"],"metadata":{"id":"dhctevNWDWm1"}},{"cell_type":"markdown","source":["### Additional Scatter Plot Resources\n","\n","For more on scatter plots:\n","- [`pandas`, \"Visualization, Scatter plot\"](https://pandas.pydata.org/docs/user_guide/visualization.html#scatter-plot)\n","- [`pandas.DataFrame.plot`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.html)\n","- [`pandas.DataFrame.plot.scatter`](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.plot.scatter.html)"],"metadata":{"id":"voZgBCy3Fzu3"}},{"cell_type":"markdown","source":["## Recap\n","\n","As we've already seen `Pandas` plotting functions incorporate a mix of `Pandas` syntax and arguments that share similarity with `matplotlib`.\n","\n","We'll see that pattern continue as we explore other plot types and plotting workflows."],"metadata":{"id":"L8rhUxJL_TjN"}}]}