{
"cells": [
{
"cell_type": "markdown",
"id": "3b53bc7c",
"metadata": {},
"source": [
"# Goodbye Scatterplot, Welcome Binned Scatterplot"
]
},
{
"cell_type": "markdown",
"id": "5cfb6610",
"metadata": {},
"source": [
"````{note}\n",
"This page was made by Matteo Courthoud, whose [website](https://matteocourthoud.github.io/) contains incredible resources I encourage you to explore. Look under his \"Posts\" and also within his \"Courses\". \n",
"\n",
"I have made a few minor adjustments below to tailor this to LDSF students and might do some more in the future. \n",
"\n",
"The upshot is that students can use the following code to make binscatter plots quickly:\n",
"\n",
"```python\n",
"import binsreg\n",
"binsreg.binsreg(x='age', y='sales', data=df)\n",
"\n",
"help(binsreg.binsreg) # to see the function options\n",
"```\n",
"\n",
"Note that the `binsreg` code uses a different plotting package than `seaborn`. Matteo's code makes it easy to use seaborn instead for plotting. \n",
"\n",
"````\n"
]
},
{
"cell_type": "markdown",
"id": "3b378c68",
"metadata": {},
"source": [
"When we want to visualize the relationship between two continuous variables, the go-to plot is the **scatterplot**. It's a very intuitive visualization tool that allows us to directly look at the data. However, when we have a lot of data and/or when the data is skewed, scatterplots can be too noisy to be informative.\n",
"\n",
"In this blog post, I am going to review a very powerful alternative to the scatterplot to visualize correlations between two variables: the **binned scatterplot**. Binned scatterplots are not only a great visualization tool, but they can also be used to do inference on the conditional distribution of the dependent variable."
]
},
{
"cell_type": "markdown",
"id": "77fec1e4",
"metadata": {},
"source": [
"## The Scatterplot"
]
},
{
"cell_type": "markdown",
"id": "439bbae7",
"metadata": {},
"source": [
"Let's start with an example. Suppose we are an **online marketplace** where multiple firms offer goods that consumer can efficiently browse, compare and buy. Our **dataset** consists in a snapshot of the firms active on the marketplace. \n",
"\n",
"Let's load the data and have a look at it. You can find the code for the data generating process [here](). "
]
},
{
"cell_type": "code",
"execution_count": 1,
"id": "73f8e480",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:39.826480Z",
"start_time": "2022-05-21T09:17:39.424761Z"
}
},
"outputs": [],
"source": [
"%matplotlib inline\n",
"%config InlineBackend.figure_format = 'retina'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"id": "67ec11c9",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:40.536224Z",
"start_time": "2022-05-21T09:17:39.827435Z"
},
"scrolled": true
},
"outputs": [
{
"data": {
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" age sales online products\n",
"0 0.312777 450.858091 0 2\n",
"1 1.176221 1121.882449 1 3\n",
"2 1.764048 2698.714549 0 1\n",
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},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import time\n",
"import numpy as np\n",
"import pandas as pd\n",
"import seaborn as sns\n",
"import matplotlib.pyplot as plt\n",
"\n",
"def generate_data(seed=1, N=10_000):\n",
" np.random.seed(seed)\n",
" \n",
" # Does the firm sells only online?\n",
" online = np.random.binomial(1, 0.5, N)\n",
" \n",
" # How many products does the firm have\n",
" products = 1 + np.random.poisson(1, N)\n",
" \n",
" # What is the age of the firm\n",
" t = np.random.exponential(0.5*products, N) \n",
" \n",
" # Sales\n",
" sales = 1e3 * np.random.exponential(products + np.maximum((1 + 0.3*products + 4*online)*t - 0.5*(1 + 6*online)*t**2, 0), N)\n",
"\n",
" # Generate the dataframe\n",
" df = pd.DataFrame({'age': t, 'sales': sales, 'online': online, 'products': products})\n",
" \n",
" return df\n",
"\n",
"df = generate_data(N=10_000)\n",
"df.head()"
]
},
{
"cell_type": "markdown",
"id": "7560c386",
"metadata": {},
"source": [
"We have information on 10.000 firms. For each firm we know:\n",
"\n",
"- `age`: the age of the firm\n",
"- `sales`: the monthly sales from last month\n",
"- `online`: whether the firm is only active online\n",
"- `products`: the number of products that the firm offers\n",
"\n",
"Suppose we are interested in understanding the relationship between `age` and `sales`. What is the **life-cycle** of sales?\n",
"\n",
"Let's start with a simple **scatterplot** of `sales` over `age`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"id": "895a925d",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:40.658370Z",
"start_time": "2022-05-21T09:17:40.538268Z"
},
"scrolled": false
},
"outputs": [
{
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",
"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 589
}
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x='age', y='sales', data=df);\n",
"plt.title(\"Sales by firm's age\");"
]
},
{
"cell_type": "markdown",
"id": "d96b51db",
"metadata": {},
"source": [
"The plot is extremely **noisy**. We have a lot of observations, therefore, it is very difficult to visualize them all. If we had to guess, we could say that the relationship looks negative (`sales` decrease with `age`), but it would be a very uninformed guess.\n",
"\n",
"We are now going to explore some plausible tweaks and alternatives."
]
},
{
"cell_type": "markdown",
"id": "a82ac79b",
"metadata": {},
"source": [
"## Scatterplot Alternatives"
]
},
{
"cell_type": "markdown",
"id": "fc8bc6b5",
"metadata": {},
"source": [
"What can we do when we have an extremely dense scatterplot? One solution could be to plot the **density** of the observations, instead of the observations themselves. \n",
"\n",
"There are multiple solutions in Python to visualize the density of a 2-dimensional distribution. A very useful one is [seaborn](https://seaborn.pydata.org/) [jointplot](https://seaborn.pydata.org/generated/seaborn.jointplot.html). `jointplot` plots the joint distribution of two variables, together with the marginal distributions along the axis. The default option is the scatterplot, but one can also choose to add a regression line (`reg`), change the plot to a histogram (`hist`), a hexplot (`hex`), or a [kernel density estimate](https://en.wikipedia.org/wiki/Kernel_density_estimation) (`kde`).\n",
"\n",
"Let's try the **hexplot**, which is basically a histogram of the data, where the bins are hexagons, in the 2-dimensional space."
]
},
{
"cell_type": "code",
"execution_count": 4,
"id": "35001270",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:41.059584Z",
"start_time": "2022-05-21T09:17:40.659183Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 592,
"width": 611
}
},
"output_type": "display_data"
}
],
"source": [
"s = sns.jointplot(x='age', y='sales', data=df, kind='hex', );\n",
"s.ax_joint.grid(False);\n",
"s.ax_marg_y.grid(False);\n",
"s.fig.suptitle(\"Sales by firm's age\");"
]
},
{
"cell_type": "markdown",
"id": "509cf844",
"metadata": {},
"source": [
"Not much has changed. It looks like the distributions of `age` and `sales` are both very **skewed** and, therefore, most of the action is concentrated in a very small subspace.\n",
"\n",
"Maybe we could remove **outliers** and zoom-in on the area where most of the data is located. Let's zoom-in on the bottom-left corner, on observations what have `age < 3` and `sales < 3000`."
]
},
{
"cell_type": "code",
"execution_count": 5,
"id": "404d43ae",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:41.244315Z",
"start_time": "2022-05-21T09:17:41.060322Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 592,
"width": 603
}
},
"output_type": "display_data"
}
],
"source": [
"s = sns.jointplot(x='age', y='sales', data=df.query(\"age < 3 & sales < 3000\"), kind=\"hex\");\n",
"s.ax_joint.grid(False);\n",
"s.ax_marg_y.grid(False);\n",
"s.fig.suptitle(\"Sales by firm's age\");"
]
},
{
"cell_type": "markdown",
"id": "ad56f1ef",
"metadata": {},
"source": [
"Now there is much less empty space, but it does not look like we are going far. The joint distribution is **still too skewed**. This is the case when the data follows some power distribution, as it's often the case with business data. \n",
"\n",
"One solution is to **transform** the variable, by taking the [**natural logarithm**](https://en.wikipedia.org/wiki/Natural_logarithm)."
]
},
{
"cell_type": "code",
"execution_count": 6,
"id": "ee15a850",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:41.247483Z",
"start_time": "2022-05-21T09:17:41.245072Z"
}
},
"outputs": [],
"source": [
"df['log_age'] = np.log(df['age'])\n",
"df['log_sales'] = np.log(df['sales'])"
]
},
{
"cell_type": "markdown",
"id": "ae5788b2",
"metadata": {},
"source": [
"We can now plot the relationship between the logarithms of `age` and `sales`."
]
},
{
"cell_type": "code",
"execution_count": 7,
"id": "55a5bad8",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:41.511996Z",
"start_time": "2022-05-21T09:17:41.248127Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"text/plain": [
"
"
]
},
"metadata": {
"image/png": {
"height": 617,
"width": 588
}
},
"output_type": "display_data"
}
],
"source": [
"s = sns.jointplot(x='log_age', y='log_sales', data=df, kind='hex');\n",
"s.ax_joint.grid(False);\n",
"s.ax_marg_y.grid(False);\n",
"s.fig.suptitle(\"Sales by firm's age\", y=1.02);"
]
},
{
"cell_type": "markdown",
"id": "1fd1cf66",
"metadata": {},
"source": [
"The logarithm definitely helped. Now the data is more spread across space, which means that the visualization is more informative. Moreover, it looks like there is **no relationship** between the two variables. \n",
"\n",
"However, there is still **too much noise**. Maybe data visualization alone is not sufficient do draw a conclusion.\n",
"\n",
"Let's swap to a more structured approach: [**linear regression**](https://en.wikipedia.org/wiki/Linear_regression). Let's linearly regress `log_sales` on `log_age`."
]
},
{
"cell_type": "code",
"execution_count": 8,
"id": "b06ce564",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:41.520165Z",
"start_time": "2022-05-21T09:17:41.512917Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
"
coef
std err
t
P>|t|
[0.025
0.975]
\n",
"
\n",
"
\n",
"
Intercept
7.3971
0.015
478.948
0.000
7.367
7.427
\n",
"
\n",
"
\n",
"
log_age
0.1690
0.010
16.888
0.000
0.149
0.189
\n",
"
\n",
"
"
],
"text/latex": [
"\\begin{center}\n",
"\\begin{tabular}{lcccccc}\n",
"\\toprule\n",
" & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n",
"\\midrule\n",
"\\textbf{Intercept} & 7.3971 & 0.015 & 478.948 & 0.000 & 7.367 & 7.427 \\\\\n",
"\\textbf{log\\_age} & 0.1690 & 0.010 & 16.888 & 0.000 & 0.149 & 0.189 \\\\\n",
"\\bottomrule\n",
"\\end{tabular}\n",
"\\end{center}"
],
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import statsmodels.formula.api as smf\n",
"\n",
"smf.ols('log_sales ~ log_age', df).fit().summary().tables[1]"
]
},
{
"cell_type": "markdown",
"id": "f339c521",
"metadata": {},
"source": [
"The regression coefficient for `log_age` is **positive** and statistically significant (i.e. different from zero). It seems that all previous visualizations were very **misleading**. From none of the graphs above we could have guessed such a strong positive relationship.\n",
"\n",
"However, maybe this relationship is different for `online`-only firms and the rest of the sample. We need to control for this variable in order to avoid [Simpson's Paradox](https://en.wikipedia.org/wiki/Simpson%27s_paradox) and, more generally, bias.\n",
"\n",
"With linear regression, we can **condition the analysis on covariates**. Let's add the binary indicator for `online`-only firms and the variable counting the number of `products` to the regression."
]
},
{
"cell_type": "code",
"execution_count": 9,
"id": "eec6ed10",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:41.533092Z",
"start_time": "2022-05-21T09:17:41.523031Z"
}
},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"
\n",
"
coef
std err
t
P>|t|
[0.025
0.975]
\n",
"
\n",
"
\n",
"
Intercept
6.5717
0.037
176.893
0.000
6.499
6.644
\n",
"
\n",
"
\n",
"
log_age
0.0807
0.010
7.782
0.000
0.060
0.101
\n",
"
\n",
"
\n",
"
online
0.1447
0.027
5.433
0.000
0.092
0.197
\n",
"
\n",
"
\n",
"
products
0.3456
0.014
24.110
0.000
0.317
0.374
\n",
"
\n",
"
"
],
"text/latex": [
"\\begin{center}\n",
"\\begin{tabular}{lcccccc}\n",
"\\toprule\n",
" & \\textbf{coef} & \\textbf{std err} & \\textbf{t} & \\textbf{P$> |$t$|$} & \\textbf{[0.025} & \\textbf{0.975]} \\\\\n",
"\\midrule\n",
"\\textbf{Intercept} & 6.5717 & 0.037 & 176.893 & 0.000 & 6.499 & 6.644 \\\\\n",
"\\textbf{log\\_age} & 0.0807 & 0.010 & 7.782 & 0.000 & 0.060 & 0.101 \\\\\n",
"\\textbf{online} & 0.1447 & 0.027 & 5.433 & 0.000 & 0.092 & 0.197 \\\\\n",
"\\textbf{products} & 0.3456 & 0.014 & 24.110 & 0.000 & 0.317 & 0.374 \\\\\n",
"\\bottomrule\n",
"\\end{tabular}\n",
"\\end{center}"
],
"text/plain": [
""
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"smf.ols('log_sales ~ log_age + online + products', df).fit().summary().tables[1]"
]
},
{
"cell_type": "markdown",
"id": "572fc0b6",
"metadata": {},
"source": [
"The coefficient for `log_age` is still positive and statistically significant, but its **magnitude** has halved.\n",
"\n",
"What should we conclude? It seems that `sales` increase over age, on average. However, this pattern might be very **non-linear**. \n",
"\n",
"Within the linear regression framework, one approach could be to **add extra terms** such as polynomials (`age^2`) or categorical features (e.g. `age < 2`). However, it would be really cool if there was a more **flexible** (i.e. [non-parametric](https://en.wikipedia.org/wiki/Nonparametric_statistics)) approach that could inform us on the relationship between firm `age` and `sales`.\n",
"\n",
"If only..."
]
},
{
"cell_type": "markdown",
"id": "0800f8a5",
"metadata": {},
"source": [
"## The Binned Scatterplot"
]
},
{
"cell_type": "markdown",
"id": "22288fc3",
"metadata": {},
"source": [
"The **binned scatterplot** is a very powerful tool that provides a **flexible** and **parsimonious** way of visualizing and summarizing conditional means (and not only) in large datasets.\n",
"\n",
"The **idea** behind the binned scatterplot is to divide the conditioning variable, `age` in our example, into **equally sized bins or quantiles**, and then plot the conditional mean of the dependent variable, `sales` in our example, within each bin. "
]
},
{
"cell_type": "markdown",
"id": "3de13933",
"metadata": {},
"source": [
"### Details"
]
},
{
"cell_type": "markdown",
"id": "ee3af565",
"metadata": {},
"source": [
"[Cattaneo, Crump, Farrell, Feng (2021)](https://arxiv.org/abs/1902.09608) have built an extremely good package for binned scatterplots in R, [binsreg](https://cran.r-project.org/web/packages/binsreg/index.html). Moreover, they have ported the package to Python. We can install `binsreg` directly from pip using `pip install binsreg`. You can find more information on the Python package [here](https://pypi.org/project/binsreg/), while the original and detailed R package documentation can be found [here](https://www.rdocumentation.org/packages/binsreg/versions/0.7/topics/binsreg).\n",
"\n",
"The most important choice when building a binned scatterplot is the **number of bins**. The trade-off is the usual [**bias-variance trade-off**](https://en.wikipedia.org/wiki/Bias%E2%80%93variance_tradeoff). By picking a higher number of bins, we have more points in the graph. In the extreme, we end up having a standard **scatterplot** (assuming the conditioning variable is continuous). On the other hand, by decreasing the number bins, the plot will be more stable. However, in the extreme, we will have a **single point** representing the sample mean.\n",
"\n",
"[Cattaneo, Crump, Farrell, Feng (2021)](https://arxiv.org/abs/1902.09608) prove that, in the basic binned scatterplot, the number of bins that minimizes the mean squared error is proportional to $n^{1/3}$, where $n$ is the number of observations. Therefore, in general, more observations lead to more bins.\n",
"\n",
"[Starr and Goldfarb (2020)](https://onlinelibrary.wiley.com/doi/abs/10.1002/smj.3199) add the following consideration:\n",
"\n",
"> \"*However other elements are also important. For example, holding the distribution of x constant, the more curvilinear the true relationship between x and y is, the more bins the algorithm will select (otherwise mean squared error will increase). This implies that even with large n, few bins will be chosen for relatively flat relationships. The calculation of the optimal number of bins in a basic binned scatterplot thus takes into account the amount and location of variation in the data available to identify the relationship between x and y.*\"\n",
"\n",
"It is strongly recommended to use the default optimal number of bins. However, one can also set a customized number of bins in `binsreg` with the `nbins` option.\n",
"\n",
"Binned scatterplots however, do not just compute conditional means, for optimally chosen intervals, but they can also provide **inference** for these means. In particular, we can build **confidence intervals** around each data point. In the `binsreg` package, the option `ci` adds confidence intervals to the estimation results. The option takes as input a tuple of parameters `(p, s)` and uses a piecewise polynomial of degree `p` with `s` smoothness constraints to construct the confidence intervals. By default, the confidence intervals are not included in the plot. For what concerns the choice of `p` and `s`, the [package documentation](https://www.rdocumentation.org/packages/binsreg/versions/0.7/topics/binsreg) reports:\n",
"\n",
"> \"*Recommended specification is ci=c(3,3), which adds confidence intervals based on cubic B-spline estimate of the regression function of interest to the binned scatter plot.*\""
]
},
{
"cell_type": "markdown",
"id": "91ff6a68",
"metadata": {},
"source": [
"### Binsreg"
]
},
{
"cell_type": "markdown",
"id": "8b538d4c",
"metadata": {},
"source": [
"One problem with the Python version of the package, is that is not very Python-ish. Therefore, I have wrapped the `binsreg` package into a function `binscatter` that takes care of cleaning and formatting the output in a nicely readable [Pandas](https://pandas.pydata.org/) DataFrame.\n",
"\n",
"````{note} \n",
"A note from Don Bowen. As of 2025, `binsreg` automatically makes plots. Under the hood, it uses a different plotting package than we do in class (`plotnine`, which is good!). So calling `binsreg()` now automatically creates plots. I don't think they look as nice, but the substance is good enough! \n",
"\n",
"Matteo's code below runs the binned regression and saves it to a dataframe he can then plot using `seaborn`.\n",
"\n",
"Indeed, this function Matteo wrote will just directly make a `seaborn` plot, instead of the `binsreg` default. \n",
"```python\n",
"def binscatterplot(data, x, y, hue=None, **kwargs):\n",
" \"\"\"Binned scatterplot function.\"\"\"\n",
" df_est = binscatter(data=data, x=x, y=y, by=hue, noplot==True, **kwargs)\n",
" plot = sns.scatterplot(x=x, y=y, hue=hue, data=df_est)\n",
" return plot\n",
"\n",
"# example:\n",
"binscatterplot(x='age', y='sales', data=df, ci=(3,3))\n",
"```\n",
"````"
]
},
{
"cell_type": "code",
"execution_count": 10,
"id": "699bf8ea",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:41.806468Z",
"start_time": "2022-05-21T09:17:41.533941Z"
}
},
"outputs": [],
"source": [
"import binsreg # %pip install binsreg (if needed)\n",
"\n",
"def binscatter(**kwargs):\n",
" # Estimate binsreg\n",
" est = binsreg.binsreg(**kwargs)\n",
" \n",
" # Retrieve estimates\n",
" df_est = pd.concat([d.dots for d in est.data_plot])\n",
" df_est = df_est.rename(columns={'x': kwargs.get(\"x\"), 'fit': kwargs.get(\"y\")})\n",
" \n",
" # Add confidence intervals\n",
" if \"ci\" in kwargs:\n",
" df_est = pd.merge(df_est, pd.concat([d.ci for d in est.data_plot]))\n",
" df_est = df_est.drop(columns=['x'])\n",
" df_est['ci'] = df_est['ci_r'] - df_est['ci_l']\n",
" \n",
" # Rename groups\n",
" if \"by\" in kwargs:\n",
" df_est['group'] = df_est['group'].astype(df[kwargs.get(\"by\")].dtype)\n",
" df_est = df_est.rename(columns={'group': kwargs.get(\"by\")})\n",
"\n",
" return df_est"
]
},
{
"cell_type": "markdown",
"id": "c4c34f0f",
"metadata": {},
"source": [
"We can now proceed to **estimate** and **visualize** the binned scatterplot for `age` based on `sales`. "
]
},
{
"cell_type": "code",
"execution_count": 11,
"id": "619bf2a1",
"metadata": {},
"outputs": [],
"source": [
"# Suppress some warnings from binsreg\n",
"\n",
"import warnings\n",
"warnings.filterwarnings(\"ignore\", category=UserWarning, module=\"binsreg\")\n",
"warnings.filterwarnings(\"ignore\", category=FutureWarning, module=\"binsreg\")"
]
},
{
"cell_type": "code",
"execution_count": null,
"id": "fc6a56cf",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:42.189499Z",
"start_time": "2022-05-21T09:17:41.807149Z"
}
},
"outputs": [
{
"data": {
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"
},
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
group
\n",
"
age
\n",
"
bin
\n",
"
isknot
\n",
"
mid
\n",
"
sales
\n",
"
ci_l
\n",
"
ci_r
\n",
"
ci
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Full Sample
\n",
"
0.016048
\n",
"
0
\n",
"
0
\n",
"
0
\n",
"
1653.865445
\n",
"
1362.722061
\n",
"
1893.998686
\n",
"
531.276626
\n",
"
\n",
"
\n",
"
1
\n",
"
Full Sample
\n",
"
0.049295
\n",
"
1
\n",
"
0
\n",
"
0
\n",
"
1666.329034
\n",
"
1486.504692
\n",
"
1890.922562
\n",
"
404.417871
\n",
"
\n",
"
\n",
"
2
\n",
"
Full Sample
\n",
"
0.086629
\n",
"
2
\n",
"
0
\n",
"
0
\n",
"
1937.095012
\n",
"
1727.248438
\n",
"
2124.811346
\n",
"
397.562909
\n",
"
\n",
"
\n",
"
3
\n",
"
Full Sample
\n",
"
0.125955
\n",
"
3
\n",
"
0
\n",
"
0
\n",
"
1972.484136
\n",
"
1801.125187
\n",
"
2243.034755
\n",
"
441.909568
\n",
"
\n",
"
\n",
"
4
\n",
"
Full Sample
\n",
"
0.167636
\n",
"
4
\n",
"
0
\n",
"
0
\n",
"
2142.560866
\n",
"
1937.677738
\n",
"
2405.785562
\n",
"
468.107824
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" group age bin isknot mid sales ci_l \\\n",
"0 Full Sample 0.016048 0 0 0 1653.865445 1362.722061 \n",
"1 Full Sample 0.049295 1 0 0 1666.329034 1486.504692 \n",
"2 Full Sample 0.086629 2 0 0 1937.095012 1727.248438 \n",
"3 Full Sample 0.125955 3 0 0 1972.484136 1801.125187 \n",
"4 Full Sample 0.167636 4 0 0 2142.560866 1937.677738 \n",
"\n",
" ci_r ci \n",
"0 1893.998686 531.276626 \n",
"1 1890.922562 404.417871 \n",
"2 2124.811346 397.562909 \n",
"3 2243.034755 441.909568 \n",
"4 2405.785562 468.107824 "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# Estimate binsreg\n",
"df_est = binscatter(x='age', y='sales', data=df, ci=(3,3))\n",
"df_est.head()"
]
},
{
"cell_type": "markdown",
"id": "003bc323",
"metadata": {},
"source": [
"The `binscatter` function outputs a dataset in which, for each bin of the conditioning variable, `age`, we have values and confidence intervals for the outcome variable, `sales`.\n",
"\n",
"We can now plot the estimates."
]
},
{
"cell_type": "code",
"execution_count": 13,
"id": "b9c53aad",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:42.280909Z",
"start_time": "2022-05-21T09:17:42.190587Z"
}
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 580
}
},
"output_type": "display_data"
}
],
"source": [
"# Plot binned scatterplot\n",
"sns.scatterplot(x='age', y='sales', data=df_est);\n",
"plt.errorbar('age', 'sales', yerr='ci', data=df_est, ls='', lw=3, alpha=0.2);\n",
"plt.title(\"Sales by firm's age\");"
]
},
{
"cell_type": "markdown",
"id": "f2e45526",
"metadata": {},
"source": [
"The plot is quite revealing. Now the relationship looks extremely **non-linear** with a sharp increase in `sales` at the beginning of the lifetime of a firm, followed by a plateau. \n",
"\n",
"Moreover, the plot is also telling us information regarding the distributions of `age` and `sales`. In fact, the plot is more dense on the left, where the distribution of `age` is concentrated. Also, confidence intervals are tighter on the left, where most of the conditional distribution of `sales` lies.\n",
"\n",
"As we already discussed in the previous section, it might be important to control for other variables. For example, the number of `products`, since firms that sell more products probably survive longer in the markets and also make more sales. \n",
"\n",
"`binsreg` allows to **condition** the analysis on any number of variables, with the `w` option."
]
},
{
"cell_type": "code",
"execution_count": 14,
"id": "55a37da6",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:42.618823Z",
"start_time": "2022-05-21T09:17:42.281586Z"
}
},
"outputs": [
{
"data": {
"image/png": 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},
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
}
],
"source": [
"# Estimate binsreg\n",
"df_est = binscatter(x='age', y='sales', w=['products'], data=df, ci=(3,3))\n"
]
},
{
"cell_type": "code",
"execution_count": 15,
"id": "d3086c56",
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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PPZ5NnKdPn65NmzZp2LBhuu222wqcpVQSOnfu7FO77CHRlbOhsowcOdKzmXR8fHyuIVH2DasrwiwiSerQoUOh+1x33XX53s8efFavXl0NGjTwuX32GUGF0alTJzVu3Fh//PGHjhw5ouuuu07Dhg3THXfcoc6dOysgIKBI4/pi1qxZev31172+f/Jjt9t17ty5HAHxb7/95rn2ZUPyxo0bKzw8XKdOncqzzbp167yux44dW+C4brfbc33l9zQAoHwgJAIAoAKpVauWBg4c6JlB4XK5tGXLFs2ePVszZszQpUuXJEm7du3SCy+8oClTpuQYY9u2bbrpppt09uzZQj33hQsXilTzn3/+6fXxBx98UOgxrqz1lltu0RNPPKFJkyZJynxNWSFMWFiYYmNj1aNHD919991q2LBhkerOT/bZJfnJ/tx5veG+//77NX78eKWnp+ubb77RqVOnvJY1HT16VD/99JOkzJOuinNKV2kqytKs6tWr53vfbP6/H10Lantl+6zTtwrLYrFo9uzZ6tu3r86fP68zZ85o0qRJmjRpkvz8/NS+fXt169ZNffv2VdeuXX0KQAvidrs1fPhwffLJJ4Xue+HChRwhUfaANyIiwqdxGjRokG9IlHV6nCT9+uuvnqVnvirs/38AAKWDPYkAAKjAjEajOnbsqHfeeUdbtmzxWgaTPTTKcvnyZd19992eN2h16tTRyy+/rOXLl+vIkSOeo9vdmYdbeL1Jzb4MrTCunOlUFLktsfv3v/+tr7/+Wv/zP//j9fjp06f11Vdf6YknnlDjxo119913648//ih2DdkFBgb61C4oKMhznVfIVq1aNc9eO3a7XZ999pnX/U8++cTzuR84cKBq1qxZlJJLXVFm2BQmYCmJMMZXXbp00fbt2/XXv/7V6+80IyND69ev14QJE9S9e3e1atVKixcvLvbzzZgxw+t7r1+/fvrss8+0c+dOnT17VpcvX/Z8j7rdbjVu3NjTNrfv04sXL3qui/K1m5vifl/ntf8WAKBsERIBAFBJtG7dWm+//bbnY5vNlmOz3oULF3r2ZomIiND27dv1z3/+U927d1dERIQCAwO93nwXdfZQdtnfbIaGhnq9ufX1z8yZM3Md+4477tCaNWt09OhRzZ49Ww8//LCuvfZaz323261FixapQ4cOPi/Z8UV6erpP7dLS0jzXeS39k7w3sM6+tOzKoG748OGFKRMlqEmTJoqPj9epU6f0888/6x//+Id69uzpFYbt27dPAwcO1L///e9iPdfEiRM916+99pq++eYb3X///bruuusUGhoqPz8/r/YFfZ9m/x4sytduQWMuWbKkSN/XAIDyh5AIAIBKpHfv3l4fX7nU65dffvFcP/HEE6pTp06+45XEDJzsz5GamprvEpaiatCggeLi4jRt2jTt2rVLR44c0b/+9S/PG9mUlBQ9+eSTJfZ8SUlJhW4XFhaWZ7vOnTvr+uuvl5S5F9P69eslZW52nRXqNW3a1GvjX5SNgIAA3XTTTXrllVf066+/KiUlRQsXLvTalPy5557TsWPHijT+kSNHtH//fkmZeyo988wz+bY/f/58gUu3sn/tHT161Kc6Cqo/+/d1Vr0AgIqPkAgAgErEarV6fezv7+/1cfZ9RAraJFiSVq5cWeya6tWr57WHz7Jly4o9ZkEiIiL04osvasaMGV7P6+sm3QXJvmlvfrLCHklep7PlZuTIkZ7rrNlE2WcV/fWvfy3VJVbwTUBAgAYOHKiEhATPcs+MjAzPyXyFlf179JprrvHaVyk3q1evLnBWTrt27TzXGzduLLCGP/74o8Awt1OnTp7ror5WAED5Q0gEAEAlkv0UIynnBsvZj8YuaNnJli1bcixXK6q+fft6ridPnlxqS0369evnubbb7Tpz5kyJjLt27VodPHgw3zb79u3zCpN69uyZb/sHHnjAs3Rp/vz5OnbsmGd/G5PJpAcffLB4ReOqqlGjhtf+WCdOnCjSOIX5HpWkqVOnFtimR48enusvvviiwP2A5syZU+CY2b+3fvnlF/3+++8F9gEAlH+ERAAAlFP//ve/9fPPP/vc3uFw6B//+Ifn4zp16njNIJCkZs2aea6/+uqrPMdKT0/32ienuJ566imZTCZJ0ubNm/XKK6/43Dc5OTnHY9lPa8pP9uVeRqOxxDZ9drvdeuyxx/LczNvlcumxxx7zhGFRUVFey5FyExoaqr/85S+SMveYGTRokGfj8dtuu83nU6lQslJSUnxum/3rrSinu0mZywqzZozt3Lkz3zBy/vz5Wrp0aYFj3nfffZ5ZhYcOHcr11MMsx44d01tvvVXgmNHR0Z7wye126/7779f58+cL7CdlzrTidDMAKJ8IiQAAKKc2btyoW265RR06dNC7776bY3+h7Hbu3KnevXt7hUrPPvus16wEyfu3/59++qnefvvtHLMKDhw4oFtvvVVbt24t8IQjXzVv3lwvvvii5+NXXnlFDz74YJ77ozidTv38888aOnRorsu0YmJidO+99+q7775TRkZGrmPs3r1bQ4cO9Xx800035Vh+V1R+fn767rvvNHTo0BynPJ07d07333+/1xKcN954w6dxswdz2WchsWF12Xn33XfVrl07ffDBB3l+D164cEHPPvusNm/eLClz5tdtt91WpOcLCwvzLOVyuVwaNGiQ9u7d69XG5XLp/fff1wMPPCCTyZRjmemVatWqpXHjxnk+Hj9+vN5///0cM/p27dqlW265RampqT59r7z77rsKDg6WJO3YsUPR0dH5BtsHDhzQa6+9pqZNm2rNmjUFjg8AKH35L3IGAABlbuvWrdq6dasee+wxNWnSRNdff73CwsJksVh09uxZ7dixI8ebyAEDBujRRx/NMdZtt92m7t27a8WKFXK73Xr66af1/vvvq3379qpevbr279+vtWvXyul0qkGDBho3blyBG+f66uWXX1ZiYqJmzZolSZo1a5Zmz56tG2+8Ua1atVJwcLDOnz+vP/74Q9u3b/cc212rVq0cY9ntds2bN0/z5s1TQECA2rZtq2bNmqlatWo6e/asDh48qC1btnjaBwQEeJ0YVVzPP/+83nnnHc2ZM0dfffWVevXqpTp16ujEiRP69ddfvY4cf/LJJ3XzzTf7NG6XLl107bXX6j//+Y/nsdq1a+uOO+4osdpReNu3b9eYMWM0duxYNW/eXG3atFFYWJjsdruOHz+utWvXep0G9ve//10NGzYs8vO9+uqruvXWW+VyubRt2zZdf/31io2NVbNmzXTx4kWtWrXKE1i99tprmj59eoGbzP/zn//UL7/8oi1btsjpdGrs2LGaMGGCYmNjFRgYqH379mnNmjVyuVwaOHCgUlJStGLFCknKETZnadOmjebOnat77rlH6enp2rt3r2655RY1bNhQHTt2VFhYmDIyMnTq1Clt377d502zAQBlh5AIAIBy6qabbtLGjRs9p1tJUmJiohITE/PsExAQoOeee07PPfdcnhvezp8/X3369NHWrVslSYcPH/Z6Dkm69tpr9eWXX/q0ya2vDAaDZs6cqaioKP3jH//Q2bNn5XQ6tXnzZs8MjNz6xMbG5ng8+3Hyly5d0oYNG7Rhw4Zcx2jatKlmz56ttm3blswLkdS4cWN9++23+stf/qLjx4/r66+/ztHGaDTqqaee0ptvvlmosUeOHKknnnjC8/HQoUNlsViKXTOKJvvXmtvt1oEDB3TgwIFc2/r5+emFF17wWvZZFDfddJPef/99Pfroo3I4HLLb7Vq+fLmWL1/uaWM0GvXiiy/queee0/Tp0wscMyAgQMuWLdOAAQM8G9InJSXlOKnvjjvu0CeffOJ1UmL2z8GV+vXrp7Vr12r48OGeYPbIkSM6cuRInn2aNGnC8kkAKKcIiQAAKKdGjhypkSNHaufOnVqxYoXWr1+vPXv26I8//tC5c+fkdrsVEhKiunXrqm3bturVq5f+8pe/qEaNGvmOW6dOHa1du1YfffSR5s2bp507dyo9PV21a9fWNddco3vuuUdxcXEKDAws0ZAoy9ixYzVs2DB99tln+umnn7R9+3adOnVKNptNISEhioiI0HXXXacePXqoT58+uc7I+O2337R+/XolJCRo48aN2rt3r44fP6709HQFBgaqbt26ateune68804NHjy4xJaZZRcTE6Pt27dr+vTpWrRokRITE3Xx4kXVq1dPPXv21N/+9jdFRUUVety7777bKyRiqVnZeuqpp3T33Xfrp59+0tq1a/X7778rMTFR58+fl9FoVGhoqFq3bq1evXpp6NChaty4cYk87yOPPKLY2FhNmjRJCQkJOn78uAICAtSgQQP16tVLf/3rX3XjjTcWasyaNWtq+fLl+vzzz/XZZ59p27ZtSk1NVZ06ddS2bVs9+OCDuvvuu2UwGLw2eQ8NDc133BtuuEGbN2/WsmXLtGTJEq1Zs0bHjx/3LFsLDw9Xy5Yt1blzZ912222KiYnhpD4AKKcM7tI6XgQAAAAFmjlzph566CFJUmxsrFavXl3GFaGquXTpkqpVqyaHw6HAwECdP3/es/E8AKByY+NqAACAcuSjjz7yXI8YMaIMK0FVtWjRIjkcDklS+/btCYgAoAohJAIAACgntmzZ4jn1qUaNGrrnnnvKuCJUNampqXrppZc8H997771lWA0AoLQREgEAAJQDNptNjz32mOfjRx55RAEBAWVYESqbv/3tb5o5c6bX6XvZbdiwQV27dvVsZF+vXj3df//9pVkiAKCMsScRAABAGZk6daoOHjyo1NRU/fTTT56TpsLCwrR3717VrFmzjCtEZdKjRw+tWLFCVqtVN954oyIjIxUYGKhz585p27Zt2rt3r6et2WzWN998o9tvv70MKwYAlDZONwMAACgj8+fP14oVK7weM5lMio+PJyDCVWOz2bRu3TqtW7cu1/u1a9fWrFmzCIgAoAoiJAIAAChjBoNBoaGhiomJ0fPPP6/Y2NiyLgmV0Lx587R48WI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",
"text/plain": [
""
]
},
"metadata": {
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"width": 580
}
},
"output_type": "display_data"
}
],
"source": [
"# Plot binned scatterplot\n",
"sns.scatterplot(x='age', y='sales', data=df_est);\n",
"plt.errorbar('age', 'sales', yerr='ci', data=df_est, ls='', lw=3, alpha=0.2);\n",
"plt.title(\"Sales by firm's age\");"
]
},
{
"cell_type": "markdown",
"id": "56c0cee0",
"metadata": {},
"source": [
"Conditional on number of `products`, the shape of the `sales` life-cycle changes further. Now, after an initial increase in sales, we observe a gradual decrease over time.\n",
"\n",
"Do `online`-only firms have different `sales` life-cycles with respect to mixed online-offline firms? We can produce different binned scatterplots **by group** using the option `by`."
]
},
{
"cell_type": "code",
"execution_count": 16,
"id": "98f9c045",
"metadata": {
"ExecuteTime": {
"end_time": "2022-05-21T09:17:42.940736Z",
"start_time": "2022-05-21T09:17:42.619515Z"
}
},
"outputs": [
{
"data": {
"image/png": 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"
},
"metadata": {
"image/png": {
"height": 480,
"width": 640
}
},
"output_type": "display_data"
},
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n"
]
},
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {
"image/png": {
"height": 454,
"width": 580
}
},
"output_type": "display_data"
}
],
"source": [
"# Estimate binsreg\n",
"df_est = binscatter(x='age', y='sales', by='online', w=['products'], data=df, ci=(3,3))\n",
"\n",
"# Plot binned scatterplot\n",
"sns.scatterplot(x='age', y='sales', data=df_est, hue='online');\n",
"plt.errorbar('age', 'sales', yerr='ci', data=df_est.query(\"online==0\"), ls='', lw=3, alpha=0.2);\n",
"plt.errorbar('age', 'sales', yerr='ci', data=df_est.query(\"online==1\"), ls='', lw=3, alpha=0.2);\n",
"plt.title(\"Sales by firm's age\");"
]
},
{
"cell_type": "markdown",
"id": "59e37c39",
"metadata": {},
"source": [
"From the binned scatterplot, we can see that `online` products have on average shorter lifetimes, with a higher initial peak in `sales`, followed by a sharper decline."
]
},
{
"cell_type": "markdown",
"id": "012cba1d",
"metadata": {},
"source": [
"## Conclusion"
]
},
{
"cell_type": "markdown",
"id": "93cbdff5",
"metadata": {},
"source": [
"In this blog post, we have analyzed a very powerful data visualization tool: the **binned scatterplot**. In particular, we have seen how to use the `binsreg` package to automatically pick the optimal number of bins and perform non-parametric inference on conditional means. However, the `binsreg` package offers much more than that and I strongly recommend checking [its manual](https://cran.r-project.org/web/packages/binsreg/binsreg.pdf) more in depth."
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"## References"
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"[1] E Starr, B Goldfarb, [Binned Scatterplots: A Simple Tool to Make Research Easier and Better](https://onlinelibrary.wiley.com/doi/abs/10.1002/smj.3199) (2020), Strategic Management Journal.\n",
"\n",
"[2] M. D. Cattaneo, R. K. Crump, M. H. Farrell, Y. Feng, [On Binscatter](https://arxiv.org/abs/1902.09608) (2021), working paper.\n",
"\n",
"[3] P. Goldsmith-Pinkham, [Lecture 6. Linear Regression II: Semiparametrics and Visualization](https://www.youtube.com/watch?v=fg9T2gPZCIs), Applied Metrics PhD Course."
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