{ "cells": [ { "cell_type": "markdown", "source": [ "# \"CDFs with Seaborn\"\n", "> Plotting the cumulatlive distribution of latency measurements\n", "\n", "- toc: true\n", "- badges: true\n", "- comments: false\n", "- categories: [jupyter, cdf, seabron]" ], "metadata": {} }, { "cell_type": "code", "execution_count": 1, "source": [ "#hide\n", "from collections import Counter\n", "import pandas as pd\n", "import seaborn as sns\n", "import random as r\n", "\n", "r.seed(42)\n", "sns.set()" ], "outputs": [], "metadata": {} }, { "cell_type": "code", "execution_count": 2, "source": [ "#hide\n", "# generate the dataset\n", "data = []\n", "\n", "for path in ['a', 'b', 'c']:\n", " for timestamp in range(1, 10001):\n", " latency = -1\n", " if (path == 'a'):\n", " latency = r.normalvariate(30, 3)\n", " elif (path == 'b'):\n", " latency = r.normalvariate(40, 10)\n", " else:\n", " # c has a 50/50 latency\n", " if (r.choice([True, False])):\n", " latency = r.normalvariate(40, 1)\n", " else:\n", " latency = r.normalvariate(60, 1)\n", "\n", " data.append({\n", " 'timestamp': timestamp,\n", " 'path': path,\n", " 'latency': latency\n", " })\n", "\n", "df = pd.DataFrame(data)\n", "\n", "df[df.path == 'a'].describe(), df[df.path == 'b'].describe(), df[df.path == 'c'].describe()" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "( timestamp latency\n", " count 10000.00000 10000.000000\n", " mean 5000.50000 29.992668\n", " std 2886.89568 3.045471\n", " min 1.00000 18.794713\n", " 25% 2500.75000 27.926180\n", " 50% 5000.50000 29.967227\n", " 75% 7500.25000 32.047904\n", " max 10000.00000 41.444034,\n", " timestamp latency\n", " count 10000.00000 10000.000000\n", " mean 5000.50000 40.047845\n", " std 2886.89568 9.940275\n", " min 1.00000 1.230942\n", " 25% 2500.75000 33.460950\n", " 50% 5000.50000 40.048686\n", " 75% 7500.25000 46.730936\n", " max 10000.00000 71.753491,\n", " timestamp latency\n", " count 10000.00000 10000.000000\n", " mean 5000.50000 49.982874\n", " std 2886.89568 10.060132\n", " min 1.00000 36.721305\n", " 25% 2500.75000 39.991170\n", " 50% 5000.50000 42.958066\n", " 75% 7500.25000 59.988394\n", " max 10000.00000 63.566645)" ] }, "metadata": {}, "execution_count": 2 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# Introduction\n", "\n", "During my PHD, I often had to create CDF (cumulative distribution function) plots.\n", "For example, I use CDF plots in my paper *Managing Latency and Excess Data Dissemination in Fog-Based Publish/Subscribe Systems* ([DOI](https://doi.org/10.1109/ICFC49376.2020.00010)/[Website](https://moewex.github.io/academic/publication/2020-broadcastgroups/)) for reporting latency measurement that have been collected by multiple end-devices for different data distribution strategies.\n", "\n", "In this blog post, I will showcase why CDFs are a particulary good fit for such a use case and how easy it is to generate them with [seaborn](https://seaborn.pydata.org)." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# Exploring the Sample Data\n", "\n", "For the purpose of this blog post, I created an artificial sample dataset with latency measurements for three coummunication paths." ], "metadata": {} }, { "cell_type": "code", "execution_count": 3, "source": [ "df.head()" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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" ], "text/plain": [ " timestamp path latency\n", "0 1 a 30.735979\n", "1 2 a 28.509467\n", "2 3 a 33.764358\n", "3 4 a 29.585823\n", "4 5 a 27.072539" ] }, "metadata": {}, "execution_count": 3 } ], "metadata": {} }, { "cell_type": "code", "execution_count": 4, "source": [ "sns.boxplot(data=df, x='path', y='latency')" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 4 }, { "output_type": "display_data", "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Plotting the data in a boxplot already tells us that the communication path a experiences the smallest median latency.\n", "Communication path b has a slightly lower median latency then c, but larger min and max values." ], "metadata": {} }, { "cell_type": "code", "execution_count": 5, "source": [ "sns.relplot(data=df, kind='line', x='timestamp', y='latency', col='path')" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 5 }, { "output_type": "display_data", "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "Plotting the latencies as line plots tells us that the latency pattern does not change throughout the experiment." ], "metadata": {} }, { "cell_type": "code", "execution_count": 6, "source": [ "sns.relplot(data=df, kind='scatter', x='timestamp', y='latency', col='path')" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 6 }, { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "The scatter plot reveals something very interesting:\n", "There are two groups of measurements on communication path c: one with a latency of about 60, and one with a latency of about 40.\n", "This information is not available from the box or line plot." ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# Calculating the Cumulatative Distribution\n", "\n", "For a reasearch paper, you typically only want as few plots as possible since you only have limited space available.\n", "Thus, a CDF plot is often a good option since it a high information densitiy.\n", "The first step for creating such a plot is to calculate the cumulative distribution of your input data.\n", "In our case, we want to plot the cumulative distribution of latency measurements for each path. " ], "metadata": {} }, { "cell_type": "code", "execution_count": 7, "source": [ "# Calculate cumulative distribution for each path\n", "df_cdf = pd.DataFrame()\n", "paths = df['path'].unique()\n", "\n", "for path in paths:\n", " # create dataframe for each path\n", " path_df = df[(df['path'] == path)]\n", "\n", " # create dataframe with count per latency for the chosen path\n", " df_tmp = pd.DataFrame(dict(Counter(path_df['latency'])), index=[0]).T\n", " # transform index into column\n", " df_tmp.reset_index(inplace=True)\n", " # set correct column names\n", " df_tmp.columns = ['latency', 'count']\n", " # add a path column\n", " df_tmp.insert(0, 'path', path)\n", "\n", " # calculate distribution\n", " df_tmp.sort_values(by='latency', inplace=True)\n", " df_tmp[\"cumsum\"] = df_tmp[\"count\"].cumsum()\n", " sum = df_tmp[\"count\"].sum()\n", " df_tmp[\"cumulative_distribution\"] = df_tmp[\"cumsum\"] / sum\n", "\n", " # add to result df\n", " df_cdf = df_cdf.append(df_tmp)\n", " \n", "# sort and reset the index just for the asthetics\n", "df_cdf.reset_index(inplace=True, drop=True)\n", "df_cdf.sort_values(by=\"path\", inplace=True)\n", "\n", "# let's check how it looks\n", "df_cdf" ], "outputs": [ { "output_type": "execute_result", "data": { "text/html": [ "
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pathlatencycountcumsumcumulative_distribution
0a18.794713110.0001
6663a31.286361166640.6664
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6665a31.286795166660.6666
6666a31.286961166670.6667
..................
23333c40.414325133340.3334
23334c40.414616133350.3335
23335c40.414784133360.3336
23328c40.411314133290.3329
29999c63.5666451100001.0000
\n", "

30000 rows × 5 columns

\n", "
" ], "text/plain": [ " path latency count cumsum cumulative_distribution\n", "0 a 18.794713 1 1 0.0001\n", "6663 a 31.286361 1 6664 0.6664\n", "6664 a 31.286763 1 6665 0.6665\n", "6665 a 31.286795 1 6666 0.6666\n", "6666 a 31.286961 1 6667 0.6667\n", "... ... ... ... ... ...\n", "23333 c 40.414325 1 3334 0.3334\n", "23334 c 40.414616 1 3335 0.3335\n", "23335 c 40.414784 1 3336 0.3336\n", "23328 c 40.411314 1 3329 0.3329\n", "29999 c 63.566645 1 10000 1.0000\n", "\n", "[30000 rows x 5 columns]" ] }, "metadata": {}, "execution_count": 7 } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "As you can see, the resulting dataframe contains information on how often each latency occurs for each path, as well as corresponding cumulative distribution.\n", "Plotting this data is then straight forward." ], "metadata": {} }, { "cell_type": "code", "execution_count": 8, "source": [ "sns.lineplot(data=df_cdf, x=\"latency\", y=\"cumulative_distribution\", hue=\"path\")" ], "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "" ] }, "metadata": {}, "execution_count": 8 }, { "output_type": "display_data", "data": { "image/png": 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", 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" ] }, "metadata": {} } ], "metadata": {} }, { "cell_type": "markdown", "source": [ "This plot tells us quite a lot. By looking at the cumulative distribution, we can easily retrieve the min (0.0) and max (1.0) latency, as well as latency ranges. \n", "E.g., to for path a, 60% of all measurements are betwwen 27 and 33.\n", "Furthermore, we can retrieve information on the distribution of values, e.g., b has a higher variance then a.\n", "We can also identify distinct groups of measurements by looking for *steps* in the distribution function as for path c.\n", "In this case, we can confirm that there are two groups, but also learn that each group has the same size, i.e., each group contains 50% of the measurements.\n", "\n", "If your data has more dimensions, e.g., there could also be a client column that indicates which client sent a request, you only need to make minor modifications.\n", "To not collapse all dimensions into the *path-lines*, you have to add one nested for-loop for each additional dimension.\n", "This could then look like so:\n", "\n", "```python\n", "paths = df['path'].unique()\n", "\n", "for path in paths:\n", " for client in paths['client'].unique():\n", " # create dataframe for each path and client\n", " path_client_df = df[(df['path'] == path) & (df['client'] == client)]\n", "\n", " # continue as normal, but do not forget to also add a client column" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "# Closing Remarks" ], "metadata": {} }, { "cell_type": "markdown", "source": [ "In this blog post, I quickly showcased how one can create CDF plots with seaborn, and why they are a particularly good fit for latency measurements.\n", "The presented approach can also be applied to datasets with more dimensions by adding nested for-loops." ], "metadata": {} } ], "metadata": { "orig_nbformat": 4, "language_info": { "name": "python", "version": "3.8.11", "mimetype": "text/x-python", "codemirror_mode": { "name": "ipython", "version": 3 }, "pygments_lexer": "ipython3", "nbconvert_exporter": "python", "file_extension": ".py" }, "kernelspec": { "name": "python3", "display_name": "Python 3.8.11 64-bit ('jupyter-blog': conda)" }, "interpreter": { "hash": "19d3752f5da779b9d184a1d3beb29a8abc3512516ead272e7e4eaf4a929c6215" } }, "nbformat": 4, "nbformat_minor": 2 }