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@ljbelenky
Created July 22, 2020 15:26
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Thoughts about Graphs
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{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Thoughts on Graphs\n",
"\n",
"1. All graphs should have a title and labels for X and Y axes\n",
"1. If more than one line is plotted, use `label` and `legend()`\n",
"1. Beware of zig-zagging line plots; use `scatter` instead\n",
"1. If two plot share an x-axis, they should be arranged vertically. If sharing a y-axis, horizontally\n",
"1. Avoid un-ordered, or unhelpfully ordered X-axis\n",
"1. CDF plot make it easier to compare distributions than PDF plots"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import numpy as np\n",
"import pandas as pd\n",
"import matplotlib.pyplot as plt"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Example of Zig-Zagging Line Plot"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"x = np.random.random(80)*10\n",
"fig, axs = plt.subplots(2)\n",
"axs[0].plot(x, np.sin(x))\n",
"axs[1].scatter(x, np.sin(x));"
]
},
{
"cell_type": "code",
"execution_count": 44,
"metadata": {},
"outputs": [],
"source": [
"boats = ['America','Cambria','Livonia','Dufferin','Atalanta','Genesta','Galatea','Thistle','Valkyrie II']\n",
"displacement = (np.random.random(len(boats))*10)**2\n",
"course_time = 2-np.log(10*displacement)\n",
"df = pd.DataFrame({'boat':boats,'weight':displacement,'time':course_time})"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Example of Unhelpful X-Axis\n",
"\n",
"## Boat Names are nice, and meaningful to people who like boats, but don't map to values."
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots()\n",
"ax.bar(df['boat'],df['weight'])\n",
"ax2 = ax.twinx()\n",
"ax2.scatter(df['boat'], df['time'], color = 'orange')\n",
"ax.set_xticklabels(df['boat'], rotation=45, ha='right');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Ordering Alphabetically Doesn't Help"
]
},
{
"cell_type": "code",
"execution_count": 49,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"dfa = df.sort_values('boat')\n",
"fig, ax = plt.subplots()\n",
"ax.bar(dfa['boat'],dfa['weight'])\n",
"ax2 = ax.twinx()\n",
"ax2.scatter(dfa['boat'], dfa['time'], color = 'orange')\n",
"ax.set_xticklabels(dfa['boat'], rotation=45, ha='right');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Reordering by one of the two plotted values helps make the trend clear"
]
},
{
"cell_type": "code",
"execution_count": 47,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"df2 = df.sort_values('weight', ascending = False)\n",
"fig, ax = plt.subplots()\n",
"ax.bar(df2['boat'],df2['weight'])\n",
"ax2 = ax.twinx()\n",
"ax2.scatter(df2['boat'], df2['time'], color = 'orange')\n",
"ax.set_xticklabels(df2['boat'], rotation=45, ha='right');"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# CDFs make it easer to compare distributions than pdfs"
]
},
{
"cell_type": "code",
"execution_count": 130,
"metadata": {},
"outputs": [],
"source": [
"data1 = np.random.normal(5,20,100)\n",
"data2 = np.random.normal(9,19,100)\n",
"data3 = np.random.normal(11,21,100)"
]
},
{
"cell_type": "code",
"execution_count": 131,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.hist(data1, alpha = .7)\n",
"plt.hist(data2, alpha = .7)\n",
"plt.hist(data3, alpha = .7);"
]
},
{
"cell_type": "code",
"execution_count": 132,
"metadata": {},
"outputs": [],
"source": [
"def cdf(value, array):\n",
" return (array<value).sum()/len(array)\n",
"\n",
"vcdf = np.vectorize(cdf, excluded = ['array'])\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 133,
"metadata": {},
"outputs": [],
"source": [
"cdf1 = vcdf(value = data1, array = data1)\n",
"cdf2 = vcdf(value = data2, array = data2)\n",
"cdf3 = vcdf(value = data3, array = data3)"
]
},
{
"cell_type": "code",
"execution_count": 135,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"plt.scatter(data1, cdf1, marker = '.')\n",
"plt.scatter(data2, cdf2)\n",
"plt.scatter(data3, cdf3);"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.6"
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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