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Module 7 Live Coding Assignment: Data Visualization Strategies

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Module 7 Live Coding Assignment: Data Visualization Strategies

Answered Same Day Jun 25, 2021

Solution

Ishvina answered on Jun 27 2021
153 Votes
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Module 7"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Question 1 \n",
"# On the same graph, plot the functions sin(t), cos(t), and tan−1 (t) where t is a vector from −10π to 10π with spacing 0.02. Label the x-axis and the y-axis “x-coordinate” and “ycoordinate” respectively and set the title of the graph to be “Some trigonometric functions”.\n"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"#creating a linear space\n",
"t = np.arange(-10 * np.pi , 10 * np.pi , 0.02)\n",
"x_sin = np.sin(t)\n",
"x_cos = np.cos(t)\n",
"x_tan = np.arctan(t)\n",
"\n",
"fig , ax = plt.subplots()\n",
"ax.plot(t , x_sin , label = \"$sin(t)$\")\n",
"ax.plot(t , x_cos , label = \"$cos(t)$\")\n",
"ax.plot(t , x_tan , label = \"$arctan(t)$\")\n",
"ax.set(xlabel = \"x-coordinate\",\n",
" ylabel = \"y-coordinate\",\n",
" title = \"Some trigonometric Functions\")\n",
"ax.legend()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Question 2\n",
"# Set a random seed equal to “38472” and generate two a
ays “x” and “y” with 15 entries each. Set the size of the marker “s” equal to 90. Plot two subplots with the defined data next to each other. Set the marker for the first plot to be a filled circle and a “plus sign” for the second one. Repeat the exercise above, but now set the sequence of colours for your scatter plot to be p x 2 + y2."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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},
"metadata": {
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},
"output_type": "display_data"
},
{
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"text/plain": [
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"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"np.random.seed(38472)\n",
"x = np.random.rand(15)\n",
"y = np.random.rand(15)\n",
"z = np.sqrt(x**2 + y**2)\n",
"\n",
"#first part\n",
"plt.subplot(121)\n",
"plt.scatter(x , y , s = 90 , marker = \"o\")\n",
"plt.subplot(122)\n",
"plt.scatter(x , y , s = 90 , marker = \"*\")\n",
"plt.show()\n",
"\n",
"#second part\n",
"plt.subplot(121)\n",
"plt.scatter(x , y , c = z , marker = \"o\")\n",
"plt.subplot(122)\n",
"plt.scatter(x , y , c = z , marker = \"*\")\n",
"plt.show()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Question 3\n",
"# For this question, you will need to use the “seaborn” li
ary. Load the seaborn dataset tips and visualize the first 5 rows of this dataset. Set the style of your plot to “ticks” and the colour palette to “pastel”. Display a nested boxplot to show the bills and the tips by day and time, and display whether the server was a smoker or not for each case. Repeat the same exercise, but this time, draw a set of horizontal bars."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns\n",
"sns.set(style = \"ticks\" , palette = \"pastel\")"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
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