{
"cells": [
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"# 3.5 Tutorial\n",
"\n",
"In this tutorial we will look at various figures created from the [Seaborn datasets](https://seaborn.pydata.org/generated/seaborn.load_dataset.html). Your task will be to improve them.\n",
"\n",
"Tips:\n",
"1. Familiarise yourself with the underlying data\n",
"2. Are the figures using the right type of plot?\n",
"3. Check the axes, labels and titles\n",
"4. Are the colours and markers appropriate?\n",
"\n",
"## Learning goals\n",
"\n",
"* Understand how to use `pandas` to load and analyse data\n",
"* Learn how to use `matplotlib` and `seaborn` to create figures\n",
"\n",
"### Relevant Python modules\n",
"\n",
"You will need to install the following Python modules:\n",
"```bash\n",
"matplotlib\n",
"pandas\n",
"seaborn\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import seaborn as sns"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise 1\n",
"\n",
"Let's look at the `iris` dataset and see how it is formatted"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
sepal_length
\n",
"
sepal_width
\n",
"
petal_length
\n",
"
petal_width
\n",
"
species
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
5.1
\n",
"
3.5
\n",
"
1.4
\n",
"
0.2
\n",
"
setosa
\n",
"
\n",
"
\n",
"
1
\n",
"
4.9
\n",
"
3.0
\n",
"
1.4
\n",
"
0.2
\n",
"
setosa
\n",
"
\n",
"
\n",
"
2
\n",
"
4.7
\n",
"
3.2
\n",
"
1.3
\n",
"
0.2
\n",
"
setosa
\n",
"
\n",
"
\n",
"
3
\n",
"
4.6
\n",
"
3.1
\n",
"
1.5
\n",
"
0.2
\n",
"
setosa
\n",
"
\n",
"
\n",
"
4
\n",
"
5.0
\n",
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3.6
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"
1.4
\n",
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0.2
\n",
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setosa
\n",
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\n",
" \n",
"
\n",
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"
],
"text/plain": [
" sepal_length sepal_width petal_length petal_width species\n",
"0 5.1 3.5 1.4 0.2 setosa\n",
"1 4.9 3.0 1.4 0.2 setosa\n",
"2 4.7 3.2 1.3 0.2 setosa\n",
"3 4.6 3.1 1.5 0.2 setosa\n",
"4 5.0 3.6 1.4 0.2 setosa"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"iris_df = sns.load_dataset(\"iris\")\n",
"iris_df.head()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll look at the relationship between the `sepal_length` and `sepal_width` of the `iris` dataset. What are some ways we can improve this plot?"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x=\"petal_length\", y=\"petal_width\", data=iris_df, size=\"species\", hue=\"species\", style=\"species\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"```{admonition} Suggested solution\n",
":class: tip, dropdown\n",
"\n",
"In the above graph, we can see there is a relationship between petal width and petal length. Width and length are also influenced by the species. However, there is redundant coding which can make it harder to read. We can improve this by just using `hue` to mark the different species - changing the size and markers are not necessary in this case.\n",
"\n",
"The axes also do not contain the dimensions.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {
"tags": [
"hide-output",
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = sns.scatterplot(x=\"petal_length\", y=\"petal_width\", data=iris_df, hue=\"species\")\n",
"plt.xlabel('Petal length (cm)')\n",
"plt.ylabel('Petal width (cm)')\n",
"plt.title('Petal length versus width for different iris species')\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise 2\n",
"\n",
"Let's look at the [penguins](https://github.com/allisonhorst/palmerpenguins/blob/main/README.md) dataset. The dataset records 344 penguins from different species."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
species
\n",
"
island
\n",
"
bill_length_mm
\n",
"
bill_depth_mm
\n",
"
flipper_length_mm
\n",
"
body_mass_g
\n",
"
sex
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
Adelie
\n",
"
Torgersen
\n",
"
39.1
\n",
"
18.7
\n",
"
181.0
\n",
"
3750.0
\n",
"
Male
\n",
"
\n",
"
\n",
"
1
\n",
"
Adelie
\n",
"
Torgersen
\n",
"
39.5
\n",
"
17.4
\n",
"
186.0
\n",
"
3800.0
\n",
"
Female
\n",
"
\n",
"
\n",
"
2
\n",
"
Adelie
\n",
"
Torgersen
\n",
"
40.3
\n",
"
18.0
\n",
"
195.0
\n",
"
3250.0
\n",
"
Female
\n",
"
\n",
"
\n",
"
3
\n",
"
Adelie
\n",
"
Torgersen
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
NaN
\n",
"
\n",
"
\n",
"
4
\n",
"
Adelie
\n",
"
Torgersen
\n",
"
36.7
\n",
"
19.3
\n",
"
193.0
\n",
"
3450.0
\n",
"
Female
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" species island bill_length_mm bill_depth_mm flipper_length_mm \\\n",
"0 Adelie Torgersen 39.1 18.7 181.0 \n",
"1 Adelie Torgersen 39.5 17.4 186.0 \n",
"2 Adelie Torgersen 40.3 18.0 195.0 \n",
"3 Adelie Torgersen NaN NaN NaN \n",
"4 Adelie Torgersen 36.7 19.3 193.0 \n",
"\n",
" body_mass_g sex \n",
"0 3750.0 Male \n",
"1 3800.0 Female \n",
"2 3250.0 Female \n",
"3 NaN NaN \n",
"4 3450.0 Female "
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"penguins_df = sns.load_dataset(\"penguins\")\n",
"penguins_df.head()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll compare bill length for each penguin species. What are some ways we can improve this plot?"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.histplot(data=penguins_df, x=\"bill_length_mm\", hue=\"species\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"```{admonition} Suggested solution\n",
":class: tip, dropdown\n",
"\n",
"Although bill length varies by species, there is a lot of overlap which makes it hard to distinguish. It would be better to separate the distributions. For example, you could create separate histograms. Alternatively, you might want to consider using a box plot.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {
"tags": [
"hide-output",
"hide-input"
]
},
"outputs": [
{
"data": {
"image/png": 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N9u3bPdrOnj3btGrVyt2uRYsWHvvo+X43jCn69+3nn38299xzj6lTp44JDAw04eHhpnXr1mbmzJlebReUTQ5jzjkGCqBEPPTQQ3r//feVmZlZbP/1wzdjx47V888/rz179vjl4xn+85//6M4779Qnn3yi2267rdiW26lTJx06dEg//vhjsS0T8DecZgKK2ejRoxUbG6vatWvr+PHjWrx4sd5++209//zzBJlSMmXKFElSw4YNdfr0aX355Zf629/+pn79+vldkPnpp5+0e/duPfnkk2revLm6detmdUmA7RBmgGIWEBCgV199VXv37tWZM2dUr149vfbaazx0rxQFBQVp0qRJ2rVrl3Jzc3XVVVfpmWee0fPPP291aYUMGjRIX3/9ta677jrNmjXLr54qDtgFp5kAAICtcWk2AACwNcIMAACwNcIMAACwtSu+A3B+fr727dun0NBQOtYBAGATxhgdO3ZMsbGxHje7PJ8rPszs27fPp+eHAAAA/5Genl7kLRWu+DBT8HC09PR0hYWFWVwNAADwRlZWlmrWrOn+Hr+YKz7MFJxaCgsLI8wAAGAz3nQRoQMwAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcvDzK+//qp+/fopIiJCQUFBat68udavX++eboxRUlKSYmNjFRgYqE6dOmnz5s0WVgwAAPyJpWHm8OHD6tChgwICArRkyRL99NNPmjhxoipVquRuM2HCBL322muaMmWKUlNTFR0drS5duujYsWPWFQ4AAPyGwxhjrFr5s88+q6+//lqrVq0673RjjGJjYzVs2DA988wzkqTc3FxFRUVp/PjxGjhwYJHryMrKUnh4uI4ePcp9ZgAAsAlfvr8tPTKzaNEitWzZUn/6059UrVo1tWjRQtOmTXNPT0tLU0ZGhm699Vb3OKfTqY4dO2r16tXnXWZubq6ysrI8XgAA4MplaZjZuXOnpk6dqnr16ik5OVkPP/ywHnvsMc2ePVuSlJGRIUmKiorymC8qKso97Y/GjRun8PBw94vnMgEASsvXX3+tP/3pT/r666+tLqVMsTTM5Ofn67rrrtPYsWPVokULDRw4UAMGDNDUqVM92v3xVsbGmAve3njEiBE6evSo+5Wenl5i9QMAUCAnJ0cTJ07UgQMHNHHiROXk5FhdUplhaZiJiYlRo0aNPMZdc8012rNnjyQpOjpakgodhTl48GChozUFnE6n+zlMPI8JAFBa3nvvPWVmZkqSMjMzNWfOHIsrKjssDTMdOnTQ1q1bPcZt27ZNcXFxkqSrr75a0dHRWrZsmXv6qVOntGLFCrVv375UawUA4EL27t2rOXPmqOCaGmOM5syZo71791pcWdlgaZh5/PHHtXbtWo0dO1a//PKL5s6dq7feekuDBw+WdPb00rBhwzR27Fh9/PHH+vHHH9W/f38FBQWpT58+VpYOAICks8Fl0qRJFxxv4UXDZUYFK1feqlUrffzxxxoxYoRGjx6tq6++WpMnT1bfvn3dbYYPH67s7GwNGjRIhw8fVps2bfTZZ58pNDTUwsoBADhr9+7dSk1NLTQ+Ly9Pqamp2r17t2rVqlX6hZUhlt5npjRwnxkAQEkyxuipp57Sd999p7y8PPf48uXL6/rrr9err756wYtWcGG2uc8MAAB253A49Pjjj19wPEGm5BFmAAC4TDVq1FDfvn3dwcXhcKhv376qXr26xZWVDYQZAACKQcFDkyWpatWqHv0/UbIIMwAAFAOXy6Unn3xSUVFReuKJJ+RyuawuqcygAzAAAPA7dAAGAABlBmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYGmEGAADYWgWrCwBgP8YY5eTkWF5Dbm6uJMnpdLqfVmwVl8tleQ1AWUWYAeCznJwcxcfHW12GX0lOTlZgYKDVZQBlEqeZAACArXFkBoDPXC6XkpOTLa0hJydHCQkJkqSFCxfK5XJZWo/V6wfKMsIMAJ85HA6/OqXicrn8qh4ApYvTTAAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNYqWF0AAACXyxijnJwcy2vIzc2VJDmdTjkcDkvrcblcltdQWggzAADby8nJUXx8vNVl+JXk5GQFBgZaXUap4DQTAACwNY7MAABsz+VyKTk52dIacnJylJCQIElauHChXC6XpfVYvf7SRJgBANiew+Hwq1MqLpfLr+q50nGaCQAA2BphBgAA2BphBgAA2BphBgAA2JqlYSYpKUkOh8PjFR0d7Z7ev3//QtPbtm1rYcUAAMDfWH41U+PGjfX555+7h8uXL+8xvWvXrpoxY4Z7uGLFiqVWGwAA8H+Wh5kKFSp4HI35I6fTedHpAACgbLO8z8z27dsVGxurq6++Wn/+85+1c+dOj+kpKSmqVq2a6tevrwEDBujgwYMXXV5ubq6ysrI8XgAA4MplaZhp06aNZs+ereTkZE2bNk0ZGRlq3769MjMzJUndunXTnDlz9OWXX2rixIlKTU3VTTfd5H6Q1/mMGzdO4eHh7lfNmjVL6+0AAAALOIwxxuoiCpw4cUJ16tTR8OHD9cQTTxSavn//fsXFxWnevHnq2bPneZeRm5vrEXaysrJUs2ZNHT16VGFhYSVWO4DSlZ2d7X6wYFl6oB78F/tk8crKylJ4eLhX39+W95k5V3BwsJo2bart27efd3pMTIzi4uIuOF0628fG6XSWVIkAAMDPWN5n5ly5ubnasmWLYmJizjs9MzNT6enpF5wOAADKHkvDzFNPPaUVK1YoLS1N33zzje6++25lZWUpMTFRx48f11NPPaU1a9Zo165dSklJUffu3VW1alXdddddVpYNAAD8iKWnmfbu3at77rlHhw4dUmRkpNq2bau1a9cqLi5O2dnZ2rRpk2bPnq0jR44oJiZGnTt31vz58xUaGmpl2QAAwI9YGmbmzZt3wWmBgYFKTk4uxWoAAIAd+VWfGQAAAF8RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK0RZgAAgK1VsLoAAL4xxignJ8fqMix37jZge5zlcrnkcDisLgModYQZwGZycnIUHx9vdRl+JSEhweoS/EJycrICAwOtLgModZxmAgAAtsaRGcDG3rjxiJzljdVlWMIY6VT+2Z8rlpPK6tmV3DyHBq+sZHUZgKUIM4CNOcsbucpbXYV1OKEiSWUzzALn4jQTAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNcIMAACwNUvDTFJSkhwOh8crOjraPd0Yo6SkJMXGxiowMFCdOnXS5s2bLawYAAD4G5/uM7N161a9//77WrVqlXbt2qWTJ08qMjJSLVq0UHx8vHr16iWn0+lTAY0bN9bnn3/uHi5f/r83zZgwYYJee+01zZw5U/Xr19eYMWPUpUsXbd26VaGhoT6tBwAAXJm8OjLz/fffq0uXLrr22mu1cuVKtWrVSsOGDdPLL7+sfv36yRij5557TrGxsRo/frxyc3O9LqBChQqKjo52vyIjIyWdPSozefJkPffcc+rZs6eaNGmiWbNm6eTJk5o7d+6lvVsAAHDF8erITI8ePfT0009r/vz5qlKlygXbrVmzRpMmTdLEiRM1cuRIrwrYvn27YmNj5XQ61aZNG40dO1a1a9dWWlqaMjIydOutt7rbOp1OdezYUatXr9bAgQPPu7zc3FyPMJWVleVVHQAAwJ68CjPbt29XxYoVi2zXrl07tWvXTqdOnfJq5W3atNHs2bNVv359HThwQGPGjFH79u21efNmZWRkSJKioqI85omKitLu3bsvuMxx48bppZde8mr9AADA/rw6zeRNkLmU9t26dVOvXr3UtGlT3XLLLfrkk08kSbNmzXK3cfzh6XHGmELjzjVixAgdPXrU/UpPT/epdgAAYC+X9KDJdevWKSUlRQcPHlR+fr7HtNdee+2SiwkODlbTpk21fft29ejRQ5KUkZGhmJgYd5uDBw8WOlpzLqfT6XMnZAAAYF8+h5mxY8fq+eefV4MGDRQVFeVxlORiR0y8kZubqy1btuiGG27Q1VdfrejoaC1btkwtWrSQJJ06dUorVqzQ+PHjL2s9AADgyuFzmHn99dc1ffp09e/f/7JX/tRTT6l79+666qqrdPDgQY0ZM0ZZWVlKTEyUw+HQsGHDNHbsWNWrV0/16tXT2LFjFRQUpD59+lz2ugG7Msa4f87Ns7AQ+IVz94Fz943SZIxRTk6OJev2J+duA7bHWS6X67IPdHjD5zBTrlw5dejQoVhWvnfvXt1zzz06dOiQIiMj1bZtW61du1ZxcXGSpOHDhys7O1uDBg3S4cOH1aZNG3322WfcYwZl2rlX6w1eWdnCSuBvcnNzFRQUVOrrzcnJUXx8fKmv158lJCRYXYJfSE5OVmBgYImvx+cw8/jjj+uNN97Q5MmTL3vl8+bNu+h0h8OhpKQkJSUlXfa6AADAlcnnMPPUU0/p9ttvV506ddSoUSMFBAR4TP/oo4+KrTgAhZ3bwf2NGw/LWf4ijXHFy8377xE6f7j4Ia973iVeWnIFMJIKTvuVl1TyZ1f80xmp/H9K9w+Tz7vckCFDtHz5cnXu3FkRERGlci4MwH+d+zvnLC+5CDP4P37x97iCym6YkaSAopug+Pm8y82ePVsffvihbr/99pKoBwAAwCc+PzW7SpUqqlOnTknUAgAA4DOfw0xSUpJGjRqlkydPlkQ9AAAAPvH5NNPf/vY37dixQ1FRUapVq1ahDsDfffddsRUHAABQFJ/DTMFjBgAAAPyBz2Fm1KhRJVEHAADAJbmsC+iOHz9e6EGTYWFhl1UQAACAL3zuAJyWlqbbb79dwcHBCg8PV+XKlVW5cmVVqlRJlStza3UAAFC6fD4y07dvX0nS9OnTCz01GwAAoLT5HGY2btyo9evXq0GDBiVRDwAAgE98Ps3UqlUrpaenl0QtAAAAPvP5yMzbb7+thx9+WL/++quaNGlS6D4zzZo1K7biAAAAiuJzmPntt9+0Y8cO3Xfffe5xDodDxhg5HA7l5eVdZG4AAIDi5XOYuf/++9WiRQu9//77dAAGAACW8znM7N69W4sWLVLdunVLoh4AAACf+NwB+KabbtIPP/xQErUAAAD4zOcjM927d9fjjz+uTZs2qWnTpoU6AN95553FVhwAAEBRfA4zDz/8sCRp9OjRhabRARgAAJQ2n8PMH5/FBAAAYCWf+8wAAAD4E6/CzLx587xeYHp6ur7++utLLggAAMAXXoWZqVOnqmHDhho/fry2bNlSaPrRo0f16aefqk+fPrr++uv1+++/F3uhAAAA5+NVn5kVK1Zo8eLF+vvf/66RI0cqODhYUVFRcrlcOnz4sDIyMhQZGan77rtPP/74o6pVq1bSdQMA/IQx5r8DZ6yrA37inH3AY98oQV53AL7jjjt0xx13KDMzU1999ZV27dql7OxsVa1aVS1atFCLFi1UrhxdcACgrMnNzXX/XP4/5S2sBP4mNzdXQUFBJb4en69mioiIUEJCQknUAgAA4DOfwwwAAOdyOp3un/O65/HNUtad+e8RunP3jZLELgcAuCweDxyuIL5Z4FZaD6OmkwsAALA1wgwAALA1wgwAALA1n89s5uXlaebMmfriiy908ODBQs9q+vLLL4utOAAAgKL4HGaGDh2qmTNn6vbbb1eTJk1KrXMPAADA+fgcZubNm6cPPvhAt912W0nUAwAA4BOf+8xUrFhRdevWLYlaAAAAfObzkZknn3xSr7/+uqZMmcIpJsBiuXkOSaXz7BN/Y4x06v+67FUsJ5XVP0dn9wGgbPMqzPTs2dNj+Msvv9SSJUvUuHFjBQQEeEz76KOPiq86ABc1eGUlq0sAAMt5FWbCw8M9hu+6664SKQYAAMBXXoWZGTNmlHQdALzkcrmUnJxsdRmWy8nJcT/0duHChXK5XBZXZD22Acoqn/vM3HTTTfroo49UqVIlj/FZWVnq0aMH95kpAcYY5eTkWF5Dbm6upLMPDrO6v5TL5bK8Bqs4HA4FBgZaXYZfcblcbBOgDPM5zKSkpOjUqVOFxufk5GjVqlXFUhQ85eTkKD4+3uoy/EpycjJfXgAAST6EmY0bN7p//umnn5SRkeEezsvL09KlS1W9evXirQ4AAKAIXoeZ5s2by+FwyOFw6Kabbio0PTAwUH//+9+LtTic5Q99JPytf4LV6wcA+A+vw0xaWpqMMapdu7bWrVunyMhI97SKFSuqWrVqKl++fIkUWdb5Wx8J+icAAPyJ12EmLi5Okgo9WBIAAMBKPncAXrRo0XnHOxwOuVwu1a1bV1dfffVlFwYAAOANn8NMjx495HA4ZIznLdQLxjkcDv3P//yPFixYoMqVKxdboQAAAOfj84Mmly1bplatWmnZsmU6evSojh49qmXLlql169ZavHixVq5cqczMTD311FMlUS8AAIAHn4/MDB06VG+99Zbat2/vHnfzzTfL5XLpoYce0ubNmzV58mTdf//9xVooAMAGzlhdgIWMpLz/+7m8pLJ5X09L9gGfw8yOHTsUFhZWaHxYWJh27twpSapXr54OHTrk03LHjRunkSNHaujQoZo8ebIkqX///po1a5ZHuzZt2mjt2rW+lg0AKAXl/8NVrSh9Pp9muv766/X000/rt99+c4/77bffNHz4cLVq1UqStH37dtWoUcPrZaampuqtt95Ss2bNCk3r2rWr9u/f7359+umnvpYMAACuYD4fmXnnnXeUkJCgGjVqqGbNmnI4HNqzZ49q166thQsXSpKOHz+uF154wavlHT9+XH379tW0adM0ZsyYQtOdTqeio6N9LRMAUEr84cae/sDfbi7qD0prG/gcZho0aKAtW7YoOTlZ27ZtkzFGDRs2VJcuXVSu3NkDPT169PB6eYMHD9btt9+uW2655bxhJiUlRdWqVVOlSpXUsWNH/fWvf1W1atUuuLzc3Fz3AxGlsw/ABACUHH+7sac/4OaipcvnMCOd3XG7du2qrl27XtbK582bp++++06pqannnd6tWzf96U9/UlxcnNLS0vTCCy/opptu0vr16+V0Os87z7hx4/TSSy9dVl0AAMA+LinMfPHFF/riiy908ODBQncEnj59ulfLSE9P19ChQ/XZZ59d8DBU79693T83adJELVu2VFxcnD755BP17NnzvPOMGDFCTzzxhHs4KytLNWvW9KomAABgPz6HmZdeekmjR49Wy5YtFRMTI4fj0q49W79+vQ4ePKjrr7/ePS4vL08rV67UlClTlJubW+hZTzExMYqLi9P27dsvuFyn03nBozYAAODK43OY+cc//qGZM2fq3nvvvawV33zzzdq0aZPHuPvuu08NGzbUM888c96HVmZmZio9PV0xMTGXtW4AAHDl8DnMnDp1yuOGeZcqNDRUTZo08RgXHBysiIgINWnSRMePH1dSUpJ69eqlmJgY7dq1SyNHjlTVqlV11113Xfb6AQDAlcHn+8w8+OCDmjt3bknU4qF8+fLatGmTEhISVL9+fSUmJqp+/fpas2aNQkNDS3z9AADAHnw+MpOTk6O33npLn3/+uZo1a6aAgACP6a+99tolF5OSkuL+OTAwkPsWAACAIvkcZjZu3KjmzZtLkn788UePaZfaGRgAAOBS+Rxmli9fXhJ1AAAAXBKf+8wU+OWXX5ScnKzs7GxJkjGm2IoCAADwls9hJjMzUzfffLPq16+v2267Tfv375d0tmPwk08+WewFAgAAXIzPYebxxx9XQECA9uzZo6CgIPf43r17a+nSpcVaHAAAQFF87jPz2WefKTk5WTVq1PAYX69ePe3evbvYCgMAAPCGz0dmTpw44XFEpsChQ4d4jAAAACh1PoeZG2+8UbNnz3YPOxwO5efn69VXX1Xnzp2LtTgAAICi+Hya6dVXX1WnTp307bff6tSpUxo+fLg2b96s33//XV9//XVJ1AgAAHBBPh+ZadSokTZu3KjWrVurS5cuOnHihHr27Knvv/9ederUKYkaAQAALsjnIzOSFB0drZdeeqm4awEAAPCZV2Fm48aNXi+wWbNml1wMAACAr7wKM82bN5fD4SjyLr8Oh0N5eXnFUhgAAIA3vAozaWlpJV0HAADAJfEqzMTFxZV0HQAAAJfkkh80CQAA4A8IMwAAwNYIMwAAwNYIMwAAwNYIMwAAwNa8upqpcuXKcjgcXi3w999/v6yCAAAAfOFVmJk8eXIJlwEAAHBpvAoziYmJJV0HAADAJfEqzGRlZXm9wLCwsEsuBgAAwFdehZlKlSoV2WfGGMOzmQAAQKnzKswsX768pOsAAAC4JF6FmY4dO5Z0HQAAAJfEqzCzceNGNWnSROXKldPGjRsv2rZZs2bFUhgAAIA3vAozzZs3V0ZGhqpVq6bmzZvL4XDIGFOoHX1mAABAafMqzKSlpSkyMtL9MwAAgL/wKszExcWd92cAAACreRVmzpWZmamIiAhJUnp6uqZNm6bs7GzdeeeduuGGG4q9QAAAgIvx+kGTmzZtUq1atVStWjU1bNhQGzZsUKtWrTRp0iS99dZb6ty5sxYsWFCCpQIAABTmdZgZPny4mjZtqhUrVqhTp0664447dNttt+no0aM6fPiwBg4cqFdeeaUkawUAACjE69NMqamp+vLLL9WsWTM1b95cb731lgYNGqRy5c7moSFDhqht27YlVigAAMD5eH1k5vfff1d0dLQkKSQkRMHBwapSpYp7euXKlXXs2LHirxAAAOAivA4zkgo9n6mo5zUBAACUNJ+uZurfv7+cTqckKScnRw8//LCCg4MlSbm5ucVfHQAAQBG8DjOJiYkew/369SvU5i9/+cvlVwQAAOADr8PMjBkzSrIOAACAS+JTnxkAAAB/4/MdgAHAGKOcnBxLazh3/VbXIkkul4uLIizEPllYWdonCTMAfJaTk6P4+Hiry3BLSEiwugQlJycrMDDQ6jLKLPbJwsrSPkmYKYI/pH1/4G//cfiDsvRfDwD4M4cxxlhdREnKyspSeHi4jh49qrCwMJ/nz87O9qu0D/9Rlv7r+SN/CPnGGPctIZxOp+XBknBrLfbJwuy+T/ry/c2RGQA+czgcfhHkgoKCrC4BfoJ9smwjzPjgxHV9pXJldJMZI+WfOftzuQqSjdP+Zck/o+Dv5lhdBQDgHGX0m/kSlasglQ+wugoLVbS6AAAACuE+MwAAwNYIMwAAwNb8JsyMGzdODodDw4YNc48zxigpKUmxsbEKDAxUp06dtHnzZuuKBAAAfscvwkxqaqreeustNWvWzGP8hAkT9Nprr2nKlClKTU1VdHS0unTpomPHjllUKQAA8DeWh5njx4+rb9++mjZtmipXruweb4zR5MmT9dxzz6lnz55q0qSJZs2apZMnT2ru3LkWVgwAAPyJ5WFm8ODBuv3223XLLbd4jE9LS1NGRoZuvfVW9zin06mOHTtq9erVF1xebm6usrKyPF4AAODKZeml2fPmzdN3332n1NTUQtMyMjIkSVFRUR7jo6KitHv37gsuc9y4cXrppZeKt1AAAOC3LDsyk56erqFDh+q9996Ty+W6YLs/3orZGHPR2zOPGDFCR48edb/S09OLrWYAAOB/LDsys379eh08eFDXX3+9e1xeXp5WrlypKVOmaOvWrZLOHqGJiYlxtzl48GChozXncjqdcjqdJVc4AADwK5Ydmbn55pu1adMmbdiwwf1q2bKl+vbtqw0bNqh27dqKjo7WsmXL3POcOnVKK1asUPv27a0qGwAA+BnLjsyEhoaqSZMmHuOCg4MVERHhHj9s2DCNHTtW9erVU7169TR27FgFBQWpT58+VpQMAAD8kF8/m2n48OHKzs7WoEGDdPjwYbVp00afffaZQkNDrS4NAAD4Cb8KMykpKR7DDodDSUlJSkpKsqQeAADg/yy/zwwAAMDlIMwAAABbI8wAAABbI8wAAABbI8wAAABbI8wAAABb86tLs/2RMea/A3mnrSsE/uGcfcBj3wAAWIYwU4Tc3Fz3z8Hfz7WwEvib3NxcBQUFWV0GAJR5nGYCAAC2xpGZIpz7BO4TLfpI5QMsrAaWyzvtPkLH09kBwD8QZorgcDj+O1A+gDADN499AwBgGU4zAQAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAWyPMAAAAW6tgdQG2kn/G6gqsY8x/33+5CpLDYW09VinL+wAA+CnCjA+Cv5tjdQkAAOAPOM0EAABsjSMzRXC5XEpOTra6DMvl5OQoISFBkrRw4UK5XC6LK7Ie2wAA/ANhpggOh0OBgYFWl+FXXC4X2wQA4Dc4zQQAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGyNMAMAAGzN0jAzdepUNWvWTGFhYQoLC1O7du20ZMkS9/T+/fvL4XB4vNq2bWthxQAAwN9UsHLlNWrU0CuvvKK6detKkmbNmqWEhAR9//33aty4sSSpa9eumjFjhnueihUrWlIrAADwT5aGme7du3sM//Wvf9XUqVO1du1ad5hxOp2Kjo62ojwAAGADftNnJi8vT/PmzdOJEyfUrl079/iUlBRVq1ZN9evX14ABA3Tw4MGLLic3N1dZWVkeLwAAcOWyPMxs2rRJISEhcjqdevjhh/Xxxx+rUaNGkqRu3bppzpw5+vLLLzVx4kSlpqbqpptuUm5u7gWXN27cOIWHh7tfNWvWLK23AgAALOAwxhgrCzh16pT27NmjI0eO6MMPP9Tbb7+tFStWuAPNufbv36+4uDjNmzdPPXv2PO/ycnNzPcJOVlaWatasqaNHjyosLKzE3seVLjs7W/Hx8ZKk5ORkBQYGWlwRAOBKlpWVpfDwcK++vy3tMyOd7dBb0AG4ZcuWSk1N1euvv65//vOfhdrGxMQoLi5O27dvv+DynE6nnE5nidULAAD8i+Wnmf7IGHPB00iZmZlKT09XTExMKVcFAAD8laVHZkaOHKlu3bqpZs2aOnbsmObNm6eUlBQtXbpUx48fV1JSknr16qWYmBjt2rVLI0eOVNWqVXXXXXdZWTYAAPAjloaZAwcO6N5779X+/fsVHh6uZs2aaenSperSpYuys7O1adMmzZ49W0eOHFFMTIw6d+6s+fPnKzQ01MqyAQCAH7E0zLzzzjsXnBYYGKjk5ORSrAYAANiR3/WZAQAA8AVhBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2BphBgAA2FoFqwtA0YwxysnJsbSGc9dvdS2S5HK55HA4rC4DAOAHCDM2kJOTo/j4eKvLcEtISLC6BCUnJyswMNDqMgAAfoDTTAAAwNY4MmMDLpdLycnJltZgjFFubq4kyel0Wn6Kx+VyWbp+AID/IMzYgMPh8ItTKkFBQVaXAABAIZxmAgAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtkaYAQAAtnbFPzXbGCNJysrKsrgSAADgrYLv7YLv8Yu54sPMsWPHJEk1a9a0uBIAAOCrY8eOKTw8/KJtHMabyGNj+fn52rdvn0JDQ+VwOKwux9aysrJUs2ZNpaenKywszOpyAPZJ+B32yeJjjNGxY8cUGxurcuUu3ivmij8yU65cOdWoUcPqMq4oYWFh/JLCr7BPwt+wTxaPoo7IFKADMAAAsDXCDAAAsDXCDLzmdDo1atQoOZ1Oq0sBJLFPwv+wT1rjiu8ADAAArmwcmQEAALZGmAEAALZGmAEAALZGmIGHpKQkNW/e3Ov2u3btksPh0IYNGyRJKSkpcjgcOnLkSInUB3tyOBxasGDBBaez3wC4HISZMmD16tUqX768unbtWuLrat++vfbv3+/1jY5wZcjIyNCQIUNUu3ZtOZ1O1axZU927d9cXX3zh1fzFvd/4GspRNmVkZGjo0KGqW7euXC6XoqKi9D//8z/6xz/+oZMnTxbbejp16qRhw4YV2/JQ2BV/B2BI06dP15AhQ/T2229rz549uuqqq0psXRUrVlR0dHSJLR/+Z9euXerQoYMqVaqkCRMmqFmzZjp9+rSSk5M1ePBg/fzzz0Uuw6r95vTp0woICCj19cJ6O3fudO+3Y8eOVdOmTXXmzBlt27ZN06dPV2xsrO68806ry4S3DK5ox48fN6Ghoebnn382vXv3Ni+99JLH9HHjxplq1aqZkJAQc//995tnnnnGXHvttR5tpk+fbho2bGicTqdp0KCBeeONN9zT0tLSjCTz/fffG2OMWb58uZFkDh8+7G7z9ddfmxtuuMG4XC5To0YNM2TIEHP8+PGSessoZd26dTPVq1c/72dasB9IMtOmTTM9evQwgYGBpm7dumbhwoXudn/cb2bMmGHCw8PN0qVLTcOGDU1wcLCJj483+/bt85inVatWJigoyISHh5v27dubXbt2mRkzZhhJHq8ZM2a465g6daq58847TVBQkHnxxRfNmTNnzP33329q1aplXC6XqV+/vpk8ebLH+0hMTDQJCQkmKSnJREZGmtDQUPPQQw+Z3Nzc4t2YKDXx8fGmRo0aF/xblJ+fb4wx5siRI2bAgAHuz71z585mw4YN7najRo0y1157rZk9e7aJi4szYWFhpnfv3iYrK8sYc3bf+eP+mJaWZowxJiUlxbRq1cpUrFjRREdHm2eeecacPn3aveycnBwzZMgQExkZaZxOp+nQoYNZt25dCW0ReyPMXOHeeecd07JlS2OMMf/5z39MrVq13L+k8+fPNxUrVjTTpk0zP//8s3nuuedMaGioR5h56623TExMjPnwww/Nzp07zYcffmiqVKliZs6caYwpOsxs3LjRhISEmEmTJplt27aZr7/+2rRo0cL079+/1LYBSk5mZqZxOBxm7NixF20nydSoUcPMnTvXbN++3Tz22GMmJCTEZGZmGmPOH2YCAgLMLbfcYlJTU8369evNNddcY/r06WOMMeb06dMmPDzcPPXUU+aXX34xP/30k5k5c6bZvXu3OXnypHnyySdN48aNzf79+83+/fvNyZMn3XVUq1bNvPPOO2bHjh1m165d5tSpU+bFF18069atMzt37jTvvfeeCQoKMvPnz3fXn5iYaEJCQkzv3r3Njz/+aBYvXmwiIyPNyJEjS2CroqQdOnTIOBwOM27cuIu2y8/PNx06dDDdu3c3qampZtu2bebJJ580ERER7n131KhRJiQkxPTs2dNs2rTJrFy50kRHR7v3jSNHjph27dqZAQMGuPfHM2fOmL1795qgoCAzaNAgs2XLFvPxxx+bqlWrmlGjRrnX/9hjj5nY2Fjz6aefms2bN5vExERTuXJl97rxX4SZK1z79u3d/2WePn3aVK1a1SxbtswYY0y7du3Mww8/7NG+TZs2HmGmZs2aZu7cuR5tXn75ZdOuXTtjTNFh5t577zUPPfSQx/yrVq0y5cqVM9nZ2cX1NmGRb775xkgyH3300UXbSTLPP/+8e/j48ePG4XCYJUuWGGPOH2YkmV9++cU9zxtvvGGioqKMMWdDlCSTkpJy3vUV/Ld8vjqGDRtW5PsaNGiQ6dWrl3s4MTHRVKlSxZw4ccI9burUqSYkJMTk5eUVuTz4l7Vr1553v42IiDDBwcEmODjYDB8+3HzxxRcmLCzM5OTkeLSrU6eO+ec//2mMObuvBQUFuY/EGGPM008/bdq0aeMe7tixoxk6dKjHMkaOHGkaNGjg/ufSmLP7eME+dfz4cRMQEGDmzJnjnn7q1CkTGxtrJkyYcNnb4EpDB+Ar2NatW7Vu3Tr9+c9/liRVqFBBvXv31vTp0yVJW7ZsUbt27TzmOXf4t99+U3p6uh544AGFhIS4X2PGjNGOHTu8qmH9+vWaOXOmx/zx8fHKz89XWlpaMb1TWMX83w3EHQ5HkW2bNWvm/jk4OFihoaE6ePDgBdsHBQWpTp067uGYmBh3+ypVqqh///6Kj49X9+7d9frrr2v//v1e1dyyZctC4/7xj3+oZcuWioyMVEhIiKZNm6Y9e/Z4tLn22msVFBTkHm7Xrp2OHz+u9PR0r9YL//PH/XbdunXasGGDGjdurNzcXK1fv17Hjx9XRESEx9+wtLQ0j7+BtWrVUmhoqHv43H31Qgr+/p5bQ4cOHXT8+HHt3btXO3bs0OnTp9WhQwf39ICAALVu3Vpbtmy53Ld+xaED8BXsnXfe0ZkzZ1S9enX3OGOMAgICdPjw4SLnz8/PlyRNmzZNbdq08ZhWvnx5r2rIz8/XwIED9dhjjxWaVpIdkVE66tWrJ4fDoS1btqhHjx4XbfvHjrYOh8O9j3nb3pzz9JUZM2boscce09KlSzV//nw9//zzWrZsmdq2bXvROoKDgz2GP/jgAz3++OOaOHGi2rVrp9DQUL366qv65ptvLrqcc+uCvdStW1cOh6NQ5/TatWtLkgIDAyWd/fsVExOjlJSUQsuoVKmS+2df923p7N/iP+475/5zcKF/FM43H7g0+4p15swZzZ49WxMnTtSGDRvcrx9++EFxcXGaM2eOrrnmGq1du9ZjvnOHo6KiVL16de3cuVN169b1eF199dVe1XHddddp8+bNheavW7euKlasWKzvGaWvSpUqio+P1xtvvKETJ04Uml7S941p0aKFRowYodWrV6tJkyaaO3eupLNXR+Xl5Xm1jFWrVql9+/YaNGiQWrRoobp16573yOMPP/yg7Oxs9/DatWsVEhKiGjVqFM+bQamJiIhQly5dNGXKlPPutwWuu+46ZWRkqEKFCoX+flWtWtXr9Z1vf2zUqJFWr17tEdBXr16t0NBQVa9e3f038quvvnJPP336tL799ltdc801PrzbsoEwc4VavHixDh8+rAceeEBNmjTxeN1999165513NHToUE2fPl3Tp0/Xtm3bNGrUKG3evNljOUlJSRo3bpxef/11bdu2TZs2bdKMGTP02muveVXHM888ozVr1mjw4MHasGGDtm/frkWLFmnIkCEl8bZhgTfffFN5eXlq3bq1PvzwQ23fvl1btmzR3/72t0KnMYtLWlqaRowYoTVr1mj37t367LPPtG3bNvcf+Vq1aiktLU0bNmzQoUOHlJube8Fl1a1bV99++62Sk5O1bds2vfDCC0pNTS3U7tSpU3rggQf0008/acmSJRo1apQeffRRlSvHn1E7evPNN3XmzBm1bNlS8+fP15YtW7R161a99957+vnnn1W+fHndcsstateunXr06KHk5GTt2rVLq1ev1vPPP69vv/3W63XVqlVL33zzjXbt2qVDhw4pPz9fgwYNUnp6uoYMGaKff/5ZCxcu1KhRo/TEE0+oXLlyCg4O1iOPPKKnn35aS5cu1U8//aQBAwbo5MmTeuCBB0pwy9iUdd11UJLuuOMOc9ttt5132vr1640ks379evPXv/7VVK1a1YSEhJjExEQzfPjwQh0n58yZY5o3b24qVqxoKleubG688UZ3xzlvLs1et26d6dKliwkJCTHBwcGmWbNm5q9//WtJvG1YZN++fWbw4MEmLi7OVKxY0VSvXt3ceeedZvny5caYsx1vP/74Y495wsPD3ZdMX+jS7HN9/PHHpuBPVkZGhunRo4eJiYkxFStWNHFxcebFF190d8bNyckxvXr1MpUqVSp0afYf68jJyTH9+/c34eHhplKlSuaRRx4xzz77rMfvQcGl2S+++KKJiIgwISEh5sEHHyzUMRT2sm/fPvPoo4+aq6++2gQEBJiQkBDTunVr8+qrr7o7e2dlZZkhQ4aY2NhYExAQYGrWrGn69u1r9uzZY4w5f2fzSZMmmbi4OPfw1q1bTdu2bU1gYKBPl2ZnZ2ebIUOGmKpVq3JpdhEcxpxzjAsAUEj//v115MiRiz6SAYB1OD4KAABsjTADAABsjdNMAADA1jgyAwAAbI0wAwAAbI0wAwAAbI0wAwAAbI0wA+CK5nA4uD8McIUjzAAoMQcPHtTAgQN11VVXyel0Kjo6WvHx8VqzZk2p1bB//35169at1NYHoPTx1GwAJaZXr146ffq0Zs2apdq1a+vAgQP64osv9Pvvv5daDdHR0aW2LgDW4MgMgBJx5MgRffXVVxo/frw6d+6suLg4tW7dWiNGjNDtt98u6ewpoKlTp6pbt24KDAzU1VdfrX/9618ey/n111/Vu3dvVa5cWREREUpISNCuXbs82kyfPl2NGzeW0+lUTEyMHn30Ufe0P55mKmp5KSkpat26tYKDg1WpUiV16NBBu3fvLvbtA6D4EGYAlIiQkBCFhIRowYIFF31q9QsvvKBevXrphx9+UL9+/XTPPfdoy5YtkqSTJ0+qc+fOCgkJ0cqVK/XVV18pJCREXbt21alTpyRJU6dO1eDBg/XQQw9p06ZNWrRokerWrXvedRW1vDNnzqhHjx7q2LGjNm7cqDVr1uihhx6Sw+Eo/g0EoPhY+5xLAFeyf//736Zy5crG5XKZ9u3bmxEjRpgffvjBPV2Sefjhhz3madOmjXnkkUeMMca88847pkGDBiY/P989PTc31wQGBprk5GRjjDGxsbHmueeeu2ANOudJ2UUtLzMz00gyKSkpl/3eAZQejswAKDG9evXSvn37tGjRIsXHxyslJUXXXXedZs6c6W7Trl07j3natWvnPjKzfv16/fLLLwoNDXUf6alSpYpycnK0Y8cOHTx4UPv27dPNN9/sVT1FLa9KlSrq37+/4uPj1b17d73++uvav39/sW0PACWDDsAASpTL5VKXLl3UpUsXvfjii3rwwQc1atQo9e/f/4LzFJzWyc/P1/XXX685c+YUahMZGaly5Xz7f6yo5UnSjBkz9Nhjj2np0qWaP3++nn/+eS1btkxt27b1aV0ASg9HZgCUqkaNGunEiRPu4bVr13pMX7t2rRo2bChJuu6667R9+3ZVq1ZNdevW9XiFh4crNDRUtWrV0hdffOHVuotaXoEWLVpoxIgRWr16tZo0aaK5c+cWwzsHUFIIMwBKRGZmpm666Sa999572rhxo9LS0vSvf/1LEyZMUEJCgrvdv/71L02fPl3btm3TqFGjtG7dOvfVSH379lXVqlWVkJCgVatWKS0tTStWrNDQoUO1d+9eSVJSUpImTpyov/3tb9q+fbu+++47/f3vfz9vTUUtLy0tTSNGjNCaNWu0e/duffbZZ9q2bZuuueaakt9gAC4Zp5kAlIiQkBC1adNGkyZN0o4dO3T69GnVrFlTAwYM0MiRI93tXnrpJc2bN0+DBg1SdHS05syZo0aNGkmSgoKCtHLlSj3zzDPq2bOnjh07purVq+vmm29WWFiYJCkxMVE5OTmaNGmSnnrqKVWtWlV33333eWsqannZ2dn6+eefNWvWLGVmZrov8x44cGDJbzAAl8xhjDFWFwGgbHI4HPr444/Vo0cPq0sBYGOcZgIAALZGmAEAALZGnxkAluEsN4DiwJEZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga4QZAABga/8fjkTueClsoFgAAAAASUVORK5CYII=",
"text/plain": [
"
"
],
"text/plain": [
" year month passengers\n",
"0 1949 Jan 112\n",
"1 1949 Feb 118\n",
"2 1949 Mar 132\n",
"3 1949 Apr 129\n",
"4 1949 May 121"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"flights_df = sns.load_dataset(\"flights\")\n",
"flights_df.head()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"We'll analyse flight passenger number by time. How can we improve this plot?"
]
},
{
"cell_type": "code",
"execution_count": 73,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(data=flights_df, x=\"year\", y=\"passengers\", hue=\"month\", palette=sns.color_palette(\"Spectral\", 12), style=\"month\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"```{admonition} Suggested solution\n",
":class: tip, dropdown\n",
"\n",
"There's lots of information in this plot which makes it hard to read. We generally see a trend of increasing passenger numbers over time. If you want to analyse this in more detail, it might be better to look at a single month. Alternatively, we could aggregate the data by year and plot the average number of passengers per month.\n",
"\n",
"The colours are also not very distinct. If you were to continue including different months, you might want to use a different colour palette and also remove the redundant styling of the lines.\n",
"\n",
"Let's also add a title to make it more clear what the plot is showing. \n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 76,
"metadata": {
"tags": [
"hide-input",
"hide-output"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
"
"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.lineplot(data=flights_df, x=\"year\", y=\"passengers\")\n",
"plt.title(\"Airline passengers over time\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise 4\n",
"\n",
"We'll now look at the `glue` dataset. GLUE is a benchmark for training and evaluating natural language understanding systems. It consists of different tasks, including whether a sequence of words is a grammatical English sentence and comparing whether a pair of questions are semantically equivalent. More information can be found [here](https://gluebenchmark.com/).\n",
"\n",
"The specific dataset records the performance of various models on the tasks."
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"
\n",
"\n",
"
\n",
" \n",
"
\n",
"
\n",
"
Model
\n",
"
Year
\n",
"
Encoder
\n",
"
Task
\n",
"
Score
\n",
"
\n",
" \n",
" \n",
"
\n",
"
0
\n",
"
ERNIE
\n",
"
2019
\n",
"
Transformer
\n",
"
CoLA
\n",
"
75.5
\n",
"
\n",
"
\n",
"
1
\n",
"
T5
\n",
"
2019
\n",
"
Transformer
\n",
"
CoLA
\n",
"
71.6
\n",
"
\n",
"
\n",
"
2
\n",
"
RoBERTa
\n",
"
2019
\n",
"
Transformer
\n",
"
CoLA
\n",
"
67.8
\n",
"
\n",
"
\n",
"
3
\n",
"
BERT
\n",
"
2018
\n",
"
Transformer
\n",
"
CoLA
\n",
"
60.5
\n",
"
\n",
"
\n",
"
4
\n",
"
BiLSTM+ELMo
\n",
"
2018
\n",
"
LSTM
\n",
"
CoLA
\n",
"
32.1
\n",
"
\n",
" \n",
"
\n",
"
"
],
"text/plain": [
" Model Year Encoder Task Score\n",
"0 ERNIE 2019 Transformer CoLA 75.5\n",
"1 T5 2019 Transformer CoLA 71.6\n",
"2 RoBERTa 2019 Transformer CoLA 67.8\n",
"3 BERT 2018 Transformer CoLA 60.5\n",
"4 BiLSTM+ELMo 2018 LSTM CoLA 32.1"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"glue_df = sns.load_dataset(\"glue\")\n",
"glue_df.head()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"Let's compare the performance of the different models. How can we improve this plot?"
]
},
{
"cell_type": "code",
"execution_count": 43,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"sns.barplot(data=glue_df, x=\"Model\", y=\"Score\", hue=\"Task\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"```{admonition} Suggested solution\n",
":class: tip, dropdown\n",
"\n",
"There's a lot going on in this plot. You might want to consider whether all this information is necessary. One way to summarise the information is to combine the different tasks into one bar and use error bars. \n",
"\n",
"There's also not enough space to fit all of the x-axis labels and the legend overlaps some of the data. To fix this, you could rotate the plot, resize the figure, and/or move the legend out of the plot. \n",
"\n",
"Finally (this is optional and depends on what you want to highlight), if you want to emphasise the performance of the best model, you could reorder the bars. You could also use a different colour to highlight the best model.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 77,
"metadata": {
"tags": [
"hide-input",
"hide-output"
]
},
"outputs": [
{
"data": {
"image/png": 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",
"text/plain": [
""
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"colours = ['tab:orange' if i == \"ERNIE\" else 'grey' for i in glue_df[\"Model\"]]\n",
"sns.barplot(data=glue_df.sort_values(by=[\"Score\"], ascending=False), y=\"Model\", x=\"Score\", palette=colours)\n",
"plt.title(\"Model performance on the GLUE benchmark\")\n",
"plt.show()"
]
},
{
"attachments": {},
"cell_type": "markdown",
"metadata": {},
"source": [
"## Exercise 5 (Optional)\n",
"\n",
"Have a look at some of the other datasets available in Seaborn. The repository for all of the Seaborn examples are stored [here](https://github.com/mwaskom/seaborn-data). \n",
"\n",
"Load them into a dataframe and see if you could generate any tables that might be interesting.\n",
"\n",
"Based on the tables, create some plots that might be useful for analysis. What would be the advantage of using a plot over a table, and how can you best emphasise the information you want to convey?\n",
"\n",
"If you would like some feedback on your plots, you can share them on the [discussion forum](https://moodle.ucl.ac.uk/mod/forum/view.php?id=4149717)."
]
}
],
"metadata": {
"kernelspec": {
"display_name": "comp0190",
"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": "3.7.16"
},
"orig_nbformat": 4,
"vscode": {
"interpreter": {
"hash": "633d94998119a4c188dfbd34cb0612f2cda18710129c72b5fc0a03a00b1196cf"
}
}
},
"nbformat": 4,
"nbformat_minor": 2
}