ML_course/assignment 2/iml_assignment2a_solved.ipynb
2023-04-27 15:24:21 +02:00

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{
"cell_type": "markdown",
"source": [
"### Solution for Assignment 2 of the course \"Introduction to Machine Learning\" at the University of Leoben.\n",
"##### Author: Fotios Lygerakis\n",
"##### Semester: SS 2022/2023"
],
"metadata": {
"collapsed": false
}
},
{
"cell_type": "markdown",
"source": [
"Importing the libraries"
],
"metadata": {
"id": "sCd8w2OwBTLm"
}
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {
"id": "kWsq3C9zxvlr"
},
"outputs": [],
"source": [
"import csv\n",
"import math\n",
"from matplotlib import pyplot as plt"
]
},
{
"cell_type": "markdown",
"source": [
"Create the BasicStatistics class"
],
"metadata": {
"id": "Bw9qskz1BXha"
}
},
{
"cell_type": "code",
"source": [
"class BasicStatistics:\n",
" \"\"\"\n",
" Basic statistics class\n",
"\n",
" Attributes:\n",
" dataset: list of numbers\n",
"\n",
" Methods:\n",
" mean: calculates the mean of the dataset\n",
" median: calculates the median of the dataset\n",
" variance: calculates the variance of the dataset\n",
" normalize: normalizes the dataset\n",
" plot: plots the dataset\n",
" \"\"\"\n",
" def __init__(self, dataset):\n",
" \"\"\"\n",
" Constructor for the BasicStatistics class\n",
" :param dataset: list of numbers\n",
" \"\"\"\n",
" self.dataset = dataset\n",
"\n",
" def mean(self):\n",
" \"\"\"\n",
" Calculates the mean of the dataset\n",
" :return: mean of the dataset\n",
" \"\"\"\n",
" return sum(self.dataset) / len(self.dataset)\n",
"\n",
" def median(self):\n",
" \"\"\"\n",
" Calculates the median of the dataset\n",
" :return: median of the dataset\n",
" \"\"\"\n",
" tmp_dataset = self.dataset.copy()\n",
" tmp_dataset.sort()\n",
" if len(tmp_dataset) % 2 == 0:\n",
" return (tmp_dataset[len(tmp_dataset) // 2] + tmp_dataset[len(tmp_dataset) // 2 - 1]) / 2\n",
" else:\n",
" return tmp_dataset[len(tmp_dataset) // 2]\n",
"\n",
" def variance(self):\n",
" \"\"\"\n",
" Calculates the variance of the dataset\n",
" :return: variance of the dataset\n",
" \"\"\"\n",
" return sum([(x - self.mean()) ** 2 for x in self.dataset]) / len(self.dataset)\n",
"\n",
" def normalize(self):\n",
" \"\"\"\n",
" Normalizes the dataset\n",
" :return normalized dataset\n",
" \"\"\"\n",
" return [(x - self.mean()) / self.variance() for x in self.dataset]\n",
"\n",
" def standard_deviation(self):\n",
" \"\"\"\n",
" Calculates the standard deviation of the dataset\n",
" :return: standard deviation of the dataset\n",
" \"\"\"\n",
" return math.sqrt(self.variance())\n",
"\n",
" def plot(self):\n",
" \"\"\"\n",
" Plots the dataset\n",
" :return:\n",
" \"\"\"\n",
" # get the data\n",
" mean = self.mean()\n",
" median = self.median()\n",
" variance = self.variance()\n",
" std = math.sqrt(variance)\n",
" data_norm = self.normalize()\n",
" # get the number of bins\n",
" nrBins = math.floor(len(self.dataset) / 50)\n",
"\n",
" # set up figure and plot grid\n",
" fig = plt.figure(figsize=(10, 8))\n",
" grid = plt.GridSpec(2, 2)\n",
" ax1 = plt.subplot(grid[:1, :])\n",
" ax2 = plt.subplot(grid[1:, :1])\n",
" ax3 = plt.subplot(grid[1:, 1:])\n",
"\n",
" # set titles\n",
" fig.suptitle('Basic Statistics')\n",
" ax1.set_title('Data Distribution')\n",
" ax2.set_title('Raw Data')\n",
" ax3.set_title('Normalized Data')\n",
"\n",
" # set axes\n",
" ax1.set_xlabel('Values')\n",
" ax1.set_ylabel('Frequency')\n",
" ax2.set_xlabel('Sample')\n",
" ax2.set_ylabel('Value')\n",
" ax3.set_xlabel('Sample')\n",
" ax3.set_ylabel('Standardized Value')\n",
"\n",
" # data plotting\n",
" ax1.hist(data, bins=nrBins, density=True, label='Histogram')\n",
" ax1.vlines(x=mean, ymin=0, ymax=0.3, colors='r', ls='--', label='Mean')\n",
" ax1.vlines(x=median, ymin=0, ymax=0.3, colors='y', ls='--', label='Median')\n",
" ax1.vlines(x=mean + std, ymin=0, ymax=0.3, colors='g', ls='--', label='Standard deviation')\n",
" ax1.vlines(x=mean - std, ymin=0, ymax=0.3, colors='g', ls='--')\n",
" ax1.legend()\n",
" # raw data plotting\n",
" x = [i for i in range(1, len(data) + 1)]\n",
" ax2.scatter(x, data, s=3, label='Data')\n",
" ax2.hlines(y=mean, xmin=0, xmax=len(data), colors='r', ls='--', label='Mean')\n",
" ax2.hlines(y=mean + std, xmin=0, xmax=len(data), colors='g', ls='--', label='Standard deviation')\n",
" ax2.hlines(y=mean - std, xmin=0, xmax=len(data), colors='g', ls='--')\n",
" ax2.legend()\n",
" # normalized data plotting\n",
" ax3.scatter(x, data_norm, s=3, label='Data')\n",
" ax3.hlines(y=0, xmin=0, xmax=len(data), colors='r', ls='--', label='Mean')\n",
" ax3.hlines(y=0 + 1, xmin=0, xmax=len(data), colors='g', ls='--', label='Standard deviation')\n",
" ax3.hlines(y=0 - 1, xmin=0, xmax=len(data), colors='g', ls='--')\n",
" ax3.legend()\n",
"\n",
" plt.show()\n",
" # save the figure\n",
" fig.savefig(\"Basic_Statistics.png\", format=\"png\")\n"
],
"metadata": {
"id": "cqSJ_htS_04g"
},
"execution_count": 3,
"outputs": []
},
{
"cell_type": "markdown",
"source": [
"Demonstrate the BasicStatistics class on the data.csv file"
],
"metadata": {
"id": "xeMDhdMqBd2n"
}
},
{
"cell_type": "code",
"source": [
"# define the path to the data file\n",
"path = 'data.csv'\n",
"# open the file and read the data\n",
"with open(path, 'r') as f:\n",
" # create a csv reader\n",
" reader = csv.reader(f)\n",
" # convert the data to a list of floats\n",
" data = list(reader)\n",
" data = [float(x[0]) for x in data]\n",
" # create a BasicStatistics object\n",
" bs = BasicStatistics(data)\n",
" # print the mean, median, and variance\n",
" print(f'Mean: {bs.mean():.2f}')\n",
" print(f'Median: {bs.median():.2f}')\n",
" print(f'Variance: {bs.variance():.2f}')\n",
" # plot the data\n",
" bs.plot()"
],
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"base_uri": "https://localhost:8080/",
"height": 606
},
"id": "UQVfNd_j_29Z",
"outputId": "e3cab288-537c-4937-b8e0-a7473770400d"
},
"execution_count": 4,
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Mean: 4.08\n",
"Median: 4.13\n",
"Variance: 4.15\n"
]
},
{
"data": {
"text/plain": "<Figure size 1000x800 with 3 Axes>",
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"
},
"metadata": {},
"output_type": "display_data"
}
]
}
]
}