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"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"```{admonition} Contributor\n",
":class: tip\n",
"This chapter was written and developed by {{ barros }} \n",
"```\n",
"\n",
"\n",
"# Support Vector Machine (SVM)\n",
"\n",
"This tutorial features the Support Vector Machine (SVM) technique for classifying riverbed morphology types as a function of hydraulic and sediment transport data.\n",
"\n",
"```{admonition} Goals\n",
"+ Pre-process a dataset containing hydrodynamic measurements and five river bed morphology classes according to {cite:t}`montgomery_channel-reach_1997`.\n",
"+ Use Variance Inflation Index (VIF) to evaluate Multicollinearity among features.\n",
"+ Train and test a Support Vector Machine (SVM) model to classify river bed morphology using a Radial Basis Function (RBF) kernel.\n",
"```\n",
"\n",
"```{admonition} Requirements\n",
":class: attention\n",
"\n",
"Read and understand data handling with {ref}`numpy`, {ref}`pandas`, {ref}`matplotlib`, and {ref}`functions `. We assume that you are familiar with basic statistic parameters, such as Gaussian probability distributions, their mean, and their standard deviation values.\n",
"```\n",
"\n",
"Enable interactive reading and executing code blocks with [![Binder](https://mybinder.org/badge_logo.svg)](https://mybinder.org/v2/gh/hydro-informatics/jupyter-python-course/main) and find *morphology-predictor-svm.ipynb* Alternatively, install {ref}`Python ` and {ref}`JupyterLab ` locally and **[download](https://github.com/ricardovobarros/hydro-informatics/tree/main/morphology_predictor)** this Jupyter notebook.\n",
"\n",
"## Theory\n",
"\n",
"In the field of restoration science, the identification of river morphology provides essential insights, for instance, to guide target terraforming aiming at re-instating a near-census natural state of a fluvial landscape. In addition, morphological pattern may serve as a predictor for estimating fluvial {term}`sediment transport ` and vice versa. Thus, there is a bidirectional relationship between fluvial hydraulics, sediment transport, and morphological pattern, which represent physical habitat for aquatic species and may even affect energy production {cite:p}`recking2016quantifying`.\n",
"\n",
"Yet, classifying and predicting fluvial morphodynamics is challenging because of the complexity of river ecosystems and every river being a unique environment. However,there are repeating morphological units of rivers with similar characteristics. A basic set of repetitive morphological features was introduced by {cite:t}`montgomery_channel-reach_1997`, and we will focus in this tutorial on the following five morphological units (click on the items to read more):\n",
"\n",
"+ **{term}`Step pool`** \n",
"+ **{term}`Plane bed`**\n",
"+ **{term}`Riffle pool`**\n",
"+ **{term}`Braiding`**\n",
"+ **{term}`Sand bed`**\n",
"\n",
"These morphological units can be found in the above-listed order along a river, starting at the source and ending with its estuary. Thus, *step pool* units can typically be found in upstream (mountain) river section, while *sand beds* are predominantly existent in shallower river sections, close to estuaries or confluences. Note that there are many other morphological units besides, such as slackwater, swales, or bars {cite:p}`wyrick_geospatial_2014`. Fig. {numref}`fig-bed-morphology` illustrates some morphological units of near-census natural rivers.\n",
"\n",
"```{figure} ../img/nature/morphology-overview.jpg\n",
" :alt: riverbed morphologies\n",
" :name: fig-bed-morphology\n",
"\n",
"\n",
" a) A colluvial headwater stream (Furtschaglbach, Austria), b) a cascade stream (Torrent des Favrands, France), c) a bedrock stream (Anse St-Jean, Québec, Canada), d) a step-pool stream (Dessoubre, France), e) a plane-bed stream (Dranse, Switzerland), f) a riffle-pool stream (Le diable, Québec, Canada), g) a braided stream (Jenbach, Germany). Source: {cite:t}`schwindt_hydro-morphological_2017`\n",
"```\n",
"\n",
"To guide restoration actions, experts often visually classify morphology units on-site, though some of them may also be distinguishable on aerial imagery. On-site (*in-situ*) expert assessments may also serve as ground truth for machine learning models. In this exercise, we will use hydrodynamic parameters with expert-based ground truth from the database [https://bedloadweb.com](https://en.bedloadweb.com/). Thus, at the end of this tutorial, you may be able to reduce a necessary amount of fieldwork, just by using hydraulic parameters that can sometimes also be retrieved from gauging stations. To this end, we will train and test an SVM model that classifies morphological units as a function of data that can be collected *in-situ* or derived from aerial imagery. "
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Pre-processing\n",
"\n",
"## Load Data\n",
"\n",
"We downloaded a dataset from [https://bedloadweb.com](https://en.bedloadweb.com/) ([download the *bedload_dataset*](https://raw.githubusercontent.com/hydro-informatics/jupyter-python-course/main/data/bedload_dataset) sample): \n",
"\n",
"+ Every sample is derived from the cross-sections of 146 different rivers around the globe.\n",
"+ The dataset is embraces hydraulic and sediment transport (e.g., grain sizes) though in this tutorial, we will only use the following parameters to train the SVM model:\n",
" + **W**: Channel width (m)\n",
" + **S**: Channel slope (m)\n",
" + **Q**: Discharge (m$^3$ s$^{-1}$)\n",
" + **U**: Bulk flow velocity (m s$^{-1}$)\n",
" + **H**: Water depth (m)\n",
"\n",
"In a machine learning context, **these parameters** for predicting morphological units **are also called features**. The first step is to load (and view) the data as a `pandas.DataFrame`:"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"data": {
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Q
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U
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H
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Morphology
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65.23
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7.00
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0.001500
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0.73
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0.78
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166.12
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3.81
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0.38
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1062
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102.00
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0.000960
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171.00
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1.40
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1.20
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Braiding
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1063
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8.40
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0.025000
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3.34
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1.20
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0.33
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Braiding
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1064
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101.00
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260.00
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1.50
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1.80
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Braiding
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1065
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7.50
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0.025000
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2.15
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"
1067 rows × 6 columns
\n",
"
"
],
"text/plain": [
" W S Q U H Morphology\n",
"0 65.23 0.004100 319.98 2.90 1.69 Riffle-pool\n",
"1 3.30 0.018000 1.08 1.00 0.32 Riffle-pool\n",
"2 7.00 0.001500 3.96 0.73 0.78 Riffle-pool\n",
"3 166.12 0.000680 1124.18 1.78 3.81 Riffle-pool\n",
"4 8.38 0.013018 2.50 0.83 0.38 Riffle-pool\n",
"... ... ... ... ... ... ...\n",
"1062 102.00 0.000960 171.00 1.40 1.20 Braiding\n",
"1063 8.40 0.025000 3.34 1.20 0.33 Braiding\n",
"1064 101.00 0.000440 260.00 1.50 1.80 Braiding\n",
"1065 7.50 0.025000 2.15 0.96 0.30 Braiding\n",
"1066 16.90 0.008000 12.00 1.53 0.46 Braiding\n",
"\n",
"[1067 rows x 6 columns]"
]
},
"execution_count": 1,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"\n",
"data= pd.read_csv(\"data/bedload_dataset\")\n",
"data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Clean the Dataset\n",
"\n",
"To avoid the SVM model being affected by statics made based on nonsense entries (e.g., Not-a-Number **NaN**) values or extreme outliers, for instance, resulting from typos, we will make apply some cleaning methods.\n",
"\n",
"### Remove NaN Values\n",
"\n",
"The first cleaning step is to remove *NaN*s that may lead the SVM model later to making bad conclusions."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"\n",
"RangeIndex: 1067 entries, 0 to 1066\n",
"Data columns (total 6 columns):\n",
" # Column Non-Null Count Dtype \n",
"--- ------ -------------- ----- \n",
" 0 W 1067 non-null float64\n",
" 1 S 1067 non-null float64\n",
" 2 Q 1067 non-null float64\n",
" 3 U 1067 non-null float64\n",
" 4 H 1067 non-null float64\n",
" 5 Morphology 1067 non-null object \n",
"dtypes: float64(5), object(1)\n",
"memory usage: 50.1+ KB\n",
"None \n",
"\n",
"None\n",
"W : False\n",
"S : False\n",
"Q : False\n",
"U : False\n",
"H : False\n",
"Morphology : False\n",
"(1067, 6)\n"
]
}
],
"source": [
"# dataset essencial info\n",
"print(data.info(),\"\\n\")\n",
" \n",
"# remove rows that contains at least one NaN value\n",
"print(data.dropna(inplace=True))\n",
"\n",
"# verify that all NaN values were removed\n",
"for column in data.columns.to_list():\n",
" print(column,\":\",data[column].isnull().any())\n",
" \n",
"# verify final shape of the dataset \n",
"print(data.shape)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Search Outliers\n",
"\n",
"Outliers may occur in extreme environment or under extreme conditions (e.g., intense precipitation), but some of them also stem from equipment failures that will affect the performance of the SVM model. Thus, recognizing and removing such device-related outliers is an essential step.\n",
"\n",
"Visualizing the plotted features in a scatter plot can be helpful to spot outliers candidates. The following code block creates scatter plots of every feature, marks the expected value, and the distance of 2 standard deviations (assuming a Gaussian-like distribution) from it."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from mpl_toolkits.axes_grid1 import host_subplot\n",
"import mpl_toolkits.axisartist as AA\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"\n",
"# visualize scatter of the features \n",
"host = host_subplot(111, axes_class=AA.Axes)\n",
"plt.subplots_adjust(right=0.75)\n",
"\n",
"# plot visualization parameters\n",
"labels = data.columns[0:5].tolist()\n",
"colors = [\"crimson\", \"purple\", \"limegreen\", \"gold\", \"blue\"]\n",
"width=0.5\n",
"\n",
"# iterate on features of the dataset (i.e. column names)\n",
"for i, l in enumerate(labels):\n",
" if i ==0:\n",
" ax = host\n",
" ax.set_ylabel(labels[i])\n",
" else: \n",
" ax = host.twinx()\n",
" new_fixed_axis = ax.get_grid_helper().new_fixed_axis\n",
" ax.axis[\"right\"] = new_fixed_axis(loc=\"right\",\n",
" axes=ax,\n",
" offset=(60*(i-1), 0))\n",
" ax.axis[\"right\"].toggle(all=True)\n",
" ax.set_ylabel(labels[i])\n",
"\n",
" x = np.ones(data.shape[0])*i + (np.random.rand(data.shape[0])*width-width/2.)\n",
" ax.scatter(x, data[data.columns[i]],color=colors[i])\n",
" mean = data[f\"{data.columns[i]}\"].mean()\n",
" std = np.std(data[data.columns[i]])\n",
" ax.plot([i-width/2., i+width/2.], [mean, mean], color=\"k\")\n",
" ax.plot([i,i], [mean-2*std, mean+2*std], color=\"k\")\n",
"\n",
"ax.set_xticks(range(len(labels)))\n",
"ax.set_xticklabels(labels)\n",
"\n",
"plt.draw()\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Remove Outliers\n",
"\n",
"Outliers can be removed with two different methods:\n",
"\n",
"1. Manual (i.e., expert judgment): identify outliers of the features and remove them by setting limits of their interval.\n",
"2. Automated: assume a probability distribution and set limits based on low probability of observation occurrence.\n",
"\n",
"```{admonition} Warning\n",
":class: warning\n",
"\n",
"The automated method is more prone to deleting real, extreme observations. So pay attention in practice!\n",
"```\n",
"\n",
"The following code blocks implements these two options (manual-expert and automated) methods. The manual outlier removal is _hard coded_ because the limits should be given by experts. \n",
"\n",
"The automated approach (below else statement) assumes the data having a [Gaussian distribution](https://en.wikipedia.org/wiki/Normal_distribution), where points with a so-called [z-score](https://en.wikipedia.org/wiki/Standard_score) greater than 4 (four) are removed. Data points with a z-score less or equal to four have a 99.9%-chance of being inside an interval of four standard deviations away from the expected value. Thus, a sample that has a 0.01%-chance of occurrence is considered automatically an outlier and removed from the dataset. Thus, in this case, the z-score represents the standard deviation, and we use the `zscore` function of the `scipy` library."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
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"
1.20
\n",
"
Braiding
\n",
"
\n",
"
\n",
"
1063
\n",
"
8.40
\n",
"
0.025000
\n",
"
3.34
\n",
"
1.20
\n",
"
0.33
\n",
"
Braiding
\n",
"
\n",
"
\n",
"
1064
\n",
"
101.00
\n",
"
0.000440
\n",
"
260.00
\n",
"
1.50
\n",
"
1.80
\n",
"
Braiding
\n",
"
\n",
"
\n",
"
1065
\n",
"
7.50
\n",
"
0.025000
\n",
"
2.15
\n",
"
0.96
\n",
"
0.30
\n",
"
Braiding
\n",
"
\n",
"
\n",
"
1066
\n",
"
16.90
\n",
"
0.008000
\n",
"
12.00
\n",
"
1.53
\n",
"
0.46
\n",
"
Braiding
\n",
"
\n",
" \n",
"
\n",
"
1038 rows × 6 columns
\n",
"
"
],
"text/plain": [
" W S Q U H Morphology\n",
"0 65.23 0.004100 319.98 2.90 1.69 Riffle-pool\n",
"1 3.30 0.018000 1.08 1.00 0.32 Riffle-pool\n",
"2 7.00 0.001500 3.96 0.73 0.78 Riffle-pool\n",
"3 166.12 0.000680 1124.18 1.78 3.81 Riffle-pool\n",
"4 8.38 0.013018 2.50 0.83 0.38 Riffle-pool\n",
"... ... ... ... ... ... ...\n",
"1062 102.00 0.000960 171.00 1.40 1.20 Braiding\n",
"1063 8.40 0.025000 3.34 1.20 0.33 Braiding\n",
"1064 101.00 0.000440 260.00 1.50 1.80 Braiding\n",
"1065 7.50 0.025000 2.15 0.96 0.30 Braiding\n",
"1066 16.90 0.008000 12.00 1.53 0.46 Braiding\n",
"\n",
"[1038 rows x 6 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from scipy.stats import zscore\n",
"# choose the method to remove outliers\n",
"# remove_method = \"expert_analysis\"\n",
"remove_method = \"zscore\"\n",
"\n",
"if \"expert\" in remove_method:\n",
" data = data.loc[(data[\"qs\"]<0.02) &\n",
" (data[\"Q\"]<2000) &\n",
" (data[\"W\"]<250)]\n",
"else:\n",
" data = data[(np.abs(zscore(data.loc[:,data.columns!=\"Morphology\"])) < 4).all(axis=1)]\n",
" \n",
"data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Verify Class Proportions\n",
"\n",
"A machine learning model requires the ground truth data to comply with some quality standard. Those involve (among others): \n",
"\n",
"+ Every combination of models needs a different minimum number of samples to have [statistical significance](https://en.wikipedia.org/wiki/Statistical_significance). It is not a trivial task to identify the minimum number of samples that yield a trustworthy model. However, to represent a class properly (whatever that means), the so-called [frequency distribution](https://www.investopedia.com/terms/f/frequencydistribution.asp#:~:text=A%20frequency%20distribution%20is%20a,observations%20within%20a%20given%20interval.&text=The%20intervals%20must%20be%20mutually,used%20within%20a%20statistical%20context.) of every feature must be similar to the [population](https://www.bmj.com/about-bmj/resources-readers/publications/statistics-square-one/3-populations-and-samples) frequency distribution.\n",
"+ Having more than [30 samples](https://math.stackexchange.com/questions/1287990/estimating-population-standard-deviation-with-sample-standard-deviation) when dealing with normally distributed variables is a good-practice rule of thumb.\n",
"+ Ideally, the classes used for a classification problem should be represented by a similar quantity of samples. An unbalanced dataset may produce a model that gives preference to classifying correctly the class with a larger number of samples. This is a consequence of using accuracy as a performance metric. Accuracy is the ratio of correct and the total number of predictions ($accuracy = n_{correct\\_prediction}/ n_{of\\_samples}$). By preferencing the total number of correct predictions over a balanced one, accuracy masks the importance of getting the under-represented classes correctly.\n",
"+ Solutions for balancing unbalanced samples embrace:\n",
" + Collecting or generating new data (e.g., [Monte Carlo](https://en.wikipedia.org/wiki/Monte_Carlo_method) methods). If available, [precision](https://en.wikipedia.org/wiki/Precision_and_recall) is preferable for measuring model peformance (instead of accuracy).\n",
" + [Weighting](https://www.kdnuggets.com/2019/11/machine-learning-what-why-how-weighting.html) class features, which means to assign weights to increase the importance of under-represented classes correctly. In classification problems, testing different combinations of weight yield an [ROC curve](https://www.analyticsvidhya.com/blog/2020/06/auc-roc-curve-machine-learning/#:~:text=Like%20I%20said%20before%2C%20the,the%20One%20vs%20All%20technique.), which shows the effect of varying weights on model performance.\n",
"\n",
"In this tutorial, the samples can be considered balanced, except for the sand bed class (see output below). Weighting and ROC curves are not considered here. If sensitivity and specification of the sand bed class were acceptable when classifying test data, the model could also be used for sand bed classification without the need for using balancing techniques. "
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Step-pool 247\n",
"Plane Bed 243\n",
"Riffle-pool 241\n",
"Braiding 228\n",
"Sand bed 79\n",
"Name: Morphology, dtype: int64"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data[\"Morphology\"].value_counts()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Derive New Predictors\n",
"\n",
"Sometimes it is possible to compute new meaningful features from the existing ones. For instance, known predictors for morphology are:\n",
"\n",
"+ the product of (energy) slope $S$ (-), bulk flow velocity $U$ (m/s), and water depth $H$ (m), which basically represents {term}`shear stress `\n",
"+ the ratio of discharge $Q$ (m$^3$/s) and width $W$ (m) (i.e., Q/W)\n",
"\n",
"```{warning}\n",
"Deriving new features from existing ones through simple operations may introduce spurious correlation, which results in unreliable models.\n",
"```"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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Q
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H
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Morphology
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SUH
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Q/W
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65.23
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2
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3
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166.12
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Riffle-pool
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6.767277
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4
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8.38
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0.013018
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2.50
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0.83
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0.38
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Riffle-pool
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0.004106
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0.298329
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171.00
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1.40
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Braiding
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0.001613
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1.676471
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1063
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8.40
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0.025000
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3.34
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1.20
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0.33
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Braiding
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0.009900
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0.397619
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1064
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101.00
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0.000440
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260.00
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"
1.50
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"
1.80
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"
Braiding
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"
0.001188
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2.574257
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"
\n",
"
\n",
"
1065
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7.50
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0.025000
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"
2.15
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"
0.96
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"
0.30
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"
Braiding
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"
0.007200
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"
0.286667
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"
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"
\n",
"
1066
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"
16.90
\n",
"
0.008000
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12.00
\n",
"
1.53
\n",
"
0.46
\n",
"
Braiding
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"
0.005630
\n",
"
0.710059
\n",
"
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" \n",
"
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"
1038 rows × 8 columns
\n",
"
"
],
"text/plain": [
" W S Q U H Morphology SUH Q/W\n",
"0 65.23 0.004100 319.98 2.90 1.69 Riffle-pool 0.020094 4.905412\n",
"1 3.30 0.018000 1.08 1.00 0.32 Riffle-pool 0.005760 0.327273\n",
"2 7.00 0.001500 3.96 0.73 0.78 Riffle-pool 0.000854 0.565714\n",
"3 166.12 0.000680 1124.18 1.78 3.81 Riffle-pool 0.004612 6.767277\n",
"4 8.38 0.013018 2.50 0.83 0.38 Riffle-pool 0.004106 0.298329\n",
"... ... ... ... ... ... ... ... ...\n",
"1062 102.00 0.000960 171.00 1.40 1.20 Braiding 0.001613 1.676471\n",
"1063 8.40 0.025000 3.34 1.20 0.33 Braiding 0.009900 0.397619\n",
"1064 101.00 0.000440 260.00 1.50 1.80 Braiding 0.001188 2.574257\n",
"1065 7.50 0.025000 2.15 0.96 0.30 Braiding 0.007200 0.286667\n",
"1066 16.90 0.008000 12.00 1.53 0.46 Braiding 0.005630 0.710059\n",
"\n",
"[1038 rows x 8 columns]"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import warnings\n",
"from pandas.core.common import SettingWithCopyWarning\n",
"warnings.simplefilter(action=\"ignore\", category=SettingWithCopyWarning)\n",
"\n",
"# compute new columns for the new features SUH and Q/W\n",
"data[\"SUH\"] = (data.loc[:,\"S\"]*data.loc[:,\"U\"]*data.loc[:,\"H\"])\n",
"data[\"Q/W\"] = (data.loc[:,\"Q\"]/data.loc[:,\"W\"])\n",
"data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Verify Multicolinearity\n",
"\n",
"Correlated features (i.e., statistically dependent measurement parameters) may result in unreliable models. For instance, consider a scientist who wants to use machine learning (ML) models to predict the number of tourists that get sun-burned in Brazil during their vacation. She wants to use solar radiation intensity and the number of icecream scoops sold as features. The scientist may find that both features are relevant to predict the number of sun-burned tourist, but the reason for this finding is that the number of icecream scoops sold, and sun intensity are correlated. Thus, the scientist has no way to know what is the real importance of each feature in predicting sun-burned tourists because the features grow and decrease simultaneously. By the way, icecream consumption and sun burns have no causality in common, but that is another subject. \n",
"\n",
"To this end, it is important to investigate the correlation among features and consider eliminating the correlated features to produce a more reliable model. One way to visually spot colinearity is plotting the combination of two variables in a scatter plot. For this purpose, the below figure aids in spotting the following aspects of the `bedload_dataset`:\n",
"\n",
"+ There is a strong linear correlation between the $H$ and $Q/W$ features.\n",
"+ There is no linear correlation between $W$ and $U$.\n",
"+ The flow velocity $U$ distribuiton is approximately normal (see main diagonal)."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"
"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns\n",
"\n",
"# plot scatter of the 2d (two dimensinal) combination of features\n",
"sns.pairplot(data.loc[:,data.columns!=\"Morphology\"])\n",
"plt.show()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"In addition, a [heatmap](https://en.wikipedia.org/wiki/Heat_map#:~:text=A%20heat%20map%20) is another efficient method to visualize linear correlation among features. Also computing [linear correlation](https://en.wikiversity.org/wiki/Correlation#:~:text=Linear%20correlation%20refers%20to%20straight,late%2019th%20century%5B1%5D.) enables quantitative analysis."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
""
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"
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]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"from seaborn import heatmap\n",
"\n",
"# verify linear coorralation \n",
"feature_corr_df = data.loc[:,data.columns!=\"Morphology\"].corr()\n",
"mask = np.zeros_like(feature_corr_df) \n",
"mask[np.triu_indices_from(mask)] = True\n",
"sns.heatmap(feature_corr_df, \n",
" annot=True, # print value inside the grid\n",
" mask=mask # mask values (boolean matrix)\n",
" )"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Variance Inflation Factor (VIF)\n",
"\n",
"A straightforward method to evaluate [multicollinerity](https://towardsdatascience.com/statistics-in-python-collinearity-and-multicollinearity-4cc4dcd82b3f) is computing the Variance Inflation Factor (**VIF**) for every feature, which quantifies the correlation among features. \n",
"\n",
"The first step to compute the VIF is treating a feature as a [dependent variable](https://www.scribbr.com/methodology/independent-and-dependent-variables/#:~:text=The%20independent%20variable%20is%20the,changes%20in%20the%20independent%20variable.) and fit a [linear regression model](https://www.youtube.com/watch?v=nk2CQITm_eo) using the other features as [independent variable](https://www.scribbr.com/methodology/independent-and-dependent-variables/#:~:text=The%20independent%20variable%20is%20the,changes%20in%20the%20independent%20variable.). Second, store the corresponding mean square errors $MSE$ yielded by the linear model. \n",
"\n",
"Finally, VIF can be computed for each feature by the following equation: \n",
"\n",
"$$\n",
"VIF_{feature(n)} = 1/(1-MSE^2_{feature(n)})\n",
"$$\n",
"\n",
"+ $VIF_{feature(n)}$ is the variance inflation factor of the $n_{th}$ feature, and \n",
"+ $MSE^2_{feature(n)}$ is the mean square error resulting from the linear regression of the $n_{th}$ feature.\n",
"\n",
"\n",
"Note that the smaller the MSE (better linear regression model), the greater is the inflation. In other words, large VIF values indicate high correlation of the feature under consideration with _at least_ one of the other features. Still, it is not possible to say based on VIF only, which _other feature_ is causing VIF to inflate.\n",
"\n",
"As rule of thumb, a VIF greater than 10 (ten) indicates an unsuitable set of features to produce a reliable ML model. Ideally, the VIF should remain smaller than 5 (five), which is considered moderate correlation {cite:p}`franke2010multicollinearity`. However, these reference values are not a generally and always applicable rule. VIF equal to or greater than 10 can still yield a good model. \n",
"\n",
"Further analysis to study the impact of a high VIF on correlated features can be carried out by removing each feature at a time and investigate how the feature removal affects the variation of the [standard error](https://en.wikipedia.org/wiki/Standard_error) and [p-value](https://www.youtube.com/watch?v=Cba9LJ9lS8s&t=53s) of the model.\n",
"\n",
"In this tutorial, 2 features have a VIF $> $10 (notably, $H$ and $Q/W$), as the following code block shows."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
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"text/plain": [
" VIF\n",
"H 14.721236\n",
"Q 9.278038\n",
"Q/W 27.648327\n",
"S 2.983335\n",
"SUH 3.028896\n",
"U 6.515027\n",
"W 4.691707"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from sklearn.linear_model import LinearRegression\n",
"\n",
"# compute VIF for the features\n",
"def calculate_vif(df, features):\n",
" vif, tolerance = {}, {}\n",
" \n",
" for feature in features: \n",
" # extract all the other features you will regress against\n",
" X = [f for f in features if f != feature]\n",
" X, y = df[X], df[feature]\n",
" \n",
" # extract r-squared from the fit\n",
" r2 = LinearRegression().fit(X, y).score(X, y)\n",
"\n",
" # compute VIF\n",
" vif[feature] = 1 / (1 - r2)\n",
" # return VIF DataFrame\n",
" return pd.DataFrame({'VIF': vif})\n",
"\n",
"# call fuction calculate_vif with features as input\n",
"calculate_vif(df=data, \n",
" features=data.columns[data.columns != \"Morphology\"].to_list())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Remove Features to Reduce VIF\n",
"\n",
"With the goal of reducing the feature VIFs to less than 5, we use a trial-and-error approach in this tutorial. Modifying the below code block shows that removing $H$ and $Q$ is enough to reduce the VIFs of the remaining features to less than 5. In particular, these two removed variables also go into above-introduced features $Q/W$ and $SUH$. Thus, although $H$ and $Q$ are removed, they still \"contribute information\" to the final model. \n",
"\n",
"Combining correlated features to procduce a new one, and later removing them, is a common approach to reduce VIFs. Since we yielded good VIF values by removing some of the features, no further analysis is necessary.\n",
"\n",
"```{admonition} Principal Component Analysis (PCA)\n",
"Alternatively, a [Principal Component Analysis (PCA)](https://www.youtube.com/watch?v=FgakZw6K1QQ) is an effective method for reducing dimensionality (i.e., the number of dataset features going into a model) to increase the reliability of a model, and at the same time, minimize information loss.\n",
"```\n",
"\n",
"Finally, the features that are used to train and test the SVM model are shown by the output of the code block below."
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
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"text/plain": [
" VIF\n",
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"W 1.872494"
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},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# try and error approach removing features get VIFs < 10 \n",
"data = data.loc[:, data.columns[(data.columns !=\"H\")&\n",
" (data.columns !=\"Q\")\n",
" ]\n",
" ]\n",
"\n",
"# compute VIF again to verify if VIFs are less than 5\n",
"calculate_vif(df=data, \n",
" features=data.columns[data.columns != \"Morphology\"].to_list())"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Split Test and Training Datasets\n",
"The last preparation step for building the SVM model is to derive a training and a testing dataset from the entire `bedload_dataset`. Choosing a share for data to compose a training and a testing dataset is commonly a heuristic choice. Here, we use 33% of the data for testing a final hypothesis later. Note that inside the split datasets, the index of the samples (rows of the tabular data) have their corresponding class inside the _target datasets_."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"TRAINING DATASET PREDICTORS\n",
" W S U SUH Q/W\n",
"256 6.91 0.01100 1.02 0.003366 0.277858\n",
"397 88.09 0.00210 1.99 0.008149 3.889545\n",
"586 14.02 0.02070 1.34 0.022190 1.078459\n",
"526 218.00 0.00041 0.52 0.000175 0.541284\n",
"9 8.00 0.02000 1.18 0.007316 0.370000 \n",
"\n",
"dataframe size (726, 5) \n",
"\n",
"------------------------------------------\n",
"TRAINING DATASET TARGET\n",
"256 Plane Bed\n",
"397 Plane Bed\n",
"586 Step-pool\n",
"526 Sand bed\n",
"9 Riffle-pool\n",
" ... \n",
"89 Riffle-pool\n",
"337 Plane Bed\n",
"476 Plane Bed\n",
"123 Riffle-pool\n",
"876 Braiding\n",
"Name: Morphology, Length: 726, dtype: object \n",
"\n",
"\n",
"------------------------------------------------------------------------------------\n",
"\n",
"TESTING DATASET PREDICTORS\n",
" W S U SUH Q/W\n",
"203 2.57 0.01040 1.58 0.008216 0.793774\n",
"937 105.00 0.00096 1.90 0.002918 3.076190\n",
"546 93.00 0.00050 1.10 0.001320 2.688172\n",
"214 53.04 0.00380 1.44 0.004596 1.211916\n",
"312 6.28 0.02020 0.34 0.001511 0.074841\n",
"dataframe size (312, 5) \n",
"\n",
"------------------------------------------\n",
"TESTING DATASET TARGET\n",
"203 Riffle-pool\n",
"937 Braiding\n",
"546 Sand bed\n",
"214 Riffle-pool\n",
"312 Plane Bed\n",
"Name: Morphology, dtype: object\n",
"Vector size (312,)\n"
]
}
],
"source": [
"from sklearn.model_selection import train_test_split \n",
"\n",
"\n",
"# split dataframes with features and labels only\n",
"labels = data.loc[:, \"Morphology\"]\n",
"predictors = data.loc[:, data.columns[data.columns != \"Morphology\"]]\n",
"\n",
"# split testing set as 33% of the data\n",
"# X correspond to the featues (matrix form)\n",
"# y corresponf to the labels (vector form)\n",
"X_train, X_test, y_train, y_test = train_test_split(predictors, \n",
" labels,\n",
" test_size=0.3, \n",
" random_state=42 # seed for random selection of data\n",
" )\n",
"\n",
"# visualize training and testing sets\n",
"print(\"TRAINING DATASET PREDICTORS\")\n",
"print(X_train.head(), \"\\n\")\n",
"print(\"dataframe size\", X_train.shape,\"\\n\")\n",
"print(\"------------------------------------------\")\n",
"print(\"TRAINING DATASET TARGET\")\n",
"print(y_train,\"\\n\")\n",
"print()\n",
"print(\"------------------------------------------------------------------------------------\\n\")\n",
"\n",
"print(\"TESTING DATASET PREDICTORS\")\n",
"print(X_test.head())\n",
"print(\"dataframe size\", X_test.shape,\"\\n\")\n",
"print(\"------------------------------------------\")\n",
"print(\"TESTING DATASET TARGET\")\n",
"print(y_test.head())\n",
"print(\"Vector size\", y_test.shape)\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Build the SVM Model\n",
"\n",
"## Working Principle\n",
"A Support Vector Machine (SVM) is a learning algorithm that searches for a so-called **hyperplane** that optimally separates feature classes. To find an optimal separation, the algorithm tries to maximize the distance (or margin) from the hyperplane to the nearest data points. The data points near to the limits of the margin are also denominated **support vectors** because they work as a reference to _draw_ the hyperplane (see Fig. {numref}`svm-margin-morphology` below).\n",
"\n",
"```{figure} ../img/datascience/svm-margin.jpg\n",
":alt: datascience\n",
":name: svm-margin-morphology\n",
"\n",
"\n",
"Illustration of a hyperplane and margins of an SVM. Source: Ricardo Barros\n",
"```\n",
"\n",
"For instance, assume that two of the above classes are linearly separable. We can define the regions that contain each class by means of the following hyperplane: \n",
"\n",
"$ \\vec{w} \\vec{X} + b > 1 $ --> __Class Red__, and\n",
"$ \\vec{w} \\vec{X} + b < 1 $ --> __Class Blue__\n",
"\n",
"where\n",
"\n",
"+ $\\vec{w}$ is the vector of weights, \n",
"+ $\\vec{X}$ is the matrix of features,\n",
"+ $b$ is the independent variable (also called **bias**), and \n",
"+ the value of $1$ is chosen as a representative simplification, since $b$ can basically be any value. \n",
"\n",
"Finally (after some steps that are not discussed here), we can compute an optimal hyperplane by minimizing the following expression:\n",
"\n",
"$min (0.5 \\vec{w^t} \\vec{w})$\n",
"\n",
"where $\\vec{w^t}$ is the **transposed weight vector**.\n",
"\n",
"In the real world, however, it is common to find problems where classes are not linearly separable. In such situations, so-called **kernels** can be applied. A kernel is a function that transforms $\\vec{X}$ to a matrix with higher dimensions by combining the available features to create new features (i.e., new dimensions). \n",
"\n",
"Here, we apply the [Radius Base Function (RBF)](https://towardsdatascience.com/radial-basis-function-rbf-kernel-the-go-to-kernel-acf0d22c798a) kernel. The RBF is a popular kernel because it transforms the $\\vec{X}$ into an infinite dimension matrix without the risk of overfitting the model.\n",
"\n",
"```{admonition} Get more detail..\n",
":class: hint\n",
"+ For more details on the _SVM_ calculation procedure, visit [analyticsvidhya.com](https://www.analyticsvidhya.com/blog/2021/10/support-vector-machinessvm-a-complete-guide-for-beginners/).\n",
"+ For a complete lecture on _SVM_ (provided by the [MIT](https://mit.edu)), visit their [YouTube channel](https://www.youtube.com/watch?v=eHsErlPJWUU).\n",
"```\n"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## k-fold Cross Validation\n",
"\n",
"SVMs composed by an RBF kernel can be validated by tuning two parameters:\n",
"\n",
"1. __C__: determines how much are the margins are permissive. It differentiates between a **hard margin** (i.e., a margin that enables little or no penetration of data points) and a **soft margin** (i.e., a margin that enables penetration of data points inside the margin). A higher __C__ corresponds to a harder the margin. \n",
"2. __gamma__: determines the region of similarity among samples. It is the only variable of the RBF kernel. The higher gamma is, the broader is the influence of a labeled sample on classifying a new sample. \n",
"\n",
"Hard margins can also be interpreted as the **sensitivity of the hyperplane** when fitting it with the data. The harder the margin, the more the hyperplane twists to not allow any data point to penetrate the margin. \n",
"\n",
"In this tutorial, we define _C_ based on a try-and-error approach and a gamma stemming from a five-fold [cross-validation](https://machinelearningmastery.com/k-fold-cross-validation/#:~:text=Cross%2Dvalidation%20is%20a%20resampling,k%2Dfold%20cross%2Dvalidation.). The following code block builds the SVM using the `sklearn` library, and prints the validation and training error curves resulting from varying _gamma_.\n",
"\n",
"```{admonition} Further reading\n",
":class: hint\n",
"For a _C_ and _gamma_ search code example, have a look into the [scikit-learn docs](https://scikit-learn.org/stable/auto_examples/svm/plot_rbf_parameters.html#:~:text=Intuitively%2C%20the%20gamma%20parameter%20defines,the%20model%20as%20support%20vectors.).\n",
"```\n"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
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\n",
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