Skip to content

Commit

Permalink
Deployed 6e5f948 with MkDocs version: 1.6.1
Browse files Browse the repository at this point in the history
  • Loading branch information
@koaning
koaning committed Nov 13, 2024
1 parent cc76095 commit 1f26718
Show file tree
Hide file tree
Showing 96 changed files with 28,137 additions and 23,881 deletions.
34 changes: 17 additions & 17 deletions 404.html
View file
Original file line number Diff line number Diff line change
Expand Up @@ -12,15 +12,15 @@


<link rel="icon" href="/_static/logo.png">
<meta name="generator" content="mkdocs-1.5.3, mkdocs-material-9.5.18">
<meta name="generator" content="mkdocs-1.6.1, mkdocs-material-9.5.44">



<title>scikit-lego</title>



<link rel="stylesheet" href="/assets/stylesheets/main.66ac8b77.min.css">
<link rel="stylesheet" href="/assets/stylesheets/main.0253249f.min.css">



Expand All @@ -35,7 +35,7 @@

<link rel="stylesheet" href="/assets/_mkdocstrings.css">

<script>__md_scope=new URL("/",location),__md_hash=e=>[...e].reduce((e,_)=>(e<<5)-e+_.charCodeAt(0),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>
<script>__md_scope=new URL("/",location),__md_hash=e=>[...e].reduce(((e,_)=>(e<<5)-e+_.charCodeAt(0)),0),__md_get=(e,_=localStorage,t=__md_scope)=>JSON.parse(_.getItem(t.pathname+"."+e)),__md_set=(e,_,t=localStorage,a=__md_scope)=>{try{t.setItem(a.pathname+"."+e,JSON.stringify(_))}catch(e){}}</script>



Expand Down Expand Up @@ -72,7 +72,7 @@
</a>
<label class="md-header__button md-icon" for="__drawer">

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3V6m0 5h18v2H3v-2m0 5h18v2H3v-2Z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M3 6h18v2H3zm0 5h18v2H3zm0 5h18v2H3z"/></svg>
</label>
<div class="md-header__title" data-md-component="header-title">
<div class="md-header__ellipsis">
Expand All @@ -92,13 +92,13 @@
</div>


<script>var media,input,key,value,palette=__md_get("__palette");if(palette&&palette.color){"(prefers-color-scheme)"===palette.color.media&&(media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']"),palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent"));for([key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>
<script>var palette=__md_get("__palette");if(palette&&palette.color){if("(prefers-color-scheme)"===palette.color.media){var media=matchMedia("(prefers-color-scheme: light)"),input=document.querySelector(media.matches?"[data-md-color-media='(prefers-color-scheme: light)']":"[data-md-color-media='(prefers-color-scheme: dark)']");palette.color.media=input.getAttribute("data-md-color-media"),palette.color.scheme=input.getAttribute("data-md-color-scheme"),palette.color.primary=input.getAttribute("data-md-color-primary"),palette.color.accent=input.getAttribute("data-md-color-accent")}for(var[key,value]of Object.entries(palette.color))document.body.setAttribute("data-md-color-"+key,value)}</script>



<label class="md-header__button md-icon" for="__search">

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5Z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>
</label>
<div class="md-search" data-md-component="search" role="dialog">
<label class="md-search__overlay" for="__search"></label>
Expand All @@ -107,28 +107,28 @@
<input type="text" class="md-search__input" name="query" aria-label="Search" placeholder="Search" autocapitalize="off" autocorrect="off" autocomplete="off" spellcheck="false" data-md-component="search-query" required>
<label class="md-search__icon md-icon" for="__search">

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.516 6.516 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5Z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M9.5 3A6.5 6.5 0 0 1 16 9.5c0 1.61-.59 3.09-1.56 4.23l.27.27h.79l5 5-1.5 1.5-5-5v-.79l-.27-.27A6.52 6.52 0 0 1 9.5 16 6.5 6.5 0 0 1 3 9.5 6.5 6.5 0 0 1 9.5 3m0 2C7 5 5 7 5 9.5S7 14 9.5 14 14 12 14 9.5 12 5 9.5 5"/></svg>

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11h12Z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M20 11v2H8l5.5 5.5-1.42 1.42L4.16 12l7.92-7.92L13.5 5.5 8 11z"/></svg>
</label>
<nav class="md-search__options" aria-label="Search">

<a href="javascript:void(0)" class="md-search__icon md-icon" title="Share" aria-label="Share" data-clipboard data-clipboard-text="" data-md-component="search-share" tabindex="-1">

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M18 16.08c-.76 0-1.44.3-1.96.77L8.91 12.7c.05-.23.09-.46.09-.7 0-.24-.04-.47-.09-.7l7.05-4.11c.54.5 1.25.81 2.04.81a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3c0 .24.04.47.09.7L8.04 9.81C7.5 9.31 6.79 9 6 9a3 3 0 0 0-3 3 3 3 0 0 0 3 3c.79 0 1.5-.31 2.04-.81l7.12 4.15c-.05.21-.08.43-.08.66 0 1.61 1.31 2.91 2.92 2.91 1.61 0 2.92-1.3 2.92-2.91A2.92 2.92 0 0 0 18 16.08Z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M18 16.08c-.76 0-1.44.3-1.96.77L8.91 12.7c.05-.23.09-.46.09-.7s-.04-.47-.09-.7l7.05-4.11c.54.5 1.25.81 2.04.81a3 3 0 0 0 3-3 3 3 0 0 0-3-3 3 3 0 0 0-3 3c0 .24.04.47.09.7L8.04 9.81C7.5 9.31 6.79 9 6 9a3 3 0 0 0-3 3 3 3 0 0 0 3 3c.79 0 1.5-.31 2.04-.81l7.12 4.15c-.05.21-.08.43-.08.66 0 1.61 1.31 2.91 2.92 2.91s2.92-1.3 2.92-2.91A2.92 2.92 0 0 0 18 16.08"/></svg>
</a>

<button type="reset" class="md-search__icon md-icon" title="Clear" aria-label="Clear" tabindex="-1">

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12 19 6.41Z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M19 6.41 17.59 5 12 10.59 6.41 5 5 6.41 10.59 12 5 17.59 6.41 19 12 13.41 17.59 19 19 17.59 13.41 12z"/></svg>
</button>
</nav>

<div class="md-search__suggest" data-md-component="search-suggest"></div>

</form>
<div class="md-search__output">
<div class="md-search__scrollwrap" data-md-scrollfix>
<div class="md-search__scrollwrap" tabindex="0" data-md-scrollfix>
<div class="md-search-result" data-md-component="search-result">
<div class="md-search-result__meta">
Initializing search
Expand All @@ -145,7 +145,7 @@
<a href="https://github.com/koaning/scikit-lego" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.5.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
koaning/scikit-lego
Expand Down Expand Up @@ -278,7 +278,7 @@
<a href="https://github.com/koaning/scikit-lego" title="Go to repository" class="md-source" data-md-component="source">
<div class="md-source__icon md-icon">

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.5.2 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 448 512"><!--! Font Awesome Free 6.6.0 by @fontawesome - https://fontawesome.com License - https://fontawesome.com/license/free (Icons: CC BY 4.0, Fonts: SIL OFL 1.1, Code: MIT License) Copyright 2024 Fonticons, Inc.--><path d="M439.55 236.05 244 40.45a28.87 28.87 0 0 0-40.81 0l-40.66 40.63 51.52 51.52c27.06-9.14 52.68 16.77 43.39 43.68l49.66 49.66c34.23-11.8 61.18 31 35.47 56.69-26.49 26.49-70.21-2.87-56-37.34L240.22 199v121.85c25.3 12.54 22.26 41.85 9.08 55a34.34 34.34 0 0 1-48.55 0c-17.57-17.6-11.07-46.91 11.25-56v-123c-20.8-8.51-24.6-30.74-18.64-45L142.57 101 8.45 235.14a28.86 28.86 0 0 0 0 40.81l195.61 195.6a28.86 28.86 0 0 0 40.8 0l194.69-194.69a28.86 28.86 0 0 0 0-40.81"/></svg>
</div>
<div class="md-source__repository">
koaning/scikit-lego
Expand Down Expand Up @@ -1268,14 +1268,14 @@ <h1>404 - Not found</h1>
</div>


<script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var tab,labels=set.querySelector(".tabbed-labels");for(tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>
<script>var tabs=__md_get("__tabs");if(Array.isArray(tabs))e:for(var set of document.querySelectorAll(".tabbed-set")){var labels=set.querySelector(".tabbed-labels");for(var tab of tabs)for(var label of labels.getElementsByTagName("label"))if(label.innerText.trim()===tab){var input=document.getElementById(label.htmlFor);input.checked=!0;continue e}}</script>

<script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script>
</div>

<button type="button" class="md-top md-icon" data-md-component="top" hidden>

<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8v12Z"/></svg>
<svg xmlns="http://www.w3.org/2000/svg" viewBox="0 0 24 24"><path d="M13 20h-2V8l-5.5 5.5-1.42-1.42L12 4.16l7.92 7.92-1.42 1.42L13 8z"/></svg>
Back to top
</button>

Expand Down Expand Up @@ -1307,10 +1307,10 @@ <h1>404 - Not found</h1>
</div>


<script id="__config" type="application/json">{"base": "/", "features": ["navigation.tabs", "navigation.tabs.sticky", "navigation.sections", "navigation.expand", "navigation.path", "navigation.indexes", "navigation.footer", "navigation.top", "navigation.tracking", "content.action.edit", "content.action.view", "content.code.annotate", "content.code.copy", "content.tooltips", "content.tabs.link", "search.suggest", "search.highlight", "search.share", "toc.follow"], "search": "/assets/javascripts/workers/search.b8dbb3d2.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>
<script id="__config" type="application/json">{"base": "/", "features": ["navigation.tabs", "navigation.tabs.sticky", "navigation.sections", "navigation.expand", "navigation.path", "navigation.indexes", "navigation.footer", "navigation.top", "navigation.tracking", "content.action.edit", "content.action.view", "content.code.annotate", "content.code.copy", "content.tooltips", "content.tabs.link", "search.suggest", "search.highlight", "search.share", "toc.follow"], "search": "/assets/javascripts/workers/search.6ce7567c.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script>


<script src="/assets/javascripts/bundle.3220b9d7.min.js"></script>
<script src="/assets/javascripts/bundle.83f73b43.min.js"></script>

<script src="/javascripts/mathjax.js"></script>

Expand Down
Binary file added __pycache__/generate_this_content.cpython-312.pyc
View file
Binary file not shown.
43 changes: 31 additions & 12 deletions _scripts/meta-models.py
View file
Original file line number Diff line number Diff line change
Expand Up @@ -132,7 +132,7 @@ def plot_model(model):
("datagrab", FeatureUnion([
("discrete", Pipeline([
("grab", ColumnSelector("diet")),
("encode", OneHotEncoder(categories="auto", sparse=False))
("encode", OneHotEncoder(categories="auto"))
])),
("continuous", Pipeline([
("grab", ColumnSelector("time")),
Expand Down Expand Up @@ -265,8 +265,15 @@ def plot_model(model):
mod1 = (GroupedPredictor(DummyRegressor(), groups=["m"])
.fit(df[["m"]], df["yt"]))

mod2 = (GroupedPredictor(DecayEstimator(DummyRegressor(), decay_func="exponential", decay_rate=0.9), groups=["m"])
.fit(df[["index", "m"]], df["yt"]))
mod2 = (GroupedPredictor(
estimator=DecayEstimator(
model=DummyRegressor(),
decay_func="exponential",
decay_kwargs={"decay_rate": 0.9}
),
groups=["m"]
).fit(df[["index", "m"]], df["yt"])
)

plt.figure(figsize=(12, 3))
plt.plot(df["yt"], alpha=0.5);
Expand Down Expand Up @@ -400,23 +407,31 @@ def false_negatives(mod, x, y):

# --8<-- [start:zero-inflated]
import numpy as np
from sklearn.ensemble import RandomForestClassifier, RandomForestRegressor
from sklearn.ensemble import ExtraTreesClassifier, ExtraTreesRegressor
from sklearn.model_selection import cross_val_score

from sklego.meta import ZeroInflatedRegressor

np.random.seed(0)
X = np.random.randn(10000, 4)
y = ((X[:, 0]>0) & (X[:, 1]>0)) * np.abs(X[:, 2] * X[:, 3]**2) # many zeroes here, in about 75% of the cases.
y = ((X[:, 0]>0) & (X[:, 1]>0)) * np.abs(X[:, 2] * X[:, 3]**2)

zir = ZeroInflatedRegressor(
classifier=RandomForestClassifier(random_state=0),
regressor=RandomForestRegressor(random_state=0)
classifier=ExtraTreesClassifier(random_state=0, max_depth=10),
regressor=ExtraTreesRegressor(random_state=0)
)

print("ZIR (RFC+RFR) r²:", cross_val_score(zir, X, y).mean())
print("RFR r²:", cross_val_score(RandomForestRegressor(random_state=0), X, y).mean())
print("RFR r²:", cross_val_score(ExtraTreesRegressor(random_state=0), X, y).mean())
# --8<-- [end:zero-inflated]


# --8<-- [start:zero-inflated-score-samples]
_ = zir.fit(X, y)
print(f"Predict={zir.predict(X[:5]).round(2)}")
print(f"Scores={zir.score_samples(X[:5]).round(2)}")
# --8<-- [end:zero-inflated-score-samples]

# --8<-- [start:outlier-classifier]
import numpy as np
from sklego.meta.outlier_classifier import OutlierClassifier
Expand Down Expand Up @@ -486,12 +501,16 @@ def false_negatives(mod, x, y):
from sklearn.linear_model import LogisticRegression
from sklego.meta import OrdinalClassifier

ord_clf = OrdinalClassifier(LogisticRegression(), n_jobs=-1, use_calibration=False)
_ = ord_clf.fit(X, y)
ord_clf.predict_proba(X[0])
ord_clf = OrdinalClassifier(
LogisticRegression(),
n_jobs=-1,
use_calibration=False,
).fit(X, y)

ord_clf.predict_proba(X[:1])
# --8<-- [end:ordinal-classifier]

print(ord_clf.predict_proba(X[0]))
print(ord_clf.predict_proba(X[:1]))

# --8<-- [start:ordinal-classifier-with-calibration]
from sklearn.calibration import CalibratedClassifierCV
Expand Down
63 changes: 63 additions & 0 deletions _scripts/preprocessing.py
View file
Original file line number Diff line number Diff line change
Expand Up @@ -325,3 +325,66 @@ def generate_dataset(start, n=600):

plt.savefig(_static_path / "monotonic-3.png")
plt.clf()


######################################## Monotonic Spline #######################################

# --8<-- [start:monotonic-spline]
import matplotlib.pylab as plt
import numpy as np

N = 1000

np.random.seed(42)
X = np.random.uniform(0, 1, size=N)
y = X ** 2 + .1 * np.sin(20 * X) + 1 + .1 * np.random.randn(N)

plt.figure(figsize=(10, 4))
plt.scatter(X, y)
# --8<-- [end:monotonic-spline]

plt.savefig(_static_path / "monotonic-spline.png")
plt.clf()

# --8<-- [start:monotonic-spline-transform]
from sklego.preprocessing import MonotonicSplineTransformer

X_plt = np.sort(X)

plt.figure(figsize=(10, 4))
tfm = MonotonicSplineTransformer(n_knots=10)
X_out = tfm.fit_transform(X_plt.reshape(-1, 1))
plt.plot(X_out);
# --8<-- [end:monotonic-spline-transform]

plt.savefig(_static_path / "monotonic-spline-transform.png")
plt.clf()

# --8<-- [start:monotonic-spline-regr]
from sklearn.pipeline import make_pipeline
from sklearn.linear_model import Ridge
from sklearn.isotonic import IsotonicRegression
from sklego.preprocessing import MonotonicSplineTransformer

pipe = make_pipeline(
MonotonicSplineTransformer(n_knots=10),
Ridge(positive=True),
)
pipe.fit(X.reshape(-1, 1), y)

iso = IsotonicRegression(out_of_bounds="clip")
iso.fit(X, y)

X_test = np.linspace(-0.2, 1.2, 100)[:, None]

plt.figure(figsize=(10, 4))
plt.plot(X_test[:, 0], pipe.predict(X_test), color="orange", linewidth=2, label="MonotonicSpline")
plt.plot(
X_test[:, 0], iso.predict(X_test), color="green", linewidth=2, label="Isotonic"
)
plt.scatter(X, y, alpha=0.3, label="Data")
plt.legend()
# --8<-- [end:monotonic-spline-regr]

plt.savefig(_static_path / "monotonic-spline-regr.png")
plt.clf()
Loading

0 comments on commit 1f26718

Please sign in to comment.