From b0049bddedfae5a42ab133743d87f2825c2a1fac Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 18 Jul 2022 18:37:44 +0200
Subject: [PATCH 01/62] refactored card class

---
 skops/card/_model_card.py | 107 ++++++++++++++++++++------------------
 1 file changed, 55 insertions(+), 52 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 49b7f1ac..30f5f676 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -7,55 +7,58 @@
 import skops
 
 
-def _extract_estimator_config(model):
-    """Extracts estimator configuration and renders them into a vertical table.
-
-    Parameters
-    ----------
-        model (estimator): scikit-learn pipeline or model.
-
-    Returns
-    -------
-    str:
-        Markdown table of hyperparameters.
-    """
-    hyperparameter_dict = model.get_params(deep=True)
-    table = "| Hyperparameters | Value |\n| :-- | :-- |\n"
-    for hyperparameter, value in hyperparameter_dict.items():
-        table += f"| {hyperparameter} | {value} |\n"
-    return table
-
-
-def create_model_card(
-    model,
-    card_data,
-    **card_kwargs,
-):
-    """Creates a model card for the model and saves it to the target directory.
-
-    Parameters:
-    ----------
-    model: estimator
-        scikit-learn compatible estimator.
-    card_data: CardData
-        CardData object.
-    card_kwargs:
-        Card kwargs are information you can pass to fill in the sections of the
-        card template, e.g. model_description, citation_bibtex, get_started_code.
-    """
-    ROOT = skops.__path__
-    model_plot = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
-    hyperparameter_table = _extract_estimator_config(model)
-    card_data.library_name = "sklearn"
-    template_path = card_kwargs.get("template_path")
-    if template_path is None:
-        template_path = os.path.join(f"{ROOT[0]}", "card", "default_template.md")
-    card_kwargs["template_path"] = template_path
-    card = ModelCard.from_template(
-        card_data=card_data,
-        hyperparameter_table=hyperparameter_table,
-        model_plot=model_plot,
-        **card_kwargs,
-    )
-
-    return card
+class Card:
+    def __init__(self, model):
+        self.model = model
+        self.hyperparameters_table = self.extract_estimator_config(self.model)
+        self.model_plot = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
+
+    def add(self):
+        pass
+
+    def add_inspection(self):
+        pass
+
+    def save(self, path, card_data, **card_kwargs):
+        """Fills model card template, renders and saves it as markdown file to the target directory.
+
+        Parameters:
+        ----------
+        card_data: CardData
+            CardData object.
+        card_kwargs:
+            Card kwargs are information you can pass to fill in the sections of the
+            card template, e.g. model_description, citation_bibtex, get_started_code.
+        """
+        ROOT = skops.__path__
+        card_data.library_name = "sklearn"
+        template_path = card_kwargs.get("template_path")
+        if template_path is None:
+            template_path = os.path.join(f"{ROOT[0]}", "card", "default_template.md")
+        card_kwargs["template_path"] = template_path
+        card = ModelCard.from_template(
+            card_data=card_data,
+            hyperparameter_table=self.hyperparameter_table,
+            model_plot=self.model_plot,
+            **card_kwargs,
+        )
+        card.save(path)
+
+    def extract_estimator_config(model):
+        """Extracts estimator configuration and renders them into a vertical table.
+
+        Parameters
+        ----------
+            model (estimator): scikit-learn pipeline or model.
+
+        Returns
+        -------
+        str:
+            Markdown table of hyperparameters.
+        """
+
+        hyperparameter_dict = model.get_params(deep=True)
+        table = "| Hyperparameters | Value |\n| :-- | :-- |\n"
+        for hyperparameter, value in hyperparameter_dict.items():
+            table += f"| {hyperparameter} | {value} |\n"
+        return table

From 1d34c6fd8cf4f13d55878fddc9d2046eff7a75e7 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 18 Jul 2022 19:02:13 +0200
Subject: [PATCH 02/62] updated example

---
 examples/plot_model_card.py | 22 ++++++++++++----------
 1 file changed, 12 insertions(+), 10 deletions(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 5531d80b..268f0472 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -85,15 +85,9 @@
 )
 citation = "bibtex\n@inproceedings{...,year={2020}}"
 
-model_card = card.create_model_card(
-    model,
-    card_data=card_data,
-    limitations=limitations,
-    model_description=model_description,
-    citation_bibtex=citation,
-    model_card_authors=model_card_authors,
-    get_started_code=get_started_code,
-)
+
+model_card = card.Card(model)
+
 
 _, pkl_name = mkstemp(prefix="skops-", suffix=".pkl")
 
@@ -105,4 +99,12 @@
     model=pkl_name, requirements=[f"scikit-learn={sklearn.__version__}"], dst=local_repo
 )
 
-model_card.save(os.path.join(f"{local_repo}", "README.md"))
+model_card.save(
+    os.path.join(f"{local_repo}", "README.md"),
+    card_data=card_data,
+    limitations=limitations,
+    model_description=model_description,
+    citation_bibtex=citation,
+    model_card_authors=model_card_authors,
+    get_started_code=get_started_code,
+)

From e8d27e45cf8378e83ccf9b5648330e8d178ca593 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Tue, 19 Jul 2022 14:05:20 +0200
Subject: [PATCH 03/62] add function and removed adding sections in save

---
 examples/plot_model_card.py | 36 ++++++++++++++++--------------------
 skops/card/_model_card.py   | 25 ++++++++++++++++---------
 2 files changed, 32 insertions(+), 29 deletions(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 268f0472..54dbebff 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -64,12 +64,6 @@
 # Then, we pass information other than metadata in kwargs.
 # We'll initialize a local repository and save the card with the model in it.
 
-limitations = "This model is not ready to be used in production."
-model_description = (
-    "This is a HistGradientBoostingClassifier model trained on breast cancer dataset."
-    " It's trained with Halving Grid Search Cross Validation, with parameter grids on"
-    " max_leaf_nodes and max_depth."
-)
 license = "mit"
 
 card_data = CardData(
@@ -79,12 +73,6 @@
     metrics=["acc"],
 )
 
-model_card_authors = "skops_user"
-get_started_code = (
-    "import pickle\nwith open(dtc_pkl_filename, 'rb') as file:\nclf = pickle.load(file)"
-)
-citation = "bibtex\n@inproceedings{...,year={2020}}"
-
 
 model_card = card.Card(model)
 
@@ -99,12 +87,20 @@
     model=pkl_name, requirements=[f"scikit-learn={sklearn.__version__}"], dst=local_repo
 )
 
-model_card.save(
-    os.path.join(f"{local_repo}", "README.md"),
-    card_data=card_data,
-    limitations=limitations,
-    model_description=model_description,
-    citation_bibtex=citation,
-    model_card_authors=model_card_authors,
-    get_started_code=get_started_code,
+limitations = "This model is not ready to be used in production."
+model_description = (
+    "This is a HistGradientBoostingClassifier model trained on breast cancer dataset."
+    " It's trained with Halving Grid Search Cross Validation, with parameter grids on"
+    " max_leaf_nodes and max_depth."
+)
+model_card_authors = "skops_user"
+get_started_code = (
+    "import pickle\nwith open(dtc_pkl_filename, 'rb') as file:\nclf = pickle.load(file)"
+)
+
+model_card.add("citation", "bibtex\n@inproceedings{...,year={2020}}")
+model_card.add("get_started_code", get_started_code).add(
+    "model_card_authors", model_card_authors
 )
+model_card.add("limitations", limitations).add("model_description", model_description)
+model_card.save(os.path.join(f"{local_repo}", "README.md"), card_data=card_data)
diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 30f5f676..f65ba980 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -12,35 +12,42 @@ def __init__(self, model):
         self.model = model
         self.hyperparameters_table = self.extract_estimator_config(self.model)
         self.model_plot = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
+        self.template_sections = {}
 
-    def add(self):
-        pass
+    def add(self, section, value):
+        """Takes values to fill model card template.
+        Parameters:
+        ----------
+        section: str
+                Section in the template.
+        value: str
+                Value to fill in the section.
+        """
+        self.template_sections[section] = value
+        return self
 
     def add_inspection(self):
         pass
 
-    def save(self, path, card_data, **card_kwargs):
+    def save(self, path, card_data):
         """Fills model card template, renders and saves it as markdown file to the target directory.
 
         Parameters:
         ----------
         card_data: CardData
             CardData object.
-        card_kwargs:
-            Card kwargs are information you can pass to fill in the sections of the
-            card template, e.g. model_description, citation_bibtex, get_started_code.
         """
         ROOT = skops.__path__
         card_data.library_name = "sklearn"
-        template_path = card_kwargs.get("template_path")
+        template_path = self.template_sections.get("template_path")
         if template_path is None:
             template_path = os.path.join(f"{ROOT[0]}", "card", "default_template.md")
-        card_kwargs["template_path"] = template_path
+        self.template_sections["template_path"] = template_path
         card = ModelCard.from_template(
             card_data=card_data,
             hyperparameter_table=self.hyperparameter_table,
             model_plot=self.model_plot,
-            **card_kwargs,
+            **self.template_sections,
         )
         card.save(path)
 

From c9414b4856369e9d6345dcdfb54cb69b4fe7c2e3 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Wed, 20 Jul 2022 12:19:00 +0200
Subject: [PATCH 04/62] added plots & more

---
 examples/plot_hf_hub.py        |  2 +-
 examples/plot_model_card.py    | 25 +++++++-----
 skops/card/__init__.py         |  4 +-
 skops/card/_model_card.py      | 72 ++++++++++++++++++++++++++++------
 skops/card/default_template.md |  3 +-
 skops/card/tests/test_card.py  | 18 ++-------
 6 files changed, 84 insertions(+), 40 deletions(-)

diff --git a/examples/plot_hf_hub.py b/examples/plot_hf_hub.py
index d1fb4f4c..26b8f0b5 100644
--- a/examples/plot_hf_hub.py
+++ b/examples/plot_hf_hub.py
@@ -87,7 +87,7 @@
 # Model Card
 # ==========
 card_data = CardData(tags=["tabular-classification"])
-model_card = card.create_model_card(model, card_data)
+model_card = card.Card(model)
 model_card.save(os.path.join(f"{local_repo}", "README.md"))
 
 # %%
diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 54dbebff..e5e84b6f 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -15,8 +15,8 @@
 import pickle
 from tempfile import mkdtemp, mkstemp
 
+import matplotlib.pyplot as plt
 import sklearn
-from modelcards import CardData
 from sklearn.datasets import load_breast_cancer
 from sklearn.ensemble import HistGradientBoostingClassifier
 from sklearn.experimental import enable_halving_search_cv  # noqa
@@ -66,13 +66,6 @@
 
 license = "mit"
 
-card_data = CardData(
-    license=license,
-    tags=["tabular-classification"],
-    datasets="breast-cancer",
-    metrics=["acc"],
-)
-
 
 model_card = card.Card(model)
 
@@ -103,4 +96,18 @@
     "model_card_authors", model_card_authors
 )
 model_card.add("limitations", limitations).add("model_description", model_description)
-model_card.save(os.path.join(f"{local_repo}", "README.md"), card_data=card_data)
+
+plt.plot([1, 2, 3, 4])
+plt.ylabel("some numbers")
+plt.savefig(f"{local_repo}/fig1.png")
+
+plt.plot([4, 5, 6, 7])
+plt.ylabel("some numbers")
+plt.savefig(f"{local_repo}/fig2.png")
+
+
+model_card.add_inspection("fig1", "fig1.png")
+model_card.add_inspection("fig2", "fig2.png")
+
+
+model_card.save(os.path.join(f"{local_repo}", "README.md"))
diff --git a/skops/card/__init__.py b/skops/card/__init__.py
index df78d1e7..bcdc27a7 100644
--- a/skops/card/__init__.py
+++ b/skops/card/__init__.py
@@ -1,3 +1,3 @@
-from ._model_card import create_model_card
+from ._model_card import Card
 
-__all__ = ["create_model_card"]
+__all__ = ["Card"]
diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index f65ba980..36a279e8 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -1,7 +1,7 @@
 import os
 import re
 
-from modelcards import ModelCard
+from modelcards import CardData, ModelCard
 from sklearn.utils import estimator_html_repr
 
 import skops
@@ -10,9 +10,10 @@
 class Card:
     def __init__(self, model):
         self.model = model
-        self.hyperparameters_table = self.extract_estimator_config(self.model)
+        self.hyperparameter_table = self.extract_estimator_config()
         self.model_plot = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
         self.template_sections = {}
+        self.figure_paths = {}
 
     def add(self, section, value):
         """Takes values to fill model card template.
@@ -26,23 +27,68 @@ def add(self, section, value):
         self.template_sections[section] = value
         return self
 
-    def add_inspection(self):
-        pass
+    def add_inspection(self, plot_name, plot_path):
+        """Takes plots to fill model card template.
+        Parameters:
+        ----------
+        plot_path: str
+                Plot path as a string.
+        plot_name: str
+                Name of the plot.
+        """
+        self.template_sections[plot_name] = plot_path
+        return self
 
-    def save(self, path, card_data):
+    def save(self, path):
         """Fills model card template, renders and saves it as markdown file to the target directory.
 
         Parameters:
         ----------
-        card_data: CardData
-            CardData object.
+        path: Path
+              filepath to save your card.
         """
         ROOT = skops.__path__
+
+        metadata_keys = [
+            "language",
+            "license",
+            "library_name",
+            "tags",
+            "datasets",
+            "model_name",
+            "metrics",
+            "model-index",
+        ]
+        card_data_keys = {}
+
+        # if key is supposed to be in metadata and is provided by user, write it to card_data_keys
+        for key in metadata_keys:
+            if key in self.template_sections.keys():
+                card_data_keys[key] = self.template_sections.pop(key, "")
+
+        # construct CardData
+        card_data = CardData(**card_data_keys)
         card_data.library_name = "sklearn"
-        template_path = self.template_sections.get("template_path")
-        if template_path is None:
-            template_path = os.path.join(f"{ROOT[0]}", "card", "default_template.md")
-        self.template_sections["template_path"] = template_path
+
+        if self.template_sections.get("template_path") is None:
+            self.template_sections["template_path"] = os.path.join(
+                f"{ROOT[0]}", "card", "default_template.md"
+            )
+
+        # append plot_name if any plots are provided, at the end of the template
+        template = open(self.template_sections["template_path"], "a")
+
+        with open(self.template_sections["template_path"], "r") as f:
+            template_content = f.read()
+            breakpoint()
+            for section in self.template_sections:
+                if section not in template_content and section != "template_path":
+                    template.write(
+                        f"\n\n{section}\n"
+                        + f"![{section}]({self.template_sections[section]})\n\n"
+                    )
+        template.close()
+
         card = ModelCard.from_template(
             card_data=card_data,
             hyperparameter_table=self.hyperparameter_table,
@@ -51,7 +97,7 @@ def save(self, path, card_data):
         )
         card.save(path)
 
-    def extract_estimator_config(model):
+    def extract_estimator_config(self):
         """Extracts estimator configuration and renders them into a vertical table.
 
         Parameters
@@ -64,7 +110,7 @@ def extract_estimator_config(model):
             Markdown table of hyperparameters.
         """
 
-        hyperparameter_dict = model.get_params(deep=True)
+        hyperparameter_dict = self.model.get_params(deep=True)
         table = "| Hyperparameters | Value |\n| :-- | :-- |\n"
         for hyperparameter, value in hyperparameter_dict.items():
             table += f"| {hyperparameter} | {value} |\n"
diff --git a/skops/card/default_template.md b/skops/card/default_template.md
index 4664373f..65275c1f 100644
--- a/skops/card/default_template.md
+++ b/skops/card/default_template.md
@@ -62,5 +62,6 @@ You can contact the model card authors through following channels:
 Below you can find information related to citation.
 
 **BibTeX:**
-
+```
 {{ citation_bibtex | default("[More Information Needed]", true)}}
+```
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index a5fb2fe9..5ad62a27 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -2,10 +2,9 @@
 import tempfile
 
 import numpy as np
-from modelcards import CardData
 from sklearn.linear_model import LinearRegression
 
-from skops.card import create_model_card
+from skops.card import Card
 
 
 def fit_model():
@@ -17,24 +16,15 @@ def fit_model():
 
 def generate_card():
     model = fit_model()
-    card_data = CardData(library_name="sklearn")
-
-    model_card = create_model_card(
-        model,
-        card_data,
-        template_path="skops/card/default_template.md",
-        model_description="sklearn FTW",
-    )
+
+    model_card = Card(model)
     return model_card
 
 
 def test_write_model_card():
     with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
         model = fit_model()
-        card_data = CardData(library_name="sklearn")
-        model_card = create_model_card(
-            model, card_data=card_data, model_description="sklearn FTW"
-        )
+        model_card = Card(model)
         model_card.save(os.path.join(f"{dir_path}", "README.md"))
         with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
             model_card = f.read()

From 60002946f7fb0b9cedec90863dc2326702cab4e9 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Wed, 20 Jul 2022 13:15:00 +0200
Subject: [PATCH 05/62] addressed comments

---
 skops/card/_model_card.py      | 20 ++++++++------------
 skops/card/default_template.md |  9 +++++++++
 2 files changed, 17 insertions(+), 12 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 36a279e8..b89a88f8 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -10,7 +10,8 @@
 class Card:
     def __init__(self, model):
         self.model = model
-        self.hyperparameter_table = self.extract_estimator_config()
+        self.hyperparameter_table = self._extract_estimator_config()
+        # the spaces in the pipeline breaks markdown, so we replace them
         self.model_plot = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
         self.template_sections = {}
         self.figure_paths = {}
@@ -36,7 +37,7 @@ def add_inspection(self, plot_name, plot_path):
         plot_name: str
                 Name of the plot.
         """
-        self.template_sections[plot_name] = plot_path
+        self.figure_paths[plot_name] = plot_path
         return self
 
     def save(self, path):
@@ -78,15 +79,10 @@ def save(self, path):
         # append plot_name if any plots are provided, at the end of the template
         template = open(self.template_sections["template_path"], "a")
 
-        with open(self.template_sections["template_path"], "r") as f:
-            template_content = f.read()
-            breakpoint()
-            for section in self.template_sections:
-                if section not in template_content and section != "template_path":
-                    template.write(
-                        f"\n\n{section}\n"
-                        + f"![{section}]({self.template_sections[section]})\n\n"
-                    )
+        for plot in self.figure_paths:
+            template.write(
+                f"\n\n{plot}\n" + f"![{plot}]({self.figure_paths[plot]})\n\n"
+            )
         template.close()
 
         card = ModelCard.from_template(
@@ -97,7 +93,7 @@ def save(self, path):
         )
         card.save(path)
 
-    def extract_estimator_config(self):
+    def _extract_estimator_config(self):
         """Extracts estimator configuration and renders them into a vertical table.
 
         Parameters
diff --git a/skops/card/default_template.md b/skops/card/default_template.md
index 65275c1f..c5d5a03e 100644
--- a/skops/card/default_template.md
+++ b/skops/card/default_template.md
@@ -65,3 +65,12 @@ Below you can find information related to citation.
 ```
 {{ citation_bibtex | default("[More Information Needed]", true)}}
 ```
+
+
+fig1
+![fig1](fig1.png)
+
+
+
+fig2
+![fig2](fig2.png)

From c9331ae7163a4658bc9070cb6b6f2431c207d666 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Wed, 20 Jul 2022 13:15:21 +0200
Subject: [PATCH 06/62] Update skops/card/_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 skops/card/_model_card.py | 13 +++++++------
 1 file changed, 7 insertions(+), 6 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index b89a88f8..d760b0d2 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -16,16 +16,17 @@ def __init__(self, model):
         self.template_sections = {}
         self.figure_paths = {}
 
-    def add(self, section, value):
+    def add(self, **kwargs):
         """Takes values to fill model card template.
         Parameters:
         ----------
-        section: str
-                Section in the template.
-        value: str
-                Value to fill in the section.
+        **kwargs : dict
+            Parameters to be set for the model card. These parameters
+            need to be sections of the underlying `jinja` template used.
+
         """
-        self.template_sections[section] = value
+        for section, value in kwargs.items():
+            self.template_sections[section] = value
         return self
 
     def add_inspection(self, plot_name, plot_path):

From 4901ee07cf92b9cdce33c9f3dee20a49ba484f1d Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Wed, 20 Jul 2022 16:53:46 +0200
Subject: [PATCH 07/62] added docs and fixed tests

---
 examples/plot_hf_hub.py        |  3 +--
 examples/plot_model_card.py    | 49 +++++++++++++++++++++-------------
 skops/card/_model_card.py      | 11 ++++----
 skops/card/default_template.md |  9 -------
 skops/card/tests/test_card.py  | 33 ++++++++++++++++++-----
 5 files changed, 63 insertions(+), 42 deletions(-)

diff --git a/examples/plot_hf_hub.py b/examples/plot_hf_hub.py
index 26b8f0b5..d5fd4bb1 100644
--- a/examples/plot_hf_hub.py
+++ b/examples/plot_hf_hub.py
@@ -20,7 +20,6 @@
 
 import sklearn
 from huggingface_hub import HfApi
-from modelcards import CardData
 from sklearn.datasets import load_breast_cancer
 from sklearn.ensemble import HistGradientBoostingClassifier
 from sklearn.experimental import enable_halving_search_cv  # noqa
@@ -86,7 +85,7 @@
 # %%
 # Model Card
 # ==========
-card_data = CardData(tags=["tabular-classification"])
+# We will now create a model card and save it
 model_card = card.Card(model)
 model_card.save(os.path.join(f"{local_repo}", "README.md"))
 
diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index e5e84b6f..5b28cef6 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -20,6 +20,7 @@
 from sklearn.datasets import load_breast_cancer
 from sklearn.ensemble import HistGradientBoostingClassifier
 from sklearn.experimental import enable_halving_search_cv  # noqa
+from sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix
 from sklearn.model_selection import HalvingGridSearchCV, train_test_split
 
 from skops import card, hub_utils
@@ -60,26 +61,36 @@
 # Create a model card
 # ====================
 # We now create a model card, set couple of attributes and save it.
-# We first set the metadata with CardData and pass it to create_model_card.
-# Then, we pass information other than metadata in kwargs.
+# Then, we pass information using add() and plots using add_inspection()
 # We'll initialize a local repository and save the card with the model in it.
 
-license = "mit"
-
-
 model_card = card.Card(model)
 
 
+# %%
+# Initialize a repository to save our files in
+# ====================
+# We will now initialize a repository and save our model
 _, pkl_name = mkstemp(prefix="skops-", suffix=".pkl")
 
 with open(pkl_name, mode="bw") as f:
     pickle.dump(model, file=f)
 
 local_repo = mkdtemp(prefix="skops-")
+
 hub_utils.init(
     model=pkl_name, requirements=[f"scikit-learn={sklearn.__version__}"], dst=local_repo
 )
 
+# %%
+# Pass information and plots to our model card
+# ====================
+# We will pass information to fill our model card
+# We will add plots to our card, note that these plots don't necessarily
+# have to have a section in our template
+# We will save the plots, and then pass plot name with path to add_inspection
+
+license = "mit"
 limitations = "This model is not ready to be used in production."
 model_description = (
     "This is a HistGradientBoostingClassifier model trained on breast cancer dataset."
@@ -91,23 +102,23 @@
     "import pickle\nwith open(dtc_pkl_filename, 'rb') as file:\nclf = pickle.load(file)"
 )
 
-model_card.add("citation", "bibtex\n@inproceedings{...,year={2020}}")
-model_card.add("get_started_code", get_started_code).add(
-    "model_card_authors", model_card_authors
+model_card.add(citation="bibtex\n@inproceedings{...,year={2020}}")
+model_card.add(get_started_code=get_started_code).add(
+    model_card_authors=model_card_authors
 )
-model_card.add("limitations", limitations).add("model_description", model_description)
-
-plt.plot([1, 2, 3, 4])
-plt.ylabel("some numbers")
-plt.savefig(f"{local_repo}/fig1.png")
+model_card.add("limitations", limitations).add(model_description=model_description)
+predictions = model.predict(X_test)
+cm = confusion_matrix(y_test, predictions, labels=model.classes_)
+disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=model.classes_)
+disp.plot()
 
-plt.plot([4, 5, 6, 7])
-plt.ylabel("some numbers")
-plt.savefig(f"{local_repo}/fig2.png")
+plt.savefig(f"{local_repo}/confusion_matrix.png")
 
+model_card.add_inspection(confusion_matrix="confusion_matrix.png")
 
-model_card.add_inspection("fig1", "fig1.png")
-model_card.add_inspection("fig2", "fig2.png")
-
+# %%
+# Save model card
+# ====================
+# We can simply save our model card by providing a path to save()
 
 model_card.save(os.path.join(f"{local_repo}", "README.md"))
diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index d760b0d2..c0f8cf7a 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -29,16 +29,15 @@ def add(self, **kwargs):
             self.template_sections[section] = value
         return self
 
-    def add_inspection(self, plot_name, plot_path):
+    def add_inspection(self, **kwargs):
         """Takes plots to fill model card template.
         Parameters:
         ----------
-        plot_path: str
-                Plot path as a string.
-        plot_name: str
-                Name of the plot.
+        Parameters to be set for the model card. These parameters
+        need to be sections of the underlying `jinja` template used.
         """
-        self.figure_paths[plot_name] = plot_path
+        for plot_name, plot_path in kwargs.items():
+            self.figure_paths[plot_name] = plot_path
         return self
 
     def save(self, path):
diff --git a/skops/card/default_template.md b/skops/card/default_template.md
index c5d5a03e..65275c1f 100644
--- a/skops/card/default_template.md
+++ b/skops/card/default_template.md
@@ -65,12 +65,3 @@ Below you can find information related to citation.
 ```
 {{ citation_bibtex | default("[More Information Needed]", true)}}
 ```
-
-
-fig1
-![fig1](fig1.png)
-
-
-
-fig2
-![fig2](fig2.png)
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index 5ad62a27..49d428ed 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -1,6 +1,7 @@
 import os
 import tempfile
 
+import matplotlib.pyplot as plt
 import numpy as np
 from sklearn.linear_model import LinearRegression
 
@@ -16,19 +17,16 @@ def fit_model():
 
 def generate_card():
     model = fit_model()
-
     model_card = Card(model)
     return model_card
 
 
-def test_write_model_card():
+def test_save_model_card():
     with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
         model = fit_model()
         model_card = Card(model)
         model_card.save(os.path.join(f"{dir_path}", "README.md"))
-        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
-            model_card = f.read()
-        assert "sklearn FTW" in model_card
+        assert os.path.exists(f"{dir_path}/README.md")
 
 
 def test_hyperparameter_table():
@@ -46,4 +44,27 @@ def test_plot_model():
         model_card.save(os.path.join(f"{dir_path}", "README.md"))
         with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
             model_card = f.read()
-        assert "<style>" in model_card
+            assert "<style>" in model_card
+
+
+def test_add():
+    with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
+        model_card = generate_card()
+        model_card.add(model_description="sklearn FTW")
+        model_card.save(os.path.join(f"{dir_path}", "README.md"))
+        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
+            model_card = f.read()
+            assert "sklearn FTW" in model_card
+
+
+def test_add_inspection():
+    with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
+        model_card = generate_card()
+        plt.plot([4, 5, 6, 7])
+        plt.savefig(f"{dir_path}/fig1.png")
+        model_card.add_inspection(fig1="fig1.png")
+        model_card.save(os.path.join(f"{dir_path}", "README.md"))
+        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
+            model_card = f.read()
+            assert "![fig1](fig1.png)" in model_card
+        assert os.path.exists(f"{dir_path}/fig1.png")

From 1ba069ae6d24805eaed8ac86b3a37e927180ed89 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Wed, 20 Jul 2022 16:56:48 +0200
Subject: [PATCH 08/62] fix test

---
 examples/plot_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 5b28cef6..ce853512 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -106,7 +106,7 @@
 model_card.add(get_started_code=get_started_code).add(
     model_card_authors=model_card_authors
 )
-model_card.add("limitations", limitations).add(model_description=model_description)
+model_card.add(limitations=limitations).add(model_description=model_description)
 predictions = model.predict(X_test)
 cm = confusion_matrix(y_test, predictions, labels=model.classes_)
 disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=model.classes_)

From 7bd29b1395c24ba595d5f3e275f99edbf9d2af1e Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Thu, 21 Jul 2022 15:57:16 +0200
Subject: [PATCH 09/62] added temporary plot

---
 skops/card/_model_card.py     | 19 +++++++---
 skops/card/tests/test_card.py | 27 ++++++++++++++
 skops/temporary_template.md   | 70 +++++++++++++++++++++++++++++++++++
 3 files changed, 110 insertions(+), 6 deletions(-)
 create mode 100644 skops/temporary_template.md

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index c0f8cf7a..24860b37 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -1,5 +1,6 @@
 import os
 import re
+import shutil
 
 from modelcards import CardData, ModelCard
 from sklearn.utils import estimator_html_repr
@@ -77,13 +78,19 @@ def save(self, path):
             )
 
         # append plot_name if any plots are provided, at the end of the template
-        template = open(self.template_sections["template_path"], "a")
-
-        for plot in self.figure_paths:
-            template.write(
-                f"\n\n{plot}\n" + f"![{plot}]({self.figure_paths[plot]})\n\n"
+        if self.figure_paths != {}:
+            shutil.copyfile(
+                self.template_sections["template_path"],
+                f"{ROOT[0]}/temporary_template.md",
             )
-        template.close()
+            self.template_sections["template_path"] = f"{ROOT[0]}/temporary_template.md"
+            template = open(self.template_sections["template_path"], "a")
+
+            for plot in self.figure_paths:
+                template.write(
+                    f"\n\n{plot}\n" + f"![{plot}]({self.figure_paths[plot]})\n\n"
+                )
+            template.close()
 
         card = ModelCard.from_template(
             card_data=card_data,
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index 49d428ed..2896a727 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -68,3 +68,30 @@ def test_add_inspection():
             model_card = f.read()
             assert "![fig1](fig1.png)" in model_card
         assert os.path.exists(f"{dir_path}/fig1.png")
+
+
+def test_temporary_plot():
+    # test if the additions are made to a temporary plot
+    # and not to default template or template provided
+    with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
+        import skops
+
+        ROOT = skops.__path__
+        # read original template
+        f = open(os.path.join(f"{ROOT[0]}", "card", "default_template.md"))
+        default_template = f.read()
+        f.seek(0)
+        model_card = generate_card()
+        plt.plot([4, 5, 6, 7])
+        plt.savefig(f"{dir_path}/fig1.png")
+        model_card.add_inspection(fig1="fig1.png")
+        model_card.save(os.path.join(f"{dir_path}", "README.md"))
+        # make sure the card has plots
+        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
+            model_card = f.read()
+            assert "![fig1](fig1.png)" in model_card
+
+        # check if default template is not modified
+        f = open(os.path.join(f"{ROOT[0]}", "card", "default_template.md"))
+        default_template_post = f.read()
+        assert default_template == default_template_post
diff --git a/skops/temporary_template.md b/skops/temporary_template.md
new file mode 100644
index 00000000..87b703c4
--- /dev/null
+++ b/skops/temporary_template.md
@@ -0,0 +1,70 @@
+---
+{{ card_data }}
+---
+
+# Model description
+
+{{ model_description | default("[More Information Needed]", true)}}
+
+## Intended uses & limitations
+
+{{ limitations | default("[More Information Needed]", true)}}
+
+## Training Procedure
+
+### Hyperparameters
+
+The model is trained with below hyperparameters.
+
+<details>
+<summary> Click to expand </summary>
+
+{{ hyperparameter_table }}
+
+</details>
+
+### Model Plot
+
+The model plot is below.
+
+{{ model_plot }}
+
+# How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+<details>
+<summary> Click to expand </summary>
+
+```
+{{ get_started_code | default("[More Information Needed]", true)}}
+
+```
+
+</details>
+
+
+
+
+# Model Card Authors
+
+This model card is written by following authors:
+
+{{ model_card_authors | default("[More Information Needed]", true)}}
+
+# Model Card Contact
+
+You can contact the model card authors through following channels:
+{{ model_card_contact | default("[More Information Needed]", true)}}
+
+# Citation
+
+Below you can find information related to citation.
+
+**BibTeX:**
+```
+{{ citation_bibtex | default("[More Information Needed]", true)}}
+```
+
+fig1
+![fig1](fig1.png)

From 8236b6cda9c24ff26ee8e0e14627511a3c7ed1bc Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Thu, 21 Jul 2022 16:01:24 +0200
Subject: [PATCH 10/62] make html for docs

---
 examples/plot_model_card.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index ce853512..45255644 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -69,7 +69,7 @@
 
 # %%
 # Initialize a repository to save our files in
-# ====================
+# ============================================
 # We will now initialize a repository and save our model
 _, pkl_name = mkstemp(prefix="skops-", suffix=".pkl")
 
@@ -84,7 +84,7 @@
 
 # %%
 # Pass information and plots to our model card
-# ====================
+# ============================================
 # We will pass information to fill our model card
 # We will add plots to our card, note that these plots don't necessarily
 # have to have a section in our template
@@ -118,7 +118,7 @@
 
 # %%
 # Save model card
-# ====================
+# ===============
 # We can simply save our model card by providing a path to save()
 
 model_card.save(os.path.join(f"{local_repo}", "README.md"))

From ac466e3a435f7278d7d5eec4a5c1246fc18ccad5 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 14:18:30 +0200
Subject: [PATCH 11/62] Update examples/plot_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 examples/plot_model_card.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 45255644..054f6144 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -85,10 +85,10 @@
 # %%
 # Pass information and plots to our model card
 # ============================================
-# We will pass information to fill our model card
+# We will pass information to fill our model card.
 # We will add plots to our card, note that these plots don't necessarily
-# have to have a section in our template
-# We will save the plots, and then pass plot name with path to add_inspection
+# have to have a section in our template.
+# We will save the plots, and then pass plot name with path to ``add_inspection``.
 
 license = "mit"
 limitations = "This model is not ready to be used in production."

From 985a9713e830a61be218dea714e24d43bd52e57d Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 14:47:59 +0200
Subject: [PATCH 12/62] Update skops/card/_model_card.py

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
---
 skops/card/_model_card.py | 5 ++---
 1 file changed, 2 insertions(+), 3 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 24860b37..b4764cc0 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -64,9 +64,8 @@ def save(self, path):
         card_data_keys = {}
 
         # if key is supposed to be in metadata and is provided by user, write it to card_data_keys
-        for key in metadata_keys:
-            if key in self.template_sections.keys():
-                card_data_keys[key] = self.template_sections.pop(key, "")
+        for key in self.template_sections.keys() & metadata_keys:
+            card_data_keys[key] = self.template_sections.pop(key, "")
 
         # construct CardData
         card_data = CardData(**card_data_keys)

From 8b852c3cd4c32c08281ce9e3283ef4da7f79692f Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 14:48:19 +0200
Subject: [PATCH 13/62] Update skops/card/_model_card.py

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index b4764cc0..17619de3 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -77,7 +77,7 @@ def save(self, path):
             )
 
         # append plot_name if any plots are provided, at the end of the template
-        if self.figure_paths != {}:
+        if self.figure_paths:
             shutil.copyfile(
                 self.template_sections["template_path"],
                 f"{ROOT[0]}/temporary_template.md",

From df7ad96c0342989ebdb4db914c884ae88a4dbb69 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 14:51:52 +0200
Subject: [PATCH 14/62] Update skops/card/_model_card.py

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 17619de3..69ae451b 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -100,7 +100,7 @@ def save(self, path):
         card.save(path)
 
     def _extract_estimator_config(self):
-        """Extracts estimator configuration and renders them into a vertical table.
+        """Extracts estimator hyperparameters and renders them into a vertical table.
 
         Parameters
         ----------

From 456acbdb7f6f16c080ec025c7b53178409a259ab Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 14:52:39 +0200
Subject: [PATCH 15/62] Update examples/plot_model_card.py

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
---
 examples/plot_model_card.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 054f6144..833598f0 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -107,8 +107,8 @@
     model_card_authors=model_card_authors
 )
 model_card.add(limitations=limitations).add(model_description=model_description)
-predictions = model.predict(X_test)
-cm = confusion_matrix(y_test, predictions, labels=model.classes_)
+y_pred = model.predict(X_test)
+cm = confusion_matrix(y_test, y_pred, labels=model.classes_)
 disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=model.classes_)
 disp.plot()
 

From 73dfed6ed9da408fe7ccb5bc16f625daef0ad50a Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 14:52:51 +0200
Subject: [PATCH 16/62] Update skops/card/tests/test_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 skops/card/tests/test_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index 2896a727..e9c40937 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -71,7 +71,7 @@ def test_add_inspection():
 
 
 def test_temporary_plot():
-    # test if the additions are made to a temporary plot
+    # test if the additions are made to a temporary template file
     # and not to default template or template provided
     with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
         import skops

From 3eafa1e72dedf0fcd3b6683676877ea9381cb6b6 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 14:53:29 +0200
Subject: [PATCH 17/62] Update examples/plot_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 examples/plot_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 833598f0..b1fd3583 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -119,6 +119,6 @@
 # %%
 # Save model card
 # ===============
-# We can simply save our model card by providing a path to save()
+# We can simply save our model card by providing a path to ``save()``
 
 model_card.save(os.path.join(f"{local_repo}", "README.md"))

From ed17c0ee33957489df8be9d9617a7219dc04cd48 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 15:29:11 +0200
Subject: [PATCH 18/62] Update examples/plot_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 examples/plot_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index b1fd3583..52c4cf8b 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -121,4 +121,4 @@
 # ===============
 # We can simply save our model card by providing a path to ``save()``
 
-model_card.save(os.path.join(f"{local_repo}", "README.md"))
+model_card.save(Path(local_repo) / "README.md")

From 449c6ca8731da8ef464eb53a07e447327fbc6552 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 15:29:18 +0200
Subject: [PATCH 19/62] Update examples/plot_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 examples/plot_model_card.py | 10 ++++++----
 1 file changed, 6 insertions(+), 4 deletions(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 52c4cf8b..a7c586dd 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -102,11 +102,13 @@
     "import pickle\nwith open(dtc_pkl_filename, 'rb') as file:\nclf = pickle.load(file)"
 )
 
-model_card.add(citation="bibtex\n@inproceedings{...,year={2020}}")
-model_card.add(get_started_code=get_started_code).add(
-    model_card_authors=model_card_authors
+model_card.add(
+    citation="bibtex\n@inproceedings{...,year={2020}}",
+    get_started_code=get_started_code,
+    model_card_authors=model_card_authors,
+    limitations=limitations,
+    model_description=model_description,
 )
-model_card.add(limitations=limitations).add(model_description=model_description)
 y_pred = model.predict(X_test)
 cm = confusion_matrix(y_test, y_pred, labels=model.classes_)
 disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=model.classes_)

From a93816df33f24dff5e4e87873c9dbdb9f376fd4d Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 15:44:01 +0200
Subject: [PATCH 20/62] Update skops/card/_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 skops/card/_model_card.py | 7 +++++--
 1 file changed, 5 insertions(+), 2 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 69ae451b..86b4cbb5 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -34,8 +34,11 @@ def add_inspection(self, **kwargs):
         """Takes plots to fill model card template.
         Parameters:
         ----------
-        Parameters to be set for the model card. These parameters
-        need to be sections of the underlying `jinja` template used.
+        **kwargs : dict
+            The arguments should be of the form `name=plot_path`, where `name`
+            is the name of the plot and `plot_path` is the path to the plot,
+            relative to the root of the project. The plots should have already
+            been saved under the project's folder.
         """
         for plot_name, plot_path in kwargs.items():
             self.figure_paths[plot_name] = plot_path

From 8fddf62006b8e3468e740bbec994237e22cccddd Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 15:47:07 +0200
Subject: [PATCH 21/62] Update skops/card/_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 skops/card/_model_card.py | 5 +++--
 1 file changed, 3 insertions(+), 2 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 86b4cbb5..6c832a6d 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -30,8 +30,9 @@ def add(self, **kwargs):
             self.template_sections[section] = value
         return self
 
-    def add_inspection(self, **kwargs):
-        """Takes plots to fill model card template.
+    def add_plot(self, **kwargs):
+        """Add plots to the model card.
+        
         Parameters:
         ----------
         **kwargs : dict

From 2428a10dd13336afa92f8b7466f9eb7f7a958857 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 15:48:27 +0200
Subject: [PATCH 22/62] Update skops/card/_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 skops/card/_model_card.py | 5 ++++-
 1 file changed, 4 insertions(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 6c832a6d..3b7af091 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -46,7 +46,10 @@ def add_plot(self, **kwargs):
         return self
 
     def save(self, path):
-        """Fills model card template, renders and saves it as markdown file to the target directory.
+         """Save the model card.
+
+        This method renders the model card in mardown format and then saves it
+        as the specified file.
 
         Parameters:
         ----------

From 2bd553e193e9c5a429a88f7869405383851b717c Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 15:48:42 +0200
Subject: [PATCH 23/62] Update skops/card/_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 3b7af091..73a24ca6 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -53,7 +53,7 @@ def save(self, path):
 
         Parameters:
         ----------
-        path: Path
+        path: str, or Path
               filepath to save your card.
         """
         ROOT = skops.__path__

From c384f5965ba7a64d1ce3ad5984f96afe11d1d142 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 16:27:14 +0200
Subject: [PATCH 24/62] addressed comments + cleanup

---
 examples/plot_model_card.py   | 23 ++++++------
 skops/card/_model_card.py     | 41 ++++++++++----------
 skops/card/tests/test_card.py | 21 +++++------
 skops/temporary_template.md   | 70 -----------------------------------
 4 files changed, 44 insertions(+), 111 deletions(-)
 delete mode 100644 skops/temporary_template.md

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index a7c586dd..c6daecbf 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -11,8 +11,8 @@
 # =======
 # First we will import everything required for the rest of this document.
 
-import os
 import pickle
+from pathlib import Path
 from tempfile import mkdtemp, mkstemp
 
 import matplotlib.pyplot as plt
@@ -57,15 +57,6 @@
 ).fit(X_train, y_train)
 model.score(X_test, y_test)
 
-# %%
-# Create a model card
-# ====================
-# We now create a model card, set couple of attributes and save it.
-# Then, we pass information using add() and plots using add_inspection()
-# We'll initialize a local repository and save the card with the model in it.
-
-model_card = card.Card(model)
-
 
 # %%
 # Initialize a repository to save our files in
@@ -82,6 +73,16 @@
     model=pkl_name, requirements=[f"scikit-learn={sklearn.__version__}"], dst=local_repo
 )
 
+# %%
+# Create a model card
+# ====================
+# We now create a model card.
+# Then, we pass information using add() and plots using add_plot().
+# We'll then save the card with the model in it.
+
+model_card = card.Card(model)
+
+
 # %%
 # Pass information and plots to our model card
 # ============================================
@@ -116,7 +117,7 @@
 
 plt.savefig(f"{local_repo}/confusion_matrix.png")
 
-model_card.add_inspection(confusion_matrix="confusion_matrix.png")
+model_card.add_plot(confusion_matrix="confusion_matrix.png")
 
 # %%
 # Save model card
diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 73a24ca6..18c5568a 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -32,7 +32,7 @@ def add(self, **kwargs):
 
     def add_plot(self, **kwargs):
         """Add plots to the model card.
-        
+
         Parameters:
         ----------
         **kwargs : dict
@@ -46,7 +46,7 @@ def add_plot(self, **kwargs):
         return self
 
     def save(self, path):
-         """Save the model card.
+        """Save the model card.
 
         This method renders the model card in mardown format and then saves it
         as the specified file.
@@ -54,9 +54,8 @@ def save(self, path):
         Parameters:
         ----------
         path: str, or Path
-              filepath to save your card.
-        """
-        ROOT = skops.__path__
+            filepath to save your card."""
+        root = skops.__path__
 
         metadata_keys = [
             "language",
@@ -78,25 +77,28 @@ def save(self, path):
         card_data = CardData(**card_data_keys)
         card_data.library_name = "sklearn"
 
+        # if template path is not given, use default
         if self.template_sections.get("template_path") is None:
             self.template_sections["template_path"] = os.path.join(
-                f"{ROOT[0]}", "card", "default_template.md"
+                f"{root[0]}", "card", "default_template.md"
             )
 
         # append plot_name if any plots are provided, at the end of the template
+        # if any plot is given, copy the template to a different path
         if self.figure_paths:
             shutil.copyfile(
                 self.template_sections["template_path"],
-                f"{ROOT[0]}/temporary_template.md",
+                f"{root[0]}/temporary_template.md",
             )
-            self.template_sections["template_path"] = f"{ROOT[0]}/temporary_template.md"
-            template = open(self.template_sections["template_path"], "a")
-
-            for plot in self.figure_paths:
-                template.write(
-                    f"\n\n{plot}\n" + f"![{plot}]({self.figure_paths[plot]})\n\n"
-                )
-            template.close()
+            # provide the new template path and open the file in append mode
+            self.template_sections["template_path"] = f"{root[0]}/temporary_template.md"
+            with open(self.template_sections["template_path"], "a") as template:
+                # add plots at the end of the template
+                for plot in self.figure_paths:
+                    template.write(
+                        f"\n\n{plot}\n" + f"![{plot}]({self.figure_paths[plot]})\n\n"
+                    )
+                template.close()
 
         card = ModelCard.from_template(
             card_data=card_data,
@@ -104,15 +106,16 @@ def save(self, path):
             model_plot=self.model_plot,
             **self.template_sections,
         )
+
+        # remove temporary template if it exists
+        if os.path.exists(f"{root[0]}/temporary_template.md"):
+            os.remove(f"{root[0]}/temporary_template.md")
+
         card.save(path)
 
     def _extract_estimator_config(self):
         """Extracts estimator hyperparameters and renders them into a vertical table.
 
-        Parameters
-        ----------
-            model (estimator): scikit-learn pipeline or model.
-
         Returns
         -------
         str:
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index e9c40937..0233042b 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -5,6 +5,7 @@
 import numpy as np
 from sklearn.linear_model import LinearRegression
 
+import skops
 from skops.card import Card
 
 
@@ -57,12 +58,12 @@ def test_add():
             assert "sklearn FTW" in model_card
 
 
-def test_add_inspection():
+def test_add_plot():
     with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
         model_card = generate_card()
         plt.plot([4, 5, 6, 7])
         plt.savefig(f"{dir_path}/fig1.png")
-        model_card.add_inspection(fig1="fig1.png")
+        model_card.add_plot(fig1="fig1.png")
         model_card.save(os.path.join(f"{dir_path}", "README.md"))
         with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
             model_card = f.read()
@@ -74,17 +75,15 @@ def test_temporary_plot():
     # test if the additions are made to a temporary template file
     # and not to default template or template provided
     with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
-        import skops
-
-        ROOT = skops.__path__
+        root = skops.__path__
         # read original template
-        f = open(os.path.join(f"{ROOT[0]}", "card", "default_template.md"))
-        default_template = f.read()
-        f.seek(0)
+        with open(os.path.join(f"{root[0]}", "card", "default_template.md")) as f:
+            default_template = f.read()
+            f.seek(0)
         model_card = generate_card()
         plt.plot([4, 5, 6, 7])
         plt.savefig(f"{dir_path}/fig1.png")
-        model_card.add_inspection(fig1="fig1.png")
+        model_card.add_plot(fig1="fig1.png")
         model_card.save(os.path.join(f"{dir_path}", "README.md"))
         # make sure the card has plots
         with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
@@ -92,6 +91,6 @@ def test_temporary_plot():
             assert "![fig1](fig1.png)" in model_card
 
         # check if default template is not modified
-        f = open(os.path.join(f"{ROOT[0]}", "card", "default_template.md"))
-        default_template_post = f.read()
+        with open(os.path.join(f"{root[0]}", "card", "default_template.md")) as f:
+            default_template_post = f.read()
         assert default_template == default_template_post
diff --git a/skops/temporary_template.md b/skops/temporary_template.md
deleted file mode 100644
index 87b703c4..00000000
--- a/skops/temporary_template.md
+++ /dev/null
@@ -1,70 +0,0 @@
----
-{{ card_data }}
----
-
-# Model description
-
-{{ model_description | default("[More Information Needed]", true)}}
-
-## Intended uses & limitations
-
-{{ limitations | default("[More Information Needed]", true)}}
-
-## Training Procedure
-
-### Hyperparameters
-
-The model is trained with below hyperparameters.
-
-<details>
-<summary> Click to expand </summary>
-
-{{ hyperparameter_table }}
-
-</details>
-
-### Model Plot
-
-The model plot is below.
-
-{{ model_plot }}
-
-# How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-<details>
-<summary> Click to expand </summary>
-
-```
-{{ get_started_code | default("[More Information Needed]", true)}}
-
-```
-
-</details>
-
-
-
-
-# Model Card Authors
-
-This model card is written by following authors:
-
-{{ model_card_authors | default("[More Information Needed]", true)}}
-
-# Model Card Contact
-
-You can contact the model card authors through following channels:
-{{ model_card_contact | default("[More Information Needed]", true)}}
-
-# Citation
-
-Below you can find information related to citation.
-
-**BibTeX:**
-```
-{{ citation_bibtex | default("[More Information Needed]", true)}}
-```
-
-fig1
-![fig1](fig1.png)

From 6514e6f770e0f7b3a5b3405a8431ed91fd4ce97f Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Fri, 22 Jul 2022 17:59:58 +0200
Subject: [PATCH 25/62] added documentation for card class

---
 skops/card/_model_card.py | 32 ++++++++++++++++++++++++++++++++
 1 file changed, 32 insertions(+)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 18c5568a..68b8807d 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -9,6 +9,38 @@
 
 
 class Card:
+    """Intermediate model card class that will be used to generate model card.
+    This class can be used to write information and plots to model card and save
+    it. This class by default generates an interactive plot of the model and
+    table of hyperparameters. The slots to be filled are defined in the markdown
+    template.
+    Parameters:
+    ----------
+    model: estimator object
+        Model that will be examined.
+
+    Notes
+    -----
+    You can add plots to the model card template using add_plot, even if the
+    associated slot doesn't exist in the model card. The model card will be
+    extended accordingly.
+
+    Examples
+    --------
+    >>>> from sklearn.metrics import (ConfusionMatrixDisplay,
+                                        confusion_matrix=
+    >>>> model_card = card.Card(model)
+    >>>> model_card.add(license="mit")
+    >>>> y_pred = model.predict(X_test)
+    >>>> cm = confusion_matrix(y_test, y_pred,labels=model.classes_)
+    >>>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
+    ... display_labels=model.classes_)
+    >>>> disp.plot()
+    >>>> plt.savefig("confusion_matrix.png")
+    >>>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
+    >>>> model_card.save(os.path.join("save_dir", "README.md"))
+    """
+
     def __init__(self, model):
         self.model = model
         self.hyperparameter_table = self._extract_estimator_config()

From 522d5f4823a1c24c7ad3330b8c6e310cda2e6106 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 13:11:59 +0200
Subject: [PATCH 26/62] Update examples/plot_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 examples/plot_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index c6daecbf..9e142854 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -77,7 +77,7 @@
 # Create a model card
 # ====================
 # We now create a model card.
-# Then, we pass information using add() and plots using add_plot().
+# Then, we pass information using ``add()`` and plots using ``add_plot()``.
 # We'll then save the card with the model in it.
 
 model_card = card.Card(model)

From 04da3b6daa1bf91abac5cce6bd484fa4c94fefe4 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 13:16:47 +0200
Subject: [PATCH 27/62] Update skops/card/_model_card.py

Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>
---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 68b8807d..6e60ca34 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -122,7 +122,7 @@ def save(self, path):
                 self.template_sections["template_path"],
                 f"{root[0]}/temporary_template.md",
             )
-            # provide the new template path and open the file in append mode
+            #  create a temporary template with the additional plots
             self.template_sections["template_path"] = f"{root[0]}/temporary_template.md"
             with open(self.template_sections["template_path"], "a") as template:
                 # add plots at the end of the template

From 7479cc8021c1f911ffba2c67e1acfb76d9f11355 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 14:02:19 +0200
Subject: [PATCH 28/62] Update skops/card/_model_card.py

Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>
---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 6e60ca34..9ad08208 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -11,7 +11,7 @@
 class Card:
     """Intermediate model card class that will be used to generate model card.
     This class can be used to write information and plots to model card and save
-    it. This class by default generates an interactive plot of the model and
+    it. This class by default generates an interactive plot of the model and a
     table of hyperparameters. The slots to be filled are defined in the markdown
     template.
     Parameters:

From a8789b5cb867c0179c0088e4c95cc5bf060f097a Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 14:06:12 +0200
Subject: [PATCH 29/62] Update skops/card/_model_card.py

Co-authored-by: Omar Sanseviero <osanseviero@gmail.com>
---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 9ad08208..664c1a69 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -28,7 +28,7 @@ class Card:
     Examples
     --------
     >>>> from sklearn.metrics import (ConfusionMatrixDisplay,
-                                        confusion_matrix=
+                                        confusion_matrix)
     >>>> model_card = card.Card(model)
     >>>> model_card.add(license="mit")
     >>>> y_pred = model.predict(X_test)

From 1aa996e16d57b59a051a5ef70fa00a115dfd946d Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 17:30:44 +0200
Subject: [PATCH 30/62] Update examples/plot_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 examples/plot_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 9e142854..b7cc5dbb 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -78,7 +78,7 @@
 # ====================
 # We now create a model card.
 # Then, we pass information using ``add()`` and plots using ``add_plot()``.
-# We'll then save the card with the model in it.
+# We'll then save the card as `README.md`.
 
 model_card = card.Card(model)
 

From 611c7ca62ca7547b87c34ea32acbb3c5fb72a1c8 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 17:54:15 +0200
Subject: [PATCH 31/62] replaced Path, added fixture, misc nits

---
 examples/plot_hf_hub.py       |   3 +-
 examples/plot_model_card.py   |   4 +-
 skops/card/_model_card.py     | 105 ++++++++++++++++-------------
 skops/card/tests/test_card.py | 120 ++++++++++++++++------------------
 4 files changed, 120 insertions(+), 112 deletions(-)

diff --git a/examples/plot_hf_hub.py b/examples/plot_hf_hub.py
index d5fd4bb1..c6548d2b 100644
--- a/examples/plot_hf_hub.py
+++ b/examples/plot_hf_hub.py
@@ -15,6 +15,7 @@
 import json
 import os
 import pickle
+from pathlib import Path
 from tempfile import mkdtemp, mkstemp
 from uuid import uuid4
 
@@ -87,7 +88,7 @@
 # ==========
 # We will now create a model card and save it
 model_card = card.Card(model)
-model_card.save(os.path.join(f"{local_repo}", "README.md"))
+model_card.save(Path(local_repo / "README.md"))
 
 # %%
 # Push to Hub
diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 9e142854..8235cc4e 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -104,7 +104,7 @@
 )
 
 model_card.add(
-    citation="bibtex\n@inproceedings{...,year={2020}}",
+    citation_bibtex="bibtex\n@inproceedings{...,year={2020}}",
     get_started_code=get_started_code,
     model_card_authors=model_card_authors,
     limitations=limitations,
@@ -124,4 +124,4 @@
 # ===============
 # We can simply save our model card by providing a path to ``save()``
 
-model_card.save(Path(local_repo) / "README.md")
+model_card.save(Path(local_repo / "README.md"))
diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 9ad08208..79e1dc32 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -1,6 +1,7 @@
-import os
 import re
 import shutil
+import tempfile
+from pathlib import Path
 
 from modelcards import CardData, ModelCard
 from sklearn.utils import estimator_html_repr
@@ -9,7 +10,7 @@
 
 
 class Card:
-    """Intermediate model card class that will be used to generate model card.
+    """Model card class that will be used to generate model card.
     This class can be used to write information and plots to model card and save
     it. This class by default generates an interactive plot of the model and a
     table of hyperparameters. The slots to be filled are defined in the markdown
@@ -17,28 +18,27 @@ class Card:
     Parameters:
     ----------
     model: estimator object
-        Model that will be examined.
-
+        Model that will be documented.
     Notes
     -----
-    You can add plots to the model card template using add_plot, even if the
-    associated slot doesn't exist in the model card. The model card will be
-    extended accordingly.
+    You can pass your own custom template using ``add`` method. You can add
+    plots to the model card template using ``add_plot``. The key you pass to
+    ``add_plot`` will be used for header of the plot.
 
     Examples
     --------
-    >>>> from sklearn.metrics import (ConfusionMatrixDisplay,
-                                        confusion_matrix=
-    >>>> model_card = card.Card(model)
-    >>>> model_card.add(license="mit")
-    >>>> y_pred = model.predict(X_test)
-    >>>> cm = confusion_matrix(y_test, y_pred,labels=model.classes_)
-    >>>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
+    >>> from sklearn.metrics import (ConfusionMatrixDisplay,
+                                        confusion_matrix)
+    >>> model_card = card.Card(model)
+    >>> model_card.add(license="mit")
+    >>> y_pred = model.predict(X_test)
+    >>> cm = confusion_matrix(y_test, y_pred,labels=model.classes_)
+    >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
-    >>>> disp.plot()
-    >>>> plt.savefig("confusion_matrix.png")
-    >>>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
-    >>>> model_card.save(os.path.join("save_dir", "README.md"))
+    >>> disp.plot()
+    >>> plt.savefig("confusion_matrix.png")
+    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
+    >>> model_card.save(Path("save_dir" / "README.md"))
     """
 
     def __init__(self, model):
@@ -47,7 +47,7 @@ def __init__(self, model):
         # the spaces in the pipeline breaks markdown, so we replace them
         self.model_plot = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
         self.template_sections = {}
-        self.figure_paths = {}
+        self._figure_paths = {}
 
     def add(self, **kwargs):
         """Takes values to fill model card template.
@@ -74,7 +74,7 @@ def add_plot(self, **kwargs):
             been saved under the project's folder.
         """
         for plot_name, plot_path in kwargs.items():
-            self.figure_paths[plot_name] = plot_path
+            self._figure_paths[plot_name] = plot_path
         return self
 
     def save(self, path):
@@ -86,7 +86,13 @@ def save(self, path):
         Parameters:
         ----------
         path: str, or Path
-            filepath to save your card."""
+            filepath to save your card.
+
+        Notes
+        -----
+        The keys in model card metadata can be seen
+        [here](https://huggingface.co/docs/hub/models-cards#model-card-metadata).
+        """
         root = skops.__path__
 
         metadata_keys = [
@@ -111,37 +117,42 @@ def save(self, path):
 
         # if template path is not given, use default
         if self.template_sections.get("template_path") is None:
-            self.template_sections["template_path"] = os.path.join(
-                f"{root[0]}", "card", "default_template.md"
+            self.template_sections["template_path"] = (
+                Path(root[0]) / "card" / "default_template.md"
             )
 
+        # copying the template so that the original template is not touched/changed
         # append plot_name if any plots are provided, at the end of the template
         # if any plot is given, copy the template to a different path
-        if self.figure_paths:
-            shutil.copyfile(
-                self.template_sections["template_path"],
-                f"{root[0]}/temporary_template.md",
-            )
-            #  create a temporary template with the additional plots
-            self.template_sections["template_path"] = f"{root[0]}/temporary_template.md"
-            with open(self.template_sections["template_path"], "a") as template:
+        if self._figure_paths:
+            with tempfile.NamedTemporaryFile() as fp:
+                shutil.copyfile(
+                    self.template_sections["template_path"],
+                    fp.name,
+                )
+                #  create a temporary template with the additional plots
+                self.template_sections["template_path"] = fp.name
                 # add plots at the end of the template
-                for plot in self.figure_paths:
-                    template.write(
-                        f"\n\n{plot}\n" + f"![{plot}]({self.figure_paths[plot]})\n\n"
-                    )
-                template.close()
-
-        card = ModelCard.from_template(
-            card_data=card_data,
-            hyperparameter_table=self.hyperparameter_table,
-            model_plot=self.model_plot,
-            **self.template_sections,
-        )
-
-        # remove temporary template if it exists
-        if os.path.exists(f"{root[0]}/temporary_template.md"):
-            os.remove(f"{root[0]}/temporary_template.md")
+                with open(self.template_sections["template_path"], "a") as template:
+                    for plot in self._figure_paths:
+                        template.write(
+                            f"\n\n{plot}\n"
+                            + f"![{plot}]({self._figure_paths[plot]})\n\n"
+                        )
+                card = ModelCard.from_template(
+                    card_data=card_data,
+                    hyperparameter_table=self.hyperparameter_table,
+                    model_plot=self.model_plot,
+                    **self.template_sections,
+                )
+
+        else:
+            card = ModelCard.from_template(
+                card_data=card_data,
+                hyperparameter_table=self.hyperparameter_table,
+                model_plot=self.model_plot,
+                **self.template_sections,
+            )
 
         card.save(path)
 
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index 0233042b..d721c9fd 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -1,8 +1,9 @@
-import os
 import tempfile
+from pathlib import Path
 
 import matplotlib.pyplot as plt
 import numpy as np
+import pytest
 from sklearn.linear_model import LinearRegression
 
 import skops
@@ -22,75 +23,70 @@ def generate_card():
     return model_card
 
 
-def test_save_model_card():
+@pytest.fixture
+def destination_path():
     with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
-        model = fit_model()
-        model_card = Card(model)
-        model_card.save(os.path.join(f"{dir_path}", "README.md"))
-        assert os.path.exists(f"{dir_path}/README.md")
+        yield Path(dir_path)
 
 
-def test_hyperparameter_table():
-    with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
-        model_card = generate_card()
-        model_card.save(os.path.join(f"{dir_path}", "README.md"))
-        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
-            model_card = f.read()
-        assert "fit_intercept" in model_card
+def test_save_model_card(destination_path):
+    model = fit_model()
+    model_card = Card(model)
+    model_card.save((Path(destination_path) / "README.md"))
+    assert (Path(destination_path) / "README.md").exists()
 
 
-def test_plot_model():
-    with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
-        model_card = generate_card()
-        model_card.save(os.path.join(f"{dir_path}", "README.md"))
-        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
-            model_card = f.read()
-            assert "<style>" in model_card
+def test_hyperparameter_table(destination_path):
+    model_card = generate_card()
+    model_card.save((Path(destination_path) / "README.md"))
+    with open((Path(destination_path) / "README.md"), "r") as f:
+        model_card = f.read()
+    assert "fit_intercept" in model_card
 
 
-def test_add():
-    with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
-        model_card = generate_card()
-        model_card.add(model_description="sklearn FTW")
-        model_card.save(os.path.join(f"{dir_path}", "README.md"))
-        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
-            model_card = f.read()
-            assert "sklearn FTW" in model_card
+def test_plot_model(destination_path):
+    model_card = generate_card()
+    model_card.save((Path(destination_path) / "README.md"))
+    with open((Path(destination_path) / "README.md"), "r") as f:
+        model_card = f.read()
+        assert "<style>" in model_card
 
 
-def test_add_plot():
-    with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
-        model_card = generate_card()
-        plt.plot([4, 5, 6, 7])
-        plt.savefig(f"{dir_path}/fig1.png")
-        model_card.add_plot(fig1="fig1.png")
-        model_card.save(os.path.join(f"{dir_path}", "README.md"))
-        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
-            model_card = f.read()
-            assert "![fig1](fig1.png)" in model_card
-        assert os.path.exists(f"{dir_path}/fig1.png")
-
-
-def test_temporary_plot():
+def test_add(destination_path):
+    model_card = generate_card()
+    model_card.add(model_description="sklearn FTW")
+    model_card.save((Path(destination_path) / "README.md"))
+    with open((Path(destination_path) / "README.md"), "r") as f:
+        model_card = f.read()
+        assert "sklearn FTW" in model_card
+
+
+def test_add_plot(destination_path):
+    model_card = generate_card()
+    plt.plot([4, 5, 6, 7])
+    plt.savefig(f"{destination_path}/fig1.png")
+    model_card.add_plot(fig1="fig1.png")
+    model_card.save(Path(destination_path) / "README.md")
+    with open((Path(destination_path) / "README.md"), "r") as f:
+        model_card = f.read()
+        assert "![fig1](fig1.png)" in model_card
+    assert (Path(destination_path) / "fig1.png").exists()
+
+
+def test_temporary_plot(destination_path):
     # test if the additions are made to a temporary template file
     # and not to default template or template provided
-    with tempfile.TemporaryDirectory(prefix="skops-test") as dir_path:
-        root = skops.__path__
-        # read original template
-        with open(os.path.join(f"{root[0]}", "card", "default_template.md")) as f:
-            default_template = f.read()
-            f.seek(0)
-        model_card = generate_card()
-        plt.plot([4, 5, 6, 7])
-        plt.savefig(f"{dir_path}/fig1.png")
-        model_card.add_plot(fig1="fig1.png")
-        model_card.save(os.path.join(f"{dir_path}", "README.md"))
-        # make sure the card has plots
-        with open(os.path.join(f"{dir_path}", "README.md"), "r") as f:
-            model_card = f.read()
-            assert "![fig1](fig1.png)" in model_card
-
-        # check if default template is not modified
-        with open(os.path.join(f"{root[0]}", "card", "default_template.md")) as f:
-            default_template_post = f.read()
-        assert default_template == default_template_post
+    root = skops.__path__
+    # read original template
+    with open((Path(root[0]) / "card" / "default_template.md")) as f:
+        default_template = f.read()
+        f.seek(0)
+    model_card = generate_card()
+    plt.plot([4, 5, 6, 7])
+    plt.savefig((Path(destination_path) / "fig1.png"))
+    model_card.add_plot(fig1="fig1.png")
+    model_card.save((Path(destination_path) / "README.md"))
+    # check if default template is not modified
+    with open((Path(root[0]) / "card" / "default_template.md")) as f:
+        default_template_post = f.read()
+    assert default_template == default_template_post

From b9219944bd95bce33303079671ed6596c966f4f8 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 17:58:55 +0200
Subject: [PATCH 32/62] removed unnecessary assert

---
 skops/card/tests/test_card.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index d721c9fd..f87c912e 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -70,7 +70,6 @@ def test_add_plot(destination_path):
     with open((Path(destination_path) / "README.md"), "r") as f:
         model_card = f.read()
         assert "![fig1](fig1.png)" in model_card
-    assert (Path(destination_path) / "fig1.png").exists()
 
 
 def test_temporary_plot(destination_path):

From c312a1fb73ea0ee878b7056fe2cb4b6755b05e91 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:13:21 +0200
Subject: [PATCH 33/62] added plotting option for diagram and associated test

---
 skops/card/_model_card.py     |  9 +++++++--
 skops/card/tests/test_card.py | 12 ++++++++++--
 2 files changed, 17 insertions(+), 4 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 79e1dc32..879ed65e 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -19,6 +19,8 @@ class Card:
     ----------
     model: estimator object
         Model that will be documented.
+    model_diagram: bool, optional
+        Set to True if model diagram should be plotted in the card.
     Notes
     -----
     You can pass your own custom template using ``add`` method. You can add
@@ -41,11 +43,14 @@ class Card:
     >>> model_card.save(Path("save_dir" / "README.md"))
     """
 
-    def __init__(self, model):
+    def __init__(self, model, model_diagram=True):
         self.model = model
         self.hyperparameter_table = self._extract_estimator_config()
         # the spaces in the pipeline breaks markdown, so we replace them
-        self.model_plot = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
+        if model_diagram is True:
+            self.model_plot = re.sub(r"\n\s+", "", str(estimator_html_repr(model)))
+        else:
+            self.model_plot = None
         self.template_sections = {}
         self._figure_paths = {}
 
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index f87c912e..f55301b8 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -17,9 +17,9 @@ def fit_model():
     return reg
 
 
-def generate_card():
+def generate_card(model_diagram=True):
     model = fit_model()
-    model_card = Card(model)
+    model_card = Card(model, model_diagram)
     return model_card
 
 
@@ -52,6 +52,14 @@ def test_plot_model(destination_path):
         assert "<style>" in model_card
 
 
+def test_plot_model_false(destination_path):
+    model_card = generate_card(model_diagram=False)
+    model_card.save((Path(destination_path) / "README.md"))
+    with open((Path(destination_path) / "README.md"), "r") as f:
+        model_card = f.read()
+        assert "<style>" not in model_card
+
+
 def test_add(destination_path):
     model_card = generate_card()
     model_card.add(model_description="sklearn FTW")

From b7f77d9ba5dcdabd8e111c21966194e7c7284103 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:24:41 +0200
Subject: [PATCH 34/62] make html

---
 examples/plot_hf_hub.py     | 2 +-
 examples/plot_model_card.py | 2 +-
 2 files changed, 2 insertions(+), 2 deletions(-)

diff --git a/examples/plot_hf_hub.py b/examples/plot_hf_hub.py
index c6548d2b..347e1871 100644
--- a/examples/plot_hf_hub.py
+++ b/examples/plot_hf_hub.py
@@ -88,7 +88,7 @@
 # ==========
 # We will now create a model card and save it
 model_card = card.Card(model)
-model_card.save(Path(local_repo / "README.md"))
+model_card.save((Path(local_repo) / "README.md"))
 
 # %%
 # Push to Hub
diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index dd9ddb24..fe184f0f 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -124,4 +124,4 @@
 # ===============
 # We can simply save our model card by providing a path to ``save()``
 
-model_card.save(Path(local_repo / "README.md"))
+model_card.save((Path(local_repo) / "README.md"))

From f379b8347c68524ba0b8cbf3b60c012ab7e920bf Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:27:31 +0200
Subject: [PATCH 35/62] fix docs

---
 skops/card/_model_card.py | 3 +--
 1 file changed, 1 insertion(+), 2 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 879ed65e..d51b9309 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -29,8 +29,7 @@ class Card:
 
     Examples
     --------
-    >>> from sklearn.metrics import (ConfusionMatrixDisplay,
-                                        confusion_matrix)
+    >>> from sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix
     >>> model_card = card.Card(model)
     >>> model_card.add(license="mit")
     >>> y_pred = model.predict(X_test)

From 535e698c7fdc689af8e85ecc3ecaf2275bcec350 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:35:08 +0200
Subject: [PATCH 36/62] fix docstring user guide

---
 skops/card/_model_card.py | 11 ++++++++---
 1 file changed, 8 insertions(+), 3 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index d51b9309..e4ba3293 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -30,10 +30,15 @@ class Card:
     Examples
     --------
     >>> from sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix
+    >>> from sklearn.datasets import load_iris
+    >>> from sklearn.linear_model import LogisticRegression
+    >>> from skops import card
+    >>> X, y = load_iris(return_X_y=True)
+    >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
-    >>> model_card.add(license="mit")
-    >>> y_pred = model.predict(X_test)
-    >>> cm = confusion_matrix(y_test, y_pred,labels=model.classes_)
+    >>> model_card.add(license="mit").add("datasets"="iris")
+    >>> y_pred = model.predict(X)
+    >>> cm = confusion_matrix(X, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
     >>> disp.plot()

From e9908f3924101640da575f9e87d116e7b16b7102 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:37:16 +0200
Subject: [PATCH 37/62] fix docstring

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index e4ba3293..ec5a4e02 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -36,7 +36,7 @@ class Card:
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
-    >>> model_card.add(license="mit").add("datasets"="iris")
+    >>> model_card.add(license="mit").add(datasets="iris")
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(X, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,

From a2aaaa78d01469fb14b5c1efda7aef50cca6f894 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:39:59 +0200
Subject: [PATCH 38/62] fix docstring

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index ec5a4e02..944e5a84 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -36,7 +36,7 @@ class Card:
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
-    >>> model_card.add(license="mit").add(datasets="iris")
+    >>> model_card.add(license="mit")
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(X, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,

From 5f4b0cce37442d3f1e2c905b4717eeba6b9dcf5d Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:47:33 +0200
Subject: [PATCH 39/62] fix docstring

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 944e5a84..86fc7777 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -36,7 +36,7 @@ class Card:
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
-    >>> model_card.add(license="mit")
+    >>> model_card = model_card.add(license="mit")
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(X, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,

From 27051f46527cecb6dc0c774cdf4ea1e439b0bd85 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:51:44 +0200
Subject: [PATCH 40/62] fix docstring

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 86fc7777..256bf118 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -38,7 +38,7 @@ class Card:
     >>> model_card = card.Card(model)
     >>> model_card = model_card.add(license="mit")
     >>> y_pred = model.predict(X)
-    >>> cm = confusion_matrix(X, y_pred,labels=model.classes_)
+    >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
     >>> disp.plot()

From d6ded6b9500f25ba92893a5afeac58baea38d023 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:54:25 +0200
Subject: [PATCH 41/62] fix docstring

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 256bf118..81922514 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -41,7 +41,7 @@ class Card:
     >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
-    >>> disp.plot()
+    >>> plot = disp.plot()
     >>> plt.savefig("confusion_matrix.png")
     >>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
     >>> model_card.save(Path("save_dir" / "README.md"))

From 129d710f724bc2ab6f983e42a0cc71b74e23fa3f Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:54:50 +0200
Subject: [PATCH 42/62] fix docstring

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 81922514..fec301db 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -43,7 +43,7 @@ class Card:
     ... display_labels=model.classes_)
     >>> plot = disp.plot()
     >>> plt.savefig("confusion_matrix.png")
-    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
+    >>> model_card = model_card.add_plot(confusion_matrix="confusion_matrix.png")
     >>> model_card.save(Path("save_dir" / "README.md"))
     """
 

From 3a0ceece2f005cf5ce7b16714c1a9fc4ce0044f3 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:57:34 +0200
Subject: [PATCH 43/62] fix docstring

---
 skops/card/_model_card.py | 1 +
 1 file changed, 1 insertion(+)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index fec301db..16225bf6 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -32,6 +32,7 @@ class Card:
     >>> from sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix
     >>> from sklearn.datasets import load_iris
     >>> from sklearn.linear_model import LogisticRegression
+    >>> import matplotlib.pyplot as plt
     >>> from skops import card
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)

From 0403c0ff1fb0050ad1dce24376904da5c8811fb5 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 18:59:38 +0200
Subject: [PATCH 44/62] fix docstring

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 16225bf6..47ee68f6 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -45,7 +45,7 @@ class Card:
     >>> plot = disp.plot()
     >>> plt.savefig("confusion_matrix.png")
     >>> model_card = model_card.add_plot(confusion_matrix="confusion_matrix.png")
-    >>> model_card.save(Path("save_dir" / "README.md"))
+    >>> model_card.save((Path("save_dir") / "README.md"))
     """
 
     def __init__(self, model, model_diagram=True):

From 725ba0f3952185093f9c6717ec3e538592fe0bb6 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 19:02:00 +0200
Subject: [PATCH 45/62] fix expected nothing error

---
 skops/card/_model_card.py | 9 ++++++---
 1 file changed, 6 insertions(+), 3 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 47ee68f6..9dbb3d9e 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -37,14 +37,17 @@ class Card:
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
-    >>> model_card = model_card.add(license="mit")
+    >>> model_card.add(license="mit")
+    ...
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
-    >>> plot = disp.plot()
+    >>> disp.plot()
+    ...
     >>> plt.savefig("confusion_matrix.png")
-    >>> model_card = model_card.add_plot(confusion_matrix="confusion_matrix.png")
+    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
+    ...
     >>> model_card.save((Path("save_dir") / "README.md"))
     """
 

From 96453b031678fc89905a776f17412fbe41fa730e Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 19:17:01 +0200
Subject: [PATCH 46/62] added ellipsis

---
 skops/card/_model_card.py | 13 +++++--------
 1 file changed, 5 insertions(+), 8 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 9dbb3d9e..232d2fde 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -37,18 +37,15 @@ class Card:
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
-    >>> model_card.add(license="mit")
-    ...
+    >>> model_card.add(license="mit") # doctest: +ELLIPSIS
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
-    >>> disp.plot()
-    ...
-    >>> plt.savefig("confusion_matrix.png")
-    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
-    ...
-    >>> model_card.save((Path("save_dir") / "README.md"))
+    >>> disp.plot() # doctest: +ELLIPSIS
+    >>> plt.savefig("confusion_matrix.png") # doctest: +ELLIPSIS
+    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png") # doctest: +ELLIPSIS
+    >>> model_card.save((Path("save_dir") / "README.md")) # doctest: +ELLIPSIS
     """
 
     def __init__(self, model, model_diagram=True):

From 1b9caea554301dee232e9ca1a6bafe451f95b9d1 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 19:20:26 +0200
Subject: [PATCH 47/62] added ellipsis

---
 skops/card/_model_card.py | 5 +++++
 1 file changed, 5 insertions(+)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 232d2fde..b680f604 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -38,14 +38,19 @@ class Card:
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
     >>> model_card.add(license="mit") # doctest: +ELLIPSIS
+    ...
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
     >>> disp.plot() # doctest: +ELLIPSIS
+    ...
     >>> plt.savefig("confusion_matrix.png") # doctest: +ELLIPSIS
+    ...
     >>> model_card.add_plot(confusion_matrix="confusion_matrix.png") # doctest: +ELLIPSIS
+    ...
     >>> model_card.save((Path("save_dir") / "README.md")) # doctest: +ELLIPSIS
+    ...
     """
 
     def __init__(self, model, model_diagram=True):

From c9d7c3d51ac3c762fd08a48eecdd82f61a4d503f Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 19:35:36 +0200
Subject: [PATCH 48/62] putting ellipsis inside object

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index b680f604..881d1b79 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -38,7 +38,7 @@ class Card:
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
     >>> model_card.add(license="mit") # doctest: +ELLIPSIS
-    ...
+    <skops.card._model_card.Card object at ...>
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,

From 16693fa8b42aac7b25da1d21de53faad399ede2c Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 19:38:54 +0200
Subject: [PATCH 49/62] putting ellipsis inside object works lol

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 881d1b79..609ed8d4 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -44,7 +44,7 @@ class Card:
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
     >>> disp.plot() # doctest: +ELLIPSIS
-    ...
+    <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at ...>
     >>> plt.savefig("confusion_matrix.png") # doctest: +ELLIPSIS
     ...
     >>> model_card.add_plot(confusion_matrix="confusion_matrix.png") # doctest: +ELLIPSIS

From e0691ffde2c1daf05e8bc7e2844e13edd4353ec4 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 19:41:07 +0200
Subject: [PATCH 50/62] putting ellipsis inside object

---
 skops/card/_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 609ed8d4..bb120176 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -48,7 +48,7 @@ class Card:
     >>> plt.savefig("confusion_matrix.png") # doctest: +ELLIPSIS
     ...
     >>> model_card.add_plot(confusion_matrix="confusion_matrix.png") # doctest: +ELLIPSIS
-    ...
+    <skops.card._model_card.Card object at ...>
     >>> model_card.save((Path("save_dir") / "README.md")) # doctest: +ELLIPSIS
     ...
     """

From 9e338b542301ad6ac7bc1e478345039cba1e5b8f Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Mon, 25 Jul 2022 19:50:03 +0200
Subject: [PATCH 51/62] swapped namedtemporaryfile with tempdir for windows
 tests

---
 skops/card/_model_card.py | 8 +++++---
 1 file changed, 5 insertions(+), 3 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index bb120176..2fa28735 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -140,13 +140,15 @@ def save(self, path):
         # append plot_name if any plots are provided, at the end of the template
         # if any plot is given, copy the template to a different path
         if self._figure_paths:
-            with tempfile.NamedTemporaryFile() as fp:
+            with tempfile.TemporaryDirectory() as tmpdirname:
                 shutil.copyfile(
                     self.template_sections["template_path"],
-                    fp.name,
+                    f"{tmpdirname}/temporary_template.md",
                 )
                 #  create a temporary template with the additional plots
-                self.template_sections["template_path"] = fp.name
+                self.template_sections[
+                    "template_path"
+                ] = f"{tmpdirname}/temporary_template.md"
                 # add plots at the end of the template
                 with open(self.template_sections["template_path"], "a") as template:
                     for plot in self._figure_paths:

From f15b7d453b8ab4c65fb257a6e831892d041c76a3 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Tue, 26 Jul 2022 12:21:03 +0200
Subject: [PATCH 52/62] removed ellipsis at every line

---
 skops/card/_model_card.py | 16 ++++++++--------
 1 file changed, 8 insertions(+), 8 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 2fa28735..877c729f 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -37,20 +37,20 @@ class Card:
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
-    >>> model_card.add(license="mit") # doctest: +ELLIPSIS
-    <skops.card._model_card.Card object at ...>
+    >>> model_card.add(license="mit")
+        <skops.card._model_card.Card object at ...>
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
-    >>> disp.plot() # doctest: +ELLIPSIS
+    >>> disp.plot()
     <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at ...>
-    >>> plt.savefig("confusion_matrix.png") # doctest: +ELLIPSIS
-    ...
-    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png") # doctest: +ELLIPSIS
+    >>> plt.savefig("confusion_matrix.png")
+        ...
+    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
     <skops.card._model_card.Card object at ...>
-    >>> model_card.save((Path("save_dir") / "README.md")) # doctest: +ELLIPSIS
-    ...
+    >>> model_card.save((Path("save_dir") / "README.md"))
+        ...
     """
 
     def __init__(self, model, model_diagram=True):

From 68fd0e979cd29739b73c070f2ec6413eb1e61fe1 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Tue, 26 Jul 2022 12:24:05 +0200
Subject: [PATCH 53/62] brought back ellipsis

---
 skops/card/_model_card.py | 8 ++++----
 1 file changed, 4 insertions(+), 4 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 877c729f..633f50d2 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -37,19 +37,19 @@ class Card:
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
-    >>> model_card.add(license="mit")
+    >>> model_card.add(license="mit")  # doctest: +ELLIPSIS
         <skops.card._model_card.Card object at ...>
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
     ... display_labels=model.classes_)
-    >>> disp.plot()
+    >>> disp.plot()  # doctest: +ELLIPSIS
     <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at ...>
     >>> plt.savefig("confusion_matrix.png")
         ...
-    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png")
+    >>> model_card.add_plot(confusion_matrix="confusion_matrix.png") # doctest: +ELLIPSIS
     <skops.card._model_card.Card object at ...>
-    >>> model_card.save((Path("save_dir") / "README.md"))
+    >>> model_card.save((Path("save_dir") / "README.md")) # doctest: +ELLIPSIS
         ...
     """
 

From 2f2b05f39263d8f8eccee9f7dd3a52e472dcc5e6 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Tue, 26 Jul 2022 12:40:34 +0200
Subject: [PATCH 54/62] revert whitespaces for ellipsis

---
 skops/card/_model_card.py | 6 +++---
 1 file changed, 3 insertions(+), 3 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 633f50d2..63dd3e5d 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -38,7 +38,7 @@ class Card:
     >>> model = LogisticRegression(random_state=0).fit(X, y)
     >>> model_card = card.Card(model)
     >>> model_card.add(license="mit")  # doctest: +ELLIPSIS
-        <skops.card._model_card.Card object at ...>
+    <skops.card._model_card.Card object at ...>
     >>> y_pred = model.predict(X)
     >>> cm = confusion_matrix(y, y_pred,labels=model.classes_)
     >>> disp = ConfusionMatrixDisplay(confusion_matrix=cm,
@@ -46,11 +46,11 @@ class Card:
     >>> disp.plot()  # doctest: +ELLIPSIS
     <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at ...>
     >>> plt.savefig("confusion_matrix.png")
-        ...
+    ...
     >>> model_card.add_plot(confusion_matrix="confusion_matrix.png") # doctest: +ELLIPSIS
     <skops.card._model_card.Card object at ...>
     >>> model_card.save((Path("save_dir") / "README.md")) # doctest: +ELLIPSIS
-        ...
+    ...
     """
 
     def __init__(self, model, model_diagram=True):

From cb6379a6c375ed05b9f2d1b719880e8da735ed24 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Tue, 26 Jul 2022 13:10:41 +0200
Subject: [PATCH 55/62] added model card generation to fixtures and added tests
 to metadata

---
 .../README.md                                 | 75 +++++++++++++++++++
 .../README.md                                 | 74 ++++++++++++++++++
 .../README.md                                 | 74 ++++++++++++++++++
 .../README.md                                 | 74 ++++++++++++++++++
 .../README.md                                 | 74 ++++++++++++++++++
 .../README.md                                 | 74 ++++++++++++++++++
 skops/card/tests/test_card.py                 | 39 +++++-----
 7 files changed, 466 insertions(+), 18 deletions(-)
 create mode 100644 <function destination_path at 0x7f92a70b43b0>/README.md
 create mode 100644 <function destination_path at 0x7f9fd47b43b0>/README.md
 create mode 100644 <function destination_path at 0x7fb273f8e3b0>/README.md
 create mode 100644 <function destination_path at 0x7fb50af853b0>/README.md
 create mode 100644 <function destination_path at 0x7fcc65f843b0>/README.md
 create mode 100644 <function destination_path at 0x7fe1837cb3b0>/README.md

diff --git a/<function destination_path at 0x7f92a70b43b0>/README.md b/<function destination_path at 0x7f92a70b43b0>/README.md
new file mode 100644
index 00000000..650eb630
--- /dev/null
+++ b/<function destination_path at 0x7f92a70b43b0>/README.md	
@@ -0,0 +1,75 @@
+---
+library_name: sklearn
+tags: dummy
+---
+
+# Model description
+
+[More Information Needed]
+
+## Intended uses & limitations
+
+[More Information Needed]
+
+## Training Procedure
+
+### Hyperparameters
+
+The model is trained with below hyperparameters.
+
+<details>
+<summary> Click to expand </summary>
+
+| Hyperparameters | Value |
+| :-- | :-- |
+| copy_X | True |
+| fit_intercept | True |
+| n_jobs | None |
+| normalize | deprecated |
+| positive | False |
+
+
+</details>
+
+### Model Plot
+
+The model plot is below.
+
+<style>#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e {color: black;background-color: white;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e pre{padding: 0;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-toggleable {background-color: white;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-estimator:hover {background-color: #d4ebff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-item {z-index: 1;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item:only-child::after {width: 0;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-text-repr-fallback {display: none;}</style><div id="sk-2adc95f8-78bb-451b-966a-4eaec8113c1e" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="0d9b781a-0832-4e12-860f-0622600f5af9" type="checkbox" checked><label for="0d9b781a-0832-4e12-860f-0622600f5af9" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
+
+# How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+<details>
+<summary> Click to expand </summary>
+
+```
+[More Information Needed]
+
+```
+
+</details>
+
+
+
+
+# Model Card Authors
+
+This model card is written by following authors:
+
+[More Information Needed]
+
+# Model Card Contact
+
+You can contact the model card authors through following channels:
+[More Information Needed]
+
+# Citation
+
+Below you can find information related to citation.
+
+**BibTeX:**
+```
+[More Information Needed]
+```
diff --git a/<function destination_path at 0x7f9fd47b43b0>/README.md b/<function destination_path at 0x7f9fd47b43b0>/README.md
new file mode 100644
index 00000000..1f1afd96
--- /dev/null
+++ b/<function destination_path at 0x7f9fd47b43b0>/README.md	
@@ -0,0 +1,74 @@
+---
+library_name: sklearn
+---
+
+# Model description
+
+[More Information Needed]
+
+## Intended uses & limitations
+
+[More Information Needed]
+
+## Training Procedure
+
+### Hyperparameters
+
+The model is trained with below hyperparameters.
+
+<details>
+<summary> Click to expand </summary>
+
+| Hyperparameters | Value |
+| :-- | :-- |
+| copy_X | True |
+| fit_intercept | True |
+| n_jobs | None |
+| normalize | deprecated |
+| positive | False |
+
+
+</details>
+
+### Model Plot
+
+The model plot is below.
+
+<style>#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf {color: black;background-color: white;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf pre{padding: 0;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-toggleable {background-color: white;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-estimator:hover {background-color: #d4ebff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-item {z-index: 1;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item:only-child::after {width: 0;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-text-repr-fallback {display: none;}</style><div id="sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="74640348-0af1-4dad-9a3e-e889078027ca" type="checkbox" checked><label for="74640348-0af1-4dad-9a3e-e889078027ca" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
+
+# How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+<details>
+<summary> Click to expand </summary>
+
+```
+[More Information Needed]
+
+```
+
+</details>
+
+
+
+
+# Model Card Authors
+
+This model card is written by following authors:
+
+[More Information Needed]
+
+# Model Card Contact
+
+You can contact the model card authors through following channels:
+[More Information Needed]
+
+# Citation
+
+Below you can find information related to citation.
+
+**BibTeX:**
+```
+[More Information Needed]
+```
diff --git a/<function destination_path at 0x7fb273f8e3b0>/README.md b/<function destination_path at 0x7fb273f8e3b0>/README.md
new file mode 100644
index 00000000..6f1cb69e
--- /dev/null
+++ b/<function destination_path at 0x7fb273f8e3b0>/README.md	
@@ -0,0 +1,74 @@
+---
+library_name: sklearn
+---
+
+# Model description
+
+[More Information Needed]
+
+## Intended uses & limitations
+
+[More Information Needed]
+
+## Training Procedure
+
+### Hyperparameters
+
+The model is trained with below hyperparameters.
+
+<details>
+<summary> Click to expand </summary>
+
+| Hyperparameters | Value |
+| :-- | :-- |
+| copy_X | True |
+| fit_intercept | True |
+| n_jobs | None |
+| normalize | deprecated |
+| positive | False |
+
+
+</details>
+
+### Model Plot
+
+The model plot is below.
+
+<style>#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec {color: black;background-color: white;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec pre{padding: 0;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-toggleable {background-color: white;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-estimator:hover {background-color: #d4ebff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-item {z-index: 1;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item:only-child::after {width: 0;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-text-repr-fallback {display: none;}</style><div id="sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="07062c31-17a5-471a-9e1f-cf44b95a0d2f" type="checkbox" checked><label for="07062c31-17a5-471a-9e1f-cf44b95a0d2f" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
+
+# How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+<details>
+<summary> Click to expand </summary>
+
+```
+[More Information Needed]
+
+```
+
+</details>
+
+
+
+
+# Model Card Authors
+
+This model card is written by following authors:
+
+[More Information Needed]
+
+# Model Card Contact
+
+You can contact the model card authors through following channels:
+[More Information Needed]
+
+# Citation
+
+Below you can find information related to citation.
+
+**BibTeX:**
+```
+[More Information Needed]
+```
diff --git a/<function destination_path at 0x7fb50af853b0>/README.md b/<function destination_path at 0x7fb50af853b0>/README.md
new file mode 100644
index 00000000..a07ce4ae
--- /dev/null
+++ b/<function destination_path at 0x7fb50af853b0>/README.md	
@@ -0,0 +1,74 @@
+---
+library_name: sklearn
+---
+
+# Model description
+
+[More Information Needed]
+
+## Intended uses & limitations
+
+[More Information Needed]
+
+## Training Procedure
+
+### Hyperparameters
+
+The model is trained with below hyperparameters.
+
+<details>
+<summary> Click to expand </summary>
+
+| Hyperparameters | Value |
+| :-- | :-- |
+| copy_X | True |
+| fit_intercept | True |
+| n_jobs | None |
+| normalize | deprecated |
+| positive | False |
+
+
+</details>
+
+### Model Plot
+
+The model plot is below.
+
+<style>#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b {color: black;background-color: white;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b pre{padding: 0;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-toggleable {background-color: white;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-estimator:hover {background-color: #d4ebff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-item {z-index: 1;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item:only-child::after {width: 0;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-text-repr-fallback {display: none;}</style><div id="sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="a4c3291f-bcf3-40f3-b284-246b11aa58ab" type="checkbox" checked><label for="a4c3291f-bcf3-40f3-b284-246b11aa58ab" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
+
+# How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+<details>
+<summary> Click to expand </summary>
+
+```
+[More Information Needed]
+
+```
+
+</details>
+
+
+
+
+# Model Card Authors
+
+This model card is written by following authors:
+
+[More Information Needed]
+
+# Model Card Contact
+
+You can contact the model card authors through following channels:
+[More Information Needed]
+
+# Citation
+
+Below you can find information related to citation.
+
+**BibTeX:**
+```
+[More Information Needed]
+```
diff --git a/<function destination_path at 0x7fcc65f843b0>/README.md b/<function destination_path at 0x7fcc65f843b0>/README.md
new file mode 100644
index 00000000..3236710b
--- /dev/null
+++ b/<function destination_path at 0x7fcc65f843b0>/README.md	
@@ -0,0 +1,74 @@
+---
+library_name: sklearn
+---
+
+# Model description
+
+[More Information Needed]
+
+## Intended uses & limitations
+
+[More Information Needed]
+
+## Training Procedure
+
+### Hyperparameters
+
+The model is trained with below hyperparameters.
+
+<details>
+<summary> Click to expand </summary>
+
+| Hyperparameters | Value |
+| :-- | :-- |
+| copy_X | True |
+| fit_intercept | True |
+| n_jobs | None |
+| normalize | deprecated |
+| positive | False |
+
+
+</details>
+
+### Model Plot
+
+The model plot is below.
+
+<style>#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab {color: black;background-color: white;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab pre{padding: 0;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-toggleable {background-color: white;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-estimator:hover {background-color: #d4ebff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-item {z-index: 1;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item:only-child::after {width: 0;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-text-repr-fallback {display: none;}</style><div id="sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="22db887e-8a88-445b-83e6-6a324391270a" type="checkbox" checked><label for="22db887e-8a88-445b-83e6-6a324391270a" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
+
+# How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+<details>
+<summary> Click to expand </summary>
+
+```
+[More Information Needed]
+
+```
+
+</details>
+
+
+
+
+# Model Card Authors
+
+This model card is written by following authors:
+
+[More Information Needed]
+
+# Model Card Contact
+
+You can contact the model card authors through following channels:
+[More Information Needed]
+
+# Citation
+
+Below you can find information related to citation.
+
+**BibTeX:**
+```
+[More Information Needed]
+```
diff --git a/<function destination_path at 0x7fe1837cb3b0>/README.md b/<function destination_path at 0x7fe1837cb3b0>/README.md
new file mode 100644
index 00000000..6e5572d3
--- /dev/null
+++ b/<function destination_path at 0x7fe1837cb3b0>/README.md	
@@ -0,0 +1,74 @@
+---
+library_name: sklearn
+---
+
+# Model description
+
+[More Information Needed]
+
+## Intended uses & limitations
+
+[More Information Needed]
+
+## Training Procedure
+
+### Hyperparameters
+
+The model is trained with below hyperparameters.
+
+<details>
+<summary> Click to expand </summary>
+
+| Hyperparameters | Value |
+| :-- | :-- |
+| copy_X | True |
+| fit_intercept | True |
+| n_jobs | None |
+| normalize | deprecated |
+| positive | False |
+
+
+</details>
+
+### Model Plot
+
+The model plot is below.
+
+<style>#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 {color: black;background-color: white;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 pre{padding: 0;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-toggleable {background-color: white;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-estimator:hover {background-color: #d4ebff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-item {z-index: 1;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item:only-child::after {width: 0;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-text-repr-fallback {display: none;}</style><div id="sk-ed92dd19-f052-4669-a02c-e5afdeabfa05" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="9b12d011-fb83-4e47-9b96-d94ab465a98f" type="checkbox" checked><label for="9b12d011-fb83-4e47-9b96-d94ab465a98f" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
+
+# How to Get Started with the Model
+
+Use the code below to get started with the model.
+
+<details>
+<summary> Click to expand </summary>
+
+```
+[More Information Needed]
+
+```
+
+</details>
+
+
+
+
+# Model Card Authors
+
+This model card is written by following authors:
+
+[More Information Needed]
+
+# Model Card Contact
+
+You can contact the model card authors through following channels:
+[More Information Needed]
+
+# Citation
+
+Below you can find information related to citation.
+
+**BibTeX:**
+```
+[More Information Needed]
+```
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index f55301b8..b6724141 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -17,10 +17,11 @@ def fit_model():
     return reg
 
 
-def generate_card(model_diagram=True):
+@pytest.fixture
+def model_card(model_diagram=True):
     model = fit_model()
-    model_card = Card(model, model_diagram)
-    return model_card
+    card = Card(model, model_diagram)
+    yield card
 
 
 @pytest.fixture
@@ -29,39 +30,35 @@ def destination_path():
         yield Path(dir_path)
 
 
-def test_save_model_card(destination_path):
-    model = fit_model()
-    model_card = Card(model)
+def test_save_model_card(destination_path, model_card):
     model_card.save((Path(destination_path) / "README.md"))
     assert (Path(destination_path) / "README.md").exists()
 
 
-def test_hyperparameter_table(destination_path):
-    model_card = generate_card()
+def test_hyperparameter_table(destination_path, model_card):
     model_card.save((Path(destination_path) / "README.md"))
     with open((Path(destination_path) / "README.md"), "r") as f:
         model_card = f.read()
     assert "fit_intercept" in model_card
 
 
-def test_plot_model(destination_path):
-    model_card = generate_card()
+def test_plot_model(destination_path, model_card):
     model_card.save((Path(destination_path) / "README.md"))
     with open((Path(destination_path) / "README.md"), "r") as f:
         model_card = f.read()
         assert "<style>" in model_card
 
 
-def test_plot_model_false(destination_path):
-    model_card = generate_card(model_diagram=False)
+def test_plot_model_false(destination_path, model_card):
+    model = fit_model()
+    model_card = Card(model, model_diagram=False)
     model_card.save((Path(destination_path) / "README.md"))
     with open((Path(destination_path) / "README.md"), "r") as f:
         model_card = f.read()
         assert "<style>" not in model_card
 
 
-def test_add(destination_path):
-    model_card = generate_card()
+def test_add(destination_path, model_card):
     model_card.add(model_description="sklearn FTW")
     model_card.save((Path(destination_path) / "README.md"))
     with open((Path(destination_path) / "README.md"), "r") as f:
@@ -69,8 +66,7 @@ def test_add(destination_path):
         assert "sklearn FTW" in model_card
 
 
-def test_add_plot(destination_path):
-    model_card = generate_card()
+def test_add_plot(destination_path, model_card):
     plt.plot([4, 5, 6, 7])
     plt.savefig(f"{destination_path}/fig1.png")
     model_card.add_plot(fig1="fig1.png")
@@ -80,7 +76,7 @@ def test_add_plot(destination_path):
         assert "![fig1](fig1.png)" in model_card
 
 
-def test_temporary_plot(destination_path):
+def test_temporary_plot(destination_path, model_card):
     # test if the additions are made to a temporary template file
     # and not to default template or template provided
     root = skops.__path__
@@ -88,7 +84,6 @@ def test_temporary_plot(destination_path):
     with open((Path(root[0]) / "card" / "default_template.md")) as f:
         default_template = f.read()
         f.seek(0)
-    model_card = generate_card()
     plt.plot([4, 5, 6, 7])
     plt.savefig((Path(destination_path) / "fig1.png"))
     model_card.add_plot(fig1="fig1.png")
@@ -97,3 +92,11 @@ def test_temporary_plot(destination_path):
     with open((Path(root[0]) / "card" / "default_template.md")) as f:
         default_template_post = f.read()
     assert default_template == default_template_post
+
+
+def test_metadata_keys(destination_path, model_card):
+    # test if the metadata is added on top of the card
+    model_card.add(tags="dummy")
+    model_card.save((Path(destination_path) / "README.md"))
+    with open((Path(destination_path) / "README.md"), "r") as f:
+        assert "tags: dummy" in f.read()

From 57ab80117b5b60ccbec8b87257becfc801294e96 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Tue, 26 Jul 2022 13:14:44 +0200
Subject: [PATCH 56/62] added model card generation to fixtures and added tests
 to metadata

---
 .../README.md                                 | 75 -------------------
 .../README.md                                 | 74 ------------------
 .../README.md                                 | 74 ------------------
 .../README.md                                 | 74 ------------------
 .../README.md                                 | 74 ------------------
 .../README.md                                 | 74 ------------------
 6 files changed, 445 deletions(-)
 delete mode 100644 <function destination_path at 0x7f92a70b43b0>/README.md
 delete mode 100644 <function destination_path at 0x7f9fd47b43b0>/README.md
 delete mode 100644 <function destination_path at 0x7fb273f8e3b0>/README.md
 delete mode 100644 <function destination_path at 0x7fb50af853b0>/README.md
 delete mode 100644 <function destination_path at 0x7fcc65f843b0>/README.md
 delete mode 100644 <function destination_path at 0x7fe1837cb3b0>/README.md

diff --git a/<function destination_path at 0x7f92a70b43b0>/README.md b/<function destination_path at 0x7f92a70b43b0>/README.md
deleted file mode 100644
index 650eb630..00000000
--- a/<function destination_path at 0x7f92a70b43b0>/README.md	
+++ /dev/null
@@ -1,75 +0,0 @@
----
-library_name: sklearn
-tags: dummy
----
-
-# Model description
-
-[More Information Needed]
-
-## Intended uses & limitations
-
-[More Information Needed]
-
-## Training Procedure
-
-### Hyperparameters
-
-The model is trained with below hyperparameters.
-
-<details>
-<summary> Click to expand </summary>
-
-| Hyperparameters | Value |
-| :-- | :-- |
-| copy_X | True |
-| fit_intercept | True |
-| n_jobs | None |
-| normalize | deprecated |
-| positive | False |
-
-
-</details>
-
-### Model Plot
-
-The model plot is below.
-
-<style>#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e {color: black;background-color: white;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e pre{padding: 0;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-toggleable {background-color: white;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-estimator:hover {background-color: #d4ebff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-item {z-index: 1;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-parallel-item:only-child::after {width: 0;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-2adc95f8-78bb-451b-966a-4eaec8113c1e div.sk-text-repr-fallback {display: none;}</style><div id="sk-2adc95f8-78bb-451b-966a-4eaec8113c1e" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="0d9b781a-0832-4e12-860f-0622600f5af9" type="checkbox" checked><label for="0d9b781a-0832-4e12-860f-0622600f5af9" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
-
-# How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-<details>
-<summary> Click to expand </summary>
-
-```
-[More Information Needed]
-
-```
-
-</details>
-
-
-
-
-# Model Card Authors
-
-This model card is written by following authors:
-
-[More Information Needed]
-
-# Model Card Contact
-
-You can contact the model card authors through following channels:
-[More Information Needed]
-
-# Citation
-
-Below you can find information related to citation.
-
-**BibTeX:**
-```
-[More Information Needed]
-```
diff --git a/<function destination_path at 0x7f9fd47b43b0>/README.md b/<function destination_path at 0x7f9fd47b43b0>/README.md
deleted file mode 100644
index 1f1afd96..00000000
--- a/<function destination_path at 0x7f9fd47b43b0>/README.md	
+++ /dev/null
@@ -1,74 +0,0 @@
----
-library_name: sklearn
----
-
-# Model description
-
-[More Information Needed]
-
-## Intended uses & limitations
-
-[More Information Needed]
-
-## Training Procedure
-
-### Hyperparameters
-
-The model is trained with below hyperparameters.
-
-<details>
-<summary> Click to expand </summary>
-
-| Hyperparameters | Value |
-| :-- | :-- |
-| copy_X | True |
-| fit_intercept | True |
-| n_jobs | None |
-| normalize | deprecated |
-| positive | False |
-
-
-</details>
-
-### Model Plot
-
-The model plot is below.
-
-<style>#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf {color: black;background-color: white;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf pre{padding: 0;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-toggleable {background-color: white;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-estimator:hover {background-color: #d4ebff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-item {z-index: 1;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-parallel-item:only-child::after {width: 0;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf div.sk-text-repr-fallback {display: none;}</style><div id="sk-fca8ab98-be1a-4cb4-b7c4-855829f17daf" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="74640348-0af1-4dad-9a3e-e889078027ca" type="checkbox" checked><label for="74640348-0af1-4dad-9a3e-e889078027ca" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
-
-# How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-<details>
-<summary> Click to expand </summary>
-
-```
-[More Information Needed]
-
-```
-
-</details>
-
-
-
-
-# Model Card Authors
-
-This model card is written by following authors:
-
-[More Information Needed]
-
-# Model Card Contact
-
-You can contact the model card authors through following channels:
-[More Information Needed]
-
-# Citation
-
-Below you can find information related to citation.
-
-**BibTeX:**
-```
-[More Information Needed]
-```
diff --git a/<function destination_path at 0x7fb273f8e3b0>/README.md b/<function destination_path at 0x7fb273f8e3b0>/README.md
deleted file mode 100644
index 6f1cb69e..00000000
--- a/<function destination_path at 0x7fb273f8e3b0>/README.md	
+++ /dev/null
@@ -1,74 +0,0 @@
----
-library_name: sklearn
----
-
-# Model description
-
-[More Information Needed]
-
-## Intended uses & limitations
-
-[More Information Needed]
-
-## Training Procedure
-
-### Hyperparameters
-
-The model is trained with below hyperparameters.
-
-<details>
-<summary> Click to expand </summary>
-
-| Hyperparameters | Value |
-| :-- | :-- |
-| copy_X | True |
-| fit_intercept | True |
-| n_jobs | None |
-| normalize | deprecated |
-| positive | False |
-
-
-</details>
-
-### Model Plot
-
-The model plot is below.
-
-<style>#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec {color: black;background-color: white;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec pre{padding: 0;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-toggleable {background-color: white;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-estimator:hover {background-color: #d4ebff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-item {z-index: 1;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-parallel-item:only-child::after {width: 0;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec div.sk-text-repr-fallback {display: none;}</style><div id="sk-d2cbb2d2-f7b8-4d1b-8058-38698f01b4ec" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="07062c31-17a5-471a-9e1f-cf44b95a0d2f" type="checkbox" checked><label for="07062c31-17a5-471a-9e1f-cf44b95a0d2f" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
-
-# How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-<details>
-<summary> Click to expand </summary>
-
-```
-[More Information Needed]
-
-```
-
-</details>
-
-
-
-
-# Model Card Authors
-
-This model card is written by following authors:
-
-[More Information Needed]
-
-# Model Card Contact
-
-You can contact the model card authors through following channels:
-[More Information Needed]
-
-# Citation
-
-Below you can find information related to citation.
-
-**BibTeX:**
-```
-[More Information Needed]
-```
diff --git a/<function destination_path at 0x7fb50af853b0>/README.md b/<function destination_path at 0x7fb50af853b0>/README.md
deleted file mode 100644
index a07ce4ae..00000000
--- a/<function destination_path at 0x7fb50af853b0>/README.md	
+++ /dev/null
@@ -1,74 +0,0 @@
----
-library_name: sklearn
----
-
-# Model description
-
-[More Information Needed]
-
-## Intended uses & limitations
-
-[More Information Needed]
-
-## Training Procedure
-
-### Hyperparameters
-
-The model is trained with below hyperparameters.
-
-<details>
-<summary> Click to expand </summary>
-
-| Hyperparameters | Value |
-| :-- | :-- |
-| copy_X | True |
-| fit_intercept | True |
-| n_jobs | None |
-| normalize | deprecated |
-| positive | False |
-
-
-</details>
-
-### Model Plot
-
-The model plot is below.
-
-<style>#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b {color: black;background-color: white;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b pre{padding: 0;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-toggleable {background-color: white;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-estimator:hover {background-color: #d4ebff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-item {z-index: 1;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-parallel-item:only-child::after {width: 0;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b div.sk-text-repr-fallback {display: none;}</style><div id="sk-9b2ed01e-2a91-4d1b-b35b-2f95c576d63b" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="a4c3291f-bcf3-40f3-b284-246b11aa58ab" type="checkbox" checked><label for="a4c3291f-bcf3-40f3-b284-246b11aa58ab" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
-
-# How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-<details>
-<summary> Click to expand </summary>
-
-```
-[More Information Needed]
-
-```
-
-</details>
-
-
-
-
-# Model Card Authors
-
-This model card is written by following authors:
-
-[More Information Needed]
-
-# Model Card Contact
-
-You can contact the model card authors through following channels:
-[More Information Needed]
-
-# Citation
-
-Below you can find information related to citation.
-
-**BibTeX:**
-```
-[More Information Needed]
-```
diff --git a/<function destination_path at 0x7fcc65f843b0>/README.md b/<function destination_path at 0x7fcc65f843b0>/README.md
deleted file mode 100644
index 3236710b..00000000
--- a/<function destination_path at 0x7fcc65f843b0>/README.md	
+++ /dev/null
@@ -1,74 +0,0 @@
----
-library_name: sklearn
----
-
-# Model description
-
-[More Information Needed]
-
-## Intended uses & limitations
-
-[More Information Needed]
-
-## Training Procedure
-
-### Hyperparameters
-
-The model is trained with below hyperparameters.
-
-<details>
-<summary> Click to expand </summary>
-
-| Hyperparameters | Value |
-| :-- | :-- |
-| copy_X | True |
-| fit_intercept | True |
-| n_jobs | None |
-| normalize | deprecated |
-| positive | False |
-
-
-</details>
-
-### Model Plot
-
-The model plot is below.
-
-<style>#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab {color: black;background-color: white;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab pre{padding: 0;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-toggleable {background-color: white;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-estimator:hover {background-color: #d4ebff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-item {z-index: 1;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-parallel-item:only-child::after {width: 0;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab div.sk-text-repr-fallback {display: none;}</style><div id="sk-1a98d0df-65cc-42ab-b7c6-1dc4bf3115ab" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="22db887e-8a88-445b-83e6-6a324391270a" type="checkbox" checked><label for="22db887e-8a88-445b-83e6-6a324391270a" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
-
-# How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-<details>
-<summary> Click to expand </summary>
-
-```
-[More Information Needed]
-
-```
-
-</details>
-
-
-
-
-# Model Card Authors
-
-This model card is written by following authors:
-
-[More Information Needed]
-
-# Model Card Contact
-
-You can contact the model card authors through following channels:
-[More Information Needed]
-
-# Citation
-
-Below you can find information related to citation.
-
-**BibTeX:**
-```
-[More Information Needed]
-```
diff --git a/<function destination_path at 0x7fe1837cb3b0>/README.md b/<function destination_path at 0x7fe1837cb3b0>/README.md
deleted file mode 100644
index 6e5572d3..00000000
--- a/<function destination_path at 0x7fe1837cb3b0>/README.md	
+++ /dev/null
@@ -1,74 +0,0 @@
----
-library_name: sklearn
----
-
-# Model description
-
-[More Information Needed]
-
-## Intended uses & limitations
-
-[More Information Needed]
-
-## Training Procedure
-
-### Hyperparameters
-
-The model is trained with below hyperparameters.
-
-<details>
-<summary> Click to expand </summary>
-
-| Hyperparameters | Value |
-| :-- | :-- |
-| copy_X | True |
-| fit_intercept | True |
-| n_jobs | None |
-| normalize | deprecated |
-| positive | False |
-
-
-</details>
-
-### Model Plot
-
-The model plot is below.
-
-<style>#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 {color: black;background-color: white;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 pre{padding: 0;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-toggleable {background-color: white;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 label.sk-toggleable__label-arrow:before {content: "▸";float: left;margin-right: 0.25em;color: #696969;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "▾";}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-estimator:hover {background-color: #d4ebff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-item {z-index: 1;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 2em;bottom: 0;left: 50%;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item {display: flex;flex-direction: column;position: relative;background-color: white;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-parallel-item:only-child::after {width: 0;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;position: relative;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-label label {font-family: monospace;font-weight: bold;background-color: white;display: inline-block;line-height: 1.2em;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-label-container {position: relative;z-index: 2;text-align: center;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-ed92dd19-f052-4669-a02c-e5afdeabfa05 div.sk-text-repr-fallback {display: none;}</style><div id="sk-ed92dd19-f052-4669-a02c-e5afdeabfa05" class="sk-top-container"><div class="sk-text-repr-fallback"><pre>LinearRegression()</pre><b>Please rerun this cell to show the HTML repr or trust the notebook.</b></div><div class="sk-container" hidden><div class="sk-item"><div class="sk-estimator sk-toggleable"><input class="sk-toggleable__control sk-hidden--visually" id="9b12d011-fb83-4e47-9b96-d94ab465a98f" type="checkbox" checked><label for="9b12d011-fb83-4e47-9b96-d94ab465a98f" class="sk-toggleable__label sk-toggleable__label-arrow">LinearRegression</label><div class="sk-toggleable__content"><pre>LinearRegression()</pre></div></div></div></div></div>
-
-# How to Get Started with the Model
-
-Use the code below to get started with the model.
-
-<details>
-<summary> Click to expand </summary>
-
-```
-[More Information Needed]
-
-```
-
-</details>
-
-
-
-
-# Model Card Authors
-
-This model card is written by following authors:
-
-[More Information Needed]
-
-# Model Card Contact
-
-You can contact the model card authors through following channels:
-[More Information Needed]
-
-# Citation
-
-Below you can find information related to citation.
-
-**BibTeX:**
-```
-[More Information Needed]
-```

From bfc9f4d43a458f57a8091567865fc7e5f40bae3d Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Tue, 26 Jul 2022 16:01:37 +0200
Subject: [PATCH 57/62] misc nits

---
 examples/plot_model_card.py   |  9 ++++-----
 skops/card/_model_card.py     | 12 +++++++++---
 skops/card/tests/test_card.py |  2 +-
 3 files changed, 14 insertions(+), 9 deletions(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index fe184f0f..6f4a3584 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -15,7 +15,6 @@
 from pathlib import Path
 from tempfile import mkdtemp, mkstemp
 
-import matplotlib.pyplot as plt
 import sklearn
 from sklearn.datasets import load_breast_cancer
 from sklearn.ensemble import HistGradientBoostingClassifier
@@ -102,9 +101,9 @@
 get_started_code = (
     "import pickle\nwith open(dtc_pkl_filename, 'rb') as file:\nclf = pickle.load(file)"
 )
-
+citation_bibtex = "bibtex\n@inproceedings{...,year={2020}}"
 model_card.add(
-    citation_bibtex="bibtex\n@inproceedings{...,year={2020}}",
+    citation_bibtex=citation_bibtex,
     get_started_code=get_started_code,
     model_card_authors=model_card_authors,
     limitations=limitations,
@@ -115,9 +114,9 @@
 disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=model.classes_)
 disp.plot()
 
-plt.savefig(f"{local_repo}/confusion_matrix.png")
+disp.figure_.savefig((Path(local_repo) / "confusion_matrix.png"))
 
-model_card.add_plot(confusion_matrix="confusion_matrix.png")
+model_card.add_plot(**{"confusion matrix": "confusion_matrix.png"})
 
 # %%
 # Save model card
diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 63dd3e5d..0370df15 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -32,7 +32,6 @@ class Card:
     >>> from sklearn.metrics import ConfusionMatrixDisplay, confusion_matrix
     >>> from sklearn.datasets import load_iris
     >>> from sklearn.linear_model import LogisticRegression
-    >>> import matplotlib.pyplot as plt
     >>> from skops import card
     >>> X, y = load_iris(return_X_y=True)
     >>> model = LogisticRegression(random_state=0).fit(X, y)
@@ -45,7 +44,7 @@ class Card:
     ... display_labels=model.classes_)
     >>> disp.plot()  # doctest: +ELLIPSIS
     <sklearn.metrics._plot.confusion_matrix.ConfusionMatrixDisplay object at ...>
-    >>> plt.savefig("confusion_matrix.png")
+    >>> disp.figure_.savefig("confusion_matrix.png")
     ...
     >>> model_card.add_plot(confusion_matrix="confusion_matrix.png") # doctest: +ELLIPSIS
     <skops.card._model_card.Card object at ...>
@@ -71,7 +70,10 @@ def add(self, **kwargs):
         **kwargs : dict
             Parameters to be set for the model card. These parameters
             need to be sections of the underlying `jinja` template used.
-
+        Returns:
+        --------
+        self : object
+            Card object.
         """
         for section, value in kwargs.items():
             self.template_sections[section] = value
@@ -87,6 +89,10 @@ def add_plot(self, **kwargs):
             is the name of the plot and `plot_path` is the path to the plot,
             relative to the root of the project. The plots should have already
             been saved under the project's folder.
+        Returns:
+        --------
+        self : object
+            Card object.
         """
         for plot_name, plot_path in kwargs.items():
             self._figure_paths[plot_name] = plot_path
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index b6724141..c59ba5e9 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -68,7 +68,7 @@ def test_add(destination_path, model_card):
 
 def test_add_plot(destination_path, model_card):
     plt.plot([4, 5, 6, 7])
-    plt.savefig(f"{destination_path}/fig1.png")
+    plt.savefig((Path(destination_path) / "fig1.png"))
     model_card.add_plot(fig1="fig1.png")
     model_card.save(Path(destination_path) / "README.md")
     with open((Path(destination_path) / "README.md"), "r") as f:

From adbb9e38d80c0b9d9c664d0de690bcd8e3731cd8 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Tue, 26 Jul 2022 17:04:08 +0200
Subject: [PATCH 58/62] Update examples/plot_model_card.py

Co-authored-by: Adrin Jalali <adrin.jalali@gmail.com>
---
 examples/plot_model_card.py | 2 +-
 1 file changed, 1 insertion(+), 1 deletion(-)

diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 6f4a3584..c14db955 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -114,7 +114,7 @@
 disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=model.classes_)
 disp.plot()
 
-disp.figure_.savefig((Path(local_repo) / "confusion_matrix.png"))
+disp.figure_.savefig(Path(local_repo) / "confusion_matrix.png")
 
 model_card.add_plot(**{"confusion matrix": "confusion_matrix.png"})
 

From e01143ddf2bcdce29c7b22ef9016d49698a34ed1 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Tue, 26 Jul 2022 17:11:33 +0200
Subject: [PATCH 59/62] removed extra parantheses

---
 examples/plot_hf_hub.py       |  2 +-
 examples/plot_model_card.py   |  4 ++--
 skops/card/tests/test_card.py | 34 +++++++++++++++++-----------------
 3 files changed, 20 insertions(+), 20 deletions(-)

diff --git a/examples/plot_hf_hub.py b/examples/plot_hf_hub.py
index 347e1871..819e539d 100644
--- a/examples/plot_hf_hub.py
+++ b/examples/plot_hf_hub.py
@@ -88,7 +88,7 @@
 # ==========
 # We will now create a model card and save it
 model_card = card.Card(model)
-model_card.save((Path(local_repo) / "README.md"))
+model_card.save(Path(local_repo) / "README.md")
 
 # %%
 # Push to Hub
diff --git a/examples/plot_model_card.py b/examples/plot_model_card.py
index 6f4a3584..1d504f81 100644
--- a/examples/plot_model_card.py
+++ b/examples/plot_model_card.py
@@ -114,7 +114,7 @@
 disp = ConfusionMatrixDisplay(confusion_matrix=cm, display_labels=model.classes_)
 disp.plot()
 
-disp.figure_.savefig((Path(local_repo) / "confusion_matrix.png"))
+disp.figure_.savefig(Path(local_repo) / "confusion_matrix.png")
 
 model_card.add_plot(**{"confusion matrix": "confusion_matrix.png"})
 
@@ -123,4 +123,4 @@
 # ===============
 # We can simply save our model card by providing a path to ``save()``
 
-model_card.save((Path(local_repo) / "README.md"))
+model_card.save(Path(local_repo) / "README.md")
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index c59ba5e9..439a4b33 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -31,20 +31,20 @@ def destination_path():
 
 
 def test_save_model_card(destination_path, model_card):
-    model_card.save((Path(destination_path) / "README.md"))
+    model_card.save(Path(destination_path) / "README.md")
     assert (Path(destination_path) / "README.md").exists()
 
 
 def test_hyperparameter_table(destination_path, model_card):
-    model_card.save((Path(destination_path) / "README.md"))
-    with open((Path(destination_path) / "README.md"), "r") as f:
+    model_card.save(Path(destination_path) / "README.md")
+    with open(Path(destination_path) / "README.md", "r") as f:
         model_card = f.read()
     assert "fit_intercept" in model_card
 
 
 def test_plot_model(destination_path, model_card):
-    model_card.save((Path(destination_path) / "README.md"))
-    with open((Path(destination_path) / "README.md"), "r") as f:
+    model_card.save(Path(destination_path) / "README.md")
+    with open(Path(destination_path) / "README.md", "r") as f:
         model_card = f.read()
         assert "<style>" in model_card
 
@@ -52,26 +52,26 @@ def test_plot_model(destination_path, model_card):
 def test_plot_model_false(destination_path, model_card):
     model = fit_model()
     model_card = Card(model, model_diagram=False)
-    model_card.save((Path(destination_path) / "README.md"))
-    with open((Path(destination_path) / "README.md"), "r") as f:
+    model_card.save(Path(destination_path) / "README.md")
+    with open(Path(destination_path) / "README.md", "r") as f:
         model_card = f.read()
         assert "<style>" not in model_card
 
 
 def test_add(destination_path, model_card):
     model_card.add(model_description="sklearn FTW")
-    model_card.save((Path(destination_path) / "README.md"))
-    with open((Path(destination_path) / "README.md"), "r") as f:
+    model_card.save(Path(destination_path) / "README.md")
+    with open(Path(destination_path) / "README.md", "r") as f:
         model_card = f.read()
         assert "sklearn FTW" in model_card
 
 
 def test_add_plot(destination_path, model_card):
     plt.plot([4, 5, 6, 7])
-    plt.savefig((Path(destination_path) / "fig1.png"))
+    plt.savefig(Path(destination_path) / "fig1.png")
     model_card.add_plot(fig1="fig1.png")
     model_card.save(Path(destination_path) / "README.md")
-    with open((Path(destination_path) / "README.md"), "r") as f:
+    with open(Path(destination_path) / "README.md", "r") as f:
         model_card = f.read()
         assert "![fig1](fig1.png)" in model_card
 
@@ -81,15 +81,15 @@ def test_temporary_plot(destination_path, model_card):
     # and not to default template or template provided
     root = skops.__path__
     # read original template
-    with open((Path(root[0]) / "card" / "default_template.md")) as f:
+    with open(Path(root[0]) / "card" / "default_template.md") as f:
         default_template = f.read()
         f.seek(0)
     plt.plot([4, 5, 6, 7])
-    plt.savefig((Path(destination_path) / "fig1.png"))
+    plt.savefig(Path(destination_path) / "fig1.png")
     model_card.add_plot(fig1="fig1.png")
-    model_card.save((Path(destination_path) / "README.md"))
+    model_card.save(Path(destination_path) / "README.md")
     # check if default template is not modified
-    with open((Path(root[0]) / "card" / "default_template.md")) as f:
+    with open(Path(root[0]) / "card" / "default_template.md") as f:
         default_template_post = f.read()
     assert default_template == default_template_post
 
@@ -97,6 +97,6 @@ def test_temporary_plot(destination_path, model_card):
 def test_metadata_keys(destination_path, model_card):
     # test if the metadata is added on top of the card
     model_card.add(tags="dummy")
-    model_card.save((Path(destination_path) / "README.md"))
-    with open((Path(destination_path) / "README.md"), "r") as f:
+    model_card.save(Path(destination_path) / "README.md")
+    with open(Path(destination_path) / "README.md", "r") as f:
         assert "tags: dummy" in f.read()

From 8eaf98b49544a04e3dd5e30b054fd1f7c9b7aa94 Mon Sep 17 00:00:00 2001
From: merveenoyan <merveenoyan@gmail.com>
Date: Wed, 27 Jul 2022 13:33:23 +0200
Subject: [PATCH 60/62] addressed comments

---
 skops/card/_model_card.py     | 46 +++++++++++++++--------------------
 skops/card/tests/test_card.py |  9 ++++++-
 2 files changed, 27 insertions(+), 28 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 0370df15..7a0ac108 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -1,3 +1,4 @@
+import copy
 import re
 import shutil
 import tempfile
@@ -116,6 +117,8 @@ def save(self, path):
         """
         root = skops.__path__
 
+        template_sections = copy.deepcopy(self.template_sections)
+
         metadata_keys = [
             "language",
             "license",
@@ -137,44 +140,33 @@ def save(self, path):
         card_data.library_name = "sklearn"
 
         # if template path is not given, use default
-        if self.template_sections.get("template_path") is None:
-            self.template_sections["template_path"] = (
+        if template_sections.get("template_path") is None:
+            template_sections["template_path"] = (
                 Path(root[0]) / "card" / "default_template.md"
             )
 
         # copying the template so that the original template is not touched/changed
         # append plot_name if any plots are provided, at the end of the template
         # if any plot is given, copy the template to a different path
-        if self._figure_paths:
-            with tempfile.TemporaryDirectory() as tmpdirname:
-                shutil.copyfile(
-                    self.template_sections["template_path"],
-                    f"{tmpdirname}/temporary_template.md",
-                )
-                #  create a temporary template with the additional plots
-                self.template_sections[
-                    "template_path"
-                ] = f"{tmpdirname}/temporary_template.md"
-                # add plots at the end of the template
-                with open(self.template_sections["template_path"], "a") as template:
-                    for plot in self._figure_paths:
-                        template.write(
-                            f"\n\n{plot}\n"
-                            + f"![{plot}]({self._figure_paths[plot]})\n\n"
-                        )
-                card = ModelCard.from_template(
-                    card_data=card_data,
-                    hyperparameter_table=self.hyperparameter_table,
-                    model_plot=self.model_plot,
-                    **self.template_sections,
-                )
+        with tempfile.TemporaryDirectory() as tmpdirname:
+            shutil.copyfile(
+                template_sections["template_path"],
+                f"{tmpdirname}/temporary_template.md",
+            )
+            #  create a temporary template with the additional plots
+            template_sections["template_path"] = f"{tmpdirname}/temporary_template.md"
+            # add plots at the end of the template
+            with open(template_sections["template_path"], "a") as template:
+                for plot in self._figure_paths:
+                    template.write(
+                        f"\n\n{plot}\n" + f"![{plot}]({self._figure_paths[plot]})\n\n"
+                    )
 
-        else:
             card = ModelCard.from_template(
                 card_data=card_data,
                 hyperparameter_table=self.hyperparameter_table,
                 model_plot=self.model_plot,
-                **self.template_sections,
+                **template_sections,
             )
 
         card.save(path)
diff --git a/skops/card/tests/test_card.py b/skops/card/tests/test_card.py
index 439a4b33..710f40c7 100644
--- a/skops/card/tests/test_card.py
+++ b/skops/card/tests/test_card.py
@@ -1,3 +1,4 @@
+import copy
 import tempfile
 from pathlib import Path
 
@@ -66,6 +67,13 @@ def test_add(destination_path, model_card):
         assert "sklearn FTW" in model_card
 
 
+def test_template_sections_not_mutated_by_save(destination_path, model_card):
+    template_sections_before = copy.deepcopy(model_card.template_sections)
+    model_card.save(Path(destination_path) / "README.md")
+    template_sections_after = copy.deepcopy(model_card.template_sections)
+    assert template_sections_before == template_sections_after
+
+
 def test_add_plot(destination_path, model_card):
     plt.plot([4, 5, 6, 7])
     plt.savefig(Path(destination_path) / "fig1.png")
@@ -83,7 +91,6 @@ def test_temporary_plot(destination_path, model_card):
     # read original template
     with open(Path(root[0]) / "card" / "default_template.md") as f:
         default_template = f.read()
-        f.seek(0)
     plt.plot([4, 5, 6, 7])
     plt.savefig(Path(destination_path) / "fig1.png")
     model_card.add_plot(fig1="fig1.png")

From 37858c14f8a30bd66e2cbf08f959d3757e2f5fb4 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Wed, 27 Jul 2022 13:40:37 +0200
Subject: [PATCH 61/62] Update skops/card/_model_card.py

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
---
 skops/card/_model_card.py | 1 -
 1 file changed, 1 deletion(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index 7a0ac108..ca28474e 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -147,7 +147,6 @@ def save(self, path):
 
         # copying the template so that the original template is not touched/changed
         # append plot_name if any plots are provided, at the end of the template
-        # if any plot is given, copy the template to a different path
         with tempfile.TemporaryDirectory() as tmpdirname:
             shutil.copyfile(
                 template_sections["template_path"],

From ce57f6dfedf2f043a5469363e697e89f78caecd1 Mon Sep 17 00:00:00 2001
From: Merve Noyan <merveenoyan@gmail.com>
Date: Wed, 27 Jul 2022 13:41:02 +0200
Subject: [PATCH 62/62] Update skops/card/_model_card.py

Co-authored-by: Benjamin Bossan <BenjaminBossan@users.noreply.github.com>
---
 skops/card/_model_card.py | 4 ++--
 1 file changed, 2 insertions(+), 2 deletions(-)

diff --git a/skops/card/_model_card.py b/skops/card/_model_card.py
index ca28474e..75b96327 100644
--- a/skops/card/_model_card.py
+++ b/skops/card/_model_card.py
@@ -132,8 +132,8 @@ def save(self, path):
         card_data_keys = {}
 
         # if key is supposed to be in metadata and is provided by user, write it to card_data_keys
-        for key in self.template_sections.keys() & metadata_keys:
-            card_data_keys[key] = self.template_sections.pop(key, "")
+        for key in template_sections.keys() & metadata_keys:
+            card_data_keys[key] = template_sections.pop(key, "")
 
         # construct CardData
         card_data = CardData(**card_data_keys)