fix data loading for testing. Update doc links for better pattern

wilsonrljr · Feb 22, 2025 · 7f33b38 · 7f33b38
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diff --git a/.gitignore b/.gitignore
@@ -40,3 +40,4 @@ pip-wheel-metadata
 catboost_info/
 sysidentpy.code-workspace
 examples/data/
+raw.githubusercontent.com/
diff --git a/docs/community-support/community-overview.md b/docs/community-support/community-overview.md
@@ -0,0 +1,19 @@
+---
+template: overrides/main.html
+title: Contribute
+---
+
+<div class="feature-grid">
+  <div class="feature-card">
+    <a href="https://sysidentpy.org/community-support/get-help/" class="feature-link">
+      <h3>💬 Get Help</h3>
+    </a>
+    <p>Need assistance? Explore various options for getting help, including discussion forums, GitHub issues, and community support channels.</p>
+  </div>
+  <div class="feature-card">
+    <a href="https://sysidentpy.org/community-support/meetups/ai-networks-meetup/" class="feature-link">
+      <h3>🤝 Meetups</h3>
+    </a>
+    <p>Connect with other SysIdentPy users through meetups, online events, and community discussions. Stay updated on upcoming gatherings and share your experience.</p>
+  </div>
+</div>
diff --git a/docs/community_support/get-help.md → docs/community-support/get-help.md b/docs/community_support/get-help.md → docs/community-support/get-help.md
diff --git a/...ity_support/meetups/ai-networks-meetup.md → ...ity-support/meetups/ai-networks-meetup.md b/...ity_support/meetups/ai-networks-meetup.md → ...ity-support/meetups/ai-networks-meetup.md
diff --git a/.../community_support/meetups/estatidados.md → .../community-support/meetups/estatidados.md b/.../community_support/meetups/estatidados.md → .../community-support/meetups/estatidados.md
diff --git a/.../community_support/meetups/gcom-meetup.md → .../community-support/meetups/gcom-meetup.md b/.../community_support/meetups/gcom-meetup.md → .../community-support/meetups/gcom-meetup.md
diff --git a/...port/meetups/nubank-meetup-open-source.md → ...port/meetups/nubank-meetup-open-source.md b/...port/meetups/nubank-meetup-open-source.md → ...port/meetups/nubank-meetup-open-source.md
diff --git a/...ommunity_support/meetups/nubank-meetup.md → ...ommunity-support/meetups/nubank-meetup.md b/...ommunity_support/meetups/nubank-meetup.md → ...ommunity-support/meetups/nubank-meetup.md
diff --git a/docs/community_support/meetups/meetup.md b/docs/community_support/meetups/meetup.md
diff --git a/docs/developer_guide/contribute.md → docs/developer-guide/contribute.md b/docs/developer_guide/contribute.md → docs/developer-guide/contribute.md
diff --git a/...developer_guide/documentation-overview.md → ...developer-guide/documentation-overview.md b/...developer_guide/documentation-overview.md → ...developer-guide/documentation-overview.md
diff --git a/...oper_guide/how-to-write-a-how-to-guide.md → ...oper-guide/how-to-write-a-how-to-guide.md b/...oper_guide/how-to-write-a-how-to-guide.md → ...oper-guide/how-to-write-a-how-to-guide.md
diff --git a/...eveloper_guide/how-to-write-a-tutorial.md → ...eveloper-guide/how-to-write-a-tutorial.md b/...eveloper_guide/how-to-write-a-tutorial.md → ...eveloper-guide/how-to-write-a-tutorial.md
diff --git a/docs/getting_started/getting-started.md → docs/getting-started/getting-started.md b/docs/getting_started/getting-started.md → docs/getting-started/getting-started.md
@@ -24,7 +24,7 @@ Welcome to SysIdentPy's documentation! Learn how to get started with SysIdentPy
       This book provides in-depth guidance to support your work with <strong>SysIdentPy</strong>.
     </p>
     <p>
-      🛠️ You can also explore the <a href="https://sysidentpy.org/user_guide/overview/" target="_blank"><strong>tutorials in the documentation</strong></a> for practical, hands-on examples.
+      🛠️ You can also explore the <a href="https://sysidentpy.org/user-guide/overview/" target="_blank"><strong>tutorials in the documentation</strong></a> for practical, hands-on examples.
     </p>
   </div>
 </div>
@@ -103,49 +103,49 @@ the help box. Install with:
 
 <div class="feature-grid">
   <div class="feature-card">
-    <a href="https://sysidentpy.org/getting_started/quickstart-guide/#model-classes" class="feature-link">
+    <a href="https://sysidentpy.org/getting-started/quickstart-guide/#model-classes" class="feature-link">
       <h3>🧩 NARMAX Philosophy</h3>
     </a>
     <p>Build variations like <strong>NARX</strong>, <strong>NAR</strong>, <strong>ARMA</strong>, <strong>NFIR</strong>, and more.</p>
   </div>
   <div class="feature-card">
-    <a href="https://sysidentpy.org/getting_started/quickstart-guide/#model-structure-selection-algorithms" class="feature-link">
+    <a href="https://sysidentpy.org/getting-started/quickstart-guide/#model-structure-selection-algorithms" class="feature-link">
       <h3>📝 Model Structure Selection</h3>
     </a>
     <p>Use methods like <strong>FROLS</strong>, <strong>MetaMSS</strong>, and combinations with parameter estimation techniques.</p>
   </div>
   <div class="feature-card">
-    <a href="https://sysidentpy.org/user_guide/tutorials/basis-function-overview/" class="feature-link">
+    <a href="https://sysidentpy.org/user-guide/tutorials/basis-function-overview/" class="feature-link">
       <h3>🔗 Basis Function</h3>
     </a>
     <p>Choose from <strong>8+ basis functions</strong>, combining linear and nonlinear types for custom NARMAX models.</p>
   </div>
   <div class="feature-card">
-    <a href="https://sysidentpy.org/user_guide/tutorials/parameter-estimation-overview/" class="feature-link">
+    <a href="https://sysidentpy.org/user-guide/tutorials/parameter-estimation-overview/" class="feature-link">
       <h3>🎯 Parameter Estimation</h3>
     </a>
     <p>Over <strong>15 parameter estimation methods</strong> for exploring various structure selection scenarios.</p>
   </div>
   <div class="feature-card">
-    <a href="https://sysidentpy.org/user_guide/tutorials/multiobjective-parameter-estimation-overview/" class="feature-link">
+    <a href="https://sysidentpy.org/user-guide/tutorials/multiobjective-parameter-estimation-overview/" class="feature-link">
       <h3>⚖️ Multiobjective Estimation</h3>
     </a>
     <p>Minimize different objective functions using <strong>affine information</strong> for parameter estimation.</p>
   </div>
   <div class="feature-card">
-    <a href="https://sysidentpy.org/user_guide/how_to/simulating-existing-models/" class="feature-link">
+    <a href="https://sysidentpy.org/user-guide/how_to/simulating-existing-models/" class="feature-link">
       <h3>🔄 Model Simulation</h3>
     </a>
     <p>Reproduce paper results easily with <strong>SimulateNARMAX</strong>. Test and compare published models effortlessly.</p>
   </div>
   <div class="feature-card">
-    <a href="https://sysidentpy.org/user_guide/how_to/create-a-narx-neural-network/" class="feature-link">
+    <a href="https://sysidentpy.org/user-guide/how_to/create-a-narx-neural-network/" class="feature-link">
       <h3>🤖 Neural NARX (PyTorch)</h3>
     </a>
     <p>Integrate with <strong>PyTorch</strong> for custom neural NARX architectures using all PyTorch optimizers and loss functions.</p>
   </div>
   <div class="feature-card">
-    <a href="https://sysidentpy.org/user_guide/tutorials/general-NARX-models/" class="feature-link">
+    <a href="https://sysidentpy.org/user-guide/tutorials/general-NARX-models/" class="feature-link">
       <h3>🛠️ General Estimators</h3>
     </a>
     <p>Compatible with <strong>scikit-learn</strong>, <strong>Catboost</strong>, and more for creating NARMAX models.</p>
@@ -158,22 +158,22 @@ the help box. Install with:
 
 <ul class="custom-link-list">
   <li>
-    <a href="https://sysidentpy.org/developer_guide/contribute/" target="_blank">🤝 Contribute to SysIdentPy</a>
+    <a href="https://sysidentpy.org/developer-guide/contribute/" target="_blank">🤝 Contribute to SysIdentPy</a>
   </li>
   <li>
-    <a href="https://sysidentpy.org/getting_started/license/" target="_blank">📜 License Information</a>
+    <a href="https://sysidentpy.org/getting-started/license/" target="_blank">📜 License Information</a>
   </li>
   <li>
-    <a href="https://sysidentpy.org/community_support/get-help/" target="_blank">🆘 Get Help & Support</a>
+    <a href="https://sysidentpy.org/community-support/get-help/" target="_blank">🆘 Get Help & Support</a>
   </li>
   <li>
-    <a href="https://sysidentpy.org/community_support/meetups/ai-networks-meetup/" target="_blank">📅 Meetups</a>
+    <a href="https://sysidentpy.org/community-support/meetups/ai-networks-meetup/" target="_blank">📅 Meetups</a>
   </li>
   <li>
     <a href="https://sysidentpy.org/landing-page/sponsor/" target="_blank">💖 Become a Sponsor</a>
   </li>
   <li>
-    <a href="https://sysidentpy.org/user_guide/API/narmax-base/" target="_blank">🧩 Explore NARMAX Base Code</a>
+    <a href="https://sysidentpy.org/user-guide/API/narmax-base/" target="_blank">🧩 Explore NARMAX Base Code</a>
   </li>
 </ul>
 

diff --git a/docs/getting_started/license.md → docs/getting-started/license.md b/docs/getting_started/license.md → docs/getting-started/license.md
diff --git a/docs/getting_started/narmax-intro.md → docs/getting-started/narmax-intro.md b/docs/getting_started/narmax-intro.md → docs/getting-started/narmax-intro.md
diff --git a/docs/getting_started/quickstart-guide.md → docs/getting-started/quickstart-guide.md b/docs/getting_started/quickstart-guide.md → docs/getting-started/quickstart-guide.md
@@ -103,7 +103,7 @@ As you can see, SysIdentPy supports numerous model combinations, each tailored t
       This book provides in-depth guidance to support your work with <strong>SysIdentPy</strong>.
     </p>
     <p>
-      🛠️ You can also explore the <a href="https://sysidentpy.org/user_guide/overview/" target="_blank"><strong>tutorials in the documentation</strong></a> for practical, hands-on examples.
+      🛠️ You can also explore the <a href="https://sysidentpy.org/user-guide/overview/" target="_blank"><strong>tutorials in the documentation</strong></a> for practical, hands-on examples.
     </p>
   </div>
 </div>

diff --git a/docs/user_guide/API/aols.md → docs/user-guide/API/aols.md b/docs/user_guide/API/aols.md → docs/user-guide/API/aols.md
diff --git a/docs/user_guide/API/basis-function.md → docs/user-guide/API/basis-function.md b/docs/user_guide/API/basis-function.md → docs/user-guide/API/basis-function.md
diff --git a/docs/user_guide/API/entropic-regression.md → docs/user-guide/API/entropic-regression.md b/docs/user_guide/API/entropic-regression.md → docs/user-guide/API/entropic-regression.md
diff --git a/docs/user_guide/API/frols.md → docs/user-guide/API/frols.md b/docs/user_guide/API/frols.md → docs/user-guide/API/frols.md
diff --git a/docs/user_guide/API/general-estimators.md → docs/user-guide/API/general-estimators.md b/docs/user_guide/API/general-estimators.md → docs/user-guide/API/general-estimators.md
diff --git a/docs/user_guide/API/metaheuristics.md → docs/user-guide/API/metaheuristics.md b/docs/user_guide/API/metaheuristics.md → docs/user-guide/API/metaheuristics.md
diff --git a/docs/user_guide/API/metamss.md → docs/user-guide/API/metamss.md b/docs/user_guide/API/metamss.md → docs/user-guide/API/metamss.md
diff --git a/docs/user_guide/API/metrics.md → docs/user-guide/API/metrics.md b/docs/user_guide/API/metrics.md → docs/user-guide/API/metrics.md
diff --git a/...PI/multiobjective-parameter-estimation.md → ...PI/multiobjective-parameter-estimation.md b/...PI/multiobjective-parameter-estimation.md → ...PI/multiobjective-parameter-estimation.md
diff --git a/docs/user_guide/API/narmax-base.md → docs/user-guide/API/narmax-base.md b/docs/user_guide/API/narmax-base.md → docs/user-guide/API/narmax-base.md
diff --git a/docs/user_guide/API/neural-narx.md → docs/user-guide/API/neural-narx.md b/docs/user_guide/API/neural-narx.md → docs/user-guide/API/neural-narx.md
diff --git a/docs/user_guide/API/parameter-estimation.md → docs/user-guide/API/parameter-estimation.md b/docs/user_guide/API/parameter-estimation.md → docs/user-guide/API/parameter-estimation.md
diff --git a/docs/user_guide/API/residues.md → docs/user-guide/API/residues.md b/docs/user_guide/API/residues.md → docs/user-guide/API/residues.md
diff --git a/docs/user_guide/API/simulation.md → docs/user-guide/API/simulation.md b/docs/user_guide/API/simulation.md → docs/user-guide/API/simulation.md
diff --git a/docs/user_guide/API/utils.md → docs/user-guide/API/utils.md b/docs/user_guide/API/utils.md → docs/user-guide/API/utils.md
diff --git a/...how_to/create-a-narx-neural-network.ipynb → ...how-to/create-a-narx-neural-network.ipynb b/...how_to/create-a-narx-neural-network.ipynb → ...how-to/create-a-narx-neural-network.ipynb
diff --git a/...r_guide/how_to/save-and-load-models.ipynb → ...r-guide/how-to/save-and-load-models.ipynb b/...r_guide/how_to/save-and-load-models.ipynb → ...r-guide/how-to/save-and-load-models.ipynb
diff --git a/...user_guide/how_to/set-specific-lags.ipynb → ...user-guide/how-to/set-specific-lags.ipynb b/...user_guide/how_to/set-specific-lags.ipynb → ...user-guide/how-to/set-specific-lags.ipynb
diff --git a/...e/how_to/simulating-existing-models.ipynb → ...e/how-to/simulating-existing-models.ipynb b/...e/how_to/simulating-existing-models.ipynb → ...e/how-to/simulating-existing-models.ipynb
diff --git a/...e/how_to/use-extended-least-squares.ipynb → ...e/how-to/use-extended-least-squares.ipynb b/...e/how_to/use-extended-least-squares.ipynb → ...e/how-to/use-extended-least-squares.ipynb
diff --git a/docs/user_guide/overview.md → docs/user-guide/overview.md b/docs/user_guide/overview.md → docs/user-guide/overview.md
diff --git a/...guide/tutorials/NFIR-model-overview.ipynb → ...guide/tutorials/NFIR-model-overview.ipynb b/...guide/tutorials/NFIR-model-overview.ipynb → ...guide/tutorials/NFIR-model-overview.ipynb
diff --git a/.../tutorials/PV-forecasting-benchmark.ipynb → .../tutorials/PV-forecasting-benchmark.ipynb b/.../tutorials/PV-forecasting-benchmark.ipynb → .../tutorials/PV-forecasting-benchmark.ipynb
diff --git a/...e/tutorials/air-passenger-benchmark.ipynb → ...e/tutorials/air-passenger-benchmark.ipynb b/...e/tutorials/air-passenger-benchmark.ipynb → ...e/tutorials/air-passenger-benchmark.ipynb
diff --git a/.../user_guide/tutorials/aols-overview.ipynb → .../user-guide/tutorials/aols-overview.ipynb b/.../user_guide/tutorials/aols-overview.ipynb → .../user-guide/tutorials/aols-overview.ipynb
diff --git a/...e/tutorials/basis-function-overview.ipynb → ...e/tutorials/basis-function-overview.ipynb b/...e/tutorials/basis-function-overview.ipynb → ...e/tutorials/basis-function-overview.ipynb
diff --git a/...de/tutorials/coupled-eletric-device.ipynb → ...de/tutorials/coupled-eletric-device.ipynb b/...de/tutorials/coupled-eletric-device.ipynb → ...de/tutorials/coupled-eletric-device.ipynb
diff --git a/...-identification-entropic-regression.ipynb → ...-identification-entropic-regression.ipynb b/...-identification-entropic-regression.ipynb → ...-identification-entropic-regression.ipynb
diff --git a/...nical-system-identification-metamss.ipynb → ...nical-system-identification-metamss.ipynb b/...nical-system-identification-metamss.ipynb → ...nical-system-identification-metamss.ipynb
diff --git a/...ical-system-identification-overview.ipynb → ...ical-system-identification-overview.ipynb b/...ical-system-identification-overview.ipynb → ...ical-system-identification-overview.ipynb
diff --git a/...6-aircraft-n-steps-ahead-prediction.ipynb → ...6-aircraft-n-steps-ahead-prediction.ipynb b/...6-aircraft-n-steps-ahead-prediction.ipynb → ...6-aircraft-n-steps-ahead-prediction.ipynb
diff --git a/.../user_guide/tutorials/f-16-aircraft.ipynb → .../user-guide/tutorials/f-16-aircraft.ipynb b/.../user_guide/tutorials/f-16-aircraft.ipynb → .../user-guide/tutorials/f-16-aircraft.ipynb
diff --git a/...ide/tutorials/fourier-NARX-overview.ipynb → ...ide/tutorials/fourier-NARX-overview.ipynb b/...ide/tutorials/fourier-NARX-overview.ipynb → ...ide/tutorials/fourier-NARX-overview.ipynb
diff --git a/...guide/tutorials/general-NARX-models.ipynb → ...guide/tutorials/general-NARX-models.ipynb b/...guide/tutorials/general-NARX-models.ipynb → ...guide/tutorials/general-NARX-models.ipynb
diff --git a/...mportance-of-extended-least-squares.ipynb → ...mportance-of-extended-least-squares.ipynb b/...mportance-of-extended-least-squares.ipynb → ...mportance-of-extended-least-squares.ipynb
diff --git a/...rials/information-criteria-overview.ipynb → ...rials/information-criteria-overview.ipynb b/...rials/information-criteria-overview.ipynb → ...rials/information-criteria-overview.ipynb
diff --git a/...utorials/load-forecasting-benchmark.ipynb → ...utorials/load-forecasting-benchmark.ipynb b/...utorials/load-forecasting-benchmark.ipynb → ...utorials/load-forecasting-benchmark.ipynb
diff --git a/docs/user_guide/tutorials/m4-benchmark.ipynb → docs/user-guide/tutorials/m4-benchmark.ipynb b/docs/user_guide/tutorials/m4-benchmark.ipynb → docs/user-guide/tutorials/m4-benchmark.ipynb
diff --git a/...utorials/model-with-multiple-inputs.ipynb → ...utorials/model-with-multiple-inputs.ipynb b/...utorials/model-with-multiple-inputs.ipynb → ...utorials/model-with-multiple-inputs.ipynb
diff --git a/...a-magneto-rheological-damper-device.ipynb → ...a-magneto-rheological-damper-device.ipynb b/...a-magneto-rheological-damper-device.ipynb → ...a-magneto-rheological-damper-device.ipynb
diff --git a/...ctive-parameter-estimation-overview.ipynb → ...ctive-parameter-estimation-overview.ipynb b/...ctive-parameter-estimation-overview.ipynb → ...ctive-parameter-estimation-overview.ipynb
diff --git a/...rials/parameter-estimation-overview.ipynb → ...rials/parameter-estimation-overview.ipynb b/...rials/parameter-estimation-overview.ipynb → ...rials/parameter-estimation-overview.ipynb
diff --git a/...r_guide/tutorials/silver-box-system.ipynb → ...r-guide/tutorials/silver-box-system.ipynb b/...r_guide/tutorials/silver-box-system.ipynb → ...r-guide/tutorials/silver-box-system.ipynb
diff --git a/...tutorials/wiener-hammerstein-system.ipynb → ...tutorials/wiener-hammerstein-system.ipynb b/...tutorials/wiener-hammerstein-system.ipynb → ...tutorials/wiener-hammerstein-system.ipynb
diff --git a/...er_guide/tutorials/your-first-model.ipynb → ...er-guide/tutorials/your-first-model.ipynb b/...er_guide/tutorials/your-first-model.ipynb → ...er-guide/tutorials/your-first-model.ipynb
diff --git a/mkdocs.yml b/mkdocs.yml
@@ -149,62 +149,62 @@ markdown_extensions:
 nav:
   - Home: index.md
   - Getting started:
-      - Overview: getting_started/getting-started.md
-      - Quickstart Guide: getting_started/quickstart-guide.md
-      - Introduction to NARMAX: getting_started/narmax-intro.md
-      - License: getting_started/license.md
+      - Overview: getting-started/getting-started.md
+      - Quickstart Guide: getting-started/quickstart-guide.md
+      - Introduction to NARMAX: getting-started/narmax-intro.md
+      - License: getting-started/license.md
   - User guide:
-      - Overview: user_guide/overview.md
+      - Overview: user-guide/overview.md
       - Tutorials:
           - Features:
-              - your-first-model: user_guide/tutorials/your-first-model.ipynb
-              - model-with-multiple-inputs: user_guide/tutorials/model-with-multiple-inputs.ipynb
-              - parameter-estimation-overview: user_guide/tutorials/parameter-estimation-overview.ipynb
-              - basis-function-overview: user_guide/tutorials/basis-function-overview.ipynb
-              - information-criteria-overview: user_guide/tutorials/information-criteria-overview.ipynb
-              - general-NARX-models: user_guide/tutorials/general-NARX-models.ipynb
-              - fourier-NARX-overview: user_guide/tutorials/fourier-NARX-overview.ipynb
-              - aols-overview: user_guide/tutorials/aols-overview.ipynb
-              - nfir-model-overview: user_guide/tutorials/NFIR-model-overview.ipynb
-              - importance-of-extended-least-squares: user_guide/tutorials/importance-of-extended-least-squares.ipynb
+              - your-first-model: user-guide/tutorials/your-first-model.ipynb
+              - model-with-multiple-inputs: user-guide/tutorials/model-with-multiple-inputs.ipynb
+              - parameter-estimation-overview: user-guide/tutorials/parameter-estimation-overview.ipynb
+              - basis-function-overview: user-guide/tutorials/basis-function-overview.ipynb
+              - information-criteria-overview: user-guide/tutorials/information-criteria-overview.ipynb
+              - general-NARX-models: user-guide/tutorials/general-NARX-models.ipynb
+              - fourier-NARX-overview: user-guide/tutorials/fourier-NARX-overview.ipynb
+              - aols-overview: user-guide/tutorials/aols-overview.ipynb
+              - nfir-model-overview: user-guide/tutorials/NFIR-model-overview.ipynb
+              - importance-of-extended-least-squares: user-guide/tutorials/importance-of-extended-least-squares.ipynb
           - Electrical and Mechanical Systems:
-              - modeling-a-magneto-rheological-damper-device: user_guide/tutorials/modeling-a-magneto-rheological-damper-device.ipynb
-              - silver-box-system: user_guide/tutorials/silver-box-system.ipynb
-              - coupled-eletric-device: user_guide/tutorials/coupled-eletric-device.ipynb
-              - wiener-hammerstein-system: user_guide/tutorials/wiener-hammerstein-system.ipynb
-              - f16-aircraft: user_guide/tutorials/f-16-aircraft.ipynb
-              - f-16-aircraft-n-steps-ahead-prediction: user_guide/tutorials/f-16-aircraft-n-steps-ahead-prediction.ipynb
-              - electromechanical-system-identification-overview: user_guide/tutorials/electromechanical-system-identification-overview.ipynb
-              - electromechanical-system-identification-metamss: user_guide/tutorials/electromechanical-system-identification-metamss.ipynb
-              - electromechanical-system-identification-entropic-regression: user_guide/tutorials/electromechanical-system-identification-entropic-regression.ipynb
-              - multiobjective-parameter-estimation-overview: user_guide/tutorials/multiobjective-parameter-estimation-overview.ipynb
+              - modeling-a-magneto-rheological-damper-device: user-guide/tutorials/modeling-a-magneto-rheological-damper-device.ipynb
+              - silver-box-system: user-guide/tutorials/silver-box-system.ipynb
+              - coupled-eletric-device: user-guide/tutorials/coupled-eletric-device.ipynb
+              - wiener-hammerstein-system: user-guide/tutorials/wiener-hammerstein-system.ipynb
+              - f16-aircraft: user-guide/tutorials/f-16-aircraft.ipynb
+              - f-16-aircraft-n-steps-ahead-prediction: user-guide/tutorials/f-16-aircraft-n-steps-ahead-prediction.ipynb
+              - electromechanical-system-identification-overview: user-guide/tutorials/electromechanical-system-identification-overview.ipynb
+              - electromechanical-system-identification-metamss: user-guide/tutorials/electromechanical-system-identification-metamss.ipynb
+              - electromechanical-system-identification-entropic-regression: user-guide/tutorials/electromechanical-system-identification-entropic-regression.ipynb
+              - multiobjective-parameter-estimation-overview: user-guide/tutorials/multiobjective-parameter-estimation-overview.ipynb
           - Industrial and Corporate:
-              - m4-benchmark: user_guide/tutorials/m4-benchmark.ipynb
-              - air-passenger-benchmark: user_guide/tutorials/air-passenger-benchmark.ipynb
-              - load-forecasting-benchmark: user_guide/tutorials/load-forecasting-benchmark.ipynb
-              - pv-forecasting-benchmark: user_guide/tutorials/PV-forecasting-benchmark.ipynb
+              - m4-benchmark: user-guide/tutorials/m4-benchmark.ipynb
+              - air-passenger-benchmark: user-guide/tutorials/air-passenger-benchmark.ipynb
+              - load-forecasting-benchmark: user-guide/tutorials/load-forecasting-benchmark.ipynb
+              - pv-forecasting-benchmark: user-guide/tutorials/PV-forecasting-benchmark.ipynb
       - How to:
-          - create-a-narx-neural-network: user_guide/how_to/create-a-narx-neural-network.ipynb
-          - save-and-load-models: user_guide/how_to/save-and-load-models.ipynb
-          - set-specific-lags: user_guide/how_to/set-specific-lags.ipynb
-          - simulating-existing-models: user_guide/how_to/simulating-existing-models.ipynb
-          - use-extended-least-squares: user_guide/how_to/use-extended-least-squares.ipynb
+          - create-a-narx-neural-network: user-guide/how-to/create-a-narx-neural-network.ipynb
+          - save-and-load-models: user-guide/how-to/save-and-load-models.ipynb
+          - set-specific-lags: user-guide/how-to/set-specific-lags.ipynb
+          - simulating-existing-models: user-guide/how-to/simulating-existing-models.ipynb
+          - use-extended-least-squares: user-guide/how-to/use-extended-least-squares.ipynb
       - API:
-          - NARMAX Base: user_guide/API/narmax-base.md
-          - Basis Functions: user_guide/API/basis-function.md
-          - FROLS: user_guide/API/frols.md
-          - MetaMSS: user_guide/API/metamss.md
-          - AOLS: user_guide/API/aols.md
-          - Entropic Regression: user_guide/API/entropic-regression.md
-          - Neural NARX: user_guide/API/neural-narx.md
-          - General Estimators: user_guide/API/general-estimators.md
-          - Parameter Estimation: user_guide/API/parameter-estimation.md
-          - Multiobjective Parameter Estimation: user_guide/API/multiobjective-parameter-estimation.md
-          - Simulation: user_guide/API/simulation.md
-          - Residual Analysis: user_guide/API/residues.md
-          - Metaheuristics: user_guide/API/metaheuristics.md
-          - Metrics: user_guide/API/metrics.md
-          - Utils: user_guide/API/utils.md
+          - NARMAX Base: user-guide/API/narmax-base.md
+          - Basis Functions: user-guide/API/basis-function.md
+          - FROLS: user-guide/API/frols.md
+          - MetaMSS: user-guide/API/metamss.md
+          - AOLS: user-guide/API/aols.md
+          - Entropic Regression: user-guide/API/entropic-regression.md
+          - Neural NARX: user-guide/API/neural-narx.md
+          - General Estimators: user-guide/API/general-estimators.md
+          - Parameter Estimation: user-guide/API/parameter-estimation.md
+          - Multiobjective Parameter Estimation: user-guide/API/multiobjective-parameter-estimation.md
+          - Simulation: user-guide/API/simulation.md
+          - Residual Analysis: user-guide/API/residues.md
+          - Metaheuristics: user-guide/API/metaheuristics.md
+          - Metrics: user-guide/API/metrics.md
+          - Utils: user-guide/API/utils.md
   - Companion Book:
       - Preface: book/0-Preface.md
       - Contents: book/0.1-Contents.md
@@ -219,20 +219,20 @@ nav:
       - 9. Validation: book/9-Validation.md
       - 10. Case Studies: book/10-Case-Studies.md
   - Developer guide:
-      - How to contribute: developer_guide/contribute.md
+      - How to contribute: developer-guide/contribute.md
       - Documentation:
-          - Documentation Overview: developer_guide/documentation-overview.md
-          - How To Write a Tutorial: developer_guide/how-to-write-a-tutorial.md
-          - How To Write a How-to Guide: developer_guide/how-to-write-a-how-to-guide.md
+          - Documentation Overview: developer-guide/documentation-overview.md
+          - How To Write a Tutorial: developer-guide/how-to-write-a-tutorial.md
+          - How To Write a How-to Guide: developer-guide/how-to-write-a-how-to-guide.md
   - Community & Support:
-      - Get Help: community_support/get-help.md
-      - Meetups: community_support/meetups/meetup.md
+      - community-overview: community-support/community-overview.md
+      - Get Help: community-support/get-help.md
       - Meetups:
-          - AI Networks Meetup: community_support/meetups/ai-networks-meetup.md
-          - Nubank Timeseries Meetup: community_support/meetups/nubank-meetup.md
-          - Nubank Open Source Talk: community_support/meetups/nubank-meetup-open-source.md
-          - GCoM Meetup: community_support/meetups/gcom-meetup.md
-          - Estatidados Meetup: community_support/meetups/estatidados.md
+          - AI Networks Meetup: community-support/meetups/ai-networks-meetup.md
+          - Nubank Timeseries Meetup: community-support/meetups/nubank-meetup.md
+          - Nubank Open Source Talk: community-support/meetups/nubank-meetup-open-source.md
+          - GCoM Meetup: community-support/meetups/gcom-meetup.md
+          - Estatidados Meetup: community-support/meetups/estatidados.md
   - About: landing-page/about-us.md
   - Changelog: changelog/changelog.md
   - Sponsors: landing-page/sponsor.md
diff --git a/sysidentpy/general_estimators/tests/test_general_narx.py b/sysidentpy/general_estimators/tests/test_general_narx.py
@@ -25,7 +25,9 @@ def create_test_data(n=1000):
     # y = np.reshape(y, (len(y), 1))
     # x = np.reshape(x, (len(x), 1))
     # data = np.concatenate([x, y], axis=1)
-    data = np.loadtxt("examples/datasets/data_for_testing.txt")
+    data = np.loadtxt(
+        "https://raw.githubusercontent.com/wilsonrljr/sysidentpy-data/refs/heads/main/datasets/testing/data_for_testing.txt"
+    )
     x = data[:, 0].reshape(-1, 1)
     y = data[:, 1].reshape(-1, 1)
     return x, y, theta

diff --git a/sysidentpy/model_structure_selection/tests/test_aols.py b/sysidentpy/model_structure_selection/tests/test_aols.py
@@ -21,7 +21,9 @@ def create_test_data(n=1000):
     # y = np.reshape(y, (len(y), 1))
     # x = np.reshape(x, (len(x), 1))
     # data = np.concatenate([x, y], axis=1)
-    data = np.loadtxt("examples/datasets/data_for_testing.txt")
+    data = np.loadtxt(
+        "https://raw.githubusercontent.com/wilsonrljr/sysidentpy-data/refs/heads/main/datasets/testing/data_for_testing.txt"
+    )
     x = data[:, 0].reshape(-1, 1)
     y = data[:, 1].reshape(-1, 1)
     return x, y, theta

diff --git a/sysidentpy/model_structure_selection/tests/test_er.py b/sysidentpy/model_structure_selection/tests/test_er.py
@@ -16,7 +16,9 @@ def create_test_data(n=1000):
     # y = np.reshape(y, (len(y), 1))
     # x = np.reshape(x, (len(x), 1))
     # data = np.concatenate([x, y], axis=1)
-    data = np.loadtxt("examples/datasets/data_for_testing.txt")
+    data = np.loadtxt(
+        "https://raw.githubusercontent.com/wilsonrljr/sysidentpy-data/refs/heads/main/datasets/testing/data_for_testing.txt"
+    )
     x = data[:, 0].reshape(-1, 1)
     y = data[:, 1].reshape(-1, 1)
     return x, y, theta

diff --git a/sysidentpy/model_structure_selection/tests/test_frols.py b/sysidentpy/model_structure_selection/tests/test_frols.py
@@ -22,7 +22,9 @@ def create_test_data(n=1000):
     # y = np.reshape(y, (len(y), 1))
     # x = np.reshape(x, (len(x), 1))
     # data = np.concatenate([x, y], axis=1)
-    data = np.loadtxt("examples/datasets/data_for_testing.txt")
+    data = np.loadtxt(
+        "https://raw.githubusercontent.com/wilsonrljr/sysidentpy-data/refs/heads/main/datasets/testing/data_for_testing.txt"
+    )
     x = data[:, 0].reshape(-1, 1)
     y = data[:, 1].reshape(-1, 1)
     return x, y, theta

diff --git a/sysidentpy/model_structure_selection/tests/test_metamss.py b/sysidentpy/model_structure_selection/tests/test_metamss.py
@@ -9,7 +9,9 @@
 
 def create_test_data(n=1000):
     theta = np.array([[0.6], [-0.5], [0.7], [-0.7], [0.2]])
-    data = np.loadtxt("examples/datasets/data_for_testing.txt")
+    data = np.loadtxt(
+        "https://raw.githubusercontent.com/wilsonrljr/sysidentpy-data/refs/heads/main/datasets/testing/data_for_testing.txt"
+    )
     x = data[:, 0].reshape(-1, 1)
     y = data[:, 1].reshape(-1, 1)
     return x, y, theta
-Original file line number
+Diff line change
@@ Expand Up @@
           This book provides in-depth guidance to support your work with <strong>SysIdentPy</strong>.
         </p>
         <p>
-          🛠️ You can also explore the <a href="https://sysidentpy.org/user_guide/overview/" target="_blank"><strong>tutorials in the documentation</strong></a> for practical, hands-on examples.
+          🛠️ You can also explore the <a href="https://sysidentpy.org/user-guide/overview/" target="_blank"><strong>tutorials in the documentation</strong></a> for practical, hands-on examples.
         </p>
       </div>
     </div>
@@ Expand Down @@