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diff --git a/.buildinfo b/.buildinfo
@@ -1,4 +1,4 @@
 # Sphinx build info version 1
 # This file hashes the configuration used when building these files. When it is not found, a full rebuild will be done.
-config: 7c74910c02476fcddefacab4e321669e
+config: 43d882d73703b5da03e8ca01a8e70e81
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@@ -308,8 +308,6 @@
 
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@@ -308,8 +308,6 @@
 
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@@ -308,8 +308,6 @@
 
         <li><a href="/qiskit-finance/_modules/qiskit_finance/applications/estimation/european_call_delta.html">English</a></li>
 
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         <li><a href="/qiskit-finance/_modules/qiskit_finance/applications/estimation/european_call_pricing.html">English</a></li>
 
-        <li><a href="/qiskit-finance/locale/bn_BN/_modules/qiskit_finance/applications/estimation/european_call_pricing.html">Bengali</a></li>
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@@ -308,8 +308,6 @@
 
         <li><a href="/qiskit-finance/_modules/qiskit_finance/circuit/library/payoff_functions/european_call_delta_objective.html">English</a></li>
 
-        <li><a href="/qiskit-finance/locale/bn_BN/_modules/qiskit_finance/circuit/library/payoff_functions/european_call_delta_objective.html">Bengali</a></li>
-
         <li><a href="/qiskit-finance/locale/ja_JP/_modules/qiskit_finance/circuit/library/payoff_functions/european_call_delta_objective.html">Japanese</a></li>
 
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diff --git a/...ules/qiskit_finance/circuit/library/payoff_functions/european_call_pricing_objective.html b/...ules/qiskit_finance/circuit/library/payoff_functions/european_call_pricing_objective.html
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         <li><a href="/qiskit-finance/_modules/qiskit_finance/circuit/library/payoff_functions/european_call_pricing_objective.html">English</a></li>
 
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@@ -308,8 +308,6 @@
 
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diff --git a/...ce/circuit/library/probability_distributions/gaussian_conditional_independence_model.html b/...ce/circuit/library/probability_distributions/gaussian_conditional_independence_model.html
@@ -308,8 +308,6 @@
 
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diff --git a/_modules/qiskit_finance/circuit/library/probability_distributions/lognormal.html b/_modules/qiskit_finance/circuit/library/probability_distributions/lognormal.html
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diff --git a/_modules/qiskit_finance/circuit/library/probability_distributions/normal.html b/_modules/qiskit_finance/circuit/library/probability_distributions/normal.html
@@ -308,8 +308,6 @@
 
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diff --git a/_modules/qiskit_finance/circuit/library/probability_distributions/uniform.html b/_modules/qiskit_finance/circuit/library/probability_distributions/uniform.html
@@ -308,8 +308,6 @@
 
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@@ -308,8 +308,6 @@
 
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diff --git a/_modules/qiskit_finance/exceptions.html b/_modules/qiskit_finance/exceptions.html
@@ -308,8 +308,6 @@
 
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diff --git a/_sources/tutorials/00_amplitude_estimation.ipynb.txt b/_sources/tutorials/00_amplitude_estimation.ipynb.txt
@@ -323,7 +323,7 @@
    "source": [
     "ae_circuit = ae.construct_circuit(problem)\n",
     "ae_circuit.decompose().draw(\n",
-    "    \"mpl\", style=\"iqx\"\n",
+    "    \"mpl\", style=\"clifford\"\n",
     ")  # decompose 1 level: exposes the Phase estimation circuit!"
    ]
   },
@@ -349,7 +349,7 @@
     "\n",
     "\n",
     "basis_gates = [\"h\", \"ry\", \"cry\", \"cx\", \"ccx\", \"p\", \"cp\", \"x\", \"s\", \"sdg\", \"y\", \"t\", \"cz\"]\n",
-    "transpile(ae_circuit, basis_gates=basis_gates, optimization_level=2).draw(\"mpl\", style=\"iqx\")"
+    "transpile(ae_circuit, basis_gates=basis_gates, optimization_level=2).draw(\"mpl\", style=\"clifford\")"
    ]
   },
   {
@@ -413,7 +413,7 @@
    ],
    "source": [
     "iae_circuit = iae.construct_circuit(problem, k=3)\n",
-    "iae_circuit.draw(\"mpl\", style=\"iqx\")"
+    "iae_circuit.draw(\"mpl\", style=\"clifford\")"
    ]
   },
   {
@@ -531,7 +531,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"
@@ -547,7 +547,7 @@
  ],
  "metadata": {
   "kernelspec": {
-   "display_name": "Python 3",
+   "display_name": "Python 3 (ipykernel)",
    "language": "python",
    "name": "python3"
   },

diff --git a/_sources/tutorials/01_portfolio_optimization.ipynb.txt b/_sources/tutorials/01_portfolio_optimization.ipynb.txt
@@ -400,7 +400,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/02_portfolio_diversification.ipynb.txt b/_sources/tutorials/02_portfolio_diversification.ipynb.txt
@@ -787,7 +787,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/03_european_call_option_pricing.ipynb.txt b/_sources/tutorials/03_european_call_option_pricing.ipynb.txt
@@ -739,7 +739,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/04_european_put_option_pricing.ipynb.txt b/_sources/tutorials/04_european_put_option_pricing.ipynb.txt
@@ -497,7 +497,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/05_bull_spread_pricing.ipynb.txt b/_sources/tutorials/05_bull_spread_pricing.ipynb.txt
@@ -447,7 +447,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/06_basket_option_pricing.ipynb.txt b/_sources/tutorials/06_basket_option_pricing.ipynb.txt
@@ -583,7 +583,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/07_asian_barrier_spread_pricing.ipynb.txt b/_sources/tutorials/07_asian_barrier_spread_pricing.ipynb.txt
@@ -688,7 +688,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/08_fixed_income_pricing.ipynb.txt b/_sources/tutorials/08_fixed_income_pricing.ipynb.txt
@@ -439,7 +439,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/09_credit_risk_analysis.ipynb.txt b/_sources/tutorials/09_credit_risk_analysis.ipynb.txt
@@ -1272,7 +1272,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/10_qgan_option_pricing.ipynb.txt b/_sources/tutorials/10_qgan_option_pricing.ipynb.txt
@@ -344,7 +344,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/_sources/tutorials/11_time_series.ipynb.txt b/_sources/tutorials/11_time_series.ipynb.txt
@@ -536,7 +536,7 @@
     }
    ],
    "source": [
-    "import qiskit.tools.jupyter\n",
+    "import tutorial_magics\n",
     "\n",
     "%qiskit_version_table\n",
     "%qiskit_copyright"

diff --git a/apidocs/qiskit_finance.applications.html b/apidocs/qiskit_finance.applications.html
@@ -308,8 +308,6 @@
 
         <li><a href="/qiskit-finance/apidocs/qiskit_finance.applications.html">English</a></li>
 
-        <li><a href="/qiskit-finance/locale/bn_BN/apidocs/qiskit_finance.applications.html">Bengali</a></li>
-
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@@ -308,8 +308,6 @@
 
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-        <li><a href="/qiskit-finance/locale/bn_BN/apidocs/qiskit_finance.circuit.html">Bengali</a></li>
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@@ -308,8 +308,6 @@
 
         <li><a href="/qiskit-finance/apidocs/qiskit_finance.circuit.library.html">English</a></li>
 
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@@ -308,8 +308,6 @@
 
         <li><a href="/qiskit-finance/apidocs/qiskit_finance.data_providers.html">English</a></li>
 
-        <li><a href="/qiskit-finance/locale/bn_BN/apidocs/qiskit_finance.data_providers.html">Bengali</a></li>
-
         <li><a href="/qiskit-finance/locale/ja_JP/apidocs/qiskit_finance.data_providers.html">Japanese</a></li>
 
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diff --git a/apidocs/qiskit_finance.html b/apidocs/qiskit_finance.html
@@ -308,8 +308,6 @@
 
         <li><a href="/qiskit-finance/apidocs/qiskit_finance.html">English</a></li>
 
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diff --git a/genindex.html b/genindex.html
@@ -307,8 +307,6 @@
 
         <li><a href="/qiskit-finance/genindex.html">English</a></li>
 
-        <li><a href="/qiskit-finance/locale/bn_BN/genindex.html">Bengali</a></li>
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         <li><a href="/qiskit-finance/locale/es_UN/genindex.html">Spanish</a></li>