diff --git a/src/nempy/markets.py b/src/nempy/markets.py
index be76993..6f8c000 100644
--- a/src/nempy/markets.py
+++ b/src/nempy/markets.py
@@ -339,7 +339,7 @@ def set_unit_price_bids(self, price_bids):
 
         >>> market.set_unit_price_bids(price_bids)
 
-        The variable assocaited with each bid should now have a cost.
+        The variable associated with each bid should now have a cost.
 
         >>> print(market._objective_function_components['bids'])
            variable_id unit service dispatch_type capacity_band   cost
@@ -496,7 +496,7 @@ def set_unit_bid_capacity_constraints(self, unit_limits, violation_cost=None):
             =============  ======================================================
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -611,7 +611,7 @@ def set_unconstrained_intermittent_generation_forecast_constraint(self, unit_lim
             ========  ================================================
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -801,7 +801,7 @@ def set_unit_ramp_rate_constraints(self, ramp_details, scada_ramp_rates=None, fa
             'fast_start_first_run', or 'fast_start_second_run'.
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -1000,7 +1000,7 @@ def set_fast_start_constraints(self, fast_start_profiles, violation_cost=None):
             ================  ==========================================
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -1115,7 +1115,7 @@ def set_demand_constraints(self, demand, violation_cost=None):
             ========  ================================================
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -1220,7 +1220,7 @@ def set_fcas_requirements_constraints(self, fcas_requirements, violation_cost=No
             ========   ===============================================
 
         violation_cost : float | pd.DataFrame
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -1318,7 +1318,7 @@ def set_fcas_max_availability(self, fcas_max_availability, violation_cost=None):
             ================   =======================================
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -1483,7 +1483,7 @@ def set_joint_ramping_constraints_reg(self, scada_ramp_rates, fast_start_profile
             'fast_start_first_run', or 'fast_start_second_run'.
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -1697,7 +1697,7 @@ def set_joint_capacity_constraints(self, contingency_trapeziums, violation_cost=
             ================   =======================================
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -1833,7 +1833,7 @@ def set_energy_and_regulation_capacity_constraints(self, regulation_trapeziums,
             ================   =======================================
 
         violation_cost : float
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
@@ -2334,7 +2334,7 @@ def set_generic_constraints(self, generic_constraint_parameters, violation_cost=
             =============  ===========================================
 
         violation_cost : float | pd.DataFrame
-            Makes assocaited constrainst elastic using the given violation_cost (in $/MW).
+            Makes associated constraints elastic using the given violation_cost (in $/MW).
 
         Returns
         -------
diff --git a/src/nempy/spot_market_backend/unit_constraints.py b/src/nempy/spot_market_backend/unit_constraints.py
index dd9fc8d..924e4f5 100644
--- a/src/nempy/spot_market_backend/unit_constraints.py
+++ b/src/nempy/spot_market_backend/unit_constraints.py
@@ -14,7 +14,7 @@ def capacity(unit_limits, next_constraint_id, bidirectional_units):
     Examples
     --------
 
-    >>> import pandas
+    >>> import pandas as pd
 
     Defined the unit capacities.
 
@@ -108,7 +108,7 @@ def uigf(unit_limits, next_constraint_id):
     Examples
     --------
 
-    >>> import pandas
+    >>> import pandas as pd
 
     Defined the unit capacities.
 
@@ -192,7 +192,7 @@ def ramp_up(unit_limits, next_constraint_id, dispatch_interval):
     Examples
     --------
 
-    >>> import pandas
+    >>> import pandas as pd
 
     Defined the unit capacities.
 
@@ -280,7 +280,7 @@ def ramp_down(unit_limits, next_constraint_id, dispatch_interval):
     Examples
     --------
 
-    >>> import pandas
+    >>> import pandas as pd
 
     Defined the unit capacities.
 
@@ -367,7 +367,7 @@ def fcas_max_availability(fcas_availability, next_constraint_id):
     Examples
     --------
 
-    >>> import pandas
+    >>> import pandas as pd
 
     Defined the unit fcas availability.