diff --git a/.gitignore b/.gitignore
index 6ebf11f8..598e06c2 100644
--- a/.gitignore
+++ b/.gitignore
@@ -39,3 +39,6 @@ simulations/validation
 simulations/poc/local/
 simulations/regression_tests/poc
 simulations/regression_tests/poc_configs
+dist/*
+testing/tests/import_cadCAD.nbconvert.ipynb
+testing/tests/cadCAD_memory_address.json
diff --git a/CHANGELOG.md b/CHANGELOG.md
index a86333e4..6b28e7f6 100644
--- a/CHANGELOG.md
+++ b/CHANGELOG.md
@@ -4,6 +4,15 @@
 ### February 15, 2023
 * **Fixes:** 
     - Package has been cleaned-up for working with Python 3.10
+### 0.4.29.1
+
+#### Changes
+- Parallel executor uses the context manager handling the Process Pool lifetime
+
+### 0.4.29
+
+- Merged repo with the `cadCAD_tweaked`, which includes performance improvements
+- Python 3.10 compatible
 ### September 28, 2021
 #### New Features:
 * **ver. ≥ `0.4.28`:**
@@ -217,16 +226,16 @@ as a 2 dimensional `list`
     +----+------------+-----------+----+---------------------+-----+---------+----------+
     ```
     
-* **Flattened Configuration List:** The `cadCAD.configs` (System Model Configuration) `list` has been **temporarily** 
+* **Flattened Configuration list:** The `cadCAD.configs` (System Model Configuration) `list` has been **temporarily** 
 flattened to contain single run `cadCAD.configuration.Configuration` objects to both fault-tolerant simulation and 
 elastic workloads. This functionality will be restored in a subsequent release by a class that returns 
 `cadCAD.configs`'s original representation in ver. `0.3.1`.
     * The conversion utilities have been provided to restore its original representation of configurations with 
     runs >= 1
         * [System Configuration Conversions](documentation/System_Configuration.md)
-            * Configuration as List of Configuration Objects (as in ver. `0.3.1`) 
+            * Configuration as list of Configuration Objects (as in ver. `0.3.1`) 
             * New: System Configuration as a Pandas DataFrame
-            * New: System Configuration as List of Dictionaries
+            * New: System Configuration as list of Dictionaries
             
 ###### Examples:
 * Notes:
diff --git a/cadCAD/configuration/__init__.py b/cadCAD/configuration/__init__.py
index 3e5d07e4..9c9d0b12 100644
--- a/cadCAD/configuration/__init__.py
+++ b/cadCAD/configuration/__init__.py
@@ -90,19 +90,12 @@ def append_model(
             sim_config = t[0]
             sim_config['subset_id'] = subset_id
             sim_config['subset_window'] = self.subset_window
-            N = sim_config['N']
-            if N > 1:
-                for n in range(N):
-                    sim_config['simulation_id'] = self.simulation_id
-                    sim_config['run_id'] = n
-                    sim_config['N'] = 1
-                    new_sim_configs.append(deepcopy(sim_config))
-                del sim_config
-            else:
+            N: int = sim_config['N']
+            for n in range(0, N):
                 sim_config['simulation_id'] = self.simulation_id
-                sim_config['run_id'] = 0
-                new_sim_configs.append(deepcopy(sim_config))
-
+                sim_config['run_id'] = n
+                sim_config['N'] = 1
+                new_sim_configs.append((sim_config.copy()))
             sim_cnt_local += 1
 
         if model_id == None:
@@ -128,7 +121,7 @@ def append_model(
                 if run_id >= max_runs:
                     sim_config['N'] = run_id - (max_runs - 1)
 
-            self.exp_window = deepcopy(self.exp_window)
+            self.exp_window = self.exp_window.copy()
             config = Configuration(
                 exp_creation_ts=self.exp_creation_ts,
 
@@ -192,19 +185,19 @@ def __init__(self, policy_id: Dict[str, int] = {'identity': 0}) -> None:
     def p_identity(self, var_dict, sub_step, sL, s, **kwargs):
         return self.beh_id_return_val
 
-    def policy_identity(self, k: str) -> Callable:
+    def policy_identity(self, k: str) -> callable:
         return self.p_identity
 
     def no_state_identity(self, var_dict, sub_step, sL, s, _input, **kwargs):
         return None
 
-    def state_identity(self, k: str) -> Callable:
+    def state_identity(self, k: str) -> callable:
         return lambda var_dict, sub_step, sL, s, _input, **kwargs: (k, s[k])
 
     # state_identity = cloudpickle.dumps(state_identity)
 
     def apply_identity_funcs(self,
-                             identity: Callable,
+                             identity: callable,
                              df: DataFrame,
                              cols: List[str]) -> DataFrame:
         """
@@ -239,7 +232,7 @@ def create_matrix_field(self, partial_state_updates, key: str) -> DataFrame:
             return pd.DataFrame({'empty': []})
 
     def generate_config(self, initial_state, partial_state_updates, exo_proc
-                       ) -> List[Tuple[List[Callable], List[Callable]]]:
+                       ) -> List[tuple[list[callable], List[callable]]]:
 
         def no_update_handler(bdf, sdf):
             if (bdf.empty == False) and (sdf.empty == True):
diff --git a/cadCAD/configuration/utils/__init__.py b/cadCAD/configuration/utils/__init__.py
index fce7bcb7..7ebac29a 100644
--- a/cadCAD/configuration/utils/__init__.py
+++ b/cadCAD/configuration/utils/__init__.py
@@ -1,7 +1,6 @@
 import pandas as pd # type: ignore
 from datetime import datetime, timedelta
 from collections import Counter
-from copy import deepcopy
 from functools import reduce
 from funcy import curry # type: ignore
 from cadCAD.types import *
@@ -144,7 +143,7 @@ def trigger(end_substep, y, f):
 def env_trigger(end_substep):
     def trigger(end_substep, trigger_field, trigger_vals, funct_list):
         def env_update(state_dict, sweep_dict, target_value):
-            state_dict_copy = deepcopy(state_dict)
+            state_dict_copy = state_dict.copy()
             # Use supstep to simulate current sysMetrics
             if state_dict_copy['substep'] == end_substep:
                 state_dict_copy['timestep'] = state_dict_copy['timestep'] + 1
@@ -189,6 +188,7 @@ def config_sim(config_dict: ConfigurationDict):
                 return config_dict
             elif (1 in param_values_length_set):
                 return [{**config_dict, "M": M} 
+
                         for M in flatten_tabulated_dict(tabulate_dict(params))]
             else:
                 raise Exception('When sweeping, `M` list lengths should either be 1 and/or equal. ')
@@ -259,8 +259,8 @@ def sweep_partial_states(_type, in_config):
         for partial_state, state_dict in filtered_partial_states.items():
             for state, state_funcs in state_dict.items():
                 for f in state_funcs:
-                    config = deepcopy(in_config)
-                    config.partial_state_update_blocks[partial_state][_type][state] = f
+                    config = in_config.copy()
+                    config.partial_state_updates[partial_state][_type][state] = f
                     configs.append(config)
                     del config
     else:
@@ -275,8 +275,8 @@ def sweep_states(state_type, states, in_config):
     if len(filtered_states) > 0:
         for state, state_funcs in filtered_states.items():
             for f in state_funcs:
-                config = deepcopy(in_config)
-                exploded_states = deepcopy(states)
+                config = in_config.copy()
+                exploded_states = states.copy()
                 exploded_states[state] = f
                 if state_type == 'exogenous':
                     config.exogenous_states = exploded_states
diff --git a/cadCAD/configuration/utils/depreciationHandler.py b/cadCAD/configuration/utils/depreciationHandler.py
index 1c24fbff..43173a01 100644
--- a/cadCAD/configuration/utils/depreciationHandler.py
+++ b/cadCAD/configuration/utils/depreciationHandler.py
@@ -15,7 +15,7 @@ def sanitize_config(config):
 
 
 def sanitize_partial_state_updates(partial_state_updates):
-    new_partial_state_updates = deepcopy(partial_state_updates)
+    new_partial_state_updates = partial_state_updates.copy()
     def rename_keys(d):
         if 'behaviors' in d:
             d['policies'] = d.pop('behaviors')
diff --git a/cadCAD/engine/__init__.py b/cadCAD/engine/__init__.py
index 59e49d6b..24d977d4 100644
--- a/cadCAD/engine/__init__.py
+++ b/cadCAD/engine/__init__.py
@@ -1,5 +1,6 @@
 from time import time
 from typing import Callable, Dict, List, Any, Tuple, Union
+from tqdm.auto import tqdm
 
 from cadCAD.utils import flatten
 from cadCAD.utils.execution import print_exec_info
@@ -9,10 +10,10 @@
 from cadCAD.engine.execution import single_proc_exec, parallelize_simulations, local_simulations
 from cadCAD.types import *
 
-VarDictType = Dict[str, List[Any]]
-StatesListsType = List[Dict[str, Any]]
-ConfigsType = List[Tuple[List[Callable], List[Callable]]]
-EnvProcessesType = Dict[str, Callable]
+VarDictType = Dict[str, List[object]]
+StatesListsType = List[dict[str, object]]
+ConfigsType = List[tuple[list[callable], List[callable]]]
+EnvProcessesType = Dict[str, callable]
 
 
 class ExecutionMode:
@@ -79,7 +80,7 @@ def __init__(self,
         self.configs = configs
         self.empty_return = empty_return
 
-    def execute(self) -> Tuple[Any, Any, Dict[str, Any]]:
+    def execute(self) -> Tuple[object, object, Dict[str, object]]:
         if self.empty_return is True:
             return [], [], []
 
@@ -99,7 +100,9 @@ def execute(self) -> Tuple[Any, Any, Dict[str, Any]]:
         print_exec_info(self.exec_context, configs_as_objs(self.configs))
 
         t1 = time()
-        for x in self.configs:
+        for x in tqdm(self.configs,
+                      total=len(self.configs),
+                      desc="Initializing configurations"):
             sessions.append(
                 {
                     'user_id': x.user_id, 'experiment_id': x.experiment_id, 'session_id': x.session_id,
@@ -145,7 +148,9 @@ def get_final_results(simulations: List[StateHistory],
                               sessions: List[SessionDict],
                               remote_threshold: int):
             flat_timesteps, tensor_fields = [], []
-            for sim_result, psu, ep in list(zip(simulations, psus, eps)):
+            for sim_result, psu, ep in tqdm(list(zip(simulations, psus, eps)),
+                                            total=len(simulations),
+                                            desc='Flattening results'):
                 flat_timesteps.append(flatten(sim_result))
                 tensor_fields.append(create_tensor_field(psu, ep))
 
diff --git a/cadCAD/engine/execution.py b/cadCAD/engine/execution.py
index febafffe..4a26218f 100644
--- a/cadCAD/engine/execution.py
+++ b/cadCAD/engine/execution.py
@@ -1,13 +1,13 @@
 from typing import Callable, Dict, List, Any, Tuple
-from pathos.multiprocessing import ProcessPool as PPool # type: ignore
+from pathos.multiprocessing import ProcessPool # type: ignore
 from collections import Counter
 from cadCAD.types import *
 from cadCAD.utils import flatten
 
-VarDictType = Dict[str, List[Any]]
-StatesListsType = List[Dict[str, Any]]
-ConfigsType = List[Tuple[List[Callable], List[Callable]]]
-EnvProcessesType = Dict[str, Callable]
+VarDictType = Dict[str, List[object]]
+StatesListsType = List[dict[str, object]]
+ConfigsType = List[tuple[list[callable], List[callable]]]
+EnvProcessesType = Dict[str, callable]
 
 
 def single_proc_exec(
@@ -96,13 +96,10 @@ def parallelize_simulations(
 
     def process_executor(params):
         if len_configs_structs > 1:
-            pp = PPool(processes=len_configs_structs)
-            results = pp.map(
-                lambda t: t[0](t[1], t[2], t[3], t[4], t[5], t[6], t[7], t[8], t[9], configured_n, additional_objs), params
-            )
-            pp.close()
-            pp.join()
-            pp.clear()
+            with ProcessPool(processes=len_configs_structs) as pp:
+                results = pp.map(
+                    lambda t: t[0](t[1], t[2], t[3], t[4], t[5], t[6], t[7], t[8], t[9], configured_n), params
+                )
         else:
             t = params[0]
             results = t[0](t[1], t[2], t[3], t[4], t[5], t[6], t[7], t[8], t[9], configured_n)
diff --git a/cadCAD/engine/simulation.py b/cadCAD/engine/simulation.py
index d97d083e..76d7d909 100644
--- a/cadCAD/engine/simulation.py
+++ b/cadCAD/engine/simulation.py
@@ -8,15 +8,47 @@
 from cadCAD.engine.utils import engine_exception
 from cadCAD.types import *
 
-id_exception: Callable = curry(engine_exception)(KeyError)(KeyError)(None)
-
+id_exception: callable = curry(engine_exception)(KeyError)(KeyError)(None)
+
+Aggregator = Callable[[object, object], object]
+
+
+def policy_scope_tuner(args: tuple,
+                       additional_objs: object,
+                       f: PolicyFunction) -> dict:
+    """
+    Execute cadCAD policy function.
+    """
+    (sweep_dict, sub_step, sL, s) = args
+    if additional_objs is None:
+        return f(sweep_dict, sub_step, sL, s)
+    else:
+        return f(sweep_dict, sub_step, sL, s, additional_objs)
+
+
+def compose(init_reduction_funct: Aggregator,
+            funct_list: List[Aggregator],
+            val_list: dict) -> object:
+    """
+    Reduce the nested policy input dict into a simple one.
+    """
+    result, i = None, 0
+    def composition(x): return [reduce(
+        init_reduction_funct, x.values())] + funct_list
+    for g in composition(val_list):
+        if i == 0:
+            result = g
+            i = 1
+        else:
+            result = g(result)
+    return result
 
 class Executor:
     def __init__(
         self,
         policy_ops,
-        policy_update_exception: Callable = id_exception,
-        state_update_exception: Callable = id_exception
+        policy_update_exception: callable = id_exception,
+        state_update_exception: callable = id_exception
     ) -> None:
 
         self.policy_ops = policy_ops
@@ -25,62 +57,66 @@ def __init__(
 
     def get_policy_input(
         self,
-        sweep_dict: Dict[str, List[Any]],
+        sweep_dict: Dict[str, List[object]],
         sub_step: int,
-        sL: List[Dict[str, Any]],
-        s: Dict[str, Any],
-        funcs: List[Callable],
+        sL: List[dict[str, object]],
+        s: Dict[str, object],
+        funcs: List[callable],
         additional_objs
-    ) -> Dict[str, Any]:
+    ) -> Dict[str, object]:
+        """
+        Retrieves the Policy Input for usage on State Update Functions
+
+        Arguments:
+            sweep_dict - System Parameters
+            sub_step - Execution order in regards to PSUBs
+            sL - History of the variables state
+            s - Current variables state
+            funcs - list of cadCAD Policies to be executed
+        """
 
         ops = self.policy_ops
 
-        def get_col_results(sweep_dict, sub_step, sL, s, funcs):
-            def policy_scope_tuner(additional_objs, f):
-                if additional_objs is None:
-                    return f(sweep_dict, sub_step, sL, s)
-                else:
-                    return f(sweep_dict, sub_step, sL, s, additional_objs)
-            return list(map(lambda f: policy_scope_tuner(additional_objs, f), funcs))
-
-        def compose(init_reduction_funct, funct_list, val_list):
-            result, i = None, 0
-            composition = lambda x: [reduce(init_reduction_funct, x)] + funct_list
-            for g in composition(val_list):
-                if i == 0:
-                    result = g
-                    i = 1
+        args = (sweep_dict, sub_step, sL, s)
+        def execute_policy(f: PolicyFunction) -> dict:
+            return policy_scope_tuner(args, additional_objs, f)
+
+        col_results: List[PolicyOutput] = map(execute_policy, funcs)
+        # Create a nested dict containing all results combination
+        # new_dict[policy_input][policy_ordinal] = policy_input_value
+        new_dict: dict = {}
+        for i, col_result in enumerate(col_results):
+            for label, value in col_result.items():
+                if label not in new_dict.keys():
+                    new_dict[label] = {}
                 else:
-                    result = g(result)
-            return result
-
-        col_results = get_col_results(sweep_dict, sub_step, sL, s, funcs)
-        try:
-            reducer_arg = list(map(lambda x: list(x.keys()), col_results))
-        except:
-            raise ValueError("There is a Policy Function that has not properly returned a Dictionary")
-        reducer_function = lambda a, b: a + b
-        key_set = list(set(reduce(reducer_function, reducer_arg)))
-        new_dict = {k: [] for k in key_set}
-        for d in col_results:
-            for k in d.keys():
-                new_dict[k].append(d[k])
+                    pass
+                new_dict[label][i] = value
 
+        # Aggregator functions
         ops_head, *ops_tail = ops
-        return {
-            k: compose(
-                init_reduction_funct=ops_head,
-                funct_list=ops_tail,
-                val_list=val_list
-            ) for k, val_list in new_dict.items()
-        }
+
+        # Function for aggregating a combination of policy inputs
+        # for the same signal
+        def f(val_list):
+            return compose(init_reduction_funct=ops_head,
+                           funct_list=ops_tail,
+                           val_list=val_list)
+
+        # Generate dict to be consumed by SUFs
+        policy_input = {
+            label: f(val_list)
+            for label, val_list
+            in new_dict.items()}
+
+        return policy_input
 
     def apply_env_proc(
         self,
         sweep_dict,
-        env_processes: Dict[str, Callable],
-        state_dict: Dict[str, Any]
-    ) -> Dict[str, Any]:
+        env_processes: Dict[str, callable],
+        state_dict: Dict[str, object]
+    ) -> Dict[str, object]:
 
         def env_composition(target_field, state_dict, target_value):
             function_type = type(lambda x: x)
@@ -95,9 +131,11 @@ def env_composition(target_field, state_dict, target_value):
 
             return target_value
 
-        filtered_state_dict = {k: v for k, v in state_dict.items() if k in env_processes.keys()}
+        filtered_state_dict = {
+            k: v for k, v in state_dict.items() if k in env_processes.keys()}
         env_proc_dict = {
-            target_field: env_composition(target_field, state_dict, target_value)
+            target_field: env_composition(
+                target_field, state_dict, target_value)
             for target_field, target_value in filtered_state_dict.items()
         }
 
@@ -111,7 +149,7 @@ def partial_state_update(
         self,
         sweep_dict: Parameters,
         sub_step: Substep,
-        sL: list[State],
+        sL: List[State],
         sH: StateHistory,
         state_funcs: List[StateUpdateFunction],
         policy_funcs: List[PolicyFunction],
@@ -119,7 +157,7 @@ def partial_state_update(
         time_step: int,
         run: int,
         additional_objs
-    ) -> List[Dict[str, Any]]:
+    ) -> List[dict[str, object]]:
 
         if type(additional_objs) == dict:
             if additional_objs.get('deepcopy_off', False) == True:
@@ -172,29 +210,29 @@ def transfer_missing_fields(source, destination):
     # mech_pipeline - state_update_block
     def state_update_pipeline(
         self,
-        sweep_dict: Dict[str, List[Any]],
+        sweep_dict: Dict[str, List[object]],
         simulation_list,
-        configs: List[Tuple[List[Callable], List[Callable]]],
-        env_processes: Dict[str, Callable],
+        configs: List[tuple[list[callable], List[callable]]],
+        env_processes: Dict[str, callable],
         time_step: int,
         run: int,
         additional_objs
-    ) -> List[Dict[str, Any]]:
+    ) -> List[dict[str, object]]:
 
         sub_step = 0
-        states_list_copy: List[Dict[str, Any]] = tuple(simulation_list[-1])
-        genesis_states: Dict[str, Any] = states_list_copy[-1].copy()
-#         genesis_states: Dict[str, Any] = states_list_copy[-1]
+        states_list_copy: List[dict[str, object]] = tuple(simulation_list[-1])
+        genesis_states: Dict[str, object] = states_list_copy[-1].copy()
+#         genesis_states: Dict[str, object] = states_list_copy[-1]
 
         if len(states_list_copy) == 1:
             genesis_states['substep'] = sub_step
 
         del states_list_copy
-        states_list: List[Dict[str, Any]] = [genesis_states]
+        states_list: List[dict[str, object]] = [genesis_states]
 
         sub_step += 1
         for [s_conf, p_conf] in configs:
-            states_list: List[Dict[str, Any]] = self.partial_state_update(
+            states_list: List[dict[str, object]] = self.partial_state_update(
                 sweep_dict, sub_step, states_list, simulation_list, s_conf, p_conf, env_processes, time_step, run,
                 additional_objs
             )
@@ -207,19 +245,19 @@ def state_update_pipeline(
     # state_update_pipeline
     def run_pipeline(
         self,
-        sweep_dict: Dict[str, List[Any]],
-        states_list: List[Dict[str, Any]],
-        configs: List[Tuple[List[Callable], List[Callable]]],
-        env_processes: Dict[str, Callable],
+        sweep_dict: Dict[str, List[object]],
+        states_list: List[dict[str, object]],
+        configs: List[tuple[list[callable], List[callable]]],
+        env_processes: Dict[str, callable],
         time_seq: range,
         run: int,
         additional_objs
-    ) -> List[List[Dict[str, Any]]]:
+    ) -> List[list[dict[str, object]]]:
         time_seq: List[int] = [x + 1 for x in time_seq]
-        simulation_list: List[List[Dict[str, Any]]] = [states_list]
+        simulation_list: List[list[dict[str, object]]] = [states_list]
 
         for time_step in time_seq:
-            pipe_run: List[Dict[str, Any]] = self.state_update_pipeline(
+            pipe_run: List[dict[str, object]] = self.state_update_pipeline(
                 sweep_dict, simulation_list, configs, env_processes, time_step, run, additional_objs
             )
             _, *pipe_run = pipe_run
@@ -245,19 +283,20 @@ def simulation(
         run += 1
         subset_window.appendleft(subset_id)
 
-        def execute_run(sweep_dict, states_list, configs, env_processes, time_seq, _run) -> List[Dict[str, Any]]:
+        def execute_run(sweep_dict, states_list, configs, env_processes, time_seq, _run) -> List[dict[str, object]]:
             def generate_init_sys_metrics(genesis_states_list, sim_id, _subset_id, _run, _subset_window):
                 for D in genesis_states_list:
-                    d = deepcopy(D)
+                    d = D.copy()
                     d['simulation'], d['subset'], d['run'], d['substep'], d['timestep'] = \
                         sim_id, _subset_id, _run, 0, 0
                     yield d
 
-            states_list_copy: List[Dict[str, Any]] = list(
-                generate_init_sys_metrics(tuple(states_list), simulation_id, subset_id, run, subset_window)
+            states_list_copy: List[dict[str, object]] = list(
+                generate_init_sys_metrics(
+                    tuple(states_list), simulation_id, subset_id, run, subset_window)
             )
 
-            first_timestep_per_run: List[Dict[str, Any]] = self.run_pipeline(
+            first_timestep_per_run: List[dict[str, object]] = self.run_pipeline(
                 sweep_dict, states_list_copy, configs, env_processes, time_seq, run, additional_objs
             )
             del states_list_copy
@@ -265,7 +304,8 @@ def generate_init_sys_metrics(genesis_states_list, sim_id, _subset_id, _run, _su
             return first_timestep_per_run
 
         pipe_run = flatten(
-            [execute_run(sweep_dict, states_list, configs, env_processes, time_seq, run)]
+            [execute_run(sweep_dict, states_list, configs,
+                         env_processes, time_seq, run)]
         )
 
         return pipe_run
diff --git a/cadCAD/types.py b/cadCAD/types.py
index d2658e48..d5b9302f 100644
--- a/cadCAD/types.py
+++ b/cadCAD/types.py
@@ -3,7 +3,7 @@
 
 State = Dict[str, object]
 Parameters = Dict[str, object]
-SweepableParameters = Dict[str, list[object]]
+SweepableParameters = Dict[str, List[object]]
 Substep = int
 StateHistory = List[List[State]]
 PolicyOutput = Dict[str, object]
@@ -26,7 +26,7 @@ class ConfigurationDict(TypedDict):
 
 TargetValue = object
 EnvProcess: Callable[[State, SweepableParameters, TargetValue], TargetValue]
-EnvProcesses = dict[str, Callable]
+EnvProcesses = Dict[str, Callable]
 TimeSeq = Iterator
 SimulationID = int
 Run = int
diff --git a/cadCAD/utils/__init__.py b/cadCAD/utils/__init__.py
index cb7977a0..7b944a35 100644
--- a/cadCAD/utils/__init__.py
+++ b/cadCAD/utils/__init__.py
@@ -1,5 +1,4 @@
 from functools import reduce
-from typing import Dict, List
 from collections import defaultdict
 from itertools import product
 import warnings
@@ -16,15 +15,22 @@
 class SilentDF(DataFrame):
     def __repr__(self):
         return str(hex(id(DataFrame)))
-        #"pandas.core.frame.DataFrame"
 
 
-def append_dict(dict, new_dict):
+def append_dict(dict: dict, new_dict: dict) -> dict:
+    """
+    >>> append_dict({1: 2, 3: 4}, {3: 5})
+    {1: 2, 3: 5}
+    """
     dict.update(new_dict)
     return dict
 
 
-def arrange_cols(df, reverse=False):
+def arrange_cols(df: DataFrame, reverse=False) -> DataFrame:
+    """
+    Reorders `df` columns so that the variable order is `session_metrics`
+    followed by `sys_metrics` and `results_cols`
+    """
     session_metrics = ['session_id', 'user_id', 'simulation_id', 'run_id']
     sys_metrics = ['run', 'timestep', 'substep']
     result_cols = list(set(df.columns) - set(session_metrics) - set(sys_metrics))
@@ -41,35 +47,45 @@ def __call__(self):
         return self.i
 
 
-def compose(*functions):
+def compose(*functions: Tuple[callable]) -> object:
     return reduce(lambda f, g: lambda x: f(g(x)), functions, lambda x: x)
 
 
-def pipe(x):
+def pipe(x: object) -> object:
     return x
 
 
-def print_pipe(x):
+def print_pipe(x: object) -> object:
     print(x)
     return x
 
 
-def flattenDict(l):
-    def tupalize(k, vs):
-        l = []
-        if isinstance(vs, list):
-            for v in vs:
-                l.append((k, v))
-        else:
-            l.append((k, vs))
-        return l
-
+def tupalize(k: object, vs: Union[list, dict]):
+    """
+    >>> tupalize(1, 1)
+    [(1, 1)]
+    >>> tupalize(1, [2, 3])
+    [(1, 2), (1, 3)]
+    """
+    l = []
+    if isinstance(vs, list):
+        for v in vs:
+            l.append((k, v))
+    else:
+        l.append((k, vs))
+    return l
+
+def flattenDict(l: dict) -> list:
+    """
+    >>> flattenDict({1: [1, 2, 3], 4: 5})
+    [{1: 1, 4: 5}, {1: 2, 4: 5}, {1: 3, 4: 5}]
+    """
     flat_list = [tupalize(k, vs) for k, vs in l.items()]
     flat_dict = [dict(items) for items in product(*flat_list)]
     return flat_dict
 
 
-def flatten(l):
+def flatten(l: Union[list, dict]):
     if isinstance(l, list):
         return functools.reduce(operator.iconcat, l, [])
     elif isinstance(l, dict):
@@ -100,9 +116,9 @@ def tabulate_dict(d: Dict[str, List[int]]) -> Dict[str, List[int]]:
     return _d
 
 
-def flatten_tabulated_dict(d: Dict[str, List[int]]) -> List[Dict[str, int]]:
+def flatten_tabulated_dict(d: Dict[str, List[int]]) -> List[dict[str, int]]:
     max_len = get_max_dict_val_len(d)
-    dl: list[dict] = [{} for i in range(max_len)]
+    dl: List[dict] = [{} for i in range(max_len)]
 
     for k, vl in d.items():
         for v, i in zip(vl, list(range(len(vl)))):
diff --git a/dist/cadCAD-0.4.28-py3-none-any.whl b/dist/cadCAD-0.4.28-py3-none-any.whl
deleted file mode 100644
index db314a31..00000000
Binary files a/dist/cadCAD-0.4.28-py3-none-any.whl and /dev/null differ
diff --git a/dist/cadCAD-0.4.28.tar.gz b/dist/cadCAD-0.4.28.tar.gz
deleted file mode 100644
index 84524405..00000000
Binary files a/dist/cadCAD-0.4.28.tar.gz and /dev/null differ
diff --git a/documentation/Historically_State_Access.md b/documentation/Historically_State_Access.md
index ec139775..3bb4033b 100644
--- a/documentation/Historically_State_Access.md
+++ b/documentation/Historically_State_Access.md
@@ -5,11 +5,11 @@ The current state (values of state variables) is accessed through the `s` list.
 variable values, they may be accessed through the state history list, `sH`. Accessing the state history should be 
 implemented without creating unintended feedback loops on the current state.
 
-The 3rd parameter of state and policy update functions (labeled as `sH` of type `List[List[dict]]`) provides access to 
+The 3rd parameter of state and policy update functions (labeled as `sH` of type `list[list[dict]]`) provides access to 
 past Partial State Update Block (PSUB) given a negative offset number. `access_block` is used to access past PSUBs 
-(`List[dict]`) from `sH`. For example, an offset of `-2` denotes the second to last PSUB.
+(`list[dict]`) from `sH`. For example, an offset of `-2` denotes the second to last PSUB.
 
-#### Exclusion List
+#### Exclusion list
 Create a list of states to exclude from the reported PSU.
 ```python
 exclusion_list = [
diff --git a/documentation/README.md b/documentation/README.md
index 1c8ca8c4..439ef66c 100644
--- a/documentation/README.md
+++ b/documentation/README.md
@@ -31,7 +31,7 @@ exp.append_model(
 Parameters: `append_model`
 * **model_id** : str - OPTIONAL: System Model label
 * **initial_state** : _dict_ - [State Variables](#State-Variables) and their initial values
-* **partial_state_update_blocks** : List[dict[dict]] - List of [Partial State Update Blocks](#Partial-State-Update-Blocks)
+* **partial_state_update_blocks** : List[dict[dict]] - list of [Partial State Update Blocks](#Partial-State-Update-Blocks)
 * **policy_ops** : List[functions] - See [Policy Aggregation](Policy_Aggregation.md) 
 * **sim_configs** - See [System Model Parameter Sweep](System_Model_Parameter_Sweep.md)
 * **user_id** : str - OPTIONAL: Configuration User ID
@@ -203,7 +203,7 @@ impact the State Update Functions and Policy Functions in that PSUB - only those
 
 ![](https://i.imgur.com/9rlX9TG.png)
 
-Partial State Update Blocks are passed to `append_model` as a List of Python `dicts` where the `dict_keys` are named 
+Partial State Update Blocks are passed to `append_model` as a list of Python `dicts` where the `dict_keys` are named 
 `"policies"` and `"variables"` and the values are also Python `dicts` where the keys are the names of the policy and 
 state update functions and the values are the functions.
 
diff --git a/documentation/System_Configuration.md b/documentation/System_Configuration.md
index b495ce4a..73dc36a4 100644
--- a/documentation/System_Configuration.md
+++ b/documentation/System_Configuration.md
@@ -10,9 +10,9 @@ subsequent release by a class that returns the original representation in ver. `
 * The conversion utilities have been provided to restore its original representation of configurations with 
 runs >= 1
     * System Configuration Conversions:
-        * Configuration as List of Configuration Objects (as in ver. `0.3.1`) 
+        * Configuration as list of Configuration Objects (as in ver. `0.3.1`) 
         * New: System Configuration as a Pandas DataFrame
-        * New: System Configuration as List of Dictionaries
+        * New: System Configuration as list of Dictionaries
 
 ## Conversions
 ##### Note: The following applies as a result of simulation execution
@@ -22,7 +22,7 @@ runs >= 1
 from cadCAD.configuration.utils import configs_as_objs, configs_as_dataframe, configs_as_dicts
 ```
 
-#### System Configurations as List of Configuration Objects
+#### System Configurations as list of Configuration Objects
 Example:
 * `configs` is temporarily returned in a flattened format and reformatted into its intended format. 
 * `Configuration` objects at `0x10790e470` and `0x1143dd630` are reconstituted into objects at `0x10790e7b8` 
@@ -74,7 +74,7 @@ configs_df = configs_as_dataframe(configs)
 configs_df
 ```
 
-#### System Configurations as List of Dictionaries
+#### System Configurations as list of Dictionaries
 ```python
 configs_dicts: list = configs_as_dicts(configs)
 pprint(configs_dicts[0]['sim_config'])
diff --git a/documentation/examples/cadCAD_tools_example.ipynb b/documentation/examples/cadCAD_tools_example.ipynb
index 5316dfc6..893c3fba 100644
--- a/documentation/examples/cadCAD_tools_example.ipynb
+++ b/documentation/examples/cadCAD_tools_example.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 3,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [
     {
@@ -38,7 +38,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 4,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -117,8 +117,8 @@
     "            'prey_deaths': p_prey_deaths,\n",
     "        },\n",
     "        'variables': {\n",
-    "            'predator_population': s_prey_population,\n",
-    "            'prey_population': s_predator_population\n",
+    "            'prey_population': s_prey_population,\n",
+    "            'predator_population': s_predator_population\n",
     "        }\n",
     "    },\n",
     "    {\n",
@@ -135,7 +135,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 5,
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "import sys\n",
+    "sys.path.append(\"../..\")"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
    "metadata": {},
    "outputs": [
     {
@@ -154,10 +164,44 @@
       "Execution Mode: local_proc\n",
       "Simulation Dimensions:\n",
       "Entire Simulation: (Models, Unique Timesteps, Params, Total Runs, Sub-States) = (1, 100, 5, 30, 2)\n",
-      "     Simulation 0: (Timesteps, Params, Runs, Sub-States) = (100, 5, 30, 2)\n",
+      "     Simulation 0: (Timesteps, Params, Runs, Sub-States) = (100, 5, 30, 2)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Initializing configurations: 100%|██████████| 30/30 [00:00<00:00, 669.03it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Execution Method: parallelize_simulations\n",
-      "Execution Mode: parallelized\n",
-      "Total execution time: 7.03s\n"
+      "Execution Mode: parallelized\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Flattening results: 100%|██████████| 30/30 [00:00<00:00, 324.56it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total execution time: 0.86s\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
      ]
     }
    ],
@@ -175,7 +219,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 6,
+   "execution_count": 5,
    "metadata": {},
    "outputs": [
     {
@@ -201,1214 +245,1214 @@
          "type": "scattergl",
          "x": [
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   },
   {
    "cell_type": "code",
-   "execution_count": 7,
+   "execution_count": 6,
    "metadata": {
     "scrolled": true
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@@ -13343,10 +13387,44 @@
       "Execution Mode: local_proc\n",
       "Simulation Dimensions:\n",
       "Entire Simulation: (Models, Unique Timesteps, Params, Total Runs, Sub-States) = (1, 20, 5, 30, 3)\n",
-      "     Simulation 0: (Timesteps, Params, Runs, Sub-States) = (20, 5, 30, 3)\n",
+      "     Simulation 0: (Timesteps, Params, Runs, Sub-States) = (20, 5, 30, 3)\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "Initializing configurations: 100%|██████████| 30/30 [00:00<00:00, 662.65it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
       "Execution Method: parallelize_simulations\n",
-      "Execution Mode: parallelized\n",
-      "Total execution time: 7.56s\n"
+      "Execution Mode: parallelized\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n",
+      "Flattening results: 100%|██████████| 30/30 [00:00<00:00, 666.25it/s]"
+     ]
+    },
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "Total execution time: 0.48s\n"
+     ]
+    },
+    {
+     "name": "stderr",
+     "output_type": "stream",
+     "text": [
+      "\n"
      ]
     }
    ],
@@ -13361,7 +13439,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 8,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -13378,7 +13456,7 @@
        "Name: substep_label, dtype: object"
       ]
      },
-     "execution_count": 8,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -13389,7 +13467,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 9,
+   "execution_count": 8,
    "metadata": {},
    "outputs": [
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@@ -16011,34 +16089,43 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 11,
+   "execution_count": 10,
    "metadata": {},
    "outputs": [
     {
      "name": "stderr",
      "output_type": "stream",
      "text": [
-      "  0%|          | 0/200 [00:00<?, ?it/s]\n"
+      "100%|██████████| 200/200 [00:00<00:00, 1004.62it/s]\n"
      ]
     },
     {
-     "ename": "ValueError",
-     "evalue": "cannot handle a non-unique multi-index!",
+     "ename": "TypeError",
+     "evalue": "incompatible index of inserted column with frame index",
      "output_type": "error",
      "traceback": [
       "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
       "\u001b[0;31mValueError\u001b[0m                                Traceback (most recent call last)",
-      "Cell \u001b[0;32mIn[11], line 3\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mcadCAD_tools\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mprofiling\u001b[39;00m\u001b[38;5;21;01m.\u001b[39;00m\u001b[38;5;21;01mvisualizations\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m visualize_substep_impact\n\u001b[0;32m----> 3\u001b[0m visualize_substep_impact(df, relative\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m)\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/cadCAD_tools/profiling/visualizations.py:54\u001b[0m, in \u001b[0;36mvisualize_substep_impact\u001b[0;34m(df, relative, **kwargs)\u001b[0m\n\u001b[1;32m     52\u001b[0m         g_df\u001b[38;5;241m.\u001b[39mloc[substep_row, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpsub_time\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m dt\n\u001b[1;32m     53\u001b[0m     g_df \u001b[38;5;241m=\u001b[39m g_df\u001b[38;5;241m.\u001b[39mset_index(indexes)\n\u001b[0;32m---> 54\u001b[0m     new_df\u001b[38;5;241m.\u001b[39mloc[g_df\u001b[38;5;241m.\u001b[39mindex, \u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpsub_time\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m g_df\u001b[38;5;241m.\u001b[39mpsub_time\n\u001b[1;32m     56\u001b[0m fig_df \u001b[38;5;241m=\u001b[39m new_df\u001b[38;5;241m.\u001b[39mreset_index()\u001b[38;5;241m.\u001b[39mdropna(subset\u001b[38;5;241m=\u001b[39m[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mpsub_time\u001b[39m\u001b[38;5;124m'\u001b[39m])\n\u001b[1;32m     59\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;124m'\u001b[39m\u001b[38;5;124msubstep_label\u001b[39m\u001b[38;5;124m'\u001b[39m \u001b[38;5;129;01min\u001b[39;00m fig_df\u001b[38;5;241m.\u001b[39mcolumns:\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexing.py:885\u001b[0m, in \u001b[0;36m_LocationIndexer.__setitem__\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m    882\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_has_valid_setitem_indexer(key)\n\u001b[1;32m    884\u001b[0m iloc \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname \u001b[38;5;241m==\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124miloc\u001b[39m\u001b[38;5;124m\"\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mobj\u001b[38;5;241m.\u001b[39miloc\n\u001b[0;32m--> 885\u001b[0m iloc\u001b[38;5;241m.\u001b[39m_setitem_with_indexer(indexer, value, \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mname)\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexing.py:1893\u001b[0m, in \u001b[0;36m_iLocIndexer._setitem_with_indexer\u001b[0;34m(self, indexer, value, name)\u001b[0m\n\u001b[1;32m   1890\u001b[0m \u001b[38;5;66;03m# align and set the values\u001b[39;00m\n\u001b[1;32m   1891\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m take_split_path:\n\u001b[1;32m   1892\u001b[0m     \u001b[38;5;66;03m# We have to operate column-wise\u001b[39;00m\n\u001b[0;32m-> 1893\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_setitem_with_indexer_split_path(indexer, value, name)\n\u001b[1;32m   1894\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[1;32m   1895\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_setitem_single_block(indexer, value, name)\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexing.py:1914\u001b[0m, in \u001b[0;36m_iLocIndexer._setitem_with_indexer_split_path\u001b[0;34m(self, indexer, value, name)\u001b[0m\n\u001b[1;32m   1911\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\u001b[38;5;28misinstance\u001b[39m(value, ABCSeries) \u001b[38;5;129;01mand\u001b[39;00m name \u001b[38;5;241m!=\u001b[39m \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124miloc\u001b[39m\u001b[38;5;124m\"\u001b[39m) \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(value, \u001b[38;5;28mdict\u001b[39m):\n\u001b[1;32m   1912\u001b[0m     \u001b[38;5;28;01mfrom\u001b[39;00m \u001b[38;5;21;01mpandas\u001b[39;00m \u001b[38;5;28;01mimport\u001b[39;00m Series\n\u001b[0;32m-> 1914\u001b[0m     value \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_align_series(indexer, Series(value))\n\u001b[1;32m   1916\u001b[0m \u001b[38;5;66;03m# Ensure we have something we can iterate over\u001b[39;00m\n\u001b[1;32m   1917\u001b[0m info_axis \u001b[38;5;241m=\u001b[39m indexer[\u001b[38;5;241m1\u001b[39m]\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexing.py:2340\u001b[0m, in \u001b[0;36m_iLocIndexer._align_series\u001b[0;34m(self, indexer, ser, multiindex_indexer, using_cow)\u001b[0m\n\u001b[1;32m   2337\u001b[0m             \u001b[38;5;28;01mreturn\u001b[39;00m ser\n\u001b[1;32m   2338\u001b[0m         \u001b[38;5;28;01mreturn\u001b[39;00m ser\u001b[38;5;241m.\u001b[39m_values\u001b[38;5;241m.\u001b[39mcopy()\n\u001b[0;32m-> 2340\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ser\u001b[38;5;241m.\u001b[39mreindex(new_ix)\u001b[38;5;241m.\u001b[39m_values\n\u001b[1;32m   2342\u001b[0m \u001b[38;5;66;03m# 2 dims\u001b[39;00m\n\u001b[1;32m   2343\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m single_aligner:\n\u001b[1;32m   2344\u001b[0m     \u001b[38;5;66;03m# reindex along index\u001b[39;00m\n",
+      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/frame.py:12304\u001b[0m, in \u001b[0;36m_reindex_for_setitem\u001b[0;34m(value, index)\u001b[0m\n\u001b[1;32m  12303\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m> 12304\u001b[0m     reindexed_value \u001b[38;5;241m=\u001b[39m value\u001b[38;5;241m.\u001b[39mreindex(index)\u001b[38;5;241m.\u001b[39m_values\n\u001b[1;32m  12305\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m \u001b[38;5;28;01mas\u001b[39;00m err:\n\u001b[1;32m  12306\u001b[0m     \u001b[38;5;66;03m# raised in MultiIndex.from_tuples, see test_insert_error_msmgs\u001b[39;00m\n",
       "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/series.py:4977\u001b[0m, in \u001b[0;36mSeries.reindex\u001b[0;34m(self, index, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[1;32m   4960\u001b[0m \u001b[38;5;129m@doc\u001b[39m(\n\u001b[1;32m   4961\u001b[0m     NDFrame\u001b[38;5;241m.\u001b[39mreindex,  \u001b[38;5;66;03m# type: ignore[has-type]\u001b[39;00m\n\u001b[1;32m   4962\u001b[0m     klass\u001b[38;5;241m=\u001b[39m_shared_doc_kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mklass\u001b[39m\u001b[38;5;124m\"\u001b[39m],\n\u001b[0;32m   (...)\u001b[0m\n\u001b[1;32m   4975\u001b[0m     tolerance\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m,\n\u001b[1;32m   4976\u001b[0m ) \u001b[38;5;241m-\u001b[39m\u001b[38;5;241m>\u001b[39m Series:\n\u001b[0;32m-> 4977\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28msuper\u001b[39m()\u001b[38;5;241m.\u001b[39mreindex(\n\u001b[1;32m   4978\u001b[0m         index\u001b[38;5;241m=\u001b[39mindex,\n\u001b[1;32m   4979\u001b[0m         method\u001b[38;5;241m=\u001b[39mmethod,\n\u001b[1;32m   4980\u001b[0m         copy\u001b[38;5;241m=\u001b[39mcopy,\n\u001b[1;32m   4981\u001b[0m         level\u001b[38;5;241m=\u001b[39mlevel,\n\u001b[1;32m   4982\u001b[0m         fill_value\u001b[38;5;241m=\u001b[39mfill_value,\n\u001b[1;32m   4983\u001b[0m         limit\u001b[38;5;241m=\u001b[39mlimit,\n\u001b[1;32m   4984\u001b[0m         tolerance\u001b[38;5;241m=\u001b[39mtolerance,\n\u001b[1;32m   4985\u001b[0m     )\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/generic.py:5521\u001b[0m, in \u001b[0;36mNDFrame.reindex\u001b[0;34m(self, labels, index, columns, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[1;32m   5518\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_multi(axes, copy, fill_value)\n\u001b[1;32m   5520\u001b[0m \u001b[38;5;66;03m# perform the reindex on the axes\u001b[39;00m\n\u001b[0;32m-> 5521\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_axes(\n\u001b[1;32m   5522\u001b[0m     axes, level, limit, tolerance, method, fill_value, copy\n\u001b[1;32m   5523\u001b[0m )\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/generic.py:5544\u001b[0m, in \u001b[0;36mNDFrame._reindex_axes\u001b[0;34m(self, axes, level, limit, tolerance, method, fill_value, copy)\u001b[0m\n\u001b[1;32m   5541\u001b[0m     \u001b[38;5;28;01mcontinue\u001b[39;00m\n\u001b[1;32m   5543\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis(a)\n\u001b[0;32m-> 5544\u001b[0m new_index, indexer \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39mreindex(\n\u001b[1;32m   5545\u001b[0m     labels, level\u001b[38;5;241m=\u001b[39mlevel, limit\u001b[38;5;241m=\u001b[39mlimit, tolerance\u001b[38;5;241m=\u001b[39mtolerance, method\u001b[38;5;241m=\u001b[39mmethod\n\u001b[1;32m   5546\u001b[0m )\n\u001b[1;32m   5548\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis_number(a)\n\u001b[1;32m   5549\u001b[0m obj \u001b[38;5;241m=\u001b[39m obj\u001b[38;5;241m.\u001b[39m_reindex_with_indexers(\n\u001b[1;32m   5550\u001b[0m     {axis: [new_index, indexer]},\n\u001b[1;32m   5551\u001b[0m     fill_value\u001b[38;5;241m=\u001b[39mfill_value,\n\u001b[1;32m   5552\u001b[0m     copy\u001b[38;5;241m=\u001b[39mcopy,\n\u001b[1;32m   5553\u001b[0m     allow_dups\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[1;32m   5554\u001b[0m )\n",
-      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexes/base.py:4430\u001b[0m, in \u001b[0;36mIndex.reindex\u001b[0;34m(self, target, method, level, limit, tolerance)\u001b[0m\n\u001b[1;32m   4426\u001b[0m     indexer \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_indexer(\n\u001b[1;32m   4427\u001b[0m         target, method\u001b[38;5;241m=\u001b[39mmethod, limit\u001b[38;5;241m=\u001b[39mlimit, tolerance\u001b[38;5;241m=\u001b[39mtolerance\n\u001b[1;32m   4428\u001b[0m     )\n\u001b[1;32m   4429\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_is_multi:\n\u001b[0;32m-> 4430\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot handle a non-unique multi-index!\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m   4431\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mis_unique:\n\u001b[1;32m   4432\u001b[0m     \u001b[38;5;66;03m# GH#42568\u001b[39;00m\n\u001b[1;32m   4433\u001b[0m     \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mcannot reindex on an axis with duplicate labels\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
-      "\u001b[0;31mValueError\u001b[0m: cannot handle a non-unique multi-index!"
+      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/generic.py:5521\u001b[0m, in \u001b[0;36mNDFrame.reindex\u001b[0;34m(self, labels, index, columns, axis, method, copy, level, fill_value, limit, tolerance)\u001b[0m\n\u001b[1;32m   5520\u001b[0m \u001b[38;5;66;03m# perform the reindex on the axes\u001b[39;00m\n\u001b[0;32m-> 5521\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_reindex_axes(\n\u001b[1;32m   5522\u001b[0m     axes, level, limit, tolerance, method, fill_value, copy\n\u001b[1;32m   5523\u001b[0m )\u001b[38;5;241m.\u001b[39m__finalize__(\u001b[38;5;28mself\u001b[39m, method\u001b[38;5;241m=\u001b[39m\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mreindex\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n",
+      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/generic.py:5544\u001b[0m, in \u001b[0;36mNDFrame._reindex_axes\u001b[0;34m(self, axes, level, limit, tolerance, method, fill_value, copy)\u001b[0m\n\u001b[1;32m   5543\u001b[0m ax \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis(a)\n\u001b[0;32m-> 5544\u001b[0m new_index, indexer \u001b[38;5;241m=\u001b[39m ax\u001b[38;5;241m.\u001b[39mreindex(\n\u001b[1;32m   5545\u001b[0m     labels, level\u001b[38;5;241m=\u001b[39mlevel, limit\u001b[38;5;241m=\u001b[39mlimit, tolerance\u001b[38;5;241m=\u001b[39mtolerance, method\u001b[38;5;241m=\u001b[39mmethod\n\u001b[1;32m   5546\u001b[0m )\n\u001b[1;32m   5548\u001b[0m axis \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_get_axis_number(a)\n",
+      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexes/base.py:4437\u001b[0m, in \u001b[0;36mIndex.reindex\u001b[0;34m(self, target, method, level, limit, tolerance)\u001b[0m\n\u001b[1;32m   4435\u001b[0m             indexer, _ \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mget_indexer_non_unique(target)\n\u001b[0;32m-> 4437\u001b[0m target \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_wrap_reindex_result(target, indexer, preserve_names)\n\u001b[1;32m   4438\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m target, indexer\n",
+      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexes/multi.py:2602\u001b[0m, in \u001b[0;36mMultiIndex._wrap_reindex_result\u001b[0;34m(self, target, indexer, preserve_names)\u001b[0m\n\u001b[1;32m   2601\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 2602\u001b[0m     target \u001b[38;5;241m=\u001b[39m MultiIndex\u001b[38;5;241m.\u001b[39mfrom_tuples(target)\n\u001b[1;32m   2603\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m \u001b[38;5;167;01mTypeError\u001b[39;00m:\n\u001b[1;32m   2604\u001b[0m     \u001b[38;5;66;03m# not all tuples, see test_constructor_dict_multiindex_reindex_flat\u001b[39;00m\n",
+      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexes/multi.py:220\u001b[0m, in \u001b[0;36mnames_compat.<locals>.new_meth\u001b[0;34m(self_or_cls, *args, **kwargs)\u001b[0m\n\u001b[1;32m    218\u001b[0m     kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mnames\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m kwargs\u001b[38;5;241m.\u001b[39mpop(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mname\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m--> 220\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m meth(self_or_cls, \u001b[38;5;241m*\u001b[39margs, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
+      "File \u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/indexes/multi.py:615\u001b[0m, in \u001b[0;36mMultiIndex.from_tuples\u001b[0;34m(cls, tuples, sortorder, names)\u001b[0m\n\u001b[1;32m    613\u001b[0m         tuples \u001b[38;5;241m=\u001b[39m np\u001b[38;5;241m.\u001b[39masarray(tuples\u001b[38;5;241m.\u001b[39m_values)\n\u001b[0;32m--> 615\u001b[0m     arrays \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mlist\u001b[39m(lib\u001b[38;5;241m.\u001b[39mtuples_to_object_array(tuples)\u001b[38;5;241m.\u001b[39mT)\n\u001b[1;32m    616\u001b[0m \u001b[38;5;28;01melif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(tuples, \u001b[38;5;28mlist\u001b[39m):\n",
+      "File \u001b[0;32mlib.pyx:2977\u001b[0m, in \u001b[0;36mpandas._libs.lib.tuples_to_object_array\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mValueError\u001b[0m: Buffer dtype mismatch, expected 'Python object' but got 'long'",
+      "\nThe above exception was the direct cause of the following exception:\n",
+      "\u001b[0;31mTypeError\u001b[0m                                 Traceback (most recent call last)",
+      "\u001b[0;32m/var/folders/y4/dvc6qr5j30s3frwztjt5shg40000gn/T/ipykernel_61363/3498303338.py\u001b[0m in \u001b[0;36m?\u001b[0;34m()\u001b[0m\n\u001b[1;32m      1\u001b[0m \u001b[0;32mfrom\u001b[0m \u001b[0mcadCAD_tools\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mprofiling\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mvisualizations\u001b[0m \u001b[0;32mimport\u001b[0m \u001b[0mvisualize_substep_impact\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      2\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 3\u001b[0;31m \u001b[0mvisualize_substep_impact\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrelative\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mTrue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/cadCAD_tools/profiling/visualizations.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(df, relative, **kwargs)\u001b[0m\n\u001b[1;32m     61\u001b[0m         \u001b[0mx_col\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'substep'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     62\u001b[0m         \u001b[0mfig_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx_col\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfig_df\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mx_col\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0;36m2\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     63\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     64\u001b[0m     \u001b[0;32mif\u001b[0m \u001b[0mrelative\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mTrue\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 65\u001b[0;31m         \u001b[0mfig_df\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfig_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0massign\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrelative_psub_time\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mfig_df\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgroupby\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mindexes\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mpsub_time\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;32mlambda\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m:\u001b[0m \u001b[0mx\u001b[0m \u001b[0;34m/\u001b[0m \u001b[0mx\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0msum\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m     66\u001b[0m         \u001b[0my_col\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'relative_psub_time'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     67\u001b[0m     \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m     68\u001b[0m         \u001b[0my_col\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'psub_time'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, **kwargs)\u001b[0m\n\u001b[1;32m   5008\u001b[0m         \"\"\"\n\u001b[1;32m   5009\u001b[0m         \u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcopy\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdeep\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;32mNone\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5010\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5011\u001b[0m         \u001b[0;32mfor\u001b[0m \u001b[0mk\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mv\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mkwargs\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5012\u001b[0;31m             \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mk\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mapply_if_callable\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mv\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5013\u001b[0m         \u001b[0;32mreturn\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m   4087\u001b[0m             \u001b[0;31m# Column to set is duplicated\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4088\u001b[0m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setitem_array\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4089\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4090\u001b[0m             \u001b[0;31m# set column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 4091\u001b[0;31m             \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_set_item\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, key, value)\u001b[0m\n\u001b[1;32m   4296\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4297\u001b[0m         \u001b[0mSeries\u001b[0m\u001b[0;34m/\u001b[0m\u001b[0mTimeSeries\u001b[0m \u001b[0mwill\u001b[0m \u001b[0mbe\u001b[0m \u001b[0mconformed\u001b[0m \u001b[0mto\u001b[0m \u001b[0mthe\u001b[0m \u001b[0mDataFrames\u001b[0m \u001b[0mindex\u001b[0m \u001b[0mto\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4298\u001b[0m         \u001b[0mensure\u001b[0m \u001b[0mhomogeneity\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4299\u001b[0m         \"\"\"\n\u001b[0;32m-> 4300\u001b[0;31m         \u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mrefs\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_sanitize_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   4301\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   4302\u001b[0m         if (\n\u001b[1;32m   4303\u001b[0m             \u001b[0mkey\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(self, value)\u001b[0m\n\u001b[1;32m   5032\u001b[0m         \u001b[0;32massert\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mDataFrame\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5033\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_dict_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5034\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misinstance\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5035\u001b[0m                 \u001b[0mvalue\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mSeries\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 5036\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0m_reindex_for_setitem\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   5037\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5038\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mis_list_like\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   5039\u001b[0m             \u001b[0mcom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mrequire_length_match\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mvalue\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/homebrew/Caskroom/miniconda/base/lib/python3.11/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m?\u001b[0;34m(value, index)\u001b[0m\n\u001b[1;32m  12307\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0mvalue\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mindex\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  12308\u001b[0m             \u001b[0;31m# duplicate axis\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  12309\u001b[0m             \u001b[0;32mraise\u001b[0m \u001b[0merr\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  12310\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m> 12311\u001b[0;31m         raise TypeError(\n\u001b[0m\u001b[1;32m  12312\u001b[0m             \u001b[0;34m\"incompatible index of inserted column with frame index\"\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m  12313\u001b[0m         ) from err\n\u001b[1;32m  12314\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mreindexed_value\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;31mTypeError\u001b[0m: incompatible index of inserted column with frame index"
      ]
     }
    ],
diff --git a/documentation/examples/param_sweep.py b/documentation/examples/param_sweep.py
index 61e53a03..0d0299ac 100644
--- a/documentation/examples/param_sweep.py
+++ b/documentation/examples/param_sweep.py
@@ -1,5 +1,4 @@
 import pprint
-from typing import Dict, List
 
 import pandas as pd
 from tabulate import tabulate
diff --git a/requirements.txt b/requirements.txt
index e4aa76e1..763c639c 100644
--- a/requirements.txt
+++ b/requirements.txt
@@ -11,4 +11,6 @@ pathos>=0.2.8
 numpy>=1.22.0
 pytz>=2021.1
 setuptools>=69.0.2
-graphviz>=0.20.1
\ No newline at end of file
+graphviz>=0.20.1
+tqdm>=4.65.0
+pytest>=7.4.3
\ No newline at end of file
diff --git a/setup.py b/setup.py
index dfd786c4..eef999fa 100644
--- a/setup.py
+++ b/setup.py
@@ -21,7 +21,7 @@
 """
 
 name = "cadCAD"
-version = "0.4.28"
+version = "0.4.29"
 
 setup(name=name,
       version=version,
@@ -38,7 +38,8 @@
             "dill",
             "pathos",
             "numpy",
-            "pytz"     
-             ],
-      python_requires='>=3.6.13'
+            "pytz",
+            "six"
+      ],
+      python_requires='>=3.8.0'
 )
\ No newline at end of file
diff --git a/testing/generic_test.py b/testing/generic_test.py
index 015312ce..658fbc87 100644
--- a/testing/generic_test.py
+++ b/testing/generic_test.py
@@ -1,7 +1,6 @@
 import unittest
 from functools import reduce
-from tabulate import tabulate # type: ignore
-from parameterized import parameterized
+from tabulate import tabulate
 
 def generate_assertions_df(df, expected_results, target_cols, evaluations):
     test_names = []
diff --git a/testing/models/param_sweep.py b/testing/models/param_sweep.py
index b2558bef..8c1549b3 100644
--- a/testing/models/param_sweep.py
+++ b/testing/models/param_sweep.py
@@ -1,9 +1,9 @@
 import pprint
-from typing import Dict, List
 
 from cadCAD import experiment
 from cadCAD.configuration import Experiment
 from cadCAD.configuration.utils import env_trigger, var_substep_trigger, config_sim, psub_list
+from typing import Dict, List
 
 pp = pprint.PrettyPrinter(indent=4)
 
diff --git a/testing/results_comparison.py b/testing/results_comparison.py
index 22866571..2a8e5501 100644
--- a/testing/results_comparison.py
+++ b/testing/results_comparison.py
@@ -1,7 +1,7 @@
 import unittest
-import pandas as pd
-from tabulate import tabulate
-from pandas._testing import assert_frame_equal
+import pandas as pd # type: ignore
+from tabulate import tabulate # type: ignore
+from pandas._testing import assert_frame_equal # type: ignore
 
 
 def compare_results(result_diff):
diff --git a/testing/test_arg_count.py b/testing/test_arg_count.py
index 556c8cfa..0078b9e3 100644
--- a/testing/test_arg_count.py
+++ b/testing/test_arg_count.py
@@ -13,10 +13,10 @@ def test_sufs():
     psubs = [
         {
             'policies': {
-                'p_A': lambda _1, _2, _3, _4, _5: {}
+                'p_A': lambda _1, _2, _3, _4: {}
             },
             'variables': {
-                'v_A': lambda _1, _2, _3, _4, _5, _6: ('a', 1)
+                'v_A': lambda _1, _2, _3, _4, _5: ('a', 1)
             }
         }
     ]
diff --git a/testing/tests/append_mod_test.py b/testing/tests/append_mod_test.py
index 51a43627..a6e628c7 100644
--- a/testing/tests/append_mod_test.py
+++ b/testing/tests/append_mod_test.py
@@ -7,7 +7,6 @@
 from testing.models.param_sweep import env_process as env_process_a
 from testing.models.param_sweep import partial_state_update_blocks as psubs_a
 
-
 def append_model_id(model_ids, sim_config, genesis_states, env_process, psubs):
     exp_copy = deepcopy(exp)
     for mod_id in model_ids: