From 2b51e99371c4b159c6edf9458cbe7208b0965bf1 Mon Sep 17 00:00:00 2001 From: Miki Bonacci <46074008+mikibonacci@users.noreply.github.com> Date: Fri, 19 Jul 2024 00:29:23 +0200 Subject: [PATCH] Feature/mutable helper class (#25) * Introducing the kind checks. In principle, we can also not define the kinds, in that case it is up to the plugin to use the get_kinds() method of the StructureData to define kinds. * Starting to migrate to mkdocs * StructureData developer guide, missing: PropertyCollector and properties. * First profiling for the atomistic vs orm StructureData generation. Need more profiling for low-atoms systems, where it seems orm is better * Comment on profiling * Additional notes on profilings * Adding a last scaling test, to be commented and inserted in the github issue * Adding the automatic kind generation. Missing: deactivate this automatism. * Adding the `allow_kinds` input in the StructureData init. used to deactivate the automatic kind generation. * Adding the `to_legacy_structuredata` method in atomistc.StructureData This is provided in temporary way in order to make easier to migrate the plugin gradually to this new Data. In a first step, we should use this method anytime the plugin uses the StructureData. Then add the properties setting. * - Adding the developer docs - Adding some bugfixing for the empty StructureData init. * Added user guide with examples * Fixing https://github.com/aiidateam/aiida-atomistic/issues/16 * This solves issue https://github.com/aiidateam/aiida-atomistic/issues/10 This is implemented following the pydantic PR for aiida-core: https://github.com/aiidateam/aiida-core/pull/6255 * New implementation, following the pydantic PR. adding the `charges` properties, in the same way as we have the cell and pbc: hard-coding the getter and setter methods. For now, no data validation is there. * Added the support to read charges also from ASE Atoms object. Added the map_kinds method, which return the mapping for the kinds as contained in the sites attribute. * Reverting back to non-pydantic implementation (Just removing the Model attribute from the StructureData class, nothing else changed) Added also the charges in the get_ase method. * Attaching the properties to the Sites. - code refactored: now `StructureData` and `Site` classes are in separated files, as well as the utils; `Kind` class is removed - `Site` class now contains the properties: `symbol`, `position`, `mass`, `charge`, `magnetization`, `kind_name`; `kind_name` should be removed. The properties are defined via the `property` decorator - `from_ase`, `to_ase` methods are added - `from_pymatgen`, `to_pymatgen` methods are added (**TOBE fixed to add also the magnetization**) - `from_file`, `to_file` methods are added. They rely on ASE `io.read` and `io.write` functions. - the `orm.StructureData` (the old one) now has a method `to_atomistic` - the `utils.py` file contains also the `to_kinds` and `get_kinds` functions, to automatically generate kinds. The user should only use the `get_kinds` function. **TOBE refined: kind names, and remove the other kinds methods from the StructureData class.** - the `StructureData` constructor now works in this way: we provide the pbc, cell. Then we should use the `append_atom` method afterwards. **TOBE discussed, I guess we cann add lists contaning site-wise value for properties** - slicing of structure data: defined the __getitem__ method, to obtain a sliced structuredata instance from the initial one. - TOBE added: `to_supercell` method. * adding the possiblity to provide lists in the constructor BUT we are gonna change this by providing the possibility to provide list of sites (each of them is a dictionary), in the same format as they are represented in the database * Moving the get_kinds and _to_kinds (now a private method) into the StructureData class. * Removed kind related methods which now are no more needed in the StructureData * Utilities for cell and sites update * New StructureData and StructureDataMutable both inheriting from StructureDataCore. Added properties: - charge - magmom Relevant added methods: - from/to ASE/Pymatgen - to_legacy - to_structuredata - to_mutable_structuredata Added single page for API tutorial. Added tests for basic functionalities of both Structure Classes. * Allowing also magmom to be provided as floats: they are then stored as [magmom,0,0] * Improving mutability and minor changes. Mutability is improved by removing all the setter methods, both in StructureDataCore and Site classes. Moreover, lists and tuples are returned as np.array with flags.writeable=False, meaning that we cannot even modify the internal arrays/lists. Other minor changes: - Now in StructureDataCore we have to define the pbc, cell and sites keywords to initialise it (and so the other subclasses), this is helpful to then document the inputs. - `get_kinds` routine fixed to work also with magmoms (arrays) - docu and tests updated with respect to these changes. * Adding type hinting and minor fixes removing mutable attribute in Site class adding a get_global_properties method in StructureDataCore, not used now but in the future to have a list of the properties in the database (not only attached to the single sites), to make easy to query wrt a property. * Improving flexibility, automatic get_kinds and pymatgen fixings. Providing full flexibility in the StructureDataMutable while preserving same data structure of StructureData. - adding the parent and index when we initialise the Site class (i.e. when we access structure.sites). This is helpful to be able to change directly properties in the StructureDataMutable class. - in the same direction, we implemented the ObservedArray class which basically allows to trigger the setter methods of arrays/lists even if we modify only one element (for example: structure.sites[0].position[0] = 5). In this way, changes are written into the structure._data, which represents the real data stored in the instance. `get_kinds` method now is stable. Fixing pymatgen problems with oxi_state and magmom. * Adding in the tutorial markdown also the get_kinds method, and minimal update of the pytests. --- conftest.py | 26 +- docs/docs/source/user_guide.md | 90 ++++- .../structuredata/generation_and_kinds.py | 34 ++ examples/structuredata/performance_test.py | 368 ++++++++++++++++++ .../scaling_after_optimizations.png | Bin 0 -> 60326 bytes .../scaling_after_optimizations_deepcopy.png | Bin 0 -> 56793 bytes ...er_optimizations_deepcopy_details copy.png | Bin 0 -> 64502 bytes ...g_after_optimizations_deepcopy_details.png | Bin 0 -> 64502 bytes .../scaling_after_optimizations_details.png | Bin 0 -> 69072 bytes .../scaling_before_optimization.png | Bin 0 -> 57990 bytes .../scaling_before_optimization_details.png | Bin 0 -> 67537 bytes examples/structuredata/simple_instance.py | 23 ++ src/aiida_atomistic/data/structure/core.py | 286 ++++++++------ src/aiida_atomistic/data/structure/mutable.py | 34 +- src/aiida_atomistic/data/structure/site.py | 166 +++----- src/aiida_atomistic/data/structure/utils.py | 32 ++ tests/data/test_structure.py | 21 +- 17 files changed, 825 insertions(+), 255 deletions(-) create mode 100644 examples/structuredata/generation_and_kinds.py create mode 100644 examples/structuredata/performance_test.py create mode 100644 examples/structuredata/scaling_after_optimizations.png create mode 100644 examples/structuredata/scaling_after_optimizations_deepcopy.png create mode 100644 examples/structuredata/scaling_after_optimizations_deepcopy_details copy.png create mode 100644 examples/structuredata/scaling_after_optimizations_deepcopy_details.png create mode 100644 examples/structuredata/scaling_after_optimizations_details.png create mode 100644 examples/structuredata/scaling_before_optimization.png create mode 100644 examples/structuredata/scaling_before_optimization_details.png create mode 100644 examples/structuredata/simple_instance.py diff --git a/conftest.py b/conftest.py index 6c1f880..04b8c03 100644 --- a/conftest.py +++ b/conftest.py @@ -48,9 +48,33 @@ def example_structure_dict(): "position": [0.0, 0.0, 0.0], "mass": 63.546, "charge": 1.0, - "magmom": 0.0, + "magmom": [0,0,0], } ], } return structure_dict + +@pytest.fixture +def example_structure_dict_for_kinds(): + """ + Return the dictionary of properties as to be used in the standards tests. + """ + structure_dict = {'pbc': (True, True, True), + 'cell': [[2.8403, 0.0, 1.7391821518091137e-16], + [-1.7391821518091137e-16, 2.8403, 1.7391821518091137e-16], + [0.0, 0.0, 2.8403]], + 'sites': [{'symbol': 'Fe', + 'weights': 55.845, + 'position': [0.0, 0.0, 0.0], + 'charge': 0.0, + 'magmom': [2.5, 0.1, 0.1], + 'kind_name': 'Fe'}, + {'symbol': 'Fe', + 'weights': 55.845, + 'position': [1.42015, 1.42015, 1.4201500000000002], + 'charge': 0.0, + 'magmom': [2.4, 0.1, 0.1], + 'kind_name': 'Fe'}]} + + return structure_dict diff --git a/docs/docs/source/user_guide.md b/docs/docs/source/user_guide.md index da32d26..efad420 100644 --- a/docs/docs/source/user_guide.md +++ b/docs/docs/source/user_guide.md @@ -24,6 +24,7 @@ structure_dict = { { 'symbol':'Si', 'position':[3/4, 3/4, 3/4], + 'charge': 0, }, { 'symbol':'Si', @@ -32,8 +33,8 @@ structure_dict = { ], } -mutable_structure = StructureDataMutable(data=structure_dict) -structure = StructureData(data=structure_dict) +mutable_structure = StructureDataMutable(**structure_dict) +structure = StructureData(**structure_dict) ``` When this dictionary is provided to the constructor, validation check for each of the provided property is done (**for now, only pbc and cell**). @@ -74,7 +75,7 @@ print(structure.sites[0].symbol,structure.sites[0].position) # output: Si [0.75 All the properties can be accessed via tab completion, and a list of the supported properties can be accessed via `structure.get_property_names()`. For now, other supported properties are `charge` (not yet `tot_charge`), `kind_name`, `mass`. -For example, we can initialize a charged structure in this way: +We can initialize a charged structure in this way: ```python= @@ -96,12 +97,14 @@ structure_dict = { ], } -mutable_structure = StructureDataMutable(data=structure_dict) -structure = StructureData(data=structure_dict) +mutable_structure = StructureDataMutable(**structure_dict) +structure = StructureData(**structure_dict) ``` then, `structure.sites[0].charge` will be equal to 1. When the plugins will be adapted, with this information we can build the correct input file for the corresponding quantum engine. +To access the properties summarized for all the sites, you can use methods like `get_charges`, `get_magmoms`, `get_kind_names`. You can also use the more general `get_site_property` method (in this case, you should provide the name of the property as input: 'charge', 'magmom', 'kind_name'). + ### Initialization from ASE or Pymatgen If we already have an ASE Atoms or a Pymatgen Structure object, we can use the `from_ase` and `from_pymatgen` methods: @@ -115,7 +118,7 @@ atoms.set_tags(["2"]) mutable_structure = StructureDataMutable.from_ase(atoms) structure = StructureData.from_ase(atoms) -structure.to_dict() +structure.to_dict(detect_kinds=False) ``` This should have as output: @@ -131,6 +134,8 @@ This should have as output: 'magmom': 0.0}]} ``` +The `detect_kinds`parameter, if `True`, provides automatically detected kind_names (and corresponding properties). For more control on the automatic kinds generation, see the corresponding section below. + This support also the properties like charges (coming soon: magmoms and so on). In the same way, for pymatgen we can proceed as follows: ```python= @@ -169,7 +174,7 @@ the output being: Moreover, we also provide `to_ase` and `to_pymatgen` methods to obtain the corresponding instances. Also this methods for now only support charges, among the new properties. -## Mutation of a structure +## Mutation of a `StructureDataMutable` instance Let's suppose you want to update some property in the `StructureData` before to use it in a calculation. You cannot. The way to go is either to use ASE or Pymatgen to modify you object and store it back into `StructureData`, or to use the `StructureDataMutable` and its mutation methods, and then convert it into `StructureData`. The latter method is the preferred one, as you then have support also for additional properties (to be implemented) like hubbard, which is not supported by the former. @@ -208,15 +213,84 @@ mutable_structure.add_atom({ }) ``` +It is also possible to directly access the single properties and modify them, but we strongly suggest to use the dedicated `set_*`methods or the `add_atom`, `pop_atom`, `update_site`. `pbc` and `cell` can be modified only via the corresponding `set_pbc` and `set_cell` methods. ## Slicing a structure -It is possible to *slice* a structure, i.e. returning only a part of it (in terms of sites). Let's that you have an heterostructure and you want to obtain only the first layer, composed of the first 4 atoms over 10 total. This works for both `StructureDataMutable` and `StructureData` (we return a new `StructureData` instance). +It is possible to *slice* a structure, i.e. returning only a part of it (in terms of sites). Let's suppose that you have an heterostructure and you want to obtain only the first layer, composed of the first 4 atoms over 10 total. This works for both `StructureDataMutable` and `StructureData` (we return a new `StructureData` instance). ```python= sliced_structure = structure[:4] ``` +## Passing from StructureData to StructureDataMutable and viceversa + +```python= +mutable_structure.to_structuredata() # returns an instance of StructureData +structure.to_mutable_structuredata() # returns an instance of StructureDataMutable +``` + +## Automatic kinds generation + +It is possible to generate the kind_names and the corresponding mapped properties for a given structure. +You can do it by using the `get_kinds` method. + +```python= +Fe_BCC_dictionary = {'pbc': (True, True, True), + 'cell': [[2.8403, 0.0, 1.7391821518091137e-16], + [-1.7391821518091137e-16, 2.8403, 1.7391821518091137e-16], + [0.0, 0.0, 2.8403]], + 'sites': [{'symbol': 'Fe', + 'weights': 55.845, + 'position': [0.0, 0.0, 0.0], + 'charge': 0.0, + 'magmom': [2.5, 0.1, 0.1], + 'kind_name': 'Fe'}, + {'symbol': 'Fe', + 'weights': 55.845, + 'position': [1.42015, 1.42015, 1.4201500000000002], + 'charge': 0.0, + 'magmom': [2.4, 0.1, 0.1], + 'kind_name': 'Fe'}]} + +mutable_structure = StructureDataMutable(**Fe_BCC_dictionary) +new_sites = mutable_structure.get_kinds(ready_to_use=True) +``` + +By setting `ready_to_use`to True, we provide a list of sites ready to be used in our structure. +We then obtain: + +```shell= +[{'kind_name': 'Fe0', + 'mass': 55.845, + 'charge': 0.0, + 'magmom': [2.5, 0.1, 0.1], + 'symbol': 'Fe', + 'position': [0.0, 0.0, 0.0]}, + {'kind_name': 'Fe1', + 'mass': 55.845, + 'charge': 0.0, + 'magmom': [2.4, 0.1, 0.1], + 'symbol': 'Fe', + 'position': [1.42015, 1.42015, 1.4201500000000002]}] +``` + +so we can set the new sites: + +```python= +mutable_structure.clear_sites() +new_sites = mutable_structure.get_kinds(ready_to_use=True) +for site in new_sites: + mutable_structure.add_atom(site) +``` + + +It is possible to provide custom thresholds, exclude properties from this detection and also to provide already some kinds (kind_tags) to be blocked. *Explanation TOBE extended.* + ## Backward compatibility support We can use the `to_legacy` method to return the corresponding `orm.StructureData` instance, in case a given plugin does not yet support the new `StructureData`. + +## How to Query StructureData using properties + +TOBE added. \ No newline at end of file diff --git a/examples/structuredata/generation_and_kinds.py b/examples/structuredata/generation_and_kinds.py new file mode 100644 index 0000000..538008e --- /dev/null +++ b/examples/structuredata/generation_and_kinds.py @@ -0,0 +1,34 @@ +from aiida import orm, load_profile +load_profile() + +from aiida_atomistic.data.structure import StructureData + +unit_cell = [[3.5, 0.0, 0.0], [0.0, 3.5, 0.0], [0.0, 0.0, 3.5]] +atomic_positions = [[0.0, 0.0, 0.0],[1.5, 1.5, 1.5]] +symbols = ["Li"]*2 +mass = [6.941,6.941] +charge = [1,0] + +properties = { + "cell":{"value":unit_cell}, + "pbc":{"value":[True,True,True]}, + "positions":{"value":atomic_positions,}, + "symbols":{"value":symbols}, + "mass":{"value":mass,}, + "charge":{"value":charge} + } + +structure = StructureData( + properties=properties + ) +kinds = structure.get_kinds() + +print("Kinds: ", kinds) + +print("Charge default threshold: ",structure.properties.charge.default_kind_threshold) + +kinds = structure.get_kinds(custom_thr={"charge":2}) +print("New kinds with updated charge threshold (2): ", kinds) + +kinds = structure.get_kinds(exclude=["charge"]) +print("New kinds excluding the charge property: ", kinds) diff --git a/examples/structuredata/performance_test.py b/examples/structuredata/performance_test.py new file mode 100644 index 0000000..89b41c3 --- /dev/null +++ b/examples/structuredata/performance_test.py @@ -0,0 +1,368 @@ +# %% +from aiida import orm, load_profile +load_profile() + +from aiida_atomistic.data.structure import StructureData + +import numpy as np +import matplotlib.pyplot as plt + + +# %% [markdown] +# # Performance test atomistic.StructureData vs orm.StructureData +# +# - Increase linearly the number of atoms in both cases(2D plot), +# - Then see how the scaling changes if I also defined more and more related properties (2D countour plot?) + +# %% +properties = { + "cell":{"value":[[1,0,0],[0,1,0],[0,0,1]]}, + "positions":{"value":[[1,1,1]]}, + "symbols":{"value":["He"]}, + } + +# %% +structure = StructureData(properties = properties) + +# %% +structure.properties.get_stored_properties() + +# %% +legacy = orm.StructureData(cell=properties['cell']['value']) +for position,symbol in list(zip(properties['positions']['value'],properties['symbols']['value'])): + legacy.append_atom(position=position,symbols=symbol) + +# %% [markdown] +# ## Test 1. only increasing number of atoms. + +# %% +def generate_simple_atomistic(properties): + return StructureData(properties = properties) + +def generate_simple_orm(cell, zipped): + legacy = orm.StructureData(cell=cell) + for position,symbol in zipped: + legacy.append_atom(position=position,symbols=symbol) + + return legacy + +def timing_atomistic_and_orm(properties, factor_list=[1]): + """ + timing function for the generation of atomistic and orm StructureData + without considering additional properties apart cell, positions, symbols + """ + import time + time_list_atom = [] + time_list_orm = [] + cell = properties['cell']['value'] + initial_pos = [[1,1,1]] + initial_symb = ['H'] + + for factor in factor_list: + properties['positions']['value']=initial_pos*factor + properties['symbols']['value']=initial_symb*factor + zipped = list(zip(properties['positions']['value'],properties['symbols']['value'])) + + t_i_atom=time.time() + atomistic = generate_simple_atomistic(properties) + t_f_atom=time.time() + time.sleep(0.0001) + t_i_orm=time.time() + legacy = generate_simple_orm(cell, zipped) + t_f_orm=time.time() + time_list_atom.append(t_f_atom-t_i_atom) + time_list_orm.append(t_f_orm-t_i_orm) + + properties['positions']['value']=initial_pos + properties['symbols']['value']=initial_symb + + return np.array(time_list_atom),np.array(time_list_orm),np.array(factor_list) + +# %% +properties = { + "cell":{"value":[[1,0,0],[0,1,0],[0,0,1]]}, + "positions":{"value":[[1,1,1]]}, + "symbols":{"value":["He"]}, + } +t_atom, t_orm, factors = timing_atomistic_and_orm(properties,factor_list=list(range(1,10))) +print("t_atom, t_orm, factors") +print(t_atom, t_orm, factors) + +# %% +plt.plot(t_atom*1000, label='atomistic', marker='o') +plt.plot(t_orm*1000, label='orm', marker='o') +plt.grid() +plt.ylim(0,100) +plt.ylabel('Time (ms)') +plt.xlabel('Number of atoms') +plt.title('Creation time for no properties, only increasing the number of atoms') +plt.legend() + +# %% +properties + +# %% [markdown] +# ## Test 2. Adding properties and increasing number of atoms. + +# %% +def timing_atomistic_and_orm_properties(properties, factor_list=[1], props_num=2): + """ + timing function for the generation of atomistic and orm StructureData + considering additional properties and additional atoms. + """ + import time + time_list_atom = [] + time_list_orm = [] + cell = properties['cell']['value'] + initial_pos = [[1,1,1]] + initial_symb = ['H'] + initial_charge = [1] + initial_mass = [1] + initial_kinds = ['H1'] + + for factor in factor_list: + properties['positions']['value']=initial_pos*factor + properties['symbols']['value']=initial_symb*factor + properties['charge']= {'value':initial_charge*factor} + properties['mass']= {'value':initial_mass*factor} + properties['kinds']= {'value':initial_kinds*factor} + + if props_num==1: + properties.pop('kinds') + properties.pop('mass') + + elif props_num==3: + properties.pop('kinds') + #properties.pop('charge') + + elif props_num==4: + #properties.pop('kinds') + properties.pop('charge') + + zipped = list(zip(properties['positions']['value'],properties['symbols']['value'])) + + + t_i_atom=time.time() + atomistic = generate_simple_atomistic(properties) + t_f_atom=time.time() + time.sleep(0.0001) + t_i_orm=time.time() + legacy = generate_simple_orm(cell, zipped) + t_f_orm=time.time() + time_list_atom.append(t_f_atom-t_i_atom) + time_list_orm.append(t_f_orm-t_i_orm) + + properties['positions']['value']=initial_pos + properties['symbols']['value']=initial_symb + properties['charge']= {'value':initial_charge} + properties['mass']= {'value':initial_mass} + properties['kinds']= {'value':initial_kinds} + + return np.array(time_list_atom),np.array(time_list_orm),np.array(factor_list) + +# %% +properties = { + "cell":{"value":[[1,0,0],[0,1,0],[0,0,1]]}, + "positions":{"value":[[1,1,1]]}, + "symbols":{"value":["He"]}, + } +t_atom_props, t_orm_props, factors = timing_atomistic_and_orm_properties(properties,factor_list=list(range(1,10))) # charge, mass, and kinds check +#t_atom_props_2, t_orm_props, factors = timing_atomistic_and_orm_properties(properties,factor_list=list(range(1,501)),props_num=1) # charge, automatic masses and no kinds check +t_atom_props_3, t_orm_props, factors = timing_atomistic_and_orm_properties(properties,factor_list=list(range(1,10)),props_num=3) # no kinds check, but charge and masses +t_atom_props_4, t_orm_props, factors = timing_atomistic_and_orm_properties(properties,factor_list=list(range(1,10)),props_num=4) # no charge, but mass and kinds check + +print("t_atom, t_orm, factors") +print(t_atom, t_orm, factors) + +# %% + +plt.plot(factors,t_orm*1000, label='orm', marker='o') +plt.plot(factors,t_atom*1000, label='atomistic with no properties', marker='o') +plt.plot(factors,t_atom_props_4*1000, label='atomistic with 1 property + kinds check', marker='o') +plt.plot(factors,t_atom_props_3*1000, label='atomistic with 2 properties but no kinds check', marker='o') +plt.plot(factors,t_atom_props*1000, label='atomistic with 2 properties + kinds check', marker='o') +#plt.plot(t_atom_props_2*1000, label='atomistic with charge, automatic masses and no kinds check', marker='o') +plt.ylabel('Time (ms)') +plt.xlabel('Number of atoms') +plt.title('Creation time increasing the number of atoms and number of properties') +plt.grid() +plt.xlim(1,500) +plt.ylim(0,60) +plt.legend() +plt.tight_layout() +#plt.savefig('scaling_after_optimizations_deepcopy.png') + +# %% [markdown] +# The main difference is that to create the orm.StructureData we need to loop and append atoms. + +# %% + +plt.plot(factors,t_orm*1000, label='orm', marker='o') +plt.plot(factors,t_atom*1000, label='atomistic with no properties', marker='o') +plt.plot(factors,t_atom_props_4*1000, label='atomistic with 1 property + kinds check', marker='o') +plt.plot(factors,t_atom_props_3*1000, label='atomistic with 2 properties but no kinds check', marker='o') +plt.plot(factors,t_atom_props*1000, label='atomistic with 2 properties + kinds check', marker='o') +#plt.plot(t_atom_props_2*1000, label='atomistic with charge, automatic masses and no kinds check', marker='o') +plt.ylabel('Time (ms)') +plt.xlabel('Number of atoms') +plt.title('Creation time increasing the number of atoms and number of properties') +plt.grid() +plt.xlim(1,20) +plt.ylim(0,4) +plt.legend() +plt.tight_layout() +#plt.savefig('scaling_after_optimizations_deepcopy_details.png') + +# %% [markdown] +# ### Comments: +# +# - The kinds check introduce additional steps, because the get_kinds method has a loop on the number of properties. So this should scale with them; +# - Seems anyway that adding a property (from 1 to 2, both with kinds check) is not a linear scaling, but lower. This is good, and means that the internal validation of properties does not slow down too much; +# - Without the kinds check, we have not increasing of time for increasing number of properties. And it is way faster than orm; +# +# **To be investigated more:** We should investigate more the case with the kinds check (of course). In particular, we should use more advanced profiling techniques to understand exactly what is slowing down the kinds check, especially for low number of atoms (<10). + +# %% [markdown] +# ## Specific profiling +# +# Read this: https://realpython.com/python-profiling/ ; it was obvious also from the above analysis, but it is the `get_kinds` method which slows down things. However, I used the cProfile module to profile more, and I noticed that the `is_stored` and the `deepcopy` are time consuming. +# +# ### Improvings +# I am improving the performances mainly noticing that methods called in the `PropertyCollector` init can also be called in the StructureData init, so in this way we avoid to call them each time we access the `properties` attributes of the StructureData, as it happens really often in the `get_kinds` method, which is called in the StructureData init if we define kinds. +# +# Up to now, speed is improved by a factor of 2. +# +# - `_inspect_properties` method +# - `is_stored` method +# - I do the deepcopy in the StructureData init, when I call the PropertyCollector constructor +# +# + +# %% +# %% +import cProfile +import re + + +sites=2 + +properties = {'cell': {'value': [[1, 0, 0], [0, 1, 0], [0, 0, 1]]}, + 'positions': {'value': [[1, 1, 1]]*sites}, + 'symbols': {'value': ['H']*sites}, + 'charge': {'value': [1]*sites}, + 'mass': {'value': [1]*sites}, + 'kinds': {'value': ['H1']*sites}, + } + +# %% +structure = StructureData(properties = properties) + +# %% +structure.properties.kinds + +# %% +from timeit import timeit + +iterations=100 +total_time = timeit("StructureData(properties = properties)", number=iterations, globals=globals()) +f"Average time is {total_time / iterations:.5f} seconds" + +# %% [markdown] +# # After the profiling and optimization: +# +# We obtained a speed up of a factor of almost 2 or 4 in the generation of the atomistic StructureData, and the crossing point atomistic-orm, beyond that atomistic is better then orm, is for lower number of atoms (1-7), which is a lot better than before (10-70). You can check the results in the four plots. + +# %% +iterations=10 +timings_atomistic_2props_kinds = [] +timings_atomistic_1props_kinds = [] + +timings_atomistic_2props_No_kinds = [] +timings_atomistic_1props_No_kinds = [] + +timings_orm = [] +sites=1 + +properties = {'cell': {'value': [[1, 0, 0], [0, 1, 0], [0, 0, 1]]}, + 'positions': {'value': [[1, 1, 1]]*sites}, + 'symbols': {'value': ['H']*sites}, + 'charge': {'value': [1]*sites}, + 'mass': {'value': [1]*sites}, + 'kinds': {'value': ['H1']*sites}} + +for sites in range(1,20): + properties = {'cell': {'value': [[1, 0, 0], [0, 1, 0], [0, 0, 1]]}, + 'positions': {'value': [[1, 1, 1]]*sites}, + 'symbols': {'value': ['H']*sites}, + 'charge': {'value': [1]*sites}, + 'mass': {'value': [1]*sites}, + 'kinds': {'value': ['H1']*sites}} + + total_time = timeit("StructureData(properties = properties)", number=iterations, globals=globals()) + f"Average time is {total_time / iterations:.5f} seconds" + timings_atomistic_2props_kinds.append(total_time / iterations) + + + properties.pop('charge') + total_time = timeit("StructureData(properties = properties)", number=iterations, globals=globals()) + f"Average time is {total_time / iterations:.5f} seconds" + timings_atomistic_1props_kinds.append(total_time / iterations) + + zipped = list(zip(properties['positions']['value'],properties['symbols']['value'])) + total_time = timeit("generate_simple_orm(properties['cell']['value'],zipped)", number=iterations, globals=globals()) + timings_orm.append(total_time / iterations) + + properties = {'cell': {'value': [[1, 0, 0], [0, 1, 0], [0, 0, 1]]}, + 'positions': {'value': [[1, 1, 1]]*sites}, + 'symbols': {'value': ['H']*sites}, + 'charge': {'value': [1]*sites}, + 'mass': {'value': [1]*sites}, + #'kinds': {'value': ['H1']}, + } + + total_time = timeit("StructureData(properties = properties)", number=iterations, globals=globals()) + f"Average time is {total_time / iterations:.5f} seconds" + timings_atomistic_2props_No_kinds.append(total_time / iterations) + + properties.pop('charge') + total_time = timeit("StructureData(properties = properties)", number=iterations, globals=globals()) + f"Average time is {total_time / iterations:.5f} seconds" + timings_atomistic_1props_No_kinds.append(total_time / iterations) + + properties = {'cell': {'value': [[1, 0, 0], [0, 1, 0], [0, 0, 1]]}, + 'positions': {'value': [[1, 1, 1]]}, + 'symbols': {'value': ['H']}, + 'charge': {'value': [1]}, + 'mass': {'value': [1]}, + 'kinds': {'value': ['H1']}} + +timings_orm=np.array(timings_orm) +timings_atomistic_1props_kinds=np.array(timings_atomistic_1props_kinds) +timings_atomistic_2props_kinds=np.array(timings_atomistic_2props_kinds) + +timings_atomistic_1props_No_kinds=np.array(timings_atomistic_1props_No_kinds) +timings_atomistic_2props_No_kinds=np.array(timings_atomistic_2props_No_kinds) + +# %% +plt.plot(list(range(1,20)),timings_orm*1000,'o-',label='orm') +plt.plot(list(range(1,20)),timings_atomistic_1props_kinds*1000, 'o-',label='1 property, check kinds') +plt.plot(list(range(1,20)),timings_atomistic_2props_kinds*1000, 'o-',label='2 properties, check kinds') + +plt.plot(list(range(1,20)),timings_atomistic_1props_No_kinds*1000, 'o-',label='1 property, automatic kinds') +plt.plot(list(range(1,20)),timings_atomistic_2props_No_kinds*1000, 'o-',label='2 properties, automatic kinds') +plt.grid() +plt.xlim(1,19) +plt.ylim(0,60) +plt.legend() +plt.ylabel('Creation time (ms)') +plt.xlabel('number of sites') +plt.title('Average creation time (average on 1000 runs for each number of sites)') +plt.tight_layout() +plt.show() +# %% [markdown] +# # To try: storage and loading up of the node. see if the properties are there, are ok... + +# %% [markdown] +# + + diff --git a/examples/structuredata/scaling_after_optimizations.png b/examples/structuredata/scaling_after_optimizations.png new file mode 100644 index 0000000000000000000000000000000000000000..c6715834bbddd493c4ec8e8cc4fd973d29c7ef60 GIT binary patch literal 60326 zcmb5WcRZGF_&$C=_MRCjp%9WSvNK9n$Szrtz4sQ%NTJBc9vR69S=lQiJCT(TlD${I z^X~n5eSY6RzW;oCy(;l^KlgoI=XIXPah%8bgsZFFA|+xVLJ)-XwxYZyf?x$A2xf)= z556NjFfj*zU3XQ`bG_?e;p$=HY>ud!xH{T8xY}BoGP|2QyI48c3-XBa2y!!9y1F{L zi1G5;{qGBS9GoBVb}Z=Kg^Lh6D(br+2)POR8Q{R@qq2>8zWzysRUEOo| z>qhj1K4D>j1Yv>91YyLKO@w4`+&)?}I@naK7HO9nltvVCxoH;}6cvpa6oy@_!nePw zH4rf#aZl!kj`Nf>pDxdBW*KHesp-9+_nciis((%#&Aq!~{EVMMmVhNBn*7Q08fqE% zibA%47B>+7B4A;nCqf9(??~~TL8#D|`5JQ|tmw}U8r2a+^wpa|8Avqx;yG+N3^V%T zPW&fWGXGtZIw_J$@oDs>8lUdEe(=1@7`shASf~KrggiVqr}R}D#J{{%))YG z^7ao(0vvili)S@2GiX^@Sk^Z;H9Z7gRoZ>OCS=)<93CE)l$5A@I7`uE1tD7ty>~qX zx)hQ(J#O5<|mx^u_f{TkfdTMcqoRTXND2Ej*PjHl|n6z|;8_0UwjesZ!mO)uuk zasU4P5|b9ZcSa5M&A+pMKemiz^54fO$8$H`V)6?qy7$qvIfQUoO*8K9Z^1WKdD!@5 zd~$Mf7A7W5?avvzzZM(y=@dWcJ=|OC+uqq3>x{WnD52VyDrts%o2Yg%ukY^bd*m=( zpCc3}b1|mmqr-IBG7Z(iYtp;(L znws93v^-f>d!m_{m30=0kB!YNbBlL1jNUsldAB0y+WeaT$sxawkB{4BxuW3%lF`D$ z=nt-YtCMnnPfva=gx%qimvUILkVx)g) zC^$9Mf>BLX`K1hV-k=Ls-YFRo1TI!VJ@RmD!FFaQ3P_S-Lwwq}Gc&qO$;(oYom9x-MYb5dgqr;=r z)Krx_cV7INtbNVj{;lEfX}8qL_FbJqovZ9;h!Wqvz5Ko0irV2|V&eYph^|p-d(=5W z_+|0%VXHxfb=z}B@%CPqwJAwFnT0eV>ojo>o-6*MTU%RW#|K;bpS*Vx)HxnLfBxLI z{n=UW%a@;uq-AAY`aPIKEbg_*YBOHWNgXcVGd7lJH(68Bdct!jDZ9fO7OJPECHO2o zeF^PVgOcB)#e(hhN2fH^eino;AYI8JbCiY?f2J};rzR7 zxfPb)A`VkMs^m6m~_i;9}se79Jj7&kvf+@lPAR%&W$3v27Hy1Ke=5j0n-)_(r{c^08%V(L?U z8836PGit=m${KQ(fk8lAT)fhA!!&W{ZEkMa`nn^!Lhp)-#`ZUU>Z_k*55nYuUo zH~W{S_p{yA$!>;gww;WTa!<)Vzf(>$%MC00eim-n#nn}-ifQw!{?u<>?_=Hvb)8sP zSP4Nv7#C+}(}95jf$x2vKbyEL^qBDQ@ThQ{DHC&BF5$eJ+c`HK`~JGZ*LV6Y5|WaM zu;`VQl`E0F^~S{yKF!v9z-1GP=d0cSFrdrg;_hy7F(z#6+qaTC(kHJZ15WQRcyiV7 zba^*Kym;~G^z^i+u`$rg%gbqWE>+T}N@Bdq$;|y=(|l^v%F4=iu|K0{YATg5R92_f z-R>)#MNMV4xUr7Rqr}+Q<|ia)n|peD6B859o`ZAT-PJYQoBZ-+OZy9^KI^aVKC7sx z=y`gI`s}Y~XtD(k9-nOWNq@j4rsabJ!%h{h_r222T*;1+k#Q`VMegBO%Jb)Y9tQ`{ zzjuKo(evfY^TdRNlBrKVAGWt$Qc2S4-8 zk3y>A9;**OSoE5@ySu9}Q>?!qorNp4u&cf4TprGE36W)Sad9z2PdZh22!HPWnD(Hb zs`n(LlyAbp{ytxfVylFN#5Y(5&n>&Dx-fFwUpZW> z)ZMRndA9`L@V7(yY-bR$?;#-}Nyy1zg9v8wS)ai;q{4yw@Zgg-|G9JL;87DkeUe0f zrhMm4KpK1Kt$R@`fBv9{=2a>avbDZ${PpWs?u!>67wLa^Vp#1QD(QcmFp_`w>2*=j zl7p>Z9~KuaVev)q0_(}>#Y>eIy$shp*NyQ4cNPbN{~cBr506LJ zu3fWT=t;EQSsr=k^s^mSu_RfM9` zp$-YM)^wRRQorLlV`5AU)&Ck#Cx6^;G_2B&tn~2>A#mDQwAT>w%by<2k^R<9e-%9@z?`!rG zq865xok_wr?UJs_wdkQPgS&;|ZHBJ)?(S|+Yio$zbbZQ5(Y@Cm_RFKieKvRlW#-Bj z_V!=Uy@E@0)*mdK`ba$Tvu~UcZm`f4(@2 zTyva}sr25l{#vNZ`!!D^O8_^}-`~GydO8h_%-&>?7iZ6&Ew$)P`h5OF8BSn*eLXib zb6}A{MMM;%cswBv*4KuB0Q4eX^Y30pV{rHLo&XG7&^(Y+3&WW2)WLr;&2{o%8-f}U(RkP@qFYRdZi)u%{B#Kn`Z zi;I6CV-$Oppre3cM$nj>svAr$7%nyIphvE`ujnQ2(5fnH8xsF)k1_+~$5#1B>kNWr zEPc9vN#v@C$m@~!hRHjtlgY_wVn9m#j&_}frt1B=8H6m=t&vW>B|9WkmZcUzk;oso z7ZQXwL1#CCGjqkgivfw>J2YQ8*?18VF`GNTupnS$WP}2hRhAOKtGQWOEo!L}pTD2( zO$YQL{(nL;ZPZfV-boY4Q129TU+E-{KoKEQ0yy%9#oshZADw0I`IJbg^j#CWXAJ4) ztBq2wyF5vD-(NSu3xt|pcC@$VGL-Y{ruV0M@0|#YF%$_-x3sR>7lS`_gc=0e^#D*N z#>K_;NCj-P(bXN`k)7AeMfw4}c=YL2JF{Uo5?8`)dwY3pV8vpv@%Vyd8lhmf-jiZx zmSJC0RF2_+3a?rl@K;I@lAff`?p!Wsazl<)0qkJDS1NxyAZFMUsE+Ho0owz&(E7EC zZ*KMS%BR(c_zYJ>AU5q6{h!93mdTbq(mzj5CrCK4ii!opXFoB`RcZ*R{@3AUF!>bnr~ z^l32vlV5#lE`Md^?Ie#wprR5^DO@;?qPu2Wi3QPGdp)#m}H2XF6x=e-SeXJ&4$)z5ya?mChV>AmhJ zPYRD}3!KuJ*x1KG*!Z(;k#rLqJzZV0@LI>&RzgMASm&H2KnlP7$cTt${~SR*W~LzE z^H{x~XddbDvN*z~sks?TUteF;c}_8LZ=|&qhbiEge@~y|OeW;=x|68z@F1wSP@39R zVX+&55p>r{dX0Z{Ag80FTXo608D(r?(VmmR-SO_?cg`1^4;nPRy}kEWKJ-=f$!1Wb z`R$%fmGX;Fe$9hH(B<>=^i01Ij92I90A&PWmXb>S_+@tV%|#$X3J)G!K;e#!v@qOF zLSkavx5{c(C@&M!fYm)ukFOh)TVfEUl((A`#Q^ZC`UcG=EA8$L7v0mfsM$VG&%hwd zapocm3kJ}erv0xe&fij9wQuV@Hy-=6EADx%d@HRxfHyG8b@e-3dOIO0SHmc?TXQ9{ zDHvbQ$SCb-qRz{Oubt2K8{d>Kq~DH~r{o&y>W#@4C@7GCfPht($r`tTPd*;!rF`j4 zORMf5_;g0I)VZX0!UZx43$M7`zpR>s(@qaZJ$u`U1M(Ib8k|zeiHRobGfhm| zdy+loI%E1rM&_kn3$NvGNo8~b=)en?e_Zc(v{|VO;IOKu#`(LThzLG{zSY>+7}4n4 z>ykKA{DOkmNS*&ljY>D9lr1S~pIwrrr6s)v|4+?7sI#NqVT^x&EeeZ>Xr2!E8+Cl_ z8~R)O>&ekxMpjnv;m+@^+|l=j=V)nZtKjH3cn>7!zRJllPjraw;;6s6)HXXa!|YKb zM9Rs@i4Zy9L_B=>uyJs(Ol66mk1w#ILfFAz!>_?-k7s3NMIH8Cb5xgRw3*JxHwa2_ z7NCogj~{PAkskQyU=$J>8kbZLhqe=^C_X;E%Kt=c@8I<0$kE9uCb4*bN9#e3p@X@k z#r&k2*Q>q5xUvr)URqJCE-c`sJHG1z{=&@0hWq*RXMxcitqnijT`88{z17v#x+MrH zz#K2Dc{zU1cfSq`3u}CDSo?4=J|-qZtA@+DL38(fnEXZV2X*v7SRO}3kwVA>!AneG z{qqcKE0y+2JsEQLav)PQ_4GXZ{wq^j9T{`En-p7l_ksEKda7_7D7qzOWwW`pH8oxD zhI)HRVf{UKSI$Ch>3Y-9?Hu)eZ0z%ySqNkRvAQRRJLaq53S0IAHhG@j-AQ}HUTNyA zaQDyntAEiUds$6mV`r%^tF@MycbAxTkip5$0Qj;G2%y@Au)iPahbRH QQ7Lcf@ zoGEp>Zx)JCh6P3t0KOgl8FB+zx5!lz1#l~@M;^a_&jZU7QtPo6Z^k=y*PWsxvq39@ zi~G9HRfX?dS4juWY94;3+CMz(N*Qf!l{a7FEH0>`wH_%51;91C{-Z_Ib&&!BGz0?N z3>M{EjhjvQQel^i;gry;`2_8U;(@ag7ilBA%hj|m=!VNXzv-D_iN?Rxc0 zD;J`4wkJ_ALBO2I*U!(y)D#Os7xWH+xGvpo|D2xd^nlQsTUtsTrlrvEHS*h`L2ntQ z?|prDeq8IWd7&NG$K@T>eXqW(cw=+U!OiHWxi-yG(ehD<{KX&{=0-rQa}S6W(i${0 zG*DT?|L=)MYkRvX9AUk3OUf@P;!h#Ckp4!50;zHT69L%a=gQcJI_oE8C6$#=^7A=c zP5B{78O_!;oE~0T9w~e}?SB;YS|d_dB;H)!{?@HqimX)G+1ZW_zR1kymzP0Dd771# zHTawBws!rJ+@bPVPtUtyGlR3=0ZH&ZsQ1m+;xyKXbGnLzHk@y1X`#Gufeap-w|*ZB zPF#zwk)QUDSTVRPY<&=ayK)EA$5#gRnWGB&&-E4b4Gg*%6RIw<;j(#cFUItgP=IuT zhrG8QYiq-WGbso8S}Um|``{FqNge=W5lLQNa$xjVMoay7mT6{ZXDKKtgRZ+QI1c5o z?J97Nzb>dTx?NpWWjvUDJ3+{bN>fvF=J)T&ygUxu>3YM}WAm|F=C}6_RwrxgG|_mA z^GS(##WzuY*$RzuTKRvcV3xahm6nHKC`mY6L&Md_51g8Q&Uq3l0MhIyty9S*eK)s_he76 z#2AB+`cZcR%r&vKeFi8JU0s3c=}$g%S9ITVJ2BSO)GSWcitMh8UHT}r0qm>J3v*hW zxAm*<-wv9?eIYXW8r#4>Nf13C3Jx{fuVr8J7%CY)73hl1jo94VdkT_9Jda@noSRNx zqwRzOgSDwoP4sf|@*zDQIVXoj&uo4`Ev)Mk6BC=@U6`1d(A>>+&B(~uUu*bV67bjG z-at)_?3(Sj^x@6HWF4>K$g=YvBAlI^Zrr?yS4<>v^(rYaB<-LGo(+CSv`{|h$K8*1|3HB+wI1P`60WowVu$Sc>UTZ!S`zNV zHOau)-f+=Sl%H=Eevr$3l=n_8MGS)g>B%W`o!#9niGq*TyLlUoLCeT_e_23) zYGY%=67a~)=jRClw$uT%dChCo4hd^xb6yzZcO{(1ux1AIhkX#Fek?70 zCUzwuC511-(*jP<0(}7bg9mEST>ZV_jt+deCnQbq<}ss)6bi(%fo~~dt2Y8`4fQ@attUo?8S?xAfue_|0IudphL#Xt%C1J z9pDt|6v-+n5$XPM*_^vwZZ(uU>|s=JXh6?ziUa369Mp$Q*a@^W)*r2kLk8VcQt$fx zp--v>(g(kBBl7H=2pQ-@-%8E!MXDUF8W?g!@&F`d0Kw=V9lZqwArVhbdpAK_3j|Ak zyK$lIl`(3_dI})j0_*&-u%NT5rpH$L;X?}`wV0$NA`uahV-Odsymz=z>9r!`VD9Ce z5}!SL-_wI%@EEs@jhP{lot_>!tW146_mrIJCX}_VIy)O18=$z@u!#i3#Bv|)Cmnx( zz533umR2?S+PoW?W;{H10QW>|BRR*~oeQ5NeP!TQ1%Ge+_U-6jpMxuv$)F?nfPmlg^_fI60 zB2x%{fj{KhZQb3(aLVY#-MQs2Qht4JNQ~4m^~c3EK*k(^t?Nk=CeF{#U*Fic0k?xD z^=C}d^|D7R3ky$vv^>4U&rb=W$^MV0OzU%>scom~s)x;?q!uirz`P0$JuSCh;8{Tn zW?^9(N$>4I$n)?_PeEy(4fuP+#C|9B8LYPnEY0H3TXHz|>gwu&KxmzUq~EqmHCw|W zwYvt`ashBONGpQE!sbCiLI0Ex(lP=L|D9e~fNzTfS&5)`42_OH0u{po2$dP=O}`dm z6j@i29qLUWVXClF@k>ifyU#RYs$1^90seDvbR-Cj>32<$CG%of7{LOhNs!RtLUQ5Q zg|xc9VTeLkEW1~Sl9+_@M#kCf$-j{vY$&bxJyJ;bp{&dlq($K9Wl&zrs;a7}hV%zz z`rAG$`#{s+UfDxJly_4Tg`)bI+wyR@VU25k>&Z*a`HJ=5#SLYkC_7{4LG^g;w>$QT z`|4HIh5gUx2x>&VM#rW99=FuEE;Yl6O9U8~4CUhchezbtjgUSrdoV>F9{w&)1du;8 zFz|!)Bx8~O^SJ_95LXrTE2)9P!?8r=Xn$`A7P(sEB|^%D@MLnuVEJ%grbTHbHtj{U<>Oa8&hC zDi|7y3t0D&-{H0i9PwE3x)2D_%)Kk-UwWY`jKOy32jh_@fK-XT3~M_F}8=gmUp#BbwAl97-+q~m>{B}$^Q;ife7 zz_s5;;fPC;92N54zkfgBr!v*A(KY9wV8!(rc6uy?kUAkHg%J$^_;FoOdQO)Z$un2x zMYwr>P&R>er*D_WYO=3s@1Qx=v7HG2p2J814Jwwmx3|9of@2F!iWS(8XQj=LIzVJd zfapcps<8F2vE6vN3GkiyqFd`cCLt78OHA8{R1)|wsOAn@=19tUS%Q2jH8nNpD>VbJ zOp%)d^kl2`eFvpp*<#~1x)}@tiqs}$Z*rP3=L63Hjr)bKlz^*sa^Vx zpprnsH9H0rF0QQD4i_6Sfq=Q-Jp?2PC?tp{7+@dJrjmDcEpHwu{nxAO^kEpqTZdhT z?}yaaOQHWcJDXKrL1E(o@9v+E)25*7p=H1co`?S2xl2MqS{A;XXv2=;qVi8A1hj|e z(2w~!_xYuB!=qRHN!tKXX^0>+uQN(RoZeoasT&UGJ`Pb&~5>$y#Y@-3w;Af zb{!}yiMezO3xPb!1gB{R`e=1~19;R zMJ~|mNf33qxOe^1C2VNRv_V$$voIc^h;d68kOdx zSLn~4ZR+ZZu(vi~m6lEucX-mgx5iRgR;FoIP@cwo3o(>4L;{2IgSuWk8rafFJ&w1t ze?D3hx>RUlg25J>*3QlR^<0aQTJA1AQ5zD-5HF0pI!*P^9;|xM2#LGO?KiE%I0QI! z2MG{IclVo+t10Q|I{eZS6T=~QTw-QUR~k~{(j8dHXZWfWM^Q1jeJtbkI$A(e?%F^V zRU;uad%Agd{Qg3+16m1DqyY(_1F#3?%*~FU9WOc_;}Xv-FB3g_^vHK-M7QL_2RX=5 z!^xhRnhI&>wh36|Bl&OxsAcCgJIL9hh>_%Lb`h{~rs!r$2S~k1NhyWHO~N1)mi!3% zCY@bf&3{k#q_f|?%>rpV4Ad3)#c)@RfJHkvNa-5^3r&_2NQAC`#%T;|-L>~W0U3gx zAb-H=F_#KWzIB}}j(0m{rle=v-YYM{0eLuU(G;BC_7s|8xiN06lxZOh=M@E0Z+7>9v1&2?oh*5Axy{A`aO0o5^c%t_VERC z$SdkNger3b`s@sm-WckOX}KRU58*#(vM+abFkB}gL3`|BvQ+$ze@WIC2#rm#MJsV! zT}M(1$~0Uac@ZJu3xn&LWU|Adqc@bOxA2M)b?l*A<@W~tnJpNi4;D{^1jU(c`Deyd z{gws=v~X2~XtgoanqpBTC3zU$eD2#vL6gA;O-#tcTpG1IVpP-+P&o zF8=uQiS~xQLC<#cLHT3v07eZ&QHYl2A_d&52bPAPt(SV_%UcVT-al{tJs(~zo4i!-8jfsBW3-a7Y1a6G5Wy$ngy@U=+Kt;3Eb=z+ zu3W)p-OW?=6dVaRkc2V1FSnFH!(|DvJj=y+nTeHgvN_`c(uo(eCiPUoy4N#MrB~IQ z6J5I}K`io8s&H)wES9+T59j*#ZZ-DAOHcN^cdV&=j;)A&gL?CVq#VJ3rUJHBSDpNb zL@kE222q|2T=^B6^SJk>wd!Z4TfJVvO5lNz?_L)RQV&#+k{7E9d|$He@crgE-SOx2 z2aO?)`;v@=EC#_(Fs$-FVI>Gy#&0Hjcitsr%NJUEfA#98_B?6=mWY1hdBOqBS4OvK zW>SgA13nFi28NuuQK1;p`BoeIhK=c=qHx9}Tj27|{~nG3KbpeQkC6H97V#STILecW z!4#TmLQkk!%rl?I`ocE1XX-XlUSuN0Q6-SkZlsZe2ZFLC_WuXQ-Tf(@BBqw8ywI<@ z7`hYno$qhaDD$Q{&$4NC_cFx;E93toC~BKUu3P@TQWwTx}fOu3C8i@D1Tm?k)^$ zy7IZ$8^SiKEub@>ANGqub&XlOj=J+iu#7F>827)(khdB)#O)cL`10?-u*CgF1LPKg zI;j#e5{VufOL}_QxuIjO8Ph04)%Mjrm9YZ?%z8bJ`loz#+yX3ic}$dVJEiR0l?S*h z-^xlp^5PKDQXm$)p<9%jESa!96tYTLi8=mk{R3CeFDtzFxM8Bl8ilXe_2lz$hW2nu z)W603eZe^-T6S{^XLgKq@#qq>z|TG#3tiEab_}a|?qrJ0aEd(xL6Rjm{6TRbV9(9;ls?&eRd*E1&naxXg-sT4)ik~mS8RFZR zN0ea6y^O087SC0>|De0@PZ-|7s!ce&O$dc1dmWdK>R+d9=F>v55qJ6Cg1a;&43)Pr z%maFGaoKXM@UuF#%64Jw88-PB{~aGAToro&RDmd)e|p zE;)MnF}jHRf6SIlZiJmF9==2U;YpnnGJQv#FD1HcaMLCn?=ic)6uOX7QENDwnusD> zpuBeZv4N%s3;sX%PC<11>v0NF*-=deIE_N|G#ILjFLKFoiq=(`L#Ycyg+nYkgn!}w za|&r)Alg?nAK2uY$sCSR{dbS!2oxC!2R8(TMjm6~o6Pccb{%V%!>%wMeIR6gcuzzX&H zxajT5YPy)oH)&c!ru9DamzoV9;r8^2KJyp+q2`mT2AU7lnR!gUbY(bUjA3C*!Jk!C zTYCva8xo zR}m(A1Q>mCrYVk;Sd{pCg#R9a#>x{HS4OQQ>ww~iRIUMgzbXoKH`cJtD%jsjOw|iN z**@!WFgVXOT@TTaBIY)GY7Yj0BoPNP&?d}T0S0;UO=u-)5A8c@YPj$VV7APy*Sot`OAb`#JuEt8GWc>l zO{+Dv!R_EbbT!Gt&Gq27=UxgK!U%VvTG5~zfjg1rT~iYnzgC!PKl0R!VT`yc59GcX z;QJ*N6`>6c(!j3&VZ8v5J|sNX5ex=nt-=QABuD)+MJClqI(1mm%OWSXK)9`&V4XS7 z$hfgMaH%InoDMWddOl+W{5Jg1CsuhQN(r8S6YtY<;`l=@2cv zr~sPtp9n*=uIUU4=lTuDyb$I=P@M^tN1(Zc1%4AtAb-H7@j;hC8aL;=(S{4CU6({e z=s*wAt936*x~s}1x6?Hh;wuBWTXU(r0Y`l@|7#WE2>LIZzk{)HAownfdy|BhWf@OvBFraYNEER=FM~c9k=|s^9$JG4@@0n!L-J(YI51i+W&cpo^p|joi#ahl z{t|2wZ}OqO>jMHLV96FT7$FRSS`a6DR2VoCh33~`$(vLx*>5;nV!L!m3j#+Z2hZXL z%A4hjyHI52moI5MMoi;mdM&Y!XD7u`I z>G0sDc4Nqyx6hfJ;U_+W#y z`%ht4Kf0iJRdc?4+r5at+$xL}%Dz^_vN~3t1^Pq^e>w>{Q`qC5+jy%h6=44fkjWDt z`S*i{wE}*z44TXhj86Ea34t*$f&&V4ljefu$o~?Vj890#7X*fLsna-yLXj5I3Fm!v zImD93o0=fsbtHpG@6*x0bs1002^T1TKdcmNHTNPbmSJ6!kXa+tS_dodxg;8Knmgrx z{Z+f70GMLZcaNCSUD4o$^7B*ph5FuId7iGi>@w|On`dG{VBHlm@UH!;!VtihPn4jA zRe<%L55OXi#5e1J@kiDhM7AQYb z&~g$2McnI!_6PP0bDx$S8`#+fRtL{!;+EIps8h$P{0Fm_ab&~X$*D64IsXx`Q#rLL z5K&$cLb{1A)94TcsRrN^kdcyp3xOOhSFtPdLq@o|n=<{+_LyY56n?{DNwfHeI3lec zB6?J44Br4W4jg4bZaev@%6P#(AZ6HW=eTlstrWC5N(eM57M z3j7Es6TmOoH78c>+vke;Nfp71B!9(H<^fAc9v0BExIBwdayKlNImu<*`%xUr1WH}E zhQt-)^sp4Q8_`P=>0$qSrfee1#>wY-gn-|Lc)nGeF%;Dg~*s$6x4ZVmgU^Jjm0twG6~rT1yIVuHWX-k1KsgWtH$2|072JJ4tlhnLzh(&0>P()-Eh1~4ED+AAnav8 zciCErEnlV1ea;}EiSWR9L$LVq8poZNME!w?QcfOGRX+%6e3t#psD=g&@`>$d&q!>? z%L%*VugZbT>c`sJ3qUbHq0b8N>_pSG)$GfEr{@jJ%gOe-?t`=i`MZA~Q z0wuC;y|@W2vi^EMA8xQoCHwy$2(28{*L3^I8d0BJZoqjg9)4he>g?^EmwIGjfrV^t zZ2^8Ty6tm=OR1R^1!<;8`c{s4_OHTyukJqHbQgV$X=%byGJo!-**}=3$?9hsp78O4 zA$t%R(U76cXkeH2_JkGj4Sy-R#xOQh#d6z#tt}$YG-4v6Gd=oVLOjSsg$*5#QT;RM zNGGm=2ZAI+9U2$JQ?8(yNuV||F*@iFgKVC-1ZWL*sK7Dl_Pk<14zUb^D5|O5EF5nH zJ#RRfLzBnJsRK!HPJ6*9jwdO1IP&0u?$&$ffXFt}^AesVnw58_jxA35q@%x1PE@Bn z-clH(+n>d?#_H_rZp%eCfcNp!c7CPJZC_bD_x?V6AEc!9XDzN~t%c5zk#W&_tX?T%MDO?FVpm!zm6aCq?Y*J+M3qyp z$e*D*(h4Bq^FdEcR8&;P$cV|w$qDTOBQv01dxFUq>^#FU4>iM;mK7DtBiTv3)Ke_I zFGt7XKaTg;PzYxkIpchK-T`YMBtbh1OU9hrsQx@OhSB#2u0qMc5CLtT0&)Fp zs&)KYZ8HF0d<@bQLMY^8Q|-Yv&w1k4zmM>-umtUmH8vtPU*9!>KXLdaGrW>HNe{Ot zYf&%lTvdo%14EoEuTDQ^Ckx2xl;~nAcf0_OPlD9-I zp?MQ(jlv~mJ*uuq^4eQ zc6Ro3xWSxs6~tdKT6Okz2L&A*O(%ODRCj*Pm`7&x3u0-#S*A`y;&2~i*&u&$bVsipXKduzc;%5^i1Rp{XB5avQ%8&kc8PcRe_b16M z4V9G_@7-(oyU7;#_#@&PXi%W~@r)S>YV|<}L>hMutyuHb3hvSH?O^GMm+JN420)i! zS?vqHs;)E>))~COLs`o0HWEk>XAo;jQ1Q88eg4-iL?%yh&1ijEd8ESTt{IIlz~TG(yiq18kWEWbf_&r=H#! zG|jd<1w+K}8vxS-Y7FbP*z2cKYIfCySpdfrTN*9N3U=8-EV-gq4hqW)l*K1Iq|c1M zVIs;mBmW170bLAiYD%lpk3Rz>K{K4DO~9g*MWW2b2z3%YQmm$gEulWV8{2MV)`<-1 zi7upz%j#}8EC`3pel!O?eo{2iz@{2=8_0zt@;$vm^2aeD<2W`B<9D&VE#qakS6;g3U&Y(Xg6}vx(JeHRT?ee1|aLAm+;}s zn?1edO5fcqGJga%UguFfjP#{ zSj3BE@&k%pHu*jN8ady|aviTbx$T+qvUvEgYg`e$1o>#Eqtbpd0_+r7{wIe7q@-=| zWwlo>bfr2w6G+2&AUH0SVJ4|8lU4dH|RxfP6Q13=t;H$PwQ z{PKn8mj-Ky7Q3pYx|(8KfrWPCFrGU0r(U`imoFx9?;WIYR-PV}?-H&~e@*!S-I$vBn2OK2?Yw6|&q3e6=xzUbuK z;^G(JHD|egJu&%f_HF7!^BlGyv_cU>n)USYaTx-;G!p1jLl|UIT)^{u6LU!zRJaGFGgXZ%`W z#O@;pSt;gMCbx5jR-F)Y@722iZdu?8j1o4w2gx!p-ckZCp?3xqN(;3R($#VbFk0BD zqO7VKmzbMs!d}jMmpT)A)>w(&_-=!{7n0;_Eq^HFVxV%A#4auqP|TR-tUiP$%#(q@ z%S;3Q271f77ll{IDln`Jg-PZPnrBib$Q5sE8@jSYZw{_<&CCv$;sXeW{-%7b)(0nK zGCt`wDa}n2O{oyAIFO|5&$)Gev@QnjF}A9d#HxtG@ZCKr>TQ$K_$p z)h#&CsEZD@QbPl~U>xmr*=1tL#WZ`hpHj&PtLr18=3QqVqPW?9qACa++Zph zpgEjZ&`WWZ-*r(P7)91ZH%zoOw|qGt@YhYwEu1Upn!w+o6!7H z?ea+5?xv4oYvYMvWAf#|aMGD?RQ&_m_ncv9^~cJ}Gcem}-KO~9Jg=0)y9j%AQBsl- z>>EFGVGL?!f8;wKe{s?t{bhFc=5OB;j<{jW6?AAK+){a+K7Ygh{-JX=nbQsLVfHm% zQCT?{7z4xI+(~*fhKa;XZ^^vyC;gjT#yfQn;_jGZ($zWS!QzC>z+=-(c=93X;FGxj zc?SQIl{AGQX{YbDe^MeNMJ4_EN^ZTYc1DC$kDHsDiD5V1foXVzrj~$>&2O%;=VCCa zbA#hdf!+5AP;No8t|ht)?J<885ozh*P84WgL6tgmeu(FORUjD35X64EJ_?MWdDenS zyjIdBK77*q*nvIe%}ckBu9$z|=jTU-Ie-<$=H{X3@_~9du?N0v1OfLB0S;D3NC?7l zzSZaS_yF4UWKd_oH9<*D-E#Fc*t1|?z}kF?gM$FnSxXqZMBff5j1Y{o0{mDU&Zh?5 zxBaSa9nn4*qC!7@6akNo3A`5!AY6jF1Y6w#0CxjSm2%7!|4k2LPy-aV4(^*bZ=S($ z4amDq!^3B8+_+Ka$6WvcrB~z1xmOJ=5*~8SLWt$kVP0} zf^Y5VTLW2ibasARU40#fc3+GZ8(op$1%E^km} zxJ##Ma=J9iNVkUSgH}M9!!4Q z8sQz06q>!3UWCR@1}9uqa5Ck)0p-h@MIFKW#r@6VgS*s$kpo2d8bOy19_O_+%*!gu`4Pn%D_xQBYg|FSWtgF4~LSnvK)|o^U;k(Y1gGeT%cm$ zoo|7$G<5#p%$YNtlNK;EMMXtL^g_Z+6y|;*jH{k2LC$^(UM(0up#=As3U?;cD`}rX9wlkv-#_FhzuN0)GrHdpC7H^)F|NsuUwB`@yc}$dr&f9 zYPuzqn63n}1$ezlVA5}{_k-(_=KlUZ>YUkME-ZEgMPd8TcREPe9Z}~*_#CDrP(#GG zGIL^wYBuF~$8Oa$DMpxIYJqB6wRW_<6bw9c77~4x>k<`=bv^@@@B>oUgaq^rnqZZm zz}>L$Z(OA9iIRWW-n+gL$l@7&NC9!`JWU02--a+mkO4^v9UkyMJ$Up+%#Fyb{TT+i zU+0M$aN58Z;RM=$Yinyd_+{8GT*-hz@BY*<3eld z<(M>5U$eKFaiz_%O^R$rQ6gKE%tAbVQV1}V1;0};9va)(MS)$(6Q+2z-vH#VTdssX zF$ELp;&g*FVhmn4FlKhZRI_J}6xvw;9~EK@G#70spgwJSdIE%A%C|~|f+a3K{t3*- zZ!eD!gJ%#yz)HXB16Y4o~z15m%w{h;HykMfpkmr{t9mG2+_ol4!o z1ZW9?1x=Qfs_9!NPVrzF%P?JYe?ie#r+*$nBaU9kk^+Wtz*gku)>fchNOAuB zGZ@W9J2{YC7RM{D0HQ~YJ&>tGJHjb68Leb+v?<$O7WZm5YTikcYJ(+mIyrQklGdyS z`#XBvh6{DcK?Jy8VSYQ<0o1KoFe2ZlxJ*M&A2v7laH<^Yl2gF_Q638+2lC>NQ#i{nblKJx7xPN&%x^dN7aP_- z0dleam63sg2*4+}bzx`799>=Ip#{7Slb^1>Msuc^f+#;G8WJk`bi5ws~W*}2M`f_ z-)z_Fc_TA}UJEU9NU0i3-hTrlD5$UnpFqKU?HcX0-yS3IhEQN7E_T$)X2!;Px!VTN zAp{>c#4M^hin%TZLK)05YVfau$phG|Gx11#wkKjR=>NK0MSBOiGX6nd8|KTgVJ?p+ zfv2mvIkWk@|JDMj)X|FIGe&Wpg<5do!*tgy1Rt7Bflk0^b+Fgg0t-KX%tt?2MK{za zA!Nem5r-QHB`X-_*`eEw0|MiN&mlV01h3vd303|MPM$=oXrt6C9LG~RMM_UYyf$WW zAxng!OcDw`;u-9WJ>wlfOWNAo(_{ST(NhTTt;ZSgXBK$9xs;jI>9;`^yvWB#0W2#B zK9>PLmLM{m`ZC;H{2_KzRtBB_WHlq0uJ2cvS-}WCB@@#NC@;o8nnO{OyM%;9iQ^C1 zZ{y?fdZF)%i;dW%4Y-`izNAU_9r>h5sKiQ++Y=}?a)ICWhJTikd<$0YQ|3NCZZE~D2#^zm={p5pfX}XY{)?c z>Uwp-E{9M~@s;A(oYlTPg0b z4pDGkHja+c0g7pdstwbwWN|rbkhURL$-y0=a>pC#fD2#({)t5d@BmeNa|46K*N zvZy>>vTzR_x?*x(2Bxl8#w&=S74Z1=YdUslO+aa0Ul@S;4k@<8ep2k)*jNVS4kQqE z!*sSa93392`}7GgZ!nbhmXQ%{^Chr4v_M4n1IehWt~LR<10#j9Z`D!|1QsHswpKhz z$O;R3-HB9ONS;OuQN!O;aX7ufFs!kEbYup{kFAoBgox;|{KX$}??OXDz+(J*{FE0k z)vf2}gTND?i1I&19R{o{8K==X-8*3V5DMuZJKFsZTi>vQ?AXn&eHyo zfzV>3OM3V2b=zf)=V@FzFYSLG9e+?)r#L=7Mlb(ujK;matfZt7g(V=^LmI?JOQ`$m zL^!b3_$s?hPNA94w+iU&$ni$x8@04vuOA<{ken63frfqX>({S)f~)U|^qxho3kp&L zs_yLUMC}A?wV=RG)OwHu<>2Gvl4LBZhX&%2Iz ztWqGNVeTaU@UUhRKz%cqnX4aE(LfwT!?dxP9Ce-daeda4&?w3fJg&mP{TYdF|0i$9 z*2I~rM;)K0K3{(RcDpW4q+wpt6WOSxLlzD6Wb|CQzjcTppKE_4+ty(wyK2d_+@(h^ zLVgnUTxSNp{?7I7^&;03x|xrZp#im_80-KY2k)-Mwg88c-@l0`9*ye66P#q1PE=)= z<#GQ?ffIsa0H{3=>xY)rnCEk{h{0YaP6M{7ro6c)uU^M{VCAc|G@?o!I^`G>9}lyw z%}0ApxB;jsI{)H09bzq;q^*OsKiftOzW0pbYck*|cqxJtS&*HZt215$1}e7llHuZq z+6~fNS1>CuAu;>&r*;L{{(zC=7UD_*|-QA05(~*W#{E=iF9Q43uG(foc%?_3p^;_;CR1 zz#_QpPC~S}z^yloLqmiF9B-B7$Djkr^68q|ltZd-pEP(V`~xr%e8hGflx8 zV0g)b+*F|Sv7K7ERnhlNSn%KT^0PnX!`PM?NyK3y2S^<>K8s@i6y2|;0uHKS{lKd! z6DDb>-cQK-d617>R(lTYdCJFCnV9)i+{>525Jk-}M+i4aLlhxwsBL6MqjBtOBi>s~ z#hy)NWkQ(FUPqYSoFe1v>x;^u@9uph1B%;$szxyLG5k)S8a@>R9l}cdO2^0;1^CgP zZyZjnDa<6I^gOT`e;Gcrp~PmC2SE2lA)zxsO-J%Dc`v4dA5zc+LoRFNXYv~2L*6=%X?9yy&=g^7@x14vnFeTC7Pk|B-ApKnC=VVNLs7m!n zBqew1j6`^Oi|5Y%f5g2BRL*PLH+)r^OGG0Lnl#ZMg=Qogl$44zNR%|sp+PAPnlzv! zDI`j0)TB`%l~ObhRA>^K(EB_0{jB$Up7(j)X|3;D-&*^=*WUJ~>pK7E|2&W5Hyx6` zytL@k`<~Np-h40e(fG~gT?3(U4>B)kS{-;+w(fFF%xb_3#6eDuDC`m$j~RLj+&r3y z#Q>fWiq13>UC}slm;Nq&m7!F_i89kD5ctpCgLaPSm(We#GC0Uf$FFR}hQ>Gkqp*MpCZUDnx{P}4L zP?)R;N&<2tqIoAx;n}`24sso!&A?x1Uq_9pwgEL4R#DlA(j4uI7S3H4fv7XcKR{2~ zd||5X4n0Vy+0Sn_P^$4;neho>{-g|=GU|jxW36`!u6enN4{b^a?saIk+Tc)w3I6Di zpPZuNKH%JNA4cHHmP*SPpO72Ct#P#IEF%pK4Vt*wFw=x1Yx(hxK{kgr3y~x1LHfzT zE!6SAgc;=uL5N6zRq`@&654P*0C~vJisCHsn-h~^#icjgQj9%JIEsf4rKisQXOzTX zYP&bW7I49g;2D+wG`JzZR#VetKJObTzTl$3mK|%idd6fXxW*bCGC>{CCcst@iH$t> z-fd=36Zh;3tRv9Z&#R_({gpk%k`jtVT@hH#KcrGjli7Q52tUvXlMv~ z98vZ$%0Nx%dG^?C|)^f=bm?V!{S&i~2FbwpiJ=UD9&Twe5bsqGfrx z?rU$C&ZB(kicqp;K;4pl9(-_XTbm|63~oCL1$`xjLQW;10SoX9QPv;n+^3~wgX|&# z2f*#qh6pG4w`bm~qt1MtuDStb9pOh2CUQCF@VyhCnv)1<0?;f3w&|Dp$BrK5rDNd^ z!eWBr;6Z0Hj$4J>_L_>HJaI8Tek=>2?Iwsw(Pbr?H=?3z&DQ0@A-GZ5n*~c;g9FHy z?Rh3j`qHj!xdvCbNFgsJw+|%6A{Fb|4^L>(K&>)d7|Fx= zv*W^&LXpcr4Dpoh+lOAsRBQ{IfZAT1Dkv6-84|EVQh=*&2Gv_dqe+wEgMuaosz0@K z*rV!+a5^q2=@J&)qRf*KSDyXA-wWH%pnWhbc0NwZeeXOOaFfHOH~gR+hpn&ZAp#k~TTD!}lxnzq zN%zMgb%f|Td(Z!`;G!DEKr*Vu%3|!1cG)MIa?sm z2>zr28!~ZM!#EFoni7QWglqJGDqtjn>E%r#PgA1zJuce<_^Q!tg+9O4lp2U`yw_{j zg(Xjdy&_$P5;UIO#;xYPqilXU#y|Pz;MA9x{Hnja_|f&?x7>b=A0p;3V7V5S@x@nQ zM1+pTxxVM6OIwHoz;Tp9r@D z^ZbRaWi3dXBJzKTp35gmxk&DqH(#NQ`Ll&Jj-(|1lUX&j%{E#&roX@6zAKLpZ64vJ ziAD*q`dU!vcAvMDO>6z}8rg+@7B|fH{O6YlFT)h81q8LU{b&yAK9mZ$H~9Dv4A7)n2WcK9 zet#%{stk0P@;#CPTO%z;@O#j5)#At|jTPu${JYuD$f(=t64)5c69UXo7`PU!gak2J zpS%O<06b8P!Uj%DOL$Z?*Dqvm)9Qkjij5)?O_k&u3r-vw z1$A{R=cdzMA{Xv*1QwYn0YTmx6fetIceJRAcJcQ|DX%(SULH!>^XDT7CP1fIjg1-! znD1q|Wu7z+uz#nc8%}u)hweWD9e`<2fK_wvIh$gZUF0!Yzg=&qQg+8;@-s7P0jXO? zW3S$}Xx|k)oZ}Q89$pKQ7qSO!ECLp(6)AU!vk=_2?W*H)a#B(~ZFT#~sne%D0% zEfK+;C=jO;$sRy&#M zEaY|MXZ`ZlniwCiMtlItH~_5ygcZeVICzyog7_Uc5DXbeu|68f9)XDf&Od3XsmuU7 zt~=Df%e!3uCsDhn6 zNI=!e_EP}+@oR{J8UOO7S@m@NJ16`~Ym80z&sW|ZUaoZop~Br&^Reu)wWxAR61HZ@ zcB7hB0{lg_{`0%`7+ZkBcLm9Ux&tAU;X6i6FL7c_Rpr<`L}yH?lzrK zt8RMrYDDMzdcJ!=6Ht&mbMAwjcb1-DqkwZ}KOa)8;<$Iqs=837`R!Y6?|6l4T#Ty+ z$^%#`zz)Q;RBwNnlAOL@SN=@LeJTo&l)+!f=V3uK zDT&T7wPT>b-oF>(7#n1f6&{dRRQ#NLmF~^myLWpP&Lo?yIx)QG*kKspNtT7;1;^B|OOqgbT`p{E`~8Hv!0VBG(| z|NMb!r;oi+MLM9I^0K1gUw-v{G29Ubbb-{$$Ik8O^xBtNG%2WHm_|R!C(OncEB}*v z3WXYpVIemzU=WLK^jZ@spE)FObG;dvoV)@BbI5$fvpomeJO(EwNR|tdIrwpM)`7~F z^ZS1C`m+PN*7+8tHID55H*l#*Ba>DT%<#};@HwBU+s+kbu7$3b(pRr|_djzu zOm3%G0rlh_i{1W{D8tvG$l49>wClHSIqX`uu{RwZ&tA{FP+lT>Y4mt@6qb)AD*f$Q zs;tRkJw1J@+CFitiKlA=Svpld?t+15Zv>gtEskK#kvK9zcOYoqGdFs#Bu4UReZVd*8_ZfpOi6W6ZE zuBB%1)yxX*=K{kl}HV~ynhr$LTMnh zB*8l_{X|iOG8$|g(f=UnID)(ambLHh-9ZyhQ~~> z`xv%)hR zq>F-FO69`RdYt)NRAU)~4qer@`H|7~_>pZ?e8|4tSu!=GoSFNqPcUjU^qQ!j+U^+$ z5M~_>Vk3ZMRzMtRIGrynEiElf+`C1%%V#bF{OC&Wo8%_<+8SH__A0NE`Lf=Ufx|NJ zKo184q(DDAj~5P{?i2Fkq8_*ZQ2FJ{_ga}go!9h{_s>R=BMjXyzlv{l?vY9K0WN0o z?Ia>-^T9L?Bw7-+5(&5$e^Ggoe7E&|0G|Jt@%rN z9LDvj&H%^kHocOx`~Q?&7}hB!5mG)rK15rCmKI&!v)8+%9nFS-I}#ZT=wTLQFv2f! zyKY0;vkN9|E&K>YA(X1@j!2}7kj+7m5qKFEy?@^X22uO=EgQKf(GsDSxYw}@mQM&G z7@f3PZ{C7q|tO0o%grwZ!+^ftvFlwt&#rpnUkRxGIc_$08 zlL>-MbU?t!0FT-LXq4{^sh22g2&!>>HlR(ji8HFLcs|Hz{&*6}h9-Cz`Lny0D;{F= zzcSgp3{eFHL5)fS=WA275#NQ|02d1BW3c&i|n^;(WDQC;#5PaLDyC zah2F3aT8gb4=i>uv@v`fU^e4BCulAC#oq{;Yr?##si^^;tH9jFRAM`1^WyiT+1&PsucsVjEt71`;n?W98s1PN&`DG}d#5~3i)cr+wQ znHvB7Qi>)PKZg!g_=AM5paVS_JUrK|$KwoUhd(i&?I~gY{61_Ak3*M?xBhpLuZ-zc z7g{cOKlKc$%=_;|$lbfUzfYy-JD#Gm=_{MAI`7HRJJRxzrZvC(fw@WF+rk65P>^JO znIKlv?A6R0f`#QDx>IKC(M$PC;?y}Nn?jN+{=)kqkZQH{PU9w{fb1fKG!C@+kZYB z^8-haq$q9=(maW6hd%HG=2}L5QT1 z-B@@68G*&cXBwr+q*@HQ&vf%On{EW#$ujQClJ?79S$}`zdT!Lfb4Rw9Zc;7@5^%~{ z*|h(e@%CKmBlJmhL1=-28e=*=-m{>h6v`P;Iq&I60^ME^y>ZFO4HX-YFU4L| zH?rZ4GiPX9-|;miPUzX=Rfb`_-kRWYfVdEZvAetb{+Xn`QLKEs)+0AeeEvH&n!Rx& z^?xPKJiJ)_THqqd4E>&XAgL(8uI1)kW=6&r=zTc?tlEByh(auhqMj-L-h(dI_5JIB zbLSxo%b`c`#Ky(NWjyFy%aQvfbqqo(qUp~5oHXx>+mm#f>2fUrqTs~ z;n$Q;^Sj)*i{mBx_~ArRb%$qP42||Egdl4pSN)BoBMoYZGenXOM_Xudaq(*@dtlhP z5A+>q#W;nRheg+`oTF29bmZPX8?G^5>&KB+TIzQxxvR5N>&;O`lOvsWPEN-qzN!Mx zo!_+wGK!6mm7ypK!`*?%%?D2=(e0wLF02qk5Rui84{U6*>v@DnoZ_J{4xD}`$??X( zHI_2v4L=IAT+H@zoktzWKD zxdBx#5&-d!@jM%jIrKzFL}((t&l;gXD5*#`4rF1UDt)}Y=}3-}CRPQ)DUBgzb;K^m zLJz6|>L0oTIl1Y99PuqXNy`Qi50NS0gd9diyI)UlFM-T~WW!i6gnY$b_x~$agDE$N zuiunv8wH3E;8&72h(ZKSeqB#vCfM=i0ebNI5bNg1f)+ znhOGCK6|F%oZkLDQJ#EbRInb|_4RXy^B-F-oN7?I9C>-SZddYsM=LHA%_EP5MMY^z zw+jCa=6Se{zFgZskLDDUdRWl1+gMvukhTC5e^r+Y(BKE>qlIr#(9whoL|v!*igX5>|2oUnK`880){v%U;KfBN-{GWBImWD>gfIzs6W&h`Vh$2om%45H|QzXdb z78OZw_%A7u(WaL#HBejV+;jmqLKG*!fsnTfCaguu;Z;jZ1Mu_$AbYtf9`FOB5n`tAw9I9-nnewXH@*YlNRSw@+~=AIw4`crCz=^K68ORBCB_K z0bMR#P#>(Mn6(5{pPNEPv-F<_{&N;DU%3NV5Id{$v$QUyDB0Zyrh7}TQdxsi?0tp; zSq@#r)EuJv%z&HVhax#Mg36l6&)*$IYRQCmV9d@Jd8+5@_r>0N4P4Uv;K3N9SO}o*|nga>_06ME11u3^}^c8Noi>w=W#H9`Z;33mGmRW+xEU4lZP`>i$GZ4Vq zq@N0lkt0G(jT}xy7l4qv4)Dwyjp3!ay2i$Bl(Ue!_dWx1MMiM_Lb;9k6g}mB+i0q> zs?Bda5LQYTbW`oZjnrQd8Z7!e8{TYqn)=rH3He{z#f|R)4oxkQSZy-CW#!Mj zK=EskDZX7lp|EQLNhCF|2E6tIu!w7B(w`^09-2R0KSe`P#CZm^Yp2ijlhb2wv3x7Z zTcYI}D*rAyz6Y(*@b~%aKj(alXKqv=77$?SNd&4obwAdeTFM@q#i@rRTW>N?Mp{+% zxQ##e)rwnz3_!%YaTA(ZTBes>H7Y&$$og!a`B2q3oSypERrmY9I1EpD@O2Nj*|V zt9n=OdghN`*>Ia!V<6XsqQXLxl7agA#>NrYuIh2{w}SRH8e@Y7`EMTdsX&I})6!n+ zBWkvME+H)q`W96MP&%myR~3Dl28`i`qEqt)X9QV+Sd4>-1@y@f)E9)8&95_%<`f2r z2Y5%;-$!53p?z=8pRJOMN7xZ#%)9t~ULA=z5R6cmdYEH*w===)PqZTlUU&oYD3V`l zVyyX${|O8MJ6B=X=9nSv_n-uZ9}Xh-o_Kf9Z%liwl7UkHSmp#m0m2~5Ku%}Lbdxs z_fHdH{o z1EdMvL(tRHZ^;+4?Tx6VM{w+`e1rUd=8Zhr^EJXNK)6p z>4L&!9Ucpb+0V?(BvOFn3#Tc0wk%TLtHpEP={SrYr_rPBJOryCF~I~Z4ABF#$?EXP zy=OK0>rG-6XEwo6(83Hswnn%fa^0Zj9zi*qblvoWhOYBpUmt{z`Gw5PZw|ea818Ex|jf+>)*u1u3RvAxloowO;kY&bimUk^^_4R0g$L4QPkrd!>`g zxOvZm2MjE%Ljj8kMsugE$}fknEI;g6-1t5}B%VEcGqtEo8F++hRE5~*bgO7-sVH6V z^>xJ8Q&U_FouPCE7CnSEsoZ)T|8M_ZuhdA#4!!69RO7wN%r_*=a>1#~8_wB1BJ2`{ zZypY?(uHsy~G+n&uk-f>l8%U}k@PtXUE~bp0@FvDCOvm>EKdDUmwBL~D#=V4 ziTe5L!PZsO!R?)o8-jydbB}MJHAsKyk|DW9<81>Seo2y#z2QHp)b%iyO3C2=T&Hfb z>qsAAEV;PCafoCB5ZQrymN@-XGj67(5wCAAo&=6D_waJ=UBlbX_N}=>xLwrLMEs5t zp!K2owvy-1U-dcf-_JneY9y@A2-GsM9wR$8gV=M z{?7A=GZdFD6n+VzJiLUoXuW~0FvHv}?Ivpty^H5`KOc11b?7~CrbpsjB-$e!Ut^yU zS>1?RlxS=;;gN&DLlc>OB@{cNhlHhu!0)kYOAPS7m0*k=+QtX~@Z!Cd@G$_!ATlKa zoVK>cUBT-TrC#5c{=%d1@CL}`np2;neFP$t{41Bw zZu1ChZlvjGYkL8ViP-A!7T91aEBTr({J3t3umv4T$jzI4Tx(!{;Uwc@pkf^aPY0XD zw}C1Fi18$K5pv9PFl|RLd18p;!?W3EY`mU45DNEBcM;s=M7Bv}i8$HhP0l25e>el+ z89b~KoMd6(a6zpao=B|*lnn~pl2H?@k9%5)B}NEcC3$))1 zIHcWIMoscLxp;UYuxDQk3fF3|j5#9>qE#yPY(#U4P6)Ni7gDs6XN76$fci?0gL;TUwlUwLm zxkDi#dePU%2OLiW4Wj8s33T3&oMHR|vB_Z{A#Tqpq9+|X6#%3E&MdG8R=xQ@Z0f&* zaKsY1A}AmE;D=8fO!sNcB|?aTw>=Ck%Zc`^?-iO_;M8!5)#Ju(!`lpb+wQwu#h5ry z`RCU$!cw5=&;qjp`1ro7bQ9r-FaZ%idkfSzm+@#N`=0V>*ffndU0tJFH@;(r*|+#> z`0Uktu;X0p`HYD%m+(ype?Y*01h20zD&WHlh3I@@yg=o+Z^AR~%WjWGs_4?|VMn53 zZK}gOxQo9^(w*HAE)!6ONRk`7t0h}~$uJ`#(}HPN=R!u3!j!oQ(Gmcslb4q#)47(n zq9jA}69R{Re#PPI?*%qQZ61&wW~IGj`dsnssg|JY7x%pnjg<@Auwv(WYs-}%HV>|{ z;chHs^|mkpeL}`=;0@QYanSQ~f*cRpnfxb8me@3qQ`8vRM@OHYroX6|>%c%``)SvY zHRcZH4!(=OMCVH@wJu!#VQhLs5DDaOTuOabf=8VcDH@G+tAr+IZ~RXSwX4!wvv`>lM261&Z#Wbv%trI#-y48KTrg{H5CLLQ2y zXxs<307bgX{hmH(H{QbF>1ESvQOGBuc9QoxC9tKR-Mq%n>AR;_Gyl;DQI^w2 z>9*fxx+J&cI$Yp*oTwN(r>(F~b$}s9Oh-~AgL;*brB>d}uAPeuL-vt+sVc`jXkN3< z@4c4ts6F=zKI}wQUuy~f^CV4Cs*KdsV>z0G(EaHCPKQ%t(_S741FJo|9=E@HU2GQc zqv*9t>^67VGs|{+1ADoVX5o?MiPQUpcUOpUPFKp7@ zENPwbm`@N%e4*m8Iss~Wp8W^v>wER~d@t0#X4ovQ#BwRP^T&X*b^l)x%L(g4xg*o} zRjy>Wh58>(S``H3MjN-bae*W}jX^b(-TVD6i?XZ@6uEs%qx3lgO~1+58SkXLO6Sg4 zmt#YexQ{Dqckl1aw5-~DRpLwZAy0pO+qHs}^r|MUEr)3ql#dR#|1r(>9xQR47HyYz z7Zhi&V0b32e(kd7tU2>(m8iwo)b}kFoSC^h_&S)c88c0|3L`Ki=wq;C^9Ap&>0NazOau!R(vM|7Pl0 zt|+I(!M*{_32~C5BK%|-tFofHz-Ia0GUwXSCDnSYNKJF+_xhF~6D$kBJFt3UgQ%yEMa+OBI_V((qV)uYz zmrIkZ$2y+Y{Q3IUjbWNb!>fbQbO$AIzsQ6A^f@P!7AXm*p^nyB*%8Mjy=%t~!KwCv z$Mgk0R%r2W6p#c8Y_nZr7?EO~%b?oeq&o8qWJRV#8%zh+9IH@mxbROxv82u};oc6w#UP&S~!T;@DyHV@Dh;yP_WhA^M zPJW6k5Sm)8m{uNszfz51?#U&yn#W&DWUGNqZ;=%j;wXajr3+}{}*E+siQvuv{1^f;&e-zCZhRB+8BtR zL0mAzXGV+zcs5B+pj;8gaDP&@X>l>Krwg$yH5vol*GpYETJGq8Eh9%Mze?>tC8f*ep_snm*{o+Q^f4zuUFjs
Tv@e@EXa-Z39NMoIh83uBdd}}2 z+vja(@#M=~gnv3`XK$aB!R*NEZQaGcnPSfB)Kq>loxwkrocrXE?X>NG>(!`M-6+b= z`1yaJHRO8TfnPz20yOOZfZ0I*_$ev<4@{2G6chOgF@~VNI%#KTgEoxZ?qn7Z$Q=Ad z?B+1@sI5+3SkB+jyDQ=9RpLd!ZE)?z4Iy#y%f+!;+j0G&{`;ghKi)HnWRM+C@Nia5&xJ_ev>ri{l-zTZ0z^gaRfc}>oP7n54Z zh%?lk!ia`j{tI~Zzal)03V}%y3oh_T3TUIKBW%h$cMg#t7j&egfF~RR%pB!j)jEYDVoIcC2C za(E1goIvdeP9A^%XoHMBB?ukW{|liT*johG2j_tem#ya=koJoKU~n*qGH|S<5=UG| zG*{w!4h&DH<%pI`Q}JWRv`pd|q7dmb8KZ>%?A)!8@X9JmwgjrIRG7kI{{&r@=XfV*C>95`Lmi0LaYBedWjm9@1+NITz3pH?;Yr zyoZgL)|LgOXtKF80PY23zPl~`a3E7d@bdJ|gVL=-l|)i1A&Y{v!HXPPoLenk>JA`8 zfOvU;#gg%0{|s&+A&ZCzsRaWa_4?1>=$32BJYzCxjimp8^bp+vJ)9%G+m-$+=f+ie zzLD=szj|Ecpq9rB#!SGdOkSTc%?c8fP~l=prJ=dfl-4gr;&rT z7un363!*_LKF7_uzu4|RXZm})I!l|tvhd3{yum*mGoRltwqzK5GT4wa>N;S>4Y3IzIv21^*ch^3{a1;@Rl zBn~(z-@G9_58g6Ngn|DhdSSu$p;-Yn0P~^GsaO=Cxl|Oqd9^`QG^C#fI!~zvoJjNm zr4F!t?ZMD57#CSnd!m3F zwQ4BZShN!aJOqeOj`JNm%%+~S+uGUKY`Q9jvjYyNYGe*kh&oPi>(+x}JB&`EJ-`Mf zn1aqtko2Ww4Jl-r?7uU3P>VnG#?#+|!-YcfEC}ax@Rl0ksHrKCD^dY>A|W6k$%c}T zRrqg5zJ1H19+;_#PvhySHw27C=WmOqo)U!bHw3p%18`P3c(}G+KzB&S_%&as^vQpG zg#b1s85zDCh5}d4T|Qp*t@_cZva6dHwV|(5eO(=iy&+?JFv64u`mNOG`ylJQ*HQ53 zK2i2TA3=0l=)}y1%dt`o7zp)ZOEIb#0ClzK9tqusErJt%6#xK*v)yY5Ll0b|e#;8} zM5qdGqdTJr9&WbifE|J;ogZ3O+)&;erWoex^sPD7g;1pJ*~~#T1?C&j@Ig05<{A^& z6nVRKNhcuzCX=qvX%mYggn1-OY6L^2BsqUauq+x%k5tq8o=d`;8Y=|KN5Ap&R&!B9!)G!v>x(b zHbOOJ0f#GKP^S6kC3p+YW9~BG@jW?IbQF*mu7O>MZN+3cp!uKgf*tGkLoy1n@o{xi zU7`w{{RA+mmGDJKxMhX@BN!~Tg5!G@oHMo9NPe1+fX!f>2EYlMlP6bEEM|;2n~DtC(C4oCa8 zlN^-3!4IV-$PJG!O?P*BQ!g2l9~RWr$nj`>?&Ctpb3=xj(n2GP}$c#%SVY5lhF9C^?-gLuLa*QLSWgE0~sM4*cF3ur<%;H}P9 z`!*`UAC&xTK#M%ep`jrnF$8;V@p-b@*52MsV#Ku)Nj11#VE;>b?W6T}Pn+et=H_O9 z8kl?1)Z925PKA|EXLVi?-WRO_(1jFnWO^?E9%A+bKq=vK6NaWSlL8pkNTgD^Mu`H1 z#tT4&h)oNKZAHi8t8;w&VUA`*mO~?CVMNXW9%nW7@aMu~N%9H`iBH24-icIf&2sSn zcTq8?N^yv}JK5;IgMX6<|pm4>XK7? z>`{nV%VyvIAw8y~$l0j<0Wb1m_3>^K1P|xq8|E-_N`fboD0KQ?aSPwuMGa^SWWN3J zqlb~DRC2JLP8gUV8|z$8&thyHs8Bb`O;t$9y|3YLeB3>HHUKU8?Gy`hzWH6Yh#&&wH)#=)UmLycDkh$8CRP7g73scuLCB4-?q zMfc(j@OVyFF0UptMnJhLIRR#{IJZL!d~S(ij8Oc2J#@cda|z%|;!{Y3ePb*$y&MPA zrEKq2*J1G|b^t`>;+fpW78H%qh1V$(WtAy>@qD>o3m}&0-C@_$uSHxxxhMj_(dA*Sew=`kP4XC#o@BE z@G3~utymiGyCbvjydn!h?r+@^An-c0#6-M?;+v={+j0(X2Gmas1)u?xg%>&rz*bpR!REXKDIT|4?;`QSdFq=Sgc2aPQRVi}=#h9$9(#F3$u&^s|9 zE*7PgNS{GX(pS^g<&l2(6bWZI5y%%p2^oS(w$oH5U?wv2*?8f5Dtb#5e-!<)|Wygd3RzoLz=hG2F|12+Kkm&yl`lR};nvFqazAzNY)`AMHE z*^sx4K5ET|4N;Ib{dawPu=ZLEcg~}UK#h_g?r=yd;_wxxL<>r{Yq3C^Ktz$`5VE)_BTfcB>JS zlgypOLsNF^^z_)-U&d@p<7;#q7AYzh{g6=D;ujFOBVjuq+ZB(j>E)kHW@8)qRNHrI zkL8{|f9p-E8=kTSxHYnd>Au5^>p6aA<@zFWXZGgwd3yE5CIhm8RDQJXp>jC!TXp64 zT*=S($J{ziOc4OtPhUyf-z6@e$ZKicZTT*eZ9cvB?cYKH^#I3w@rzZ1&+Tna`LOo4 zOI+IV*kA7NV(m^dw@=~^OWYOyE(&;@zvDf2r6uCn7OOy!%zbgT5<5~-JI`pHIwdB} zsryn~DZDoL?S&eBUm-}=U(E3cgSLJqzA?(Zjtdy^{s>!Zp> z9$rxvCM6IR?8)DDST3nf9#Jnx_K7csK#wFp*I%>B?9mbX#9d~`{P!{6J?)U8e{XFT zjaTKI%Inonr)OWjj&GG*esB6%ro7Q9qbv1k8SllX%gY9LJ2h3m)Kv5K(<&^n^1kGy zwU@8?wrN-9?1in{or^aR{a<^wF1>1q{^D&qm7f#wp;>;V*BaNmj5J2RrBHrKGn)+b ziRA?IcAn!c`0JwDwY%SJyYq$7Cy(6@JTzSA$`XAeIXt1gH!+>@Kx zn5pi;=>}}#$<)j%B5ZOZNk6;h+b`$#=0tOGdv`oLv7E!1<~SYc_cY%}B(L~$OQ38+ zWbVG@W@=aQ4M|tbg`XJu-R)C4;dAh(VzqLKWn`7Cmf=Y&` zJ=3bZJoDj2*!{}STi%5awjbIl+jCrY+!+7=Qs?j;LE*^KU(`Zk6Bq7;zW>;`qH0Lt z)?`{8BNn><(#fjy;bSw#EBtIqkxIJxb*$N1k9Vmo*bn&49Qu2C>Xy|-6Wx(`!QT8q zBb62*am=UDEU*1M>3#0jJ!>IM4p#F%H~(-=h<><`mKDEqUC1;)L&Ua^XPwK7CiOb3 zVrga?r}b-p9*){t=JX>%@CL8Q8EQ_dQj66gF9uV)kKcP&f3nh~U71ZL$j|??+^-V9 zl2!bx!-Xg2C}Qh0*OZOj`E2L9%x7?KU7WB)?LEWEezd8<|=31Kx1*X0veeusu4WOH~>w+tAwC zNt*uC0!{b}w~b89%<(BH^u@}vhx@ZKy;GUz1E0N__x;5n%*k^UA)~(&&$h%% z7WZ5MxR9~Kk$rW*(XYqUJRIb78gy0M9H~{U7F85GoxZCEocg;>ylHF1$G;Wil|9zy z62LsaIER<+S{wJ$a8#ev>(jw9{1YE$K8^(?NZmO!x<)74C}DeG1?$I|qo$ofjp}Nl zim6gHmcw(E?>gL7&b?YMeKR5GlvM;9HKV3}^{`ONE73*T1eQep)nm%O10#x?2WNdV z+K|(lxCT!=wvmSCaJ9{>?^XkhxDr1w>n|p9s4j)!#-%^XKWaElOV>%XcQ}eg(cqkwY43Wr;>%7SVzu5cP{mWfue@N=^YuN;uTq5};2ZZLj&b?8x#qrCyRdthyG-H7JRq=^OPb=5E^lC22+t*52 z2&fkrO6^d2Y`vb}V#kq_!IrC<6d6RQ_Ht2@vHet#JJp4K7~b5hgG@jH&M4YIIA>-7 zPmVmu&7-E2|N7`iWGO(Sg3)G(Wp;~vOqf>F{CzpELFdFpb@jH+IPG1P2aeEiJ1gY* zw1ySuB>r=14!_~MH~VR*VK2w_hdH(Kt{=u#60bCK+OS%w@1Id%-;>YXMjP}(nvG&Qoct+;a?sUeC_R)z3x@J)a=&{VxnRfbUXG}(8s=gs z!9}lc6QV9dXIQrr?M>FiXdUwOZ*9*plk zH{_=_=r)7$By%+d$xAVyn1*^>s`xqrP)LQ`OZS&Nxd_bT_PYtXLKpT8r#24;`WHPb zqF&U{($cDF-b*(HxRc_4>O2t$w(NYsZYmg&Tii*n(qCXp&&$!~V!3hr=aCb|%hVMx zK9k%xN?gAezv-eAk{c~MZpHMoh!u#)W;8V4e#2O9CADY%TXDSTu7$(yEF-KeDO|GA zEhppLP6yAOZu93~_-=pV6(?)9mlwC&kV|aOq;g|cjrS3%mFc>o_eCWsn$M^Pu{URs zjAer^g&QM8T>OB*T5RQdeab^)3)&~!I*CA1g+pSy#DDD35fbbT?*XdVeXsjzcuMG^ zXmaPBXI0_CrfZGP&9A({uBm&uXA+@Rv?O!fg)RO2ma5T&S@GjLo~4{l=s*AT=LX}O z6O0*SE!U%X7Pn;<1^#pLcrRVz8gg)6}=?y9<<=SBGlNC z6276}RG-|nhqI}cPJ&N<=vb&r2=MToc3pYHeEX2Da0x%d;uwd9fcalX6f&6ae$O7aaegCT6gh%oxcW0a6kJ#ppK>uXfmMiFQL29u9DQ&9+wftY@A z?Dppdg-2NnkMcdS$T2pO-2{Q8VM{LaTztFSRk7>RuKV~(^$s?=t+_ZhmLzpz&TsV( z|2Y|yvZ~7rH_Q)gN}&-_X1l2Uv#7_ycczaK^2X7ao>Qx9GZ|^G9Z#SQp11BR zd)Ip3r0K$yrjwQGJL#G#x(3Y~*yS24aLN!rITU3L=qJcHBCD!OhiiA11Gpv<5M1NjG#;3TulM?Bdeq83x!HDfj z2EX*zY18c)?b1+hGjQ~xQe zvSUx{DG%1lv=HNKIWNB0tvjz@W_RbwI*UwW(I<0NGJE5`B~xqc-v8~;UV&pL{;HgF zSgrP!HL5p11S;1}nv`>iF>{uRj($x6;qQ5zsF@A0aY(v??xt?-^>btkgvI zzJ%b6k)7O`xwFjdIp=%M9CghZ7%?sCu&&Kx>NPwXDip%`d8^Wne~NO&ROZ;qKn>$y zt7OXvs{vU?-Fxdr%fv%(1kqy_s*sMS>SnH8=>?)?L9&9Z*7G6X_ptgdM%gZOyBzgi z&Elk}WZB~_HaHRZF|k`=i^lxM=Z-EnqQ7~v{`|V`jtI}H;SDN#w+DsB8Ea4t4eo!i zFU?EoliJUTwW9|H_c^sny1gx5Yv$I;&Gaj4w@z0rZKaUaWr_qV%O zhkC}ZIcCk_`C{sU)1Hv};NKa(lJP@HM_X=tUZdJ(|8aYSP6DrnNZt>!`b>PE_Gd*? zFRWjuFf($+=^mA*(&7?xz(z;^q>XcppNCsY>l3dUd=Xj6cE9~wo?4PUsgH^q9~RdPO`S`xG*h7ZYU19j6ex1#qyEkV-?t=GdtkE(8FieN z&S{(7m}sxKm@IInn#N_4^~0SHv?>czRO0L1EmUu3SZ#B6m97~GVW4y}t)71?5P@E< z;As&@Nu2BrI*%;zwR+i{tPv_6cq>Ee(iN&wwWN-QX!r&XH5tV0-J#Mq^dYeFDVGY( z0+qqbp@EIPfkS5&whE*wx7NgEZMs<6K^I(5t!RzyJ9@D-$2Qx`?WzX*vhzWnz>j9E zS3BFjDsHV@S-xWYlq-+U@KM~03DaEr4hcg=`3=Gz?{dOoe}pJhoh(`P>sS_gRil^L z(r+A7_iEfJqu;DxaB4u!z(t^P^4?LyzK#ePHl>D4U#b#@K$_}Lcb?9S9`9P9yVdIH znDw^i3U#vJ*5ErD;^a#ND^#V`*99gzKkwsv3=VNp;2R^0{j*&&^_$jxqseLC5Zb@A zxFy|?;bqzK_qFZn?SBuh-BYeZCAc=bRm@t*p{dQPr%|0dO8b$?jQH`%$KK-YLM~O< z9qKDplAgO%<)jX~lrZ=xT~hIls54lVu)|1T)$kA!PHIO9W#SM1;g>lflGJLFjx z!UuHZj6>o^1v@<==z`a@E9Y4DWF335v2y>5YfZ!C0oT9sIT(9p4YyyS^I*b2zWQo| zd%l$|f26iQ`60Q{Z|UO{Z~NgF!46N-ctmEiytevD?PS0H{AhAXikOHzFKyaMk^ZAJ zp7gc`7kJg|B7Hs_zQs>9kRqY5wBWD4GC;${mn}v5$9apR(LMnRTn-P?i!77U<{bGA zVq%u}u1Xl~o&7c7^z@)d;P8YpP%WWzHuQ$j>5`G@7-C%>T4KM>|#^D zc3pqJdDp$HR}n%ZL1+|SZ*8i{zT-~aUbu07K=y!h$KJD9v$ng}aDRy{9j3 z$+Tlqh1YQlg%bWqdFHFVPea97ay;lHto=KB@#Os%PG824>04M8&wY=1f5D^C;jCI) zZ(~m9MKy!10k`t=)dy+{;^`~*mRV=_yWP4RzW=SLrnUWj#XIl5Re!kSw4?MM&v_U1 zQFgPlq}{sI;u)85F>ZYS#UM4A!Z(|>=Xy$KVG+?hRRmV|7m z0-rKC3cgtveEIOk7Eu@1(@%HZertHgHJVDk%JKFot96xr`MioAza8gDPqusi?*lWH z>d!@(X?bo${c3V7F7RBG-m5iE|J+zAK?lSbS6gGD z%X+!;bI$z;WE>p+g7^+ zs|e&HxA~|4t;*5ixhJK*l!A08+reAbxPtDb=H|0IJT4$I-&jWGvBjA390)$CKE>2-c}A?5sc1Tt@La{ za(tWd8ty%R4tUJ_O04dFI;D5*LPL2+=5D;DqGzZN%Cj>ql$ZZm_*-}{uj_}*iOzd% zWd-axba6L=4m^|?MPO-wOBDJ z+_%pXFpQ#|8WERDq@gNt5morHgv{VUN3czB6j?Fl^7^v%@@@;MHel&}tBi>2R+oX} z6F}Ro z@Etywz9OKW<1c)9>CGVdztgL6n^}6MuP1z1cgqh2k>iBu|IUhB<#$j&-oKW+-5`fo z__O^y=Cq3nyAs&){lql$QpMe)A#ap*bYd%{wKH7Gh*7pITf3vzz0kr2WTXC6kB<~F z=k=?-7<}BOqo?$rvoH)fxVe*G6;V?l#i)OLjddTK^WG1g{#gZSjG1+a!Zv(SetxCoFDvI-bYAbk*tHC;VxDIO2jau%>TXC$Gv86GJhTM} z`to`Hty`XWS-g1IWoe!(!`!)76Jc`H^%M4rY!q`JU2;Gfo`k9E-_ik8l!jJzKkzqD ziq1VbMdxF0cfe6la0>{|`)A&Bk86cer--f)ha=TPt`7YJaY)C))AMqx?M&7WHlzd3 zDJqvdyb!l~xknt1ojqi4@D_#Y;qvjceR<5T#bJ3`Y65jqoSe5?*{1F7dytTj3aBML z_eI+-9VGFTSCKeeb||0Ib3v!Fx}=unuOVEkpa_wq5AC7f8)sRv{*y!^%t-yBc$LA! zd6F2hDDq#A$d^%L@Xjvc7N`U_((9BsRxg>?ynIHF^O&7DCsnQpvEj`aIBTPy#3#SbQpp9fzJXdu0#5EzVd8UH@3(*|DJSBD`{hszS3|89;D5J zrI=;kA|D)zo?xIfkIIs@j5=N{#&jx&a%gb``pkK+7M4ocQpk&|6FLuE3an*M&rnp0 zk-jNCmC5^PGJdL$L!L9Yu|DG*oTkr^VB6Rxbn^7?zHW?+UxAZO5ewlWBxdZ7L45h8 zK*bw~+-qichR4q>?nJX&;FV=fXbCMrG_*Z!AUW8)@%cUfX2C0(uYE!Ah%Z&x82s7c zW7$G4oLZB}NF!_#jGy~qQ1pz@n@c{l605xv`esz?w}i}7F#Wz~Lo7bLlNgVM^AtUq ze8?Uyo^Z!w-ula8>!i&z9B~rh#e()pL&0Yr7RNCj{Z3AQe|5ZUa#sB)ANQUv(iVd8 zi~Ka}n{9VgR-ChYwBOM7yTkY{KB7(Ebe9G1XV4XaPs2=_UITbkJ(lOqn`jTSyaKxPJ&vCzcJOa~zh~e-DEok^aWfA#X-1`M{CNH$LsN9Q{LYnIf}Ww3O0P%bI`8GGTjzv2o66xX!Id?YdIR>W)h>& z7ZI_1k_;=7wpVyTdekQDv#YD(-1U=Tzln$Fso;ijWP?@$v;uziIkwy0!9CLkc7A)p zJJh#GuzwaZ(gtX10=f0{3Sc>@V>xgu4U&f^9U*rPP4jEkIj0VIpnbQibYJ>+Trg!Y z6LGh}_6YYHB2l(@2oF*Bc3yfX|Mxa(>pD@xnGC<9gKCum&ryVU%KhdSX)lq)P$KUS zzNt^95E(kxFF2iyBU0r)pCjy558O+ zg@tQe*$g!o1{Y-=-_JPM-Rq|2jzYj~F^ZHa21PM1ViO$iysQOBziCy~Lx{4K(2Cm6 zDfJSI)F$V57wXSQ#(lqVv>O_oY@=cL?ZtbFG~fJ#!Co4rBz)QI+VK(0L+Q%gyX+Ya zTBMeJ0EvvZEm(M&4Ha3?0!X5qEk6H~MnxpW_%qchvrr!Uf*O3?8OE(YXq<0~# zq~YAXYT;)lWVnziPs;N)ea2wGH9i?j`3SKDrU^e{S*Wg1?b=R->)O3MPd(3_`!~O1 z$3IPel)n2DrTk!$3oR%ZVbYRX>Z4ZIk1;QQMMkpwwk$vOm2b5Xc%r`0>syA@(p&dr z*v|Ms7NzN}g@1TYhV>Q1%r*dFCGAwQVqO1OGEs+@t zb?E!-oC+Rx$uLg-y5j@2 z2}8fV+6It`?<_ZqUBVB#M4<}0b(wYU#D%~B^^Op5*DnDa>#+48fFoO)o^I<>;4JXX zTrB?iM9-?nwc8C~^QEfJRqp4nP`+$(t-$BN)Q z0q0Zx8BdQUlW$eITkaU%s>ek-X|8LJDW-j&g($A;6^-|D+DkrT7;L|khzq{n9?-rF zTDTXV5<8j zeGa|#Y&<-KK=i8v46`#slo{%Q#=40g`JDuJMdiV>j(`4lT}p%K z>{u?V#P&AiOt-GhXiD#)g6xKMD1xm%EsH5=?eVy;v_#E!jTb$a)sjg{eH~ZZo)lBw z>|bP7iby9KcK>pbi1oeKI^$9z_hZiF7h|a{S~^6g=Jc&!R+84d;E-lX!+PUdylB0n zJ|!Z`mz(xYX;$!F<<|Ol!gGeNjsRw?%@siR6q2sQ0Fej`G)~IQ$vMy?jvw0!8~gVr z(y7+dOT?pj&bj%GlP)E*vmbKkW2aBVlogwcXb~xGpDq&nn4(F)_h&Oi z4v-cU*#>}*=R1&6)W&xGA()yhJV;#PUhMd_E4v#|dbS$p`jQqz&Ka6S3_f_Vyz&hf zqjBz^Tr*oc{ml6-&U(xCRWbv12#vARi6N$vL=!h9 zkXMHZWkd?aL@NEFX%Os9ntMnoC0Qjy_js1DqU<0s7QVrYRDw5aXOu8!GHK#Jemdu)bn+$-@4-L^>bNRTdQ1=895 zM_yVZL1N*U3vO;7W?J|CvD>;*Xm1=P-%PD_?4Dl=WGS*h*qE3g5MF-%{K`tJ@}cf- z89*E4TR!=JtBL$pL}#x7{BkjkEx%b&cuxc#yI_WZfP#FkW1AKDoU1 z#-4rD`}P@yt)WI@{EQR((ZunGd!Oc8hfF77{P>ms(M+v!KmAj(x3K3~ke_cVF`2RG zzC8Zm*J2f{6#qxvqNJh@zGYhCwu{=s<^Cvbq)@eoZ&DvSEmmsp{+Xt~3$N|LtM3si zoW`5QyoN_}Fvg*;DQf!EoJPENp!c#wsWAhwa8L#|{^S0U% zroGvez~FDZhISc+;jo}su7d6md#5R?I-`8UuRXXgoZwHTDlkiql!$DR+unct_ypAN zjY0QV8*JFN))YXAy%&Qqo{OoLX-So7MY3tLd?r$QpCn0jKVE3|EKOijFQ@_OU{?%V zHcUM(DmMx3@1_#f$0)QEBDxY@`9(>8not~M)ZVq@RDEKU#(C7djTXD#%)hE!79uxP zBiY&d;D(pA-S%ii&GmWaw)`r4F%P($&sG&kt0T9K`9089C&mhys}|3z+QwP$qZwCa z_Rf5QdzdenH8V@$*+ru7f-D2%Ag32Ef+8tg4-*Zk<s!Kwl7>g8jWM~21g^B;)Pm*ZUcBd_>gA&IBKRs z#IqzLsg*8~NX#D7&`6~P<7vzGTK@yFTUDMT3MeuUj|`nEkMP##<*Ein`EyA_~gEKrXT4v$o-u->ySb>rQ#|A(*gR*${sawC5+^Z$1!99kkT< z{Aa<$!BI>Blb1mzM5j|a?4672Nncziyg}MZ;#Ok&4S!s~PGb-Q_p5X?5QWNK#0`@_ zeArxM*F@`n0XaqY-uO1t!IcYgQ<&VDL?Uf)~Unqg!Ng?GKFp~fX^MCZ`ILIzj8V4-0?Qkny_ZMY$@IWgXmZJ^dP&iXWf;kK_Rq;D_3PowTWgoli`|3t?Jc8KS!9T1n zW8<{%c=I4NFHYA8*)_SnD{P!{_^^-*Ldm-%vSTLHxX{P7GnRfFac1mJwJ+Hl>we}K zI?aRi5#KUTxGEWl;DE$Il!EP3!^NY?(4b$6H%3@G#QtCC^uVY4aj#<=X#KO5EYw-1+QvqA8Ng z1vkK~yv`u5{6BfTVO-4uZPSj6=9`j*!;ziuy>Fy%G9Dp!W)Is{-JFck?ojXxwB7EQ z_@B%_nksXoTj}`7YQdD9`n2jFe`elF4X3;RU+H?iAYakI)|E+XuezILn>AgcO>F1# z6N*_$)$Drhqi;?S)oSh%pp$v3e3^TV@=iY)=HdH=O4aE4lqN)6t%Vp3aj;rxc?*;8 z5?`G0twwt)n_;~5M7w&0t@TNJn~BD$<6B2f@06ftuA|xSVYfL{T*4NKhH(ck?5>Xpo|<+=!Y@W{6VWmFeyMEE?gwA~ z#Ax(+xo7Gw1HcE?t+3(MMf^?nJTfS$jmS|H)(LH2)Zw5?zgL@@9_~nhf7#0apPM?b zsMC!kQg~uEOg_u!0ZmLPe`L+D_CICV$-2Kk+45nk%p2g?_aT*s8{=ixP@=2sC#M7r z!Q4P}?r%I=YrXc&U7P%r)mh=Gx?Ub~OiNkp%0-Jb-gK8H7oi{)dn?|6`l5IZ4M(H# zotuMGNQUbS<({|aMGX=PuN*!&rtioaCa^{tZP}flNB?8eCu4?MgL~(4Y|)rF)G&%D z&TWsqu&#vq_hWI7Hw2tJr|z+juC0%iu3e5=(1XM1R4Sv{Ipr&xw=7p-J3Jd@7UUqV zwykihq8ZbRw^=6-=zn*p^yL0VF=VmATjN=gfkEu8dK%~3443oQP+0lOILHo1Rg2%`M7U>ZbN4Hy)(%msKS1Tj z<}HPh;`04X+`zS@t4#H=JHI7lybyq&U{Qr}y>LPY8Ju5wvI`-D4$YT%8t+xgJ1=*S zQj-N<(wS5@9B;{QD!wj6oF>P|`a}<_NWfwLQw{}z#iN4x6sJnMXQi0PokjKWXHA3k z58q_KfnX}VNscd~qhsmow`ZCTQ1WW0;<-@Ko$EwL=@6pI;6C0(wD$F%fp~uo4^k%g z?PWnyXK%>!hgWSuRVjhbv%V>A*+5Omp-LrGODcU zpJzS@vk|{=RXE!2&_4Y8p`NK^2c=9u=GU*755@f`j4Pbr`9h4nIvq80zIX4X%*QuM zZ7`_Ay||t?$jjk?#h28jVYaH=eG5`Ym)q86KMA?~zCNX(ddJDajsi8MB{Q11N6G=& zv&i-`>Tw#}hp$6Jlr~Z;Tk&EkUn)9`G}O3>hTi6@8KL6AbSuL6mC+&xaUGhlbiZI^ zEg0bp9WYUk_IBKUJ0V|l75SKg^6mn8VOJTR@mK&Pxn_D6;t5D!_=mpn%<$|q7s!*) ze*8yZc;S1C&O5I_N=xD)mHkDIOW8sa+edT}z>?eQhfKqM@$aRFpcFkN=W3>76?&Am zGAK~1csUX9weyb(0ZyYfh(L5vBeN^nz|o#UeDBT7t$FJknRRV#NMV&&(F$QOA1u8Z35S zzJvOkOchNBE2SjQGA)v`As%RKp>pfXPlIzJTjMKa9ys4C%t|$L131`F!+9_Cj z)=bZ!Jb;FuTB7eo=EpjO!z3|tcujzlks7zI z%c}C0Z)Nju#Qm^M#wtklM|WFF<|P`X`l?I3neowYb4M5Z(H<^N8Srvd5U(Q`*Gj;+ z^B*o!|Cs?!o?bCKUvYQWY*cEt0Hqt&hOzIw`>x%5B;}d#wPu0r^W0Z7K?3M z<}1erT(#in((k7UAhVW}z1V_rJaM|6bZsLH(rcvWe0;J})|$~|O%m^D2OFEek%*md z$U?rq&dI>Iy)`cwL5h%OUnSvD@5Sx$@kH-Q`dsqCYxobRsFM(j^5>~W2jckJz))4y zpy`Uc$nkS}E>d%F=0h55@sXXz8z!ORq^=Zq`SRuii!Cx0;*OSF9e3j%PiDQlIkvDR z0*QXH^|-#zT{Q9cPf*ciODRGcu_22tUKswCpITLi7arbP+YhDQ@m6L}&j7lNqMZuUQ>%v}uZg4H)Z|Brqe3pZ}4d3W_ z-fr1YqhnheqLB6kJAxhV)e}ezVHbj!X?1)DosS;saSOTXAh%ssKhjIS>L5OW43qj- zVn0CkAza)^h&jE3T*ALtKc;y8BP9x^upj!CaAOF{f%xYPip83;l1}Cy%w#TNHBEjJ z=shFGsqa;;NOy%>@iFx9&UxkQ=!Ri=GB8!m0Xl2Gx zMc)0F+3iCi`O${x4MMa?o@ciS1Wmhht9;qXQov(l{jB2H7Thp(YMsf36t3{3ng8V};%1exr zKCNx*$G!i3)!)Llr$1kyW8xqtA%gbBB0+NkL#2J*DU0BG!r-qgw-|bH(+gA7;H8WU z-<*ZisDk6SBIdBB_mM7PWWO3ao%5II+P;;-q~_7$WFvX&39`POXX}cRcb1YjVUS`z zh8W~8NGycMsjoOY;ZgZ7W%1GJ=gKPA$-iH24+JUM_t64;{rl7Vb*!&8+rI6o;0M;d z!3&hNcpkIy;!L+Kcqp9~6DMO{gluFt1B=&2fvq8c4T4Ah;KFNuS{>uIY(4Mk{%t1L zW#_{>H!?(MV$Zr?EauI%)LgBXNUp7B$FD}%a!h+UZ1sI1hOY(5gbdqDo#>xGe!{K- zYIt?#8ZivO&kJQYnP5Zi0y209B4I7_KV>@t-gmz16AsNIU91p@qCJd01xY($xCj5Y zj9gQ4MSYv!2Qbo&8X=l9X?k!ibhy8Ysc`)~AOb^*;fvY*cO5mBrgrui#hOZ=4R&5l zz0tKT$;O=rXASMARX+TwF^#4=t6@7kZ}T>Ml9=5%Ew)7~p)Zj-4C?rWA8nM=t4jym zqa&K1un^5Pa6LciD{}TUbQk^a2lF4Pm4U$zSE)hqEX6j+a!gf8H~Cguq*+t`#-?YI z{vcQDEm|gIe8N_#Hw^-TPJ0sJ&5u%UF>&0!5dEp&HHl*slKDNamzz@Ne02E3@JZ^v zv!tOAb*jJWZNJ<{2re=yun6*!Al|6kekO8!kED(o1R5!@yH}0Z-`lSi#&Eptmq>SP z9p2&NH>wQeTyO4#>60Ym(sn6?4rbZ`XyW-b;ut}7^H}hot6!YYHvek|fDJBp`7H5LH12V3Pe27%9{;Wn2yHnxEo`iA!q73# z4AW-_?JkQ{wh3mwBf=7rk=z)98Q4fm$tdS!xW4)P$^pJzJ@HPng~@y_^QT}cJ4Z)f zE@UK9#_{93JZi!_VB4dxt55@M1tb5MpbxP8*CXnRf%OM}|BSov z+V4EI9U{c}uxo3gt3=ACd$h%Y$u+Kvv!C9Wz1^&XmPX9Eui2T`i*d-D^0kxKAgzR5vw z$bMmEExLuo=Xe7THlxU9xuWD{7ZrMH>2A)~>DwJX7PsM2xFaFAmpN$GsqJAze>f+X zV3^mFMY!K}+OpL;3x}y8gI3RPk>(ZU5@!r?q-;oQwPp=&cl;9I6$&AU;`o z_=f!;huNx;KrTDCsrbpXIs?f1sq3nHx!KR3zHdA<6=;^`h=ObtDd$H7D&agsgB2RJ z_*|z8QS>TK8p~7>G~3NQAv-1gfi>%~h1uYPbY_VWK~nq3Zayx_bglXzK0>Cr>mQ-R zrnSpuTdB|trS;dHFxlm=Z%If*oL4me-e-sFdr^rPxvnr=hfuNAD#i6j8peN!_z>V2 z|5Tb?WMMGPahgtRQ-7NS3xdH6rFpVL6Jm{-Qp};A#BH4SKHa0$=h!nSP{=%Ma91gM zwDvch#FmPJfkePwj9NyEj%AHa_DpZITb{63>6ArF@A8 z`Md-LTyryr;IMVnLxHl za13lhk}Tm+X{1Gnw1U2UH56fxj*hd&=*dx|%Q&bZB<>2cBICht7jm$^R6nG7-3Z@E z8_6sdu?Xlx(`tw}a2buYb(lP`nlQAJo_;ndG@-Lx9fZIPF?3J~rFk5Fxah0Gh`&Bc zO$^STUVT*nafX1ly|1bXuXncxkPxRyMCZZJ42GMZs8jv$c>ilZ^7Y9VIrxThT)tKbE#}-LYL5%k2(iBV@9HVs>c@fyaXJhr zm$`QDKVEz+$zxaqj=~uN8pO_~@#B%eS+}yZ4j1&$u4q>pdf%|5vl&=#x#th=O9uE6 zgJkbi(9rW}-M0Dbv&OkQMRWh^>PHz1g7d|wy|oy+HwJ&r2_CN+T%LWj4bE05`uUMS zF|l|Mn^c-LO3cf2rIo-9WKo)IKBeZleQgI19#$0Jh8wcE<5|T})Im;x65(q;!h^>j zpQld0`0Wuf^#E|0@mhi^`!DXQ9j%aAhAICb4I_tQ&ig0w>p|L~;Drwr5R3bDQ>V zxsBzawkMDVbG%)SX&7);lE~0_7p5Pv@g$oQEk>AlAEP2s^yD#> zVb)+-zUuB9S+`b#s_?$K`h{1mL2S+rQUX)FTd4vB+xRYNHGs_QFP^lw=(JdwMOF>;+YL{%fQ( z{RmPYo|1F+e^&{}c!ulPcovWqV13bPH}&)X^NNc!`aEABQy+*YaNv0`$^{XdK z%1<2!Xx#M}kMv|`B&wCBlwl7h&dx8exJSI}MZA0(QQPZ6u> zH;lMUm_MfO>>#48_M}3l^%XVFs26?09K@Vq_&BE#hulP1+*tcR57&mqe&i{d?BH#; zJm3?~Mr8?zMr(bQ&gRG0NoOPBlldV$^MV1I{RYa|@r8l;g+8wF@NeuL^Wd2$f1Fyg ztO_|a#2}~F=SCAu%!7N{ZlHU^9qJd-CdUW6v-ykbm_PWqAra0#i-Z65H?9Djiz)4Q z{Qw$c`q;Md@5CWEHrPtSjI*TNxgk%;3Hz3zMz}QC0+@woKEf){Qir|-=R*!d zhCCU`z73La4^3@sxI;yd#Er`g_7erYSa+tYmgER$iPJs&c0yBzphU;S6~7eM7KhOo zw_{~dj#rR2w>~j02YSzEdfoGR{hPL5-8o^V#F8hAMGsDFkkfbIUh$c_(EK?zizDsG z?#^Qc`=kgocaSB-Cq6Uq=Ip`v4Z?Xt$*u~xN8gzR4{nDs7=+hQB)BmS%9&9x#PR0$ zZFkYL3+@^(LNe#{6LJC#F%pbEmB*s2JG*X&PU5pe)vcgdhWp!X-GaGq=H~4j4D+v7 zEtq(m*D6^Nd8!o>P}Peid%?zz&HXm5vVjehj)_)3j4zd@E!`rE9tdqWsOHDU95k96 zv{S{k8=xfgt?Cs4mG*lMEn2gqWhAu7*bS2fa-pi%-_;?T8;8jehLe67hI)`p8A^yT zsc$-!iIqgyDGgnsQxSIABRn5s-WI&YRHpUPGjtEZX$p}1#+3A`Y4s{(o0ui|gK>{! zd^nhP?Le=oF>Z|ZkosN1bdfuP#Z(Ut#iZ}@x>@M-Qa>d(|uN?cSUAs3$) z3z`Sr*Iy?Q!A$YuN z&lwyUu)*$4MwZLO66ScmyYJw+A99uRfD<%i`0nrd#ls_=HLf)0dvWTJfy750vpmuv zY&?VmTc~c(>l<|$Tr`-u8Zb)Z#W|=I&INBK{CFHhwm=GjtP0Z&YyC3a#0^p88|5_* zrTa_1WZdsDx`8d?Y)L-y53_I$YA8$ zvyCIe*_74P-6xfMbHuKlKlY|^XU_N9G72xQD9QQZr>7N7IWrS$GpZZwgPiler6uUW zmqGF1Ye8`Q?ewOGd0Ae4S~xPF)}PYTJpAz^9F_7o#Gk3UI(J|w_&J#A9$6Me-@o>4 zP{wtp5=FPH0Tq9w5}y-lx#n9}k~S}LXc|uT`m?DzhtRWv1j*=iTn!<|CW320w~ma# zL~@+PK}+yvG{b{v@I@QP;NmZ6{(izD41}v_SKznCfAKiGrPx#R)OfrzDZG=BRQF7J zc{CT5&o*bZQ96PoFO6>TGWC(xk28Kr(MI~dW>32Mx9Ba96n-@_n2JZF6c#W^)v&YE z0p8pi<`yJGa!{7khg2tmrE+g%Ts~jpf~xklX;|KCmB`VdqGkHx?(C=dB?_eDywQbC)X zbd|mq`Mxt*a3s(kUR+hRaU~;qe9%fo8uJYKTx+raEv%MG39>uL;vMGBRP;c8nHMwC zur6@;Bh@cE!%X6SZj#3A2l~{FP-xypmtN05=B^hXdRKEC;l z8PuMn% zsv1?TPSYwHKx}8PkVi7c!hj(u*GlA|>%Gnhd1LH4WDden|A1YEbAi0eAeLO4oh#R5 z0PWsgF6DaI5I-=Y8I8=9alO9GzJB_h@(Pvdfdj64px5;$+L$_!TBNBe(aNf`&5v03 z;nuawl=R@*tI)uOzJ-q&?5RU4e3tfa@WN%&lIrRJKCI~5+r;&hMe;!B8l}m7Q3zx% z^IsczYruvI)XsK9N1dQb|5`dGH;eyi{2hkzLfy;5q6#f3bxl-NhnN2CuD)VO5E#SE zqww+@%blwJCEilFw@$C;Qg-Q(X9&tqk>Z3^5lvF61~vtWhTfAkipPm>G#eg^ysz3( zIJBY+*20}gt#YOm{cHCUmsUd-$vCr61G2fCS<){O(tSEM;_WWyM!xb#vowjBE2!5$ zX+8Pcb!xD8r)^1_U+dcPOKO@htiF*k z92Kd000+|&8*FK!aI}$~A&G^1E~u3%ZcLCGq5g|?T%p;xxW$=i8Ud0;8#|PRc|0#E zsjg|%#tuk_{i9~(pgI(@#od=`=HFA!)oTKMlzoUAoB{cTf6BWy7!p~SA;JfVcV|4eC5cXcrHxXv|*2*un-{8 z;35++$9vHZ>SC9T;o!lhN72K3&=Vx_iy5%VWXWUK2|3eCJASpksD;3NmW&$mKneQ% zyG@i!+Vc+`qxr!F(u9G0_|P4p&Waadk0n1QnWMl{41FIBi(XJDF%T*!DjxNS-xJhu z;7lgt%*VOgz5GF(&Ll|F5ljiLKvE-^4h4QO?}ra0;<}9PkBJdbprFf6>PkfGC77EA zRK9?D)uS}mAIWTJ6(i?t<{?JWAxM~n<58vO@d&i~SCx+ekd1*f1eR+_HRzfUBJmg% zF;tE(c1c6!w_6n>wlIU?Jh{m=(*Kl`T&DBuZ`ibjbWtO^WvBHI(r)e(jQ5*V)p37Avp$#PkSLXZ_zxfPL%_cqli#G zVng(Fb>Sx>03?9|HvPs5U>cg_thfs;xt|x()a&=c=a|)=D@)3;knavMx(HOP@+JKr`t+oyy_ zRBhASd)Kvr?f3hg;C=VESTFG#qhC4qExPpPjvTiQ=a%Z=s;1z$DlgQVIFiD-tlbPo zESg6rio$wmBPBbfGS(tm-$s>N^1-qlcFPo|GMX+5Mvh0;8gqv|F6f+{_H`C!b}I4k zppUw0)U{lZ79{{$3|&?9Otbg6R3%G6!Uk~@nS@ANX!JeNpQDwPl>vZ7Y`>j6J7l1* zFIb;lwqPMi88R|8^&TjTRu1a`ZE!G$zU9Y;i99_$otTxi*Z)?wYY;Sn0p2B$C$yiv zmQCy^SYc3hpDm1u&*If#dxk?TMge-JT>O;#&|oZ|v3M*8-~eUjyb>pXyot97)Hz^J zS+&9f;&sa+bj$GGS#pw?>T5i~23XLOHyn{%6NkADSiO8BHC zU~PhbBPq`fK}CG{Yx`sRKG`xYGr*mrRla&XyV)R5NGY(DZ^oz`1$F$WgsS}Ce?Vss zY{f+^Aj$VkYM@sK{OzMDs6Qhx!gPznU15lXtB*eA@-O3c z1IXMy>9(xN`|*Q_qxDo{>TFo-hRx9bNE-B92Xz4AV&3EqqW2m~fw#c#HS2Y*mD=aFwkZl1pp!#Cu4AZX8k{4%H8Q31TY0i zP4H~*?6?46%FW*skp$3RhR2?Q4al~gpane`h-p!RoA>(pyoLe*Rxkn3Sqy-pAb6MB z1|Clx8ZnnDSVU;b$L!kM&|#3kTO|l3ZoW~d5;MJ z{`oTRpo#|bJ5YTUy_j`tv#_j5`#NEJJ|uj=*-au0ur4TYAVIh{vmV3IW=zpj1sI+^ zWxHR?zkUUZia>14GS-8d@ry>^e9%L{0zbgASwN;hvosK01cc~#V1g{U)BI;zZjbxf zUc3ku%o@6E3nsGUCHuEBn3Ol0|3o82&{5v zIbo+u0U2nls;#Z%Oj821-49MWfIJ42mqPbu>QNwdP746(1Otozx=shMc+I&|v>Y59#;uZh5=6RAOvyvw2d=5g>%ee#zE#+q(!gn%&uWMQ zK}$oBAHf4X9Dk#_1kjB=Kn?G;%PeC1;YAI9xj4h zCJnqy0G=<3{n^$ppn-feB88uqpN|YC2S$I<-Z}5pPF~+<0})Ha?Ok3rz1=Z-2+=B4 zHtuUuC*&mf0%UX`n4|;~Q&XFI+G=XBqM{<$89>T7I5@O9$n7GK*Es>_qyVxU2CnEj znV5(OzUJCt&yQhG{eQkNuzP^$3Z6PoCD`6c$;r#%#D=+M45o;g3tQWtfKHyL#+0kZ zgpiPJxm=D>VE0@~QWz~hs48AOz=zk(46fH(yfH`FO@!uA)~l#kIlGmp#mW9h^quEpB8~)2g;0l~Orr#hk)`yM|_|2w6U_b6%1J(#DT(E)Fj4G62GJzhMP$ zVZnX3Ft4VDkdKd#iH(h@hfiSB1UwBj0L=t0m>The0>8g$f5-sKHX%#UEdofJ0?=?; zhp{n`QsM#~Akjs+MtF#$>me)+%vAexNd zfo*UD8c=nlq(TpJ<{U2^PFAQNQgNxpG96|cKJ5Lgi3E4Fs=Atc!8f6&6L28AfZZ7Y z?8xEY{rx(Qj_i81wr>&U#Cx}@X9~=;=r}mML|jLL=sC#>G``HJJ(~+`28CN$Bp#U_ zmG4wOs|4pji?;@}|JHfzXw?A=p8V-kXL@=%iCL7m<9}BFhYcahk4hg2dhU{}4`pG;$%KA=Q_Ro=1^*Q>@7%QC zcH;VMWgoaD5Cx2l!m*bzzUU{+oLAAd5psFuBB zeH|a^6@Rwjzj}OlI;Ls{?37yRM5>Sn3s{l?JA(02Ky)-a@Y)942E+yK27=dJ{#m4S z7<1AH3zGvUC~9kK>%XI@pa6jY2{Du&7tq4YdVP95pWYdCw`0@*d<_ULxPW$CCe#JF z+3TPiY<)zSU{}%lY;bU}Z6g36#So-afGop7M*$Zf3AES4UJBE`_C;9G*ID}PJ&2od zdz28=1(;&!wH3gIDAeHAnYh2IBEc9*o2p?%56jC_OeI3`|e_a`dA1N<{-8S zf{JfpVezico>W&)4+&yfLyGXy0C5^2>UW;o(n1jz7l$BpqMRc}xg@@5m;gxHWxvt= zlRAHnmP6z~Ksj6SYQLfU_U#+ulyN)Len^nlx5Jr+XpdDbwb_Lq6l;PFjgjJPuyUN(s^X1DIgg!Cx zTuS@;x+OY{637BA1^@$GVN`JtFpmgA7OoMWjARUu{)aF1YAkVq)Fv z<&K4i_O(z6I@mxwh`l!Ny@E?2>gx`_K|BTX>gY~X1Y#W^KXfpoQZaeqlM`ACe(|HWb_p^12qLQ}Ag+K+GP_6^ zbf1$}&n)1b_F#1h%=Le31F)`+=KT&#cBiVqK~YxoH#iH3{70Rr_1x3_PYVF35W$aU zXZ2H+ieNOH>C7s(p-&TfLO~=8)U~J}oB&LX2x9>a91f(+QSQ$eH-U$cP**3YbDSfq z^ar~nmD5Br=VEMnIvPNSR{(Xm2bg)Tz}w42f^iUBK;S3-<3{2i5wZ{no%A{fa^U;I z5Uz9NhA!+q3NYV^sp&wK1L3$40R~b(n1jIL6%befKsae&KMj4i=>5TzrMll7B1?dX z77$W_fJ;`;+DZx5I0wWSU=XeC>^cFbEFS1Q6ciPq1DF{7e&a?q3{uKL6>zF9ax%c< zeb9R0e0%94az15-2U9wF2}fG{A$zt&P@7}PR;A@o`h!#fDj;C)2EQO?6v z&O0E=gRm`NMU$?rtzE8uQso4wII#mMhEGd?k0uQ)G~#~d+@BVEgRhHRr_Mz5-$?3j z){5Mc5=;=qNR1ncr>YcpB2;z&Ma>wj2ZY@~h>FbyJ=~$pGt$1+hd!Hq6#1XCrQ`ed p|DUr3?}#{m{(tq^|GmuvwL(VrrF5U{4g~y>msWXQE@>R{e*yE+$PWMj literal 0 HcmV?d00001 diff --git a/examples/structuredata/scaling_after_optimizations_deepcopy.png b/examples/structuredata/scaling_after_optimizations_deepcopy.png new file mode 100644 index 0000000000000000000000000000000000000000..c3068418f6474e66f14a88da9c92e5b7053d9b43 GIT binary patch literal 56793 zcmb5Wc{G>p8$J4%Wr)huU@Rr`P^3)BP)R7W43UzMS*EBEsWg!&M8=SLESVKDC!#20 zp^$l~v!C~S)>-SEwSIq`cV)fG$LI4r_kG>hwfDaE^@Qo3)MRGZ#y}7R^Rc69rwD>F zkRT`q>1pvV``i16@jrQYbz}F_m(ROFOADOy!} z{vg)bs3qd9iiaE&s5*hg;1)HKf1@lL=%XApy%i1Vjwn%yysX6z4bx7HWaiQrYHjcBN8d3Na1 zA(7*oHf^HdiMSaW8v42A78kzTdpf1dQ`SB>B7)`2nKSqu>Ap95${8H+&hxpDY9FB9#Az;)|=?bEizro zoBt3w?;q|FQPjz(?CXmywEvh zFflRth$S^}w5Tb3#OrD(E-$|o7jym29cJ+}B?KcQqtn;n_YY^r+jl-y@XqU>4_4)8 zU}Sv$^5x6hlaxe3K|w-tvT6D0kF&KyGmlJnt4wv#Y+`1)G(ylIjA|cx{ z(RKFEpXW(QRLpl`JOolwQiPMQjtvi2R#vKf`=K8^uAsLm*s_M5!?e57$kM-#$PqEh zepjIIcfBtELMzYcHIH9R|Q~uDQ{Hea;@GMJR z-O7s9Ux&Jj9L>(3J6Ah5KX39W+q^fJk+a11!NZ4JiLijgH2?NQ^~}j%qQb(~T2Z2B zKg8^}Ie743bA5dX)+u6SY%E;tf{jhh%Hr=+T32BZIWpI`ZaE5*>7}eN~|z>aAkg?`O~MzTeohN zQdCr2XxHS;ZF($W6#c1V`Ae=1ot$HTiA!^3WgvM^%-i;bZsp?231Qxz_eAEx@d7pm zYRV$dDbvyK->Y#6mwIye|IE+Z>gnli9?-e(aroRog@2}FUr}>g+r5u3jUq}*N^%M> zeRBO%Q&Y2*;NanD(cV(1vcA4J(A>~)^T&@LQd(MCMXn>q!={w4u0<~|FH8CR`=395 zzCJ}ewqEtf5y2vpsI>m3zgr@c?RdH6U4sxoxB56!b>gFXqC{6S74lMKoca%(x3M|> zYw=#uho9Y+?SJ2TOmO^}p0+A0D{JoVj&l6^+C*S|ZOyO9`J3wb%a>c--QA5J?$+)p z9=IyvvSz41)|l@yq(N>eei9uVOtU%~d)e5>=b+p`eSJ#*kZH^zuU|PXL-kUJ4jrl= z`}3r&5ez>evFUj)Zf{je~pUH@U!sVCNI%-#VuR5^p>~`Md#*9$w*6E4>d$w zke8RYZWT5tdQ^=orqpV?1YP6>-I7Njr@;-oJl;^N%K1zwp_D%L7WX0e}6@U%dGKib9;RznI9OL$M#CrEcuM z*b#)Akkr)FTo{T_mVU1Lj!Wd<8!%`tjqk-J+vM)K07OGW42Z!Yrwb6(bYP=z)y%OpRF@84zI%6LIpQ~XMBjo)L-?5%+Slzq5nU;J`D-)Ys-DQvj+G6|!U4NN8#q7J z_c+VEJSxlLO$>Rw*Vq2ES`X;7dt8&Mudc4{%Bb%(>lC#s3SxOb0 zRPtgesi=B!IE}GWTM5sfU3+u$9J@2Oc6N5!xQ(^gUiy@6%YDf6T$WjJ_MDpcSPQqT z&z#+_^01%ko}RMB5oBbDii-9u4g|E~yfnq^zf_N`SSOy6_bY$)UCc=Xs>+xy9OBDe zX`5oDZ5hnoUR9j)!KlB)HyT;DJAzjaP$aR>0yYxAFDspi|J zw1FSu6wMrBhpWZ zCeLQBD3F(1bhd_;OguymGLcmM@s`WwUcb+anH8PWj@kF^=l7RJuNuD$;EkKx+wVV# zj?O7{8_SEox)N4eRwm8N%*?^TQ7^WKfq3@p*^}a8xz**d_}*LWB3w3k+`fsfdiCDl zXGfY0Dnca8%N~&*={kIrTqzDVw%Tp74(}Ws9ZOY;5)uM?dwc(@7w$h!k*iGpoUDaB zh-}Na#xH$^yJTb@QrzqDW~Zp!w{Kt1K)^pS+4VoI$`^12o8Pi(Vx7n{=Hw)9b36C@ zcWXmkUB03dNc1vtau>GjJ~5bL&}C#Hb{n)6O zm_{U^Sb4Ye!2@rEy{$9PS)#b+TK1V0Ih-YohwAT`7#ecO`G0-wZ7oKPg_J*VK+@9E zGIxs;K9?-oZ+zx6Bwvlt1QIRq)2mfb9a|}UCvFgs|jIdB39==SqfGJn3|d<_eC0V ztS(GFJn-s~kwk`DMHvvO+*I=u876{E2s&{J-%`RGHS{gscAJf#Txg))eo@+mp6N zG}!pBF0h*o)YKgL-m|Gt0N6M@c47Ga7P9b$Fm0{YemK9xF_LbQe?F4u&uuAkg=hoC z%**s0RvLH%no-DlmJ@^*hj0Bf|H1LLx%tF-obUcGUrH|~5;@3T)?;HCJA4}zbo58I z{au=|Nl8zCA0=kCyQu$-?_zXR6o;JR?%g32Rsm}>HyL!_a`M0WpK zSO`JtUVI`Ia^&X5s@7JP+fuK+|AefLO-zL2!}=@yw-X8J=^L=7gy8z@@2_u;xVT7t zF239j3i(Rt>(I(=}p{m74(uPQdL zPL7NSE_`9(K1dA;qaMz2EYr+0`nB}W>)-&cuCC4tlfA+LMt~cBv+wuxU%<7xPxk0d zu7-q!R5vyumPJSb>e?NPBdpi-R{CA1!rx?|sX9%sc^mTz3Tp51 zA1P_o(9oD(T+}>qg302Ik6_W{i(?NF5byo7f94v+j)l$cQ1ataea^a5<2I|-D}YXC zXXn8V8Ch9c;;FnFZE0!gh?93fb(<{r7 zhc84MQv@?aySuwjrH0Smi;kvG7*^AbL-2OJvV41dx&7nEVBp4{g1iC6y?ZxAMMc@Q zB^*xfJFQ{91l;Tl9x^x8$7yJ2IR2$vPUAM$H6fT>$*RJYN2IvC-vD?Ms-ba)qRyMYv_0>hKVKEt*({4Z5McX3uV1$*sAww(26%zkq9(jVV>R2o_bMuKV_W*Y#Mh~4?uo`W>OVT^VPN}@ zAz1a?`SaCXU5{da4G!|GMEn3&);m#0skmMnk#_}beo z%+30TO|d(-aO^+^k8h!OoRAK#p3CM`6DP5lRMpb5QRaMerH=A?5b{ZNQxhXjQ|+F3 zzv_>ID(X}u%Ibd`@b>sbx-xC$w>nj92Y|G1 z|NdORW!GJTf(AooYnt6R4@CVr^MG_$J5C1^3G`Avg5To;Ghx zW4yC%zp8_SD3JOMMCTCXfF4jkM1C$3Aj6;3=Dchto{YR!`v)6!|4IoUx(l?ue;Ga3 zr8hD%TAS-lJA75)dZa*(yR!2f{K=@ zvOCMnW$N?(T&Iu>Ng0_VsJA$vZ8*RTk4ZGpo@pY3LuNdwBG&iCIC76`Ur&#U5SxIM z)cw^FDgr@{SfF)qa5(qXQ2o(z3QN0$?arM^#~0HDI+Sn+U*GudIW1y!@m3n6%6kb- zWo2dD-eDoO@2Fu_C>7IRyaqm&B)8Pp)3Wd=5H=@7d69x2TwIUo4$qj(kIArnThT?g z<C*1oR8XA&N$ol7y40r9>V|2+f zH8pi;ZTSy914DInFk|VDM2^*t##QmggO*`EeSJ2g%}=7`-F9!@vZWn}j+&0nrZrCS z)ZkcC%ic+}`ql4iuNmN46hFSllC-d&yCJE5Q#IX^iyRmFAV*)#4>+e|hgEK17C ztgEimlmG!JC@RiC#j^U*kxb~%Y4c&_L#|z;*nRS8DE3OLS?Boi>N1ZB;r@`6l-*z` zWT`ynsC`09Yl|5N>pymnp?c;s<(}FO+yK7By&rp5)>r1Kh)nZxLx-~Q$EyGSu8VvL z5zTmz8e{({n;Tb>3mAXy!Ue5ni8neUjy*YNt#0!R2_3bzuzh=#U61o?g}=yx$&n*B zR_o5_>gv8PPJjC9m4wCXE7uTBZk-TgnL<5O)zqY$ z`1FeNrA=S)Wlg-Yu!XVXrzoHIFN(%joY<}rq!DFhONW>@Zxnyx0DW^g9r;`6WrhDL zCDHxLQli)~s^RNb9;_Fq@2|eFEqkUXdu2*fX$Z(iTgq?#?#;h&z;lwzXYm)awzhUK z&j6O_h6-OLma{hHl}SFW0#8KW?~gOHBU-tCRDnpZu1?7npg4Az(P#MlZx1gmwLL%b zJUu-uA%QQ<1_aRjab8~Du3wBE9v;D{^*t^r55xiyluHn7q=3o~$jetDa{`VDiHg>e z#~zT%3aUn=(}lWQ?DQ-wnt(8p7dv(xICN+TX}-jNRhBH~DDV_Q7hM$mmL!4EuA^w} zgsMm4%%{(u)lqUoi6Vca@*0)1ySo~y>frb90`p%I!6NIyv2#2o49}fA2L*9E3V&_3 zdATH#p!-C(w)kp>uy@8@kPL^uB4$8C^_PZO)4dnstAJCm!zx#<9DqDJ4F&YQqB$|% zowc20N12vydBVcN&J?#MYdvnmryL*f-}}2v5|ID3@8U*WIhj$W0V~&lxa>Mp?ie#3 z_wZjHd5qYi(um->1DVj+*w_ldrN1UvWc8!a!NVWom3c{_vZzRQZEY=MPEy}w(L@`$ zmcebbxeB$Pm6bKHzyFNG*VkL`-o5*gC&*wE(mh$7pfZO*ec8CQg&0kT(x@={An_r4K0f!BX-lVO%=aAKl>v55)4s3;Su%{E0DNj&nXIDYh~3KEp0 zbuB$M;fR(NBLcn((JN)&B~_!|mPw5+4)or-*{gVMh>H#K$js{Z~RZ~v}{SiHS@2bzL@nUg_;qV2Oi8LrI5 z#l;OB$y!pEzbYtPUE{hz$D)BWfA8tj+mM9@!zC&zGfncHzg5$mcp^tRa;yFRu%GPCmW2a^)7-a309J6wqhx^S%*9 z`hyUnNa~8WfPiBD?S?^<@M>t_tiGU5$3o=zjHoT|2fl58Ej@+20SdPtbQhA@zuy*u zUT;rN&ZeCjIan&A=+;|2)aFqIuQ@q6^GSKV(4qGMDF#7I>n^@*$-&KS{%vu~{R`$x zC~+o;%Tl^DS;xO!&R#4g9hup_msVcKA z--^#4idw*Fmk|*WNrBR_Fdi|xaKAv);9Xv89st3eC&(%z@yK{C#ccg=2{xMs9i z-ZL>VkuRG7Qa^NMI-$S9#(PzJ?#jK6h|2d(O*Rx16wQEc5U}+p4!7C1Ms&2e-HufF zd~7bqPDe+_69m(hm+G`?_vz%$$6eayzWRuBVMca5XKrdttpPeu- z_q3&@r6uKba=XY_LiLrYKc3AEwZRIRl@vPn+qDIHOmyD?&^_sJ=yiaM2E85?fLI-H z+05Fq8&2#;PfvP&wY^Y6zJ33GeaoJcLJDHMyu4tRDUCPuKHfS0mFg({-qM>d3LtZn zwF&pYwzf%?K7CWoeII#F{vYzL}c(^2&;J zUy)-^xt9brB?U5bZot2*w|B_r73FK-<3FSiD+VH`R)U9+kPJvT(fiLR2_5BPLZm`K zB>8vkq6P<GmCzdImk=j7#8%MJM5z;UM_{w|O40xRv@y<20_ zzW^dRnclnPg4o#DLKW9df#Z<=CHL<)`1!JnY$2*PTHhw|P)icS|gMy&vio=ruv3%@?Ir~lJfE)l*T2{WJ#=qy`vkVJzC0!c2QnNW(&}@ zx~pqmPg6$NPhnwURa7>BsQNb{sRh4v>c2UkU?8mi^vI4od{XH(SxcZXXQ?i|Fh&sf zc{NpU7|k*k<+<+6IF>#VwaoUJ|Eu7St1cTPPqoy&%06Y-%dQx3?E-HA6Ct@xelv5b z&S_&)-s>pZRqgG1=~7{hG=VtQ&Yqqev1l;`0j^OHi`8QQCpFd8*Ud&j>a5MHlc9rw zZH4`St{jL}f9iUYEj=xber06^%Ngl&s#9j)bz0>ugq6b?UZ_5eE#K+1i{r%i&F`Zi z@ONtpEAAnjRQxNsBQ zFYC#k+)9WwfMF>RCTuJm(+aUYk>mHD6S($doQheU=gZ%gfS>gPhncyJ1Qcp>7SNK#|towVJ_QLzd1(@f&atBySP;zWzJW22)J zpk(MTvRyNE`p82Qcq;VzTd3BDK|4oTqpnq(8oYvw7`7_vhX7^H!Cq zn^GHJJWjf~82p=pD1rzlH28migqa@2J&QB5UN=$#qlUL^&$uNO0&E4jk}|Mo%T9WJ zK_No)2p_9+6)*E8BW?&P!NI|8A3sL=9Pa4ablvF8=Cp}vkLNG7C=#SEvR^!WBl1yr zc6PQgVXRlW>Enwo*G}q$`QH%^=1K{I@xG<=b8`fdo}NyUZV$Sqtw|gzg_;+JrPUVK zeoRb!ay^NY-4!&haB|Ugi$EAOOk4!_=xFvG0H1TT$Y@^Yceyk~x)~y{;EEe^6+WrGtH# z1x@OL5TPH~wz`*oWrE_A^grK(^x#}^j%E3zh;Vy_yMa=)*Hj2Gu?$LNt#>y=$^u73 z=dLnTe04JuU7`v!da}Ia)9M)XRY%YGGr9wSW-7p|FdBpdQ40tQGZ3u*^Eco;B%yW< z{#h>ZTbB0o^ON-WsSh=d83+9)R1{TJ)q4*g-e^@?Wt#u_@d(1*1@$0!B(_VeYn#eD zxVhM>DLa4}uPpxJE^h8Gb<4G`W2mjGtNQSPnbc;*_c`>ik_4bD{qzh(Xq%T&1S`@(8f7d6oeIW zvT?384LTE{|J4%?@iU<)1w#-Y$NNk3Pb{NmoVpoSNOW7s9-Y@?wBo-1=ur@mH>@14 zodt!3?P%rTu3S2y`by+xrwOtW&~eV%+cSVhJH=pq3FlV^0@%Y)pCpdT`J43K*YsBj|7F|_( zJsuzSrz=TB&SnK3olz%a2|5{Lu8Hpk=PSAbgXj`+bH!ipXdeE1l*`xGcYJ(&5Jfg8 zHl3LMzpP|G`C}bIuU`3 zfV2Vg-TVhZ`a;QYw}61E^=Hru!Ibp1{4e?nzCo-eZP!kO=IIh?d@A`o zQ|{?{AZs@Br&Ux_3Uy1N(Mr zCA1!|^tPHBdASiwh_@5Ie)UZ{WAbZ;UsW!H32(1V(-9_n1v`0n7@a8NrT?F+DbY0O z`hzItbY+IW&o~YipOZf&_CJ@?3wyS8;gUT@f@Xgk&+|>Fzju9Mice;cLVuTuN1^2N z1o~m5=O{Nf*TACqV5$HZ4z!b^YFpAQ1WurDGx0(IR;Iz3EAJqzPi3;Io=YAVADsL& zYkv1=!ePE!iPlL`Xsa>7?@(J?DK;C24}ME6jNBZ|J12dZ8>L; z(2VGw(bs1K9xrLd2ZKJQ>#=I>T3%X80BW(W@OHfoPFH#a|uGIZQ4DjIb6?#Zm=td}oEJmSEYPc_A`3a~I- zUC7XW{9xj|;c@xCvB>7)9|Hdhlv%rIL@yWav){XK9~%-^F!~rLw6&$IDhWuVE`O#b zCkf)$uV1*~>6sY{f<9Q4JlN=7QpC4vf-AFb+t!%1=jScOE7N?hU%y8409olEA3r|@ ztSw|bGBGo^gJr!)PIj4yoTB`Txc>I@Cj)eg=$M#9Ai8(&-&esn1_4!k$01K9tOEXE zjZc*a4t@VVI5tLy&PdlwBNht_3+sX00)RdnxkK9<_7{y@TkJilk$^U$BSXKF?sjd>DhtJ<*BjKj z%q!56EpYm>4RDVOVIr_|XRgzigV~vg8PP(*RD7*0hr9b#;BNH|p1qCOtRluoGZ^H5}k?*!G9G6i8XwC`rpU`ffo&nel+)cJ>I< znA3SrMf+Y>he_?(Lq{s=0Bg>F*SziQ?5y71<7Z_ECIVs4p(IH8>Cq!Lva6zU%*YY# z5W`m%chD`U{`83x+Pj*ybz;u~r zIN!m8+rao#TwHRy_Mz*6z|hMZ+gbxyX=QDF9R@5a0tuau6U|!~=I?Qj!#;pWD!>;OVGA5YIrsK8w(@o>*TRis<)& zAgqplG>Uc82VQXUQ>Rap^zi;a{ve`)3{heb7X&;~3DnHW%Nx z2??d;YagB)o9vZrVb}ZoNAkJ-DdwbQp`#TW>WM_;IK?D+d z>J$5v2uxsM3LAn|C;Lmc;QFWtzm*@U2Lk>opsQf$WO3`(t!e1$mC%I=Nmz4`!-8TZ zE^U2e>*#m~UXj3tq30msC0@UI;0+?#u1k~q@2}j@3Wt>J2k+#( zt!_JON=FEOsX%X$GQRcZ{rj6>wMc-E(%*lbp~+`?c7*GYrzrG3S^}NRN)+*LQ&V?H zfb^p?RZ>#2GLV8w_mzbr)~@o)mpA=Wn^e1^|ETcoVLl*FWjD+;XKpaD*!79Mi_%zg z*Y4fcbK~uH@E1YEEpciheShUAp=MiD_`Rob5r8Hd8XmqS7F@f2-O7{WaX!$RDrx26;W>KZM3Bn# zfLksJ=!#CBIrFrupfP*w+c*BA+xVQv@vw{Wf#87SlKnBrYNn&Mq#8&z^nW+?OUPl1wR~*QVzglU80TijKllMPCklw7Rh|*VVtv7n#P#AqSPN4eBjg?1NDF#y`H~R9YF|3B73Zh7B9ACZfeOIRds+ZMQ1C z)F*^8n_k@R*cm$_h=qWda7L1u*xS4Jop`f`;?TeALqAjC4!R@pc5O3cyUl-MWE~kG zppte8oD+IR#u~J{NbfT#3)j}ZFuk~0Re!6t7>3yD}g?Hbk#f2%e+J*)jG^dcd>Cma&W!j^bq^wmu%e8fDRY%8WqwF)A%oYHB zp>RZbbH2acFjUpqx#jTT!=Yhe*U)3WyFh8{F_8SLebDyWHE1b)YeH=J=B%6 z%jcB!6uUb*RKd%0p`XE=Q{qg4+R18`0^@R9XXg<+J0VhRZ*G1NJO6fl!Hn!p&~4nI;^(I@ z+VU(My$Nbs+D5Se+)*Wq@>(EliQjOn51_Bp(a}*7Sl!*t0oh0$uLn)qx&K|Pg10pE z(+Dz;;zJP?wctscczG?I$^cKuhA$-i3k&O(|BTH*j~DhbGBWUJ z8pJ1%D%kg-paQ-dop4rOxElPU5Bv#++$(EKQsiY9&bxzu zkey6Gr|Y&UD}9w`lw(BI&ZHXw&N%by23#vk{H4 zc3ltd2QRtP+%@fJYpX=g*V3>lE3ra@W(h5`x~O(w3~YR^Z4(EnWx_u}1frV_>kk!a zQ~>0K_t|A_$psPfPAmZZ=#ncl0{9I&I1ogQbBL;{s`0*J3Bn2%9J}^J8e|?8bOORS zgcHt9H=;j&@7Xiv%a<<~T>7*Td5`_;mhq7hn&-Mg9FsuhDtxT^KL0F%g;3KOVTuiA zkxX;i3Ou+|LV^XYmRcC>H*s;jQ~a5%06Q+(h9b4#l9CduZ`HxZdFR4<2-bvMy0781 zhIc9#jy%#9(9g#Ql?s-mZ%GkK)v(pj;&M+cJ1|%%1#CDi)5*{o56Ko}_Z#F{TyFYe zT3Kl+zqB-&F{Wo{ua}n}0-dJUYI;y*42LioS7lzmH}2W9XAMU7p5n{AFt-|<{j6rt zu5QjPWly2+tB{fzdtd)3Y67f%_n$o30Gyrc4S(~|lP5!-Ju@$5$&L)W^=5=&BlE{pX=fIqy9om2F}*U^f+?_bQ$^h?bGIV8V^s+3^g$HL15SC zW~S7mwx`(T!SZaUJ$oVT=2;5e`j>-^DeBi?Uc=^|(XXVw1qeTK%9SJ#s&b@=}y ztj~Dp^-gzXX$l`PuVgq3&g(YLc9@=@A*Gq_a3>#YaKirvXfnc03HIxhDv7M1*A0VJ zH(tK^i|D7F{1c+CaBiQe(6M?XwoQP`pAQ_#Ph_sGjuKtP~! zXy)Gi`+7-JLcV#zfM40JD*i7gpBqYXv z{CEyNauoesuyHaakc<#sEEuHweQeF<|E~SfflotKM~4MiWV|0utpQIrF^F^x zW_@KYZCG$Fxtv=4a6Ovc*y~-_@1m7bgPKrZU(dDQo(+}2(y5e-i^~d51J{m z#>)Y}c+Jb)uVrV8V{(FZ>(=*TJAVo&_^<2(te^vd0zFDfNFV?VNck0nvAyt;5%&C8 zrq}H7v69l#!$wA&=$_R>JgS=|fot~btgNg}XtzIoy2GjB|4n!QP>xj{S2v+2Fs_Tjx{Aw#;^j^TLZpi8h?8FSiGN=?UpLIgHYHbVxVFAJ za4S}1x?=FniN2SOogXnKA!$?3)L-Vo2;Jc(+`nkOQo`d!ko^y05c=y;(A{q}Hz^*u zf24(%2ysy2yD0AG?=OYn2^7U!jsX~5B4tq!K4v)KZf}*LMWdr0jVb3J9fArzbM#=p zk79~(R&Vnt{>OpOoY{d?APM>;SuY8)dYem%(tl;{FlZGiCnalfhB>~zGDC^Yq=Rz+ zkcO3;`_6_fyF<+;K4{MHr$zCws2p^KuDc*b_lY>#$tT-)lFhX=s2o zvyVh+X_HDNX_T_IwjTWUjRLs%wg0N2!xNAo@+IIDH_+ET-x_xZ=jkjgH>8mTpll;> zISe8vt@}`bLvP)>4q^$f2k>C6e*?&z73?A85|Ks@M6C@55Ul&i1B0=LJJHcx)PCCo z{m-rvL~6^^?>~DqdHt!8DkgjLZ<=AQj^20iS6$GCEo`}cwOAWy?rRHum(ldx4F6xF zxh!IVbQ|GJwZF1dzRi6os_!xYU=4E7Hv}Dk%8923Hi50Pn+41czXu_$1UPm1{Z)~~ zacHlMq>TOk9f31^mc%gO;WgluyP_~wq68(zWujZm4vnp;e67dgq|N8rwQFRTw#cFP zIu4gL9OlIFtNj=t;RIl=g2@RvfGX2Cmog?MX0x~V!sJ#+XE5$uM{{(GpVHgeXIju* z8567}+4Jq%1wtN3#;<;YhuP^W4D0`mSOGLgLtY{+55Dt14I(?~ zcz$l~Srn2}#rGer#C`FOYWbz0b>VXUpI*G~2^^60N`g8%4jr|3e->ye_{OmerA9rp!t|PQ!72bKbf3#NP!(0t@ zhneqn@P~)RdSX=Vyq(>4(Y+?vYCYG{RCWk@JMKB+aM7(_w+<7`Yqjq0Vf~u zcsCovRvW>QsJOTmYRYRT22wR|0uo2|M_K}Y zkGrrQF~a3f2VH=)(J^r!EZ}f^xeew@DU3AjyVT7DTz;l_1fpA$`5qAwMwmH+V9@Mw zhs^=CO8AuSWjtBoz2dxaY!|Sl&2>ZXq;k|O@iVCtp z%E+77uc7byLV4!{GzQItX#LHU2Eew|X*wgPuuvT>sghQ(=#i_xV`itP2mg{>5Q7+k zjme1h{()o1jtL11Zx+#khD=)bt>1L?IkhEFm=@SoiD4VKNredsp*H}-zOrz1w z)^}wM#hK_@O_r9C$@O3LT>HEFdmQ5gfe)Mxf;XIbdzBk+ALVN?S1{*n)6D!N>dsZ} zJC|DmPXBO?^>I)=^v6>=Sxn^rER7ufQK{vAU+9o_*OxO023V&oy=%! zJdFQN&WpPZHFR_q{3!?!7dt3VD00qlA_Cs0xFm@~o|Azv*^;M?=KDx*k>mE++1Zj- z_dOP8r1~ZE^Htb#z zohsQfvKK-OB#u)7#Kg~^jgM&22|+P&L7^n8qclxp5TX0)<)F~?Y5GVe0?_pA#fuxv z&CL;}R#5ruJ{RnTbgZYZ9~7tfZ~L)6aQJ-~i9oRwks~mC$y%N+k3*sI{>{)5NspAf4Yf#qlGC(z%II1pya%7(zq-@isefzCwg-#f9@TL@{Gn8d zVGYvEh{>vNPMMsAF}Esi+PT~5>1|qkgN6*Q=lz#y3D=QEcK7kN!w$TU*2@zwCjYTm zq5O%Wjwwl!DZ{cs(nuWWjW`T!oSfleX0pu4P$cFhJpt|Q>F3@?W-ek98r+r-U!<>_oqXN8I*CG1M5^s^~FBoHa@bZYZh_dB_RkdyHYw&VB#}^TZkur$l zHmJQLQQ_D%j1!YE$k@z`N@(wI(j!DmdrOQgbqI87;$B?bU4%q|T{|WG3FuFe zgw8PZP)7;(+gR1OLX zvce^A_P&JvPmn43h~>J8>7pEJl)u1)V@=WLBvZh)6Exrh>j5oDtUdrgYH zKzkv8d6gX<4@BfleqPd^;kuFb<-Qc{?uI$MAD0bs(F32~Hs-s^QX=0Jy*K-@`s#^p zTHD+{YDzmws}rHtGy$(ZCyviP&={etJo)S(*?b^X4d6jmHa2Qd8_Y!TlG+&L^x7J& z4<9}VYHW=v!sr7v4b8C=ER2jd;2Y@Kr#E4P{Vp_ZO(}}GMWe^~qQ%B4`m?>TYo6PS zmRI7?HTT)I5u`a58FU)nx?ii9{^S=C3BR<7v{OSus2clo*1_R69_&CyIrcsfY7ELR zDSna8U9yO$^@3N3JGXrJKtsF^_{Xzto1oXG;jytBQoA|MpvkZkabN88MfKddU63#C zq7NYeqz}+S9vWDzNskh^8~Km_w^vH7jP#A+g`^AjM7$C?j)F*3g~~oSI2hPra~Q`y z!Q|=9yWEGY@j7S+{O}{*$K)B}oZLZZNM|grJz!M7dR0j-3r26!UIY+}h8~1kxZa6t zDttv2_-T;pa}4kB{5KRN0K*LFy#b=5;QJbE5i?$XxhIDL!#gly*OG=`#3=dL2;BCm zCPHXK0YEV`vH%&tun23y(iFnND_&#)|1m0=)%o+JS1J+XxMUK>y-t6S8%TgAxC8;` z+wb2ju=GQX-3dc8+7C%x>jt}oRBwbZC%jAz-xBalrDlb>^dK!k@)wlRS@AXnPwFK&nAY&;iNpgO57);jP_rNBmZserd9Vk;66cXOnW4tZbBTOL7_$ z#MGNWtfXHNE$>P&)^^P5qFDfIiq_SbTF6(&05s z7?<}uA}I4Qx%F!Rw}wge(GS}Vjg5sCBoOiBQy4_|?76vt`nvu4p@)7U^9Op4IH+hw z+)(U!GA#4)>-pr1aq>0L%emrPFThtbiR{QkkXGU1X54Qy`v0A6ZC1c1c<4tC3@$}L z`R8qI>(E#+fmqXv;#2AYOE?z+ck&1ALuh1CRbm#SNxQGY{}4vnMwM1qSINg9NMBQ_ z#9VwU#u+f^*i3#PPPzkFN`D@Xy)_o}90^wjALRYufB_n-o{Q-@@?jC^W-5{s+<;|T zvnKYe?_w91$?GX7*jGO^(?fP;3((82{ofS)lroIUea)R`nj{R!x(x5>v!!U%E<{-IHN5_R+t0PLN&O!+~E;`2W^nv;dRK#r~X)a zdgD5fyn4~UE^P&Jwn4+~0xaZsB1Id5;@ z2u0=zOyP&Fu9bAzkb~OHTcv~Gtjc{XVd*-OlI9jQ9xo~PY&*3;v-abOA_x!UX!Zwk z)}&?LW8M-u^`-e>?R*m%jp&mR^ zq7Q0_{^^zNHQq*nuuwyIkX+(LYHD~P<>#IrE6j98EBTk5=xb_hybiJkTzD3VSXM$= znHN(JIr;fFva=n`-*(UkQTCsFbElwxU-XaI=Z;B5(jKduf2d_SAop5}SqS`lVY{R)=xV#QuBtivuCBR%>^9)>(s{7meqS?SnJ`Zm!v?&MHL^k&IyNH2W z=m;~bzu%so)}&8A7QP)0X>*Km!i);MAi(3_DQ#M{~K$d zNVHFHs%j8hRPCK$ZY9N$ij|)tfVwY>@{j0mH2?CEG)ZY*rqrX4WF#Ok+$9@8Agkm& z9#De|7{;$J&(LbVM(R!&0lR*k60UFS&fPS!idz!TL5Mf-VLV~5w6rAT&?jK4Ss8!8 zMOEHBOl`e=-rPS_kv8NjP3B#FaRSI7Aovd^mU7`xap*76J0=euJ#mNowLKjW9|YQT zTu<$3yLgRN^-);l3PkLWoBlt~k2s*$a5ChX4Ux7G>_Pn_$8AXoSkfx6zhe_UHPqt5g`AP< z#A??uJm!TL!s2Obr=M{#JUTybh)=6+%iz4F0=+znog;+vT4(KbWkTrc`Zfv5RDKcB z6Z}6=3K9XhVST!mp1v3M=)e~*b~#nxXcF)gaH9gFw@4hfSg8Q3B$0}r5-)lZhas~U z$EA%xx4J=goA96yJU=235F88m9K;#jc{L=~`%zK#Sw=+$zcC9$_TorfV{d;8_(1?> zBkXNG=~tcXkwSk1f6xFw>X>^QnqhoAFMJB5y8$!%Vg3yr(BLC5Cg&DU$HKz|?tmFZ zDk1M7CLnb1Y$DWaC%VLx1S!1YIUfETz3|S!enkRMbY#h?gOR8v5~KV5TVEutu9$U1 zUoI3<;~-%9NcK+qI|sdIcR?Q{ZM^7?kOKt$(*NtNY`Dv-yb-hEkes2Wv*B?|ho8xB4AL##4D5mTnK4x$HS6H!U&vDJ4@ah*^S1(k=_f;?qKx2`NP=E71AtAyKx6S z3fP*&U_i9w6-uJAx|tG7j%E-YUoQ;?ECWdg4d(9 ze`G*q5%vn8s9atAP3kG=3RE^W9-lls)A93^hDM07IUvM#_)H7kzcy{2dW*g&*2=YkFZ*Y@phS#`D%dvL(eo3X;<3ow#Su}#kDHuTSM$DLAAn@9?d zI)%pLZQSCm4-yz)MA3%GPXROwR|JXn*+(aU(#R1)G+53;{|5^Q{SfeHl$qQifDN=` zkG@`A#u}5|SCWGwz{%8m`RnVEQO01^Omv=6dLdkE!U&Y>&?}wpjey5v1Sm1F6bAo_ zVf5uhVs1Ap?4?$MTsEwuqm6Sq(|;8$B+Pfec_2+2_-#Iqm+#6yi>fAz~lFma}M2NK4*W5;bo8|g$Qw-VEob=PSLQg`7H zH4a3_ft>9l0Wt(<(wldt%zXn;5IISlJSqm~8bYBS`ZFshCmwM}55bG=wp4S>enzOy zgW`$s6(R(~Yh}s7SuDYg*0CXyFyFmP{!;Dr2OY29yeUnP|j0 z0*mt4SdR3V=h!rCBriFhg75#J&xh~B^9BBUs6dlHX(`^gQ3L%flq|Bf0-Wh|6;Dzz z%svwaWb^I!+kYBxu}cDrkgW_PD;WL^Qx(A$WE25&7_| z6LAV#N!uqr^Cn)QwL=+75IMj}`tslrIg6@Jy6^)ZB$VTZoV~mn;I9PzxrO(%sZHHd zGCwAE<~qBG;b8giiW(Tcr-3B!G^#TK5|}LDf=STY#>NHO2PC0_j`iciw^6SD_RtBD zPw272_HO=nKD=AAr#3NQA)-Pi6&(Vm7$PSq=7O-QlW&*`*V4ocki|L ze&2KUS?iqhU(Z_q_4LGj|Ay;(eZQaS65v-n$^nXCc=#xNs7CO-t&4++oQ%bmT0o$O zkXN(;4(yRFYaa!_Bmn>EjJ$jIr)Pd3V}StAuzTOb%uigOt09E|efJc2H*mG%kZE+! z;>V98sjvG8Pv%xaK?5OmltbgzA6a{})0JqOZfq-WaqfF(5Sc{gopkcNBh#E87cm$ODpI z&B0LzkR4MQ3B`Kk`%CBe929|si^T&N0tg6w_`cCasg}mZvyk>hvOV9B%&FEFFDhQ92wJ}O4G6f0;hUI24>*^8&bd z=h**?3dB2e?*WuIFMK+LzI))_OU>DzS zNf4RQJ3K7;VBy&_!;-DrgoP=n>XG^R5=h320QI)Jvgh@j@t=z0f|q!(Gs02nechxh ztVqD}&;n)!j9_X+T;%RPW;|hD`J-h>47>nBWiXh38A|OjK-n<>6@aB02H-ow+9SZ& z#YGyr&S->JJ-aG_A_sY%r(Y!kF$f~r{0J6XN@%Xc%ay5V7toRzzagUuhHpfHOi}gl z7oN9O4UtjU=t7k&!AEPsgznC+JMPl4_uYFRj{k^}ld*5}|Gs*-#pBnPZ{MCL%TkEC z0T~^@Y>2hfOfmv9EHg_>t!k~bF@ppAG9!xSr@i-}yHyF8+EC)~=sdJzM17XFEkqOk z%*Q?Hw!Dvwr|4uR$Zm%MsjsU`i`MWgpowJ#6qZk7LPBVLz3ye%yN6O%Xvxfe%G1M! zh+HT#`_$Hkq`XN1Z4fWR;s+W)A0Qf1;G{S0!e~GDv92!D?&I5z4qYD~MNlRUL(!Ff zFqso^=v8$;PBbXCHG!(2Za0BYl+I@eA>ZZ*d4 z@BJqAX6oRh^4g%e)!6NbRDdXQLCi$2-U5LqMO=Aj%zq-oEP3KkBoN;ej`t0ZnuCjr z27ejW%7~Wq%%r9-(0uek9AaJR0pAkA5(yE73|>CPqZIt^4SOH362q#G&xX_XCr+Gi4b7ji&q9d6;|}Q9afnpYg=_x+@WA;~s;WVALe>pRcZJ)P0=Hz@mw;c;QN+v% zK#&gkh1*AR-=J&+L?ZjEG~2u}J0?VL?gef!br|sma(ZyaSqyEw{h;LB$%lS*eO;IJYDiYZ|`F7B)prR1Q zj**o$dG8|DMwn3WUn)T0Pe6`({vF>>j59n(!EO?zDqaNNiJ{mIVRz6D-G(orA{9Z4 zj-sLuH*fvjY)kSiL1)ommngaUys3!+O~|eLle>KGEb9cSZkn(lYXmtkMB@XjqYrH_ zOsgp!F~|2nBJ~*fuIJKX&;_AwYmt3eJifmUgxMN21EknNm@$A!=`W&{oM5=XuY4NJk-b0rbQVfo9TYw3`b(+jiD1^DR5 zltgL;3Bd5qK*quafCT#?zb8C|g#{=1-Y;veQbPl0Z?8GjD#`nP9{N`iH1TK(n^0cF zA1GlfCv-1hk6!vyiIo?Cs=(!?x_P9BfA{ydIyYONDQ)!jw!O9YX2MsB3n(N!LktjS zQF;mGj$jLO^`MO#Nge9-Ku))ntu|vAzqj^Z!E#^)4EHci8Ak0&iGZb@6+M zcx)bi)O{w_enfnP9(_MFeBh}B=)|z^_G3Eh4kVRa#giJ9 ze7HS}hJ=&B#!&}9K(`O?n%0f2oBY}i1}ZOYO-oNVQ5VhiS-Y^XunEd%LK%|G6O2X5 zNtVJKgunCf^3p->7B=lDkjU15A027C8jYp(7zGMjcLT;$T6~_{BH0X3+lVw6GwM@J zLk({q-o2}X%?Bdyz572MGJkWRh!{yc`l#_(&!LX(mSG3?p@R5S!oUCphtkO0nfo+o zwA*-h5f!`^e%U%a7--@Oz4rPw#quwE-|-2=RtAhlc;eY%%D$EYSl3}rsw(cu32IJ#=}$sXjBM$ue7&j)K$p|Yma>_nP=Y2)QzV- z`RHc7>%WryUVFE&)4G9{`pc*D`kr=t_gh;tKi6FA-n*!|4pb}1EJziS{KNc{uf%pg zNiui>Q|#m7wT|!iB&Yua>#hJ=GWej;stc=d6B5iSYJc@#Zw*PXNoJrNJ>1Re|3Q5E z!hd+_y*^X%?lNB7a);`VOo(n$@t2dDHWHBZ5Q-jDfW$;*#fWdns6fUpsS0cDTJIz8 zespI6+C8l4ae~I__=+91jx)bq{ufQ~nQ=v>{q2PZP8>u~A3F<{K7n428FRCA7W~ z9Rk-|DuDm!giFz1&Odjz%jQy?~>AgkD@TIm0m9pq4|2`z(E!Bvic1D5+y# zfUC>|QZxaR)i*XaZ``%&4)p!lx@GnqhWv;`Z&>`cOeIPO>=dOxk0;-}dw2TRufkUW zepC%_j~o(^f&T+|A+vu3hkeICu=2)GW^F*r99an>;+tqx_t449_dk8|n3j*P+OFj# z-ogC{UI5#YN4p6aQh2dDFSkbeD8}e+MF=o~J!E3bU~bMT2O|&I$>X{ouvh_AiyYzA zk`*2$2+zXcrHfZfKtNy|!FD9TL8wz=0=NfSVNkoPiJxLPu&mPS~2_gxG;D$)~f(?UX z)v8ETjHm7G9Dq~x?Ckg+I=q+dC4xYNE5KnA4!qWX>PIxVQ6dya@q7Zw3bexb2jK%E zWqYBmV+#%r#`+{2eJ@EW6*O^$1sBcFiy#0t@}L(J;clS#F3ziB^ToJ8t5wYpHS%hT z{K01&c-2PlJp;0_-_?}`zE@&wgv40x;XabY-3Oe4WPLcfyT@ZpC4N~Pn;?5y(ERjA zOvZhPFa;h+Hvj3drD@JTn3SHNxd*It4!N!vFf%lR&j0!219CYB-EezXmjOYH)6yjG zd;-VO*V~KT(H>MrKN8xU{fMaG!-EqngfWL;4E0P>R(5D;!dIPW3E+T?fc|lap{*(6 zF&Bkm%BMtjcmNPohNq}_xVfF+<0G06{3XB%5hzV=i~qUAxX1A~$wVf3p4jv$>z3`q zzeu3TlL#hc)2@Z1iUgXRKS3H206OO&w`2!Fh>hf?;(vJKbGnHY@qY(2 z?;IitIwZmin;HSPF!8M4vIHk*_a5&&GGC{sc`8UEE%ivMqZK zgzCyV*055dE?j_EZWS3H?zmy+rZ|D9g~Yl~lST{u71*Hj;7WQSBgNmWhb**tBhN9g zmxo-eXQ2ZoZ5j#|@m{}txvMyDBW@(7nR+~S(wF9dFjxcU13`*W0tZlIoi1cK)&_Ha z$JozGI@pqZ6=yKWU_qQu4*@nu1QPP{9B>cRfzQ9~{dH$_=mAvaHAqM&$Y5PXnC-m- zD=5N4!K?t>k!Y?~_}LYjW-|W)#EM79?o2W`0La^XB^@JJynWTaD~XR70M>r+Epu!o zVUP^&AMLJyi*Gw2-R)&nRMJ>})XWU=2O|3m&?Ex|#K-}(OfcZ-W7q`_bpaeg^sOa0 zk^8{3slW_CL>G{6FuR{lQ+8iV^73y@{|h=Ezl@jS0M-h8S&>M3LqOjPK_Q4B$u}eH zBEBeTxXO`c0!!DETVwx22K^Vm1LqI$70zjhiP50soI$z6+FkX#StoloO<^ykki}M{ zfTf(XAyVh~iVMjfr%*s|pP1FVd}+b?n)3abD+(L89)Bl)=OxLi!xAF0Xc$vG?5~ng zBm0{K+yxg_PH_S*OdNxFG=!{ltN6ci8o#UX&hMzs!)8@pz6SFj5%N;%5MYyDirE0e z2y;~+B8X|B3jOi%Av+i@3c+iF_V0e}at}I4Mp|kjnt~n#{nR?ZaP9fKgg{jxL~-xP zNOsU6q|zozAbtuJ&ddG^;@YJ^9Luc~Ncl?eVyNKoPDtCI!onfeP6`ow5kV$4$}EAF zU|Mbi-7MJwGLAS=mP6trL5R>$@L1Z(&tq)HqN_(u+;r-PZHf3B5NuFOokRLP4j#CG z@7a%=OkgE!hD>+}cuAiCXxk8r7GVFEXNkmOf_uUyD0r>;^ac?n{ctU0CsDpf0ZSrA z3LwwnuwI|m_5*}k@g2UlK4?7maY*#T$_?kvonsK}bbrpibndnGRV2z-SmvE}NA=_* z!Qr4Zq1lQ{NZ^2K!sgo?U}xNl?L+Cm{%hs&&6DwI@YK9pIR209_%43p7jia{_?G*c zLPLQhvAh;=dnn++sFWCt!L}99Kx>jX6%$rVsYG5xmCHt>tgx+QDzT|DilMe|xXDI}`q2Ruh$CI}Pe3HI6R z4WOUx*qtLcCLNkM2vU%;F9Rhj9E;=pPp;AdM_xBej zVA7FT=GmYP(r|XuyP%t*DV;&b{5U&V%rl^5`9%`qg@v`8AA!g4ntrnTM#$2l3KVDP z`-G=xZXX`bF1ZB1QjQumoinQIAB=+d(>Sp4r6NHQyGA?&j1uv*gp9Zsm zE*V)ZR-?Z$>7o||VW(VvEW6UYQauLfBRn{x-oO|Uv{HWJAt-oYWk)|%SJc;@*XNC) zPB=f64v#F-8Ii#u{=mMns^>q$8@IT07#`n>_13*`EjuLT8%{GJU@tH^Z5NK+tMJLh zq=d-0ieq^#7WGJwCF)b?8*U>3BRXuID9|!A>jU(8Rt5xR#D-RQs0bMkU^d_u(AD1^ zSk;0C1u2Cp0ElSNK@^+{W-R2xlt|#7*X_NJU30fbw)hD42~U5eLZC4T{6jRo47&9Q zXoU%&!*nVm;OUpYL- zqzQ)-SqumFu&AKv^qd~G$KM|S%WM%|jXr(=(g{KjkZuSi6HH=y)h`D=2n4Vb)8o$I z+yQar696Jo9xT592T}!qXr1z3L5r)vMcRC;{LjF}iirPD!9|^2XAw9b%kOD_1+7hE zoFEI%84^I84a98aaO#2ZjKfSoO~H~m3u;Xm$;!a-^r6#_3@fen`SzL)7!=SQvpjaX z(q~W;VAdk}Tz^w>61 zWBbTz@fzm1@6@}GD+u9;!@<^1k5^&AnG2N(Q_#P3Tb&#`v6$7Uoc*lQ`UVl?g8?#MS+nqC7kbR1$76W4V*A6vCHq z+(Dv+z%D_2u@rI}2$lwA+BuBix-sj_yyQOqKeo?92y8PJlXEZ>@pH0x9&8X(j$Xe% z+Ig2?@E9`*)&`;C6Eqdp--2w=uV`WPl}A1mo>J(hvyjw9|C9iY1_u-a6dGZej-W0f z%fPJ$QRO(JFAU@pbiGvAkN&mKprm5nROVf_2O zwAN$nlLjvA07zI;+TSUlB9hJa)!6@RMLkt0*608r=tcyx(mH`tRp&W?dIFQl!cWAFAuwd3tA9<+J>>F{WKk10$2fp`DwDP|! zLWi`RV!3xGU&2iF7x#hnp<(lDn`KKUD%23SNi4nXK%66M9sftOgMpIyeTcp) zoI!d|4t?BCdgp11+GOaGhRy%(^gna-=(tm7cJM!_UZI#~`IK~IHr)Ok6&8ONv~u0D zMzS-K)tJ+yqeXFsWz>0W08|Hdh`8I5;qFmo3`e%ZuqptsWh;NDR@Z5OcQ%h-EgSW3 z3kdbTTQjNOU|n@|>7t9}zQL>sUqNkxmr*(KW}92)Ir`}#&2Ay8ZQ#7Xin+%Yh>wAb zO5`ZF2QRjK(v@Z0$tx`_P3St2ShSKk5;^a>!ND~hO%{yjnIA6((de0ru;)2E(Mr}b zlk9cax;w#-(J~E%%n%LuR>8wG;~NNhTeWi6on` z|G;*gr>Je-CeQbrT;J|>f8Q2lr zmYF=0d`YH0W?J07&QIqB`%vLhQNQUc{#@=G6iS4hj@y#WzcH+~YZDfJ)Yg7`Cw^%8 z8K!#~UK2iLmw6GfpOR}X&gMJ6$@Z>NC$XW4GX7lHV|TZGj!4$tHcD=yg|g&ClVl-> zMnJ5U(TNM|#g+0~y>k4sIJhZEYGFIs%VO*n7)8z_*#RI6Np@&*{+aERV6}qS#Pd*n zfz?JBGla_QE(Wyt6xd$*F&JObn<;<+#QYvb$Tg5dWvNEloCP26oO-n=(W!4=muo?y zPNexM`g(f%k$D5XCs#UDi9Un}Aq*32{L#>VIisyCOE$?qUqEL(bM!jbOs0SC7D*4A z0BK&zVa)v45g3`6v{9NXzM%k<87z4An*>R%f|~g$wiOTT%KK`AAFcM@;lh6{7$GY@ ze~L5?u~BC^S-M&M)@~=-E3inf?j6|$>M1#WE!^S|iT%MLaOrRVhbe74;L$v{Qsf9g zpw#`fxH!pX#i~`SUZrbxL=;?YmMML0pFka!&}{wOcx)-VUo`r6_HQ$}<_*d#!YJ8I zKUruSI4tZ7R~|~amT6nJ@M4YSQU5DCB3*XYR#vnfkGqWDHmX{{y@bAF0MjDMZc^Gb zcp-?g>d=53N6v{VWC7NrTX0w6$bk#r!1@3_EcMKY{(V&=VE4$Ms{*DJafwI+BO?{- zIk&uQh}jWe+bBq>bL3p=_yb{fiqq%TwF~}RCAY>1-G9-v zMNC6NkkXEmFMXAN(VO{^_1Wt6raXy~T&>5kaqs%cnZ06-XYOMUqjT11l_U2ossh)KF4^{~}=lJO|Ab1S6x7A}+ma=x?l z&DL_4v6OP`l63qHdiE<;yT0hWI+R~1^@%yZ-QS|9#b&PwOS@HJyPmAez zZuMK_J(9D_-XIwh3gTwdC8$SmHWw>#q2Vs4shyO@;M^=o(a~ge4zC}k&GN}(2y0)I zu--nYw=w#<&#G%_*<62x3#}-UG1wu=*-iLlOsZ6v$H*4`p>4Iu7e_32>6HO189N0< z=``r|MXWR_7ows#=87Q-#(?3B_P*?*NOn?v8ZHSQILYppHlRQ_1h? zc0i`R9i@esVNqI6bf zyw!PR(O}T9kT7e{QY+YC*lEUd+ux#pAV6~1@*m~?SLVT-%=l+?g4Mdxvx%8VWkNwL z;g^nRK4XPH95K2~vl-t7f_waSmskr;z8RCEc)QbvhYI2(sX>nI%(T?`2^K8(L%~Ud zjdwmsD;J3^U#a)-ycVN~ac--ulc@6YuWe&53a<<|>NK0qu*=T22p~DFU(Q#C8l{l0 z^&d={L2@NS>`o42gSo35*(x2z#rRH~IxZLJ!xBbvVyf(lZebgbH?2SnZ3mOH25njD z3LQgh^XavPtT{qVq<)L!Hm*7On5!bQGDkCc=4SdxBxw;wXzzSJ=TjoA8{1B0BCUO^ zemTU4tDv*+pJL5(dJ=KgIkHZAgx*tCWXxLrbAyxTtj+|ld$!`gUu$N30(*=FY#Zpg zbWGOrWBVsSH0*rjAQb4so?uXfOO=R)0PqbavWh5V2}PA@{jk%b(<%zZ1?LqwNb1De zQ6TQTjZ7$D|2aUQ33`ix7N?v=V^!@3<^~fE(dQDQx!>Sr4kn)-Gr97kW5eJ>^=nuHA&kFcU~lLx3}w5b(-~h;)=rYA~2PWCN!G~nn&>=M{@Oi z3X&F91O&`oS!WQnV|YF@u!Gu=yb~Q3Cmu1!jYM@nJHhP%OdDu^YYRh=+gU~ zDKN!#7e!P~cO-M-)=%n)eEGd*4TXePfp1!lWhD{t+S3cn5GkPqA*T>G1RN8(+s?2`57)hO@(zG zzO1HTYd8S;GvZ4I><*yQTXO*PFiyt#ZG0Xt5_{%ICKjy=Ia$JEVCa%bRoKzB`Jk; z_gjq0%%?N_i*7a5nF-=~(S>3|CC7;1x@AjEIYl?Ci5IXf-_h@Eh0G{uVz@nM(ST^B zb`3EWYN~CM6vTbe#C>7;kN&WGlnO@ndK@-FqLq*zWz0&=#K@RnV-aDP?X7c*6v^3w zn&p*5TM?s#+3Q0JH5T*fhCOPGfU`6RR`}SQRq!lJ&;-(>) z4E}(BRh~vzon7vhos1^UdqiHhYlNOR%L$-_z&b#*RHXO7qD?@L1Yi~{II1BviRRjb zG-RSOgHy)qxuVFSS3zHj!tH3V7X+D`GzYE{xYn^MyK$O=<0SYXH1&n(8&C#0HcJ>O zoKWbHbCw9|7dY8zqreb?Wq1|}0Jw;p4j!b1wfjz23l4xMkpjqVjD#hc&{^nwy8gIw z=oCfU%^SwHGw!mGf@O`iB9{7Xd%G6w?d=$C`A*~`QHDg-L&i|I<|$}e`J?T^NEOKh zAxHGNxP8$uVbfr$CLz2~o}LGx`0Q&8M_GOHjBB!06t&KBO+BYDMzvu#1-&lTjY}7D5X>aQ_?!Q>P%<76uBsdUCdBIWSLXn)dPUS^p(m-@YdIaKU0i zQRXaqqlGnV!n8usEQ`TWg(?rQSszmx*pTNN-~5lJ{bs|}qz~&CX%csGlttsqh!K>%zYk2nby#(L)(9rFjXa6^jdd&GuceWZv-blb>HZfEeI$ z!abSu^g<`a{k_gBJlCKE{uy2g_w_PZ0|x#A>}u7`HX9%kXTXDFpb$_B@#e6$2$F>W zWjqchi7KP6fz=L8qwMJbI0K$ye<*(m!4$-B`hZJerL`)PGj!3z)B1Nf(1xtjIk>k> ze$*Yf7q&RN%kSqhSFyz0Il3e|>TQyLY4~dgyVfAdPgH0zoftM3e)Pp%M#e;Ov};$^ zx6YHz(pAdrLZV{7MJZaA+i4cKZQbnRhbT*15>9^Wr#jr}u>V-+B|w_e8m9l2GzhCb zakv*40OYA;gGOBr1E>uS!jXqI0Usgp!jN|qX9Gej;<-5Q$I8Ejl|q80(E)(C%ITh* z3Do=>SX1wVcD_=wkath>g{C)|Ue@b>We6X2IcoePMD1BcKj={^=Ju%3tb9{lO~WQzRyaGtYplF#VnnYJ*t zYdvh&7#K-l>J`OfqFZ{vD8f^h=(iQhW8!8)d>U-J(60~-m_))*LjSXYVZC3_3JV4^ zO7_9~RYs=mbl0rTjzp0S7)elxYMJEhBa14>7BI+D%wG`G1eWTDfZT zcJiR|uw+6d3i_lSoGUAzA|tGEBzghfDu{XHmOsjV7bcAe?EV4qR%b~MR`QZc5&9`e zVg@UWbfop{`0XnOf!_IhJ(iHL*ER}bmKwI173k9PNeh&&XbzyZEvtY(XpFHzH?=gd0y@pXXr-urzbUs*aDjD)_ztw2|Fr67x~c2%pvifF*ubKqq5uL7{JUpA zX;;cQ_3CCX;|xWr?Bl~ruWt>Y`GQ112sCLLLedl!zr4M-!%(T6N#}AwLwpBor;x?v z%J*~|I25{f1fT1eo@rk-B&89AB@2F&h!E&PA_4(7CRi~6ev;Td^_GAA+ll;QpHA!H z1#a4fNs83v846{;cFF4r;fF_0pn|G+^oCY%F)%FaOq>Y+kQo~PjJ;D_R8NqfmeYS5 zo#R-=3%ZapvNWK;Cw4e;5W>*V`b~^q@~;Ocp+Skt3fC+T~;4}xf{S^kGHOlTBN9dO#&WBORR_VcB*jHJu)rBmH!ZYg^kSkI#PUTVHRkyN%Lpsp2BD(J$_St$k9Xu2**#KOImc+rf%h-Xx;o^{P%J%0<7t|Dp9|BOjsjDD`c0)HYxJop--U0@(F5OvdH#6cD=t%SmvplDYL>E2_nH}xyp$uB)t|-? znjLSin$}(W&U5?OOI{qGLz!1@KVb4jOm|&%VOjNVeVe^BIa_UWPRqnFGvr8`#L{SG z-Hv067jX%%6tHGVVJO@(J9$Ghxt&_l|F75G(U6ZrVV={!VkeHC|3OWqvlJW&PeAvZ z(h_?54{JI;a9&#P|LmCzH9I+LC)<1T8$0${amPK zY>?E{)QX^=Ny?qSo3EO=?JNftM@m$S~L4$x^3N*<3kEvQo zXYy}G31*#w3 zcNqM+=u_R?`n2k*j-q@qzkPKIfq_)H6R;Ma8KqbaC^_byVv1lrHa3wZwk5@AgSW=F zjU@{c^g8rwz8@14E9L0(Ec8tgfArCYPw)O;qX5Qx=N=VyzcD`vkg3cdl~t#MSMc$O zE`as42*p1elr(+>Gy9)D9{1hI{m$3M0} z2F$Yub(e1|XZAks@x&`xvpHE|E^U=_&p31b&heP*A^A7fe0x0;&VM_L zAZYN>N4aES1U1Gg&5K&wwt@Nfjz1?o2F>}{nyQOEG!AKG6EVdQ?J*LPaK>;><%O>c$N@`F!$5{xKzSLliRw z4XG7!uP4CNJMGVo>AFm(;wPu)CU*Mf8&OH-S>rS{V=Y}^ zQ6$jBqO4g9%dBZj`RVaT7CAmj91k}0&8qQnFpH!zD73_sJfII0crjjh?!=7t^)!Xa z@HV-Bam_!O2k$>MGBxAzh{Yjsk8J{SKUbyhEhw)mm5vWP=9C#La-z8XO@(KtP?ye0 zo&DrW;wy!hON3_8*1MdHyd~>v9$yH*Q+91tA?wVQHSa%F`fFcb6P+IDaz*L4+;XIf zJt&qf%d7P4h>4!=%R!T%>y8SNPfDm3KYzN`WMKYvW+23RvgcZk_bCZl=W?bnkL~s0 zE5CTH5qxjo^lDH1%q_MvGW}{Y6DM`Ay{9_K7XSD_)1LT~8b_)P#HeU#pRQueujhDj zZRfL2Beie$G;6nA8U2%zd-0EXr{A`qad~@d`^j%5BO|9n;->R|luKnkSDvDNs=7-^ z>yds~)sRD&bysZkPUpjwwYscuG5j75=5VwcFrbgT61ttVN@46dT42KK=dFh|M3%!jM`oG?bZ6(fTxo@hNn0jxjB*+_iM~+C`K^u}xBlVG(JY1gbI0%bX0QBx;b?2ScDPnH zUN})dpRG}HF2BWBZmuuMd!2LA_Sf66%mCYa4Pmu`mi(y-GZxQPyOrI2d|y<&Qaf!$ zvqmYfnuX&i;6h@Xf`cB4`Pg)~N+xS->)?;Jw|0|6U<4u{XZ#7Ya^{YXLiwCrcX*vY zeLt&$vY6nTx?I?N^YqlJ3AE+Im%$ zYiB-J?QCZ$IV4G7Td;uIH8#q4Z#a9u(9&N9&A+`gNSSj+YHj(hBM0oa`?4qJL1pHLmktR^X2gm$2>jh`{!cL(FgAa%$h%m7asKWpEgIbyD!5U1wg-eg5bt*1xJ{V*Qab%J~8ZSa&Ac%Qy<&Y;vzv zp|adNeL8BBUZg>4TvK*5{n*`n8krIE)maAlRw3eOcK^tDY#+A<#V#4e77 z6in#X%dP%;!eKAJh1^ol+ry1pRtBA7SMvOOeN5wkc$Mq?juX3!{U36kj$4_TLbKJh zuJ2OsPv<6knFmMHLK~i5>s6(cSf&-w^-}C^hL#rj_h{D+c65ro|N09WpMLJ#GK7C=LYDWbdW)=Yj+2BdDDt1Rv`ok<^Tpo&_!FlLOx~m` zE-gLx>L_bPDLKm(!rM=8|49qYmfG)@11wkE)`1n-{P!YFc(>Es#yP{yE7%_vDcrp>0k5TOTyK+ zZvD+LQos;*YTH$CqfDC{JY#hs543EJm#U;BY&wgOTGsp{ zL6f3oZM}*>Ilzh%=Bx^>%nGfvTUIgC1xXq0DDYmNI#%K6TK^3wQqKQRgG*pn^HcgiK3=DL+zb{Q0J2+y+~ zx3xGJVP4Anx4`~60OePrm6Y+kR0nEGYr67F_ZipHM`yQ=RdZ3s^S3Q9slPlxoSpBF zlc*erz+Vk(Qj??TV%1{h{Fk0*>WU11^eJWw+3G>{bN7+YyQs~MJm}|f7p!Xy)S&c^ z(``Q9_Se2EhWTEWdGn?Xrr|OMht4a!W0~zU*c@gUH%wjU;lkD7qJ)r)D4=SMnYy|^ z&Wvv7tk8}~x6^US{k_O_Cu)c2u$lMBR9DUBTQtFLx!nP#RBvTBUO2r;H^POIqvr$e zFI+rwZhL{;&AP*qg&2f&TPfSBHC`0T>{e%xJg9!WZPZHon;Knkzyb3wzyIj%HEY;c z>_RchMQ6Njm&?O*88yW_4$JJWK1q@5(KPka&XgPBGMtT!ETQ^Qc(z+y{zu6%otZ*? zMpna4$?^UNd`8_2*xh7G1S99Z#?yt?yHG`0iyk$)dh8fj#B~CjnuKJ-`l4UPovV)A zRDRJ!{nvZXeU3+yTT`{2>I{_5w(GX23I`f-m)ko$>y_iF_h znYMp>rMBbfUE!tQ11uY_{r&p+QY7p6NbBzEyE$7P&leCf4{6zDk)0?xU;JOXL(o2UN`SU80NXN`%b6Q%iQ<)Sbsq zF&VTfncZW4op`b6?DOL*W(J$6OR(t2L#5Z8_9)SI4MxU6g9?`hH9Q`)nZ} z_6d$Tvqo*Q-Z*1EyOOK4#?PlVdQB14x^<1Kc?Ns)KIZpzT^D$oH#J(JAIteuai>!7 zx_ueu<2CiWzbh+PhClZ^w&v1}$5+p=j;o(*WZUbU>yjwSN6V=M4x3i^5&x6^Y=H|( z>jo;f9cQ4Zmj!Yz9-AGH`0GV>wTossy{fgfVj(|^Gq&-~@Tw`EdS~YOfNtwe{#X0G z=}t&g=(c*U{_|9Bw;$!(BIhRj$_TNPx$s`gw&;q&q!o(=^a&CD>CaRx^Uu_+Sv)=c z&EY!NbBes_&AQoiiJ8uVrSx4DJBDNx_x>>4W$~)Oep3!#UBU9pU`1V{wKFS#Px73} z@FA09S)uZQ7FXESZWm)0H}kyFF!rnF!{OxXF1jzoS*AL+Kjwgpti*u7A z7o(AiMPcIan^fHE_R$zB4+pRO7}$<=pU55`)xY8J(N)~@D?=1NsJP(q8fI9HG1Qa= zx6u|+aqF!UamMpWD6yPM6BXY*ppp{G6%n^_geCiQhh}IWe<&Ng+{0B@+j|RAl zMb`w$P6S-``I(@FZkHU5`~2d_LfymnHqA<*7RS8eA9~Eb*Ynprnp!vhPm{JKk7lhf;t*9WTXDXXA6%@nQWf~QE1Fp zINknaQR_RLtZ+Q!FN0b0)9+V$-fR%fxY470`g-Hg*oes4=0jyyo7fwV3{0ucJg%4n zRQxFWyVyUaq%-uX9D8PjE5+#ZtnmUhWpx$Hsv~w!j2C`4^r@-OJ~ywu@#U(OQm~3D z!`Kgvb8P9}?T6UT?S6jX_id}dBO{>|H>-s9U)dd(l*qg0a_8Lr<8H<0YNONWI_C{! z67sc$%>gjr8C7WfRi=u`ys}=Wz(~b*on>wDQooABdvpH#)osTc9BY^y)*fT#J@@fQ zeBG01)!?$Ym6zY7l?Z-2|Gpx}b)Cg>)$1H%H8|5swYLbWBB=q?#jkUC ze(BG=H(b5(_@fuCA_Em+61OgmF!&b4bQL&OI*6VnV@|FG&EQt%cOrd!T7}i0e<|J+ zMhoeZ*80|=R{46*yhbDM#d-R$2$#{=74*1SW5MdYs{SwPTqmEX>>RF*E@-&Plva`$ zm8IJrQ6Ifon_BC&GVja%J$IknuBpuU`$J_Pb-0O>?PLgp$LEg>{T%ZZ3yas+4-9?t zljQB(D^$anEyT5s5$!Zf=khxHxIKH_nYAvaH8elR9+XQmw5;d<^?tu){72s*s+ztE z!2-8ot!i18N4vw)CyH$qUvVsizv8J>Y;ciQsnpEI6^Z&;Jlgh`joK*Jye_(X-4CNL zKelEoOSE#@>aQ-11DcF;Iw4=99=)2m?-`K~Jmmem`W^lDx zDurDxy3fi3b>pAc+NG{9Q#~~4)n3sf^wZpKy8=%Mbn);#3QLv{nJBqpQr`YLGKc4b zj{4S9*s-S_Hgn!HIGlaw>6UVzjfwSGnSajEhv`D*v#!rjTzE&adZ_j>C(dymf5+&n z8bQ;iy2{giKX(W5?cJpqC3^e1f;t_$+?93%g(2VbO98s{!iU3n$*m=`aIXJ0!(>JI z?b_whSC=NsG_uqDS5T6y6x1IDDqPyx7JJ&<|LYvprIB-&b=mDX$;*kt^Er#NV*g(y zDif8JKEj0^b^gBklUG{pF&HIg5*0B`z#h)XI9_6(Aj+Z&x zUZKZ*<@Stqbk9Bcll74H^@)NW-$Eu8vbfgm3``Fa@1fn067}(%#IVd(wKrv2r~b$aVVb z-Pd!hRHR~8Y_j*TG`ny7Zd-*E=yYiv9bl3H}|Vy5P+-+}uxWHr78x zTgvm8X`D7#?!;E6bi-N8DgFH9z6@7==gyM{IIB;U*4BrN8eWa=4ZbM3-1$g9WT@3` z_q@t1+bwXq&yD9hU!5FV*ZvoCDYw-cwkFxNQCS8JeK4Ir+_RX_EOF^?bm#KR{ZHTV zg8$6ZQg)|#hwZ2C`kQ@ha9z)Vid|R5@N1^8GEJbgmRnsu*QpY)N zin4troNyG~!8(D$ZXs-G{jV6>m8rZccSf&{(fBeg$559xvXhC+Lg3RFu#&$oYlY5M zwD8V_GuW!X3M~|S-TvW_!L=`3o0`&fHLKU@u5e0j6T~}?HG+4XbDZusKb^pUqI{M` zO+-JFy|)Le{Oj-C6jJ)GPem7$#64e;e_1Q{KVAWq z0eKz|cPU4mW4u~xA9+weG20xMET|l5EyKIQPCUMW%lr1AE={X_PpPV@jKT9~tQT61 z^`958GS6n8nH*OZ$z0znnZ0~R=Cv*~?W+sQ3uNNn$yT@6M$1_=v!^sMM~Q7=M!j@6 zeo28YCdNxtVbxk*+QL9zqw%j-4^t-!0IB_AG#ShhUlID$bg=)G4Ssf{a7K0QW1-%) z-ThlTuU+^m`diIto8ctQj(JF{p8xv**3N&Wjx$~1R4(O6J-J$i{zec}@k;JBxAPzH zPM$cWzUcS&#mjK!^MxG`#+eMdwvrXU6bMCLn3B5*5bAVNVrzcde(cAW6F^9}2HI6Co`^LO$ zXL~tzoaiYFRZUIbSt_U4uWMiRd8#Z{(6{mrt#sRcr(GvDR|b60yS`KW>0?K^2#dC+ zA87{@a({=3i)#O~0u8Uy4lR0@uSxzr%wU3>JO29T8;_-r3{Uxjx{saCdNcZa@9uww z#?YNo;nsfCANqQ}w<(?OZ`iJsD0|9war|Wi_q-7sill{87ds!VsH#u?x+I>!Z5&H0 z&TOK$(HdX%eJ1oN)8Z_%!A7dE{nfe0R{73M9ZOE$Gcw$AjTR%Wxfo__z!$biJjJQt zk39u67yllpoxHF~ed^r-98VvnpM!iP7BhRnr9D)PzXmziG`n6IHyWf%?oy?ZTwmLdXKk`WZ#j4L-|X#qb9>?Qk~06C(4&kq+X}NYcU?I%OVR(S^++g{ zHEsAx=*HD7Bsgul=k&l(x;vZQ62kKb0H!qYyH|$+aG0O%swKv551eOO&`HDJXPCRu zgF~l!j6G|jTgs!WTjusi<)(yR0>|5WuiWcVinVPwsd;4h&0V&xreSo2jf`(Af4bgg z&vo1`)axH*nuxmS@=#>=+@*yXkEtSV(^(uex*FaNNw?}>`jk4@yP3ithmu1pw#_`> z<-EsA)Z$mQ`!iP0R!vpeWqEt?K8x_?h;0qi#mYJLB`GZajFfdi_Nvmem`^Wlc;? z8{i~1cW~HA)oUi6G^efdrnu~s+IVx^hqYbGdj-nJeukG%2g;D4-j~-T{%s$27=yst z#M~rrThEPop1cZc(7Sx9FDmpKPPC#NRj6>4Wu*`Q>=pjF*PiG6i^JhB4o_&hxw_I& zfIzAUEL{JdT%Yk(JyOkaXKKJ|ra14ARQbk!FNbN}+s7tT1k2LWE?yAVYmEBAPWiEu zs&;nVuzsrR-s0yhgF`N!L0MGdVsAFhd2PJj>!ridwC18n{==7hbDux1?$PI^Nc3D} z5a0bZj*iVa=JmAHSD(Lh(r0?l$WWCg`UV~`lBNh0z!EYLEs?=!S99#m`lDqZRFb1u zt)LQWzbn0&LF-h-`mpdGw(HC*Q@4D2`{AOT4Q!%==ROEDxaP_ zeJtt-UR|cw`??tWwX1#CS!j2>I8GyQ;^-~vnxgZ*E1y#$XRGx-#0R=iE(_NW-b;_l z4jR?Jf4T4D_u$ihs+InQQM{7j6`bCIYY{Wg#=tes_YE1(Gn>R$QTSp8B5etIMW0 z)Reefct6}QDyRtCHar@X-Ui!#Hu(c@{yB+-Tzy2 zXBkyx)W!KrcOxAVf`X)UhlG;S-QC@BX;C_)OHewbn~NwRE!{1Rgmlfh@65b2pXbxK zWUb4BdwHJcoU`{n`|SPy!9c@9Bw!$z04Xw2F_kZBl3&zN*tDM$k9V~szQ^<&vEaV6 z9CC+ZK?HtmwSS5kkyS1e`pn?aq{X{l_ARoLKV10u_G~)Y$5Kv7b^XumDV~6)NRQ}D z%=f*BjTf`Y>9dOrZPlc>C)Wo|pKbEmU@El+Odm&1EFMfTM_pIJqmJ(L8wi3xaWyuzr1qU-+9nagU3%$Xt`boMWLOemeO@(`flQb9Hi zQ7#wV@$~fdU8gj)3+n4r+#tB7%O1$|?>T;Zbn^~}flS8wsJ_a22#R_8Ah?2~OeT0< z!BZNoG1un3!mDcF0J;n{q0#0VI(7HK9fRsTZbQ^L7_cR(^Pk>a92AK!Z`{&ibd*p) z=I?bZxELT;a_&dxN)^SN7eJ^Yc5Q*JAX5YrPU4K~!l#^P$S|2Z4EDIY#fHM3Oir zUT&NApN9>V?+$`5WCOZH2i|CI%vbGf1-);cl#bgI&-yIX2dR7`5n+JPg~8GVf`$na^KTXE;dzfycmMa7 z-m)MMR}pZVZ{e&>`AOyUVrd@_984j}&BS^9EVcb~#81%E*9HlH{el1CW6wQZw(aT< z77&6CHmUTif6ngY$3>b#PpXNy;V$OzS^t;`EsV4Sp@*+sezSlU!cpuhkIVSyB=_da z%*1qG8B~zc0Vb83rEo>5GXxPytc-v$OnN4s7&&;Pa2kX281_zRWDLI15OF4QfofDLGczSesdb>WBl7NPIY_8Y+|)}nZD1^-x^pM%z9oQ(X{&Y*~?Dh1hp zBAGY=4M>n{Gj7-2t*OUswy9(AO8dM1u@_;oQ}drwU~@z!vSq&fDftu4@YhHiMRSb9ORLYMi~u=58h~30MGWn@(E;1O0au>BQVVH ztZvsle?xZI(og!#v6gD9<)1QwKD!sT-Ini;)A{+ZKwK_Gj6h45NVJC}Ykd483fUfl z5>imr`s5QIrN;}F&6x2p(zU=W_?~)6z5Dzx(jP)Hqgl0B>n7y*&ITa{|Kx$O7aa{B zI&=+E!uGLZB^wgWaBmQUuhoe-$%)I>5+lKSnwfEx`TEBMsnfTb;*(aEcZPEH_o=3s z?vm0u*O$7S@PzMS%AIw zZvAx%de`wAk!X8-`Qh%!goXfR|CI(zt&c?2i(NQ^4C*FSl~H=kQM($HBh=2a{&N02 z9~OX`Ycyj7Mf3QiDH>!p8?jgHMn=*8TI4@_CsTR6*?ee1cx5D{JwX+zM;fcnP$RCb9}z zY%%u;{5Dj#ZV(uEX&tVf)82#cJ6%hnd;SJ>QJ)`P_>lfo0H@6B^Y4Pr4hW@CL+nt# zNQM^%1=^p~zj@1vD-c*juyR-y*0VS9WM}Zz>XyXA5A6DMp>e&HC-oe~Ibgcscut*E zmwqGxcd*lf94Q`b81{Ibi-y0l8ov$QrC0dzl8*;HJUq54^#>O$vqg2dDrk_BxZhO7 zXJn~@fpc};dw6-iJ)6r90{fOj>U!i;7o0z{@GVE;u;6PazoH3P~ z-Fa@m&^bVCCF=M=GxhI0CNp3F1}uU_1o`nf@#c97hx5>ogT`O`W8GX_wo6P*UP~Ld zI9Ntb9bJI>Tp*NV^z{)h4oH#{j-&I|FwoRv(kOh0;oRe0T^$*a;|&b|fj))#RvPB( z)`DzMVt0b|Pno)%c(O_PODaP(Cl2o|2g>2^-*(cLb1nH>IWLiJg`H#X?8(-_V|4{# zz1IxS+VE2G$<()-=2Yokq#3-E@iwF_+tV#rh~YzgLQOa}sHuvMsL3=&lI^*vvLD~< zDVQmc5vTYwIX-(r7dGKra|@x8%6+R}{L12ZM!1z$4hd{^t)!k=F8h5(h$9>BCBWo8 zl*R3HoqUY{M`Xwm_Jpj)(x_nnOmL0AtCffTpdYi2Y*u5B!-zcngxlJqZp5`*xGM898`+0QP>a~>t2tC-G@gT5POnf50r86)Hh zK@vdjRSha5$cmfV*nFn2_)DfCV0>!!tC2Qw@1=-TQD;RY>JIRj@yE3*!9eEG zC87)=#+=Bdq|-GdjNAf~=9*~Y9S?{m3(q+widlXbX zHC8}#j;#GK%^EfkGO5TrpLO6O_&qCG&4s&ux{v>UO4W3u&4u2cUr2*ZRoLSwA2%(m zB_$csm+#3`s6HOqnvyAo)Fz?VLgMbeO)t(%>-U9*JQJJD166S_7ZoBf<^o9*;-HgG zM(8EWtQ_wDZAEAN39qLk@_pCxG8i){7E!&ZC(hL9xkvhp-SCKOWmzZuOS1chVG14S zyJD=G|0Nr6d#Ns2C{x{Oi7l%%e01Wwh8BC$p(V0)VAEiBE8Knd5f9lNv62b%&w6+F zoGYjGE5#QLWYc1pCQ!|3lm-RL+BbYux&O3iSd=5a4@qtAxS33n7ijN}J2|8Exu@Hv zM`!eAB%IXJT=Gu{yxKek5;>!9r4UT0Q244xSma4%ls+k#_}oowe75UX{{>y=A$7{o zjxn`;^Vzrh{peHtG6covhD?ILI`7zRTE0w00-t7f(jfx^w_LTDaBK<=V`0RNch-53 zj|r%Tp2BWSUm`RI$&^Q0>FnbW>`)@wjq6f{T7R_#(3p_rppyxvW-MY z6}-2flegi)6mUgHl-~C)GisW<4&uf9Pp$$CY1Uo-)hbU zQFKMGZL!F}naw~Z5Cv8+n%M?g5sTu$ZSIu%PFXaX{nST;=X*X=Ap3=OD)sFhHzARZ zIpGYglG9?+q_6ZiP~pn$#MLoAfMrR=i@=Pj9!t*7y0Xtl&Bk|dUyn*sN6pMi@xAQL z!fCJTWS&!x?yc=X*)_=k8|r3bHR`JPOxV;qOgmT*HBKD$Pm?~1o=MLOD%?N_bJU1C zc8<;8x|fWh2Dm)s@n+j4gAHzug{>1gR~MD;MG_nGQfZ67?Nv!}pMZeLS9{~bB&an$ ztgY7t(vaWE$E!)Ii}l)AqYMSFX4p-MA-(Bfx~r#NMBn!dRI=|yIQ>*;ofD);3`V&c0Lgp8!~ec?cQewB5^@Htyn>= zK%s?3FEoB*p{wR13B~zHjNt=SpdL#6mt;3iZ$*-r7wfy1@~G^f-@C*w{)2IFSWD;4 z?De0deVbak7lyIzC$=@Z*|XOnk7quDQ3nKXnrl_ftL%@Y0w!i=)2|f= zG7&r8;?)hu+*J9IHOLN)WKeUz$0|!*xFv<%cwY*Y58CZW>5aw(p7%Hlbe>^YSaCa7+tzAE16NN_2V^n%wPCMlB$t z^i|C|Rlml3)4ya`06WgLpDVt%rg0n+iYAZ!$*43+Ya9jUCJ1#m{ki$XXE*OC`T>fu zX9hp1@73{g^BJJ&SsIa6dJ3YKfp^#7+^XzOz!6(xY zLaBej!no^?`(7Gl1akNF%&iqH${k^zoZ9Xnx~su)qM;|m)-VBB2XR3LY! z1Tne_tig8c3m*y%MQxQt-b53$HpaPPlb%m?jEJl$FwdAOk5JhVQ&`y7hS}{~QCNp= z`#6uZ0;}S(_mdWefu-Tbi=2gGKG7@nLR&Tn7S6wVX0fRpbNi7@70ieKriyWV$=x9_ zrAJ@KRsXw%4~IcDViApLDy6qtRtGxFmHy}HdcL6dvx;Ji=D;rx5W;dili_aEfcq|H zlYMN%k4LsbN+Vdct6GX$#zKu`pS{` zjuRwF*30Xfu1!QM0+`EcFFs2z9nheU%bl@~p1Bxy`rJ%ZkDxPrkR_($7vwK-&M_*L z%M`+~YHJylBs7ioyJ1$rLc-%D1&0v$C{QjYco~S+d$@bj+rB2N)Yl>-mH=TbX`{x* z)*)|=(8kIuy~kc~Lt{#Sx=<2|P@ca@AO)rq*A} z)jfekZDRAf^?m)Gq84_>tPfM(SM6%Me7BwZRefUXtGYK4Yug?5^8K<)Me%Cm05=aBr_mcfrw*tr&%;Ux9f2q6u*t?UAHl{w&RQ`wXVv27A)}qzC zPIU?DLnR9cz?oXH)e^FX_R^j>njJbYsFRvaX0y#ae``aSLTUQtwN|!ml2c5m#-^Nr zO-BK-SeLJ^d+*LW@7gD5gCpmH&t^i@RB+-5VG`=N&(x@Q#;i8lY8)qpONK>=-2zpH z%kOQy&c|5K(@oP68lb3S^06pHDd8DmL3|ny{KqH%Awb`bnEq@iEV1S9)}8mmdk|r1%I&!(8eWe68|WG% z?dML@xndp4E)y}t>Opr&P?lHVTxX}&>fabyg)2M))Qi}Qk=kW&%cHUUgERxk{Z^$_ zo(Cudc#TBXmG-^MqspFUT-^PRO@ZV@DscUjiugzsYIBf$qrzH?^_3-_T+DWsW z2MNwPnHkT(ubM{Tz!HLDJYGcO+z`cq5Xy}33`d1T$5Cl71q2OtwqF<2Xpmz!CXGS}!%XU^dj`Q=wIG z;iy{cp*#kXba^d}UmJqNDDM}(POQGVL9R|$CZ3T^n#*k{HS;T6iCs0i6$9dw>XBa0 zwd@Dvp-exWEyJT#rEyfqQ3far0O2~F{r-3A=ZQt~-)r9ua*Fs0sHK)BQsQ%^)Ih(^ z?NINWy81kBBuN$uyJGuWx94W->xhfS_%#GwKSpXS!NZJ zQC@g%b69$0GF;%!-@pI44OP7*QR=rBbJQZnm$MianDDrF3#_RyN!wW8|vY zy4hsIRc3@_5H+0qO<+WsRx)^Nll^H<_U1+`j-HF&>RG(1|e2! z%@x)84*A!|h>l`)bvX?!WBFhpJtYIOW!2D^$1Re%;f`zU?GGj6Hf+n)~3K zn^+cdITc63%ARwG-o-&hUh8L<)Zl6;kmiTTp22W+TOXD2)b17ThR02!5fb0CYUDoG z=5)W`ZNj|Oy^E&quAW+4^M^gK6LHwTgWXj@nph>~F^!AIu_QlyrVQ+ip@rOx_l9^}&&)5#6xoc6?7Du~ zoMjBp)_5cB3Ga6dV(TH%WSpauY;wQ`KA;Air{$ilk;^gN;%K2iso+8{v90VzQAcvx z3BZ5bE#7k3vH=?e)vsZA{rR(ktaiWgKC91>q)^Rr@J6frN(vdlTzkX0n4tCXO-8b6 z1$FF;MY2t%EkC(x#6UD#qfDy&N~8q)MWV-62UtuL!u>JLphSp)16LYW&MoU|y9dT; z#Y-D&MKtDQlqm>z?_DFnm_bZjczJKdt5;Btm5`O_ZROFRq~-bvJiIM4`CmcV04VQ# zx+CY7Gxxz56nc86#7G!rk~|8~$5{+PAxgi<4Ft79%CThEihrKvr(8br$dz5Nsv(DT z&olN6+~dfenrkE&w`FpBF$mV=RXjMQK_~ke%%X{ zIfkqo{5|8m6w#qmWr?I~=xZRp!%^a^!isG@+fi-wz|%_bz8O7UZ5x^h&s?w4r3AYo z2_N-<^G}&S)P?zZ{mYEqRZ9GoIe_>id34i9w4l=I?7J|OKZ z)&U7WrB+DJYL*oX_l#V8h$HRjw}Yh_!^XL~{4CzV+xFaxxrJ{c`|~POuQxr<(fWRT zYT!i$^wxyT%n#N_H^dopyFrq%&g#ysve9VE)x?^yxg3IccO?R7ks3IAdX+AAxEre5 zlr|0Cqfhqq%b!%`T7?~>^HRQ6xt{w@4qfebEyxmI&~F`c`AR)xt%l0v9`Z%MJBt^Z zgSSjhN3i+E&!67h+gpheDe1trzj0H#J5)}!%|uR3pG{3jzo3>+daWKd(qyjSO4*sK zL;1~Dw}G4O&-Q54JA32}GBx5CqRJbo1p^TCic5mZP^=MkVb$wl?R2+u`hGbhB<$KQ zgLq>oTXD$t2ZV@e!-d9?qOGXQJE+^nP?Ln5Xo3agw3^DJ<<>JGu|~gg_G0~G zy3M!zjfv5x^_Qp8sT+4$8V!0jOe9jGmY4=<6yp~seStLb3d*Sahh&McwgjP1l3yAn zoTzZGD>?r8;rd}tLYl)WEA_`Oc8i0$%bcNm{<(p9<_`-iPjy~CpsBMIyvW7Q5W_LN zy}Uh4R#A}t6)P@v%lyz6s)w_rsV(^_B|NUW3k+sq&(`;fBXuWKT8lMZT~Ig z-%8B?oRRvsKh8XM(6#ghwWRc$3OH3 zhN3FQu)&ab>UD`JRgr3}(o^2nCStpY?rM%C1pLg|B_p%(%3sKPFA_O*s?aGSDBiZ! zqO2I5&;gU@pXQ3#6Yh>}dq{=+(?&qk9ORYcqH4(tM>N;II+t~aTu+@~y6{`vuUXOf z_npYQwj3iVka8Qcr*CqjW3pX+24!TFD?zoro#N!$3}4xo^TqYytl|K~2!w@U}X()`HCPhomBrB^gW zhIDa2tdps3QkvX7&JK<3Lda&p_^@bTV?8XTErX)B>@)HB@$!_k#A=VYrqQdW_b;9B zBQLQ5)+PmMy{^~OXQVj{Msr z!0XYeR95idWn>q=wctE%q=iaCR>Vl3idhy-RM79~-Lo!$>sClG5{c@O5`|mT$6(DqD!Z9I%x^%1c1~9r*EIU+#l~O3lLxZ9h=VX6QzxP1F zdGx^n{uu04(W_-=Us7Z$&1Tg?;=52uXP4d0#P0(2?%0M@VX~_ULyK#aXip7`C1jHj zF^iuV5N(q>aJ68aXTIWO4N!M9@M`gmevy-&Bt)%MhlLN(Ev6_V5%rPG?lQxOW<;~@ z>s}ld5C|Y5>&xFvA^RkPO*+rTR8V@cT_rgn6!Fd#k?7U+-384q>d?iAD%4Nf_r!LsvpLki6AIfvj77R9qZG<$|*`>$D zLI)SumW-@8C4vtbYyR^0j2}FhY3~?}Jt>m#p7G0fA!qNnBGfYqUgD5XqKxf-7>%N< z%az-HK!U2F9iH<`3!5_uvEt@$9X6Q){sO1H_lngqqKBZC%`57Jauk6|5d%J&IAt2e zEDY;3?8c8dCY?wLn^Yc!N%`ZvQakl+O_q>NI{{4wQ_*pEDJPi+7lDx+gmC$pbu7pz zLa53W8`7ljz*x*+*h^&w}%KS#0VY6S%ObNXQ*3-*RfdzkFH~8OQh%6JlOe4H-+@{)0czsplo2 zTHT5qw_#FmB`H?lW=2S0ZUWhVPtWvA(zJZ(3 znYBuwDE+ed@X`Pu@YjetW zbv;Tlp?uuTUWUOPil7QOi%33_kq7Ep$J0kaXrWTL+L9zD_EC2+w+dozmnaDB^C;ac za*sl7SZUkxhqj{o+Yjh;C;0J@1p0Wf*M-TQgqYY(Ti}Q`{59rwJ;UQ7lMS0^3HiNB zO=;lQ0P|24Wp=2$Ubm|VvaYwdz_O{Np28D>ZiHS0H`J1f;RInemtUSWWfR>92@9E~ ziNW!FzPz%N{z9opZ<#r-vGdPL<@beCO7}LnAkPs>#xNnxn}&oV#fjbm-NDA&zEh?m zh2lQw(;<_g=OlLspmJNv5417UNuzJq({)^vSxC9$k>En-=VR)p|0YiF9d)5XB73E6 zrs5-&G7wWca7rtAIrrs!Y4`P)7}Nus#+$%_zqpwt>9`S4l!YJZFow7)Q*vj# zKPBZ{bz;wg^HW{FxQoi8VNWhBBy7<(MB(UYMraHgk1r*^o@@cRTK4~I3i_~ouD8;- z{4X3tZV&3E{)UYP6CG4B1 z7e_gG9ahIotKKi6(}gFDF$!Y(00|O!tK`Gowm8t6mHdy027s<_B+Ak3o?YLQqbL^j z5#`%D9R0|m3PpSR?`m;yfhC*d`60E-^W^;IyWlS!)GTd+EcXlObc|f#!l&7?CAXj7 z!AwCP8N68$RGoAT`sBj7fvNy`+?SNt`Hv5Rup_F9WnisdjD})IoKGOtZ*nfqxv|O4 zNbWcme-zF)5m&|ZEL)4*f`ya}Nr+OzMQ5>a@re+r2daPkf}pT(e*?Qs-QlW0{{3eP z#|AxgT&~e8;;Y>AV;VPh8~1|*R^;Yvs#c0g*FeK0EC?kf<(gZI2`AazCrWHoz?Y)m zba&vRbP&_+9=5v7?wJ4BX3DF0reMrv(LyC}D;_r4sMnv93kmk|0}kY7I(aP1-i$CECxq(iwOdIeg9u{EF0Koe2|p_=Tg*6)8{th) zg^4mv&N)JK^7UYJDMPNRo|yn?y&!H$5_Q50@=ZGg?goD?=3-6M?q2Dydq#h1Tf#U- zSKJz~GCj~*GoQG4pg8}XL#rl!I=i$F_cIx|F75tbvv5fv9XM2r@dy&hPGP;p=^c*S z-RzGOU*__2Ok}MK+Z5SV+)mlWOh&vVs$3<%TA1L{tddP;9N8MQv6rsyv{OOt496^5 z!W4?9f`cV4#gK*Zic_NuHkN516|pRkqkA`lWB)((UgAd%YRyRV?3ZHob6z{ORGsAY z2`rGD*rV+MA7&TA_m+hfn~1Owovt9!T%Yym{4Lh58$+tM(&%&+5+&vKD>j^+MZCPc zbl{7rFUbG`7(N&oijkl+scY-}{G5{_mM*UjNbgtZ*7e@%;3ET)Fi^2(*n35l&~IaJ z-vbwP0aEzs=kZU&*LSRwxd?oWf_KW0HY%ieS->ZT6Du=H*5{>qw&WE zg>dR$6(wzLZO35X=XBxtgo;TBPa%LFRo2I3oaCdy@?^SFpL8-sfhT@`$@TYLf(VK)Hvq8HE?@+Wp{Y{uz9clKYt zrX?>*pw1FmTgwd>ih?t5j#{>JbvnZ7Y;P|P;a~}`zss@U$MBA108S)PxO_Q;CwBEz z?DpVQz;QPkTuT|QdJXC!=h~LH+}0u~ouHs753WhczwCnqFpxqt{s-TD+KcGuK$RI# z4w8_OL4k9f_N&@(!LKlY3qXaAWDvsvL)Go4m;mu~(3CxrgAFbNSv`P)peDlWWbC zJkU0*z|rvo0IAZ4tv()Nk$wOD`}b^lb?4h{Ma21qg*hOq1#~IN+b-tq=aBG3U}S}( zS?K_M76*v#Q3lMBXR^G|*C}@P_NLq!H74DNe`|q4`B1JX<<`~~1bTYvwsY69heT>8A;&&kT4Cgm!K#(+0QXRa7pWq(3X*Bg5;l~sEkpc8}c_1^n{{#D%6)Ksv~ zx>{Iyh!j3*Mgo|Xc<*oW96-D%3XR4G0(!kw%coA*ad)GhDSYyI%mq^7R-?JGcXt8p zpsjbzhR5|~1|=^7(K~L6SO`83eOYJca@&Xv&*y@IZs(4P-Pi8!b>5VOqHsAUprZ#i zcn=i5zP`&_vV{a*ZPb846twW)yNyyS{Q)kH3kZ+Hk+DC2{`3K>WG6dX2h3!Ej^G63 z&i*Yo@E=S&YCyIX*>n@cMn%dIjvm`Tha>NR2I7kkqg0^sKLzu@m6d;M!8n3~UNkUx z5NJ{oVSQuc=g*(Nw+#a$Mu(0FZipJph$k^za6I0BdaIq5KKx(3)yKl#KxhFjvAxnF z?6&#d7-FoY6$vQoKJ>#r;i)MpJ~KcG0IYx?p!dC>g_Tv;*7n8V zuU}?B)FHMHd>D=ICP5>hk7?=a4*~@C5d3?v&KCeF%sgf!BjqX%(JE#nM@RJEn6v{x z%TzQregZ=8AK7$jpq5rvwULpiy*hWJl%Pt)sS|LTP@nFsPPDOvR}@$K#miBCzb&A_VU@Y2p|DrSkciTid${9gYG#3shKhIA8u39)+TNH z+j$G1KNJ&o4F}-Sag~>spDm06_3k;qwoI2TGzIeW2L(|yX1Gxdz2M!=w?}QdK|x~b zEU7P9Sw9ZviLX%Jae*;=i-;s47xGeqKulR6P8zJU_K)kH>pw8y$Pl{*3gCaEyHEDxwjeK7H~beP(vxbqmeYS62@!uWH2vM1cPO{`V%Oz)PF_=eHMuWrSBD2i@P$ zH2L10^o3p01H~D)&c{_5r9bbxGwJ=J2p0U`5Z2$2xJ=I zVi^`zR%Sp&n$9@tDZ0<;0CQqm8d~bxh!^T#^Xuy;+j2JqG&D3;fkZCIB>RA?lRhf0 zuP4?v^nCKq4?sz{k9%kz@If%Pd=6wHAy6RE7rG$;lmR#@HvH{yfsAROLE!lmuvPFK zLFeOxKimPnvKoS88Ue5@6yTJ7^8lTR4=$Vr#7_J=Xn;Zf2?7hLPdWJXqM))%ie8y1 zdCj})mfFZ?4FxF12dUo91O5@*BLe{5YJBh=0~n1c+K1yPc?AVHeChb3@g3sjvcL0~ zD^1XqsR&pi0zSu2L1}u8!yGp#07rnptCztPHw9~X7Ep2CDkuQumiXZ7wBVBkc)JC{ z7qw_0>bwR53S8aJ?OcD{;Hw_mWfeLra0*zXBMh9-&S+3GaBP zFdi-(oiMm{wW|{R!T8}c4Q_*vhxu1lHwTh^4!-q4AV436f60TWs^dZrPA&qDwi#Sp zqyv!{9Y!>PlsxhhDAhjbrF6E4;o<|(P%q%AUiFgQf)7vs%VxdQ>RHj;Jo~pL_+}zc zCn%_Mr4zubG6uI!*(v#*sM>D!$~)q7l$j@XJq~ibmrY~1;PwYn1K96AO|Ak|FF82k zMb9VIW4L;Q&azf&0IBAN`gXC!9UD?!R%RB%<#pIFQwyfS#kC&*@6H9^&jeqyWr4wm zTaEU3AoMy1?)7Fdtr`qH7vuowj|Nrm1BBnbQ0KO9b>~f)_dU>)=z-LL*xM(q(zq)Z z_(~w!rUNKBNHAbpr>nV%q>94qAQ*J-&L-7W)?)dWVIV}{Uk!whg2+l>IX4-0I*)DA zby9n$Bd=Cw@QX=8g1`P7OpJ+I~YaviDBm_b`?l=G_6b=+nP%AflX+WMH^eHpg z2uDb*U8Zj|Ck%=xeOZIEE4)70p1ns4g3Y^g&3OsT&<;zlT$C4AEa>4 z>VI*7z}ei*+!?U)N=4mim3!s#xM9Xf+SgaGs{QnBJ6H#B_Y7iO>cm=nsdd1jmXgGUTtp!TV3vmX_TX+}9`}iHff4lobLw%3#&QakmgC03)n{khyvN11qQBKbx-L zdyE?pFv4jxV0m1#tu)w^Vq#(SEUSR=0eJ)XEH(o^C7sh$Y7E^D2=G8$S_}xpgH*mM z=X?Nny$(qC@PKPM==M`P-vNxriHgd4Fv~jRBH{N>P)c%^ejrCp; zDUrQlDPUzfluw6cFdUpYkic zOy6V=3v05_>*lSVd9TYoS&zuKj?680{+QFrprr1*F*4YC>T+N8v&%KrHF7V^Wy(2d z_`Ek9r8k$*95_TdN{_#&X9`g9|NEZt|G!^oMs{`@{&miqUw7>2v3t9>Z>N#rS%1iB zB!2YlfP#a=K4%%8$Tx2W53#Jl_o=9;rnryi{~aH{m6mqR%}>qLWqRmHTZUCcV&Xa) zn%nd1-hb{KbEaRnE^$=s=P8qU_oq*u7>~4PC#R;~x_fu6?|NSS4!->Y>2q8^J2w@5 z_^{7)uJ`GchFI2p`}gy0p#Pe7SvB6EkZ1H~e%yrf+O=ypY}wNO+Wjk+vC7+Jz5JW3 z#l^+W6Md)M{Eq&t>+o1%^6>CzZfP;XCuq)bw75U`cInnW{*}2}k7TnioUV&w70u}u z>;+5HZS(75Y8u*Xq%4Zgyp%5c@Zm$KmlqWSBjcqDnbxLUlGc}c%I}*D3=CKf)WOT4 z_U#LO{CLyC(oDyWK2bqIW2}wr;MWM6P4u)X7cPWN4K&=-%d+(ndK?~JLs51s)m?bB zPT}3VjZQrkF-4+DTv#XBla-C_WN=zWh8eHhDi)phC2#hIre|` z`ZF*fAuB7}H#Ai3zC3r?`lhBP3r$gEWMr0IH&68H^*mytqN4AjqRRH{+0#7G5EnI2 z`{|QmK|ukzL7Ta_(l+lkOHNJ}i;)&$wwbxhJC?zc`E9JHLO1vNa8`zt%XGY^o|gIE z8?iYr{5S2Au&}Vm9^{Lwnfc*SHq6V;UXkN8T7y&c?EZbGw!9l@_2Uc-3@zPd_ny6c z$zAvLtD*4u4~EzJsvpiT3%36L)$+l76IoAk)7#r$xJ`VK+;iwqSeUhymGF#Umtw>`9A-A*E#iA+1_FH23dVYMa7gr?n4r%PoE~&Jp5QGh^M#U z4Y#y|VW#zuN1=!J?tMJBu(0>ksZ;MFB8sc4tDC<@91|K2iLaD?Vo-~-aKNrx;ayTv zE!JgXX67<>BC{#^&;gtG>P+-~d6t+cGBGt}sv0g6qrU$2?1J0h&LbI?EfQwt=AW^+ zgKe2fnn?-i>HD#Ok(%7$;o;SFbsAU7(0-~ZpUtS!1 zoPOooE%Pf^#8$6foq@Wtli8ocWZWZ{g}bSALC@J)%A%t{mfWRp-yU+y-qeh2$9>_T zuyJ#LDOjGjFtfC*W@Kc{`V-~$xFyYx>>cx~S0#=eJ9gmu zkk0h%n2Eo{?%lgBe|>sL?)%uBE4kqEK<=uac{eoJg4&-XUVifANxW9vIW3X(o(H9+ zB}`0A*qE714p_C8T6YwDNli`FxyL3P8WO^KA;)1iw!>a7X$JwCqQ-;^6<=1m%NWe8 zt!vC`UVJ8X$$fE5sqx)uu6K!vHRQKBgxVs?-d{Q%z)?Is)bf%1K?VQF@i;$X=b0Cu zD9J&GmqSsI{IOu-6wBGaUCh1l2?@Gk2dqM4VsC%-{;cxTgS~2RADkR+VM2^ z=jf(Ql)iz1%J}&B=2)#b@+Y*QK+d8ibw^v4-FC7SQJE~iMJlQsJ9c~OPo0wS^2G1j zy-Z9@jrlH4Y@D2x#iXvxY}^n+}u26ZsK>^ zE05)8j(@)Uq}y~9e5dIp#|Gsw+i}w<`;8knE^^`f;m^Xt(sOQ%&-bmZkJZOKM7gAH-)G+W0$?qXTn;z>mlnvroJOx%R7 zEfvRup572O*s?jnWx*0W8Io=@yyR}^}k(_<0!At;DT2BrxoACM444aOcbMZRG^OJwJ?>!PT zBK^e1z{$z!fc-D!>A|GJ)ZH5I#3+{7K+KNr^MBqmQo_WHsL7IZ9kl1a=IEGkj=Fzj zq(=Js&?mCMw{G8lhRYrN9(7MMOludF!?kNB=)RXxmkqtVyaFnEQqUSx)@<6DeB?G= z%IUBJDYbG70aS*3e0gN39a_vGbf|!w(sZk~C!`Ft zv8Sb`{>sQi)wyPCYe+{&XSuvMH}w9MyRnFfh>D`3kD`KtZExwC*XW06KbHy@#~Ci9 zUu89kzuF-?c0J}^Pib$})3_zB0#q{cmdz<9E!eP?M~@!;SM^Z8pMGLvWfjLRF*7nM z#*Hs0H<|qV@0ypo$B!S^m9f8&!_)igml#F;{(E}LyU55A9vSDY;>#1Yhc9CR)jjwE zxg-Ps3=XE)POMWDZOEaBS(&?Y~3J`7p|sHP47AUGe3+=TT`=?bc|@VH(7Ql42+aRcHOj+ zXz)()R&5y}J3Rxm+?igZ6u1BtNsiRKJjCd!AfeZA;PLy|su*kP*@6X8la-ET{BCFPYPH%src+i;C7 zKY#i13nh8KMWbfUnbF+9?(0G;Zl(b#8@C@9+rE8!jN@`&m<@mB=}@tV^J`wedGn@J z++=Bf3LigJ>j&-EmKNP@e47uu%k+#nTYi0ggn0rWQ*R)5`-tM*d-r@2A;Ja)7bDw&kwTw8=agKY9&W?Ecb!cR zc(SK%>nL^2moKX*{eS*wS;zt2N*z3C_c1_xi|kDn02#x8E^O`gii(QWc&{wSK{krK zmKG}@2Bos53RQ{|+pxbrW|Q{2oSGL0X(*uwue~ds#qOf=tluAS=FFMDfB$y+-oJnU z8`{z0OyP=KQm;_=@Guh>7ngOGMN=Zh6Ak^uhg|18DPM1I+PClC8JBpkah@7rZ3;&> z`a3;cUUrY2kJb;)|u_styysHSkhKGeVWO@eQt+jd_;s7sxfoztHVmJt}>L)zg-_~9UK(E zQFb)uqfJmeqoW18{P~?(Tk8Tl=>!;N{wKj-9IE zd(;wfi=D@RtvPw>)Q)m&J8ten*MIq5$guP``sm9iBeUgb#NYgaj!nDH1UJ)-zc_e} zE;cq+eOTI}agSKJEr5bx<}pP!HZ~4%V_L~Q8|XWK|MqLkwAn5sbSiSFK1L%VHnx&U zdnQ-=RmGYcz({l;GU6uX%6n?7s~J%`+Q%oSrl=@gU0nhK0uOYxKV~0#y~RtOLUCT0 zwo30yOHU8sa3AYl1srr6{i)K;_15e*3kuKt5Lrvl=#M$kY2%;iA`1QU`(rhRM*=I8)!N?sqiZD?-pPens#SRE?P zA!TbAHHIE>RM33?zI~-ARoPv5)8d+%GqD%Tmj1YDWfW>Qz&)NNmyZK^+$7tIJ^X=mL*p?tjkEBI38wQ(_HZn8c zqFKF8x$Mc~#~M*tSMBp+2M%;j%<1Ic+;8^f`6>+!4YFm9`7(OFdc}(>8k`fzYQn<% zG&L=a>{>^WmDOvv=35EAxpHtcPI_2~+5f@g$26!-)_M8)`I;}+ty_otUxcFfIxM`OMVO(J_Rrb|LnjTXAVA?V2@f=-02WXi2+lH$9{~)SN(dac@oZR-*}t>9`xZXwiN49ZhfB5oY>qi?QXWv; z5T`AExn@gNcJ>i%ZT4*s>9GXy=aO7c2We}y(Csy=_5@})^Fqq&?_XQjm8BV-Z2KJ| z7qck9LfKXEBhrlxGx6^hvf}3~TzEZRjXJrF_B3d*k2Ox&9pz{Cs_5w&YDtrr@fj~H zM9ca+GgAR%>3`=AJuMxbac^Zvmivw)7 zM+8_RQJ>aU@f@_L#daxyw7_2w&8jMS?zew?V`Jk6e+BHY-sN#B&&##pU0}G$85xQ8 zdUxx4!{kamb~Di4I@$K&z!PpBp1`Ig1ML|0K?$%;86)co-f&dPGfW zk1;)T=umt1wbeg={ye!9=wCSV`SWL@|40^OWpVuZ^Jlc7v8AO&%41mucqiF;%-A|F ztD->W#-O@(g^)OYx%&Bj2AssB*lmDu8#p=d9$ub3W;QnvZ=&VjbWm9MbfmVx!Gm-8 zgTYGQeuOu-va(9djLj(Mz^#yS8rkx*z)k2I!z@1CwYrWbeEO(Bf7Zg> zyWP~W%Rl1cdK4V{($dmsOc*mVGA`P@-3EAPYiCy+sd&$JYCvmpsAW^((li&)S)*+S zt%TFa#s2<&L%=BK>7i%!laRI`Wa%4mqe61*zseHGBP*CDIfm}UY)bXHFw(j`%ZsdE z^_zqQCW_Y0yUU%$x2Y(HR~FMsoyQE;LikXNa@16GG>(lyr7WqbS%)82)YlKMpB%S} zwFJ?jHem$lRj(6V7|c8{?W3Kfe}XYCI@;DloSl_bEA>Fg#MoGI-FsEL@n0vbFB%!~ zWmvVHi<&E2oiOu5lyolB%a{F7@BB47pFMjf<-VBp{fU~sx%qBz>=Gt+c6JlA7_kEf z`Vzx9_nI+=%ee`r<#*(}_$@9j&YZuFe*PM*j*07l@{md4%JLz5d;6b*Sz9e$t$G_I z>$$iTnHZ?OYSk)%J$r&VE?>U98sdmgM;KWrCeD5Ilw_libWshvgCI{N8Wf6*wP&LL zb$x!k>!bl2ah=WcT)oij<_@$x=@CPhLUYM}SO{+*b(otCy2h|3O(y+zKIV|jTwq%rMk zgP?+%a~v6f%s-+wQw2{+@f^C&xczuQkrJ<)_vEC*A|R%% zz5OF)2dIvnzkYe&UcJ7gxR~n8^Zj^>v}&h&K=(Z8siojQV|`z^oNwOjhRQ^`8uZdY zIk$O%sD#)}8mD8TqYW3PhdK6L*#I8rcjEER;_u&?RbR;|LTZADvOGU18YRk30TsIq zQp5<(B#&d_)cX5-)Tw^#gs9O1&FKO$(@K^+fH49hpc4E=uUs6j61BZ{?Q#E+8wLc# z9I$S`1LY)-q&m*7w>?99nsU{2IOnF$#GSyE&d%ilOJf8 zQR$tH^o)!OM~+ZISzuhf+Ha;{&8dxO9`XA5oIseiwzfrB!iNtYc%p&ZH+^-TZn-Q4 z8Lwb|K#1H~RHhAUeP$O%3+?*9@_GCDy}_<%(9cLo5og<@A)!luOLFdyQ$}+Ed6R+SsY!X*j*9{yT^m4C)3_O-tDg4Wxi3y{b=mumRd>GibK~o=Y z%T!WOpj}>^Pz6+Yb9`{9v(pnhdrL}6irD`BWgg2DyfQA+jEAldMLYcKr~^`JFFR~e z@b+BDU}Rw1BY*rj9k#A7&cz#|WP%6oMK8NPP`~?G(EF^LQ-XudDckXq53(FD{Jj18 z*wLe*5DPW5wJ+m^*7C-mS1VJZ{iN|S^iq1r?ARVw-Y;7VmI}KQer4Kpm~B@IyaXak zUKB0l02bvsqB2RLU|z4fr^2_tNT2%&zG>>C3r>ouu=bv#R|6dfks(E@h4PQMM=qz z@OT&rso3_rt+;#B!)C{}_VRj7jQlvn#=-F^ARr(#FtEl&mOiI@Os&x_FeO##kUuZm z54b68?CiT{#Kl+#St|6GBWA`Mweq-^XM5J0+1S)_S6q^njuq^%xgoxLe0uo8^l)Z} z1kNh?&_lz+J9ub?&;6(bQdwW5r1~YyK-~Y+-!I0^ z%}p*DBILd&FJ4r02rUeU%G{7ZjWZzvJ!oD$YSj?B|3&V+l~s!L=KStZ=3EzsGiM>N z14`?5bZt1Q{4zNu#S7;OMvc~B)%f^$N!3%)IJdo5O}-l@!6XaTJEpEr+L>hwwTp|( z$z}Lwd6{%BOk4Th4&CZNM=tsDg$WFFwkPQDUvvf&*hy2|oP6F7jt4NyALSH-es9@P zzztEz=d6G?gqn3*q&xwa8lA4dg5yk~b7SfRsZKU5rlwuBYImOS3OL;C^1|rDhYzXn zmMCV=UEWgt^Y9+l<3mALF2nl@y44jCoanyj>MbeJ!@Ps6Pgu;ZbSMAR`MIz%&3V+zjjOc@93S4!n||N;KYy7<^OTa3sy{XI?KN}J?5wj4 zoGKUyo#ktMj$X`j-Uwq(K}~Jr%u!o$XiX@PD#q<7*(?Pt&uf3*uKj)LzD;BNW?Jea zOihv3LxO|lFI?b4S(!9_(y31z9WKjG@cNcdQkP5dvIyrAcEwq4I`KTR?YmZtS4%x?e*(VINrZ` z^B=YZdbLMbm~az{JZ^`Ktn5bM(IB~b`qk^U$X~p;1t|Ue@3Bo};rG!o#jZ{kmf zfJ$YZ1!mZsX~Ro!JT#Ubv==G6Zg0(PCx{z-v~piGkGw97SJrhjMg8C2h~J#-&slTl zf%Hz6wQ4BoJvUFDJo)OzAJy% zY~?%6YQm_is|(}w{`Udg$B$6|`fogyIJ@vk$?6S9dXQ`V0Z-VWpo*OB^BUC3$}~I9 zEJH1Oosgi{bK6gu|ERt`kAtJ*;G)-?`&9pa{;t}>r>5XGUvXaujAYp;hSt{lwHr@F z(mr@Vr!2r?|M?Y8i~0bIzk+~>i0`|1W{(eT&|dX_{BnKU@l&T5D1R5{u7!q%?u)J~ zK5b*M;XD1Eq`A7r#>C&sH3hzDF%u(>urA;2~kCc}wopWu*Ds4_&Ml*YRt97rz z_yWf91~G-*_AO3Zw6wgOTEOM;`k;!BV4B}jOqBl4xn3-A-K?*#A1dc24IP;Z?hZ~D zyaTIGwY3!xVqU+0?}xM31KO9)CW-yABbdVcU0JOB?AeRw|NOQxTJz+ED`jU~;K~x0 ztHeedhEuVcye6qvAK5@lmqIJMKHTa9(I5gE$6o+_9QSMqI3^V+Tn~bSY5#F)G>xx$ zH?Fnk-Pi>9SAi~cAKLvJ>^-8+(J^v(5}XK-KH72%yRNi9kAd%gX)ZJ03pT%|EFQY8 zLYW&xiZ^NrzRId!-O8zTND~#x1m0Y8_O)HGR%j{B8CG04D`V(jZ?65Wp?F4}dK&4m zvdla|P%YpkHD!-ZG9~U@!cqL1xZ{8(r3j{E%8dy#h>Yw%avbB-W$@OQ-tfpDz4IL$ zKjQ6MS^$_|Q+j0Y;4J=PxN48?NU%WD4qIo3iN!x zmekg7<-70wBu9|>>AdFo5wm%V+0i=*AKGh9y!=*{p&Rlf&Qe-hTD_;fp<##b4Je~h zV;?mYw>|vcgB|tG_aE6fm+za~ zT3U`kjL}ZK*j0{lv-Q9MHmH{SEl7srpgTvqQ?39`le^7;H?|}y>+x#O<(`$rJYkdHyoo` zI-Zot_vUe>A7_tiS(Cj2&>edQa?vGADjDRgGHt(`pqhAHR|7$0?Q8 z;h(;IN%(z-6f9Z?bW|*j@+R`~{~y2jb-Q*3{ z&*|)xlH#zowsvGz)nMl4W`bS|p4mPcaNRDt$Ioh0EU-f33rCSv}eA3eA`*wFC zp@x=_gGw8oT24a-VSV$hk`4QUNjG% zJ^LIIW6AZYySLZJ)009=ODk_+zzbEX0+3Dg+u&6bliP4jsi4^5GZC^wp`dUnLa)Z{ zFv7on{d(3vr)=Ur?_nOCujCIOO5dFhaHgcAgI8Q!T&K`o7Ka}HlaP?O6i!{>Iwz4?h+fGjCbj|hs(q4BIw;d$8ykIZ z-=={%oRFMPZ?24t*4q?AMuD27MU7B~7cUv)=j(T=%7|F%>t@H+YnN$6Q;5CrZ0}|0 zM(cjpzVbu*3646|LuFb@){TjsluqE_Pu10>fSr`!m$C4<%RuVwW=8a8XJ-vzJV2`p ziT3#XXot>+D;uqU;|m$lg$^fcgur#g8goQ)0 zRp9CMTFRu>s z!a%$e5b*0Ad>&5NE=2F$$jckFj$68@t&JTy-`ymAxJJ)?@P0{D^`4vG?Qll;ig~cZe^(T3K9OUS6)O zqT&s5<8-&~(0*8afcKG(~hJ#}7J*9hGm zh5kz2J0=tyKL8aYr0Xs|D{xydZj9G$|GVpzD>b$zk;^HStzzhkApKs*ZD=P#qX<3h zA*bC}86u>UY0W)9Ga3XM*n|Dzyu5f2WHfW#t}`!+9&T643NJ?*Zs=$Jh3?55IKm&& z(^IWMl_r=7-kQ;tJ{pu<&`J$H@u8XrN?KkYNT^qw~vp?}d2a?Id;9!37nudmu zg+hd0D4+Rj>g!ps`JQIKKu7wBeTVfRnhaD|UpRAD6AX?XrIwMA$@-Nf!NbFY(kP6y z&Hd0&4&3jOs;YZ~tO5T1U1x4<`;iF1A{Byv+3izo0K#u*%$T%E(@>x}^lmQOOj!K8opD*u0kv#ONs_OQ`hZ_OivsG{2%qiV{!@^>4 zCMRPY{{{&6Ug3wFoE-55R8^JW)Eik@-9MLbzPPq_J?QCC?7Q@*$CTY70L?fV9EVeX zW>w1MtQ}g)8n=J7g(^Nu^;+dcYu35>`4U7G0c~&l_^eXcw(-TwmuhG`z0xec>LO#z zySP~^{8c5j-^Rw?#h$;27$>B;S!g!Nwp~ZjC2r>)NRdD@Yq;A~R74?C8TKNetMBsC z!W-C-9EYy&L6dv%{JCJ}>a!2;u8EGEI=4?%YxF^4%(&A5p;KTd)nC43U&@g|29;Cv zkf`W-qGFPW!Mk+J7G@|p1n+`QZG^WGBBX5$@fEB$L`RN~iFFFNTj#H{>3d_Lh32VM zv}_b-i8!N9D(b3Kd##wDUAf_RVW#^0`gLi~`499Uk8pE?2aGm#cK}ZN`6(2x7yER%&Tw+rb4mtFDmX<2SFs(&Q`5^UZbfqIvpn&!zeQT6y}_Tpe%%0G zjf|}jkiZ=Vb`e9wnVC%qM~sT{0WKlpB_tP$=fP`zh6vtBIse`I=<#E5k7ZYWe*Ucj z0?OuNKeFs-pe7PxOlUBQP8a-;i$_T>N2%R<@Ze@qgM#2^zgE%GZk3c|hsb{nKdY{x zk#f0~hkw_uD!s&~PuUTB=hXmCHc0UX4@4=%-xAbza8xbQxGKyk)q6;$Lo#0>==x%HL*7Noa zjNld_Q%TgD?c26d1GEy+lgQs$SyDb#nJFp7_qik=JbdVdFlptG>`O@-o<#lpyTCH! zieV^wEYIz7+Vm+#<2~^@@Xbz;FDctj3eE`By*IWkK$=Vj5o`nW+KLD?EdCd= zF6XT0kR`Lv9KUxM;+Z3dI3Lr4y0eDW*7AlT;?Ms)_qzX6>ww;8O-)VP&LS#w@Q*Dm zn>*YWgi% z&B!Cefel6Q2JCe4D_^%#iV%n*#S=TWsJU4u)^Dvq?v36O9|lrc-oM|4*w!70l)LkG zegz=i_E33S3z){OvjXvx^M$}?3dfI^R93DX85tSP?ADqrXe&Z(0rEKZR76h85je{UWkZGfeKyKo6w5G>(_$6#o*OED>&F-c74G3@*zA6VbC=Wjqjhc`j+AFFL1mJ9kZKQN- z+js3+4ga7Rg&7+|BTDHgF^s-_+Xz@tvHtMl*0g|l9(mxwJlDBYwTpzJ`J)p_4p_8b zt@8UW=i}o;LNbbXj=z}AOi6b5qfX)@u;p!Sc&scr`P2y&%(?(40^{ikABU3Ty8o#uF*7jvVVOU=rTe)68;RMp$12?4DF2Rcsk z`uDddW`8|aVki~e}6jXjxr`ay-}0> zYIZK0)Sq&;?>0Po$Nq(j!@4-@#FDgIm)oUGPMcJZO7qfK($$+>a#S)fC_Fw97aQC7 z$6_baZWdAc5ohUv+>!O@20=?tWqdvK%;ujYIW=xPUBWLzX^P0 ztf~5m3J@Se6B8N)QV3(h(F@7db8v7-hMq`5dX;MuoPVr`n?o)gp)!DhI{?*{cT_jx zH`%ZcXwDE#z5r-M*ag&XFZ3|j<_nB; zt*s4R4EbY-x4+-DL9+7Wb@zn)4}qazwwvMELNkyIhM)rBqWI5WhTyw?eUMse4fV*ty_ai>kO?4)PTl+U5F_~C9mc7H z!!EXOpEpJpaEJWxL!a&=1V9fZ6(x@qBqcqd}yGxemiD zst)~Msem3xz6NO;{-4go*hVgL?YnpHzSh?h9tzgJV{bUSsQznkcjWdILU>n>|6C6o zxQ{tNoF$k=bNoi(|geWvD#j96i6_!pt+4C<{GuS8$ zLBI%k&d@_nB8^D~K@h*lrqIcAPN{ANO((vZO1RAC6DLmG2@EWUWm3%X5&AjIkt@zF zE$_4-ta` zMhfcsL zStQ4Ckj}usAn)eX$;fJ;%M@fp_;>6mZfIa7QVn293bYQA5kX1y4GLPXU+6BZ<%GL| z6J=y+$%tPb`4J5jh2#sM75Lx|bt4Uw1u+Vde*OWS-0Q-vnKnV#I6ctWpJoS5jr`yu z5ijiNtT{MA$xfsCxHH)Yo}Wf4h)DfJ;e$eym6KB`%!R-pVwRow9*2yx7-7YUKf+~h z+yZ$nX=-9eN-k8wbZuYlD^c+kc#P=!-lX-SPm@d`*ki9qEpQvef(lLZV z6ywx=x2YDm5d~Jt{@0yq_5&Ms7<>QAweQ)r>wUqo7)?7nagzMTJVWB>SPxw?7 zc!3t&r7XL-vbpLT@2|b|7{52s;UcS_=Uhxl200cl=QyRRdYRG;Ho2oxS4SrqXZ}ar@iO0*EviA5I5LM*|UB7F|&Axkd^=` zD)6;>1j}<_44YY4T8&16-9%%*qNS7l_=XnsEUvU0YKWKQiLj4D7VoB)|<; z^w2%gf(Lgn6mg1-C@kpfT)2>iqg54<+bx#?)v2$){}U6h?9E^@GzBVpvh64%1$Xc% zr>OO-@rA&wMf`M&_nJ+iZ{BQQfIh|luB!DXl<96?;C&9tb;K*nby}8x|N6zRRzWVG z@&qw>4wLG#GM`neS8JQQfemh^ux;MF`&y3kA@r0$E~oiPb2`s9I#6m$Ku+cfGH8Ke z8C>fjm+3u-W*Fh9OFV^Uw~maPEH5wEn3K`ak{= z65$B(kcx-W?9@6A+HL>)^OrAWg)7VVa9mCXjJBlh0{P}I4;eiuzJLEJN>)~ua)8V7 zVs>@!2Y6QaG$iMTKAd9JcHq+G%i0!8u!=joy3~4`ByTu7cVbTwYv0(|xbx4SHSiD; zwZ(Ss^gYC+&wb#)0jTFazF)q4=}mMx?Fb=ep%6iORA>HlJ^X*^(qUm?CeQ-rHVrg8 zk~V*y8wI6FU6&04VDYOiPD+^ zmVt*tRt=yp>-sP!kqJ>COc3=|K5^m*=t0!sf>ccvdDa9cy|cjz`AK&ams;=8cIKJHDu`%OZu9%LZQGWNEP%JKuQ8%u>ZWlyhpXm)`kPcD?xCzqe>`x@ z?)|S|goiwV@cu2y;P4A+$F;~f$EZiDTn+p$2eKhuXlXLJpGw0@w*l_@DT%+RIi5;HN}CfurL?1?G+=3pmPN;ALoUU zhJC+{pPv@?2eeMQK;FYOW#{BXbfGzr9x)=F9{YE4QUM`C5&b-R?B{(Jjf`+=bP8M# zLRVv*4nUkhn^VJT(@ZFpJOZK+<;nYI=DmE$joAbKjLRT{=w?wFm*;YT{E_u7Y4`z7 z&%bkLBxGN8-Z6Lnd+}~6WXy;tLr6WWg=`$7|NCxf)8)H|DIlL;m|)Eaz2K$zuH(K- zNFn)I+fMnYURFB?hhK?yEJ7W=#>ke<4#Xwd4mFFDBrrtB$GWe8KNYq;EWIz=&_Lc4 zLQ(q}%s-Q3OpZOMf3_pW0SqDA_9L`La(N&hGx z0Rl+C@%8JiQDsg&k5;8q40!f>9 zo_?Q0uMdfyFZ zUz^^4`G@MCDor)DVlSH28+duwBeP7hX*y|U_Z2n+;9%yG3VhuQA~#SFAZ*S#x-#sYle4I`B#ce5R>f97olY!NS*>*M-h)y4)265?Ec#uSau7CBP|1%=mu z(EW`GTtH8|z8%VOnXz^ls9%Fk?T6G}U(HLQG{1AuI!Q@}FZ>l1?tE@yNN|_!_m7@^qXsKQkX>X=*Re*43u9RPdR~00p`R24d?o`~w4zzmju% z@babJ?e;iyOb|Aeez%%WX*vEtC8Xc_0J2n*kz{>ZAW25wfkUyxiA?At04k zyr;KUD?zea;FxKUE8p7~^XI#M{U;qI_Fw6!|J^Tm_h9&DVd$ovG~IRjxwop^oPzNS zuv-wmuA!le4Bt-NL%NdPz_pl3Xs}`r%E3oprrUTZ255gLLJ?588nb@-3g90=u95Y4 z$l-zRu=w}m`l(Htte@}YM?}}m`0sO_+wtJ_&YPqpgEw>k*Ib9t6tFZaRD@8d`v~&dVOv7>I)bDE=Bw0N?Y)okIm_th=TD?V z-X}Fg8P_ z98QgRJ{1MjpBkDC7h7A}<@M0$UgP8uVIF71KC{ZH!ws6rEESSAo`4NtNn&X3TMk`U z8IkG!84b>gjl~241>n7Uq@%Dlqy-r>l0U%s3S2d>+TT3@^XOu}&|T1)BN7tsV+0(N zdso}ks(`;_nRB|)`FvL5L9C=6nPs+})hSQJJMe}b=95*(2%nZiB{MU7Q^AEZT4hiy zP@ih2*t8erpnH+j2@0Mf=9>)7%zQgL4gICzeu+E(HN0YB@$vKLHE3_lb@%SwBawt_ z*RGKy3#?Zm?LCKr5m|?`&fr?iG zznTp(+sK{u=-w^9YdPB#kor&pxDnobHt`%IO z?{Ch>W~N=9QC}bN^4#mtV{e z5X0EMZyyT@iGW6Q_4M41IOcbfpNW!;NAD1~6~N#Y=o2)2&+KczjWH)pQYplPL}RK7 z5QaKSRC|0z`0?JzE(B~j2;GX9Kv*u{%uLB}Ik&qAfk78L78?k8FA|0_h9wD_BiWK0 z9Z|h7tFF&h*=Uj1-ZyT;FltxNFXe7hhSIO4Y%$WD;L8; z$ILwuH3-Dr=t1%UA~qA8--^?P|DCiFJkJNat{iB~cJ!w#@tSdVCOQfHq;8DA zt)JNi4nsyUadXI#a2@}=%Xw*jzh~;(T%bF^A0_CJB_$<)hg$Z+F!K%bD898y2XYFD z41tOm!#TpRO~~CSTs*eNaRf4m6%Uv6Tx%lJ+U*dX{HP28pr^P`Mq&1=1wcjzXxz>3 z`&KuBVKQ&=BsBCBQK0T`>ieBmdcbOMaeH;G$LJK%!)b~DPb)Y~_Q=Ys6 zuLDLUw266mP6bSVZb?Q@?!)dEBWo}NF9wo5-d=U_tCgq%2e5`q=zI<&AGE-q=TLg$oAKVS!ur_VqO!_e%5%}&>^XOueQ{E;WE zaF`51FC~v5kae5aj10i}y^w53g)721BHNZNdotZBp^a5nR^G+LgK_{bk|A7Zb|xy* z1+V@+b^#LyJ}KJ#)`jr!?R!WqM%T{nsw~h*z0-CDZa-1$6qS@tsfez)F+Uwe@TXp) zbioPk71G2e{{H^$GXvP!%nMWK3%b}bkebx9YI>V2x=MWP-_scWFQONR$>GJnG+bha zo~1Gvi!h?-U>jF``C^K>AUNZv&6c`{ox!sEhKIi(^I3-3^*3T>x)s+_aKjoeEFS?# z*bsFBd=H`2Z?RfJ^t99?qBj)ZAOD|uqew)dn0xS?HPk77e>-52_LVY^hq?c|suh)^ zRc45DR<~UI9@56h;}@z%X&UCvXgU1)w2?40Xhh!c-(QZh3+|X^?Ll7r7T_ZZ z1pQ%c`-Gq;^lg$sgKW4lqH{bLw7Cb-LZ8e`rx26xXxj2yJB@R${a%Nw=Fe~e$;K3C z{H`54P$Q$io07_gDCnI#cdmSBI{y9iRyZRv!onZ2Sq;pyZ)Hiz%yn0ttkSjmK|L(E z=sf=6Lo5p~W%mC$6Se!5GXf0HdP?7i38`Z$_0lDN5*xv&H<`lJfu@ex;9|Wnoy`eX zKdho4w(%M@nHU}@&tD5YJSHLjlfWKG8o)u^E zVfx1(0S=W{a`~-QG(|r+K33|fNA$l7sr=NsT4%pV(}N0RDbSxw2<`yzjQMW0P_PiG zLn26cfE}cfZbV!;Fgc90svidaltU5*W>nQw0CfINO_h;Hp!MyQl&tVrS?CZHHi5iO z2DWU`2`2#=PfqOHS5Kp?yd7!i*O3W&f0W)|R*io4jB0#cy9`f#b@l7Iw96p_aRWgM zn8bU4oDYK1#faTOxKfw3#15rY!Y{`I=uBip^Jlp>!h%{1vr7xO&xZw7c|L9=Uh-GE>La9~5TqeeuYLJO&tKLXCB z+%Fx&i?HDZKBBeQP4=seJkKAWoScNUdK>x9LMIhWVHKez;2Yc1haDXp5CU2+ESzxi z=@{l?O&Vgg2!MtH{_{}yyu!c1hwxZImBI^u3#nQ@hy8J4D2n?!p{4=7QA|Rj1oV9j zad9%K3d#{IU}9`c2+2svAgDRTRFad72cx+tpmq}E0V#_N-U%1rj*&D9K}o=QcHnh+ z&SSS0yg)ec$=8!*C+RDdaTsL?&fEjv;6vaV5>+!u2ySSvNYj7mXFX^3WA7OueiSmj z?C&vz$E3x&<>cgHja?_dDM1o0#q)-cpYwr>`|NNktFT@U3lZ6jjkiJC@<#Sl$dw}* z2|VaOzKC^o!`sS2;UEu>0aq}_L%A*nvn`15@gg*?sxF;ybyyNH3a{?^{q9W_XCV~)| zU?P&l6`V}8->CoA<~|_ru<4Uu&oOgeMRq1_tuxM2r^Y59WkvL09b3YZ#daJQ+$|yT z=pY`0C-F&>ic}3`@Wy?dVasZoLLh29&owJ6+&uLvn%@Ce{{Ba>!b9LzAk<;fKb>GA_dx~GFt@3V zWWqs-%dl|a;zbkaxeeh5A!I8b>fL$`Yr1?~Ue!(QP0JM$&Bx`csy?b^IuKOG5ZN)@m7(`T5ZAf+=pkmM? zk?T}@R7#Wq4UDAsA^BJ!)zOlW@T-%*x?%iTTB9OlH*16a#(_e!N zf=W*Q>P#zV1I(pbhDik|A>r1Tz;fR9{X0Of{xVNW;QBcr>?I>D4T<#J+}SaQZAgV| z4w{Mv&{fu2m%uQx?>1dVq)AWU(GJ_eUWt4R&O3LI8-e($p8$3>9ClqS^%Zd0q1rk+ zoG@{L5RzR9V9;*#gRL(ElmbtuRA1nNp^C=jLFwanuc5B<2RS_?U4T+^L4e91xOY1+ z(tvWZw1xCN4B$&;g_kLK~uf0d-Ph9AyI1h%U&|`8|xyxUilrb(1LYdv(N`n=-@%6ss_Om<{e`NQljqn$ zHPyw{{q(QS3-LH(UsD0}sD|u~E4zn0P=}s(GCeO?+s|4?$ zcS9mZf4sn>6%GYytr)0cK)@bdmH*cOd&A1^0#f?s18)y%Q+ilrp(?3|hXnifx%e4C zvVsAgnF7$I5k@q-+nybg;DdzxOf~(rFb87BqTqoT!!H0B5eVxWbVhg}&x}{Z$3h$# zCgU~UanO^%F1ucfFY*o~A_JvQO{niHAhNJ7UamilHDGo{(m0?XQ(=2`1u)-)o*_&G zF9x=tY#UudAmI$Zjl1u@0|uPVZIX8n`W~@CPzX{9xV#b9Q_8*dJtJNE=D^2*NeiSH1@$r4m^G zv(|y71fx)%_L?ID2S;I*_~Q-=*FzAsAW9_IdB6v&VL1Y=s=B2+Eycf5!Ou5J6K(2(ApAJ2EYh{XyqSX zXy+*E6Gaiza<%8F)Nw}0Z$zRAGBuESpzG<4P*h&{0I}0x9=r%^)!Oto`aN+@sPKW= z!30Ud=dZcBJIzf^2r`F|d$Y3|t)1wgFcDKydi7(s2*TFRa#&#ISqjk<;2Vw250$VX zniOF7ZdBTseN{9Y(kEZgrjNe4$*F20P2IsLXY`EFYHh? zWI0_2kkCX3BJ(;>_0~t16cnMNBYD5573q`0M#EJY=$U~^v+eOs?Qi0X$s3Aa$;CDtr$JbiXz_cM-x^%k0#J) zW~-KP>?ZvVt-hP}F^byB?D%%?+^U+d915bhB#8Q#qWcliw}>YVbj0Hgl2TGFmFBNr zWza3}*z5Ag1t0O8o{n_(X$CfuVSQbBoNf3EKd`FGBWzX^!0Nrm4~68El>HAXAppo9 zpm?}SENEpBZW+3Oj{g3}SJ%X&ir;Q{f`?bKUlm+axp?$w(DCJiFAq@s8|hW$;VEu= z6uLN-AZ$U(T}12-4tXST1u(T0HgypZ5wP)k-J}J!2-N;SaZiF329aP+PEHaK5GWbs zh)P$=Rvc3q>8!{yc%qbEsrsy0kk}z|E6A$2W7fw)n8Ahr}VEgfa{k6>ma&RY-;`oN?F8?qllscu5p zuv44C2DF6!Py{^K7p7-s&`?lG(}I){Ac10$kIpaq4NU zF?8tOKGEX~5+ks00_KU3#2`ru zhG%bc@IS%cjt8NGu*BDbvJ{HrSn_K4)Q|w{4KSuSum-T5B1uM!3$Vd3ftxioD=P@p za}z+q5_LmUv<`6#;3Xh~^#Cp(c4vX<1_nR}q4z_y0`Qq1Lntr;nkmm#pB^JAI_F@d zAR-Sy4&TIifFE&1;0btpp#lXvx_vi-))IYfld2XN{L~@{>jFgkWhinA)1ld}61qAy0 zSqM~al9^n;L8NhT!$mV#7EASVpX0nCOYms4Mwalpo|`(z>HlZX=l3Mc^8W{6@2raz z^*}k7eehuqfI<)v3PUS}i9+C^uCB<6>GW^FD4}ZL0f8E_8TXthRO(2;9k8?$pcw$o zx&F= zc%G2227O#if-T}+0Ld^U&ijDx+YoGF!&}H@!Q+C>5YZ{X?trXVS$_236h{KK06iiA zF#rrubQH9D;NlE|Dxy{QGnAXT+yFS7%UFe+do)9sL30hC zbju=(EV=_IlOZ`Dd`5up7VPagV|tmHnl^>@wzo%swj~ZSTx@jfok>}>kR;%oZ=Ole z{UA|BU0o_MuU^$a+=v#WrU2AW1HTXGQ$D0R+sz;$OQ5MOH9{c=4G=lr)-Lpe9_tH; zV{C?jyw`$JlXIEaB$Qgv`4yzH=L7lQdW)EZq#l(I>+2l=%3;AAgijX-(WnBTHiB0N z;rAUBE3Eg4Y>bTlXohDA4v=Oa37l&I)R{7EPH;#-o*Z<@=V}oA4U~&RLy4cX3dHC# zKp%Gp$Tk}?6r^wmw3Wgl#@OKM;!+3%3EVqaF^mC2TY{#8$P7l$AYk-xN6Jb|^I?>f zEvqJ%y0@$fK!?xD!jcUoL+fYA*8Z6!5DQvIS?k1&^^jIi2*4c9hqNswCZ;DadEgiW zB!v%lONQ`kaED?BQUL281iMrAWdm>-LE1ckv(_A$tq0-4&TC#n8PLf5EA)(8g`E@; zdcq6|2TBT5tQ;IFvmA9pcW>MXDl0EP%f$z{lcnAu#gw|e9yma4+x`1#rI@dv&PJ3v zpk63_I)#algWE?!!2Q{Lc7yjlIo>q@;7rxn4G`L=bHAwnJ0LBD51TI3Y$CDlE-;RE zp!y2{Sr+U}cMNM#$VnWaHp$&M0M?+Uwl=MW)W-FHC@BH|!~q5XYLTavjzGIX6QB?s z%LYB@IjB}`2H?@JxM;%uB! z4HL!{a_Atg?iHDVni>W$^e9oVeZ4sBWVO)A~37vC+ILSf@Y{iYySojfq9rkR|*!3 z&U9H)DnVzZg))~93rIe}Yo%_b@1%<)v}9=GV?8{)Me7RbGXWT11N|%SMaSr<11kvu zpbgOMfkzMtCIG=xx=?Gr+azNZW$`5M3;aZQ{r>|#4S1ksy%j|3!q$$+wBVtLBNtNP zWQ)Wof#s4FGS7*ttO_o?WS{4F#R$Oy?a~T7jPb4ieJzjA%tm z;N?eiY~a12(UfH*nCuQi;v7IZ52v4m0ZxwilprKEPT0M?jlcSEMF1&HE6^GM=!1qM zM%wS@)Wn20)K*g}ZeN zw+Z(eMGx5T&&*S77|rzLKG;^@Zajuv57D}TK5ZNltN{jw_Fgusv!es0)c1y-i2xgM zW&(3B9aZ^kCb%p4_y(lG|7X+icrxL~)YNN)v8*s;fcRD^N*-PPKY-G*+hWm~d3pL4 za_S_|vmn3fyGs-jjE!6>>0s@rqR1p8N&M1hnz~6vOavp_mwozlr@Grnwrvl!* zd4t4I=B3 z5>tr+~}xFf|Z?5-RoSs+{m9~5-&1jNK?`N=S^j3(=XV40CJHlB2C z?Cv=WvXPSX$BHP}!D-#1FabNt%+7BpbCJ9tfF|oFA;8f((&VsHjk0Ae}(EA!N!S7&-_iVBa)^&I@O%sJIvtWIcdwBOfw8Q?H(f`Tqj~ zt*H$;W!}gHV_@*Bpg(d)0!yHOgOU+u4;{!q>7&&^WK0IM1T&)I0L*_JYRPB)%78b) zzE=yB5ggWFg9t33cYC(l5p4#HDdN0F5PneA!nrX=`*SJ7^3Vd_MMe%Jmxls#eibk` zKph}U^p%<(A}E1y2_F#CA$@9|R4V~Hk^zPqEK4*TkNu@04s z&Vob$LJb3j{uH902lWO+3*twDn>hgIZor{ErGDVjC4diC2URXes(hdkMylAIonYd@ z1px988$URGA@&pt(XPM}g$S{{3ROM+ljhUA&}tBpp}l~WgT?zj;KUH3mH5L7T}V(6 z#y3Nx5J<4G{eL`2AtZ&31ejImY`%|-93N{?)j%wQ5|q@yXZ?UI|HCH!%7;K2=d8gl z^d3@Okl~EPz~;ruCqvEi4qhB7TEWMT*Fc8c{!RrTQ4uj4BB=p{MGPW?;2}(B972L1 zQq{kFDGGWrgtI_+L?~KtVyz+M9Pq6+NLm5o*fZJ-hyVa7QNc=%5UWVWA+!pJYDiQY ze-ifNahT*#*dj5vAWpSPUrtB*{~u5x6+G^wLwL?r^+4#|kxLz}aKZ-=03kjhk>HlH z6i7rM@6-#R48*_%+W-}>ov2L`5ClRXuk%L~sjzmzC;PNflnHO>0?aY+641J%fw7Sl zMi)fT>&63HG6g+l1J9V7FRV+(z)%uJ1l>T8_A^ovT;EZb>lKBsb~%TtPm$x(euOdu za*MzooT>Z`X9X0}WP;9iX&&8@*857oGoeI)DmlNX=u>CTxM}5ux*E}HWg*GxJdo*5 z&&~pls&pv25k>*-#w_bE(5OK2$dvDk=am0D05{|P4_~vy!V2AbEMov{KUic;A@aUN3ulMf(MUk%JWlXzPmaNx_e?|NXtHjM2M*>EY(hDW2tW^1`!D zrviJeI*_F}^722KUR=$)^lxI|ed}&J?oY%UXE(|34CF?V+y422>HqyNGQKlG{)X#RZ0m1}8%{K}25S)yK!_ScN5D;@<=nxw! zh#4j!2oM1UAlLqyx-c~LK#ZzP?Jf^t0p63IcXmeNOIE1MfM1L0o>cBZ$&N zd^)<&wwTi~BT)pv86adMqWV?oHrqx){19>&iDMO7cFuc=AOI@hin$sf+=Wq!L{LBhVWu#*xepi>$D9?bz+;o( zBH{m-qKTwp-nXXLaW9tft+*J+9ssXHCE`Ja9ODP7t)fNfDG*>4>UyhdVrO(s!zZxi zDh7# z@7y!wf~*~WTx$OWilAy*TV;)p0KEag1s{drh-zvl)tekp10vh8hQ<{T(ISQe#FYtP zqa(@PzeA%FhDP@A8wlaM#s1A^gdg^Sycjwypu~jXjs-pkGuD8!4|V-smUt^+~w|L^~cS~#Hv`uk6SE?{^K&?ZEm4xq+W0RbKD5ac(puW^6)ieU#k zF)#_|QOMp0V&5NN!57t74P+=l&b`?& zL3f?1^f6bG5P9`i6iN@#LGNh_?!s|M0t|$7Em#=~v(FaAYY*V|ts$^59H68$QyAHJdi~}N>sEu$=@H9d{6-x&Dpo`xF4W2KRxsZL9=?+ z5@Ps-dOv|R{Or3hWr#pxEP)hdh@#_HvJfC*`gYwAafgHqB17@BCg?eyf=~oe5Q6dpDNBJULRv+2zI`2tW&=d#60CHPzhDTq0%(-;9I9Y>O@mpA zBohF11am~S`z*T}d;jW<<=ckfhK7KO?_fWX+J@U?2vq+c@N>flS|4#5Gpg}I1C$u3 zi}1D=h@cMGXcI7XBeMpsD-afmDHtyh;GCz71kOUDCh=F-+;fn z=oG{B1Lo2Q#Px_KA3zllH6l7#Btac8Ly5L&=e@F)bk!ee~UsvZx^%<2|!*D zbBG#;L8_#@e>z+QRU8rr4y&=>YSkegG>k~5rqH>wxh{bTBNZeM9JcR3@Ltr`{b}P) z1IsNS5pQwZfU|*2$i*Q#RvekZU1~R$FXsbS3c&tPTnLSU?&Jt`l@KcuQF!I-N5m|p zErh(_)Es&Mt0BB05YiJ7F%~|JU=08cPa(z5?AG6nx93%t3o0q;%w7Zqk`WLRNPIQy z4Tz8!NX;AnW9vAe5(S8wRku_r{_kQ)z^H18uBD}gz&(hF5sFKqZeSs^+x}VUcVR8R z1Jp3k)DT{k-oy1@H-g{XUPzV&tW!urCj=XULy(37@g|Fd}` z`wwtA1#MVde=C3hNsE3IKsbcJ5;cIV6Z&?#ZJ#NCS^m=o0CIdJ@Y5%huWqg(U1P2#EGn)R-m3gZ^EJhBtMW9&i-oIPg z!}niRYe27n+;bQd;230aByNHeC_ntiP0tyq7;tu;LxKB=js4RR?%9fe?Ssb+*fx>< zME&o6a;1}+^6V>lIVg+3U>gM3544|%z86k^5_q1=6mnLrU3;LChM@$qwu&l6&;{Q> z`+GIN)zdKSfOkcTNjUK_3~++$H<^$vg+L|5(hb)TJ|_fBL=j&6yXBnYRzQ)Pw7m2^ z+gN%C(}&N?weQm-mtY|nwLt}YTi}B?H4sjC)8y|?55-F)3N#}fdNpSk8s?`$R0Gn? z@30|}tN(LPG^VUj^9O&o(+2+)^uJAyv85Z176Z`@dc40EbRQ{$&c5t&hNkyyh$G$a z|NR$Sr5J!^g@EK3)MMvieE|+LHQx;)CZVk8VFq`L%|GvL3Jq5rFu2Gz1_H+31U5iF z5yMa5sQlUXNT(AvhVlLh60r{gx7pR|GBkV-o1b% zr3n$UU%eF@I7}q^4sYNBnVR!9HOaLNlFOG3A%dr=xfx{fAG^(X4&WRDP#^jLG1;0_ z1?wM7xi^$>45UAZ?4cP|nxlMI4lO>x-;^{+aH_1TwXpklzo}~IxI2NLY%~*J{W|*a z^pR5=h8ruz@D<@@IV;D(uvGVji*OzU$j7ov%sgLRFa%EybVoD)v{@=sy}iAZKkaV#JMCp+bRe*9viJd%<@MPxv*tKsc#tRKsD1-xpHnh}eJ?l3pDUG4SN3xwk zvRpQgobL$GIQY6m)f|4^-S_!+< z&SuAl&IRM4OBv|%i3cs+eM*v#C~NtHU%qPaK7&ibVzP1Y!_9+f$JCWr>n7jeUnSxm zXdER{nLASmc0C?>v4P2+1&P}~9k>`W;uozZzpQ{j*~^`W#$>d!f-+$lk`f~XWHvY*^e^FK3iz3f_vT+n=)AXfEOT5anaeVL?#`l&puM-C6 z+vHOA+_=CXPqusv^Nk{@?XA<^4LWkv9nV+vq1%_ousP~_(G!^*yvkYdGgr*%499L= zjtyR*Qxl_LI9trQ_^&Y&zcyf%2#mob>mLL%_L9ThTHBQ8egWAyKWGJO`#tN@@+Gud zUlVoRIRo21DD$OkT{6Nie3$*Bc7yP?QdYyw(Qnl91=hyQYrSfAC#!RN#`uihA1uz= zVd*qwCEeh9Phk{FZr<$Tef#uR+ z?(fp)4r)B#dA7t-_*Z{)P zbLlzzSvm{2ngAAyeHZ*HEm?3@3j8|vD zW4^>o zN#>PvDB(qOT%Mc0{Mvce_S95I?*$rcE5f&8_sJ^KSuZ>>`l!d;YAY@LRlt-}f7ZlW zfudVDXrwryVaT}FN)Y3bW@7$3a`6{gcc+RsIg_nhw3W`$vZj=B>WgESR#~Q z8@)1N`CC@keGey=wyLh1XVs2#iW}x;L;IXcYFcXW?c$#uUmWeX@~y&)&0TaeBTFA` z&u<=7d{t z%zQ3s1(}8+S$AJbTq6Ixu|7VgE4ar)3J;hrC)la!c?oBBg=h{kZiM=2j8wP8zwM9N zQ;+CS7>?Ey|LJ?cG5Yr`5sl?Vs<7=nvRU&WBbylTN3SoU>%Q2-(d^QnT&Rt0x_$kg z+Qvl*#%dIbZ2s}PiX_6VqMm}?hN<7$>z3~@l+dWrs;k7WLip&M#1Bl2D~wikCEz?S$)-m>Vv z9668a{Q>_!`* z`f~dlx)J(T#CmP(7QSc-8P9eZ)k*Zjh_s>8u%f5dqMSDr>yIG_B8x11_H^6x!bI3< zRYT6vB#WM_mgaS|DBsU%nD(x|2Y68XCPcwn$10${(^f5Ndx&ZOQ_o&cct>$LK+&_> z8|!q|_^5Aj?{_zzK%V&#Tc=X}N>Ay-%6pUUHcietT0auJCKCwl2o|GZUJT9W^`C$0O}F9bEkWq7gI zFGyZ`v|@JcW~S1tqn98`s+@wXx8S_O*v~qV!BxABU)8)X<_!K=WPi_0A`d7{NDC>d z>iR93OnK_=-)rP)A7RPfq0z|oxoSEx_z_FLq|m zbmx6<11=HNC_aiT9%h3)uD16^T`#e2aZhYjGkk_epm4?K)N1wH)YSD~B1cOk+oK9U zS&B_{o|Oz=yleQx#N>%s$h9rhH71O=elZxT9v5yAU|);!y5X%PUcz2#NJ%<8!=w{q zT9&n|pSQFc(VOHDso)f;=maS9mz1HA#F2QtpUZB$Nlv5Jn3^hNrve@_7Ff!#I8~O= z2K~C+@CiZsn^~--REl9I5-gWql-7XkXFD zxsmf?wqoju&3eIRUv`+}KZKt!o#aepDkOAKDn) z7?Ug9xvZ@ByXJjG!z6Ks=Q&{*79pQ|~YDB56LWaSAM` zFF9MWO`IgN(h%22K2??@BYMKwmLMe3$Z57MSS|d94S$xt^_{ZJky{JFO4;@JmtIx$ z`TQmijIouy_3z%w$&63b1F%!&_HBV?` z?6`AEW+JuK#PcI!0xcXF(%4{ecHF(Pd@E-KF7ozEYQi>ke7VWQSbP=r;hNLr!Nwzla5^Ko zxQY-^0%4pBuqWC6mVfP{7hK=g{(KSDazllqIXXSvv2u>u<6a`mXg{fRv9!pJk2-z5 zDy`2ej;;H;+cnm5c6Ww;vSq}Yv&_$9Yll6oZ!=0&!{ubRJ<)xhlsBE|d)_TYSwi3J z+-F;%=0zPvBHD%8$bwFcLzgwrF^8pv+qst0nybr=;%V;(4bcssKO@^^BWsQu7~N%e zxNChY=SBTWqJb8+r~t;iTj_$gOs?zkofq-ZxySw2%=M$&211PM#|hvT^D3HZoA<`v zx9FgZk0kriYf-RrJ5q1SaZ2X;$Oli|w+ok3N+8#dy2bW^anp;rULEJhYPwu1jgs_^ zTnk}Oez8t0itj%W)To;;bUE19rn9SURZ4MMp7!LckAMAdrn9bsPY&d1N3Ix*0_-x+L9f?n-#7%BPV5o#*(KfO2Yr_1?8G$$6bCN`dS4)Y3)rf$`98wcEebgkU0!ka-x zu9PAC9ky+iLDKiKDUzercz4!=Z7mFOgu#$&{D9fypwg; zD}tUlACmDMh74}4u(O0L#1%V`MSlF?xfCsl+g8Cy^6Am(QWpU>RlJj$ zV5n<@A!(mvZYhdG2Tma1N{VgH436CGIEt}*EelsB-3B>#_Ru> zYhTVR77NuN+7f|})>yUTGTPZ#^^0KSyHE{l?ohDEW0Jnb@Jntyk&V^O?=qTeN(V&q zQWgf96u*xfzdPXD;XZhag6!X$ka7&?Y*ENWA_rM5(R=}&IAZ1kiy=r?za8%kRqFrx zMaIq@X|}6SGh`s!98V$aZi!!?nKPnt#rs|6(yv>qSCxJnC(k)J*_18faH9x*P~3fV z<;$!R8q0-~XZ2*A`4=&4KD1w`fnZo9GX_knOG*czX@S!e+WblNr9m^gJL<|-eKfN%io@rHjnX+C&76&v)lKf7SBT1 z(S9pEYM6ubbtn6=Ee@Nv;nmJLHxygtmdb7T6WCpSu#f{eD;vZ1?P$O){s7s{-r?Bk zFCYqBa^m!e2xfmq?`EzaQ$j)i^{wM)YNOwUsdBmmV{Gq-FJkh9Hw?O1x5~H)ap`h# zphxFVYr)W=y7|%kzQPTGXDtJ7bQJWybf%hU+KR}Sz9S7fHht!L|AmF>l}D|VFLAae zt7L&Y=0*ShE)(v;3UcZgc%dE@*@9JW*mbpX<%ZJ5Eqlzcr9%i6j zdU=|B$u;rlpME>u$Nf2D|C|pCXYypAq0`l#_j7PLlX&J>yn!lBwV*%e46fVPU8>BM z1?}x#<&zzErv4B0cC}x5jeYn}Rt`9%-n1$5F)rPV#%^OV|DC^f`?%XwdsaV6jb@W#8=GLB^p6pid?QQ*vvI%3fe6Z{4DDvSew(dQB>Z8q% z2`*`VzhpByG1Py4a^!9jpM7+JsllJcvA7w#LYATU%E#+AYF#o-p%-7rQ(Dt~$3H0V zul>#u)UJ^AacPntttD|>B3j~kbX|~T^FkHsu{uZXky#|VSpZg3-GO)cND(dT8!h)A zOD-epFI-egdHWzCM97KRLl%2PDOq)hX(Y%^v`T+9VIpP*&-GegrXEy3d*!9~T{e*7;aMxZ8MlXGLB?hB~6UEYQV- zbISPKi^Ey2Z$*|+vArwJ2*UPMWU9w<$`94^R;eyAkKO1C?_O%U!Ca|JSE*Y+5Qnl! zplMG}b9~(EZqr7NJjzc=SOQwp*$IpqDN6R;Tf7U2VM~JAzsiC!bGRNB)%jh!Cr3%~ z<7*uOo= zt!}8vDPYe&B7U#U`=EbOFFX7s4_0R8lp!34E9kOf=vB8iCQcUF$du^4>g^lvPL4Xr zYiq|3ZLI8~Bm6j=X4q#r2J~(`sK-(r1L=DiC@CQ}6sIH4u*YnF3<{ z{J3WI0mr7gHTgunK$AVBE*cCG_&C zlJzh<*MICvD%mT~aDQ(-r+!M6nu^_bYKTP7b7 zo0LJxD?@mq@C~Oi%d+E*x>{{Hy}w?78N2=9!1cVhWUbS61ew~u+q`Wmd}B3!&P=^8 zbJOKIua4_hEE1u(n?zsoHT-m0r15ko#YFlgkETNCOiNI~r3)60kDfLx(Qji8cxFTn z7h)C$TQ#%fF;;vGaKlR0 z*0^|C6-QlOj`u_RyG+X7qq(Jbf(+WJ8%{V$kQUN_mUaBei*syGnkM~mwdH6jT3|DJ z+(WeM5x27T)q}+G=PmTl+sS4my(+qC-a-`uw-igOnVShc_FOIZZl`_h=CXdu)$i-ooh&dSSBjPhuhL++BRnZAZ%SVD??=uGg12PJb0%Vo$+h#_Wt!lx{z;zwKZOKv*&0z3R` z*jhH4Zp-qPaXYIPPL8!s{QGm2*t@&a<7F%rGpnt}l93Eulj71L_!F;NrPiTA5FT`j zq2@DN63k+qHF~tnzFKkW8Mw!u6ZJOoVPS~XjZa0?C(Il*Z%mU!nh8%B7LTOE*XVEj zh`35Slm7j2Wc>CP6HX4ry#Os=90Tq53Xy!7?A{o!y@NlJVq>hNLmA>7{D6`D@V9AS z5+$inNI>vQY3++?F)*VQa`a`_IdksHtO zE<3q|IY!Ipx-Mg1T%{VZ#fZFx`GZ@dcd=~Z=LkId_ZQcueTOm$M_N;L7-WnWAhH4v zcScTI$aa;tzR|TkQct(FHidSU&5DB`H|9yPnvmyD-pN|GW}AXPNsreB7PBdNSUN&J zV2cDS9+Bs5S`o6rBe(ce7yK!o^;jm?+4ZCL-D?46#Kydu%I$N9o6ffV78O_87ckGQ zuJW4{vE3a=oW`EQV{jD3MG;~j+!RBVzk)lV(u!ltTjcdtyD0?N9-m~eOhMb)9fsJ#ToMD zP+0i!rdv5mF`z^%gH=p%?!G7~TGUVDnY`T{r~JtHQ~R8QEUh5ioe3UNW@6IGT3e9^ zC5ayT4=_R+BwkZZw0GEz;h|M-y9n(EQnw0de>S(MWPT=~z054j`e~Ozdknvv9mD6I z7lGGp^8r6>qDFs#C4nnsE49=0L2?hHM4{RbUv6VIY2>4@!lfFFY2ylm(?}PmPdcPKuN{4SK#>?`*XW8REutgy zDkA1|_--^j*OKVQG1*q@FGS?z^X=QVONEKTO**ZA;zT1IJ#P85M@(aTqPx48;~D%# zYzo9n>`i&Fq_@X`BnT@V2vPq+VH@t@}%JWV|X5dXKq z+a$3EQC8<7e!u_PS8%vJ(51{uO*_@|jWj%bGO|bdxjE_PaYRL&h$~C?8@hw^na@J1 zMB>m9Jk#cJ^7On%gpElohT0KlAgRm1c*A?whfiMW8Gf{#u@m8=@E9G;h$p99A+N|p zT7LCD=dG&zoWO~Z{D6L9IWs-4aB<%RZO7e};>|sCt%n#7BdSKI8Cp5^wWFy96B?V3 z8RMufmrJ>iCCrQ3ay@OoAJ~+uGBK4pyR5?u2{}z8^@ZbqL_jo6JM!IeZF~#3^OgrRYdNQs`-V7GPAvljc=}um0;d2{jI_sXJ^J!k~WdIkdw$) zkn@tbBI*@8OSHt}Tw1~lXcBdYX|mW?d0R?`M(WO8<9bsgbg7}79%CH!etG zf~3kr3;?czsIL5p?EHyY`TDJUJq)S)6U~;bC*#tzQtd%zbzh}#DqF5n1cu|!)veHZ z9PMGGKeF22YOa*iC2Rj6ORQw2_Xs!2EMCOpsb4$ZG>oxtc0aW)W$u)*p003oV40RC zCbtQ9QBznZYHx0&-ma&uS+WXzbB8I^kKM>iMbYYJ!u6I<8GCBnfHT|>*7L1umiEwK zgwY*iQhD@Mq7Lhw?3!)C70hwsarUcXoEL^`4f6!VPqDN+S66hmT!?8Ef$JyPdqJbv@DnAN=ySedV6vMddp!-+(30t`qmhA0k)J zaevlU!4r8*+9hFMhVPsGp(Y-d7*>kgE`4+UIjrjFb1Ld8?fq=jAF@l)6lrm%W^pI} z^c~$cK>sNn*>yNhJ1MD>u#wcvpsKB<_*$DFIXh!Z_f}Yu%P*>1Q*E7veVYN!zmp#6 zg$iDAXb{C-bQC^&s;0Aq)rOK^w=hS@=a-h}zVE$w8d~9u?a!RkJdmuoGfKyTvp9HS zaaTa3-RRGroysFgVgb5=jPx#370f3+b5>35*``fR`FJ7^p(op#PzitX6W;Avs|W0R zQa{75nVCn`s;&-JNTs0guZ;2qEV- z?L}lzo6f%0?q}G|DgpTFCB+r#o_tYry(GE5WIB%G8C94maJ{ChH<_-sg+!5ehQ6io zH?Yf5`m!^zHk;@h_{ohI7K-M9nD$QV7aF)yx|Y~!b9DqF{Fl|)aQmbmgj_Y3AQ%$< zH3>r;FIPl-B~|5ixe=D9+E)e=@5h#YBAW~V>n*plsQ#(*KE`G})K<~iiwJLOV@3hWQH$e4j--l0%pGpLmE64>E8vaQpc?g*Mc-7Rd)^mIPe8aSiW+ z==~96jB|kj3FeY(X6lii?|llt@gHJ2`lJrl&C{E`6@Fhz^Rb5rHe(6K^V*?TMo)e@ zsV-Oprp>+>e%Zmb@NhG=f-_=E^2gLsJTZ?CxhB)=FV%4{i7%UKK3!0{k%<>=Z2MN) zD4Zi-JeI5`j*tD4Y>1ssTR~lckp#26*)))V1WPo2=N^XrYQCcFDa zCkL2jeb&G*@Cfn$ELfd3eldK5k%{l+pNV@Cco(NV6;~GvSN1SnpUqRJ-4N84zo)=> zeo(zflSeg5M_$>6dwwz6;T}Kj`+)OAgLK%w4#Ll|*c0S9&hx21|D00-57$3eK&3`+ zb$OLwu1#?8_-1w7z)iZ2K|S^rvBgyL>95zN6hhv=&(BMj<)L*?>s%?Y_hk1`{_^tQ0PY%X;8=Wqr?pP?JtHv;tJKlbFe^?Lo+#{wo%Qs!uK{dFQ_0(sjJLwhc zcJI&Wq>oom{fuXSS9B;H+~qr6VkA;=q9f(lvTDn7pa z{+0#DKKpw6=QJ2pP%noU9o_wQTqJ>q%V4QRpe*C<*SMe7_qB>4{_~fwrNbJ1mEll| z{&*buVrel{!FRajdciN6Lw;Xb75e&@_pz|Ux6EeMoBbLN3f7nNrl`>s7L6U5o@S-8 zdYZDpA~(?#Bgo;=HrMu=V^&`za<4NS-)HZ@P|P%hJ?YhS0j0YE9DPlA|(tWU0>_E^JpJCvWsqDD`iS8mTT>&2tLQNhYXyb6&hMK zt)iE8WJsAZBs|tC57@xciu}So{YXqG! zoTgZf1F$wXMHG$tW10C%=UE#)S*GQr`0Vp2zjv%pcuk6}?P-#KY)x2?W?W#1x2GU3 z#At1}zZrY8;nK?h(Tg2Z@D#@GBe%MHHq;!cy_#DRtN;3+zgv9EdWzWsCMqQPP8bn>K}=8Yl^ z$>|PJxN;~Rr2>rK$U6+bZjX)aPN z$&Q+UH_7KMOW)DrRe48DE@7saJgWOz4r7-+!>?vBKznH>ZHb*YDkOF9IZ5JJ`}DLo z(d}H;TvN9C6ud?JOI zo{j0>Q#-`ynGY5b@I2$ljQ-|HMas|kdNTQ>7kD^raqhgo+aFJoE)BBL2EP_RS2i2* zCcg9zjSS=K%91$Z97Veql~^Z*MNONrj4^$#YrmKqC4>lhqu*dX*xT?w$JI-Y9kI*o z_E5-s;y9j27Jr1XWvDBlOf|fpK$ydnN zp8D0jH>pwiKxN(1xT}mYQrFklR zDLtv0T2{KLN$z^|V6JBOss> z0@9sIcc;?b-AGGHH%Ll%r*wChba!`mgLHkv^Ss|a_CAii{{WV_SoeKTTr+dcIp@#d zRIOEXG%uqtGTyUqeVgEC!Y2a3N@0EJXm7$2TQ>rj_mr{O@Ry^EAD6@NvJBP8i|XSn z)N;&6X}9eZ5L9$EZY4ya`%sK!6uqL~uJPNmW7vh6N6p^}A;Pw*q-kUsiP*M}27G6p zN2;090c~R2xGlZU`^tC@3~XSiyZ|E-#-kg1f3%(D6+&@|2`R|*1mIPNZR1mtQBsu8 z8nOID-@dayQj3|XrUnHuLz~7NT&)S^&b$?!crY*4@ ztc8afEPW-6o%72q$&Ec3)LerbdG!CS^;B&g(HTu0naCRn-%wDIe}M|RF6I!LSs@NS z!(k;#>5nHv!QO=R@(fgIOKBZ{DP3Jca5x+qIwjr5 zc9C{fRtHJ@_Rh)Za{yOP%4`0&au@#8a_~=eh0+Qdcqx+W*#-;SIJcv`zvf8<^ zN7G3VQqQz?GWg`|wi`tC&m|8g6m+Ki;cE;ohv0mtq1D<5u^UPm{QlogDTl!CA|C0k z{C&4H?Y~K#Z@1!R&W{`uxo_ObtD-v_j3z$rqPIKl zX_8qy)hMBa{6^4MmjA*O-I0Ka5u!3^XHOnIR6+NXVd@}q&&dM|D>OWA@B~vz${BUq z5Me5Y736sM?M+GSm839}LKHtuL1Bkk?(Yq5?-vmfDkA$n6KNZm)9qa>)crSi_vTI( z-+W4$`2vi#@^LBwGYZ2UTq3CPoKD{(3#Tc`>7+^ZBr$PT`!lG^!obckk#l9(2M^vQ zQ$3L+9QZAKYN8)j48}|YB{0^4q|g!E6u z-0y!D_RZ@^jy&uCvf~YDCGZh0^L6Pd-akmG-}utXty^Zj($6A`Q~TIHR8E zM?M1wyHXam`4*O|lqUKlga0#E49eX{eDaqvI!2&pti5SPnmeEc{x^SB%e)AVMWwgj)tr5h>Vx=_risdnL4!o_taLA zo3&rtLE$k~IG-GwpOPgnys-EUf=5n%2z|v{eY_;BL6f?LcCwzg>Otns{@%%*K<#D0 za3BTZ(ctr`G|3=X>$m&0VTyfACY)O?;JPO#$wQ2f0^`-B$N)XIdiuM}3J+45AVLZ$ zW7}$bV@s^sMiGh8>7RB#@DrQfkF!x|-C~ynW%qM}MUxM0=1sAb5*fmgRQ|K?B`yt$MW5!S|ci zf{lrjg-JJeUHkK99Pdb6BCmuabyzY4iMTF1EXd`D9@@^XX~o$v=)s)%u0$-HSN$KZ z4QhQ_8EOxtZGF5CDuqE-DWBrU*1vJa5hHf|yn#s(0saI=7J2@`Ph#GB1C2Tn#&x-i zKLb`Xxi0K#`i_sVLH+|XDHN|C4}i(cXu!e?(xZwiy(%OOL2xfSgOJPXTDcB_i&z%0Gwvf@j*L`Do_-EdAsb34C*au@|0bQQNa^WRG3 zC_MaW{?OBRG$~R0yJXF%%Y>bnwFx+G?~Avao?`nDyVqYJnQE#3gl&R=rf0^PznT`C zU`u<8)$GQ?>>&3tNgJA1`{(!4Ka?aK4Ok%0bFK;G#RJoL+RNc+!^Dp0Y2102FpxP& zfFD4e?9}M&GmQj=@m;}p!SzHjo~8VBaT0e`PIrGGOaejgB1-VvcXt@~<^A`L@A=oE z=Abm^w--^TDEsveCkS|X`W~l5b4mT_$-wFP)n_#0vHw}xl-TUJBR!td8xI_sny|{P znrD>G^SejO-I7BWhF=KxMJY(|e={?zgZ+K-O0jj_7X39%ek+H2csaJXH_?+Iyhzt^JBo?MJ zadHszaaKk$a;p!u3Kyvs2^SRfC>m?}Rp z@m8v{GFD{SyDRcxs;Cwr^9~PyAwXhjO~d{NgStzJbA*p^bhvJJzDwE2)RHzJAY~Gg zPUb71At@Zq_$4RXyU<~yys-L>Ky>871-aQ^vNh>|nuQQ**=p4`cWLp%loIRt!gBJs ziINHTw8pU2&BE+HSi5I0IeaWaBtn9olKb_Tg>!o>J}+dd=F zi0hs1|8&@mv;C7FSFCU7>>2+v)rN={{VO{ek?*Z6LBNW3Dw<2KoE2$PecboA(+21> z*3ISqn|{+VGYg0TV_4A}KA8AeUS$E;1V{+2X(j0^>W3DqtiMJTvML)_fa;F=`=Dn*iR-N0qvIaVzyra_xb?3=t= zS&<@&C`uu#DZC2_0!x_MXLuJ>n3mr?3oA87uT?VQv*^kaE`4cljj!zeO~L2;6``rT zU^=>BlsK`a;uo8&Zv_-qq~A4of!esB%+d%5@EpS9r9P(O_Du~2prlf36W-%|gW%-X zIR(+HMqD4rYfoIP+J*~u@ijPu{IarCS&3l0E*g!lQ{=nWz=}LUIA* zBT%@T6SE_xOE!w+k@Gg=%7EXWdN8HP#01%S8kee=sH)t5X`)ejw?39s6z+;_Y1C&q zkMd|Ge07*$|C5f0h_Agt2C>rv*UtWx%lGnMq+(zI1jF1{(2*X0wcw(71uKVuBomw% zS!NWethacSi-DHS)a?0$PAEC`41s$zvU?RW`0nG}B8MfIX~mdf#aNST%B*i9_Cp&a zy^rrDljI6=;)JG+wC0r^8`_2)v48ukw+Nt)-sIegJwS!6ls((&JP9->xZKH-(?}Bn zoq+qHw46)r%!!QxE$T*D8!@!5hV-%5c)VAky`ZA!{>5W=04Af(39%J&ZS)aFA z#A@`EC|*gzJP)Iam0Wcp%MIJO+!{hQQmCuAlxxWX;wkln1T@j8L%-;KtG2I}o>rmo zy5#hfNPyNn9VoIR!Gr>|tLngJvoMS=`enHVmpu%9A`;>T5I|`x_WJ@DW0QY*J~(d%%#&@W8j{W@~< zt;w)WS$CX^zqE@tvF>%Z#}JN=eCmFnD4-)+`ke9`8C9+*1$DEO2kNO6(SRzC|0~e2 zA6@=igZwATxTJi;sdM)jyc?f)l}xLnlBHCX@DXFkw_f)og(+kdY0G9+WZxm&^};wy zjhAetz>whsqslNe(=qL|(u8+iT7TN{Zl^#d*qPJ_F3M1mx(9f z&khATteHNXVXr~%`yZNZ-FTN?g^DQS{a5R5_V!8Ql?zB<8ON+sYm<$aLSg>(ao26P}WGIL^iV^=aa{PS19NOoHZ!y0$FT4T6 zj#&sfiOjJ_q0g<)OhaY*$`dmNVng|CqYo^jPrD1Z>VB291yHXt0-P7HMgyKbiooN* zg6SC8^_6rzm{mDBUzvkIz&N+IKc*X|d{g#@;G~C}5K0|ZHvub<#NaKY_rttS^Xh+6 ze~f-ten)gGrycSL)I)UCV2>4riC8s|@3S5=7Kf}kA0xlj_-7g~0{4H&Kw7s2j7toG zfn4)h$A?$5QNS@HCgx=0fQ5#RNSw#6cy!BMh$Q>{E!6+t22Y5dSokOtCi3eQzgiIw zGQPEci~EI_-^GSgW7NWaufFZ^9|mn;i`P`SqHsVMc@JF=jY8#>h$csU58hn^iA>d~ znTMK3*|uIdF9ig!gmSiQdvdUB*hYuYcE3^rrhBi>)y`+_uv|RCQKSI+kg6V5N5z}D zcDXr}^pnms($uN2+uBj&zDr-FOpg33%Lmxjn_kv0ET{w97luSh$rSd;w&$xd;ADBwJRn~@ewKdl{n5BH z)v2f@0hh&3jiD+5jVGAs&GF|tlxm@n2(*8nVO&T~!nj?NbPT_f!Ac-TX-AECZ$RPF z@Q7!PyR=$`W)qPy``N5-Vq)-y<=t>gsR^j%Ar$%w2CBfdC7$6h4luH-JH!kHNfss* z&PBHQ;N5Xin|3yL77OZ`nNaGj=&=qiXtTRjo=3kS3)AEQMeXC95}8Lm$ef&H%FH}r zVE(6nOfXAMjqUUYGwXzb$)EPIzqSu)woSJ_yk8(BBqSKHLtmA-Pe7Rq4t6`b3<2=w zE70@R{GqTgsO{<43RwR60HX;M9GpcW_y0ozV6jAFjWdY`i*`zEVtamV(YCsxC>LHLSp2uOf+;187=xQpof$)a zN>A=9WBps!#xMd(%$rAN~E#lVOZ8( zf8|iYfdVcyPhaMQKz4k#ZQ;FQz~x&PXhv4^VxhAf|Ll#Db4w}0&L_T=a9@Mza&elK zUL0~#qVEeb z3qsyw34vGMY2N1CO_2|t&8xZAPDa;E(ode?{6kiMUvyLY(NF7Pg{E|U<*i~`&vXPS z1m=FJPqXOXV?vm5l4*YRHLn;b`i@sUq}3!6{7tWY`Yq5MAS*V4)v6mM<>t1rNqgyb z)(b1fm6i+Fj4n6p!0@5Dm2j^ym~`-GI;Fjb2QToB20k)Az_dx@8hEoj0h1~}KqH;! z3D7PBKtDg=2zS|qDr0y1JT5}8UD1nwSkAW{`)NvBTuA$*DMb!H3$Bc}BU|BxR3*na z+7ojXw%2w-G4S_{S1&d*sTqpc3^|h~Q;MvTN&GS#`Fs~eCxzJ-_9K}m3iCVZqA|$X z^{|&Ls!Q$#w-^?LANg?_IuVfB5a_OSMlrp2YO@dGX(Gwt7hj)XS=)3@s+J1wK+!mE znbNfdx6lgv1u^+ErLd&sXqTQwkZYoid>sC`F@4@;x&f!)H-DUTTzmp8?oEB6y)|~l zGC2GR`$Ip|PNZ=k$!LN|K|%GTKac49KhmWF;TB(U3Ex_my|l#r9JF{*Pts~wPIpdk z0KI> z^LzamT$qK{wY6p9<>hq)=H}EIwL_IJKvVgrvN8%p@rle!P4}y56J~7Q+l)=0e5Ma; z08=9BOy;*YX5x{4?Rv;oFo9~q+lW|j@u|`nLPT@k4DDi6<-w-pae-=b?JS z|KN=ThjqobJ{7Sk88`n1Xsk2|+6L$n<-@TSOn7Bn+cekr*Jqt+1ohSzev)BHOFx{i zRj9(U?0e&C+Rf!`YHQl@oUx^Z(LHPC4m@f{**ZS|vZ8(Ip}6XszT+T~QB&>``EE;c z$X056y)>UcMF~&tGqIKo54t6M<;A?Y`A%!ejoi56x-}NhbXv%JyzYAX?nX9pJNR~O zo)3|mN4wG`t#LyalEJa`S=>IhHM=fut?gj}15h$Gd4}h*REyf!bY@9reFY;Gu3`I; zlVWh9*5c06O6mH>nHIB*Oe*AB{iMsJ%~RSX+p|vURz@ZOFd{jKI{V7btfvY(I)>gb0&l35V(fcVF(8$4iGvpb1O{BhLfhNid%+z~^bJ7>zG=s(Jw+r;J74!lUk@@3Vq3B;mI zrr3VgUKcNO`*8cnicyACRwzx?1U9b_O2zjG3DD|)>w*^c4-qVKI5MoIlbu%V)(~0Q z7$&jeylUQgv3htZAr%X%XJuLB5lL{w^v3tjSEK~3KQ{YYiF{Vv0yQNIWkK}mVzz=9 z6-}LDRYyOF>Yc1`-i=qSam}pu_kkFS*D1!UUH+?WWU6#; zDBB8fHG>DRAyNo{_G1UWG$g>oe_%j7&HY-f^>*U}aH|n9Gb>zv9D*D>;rlxVt@8wf z=$>sZqw(f4-HSC;x1}|0*{_M_7kwG)Xyy-xYPsVuh@-M^Ib}N(gN(yHM(FOXeYrw! z375E1ra!1;3E%Ol+n@H$Xz|ccX?a-DW8Gf)>nO~q8ZnLPj_TqkK7+vL+it*bH9>{o zlzc@lfQprfMT#iVMVdH#GZ<}D2QYR195?QVYTbyWL3J+_?S?O&X{(G-1^ys5FLXU zTR-vIaEG+td(s@CUum)s0Vy*Zk1opD7^iCoghVU3?H`bbYthjzim#&K@9&?}#w~N!= zoXm+~gPtkKa7qw~8In*tAf)QFL9fU$el$(}^<- zhAXEQZV_1A*-Q$NYA%2Aqs23OX?_~TrQ!Q*@TnY zObg2jn0A%a(ma3{1ubVYF1DpRxMjF*-Ii%DY?m*XsJuJPgC6x;^qvdPpPTmaQ=h+N zbqarvk}9D?VpLw-!FZdTPIK5h72-lZBGQHA0_iBKtL)OmxW>b9@n z%-wAM9$mywyk6!dP2X0(OVDlsA}G0tIvTbb9Nw`@`#Kbsc>HOdo8_`D;(`O}7`h*Jvh9a}bJ;cP$%*3kfL}mi$vukKCG~2`ZHw8* zYb1+eJ^91NoI%8bPF`7I>X`!zF3)7F4L)D%Q|oF<8tmAf3sY^COyUzL-Odb~oO#)HIdX+$IzbIL zwDELLTfIEZcZ|oEuv@kp7<9JvluyVwM_N!p=ERX--KnEqdbrOO2JE?+{9rkd%>Osz z)|=WeD|jz>@izt*cVHCDQewHk>~lSdjI0M8pTYBAvVwTH54vso|3(SFAoAXFe8Thh z)PW!5^GX<5{fq0q>27zQ1^)qC7<6+Nfx(H&6{%!oFs z<^*D?9}0y`*v=WnznrfStX*J9M;yfCEJ}or-BVo^@`r-cd;J7x?bP7KRCaeuxxe1E zNCqa16*=4aee~KDI3lfgM}53e|1#oLhu%J_9WXV>MQT6g+eU4g_{4VJQA3?HZ%@+7 z62+=HR6UeO+gbL@~T|s&)zw%6v{AMWG@wjwgC!f?T@bBgH8IH z%TG+0zClgemjn}0!H;RoN zbcRN?oEve7AV%Xe*z2#jZvQFwX(JJ=LSU5rQoH$z^Je=1#uCg~0t7odeEp;cC-FQe zzu{gcE(*!{l1})uX}c|6GlaXZ)=^U!EL&9tn%1(p-uDhX@jFP-PIR&qQuF^hX{Dth_LW^VahpGS16MZ4I+H zRec9CP(&>ICUZiadQ^rM&zLcY>#FjZvv@C=eM1hW8c*P-C|RQIqQ6{!F^aOB@T$tM zCmDT1rC7=OHz_tON9)D7{vTFg@xw(~Pv=l=0oPq+2*=Z|p) zVjGph(^BYYjzJ_U_M7c%bPin|=s1=@tx35|@mNAVF=V)JQsRMc+o zrQPzH>#Iwe-i!}8+Dz(BqL#n#S#K$@x55}Le_%R!gG5lL36wDCL=dh%Th7*tHv?-C z7tuj*&DVSpPTq$DYevCAOxP3O?k83pLl&k$TM+p70NRz&1d%o&igHkNd5Zm5ds zP@!zp&To32H1BAyequIYcJ`NKzue+&8q@JJ{rfdze6UT|zNOPqht!dXSAHiZ^ilf) zGo*E5Kt>Z-7PN5LKIsa_zpu0Mo$DV{efQGv?QY$Nc;u(2Z)ZAXI(e4uWt<^<>x@ls z5dWHZ;RoGQGp83bCnJC|{*Ys1=bNsr9Cml+BKiVxFz8xW{Hr~fy0dgv@9LY-qaQhi z9KjGc-!2}C%NN`nvEO%I#n~z=66&Kd)1hSbb?xJ}=1Y?lht>0&S*>vXF+{yLM^cZ( zYq@3XgJ{-Uo@dj`)*BkzBCDB$Yo@(T-wmUGx@o;pO!FI5bg!G1jdo#Ca(y~6l7F*X#BSYmucw9j16>jDGV?{|YBU8;;!klWaaOB%I z7IUnzs=PCzQe$+n|HGfLvy|F*8*_e9d3vwodEwJX%sL$d1*qJ@&9H)R9j3aKS*4}Ec#~rBW9lJ>938L6Tb|i zfjrMok4#d?@wL>HY0n>7Q7&!-oWm-Q+)+u<1Z8BQ*T)*@4GNvUASg=;cS~i|!adr3 z*H4*SbAtte$j=8wlySMtuI9kZ5-P7gBSrq?LSX|pO zGNjH904Y`7m;l;yqGtxDy1-dy}4&c3)`vgK(mH3vyYQeJUi)Bzr?_>oiEf)RbFEQ zoj;(^I5qUEyjJv`r!J!R8Xly;ZZ%xT2cr7r=GG1G@t6MF!tL$M)T{bN{={SQ?Vn_G z&Nlv6H|r#5?QHsyjOw#1!QYJYr+7YGZImf=*h)4kIT!S+BlWf_^ZvNd8*Pj2rV>TY zrHJ=#MdoctnSz9dj(541cwkJxqG^nz?@wkD|G@=0hO!rXJ*#LaSe z6Pp|a0vZZqv^LS;zL(0QyJyKehI?kIQXUSjjRg$oqhcYuxqOUhL4LlG*iPI*gHvfn zBtdV?qfYa%K2O)%Kq!Ak?z@$@>F2nh7;+bV_c?2(vDC5Kz}KqD1u<|{#Pc-)p3-!w zGS$V)Tnc2`%PVBtV6E3^k?Mlqkl=?4w7!KdyYUm$s z=z-gjB%3=*N&G~9xN1JLnXw1h@LHG2EUgcQ()dP};|Y;f27#or8!J{XT8|O^u9ml` zYg<6sO}xxm<#*tk$9iJQ!NH&3j4BLIJ5WaGat}i zE|cP}3Ymh)mdT0PU0)y40W&D5@8P)RY~#ZSnm1*QdwR2<%+-@He~HrLo6WpVKcuhU zYc3$z8`NxitoRltgW_O&JWFMvb7T^T@!dMrX9QyHPuEVCVcF~y6ak1u$n%cM|IbXR zd#H54NjMT1|1xPtJ|YV9C>l^@ss)8pEY}N(#9Dt_CL+!`4Q{*6pNgPYQ2XfFhTNlWkIa6iR=-w0fH zuKO58QG`6*QC@=S97=_H<mINC%330o? zQrXfql_&qXe>m-L+O5O8#t90Fd3tfGa1_*a^z)&nTK5SG|2i%=C8RXJ70S6mT22 zwu6>!vXLY%yUJK8pd;~#wn7VQ!}MRe;xoyuG5SIr!K?Mis){aO zAKz-NZS60*Y(&rMSSx-65#YS8fJzDSWhS1|L(M*CpqQdBNJd(qfidc`*`$Kg!yZX6 zOc`H3&0}qS^R{F3>_FjcZdElV*1(nMY@@^aV94g}Aa}HeSANVh< z8rNZJe)@86ymt_gUO=l@{t_svguW`)O(?67-J+fXzWa@ zn4;X}oB2jOj6x!B_qQCRHU@5aWc&xWLKxe+D(cQOHr-``fkBx*dLeU>FbBte+^oHP zp~rdj?=)B9nb{pik`W81}(G>dAZ9B zQuvl~gZWa!Fe7%JP4hTY6Z+k?!=Lq5hSW7pJX>UTT}?_~^mp?B&Bg;Mh#mLUA4b zqA6$eyVizyT3ACj8KkG3iWe~Y2Pd*xt4;SxJT2E~`^NSbl}v5`MfJY&0_7ltJ5>1K=BS;IC-wf! z8ZuYfzE#!qH?f@iOz@v4@6^BwN=Sd^jwsK+T{x+z0`AwQY;*R02Lh&BtHq zFNGm#T~(cPcL}^Ub*S_b1}X_%c?`-#e7dMt4HPr;bf@H-JmRKTJ!Qsq(z|3;=UhS~ zBU?6;t;jd2wrY@M(-jsdiv#?KXb!aM;O9-UJzk!*x!QP0)#94;nD7%6|C_oz$u@XA zdbC#Z_NMt|okIM+H|#6k7>~luUGwt)Ci66_xkj>PL6<#NL8w`G-)|5-O1W*FM3*O=TTG9(W2$W$o0Ce$T~P) zd76j!XdwH1wfNNv+f9Mqoxx7FqOXGBF=!>v+JAg8Mdi$SmV9KnT%i4=5~Tf%ATcjimYTJZA*yX#Him0a(Z8shB#XD6MXz48gjT>IO(~1P zGH&DVM#>-0@?=ttG$TTVE9ugV?JbVS1%;!kZ3KE(jm2_Ne(m3~;pKTug_^z_^GKX{ z7~AobdwRMFLh^7`n}{OsnQy&=z|xU>TEeR>NojL!QAu;$X;esz?~OU4e)S&N%Z+2# z0j5$+r0+tdMIIkc$DOvmAiyF`M5IXrZ~KJ8!u-X15_=8L>g+2_)@q@Tlz+yUOcRD- z2Jx)eXf0$l9&xqEaW{WxU1f~RfnU|DIDbNykkk?^uTR`IbXkjAXpp}q_C zj$0)W5>$JmAmkl#as;#RR-pL1uncd*z$2KM;Y>~K)NzUyxhpyyGCK+7p9jhEva}YW zAO0Ndl!=SI>Y>aZsd~9?I};;2`W>CmyDKz4%L#AsP1TIiZm-7$IpUz&y!g_t^E6AP zOd%?!T-sw@*Tk2{YVL)Pd_-gTyFhPyBw6>FN#V3< zX!b=Bhbx_a*B)~gGm9kz`%1&MDxr*HZX&A|cnp7(v$cnTH5TJ-Q-R`tJ^bG|94LkM ziR?~X{%|t|O$eNYr!F*n57G`Vs6bW_fU3N!%FMLa5rE3|7nTgAS)FAYi*c=#IEU5! zLY=)9DRL$$F1&plI&a8on?kXK~11L}^)H z-2s%XeCD9%djpYk*f@9Tn_)Jr0*~!C-AVJ$3q#7%>9BB4;|-QrtbV1z$mskFY7i_z z$mCnHL!LlYBq=~dGein^&--lm^#o?EI_%gOc4YxK3=JHR7Qn%_Z~xrLCr zKf=gQ;7Z!tGaDIAfQAz)5y?^aT&H|~%cQi_7}sMNx0FzoHu-~Ke_ZsdT{1StxjnVEK2LV z@7Dgi!Z-|?*h2f3Cx^wWkr9(oPI565Vq($90}1-Xh~%q27aq(QnL&MeRV%i-<=Lg5 zA>QDL6+Iqp;$Ms*!u5jA+o$GC$j&&qSC@W6M+y6h8}jEc5EU3IVq>YzOepHDGU7O0 zO*@g35}HnB%zR0wM2m9PDiQ90tHkf03NbK)REVy$G=WeciK=)Lf*@;?RCQ{kYksuh zd}5)$hdP@fo`mqcF50>tG~E(FlD0UTs-87&fzD3^QGxFDbvXpeCg@UaMjv$F8$*8pOcGA0-V;)g;nydYN=4^s4RrLj; zP;%l9;(yJ(;k`c;DJe&#clb`kNLHRdAs{g0^MSAcFZ2nYM_fS~5tHklu~6XKnIx9j z<_TWHKP_hKRunNlyrYTUf$_#o*-fLY(t*n2K#k~k^9GPv$n&H={ekAplvf=limgnE z5uxPtSPU#|wmUl-oKLH&Cqk;2=clbc+0(=|%wzdeL9r?&Fk#}(hQgz&(pgtYi(@LDWL8D~=Nv)wN-d#+so^&Tv&9p$JDsFDjqo4K zv-cDvYPDBaW@aNUi?>L%8+bFm3j)fto!Pi_$=Pud(GgPOtvjc&gRy_7l1lSvv6gdD zZN3aLGP5+0dm0mq?(iv)9Tz}g>{;tNRtSEoE?C2n~&t;5g=IPn( zqPj}VxmY?o`#rx*WIA4O?~brP?uI}y>OxblC}PS?$jhu+6dNI`2dWxhR9$9UAxlWU zh+$@W+^*QZJmI64We+vPC7UJb1-CI|WTcQ zV|;vZpV(S9xjKJ}on|>-myw8$TKLo2Yy;1Jcg10~B#K>ng>& zuTh{@N0ugPtoOW>gH^=euWa_JQM)DOf9Zw2nX6>K#~hd1OB@X>sEEwn>^1G95AJ{m zH{Eo#Q~EpT+xGN@^1}6t=`&xF!NI}d`T4bFEM#gn6AP=}!G@=a@WqAvGm>zYJe@kU zOuBH6JT-Jwwx)$`74Y!FgwLNIs8U-bMqDU$HEFLbv3M$#QvYs9X1`dsI81(2ceBRh zP(1PWa5|T(7SzX?^(}|7^H)mBgXW^jWZ_^5z=*eCCSqgNH8UwcaVagyJ#VU`cv^V& zf?Mr_Vb-qPHf&#lu5pi)y%y`se`6n9qv}Up6oU~L7Z3M63%{Y?`>StD;D0N`^^icf zxbV-vRV&%&9vo@Dy1xv~lM`ocd&JG3Lwc!LYLvcQeZqi`pl4wjk4Y5k4j_=bnm3l_ zFiy|t4kE4zWKg6O66DmCi{$2s{XR5PgD&w$!`*b~&&1=r@{K}E%2JPFgntrIg5 z(SS2qgh>T|P4hp|LRLCy8q)|;(gGF)%6DQ>V;G-6R1RF`Zuu>F!;3a2Z;cnB(*+2nq zUa@S4812F_(bs)@t-tgoHt+Mw_g;N76FX6e1AGs-vY42#7ZF1!pYgu{>j<37VAM-` zI8(P3{;coG1>w6-S$d3*a);h@{hnDawrJATpteA_nR3wKI&e7N8Iod~AGYl~EZgL= z7Y}%f>sc@lWp<<+B&Yh2BSfDhId#gnCQE{U8IEzD$lY+21X@*$oefXw`W}lg&$CnB z>>MiYFw-Mj+diWVIEIu~^CQu`40)DKfzJZhzp-=~%}$1Uw>pBpRi%voatYM@A@OAgGE}+pCpYuoJ#o2O>->GZ1BnT| zr#^emyoX2$Z@E2k<(k`~+7}(l*`j3GQ07ZEX`KBdCg=A_WBl-jv2(>-nO|@1_pt2f z1G&G9Cie`)jTw^N5PcXJcicYhJtHW?5gC?jL=R(QOM93(z{AEz6CQ3F+ZCw>DZccx6+c2DII$Ej``@ zV{nzU+x)|JC(p5Wag)Kmf=C_76kbxxLL9xp9;K4u%H&Ro&C9;xuiNmCLvCQjK1X9? zXTi_VxUlmfw9Uc%kzV%Fjd9~a`ui3OI^_Ku&Uf6$-v!w+{k`Ner4jh)3a0mzc~<<8 z8hkCMH+LONC}SCa#LB?=l942a?2)%F3-2|CUwX12v-{q8XPQ_4_~Wwft>siJ;iX6WH`HDn z_wMNDoo(xD4A2J!owSmUXkVlse-M%V5 z?e8*>V>gM3{4QKFS&;`?O>=b~Jf`uQ6I@K*|GvARc(ra8voHkR;(U3tN7Fu^NiQSy z@8Bos!dmt65FK|)%;SMKsocxnMaGdfy(uXt1Cz0#PM%F=?jA72Y$PY)7A|&HFrCfK zG~enPNyGo5-0fxBn50Ys}OeWR()_mXLnQewXu*RtXdhjkmu zAisuNM|#$1h_&Df)Am@OX*dmd?@PMAA%cK?Z%+y zMgS6+@b%YqgwPrPebr7V0LTB|-~RgQ|IzDz-r)mJ1Oa5KukV4ua#x0E1*l|FQqr~U z?QXzko^Nq=jNj+G+d>rv&?mqR`rZ?wcf3$TOIh&WPyPDxN9O%sfPD`HeCSHEY0B%< z)lmR+R4vzi128nHxvLf5VFAczw|3ET69657C@TaYHEp)~kTK#l|8tAp8K;w<->zMb z@{I!XyAhhYrEh@QTGo0`34~n5+AWQf|6bki01j&l$@3Np(B!$#yHH;RpPtW`>9n*B z|8pm+uO6&BJ4QgA(%bBON&TQmi3a#*-vJpX75|lvT=WkDP@c;Zwf}orUHZvgBS;Dw z8gPo^&*Xmb^`RXnpc$>~GXO)>)Lc4qCOUHsfafwXGpjULQBry%tF0ZTUB;Kbal`4- zk_L=22L=YZQle7{K?QfU>|@(_f+Idsvw;u)F%ZpdZpMXBi_=PT1OnF5wf@iPTmM!6 zF))lHLt1P`F&=dfXoK~vZ?r}SXlEV|NfWV zX0jytz~JCJ1O%a|?91j~D>;pgNkjtv)__b4oH>C}GjBjWUoG-Y?vJjgiqLvCt=Gl} z?k%aXkP>(-0{*&<^9pcaba8Tuh>Pn1roC#l=2#hU)qv&r6Zi}QiRr)n$@zL465!ig zX82#%%9cy9H~>xru9ejb7@t0Eg={p10Ltw7_XEiP^O0Zmqrl~ng);UqzyO#V!j%IW zm1W~TIk{9)R}6)M)4Cro809pCTvx_)qOV8v?ri;iSpJ;m&fUxuLVQ zsH`;!d^N^PYBGN7bEfkTIP50!~g&&dJr42`Huk_3V>z0y z>OE*J)@j4f7>qoJYFGilWd_S7c5RQlZRs}8okZi?UcTpcP`d+wkO`1%hQOPdnU!^c zdlxwNb^!z{sBN@|n^WVZdYf0FJ?JJYjUn2ZMXm}uI-}1|4|kX8FGH_CkE%uiVrvVa z1QXvsTc`bqXT|BtgvUzBI zIN3ZbYukyI;nf2$u&v$Q%c}IJ;=#-7Ewyd>$_yZ_)})5Ih@;Uk&via5soMg?z*)3` z&|>u(aeOw*l+OLKh8=9@^Nnuh2T*sEtIoTr(zI%;n{{nZCEVt7^z#Oc_V-V^g=}7r zcf08twNm8KxL8;ed=E!eaqh9Pv6X;E_Sgw(E&UY@HT!u=3r5`Y{YiVU(9v9ch&sUXnY#bctHE&qeRyXJP%X){Ky7_dqdTSy8@T3K> z*scA%bR*EVG+p*z-w#5=OylJU*D2s}Th#^I63(QKES!Ria&vQYHjCOT{r7>~9mpfv zM}p9(*ne&XYUu<5EjyF@z1`q-2o{s5nAkdyiEjS>oVItY-xwo7*D_Vf3%I4A1&X`5 zaleu;1*{T%{Mc6AqQQU0?CqH(o5CoxApe60Q+JkGO&{vP=8FL;tz10Gw&8SO>Kk_j zA{jmS2!8~e9$=T=03Lc-wX(Gv95HElzCS!hq{Rue?;XEhTm~vMf-PVi4~nA|j0qlu ztgN*fy=FD)RweAj3xj_@6cEJSGRxYLBVB?nzgNvyP@uhw!d#!`@wEnF8-Ve5i6R z@hLfhc%_&E;Jw2G2lP|h$(&gm2?>cQ$X-@fPEfk5TxEP7Ej%HF)+P8BXL!>3V9ERP zXv=D`APD&4b)$OB*c@)R^dS7U$ab^}Sy<2jZZB(@JurkeU#cJfk0EpkwGLEh-HJ;v zfae0s{H2mjP;g?BlBA4`6NQ#w@1g3)EN!xVXJ@Amkc$?52Mr5UGOqPiKlL++<^YWf zm6@5j%p1_My2Jm<_=|~+oo}9LS9Ba|zS~L8&dC9hu-=kjQRgtM<(i9z2BAdxhY}Ja z6B7p*E{9#lqK%atKhW%vEZNU${nXXX0MjO;hK!8Al~c2`8WT&_od_2ou>F6voqIUc z`5wn9txh>O)kYbY%Ahr=R*_2zC$u@k!;LCWZYwM;_RJ)@Fb zrc&mVORmefTeB+vw4q^W0$4$Wff#>&Hw!GksU`1pvH${D}xsd(gg&ePMgZ>h9w zowO_^PI4A{mMllvb$ng@Z~wHnsW&w>6(u`|ZdNt)w>nntpPhQ`nwI{K9ZoNNUhPw; z2OS{ZeGcLOA8;+glCIFhFY4;z#!Gu;4YahZbZ9jH*(r|P(T*E1i?dMkWLH;L;fD|Y z+yPsA`vf6nbUdcA>m>UQcMiLB6S>Vj8Eop!1O5FCN_t*#n)FmHO-)UHOiWCYA1<17 z{V6Bso9XxOuQ~?{6X}iHZHKRH8Wrb-PH7wH=+HZVIi2tTUM3h5FT#S%eWB~}Wch4i zqe-Ec5#(euF$Ndu$yf&b_>&+|i~gqH;nvE7ya-E6cePemo4*7IlarG((9p2pO}Cv9j*NKm#ppPVFRE2#)8tf5j!aKX#979yr{*yVpVnjs zDtEEO9GN=6MU{C0YIUoEw$H8&# zSjZ5S&${uod(=FrN z9b8(-yUpB>#9+p&mt}uD=8ge_d5TX-IlZ%t88jIE*b#Qq=F>BkVaT4q-`xSG_?S+V z;FP!b*!u!#!n5l;qcPZK=H?uyuh6kU6Vk=7V<$Qv1VhL~2&!$?lY{B8frGLv7-%ai zt9&o;)t?jpNJ`#NAr=-Eb{;SAZ&#F=?~!AxsjG*#v^aH!4Cl%Y>;b?U(dZ!zB#_XB z?)YEhbU_#{D=jWiuPcP z|M1%vw(ehr4c+^`R@E|IU4`}G6}_?0yTcGv@_n|p@(`sXfvxU+eSJgIZwjAB$TZh+5^EmMN8Q=s3)(wz6vTCkleAjo~62Lus)W=gHoszZ;M*Tj8qff&Bw7R7tXe%Oi`p-ZA zaOPgw(|45d2a~cYDk@%GJkCL9R*^tdiG5-$ZugrXJ;&}v*dX2!0F>0bcWDwUR;*Cm z>A8k{gqD_8x43GNl{JvfcmX>UuhmKf=*RJ!DeII5+-N@*MrAn}r#HB|Mfu*>n>meH{ zt4t8E?LM{2mx@<9t0{h0hgII~MzXKqp{C6H5Qbk)3;GV9t8_?mXDk3dD=d!XIB*^7 zd!NP>8cvV17b_^Ls^Ucb!NLuxR8vj0x=-|b9 z$S|V`4&Fdd&oLC$R_=@>p=R27v$Q>Io?^NErMy1MrGEI7I=#wQ+2RWvKXX)X%4 zvJ2YugGFwi_Psk3wp*0rz#U2BZo#~Nt)^;nq2*n(26~Xr}iRMfUw<>dZ_9RNfBO|G z;@YyBhmA4>o<)vtq2z%6OvaY8<0)m@B_Dak;)&dnPO?5owJ15P0kL@!YHpB8Tk`$G z%1`PS!pTYtiOQ>5xDNX7p-}{vto;0!-$)tiKG}b`z-5~vfyLwSMS`5XAneD-#qG7T zi+|mu{7OMyelIdlpruRNs#tS@cJ}tlCN>NPAz9B4*|2}b7uTRtGpm<-qFIT{7U_b? zk{awX!hC2!dWYuvtB|+{-?UegFID|KGEgnWdsPb|3-4puPNO%$0Kob%o_wYYU70}G zp2TU9;g&A=fRx5Pi>WA(Ep(|_L8@$!AV@kDxGWP2g=Cg?GpFMc5~_o`ShYA@a-rr^ zAd)jni5Qb&Yjo0hru$MxR@UU(u7x)}e$b26>(@6R8KDOT>fO*g>w<0TczWZ;jR4~m z%Q$7{z=GePfdw^Rd0n?i%uo^RkxWvr5jasV`5QI3cl?oATLdmyo zscEy#ElY7c;#B5KC9`P-vNxriHgd4Fv~jRBH{N>P)c%^ejrCp; zDUrQlDPUzfluw6cFdUpYkic zOy6V=3v05_>*lSVd9TYoS&zuKj?680{+QFrprr1*F*4YC>T+N8v&%KrHF7V^Wy(2d z_`Ek9r8k$*95_TdN{_#&X9`g9|NEZt|G!^oMs{`@{&miqUw7>2v3t9>Z>N#rS%1iB zB!2YlfP#a=K4%%8$Tx2W53#Jl_o=9;rnryi{~aH{m6mqR%}>qLWqRmHTZUCcV&Xa) zn%nd1-hb{KbEaRnE^$=s=P8qU_oq*u7>~4PC#R;~x_fu6?|NSS4!->Y>2q8^J2w@5 z_^{7)uJ`GchFI2p`}gy0p#Pe7SvB6EkZ1H~e%yrf+O=ypY}wNO+Wjk+vC7+Jz5JW3 z#l^+W6Md)M{Eq&t>+o1%^6>CzZfP;XCuq)bw75U`cInnW{*}2}k7TnioUV&w70u}u z>;+5HZS(75Y8u*Xq%4Zgyp%5c@Zm$KmlqWSBjcqDnbxLUlGc}c%I}*D3=CKf)WOT4 z_U#LO{CLyC(oDyWK2bqIW2}wr;MWM6P4u)X7cPWN4K&=-%d+(ndK?~JLs51s)m?bB zPT}3VjZQrkF-4+DTv#XBla-C_WN=zWh8eHhDi)phC2#hIre|` z`ZF*fAuB7}H#Ai3zC3r?`lhBP3r$gEWMr0IH&68H^*mytqN4AjqRRH{+0#7G5EnI2 z`{|QmK|ukzL7Ta_(l+lkOHNJ}i;)&$wwbxhJC?zc`E9JHLO1vNa8`zt%XGY^o|gIE z8?iYr{5S2Au&}Vm9^{Lwnfc*SHq6V;UXkN8T7y&c?EZbGw!9l@_2Uc-3@zPd_ny6c z$zAvLtD*4u4~EzJsvpiT3%36L)$+l76IoAk)7#r$xJ`VK+;iwqSeUhymGF#Umtw>`9A-A*E#iA+1_FH23dVYMa7gr?n4r%PoE~&Jp5QGh^M#U z4Y#y|VW#zuN1=!J?tMJBu(0>ksZ;MFB8sc4tDC<@91|K2iLaD?Vo-~-aKNrx;ayTv zE!JgXX67<>BC{#^&;gtG>P+-~d6t+cGBGt}sv0g6qrU$2?1J0h&LbI?EfQwt=AW^+ zgKe2fnn?-i>HD#Ok(%7$;o;SFbsAU7(0-~ZpUtS!1 zoPOooE%Pf^#8$6foq@Wtli8ocWZWZ{g}bSALC@J)%A%t{mfWRp-yU+y-qeh2$9>_T zuyJ#LDOjGjFtfC*W@Kc{`V-~$xFyYx>>cx~S0#=eJ9gmu zkk0h%n2Eo{?%lgBe|>sL?)%uBE4kqEK<=uac{eoJg4&-XUVifANxW9vIW3X(o(H9+ zB}`0A*qE714p_C8T6YwDNli`FxyL3P8WO^KA;)1iw!>a7X$JwCqQ-;^6<=1m%NWe8 zt!vC`UVJ8X$$fE5sqx)uu6K!vHRQKBgxVs?-d{Q%z)?Is)bf%1K?VQF@i;$X=b0Cu zD9J&GmqSsI{IOu-6wBGaUCh1l2?@Gk2dqM4VsC%-{;cxTgS~2RADkR+VM2^ z=jf(Ql)iz1%J}&B=2)#b@+Y*QK+d8ibw^v4-FC7SQJE~iMJlQsJ9c~OPo0wS^2G1j zy-Z9@jrlH4Y@D2x#iXvxY}^n+}u26ZsK>^ zE05)8j(@)Uq}y~9e5dIp#|Gsw+i}w<`;8knE^^`f;m^Xt(sOQ%&-bmZkJZOKM7gAH-)G+W0$?qXTn;z>mlnvroJOx%R7 zEfvRup572O*s?jnWx*0W8Io=@yyR}^}k(_<0!At;DT2BrxoACM444aOcbMZRG^OJwJ?>!PT zBK^e1z{$z!fc-D!>A|GJ)ZH5I#3+{7K+KNr^MBqmQo_WHsL7IZ9kl1a=IEGkj=Fzj zq(=Js&?mCMw{G8lhRYrN9(7MMOludF!?kNB=)RXxmkqtVyaFnEQqUSx)@<6DeB?G= z%IUBJDYbG70aS*3e0gN39a_vGbf|!w(sZk~C!`Ft zv8Sb`{>sQi)wyPCYe+{&XSuvMH}w9MyRnFfh>D`3kD`KtZExwC*XW06KbHy@#~Ci9 zUu89kzuF-?c0J}^Pib$})3_zB0#q{cmdz<9E!eP?M~@!;SM^Z8pMGLvWfjLRF*7nM z#*Hs0H<|qV@0ypo$B!S^m9f8&!_)igml#F;{(E}LyU55A9vSDY;>#1Yhc9CR)jjwE zxg-Ps3=XE)POMWDZOEaBS(&?Y~3J`7p|sHP47AUGe3+=TT`=?bc|@VH(7Ql42+aRcHOj+ zXz)()R&5y}J3Rxm+?igZ6u1BtNsiRKJjCd!AfeZA;PLy|su*kP*@6X8la-ET{BCFPYPH%src+i;C7 zKY#i13nh8KMWbfUnbF+9?(0G;Zl(b#8@C@9+rE8!jN@`&m<@mB=}@tV^J`wedGn@J z++=Bf3LigJ>j&-EmKNP@e47uu%k+#nTYi0ggn0rWQ*R)5`-tM*d-r@2A;Ja)7bDw&kwTw8=agKY9&W?Ecb!cR zc(SK%>nL^2moKX*{eS*wS;zt2N*z3C_c1_xi|kDn02#x8E^O`gii(QWc&{wSK{krK zmKG}@2Bos53RQ{|+pxbrW|Q{2oSGL0X(*uwue~ds#qOf=tluAS=FFMDfB$y+-oJnU z8`{z0OyP=KQm;_=@Guh>7ngOGMN=Zh6Ak^uhg|18DPM1I+PClC8JBpkah@7rZ3;&> z`a3;cUUrY2kJb;)|u_styysHSkhKGeVWO@eQt+jd_;s7sxfoztHVmJt}>L)zg-_~9UK(E zQFb)uqfJmeqoW18{P~?(Tk8Tl=>!;N{wKj-9IE zd(;wfi=D@RtvPw>)Q)m&J8ten*MIq5$guP``sm9iBeUgb#NYgaj!nDH1UJ)-zc_e} zE;cq+eOTI}agSKJEr5bx<}pP!HZ~4%V_L~Q8|XWK|MqLkwAn5sbSiSFK1L%VHnx&U zdnQ-=RmGYcz({l;GU6uX%6n?7s~J%`+Q%oSrl=@gU0nhK0uOYxKV~0#y~RtOLUCT0 zwo30yOHU8sa3AYl1srr6{i)K;_15e*3kuKt5Lrvl=#M$kY2%;iA`1QU`(rhRM*=I8)!N?sqiZD?-pPens#SRE?P zA!TbAHHIE>RM33?zI~-ARoPv5)8d+%GqD%Tmj1YDWfW>Qz&)NNmyZK^+$7tIJ^X=mL*p?tjkEBI38wQ(_HZn8c zqFKF8x$Mc~#~M*tSMBp+2M%;j%<1Ic+;8^f`6>+!4YFm9`7(OFdc}(>8k`fzYQn<% zG&L=a>{>^WmDOvv=35EAxpHtcPI_2~+5f@g$26!-)_M8)`I;}+ty_otUxcFfIxM`OMVO(J_Rrb|LnjTXAVA?V2@f=-02WXi2+lH$9{~)SN(dac@oZR-*}t>9`xZXwiN49ZhfB5oY>qi?QXWv; z5T`AExn@gNcJ>i%ZT4*s>9GXy=aO7c2We}y(Csy=_5@})^Fqq&?_XQjm8BV-Z2KJ| z7qck9LfKXEBhrlxGx6^hvf}3~TzEZRjXJrF_B3d*k2Ox&9pz{Cs_5w&YDtrr@fj~H zM9ca+GgAR%>3`=AJuMxbac^Zvmivw)7 zM+8_RQJ>aU@f@_L#daxyw7_2w&8jMS?zew?V`Jk6e+BHY-sN#B&&##pU0}G$85xQ8 zdUxx4!{kamb~Di4I@$K&z!PpBp1`Ig1ML|0K?$%;86)co-f&dPGfW zk1;)T=umt1wbeg={ye!9=wCSV`SWL@|40^OWpVuZ^Jlc7v8AO&%41mucqiF;%-A|F ztD->W#-O@(g^)OYx%&Bj2AssB*lmDu8#p=d9$ub3W;QnvZ=&VjbWm9MbfmVx!Gm-8 zgTYGQeuOu-va(9djLj(Mz^#yS8rkx*z)k2I!z@1CwYrWbeEO(Bf7Zg> zyWP~W%Rl1cdK4V{($dmsOc*mVGA`P@-3EAPYiCy+sd&$JYCvmpsAW^((li&)S)*+S zt%TFa#s2<&L%=BK>7i%!laRI`Wa%4mqe61*zseHGBP*CDIfm}UY)bXHFw(j`%ZsdE z^_zqQCW_Y0yUU%$x2Y(HR~FMsoyQE;LikXNa@16GG>(lyr7WqbS%)82)YlKMpB%S} zwFJ?jHem$lRj(6V7|c8{?W3Kfe}XYCI@;DloSl_bEA>Fg#MoGI-FsEL@n0vbFB%!~ zWmvVHi<&E2oiOu5lyolB%a{F7@BB47pFMjf<-VBp{fU~sx%qBz>=Gt+c6JlA7_kEf z`Vzx9_nI+=%ee`r<#*(}_$@9j&YZuFe*PM*j*07l@{md4%JLz5d;6b*Sz9e$t$G_I z>$$iTnHZ?OYSk)%J$r&VE?>U98sdmgM;KWrCeD5Ilw_libWshvgCI{N8Wf6*wP&LL zb$x!k>!bl2ah=WcT)oij<_@$x=@CPhLUYM}SO{+*b(otCy2h|3O(y+zKIV|jTwq%rMk zgP?+%a~v6f%s-+wQw2{+@f^C&xczuQkrJ<)_vEC*A|R%% zz5OF)2dIvnzkYe&UcJ7gxR~n8^Zj^>v}&h&K=(Z8siojQV|`z^oNwOjhRQ^`8uZdY zIk$O%sD#)}8mD8TqYW3PhdK6L*#I8rcjEER;_u&?RbR;|LTZADvOGU18YRk30TsIq zQp5<(B#&d_)cX5-)Tw^#gs9O1&FKO$(@K^+fH49hpc4E=uUs6j61BZ{?Q#E+8wLc# z9I$S`1LY)-q&m*7w>?99nsU{2IOnF$#GSyE&d%ilOJf8 zQR$tH^o)!OM~+ZISzuhf+Ha;{&8dxO9`XA5oIseiwzfrB!iNtYc%p&ZH+^-TZn-Q4 z8Lwb|K#1H~RHhAUeP$O%3+?*9@_GCDy}_<%(9cLo5og<@A)!luOLFdyQ$}+Ed6R+SsY!X*j*9{yT^m4C)3_O-tDg4Wxi3y{b=mumRd>GibK~o=Y z%T!WOpj}>^Pz6+Yb9`{9v(pnhdrL}6irD`BWgg2DyfQA+jEAldMLYcKr~^`JFFR~e z@b+BDU}Rw1BY*rj9k#A7&cz#|WP%6oMK8NPP`~?G(EF^LQ-XudDckXq53(FD{Jj18 z*wLe*5DPW5wJ+m^*7C-mS1VJZ{iN|S^iq1r?ARVw-Y;7VmI}KQer4Kpm~B@IyaXak zUKB0l02bvsqB2RLU|z4fr^2_tNT2%&zG>>C3r>ouu=bv#R|6dfks(E@h4PQMM=qz z@OT&rso3_rt+;#B!)C{}_VRj7jQlvn#=-F^ARr(#FtEl&mOiI@Os&x_FeO##kUuZm z54b68?CiT{#Kl+#St|6GBWA`Mweq-^XM5J0+1S)_S6q^njuq^%xgoxLe0uo8^l)Z} z1kNh?&_lz+J9ub?&;6(bQdwW5r1~YyK-~Y+-!I0^ z%}p*DBILd&FJ4r02rUeU%G{7ZjWZzvJ!oD$YSj?B|3&V+l~s!L=KStZ=3EzsGiM>N z14`?5bZt1Q{4zNu#S7;OMvc~B)%f^$N!3%)IJdo5O}-l@!6XaTJEpEr+L>hwwTp|( z$z}Lwd6{%BOk4Th4&CZNM=tsDg$WFFwkPQDUvvf&*hy2|oP6F7jt4NyALSH-es9@P zzztEz=d6G?gqn3*q&xwa8lA4dg5yk~b7SfRsZKU5rlwuBYImOS3OL;C^1|rDhYzXn zmMCV=UEWgt^Y9+l<3mALF2nl@y44jCoanyj>MbeJ!@Ps6Pgu;ZbSMAR`MIz%&3V+zjjOc@93S4!n||N;KYy7<^OTa3sy{XI?KN}J?5wj4 zoGKUyo#ktMj$X`j-Uwq(K}~Jr%u!o$XiX@PD#q<7*(?Pt&uf3*uKj)LzD;BNW?Jea zOihv3LxO|lFI?b4S(!9_(y31z9WKjG@cNcdQkP5dvIyrAcEwq4I`KTR?YmZtS4%x?e*(VINrZ` z^B=YZdbLMbm~az{JZ^`Ktn5bM(IB~b`qk^U$X~p;1t|Ue@3Bo};rG!o#jZ{kmf zfJ$YZ1!mZsX~Ro!JT#Ubv==G6Zg0(PCx{z-v~piGkGw97SJrhjMg8C2h~J#-&slTl zf%Hz6wQ4BoJvUFDJo)OzAJy% zY~?%6YQm_is|(}w{`Udg$B$6|`fogyIJ@vk$?6S9dXQ`V0Z-VWpo*OB^BUC3$}~I9 zEJH1Oosgi{bK6gu|ERt`kAtJ*;G)-?`&9pa{;t}>r>5XGUvXaujAYp;hSt{lwHr@F z(mr@Vr!2r?|M?Y8i~0bIzk+~>i0`|1W{(eT&|dX_{BnKU@l&T5D1R5{u7!q%?u)J~ zK5b*M;XD1Eq`A7r#>C&sH3hzDF%u(>urA;2~kCc}wopWu*Ds4_&Ml*YRt97rz z_yWf91~G-*_AO3Zw6wgOTEOM;`k;!BV4B}jOqBl4xn3-A-K?*#A1dc24IP;Z?hZ~D zyaTIGwY3!xVqU+0?}xM31KO9)CW-yABbdVcU0JOB?AeRw|NOQxTJz+ED`jU~;K~x0 ztHeedhEuVcye6qvAK5@lmqIJMKHTa9(I5gE$6o+_9QSMqI3^V+Tn~bSY5#F)G>xx$ zH?Fnk-Pi>9SAi~cAKLvJ>^-8+(J^v(5}XK-KH72%yRNi9kAd%gX)ZJ03pT%|EFQY8 zLYW&xiZ^NrzRId!-O8zTND~#x1m0Y8_O)HGR%j{B8CG04D`V(jZ?65Wp?F4}dK&4m zvdla|P%YpkHD!-ZG9~U@!cqL1xZ{8(r3j{E%8dy#h>Yw%avbB-W$@OQ-tfpDz4IL$ zKjQ6MS^$_|Q+j0Y;4J=PxN48?NU%WD4qIo3iN!x zmekg7<-70wBu9|>>AdFo5wm%V+0i=*AKGh9y!=*{p&Rlf&Qe-hTD_;fp<##b4Je~h zV;?mYw>|vcgB|tG_aE6fm+za~ zT3U`kjL}ZK*j0{lv-Q9MHmH{SEl7srpgTvqQ?39`le^7;H?|}y>+x#O<(`$rJYkdHyoo` zI-Zot_vUe>A7_tiS(Cj2&>edQa?vGADjDRgGHt(`pqhAHR|7$0?Q8 z;h(;IN%(z-6f9Z?bW|*j@+R`~{~y2jb-Q*3{ z&*|)xlH#zowsvGz)nMl4W`bS|p4mPcaNRDt$Ioh0EU-f33rCSv}eA3eA`*wFC zp@x=_gGw8oT24a-VSV$hk`4QUNjG% zJ^LIIW6AZYySLZJ)009=ODk_+zzbEX0+3Dg+u&6bliP4jsi4^5GZC^wp`dUnLa)Z{ zFv7on{d(3vr)=Ur?_nOCujCIOO5dFhaHgcAgI8Q!T&K`o7Ka}HlaP?O6i!{>Iwz4?h+fGjCbj|hs(q4BIw;d$8ykIZ z-=={%oRFMPZ?24t*4q?AMuD27MU7B~7cUv)=j(T=%7|F%>t@H+YnN$6Q;5CrZ0}|0 zM(cjpzVbu*3646|LuFb@){TjsluqE_Pu10>fSr`!m$C4<%RuVwW=8a8XJ-vzJV2`p ziT3#XXot>+D;uqU;|m$lg$^fcgur#g8goQ)0 zRp9CMTFRu>s z!a%$e5b*0Ad>&5NE=2F$$jckFj$68@t&JTy-`ymAxJJ)?@P0{D^`4vG?Qll;ig~cZe^(T3K9OUS6)O zqT&s5<8-&~(0*8afcKG(~hJ#}7J*9hGm zh5kz2J0=tyKL8aYr0Xs|D{xydZj9G$|GVpzD>b$zk;^HStzzhkApKs*ZD=P#qX<3h zA*bC}86u>UY0W)9Ga3XM*n|Dzyu5f2WHfW#t}`!+9&T643NJ?*Zs=$Jh3?55IKm&& z(^IWMl_r=7-kQ;tJ{pu<&`J$H@u8XrN?KkYNT^qw~vp?}d2a?Id;9!37nudmu zg+hd0D4+Rj>g!ps`JQIKKu7wBeTVfRnhaD|UpRAD6AX?XrIwMA$@-Nf!NbFY(kP6y z&Hd0&4&3jOs;YZ~tO5T1U1x4<`;iF1A{Byv+3izo0K#u*%$T%E(@>x}^lmQOOj!K8opD*u0kv#ONs_OQ`hZ_OivsG{2%qiV{!@^>4 zCMRPY{{{&6Ug3wFoE-55R8^JW)Eik@-9MLbzPPq_J?QCC?7Q@*$CTY70L?fV9EVeX zW>w1MtQ}g)8n=J7g(^Nu^;+dcYu35>`4U7G0c~&l_^eXcw(-TwmuhG`z0xec>LO#z zySP~^{8c5j-^Rw?#h$;27$>B;S!g!Nwp~ZjC2r>)NRdD@Yq;A~R74?C8TKNetMBsC z!W-C-9EYy&L6dv%{JCJ}>a!2;u8EGEI=4?%YxF^4%(&A5p;KTd)nC43U&@g|29;Cv zkf`W-qGFPW!Mk+J7G@|p1n+`QZG^WGBBX5$@fEB$L`RN~iFFFNTj#H{>3d_Lh32VM zv}_b-i8!N9D(b3Kd##wDUAf_RVW#^0`gLi~`499Uk8pE?2aGm#cK}ZN`6(2x7yER%&Tw+rb4mtFDmX<2SFs(&Q`5^UZbfqIvpn&!zeQT6y}_Tpe%%0G zjf|}jkiZ=Vb`e9wnVC%qM~sT{0WKlpB_tP$=fP`zh6vtBIse`I=<#E5k7ZYWe*Ucj z0?OuNKeFs-pe7PxOlUBQP8a-;i$_T>N2%R<@Ze@qgM#2^zgE%GZk3c|hsb{nKdY{x zk#f0~hkw_uD!s&~PuUTB=hXmCHc0UX4@4=%-xAbza8xbQxGKyk)q6;$Lo#0>==x%HL*7Noa zjNld_Q%TgD?c26d1GEy+lgQs$SyDb#nJFp7_qik=JbdVdFlptG>`O@-o<#lpyTCH! zieV^wEYIz7+Vm+#<2~^@@Xbz;FDctj3eE`By*IWkK$=Vj5o`nW+KLD?EdCd= zF6XT0kR`Lv9KUxM;+Z3dI3Lr4y0eDW*7AlT;?Ms)_qzX6>ww;8O-)VP&LS#w@Q*Dm zn>*YWgi% z&B!Cefel6Q2JCe4D_^%#iV%n*#S=TWsJU4u)^Dvq?v36O9|lrc-oM|4*w!70l)LkG zegz=i_E33S3z){OvjXvx^M$}?3dfI^R93DX85tSP?ADqrXe&Z(0rEKZR76h85je{UWkZGfeKyKo6w5G>(_$6#o*OED>&F-c74G3@*zA6VbC=Wjqjhc`j+AFFL1mJ9kZKQN- z+js3+4ga7Rg&7+|BTDHgF^s-_+Xz@tvHtMl*0g|l9(mxwJlDBYwTpzJ`J)p_4p_8b zt@8UW=i}o;LNbbXj=z}AOi6b5qfX)@u;p!Sc&scr`P2y&%(?(40^{ikABU3Ty8o#uF*7jvVVOU=rTe)68;RMp$12?4DF2Rcsk z`uDddW`8|aVki~e}6jXjxr`ay-}0> zYIZK0)Sq&;?>0Po$Nq(j!@4-@#FDgIm)oUGPMcJZO7qfK($$+>a#S)fC_Fw97aQC7 z$6_baZWdAc5ohUv+>!O@20=?tWqdvK%;ujYIW=xPUBWLzX^P0 ztf~5m3J@Se6B8N)QV3(h(F@7db8v7-hMq`5dX;MuoPVr`n?o)gp)!DhI{?*{cT_jx zH`%ZcXwDE#z5r-M*ag&XFZ3|j<_nB; zt*s4R4EbY-x4+-DL9+7Wb@zn)4}qazwwvMELNkyIhM)rBqWI5WhTyw?eUMse4fV*ty_ai>kO?4)PTl+U5F_~C9mc7H z!!EXOpEpJpaEJWxL!a&=1V9fZ6(x@qBqcqd}yGxemiD zst)~Msem3xz6NO;{-4go*hVgL?YnpHzSh?h9tzgJV{bUSsQznkcjWdILU>n>|6C6o zxQ{tNoF$k=bNoi(|geWvD#j96i6_!pt+4C<{GuS8$ zLBI%k&d@_nB8^D~K@h*lrqIcAPN{ANO((vZO1RAC6DLmG2@EWUWm3%X5&AjIkt@zF zE$_4-ta` zMhfcsL zStQ4Ckj}usAn)eX$;fJ;%M@fp_;>6mZfIa7QVn293bYQA5kX1y4GLPXU+6BZ<%GL| z6J=y+$%tPb`4J5jh2#sM75Lx|bt4Uw1u+Vde*OWS-0Q-vnKnV#I6ctWpJoS5jr`yu z5ijiNtT{MA$xfsCxHH)Yo}Wf4h)DfJ;e$eym6KB`%!R-pVwRow9*2yx7-7YUKf+~h z+yZ$nX=-9eN-k8wbZuYlD^c+kc#P=!-lX-SPm@d`*ki9qEpQvef(lLZV z6ywx=x2YDm5d~Jt{@0yq_5&Ms7<>QAweQ)r>wUqo7)?7nagzMTJVWB>SPxw?7 zc!3t&r7XL-vbpLT@2|b|7{52s;UcS_=Uhxl200cl=QyRRdYRG;Ho2oxS4SrqXZ}ar@iO0*EviA5I5LM*|UB7F|&Axkd^=` zD)6;>1j}<_44YY4T8&16-9%%*qNS7l_=XnsEUvU0YKWKQiLj4D7VoB)|<; z^w2%gf(Lgn6mg1-C@kpfT)2>iqg54<+bx#?)v2$){}U6h?9E^@GzBVpvh64%1$Xc% zr>OO-@rA&wMf`M&_nJ+iZ{BQQfIh|luB!DXl<96?;C&9tb;K*nby}8x|N6zRRzWVG z@&qw>4wLG#GM`neS8JQQfemh^ux;MF`&y3kA@r0$E~oiPb2`s9I#6m$Ku+cfGH8Ke z8C>fjm+3u-W*Fh9OFV^Uw~maPEH5wEn3K`ak{= z65$B(kcx-W?9@6A+HL>)^OrAWg)7VVa9mCXjJBlh0{P}I4;eiuzJLEJN>)~ua)8V7 zVs>@!2Y6QaG$iMTKAd9JcHq+G%i0!8u!=joy3~4`ByTu7cVbTwYv0(|xbx4SHSiD; zwZ(Ss^gYC+&wb#)0jTFazF)q4=}mMx?Fb=ep%6iORA>HlJ^X*^(qUm?CeQ-rHVrg8 zk~V*y8wI6FU6&04VDYOiPD+^ zmVt*tRt=yp>-sP!kqJ>COc3=|K5^m*=t0!sf>ccvdDa9cy|cjz`AK&ams;=8cIKJHDu`%OZu9%LZQGWNEP%JKuQ8%u>ZWlyhpXm)`kPcD?xCzqe>`x@ z?)|S|goiwV@cu2y;P4A+$F;~f$EZiDTn+p$2eKhuXlXLJpGw0@w*l_@DT%+RIi5;HN}CfurL?1?G+=3pmPN;ALoUU zhJC+{pPv@?2eeMQK;FYOW#{BXbfGzr9x)=F9{YE4QUM`C5&b-R?B{(Jjf`+=bP8M# zLRVv*4nUkhn^VJT(@ZFpJOZK+<;nYI=DmE$joAbKjLRT{=w?wFm*;YT{E_u7Y4`z7 z&%bkLBxGN8-Z6Lnd+}~6WXy;tLr6WWg=`$7|NCxf)8)H|DIlL;m|)Eaz2K$zuH(K- zNFn)I+fMnYURFB?hhK?yEJ7W=#>ke<4#Xwd4mFFDBrrtB$GWe8KNYq;EWIz=&_Lc4 zLQ(q}%s-Q3OpZOMf3_pW0SqDA_9L`La(N&hGx z0Rl+C@%8JiQDsg&k5;8q40!f>9 zo_?Q0uMdfyFZ zUz^^4`G@MCDor)DVlSH28+duwBeP7hX*y|U_Z2n+;9%yG3VhuQA~#SFAZ*S#x-#sYle4I`B#ce5R>f97olY!NS*>*M-h)y4)265?Ec#uSau7CBP|1%=mu z(EW`GTtH8|z8%VOnXz^ls9%Fk?T6G}U(HLQG{1AuI!Q@}FZ>l1?tE@yNN|_!_m7@^qXsKQkX>X=*Re*43u9RPdR~00p`R24d?o`~w4zzmju% z@babJ?e;iyOb|Aeez%%WX*vEtC8Xc_0J2n*kz{>ZAW25wfkUyxiA?At04k zyr;KUD?zea;FxKUE8p7~^XI#M{U;qI_Fw6!|J^Tm_h9&DVd$ovG~IRjxwop^oPzNS zuv-wmuA!le4Bt-NL%NdPz_pl3Xs}`r%E3oprrUTZ255gLLJ?588nb@-3g90=u95Y4 z$l-zRu=w}m`l(Htte@}YM?}}m`0sO_+wtJ_&YPqpgEw>k*Ib9t6tFZaRD@8d`v~&dVOv7>I)bDE=Bw0N?Y)okIm_th=TD?V z-X}Fg8P_ z98QgRJ{1MjpBkDC7h7A}<@M0$UgP8uVIF71KC{ZH!ws6rEESSAo`4NtNn&X3TMk`U z8IkG!84b>gjl~241>n7Uq@%Dlqy-r>l0U%s3S2d>+TT3@^XOu}&|T1)BN7tsV+0(N zdso}ks(`;_nRB|)`FvL5L9C=6nPs+})hSQJJMe}b=95*(2%nZiB{MU7Q^AEZT4hiy zP@ih2*t8erpnH+j2@0Mf=9>)7%zQgL4gICzeu+E(HN0YB@$vKLHE3_lb@%SwBawt_ z*RGKy3#?Zm?LCKr5m|?`&fr?iG zznTp(+sK{u=-w^9YdPB#kor&pxDnobHt`%IO z?{Ch>W~N=9QC}bN^4#mtV{e z5X0EMZyyT@iGW6Q_4M41IOcbfpNW!;NAD1~6~N#Y=o2)2&+KczjWH)pQYplPL}RK7 z5QaKSRC|0z`0?JzE(B~j2;GX9Kv*u{%uLB}Ik&qAfk78L78?k8FA|0_h9wD_BiWK0 z9Z|h7tFF&h*=Uj1-ZyT;FltxNFXe7hhSIO4Y%$WD;L8; z$ILwuH3-Dr=t1%UA~qA8--^?P|DCiFJkJNat{iB~cJ!w#@tSdVCOQfHq;8DA zt)JNi4nsyUadXI#a2@}=%Xw*jzh~;(T%bF^A0_CJB_$<)hg$Z+F!K%bD898y2XYFD z41tOm!#TpRO~~CSTs*eNaRf4m6%Uv6Tx%lJ+U*dX{HP28pr^P`Mq&1=1wcjzXxz>3 z`&KuBVKQ&=BsBCBQK0T`>ieBmdcbOMaeH;G$LJK%!)b~DPb)Y~_Q=Ys6 zuLDLUw266mP6bSVZb?Q@?!)dEBWo}NF9wo5-d=U_tCgq%2e5`q=zI<&AGE-q=TLg$oAKVS!ur_VqO!_e%5%}&>^XOueQ{E;WE zaF`51FC~v5kae5aj10i}y^w53g)721BHNZNdotZBp^a5nR^G+LgK_{bk|A7Zb|xy* z1+V@+b^#LyJ}KJ#)`jr!?R!WqM%T{nsw~h*z0-CDZa-1$6qS@tsfez)F+Uwe@TXp) zbioPk71G2e{{H^$GXvP!%nMWK3%b}bkebx9YI>V2x=MWP-_scWFQONR$>GJnG+bha zo~1Gvi!h?-U>jF``C^K>AUNZv&6c`{ox!sEhKIi(^I3-3^*3T>x)s+_aKjoeEFS?# z*bsFBd=H`2Z?RfJ^t99?qBj)ZAOD|uqew)dn0xS?HPk77e>-52_LVY^hq?c|suh)^ zRc45DR<~UI9@56h;}@z%X&UCvXgU1)w2?40Xhh!c-(QZh3+|X^?Ll7r7T_ZZ z1pQ%c`-Gq;^lg$sgKW4lqH{bLw7Cb-LZ8e`rx26xXxj2yJB@R${a%Nw=Fe~e$;K3C z{H`54P$Q$io07_gDCnI#cdmSBI{y9iRyZRv!onZ2Sq;pyZ)Hiz%yn0ttkSjmK|L(E z=sf=6Lo5p~W%mC$6Se!5GXf0HdP?7i38`Z$_0lDN5*xv&H<`lJfu@ex;9|Wnoy`eX zKdho4w(%M@nHU}@&tD5YJSHLjlfWKG8o)u^E zVfx1(0S=W{a`~-QG(|r+K33|fNA$l7sr=NsT4%pV(}N0RDbSxw2<`yzjQMW0P_PiG zLn26cfE}cfZbV!;Fgc90svidaltU5*W>nQw0CfINO_h;Hp!MyQl&tVrS?CZHHi5iO z2DWU`2`2#=PfqOHS5Kp?yd7!i*O3W&f0W)|R*io4jB0#cy9`f#b@l7Iw96p_aRWgM zn8bU4oDYK1#faTOxKfw3#15rY!Y{`I=uBip^Jlp>!h%{1vr7xO&xZw7c|L9=Uh-GE>La9~5TqeeuYLJO&tKLXCB z+%Fx&i?HDZKBBeQP4=seJkKAWoScNUdK>x9LMIhWVHKez;2Yc1haDXp5CU2+ESzxi z=@{l?O&Vgg2!MtH{_{}yyu!c1hwxZImBI^u3#nQ@hy8J4D2n?!p{4=7QA|Rj1oV9j zad9%K3d#{IU}9`c2+2svAgDRTRFad72cx+tpmq}E0V#_N-U%1rj*&D9K}o=QcHnh+ z&SSS0yg)ec$=8!*C+RDdaTsL?&fEjv;6vaV5>+!u2ySSvNYj7mXFX^3WA7OueiSmj z?C&vz$E3x&<>cgHja?_dDM1o0#q)-cpYwr>`|NNktFT@U3lZ6jjkiJC@<#Sl$dw}* z2|VaOzKC^o!`sS2;UEu>0aq}_L%A*nvn`15@gg*?sxF;ybyyNH3a{?^{q9W_XCV~)| zU?P&l6`V}8->CoA<~|_ru<4Uu&oOgeMRq1_tuxM2r^Y59WkvL09b3YZ#daJQ+$|yT z=pY`0C-F&>ic}3`@Wy?dVasZoLLh29&owJ6+&uLvn%@Ce{{Ba>!b9LzAk<;fKb>GA_dx~GFt@3V zWWqs-%dl|a;zbkaxeeh5A!I8b>fL$`Yr1?~Ue!(QP0JM$&Bx`csy?b^IuKOG5ZN)@m7(`T5ZAf+=pkmM? zk?T}@R7#Wq4UDAsA^BJ!)zOlW@T-%*x?%iTTB9OlH*16a#(_e!N zf=W*Q>P#zV1I(pbhDik|A>r1Tz;fR9{X0Of{xVNW;QBcr>?I>D4T<#J+}SaQZAgV| z4w{Mv&{fu2m%uQx?>1dVq)AWU(GJ_eUWt4R&O3LI8-e($p8$3>9ClqS^%Zd0q1rk+ zoG@{L5RzR9V9;*#gRL(ElmbtuRA1nNp^C=jLFwanuc5B<2RS_?U4T+^L4e91xOY1+ z(tvWZw1xCN4B$&;g_kLK~uf0d-Ph9AyI1h%U&|`8|xyxUilrb(1LYdv(N`n=-@%6ss_Om<{e`NQljqn$ zHPyw{{q(QS3-LH(UsD0}sD|u~E4zn0P=}s(GCeO?+s|4?$ zcS9mZf4sn>6%GYytr)0cK)@bdmH*cOd&A1^0#f?s18)y%Q+ilrp(?3|hXnifx%e4C zvVsAgnF7$I5k@q-+nybg;DdzxOf~(rFb87BqTqoT!!H0B5eVxWbVhg}&x}{Z$3h$# zCgU~UanO^%F1ucfFY*o~A_JvQO{niHAhNJ7UamilHDGo{(m0?XQ(=2`1u)-)o*_&G zF9x=tY#UudAmI$Zjl1u@0|uPVZIX8n`W~@CPzX{9xV#b9Q_8*dJtJNE=D^2*NeiSH1@$r4m^G zv(|y71fx)%_L?ID2S;I*_~Q-=*FzAsAW9_IdB6v&VL1Y=s=B2+Eycf5!Ou5J6K(2(ApAJ2EYh{XyqSX zXy+*E6Gaiza<%8F)Nw}0Z$zRAGBuESpzG<4P*h&{0I}0x9=r%^)!Oto`aN+@sPKW= z!30Ud=dZcBJIzf^2r`F|d$Y3|t)1wgFcDKydi7(s2*TFRa#&#ISqjk<;2Vw250$VX zniOF7ZdBTseN{9Y(kEZgrjNe4$*F20P2IsLXY`EFYHh? zWI0_2kkCX3BJ(;>_0~t16cnMNBYD5573q`0M#EJY=$U~^v+eOs?Qi0X$s3Aa$;CDtr$JbiXz_cM-x^%k0#J) zW~-KP>?ZvVt-hP}F^byB?D%%?+^U+d915bhB#8Q#qWcliw}>YVbj0Hgl2TGFmFBNr zWza3}*z5Ag1t0O8o{n_(X$CfuVSQbBoNf3EKd`FGBWzX^!0Nrm4~68El>HAXAppo9 zpm?}SENEpBZW+3Oj{g3}SJ%X&ir;Q{f`?bKUlm+axp?$w(DCJiFAq@s8|hW$;VEu= z6uLN-AZ$U(T}12-4tXST1u(T0HgypZ5wP)k-J}J!2-N;SaZiF329aP+PEHaK5GWbs zh)P$=Rvc3q>8!{yc%qbEsrsy0kk}z|E6A$2W7fw)n8Ahr}VEgfa{k6>ma&RY-;`oN?F8?qllscu5p zuv44C2DF6!Py{^K7p7-s&`?lG(}I){Ac10$kIpaq4NU zF?8tOKGEX~5+ks00_KU3#2`ru zhG%bc@IS%cjt8NGu*BDbvJ{HrSn_K4)Q|w{4KSuSum-T5B1uM!3$Vd3ftxioD=P@p za}z+q5_LmUv<`6#;3Xh~^#Cp(c4vX<1_nR}q4z_y0`Qq1Lntr;nkmm#pB^JAI_F@d zAR-Sy4&TIifFE&1;0btpp#lXvx_vi-))IYfld2XN{L~@{>jFgkWhinA)1ld}61qAy0 zSqM~al9^n;L8NhT!$mV#7EASVpX0nCOYms4Mwalpo|`(z>HlZX=l3Mc^8W{6@2raz z^*}k7eehuqfI<)v3PUS}i9+C^uCB<6>GW^FD4}ZL0f8E_8TXthRO(2;9k8?$pcw$o zx&F= zc%G2227O#if-T}+0Ld^U&ijDx+YoGF!&}H@!Q+C>5YZ{X?trXVS$_236h{KK06iiA zF#rrubQH9D;NlE|Dxy{QGnAXT+yFS7%UFe+do)9sL30hC zbju=(EV=_IlOZ`Dd`5up7VPagV|tmHnl^>@wzo%swj~ZSTx@jfok>}>kR;%oZ=Ole z{UA|BU0o_MuU^$a+=v#WrU2AW1HTXGQ$D0R+sz;$OQ5MOH9{c=4G=lr)-Lpe9_tH; zV{C?jyw`$JlXIEaB$Qgv`4yzH=L7lQdW)EZq#l(I>+2l=%3;AAgijX-(WnBTHiB0N z;rAUBE3Eg4Y>bTlXohDA4v=Oa37l&I)R{7EPH;#-o*Z<@=V}oA4U~&RLy4cX3dHC# zKp%Gp$Tk}?6r^wmw3Wgl#@OKM;!+3%3EVqaF^mC2TY{#8$P7l$AYk-xN6Jb|^I?>f zEvqJ%y0@$fK!?xD!jcUoL+fYA*8Z6!5DQvIS?k1&^^jIi2*4c9hqNswCZ;DadEgiW zB!v%lONQ`kaED?BQUL281iMrAWdm>-LE1ckv(_A$tq0-4&TC#n8PLf5EA)(8g`E@; zdcq6|2TBT5tQ;IFvmA9pcW>MXDl0EP%f$z{lcnAu#gw|e9yma4+x`1#rI@dv&PJ3v zpk63_I)#algWE?!!2Q{Lc7yjlIo>q@;7rxn4G`L=bHAwnJ0LBD51TI3Y$CDlE-;RE zp!y2{Sr+U}cMNM#$VnWaHp$&M0M?+Uwl=MW)W-FHC@BH|!~q5XYLTavjzGIX6QB?s z%LYB@IjB}`2H?@JxM;%uB! z4HL!{a_Atg?iHDVni>W$^e9oVeZ4sBWVO)A~37vC+ILSf@Y{iYySojfq9rkR|*!3 z&U9H)DnVzZg))~93rIe}Yo%_b@1%<)v}9=GV?8{)Me7RbGXWT11N|%SMaSr<11kvu zpbgOMfkzMtCIG=xx=?Gr+azNZW$`5M3;aZQ{r>|#4S1ksy%j|3!q$$+wBVtLBNtNP zWQ)Wof#s4FGS7*ttO_o?WS{4F#R$Oy?a~T7jPb4ieJzjA%tm z;N?eiY~a12(UfH*nCuQi;v7IZ52v4m0ZxwilprKEPT0M?jlcSEMF1&HE6^GM=!1qM zM%wS@)Wn20)K*g}ZeN zw+Z(eMGx5T&&*S77|rzLKG;^@Zajuv57D}TK5ZNltN{jw_Fgusv!es0)c1y-i2xgM zW&(3B9aZ^kCb%p4_y(lG|7X+icrxL~)YNN)v8*s;fcRD^N*-PPKY-G*+hWm~d3pL4 za_S_|vmn3fyGs-jjE!6>>0s@rqR1p8N&M1hnz~6vOavp_mwozlr@Grnwrvl!* zd4t4I=B3 z5>tr+~}xFf|Z?5-RoSs+{m9~5-&1jNK?`N=S^j3(=XV40CJHlB2C z?Cv=WvXPSX$BHP}!D-#1FabNt%+7BpbCJ9tfF|oFA;8f((&VsHjk0Ae}(EA!N!S7&-_iVBa)^&I@O%sJIvtWIcdwBOfw8Q?H(f`Tqj~ zt*H$;W!}gHV_@*Bpg(d)0!yHOgOU+u4;{!q>7&&^WK0IM1T&)I0L*_JYRPB)%78b) zzE=yB5ggWFg9t33cYC(l5p4#HDdN0F5PneA!nrX=`*SJ7^3Vd_MMe%Jmxls#eibk` zKph}U^p%<(A}E1y2_F#CA$@9|R4V~Hk^zPqEK4*TkNu@04s z&Vob$LJb3j{uH902lWO+3*twDn>hgIZor{ErGDVjC4diC2URXes(hdkMylAIonYd@ z1px988$URGA@&pt(XPM}g$S{{3ROM+ljhUA&}tBpp}l~WgT?zj;KUH3mH5L7T}V(6 z#y3Nx5J<4G{eL`2AtZ&31ejImY`%|-93N{?)j%wQ5|q@yXZ?UI|HCH!%7;K2=d8gl z^d3@Okl~EPz~;ruCqvEi4qhB7TEWMT*Fc8c{!RrTQ4uj4BB=p{MGPW?;2}(B972L1 zQq{kFDGGWrgtI_+L?~KtVyz+M9Pq6+NLm5o*fZJ-hyVa7QNc=%5UWVWA+!pJYDiQY ze-ifNahT*#*dj5vAWpSPUrtB*{~u5x6+G^wLwL?r^+4#|kxLz}aKZ-=03kjhk>HlH z6i7rM@6-#R48*_%+W-}>ov2L`5ClRXuk%L~sjzmzC;PNflnHO>0?aY+641J%fw7Sl zMi)fT>&63HG6g+l1J9V7FRV+(z)%uJ1l>T8_A^ovT;EZb>lKBsb~%TtPm$x(euOdu za*MzooT>Z`X9X0}WP;9iX&&8@*857oGoeI)DmlNX=u>CTxM}5ux*E}HWg*GxJdo*5 z&&~pls&pv25k>*-#w_bE(5OK2$dvDk=am0D05{|P4_~vy!V2AbEMov{KUic;A@aUN3ulMf(MUk%JWlXzPmaNx_e?|NXtHjM2M*>EY(hDW2tW^1`!D zrviJeI*_F}^722KUR=$)^lxI|ed}&J?oY%UXE(|34CF?V+y422>HqyNGQKlG{)X#RZ0m1}8%{K}25S)yK!_ScN5D;@<=nxw! zh#4j!2oM1UAlLqyx-c~LK#ZzP?Jf^t0p63IcXmeNOIE1MfM1L0o>cBZ$&N zd^)<&wwTi~BT)pv86adMqWV?oHrqx){19>&iDMO7cFuc=AOI@hin$sf+=Wq!L{LBhVWu#*xepi>$D9?bz+;o( zBH{m-qKTwp-nXXLaW9tft+*J+9ssXHCE`Ja9ODP7t)fNfDG*>4>UyhdVrO(s!zZxi zDh7# z@7y!wf~*~WTx$OWilAy*TV;)p0KEag1s{drh-zvl)tekp10vh8hQ<{T(ISQe#FYtP zqa(@PzeA%FhDP@A8wlaM#s1A^gdg^Sycjwypu~jXjs-pkGuD8!4|V-smUt^+~w|L^~cS~#Hv`uk6SE?{^K&?ZEm4xq+W0RbKD5ac(puW^6)ieU#k zF)#_|QOMp0V&5NN!57t74P+=l&b`?& zL3f?1^f6bG5P9`i6iN@#LGNh_?!s|M0t|$7Em#=~v(FaAYY*V|ts$^59H68$QyAHJdi~}N>sEu$=@H9d{6-x&Dpo`xF4W2KRxsZL9=?+ z5@Ps-dOv|R{Or3hWr#pxEP)hdh@#_HvJfC*`gYwAafgHqB17@BCg?eyf=~oe5Q6dpDNBJULRv+2zI`2tW&=d#60CHPzhDTq0%(-;9I9Y>O@mpA zBohF11am~S`z*T}d;jW<<=ckfhK7KO?_fWX+J@U?2vq+c@N>flS|4#5Gpg}I1C$u3 zi}1D=h@cMGXcI7XBeMpsD-afmDHtyh;GCz71kOUDCh=F-+;fn z=oG{B1Lo2Q#Px_KA3zllH6l7#Btac8Ly5L&=e@F)bk!ee~UsvZx^%<2|!*D zbBG#;L8_#@e>z+QRU8rr4y&=>YSkegG>k~5rqH>wxh{bTBNZeM9JcR3@Ltr`{b}P) z1IsNS5pQwZfU|*2$i*Q#RvekZU1~R$FXsbS3c&tPTnLSU?&Jt`l@KcuQF!I-N5m|p zErh(_)Es&Mt0BB05YiJ7F%~|JU=08cPa(z5?AG6nx93%t3o0q;%w7Zqk`WLRNPIQy z4Tz8!NX;AnW9vAe5(S8wRku_r{_kQ)z^H18uBD}gz&(hF5sFKqZeSs^+x}VUcVR8R z1Jp3k)DT{k-oy1@H-g{XUPzV&tW!urCj=XULy(37@g|Fd}` z`wwtA1#MVde=C3hNsE3IKsbcJ5;cIV6Z&?#ZJ#NCS^m=o0CIdJ@Y5%huWqg(U1P2#EGn)R-m3gZ^EJhBtMW9&i-oIPg z!}niRYe27n+;bQd;230aByNHeC_ntiP0tyq7;tu;LxKB=js4RR?%9fe?Ssb+*fx>< zME&o6a;1}+^6V>lIVg+3U>gM3544|%z86k^5_q1=6mnLrU3;LChM@$qwu&l6&;{Q> z`+GIN)zdKSfOkcTNjUK_3~++$H<^$vg+L|5(hb)TJ|_fBL=j&6yXBnYRzQ)Pw7m2^ z+gN%C(}&N?weQm-mtY|nwLt}YTi}B?H4sjC)8y|?55-F)3N#}fdNpSk8s?`$R0Gn? z@30|}tN(LPG^VUj^9O&o(+2+)^uJAyv85Z176Z`@dc40EbRQ{$&c5t&hNkyyh$G$a z|NR$Sr5J!^g@EK3)MMvieE|+LHQx;)CZVk8VFq`L%|GvL3Jq5rFu2Gz1_H+31U5iF z5yMa5sQlUXNT(AvhVlLh60r{gx7pR|GBkV-o1b% zr3n$UU%eF@I7}q^4sYNBnVR!9HOaLNlFOG3A%dr=xfx{fAG^(X4&WRDP#^jLG1;0_ z1?wM7xi^$>45UAZ?4cP|nxlMI4lO>x-;^{+aH_1TwXpklzo}~IxI2NLY%~*J{W|*a z^pR5=h8ruz@D<@@IV;D(uvGVji*OzU$j7ov%sgLRFa%EybVoD)v{@=sy}iAZKkaV#JMCp+bRe*9viJd%<@MPxv*tKsc#tRKsD1-xpHnh}eJ?l3pDUG4SN3xwk zvRpQgobL$GIQY6m)f|4^-S_!+< z&SuAl&IRM4OBv|%i3cs+eM*v#C~NtHU%qPaK7&ibVzP1Y!_9+f$JCWr>n7jeUnSxm zXdER{nLASmc0C?>v4P2+1&P}~9k>`W;uozZzpQ{j*~^`W#$>d!f-+$lk`f~XWHvY*^e^FK3iz3f_vT+n=)AXfEOT5anaeVL?#`l&puM-C6 z+vHOA+_=CXPqusv^Nk{@?XA<^4LWkv9nV+vq1%_ousP~_(G!^*yvkYdGgr*%499L= zjtyR*Qxl_LI9trQ_^&Y&zcyf%2#mob>mLL%_L9ThTHBQ8egWAyKWGJO`#tN@@+Gud zUlVoRIRo21DD$OkT{6Nie3$*Bc7yP?QdYyw(Qnl91=hyQYrSfAC#!RN#`uihA1uz= zVd*qwCEeh9Phk{FZr<$Tef#uR+ z?(fp)4r)B#dA7t-_*Z{)P zbLlzzSvm{2ngAAyeHZ*HEm?3@3j8|vD zW4^>o zN#>PvDB(qOT%Mc0{Mvce_S95I?*$rcE5f&8_sJ^KSuZ>>`l!d;YAY@LRlt-}f7ZlW zfudVDXrwryVaT}FN)Y3bW@7$3a`6{gcc+RsIg_nhw3W`$vZj=B>WgESR#~Q z8@)1N`CC@keGey=wyLh1XVs2#iW}x;L;IXcYFcXW?c$#uUmWeX@~y&)&0TaeBTFA` z&u<=7d{t z%zQ3s1(}8+S$AJbTq6Ixu|7VgE4ar)3J;hrC)la!c?oBBg=h{kZiM=2j8wP8zwM9N zQ;+CS7>?Ey|LJ?cG5Yr`5sl?Vs<7=nvRU&WBbylTN3SoU>%Q2-(d^QnT&Rt0x_$kg z+Qvl*#%dIbZ2s}PiX_6VqMm}?hN<7$>z3~@l+dWrs;k7WLip&M#1Bl2D~wikCEz?S$)-m>Vv z9668a{Q>_!`* z`f~dlx)J(T#CmP(7QSc-8P9eZ)k*Zjh_s>8u%f5dqMSDr>yIG_B8x11_H^6x!bI3< zRYT6vB#WM_mgaS|DBsU%nD(x|2Y68XCPcwn$10${(^f5Ndx&ZOQ_o&cct>$LK+&_> z8|!q|_^5Aj?{_zzK%V&#Tc=X}N>Ay-%6pUUHcietT0auJCKCwl2o|GZUJT9W^`C$0O}F9bEkWq7gI zFGyZ`v|@JcW~S1tqn98`s+@wXx8S_O*v~qV!BxABU)8)X<_!K=WPi_0A`d7{NDC>d z>iR93OnK_=-)rP)A7RPfq0z|oxoSEx_z_FLq|m zbmx6<11=HNC_aiT9%h3)uD16^T`#e2aZhYjGkk_epm4?K)N1wH)YSD~B1cOk+oK9U zS&B_{o|Oz=yleQx#N>%s$h9rhH71O=elZxT9v5yAU|);!y5X%PUcz2#NJ%<8!=w{q zT9&n|pSQFc(VOHDso)f;=maS9mz1HA#F2QtpUZB$Nlv5Jn3^hNrve@_7Ff!#I8~O= z2K~C+@CiZsn^~--REl9I5-gWql-7XkXFD zxsmf?wqoju&3eIRUv`+}KZKt!o#aepDkOAKDn) z7?Ug9xvZ@ByXJjG!z6Ks=Q&{*79pQ|~YDB56LWaSAM` zFF9MWO`IgN(h%22K2??@BYMKwmLMe3$Z57MSS|d94S$xt^_{ZJky{JFO4;@JmtIx$ z`TQmijIouy_3z%w$&63b1F%!&_HBV?` z?6`AEW+JuK#PcI!0xcXF(%4{ecHF(Pd@E-KF7ozEYQi>ke7VWQSbP=r;hNLr!Nwzla5^Ko zxQY-^0%4pBuqWC6mVfP{7hK=g{(KSDazllqIXXSvv2u>u<6a`mXg{fRv9!pJk2-z5 zDy`2ej;;H;+cnm5c6Ww;vSq}Yv&_$9Yll6oZ!=0&!{ubRJ<)xhlsBE|d)_TYSwi3J z+-F;%=0zPvBHD%8$bwFcLzgwrF^8pv+qst0nybr=;%V;(4bcssKO@^^BWsQu7~N%e zxNChY=SBTWqJb8+r~t;iTj_$gOs?zkofq-ZxySw2%=M$&211PM#|hvT^D3HZoA<`v zx9FgZk0kriYf-RrJ5q1SaZ2X;$Oli|w+ok3N+8#dy2bW^anp;rULEJhYPwu1jgs_^ zTnk}Oez8t0itj%W)To;;bUE19rn9SURZ4MMp7!LckAMAdrn9bsPY&d1N3Ix*0_-x+L9f?n-#7%BPV5o#*(KfO2Yr_1?8G$$6bCN`dS4)Y3)rf$`98wcEebgkU0!ka-x zu9PAC9ky+iLDKiKDUzercz4!=Z7mFOgu#$&{D9fypwg; zD}tUlACmDMh74}4u(O0L#1%V`MSlF?xfCsl+g8Cy^6Am(QWpU>RlJj$ zV5n<@A!(mvZYhdG2Tma1N{VgH436CGIEt}*EelsB-3B>#_Ru> zYhTVR77NuN+7f|})>yUTGTPZ#^^0KSyHE{l?ohDEW0Jnb@Jntyk&V^O?=qTeN(V&q zQWgf96u*xfzdPXD;XZhag6!X$ka7&?Y*ENWA_rM5(R=}&IAZ1kiy=r?za8%kRqFrx zMaIq@X|}6SGh`s!98V$aZi!!?nKPnt#rs|6(yv>qSCxJnC(k)J*_18faH9x*P~3fV z<;$!R8q0-~XZ2*A`4=&4KD1w`fnZo9GX_knOG*czX@S!e+WblNr9m^gJL<|-eKfN%io@rHjnX+C&76&v)lKf7SBT1 z(S9pEYM6ubbtn6=Ee@Nv;nmJLHxygtmdb7T6WCpSu#f{eD;vZ1?P$O){s7s{-r?Bk zFCYqBa^m!e2xfmq?`EzaQ$j)i^{wM)YNOwUsdBmmV{Gq-FJkh9Hw?O1x5~H)ap`h# zphxFVYr)W=y7|%kzQPTGXDtJ7bQJWybf%hU+KR}Sz9S7fHht!L|AmF>l}D|VFLAae zt7L&Y=0*ShE)(v;3UcZgc%dE@*@9JW*mbpX<%ZJ5Eqlzcr9%i6j zdU=|B$u;rlpME>u$Nf2D|C|pCXYypAq0`l#_j7PLlX&J>yn!lBwV*%e46fVPU8>BM z1?}x#<&zzErv4B0cC}x5jeYn}Rt`9%-n1$5F)rPV#%^OV|DC^f`?%XwdsaV6jb@W#8=GLB^p6pid?QQ*vvI%3fe6Z{4DDvSew(dQB>Z8q% z2`*`VzhpByG1Py4a^!9jpM7+JsllJcvA7w#LYATU%E#+AYF#o-p%-7rQ(Dt~$3H0V zul>#u)UJ^AacPntttD|>B3j~kbX|~T^FkHsu{uZXky#|VSpZg3-GO)cND(dT8!h)A zOD-epFI-egdHWzCM97KRLl%2PDOq)hX(Y%^v`T+9VIpP*&-GegrXEy3d*!9~T{e*7;aMxZ8MlXGLB?hB~6UEYQV- zbISPKi^Ey2Z$*|+vArwJ2*UPMWU9w<$`94^R;eyAkKO1C?_O%U!Ca|JSE*Y+5Qnl! zplMG}b9~(EZqr7NJjzc=SOQwp*$IpqDN6R;Tf7U2VM~JAzsiC!bGRNB)%jh!Cr3%~ z<7*uOo= zt!}8vDPYe&B7U#U`=EbOFFX7s4_0R8lp!34E9kOf=vB8iCQcUF$du^4>g^lvPL4Xr zYiq|3ZLI8~Bm6j=X4q#r2J~(`sK-(r1L=DiC@CQ}6sIH4u*YnF3<{ z{J3WI0mr7gHTgunK$AVBE*cCG_&C zlJzh<*MICvD%mT~aDQ(-r+!M6nu^_bYKTP7b7 zo0LJxD?@mq@C~Oi%d+E*x>{{Hy}w?78N2=9!1cVhWUbS61ew~u+q`Wmd}B3!&P=^8 zbJOKIua4_hEE1u(n?zsoHT-m0r15ko#YFlgkETNCOiNI~r3)60kDfLx(Qji8cxFTn z7h)C$TQ#%fF;;vGaKlR0 z*0^|C6-QlOj`u_RyG+X7qq(Jbf(+WJ8%{V$kQUN_mUaBei*syGnkM~mwdH6jT3|DJ z+(WeM5x27T)q}+G=PmTl+sS4my(+qC-a-`uw-igOnVShc_FOIZZl`_h=CXdu)$i-ooh&dSSBjPhuhL++BRnZAZ%SVD??=uGg12PJb0%Vo$+h#_Wt!lx{z;zwKZOKv*&0z3R` z*jhH4Zp-qPaXYIPPL8!s{QGm2*t@&a<7F%rGpnt}l93Eulj71L_!F;NrPiTA5FT`j zq2@DN63k+qHF~tnzFKkW8Mw!u6ZJOoVPS~XjZa0?C(Il*Z%mU!nh8%B7LTOE*XVEj zh`35Slm7j2Wc>CP6HX4ry#Os=90Tq53Xy!7?A{o!y@NlJVq>hNLmA>7{D6`D@V9AS z5+$inNI>vQY3++?F)*VQa`a`_IdksHtO zE<3q|IY!Ipx-Mg1T%{VZ#fZFx`GZ@dcd=~Z=LkId_ZQcueTOm$M_N;L7-WnWAhH4v zcScTI$aa;tzR|TkQct(FHidSU&5DB`H|9yPnvmyD-pN|GW}AXPNsreB7PBdNSUN&J zV2cDS9+Bs5S`o6rBe(ce7yK!o^;jm?+4ZCL-D?46#Kydu%I$N9o6ffV78O_87ckGQ zuJW4{vE3a=oW`EQV{jD3MG;~j+!RBVzk)lV(u!ltTjcdtyD0?N9-m~eOhMb)9fsJ#ToMD zP+0i!rdv5mF`z^%gH=p%?!G7~TGUVDnY`T{r~JtHQ~R8QEUh5ioe3UNW@6IGT3e9^ zC5ayT4=_R+BwkZZw0GEz;h|M-y9n(EQnw0de>S(MWPT=~z054j`e~Ozdknvv9mD6I z7lGGp^8r6>qDFs#C4nnsE49=0L2?hHM4{RbUv6VIY2>4@!lfFFY2ylm(?}PmPdcPKuN{4SK#>?`*XW8REutgy zDkA1|_--^j*OKVQG1*q@FGS?z^X=QVONEKTO**ZA;zT1IJ#P85M@(aTqPx48;~D%# zYzo9n>`i&Fq_@X`BnT@V2vPq+VH@t@}%JWV|X5dXKq z+a$3EQC8<7e!u_PS8%vJ(51{uO*_@|jWj%bGO|bdxjE_PaYRL&h$~C?8@hw^na@J1 zMB>m9Jk#cJ^7On%gpElohT0KlAgRm1c*A?whfiMW8Gf{#u@m8=@E9G;h$p99A+N|p zT7LCD=dG&zoWO~Z{D6L9IWs-4aB<%RZO7e};>|sCt%n#7BdSKI8Cp5^wWFy96B?V3 z8RMufmrJ>iCCrQ3ay@OoAJ~+uGBK4pyR5?u2{}z8^@ZbqL_jo6JM!IeZF~#3^OgrRYdNQs`-V7GPAvljc=}um0;d2{jI_sXJ^J!k~WdIkdw$) zkn@tbBI*@8OSHt}Tw1~lXcBdYX|mW?d0R?`M(WO8<9bsgbg7}79%CH!etG zf~3kr3;?czsIL5p?EHyY`TDJUJq)S)6U~;bC*#tzQtd%zbzh}#DqF5n1cu|!)veHZ z9PMGGKeF22YOa*iC2Rj6ORQw2_Xs!2EMCOpsb4$ZG>oxtc0aW)W$u)*p003oV40RC zCbtQ9QBznZYHx0&-ma&uS+WXzbB8I^kKM>iMbYYJ!u6I<8GCBnfHT|>*7L1umiEwK zgwY*iQhD@Mq7Lhw?3!)C70hwsarUcXoEL^`4f6!VPqDN+S66hmT!?8Ef$JyPdqJbv@DnAN=ySedV6vMddp!-+(30t`qmhA0k)J zaevlU!4r8*+9hFMhVPsGp(Y-d7*>kgE`4+UIjrjFb1Ld8?fq=jAF@l)6lrm%W^pI} z^c~$cK>sNn*>yNhJ1MD>u#wcvpsKB<_*$DFIXh!Z_f}Yu%P*>1Q*E7veVYN!zmp#6 zg$iDAXb{C-bQC^&s;0Aq)rOK^w=hS@=a-h}zVE$w8d~9u?a!RkJdmuoGfKyTvp9HS zaaTa3-RRGroysFgVgb5=jPx#370f3+b5>35*``fR`FJ7^p(op#PzitX6W;Avs|W0R zQa{75nVCn`s;&-JNTs0guZ;2qEV- z?L}lzo6f%0?q}G|DgpTFCB+r#o_tYry(GE5WIB%G8C94maJ{ChH<_-sg+!5ehQ6io zH?Yf5`m!^zHk;@h_{ohI7K-M9nD$QV7aF)yx|Y~!b9DqF{Fl|)aQmbmgj_Y3AQ%$< zH3>r;FIPl-B~|5ixe=D9+E)e=@5h#YBAW~V>n*plsQ#(*KE`G})K<~iiwJLOV@3hWQH$e4j--l0%pGpLmE64>E8vaQpc?g*Mc-7Rd)^mIPe8aSiW+ z==~96jB|kj3FeY(X6lii?|llt@gHJ2`lJrl&C{E`6@Fhz^Rb5rHe(6K^V*?TMo)e@ zsV-Oprp>+>e%Zmb@NhG=f-_=E^2gLsJTZ?CxhB)=FV%4{i7%UKK3!0{k%<>=Z2MN) zD4Zi-JeI5`j*tD4Y>1ssTR~lckp#26*)))V1WPo2=N^XrYQCcFDa zCkL2jeb&G*@Cfn$ELfd3eldK5k%{l+pNV@Cco(NV6;~GvSN1SnpUqRJ-4N84zo)=> zeo(zflSeg5M_$>6dwwz6;T}Kj`+)OAgLK%w4#Ll|*c0S9&hx21|D00-57$3eK&3`+ zb$OLwu1#?8_-1w7z)iZ2K|S^rvBgyL>95zN6hhv=&(BMj<)L*?>s%?Y_hk1`{_^tQ0PY%X;8=Wqr?pP?JtHv;tJKlbFe^?Lo+#{wo%Qs!uK{dFQ_0(sjJLwhc zcJI&Wq>oom{fuXSS9B;H+~qr6VkA;=q9f(lvTDn7pa z{+0#DKKpw6=QJ2pP%noU9o_wQTqJ>q%V4QRpe*C<*SMe7_qB>4{_~fwrNbJ1mEll| z{&*buVrel{!FRajdciN6Lw;Xb75e&@_pz|Ux6EeMoBbLN3f7nNrl`>s7L6U5o@S-8 zdYZDpA~(?#Bgo;=HrMu=V^&`za<4NS-)HZ@P|P%hJ?YhS0j0YE9DPlA|(tWU0>_E^JpJCvWsqDD`iS8mTT>&2tLQNhYXyb6&hMK zt)iE8WJsAZBs|tC57@xciu}So{YXqG! zoTgZf1F$wXMHG$tW10C%=UE#)S*GQr`0Vp2zjv%pcuk6}?P-#KY)x2?W?W#1x2GU3 z#At1}zZrY8;nK?h(Tg2Z@D#@GBe%MHHq;!cy_#DRtN;3+zgv9EdWzWsCMqQPP8bn>K}=8Yl^ z$>|PJxN;~Rr2>rK$U6+bZjX)aPN z$&Q+UH_7KMOW)DrRe48DE@7saJgWOz4r7-+!>?vBKznH>ZHb*YDkOF9IZ5JJ`}DLo z(d}H;TvN9C6ud?JOI zo{j0>Q#-`ynGY5b@I2$ljQ-|HMas|kdNTQ>7kD^raqhgo+aFJoE)BBL2EP_RS2i2* zCcg9zjSS=K%91$Z97Veql~^Z*MNONrj4^$#YrmKqC4>lhqu*dX*xT?w$JI-Y9kI*o z_E5-s;y9j27Jr1XWvDBlOf|fpK$ydnN zp8D0jH>pwiKxN(1xT}mYQrFklR zDLtv0T2{KLN$z^|V6JBOss> z0@9sIcc;?b-AGGHH%Ll%r*wChba!`mgLHkv^Ss|a_CAii{{WV_SoeKTTr+dcIp@#d zRIOEXG%uqtGTyUqeVgEC!Y2a3N@0EJXm7$2TQ>rj_mr{O@Ry^EAD6@NvJBP8i|XSn z)N;&6X}9eZ5L9$EZY4ya`%sK!6uqL~uJPNmW7vh6N6p^}A;Pw*q-kUsiP*M}27G6p zN2;090c~R2xGlZU`^tC@3~XSiyZ|E-#-kg1f3%(D6+&@|2`R|*1mIPNZR1mtQBsu8 z8nOID-@dayQj3|XrUnHuLz~7NT&)S^&b$?!crY*4@ ztc8afEPW-6o%72q$&Ec3)LerbdG!CS^;B&g(HTu0naCRn-%wDIe}M|RF6I!LSs@NS z!(k;#>5nHv!QO=R@(fgIOKBZ{DP3Jca5x+qIwjr5 zc9C{fRtHJ@_Rh)Za{yOP%4`0&au@#8a_~=eh0+Qdcqx+W*#-;SIJcv`zvf8<^ zN7G3VQqQz?GWg`|wi`tC&m|8g6m+Ki;cE;ohv0mtq1D<5u^UPm{QlogDTl!CA|C0k z{C&4H?Y~K#Z@1!R&W{`uxo_ObtD-v_j3z$rqPIKl zX_8qy)hMBa{6^4MmjA*O-I0Ka5u!3^XHOnIR6+NXVd@}q&&dM|D>OWA@B~vz${BUq z5Me5Y736sM?M+GSm839}LKHtuL1Bkk?(Yq5?-vmfDkA$n6KNZm)9qa>)crSi_vTI( z-+W4$`2vi#@^LBwGYZ2UTq3CPoKD{(3#Tc`>7+^ZBr$PT`!lG^!obckk#l9(2M^vQ zQ$3L+9QZAKYN8)j48}|YB{0^4q|g!E6u z-0y!D_RZ@^jy&uCvf~YDCGZh0^L6Pd-akmG-}utXty^Zj($6A`Q~TIHR8E zM?M1wyHXam`4*O|lqUKlga0#E49eX{eDaqvI!2&pti5SPnmeEc{x^SB%e)AVMWwgj)tr5h>Vx=_risdnL4!o_taLA zo3&rtLE$k~IG-GwpOPgnys-EUf=5n%2z|v{eY_;BL6f?LcCwzg>Otns{@%%*K<#D0 za3BTZ(ctr`G|3=X>$m&0VTyfACY)O?;JPO#$wQ2f0^`-B$N)XIdiuM}3J+45AVLZ$ zW7}$bV@s^sMiGh8>7RB#@DrQfkF!x|-C~ynW%qM}MUxM0=1sAb5*fmgRQ|K?B`yt$MW5!S|ci zf{lrjg-JJeUHkK99Pdb6BCmuabyzY4iMTF1EXd`D9@@^XX~o$v=)s)%u0$-HSN$KZ z4QhQ_8EOxtZGF5CDuqE-DWBrU*1vJa5hHf|yn#s(0saI=7J2@`Ph#GB1C2Tn#&x-i zKLb`Xxi0K#`i_sVLH+|XDHN|C4}i(cXu!e?(xZwiy(%OOL2xfSgOJPXTDcB_i&z%0Gwvf@j*L`Do_-EdAsb34C*au@|0bQQNa^WRG3 zC_MaW{?OBRG$~R0yJXF%%Y>bnwFx+G?~Avao?`nDyVqYJnQE#3gl&R=rf0^PznT`C zU`u<8)$GQ?>>&3tNgJA1`{(!4Ka?aK4Ok%0bFK;G#RJoL+RNc+!^Dp0Y2102FpxP& zfFD4e?9}M&GmQj=@m;}p!SzHjo~8VBaT0e`PIrGGOaejgB1-VvcXt@~<^A`L@A=oE z=Abm^w--^TDEsveCkS|X`W~l5b4mT_$-wFP)n_#0vHw}xl-TUJBR!td8xI_sny|{P znrD>G^SejO-I7BWhF=KxMJY(|e={?zgZ+K-O0jj_7X39%ek+H2csaJXH_?+Iyhzt^JBo?MJ zadHszaaKk$a;p!u3Kyvs2^SRfC>m?}Rp z@m8v{GFD{SyDRcxs;Cwr^9~PyAwXhjO~d{NgStzJbA*p^bhvJJzDwE2)RHzJAY~Gg zPUb71At@Zq_$4RXyU<~yys-L>Ky>871-aQ^vNh>|nuQQ**=p4`cWLp%loIRt!gBJs ziINHTw8pU2&BE+HSi5I0IeaWaBtn9olKb_Tg>!o>J}+dd=F zi0hs1|8&@mv;C7FSFCU7>>2+v)rN={{VO{ek?*Z6LBNW3Dw<2KoE2$PecboA(+21> z*3ISqn|{+VGYg0TV_4A}KA8AeUS$E;1V{+2X(j0^>W3DqtiMJTvML)_fa;F=`=Dn*iR-N0qvIaVzyra_xb?3=t= zS&<@&C`uu#DZC2_0!x_MXLuJ>n3mr?3oA87uT?VQv*^kaE`4cljj!zeO~L2;6``rT zU^=>BlsK`a;uo8&Zv_-qq~A4of!esB%+d%5@EpS9r9P(O_Du~2prlf36W-%|gW%-X zIR(+HMqD4rYfoIP+J*~u@ijPu{IarCS&3l0E*g!lQ{=nWz=}LUIA* zBT%@T6SE_xOE!w+k@Gg=%7EXWdN8HP#01%S8kee=sH)t5X`)ejw?39s6z+;_Y1C&q zkMd|Ge07*$|C5f0h_Agt2C>rv*UtWx%lGnMq+(zI1jF1{(2*X0wcw(71uKVuBomw% zS!NWethacSi-DHS)a?0$PAEC`41s$zvU?RW`0nG}B8MfIX~mdf#aNST%B*i9_Cp&a zy^rrDljI6=;)JG+wC0r^8`_2)v48ukw+Nt)-sIegJwS!6ls((&JP9->xZKH-(?}Bn zoq+qHw46)r%!!QxE$T*D8!@!5hV-%5c)VAky`ZA!{>5W=04Af(39%J&ZS)aFA z#A@`EC|*gzJP)Iam0Wcp%MIJO+!{hQQmCuAlxxWX;wkln1T@j8L%-;KtG2I}o>rmo zy5#hfNPyNn9VoIR!Gr>|tLngJvoMS=`enHVmpu%9A`;>T5I|`x_WJ@DW0QY*J~(d%%#&@W8j{W@~< zt;w)WS$CX^zqE@tvF>%Z#}JN=eCmFnD4-)+`ke9`8C9+*1$DEO2kNO6(SRzC|0~e2 zA6@=igZwATxTJi;sdM)jyc?f)l}xLnlBHCX@DXFkw_f)og(+kdY0G9+WZxm&^};wy zjhAetz>whsqslNe(=qL|(u8+iT7TN{Zl^#d*qPJ_F3M1mx(9f z&khATteHNXVXr~%`yZNZ-FTN?g^DQS{a5R5_V!8Ql?zB<8ON+sYm<$aLSg>(ao26P}WGIL^iV^=aa{PS19NOoHZ!y0$FT4T6 zj#&sfiOjJ_q0g<)OhaY*$`dmNVng|CqYo^jPrD1Z>VB291yHXt0-P7HMgyKbiooN* zg6SC8^_6rzm{mDBUzvkIz&N+IKc*X|d{g#@;G~C}5K0|ZHvub<#NaKY_rttS^Xh+6 ze~f-ten)gGrycSL)I)UCV2>4riC8s|@3S5=7Kf}kA0xlj_-7g~0{4H&Kw7s2j7toG zfn4)h$A?$5QNS@HCgx=0fQ5#RNSw#6cy!BMh$Q>{E!6+t22Y5dSokOtCi3eQzgiIw zGQPEci~EI_-^GSgW7NWaufFZ^9|mn;i`P`SqHsVMc@JF=jY8#>h$csU58hn^iA>d~ znTMK3*|uIdF9ig!gmSiQdvdUB*hYuYcE3^rrhBi>)y`+_uv|RCQKSI+kg6V5N5z}D zcDXr}^pnms($uN2+uBj&zDr-FOpg33%Lmxjn_kv0ET{w97luSh$rSd;w&$xd;ADBwJRn~@ewKdl{n5BH z)v2f@0hh&3jiD+5jVGAs&GF|tlxm@n2(*8nVO&T~!nj?NbPT_f!Ac-TX-AECZ$RPF z@Q7!PyR=$`W)qPy``N5-Vq)-y<=t>gsR^j%Ar$%w2CBfdC7$6h4luH-JH!kHNfss* z&PBHQ;N5Xin|3yL77OZ`nNaGj=&=qiXtTRjo=3kS3)AEQMeXC95}8Lm$ef&H%FH}r zVE(6nOfXAMjqUUYGwXzb$)EPIzqSu)woSJ_yk8(BBqSKHLtmA-Pe7Rq4t6`b3<2=w zE70@R{GqTgsO{<43RwR60HX;M9GpcW_y0ozV6jAFjWdY`i*`zEVtamV(YCsxC>LHLSp2uOf+;187=xQpof$)a zN>A=9WBps!#xMd(%$rAN~E#lVOZ8( zf8|iYfdVcyPhaMQKz4k#ZQ;FQz~x&PXhv4^VxhAf|Ll#Db4w}0&L_T=a9@Mza&elK zUL0~#qVEeb z3qsyw34vGMY2N1CO_2|t&8xZAPDa;E(ode?{6kiMUvyLY(NF7Pg{E|U<*i~`&vXPS z1m=FJPqXOXV?vm5l4*YRHLn;b`i@sUq}3!6{7tWY`Yq5MAS*V4)v6mM<>t1rNqgyb z)(b1fm6i+Fj4n6p!0@5Dm2j^ym~`-GI;Fjb2QToB20k)Az_dx@8hEoj0h1~}KqH;! z3D7PBKtDg=2zS|qDr0y1JT5}8UD1nwSkAW{`)NvBTuA$*DMb!H3$Bc}BU|BxR3*na z+7ojXw%2w-G4S_{S1&d*sTqpc3^|h~Q;MvTN&GS#`Fs~eCxzJ-_9K}m3iCVZqA|$X z^{|&Ls!Q$#w-^?LANg?_IuVfB5a_OSMlrp2YO@dGX(Gwt7hj)XS=)3@s+J1wK+!mE znbNfdx6lgv1u^+ErLd&sXqTQwkZYoid>sC`F@4@;x&f!)H-DUTTzmp8?oEB6y)|~l zGC2GR`$Ip|PNZ=k$!LN|K|%GTKac49KhmWF;TB(U3Ex_my|l#r9JF{*Pts~wPIpdk z0KI> z^LzamT$qK{wY6p9<>hq)=H}EIwL_IJKvVgrvN8%p@rle!P4}y56J~7Q+l)=0e5Ma; z08=9BOy;*YX5x{4?Rv;oFo9~q+lW|j@u|`nLPT@k4DDi6<-w-pae-=b?JS z|KN=ThjqobJ{7Sk88`n1Xsk2|+6L$n<-@TSOn7Bn+cekr*Jqt+1ohSzev)BHOFx{i zRj9(U?0e&C+Rf!`YHQl@oUx^Z(LHPC4m@f{**ZS|vZ8(Ip}6XszT+T~QB&>``EE;c z$X056y)>UcMF~&tGqIKo54t6M<;A?Y`A%!ejoi56x-}NhbXv%JyzYAX?nX9pJNR~O zo)3|mN4wG`t#LyalEJa`S=>IhHM=fut?gj}15h$Gd4}h*REyf!bY@9reFY;Gu3`I; zlVWh9*5c06O6mH>nHIB*Oe*AB{iMsJ%~RSX+p|vURz@ZOFd{jKI{V7btfvY(I)>gb0&l35V(fcVF(8$4iGvpb1O{BhLfhNid%+z~^bJ7>zG=s(Jw+r;J74!lUk@@3Vq3B;mI zrr3VgUKcNO`*8cnicyACRwzx?1U9b_O2zjG3DD|)>w*^c4-qVKI5MoIlbu%V)(~0Q z7$&jeylUQgv3htZAr%X%XJuLB5lL{w^v3tjSEK~3KQ{YYiF{Vv0yQNIWkK}mVzz=9 z6-}LDRYyOF>Yc1`-i=qSam}pu_kkFS*D1!UUH+?WWU6#; zDBB8fHG>DRAyNo{_G1UWG$g>oe_%j7&HY-f^>*U}aH|n9Gb>zv9D*D>;rlxVt@8wf z=$>sZqw(f4-HSC;x1}|0*{_M_7kwG)Xyy-xYPsVuh@-M^Ib}N(gN(yHM(FOXeYrw! z375E1ra!1;3E%Ol+n@H$Xz|ccX?a-DW8Gf)>nO~q8ZnLPj_TqkK7+vL+it*bH9>{o zlzc@lfQprfMT#iVMVdH#GZ<}D2QYR195?QVYTbyWL3J+_?S?O&X{(G-1^ys5FLXU zTR-vIaEG+td(s@CUum)s0Vy*Zk1opD7^iCoghVU3?H`bbYthjzim#&K@9&?}#w~N!= zoXm+~gPtkKa7qw~8In*tAf)QFL9fU$el$(}^<- zhAXEQZV_1A*-Q$NYA%2Aqs23OX?_~TrQ!Q*@TnY zObg2jn0A%a(ma3{1ubVYF1DpRxMjF*-Ii%DY?m*XsJuJPgC6x;^qvdPpPTmaQ=h+N zbqarvk}9D?VpLw-!FZdTPIK5h72-lZBGQHA0_iBKtL)OmxW>b9@n z%-wAM9$mywyk6!dP2X0(OVDlsA}G0tIvTbb9Nw`@`#Kbsc>HOdo8_`D;(`O}7`h*Jvh9a}bJ;cP$%*3kfL}mi$vukKCG~2`ZHw8* zYb1+eJ^91NoI%8bPF`7I>X`!zF3)7F4L)D%Q|oF<8tmAf3sY^COyUzL-Odb~oO#)HIdX+$IzbIL zwDELLTfIEZcZ|oEuv@kp7<9JvluyVwM_N!p=ERX--KnEqdbrOO2JE?+{9rkd%>Osz z)|=WeD|jz>@izt*cVHCDQewHk>~lSdjI0M8pTYBAvVwTH54vso|3(SFAoAXFe8Thh z)PW!5^GX<5{fq0q>27zQ1^)qC7<6+Nfx(H&6{%!oFs z<^*D?9}0y`*v=WnznrfStX*J9M;yfCEJ}or-BVo^@`r-cd;J7x?bP7KRCaeuxxe1E zNCqa16*=4aee~KDI3lfgM}53e|1#oLhu%J_9WXV>MQT6g+eU4g_{4VJQA3?HZ%@+7 z62+=HR6UeO+gbL@~T|s&)zw%6v{AMWG@wjwgC!f?T@bBgH8IH z%TG+0zClgemjn}0!H;RoN zbcRN?oEve7AV%Xe*z2#jZvQFwX(JJ=LSU5rQoH$z^Je=1#uCg~0t7odeEp;cC-FQe zzu{gcE(*!{l1})uX}c|6GlaXZ)=^U!EL&9tn%1(p-uDhX@jFP-PIR&qQuF^hX{Dth_LW^VahpGS16MZ4I+H zRec9CP(&>ICUZiadQ^rM&zLcY>#FjZvv@C=eM1hW8c*P-C|RQIqQ6{!F^aOB@T$tM zCmDT1rC7=OHz_tON9)D7{vTFg@xw(~Pv=l=0oPq+2*=Z|p) zVjGph(^BYYjzJ_U_M7c%bPin|=s1=@tx35|@mNAVF=V)JQsRMc+o zrQPzH>#Iwe-i!}8+Dz(BqL#n#S#K$@x55}Le_%R!gG5lL36wDCL=dh%Th7*tHv?-C z7tuj*&DVSpPTq$DYevCAOxP3O?k83pLl&k$TM+p70NRz&1d%o&igHkNd5Zm5ds zP@!zp&To32H1BAyequIYcJ`NKzue+&8q@JJ{rfdze6UT|zNOPqht!dXSAHiZ^ilf) zGo*E5Kt>Z-7PN5LKIsa_zpu0Mo$DV{efQGv?QY$Nc;u(2Z)ZAXI(e4uWt<^<>x@ls z5dWHZ;RoGQGp83bCnJC|{*Ys1=bNsr9Cml+BKiVxFz8xW{Hr~fy0dgv@9LY-qaQhi z9KjGc-!2}C%NN`nvEO%I#n~z=66&Kd)1hSbb?xJ}=1Y?lht>0&S*>vXF+{yLM^cZ( zYq@3XgJ{-Uo@dj`)*BkzBCDB$Yo@(T-wmUGx@o;pO!FI5bg!G1jdo#Ca(y~6l7F*X#BSYmucw9j16>jDGV?{|YBU8;;!klWaaOB%I z7IUnzs=PCzQe$+n|HGfLvy|F*8*_e9d3vwodEwJX%sL$d1*qJ@&9H)R9j3aKS*4}Ec#~rBW9lJ>938L6Tb|i zfjrMok4#d?@wL>HY0n>7Q7&!-oWm-Q+)+u<1Z8BQ*T)*@4GNvUASg=;cS~i|!adr3 z*H4*SbAtte$j=8wlySMtuI9kZ5-P7gBSrq?LSX|pO zGNjH904Y`7m;l;yqGtxDy1-dy}4&c3)`vgK(mH3vyYQeJUi)Bzr?_>oiEf)RbFEQ zoj;(^I5qUEyjJv`r!J!R8Xly;ZZ%xT2cr7r=GG1G@t6MF!tL$M)T{bN{={SQ?Vn_G z&Nlv6H|r#5?QHsyjOw#1!QYJYr+7YGZImf=*h)4kIT!S+BlWf_^ZvNd8*Pj2rV>TY zrHJ=#MdoctnSz9dj(541cwkJxqG^nz?@wkD|G@=0hO!rXJ*#LaSe z6Pp|a0vZZqv^LS;zL(0QyJyKehI?kIQXUSjjRg$oqhcYuxqOUhL4LlG*iPI*gHvfn zBtdV?qfYa%K2O)%Kq!Ak?z@$@>F2nh7;+bV_c?2(vDC5Kz}KqD1u<|{#Pc-)p3-!w zGS$V)Tnc2`%PVBtV6E3^k?Mlqkl=?4w7!KdyYUm$s z=z-gjB%3=*N&G~9xN1JLnXw1h@LHG2EUgcQ()dP};|Y;f27#or8!J{XT8|O^u9ml` zYg<6sO}xxm<#*tk$9iJQ!NH&3j4BLIJ5WaGat}i zE|cP}3Ymh)mdT0PU0)y40W&D5@8P)RY~#ZSnm1*QdwR2<%+-@He~HrLo6WpVKcuhU zYc3$z8`NxitoRltgW_O&JWFMvb7T^T@!dMrX9QyHPuEVCVcF~y6ak1u$n%cM|IbXR zd#H54NjMT1|1xPtJ|YV9C>l^@ss)8pEY}N(#9Dt_CL+!`4Q{*6pNgPYQ2XfFhTNlWkIa6iR=-w0fH zuKO58QG`6*QC@=S97=_H<mINC%330o? zQrXfql_&qXe>m-L+O5O8#t90Fd3tfGa1_*a^z)&nTK5SG|2i%=C8RXJ70S6mT22 zwu6>!vXLY%yUJK8pd;~#wn7VQ!}MRe;xoyuG5SIr!K?Mis){aO zAKz-NZS60*Y(&rMSSx-65#YS8fJzDSWhS1|L(M*CpqQdBNJd(qfidc`*`$Kg!yZX6 zOc`H3&0}qS^R{F3>_FjcZdElV*1(nMY@@^aV94g}Aa}HeSANVh< z8rNZJe)@86ymt_gUO=l@{t_svguW`)O(?67-J+fXzWa@ zn4;X}oB2jOj6x!B_qQCRHU@5aWc&xWLKxe+D(cQOHr-``fkBx*dLeU>FbBte+^oHP zp~rdj?=)B9nb{pik`W81}(G>dAZ9B zQuvl~gZWa!Fe7%JP4hTY6Z+k?!=Lq5hSW7pJX>UTT}?_~^mp?B&Bg;Mh#mLUA4b zqA6$eyVizyT3ACj8KkG3iWe~Y2Pd*xt4;SxJT2E~`^NSbl}v5`MfJY&0_7ltJ5>1K=BS;IC-wf! z8ZuYfzE#!qH?f@iOz@v4@6^BwN=Sd^jwsK+T{x+z0`AwQY;*R02Lh&BtHq zFNGm#T~(cPcL}^Ub*S_b1}X_%c?`-#e7dMt4HPr;bf@H-JmRKTJ!Qsq(z|3;=UhS~ zBU?6;t;jd2wrY@M(-jsdiv#?KXb!aM;O9-UJzk!*x!QP0)#94;nD7%6|C_oz$u@XA zdbC#Z_NMt|okIM+H|#6k7>~luUGwt)Ci66_xkj>PL6<#NL8w`G-)|5-O1W*FM3*O=TTG9(W2$W$o0Ce$T~P) zd76j!XdwH1wfNNv+f9Mqoxx7FqOXGBF=!>v+JAg8Mdi$SmV9KnT%i4=5~Tf%ATcjimYTJZA*yX#Him0a(Z8shB#XD6MXz48gjT>IO(~1P zGH&DVM#>-0@?=ttG$TTVE9ugV?JbVS1%;!kZ3KE(jm2_Ne(m3~;pKTug_^z_^GKX{ z7~AobdwRMFLh^7`n}{OsnQy&=z|xU>TEeR>NojL!QAu;$X;esz?~OU4e)S&N%Z+2# z0j5$+r0+tdMIIkc$DOvmAiyF`M5IXrZ~KJ8!u-X15_=8L>g+2_)@q@Tlz+yUOcRD- z2Jx)eXf0$l9&xqEaW{WxU1f~RfnU|DIDbNykkk?^uTR`IbXkjAXpp}q_C zj$0)W5>$JmAmkl#as;#RR-pL1uncd*z$2KM;Y>~K)NzUyxhpyyGCK+7p9jhEva}YW zAO0Ndl!=SI>Y>aZsd~9?I};;2`W>CmyDKz4%L#AsP1TIiZm-7$IpUz&y!g_t^E6AP zOd%?!T-sw@*Tk2{YVL)Pd_-gTyFhPyBw6>FN#V3< zX!b=Bhbx_a*B)~gGm9kz`%1&MDxr*HZX&A|cnp7(v$cnTH5TJ-Q-R`tJ^bG|94LkM ziR?~X{%|t|O$eNYr!F*n57G`Vs6bW_fU3N!%FMLa5rE3|7nTgAS)FAYi*c=#IEU5! zLY=)9DRL$$F1&plI&a8on?kXK~11L}^)H z-2s%XeCD9%djpYk*f@9Tn_)Jr0*~!C-AVJ$3q#7%>9BB4;|-QrtbV1z$mskFY7i_z z$mCnHL!LlYBq=~dGein^&--lm^#o?EI_%gOc4YxK3=JHR7Qn%_Z~xrLCr zKf=gQ;7Z!tGaDIAfQAz)5y?^aT&H|~%cQi_7}sMNx0FzoHu-~Ke_ZsdT{1StxjnVEK2LV z@7Dgi!Z-|?*h2f3Cx^wWkr9(oPI565Vq($90}1-Xh~%q27aq(QnL&MeRV%i-<=Lg5 zA>QDL6+Iqp;$Ms*!u5jA+o$GC$j&&qSC@W6M+y6h8}jEc5EU3IVq>YzOepHDGU7O0 zO*@g35}HnB%zR0wM2m9PDiQ90tHkf03NbK)REVy$G=WeciK=)Lf*@;?RCQ{kYksuh zd}5)$hdP@fo`mqcF50>tG~E(FlD0UTs-87&fzD3^QGxFDbvXpeCg@UaMjv$F8$*8pOcGA0-V;)g;nydYN=4^s4RrLj; zP;%l9;(yJ(;k`c;DJe&#clb`kNLHRdAs{g0^MSAcFZ2nYM_fS~5tHklu~6XKnIx9j z<_TWHKP_hKRunNlyrYTUf$_#o*-fLY(t*n2K#k~k^9GPv$n&H={ekAplvf=limgnE z5uxPtSPU#|wmUl-oKLH&Cqk;2=clbc+0(=|%wzdeL9r?&Fk#}(hQgz&(pgtYi(@LDWL8D~=Nv)wN-d#+so^&Tv&9p$JDsFDjqo4K zv-cDvYPDBaW@aNUi?>L%8+bFm3j)fto!Pi_$=Pud(GgPOtvjc&gRy_7l1lSvv6gdD zZN3aLGP5+0dm0mq?(iv)9Tz}g>{;tNRtSEoE?C2n~&t;5g=IPn( zqPj}VxmY?o`#rx*WIA4O?~brP?uI}y>OxblC}PS?$jhu+6dNI`2dWxhR9$9UAxlWU zh+$@W+^*QZJmI64We+vPC7UJb1-CI|WTcQ zV|;vZpV(S9xjKJ}on|>-myw8$TKLo2Yy;1Jcg10~B#K>ng>& zuTh{@N0ugPtoOW>gH^=euWa_JQM)DOf9Zw2nX6>K#~hd1OB@X>sEEwn>^1G95AJ{m zH{Eo#Q~EpT+xGN@^1}6t=`&xF!NI}d`T4bFEM#gn6AP=}!G@=a@WqAvGm>zYJe@kU zOuBH6JT-Jwwx)$`74Y!FgwLNIs8U-bMqDU$HEFLbv3M$#QvYs9X1`dsI81(2ceBRh zP(1PWa5|T(7SzX?^(}|7^H)mBgXW^jWZ_^5z=*eCCSqgNH8UwcaVagyJ#VU`cv^V& zf?Mr_Vb-qPHf&#lu5pi)y%y`se`6n9qv}Up6oU~L7Z3M63%{Y?`>StD;D0N`^^icf zxbV-vRV&%&9vo@Dy1xv~lM`ocd&JG3Lwc!LYLvcQeZqi`pl4wjk4Y5k4j_=bnm3l_ zFiy|t4kE4zWKg6O66DmCi{$2s{XR5PgD&w$!`*b~&&1=r@{K}E%2JPFgntrIg5 z(SS2qgh>T|P4hp|LRLCy8q)|;(gGF)%6DQ>V;G-6R1RF`Zuu>F!;3a2Z;cnB(*+2nq zUa@S4812F_(bs)@t-tgoHt+Mw_g;N76FX6e1AGs-vY42#7ZF1!pYgu{>j<37VAM-` zI8(P3{;coG1>w6-S$d3*a);h@{hnDawrJATpteA_nR3wKI&e7N8Iod~AGYl~EZgL= z7Y}%f>sc@lWp<<+B&Yh2BSfDhId#gnCQE{U8IEzD$lY+21X@*$oefXw`W}lg&$CnB z>>MiYFw-Mj+diWVIEIu~^CQu`40)DKfzJZhzp-=~%}$1Uw>pBpRi%voatYM@A@OAgGE}+pCpYuoJ#o2O>->GZ1BnT| zr#^emyoX2$Z@E2k<(k`~+7}(l*`j3GQ07ZEX`KBdCg=A_WBl-jv2(>-nO|@1_pt2f z1G&G9Cie`)jTw^N5PcXJcicYhJtHW?5gC?jL=R(QOM93(z{AEz6CQ3F+ZCw>DZccx6+c2DII$Ej``@ zV{nzU+x)|JC(p5Wag)Kmf=C_76kbxxLL9xp9;K4u%H&Ro&C9;xuiNmCLvCQjK1X9? zXTi_VxUlmfw9Uc%kzV%Fjd9~a`ui3OI^_Ku&Uf6$-v!w+{k`Ner4jh)3a0mzc~<<8 z8hkCMH+LONC}SCa#LB?=l942a?2)%F3-2|CUwX12v-{q8XPQ_4_~Wwft>siJ;iX6WH`HDn z_wMNDoo(xD4A2J!owSmUXkVlse-M%V5 z?e8*>V>gM3{4QKFS&;`?O>=b~Jf`uQ6I@K*|GvARc(ra8voHkR;(U3tN7Fu^NiQSy z@8Bos!dmt65FK|)%;SMKsocxnMaGdfy(uXt1Cz0#PM%F=?jA72Y$PY)7A|&HFrCfK zG~enPNyGo5-0fxBn50Ys}OeWR()_mXLnQewXu*RtXdhjkmu zAisuNM|#$1h_&Df)Am@OX*dmd?@PMAA%cK?Z%+y zMgS6+@b%YqgwPrPebr7V0LTB|-~RgQ|IzDz-r)mJ1Oa5KukV4ua#x0E1*l|FQqr~U z?QXzko^Nq=jNj+G+d>rv&?mqR`rZ?wcf3$TOIh&WPyPDxN9O%sfPD`HeCSHEY0B%< z)lmR+R4vzi128nHxvLf5VFAczw|3ET69657C@TaYHEp)~kTK#l|8tAp8K;w<->zMb z@{I!XyAhhYrEh@QTGo0`34~n5+AWQf|6bki01j&l$@3Np(B!$#yHH;RpPtW`>9n*B z|8pm+uO6&BJ4QgA(%bBON&TQmi3a#*-vJpX75|lvT=WkDP@c;Zwf}orUHZvgBS;Dw z8gPo^&*Xmb^`RXnpc$>~GXO)>)Lc4qCOUHsfafwXGpjULQBry%tF0ZTUB;Kbal`4- zk_L=22L=YZQle7{K?QfU>|@(_f+Idsvw;u)F%ZpdZpMXBi_=PT1OnF5wf@iPTmM!6 zF))lHLt1P`F&=dfXoK~vZ?r}SXlEV|NfWV zX0jytz~JCJ1O%a|?91j~D>;pgNkjtv)__b4oH>C}GjBjWUoG-Y?vJjgiqLvCt=Gl} z?k%aXkP>(-0{*&<^9pcaba8Tuh>Pn1roC#l=2#hU)qv&r6Zi}QiRr)n$@zL465!ig zX82#%%9cy9H~>xru9ejb7@t0Eg={p10Ltw7_XEiP^O0Zmqrl~ng);UqzyO#V!j%IW zm1W~TIk{9)R}6)M)4Cro809pCTvx_)qOV8v?ri;iSpJ;m&fUxuLVQ zsH`;!d^N^PYBGN7bEfkTIP50!~g&&dJr42`Huk_3V>z0y z>OE*J)@j4f7>qoJYFGilWd_S7c5RQlZRs}8okZi?UcTpcP`d+wkO`1%hQOPdnU!^c zdlxwNb^!z{sBN@|n^WVZdYf0FJ?JJYjUn2ZMXm}uI-}1|4|kX8FGH_CkE%uiVrvVa z1QXvsTc`bqXT|BtgvUzBI zIN3ZbYukyI;nf2$u&v$Q%c}IJ;=#-7Ewyd>$_yZ_)})5Ih@;Uk&via5soMg?z*)3` z&|>u(aeOw*l+OLKh8=9@^Nnuh2T*sEtIoTr(zI%;n{{nZCEVt7^z#Oc_V-V^g=}7r zcf08twNm8KxL8;ed=E!eaqh9Pv6X;E_Sgw(E&UY@HT!u=3r5`Y{YiVU(9v9ch&sUXnY#bctHE&qeRyXJP%X){Ky7_dqdTSy8@T3K> z*scA%bR*EVG+p*z-w#5=OylJU*D2s}Th#^I63(QKES!Ria&vQYHjCOT{r7>~9mpfv zM}p9(*ne&XYUu<5EjyF@z1`q-2o{s5nAkdyiEjS>oVItY-xwo7*D_Vf3%I4A1&X`5 zaleu;1*{T%{Mc6AqQQU0?CqH(o5CoxApe60Q+JkGO&{vP=8FL;tz10Gw&8SO>Kk_j zA{jmS2!8~e9$=T=03Lc-wX(Gv95HElzCS!hq{Rue?;XEhTm~vMf-PVi4~nA|j0qlu ztgN*fy=FD)RweAj3xj_@6cEJSGRxYLBVB?nzgNvyP@uhw!d#!`@wEnF8-Ve5i6R z@hLfhc%_&E;Jw2G2lP|h$(&gm2?>cQ$X-@fPEfk5TxEP7Ej%HF)+P8BXL!>3V9ERP zXv=D`APD&4b)$OB*c@)R^dS7U$ab^}Sy<2jZZB(@JurkeU#cJfk0EpkwGLEh-HJ;v zfae0s{H2mjP;g?BlBA4`6NQ#w@1g3)EN!xVXJ@Amkc$?52Mr5UGOqPiKlL++<^YWf zm6@5j%p1_My2Jm<_=|~+oo}9LS9Ba|zS~L8&dC9hu-=kjQRgtM<(i9z2BAdxhY}Ja z6B7p*E{9#lqK%atKhW%vEZNU${nXXX0MjO;hK!8Al~c2`8WT&_od_2ou>F6voqIUc z`5wn9txh>O)kYbY%Ahr=R*_2zC$u@k!;LCWZYwM;_RJ)@Fb zrc&mVORmefTeB+vw4q^W0$4$Wff#>&Hw!GksU`1pvH${D}xsd(gg&ePMgZ>h9w zowO_^PI4A{mMllvb$ng@Z~wHnsW&w>6(u`|ZdNt)w>nntpPhQ`nwI{K9ZoNNUhPw; z2OS{ZeGcLOA8;+glCIFhFY4;z#!Gu;4YahZbZ9jH*(r|P(T*E1i?dMkWLH;L;fD|Y z+yPsA`vf6nbUdcA>m>UQcMiLB6S>Vj8Eop!1O5FCN_t*#n)FmHO-)UHOiWCYA1<17 z{V6Bso9XxOuQ~?{6X}iHZHKRH8Wrb-PH7wH=+HZVIi2tTUM3h5FT#S%eWB~}Wch4i zqe-Ec5#(euF$Ndu$yf&b_>&+|i~gqH;nvE7ya-E6cePemo4*7IlarG((9p2pO}Cv9j*NKm#ppPVFRE2#)8tf5j!aKX#979yr{*yVpVnjs zDtEEO9GN=6MU{C0YIUoEw$H8&# zSjZ5S&${uod(=FrN z9b8(-yUpB>#9+p&mt}uD=8ge_d5TX-IlZ%t88jIE*b#Qq=F>BkVaT4q-`xSG_?S+V z;FP!b*!u!#!n5l;qcPZK=H?uyuh6kU6Vk=7V<$Qv1VhL~2&!$?lY{B8frGLv7-%ai zt9&o;)t?jpNJ`#NAr=-Eb{;SAZ&#F=?~!AxsjG*#v^aH!4Cl%Y>;b?U(dZ!zB#_XB z?)YEhbU_#{D=jWiuPcP z|M1%vw(ehr4c+^`R@E|IU4`}G6}_?0yTcGv@_n|p@(`sXfvxU+eSJgIZwjAB$TZh+5^EmMN8Q=s3)(wz6vTCkleAjo~62Lus)W=gHoszZ;M*Tj8qff&Bw7R7tXe%Oi`p-ZA zaOPgw(|45d2a~cYDk@%GJkCL9R*^tdiG5-$ZugrXJ;&}v*dX2!0F>0bcWDwUR;*Cm z>A8k{gqD_8x43GNl{JvfcmX>UuhmKf=*RJ!DeII5+-N@*MrAn}r#HB|Mfu*>n>meH{ zt4t8E?LM{2mx@<9t0{h0hgII~MzXKqp{C6H5Qbk)3;GV9t8_?mXDk3dD=d!XIB*^7 zd!NP>8cvV17b_^Ls^Ucb!NLuxR8vj0x=-|b9 z$S|V`4&Fdd&oLC$R_=@>p=R27v$Q>Io?^NErMy1MrGEI7I=#wQ+2RWvKXX)X%4 zvJ2YugGFwi_Psk3wp*0rz#U2BZo#~Nt)^;nq2*n(26~Xr}iRMfUw<>dZ_9RNfBO|G z;@YyBhmA4>o<)vtq2z%6OvaY8<0)m@B_Dak;)&dnPO?5owJ15P0kL@!YHpB8Tk`$G z%1`PS!pTYtiOQ>5xDNX7p-}{vto;0!-$)tiKG}b`z-5~vfyLwSMS`5XAneD-#qG7T zi+|mu{7OMyelIdlpruRNs#tS@cJ}tlCN>NPAz9B4*|2}b7uTRtGpm<-qFIT{7U_b? zk{awX!hC2!dWYuvtB|+{-?UegFID|KGEgnWdsPb|3-4puPNO%$0Kob%o_wYYU70}G zp2TU9;g&A=fRx5Pi>WA(Ep(|_L8@$!AV@kDxGWP2g=Cg?GpFMc5~_o`ShYA@a-rr^ zAd)jni5Qb&Yjo0hru$MxR@UU(u7x)}e$b26>(@6R8KDOT>fO*g>w<0TczWZ;jR4~m z%Q$7{z=GePfdw^Rd0n?i%uo^RkxWvr5jasV`5QI3cl?oATLdmyo zscEy#ElY7c;#B5KC9$-p6`}p0z4-`v_nSvq5_FT z?m;4vwNO#wZ>AU{PvHMVtS>2B-!#*+w$-xKC0*6BHa9l2Ha5^c_(0dv%D~K2;DqoA z0iJ{Rt*yVT5{X8O_)Yds;;jLRj6{;TcwW&i zdZOD_`Q~uvmKif;Ey_Jl4?jA@Sxc*=PUYjHnrpM96qoYApsc_-o2x}7KH$vQef8!f zn^v+nR!#DbI^lU zl8S9HJiLJ7KYtv%w3Uqwe<>|?`Ty@9v<@G?lSeCh;Ci=~^tTU@2P9mm4+MI#oPF@_ zY$($%M#io9ug{;QZM+UWt{%{u`&Bcx^TKf_C#T-Av7{;9&>Y8Q(+`Ht+X@N_cm)J* z+6pgH23A*;Ki=NVA{F11uxx8#!Kc>{z4h$bv-b@Qv_`(Z9@{As`)>X0omjf^%Yg^_ z>Q0tioFDq~IxUUn;W;U6p{xGYArTQ?kGJnLY}!|Nr0QbRbZr>7a-KOG zKRq)o9_2DjkPE zzeOlY>3Nh7&fmFlW0&Ln(2h#Qof*pYJ%#oaKEA%qEVBNz-WMmnJU@MfgRXfcLn-x6 z4JrNCuX|C$q;#2(Bh7YKo|SfXKF>DzA=RzLsrw`0Dm6(?RyHZqIowt~$aar&LJMW~ z=!TfX!hJm>qxVz1O|l^+6*f)b-r>Q~(SCe7Ri!;W2ZkGCyt1olsW)3!JH#KelEQm4DR?l3Si-deX%WLu5q4D2YWXb$%Y zpKDgq;3G}U4c5t~1m>1JarwJp+fra-ln@(R5wKsRoIz*er|Vzc7?-tUMqPP)KYsks zNm0wyEBUkbzG-Rm=FJo9(TJ-58meGN-yfX3Y;bT8(oYJt{!rcMVQnExZ%a%OIuy-;LzrW6k8&FeYgK;ZPkBq)>hAUs!Pj{ZwXt9_wwb-Rm1a9xw*Mr z&peD;Q~4w$B#zKh5qEz4TkMvP)}spf8Q}r8>r0benX?1c0_^PUOVcHPGubY9^5V}e z?{2UQnRJ|rdUo-t^rx0&m5Mv+>Wnds`uoMW&5&XId zPco|+C0s1cFYZ5oj!NH-vqvM(L{Fl=ci{q_b^Gi!h+kUprbrm~5 z_h*%ODQMKx~gE-Wray?@Vbd-cE> z>nDzZIYzAk-32yshK{f0Ka-P_N2a74C$`A#+qaEpddv2?O1A#|vio(M} zLMjrjy{LV5%AkBukxq*pmVBB>c{kS-l4v}vK1$BD+>!PubnKx zs%F?(xcz>9_cUBL1c}?Lr>EC7zqe?aBTeqA)3xNgMXH0-=2Z-xMUJPjL0O1RjBC}5 zy&R}_?AS4dagHNLGW#mL1mxu8h^>r8WEOKcRrmR`ymFPU!9~gYMn-kdPMf7JtdWRA zKzu}5S($N#=MEkrq44;Ggv=vXpYfvb=G^~wD97N(5h1%7O-i?vyG74B|E$gr6Lbmh0x?tUTO;^oT&AMyVAX(4YsTvsOdY6s1ni&h4H%nA?coziL9-KR;#9 zx7l;pLr6%dzM&xiB`w3B`E=&pA_tVkro@{HX(nh|Q8>-d#T0-+cQBUW#UJ1(3>LOXZ}0RHw4+7Vu(|W z&(I4wdR=e4B}E5ou1|_9rn+=!*LY{{Nr6+R?hysz`DwF%FG1Ni{v5={&sXztXwTDV zrRkoc_C|@n^+&G1tpAXmtx_GpqN1h6rsJ2vemNi=HYjCk<OXP zalQV_7k>i-gA4)v2J>+lx^jFHQInSD8zr&^>mmfILLH}N?nXRYiO#bg4X*v!=ezHu zp6G!<{{v#rOuF)(;u5l?{F(T+Y}s-m<2Wa$CYp&3_90RBj5~8oc!Y%`Z6?~Din;t& z)?$o^U-AI(3Ly(RRzFA5R8>`-__MLDP$%*Cx0RlW$?^H^mOwW3O--SLgM)lk4BRJ9 z=wUZ2j2F6WJX29s&1@83_fxywQ}ieEs_VRyLI^n5rS_utxGUVFF1uZa6Ee$-Uu{CP5?&Ya@}XjzU=2X;+} zkFPv&w~*83w}#8=W3unIC-ttFI>!i&SP|ZJPU7UQ5Wj$DyMCT()oDW9#zd@ zffE4s+Q9c?^XI~Zih{>et^Lu8j%4A4zkKss3tl=!He93i#Ld)`eBw$nYjC^lVlZEebwZW}0_ma+==hSR#yVPTs|ynK8&49;SI ze=zNS=2*{A@%n-n@BOa_d8=js6s8&*8)>4VqVjCU=}G6*)R+M_NU~GoB@T<*Dl03& z1}Jg^lCHftvzZim#wMw04*QGD?F#c}9GZ%{I$uX)Ev<(rQT;Kle-fK!>juWhx8qz) z&2C|JB9R#Qv^^B_<-+B(pZNM-P*9*lJ@AS+sbM)7_5AsE4Gj&T05a{2JOw`I#bzai zz@oy!xQ30duP^k@+9{`NKCI8t{W#eADI3e-2^{R<<@Mev6^LQw=ifioVl6*@TzGr! zMO?$_Q>XTz1~Q1+@#X?wvF<*4O>xz3ZegmMIUpdQOUKsMmTD9E3Cdfw6V3rQ8N-TP z4qIDW&kROrSOzXGED(P{cToY@1?5RB0;o;$dO5c4WUHJke&c!pghUSxi_quds zRF=n@x1)uIshqIiftS8|`<5VVINz%IA&zp*R-wyLb8~}oQ)i_t8^CxJ#;->4Uy9Eo zz}%F;1CmI`h@E-8_)wz0{tW_6k&W6)Wd$ZCvhS?_hHnZc>uvu~f=@#*jJ+X<{E zX4>)Lm?t&kBVe8<7vIPhl~f0^o?K+&v>a9c2C*;C+QuTxUKh}~W+dfU*r_0mpOaq0|ZKY%_Nmd4uJZP%_{ z>zciC^(q-jOH1o>UETYI*`^+f^9N~3q|B_WTOFyO0t$gK60QM$e$>Y8nV0&^cLYmy zlG3e)uX%WQ^a9IE-MI0ze1mJeCgkYX@82bft`)APqEc30PksHR=u_3ZYZnyXpu}^z z-sg&)$l%x)_~ONjuEAi2;NW0Vs1q+|a8#5x&yF_WvHNAY-8?SZ%aT#g&EZEbCzPx0D5ct9!7e_Ib6=V@rD$I6Ob)VRW% ziG1#L5jOjuxyJ1ZhWUU#fPE+C^Is9|icMIU0c|tH`#9)#VqVYiyli``TjQ`!rO)0- zArmH^n9_H9zR-w`3K8D=*IMmDpI=y)@BIaq{Fz z>I0$-f7gHh%`=i=WO_>5(bm@6Q{>2HqO=s@8<#K!kPuV8sj9o1g){>$$$s!4>4MkJ zNVAheSEjXs-HQ;6io}B zFk2rhuHv5mb9-4ZHR;)t+ysfEpS1bxL=WH_9$!}F+}L2IqkH7$M%sV&0kwWZ^m$Fq zgTz~bG`z4~j!hvgPjh_H9?L*-y{3G_$bcYL4l3 z506c!%zC2L?kX!k`St6UY#8=xn#EL?$fhk@bpHHa?Xr~dcQNp3h))nt5g%{fVE45tH71aB5yIJk{fVWFR9wc6?p({{Ww8}lU zO3TTG*#G$!dl_{ zF6GAO+1slbHOz%~Vrea}i#Qp7z{tSBqU7E7ZQHnnpZkDf_d!0Zfbfy8i~ndVuz9c0 zDJTAk%TfKEg5Go;ZV1}8LT>$INj3;R3cA&tDS3Ge0DD6R_R-U8gTbVyr}uWK17&af zyRjV8HRl46%+kt=+hzg>nUI-4VnPb4Ts9V!P)}};S)K0@-2T~RiR6>!`)sYSwyy4i zi%W46Ka`rt$jH$3;v0ke!6zEW@fUMkGIwWDT6nK8 z_fXJw>JCaYCB$Hqh9Ft@EG{*@X(JGjNI@fdaBELMee@D75K;374^pk)rUF&AX`)rx z{a)dVe(@s1^{>mP%1SNh2zQvHuZyp4+Ol(hsgj2CV_b&yc*~AMPpNQGr+4lbb^`#h z9{GBHP)AK!S+gNpglgwbDRf<4s2m&|9GU}F{v&M}v5NZax?4AqFN}PnfVji%!qvCcMl&qQr_D7uW#daypD}^2WdWd{P+%?D!;^FE5+MbTfPSq z%En!J#JL#h$mVW%arUkC@j@=pB{%miG;cIYTo?om_Z$#&@IW0@PuS4DWnp9UI3|Xb zoPwfkcs|2o05x{)yt?}IG%&|&EP3Qv+Y^M|PD4WzEn-E9?OYLh>}Jn6*5So0fFk>u zGfa?iSHL`o;*4gcl$Vk;UG!`%T7K|s7tSc|T@`+GW@T1~n&r$M6nyDx*Q%bfU!JMl zr=bbPCG7e~6pDZ!{;Isaoe`KDVE^>;g>wee&6o3iaNU{E!})=!6F{J@T)Cp0Yueog z9f3!1g#DFW(#sDYP6-)&=g`yFuLeGh0?(UYT+~IQ>1)~LTWLJ{J-)uD=Ow7%5a|B3 zXkj*6VLueYbZ8(1gGx;8_n}PKxpODVrJxS>1=N((u7`K)xXyAsJe2f_BQ2SuqAZkU zn*QD z)|d4GuX&b#b0p2F3fs*bBovd=uOOUWZO0j_@sNCdWwnMmvVh0FwFA_+f;fPBnwq5m zb!~vFZD1`7B+yO4{9)w|8j0Vf#wI3FSodWbaZxRp-I(!0uB6pJ6XA`IFu{;Ia&#*KU#PxfPCzZy`fm4OokPM_A7l9CEz ziY%BIjxB5ysgm^!4yL}_ouYP{e)sNJ^R}qW_0Ugu9cW!H4RhJE5JLaZuV0^>18SI) zWFd*ZiL4EI@#0JI`qWuH9i0l|JBNgXG?g~dCG9-R&KTLz-HpBK1SZZMUneUWwS4!g z>$P`tEDg#vz0-t*g-<8GXSQLp4+@I+VGa)7D%s+*;_DLvLn9-fAswqgu~cb%Db@~5 zus1wSv@rMKZpl+$p&86{+y3ms8b3}+Nhzpc^9W+<>+L0>Fh&boyy*xW92julck=GL zuKeuOZ%>3gJc5FSIOC!7>YzQDTUx%k7X*te`}=?XiSiRj(j^?^r$F_1Qx>9*V0mMw zzEZJyG+Bhw(!F8({rh*iNvF_6d)5|I8pusm#m?)zFllVOq^Q{90)9jad7zzEwB-ISuT#<0^Yu57=`i^a6l}{{Q09t z%nfe^nYiY~A3x%!;}W3E@4K{^ znsf`|*hL(~r_s?og1d5$aB*=-Uc9&oy{qQxiwixk=Wh7bCO9dI``l;`4XnM)clG3R ztJ%>=i;)AhIUylk+;>FE_ZFYLkwUB(9-nkDbOwOVu;alcWS&k9x-rEjSKO z%}&_F{vW=@jqWdOyaE;V?zTZ;8uiC>g_^4$olp7J*jymh|Fvnz(D0-8~COUIz zVE6zO$oW@a$1Vu!IC^|u{qm1;ZN3lLr?RS26AbR2j!?k=4({2OU#@c<>k(*Q0=dov`QF=)9Yle2={OU+dQVIP)7SW9P&ZT9RG(?1`;TFK@aXddg7H z!K5y6oBb3QThk^#zPN;hL+tDqx?j8TQF3#0i^A8@VSb&oJ1kIJQD_i%AvrbFKPrkb zIXT&IQ6wnoD4jr@UXdIXBgISoeWg|P=lpLNP|8x(1#!3o2zf$8SCzN|3Swz#scCGS z{M21JiTQutD<@)y4z<0#z4Z0#TS&@kH}%Qp8s;a+pM0Y3P!&BT)OR5=ibhLM{IJI> z4|yMHj{e~DP~~jAD4;`>mrIU}kGIy+42?+*#xjImU47@Y=lynF9ZmVULFi@yAd^2P zb;|9RayDLtonviDSfkY&Vh`)sMgDc>+F`+~-}SzJ{VMTQYa>m`Z2q3taHHSd7*(tC_e=ClKP5}`{``m-+oQh@2W_4pE9@UjBM6 zVs&IE%NY+i#QlKd_rJZ_j51H4T+iJ`vmGke{Cq)Uo@)MB77%^%SHW({7)c8S~#j z0)VXSBuxn9BR?)X#2h$qAo8@?0TKakm5ZH3m;?@a9BKD$m;|Vw3`5j%)B9jC}vtyac&-8+Ka-#GC-{t87h>gIn>K_=$*JU|l z9n^kX;U*QSqoafO^l2~9+1&c?-|0ws2Cx3r7HNJt@9fc!24fuVH{X6&_E5Z_yo*BJ zL{$0L+opok!5VCuj@FOICs#hOpMkm6=ip>=AoKkUlOR8Tuu1}a;l;@60h!|=zkTR@ zD{t*1YK}q$hYqdk^HHlhjvBVbQwbjFlA;G_JRNHHhD3yHPQJQ`&2=)Dg^lKLiBw@U zPbkwPsdkQf0AA?Fc}}bRuo}riue9!AVevn9Gl4Uk23H?JT~%q-&I52{1HWuZ_)2&Z=t7BUcWut*rrHvtTD3osSL-4D4bvMm5w8 zC#)R3D6Wd1|L&r+WnEi>;*QsgogVU$tCW6xsohS_7q@B&erxG}?Hik4P(g%%#)=Bd zweS7fOBR&M_QA=qPPjzcum1EUUV)~Ya!$|OI%tXQ8FwvYfmdi~{M@U*rW`w*)lE#d zeO&AL5lJVBfAnZFD6hA5SBR*z;Yl2xq&mjNL7cZ2M@F@bZyJ7P+{)yTu<5V|fn*YY zaAbwHMb;#;{W=paFDd=+9_rUHyUUk9WA>f7>R%OS!1>=FUrH_%!WN-&`|pQXH1c!g z`VBVG7N-ct0i+SvXtPJh@BK!I#)Z#Y&K3FLgPRZiN8w9ZSPEp7K!oT5sCHPT;sG!d zggz3wZ0Jwic>=?(MOt)G=H5LH$YcM>0kOsHtaZ5QS17rQbg9TsE*yn`{q3tfDV-l2 zp|rR6Wl%{MQ+0_c&$(tur}Q;hKgxbEsS0!ULZZ#!;lKwE9?))kY;I$dvex_S36R=8 z4W}}(p;KKZ?)J&X$3b#f95UcI=gWO`DLAFt*i)R^hEo2aV9F@9xE^IrZ~Z zPAri#az{+xH|F{qj1`Q{^a|6S+5XvK$uz2zawM1hzL>JJMf0oW4a?S+7SFJ-TYE3v z(|A8@Q2wNBay@8oU)Z|QO@37K~6bpjQy*qn6t?pG;jlyP?sy>TuqM>1t^p7(NhPIyA|fIrHvsW{IQ}%O;+qaS*R_?E zk&y_?0AGA6;}fDo1n37HB9sL{)omIPNT-!T#D|azFXbU}H*1UITaYzLx%tiLAkGyH zL3yG2S2Q*4fk0Kh{L_`DiXk@uB_5U-wX3Tu6p>WQ1z17%k*xtu+rNK5EgjvVY%}b) z-!m071WrdvgpdkA$fQ$3o<4mDQ@9kWD)~cFk;7s+*m(Z%;oR0-lTJblJP%_CS%W7& zKIM?C@>|y+ty!8eY7|&|f9#oL)frCG45*RV&>=Ly}x6bK!v^`3ooX48ETu0DVM92~4q z4aVkyy?R2uU=s<;^$58ZG<>!!6Km^JBu!Wu_~u#3kBJ5-Hl^HEUvqIi&1SZ*$Ytf&JT2NW|hZje_vBMOgVVCkN1^P&b zxOJz%dMiXVO46rKpAPc!(!!L2T1_r_;R5<|pk*Cui)+!iR&t)Fyn=`7JGfBFypBy)2o<9-s>Q2_*TMmtQ+aQPEon|Fv*p@U0MBRuCmRu9I+1OGStZ`nW z79QdfN$J{^+b&+bNF)gqvLyknyub@d2RS*ZbgBa?^R0%zLJlC64#&8rrhj>b+lkO7 zag&j&BDnz$EEnR;Z`-!5w#Xz;tAaA}*)wfW#IMcAqaq8D-uqlz8~m{t$Bxi?pIkiD z_0g6FjhYZl(cZqLX-Hg@k}B`)RGZ2P&g4f}!CQuh9-qtt^O%g}G*@#}*mi1vIFHI3 z-laEh4*j01J85ohy@_2Kz(th)yT1wef^r=)#?DtX$7BnH}bCDzDtp>~2X`AI~?J|L1^%*?*;-fzhdMJ$jRRhs~cD7?!NVD-&c%6fW=6-)%oeir+qHcL--!uAJ5 zs;Q|N`SF$pEAp+--io-09%UUJK5q~~#vwFK*MA+a1VBYMPk^LXs(m`-(S5&XSXdN6~QIC-mAU4jJio z-Qdn2x&}r@?4qLkk;g4V+=$Swbx`;6TsF?M=42eAr1WuZuhG%dqeL;lrtC-9i1>yM z3nLG4{@7s%;T~->qN=+o#CCkTu&&cH@$3FxXCflIDsBamX=3u_aBDmSx}xO_{P#a| zpO;sDC?6XTjhqJXS`sA^c-ms>W!l9+Nl6JXb4gW|3Dt#+B%oJc z>a&-dD7S+v|p)BAcM#t-;RD zq@)R>py1#~M2E&*bp1WM#pTcH@V4A2`0==OFQl5uyuG~%+ypWBWOL1CP8mA9>@xgN zZD>@4tCa7I{>H3cU|j~3VlhQ4&8b%2Wmxzp<`Ma*xla z-dU2|`N|ivcL(VYl}Hy2P`>w7-CYinSq2v#pa;K*Z-ZFJ-qaGE>Yb)}+iGHpi~IK} zA6KQJl$s>p)bhPbrqS4hasu*##fRD`Za&A>}S$c|vb=#^jpS%iQD-ynYx zFqNL3o?lS;oQ!@XHU<09qg#4lG2fO)#vPw~8h0&UpN${+4ORrI2J z#bM#+?fvlW+oM2}enf(BT=CPutT_TOgv~^x;$h+N>D4ocBB5oZk@Oj9I=GbnAbu4P zmQ0zIP~ed|W<$LJ@}5~(AfT3(&du-nb-=Y=G^|q4I(z&3A0d>snb<#Y6K?*yS%LQ$ zqNy|~!>S5n$PPKn;W=^yoLWjw9qRZ7YZ_qQA){uU20Tw4Xyj(FHA zFPo2nx+bVV&2D1^7_AiXd5gox^HjRpI%PM^&{&=Eg_&HbW|;4V?TtWwM*T|EL*`VxNvHFr=|kx>#roMW^dbf;!Y{t zt#63#=Xdg8PzMQb{yJ2K?Fa`X61hAidLF?q>=<%73=iQC0%Ws@Y(Zz`ivISb$@wf@ zHto8?_KN)%XEIJmbgzzk(>I9!kfh<}lREW&jr9W5Q3k{ht9tlvJ4z}eZV?)~2X=iw zxL#Y13G41M)K+HhEAO=DvB_SmTmV=0sTfVQ_$ zEB1a{*0PV4l$1>w9aFZRGg~m}W?-($NtshdtJ{hm<$sl`*`-by;qd3zbD$^^lpXsa z0}zh<&@IB zDbB@OiEWCxq=(f5H5++Dir&=u#iidUUuTbRm4tcG48 zy?GzGIiRx)+v&SN9z-VST#c|1f`!UC#*F`w{D8vX6v;x-7PjAId)B0atQndD%;z(<3qQ7(&&%=;=M- z$dEXryk9RI_eDe3>Hp*{ef8=k1k%1DJA!5rU;9>tosfMdkJNJ}j%M*UdxhVwoYZ1w zoP8Zzc_AaR&;G&rd@I)0ONLjeT#1Sr6X@p`>QLygXb2Epz{Gxt_-XYSzvmUo`Jb-I z`EHSWDE_C;&b=x5w?hPNOWK;ef(~Xo2(Mn&>@S>Z@OpHjTPjxuEzHg3g~z=$1c8=y1;RJ`d+)>3(XYukMw6BOvoFm+t93||aNoQAgXYCcFmmhXvsU+=1$qXTy=Z2hkya1QI~;2END3adL8=gEbC|NmEz% zF#;P0G0Ua*5vZvgNC(2q2+koY^wGT)poe*_onW5G&7y-~>YsdT&U%et_>3u=9XMtixXeK{W z*C5~!DQdjuw`?ONw03DRSAaeOl;cY7_Y{gea(9o{8-(~$iX_BVu*s=2XDs?Xy6m9q z1rT~1@)oi*8<(CO*^2>}o&{E4@B8B_#BrXCYnbocrm=r1I5q?4!~OYRqUVmMcm(vAE* z(b2FT51~F#(j4%Mi{nV#IH{aY0?(-ck--sghkvAn2|y&|jw6=;1W>7> z4-p&qR9#J!gbFX3EjrW?GpgU+i2VwY0iT6mm`b^&$BIZAD@Yv~_BKG_09FYafV}YG zu-x3!t;f9iJkh$!0ktAdsFRa`#L6&F#=NKKlni;c^ZEn4O`^vb2q9!(PJ~(>LS{I~ z#kCF2ztT!UVIZS`o+fU~6Mz3pcmrO<-3y&o6%7A3Hwj~}-UzK~LDG8S=jRa{%l=>6 zDazT)!vmX+3CNX*P@ZlaLdhd8!HH`TusQ!`vgp!7BN8G$=+-ZCH@;oNhJzC?5z>Iw}3-l2)N z720RjuYvJgf+MZ1t&Ka!eoK!~_V79c!!YGXK_o&^a7%*^%aKBVw-GZ~a8CS)9cPGX_OjS&^PFQvKC54wv{5D=%TQoutKvBFAQ?ml337lX*zN+Am5JnO`E+P9R z2*Te5jPYj|ar>6(0UFM)W#uJ0HEC7Z2_MJQRSWRLY20=@099C^VJ|V0v zW}t*kogt^?plwd^kskc|yerZ9gmU`7=~(bg({>1TZJ25}xLg=2a^0R|xY%jc(o_X0 z1*7kATh)*%!6X+laQ~ft0lN1Z9UCL)r@3xOOiUwU_HDScoY~z7tmI7sFVzsEDA-7h zI)2VzpA)_(i-UYd`zw8~$jSLSngIo8LA|2QF-gWEhrgt^77M`#6vg!CZr>BC8A$l*%WRNMFSnh@pZ^Fv8VL>!tS`@D2I1c zV~H3@#7(JU&@nYNHHH)-TNx1)gh4O}tND#`ci(2|H(J(RdnsB&GEaL5p+l{}ICD)LHD3N zhpq7(I(#b8xMvT&z`DxO$c^OP6E>y~zjs!Oy3|bQztHRsk9lvWySK=0R#FS};+x+|i#U zB~7zruRy1|1~BEUXxBAeyuK3vu^J5=riWVJT6~%X#-NGy$o3BmtR}W*w#z90CIYzd z+%05)R$1|A^Y*;XA9Fx+5QvyTyJf36qMpjo{lLA-z|d);cw82Ol@ z0vQDh#T`~#^+X%9gzitLhl>-Tk}GSk$e zGr)RB)&2ybpI|BkuSboR0vrNC*Y>+I|t zAAq1KVay>PM-CNCp3CA$oRHlS1Bv?yY2RsHKscDOJNNWSpROqz&y}(3^IMaUpa3~~ zo%&kARo$eZ{QFlr(a$9-cD-e_U$@~exUwa5Pxk+xXMDwPr08BYW%r>C;8ipZ}E{zd~?~lBlua z2rM+ZqK$=YD{+;`F>WVE);vmeG?QcU>|s|D=lc3h^564`Fg0=%S+;N0Y7Cgx1s^74d154S;7g6?|LFu52)b1!P+3amFigo#lf3%UXr{V$r!Fn&Vy0~NSL1>_N06fy*XEsDzZzdU=4e6c1TL_&zV82UpuKk_3n zj^|P<18HS-6$+ImCS_MJiOVgzoWu_!83PH-gebT3fT;55h7)E1iHeVgOUS)=_gcR! z5e(fS#X-<6Lczay(W87*56A`@d$oRyvnS5}A^h9Zr%y5J<@TKqk5ynL1`5p0dGTb2 zK+I_oawl*sh5VfRJMYYZc6m?~!`F+HdKyyjMSbfIe z168#&Fa^FWo=VlY(1`q2r9283etEb;0!p2qV6pGgFBdtq@bjB z!<+$r#tXQ7VfrU4iPxh4;s@h)I^==e@OY6c{)b7}bOR73F zP{zbB!OBPCqLQR!>Na^4tGbLLA?kdq&z^Tv#ZMqj>Ce4zLm6>#0BqcKk9 zi>XStkV3VsOEIlw#72Nc}mfo?E zk$=Vgxsb_Ml;%XXII2Ydm$$U#4Y$^O6);d)eD4`l9l1^Cc@r6iPk03dFX`zW*+l-Z z$qIuxi1SMUM!rf*TTAo#eo=duY5dRf`NH9J-Vf(KR!u6VGVbxMg#Y>o%sQNYa7wqi zdCnfr3c}N#@QGxvhrNAAWQ@LL>0c*~UDey;>%Zq43DYBLcBAQa>fN)qUZ;j$z2)*U z;x;NOh^7{#NLgFU_a}j($a8+4yH{?N%+Tlgjph06!t=+r2Xt37yuUug|-H!=9R>wTh6U;U8%;oG;QSZE~|C*j5rM(srRM)^UyGk8eDi+`>KiV_M$Zp zDCSnSW(s;VjMSmb9#b@zSd!bu2=a^mM zV$$}cl}u82;Ib=oUQRC~>CTS6&Q-s073T7e&U63rMRC+JUtXTm*dpcBJYEEe2q7B5 zKNPAj{_l(u8>6LEn24WT)}Bxf4>O;OpB--A(X}u*^WU_kzO*3~_jB5@al_b$S~4dM zv~F)O`XW{KFEqtizRVD+D*63Kp12Lq>;D8XZK|@Cli4=Kb?$1}ha5Rx7uOJUMP%7U z&|}eTgi)4CCY$h}hpJNiK=IwH2aX92o82NzC)}u7b$wvtu$Lln;wZ61+$hQ9Z*Ad& zXQ^-a9eyr{Y{CPTz(s#LN(dI2y&96(Ej_t7Ax0S=p6<|@!QoFQIaeGh?a?)UI>^4C z!!qqBDMY~a{?(*WnjhIlt=h2JWmCAPVV^hbM1Tpd=`Ggi{olTQTj}>bnOA*lagd&o z(Hm8R5GzoUiTOD=X7fGk%@ya8Uo9ztJT4gP9^`R&HHcO{IT3|7dR2w>|1-T zR>EOV(k+3b^$;x+37XB2CJ5Yu*fS16CBj4RCxoH1Vszcas*!&0-eXRwP!|LlWV#oM zr;kdG`L^0$;^d^Ku#0HARrOKGqp2=ZQK2PDVCCd}A4PsDQl)_b{`=6jlTQr_FYN00ej*j9fS6cu>NQZZ~pG4b1qMaFRZMk(Wz;)4meDb2Wd+`ecA;4jN=}zb^sN)6!DF`YGD7zsi`Lr zZYGgHyiP(-gSt(1ZY?L)-JOD@*_N(_`_rZ4{eP0i{w}-z{pU2o=y(i%4q8q~43J}# z`-Fl!lKx+MS9MAjY`w^+sJ@lif&1MBf>4!r%*7UtOEhx%ORdH z5FH(j%0z=u5fS9(@xu%cx!{^9>nFfcN{248`f6k0wg!- zWPO_!>yb|G$Mn$l{Sd)`bK$1lCDr5XiF#e)^NAkmm( zdX{(s8}i($I$p<^+UU#!!KpP9&|S}J; zzrF&XM=b5ks#COt>j7BA7tft@Qw&yk280S?+MAk-l7nN@2m4|L8W+LH zr=l?eL`1tVn|G(gg$08|+fjQDXK!HU*8KO1#eRfAw{G1ENincKFy=eIE8q3}~eZut0p+>{v55>9C9)VOx)mdV@G1U3~}xlz0?Ee@={m{!U^( zmdIrh+8<_7vfPp7aXo=_Vb@AUYJ>mE@Gfef5Pi9s-=ES3 z1JSD+kx?KXcL$_QO>+FblF_9sm&ScVs0XfII#w=&@bg)oO2?%;1+Ypq!0u5&cn;bR z@w77@PR=LD-1+iVwZX^(s2s>!#GE!QX67iaZCA{W#oGI?|+8el&6a=t4Wl; zuK8g7zkfD}r(j{#ulJq#_bfR)fr~YF0!*8DmeJ(Tk{G-%;4$>gefz3YLLwtSlhUza zt#m_PzHA`WKlGNk9MBY|Ty-ZWQHs)3jgkfio%+_+h~w%7id+eJZvnWf5F~}bfATG` zD^(5iaSRFd5)aaY5s`prbl|~H5{Wj%BeF2|#-QVeqLP6<%f%CuiD;J!ekv}UczV&| z^v@W+BY!(wSN|{8-aH!1x9=OhiqN1$$q+@9L?L9(kTE3ln9PzPq-3gOhzwE2B4efy zGDJ}_WGE#P%8*nDMWI3V=kWX8&$Hk4?DyUKkG2GYO04sKmV zrdIn;aklmcC#Zj08-4ekZu1J@E4$?tD682~6!?_I_uKp6`aeockZ^I3hz`7Q8K5dj zlE%Kp8P{xxB!=NC`TV-@M%N7DEV<<5jyWZv#hG_&*>~o^fdhFYOUWa8WO#T5B5ELc zvHI{dh9FkQ>H-Qof5M{s7_$u=8XASuqocvt=%8BV2K#{i00Yvn6MZIVt^SYsXdeli zHjnxUMPCBK_%1^4x(RY#Wy~7<=5@2f(h3OU_#zG+JG>>Vwooa)O+pgjj zbXjN;?>A$!34}1W^7+5$9rh~E^O$*pAP7BnjI+`LEZudf>CUNvhihZhs1Xa2x2USD z?5?#H8)yj<4~RdTY!?tx@xOH&D~*-e>q~F68A=5>`8}c!TTW*cGvdwQ`cYkp@l0O*nJ>N_)ExXWO(@NTj|9S})33pu$xn14uggm4^7PbKdDGB1 zo}0L>JMpoxVQ6fNrD0X-yZC29`tRGWfBPvfIr&P19kd9RHUV=nMac^=KLJ63ZbHMw zGNv<(CA#@qji!fhwSbF@3%a_%7IpSWSeBl+?JmAIoAcNx%Q zL%o^-CK6i~tx7Z}0jvP7?EaB$X4o5a@4@U|K|Es+^Yy3>!_(8nGw!3pLPA5wuH^sU zV7`x%{)=ZTtsqV3FL%RVC%9N&U+1JRPi62f%|r@XG1A>2CFC*67$oh1=uQkrM^+3; z_1)Fg5^9~G*4uclhoYB$E|eSdGqHIF{GL1jaz4Gjr=qkc;}Ai!{y{B9po1o!cAxpF zNU*n0?-YFbUHl*s?I@wVuw5zIOQU>Xo;;|*VMBHTh^XD+Jwc3@4csx(aXT{??mo`-}QUz$o+_Lr8nV zOrFFhf!&J2OJBl^hmI9;3Ig6duYDksAgC(P(b$Z9EWB^*U^=0FU5g*yD(Mk)MN9wj zU74w=sVeVp85))!@cLZ7e3@*vLl7>ZBGsccJRC1@5&azGTAN)93JT1uG+V>byP$8r zym^nI8oi5N4EAvMrGUj>VvI~o!|&f`obtytArgtG0^W+Wlpp=|LtyV-6-~``^Agzg z(Sp9M?JqwGijVr9<4eVl#Sf0P&lHuE0t|s^@@i`8-m>Y=hpm%ezI;W>>M+_Q64L_< zSpKP77fzd~a~^)K+Ii{0>E`ItC;N6Y)rbsyk{$j08P`sS`Qc7yOED2`rpo#Adp);n zQ)8UQf+7p`%V6C$yrJ*={>0hCaseX)?59PY!WaVA!;KMo>C&b4lWw-Q)ZmVQ8tQvT z6xaP_!+y~WtbPo1ROw(II22jnX7 z&!H1WwV$rZ5PBM;6kydr!Z83RT8{9NBEC$}**#aK_wQ$tS8oo+jXaLcj675#tOpN} zmX^kUWg7Pn0<7KWO^H|%;OYnzvv0RlV6=f`_Y&^k1CTVXod?d%*rKXhAw~j3vjQML zV5%0bO8ywwfZ4&j5LzQfyx{+6G5LPZ9M;k@_&Imx1Zu+qX4Z}HUI1a*4j2g>y+_^Y zHjw8Vi4YSLAs6~T;1~R7Pg&!}tYa0SM#*a+x^T2)M6yigi>q8pRX^Z;|AyV@J+9mQ z(@p$(CeRYf1tRl>{Q>C{O;BoW+_o(mA_OZ0v5hvJbaUH)2?rlIgr72xp6bLx`-WDG zgbopvpNEGCu^OV`7)I(O&paBRBnlRG2|DJOpZ5HsV zIMYu#w*u<7o&R&OZs{*Ow5UXKYGr4)3bDxdf1|bJBGUjgqbN}%!(;&xy11wlXjr{} zjBh5LKCpNAjOfr>6Q~s{86Z)A1Vc^vn2L2b<+fz9ha0N4w&CsKZ=BmPq z7tU5j3_A2lh5dRBGg>|W&d>c@kQytWquC+Barp3?A`3mi5e6rWE5wQp0v1x8ZwLdh zf|$Rvx##6$bgOsI&Dx_lpIWU5F$WS_!;u~L7=jddf+Yg}NMJV27m&Lse*x+Y(xsA{ zfSN)|;wUF#R`qS`V9BiaSlByc}uK!CJOL@D-q)Jv=?K%B%MA&f-UL#nEtvdV}L{U6w-&Hd(7 z)EvBdq*=#v8Nq4@#2=ggLxx%KE%)38IU(nKjKPb4GfL3BY&Z5|GOrOeDzxr~c`Wzt z-8%&y`#;KAbhx%YVK)*JhsbJ0B_dEL5ho)=PuF-Y{^gCYNCRT*5ZV(V_|&p}wW)@j zv~h*M<|fyoHPTEHSw&KEg|R4o33?6fMktCMw#&l1kyAj%7=S4NydJ`itI@15zBeY3 zOR&HRy76frww&&3kMqvm;b*Js;{M+vsabs*1~g1zSGRaFHFn%mYOY@y!qHb?zMqfz zN(}N0FUqG?tOyk|u@Jn4488APdYOtX>kMHX->7Uy&=FjrvW>%s+}&P3`tsIzWjp83 z%s#jWYWAj-*BXH8I@Qd>Qhoh^PTv7)=77}l7}BR^06RN<~Xu6uJ%GM)^7J@3#4<6s{h| zLxvC)MimNPB3M6$Fv^d*&Vnz^fMyFA4~)WQ!Pf?s<&RSZ<7|qQyU--+Zt!6%5aU8d z$!aq4LFvs6ml|=*p@^PZ`s;sx0w$|f#CU{{io%Rbl56l5HUc7XlJFoHt7EJ~l0kn6 z1D~vf7;jLw6NwrF?u1vGn0j~*$3McaOXcI?>lqau#$iO<976U(JI@zJ#5BbvU3>z|3J?W@szEr} zH*I=wa$PdkLz?Y_tkV6~n>KI0C=7qyoz9zS-O3_|vUqlKM1%VyY59jm7dLsIm z>QSFF(5FA`=pc3)L~Ui9dfw61rEeUcw4wn>5jLzf^L5U>BCvL}2^>V138`0h{MhHu zj}VfGS_R$1orYfhXv_&-p=mFXQjl4?dmAzk${#utF)(y81S!B+VNkpD_3KyuK?jTU zsM2#u8-#9Cad18<&-D~3Yc_m+zSx^`FXn3O+<-qb==%JfxlS2#L3gn=5uOc{1lY67 zppka)^XJ!x4aJE$Jl~pU+6e8+o8I1ZIDb4G_{r1-Jhb4n?eA9W2%>pFBGHgRcejNS zNt?8_wIwuQT;E@O4jf($7~i4$G`l~cZ}$^CQ+OwS_-a0)#pEyn180in zzm>-WM-bdz=}8)`Iu5;Wz5lGa9C=ZTO380w_;&|Cx7EDm&H$~dC_h2}bu2>`-)Kg? z(P3^@HjwQ~Wf&hDO9%Qyxj=|0XtuDYH3AHY%;V zkzi5;<)P=}@I&0B*FACK;rw+iYvD^myQ%J*tP*1UYBgy~Be+>rJAp`%zso^b6agH8 zOI*C7weIQ%6WGdFY&04LS=o!f7oLY?2x2s%g&&s7FZCl>maT2WWN7oqFzzJD0IQ7p z&~`M=Mp;G0`p0-Tp;CY(3_)KAk=hWT#eib(J-TsrnF7jsQyh@uVX$Nqqcqf^*)Ke_PF&{QZB&GqST+A^Cj1td?KDCtzZw*Y#(!H)BnYo9%zXFMH-% zNE7exj=hv4huNk2;_Cj2E&3dVZam&tAl_-#$P{Wgf-|B@2AeT+a>7lRUM&-@)!ewK z{`8smSxyyuKkvvhfte0A|BE)(gK04zx$H*;e?RmXT?6H^Fq|yLrlwFUGZ95I+NFt)IoE8lk~t4Grvr|GFA_Sydkn6+2j zDY*M2{Pxj_BM$-F3<0kr?jy{xSMWc#Bc`B0_S^hC3H7P^aVap6fsHL3tmq$1GvvGp zY?DH0LA_D}BUDSq=-&Aq;b*13@HS#)kZWxy{-17-w@CUpJw3pIy$f1c;(PuE=jYT< zJl7S31cf`RYTsd`ieMp;$VLM7l9)mzrTde3{^Y<7%vX=lXFyF$5+E>YAU-1!>P%ER z7POVk*a`1XLYtiB)Pon14x1%<_(#CxQ8iUuUH1}uJm&8An0rA9;6H$1KSZ$u7@8bG zzr!MNYCDD}1bmSQIh<2*f0Sr?A;=8(l|irYd3>B3&Kb&AKy-mvT)=fH8nKs={eNnS z<^pIJDCFIvdC_>&W3V6wP;}#?73II`5cE!Xq0fj!JA1MeN({J;@7BA3bHukkHS=4f18JlnAo#Pzv*7p%m~2G`J7o-6%RD zvl?UD+>s4L&{9Nu;Ux+}Y8C|m)Z5wrNiv8@4SWVFNOFPEEVo1sLJ5E(-3TQB4HFZS zs7v1_B%sCgHDlHxi>>wJ_){kVO>C6wZUS7FL>YERy^=Oddp( zitDu|FysUop2_7BQ7|eTFaizP^Wes(WSt!xLLn%E#MYw&MEG$8K;Esa39V7$;GiWu(-cnv* zUu0#$!iMdfmV(J^B{9wqLOcwbb_>4NMQBY)tw-ss@9r+|v$l;$&y~;WvV45Q+WhS; zF!bqDDDd0Eyc;Pvv|wfXjRV9uNuq^Fgfonr)==_bZs!Kwbs3{mTcj4>CTqkt zkYHj6@uJb3LG`pXLRj;b9LK+LyNEjC+O&qqpp*RnKqW|k7EoA3EJ&GZ3GZkwzG7PO-zWNeE zKp6TU)I1uf7uWQxUA=mk@gZcfG$ix}$SDp^l9VKMgG5>429l%)ygt=kbCB@LlIsKL zxFF~w|`S=D&GO%x08B@xCf5G)OTdflO#!Okdr;+T~L3l+Q)2L9cDm%%oTj+tT+5y^Pa^7aOo2 z3VVEb>J+YK=$_7E7MPLmeEvS`syB1*R%O3Vxoi3}q~!l#m^b|LuVH>K7m0Ag01b4X z&H2sUi)L=P0x0pQbaeHgvNQ&&vL50`Dhg345e8_P{KBC?!hQ>Juh( zI8Jq@1m8pb^avh1OnxJMR)B;8*;R4{fL)Nd9~cs=&Q5beOh-cI(8Q1&NtEuO%E~`9 z_5XXf{7uc$tfzqY88|ouDinn-$8V^Bsz5gk>6GRHC0tZco9iN5HK~eOd_@&a){(mya^|24Y|(-x#GE z*{Cvp3k-m|>w%Ac#Y^BRmhwN`{6HzFaMx7Pc3#C002O`GPC9hrB+&pv$X!^tK97wV znBNWRy0Da=7sBA3z@SUdmA4tJu@IIB>1A>9(eFT*$^Q=q|JdZPPW2QN^v+kKgX`zN ze!Tz zRFP4!uyAwgSrdYM0hR$S_<9Y~dWx=#&HpnGP<3bn-_I2~XQV;7oW`LNzQ~Q(1M<~< zSyT)^cOVfJAAmHBcp|Krcv>R(|G(h>t?xcTG09tAj7J1@nWdA7G69qTQz8IEJ+J5X z>HD+ZGH9FKdlZ1#pDnP=aF+f=07<+iN~oQLkcT}@dAI~2RY&n6xklRcCgR(zxNv0* ztvGq{^pl9*PkF6>Yz7(2=MnwuUx(z5*}U$=>p0y`Xr4rY+-&~ZFO(h?&#KsC7J`m~HKxNl}a6+~> z9KeRX-r?Cy!s;FErEQz&tqWl2g^-;Xt_j?ZfieO*$Ype}zbTxBC3mi%n znpE|2-#DGQzJz(sxMiX7zPdk*utACRi@Ee&KY7?J20kbTz&!QPbz}t~JX70kjq=l{ zdrmOh=mo!et*%4QwL)j+aeiBm;dn=pml8`-%X)XcWOpjLFQy0dozAxg^wvQ;2C|tL zyU~{bT<6xK+VxXxA7faR9qi`dY7zET+Eoppq^Q(=J1_Jv0RBj}H7GHpEkv_t>LB5W zfA2ZW4DOH(#Hskq{~vV4!(YDKIb~*H@otTct|3wy&*A>L25jTK0ej$wTA~&EB~iFKa=A%q!vRRjFEBA_5(558SeXO}VNx*PmC)*lOTb>deO|2l)hm)j4rhNx zMynfV89Ej6YuMbqzYZxtcbvtq?!&@9>$Uww@vn3Xf*k3M{(enTvbY2VIUlG<$JJ=h zAJyiMRyB@6FGGe45-1N~-u>^Nb4k1ZqL*0*UDLnJK3X7(hSXki|Bza(iVz#5t3=}B zJ!l;byKy5+pshsTvmJW^u3)g|M8#3oaFt7^2EKh!R_wLm| zMB>N(=q97ML6AW_VK{Tgy$zZ)J*&wykOKs`2SO6(=9a(=&XX)dtV<%e)z#A@SStV> zgQ`hDmt+=)Ife>UR<+f%LIXi>Ie*@tFt;2Ut-*czW1^te};FNnn^U2m=in7JyQdwTc0lC`u$G<8HmlhYF5N=F31Ix<$7E znV_H`Vw|R2Kz>CAfG8rj!&qhOBycgd;uP+-sTM0Q^y=0a87F^{UKcS5)kJc9`CY=^DGq{e$N!ZQ4w0{UnJz4xf{C`}TWm zL-}{#y~ZOZpG@+yFn?lZAm@IK+B!O3CXEY(P=s>?+(k0Wr_K@P73xKDJ_8;SIdTK` z=;R58tjh?v>fvha?9?4TrGw@u6pb#L+Yl@W5&?|iK?S#C#q};B?PSr_FgXyd8v11f zhBvKgE8r)<0-jL=aCQ=BW8}0A^Z-eDAOscKA8U|hXjy~1q(JZ|LTQ6q2)XD6a!3Z) zlQr`{fnyNg0?|q%N`^F=+5JT;dBwhRsA>7_k-*DMB}1?z0d&uK3@< zwUc&F;O0HX2^9r?W#@in?mV+9$%ulIGlX4mJBjeeI|q4QIpm3aKIvr@F^ti(Tin6L zMfJZwVvikilXi-6aOd4fwNsP2u5bBULB5)v%jS+@-GNQ%L3aUT(LxS@Kpx}lbDjlC z@GipLa{)v23zrR&{|!ugr8|R4&9lFo%HW~&T;CJw?Vzt(F?1$w;Z{z@(u3@y=|MUx zAZ{o>pN2)8iCq^~=JL5q_oeuRqy)&r1_#%0H zigZr)kk}(okHZD-n&sniow6OokW5K246J_lUm=)M*1{vPW#e0+>DE;;HloeB{g0-* z{P}-!aR$78_1&yI7ns^s34c{?A`V$mU5At~+hS zMDoun%r@pxK`woTxY+477Vn;tAXipG)&%96_?%hMu zKh2O~FDA=Z9+VaG6;87?;mTq@U&dAbeFkw3SZ*#St3qCYjq;J=&C~NSREXrPss7J* zSGEuf!a=srD|Tf4`y|4%65O>axu^$lp*kHY;Og1J6Y(Ut#=n1=EHq`;qx$MC zc7U(^kVPR^*U?XpA$iK?oPJY61rV%>upFqz!Tr!dW8yJ5>rIx*OCiOUv@UzG^EE7d zNgS(keN)IEkB>`AT1|0;NcaB4=!XyF3}66<#MTBiEIHZZ{si-;O=)RE7Cm1B-gq1|MuSImHwPJXt6kS_+qN*G1|46v0dtkKUK0vPW}>m zViO_kMZ1E6KY=D5T51~bd|9U+0)^y8CkE{dOl1w|2}lalTVyx@T!=9_4&`Xv19b<5Qd>!Opn>8b^>;H zGMV3!^G_=2_%) z2La+IxIS`q6r7y+DFjTSq2YZP3Nf-3Q~>CVR!~T^E0LstVIWZt;K#o~y{VZfq~P*N zfh_m&1U;RIFMq5l7s`{tm&fj&6&cq*VuRQiU@t2v3kwTsf@l|{!7)%M&=tSv^f8M0 z3GF{=m4ST_T|IGtkyDP)(ur*rC$+FkKJlooG~bJ!i^7)vyCdRk1?r_lCCW{i6zzVM z0nXBp#d!l_fO9OgHf|)}QBSr_f0`wTF*b_FD=*~gN0FWQ6t%+bd0hGx4sKpCT@1JX zsRInUWvS|niefzsrt0>4T6{8JOXM^DTkAGgnKiNLDH&5rjCX{12DtrexiMt0*KlPm zs0_JV5+>&@lcvMdRPaEtyh+#KKScNT_7@S_ygpK0_cK*Wa}ga)+w$SI}8>_!kOh;U#cEhv&$4s(xIr@3f&Hk5I7ft0vJxvp3c&N6rm z=ofmDP$F&sGLL6?0VgmL_!~JQX=pe}UyMLX!*{~VgnR0_o+rkOl~*oS_k`%+Xk@4{ zPmgu3BI3{GccWlW*>hY2fvQLZC?LN^px6a6#&`%pT}L`Z(bNaUrSU|;!J7&U7=7nx zkqtZzV8qD5F-XVDiygwxGC-^&7L@$r2@9WrQX<065$uwhyu;_9#ygQBK2`xOIMQ(p zV%+-6%SAw-g(WEYb%;>0PSBk{)?%u&fAy#Awt`Rtf8ri}00JfuE7oY95nkyPN3*PE zSSg>`w4IuQci5E$UBf4`E4o6bpFiSyX<`hS}yutm_;;}dH z%-$^)B%fD8H}UAjetvpsD)K|by+Rp+gP!2m1bf7NA-*;P&h6wIjaP1wT!mub`0WBL z(O#iXO2oUH2lIM=l!X9K*nshXask-{8DO<37oZgM5DUd`(Qz4!_Vz2}39kC};^pg` zl45rTUK`$ieX&FrLs@?8b?P+dUti~P;2B4T zI)4t4s)vH{AY2QS??@nFrkwiq{RGhQ;#R6<~Tmly%60-pVjQcxKHNt6ZZoAMtWM z$r0JDGwx-mbFFNy6zL8b=BUnhO46T6B%bs9iOIpcQjcU)@ zRXx|*c!lbp;NKOr^k;ShN#aMb(pQxc``8d7?bx+o`7b5x6{{V*1s5X46W2!Q(yr>e&J1R$WqfZ1H@{^{+jpUDV(o)g9&&aetH|E=I3 z>3q8hX57(BdIdKbP`x%|t7t;%pQvG>nFzV-x&v$OGoQS za{2w7;U#it(A|crGEO!;FK)J!F0U8G#BX!)B_ThA;)iY*x8*yC1!3}6MUJmmLxwnJ z@4IJ2^p>?kbi0*2_82nxvQS;fPIGNH%@!v%PV)QNtT5nvC>T`<9_2BPrgRqVT(;*QS`b0I4bXN!6 zO|jHt3nj-+ywr(hQ`CBB_x2I#-%R;X^kfStXXxp>IdrpgZ!+xMwaZ9#t60(foK->d zvseG}n7vCUkLXa;fne?j&-biMI|q0W-I(!>@sXA`nJoL!p1vTRQSl%ztywO`#18(EeG+t4e<5&euN|wsOAUX zRR&Dd^z<+86t1ESX*bk4MZqXa$7P2=W#_aQ3=0p~eQwXqi5l{A`2kizQbRZ)yhye) zL8m@}#Bs+to#d1+g2#Zcv$D3i zEC{4@JpfhGE@Ezf3~dgkaguL*t0NSlbVOqf6Ws_n7l_$p^QEWwtwwBVW_LF6?PVN! zJnAsMK9pQ)Hk_v}Vy6+lKOrUbJ)+ZvPF6;Sz~%@TVuV$y0SDoR!COq?u-XrkSIL4 zAg)1IM$X2-@qe3LJ#iQ^vF72=N+Pp}TnA~xLG%>puY1lRnC_N!<)+apwc6PX-QUZv zMYnH!UT@iTwNqtrU7>9C<3xV}&XjOHuxX?7p@j|c)a*yC;Ql*EaRW{D1bZ6k5(yne znqxfwJ)18@rHY&S_EIQQH*=mN3{mm&ZSVN>-dUEzYJCj19k!%Z#Sgf2C zJ@#Q!zVuCvmx&7gKwJr?hsuu_BZFZdG)stfziw)O;zSs5%KH;w@1c0U;JbWaGC70e z=u!0!>)I0WUC5{ z+8&gw-d5l4C*z+)@2S)~HX$k-5UIZ0EP^j1&N+kXL97P=md5r!!KWX0TyPcrwz5{7 zqQvu7O*#JM4#$ZS{>Tx3*cS?X;q}wZFG2&Z+ojdY+onM zqbGS!3%u?3-cZ63DBXTK{JEzUks_r;l)$n+-!DM-&0-VBDe8fE2Ev$=`5(*VdQA}` zk&up&6^~OD@p5QP{leK$kAdpkZ-!J8y%9Oc5r+j-jYbG>{kd=bzSNItVd;Bhe)k!S zo9F9d%E2r~f>qC&W1ik6d!O z@|xvEoAT8hv6{f@I zN@CCcH~jJMIY;@eJ7se|Fc-K`T{1oTTAW^EN=mL{cPxAH?OT^xSvvrs(t?wNI!5iC z2M#d?Mq`K;_Ro`Hvwe6BlMn#9i9S=osgv|icSN!<8=-M@= zRGD)bowdXThzKss2r!8!|L#X~Q>hJ(mkh&IC;@M3&h8`eDj=GXp3VReTCj3Qc|i=;=EMzd~wL8YK;u-wJ3M|XDKvP~~}nD#z$xmsoO%(9&PMMjCodBG-b{Kk6w z^URe#!!m{1?H+wjh7&Jl078|a;w{s-q({3$Pi|}f0UG&o0@YluR&#yW=eQu##2Cv~ zf3JOIHva?BNHkbPq(ek9OiY*H3TwY9$wZE_z(fq!$>{jylBWCfPJvmUMR}UC(%Zf= z3vK$GC(VN!nKgj(LszF~ebjm-CjOE(nii4D-f?Dho;KZ6$@w?%$!I=+wjM$u6b1u9 zqVw?TAVUu3Y#XlzbbNf{-VDDSO9es5XQJ1apthKDmEl?>33e)XPq8W2rMjbd(( z)QEl5_ogIEcZ4AsIxL{S1{_yZzJ2bd9fBaTaT{$CZ=43*?CdPr^$;?zBoLq4aE|mwjEU8f6(=LwXt#0i zD`SXu&3IIc4+ANpSJozd0wID} zkT~kwu6eyrj}=P;L`e0lz2L6ob>CTSnl^m9BEkr5UG z?xeo6vsCK+OTLhmvJzf=l1JDA$?l)W8f&8A>;$ZZ(VX5&aO)MF(V(xH(Q>iU#-}Yt z2g+)<9*0EXe8MVZB)DMGcZjC%r|#B zI`6w+;Hj7O_ga|mmcLJEFC`cJvkJ7CJZ4#XD%k2{sl{=ZBZSfCh^c1D#4*)lWl@11 zxQMgFp^nSejz?d0KZt>kHCO7#EzP%eU$;qp_qmJ-q$RG@YT9F z){}O{A=_b#d^?3hkdv*uv{!E3_j^|M#7hTHxuy=u1ee=PCdV#6KYHYMye@Y}OQf!v*k`DeiyHM0^RbdbQaXQ_yNqk; zvAW9M*#0*hOI23&`Gg`c(CK!AhRStjE~} zk=06MXd7Qwgw@D?-87@3g8crAuCD7Rw>dgFnNC?+;@%f>uApx!V2of^Yzom};g>wi6u=&yE7}V}-#TY8zj#=B#g~XDb!HhuJ>x zPNo`uvhIz9n9f->@+1p)-G7!}To6nXQtl8R-Kn`CCDi#!#WkId95m!=b!Y18^^DW( z_2Af%#;WfiP##hnv-hU7*$T8(OGeLL;=6NsT>^R#nWs?5aX$!)xb;lX(%`_k=H{a} zmzEy(c;yV#2+Z$2J3=E~b#&c&F?q$qm*iI_Qn(H>>dnwI;0ObZ?}9;`PN&v2Rh>1P z@`!OUDfO8i?fd)J_?^0g`q^DSPv?kC_nfr!tvOJ$U;04h@7_;I=bBC`@R?^8Y2GZZ ziaavCFSDq0>Ce#0i}KqUz8n1VU8hJJwL*CDM3#G{3hTU4`2hPN-c{E``B$2RD6t2{ z>1>BVH*mIbqsQ&KD4{b9gBxh$Pw!bzMAWk3^{uU~v-~>exkujHu8A^=DbKz-W|WoL zokwNCLq4DGmte5i`ULl-3I?f<`=^fV9dTV<4~ExICxT}#{@&`BK`QLIfCn3%TQ@yB zyykQa(tG5$f3DmlDG;=HI;iB*3OBAlf9LCtKojK_mpz!StFD=NtNnHK5sy>;ayFlK zuBoghe}-DNfh+CT$)~KeE@g3|tEzYgM!dEua-EiPX#YYj>LV5xOuuPs@tV`_|9-wi zPT|D#UYk#RBk`1k2Hyt0k=a9TT_SxO1MMHOm~-O;S1KIIbt}>BzeDXYg`aFrOPu+| z+-~T5;qVB@v9*dd@AkfJv=B-cqt<%<*u$yqcl0^qwryb8^^%zFiZAdtF3P{y(Wk;P?>4dh9!<`f2vO$1Q>TR8 zFIw}q_n8LWzrWOO!MA)ZmT4|Q?n_e#Kd042;)hr~GjC zmV^BNUd@o;`r)p@oI=m541IOh8`mg&RywV~*3_;+8G7`qY{lNl<$Jvts`xTgD2-0x zv&~j6M~@8#Iu@NQL!JM8pZOTOqB0b@pwm9;HWeQ~&cvQgdDJy>LFdQlfdoRk@%j1>S5g z!8c$0&zmdAud-57qJmiz66}1lW{!gaH{l-n)Y-GrURv?R)^~ME#Ib(j z_;vMAg@W~`PWUOEzROvzQE#8HyLkGy-kVjTn-;PYjyeUl@Yw^nc1Fztx5))v z+o^>!D=wm#5bc=!mK>^B9?9Q~oaVQp-)_)sT>c2^@C?JXR`nG3Ez*}yK1_X|Tzjyy z%2JCt5#gSDiXYTtaKqdnPm zQ_=o|(#l#Vm}-_1l+>~~Z4#pvtgLeNV~swYx?X&st@qZ(AFsqRT;J{(&pCPMU6pFr zk)E4J-rX#8rflDpW3nUIeXLluxaaJf;%+D3$qwhrHs{|R zCn`@=ocBl`)*E@~v2EVogm&fM+-)@$xA|(4L;9FC(|s6Kf_x``ZQ#k6T)x%+Uc;FB zyG=b%spw_|(&|6lshmjR%iBNyb7D>I_B+MJpTLMcpTyY;M05vX6-Hp0nWsB8ZQAq| zGZfX=gt|Y$III`IsH&&u{^EyoY=i#u9D{zdT4{UJ^}KRDxyQ>=>e zLY{tLs)v*1?i&Z6p82VzHSF{8olv0FwcmzMcaYNR_GVIqx17rDy6`>v*s%?d^Qidg z=D+lkK+>E2>wBgOD+gL{xYep-ZUmV7eEOOF{tYr;DKG%AM5>Sjx}foy@QA9FS1LUF zEkygvUam80e5Q+!F5eerkc4PateA7^Ze4nHF#cgb*3q=~C@L7uy1#QFZ@!2OZr$Bv zeJw`kJ;QpQ_lo`0R@+!hU-GWl90UyMteFB3rQ2x3z{pCxl@w#a@x2MTZlx6VRXL~_x?QyYi@w<0XUTIA!b?1~3TJ8rCzD9yW&*u{WN%C_OV#A%vuuc+CEe{G?o zUT@y0%djMS%2D2n<6Gqc+h@bvQ$D+{d1@&(iamS#Lwo1GrQ@v^7=ooD!#^LF9sMDA z-Fr-S-KIqmAumhS?AXM!Pv|O7?5(w1chK9K+34MYu#K;*kLK~V&WykLIz95>+gHQa zb)FHOZ>4@!1)q~2DV#XplaM3%ux?#J@9Q>RMqGgNnWV`a{sq7DEBcQhKft_XeaY#m zwHZnRDSbwLC(r$+a(l>iW?Og3v%Rwm2__s3+lSuH;~$IGe=XfkJwNfbIj5M(KKGdQ zn-9kEf1UkkXMIlvrQYwUe0X$cbQI6I(>z*U_ED33J5L_w>gJ8Kb=l2>fAul!Fi8)N zNR11UQ~P87H{rC*jlYBDg=pwb1`>Oatw4=CO6z?rOqz*jx-rQ&h--dSs zr^MEW6z#xr_|lqp`sd_xWtwoOFmOEBQKc!fvg>Be>DmN{pv#(b6?je~HpBSra zHtHRhzvW+Y)wvwiaz!`ko=|YcweGFG=1=q5bp^bfD*U{|Ic|*#`I&AV`M8rYfis-v zM+f^6%VyVvmOkC5Q5{EKb`D8;d+S_|-}vgignwGZuU2O5$vq=owIcdXVIN*@T$i#* z$wy^f(~FDUM@@%h7sYIkS~dh4+`~_Et%ybPV=g$mfsEf3FhdvgiGq3T|#Dt%w^5PoJ`WW6>;f zk6iifD=XiI2e^FaUqjTR4ihUbYl;f{X$aK(z42;Pc*{G{aD3e)-$gn+e~E{65wCu? z=JLDpOsnypQ|0gdI_1t75-faLcb(F%Mg}(7yY>8Z)ha;(GlHq+k&NL5?l0eXcga=L z{xlQ#$!-##xBG`{s)ZY^rccJ*zM4PQN;FLmn!Xk89jP4%)uF4Gi+G&HYkN8P@N}}G za_W1P=L2RMc2-oV8}|LXa#-ZV;!8Z4)LEFD#un`Y&M&MBqCKXhwYFbQvL!5qm-0E1 z&0gTJ!=GUF+%A6ZYnq%EOR+o~Z!l{(oAPZj7mLV$Pm?1d@T@TNvn{>yu9I(meN(sA zRbr9aot%EnI!sOI%!x@3K1JWV+=|RUInURywardQRLKn%+^c0g{5LBjEmd%v-L>;~ zS_{7K+J87qWBt_e%U|QG?bj~NcOM-X^ndLlwOaYmGqvb1N9FwKRkziPaM7*$bcIKq zXWfQfR^AexMeL8mEO@b6(=yU7j!1_~)@HKkRYiq3d4}5f&JMpC+~zG_kU}+>V%K5h zaQEID`M{DgrmEvVg#s1(%pbgSUzEOl`GBxjURd7YP#vS*FPlP@cNOezE65Zmj!Loo zz`*ICFA#do=CamW_wXkdx8I}Pe<^*?Wc$~If|AnQi|>}64SzT`O?$<*=vgDf9bW$3 z3lC=IXtjRWpYe}*67y`;Q;}RT{>~;e?Smdj95|`a7o@vm^1d zFPdq0JC?8C%fj&_#6}}vQm{5^f04QPYX`#t`H_1JYZ6KxC9r6k?%bCO=fTwj`&hDY;bT%+mb2U1v5+?~qw{i}`T< z3nB6IpFaldQWzN4n2Gvg{e9K9c4P7DSD)5?n!4BfW$S>>qp4yK#}oR$)Hd8;eDb9r zl!=X_YwSwy6ZVX?op(o{IPis8;w(QcWW0OL9JljrrP^qD5` znMHb6Oo=C>@Bxz+S@Xwv{&pWY^U|>ODjloJ`BnOYna{ib)|amzSJqocQmcMHc-Cfn zVhpFcU+zWg1DRsHt2LbBOt>C!_!$}XwxErXI7#;tK%+aF9=tV-GC z_LP3fO)B)j=F*9_SNfZ}W_xFUvxxJ?_x7yYA)0S9_}M}-?$3B8)dvIqa|1H_;|9&e zX|5fM;XK^D>#n1-OpOQs?!uEh#SghNZP?V7M%A1ayR+=KgMHe@z*Cgtu5&VM%<|cW z0vAdJcC<;j`Eka?MKzZ`^vYzvIbf-x=|ope2|Zqt=wcg?(pKv>bJygH8h=>W?6ss? z0omijRu~~vG^1^>Z{D$IcZfD{cYI><-2VP_$Ez*D6>0Q0x}W#n(J1areXG}+_b@vv zBFy&t9cr|8nJ>fh1ZoruV-v4#RdJ8M5fCKucK&fdt(1PlbVBsm=bK)#(u)axS+v}% zTCwSPCI5Uym;2H72O=qNM2*}oV*ishd|nY*lj#3)T|$yZ{NK|n8zse@mp*I??(P0! zc0={`YsK4pIqHK}sjv8LQ4r4lX6B{(Oq4#Q_3+pBJ)t7@+SWPy;-(&O@t22(t&L?B zmVG_uAs1)Tnxr(UdF*Cu!xg3#jumgbe@!?a8%(|=pk$qR(V-~i>4S~J9MAI%)v37e zMMwvpcB-d04IDS9nwDiX4%)tz;@zM0v(-|2{Hv-_(6Jlx&Sra7>crdevgCdFb^o)z z*kG-DmrW{d&nHiBy%k|Q>RCmElew5OR$uux$Y*8}kDWiFa9c`Nk?y(6JdxqY2k2YP z{4EtS^{&YYvmL(Dow+^euXKicnx0>E$dBo*nWc9h+n7E)s$`oHmT^t&gPlQafaWr+iOxrJ zM~>7y($$zzHSzOAkTOWr){H|`^(~hlvt8q`c?D5AN zRQEf32#DE5;w5e`;ZW`}s*uPjjktV3#K&-DrhStQjwl&hk30987o=;1q8La64g8k6;(-uk5 z1AKw!o;EmsG~a*ot3>9JqL&J%J?PquG(YOwvzi@ze!Dh*m6rj-{x0!*FMT*`A@7Qg znmv)aNZ&kkm`cRIhBloch-ziC{<)OM1uvobUmN8nJwIxtCcG67LH~k%;zN77$MdZM zIbUt*4V3BiH;dh!z9I8{C;f?$%$o;vEUVm}X&IjJk9(3nJyX(e*TuH^+Ljy$Qn{esLRR{pjLQ%X}?h2yS-&|gUwfC zVm{wcxjaXwAR+(tO#TD;53HOHwz}s0*O+g2b~(DTI<>pYNcD|UTtRa zaynLhLWE}DuaOg7`~jyQGlUqtku04OFlE1x;&Z7%*=U2q#|O4`e;h=m#Ps5`gwMEg z`}TbBaP*g3wJZPU0;Z)KjBTshLK!*x&lFFnf1N~wQ4!$RDQT?j)+yxKtAnBJi`a&B z7kZsOW&hY^QvR1myhhXZdc6C~NKJzrcd4?QJ8rC%ykB{JEFouqKmg1;x@{ih~36YpM@R_3m< zu}jYUGjT&b*skZQ%SEo<6E)c_ajda7Gw!CW>DZ4i`}|j{$B$0Yvrm5Ndi|P_nOS8S zB1*Y2@p}#Pm0&0iJbUdD(!1CHS%1GfJMsgkZiCfun3Eml@E)Jc5WMHq!A_D@MH4Rs z_#?xU+B#dRcvh9)K3^BTDbEO5CGwqp|NtgC{R&)Gy^vo=!;pTRF~uqjzD- z-DAU^9pXEfv;-E09pArt;!}{T{pAd{hB#8b$NcTy+zFr1(^b!kjJE!M$NP(TlG`!q z&QZw+VOG5fQ_?6Xd;P7Lc*_ON_wy!wD(awAGe5*`p?x?rPPU*!qHb-ZxX|LvX_e=f zchprUg)Vtsoy>_Fbn|eM=r|@FGh8xIr}i^Hpmlbl_gn972eZ!4`fpT1zD|$xuNjXk zJuJdwW{_wbMx(yd(nd9&!rFAB+q^5I(a~sX^+qKn6Tex<3|~p1if;Q)-C8+6+bVb6 zePdf6X`1@LNv2JNQMxPA#&rRk)R{R4&5q0V&&!{zzH;$k%J?Nc zb8o&?+AMm&`00Sf`)^xmu7#*y(f!>>-^i3IaM<)=a#CA}$Qf2ksP1_b^Lx;+6jWLtMqQtD*n;VjREp#3g~7MSR0Yij9O% zI&LZpRTcI%7FEiqPGu|GbyJ{l%`R^Jcss!HlD_&IFQD|ru@?1h!J?`SHLXCvmyDTMQ=STU>20@A@YA zU-s5})S7j`iS@h{-fPVa%(57sB}%ie#?#CTtN+$p*LL2uWw^#B`?Dy&;XBb){})wn z0TfpgZ3`#3yA#}<;O-h+gS)%C1b0Z#;BLX)A$V}tK?1=Ccjq0xdtd$ktAZ+uV&)9p zdv|YHd#xmce+x*mGOTy2Td^IrSIdEkl+JVG>U#;%Tim(CCjA#|IWLbqZ~S@#BsC*O zb|z;!4rbaGcj@%64cxgkDA+2SCeX;S9KW>8IE~o)3#f@)Xu9CU&7u%9u`7z0WfU&g zpg4Zet4^t_W~s@Vhol29xmd_27m0e~w$-kj>DB0p!0G9Ra|H7@S6A_>)KSr> zc@_S%m6zQLPjyb>&O+Cq(Jb59~vcfegzPSoz1;ePSUjM-OsBW z{{BJ{P_owMQJ)OV|0&%oSv3cX^*9$IGmVhE>O3V!NZZ#H&6Pi z+1E=@$O04`mR@`ahCQ$vUK)}(7Ig0SNVLu3m`zUIDINzuRrtea4o+@xS}u1`<8~-W z*($R?`S#;+vy8Abta`}-CZN4ZsAyI&Qn8$uDa0dsSq29*AS4Dd;S#t_kQTC+KM43d;He_Ae!h@w0l!w_L;`Oij(67Db+i=hLwv#B+ z*Y3u!To$}ZLB#OFtGZq8nt~s1W_wp7-F}mr%{MG^QApcIBO`i(R8c$Ur15r)MpqFl z**eLTlxAk?1lZhy9zhLf2UE&0UZ2KmEWjfO&Dr#ph6bEroDa6(kTSl_UrZ7|Ap5Hygddm zJIvk!f_F<}G-x~*TvE9$hcM)-wq-H%@LSLOyT}}S_m$6ML_r^CM; zpbVDU-k%x{m(i;d2a8inIB&%jKJGj>q6GJMG3c5bi%0xk0d9|T9t!jeDKS%Ij+C-; zW_wC{p@Dz28iq(Fb=t@Cnj9)>ixSo5Y@rWXni>@oKpgOaqEn6{y%3xn0o5d~;mB3bh9P z=9t@U7GK!rA|%=)iIrF!Ffi&hO4?gz%vpaZ7MiSnmnlJx+5yfhD>l$_lJ3Z261JVN z#$oUEd~?H39Xi&M$sRJa&U417n*&V>RzbVo{o$;ipP3oB>qvs+v1dR5($ z$ZjAG+;wfM*Ed|)W@Ff+{V;FTWGa4v0VRz;O~{$NyXajRbJ~qH6prV$3#;~Uq>RoW zEZldI$k%<>QuVykm%rBIRKz|WH^JP%UYgjoi=o1sGEP7YGES}sesyEU`!+JZ52hI8 zXc-brru@k-kYQUw*L$v^c_lT#QyNoYU0-|U1`SfA!x_M&x-r9E zNYqdtv(Ii9%wm72q!fO`dyaRxCWpVSg!F63pz`xJ(IP*ry<|^YLCOVk1qJ`puzM|If*ROTfF5u2-~p_e zf9`f^CSbj|0WXz4MFOY|adm=ljC|fJY}UxE>m=uUZ_YCcg?w5kl{kc)#R@=IQ&nS4 zMABH$du4DrvvHZx!;Y|Fxt8DI{x*&gDDMG1j}=p$IDThS8>+qL0}R{Js2Xg} zPGX7K4<uc$8w9_{og(`2P>ZimGjOQ14l2e)X+;r8-LG4UqLyR-$n(rfulNfufOIV(3b z`Ur=L=Ol>)DIGI~v!)0g2bm(g+^? zjo(c*c4r*+&I;_F-AS@K$v@VjrS@NINtwP{P`XUao3SPKx0`ERrO{Aw4gA(fN^G@J z#mGHl`MYs<=POXsILW=p=U4+wXJ~v8nK#=mqWUZ4jTq(wM>WKZ*^C=_He;65CT{#4~IwssgzUfeP zxHxhx{0zj zqXjEZv#69)Vn~OYjyEUri0Ef_g$c>@XW53cJ2;T*3QbbqDTjfsyRbVZbJ=aYFsmtP zCB}flGiqe>eA0?adkD}Qv6kTJ=#t^*pa}nobr+ON^0W;{BL|K`p1E3c$0rVi44fFn z0=zqej!qw;@Amm*Z*m{^6#n%#bX+EZl5AYWS;4h5M*}_*)fQ3oAL6rrT*256OJKp_ zVCc4-rKnltZ)oAb6*|iggVsP>$C#B)4eBUvw7pa`y@MUE7qgzx)Vgj)&oRHPS4^!- z@?p)P<5$^+X=`E$pIlGW%o6T-itW|a3$$M=4T)@Uk6$2$O7BM7v5)RG-}$1#s>uzj zU32EWE4^yd7n9xkI-nP65mAR5zoyAd2)?p@eHL8*b>Ol?3^+xwXlzU2OFII2#Y{P0 zq=Y}XIe*SyrxB(}+IGFBx*;-L`EaC4>eutBQQ z&Y(>{7r1YRdIG^K{RJKJgtX5miuMUT5-hY7#)hxG$tccn|3JuDhse*~aeo8RS95_4 zBE=i<;$LOqqr#I-1djjdS*zmW5rld+tGtc1f>7iOvN%o)p#UGHmUtCg4Jc^a&rr6X ze>PU-y5j{mH8$RQUkw<=8?Rta4sXwzG+o5pv01Z%fO7i?3k&gS0=Z|VNUIuT7=^%S z8+*$ADjS~FGn3d8q8J(iR0y8qdccw(+xjl@szVx3%m+c4grryu?@J*vA=__qw#d!R zTJ^3SuTzdal5+O`5XB4T#FKC5s>7{x4?wZO_Jc{niBnwIwNmWR-vgS6Gx?pk2jzpi z+}(+ zW^WmpGRUPA0qRu(PAtd>&9q@mAT33yc4mA~K}T$tOH`d^q!P7WIW1-CE;a5t9h%Zw z-AtrU7^wth7pS{ht_MIbCUaBn$u6wN+)it_YDv*h8+}*0o znUPWO#zv&ZqgZ*j$LLUfW*1D1E@WeW`u+z8&QEmnxDi0EKZ`wmC#Z+AZ1RXdw98s( zj_y^QeSnB)n#4Ngi=^NY+pGwx&DTd78wkSfcln?G`kW+EFk9h}{+U_*o|DSAFD2*u zj!LyOEzxLQ;XNBX(E6zTIDlT?CIw?CL@((ONEyFkF;}8cwa!d0Yl`nJ<{Y(q&?3$I zd8|@Vx^I*gl9c$3Ek@GxAEe33YNGz+CRY~3-*Q{(?*!)8zW4wZYza=377fYd6B*}Z z6K(cbRHDym0C&;=E2MB1XDFd%5t_q%w&yGPbI6%f`&)+yOtjze>s@MnJI?8ok#Ic{ z_oU1&a7zYE7?PrSNiBolJx+(J&Pjg%RJ+{Wd+!MT`Eq+pBHayZk>fqa*E^r*3%EKY ztCu@^)-ecTsAqKjRhiS$oW1qd4RnTo_8kowFsCqhbc{!%-l-XE_La4wy}R|&Gc-hy zCmdqF2x}y-o^n5|Z}NBcULWKeCe3}%{qXtwhu|$g@4W9zEje3ODokgm|&{NyMyngh55&C=Th|2fBZQ%R_P*sJKK#b zUCz>v7p>SX&ZIV-{^iRl41n3#A?V?_?NG3JyX~D7*c*bQgy_p9wl0_*KSRx$IqFb z&70C$#~IP2O=ahRO?@~+?U0=^)HJ6Gw;1E8U})UDIx=2igZ<6?6JwdE!;*?}spe;U z87S9q>8qi|PxMC<*|!u>%CggDbypV~enK0WO3AXr=9n0*E~?~eY7~CV2X|TJI}c4X zAH23lFJdDRFAg7owLF76(C+{+N&wB^Y3o0f>h4FIghN*sm)7UYv9_y8{)fAsw+Vn) z>HZ=iP#$3B0Ynil#G{~tgM!wXuYO0s{;9B|MOe zLq}{ZqQyoe-d=p9g@q5LRJIEP367}?f8mfEw;~yz#1t+pf|h^T&uAF-x78nGJsvxW zcou)7VxXxCMJC$i@i>7Iqt5An_edA^6sQXDZQZ{_b;y zi2%%goCv)t^7qz^{^ar2Nh|^TEQL3ayEo_j`Wy2S=I2`UvoFKqwfm4GaMLXVFC-%= zJc%(kar}JwRQJYAdk^TAsA|oPf2XB*yX%4vxxB-Ld&GPht!V)C=mB!qgL+4RFmeqT z3kjn8E;5a};_)lXvPTH!x9Qh-Q!$ri@7%efrE?&MZS}SwAZ!@(G6myvWz(7hjW64V zFL*>GeMGLaZ7!+>awPTL0);~l+mY~I)pZl-nCIPL6rVwM!2awj(>MThrs#kx^>?Dr z#73dstY(9Ms`RUM+04^36X5qtQkYsb$65mQkZu93KkbE7$($f>>was4Ri}*4@cE2m zGDa%{5~}3!U+!*fi1+1s9@79VBTU?Vz6lk8HL|IxiG!095Zs#I0x zJoYXQyT#(MmoBCQQ7-4-;xAtgN7e)=!d@(G?_Z8gv6h-&g#U@(2>7g6rN)BS5668v zP5{7Hg1>Xo*w1fyP}UApf0m8*P!dc|&uL4FCDDp(X|n7!?Wzq-6XfNPp~XJdf-0BS zKh?l6<6{p}6&93LlT60Et^C%eORXwp;MGwdn<>zFZQbKZQtfLs5fey@PoUwFfTw@G z`H_gyQy3DF8f&Cp=`8XhJ?LL*`zXF%$=?xgc_$=iZCdVXSot{>wp8d36OwFajMnba#wWM?BjDkW^Fnq_T6c@kz zX?zLj7dJNvF>6lck)q4B?M-g;FUppEx%R|D5{UnqaBlF=S3e-I@Iq?naOg%SrebAay7s!0(1kMsLGW;Ae$X*nI&aD`Q(EL`jp^dKRt>bALSdLVH0P&3HG9ed$iPbQ#X*)O{yq&eW+Ypi zw*;NGy;T&+FbQ`%@w|UqG7vt19+Ns-o+?4ESPPA{EIpHF?1lG`foq=6>q{q~HAios zrMYB|W_*L~Sm$S-p&IR<&C?SL_8(3=uM`b@4ylNJ4#?i`zxQctA%OW0kesa$(GM1x-sjcVoC+Z! zf%;pDi(-CwfB!ADv~luTW?%htyQFIAc#BSA2qH# zZgUi+Um)gNwB93?{AU6boOvhKo{Y8V_y#{245T=&A3r`#hVHOZQ%8KJXHJ$3+>m+C zs9xZxl7I97S47vZm~N>rML!V3CB3mi|Gu0tITdpcB$hsF+G%agrbFg6)+J*TYMwto z@B3#sDqS`#GbMAUs;w>4UlT-wLJh&~o#mbVyd5D3*dE9F0gh=W%jWzzjMEbVUH;j? zeF$jcyfZBCH}^OBf~#6C0eV$cb#*|`E9dG7K;*v5?w9oG~W@Rk2nnM;S!hAi7G+N7e~LL7x%LTvGOvip_>Cc zPD51T7_(8kE;p4Ld_-t9fGqb*g zt+cqNv+YyIT9cM*o{DuO`w+Tgv}bi@)kLT7v3|mEck>Qs$)JKOf^dc1phb&ul5U!- zkghopof2jGO45)HtH9OI@$*wrBJu3K!x;cx{lQ&n2>IVkCgt7bn1MjWi)6E6SCRI4TPF28`ygZ7jm@3|u z)R|PE7a?YC&-Ojh*s<^Quz%DS&?3vc1AJkz8UE*A)-Q_)KFs?%$3i-HDm7Zio#=8( zr(TI@`fzM)njKB{KR`mD<7SknPoVfSMh`^Ij+BCMa$Gqx%Lg289M^w=jsr#P#%b6y z|IieGOnF_(UY{xO?effi)7UebQkt(}LcU?5Yqxb$b*cQDYouW5U-m(CM?3u%gx@ma zl=LGv29^yVt+bZ-*`ZlQu%;OKB;IiHGM!9fQERA5Ve$St1og1u-brOk$9O}{OwA+O zV`3MTZyW1GG@TkVW# zu3b{!E3fD+9z#1=R)PC%Y5v zmTjcG`nE)pz^i{(-PNZqjYnmk@L<2BP0115&kW8u7bRY$2VnVQ?+~5hy(RX5iD+bo z?|cKi%Bu(c?8LX$gnZmn-IICPp`JAznFB9TU5g~*q;QnL!FsP0?=t7-G(yXax7xyY z^EB&2Eeq5@d(YBcncawUWRl>U$dM%UqeL#teuxq`9>_1AfX zR{e^-pZ+s_Hgdb$@l(nDS!J!^$yMjeO3x%=%sM70H*auJ%w3LifoVaV^DFNX%FNdV z)vyJJ8|^leU=z5xhUX63_u9GX=trC_BmzaY!5^0t&lY2j0(+j|R^4=B;dR^v=-+*fVFJQ$ z4~n2kU;8saM;hDUa?<;ok*`e!Ay1Pj@6}Q`7+u^F@G3GuB}Gs9T@la7PymeGNeMuf?56X z&>!LYkhey4NEAawwZZcnZQK6qJ=H6#@>OlA8L0&3pO=(D1$IjrwjvpmTjRxElroS1w5bHMP~ zx(+y?=ieQab#Ph3Ja1UG_!=*ip@Lk+0sGRl37Dt7*m(v{}s7->=gXCU~PDM?z<=opEE4{}Ks4 zS?jWepA+p=H^>*Ji_}edQ48mQ9PW|y73IxI2uO7PJuE&rljw56m|g^ZNGo$hk5uXD zdSEkd0F?noGNUeP?n>1WgO_?lpRnCnEy=Xtqs4Lv?3K9Wz@i5iBdQYYmh}t z-HJWq!xTnBYNet4YnbkZN!rPLI+*Xe%N1eR17r!FRNYYD*lqhXkhv|3qDZZddxYhI z(z_Hu1gwEPZn&)N(QKka187;hajpiZLnMkSutN=Us~g)5=uK5&&Et}ex#W7(z(2?I zn7U@8hAk+pJ-r5);XC|H?Q2p?)aufK>vPrS6AA)qU+0tE?sh_rG2WOK=OH7w`E&QL zn#)OPQBrag*b~veE9`!$FIL5f-}83YIF#SgQ-j)K<3A}#$-@9=7luL^97tm3eeHieE3FK$mi|A=AR=l(U}`|*F6GBNt3 z1BpHB=*3BgtB6N*FNf=^D{hj0D9VOPwVpZgyXRa zaJv^3LqVA`PySKg6eo(q1+_^oPt!M|sP5*gOV`>R0~>a^{W4zY07q4vSu#7}LC)c) zq}=}o75An8;#Yhf*3@qPA?ibA*CQyAlgb0Zd5EV6RSGV7P%)A!NEm-Uc>1E*Q+AZf zj$w6ZX0-5myTg!`+9eh(JR}QP6WgiE8~T&ClY3!i#jc+tbxG-X>_1rjf9{9){UOmL zF$Y@2`7p>e&qnkxRRl4`PrO0UR(st{rEL zfQ-gzg+uv}9d`$l67VMq(3yP4+-1lT(30rZk;k=-n zXvg^2mtX{uq9NIcF29~s|7weFiSHcj7~XJ4=&w^TeefQd zYGZv6BSV7ysIW-Qwd=SIW;bl03rt!nL{(bI+MdsE{!R_B1Sg><^%gD5%ExER+sN3| zH083OVqNYvvwsi>e4$h=j1}ZlGQ_dm08ExcH`BV2Yu3zKb#alJfGLhci@?k7$<%?# z1J%LryO)~4O{&k)#Eq8u=3p#1xI-?2c4)IeX~y5Hd&%KGVd zz$k4H|2KDhhookOtpT=&JbTh|Bj*_w} zg+>DF-ylVb$Yv!;zkuGZ-Z-IT!ggD86IvPn4i=Wqk$L+m<=+oLL}27Jbqpa zFf3zEHp;%#S5%1q>U>y@=OfvJ+DQmEU<4KP`wqCxcsLzwO1V)ZSUb(vm^$5em^S!t zbI`&eks2n(oBQnj{P%1ZbM?>2?-PTQwAjqx*&31j=v29 zH>RHOk&j5as!iZwz-`*ezR2N6lr)kOAo94eTxxhd_W96A&tzIS#6~BD9*JLvF99pr zkvx+$Se-vOntf(AYt{UY=0Rm7SSf5jr&b>U{^6kcX?2}SCdI9VjmO1x`?xj4PWSsdU^sHK zskI#bbpHy5+MY|+n_7VzwvFe;1aLV#<$-;`E2Cu?*QdH?{na_XI^`XIfE`5vX2os0{2M!&0a~y?(PS!yTT!Y|v!uLXwFWyf;QYVgG9erLNtLjIT0jM3J;7+W7@@cw%g8XJoz`<)A}aOi;i ze9fM4J{;vu&QZElF(G&IJaTJa|F##;>nku=?ntSf%8$4vY*b!VMa9S%n~^~P@UV0V zRRcT1ozOY*G`!*2UNR&Z_isNbV6wBwyNettdy9nGmE_f!)uaI=;Bnf#T6N64F|lOX zy$9-aEVnLq4!|YE8rvp|(FQC5)0EmLi*fxcB(s?|b&pVw0%_{WKeL4q#VQ&7{2$jG z3n-GsZ0sD0kiRSd2UKLxb3`kGC)Xp{pzdy`n_YDzsSp@qS$dl_&8cDWUN2R1^=AKT zGQnxDDi?3RN@IGc1r_SwVA43c@KdXqh zD5B)*d@n+f7;`wR@~3AT`RyliCEQq9Q&o$k+J6g~?Gp~B`Wx+{6q6E+yzg_RpUB{R zBgOGH_%shq?}3V#F^`aqfTu!x4B#14#{okuCUj_Ol@I(%4GZIH{QRi5;Jisa=~}L3 zYxt}jR-&q3Z>`KgY15$i=_HuMN#&@Lx#!N}FAS29GquSG(8>|rhZFV60j`5OlU0QM zze#rqJyToJ{cByPr;2lT;aUg-ShgEG57*VD>FB~C7MW~iz38ab?}1R0eaFn|^2L+K z6VWCoD1)C)RywEWz}te#ohkK^Ej}Huo#23M42=kDY;6Z$XpDV&n-NXTHA>3`nArXs zjTS0Y(8cQaat`jyzVRqM`~-0{Q3y=U$!Z6Uz7B)S&O? zZT;=_ZL<}0i`7q;d}3~74mE{pK}#d8g?z5r!veti|Gawr)belx1KiI6Q*&R-G;C4_ z-eOx61wV>BF_*{ZZe0%W!^#_SZz*B}+zZ`7z=xowr;UD~yXwFSMFEcXPVXIsn#uI^ zq{EOzQ4jZKrO7#c^+bfEp->gufih0Mr#Ad1Dfv~8T-`g*d&R;}o&`rxcU3)8rU4u6 z`cLFs9pf~*n*+jFYq<7oD9a(-p7fEP>lYqoBf7(--TDr{Z;Xg>%5D-^R$}Hyc;pY->U7a5#OW1`LY_Ml2=L zkeAhCw*Nc%H1Iq2`VX=80g%Q1nh{g<7UbQH+euz>E$RF*w~M@^$uVu!+$2}kx5!gD zca^;8y_Bo^PN)Fkh!$Ln>x6`Ko<=oBmVCPDB>d;E$#{}z>W%^07y68tG|?TxKQ8lt#@A376m_K}0|KGf|wp(g~UFW9uH$-uGKx~yoW#w#6M|7^FAtC&`UGJJnLHt_fb zHIUs28%qk52aAdNa5!GOKhb|I0&Zbwph@nsFRAh{iF}a}s&=9@ul%zuP zb;=0u)E9plLP?LQfYfg%LOgJ+r`{0C-5rFx$QrELEt2Sx!#B;1q2fadHw#)co;BHmx=mAhi>N&*%vlfdatoWSTkmIz_u1QkB9-kU8SZ{ z02oVVGc2NQh)%~RpRyOYbiLjGS+|%k{-WxO<0FqO8{C!2ZFoHX z(CoH5NpPsmkw>vM!FR(I#siQgbZR2%>{VOO)A>fY99`eOLffk*-BSK4Z3PQL@07T# za%C9hon-Dr-5C*}$`{6|FyHiE8y?#VUPakwKb$X;A{Z&Raoi1Zr-h;-;@uhS|Cw#me?Fib#7lP{_x zhO9HG$$5F7rr*I#1VqWLQ(`G)8mcY&nE)8Da9bP?d-F4oN5kOI%Ba+&I)_V1XTAmp z{dOHtpM+_MD;#tuisw(0YKU`8NcC7|kwr6}N4Hi@E%N}w?OS%$qi9y<`MOrLUXbt$ z?5*fR3e3~XhNk{UWnzfe8GPOaCZmQ=6@oOaIi8`j$z(d7s<2RUz)o+|I3BAg=%uoY z^mRy2846aZJCVpCzYlJVE}k^0s|DB@nLF$F86>*j;VOsK0?_6*me7-~ zTQ+HOZmy3)_1wR>o8Tp$a$j#WV+#$SCwGZ5r$+gz&nk6Gr`Oc_y(iZnK~ac_zB(FOO;Ic8z#N1x7Z zj>^Dh&e|_U@hHFu(lcF#n zF|>klqNfU3t`dEIRQ2v`->+J!KCl2{3+V1+OPgCD{9t;&W_rE1bZ_RSYR5>&@)C`7 z7S+ygQNVM51A;xhMy#xWP#B?ytgVL+hd%*Q zM?kk^N6*EzgJsPFB#lXEv9n7euOd|~RvP(}uwtP5Xhutpi4Z2UY z-Lp>cw~A20?x&*2$3p@Y?$iI5(5JL!DTZ<^h}|0-2PZK(c>v&R{>f>Z>iYK1p#o6G zthBk74!deG;s6Y^{c+qIf0C4hR<@poiG5=M60XkvR{#`&TR3x|FKW&&KGtn4zcp-S z#*UK`L?O$aNXSVtN#WG=pJN91ikg~IaId>za&mG4TMN_9Lj+eA#tNu9H|Z$I%0`X7 zCMIG4dUIWT5t9Hb~S}jI^r#2PfP|630cc>CxWB)%AABv+P!GeHxsrfixdU|>Y zeW(_on{?#H2XKdv0uUT6K#AysM@Kfmz2rP4c<1Ggk~uMyFCNi)TtCM5Vowkm`L94VI8|}Z~(f_-Rh3h0stWda_k}crt8oa2J}w{(qE%!a{dA|I$HoC zJ)qfe8A9^>4PfjHc>YK7RQj8qbG#e&bPZyJ{kI;h;RfQF9`b_aiyF+kCj-_>f^ps! z>)5&l1CXoTub%}-J3D^{$fZmsGB_uLr~y`XVw0D2l9~|DG$o51w+CAM6f}5 z3208Da8AIQxgC;k)EbA3-R8bMTfRQ;3qR$n8|10>9~=JuQ+&Rn|GkH>`zJ1anjpmKJpqm&yp3R% z4s2jH49V-X1`@7s6 zEROoFm?@Q(Zo4o=bm7bc=)d=YBytYKzJ}^h_&j?J`5CTHY?+@U**neQg{1veu~@Va z(c*_f*xvD(Cb6yan~bTX>&Xax<4L}QHA{F znX>+1GW4wo!d37mVRBQG_QRxuq)qh@oU(y;4zx{^%;^)id^`O7wk1F^1W|K-uk6^> zv*!?U?H$0NSwq@R^njuro&<)_k9HtS7Ipm2rTc)nfHU);TU_K9xU?AWXu!pwMUYoa zEN6-g;_{owvc|VMX0k7+E6)DLvBYq?*T6531|Bn{4ZICSlF5RQt&)>y{~4?V>>*!a z_kb(Gx1>$6ZOXySIg-O)HJSZP0WTmiEFZZ^3$3@n>0xQ?+!!DU3Hnmisp9X2NV@e1 zYm03lmwUQ~RI~Vv4++WGD7JX@XPkf;achiIP6Pf%d!K6?hp3UYI)U|5I04oSJz8lq zvl=PSVhp0aWGfz&pkyPFs9`DfW`~>Z8wAKe-Jo@DkJg^o9S4uXx5-P$xVCN3H>Q&) z8f|=~$gaXIZzj0y$Ln+gz+|&wa-1?ss8PCiSL**%vRfs2nFgCj4~uXsW?WLwECi*X z@ue(F?PMHeO!u9qO@WkJ9zvYPRTvRBB(F5Gnc`q<9;YuuniR}FW!)sjDkZK!jCHD( zdcs1tIT){YI%C~{osYL|o<@E?g_tw}5h08(;Bc`)8dyUPMKqW{qb49GYjp=Fg z>BtwzN;6}-RJ{w2PJ|mF{szej$1PFcbqC@)=DeK;>9Pl&3PXsLEZ(@ z&F}+7bjt29La*q3gQN#seS%a670Z>i;ImQ44ZWJ{E8;phMZdX>yrd`aoq@)xt%A^w zL&O@>sDIBhR5Gzj>iV1VtQ4{%W`uPEnLyK(%l&28$ZCN^U75hTbNM9X%9vO5M*9>j zq9kleZ$8aysa*vJ>!C&KxhR~H%54)jN(weqb)^9*l(A!>>eGJQuTtPsS1bJGwJHzk zd$HFX2=)gU!5*B=dC#jO`tExN|6-7GVTBve>fygYZ{=WIYfPSozipsWMI@i>96CK* zeP^AC6S4ISM3xJWTB1V~@yFk>R~s-s)ua_d!lp@~x;j}jRb7Q2;6>v^iVs+M!KIc< zx=h?iKd2aiUD>#CuW&Qs_N~s1P8xmltbJpVt2gQ=N#2A{P79AE#3sW_-}vlb;rz$v zZ{Ybg+goZAAuufe{X9idm82kY`BtpCyE0p34bhvwS8sohvWhvJn_11FgzN$>ak^bm zeGw28L$*NwX!67zVm)7y7dWj24Y<}#=X+-vj&iz2(f0nAk+WOsm`Hi{qg^5Fx_KA8O zDJJKGn%nR-J*Ug69zy(l;t#HtCl-+C7OPEp{Wpxyiial^-6Jm=^^DETEf|0!{Oq=>{t8j!6k{BjdjO8nH zXhj`~iXjZm;_r)v(Mo|u>azrUTKA@`vc_my`3!`Sxn%d9S}w%+mdH~Wh;Orn=bPBk za=6K@wO<8lyfmJ}gtWX5@tZ|fnmPJY_l^It=Oie!eF&fQ#Qrw)Cno~!ss!|-O%#2a z|FtBth-s?7xux`y>f_C(%mh z4r;cr9g{*8c^%#n0tm`f-#OE&l0mg^r*U3H8#$TiN|{#r!>OkZq*Dj{!W_xDs|?PH zMWOSQL8ZC5m5B+fVrF#Fsc671&DQ-_Cp*rp^(eU~I5~|{nT8&anG@-rZ`r-%%sH)U3adR- z`Xa2F##UN;c0=FlqGyLoZ>{3)^cHq(*zp9O_4g%a^(Kwk@3JxDYjZSigE}Lm^!@G=y+>)hCJAj3Ys7`NXr6J$lVP1kk_=lc z?(4%F`%*YLYg{$gUl@#9mI!*Dkm$B`XHLfq_nZA+dIXhMcZ-!g1!uX@yq@aUbyMXX z+lk8OS@#gkM>Y%L`U?&7__}gdDy0KX7=FGW;ssW*In}Xjoo-~XVKzVG-*%!jPU~Jyy)E)}c#KD6?PN z68%VQ(K}IpS8>ucbY;a9h5wwXCjT7Jxt|XGOvF;du(gdQX8@OW+L*oS*q#4(;|XhK zH!(ZWa27G}kQRYS!O5r41YV$9%K3~>*&3^t`_To@y`1f`z5*ytw>_PN9U5<3@wjZH}`^R(XaR&1uf2X1ftm&FB%`BETY;C{6itjx# zK1D|(6ciRdRlWjE$6BX#zHOHFGE3&q!ZVHzKx^pRvi*75Mb2i{nP8dLhiH^m=D6K# z5=_qHPd|9->^(k`L^e2Vbq-ZaZTZmXb=vdSPYjL7;k0YPOi5yrOr5)Ll5>7-0i)h$ zSG3MX(ATX>>6cU@8xu1(VjH$(r?xkHWuWA1Eya!OmadhwX2<<7id9X`lQCx%@f_Pd zYn~I@yh6(tY(Kl!U?^Ltgo@m_mo9$$^`%0qn%QsKy;g_&9OS=}%K|##$*raUD#1;L zeglaIV)MQRY6ARuokdEoAN8ERO4oef%q1Z{g^g0%N|ZJ}fXG!kTwQ|R%5%rxe>+w@ z0-!;zQSfX3YP4cD+RGO*xIC|0cSi%XH60Z9qX$-ln_G<{-sU{oYt_v^^rtI$2}Vk$ z_F8CGTBcI(el)Xo(Dhv2mswi7ZKEIV_|8}nSUgT#h^jL1ldSQ^72G`9G1H37@7azW z@?mk?gn+mw)ad5pl9oljZ1jgu{`f@`C+W6-mh7cTAP#ZqV?tKNmTxhR&rRH1_cBLk zKg!lQWieoZ99!NhQ4!@U2Sr*3pN?YLc{8^vV3U{2^BQLuaw2}J1Tm<2o-Yl+obc3C zQ&eejP#-s(Neb?#jS9Ly$&K#7b{J?pzQ%V$SiE7VmOPc7Xl3MgYr!*~$|6B9`i$Sa zevZUz#Oc%Tmqx2pxppdLt`idJsY81tH0=WRKD#v5#fR?RLlWGR&X+HTG%38&S133<+BadTDf?b13hbxUQfN4G| zkPMy7TB$Ig&PBey3?_Cb;*C%Q#WVIFB7YI?znue;^>5L3X8atfhqYW4GkA7*ri?Q5 zYb`|5Zqi#Om)uDwt)PmY^Nt^jOmS|lCEW6inE{i&3=&2?P7V~0F=JArJh;E^q zs+vSc73|*lzeQwfKKktnFu6~wB2F~f=bmVq@kifR%+KnT7nXmKlWW3R*%QZ&lnMzL zfJ6E>gu&tPDZI{fCV?Pq^zX}Wq8`EXRd??1CoVKMM^cO{jH7;=C_&3wGtE4AU)|`) z*I(niLO}vlDHuh|Gkc9vX-)d}q&#XsYjat0LAO|kac}OPCue5u;bB5 z*AMbU}l(~1r{O`-8IZr*=JH5r&nmFE2J;U=U} z=KK!OCWe(rTN>SXy69yh$fz*HU1-ChAYt_3z0Yt>>{YiKk6K9!;p=}qjzcys&sht( z474rV@YQ9NFC0W5_p>@=)yERW7>`@2i;5B@K0bYvTg06gx|^#8-vsqMO=h^;2tM1k z?MF-{>tZA3PZVgSpWqZDyS1&iyEU&X!*E&(?jM>0)8NABL$)?J(Pz%Q(wTDP=hT2Vcusj*w% z%-2#;r}5R4j`nwA?pdAQDw+5+6?Gm0yd)99Y%>b7BoRim9Y_7ux$z#eb}Ta+hPxGQ zqCtY&sbj_sZ`0IEa&Q$&{>I?hL3!7a7%8P9e&@D>Jsj+c;z`#(IxTS7oZ_V(CHiBZ zac=kT#y2LgJr^0=6NWy#7!3jP>VSk>dHI2=+H^@tbAX~`X4V=Lc=$o+yqy8=<@FoU zf%mOQ*2Dj)?7XAlUcY}IM@x~2NDwte;shZ?2?miu^hAj|8C^v0oghe}Mxrw~gd~C^ z%IFd$S{S_>QAaPM8|ChC&RzHZ?*0D$_*u(Z{;)ou=kt{P?EO6Ny05EaXD|p%h+e#I2L0D z-^#$y=`?w~RYymNqe<<7k*R6JDYeh-v@Bm<*FH^qeuFn-B`tV=^JQQ!%NqakB7vB} zh+09ST@nvDq;Ll@JYeS<#CLOanf3Zk8(7rz>SOco$A_}V1P$UGR1#cLEKhxw)OR_c z-PnBe<*6SN?g=k*%{%AINfleBU&GEJtG+Xt2HB2AWVm{tcxQU?>(j~2kovzC3bY3o z3;c_$hj2!jGh@Lp0xZB@R?=qWz=^Q?y9TRV+`FP}!8KlK=Q>@0uk9e9Ic z3Oz4eSafJZ5!KNVA^Jz?lSgHjrqGu^-;Fw-UC3E96zov_p3|gU=>Y2!nv z$a@WC{gW~{(whHya>}*XXhO85$AAsjRxrkZM~h16q)dOqjKbL$=jih_HJn~(T0~rz zVn-^R94ypuy776YQ>`O2BUMrPAzLRyRYu>gv6C~>$0vY|*WIH~7U6U%&2?|Of)Hsf zVp4E%!0IQi`$3y?pCQk@)dQ!#Poc8w#tmnMY!E@K6YZhQ^%%KuyMYT@CAJbv5Ar$` zh9|}I9_I13Xe%lV>d+NDZx-)dv?O~hCmXe1gZe=IRhFDPnxHc^CNuwNLMdA|iZc&s zR9l729`3dlnR3k^_+j?2c<91dyUk6#90SZ%J!=C@Q4X{uB+wr<9F|jz=Hrk``@vbY za*jKPO5??pu151;uLB(WUQGFAJ;fmP%8RTD96WwdYO_r8t#!w723f<d^d#6r7M(_X=iBV z*yzHqBUqi?UVUR@4;R0;V|C+3+JdSt!7X=&xGWbN_cAAw!4rA2cu?HRxv1ZA{_mb% zqwLRVxfv7ztwEK!DsP@}+g*Wr*|kWHdz>dMEpAL#Ab8!~Pw5vKjOG{*g zv>N+NR0iU?-e_;6#@irEjH*M$fLPZfzFexj+}k2CX(*qx3|GW)U5+K~oaWlW7wYT; zkwk(wBhfS@aGVQWhl{r?yb#^=U}h_Z2Y*X1sYb=dLZ&z_Ke5%CsHZzvC7PJ8$J>1B zb?fwo?f6|$2hPk>X6J-_5JC16?WZq}6NWZT3|@{i^tt3YVi>g*6fD}*D2yDRGK3K~ z4fDRtt?rbCrAuz4qAAH)8$yC)$#rwq3LHBu@`Z(rZmuK5HQ#@DEq;e$z>G2xS&F~2 zB#HlOT0SyW)lI*iE}O<7)_G&Ido0I4PjgbN7w1-#wAC9G70y4@o^Bo^oBjjW{<^Z5 zN)O4lIjC#p{MOE@zc_4=ziM5Z&svu|VdeOg4rj~T?;oa$tsA6FOo(C@kKKk_vF|Yf;R%D1}pz8()>Wskuo2eawIbHX7|)La>8(>XQhXl>O9@mEqq(+_%J=^ zuk3f;Hjy7N`;PT$L@Y!0g&dVEZ8$ho;XYAXzo2>W<@Iq5W@T#o;MVE$zTYNjdt%wq z;g-$^JCtvHcj*na^l?*LBTK$>4RPkehx>19Q2Wis;?7P&Us5mSvH$I3!5B4Jh$wR= ze%9H>Gn zCZ%YKCtqpSl};g6W^@_04LTu3zy_4GldrIyA@fcakQB(PAG;9ph1i|D$lzf~+s~^rCb&nWy@D zyra8c<(IcUH?mk`n$hjJ=$WMg*_@I~Y_uoBsPvqLr`59%W^@$>WZ)J>w{?k6{rK29 z`yn`9B{-uClUtNa+}JI~>auYs#{_v3?|9Bzv#)j6)vbS(DyxYQz*gM!>~zGsdmFpZ zDJGY=uxy#BxgGAK*Y@T^n6i{D9aS-|l9*-BSu$G=DS52akRzRaIDBYP3(w_ug>%kn>mkE};HuwIk(hc^gqyU+YWY zxkeF2OF9y`E`>|q_;n`-Pp-|%zZdm1#A0dq88+`W1kXW?2c7x8E~4o7xbd&*v}CK^ z?qLVpY~{)39LDV@YbLc&tFubi<_zfP1dMM1VNe_~%p()GU4y!%lF;389=AJSBvN2s zOT|~Va!-gm+UT5|O~F#rORKEe6+;Df-x^~d`v~bE*o|YW9z9ailfI@|E~T`%i@HG^ z+(1QfGH)(TEiAga{kpx8gSpifhbt|ub}ldQ#+Olmu0i1T`x+ubx?BBVl~#%I*TUxg zJ^c#rPjWbyL@c{orbX8ugj>h<7z`>zZGJ`7dQhj%|49Mg^jCKX;yzzhKi3vT_3PK0 zeKgNby@}je8+n#KVkFZ$|KwuWr(tb(B}V<j z@2X|LA+}z9yP*^%UWBfPbA}X2#l2*dCp`W7WR#+ZT`Pfj_cRb6jh$e3TJ&xV-ciKwBjvG zyC3aln=Wg_Bz&?qPJjaF3+>zX6v}aT>o)p4qfvE5eMU^TscJvHn~@8>EA8~>?z+>p z>PeH2H1I%UGtanPk^yL|CpLO{mcm&Hipdgz&Ee&(qDXYo%^J+63t-0_C3a%1a8%?1)aBvGl;rNZif=P z>wbM6{JI=&i2hLBkF}WpXr^hoDk)dbUMZS-V)9He)7G{v*hVgHvxJ6 zJxW-0mS}tXN3vJWekDJvKA59S+BYvRSaVcK6OFgI ztCs|s2sCxV;)D(J#=q{~O1;lO`KL5$a)6@-NruE~bcWDO#w&RFy-uE&QWa2_=cq;b zpQUODbH6ot@o#E$NKk371oKWI&5(>Q|mzzy1CQfZN+OJ9S?s}yPfT&exIBnQds|6FCtgr9wN zbZHLiwj`;`$F*{F>mx7Uzr{oY$h!AHz$;Zg?2zLiF}-N0$my>u85D`GQT=;AeO&z7 zZ~v75S}6knlzi1MjRLrzpr9bhcK|+Pa^`5UHH#?D?W*){M?^oymZK$>-yBdXtWsY6 z*lVPl9B2d+6NUa+DIogpO>#+(0p-Jdp+CQZ(98pbjc3058!BDZD>bKhk!2sKIlLkT zjDN07zE>4AZ9Y#*#gvZK|M%+*&OVlTE|NF^1i@2`d`?U1pEUql7`ZrvarO8G_u9x# za$cQp87=Goe(WDx6i%5@1cHN=2#dYFJs)vmeEbgFu4grzXJm9us45vj6f6Q66)vdj zOOfj8#O4CHn#H!(oVtb>lB{9d_*YkA0staHRlHcZ8$+5k+6MN4{a6Gso(8(WV0 z3N*DCm?t>9+S4DRqgTsE_ru4>jQ|N+mmqAJL@q}l5cIoAfJXPN5m)#14!NCHTc6t3 zbXT_*3b0JlK3=JOGXKn!R22Pxx!}DY?A?cSWrJTNe=PUP%!bF)T>XI`Q#T)<{r_-5 z@Ug0>JP!G#?1_{kp$oLlC(U-#>K_>hC{Ip90il0p7?l{QR?N}gG!CyW(VSJ4+&JHr zrOL(0`KrHPJBA|u&4R}GL^_dPP z8mj9`ao^{9viCJ~4+TvcBhNTrl|Kh^1=p-uYLD`PLJRtqn44Dt6D}V``e6O4Skw5? z{Uuib_ntj}zOE+lR8w2qrW;N(`>6mhBVi@qHg7ZO%SBc?QC0?*mjNjevA0sI6nBg4 zebWOYqbrzUhf{%pfi~EI_lIVvdi9~w#o{4x{dpk5N}^p;F>I+_o{^mL2;xEk6785; z$YzTkZEbBG_TCzK@bDoWE9)=eKK(93wJ^uo*~(_E<1$Q_L~Mo|M_fl+K^meB^9l|o zLI2Rz-u`>Dq`m#|+qZ9%6m4vBQxq0_L92mx$k8jdniX6G5l6}DPnMmI2%owtZz4(8 z084{OSB*A>YFE$eWhHaRcnE`ok(DOwT2u%&r2k#hBUhlM?xd$do zxEcvU4xY&gXeJW9_TL$;O6QA}{^eyBR#qet&*;G>hNM_%;!3gG+qTcGASguO7u$Rb z_$NLu9s{G)J*7M9xh#pnv(i{o+kJiy>@6@_&Ybe&36{C`o;bgDmkM{EQQyOTubrt_ zFPNBC!zJ$k2udoRg268~RW@fe`b)`JSbU~wWD&Jl5Nu_!t+*T<7`T)7n9O9VIod&1 zHmGlwr1se%wD7wQh=NXO$6T5iAEDU0RkDTioHDEpYH}&B>{_N)FDIJ>3}SbwHD+jP zd)sYiz&yoyDLXeeX2YX$59hh;?2f*8+pH004#siFtf1-5n>Pelf;~J_o7DJTW%Gr> zB1Njn;o)JvE~l;P0o2S_ADhaJr#oM=bLV>9sVs*|K@v0>!e7;Io!~d<(&p`>rKQ!P zoAdMlD%d1hgtJR>lM}$&N=VA7E^Agj&^}H)4jP$b?D#uCcjCHvGwj2M^SNbn+~KTZ z;}PSOuND@p&e79f6nFX)R9Ck_&4J7usq&T}neYLONz=Jv+fm$5JPMsnT<+j5S^Dvv!Hy*h^bgc=w~INqZ0M z(w-<$fpQJTbrUz;OCke8tXm;#Zx5pjeboJbg;Bu&7=+5hqko1z0evbOn zvW2BR$BvyAkbfYf!Ia{?d9kOb2ee|=$jpmMi_`k7)xNHSvhMC;B8k@RMOo9+X6!!O zhBg(evY54Y7Z|J*oie8zw$=M0B=a3_jy42%x4y^hN6=)cbkX(}uYoD1J9lopMgK}1)yvM9zLi5rVUMA)h@TH z)Q*WQV^<#O$!%DAE)^5_#*B|2SI2@mJT@4_wYQ-*P7_e%6pW0FVlAlD%jwo>Lh5Tk z1{T5FQUR5MY`V^59!^84Aa6YW1pW0};By20?kD_~fXDiW_P45|4s8`3U9kUq5QYOM zRZS$XxyNJxI~4l?Yzp6irV0YGa_6uAM_m=G(C2!bmew4AzsP5nUS3|obo#KB)-^N` z)7{7}i;BiV*TjHSsbNIi=2j6)!}4fyF&!IQm~IZc&|=eNDo000opP5Py?Fz3w_V#a zoIz*U6r7x#V*AAV2hV(mVH5M&bHgm(Z$BJT(ZVjn>iT7N8-|E)cBCi(J)G?YnU-Yt zVoXVml-gfcCsl{&?CL7_{#SYR=+UE@z;l~7=jP|doaZ#)xzM$}IePe`iX40~`F=lP z<;z%E@xn}T$Aq&eEnb(DOosQw7C+I`YiUcCfGIAX91euqGFD^E5bWL~FD+Hi2*f2P zw*rSuQA0xmgB_c#7K?1eVj)B4uNF%-CF_PCkUXslvM>c%Sy@cPVxDzF*P16Nq@EY) z#=4NK8tk2AR@9QET05-OG)Ow9-yq_Os;#M+1hjc05ZT*4=I3|BPX|lyrR~k54hKv3 z0ejbi^4%};n(MydzKp9RkVbRB;8vp?fOqSzt#bn;?PY~wEtMD-mmIFlIlIDc?4Fpo zxGvw#o6)AF#v@iEWtzRug$OAJ>s&iC9qEMTXdcs?r#u{B2p-3_XZKr)hzSd8`fQH{ zOL&R)4=N*($rZMvQtm+a7Q7@4-XZ}ugQTmbDL%UvVhDu(!QL8nDu9}{SqteLorFg7 zi3$sgVeMDz8C#BUeM8IDhgDzu=BL2SsJAsYNBQn{r8JL?jXBuc=a1$sd)aA;nic3& zf!{d=2weBWgMGfOG^iDX7i-I5Q9W!ucvZgpIXnBk??yJNX$WH*3w5t1VM;wk3!1(~ z7}XswEiD~z5C75c!U}h#jk4)ae8AvKNH*NHmcSvZm!WnD>5C446*vjCG#bIJiZX9a zm~udaIciGrBD`@NO7zsUg=4Lk$Hb91w~5o{2_bxCkE%9$^^%9ct4T>pNZ_7#5*Op+ zQ>g+O-y}HOhm1JdVep9@?%nhM+BG|wk-@nW#9|Yvibl-t9SoPfGu1g*simEQf9b4cNM!GKak7e-?*p}w5b8%(05ZiY*=9BSvFgA#NQ6l}) zTvmSmlV=rf`K6Ga|{j+%DH?$)_;gp9o=P?Fxef?Q6gGjL!)~Pu^6#B{j4YPQBELG-v05b)E;o$`wvkJO4Pi!HSV(>mt?xEDgfp*#gV*ZlRSk-C-B*54zkymd zVq)M6gNx1bZ&PL=(y(jSgcGE%Wl-UNPjWTvziC2mm4R1T6H+pyh2_#$!`J z2RU2|JA#~(lMs}1n_U-QaFI|&tWq>JHG!-Aza8*V#i%+capyk%hAWcu4Jc|MFNn11 zl{(_jv9qf{z@nvZPno5X?BJ7vMxXf(n8$aVZ+6!3p3&8{-(Zz<2-@Nh{{H@PQr_ZR zDoF;g|0*SlgaJL6)G&~KCN)_1|Lq66kbz)4$O%i=klpwt~ zM!UC>=X*_B`mmyH1N_Y=+S-ko%870VJ9wQ^hijyE(9zK?z|kCR*Y8vI7tGlRq)u}G z?MF?DQDI>k4SX{NV|wf{64_eMi24Ps1=%vKW$)LtjEq;XZg5kqB*7~f;~YHz+w#rAzV7PU_KW0Qa(NWW~n-Dh__tvwd*$Vl5{R|#oftdY= zyB*Z-IkJ(wE#JI;P%<{U4%-LA-+QxJDb0(v0429HPwmXFPpjI4x(uGJW&CGCkNGsMCn*>h>T)=57ts7F!1_G zSU4UCEl(JCle<((Q5E}1uy04VcJTUKWCw%hkxZnMHj-2eEZT)4izUcj)10uNtvotyh@ zXQx{1gc(@my{{e5<3y|z3RtPnuo{3_q@bpjh=qWRyrjeertn;`6@=aA85ji3+gM}w z9jAZIZVH>5n>$W~i3&Q+JcdX-Id`q10+BK)4ZaN?4|4cpu^yozA&$LH`A8>YTxP>m}ISijL&A2%mw2sr0_f6tOf+Rd3bgp0Qv!b0|?)_ z?0f=r2D_@-SaU}mw~F#=!59QUpWgP|w36EXO)eYG+5~}_ml^|P2W%Z#sO=9hrV0Gj zdr|Oz8!>0XDFFL^M@O(Vh*n^-w(RwwQU#sQR2!i zA)ya-br0ZJVeXqR_@kka4lut4Yl`G=uzRmR;VYdy2QvIF!&k*BS>)f%3U&~Oxp4@0 z!3YH5_)xL6@!s}o1#zhy@2vt2l0I7C+aJJPv|DQxT^kSKFIz~F_LVX}$WlBlyFeYcaR zXJJu%{5aC_n3A$`7?vO%3obr8$owI0QL(Y%12XODfq?-P8OU3qk~%sNNFfwLLP4Sg6teTDW_NoD-Sf9uD|6NM_$k>?rm+n%4ekrz_egneEtx`p4nq`5 z3fTE9gqTnBS8ZP*`STC~>O1#nO0^v7LsCgYINJmSu7==6lT61Hcq`KoYwAQ`K}EjH z80BS?#s1Hh`^S&edq6=s+KG?bTYEPVP<13Dj+T( z%ExKy;9z@0LQv4^f4@M$#@#D+ch7-V}y8HsJ=-xio~6Z`N7w5|=8h_msy5&PD^PjicwBCz+@tz6h|Br8!5W}Zkz{FPB>TuNXOU?<&o3pfRm3nP& zwT{Gvn{Q=j-x55?z|OASay_)fj_rWb6U~;6S6j8UwQcR~Q+`;!vTS%FY1)yw|6O*r zo}uB@mJU}NTQ=YFfL(14M|lzj;(EQky`v;=9p&TafBN+4?UQ$@TOA_I!&3@<+kO&4 z!opkQJy(y#9I>E&dWkml>^f&>=hr$#>^8lHZ~iO~4Grl|4U}j9^wDOWku&dUO;ycs znbJ>u`LfO7+S&Chb8R|IV%BVyR#saX8Shzj=BV6^cF=tAZRmTvXT{%M&k%a)Wrh#V z6BV;RS}Y{ax4xC1=zkp{;X1vqrM1;aUS7Vgw>KWY7G%|x8yduR?4g;3MV8<8gV%07 z(JpW)A<|C=?5w`P%gwEe?~`;QT$U>|{k=_ZW@%|@Oua%jLqPfXug>?1d^=T_@{871 zZ&7>g-@m{50#)&W3o%!Jxu$GBAt`x1_1YVA309ttOd~p~;%(cueaWe74yK#tFlzgf zpMd+bS3Xd8=gyr+;(}OI!v5O6`AL7QHsaBvd!c*Jl-AU2+$Est6&=kiZPlE3&Sidb z&&4>2BnJ;axjW0tZnWN|KdS@?ne*rA)YY>soWJIruwzqwV?_C-E`u}a>C?-5$MzpN zuT`mOZq7qAKG(T2HZ(FKd*%!c3rqN|`%y75>im_?PEJQ>=jKw~B!~BWy!hxv%|yS- zPW5Z0yL8-e19(;6zIw#IwpO0yJfS@@I$HJa-MjXt=VzD=0wr(#33Q*XKKT0bb9u!x zXMB%INM!Cl?o?G59~oI$xbjEiYmSx1fo*EF!^5r zJNfnZJDZ$5NuiNxxWVGueWEPBrg4Ie0r*`q~!JnZ`rTO$_JhP{?@8sGLT-G-JX@5ZA5w7 z%k}0>p4W$RJys-Url$0`Lht|h`7`sa)`!g6NWsXMwtnJHK+SB)t?-d#vYTv0EUU}!s>dMmf z&K#@g+qWrFRnypS*xT!meSI_d(%0KtnBe2%3*6X5FVx_b$X94O&k_Q_G*V&nz!;IV>W{fn&Gi%}3eht^U2cOzIzp zYDDlXDKe|Hi8_s|85Z#p9QHHN;%$Hvy~ z6ws`~_J|G+-eS?5xM68=EN!^Hw>kKj(NU{!pV)TqCjUlMRMbGneQwA3^XCU&YFxj5 zNHT3l-i_~DSdTmLWo2aO;YLQs#AGT-E!_L)ws6JTljpcV&8?3c>F5l8eakkGefr?o zv13z}L;YpG3pd_jKaKzS)hRM_@ZiBLyTJ-!Iy$-+&!3mEh*{TBZ(_P+{3em7Q_b!8 z_HEnR+cONJpFZ8Q-A~T4E7y+i_;HN`R@T-6u}7^~$QvyxB&1tdSUCQp3pOJ-tqtgt=iw;-NWWqZ(hG9-)K0Z|HqGN?6@5QH&8U{y1E`SGclz{D@ zJL?dEoAKgeT#cflVpL(F6swrEW^(28j~^vuu{9QY? zgEtBy9)*XO8`njZ#2hv&b#QQq!Y?eXE=@$sap?sfDsm2Y(h6gDHfeZb^hV>oG49hb zaq;vrU;5g_PAn{{;?lCRjz}GkYVuP(Gw)e-WO{FA67r(Z zwP<@g{M~bEU_JTJMUCrpHF7NVux^d{)!*rU`}U1bLLx@^nuE-Fj_OV9C!&6JWciXm z*eAZiFLDzqf_K*v=_soYtiHYTTUb~SCM+8hPKx|^{ra^Uwscf-@}Z@XSey2WAXai$ zFjv}*V}mHX|G?!+S*)q48I_c@Un9@{-;e0w!-iP&MtB&8!NI|NLP8Jt)zZCwjE<&T zcjs5vaj>w|kT*RxmX&VPCPRF6BLM*cvetCx+CBebe`P1J5j#Ich4-k(vP+Ip?areP zqnD_?ta=Kr8?TZ}k9e&VFJ;-C?`VlzW!YDJd%Tjv^HE1(iquXf1HOIx?osIW^z>M^ zytwf1XL_jGvOQhTjm3x}AusP(*1LCx$}cY(#fsS&cYkm;A=Y9-56WTt_z?cig%C)#c~&R$=VBu3x{tEM?xEe}uf#z3zW^YrMDK{jbio zw1nkFr{p(0y6h-9yqVy=v8?dd^SOLb`%raQ2MUi`q<|I^5zQK}#%KKT=A1t2gXOn( zW|k-`miUT_=g$YAOkEOC^2a_->}-90hW^iBh;(Lk*g???7cP8#dWt3@KE8p;V0^Uc zx#eVE$tI#R(#^K$1>W;W47tcCW2M+=Hbp<+0C zqd$Mve9N||{Q6d_cBi0r-R$hFT4nI=;Xl{0W>BYu#KgpM^vbA5CMFuhgAMkc2{wFw zCdAl%aaIqNLZ8EPS(vJrl9JLeVuKedQ3hGN_n(hQS4q7l%*)IBA~m)4clU?Nm&$Y4 z~WFQJbDRe1EkvpUu(P*+)34 zMuvxlSy@?)t*z@L1hi^$Y7vaCif_-w8shQx9?2m_S5kk zIN(E}yZwOTgL7gQU-_tIUdW$Yv{)M`4_MCq^5rUuPkUXo==ttH(?fn4&)oMj&>DJJ z*>vZJQ|RJO8DqID&%4fyRDWSOyKkGZiAklKo139PE*=Egt>?x&vc44X&=C~rcqCPc z;o4V|1T=Gt2_a8U&%EKC4d)$q(~+BuEA-Wuzs%w5y@+4#5nrSa_({G-$H~)$-9()9a6c6NPku-Xt4Hc zt+-gmLsMIu-J<2iW{WScwt8-F$MbAyY}Cazdw6|KNqXfI(eZM7P4KbPSCo~>hB(%m z8mV~co!y{3wb#n>OoM$Vc{@ZRQ(y7@ndlXC*1GJZd3ETf=vL9;Fw&Yw3R+5tdyMvkgDuqG|NnO~@3GC=n-uBfQ6?_6$G)u~RzMsUcZl%b)a ziMFU%oEu{%qIFXXC=$ZL!W3mh%)f9~*s+bZybP&Zwzjsm{~r8q=Z~*%G?sHKLpVgy z=c(!0>q7o5>0}fnqbDFlC^4K4JkJJ2Nr&>@UxOeYe zJS|~WRaKA2hl%m#q=34)yc6HG9kmbE+@L4XNXwTmhP4s=VdtDDdL&;YC6$MSpqUWu zHbpBhbd^?Le$A$=ud7=}d_l+1oB_Hj#ctv-4(y-oFPog3TW_#QP^WNc4J+V5Xz10ix<-+34sfEj>NG zNBgHw>(Gvhdp*~*p3X&9bat|S{rYuzl7_>LAebZ^Ue$R-21kzUIdFh_!-fq^s3+PV zZJNPK8`h5J0z2}0 z^M+q~d|-ew^z5haPfskp78y&v@6TRzMO|He9*bo`Z};xqZmSF5&tAB2`s!6iqVIjL z$KAVksnl~U4`uyAp`jt}d3#s$Weo|xtXr7*9vUAXV%GAaxVM-@sPNezuyj@7=q z^u(IRvr_ffvf^>w|UT0SAdb6pgCt>dW~B-&$n**5tUh5`E}A z!!ZpN74pXO=uT&qlqz$qIv+X3bGlcv5Ka?4LD=WZAcWl9+?Vn-RU|!@nOIm@OnVCQ z>gLHeud1RA;gF7C)>(dbNTtYQ#a?Hh%4K`4=DX$1%~$$e%-BKA2u3a1N7YqTGC*Rr z;T&M3+qZ9zw%h++54 zU`4K7@4lw#a9|e=`*KKoY|_xs$aB~q^3tDY%!PMCDs}WG&okimM}X{Ibp3z+{2}}o zQ^vm}0~2p!U}fcX)>H`Za#Bg#-aJzX4k|L}=-|-!`nqV|*qs#ZB99<1FM>_nRz|=E z{fB2bRiuqqrB;TMK^L?l3Y$ss!i6UAq1lOE4i66x)2`eM_4gTu>`84&SRwc2xIAJ5 z)?_G#YG3dry?ObpCd+gGwhibex|Wu8A@8%Y!Zcn0=i1xbPY#sRnVOnDT3Qxp5JnLa zQ1u%G)>KM+h0b29wLKvILwU&4hYS1@d8%P;8;tPnio`l;&oHskL?R(%*?li^7LRiit-qbGXljHhYzqm#-(%!8HR} z#kSm~-dx(I;~69$#Bx$uc{}g5*E0J0`s;HBq*I&*)RrR^>`ou4{F!8_Wi)&;Ux_5( z@61}{_0*}TsIrG&K1&%?Gey0}uh{+>zmCO84GvXOA9uX}`*&Y#!^oJTpL}EfBmddM z6p!NfVsUHMUj6P7es-U&lT!s?Zi4O2YSs*%BYRcM<|q4eZ_e=)t}a^OW2o^zRGCq{ zPoDWO@2!tlk~U#OQUf@!9e3IUN>Gk%AFzY>T3@L*ovovzN`C#cwSi-tNw{Rij?X%+ zl`g02Ct{>3YEvbqHM-k2_{mWQ5895@F?(0aPA%E!>T+V$`VLlx?A^C--RkP9T894m zw>m|^kQRtn-V~e!`E-Hd%7D`h*+n1u`uT16*_uj|p%%yv(irmx?dMFE@n_qis;$x6 zvxf#Nre~|HjEvSpI=FXl-D)H~al&(z?Z=NF>6w{VT(2i3*9*Fz^*j_H_e|uknab-W z>_L~6#cYLauX2_041#gR9x{P^u+RWBkYK-yc;w?-{z8)iQnBd zHQ9hoD?%C?8qQp~a>e_Pqq;ha?5R^*85q30>2^&ICLQ@xeyB6zXTJ8ij&I-eN9v-< zm5vqH_~HWVI%;bDiJp%eTOv(ZRrYs}eEK98t^PDOH+Q3;a&&X>)IjC!eC}_8Q&Uro zEiHo zF00FVU9yI`*6?dCYFa7pum!Ni4;(9~R(;zZbklMnc&nPL;6IXwp zE`riTcmYgT2S%=58Es3`iLSkL+I9Nsbx`fQXgyzFU%&hMHDBJ3^1sRXn|Dhv1`4lR zx31~}?^v6S3L71&{zK-kjg5Vt!rzC7!!wQ;L9Hl}UR%Dq{ouvPLHipwAeALHFEae^5>U^p^1sAX*byrftZe3wsYPH{MDX8g^IKzUw~V}m}0?#K4Cfc)!Q+Z zix;=xgN-Wi;GUsXCp{4x?vPiR`_V!}qyyJy^D8rBJ!lqrXuart5B56%o@K7Hi_rYw zbYWz7;Y+3X0d%L)*3?}<6RESyzdPRxe$p2{YTd;x>Vf;xCm!58v15u{VVb){L`A1+ z1&b0$W?3kEspm#o{@d-tdA{__BI{yeVrXe;9~|GsWU%ahNK{n$_s2^nCMKwHRgX=w zGpQTDe%*Z{1z9{3j_t z#2Z|v4_|w<=i_m-tUG{}gZNE3P%1<7OFTcJSXH6~2?K~K#!2h|t7w03!_k{(d%cJy zY1b?49RpAd+%ccDG@Cq$Q!0+}DqpKY_X?ZTvq3swLd`-CF9BB9wXxCZmsd*?789#X zQAwQ~ZQ9%3**SOiv%qM)MY6cE?~f-aAj8M4qME9~3$6heX8$D2nsZrrG=r+53o z1BQK2Ws_8Z+1uuLq@>tUbjWUvr|~o?$s2@f02jk_%sx>)=ducbQVA%0y6cRwp`l>{ zm@e(+%_?~jA5R=mjPe2`-Tm>_-wNQ}(5R^U_}7|`p05NhUc5LtHFdkFNE#9$*xV*U zL^>h$=klMqxzo7eLY}K`C!nk23Co{7OB>7~9Sp#yVjlbJ*RQD`FXOpHM7F(n@nRkn zZfbeq#&}m=R-J3@t=}qbj?Yf~wZ-1x)5>SWb(i7G3Sl(>f772kcTW7~EVtCsxM*F> z5jyC^#n2CgE!%}~bDv`a-}*D&PvxndY<15<&CTsZthgOlR!)vF7}INP!n*G6IFg%+ z#PLzqNW0JAbB~%e?=v<+eXt@Z`u%$`QY46%hwMFE8z~AdO-fOzsl3NsrxQzm zA9}0(@gH#q{4|WQ<{hJz;N^Nh6{Zixl z$JJXnr0R%tFcIFaih;tV-^Y#h^hypxh{|8RloP_}sPeQ%O8Lc!F%SzqJXKO`$~JAf z1K9pvAz0`1?gI7e*E7INYlcOorQ_eIXZw@#?1pue*NQycAz&Qe$-qzyELGE0-waJN zG~2R+bQMGalm84y>eM*OYdo>meIj|Qf`rI{fq_u~ysSqpnU?TncQ^??9nXC=KBo|# z>AEnzKlZTMHd1(KX=^j_@$nhIOE0C1b$+GuC{L$N^Y4@X&bMb!iAh}~FeoUxu+YOB zSMKV5)gjK{^(%{mW+qL)fBzl_YgG7f`%s>uSxM6VkS@m>+0(-zSwJ;Jncla_ZRKA@^Wun<=0H3^WlHPAMt=S>X59_ z zxc5Lp7usADJ`*>DnvO0Yrhdzwdspc!EG)#29qY$(Rw)z^6chvp%IpfdJQkzAu!VC^ z;^^*&1L!AYV`}f{xIB4=c2D9J^Wo!O_Z~dk<$?O;57CHo?_R1~e}9+jc&>Q6Fa2qC z_zDZ{iyh3hE9V#H=XIC<{37ca+6d}^U0*RpAd~R37g_Rnui(`131SuXFG|#83#iTA z$B)?#+w`zOVi?kB5voWxZQ@$De*GRv$=$fU?U2@*douo+cU7L|-N(Jm%*`IW?-|70eVo{}t+28OL$DX?eU=2}&w zu-Az`^g|yYhG);88x@`z`|-mMw}pFI_N=z{6UB+PZGP+0bc%d3GVHQF6oN?WFmYc6 z6U-N?8#iv4nqF-v>rii_9m1PbpoR+>RBUpa`7CxnFz_DA9QLCSOo+t9M1la@Fd7j( za%A{r_&fdbjo$GLd&vt*=6@pP?oT>lwfW{+1b67!#zOa7d^&|}MBmS!{=oi&FXKH* z(eZfS)nV=FRRl6G+seyRLuvF+Oxzb8q7wEkH6ejOryc$JhINgZ{mO?S#-ZZxQS{Q5 zT!%|adT5fnesW6m{uJQ(kTNsmc$C_@aF6KkuVUQ^$xr9cJ(J@r`JLBhRN*e(wqq{P zak#nAV}%7|tCc0}OFq$9SGNfooyZ^?8=LL?q#n^HJ->`97!@5oW%fkcQ()$7uJ~;k z;({Rbh`fu!rS--9P&cKP=}+_NGWDD4LPw9juur`^>X!Q9 z)p*Lq1KVX!B^(s3Z*NyKBe-{-Pe|Rnv@*9i7o_)!lX#R;-_~rd#j6Xy^HX_wbzne9 zh%fvuqPU`h8s$aa)RbFVQdD%in01#|Y^+B1Ncg`eB#`2G#0#|h%=h}Z47UaQO@L%1 zNyt43T}BPJQDdX+vKT!`)*b z7XMC!K-%YxtG8prTik)XchyV^`w4wF#bLMH5%NYgH_L)He$uzQVB*XDK=lEQXxv&) ztyMxd0qT3z+OhG2Z6V4dRD`VYd-n=nni~;nEldVy&z(C7)%${p_cDjUCftt-Tyye7 zg}OrNzNi+rEz+;6%}9{=?;Y$5fjOT-?svS&N}J5XNbqoOUS&CAzD`n7GT-G3B^Elg zcp)L7S2-6&&Mn;EuYXo#-*WoSm+N^$cZ6%~zS`CxR>1_i`yeJ}BOxLw&mil6iBP+v z#y4_T+Q48CMQK6$e;ck6uBUEt;5|%-mQ{~JVPM$k{om{O@pGqRc4$nDKlp0XpsuXK zt5_4K9S;jK~~K@=n_husI|j{VoNuPJ6q{lWKY z$A7K-9hV~S%9^jca{ALYpV)J0p^FE01^wL6)b!$Z^Tc{GBQUi4xzN$qk`#N_d#P~F zdx%i3x_Au*YI;15e##Kww!5h_*~#HdG1FZ&KA(u4yD9PTtCoD&DN?Ubt{A%I{moIF zq#+J5=gr$sSgq?-dYkD8%23kV%MrwK`B_5;`BeWG-%QT5{P8g(+Q1)0QL)Cir%8rrUP1wA{Q*s8QoCPt&O^ z-U`$3I(=~Us#*!}?)USbs0yn2FPXUxyT8}{Gu{D)Bt*(N5D%ZDDv-4e-Fo3LfLM7= zIPX?gR=Qogb`izE#ZBpYr@9JUx0BxkE}NfTna@+ajKtwL=YD#JNUt(Mh2GH>@UI+Q z7+ug|?%8?2KX>xAdPF&qXgE^pYIk4Z2M6EO?I*$Jrys?|1@UX-=z@=p0%s7MxFBq^ zvf$mv;WN_^#SizNZ_F}LigpDx3R+LMlOQ02_=fYUKEo&fE4jM;rQYZVbiaE(2EeFK ze#C)mzxPG^D%E`OSw%%TxZPdd-3xYTucPf5d-V+r7VMB9h>TTL-%d+_ouG#JWMzp; z*MIrKNX$3zY$flV^>dbDkx_Gtfs$<;;mtjYH-qes@2ypQKNhxS)U-t=$uTt+E@_uI zP*=2G@StJEx#P-^FgVH0-hGBbmsvbmc|rKKZ`_8uP2Oj#t5oLMIcX9yo-(jI9WbBR zRsqrjP?&2!yb(m6V02&Q1|Egxr#zPbZ@<59+N*n{`Ac7VRohmX%jv3*9b7`w48mt= zUZtglK&;<}9(&}@-MdrJ02CjKZ^ccYpKVcUEtL9q^;%b{UKxLkt4kk#o@2j49DVEK zL8!jfgyM0Bd_*=q1t-yr?V!Y&ux_zz@hyU(|gNWK4pnnp|myOx^#qc440snk!M z|C6oZNf4m%{%^eI)&10O@AFbN|97voCLH~EQRzRan)~^!&vccx{tt6BSN%|W^q>sx zc(R6MM4$K;VPRqOT4ggB@folMue6Z)8qkX5h~)w$IKqh0G`Ap+!iz*tPlDj>t2_Ld zT-Ti;IiPLfED^XHAptsBtx5gW^L&H{<}e1mdNTL%(WP{3kr5tKwoyN&AG# zaCNCyJoH%OtsQ;h2_w@gK|Hra+rE5}!$-9~ip`9Uin`jFZ?53sA%%u-ZrLsS^iu!f z-Miz=`7Q8hXKB?|*dG&H7OJT|i3ib|hgVDdc&=O7+6v`6{Gi;scP|qw>vPYwRjmA> zm!0kH1fi*=g{vqQC}#%?gj(3x+IkvTmw|&L zq^j!dJDXm1C~oAwB$GJ}s?%F1flRi5yu&>#ZEuGQFe`&73;e@CXmW$l3-Bb^D)*c? zq1nH;4^4P}aZwiJ5Y%UKa`Hh(#lW}sHX%nWzD||_nBD)D(%Ri4bgF? z7`6l9RdSc+?x47bnmPV1JtxNpfL%VA%@1vtn?DlzcnPFs=zZRh_&06Z)cC>KX5Ybs za5#9VPUA|2T&E2cpPXO@em6y=fegk(tE&Rxy8Z2To}8Jvdv;%`NxVBXK^8vsZ1eSi z9Qa!(S~Ywc61||J32ABcz;&>I&mFjM^QHuNC;?p>In?FQIXPV@*>2aRZ_b{@O+eY6sf>jIzr3;%8W;CjskgvYbbNfAlX0V- zxw${&&h#%Ur)l?utHes!U8C7Z)RrGJ2`|ubN`h2ENI~hC{W_VZ=ii{tzrLPD4Mp5LB!nJ05HE<3 z(Zho3?`TOa4MmXT;@Ce1=mBa)9+H3^_u$&-qoQt{iFo`t5HTaY<@u@mK|!ZoT*Q4g zF;iAB8GnxPhWj^j^0K|Xh=lWRzW0His|z%^=({qU#n25IcI@y51pytt)Gq-%fIOS_ zyYI|p2$AT*0Ky%iBDlD?NS%O`v_G?w{jMF^jfY`j3wi`r?xzfcN?Y*P$0uC3At|Dk zXP?w;PvHehKwb|xb_wi=siEraAmIV=Z_Sw>y}R|-+SJUfA8$xr2&sTWuhBYy2!cgp zzN3ZQnKOf(Hbta21n(mlIj@19kGIqcT!hKRG5#(4ym2Ac_LF#<-(7i8aOfdfS1NIU zBf_4vgF-BK`t(zzY(`tNc8N5L%pX>I_@ocQ3u$Xw_Z9|0(<%G>c{B9Bq1taSH>^Kw z+rGUC%W@OcLOg(SENHuhX(Mt~61HPs`RA9G45}aQzaJ2Airl+Sztn#ga@}L#3Sg&* zOyZePS`AKsB3D%L0Ifx}0SM!0t6 z7=LDgX-osFejV{zJ$oZCJh)$+;+qECwZ6eYDuTQ)03~wm4hsUU&O?gP zh1g3(op2Qaq%Boa&EBMt`R?5(;2zX1^>?PXK`Hg1IFj8y{ssPn6rrV07}qh8&Lf`c z`b+QVIZn8E;Q_LviVn8qefVI2=jaxLD4i~TbF?Gtpny(cAT|ltkt5-P0VqLzAVIVX zd)JjM`|PlC_Mia%*^DxPI3%<_v;Y|;rL-@Z+He5Ck?uk|q9CwsN$J$(=1qMVwl32{ z8=%fN6?uA+(h$N4{~U)Cvb2{EZdp^A`7*42GKIqJ%)Wj5bicg1Y>KoUOtrQ4X+%a8 zzE{`PeJWa8t);QM0zQik7S8;AV4!rZ6ClLPlEDPE0YL!oF*B5wf{!2j$HxN!c=iAu zf$0u^D~yU_%FWAzm#C36i^}Z+9RZvZn}tG2Ny)|4bt?M~{$tr-avJ3mn3@oR@|xd$ z1qk15Qq}&+^rMsKNQ+Z-Jaq^z)7i6Uy@0(dvu%2{jh~=$dynxPLzpdAkp=Fjlr$>d z$!phkLh;Z;Hf0Tw%l;qFU#?lbOuFvf^QHj7HE`tpS(Y3e97rTU`+JJ&43k3^Zph?R zC5J(8p*xhxLw|1qTXFg8IFE^>Q1AuhXkWhYn1@|w{h#DXf##^*0QL2$nbtcN78l7F z=E;*M5kv8n$7Fo4~!Z%1awJGP^Jlq2#*b~)6;q$6HQhnT%0a=Mc~ zKR2iQQNz=dd0h*AN!Qr8f~Mt)_e0qNL%{_-Ny*lb-iNj1=IfuB5EOfZCDGW_RDvps z0v8O$lTS03Az+uFyrJPfXiPlsE+R(Udug-ob@8{O!moKebGif6mt;HAsJ1X%XG~Hy za^+dAahdzM1F}uJZV4q8b6H8r$+tcizAa|C@Q0k;cLz!YgbA*&KLFvj4h~mccO~B$ z6vx)x%gISJH8qi+kMg}xu%jW83o)%+r(Y~!f>*V{ehxy>wVfI`jkWL;Oxo7gwm8$M z78iBx=UziAt6w5BiCe-C-9-+pYLiZp$8IMlr^YW=d%7RMHZOJT=VSHWIDpPG!AH-9=2F>|67_m3H-(rxz-xFL*u3v=3U(0E|0yI3L9r z(tuP|-BnUj0$1mlh={-T*EJ+5Gt66g*iN`G*xA`dLAQa?DCGF_YWDC1fSOvN+cB~= z9#ryYp)PQlx1q<*c+0L zERwyTBtw;WvT1eSqyY@>`S@_{-=EYKl3JVk%xIEqJW;|__$9I^dO+?M`5uj$1nX?7 z+qriS>H$5>iNvLDHX5SLlS0lobMW-Y>A})F_ZfTBTpV}MaYL6E!znGzWwBt3n7F4a@(8INcm^H>(g?&^ayhLVAT z_Uel>rR0ed_}+$hB+*yymk)^at|5F#Zf#vC+QXYS@u*Y7RCihW!!O}9ejm?J@8_3f zH&wwJBwu#|v6kMZqCqdb2lSzjt}3!w#_O5P6f{_rcUY-w52?(GAP(h(ULWVv!Kc56fLSlmE zfkwbF=(7oEM&!mqoax@m(%s6DhS^+LEL5I7z1cA%C#M1&fBsr-3eO`( zuHSQ>M>1nrV$#JjUqb8Z37@%O)ixuM2$>Epojh*5iuK_$S7(Hd&`EmS_W~8mNaS|# z*ZD>xq3+)hT1qLLbJ35RW!|%;Uzj3J*N|t;V-~V#BbdCm-8q$~@|-HCPi;@1di6u| zpWfxOV?yFZ&Z`g7zepx3d)E8XX3jm1m#PKSzWl(3R>`ph56Px#{Xa$~4k=sR3P`j6 zKL;qTP;5MY>+RnE{_*9@{NpWovj6M9w*C#4^I{|(@(2SuZ(=$8s&odp8M6?`8Od9@ z@&sjPJ4WlYk~j@vOlAIsJ>g|`Y!C-tIOOvTYefKYVDJIZTY>*&ek4C^c>yM7W|fZV z4STX#A<)S2ZQU!ff7{D7si3MyXYcPHVEL@%NOKk9MkNyIR~1sZ)ex?i1CV|E`0mePC6&Z;aDXVuOa%(;vRiXZ88Uw*Wo1yGYhgCGq&>chc)*pvaTS7>mYhl*wk=@~*5L>-frlUo-rzj%KV zSlG1f?QURJ68aSsoB-s04nl*MjbbzcPkMOdxZ_Vo1f)U6$m~v6k*Cf9`ba^Yk=oAY z=53^zT3GGr(WBc!dq z9d>cK+WS6p7r**CuV+YYvc$8-u=1|*^7 zH8mgC%_70_9E}-QN}^7rSTCumRRI?&RbohI3v97faSY@nmM)`7QliaO!WIsVjC^^x z_a4KJ)@kZeMk3<2u+QT=Y~iatLmx~0V|f{m(wVHS*$jUUcM1C|pENA|VzDU<;vK?- zeWk4jZsp za@`h02u?08N+b`-w~o)HZ- zHR(YgIB)iHwz%&{GU!6ySYUbqWDi) z=T;ACHdZGa8L%roD=YHXr)PFBGU}ow;A-7e#*Z=w3M)p7tS?%grUSWO2NgHTjEa&{ z$Zg&h>v9)Nx^lp+`ISGjKa@8itN~4v%m*MqF68`MGkW3Rg_wKTI+_J8TQT@ih9rTm zu5N;ZJGwE6eMor_PXnqyec4t543ULRjnEyt4C z>lueLSyOPMNK^EL%OnA&b`N&ErZx<$jp(+d7YTRPSB8`O*7t3)S5;Xxg45NFo1UHC zblOgIt?k)qI*&!@)g7uj?&U0pO^ZRrNON0FK|vw!D<*|7NEH~kDbEbq9wU186XZ0R zQJ`={T>R(9PRClSbeue#y#EfOsxgsCMoG*tq1tXDFvt;c&V^J^RseT%9%j@;qH zXd7(ZRos@-ATZ?#$;fL=#u5^Xp`Gbygmm~fCm$C{O0Vd zIuVqRPh>J5>2m4cSaHT2Zj-kaT(7)~^FRCE9SQg4+&gzDzoMGw02kvL!1*^3$DPKR z;t%lh29Tq5c*IkKAWzXC6B-|HX4kpVY+>tbDY!Z3PY!0G(27(rEkQc&fFgDv>?K@K zVF1I`0T+l#67j)sZs;F!AOc0NRbA67uo#rq;Rd zSx-*mh4Zc;yj&q4!u}aAfke_^_=1;b0?=@>46YEqAZ!iXGB63@GiT038(|;$QUK~< zS5`cZi|as|Sfxe>@ieMp=rAvB^WQy&wABzomTRiw$lC}>XcW5T)ww|m(nClFzgGW5 zvKEm7HPpXSM}#@T$h%D@%&x1ei=fLM2tCVW5a?H~9}y8z@ku{Jp;K8Syx>U@J#I}0 zygKXdF#CuT6PWX$P9}2{r7W0M_ZRwn%>Cl zkpILOiO^XhuZF8%r)tMoOyN=PW5=S?vMIa(HKBH_7UN#{+`mt|yfje+iRJ9(ksK#f zzGA41WV{rT;%de)fc>NTu;^$%&$X3Z5ClX9ySuyLyYPy>b@}WE3z{hI=(ui-p~95X zIkFTWPeaBfp+_)a3=<&6-bx3|psTAZ0qo(*O>Ch8*BNS5jQjWRdw~u@7M)iw!S`4d zc5zkH(0C3}b~!ydI=cDSTa5mRt@fh&n)Vic)XanM`((`-h#g$gutr%!gB7zXk7Cp2 zGg%LtdhO&_pEQHIa+j20i;KP15O%vQ$93|`m4~H{k;YiZWYI=!a!bOixgQAaJWWeW zbHKJvEjt&O~1_hy8tGOW+E%GB^ z;uJCY_irUy0h#+lE_W&_smv)kYScqJZ_UYdq{d$E#Hbw4@<+^7{NlBCL$*2~jq(w&2@|`EP zB#a8jL0u-}pQNiKDVVRGpDVoRqhR*@$(jDt#CMpjlfT1@A(0(C-?m9rx^|NWF#NF|c7 zcif`L*sp+d|4D11OjTmz=)ueYW1GC4D}qW{iJt|%8 z;4Hd8jiOFRW}J{7C0dm2&o74{spw)@hZcSN(IMrb=9HT!cqJwhU2AG;WMyQ$N;!&Q zO(Z#@!{V7!p*?;=aQMxY1jVYQ6gC^9>i$bh+8bVDWJOk%5_b3=#*O_WBR)vyCO|s5 z@9!^*o_BM0K5f4h)U+nRdop@xMnpwM9-O&y10~PvnR963gycE2G%sOlKeCpyMZ%PpwKme#m6N^O0u$XDcsAzaGZ7mILOR z)s=rZoz?K&$;dd_X{4)5AZ@Yg?U{_GlYj~@vXn4Xbe>i9#6-DG0>m)e8#l`CtfwQr zAdo!W#n~T7+{x?dJyrbnaE#n_@If&^Ko3(!USMv{a!&C5k2?F9P?ni0jxv)nO0YO2V zVf@(sXx^`;u1?9#GXX0GVL+7wzp!$eQ0fU8#B>4B(F^GywgKD^Knn)ayPmwjo5$a* zo8%ICrg=pa^LcKV{=()W$0tx36uRk~zr7v6RJak#(4%Y)#6dz3)#`s9B1KtgM~3n0 zW*;sH7J4cKlL@HR`9b<<@=J!rHX!U6@BW9G1ixe=g?8gc^4ktglY@Zx4&-cwW`lyY zhS_&5#Mh><5DxKU3miOg>(3_7mAS}Lbs205^p)|RkE}>MoJ1(ew!d^e1csU67d2Dr zvFG+}6RNm$=~BXEccpXa?2~KLJ@PzhG9|~quV3%os7n&rJNj+19?a8rXPWF&iVBc# znJ=N?Af;u~rf2J69w4_&pzZ<2b71%Z;#lZd!565gZ^QNM$RIlwZPz@6x>3xm28Ml= z!Z@$Wt3Q?ssfW}U@?`oCQ~Mlx^Mdm@uSWl@Kcq!DbU!kZNUFQAp$6ao1yru8s~fUd zNAes{5-fcK~Fi#?tCeswe zB_O>#5>8T)W*S=1{Lj?1##B|of29oe9H!SHiZbln=>th$yML9^-#qSKzO3e! zkDHW5l}9%^PRT!i!SF!D<>C8;enZ(YynIc#2zF zcYv2w0Gg&-c8DCd___&+c-W+XihT_on1;gaJu@Z&Wq_|ClzUF5xjy<@`ca^&p@FQ} zc93wBHdpkh;9`+eDY$XPo{$+^llJ#FA8MecId#6e)6UC#Q?H{0h&JFo;@djNV#GHdr&->%)D|qBYgIsq2&W_ z(6^WReL3d)4Jv~(U?7U}^Yf!Llp|K9k!!ohqB|d;S$cVrN?NNUK0G{Jv+Mw&&~pC0 zJEk9A<9GhoK@8~Tk?PdAS|byaEC{pYc?Kf4Wr~qL=>VOD+5qX(qBUg)dFTQVl_9{H zNNpYtO3*m~Nuv&FPjZa#$Lh9#a=s#=c>YyAVGGNqC^J*j^ew-4tKr(fs|-*xEKBaJ zS5#IG!{G_9yDG(qh^Q#Fx3lFTD7&Vz)#_w5z04da}ev3+(_Yikq zJUrHwCrXYn1Fw<8*elp*BHxR1?FRqFi#K}LRag7PiQCEcAB)A=6lCz0%&e?`NE}5h==-qN($Y+aMV>sTO=d68h4`?!Yj3xn z{h8(9ZH8IR)Q?+fE7gpin5%{$RF{B23Tg4dCku^;IG{{tYGmXMjG>3l&BKq?yd6P+ zs;Vllv-=)KgO3Fu>Db=hF2jBGS5q37z8}+jWt+j%^>k6A(Fs=1b9f~G?Ds!s(ILkb zsucC%|T=q)N7+x#?V z;MOg@LMDxsfJK|u#y-wap}-BJ>-H*3=Dovoi7d+Jj*9&%Nna%?1rG7@(g6U^BS+qZ z?6awb#ooh*8L_9=6Qs?7g=fz{Z65Q&=YYiF-^|kdnAwXiwraX@#OF z4F(7n%Ah4$NF0YidT8PQw+f+#xcWv};$LR{l&|bZ8 z4E8ww@_nO{JsEL&@b`b6zGMDk)F}4bm#K~ajTNaR@62I)@qe7!bC%h>p-f{gfq3vg z$_}ah(iw4ixw2;7QRL|vUev6-HRX|(6{33Nx;hl6-7#~{e^4B$px4c{$-j-LT0Jjt z4rw9xwL?!|IMb#}uA*AGs?ct`BH!Dl<*R?oZy+Ago^27SV78;X3$-!y@#9T^M{_0@ zZ=-d){pm1SPS3YC2JUBqoB$+&07?iho0M|GwXLlfx3W_l+?mbX{wX={)ZETUkZI_|Xy}pI%9o&lN`YX+jSZ`{v8950s zvw7t8B4Eoka}P|09=7gMyO4J%_T6(k#}62|ff_0VvkARy0MZkgl|l3dvD37iImpwt zY^nxv{JR(#x#P&}J>D#h<;KkKJ+13=}eCi%N z;JI$|KT0Suy3e}9zcIzoKXhA2{&%5jdq|mm?#BY^>+h#PD#2m2kpe9gp=deMSONe5 zwd_M6WZ7-M#hl05iZkZLPQf~a`b>I}C@bUvMkMfrvWie8nlJA2MhiXz1B3ptF*?8} zL>D1`pE70*u;?w61d=YJr)N1#i^yPAO%3Ix*>dLK!AVTn5t$)dL9Z!@|LD`m?)*RL z)4gspn@J|%@VkpSCntv#z({!#T!K69j5@0$xK(a$t_(NhGa!&$&o!xdV}Mv85s^}y zgVcwCY{Wf5r#SifH$#is?cy$@Pzb2gg zL+dR|0t^ZY3T{5Wp_ezuYPv zpvNPPLxFJul650``u!zrO(uwe|2`Zc2f%#LM)e=7lwQbSk$DC(Nsm^fcxK8!I0*^4 zXak^FYr_AIO7I{Vgz_E>{apmOp$ee5F_(FhmGQtQ^cX;z!q8fHt_I!7*6Ox zHcA*%e1}aN2{LyKMZhQ`^uYr!a9>$mW>eEvpr5elCm7mBl_*1qT=ppg0vABtr;`^J z0aeH^2sDlyxgOBCNQ+LPn;%FKsfweW*!OxA;x?llU`&;YT-y+4DiB0k_<=|q7O^}s zE_)D(10?3t$WheOM(-z;W{7|T_{5}0vPgC^89W#odNq5{V}`mRQh`lx}jsjXZiJ zRtzdNk$&U*MKWSnMm)d_7Elj4DI$(jy`JIRa3WOUC(WMXM~gZ{H^8 z7GR6Gxw{*ge?!(g9U3J$Md!J?a1dGXdtf&G@D9Z72G-$8BdNUj=NGS7FJcOl7$)pP z=z$zLhef;a12p*#pgJ^Df6R91g4UDOv@6I3Seyxt3c8ywIiS7xi-G7HnhT>X;s~~h z@O*Cj0jH-0VmPfI{UrC+Ujbk;A0)qKD!ag6A4Ep_qF?`uf@PcUK$1|QTNUGGk^rbd zqobyEamROIi-yy=Jjy^K33r`>fa_118aO*5{6zz1?O=O+lg7p2{srK($O%Ji z#NW6nWuPCR+Onv=7_SH>b9*xlv10U4K0cAN(zuy@AnV@A$;q19)6>&J7-b{F1mI_; zD8JE5;S7%bJ>j$uKKlMU`XnMWbdT6C@ZfRmF7hBYNUxtdI>t{1L>!quSYQ8k@@OG~ z7Zkc+GdOY&XR3W7(s3uF9mo^7a2}h;poGI{F*(Z|y+9tZqSOl;fvOl}Yk}nGy2uOk z`GUaKQg30a!g)bFJpL5AA?%V@qS^+`k`zV|M9L#4*M>(%Qr@lLcmrKvyVvRI56VA% zO2@6uN>+ZEdF;jr&R>azltmtV6W@c^ztQ>-!9iUd%r423RYy`01QUTgt3$}+xjJyl zMZ%RQIJ^f&*uS%m-~^h*q^Ao}d+ipt_2T#oIf*=OWDENVd?`y*BRB+{(T<7+<=OSttt{}X+95OGCiM3}d>PEH9|#+9 z8+E1j(sFkR@AkBdFE0!<0)s$+O%$Rv1bv*JV2q6VI0o%PquV+=W3eSege#(u!q6yi z$!K0tehB_DhEch?+^u`%)6olsDi}GIAf|63kYF_kTzTKn(%h_|73r`h={Em>20^2tn%8+q-53e1 zvy(KcVf^~>mNOLfq3OLlNr9bZdqBBJ=MhX?CUp{CD{! z^oVXxJkEWjXnf@RK8uXL!&xym9+LWe&&V#YgLu`dqaN%v|9+J6i^+d#A2d0nxHLU{ zK8egYuoOGXL53v5kI1i{+_!D2Xz2W{!w6^m-xc?I5V5uQv%B)Lva;&P<9PmmO5sJg z#(%D>Q~co+$p~dbNorvo0&b>|6{3H1cXiEsilO~s`9CAc+Llugx@Fmc9tQr zX}mzD0SDc%sK~KaI1D(KWh+J|G)C+LCU}3?RvV~kk+!sjMJ@d^SQwyZ ziaY;iLyxGfJ2RCj7)`pb5GG4;TwA=hJqK1dnY||!ICSx?S8B!%p_a_Uy6gY->y7;r z*m8Te`OTleVP-Tir$mN(@a2iqN5*hP5S(~#?8YHnvY?v~w@16r%JST1x&7#NOY7-? z&dWSWpYt5)l%$sm>Kr0Eb7YmgV-LPeO>MqOQ4D_^{U0(UnUTZc2#9ZBv7}9lC@7zp z99Y#^)3Sd&Yj@)uwhsCAF*NHB;cpq7DN5Q?%DOAJq$pNxXSe-09Rb`Wi+)1(PV@;f zw>bJOo18|!JwNXP#P!M{j6d0sQ2*w%YZu~`IBepz)`y({X2aTPT#&QeuD?=7G!ibm zkYN==o*9njTYFEAg+{zdPWFSgfnx}26vL!O{$Hi_nvYV1TN%@}@o@iUmN$=1Hwph= zoV^8DmRqBVtAHa0KjH6i-{fvlM1^aZ;}MnfXVO&edGR4gkicSwHG98P;QJ!teIPk} z6!V2Z2wtGCQeE)G`s%~UlIR#+9_+pz!pK>tsP({CTgkGA8<-*JM?f7#OXijZ_{JKH z(UTnnYN9juSim_DFxPu)lk&judFE$b0)7UI&ELK;LO)E~a}&Yjz)@)V_RXO9*VfjS znYA^6kPtXrVC;(2*W;k!ExCZ94V?*w#kfBe#v*0zt$;9moHZ*1N` zejoo21j;18btzEg%H2>50(ROD$ZtS7Zv`6=N^0sL$d&p0ejs;j0(&%PV5Q4E+`zpY z#r&7-!vy3UF(j(0u9gHbu$Ebj1k@glS#wb5$3Sro;1l=&s4sXn)Yl`k7bsKLqo2c= zu@pw_B6i1_5_R$M@%Lqm1qAr`NRT`LG^`VWr2xh_6}G=Yr) zrbwuX?;ajBK)WC%Mi4A;gG>P}%bKmq)42&;vCtU8dfz?9ueZM5zx!)>Sr}O4;5hLE zicD2CwH8ROWiZ%(DdkFp5dtF5OK@KTS^!eF0i9Nj)H@&pV+WujtiBG&-fKWUU+*Xd z>JGYue`y~OXz!1jgXs%c%YcRf@lc)kjVTi@06MzBcJ zK~>WX@(AQvkSvOz#_iRKXk^3yjqdJp)kI&lvjs$aZo^sFFo2hn5f4X6239w8OD?lr&A@a;E*)&b!j$k*D6*t~CW^tWL>U2) z!#O55N`+64vE{_5w-)ijx0cd$GG?A9=5g~4mlVYMV#Gv6?}26;ln}_E190#Ti1LDU zzWn?kh{A&AFBoF+DGH=)0GtSs^kJ4y$;=!9uvila+a316bF|uHodaSKG5l~o{Zb5c z34e8err`C3atH)Ea?sh-e4|dAH>yNVJb-qkq@*Aw7wjfApR;{HQiJIP*B4Nvfm~Ez z^Upibxqyb73~Cghdlr2Od7YbO1@U0shZt~BC;!Yj*xj9kt_LW)^1wOm z1I8H21dxZaibtVYikrRG@@;jvW#BV)=Pb`kqXm?S0HCx2y8(^rfZj+5ycF-N>R_?~ z6jn4Ogoqphwol+*VYpZe%FQQm7n>m>K`Yh<(jW}b>3#QmWsf6(H-fGc1cI$ln$K*o zf<+GyOj^)%%PVdp_t%9X_zJ{yf}vgqd?Rl>0iyR_^rV5^s0`0q*sKM&Mt2MrZ!6G| z!P&zL0V$9>T7ajJFuVb)fezAOD*)iAnFgmLlbOVB%mDs=n(1 zN&_8Cmfu4o2`RxJ3eR&s9d6JtfYXZ{KvvE`XHM9ZC**DscCD}1>VU~mOJ5%dTTgdFR!q@F#5_YG{L7=mpa(&9NJ{mj{hEcP_!83r((6&*Yc&L={{G zpbO}6A>gHzRUu4^h@RJ8h!?3fdfZ^+mOEVX@YN3*kPF}E|Ni2>S5iIi+>6@cIoB&N zVOCGQ6bUva`C~Rwxm*G>q~60uk2G)N)Zi(X)E;gbIT2RSPK*+7y#FFzF)xNk%1;)n z5b`-(R_;&x#;OL&ez4WF8IrVVktkU5`t^CgzOwAM@(6)sY!ASpsi!xJTU^nQMwldp z7CZ7f=me%^fN=J9$2++j6HYqoyGckCs_>7{Q5A1+MwjM41d+M(K8^Q#wU_=^w{az9 zoi)53M*08Bay(NFIpPei4kyk4H2wdqeY}bkJzG%XiB$IR|jo)-6d%M5}um?w*o2v-J6b|z;r~5vlC`T{|zW}!hs*0 z>-G~~LpP83Fhhy-!1f0<7%_OQ+ukxZA~Qb0u5{89x6taz=RCsio+ezoIR3wW%iuaS zM8BUO{O`b;elGE&cA*l2$s1^qWc%~N)5|Gzl5_~n(A_!wj%#N4soss+5N0LcE(5ema# z6Np4AcWcnxe|M#BwXep-`U|*$0Rta_dQd54JYZdzt^}Z@8D`0lYd}}j0ugmjw9aig z5aI>k6j;FX0(=hD7f`%GR8)k5AU!ANG4!jD$mAUx0a9x2=^=x+0}2LqhYnFsdRYJCF1zK{sh$J0JI`?EE?bqKyxhwRRq{|$pPpL#S2IobNXd~&j6M` zj8IVkhfxk9XBmutlSScCNKejwC1IAbLB z%pd;1!>=)PITsW2euumaKOp=v?EIB1_V&AvnbiL9$4PRX)Ddj~jj2Y_2(a|xgrVw@sz zAkcVGz<|^^lei9M1f$faF$aSfh2f=3MO4r|DWn{m9S| ziUinQE#PGZu(q<8!*LSaOel#FCmR)uaHhm*#PF779h$+_#Cu^_tvU{F#d5P8XSkd zlC%7&Isab)N$rW|gi_BfTLeY2v$L;lZ|go60Ml;rUkF3<-kV8+dL9RJ$I>z#RNo*H zQv#w05@f@U`Pg*~wId=2As-3Ahs&VB(lT*J1|(1qeeB%B@t z4U^Dc=xlscQ234)w(_H5p%Y~5)g-}tRQ4|z(<^5zbLPwreuwj9{jqO2TaNdfCyNCc z%&x(5Ac5i!-A}NAIy|io1DfQ^1>oP^4As~!23c(q5)-$={wW0z>(V%^tN){}6={0^ zu1I8m3!r!t2nxaE^jDY02&mj4zUM`I!zhCUraus?6xk>+7^u$^vUfH%TA&tUqYHOF zKJoz}s41}TU@2dQX+K~DWUw@YH`R6$pp-LA0ptNhOl`9L2w9+HWaOb|=5_%95LOyG zkiatA2v8Q!ZN7Y+QBX%9J`8BR%mJ;%gt68^EIA3i6g~z(hDn&tATx+lN~>Vp30YMV zIJ|&WxA#^7)do#v4&ShVXU^vA^#{McP(p)))NkMnPmDnne>81EI})Y_Q=1a7J(0fY z@Lo%62BuiP6`$f{SX%SP<3?|gth%j?J%Qm;)7TiZ+~+b{D9>R$V7|98gY>M>o_#uX z8d==mozNYIn~tDum<6Q4M#;(sxK|LZI^RY}=^W71A;Vz6`ia0*0{9GQpari(T8_rU zjjO&#=xd;ug|`u4Y7AzlfTR-y-KqsZ;NHoQLNcJt6XAHr&amn8ZZg;$;AV13)GFNpRZB!vp!{hDJrH01F53 zvL7=uZ6ieR2km(lVJIt-cfJDd8}I0T1#mFr*aE~|Z7Y8)3@{E4-~G$1{SXfX^r&k! za2=pS3@88PpW*-R=YJphJ4+IPZpv% z@*qfL0HZ|GV~q{Z5B$NjarE)|SxCJr8-Isq48A+DAX&4np1iQH;YjKteL7*dhzCG7 z{ad$?`WeOu;CFy@KEA$g8o`C!V2`-Va5?bR>a6UsL zm&3XzmY;`)`1O1tcOXXqP>@U`FbsGjpuP`-7KROUn_xj_`TZBoKZ4*kWtf5i(g?61 z@Wf1NMhZfqR5PJlgcB-)0p0?^gp#AddRn$e!NLaLZKy#3kmwtXFB(t8w*^Xd{V|HXnKL|3!dn=@}grZDk?g=;_{&~ zLwr5tSpX!{B%kfm01y^NmO?o{WFx&@CcEpFan{j0O?}2Zx&9xFrJgKr8|nDmdRN!()2;y(mCm=<7h3PI&IR_jU(TL8IQ z98WcHK$evB+UA3juMbdrUqGV|J{A4}LrY}g0BW~Sf2wP%VM_LUX@ndWA=t#D{~8k; z8wmJP(uGw}8d5MaBHK9&fa}1D#Vqd+)wi!-%|KI(+#HZF51eu)fq)zchpnKIU(Uer za68b=@4=%6q{$54HxC}&Ap0f6z{s23cW;Is7TqMQdnE`=WXzKOz_N^gK9Q|^9hzAV z1&+1-8M`~ymYrE;pzj4*`y@C|Lo>++ez3^34bloCw_}=sEstPJ@GAHLGg?@tykcuQ zNq{yYMIJO8=ic62>jz(FM$qj6It40sgeCCPYXj4f0+=Knfa4(q7x84&s&0T^Jva}d zsE95RRiw~Vs@L1{UJ?8Vb*?j14>guWU~__4(uflZ#cP5^ zFNlh%VX1TtS5SKTt(?)Lw$U{4|DGzXb4Au49ML52O=6&aMjB`&JArXP(v{a>?gHQi z8kU2N!W<4Z41fMB5qARXhs4L=hy%OyGt|4_WNHDmKG6P^ATeMtfZi!VU4e`Qp~v|! zq>8P)`i4c;ml+Kje*ad2CJ$w@Md<)wT0(3VX-8)~1;qm5^P>fW&NY#kywU!@;c|`)2=oKY*9^p0 z2y%p|gy_?v4&P|xZt!nGj76ge$e}PdL+oY&7r#72(?_cYL6)-Mnj4&mz8d}w2cA$6 zn6u9Irba{U^Dz@z!e;1~C#R+Y5qkx40?4g2YrFn;#4Pu4gybj6hck1rJn9L;BVoL!2@)%wPtp zXkhUCTiq96RL}#ct;^|CMH@;?k-BXnl-7JVP5BSq>h+q2t4MclG_qOyKk3dFh{bKU z_0+gLOX_fO0_fgsgw^VMmcA$OlnQ%s^XD8LhmFCFl2Zm!jOV(NOb0W_`ba3&s(yQ+ktxvFW1fbEhRFs?^=Dt_$!|(93DD9ni*r_M4|lDz`Y*DMAdK4i$)6w2N(C(gi``>0f@SY&5nf%1U-F z!9~m)Nlw7XBX2fZ`$ED5abd7*<~a;sFvy>bgAazufRGG-W$Ld}zg-yl^YD(Z zzD5Q?x~A%kF2UzLmC*YYg7F2&<(dp-abu3 zF?~(8)W%Xx=dl~qGdf`72?g*ZWDMA4@h=i%W3gdc53`w%5fWlz%4%w1{g%a0>_LZi ze_ByNAq{*e7i8iVU4Xapya)RRhhi-Ic|HM}%^BqxT?zO$BW<_E9Sw1eO?qh>rr(MM zntY0Ld#2AaDKLvzG5FEU0><^Y%brv<pg|MBOs}DUQ%mBdAO!ol zpY6~S4V=*G&`cgO4*R4m74@meG2=e+aUImSdiBzs{{G>R%E~FtuqQLpexC>XdA1C0 zy|UH8%r7rT0t4n>03s(IHFQu7F ze{3HX{D7++20;%13?kD&PB25~ZyW=89e7hDh=2%Y1>kLon!0{`twY7L${7x5jm!{wbe2t7~B&bzCD6gY3N!A zdWFJbwZT_P(SJ6f)W6&7pA$!O@p#wMyJB16MYiPsX-vxVx#X&Yz4*U_ga6jKquO#t zE6e`af6phSpw(HtdavS~aVBt~Gw3+$RCBK-oq!EGGPKRh_Mc>Ft)UQ|p#ONsP@`tC z`TuI+@tGP?_-$n9vUM^9c49POPfPv#Bl0!*f8odc^XV}= z|6%+HCaWe7{ykS!N!ifBJLNXkf8LMs!7^C7fdJwmg+2hbDlp3fQaLg(hEq10z+H`{ z;O|Xjx7EyJY=Rl6`9gmd)ELNv26?rClRuc-Qlr`#%mt8)4+>XQjxByV&z?!g^L3ec zi&&Kq+>{P6)rs!GI(dw8FpmUB9@JsNT>BBQb`75+bABkk+MrhuhQTbj*_4SC{5>6( zJwZDUBLruJ0Qn#*y9`dXfRvBmX27>IMGF2}F{6vS++>O8*9I!=*5TpG|NQT1mAcRd zHAABUpiM;@_3RbHxD*@$w>JJ7bz)N+{$qd+qn~C_N0LAxeh) zkJs^!H(}(!PzDUOu`r;;M#dk=q!=+rV3MFSV*B?4RXOvD@HK&p0YL=g4@#BS5Fs%B zQ2VTj1^r#+nX~YUQa}md^YNj!at5dg^%WT8lLgb|Tstu!m*?Mk=Ql{shWu4+3$UO# zKMl6DF^NdBUPG?LT`3Q-SA?M*Yw~A@^3N!28Su?F_(N(dW}0 z$^ZBF^gfdvZ~9&~49!0`?A(pyyh>k#fi8||d+YhB6+uR$toXAu8@e}f zWmI}CDC%qoc<5bvkX`w&XKN^Sg^*35HU~jEAw|+WdIWz#2JCOhJ-JW|n6A0gYY6?p4T z{=Kzo4R)lXgTqAnii$Yk;wldUD4vR!u=Gu#c`tqY7RQ1F*?Iwy7)(DR0lGnt3sKq8 zC4is;=|GXZ94y;1Qb_+U-G?1{{1|O|fUlB&Aekau5;_T3XXdKW*;+_vOlD_9%7z)Mb0-I=@k4iaa6kYS5Mha6CWlZthzd~L ziY!1a`7|~*;{gnx9s)IQ`Z16vurN@e!tq|Yu?}pDocw2bO1>48rfE7dC)^%an$dN? z@m1$livr$AbqjX<*pT(HcT`r+v4W>3YqlIcCMG40oL!QJj)sTt#q)C|1}8Ctv56(8xap%7UzPpcUhbhM z7S|eR;~*m-W(-u@M8MP)YH!ln_~8y^Bd{LB0RU_QfET8dA{G9?=|F`ph--`Q`6`R~ zLwVr=XG17)+{oHc$-fM=0tge2(Xiw8?Yiu@iZmXvd$>XBWK)mDBuNbq))>L!Txst1 zxU!|5>&lSm2q#?D+2eA&=b8?R3_`qsUm`JHz@!7A|11jv}_+yx|LT%`2m0u zO02=|m^8-%D zgIbHJ0)whF)r6bdn&-E!7prX+JTK0NgoKhTFfx^)+qly{`t|D%KudT8&qA#U1WXtt zB4c2XEFmBVSvz7%!94}p;sQ?=?m`d%u)wV;EbjhW$#GYyY-t}%2Inv2KZhs?+S_1K z9yr>qXl=bf1WZ%Txz=i)dk-NErc2rP=bln%xegvm2}82uW^rI_>e392k1))7Why30 zk@os}kZpI8h^-ec9CjE0)4||Vvyx>0s!3pmI9S05uK)5_?Cd{%GV+?uo|e3Bx!a%9 zZsH*xXNS?cIjD;Rd_Y^|U<&aJiG2|}3&BY+A^Dvwj>6^O-TsMk=6Hg8{~CEebJ=Cx zcyqio8a<5>YHE1c%F~mz2p=>Ls1HC0$o&g?6D0@{;M5xktb3TT48%*6p*|P-ATvxhM<+i2*EK0@F-w+WQ~bNO|#K;`tASyu%AYom1#;{H$Mty z=-^c};79_|jD$&?1SYl!B=VyfQs`#P z75q(3jWGpSg~5Y#7_jwy45K)`ktuW;3X7RzQWTi{WtJwCN&sD~hM_EQ&Soyz|5{xw zDb_*X@MuudvdD9(<+Le$2OyD`;V>Z3rX%hPt=EsI(~|#Gs#$CJgWG8{d* zs_1=(2>ubIv~l#CL~~f$-~2>t#d|$T)=lza&c?uM{O!nZtXSb~=7=Q#OB}VzhNojd zmo9Hq!0~8MVQ`t4U5Q6niZ+Rii%t4s^r;-DGyWZf(qC%D^P6Aly!=g+qn6Z@Re?>` zm>S_P%gT1)G>G~&bN1gcXH;U=0Kft^93BRlnprXG5qmYE9TvLJsglFtvE);;{&nFY zFj`JE$hzmhl{dZ8|Ga)sqQ*vBBQ#2!G%c_B;}B-{k1SjL%QdR=3alUg7^?fknOwhc z6b(BE_AaU);J&!VD7D;MFjdIAD{xB9|GFKujm_YnPwBo)0zdX%9NS*#CJEO6GC}D? z{GNjDYEtrTLY#a0&Qf&O9G>dUXoi!b=aZ{^U!k_k!bJH^|3=Kq7~_j4^RWx{=lt5h zv=)r>+w=|`_1qJAGPRuNk%%6~N?@4-qnFIVa-gc_b^R>>wK^@W6Il-vB#a#5wbZ^Z z^}pzY3I!N&dpiffVi}5M|GN~f?{fqg3=DCNP?=z9Ui?t7OkT}Pi-BT<8hp`_b_dCv zTxXvA^V5I=g(fAJ@Wpclfe&?K%TkRLj)hoGIx1eU&(+DAz#;)oimq;=)CT(W7^!Rj z6OgYr$LK!>#|G$q9h%Up;?b$)C%U=Kc?V8|P;SohFD8Ff?`Lnsl)f{kPB=mTc&rfH zw_e@{tCpl>{0}CKlSCrU_%!Dwo}EBnfWy{!Zufp6B24vV=vpHsSc4M-<$* zM^rF4fmO6y1oQJ|WW6`|ZLfEyiuUn-_nY{7z^#Ap@RIR63o)Nhxty5tsw%)^*vwi2v+8mzKz8>GmO5?)|9#Hl&w|PoQdhPBDQD zv+ze2-Ol*<)Y})uVB07*o!Xcf(aFpn&FWsXjFzZnv@vCqvv^9eT)238(V3AdHEVL( zb?61XE#5VBTPiwx|CHbh3Fa)?Vw|`d5+DA$P5rxEtnYI+R`J;e6~}4xuhY zpNq1%uRR}*OP;l|Bk_7|`^iQazMnI8XSL=63NUJVnuYj6y!`aX@3We_dQ|x%<-;Vl zRXvQ~`cQ^HGN`UdJNuwqlr2%nP{TXe&hH)W#+jxC8jQc(ZJY~Y&#ykTeMkU3!LvXD zp|EyJh418dxsQWooF-@{zkIWqXF4${tnkpp-?Czg_9}z8u}A1Dz1Wze%0;HcT=N+U z`gt2#A3epJK|ys!iq)fH??(&04-bzqrQ#W=o!4cSBswH~*bCcv>Y-Nl*zUiqG#Ckd z#0v;BSYIR-6)p=W&Gs0b9t)!Bx_F;_VW=-dUnkYQLf(Y_t;oPo`!Ll%O}CN*F#oO+ zP^(>c+0(?fH+ZoY9h6Wp)!jpFVKlF3Po|;NSiOB%YM)jTnT7MJZ=|h0`>mGQf4n!A zy8r2`6g}JLh2=75&St(Ydqr7%wy|Zbbw|y|QIopaq>7GII6a)d2`ewT<}l|6V>pew zkkN?dKfq(f#~!|myK%Mqb1sMXe!4|gP4ZvKEebdlQc>)^Y`mOTsvY_ddXRhFGv9XE zNW$=n!W*~cg)5o62O+j4;|0M!TsQyyDAfpc<)5db)vmW59s7+l7P3>@+L6D;IT$DveD>!buBSqemj4uVJzx$CY;ts}c$)T#K=-<^9@ACIT2UuliQ5(r zY^@HB@x0(z8dbs@yiwD;rZIuQXgO8YbB0}`&FSd=B%3+&a~j*pyR@?S;uJRKTbfBy z}7XSG}1yF)Lqnu(;YiFU%zZ<+!n)BeR z*m*^Ex;?3kssX=LacLiklf+RI9ZSEw@$8<;neG!{CX1pDttaB2`toc9I?4w#`V*E* zdN16)EjC_JfB7HW=sUY`iDZ|F8`iBobKkM{(l>Kgdp@+$dpTKb+UPMXE}CBdU=r&4 zJYBRQ+n7qUJUshsIMvgvIQ&1}uSF(sd|QPL`}pMo)xTEw_1CN7+_G&hxb)ARTMbQU zcK&j*1WV4)%D}R5U(6uu!OLN$qlpNMYI7glhN+IAfRDHV{fx3?%&d3A*6ZYblg0eD zw#v)QL(iKqEjW&pzPv5}3Bhej{9z_PuST7Il$%=4xl-}YM4`q1cC_*I>}%1q=LS=6 zTRcTtue7^UnjfF9y~vEi@+9WevC3=A2?OSDGj@tC@&da91E1wqb+d)e_v2iy@E!_* zMI7pR#p@yGBkkk?_c-B$HKRK-dBdy5IuvtX)C`)|dr8;N>-#dj+iWiK{6 zW6m_z+B$dI^mcBr+n&F`^yKsx!sVjKiGtx;5dOW`SIPR@*ykzgzV!7kqK~tcV#0{V z?2OSXgg1y-xVGVA{BuJ5*cXbxPDO0e{MM=J)S$%nef`CebS{yrYUfO%BT;bA6FzHk zRK(eA^0Y-l{llNR)5*>)ff*Q~rEY>}W6l&)N!x9Q&FUEc!zwX7i(BKiH!M>Xv~g4+ z)(&FjtR97bB+#}?yYWiDGOnxiX?5<8_U{^(TL;x}F%~Sa7fCfS zhki^C9)x4dJ$aPQRx-sO|70I|5lq@mydXLhFph3p2SM~V&-}I&W zPWTvg?Kz8=7*3{$#{2z#C_aA)()k*L8G&6=$Yga!M@IDOyFiCgl|GLSCf`A~e^!y0 z>aEvN@m=-D74CEEHxhP^nq=p?o+tCgxyDk!FBUsXL3vqkC{D7NSJq3!^ zD&8Bpj|YRH0jA;^1-2%OoB}?_7dqDmXQ^F0JdbQ%?oGT{TO5ybzWiN?#>#DYo*FlV z*ZR58TuTFH(wUwjuIJ(U#2cQeB$2H3HAmD9A#C>vJ)f(ye~9Itdz90 zt$UNNn|fGuKCG`9a=+;PRD^Q)yYPuJwdB|O4+<5+B(rD?8csSt6*06OoNf(D(j53! zbGFp5#bV`|5}X))CmJuAH)_~yq{FiB?)4bO3u)pjN0}riYo4$RGxHIWJQv}AP{eia zwWaDuEz;WYz$Q(f;*-`yP8@}h zU)se0>l6orWG)~{>42FuG_w(MqG0t+=&Yrk-yCl8DkMAWykXmiHilHH;8q<2eZ1A} zm`3pE*&zS;=A|qJlHV635(dkaD9zZvuQi}WR+Tf#I!SGar6b(eoQ|qIoW4I?fQFn`**{7flZ}L({BRA2ZD=-1`nCFLqosDI+KmsD+)CIrbC&hTT&$d~cLX>U)UT=I zpUuTdVvDggD3Oz@&dGZg4MF_OX(HqzRu2WUv|C5MSU&1hiUxVHzG`_ zJ|Fzucvohf=fEf9fVRF+cLcjc_iBf5ty6k%?+`Z6+VW|^rbk-o7jlRCt*-#)bAQha`9ILYCdtgu?Gwk2(Cp~?C%$CkD>ZB{3 zchwP%$BkZjPgpjpFD9j!?JMwib~H2zngFazFE6J7ypMIz75qSg=uNyo&+Gy=kfwPK z-_>Et1egJ252!;4#44j?n{d-N2^L^x&o-s>U_yarTtcsd>4LZ0)5pVOd!5Ez!ul+) zYmQ!a4zFjBTb?jYiZZoGx_hUw-hJOz*gy1Aio@}HkE43;x+7fkv(G4={u(t>V8F4h zpbDLKo59m!#QTl-D9T7#5WYXP?oQ^Me=a1thCLglNF8 zqNbt87JAX$XIr7(;13)tz)9S^iU5%|2Rp~8XizN*0~;G1R{?B=OJ3yfz4+*e0Vj!I za;m4KdUB?(o82+~Zs*#u_>t_I47p*aKRPa`a>@aI8;Q@mnw{}H1N$%TW0nqe33ygm zL0UZRo$gi^pOq@6pUJKmxhB(@oRa<8@z(2jjF5{p^783>)8rkeE#A!4gax_I7@jYt zBlZ2BAsu4NO){jFYB;I~OIW0RZTi$P13FI@YyqNx!I0CDb1fMgCP7nE=3}lSMi_s@ z>;pzP$UPr;T~EG-pL}ihz9GlcKJqFG#T`Bm@HtDeFu&3f%>c`U`{l}QjRIG4UGenV zThTfuiTKK9r<0$x#<_^BPw!dC^lWasaV~1n+ z;iVB$OL=-s5>UU<{s(}E6ZkdEoBQAvhrIgW{FTGC$Fhh{gs?RLTMl z8vaqYmE#RAu0@2~!(lV&T=UqIx1AdBFhKMz9#{t=&m<5+@G4B7>0!?x zI;ZUMUazksH~V{*d>qxl;5ySJX8u;60Tt6bfmA2dPLdhfx10($(kr($h`{3Q&3H>^puh%eX9pw#dXfS_x?nEudrX*p2y2daH4n;QuhKR2X zCA5s1HzCx;9ZOF2pD-G*ZCSbkk0>60SoDfUHj1Q|%m-PN;c>g@66)bH3^%Uiks3MetM zd!O*OJ6GmACa!U_c7^D?iR2C0H1WqcMCc-*YRIGT{4aGkzwmKS9K~aUDF0@iBg(06%p#_o-bz4UiYosM9tRE8%df8& z^j@@{z(aFV#rBbo{PCUz;_|wUo5Iq(Cq91m8MWnS$hwo47W#BslBBDNEpfei;R$nQ zWVj1%ZJWlOx?hcEXQLtd`B=mxC;c4kw6=MhR?+N#-b>7pSj_AGd_njhU#9?$r<)9y z*vVS&_pguPA2*8s{W|vagRt-13uWi>Y~8%;XRh%dRZ0sHOUPV#^3-Ch|AhX_S5))a zB#gZ-)koijS-m#DRLJje?_`_4$DJ#h5!sB5dHRCzdNLh-)Xe=LnSM(2+#48)!@n;?7yUz`q&E-ZrcRre^^%3ZG5nAMzEbDfS zzEf~TZn;f7wY=ut9U|e7NWC8lS6b7GTf;Bp4!n+ur4284E@Keq8a^vVMi7P#Ra#8i z>|JH2v@1%?tS>KN6Q9i{sYx4&>#9F<57X#VM-yhlO%unr>ot&?_Jo^Ynt?CyU@xiJ zIM!0z7yC_#h6`@RMQ2ON%DwxkDZJ6~Y<31z8PgmTl$^?$pZ?_kG*!TY7F)IN%?T1g zUstKz7L(k{<4bE`3F%*bqtyOM=)iGqs1?fFV!qtV z?WP@%=S=OZBwxucdA%Mdn+c)%yVL@suA6=_`5dZ2W`}#D;fE`exyA*-hyAdS1o_174qGVfGaYhC1Uh^P%-n>G)>HzM;^2U`8W(K_SmhdVV!~Im!mq0nVy(@ zm-);)@@;dqF$u41^v{)(@F9u<_kO!KvJ#NpnAOiLx0+HNr|i;5U0omhI>CfP#vJ9a zFgmAo=7+GEE>Q;cSdxCS&(1T}9m2|0Q4!CuT9ehgxv1`fy%(HzWw(@ktMT12M_BJ5 z2WCm)rP3!QkC|fTvG};fgr$U}!ENb7EIF^YC!UKGnb1)ZVk<%#h4LW3vz+0QKzeWU z+k?_dsq^@13564uw`me>>izb8esa#3$?s!F&vow`(+!?1=G3i?ih*v2hKW8oWiT(zkKf|t$Cbx{F-CmYF{ycR&SY;E)NZzAL&{vj=GYR=1`sC}W zhDvii3I;dtd%jJ*JD2yU=kD`U?(Xk?ywt1sKyNXa-UXJ(AIHbW{X`g#y~)mMvt3e( zb&lvcH^H)u(D*=S|MYH|+(~h5y=70PzhCOpUyNk~^mKs0 z;(TQGHR;@hf<^(q{+l(4-)GqqlLjFV7WdK?lI+v%6g&iqXWx~IJ|#U2#`d?Eq?S7_ z-bcKPm!ew?Cef3mm`c2EDycv0f01@eQv2&83q1pD)_u$>`RcZn&_$1@Wh@tOHTEan z=O3SAC&E_TsD_pk zo6Bkeug?{(shBvrAhR+elJLl;t}fgXveoT2Q_nSTBfDb38G~;xuJ86TU8bbu3@-lq zs5W2xi?`5~x122();M{*2TotD4?=tB5#<3Hv#W#38D&?xOO@oSD|xvc?m4!aH+pdh zukFTN_2^=W3q3^>_1o)<%URB=L#ud{Dcea~m5tl##usz8?n?Xj?7?xLg{msPT8+IX zF6T;5h%*;SFYb(Fp#?_Njx8&y>RGw|2*03_PdTpG#WCqx7dyW=cG7c_@eubvOtnOp z+oo0mf2WPzkDR+;=&q4C`p|9V=U7b0t%;rMy{SIC+Z%gaW0?MK=K}6|LjDrcU8gg)7}@nT*Tlv3+CLjUR}Tat^oUX zZ*9*2=_PH8o>!l54jGgBZTGpG z&(UhXvVUYsnzG94Rn&X&w5&_l@e2uW<7iIPz$+tiiMgsuzFJ3Vfp$AfGh9EXJX)RM zkvZorQysY;ndAc}<-9X!Z9oyDlAZh1SJ+%^BX?`IV;2%@yha*NQZ! z_wM$RpKGeEVokVKdUdAYu5eoV_#>`{lP}bVaLcWG)mv~jI|_oVE=`!8 zET-jGXU$Uh9=TAeZ!dtg=CN+cEZ9h*96>`}qM>|E0rz*26@#npJ<}MT_d*K}lQmI$ z!O!pWM>#f<+{P@P+ol(sP3s9&P_yFG>UeMZVwp*s^#WFcez4I{9R}l-zhkPg#oFP5 zPo3{=d3A`c@JnM0=gXmmrBd?)qI&V23gc0`)#ZYrp(+1aOk?hD%gjqtQa=pZz9;TB z4|fvaPH>PpQR0TQ7c65iZ$F1^#7g}-8gw~9=M#SNabxY5P33n*8|K75mpQ1-Hd=l} z8C|HRi&t8xDf zaXrYd&+NH7`evXm-`P{o)&KSk6Ei{X`PUS*1#;T;%y*~Fh3&5uT1bxGT)pL#GP=i% z!Ii;f&6Do8xMyLSD>gV))*XEz>dHfI1_r*CCgMN>CX|q<&d4O#oM<<0OcyU7jk|a( zz|?oCDP85vkC=BtEH|CD>vtSA8mt>ApZQz6%Y={AjNnKy%fw(0S+RRG?$o25@dy{o zon26uT}7py>T+OOl13NS!-cYEiIns)=3N0=##+*MT1`gwyvM!vWEP5c3I+GyXx!8L zb1QFYVXV007*=+W?Xjjj)D2U#QLI=!-NI9o#Ys-fRo11xdRd({-JZP9w*pB0)ba?U zO=O8W=PXHUn$8jyTAYp4rH=pn>UO10s$F}+8!Mp~{?wzz+ulzpn%Dh3@6cpSjgv2J zCrDJfFD+eamh0tpbz<-hvY=FXn|D%gwAkEYMn&|+bCx+3HIAoA@sImMv~s2&p{?GT zOA=wNoW)qbJ9O8^AR@{_i;`k;eArOc!_+&%-`a_{>6h>#JN+RhZOVql&Bt)IypBK+ z|5@L<;NV9Za}uT;g_j0T2Fq}Wy;eNzys8@Xc3QZ;yrjGJV0CEeZq~~A(Ny^eK79V{ zlw&#Ds&b2wAtU3vo0^KKaym@Q)ebs)?EF4ULp0`x)8|KLK5(+UdvGDj^o6^N(kRoB&j*s`DhgIO0wQq*+3XoPrw`=Q@_j`5s;4+S<4Kd3HvzNb|M2i9{~z zk-OSNvvk&~mtt{HLf-= zFJ_#%;p=xDEyk(S;sHN2+AQ^}ikRuxOV>37emI*n-{X7vj7rPWV61y!iPf<-^|jr3 ziv!u77ITs}Wm}C?{_!_HtFjga8h*Vc`fXfu1w4$^H7fRg@C&M%`0LHphYfk@y&msh zkt~kVeEo6oXMz^@4~ipm%d%?ALH=s9_oS-yS&F0;CMKz9F_ZY$jZ5UeAdTuMsK95g zDGcV9+x&RPob1Bg{21ekCC8K$EzVZgojdI31wT$-I1=TMCfk$9o^E;K`SM(2|I(g0 zcl7(;s)IU}b@r>nNg{klvyM6r>sjW9R>w{+TTBZ1=w$hKxph|zPBsnW3np9(HtF7_ zHJ>SS)H^RBF23Jz9VO??)G_{9LeV_JYB6^PD@)E0CE?lcp4&3r0|R%jpYyDv31@u~ znr+KM=Hv1?y2vfT&q69BGO`VRxhhLh3*;T*xbF`|(p6h5rhaKhJbyXwk!tif_rh$W zyI|i~QBx$vX)PTwr(_@WS5D`u*t7`5biB{i!w0w+1M+Em*Fw@rpp=m2mTC9 z8zoOhn}W9`>t|;>HKWW{^HVvAR(Y=3wVyAq9eNx+OC$3(+8TTdF6*I-F5O?Yqu*XM zo<>dnc$cwqyIW!umOnH>mk+#%-DG;%9lV+Q+dKAZhJ2>);uY7e(UaYuauMRN!j0vK zO^eOzGq;s5N~il6cITQ#GHX0mi3GYK#%<2&lnTFOmK%RKhVJwQt1vgxd`Wn0&Z;kD z9QpamjdNWQ3S7f0cqkP2BkXxjftC0)xtmu7zs~Komhbd^ z=42%sJn-uey}$LAvH1jOw7Qm}#`eV3l*J9P1wIe!-ZnYWk3Y(mRHpVgsmHdjZC^H_ zyFsFh;=$&3{~lmcWt~n}(~_GoC;MU^88F$_1nrq-{?9(K7ZfK)j#)(a-^2x9wEtCI zkF)y9w|9oIXjZpSx{-`Y-NFBRzWc*^b(6=mqk5ASH6>>1i!XiOX}mCP-H%%;TlrG! zD=R^x9LiB@^ONIpcXKhj#{2O7a>b9DauBE7-OHRf*~l#0PhTrEF?TZLVp zxT}?Z!F|#3itkr_L!2_K)lJz{@>j|Pzg&DH<~#_EwyST3B{0yQCpycd(UNMODO~M0 z_6Oq+)#T*XkJ;kZnoMi7q~)EaPmt>R+*%YpD|o>mu-osGJQo!?vENxrXw^ zVsWOlyTVf+IQa|ZHDmTFR_CNV_llVY%BpPPVIR5-UCLqCs?iD*K0nBi5I3*y@GWW2 z`?-k2yAXrrhCrx5@iF#CqbJiw4b=}WB;TZRUeLa&+BLNFM8BQgS&2qV#Nyy$;VAv( z#VASAgZ=QH3>PoM`O4<9p8QR_-SDUFlS3Cuq_!F_K0UyV8f1}o))78>xSe|OlB@w$ zBvZ%)=9TheAF+d%->pXiKPf)!NvXO4cO17uj7ej9`Bj2Ihn>N751*^nf_nGMNp@&R z9=CB#YFbi98Ql$Nqx(|YA&nmO4`x~$V&+}I)F z#2gu!q1t;^!q@b+_WSl_NQZyE|0rqf$L#NN<=jC=DZN#r|H-`bFHhI?Sc6?9or?VLaYwO@**xr1Pcu$0L zCc8%?;=bK!0j^umK1tZK3|SeO6&t^!>fi*&Mz7Ot1Wi+7BnT z`Wl0gQTssB5@t`%zV5XP?!*G;-UpLGUXJmbby7Z)u zMJ6OH$*SQ|a;p`7?aB9@=-D2A8sD}vaveYFnuyn8b!k6iu07SX^L5!S`umDTr0tCO{aRkEd5dda=#}~0 zsgC8r{C^U0)M2Lg;h({Yvh=|}M@<)>P$-+4?JJy7I+Lbig450roA5C-u7mv& zN6PF@@QEnWY<0y@TL%X;5Ctt21qjFHXJanGtm_L1DI9ATxIp?)Vl;9S%ebz1MoP6; zjY-XULShH2QdMq{3}Yj`!@-8@`!who&PKn5mtnmy!-{7NZ}f;ohiq?iUsjF=EB6VT z-cvX(JOk(TIZi}Bd3#gX_P%)^o=nrG<_e?(53^Nb2GBloWz?$w$6^! zkp>zC85gAwQ?lL_9Ge{Y@+A~9#JgFlMXWPs1@C60LcO;6M~>V(h2^jaNhWc|xJ(Ed zi#-?RQ+(X%#E<`oV*Hctg@z>^h+*8wy_c!@d(JGkg(j|RR$2ePKw_nSMM*^+`)~g` zoM!yQZqD(X9=ERf|JB=BM^(9X|9)?}J2st4cXvsMij;_SiF9{&r+}a|f{3(qcSs}M zCDJV+dDlMY9l!UEJMI|wzk9|xW2guB^X#>rXRf){{Lb&^cg4q9y&91Kj=kfmplmt= z>i8$}^iG6Mj?HUV0oGf0%$JHDHa|_NBtltZ^0_s2arG)Ce zy5OD*ed~HK>)1-I5DhU{#(Ar-I-epXj>4zNgyV72EA6o>Q%maeLDB6(3zH=5`kP>O z-H(yw&o0~t6x9m+(p;9Ij~fwUOofA9z^2lods1lvjgD_U-}ieC-E?@wWaVAFu0kDJ zUU*$x+#@+Gd0V(H#ksXz(wKwh?|3S_D0S#p=pZ;d?@4bk$-|$K5Fh(m$V6v=AHzRi z5!8=>n?vNv!~G>Q3rnEF=MJFnjRT&MODDpnSU}1RcM;E>vVs>zo6o0pK@TK`-sh)E zyVeajtdk35*UKyZ_`0Lh$UgB)W&cebsQ%PkSHZq=N%Z?s9d52xQyDgCMz=6X$-TWr zuPZc+kcwluR4~@oC4pDG=?m~+a;^;|K`+`jzc|<5b%ZAT$iKI2qi8AZtr=Y_wkT?c z4nwPT=Mkr;@2@uh7^(|1KuKMos)ZADpvw~wVVDn_&s0+T3_UlAoB#e!_c&^~Oh`-& zG`!n=4fha+SNt3Fr~^onRHtT~sMZX=)`6`WsPmwgN*)($rKnR&Wn>1%5d`YRxA@-a z&n+#O(8?Hnm7Iwg+)5vtHVP^0p(N6+|B-C+Yv`FXYaxC7`_*y6%e;}*Ru~T|j#VhR z#`{9)~GR8-E5STO6)Cxt4 z1|=uBq7xVpEK2smx@aD*6yf#~bxUp(kX1lA57#N}1tr};@1vHP>=%#dz)_wky{TA` zoG?b%cMcPr{+IFcGE!To4VcbO1xU_^G#hThRdu;~DLQe}D1=DNzB$Huo=m)>hU_q@@=%@(&XD_=)P(*0J2x=jHhWL4S}v zY!9ukhVNH$#%H&M%e21gU)WQ{fOH&wWR&`o#r0YgoFXBV5Bm(w%S&wtZFuR-2bigX9Y}8YeA?A%rQOKex zUfldTxDlWiBN4iH5Wl!@LJ+mxax+s-!Qwk255=FWq&pWd`9G@uqR7lQBsSh${CPUo z?XODlnaXNWdNNwYoHV%E*rnX?{?klws0P?e#B_YxOg^1Be}9u zZ$wBt>(e$ETkfYtu!7NjhfxF(R)zao0g%qNlMm>NQ)MQCTHup?9ZvVH3VJDkI7TcF zg>)-ZX!4Oed})Nf`{sMS8LT$7E8H2ICyS9aAO33Yi)CrNcwdDZ5A(VZfBbdkY)GU5fx54R=R>^h-=EVGb z6mYXKUF!_hL=%0Y%}xTxr3o#2e1457<9_~O8X&7`Y8au10zYcmi;vWQ#TxFf`75tgIF&3pR{Lr2UC=^0baaab3h`wTS%S$|B z4tKdbse12W2uxm%m^|NrVE}puIJ&yNeir{qM_1Po`0R@R{gp(W&6MAJ5*JAgYMADna~$Tz#Moh$jQhSXm=uXbWhr2k<%m;4$!=+`u>!b>3Ke- z5_}kT^~+MR?)}}CDWj~#|6Z{uXX2Bpn);Coja(pn^M>5TbN(Bvd_-VLy#`ro;he9o zt910h52t+8cgYf1Jyonty?^aZIiTNQ{YW^A;(hK*IxQpff#?0*yxhGB9PReE^gO_b>w-KX}8EIN*a_4cq$#1CF2~SsLi_EYt}M`IFi+ zDUuuIEL02YzA&^1`SOT6nrJcc>5~e@kk@V5!I|mqCg$c_yGyMf-m!2M^?Y$xIlt2R z^j*thK&R!7#77p?-ayD;`K+n>WYFikR9TDQGN!lTwqw~6m)ku;dYHYF&!UBmi%!a3 z9I+N{^{H!ovdJU!FC*PcrbjqCIg0(#$oddqIL2*PzlPG+cagggPVI#T*Ma$6RAtK) zPOJeWU$|Cr4`|L&)6{$-0D`Y8Hod+-`c2EEqSP#@v(iVG$A_MeNI zLnF#TfzchGHUd~>gS>)o&LpPh)9>!a6WAE*eOl2EVjpV{32IVXA5SzLa~cfMS(-7@ zzrtUwk2_fT2`r8ls+X;{8raI$BW1W(7rxn}E`Cs@+uBUa6r{L}X+iz_^e^JFU2H-w zGth_trC&$dmLZ_auN9;kbUx#1`PHYDnA@w5S6QWVT?v}$_XYkg&-p?RzN}iTOq?m2 z&SAg#+N9-E|3N;$RDx9JLeu)F>0ILSPbfm<^N=5y;ikI;M_5~K*gmQAoNI<#51W-E zS%s&pYqA5+DuqpXzA(L1jBY>%>)F>7tJDOc*@I~`GG!p)Ay~K03W~^Vo!UR)@!y^w zoEfw0T>EBjBcg$6_$px)mSDb_Yewlp*+pCl@s8WOpM8}W;7Gti{gIcF;f4A?`*ys$ z02cw3xVfO~uU-x@a>IYMEJmNI>G`9istDfv#zunlA?_xsMMS;E`Wjwd$1yUUtrzc~ zagVAq#6exIR$Sf#&X7Brt38Fay}3&|vtyEsP1c`)Bj4~_JqcL^a4L_^<~!H+YQ-ds zmOGm$;7~Gzf|NzhshU#br>W!D@8}Q04){$2~Vu+bV8=hBJg9%yu8legBooa_Q z3uY`#lmS99IK=Y8@>{ZP`R*!xfM!l$5VRMrAK#oW-mTcppq7Z%3;PuFg5T#^L@GF- zF_zc(axeijxfEP^s~@n+Tiw)(P=LN+o(WTM5xGH2rCqB5S%KP4ZVkp4uY0bZYR%H| zxqYaK@(A-r(DdZXBve8wL6}-;Btk)1%cf1%!2hECoF7c|Fs34F5r)Q;23=~u=Md>dyY4(cOa@M+ouTYHJB4cc5+rIwC9z3bECh@3@zK z?#jWJ7q76dL?zZ>+@oV^Qs2DOoJkLpS9uoJ$w|U_BlSW&rC{OX8eU}*7KAp!niF+d z;yIVg%`w|pdX{axjC;Rb-x-FerKxYj%51s$L8`d#D1$=BSiuZ=U-ABZLC|x$u&4G1 z=ZmcuByL-y#7&l3%a*gLF01nG{ZG;Rv(l#vvs#wDP8;E6&=Qddu+X2+roW!k5vdo# z|HashmKfR?ax57rTPp_?&H}f%lPtemXvoW3@wF zOBLV>%+$Vb#>6N>LtENobPlS#(xXt(xWHhEKaLg~UCzvvYz9dA@A?=-_)s3V4D)29 zi;I%?k;kp)`$<{tih7?d4$myOdFsYXc>az2tI8(og=_ssfZ3KEJK8{^-7_3Z2Cv<5 zF=6&mFdh)dgyaG}fP={%ahi+7B?9$*Ek<}-Dfs3JBe(p|_1{BLRv&CR`obhq#>i1f z5WI9t_v~a)q221#pHB(#ilVk1mzUwY$6wAf%gyP$cAem`QKgTV9@(bid^X8Fe_6;` z=#E2+BpUobS!FYfPuRm>$7iJR^sF%*DZ`26F+y0OFFAZMoXCjhn9P{Lu}&ur&^N7h zI7&<-><{GEt%HNk%7+D3BKb5&oynWyN~V_5>EY_*G%K7V`@zE&FGw(F5zZGz4$VZA zUre!=vuD-d+*rJ6<4x*D&9#n=a81W%{qmPfx3l08#0{EuK-RtyKpi!yG%`I`*j-~V zL&Mx#;h%at95EDq`m{xeU=awZxPfXz$Ef(Ft#?Kq?(1%xHa^>^gfeRyTqSb35mTsV|4*zcW3%&BQ!9N+i<=%KLlDpAes z_$}p*Oz5>_kytdlT?y2+xLq`OdPaJ#wy$Y!u%v|qa?GN;IvK>h=`yDi;vwbuLNZBi zRrGR4*;4Z9S*bPw&F7m?G zjs814hCHcAp8klp;$iX8p=$5smwE(eOR~JBIWovxqgbm4(;fSM>8j3n;nzvk%lSpn2jwrF<>t2-Jl|oIlawJ4C~Hxa z)i%B?3dcTT&eGw_0iae>>gq6Vf6U!{wQ0F%dl2D=xD%NEmc%qaw2wNJIJKN(eY>@u zK^9`iue@YeKw=|IjTh;uJ)GI0Le0{Vwqq4D@YF>IodXSPYU`6DsIyV-F_(6oP>$%a zbkV4khjQjpb9{&^9r~$oyvlVVtVae&{9$G$bv%5$*+lm?ToL$b_e<6?!gJA^BR12k}=wGEGWgl+pAoU*qp5~26 zA4#nw zq@*gi5UJxpwdG%7+~uWV_jHwOg$~)z67lyR`wNz{vMA=|lljgFxmme>Jlb|WTB}8E z1IJ5Uto0+7B~vpdJr~3tt|P?}i9Ny>)x=29n(KKw4F>xh3n467rLTDqj~8Y(eO$@} z+TbY`{~ON`_q|!g^=$Xo)%9?a>Nm5vl!Ya^?4I66@t3dU);r68?peNA7c&t%Q zO=rfO1MwIJn`wmako+6ft?C%zh)x%}DA0>=QaquuHmbiQelu_|-OSwVUI0}XtXUI8 z!Kyo@j%HEh896wY4OQx7@KvV-LdE|SdB@5GI>*dqo+J|`ev6YbsWss2jlVzeGh6_r zfq<@>@RPNVxN1HP!U0E*>-&Yt9zRwA+7?MOPFjIC?G2~h*J;zpGTlHc85 z>9vEzKB98s?Tv6?^fqat;z(Rhkt?&X!6i{qmxmrfm}_t0!m@*xsl099`RWVj4~J`p zo~57yuu=C~oYCrh)@e?o%fl3wMk-dysuh)TRUY{e`Y>{DPiZfFSk1(ZEGerbjJ^jE zJ{uWNbDXFT_;c$@vs(?cD(gS|DLZs=f8*}pZI^9Tm6e{6x_(MIa^=#arnD1K8aKnk zn<=;Q>-f=4=0JBZT-KXR7x}Wc)A5YQ^bb)XP`_VzdDb-Q@RL)F+gOAt6apEEuJ_`M z8*{i63sX;i_tXAo1I~Zep$?N&`_zB-;|alyVC+F)Nih5h#QY+IXz~W{d;ay zyDs6-v1*uO#dmZLl(Pi##}|`lMPM+_Io`&_yUMww97gO5|5{0lOJ*mAA&LJzs`>ij ztE)W}~iUI^83NZ+Z9~O^!X_C9hm!Zx`dVocXKv9Dy#%T)8*D z94UXh<=k0`ISA0&4<7A%&$7xZ`_ymAnZ=IC$|x&-wFc?e_-q7;DW-6iTwr5>))Iki zM0Thvq&iIxbLILI*v%fV78s01YbXPOthZ0|9=D^hc{8c*wlW?JWQBENN*;Pcc>?Qo z6miB>qjGF$R4raw)Kw)WPcSL-ka4<@sOg1dxbW8E13Tc_jt@#G)l!G;~OldIb5FEeM?q8Z|< z#EN^MZH9NdI@7k6)P(wD`Zj<5AdgXfsAAch5H&5e{{3j{Z2LOr$v!+`sK7NjT*_Jf zNvCpS0H?02I>z)XIKXw+xLeOf$6bp)c)la&@>TQK8JaJuwvYskmto{1h{lu+FdjO zaanC@G(eLZvN3D@s2sUMJ}~!vQAMMJ07*VqJD)~Y$J%^XTrclN^SmAFPIkvx2}{g!YXj$MK*|ue!!m)ms0?0}R``>f8ZGVh z?RIUQV@mIz-Rh*r%r+m;&pwjqUTtjFvEVsVpnS&B zJ6=6(Om?`a7D1%V?F7Zpz_6_UfG69j2i`x!5$JyDwBgJB4m(FTjAbuw8c>d(w3Jag zh3rA*(MgAPpm?05=1G|8i>rmNkx;+xM!2poLe2-Ox#iR?qJ5Hg zh3!_R+V^W}koL>MeB%Rsk-Oc$pvkUlMRQ&I=5?>`KBgcJ_6U)q zt}Ymtd@gW_T`Mccb9Z;zO^}La`|jnG&-nK2wM{QYY!_tgzEj?0UNsq5kIc-%!KBiKsc| z-ZjA%BE!yoA_Nf#4?ckfHVJb9{q~UHwgkJfC6BgfRu@F0hI$Lf!eP^fk2PMXJ^#|5 zL(ZSq5k(IaDT=?HjXl#1)3k?g(`7r6`VL7a(?JC5HU!^yekVkj$o5x-hc-5EA>-xE z-+wyMcjUdUduCMtN$r37>TPzd+QV^ z;d>~>RhtYZP6sv*=a>hQZK5kW2zQ^&m)r9%RjcM!4g>+!yfsR20 zfkMO~&?ZUo*ckB|)70oPulYSKjW4dO$%|B|IO8#04w$&TP)mIEMF}ygcedsZSg_G( z{6bO&E!_RPW=hdgbf6urcq8V8RRB>ivOq${9QqnvBHL6=wklgk6fK+Iesy&MU;p-X z7mO^Vf$)y!C#*V67mqEvfDS(CGLZ;5h`9P2*Y3Lo zRH5%(rO!!IbC8a)e&N-?5+dVlzsLE_+z2}6wqsy&ep6PXaK(2@M_7fGDWryLj%h>? z!AOO0ehirDsDTh-rj!er9nQ7q>@=x0p4NYZhZM#o^lG&{eSq#aOqhp~&C6OR#^aPm z@%ZYTOxQs>nBqoNu;7N1ELY2}fDMx!(no8o-p9lDuJh59WroT!p}NdVs@&eoULRab zHA@RY0gX{A(E33akB~#rCupcpr4TwqaL8#fWPY<;u*fka;+DmECIJ_3JH zHw!!Yvk=!cJ=RabzD04!zu}pxdQ-bQ111tF(*JV6o$Omd4tPKq_0%ALa=ulMZ>IUm z+Xu@8M4eDywqU!Or#Y}(VCfJEwBRgg^(EglxMsOheJ^-b13HHyfVSkOW4S4{KTIWu zyDP+N^HKGnoGB@`yM$NuHxMY$c4#mHjJrEOsuhTa&NFZ2E*fEYs~begGmz4;(4&JW zjTQun+epY$3RHcxT2$~-hBFDZ@gw+XC8f_0VWc<4GNq^V^KUzJt$GZQMBXG~#cg;| zeXjwvUG0`cuPeAQ1y>FPw*DtiF!`IiO!o-{?^vBpKbQ)lSpRuV2h2I6hbjaMZp`J$ zH(xN!t^5Z{)0uKiF!VHCu1Oc%A^d#72oL?s`VV!LsQnO|uf$e;m91D)VC#ZoUM1uH zi@D_d9FOU-ERQROFuw0f(rT}b;5KgR*o-Yagit?S3i*g#hj{FJC#h(e5B-{A|S z_QS!s_$%ppEhRlZ8aQp$N9U-?s!ni-;Ghxz@_b;%@$z_XWpoqL=H3{_v()NqvC;^{ z)?=GKnK-d~)43<*{-L|e-uNv>Q2Nuya)wSw*NCW)cKlx@=hzj3{O!|=Sk^DFpZu_z z-K7|7wN1a7xr#mu*E3_xvv0!Q-zBR)5<%$rx!GZO4~=3W?6AS-&JscVG9f~3m8x`o z=Lutv;~}9Ol)d{}Q$q~w)?g3Q9uf3UR$<|{Y?wSn<~YB!-nNy!4J30-d}WbpaAV!| zve-_3m8Y%+yWugRjt9O~4?UxN5XTfrNUiJ}Q31=FLK^^g7LzDr*I{Ilt-|FBgz zc6-=_*La&33X35B63i$YAU_%$nbKaNNBbCCx=)kT(TTU)(Xm3WRADdGP}aiQSv)fp zk%wU(UtkDLK94LyCDgBbqk^>;>)N{U#yhG%9jj~Hv|@Tjj)(>~pksO#NzF%mHZ*hW zVef^u3&5#7Ql?0@;-e=R;^tR2CiA3V?5cvi!73Rpt(dkl;^Wq)NT=JLHx~9rubsXa zxg@5D-qy7XbI~S$!b)tT!vSsu@6ls~A(Xw3EfrIiw8~0hFEY>)TM26AvSqtJ8S|as z4I)Qq0^JFA1#4etFOxJ81!}q$W}-6kQfrIFN;P^=?%+(YEc9>42_6%Z;SCbE^lMyg ztbi#b75Z@Dx3DKWgtXPw9eLyJ>iXCdMe5v1p3>PHMpJfG#yXy4|Efw3QfKlZu<^gK z13YD>)_l%b^h1d=owUx>-&-y;#tpk_O_aD<=qP>+*lnuEJdRjytGUD!|09s#m^nH> zLvwe(IrHer8;13h7eypOOFn}+h&iKj5$SCM_?Z~&eq?E5;oc-MC@_mA6zQ&7TZu3x ze{v;N>xE{r*V%r(8v+~DzDT7MZLVJaJ~r&{Uq6tK3oS>4wKX67H0@PnOK858=@!3| zf^a!`>gzfaTFtcX`wUwkoBSrGKb^jTlzr~&1Qp|xXKoLE)qW@PqxJ@mgV!7PXx|TZ zv>S=~l7GNVxqD!|j?%{RwBw{dJ)>1GqP5U98nd&h~Ni^C(ISQX)Vw4q!K%9C!xJ$-2e z8wUG8kK1#+;wd|CR`BX`Pfg{O{6Y(h?isUR-mffGizbnEJ!(;D(TD?_T3NHHfEpob z|6BeN4w8uX8g$Cpkm)bZLtRkFU0`s9=4-J~WU(7ALu-917u~2#?@%+|{>LgIi~`6Y z)}@VPxRPfDDos91+uls&97UA9gieiYMSVt!NP2JFI6qxZ%_rMGCJh~Xc}ol_2nvut z@EYPKA7@`5ABt9GAPIyjwFv5oO<6ce;XChh1Tf}pa7j-&(E7S5CQMAZU$kf3^)eYF z24R0)MAkewyec5hMZg-C9(*O8f?_rVRTw!G(B@6YzLrBBzvz(~zm>1tL!Y^Cj5WL< zO6$QWRzOtyPHs|#vR?HNFxB5>zAhGKsol3jPyp$<%tlG&89d0>?b|cJ5pg*8G8b{&nv36jYM4sJp1Jy2aAg}eNJV3OfEY`rfpRg6loSf51syY#+{;% zz~}xkfIgMpYMfq)AjybD3JNSKPzUEt!iv6)|J93^z@-iv3GiZFT!ng?V?3$k;m&A= zbZ}RPd4epK3M0VJ1UJCFgfjZHB<@P!o>$IBY>W~;g9;_438Sy?U6}iAXS(VmBNJjd zCrmtiWBKNOgbwzglFVRDBW`EP7;)SNTH0}QxsqX&);%tN=XYt2;d`SE^!VLfKk1^P z0vsxdNF-)FIhhcMDg!hfIaC>?iAsaUzJ(TiS(eLa0LLI65iX>3FdKu_G>tbf3Z?)=)U5Gl43LS0c)X@Xpgl@`eG&-o5dYPmm@v4RCh02*eDH*G_LM$4 zUm@yQBSgVouEoPM7dZtbly+bN4`b6RX$OX|j=%cxfBpV#0=TGOi;FQ`CgACjY>)x? zsTl)r?0AU_7`5jw{O4)hQ2)P!hQM>-__FOmV(bOncu$FY)yBc_Q80wAo-kt0M&apG zbU-uP5$-(`Ct=qP0ItW#6>mfEc!@-`Qjx2PL;fIhRna|OT4kPGa+8ny^d2_*9P#T_ z2WCPMdqwqAT5Y|XLE$3o0Y<)jHIj&YERq(qQc~iPty5XWM5Oey%6?4-&5vG?fL0Zh zGGb{@09uF9kwPfQ$&IS!a?T+Mx}jDpQg(=(pDlb7~t4yyOM*3 zr#NRc6?r|apaSW0$7J;Djzs>duqW!qzH@QD?sQmFPNVo1OYYs%ibKQK^dBLPA=pt! zn8MT*P>U*vDn*WgO+c#*LbME0$K+oD=J&3C2jmoHMlmvs2UnjCy*M7X@BCdd98|%O z=E+6AMnNx8!0$edbB5GYZd{E>mC~<2uSkPc5Fc+fE+$|GAXb_WgEpb{XwJSZ{d&BB zX)tRMB2?Qb9x`uoD5NPDFQ@Pz089}P8F?~j9jXU;uA~&8#3*Z<8ru!csjVgXVOP5h z4fr3+3S=3;jv`#&*ywQNFTuwE3JJJ_1;EkG*+2XBV|CmY^9AsxAO+{@lRtk3!C6k6 zoFn$-WKK|3))bS0WEN&l&R)R6!^vS7BPJy^1-LW2YzDZr;zveYktQomUGkNziwpmq zDy9thAi|}(G5JeQ{*&g1u-|f=5QKJM^Kd*ShieR=mvCd)d*JmT3)BILiqxPT?Y|GN z_hADnV0mAim;1+l`b7RbOPowzUY-;4Usvyl;smS!NCj}`j+bjS+fMvprrqLIGpH(w zZuh@k6nVWhbkm?6Jm_e2YwX&X6#uwb;?cmn9pEphIb5&{eicH75x{5!$GHIpBRz0L z1quKlCvx!0;0ZH)xSj!+V;MmIg1-{qdAFSIfxWNCY9K05onogbhtk|1hg;a&Uv4y^ zNdX}e0DnP&zePfFatP2TQUN@pvuK|MzscP9w}5r62oM&BjeDG_>jwaY(g}QhutH@6 z^Yay~9zRN_8M>H!ms*1HScz73aA*)BkC09>9dziUfi-{Rh} z6H00T>2p+h0BPiwhxpiKEGR(3GF8F>a-&4IZscI2y!jMk+2`!V?IxFh2OxguXtGvX zjMD=%qdpN_aexK{L@i)1y#XwGdVve?3E;)t>~Vw?07GRXaJ#c@{!+lp1S`5H2!NBo zB#Df8!p(@LUK_3fGol{A_EXi@j|FB#6DRe<=3VeFQ#BU@EX&thE|1og=319Nk`{M%vb=T8JkoCNzbWo2+$nsK;P@3;Y%{1ke_dGUqo2LK)< zYi(WpSuyG=4h*;=jV}_IZ$Pwed`AbLv3j5?%{;`HUa{{eD=EP$Dk_2rSP@ZstU}=c z0BMKCx&#iS7h$#Fg@QQDEyt8G!`W-DU>E4)j3#kA!D7Y$kkN}=>9UwpZLeL2v_Gft--^uI)SN6_C z21N%j52=0IHyj=>vL&hDLLfL}F;)TY|ARlH?@p!s>{;-7E4-rvYZh*QrK7XUUml87 z4y>%<2vQ46%Z|4Db1v~eV{+iPiaF`>UJd~7dJBfU13-}JQU?*2D1YJtajN63KL8uR z2N>`%;Jn5NfIKi76dl9kMpp(7K9JS#^xtZ0r%$wjTm0_sZU%LoPN{{Jl~abC&pQyn zuCDjWD{U79^9u?@;+UA2x@-jHil;;~SMHV@n(8k4BJ7n4)ZzRpfV1fMBw(G8o*oT^ zbHRsi@Yq;bWc2l^PS4JOMg{x}cg%-tdjU02wRpd08V33H87wiT5$%FQ`Ld~ zera$YQPI&}*neO>q+08QZ`K>@Gs(mTBi*%S-l#roiiX8^eb zWazG)6JUQYO`j;d)bt-GAC=2P0MAl^`T=__08Z=$^KpBofQBR!@WU+6o1_~~RRS0f z_`t^b1HNz%BCh!Am4BmqZf;8p6)`a}h;is~M-4Ju40L7zz}##WP^ag>e`Ju0dF%2@ zKvnqu?Hg+^%oM!FZ&_2Kd;u?YAH1gf;5{}4H1Z)MZsD>@j}wy*si}Q{CDsmJ-Qn-w zzt8$!E|Gq%BO=N2Iekh(NZ18DiAMOzV>hx5%H1>0KGWPq#KL%jY?m5Ss3d*Th)GDk zgD0zRL#sID?YnnXAn<$#6uHX0Jo*m+nFX>FvIzKx`QLlif}z%W^X3O&B6q-l-|I-Z zP;E(Q8guxDd8ZL04IU$R=iX(%1x%rLKtpFUnk8Waa9r$kbb(V-Q#`#0{wqMb5-?Y5 zOM$q0dXyVZZ4%>}9Q1dp+^=WSN+9Wnna%y}Utk60tTJO^V`Fx?MFDU$Z>Vg?Vf_ZqmvM`XGG}1nU2FD(fCL}E zgMffwwrW&zkewttd*#KI$DeVRCef4Z3V z;4Vsij&Nk{#0ek;AW-%pe|;5L1I)OYQ;Q>;KbZ$&@;HayrQM zxuHR1?8OOr)tvb1mX@Zb(Z&9p(#w~MK0csC1uS(D;a_3h64qZ*x)MdwjCff4w30VC_+!E-S0 z(SWKT%bCg`CI&2~_Z_^Nfg>3R95P@v1~ct<988mwo7-`61?C!#{D5mL;fzzjJXvhT zmBBmy`HTy`gz?a-X;@+m%)-plA+OFM@{=V5+S8>eXiLK}f>bzas<)J8d^hN5_Rycj$mBNj6zi zYqu1&yK4paFDq}kAlE84h}E?N62r<$IM>ea&u5yoNTw_Y&&;hXZ=6xd8+LF=8UokVQfurCQNob*AIu!i6JH)YR~;tgRivlP{*f0T%UOP1YXZ)qkAYcH3inv+S{f zeY=M1-wwDHQ2=gd1U4b{p!-5iOA7@uX2G8Zz=T=87jG>1$#4G@O1XMdfz^tbO=}f^ z*FYMHGJ00O5hq5Ah5%UwBu7X9VAV>09$y8o$KJ%=LMd?bF4iiAuOpK@4x3#l9Ll4aXzUL7Z1$g=fFPByG83Ym~-%V0QhF&Mih{T z+YDCjo86Z^`%bRHY5e*j6~Ml&uTsEzx&o{+yuC1M5R)LYAf33GGM81_&Y=dj9iz>+ zr-Sgu5`awk2sJbXxW(1KBQ&q9YRG}{zmpF;K_r|))7U6lxCLUZ=)EC3i780M3# zhj5|RR?f^Ue`5tC9*}m+SyzznOVpNvvriB((*&$POq>81_W6xOYD&r)ASHKwRr?IG z-~$*2fOx-uZ6L+O)OYd#t_8`EjJK+pKM{!m_^2*isTer+9H50fHe!Wx#x1VT{m|$- zK)y=X{jRL--iuwQ8Vx|vTs%Pr#@(9{_lBJ$^$cKLCi*D*8YIkVSP!BvF5KYHD1f&+ zU%%GU3Imh1?3krqw0|amY7IUaEa#n|2M8|rrWAI7w6Bt6yG)%so6`&&_?7H!Idp|# z&(_(~n2%&c!gtTWbg~1OPqzFdkyToS=O9;;AiX{TsjV^S3{mL=@N6}Z3KAi-yjjn; z)~?hk1${>yS0@`#$lt$z;iwW2g(AWFD0a8^avP9_6~NSjFt*|11Hui!uE=JW!@Ix0 z@@x!P+i6n%lD+XXN8f{VSW^%n;NhAvTuA}|H9%J<00=I5kY`C=tp>{&CgBlK!lSE? z)zAE=@Lk67?{s@ns%*fh-rd_f8DJ~V$;(3k`9W9Rir-$%jDDRRmE^;%GuSti049o@ zvojyH?;lVb1u50oO}-@zZ_=6=*RRSXM;fkIEIu`5g}zMZ_O& z&)_0+ztg1bKYz(Vya1b(K9Ih@PEJiV1((yVGzpy$0nj9nTRE_6gW!5HzvuoMG)%&` zmSD`je*4x5OdVCVw0@(Ffe57tkKxW-Eq~q*;vIm2JK2(YAOjyH2Vf)MY-8IobYB`y z0fTP~z#oBhA@<>ROA3Tt2t={`BS>$-iv&l^z=JV}?kZ>4H|zfQTmEq5rTEQ$RT{q~ zK~z-KarVP4>YF!jd|N?0x!V354-d-#NFjbU#CLUfUS28;rv#PtWY z3(XhTODsef@Iiyy|MkX@1^3bTQ-T5PB77;%vuaHs8-&@{__7neZh}J>^7H@h6#w}X r<1p~>f?p}6{ogi||9^hu;{$H4^Su@(9^WQPBSaHc_oN literal 0 HcmV?d00001 diff --git a/examples/structuredata/scaling_before_optimization_details.png b/examples/structuredata/scaling_before_optimization_details.png new file mode 100644 index 0000000000000000000000000000000000000000..0bfa9632f4a78d498ded7094dbba689c74b0982c GIT binary patch literal 67537 zcmb5W2RzpA-#2`sq0%O#jFK`kQV~*VDMVzCj8Im#%B)C5X<1270E0!$v(4Z zcCtdA_tACT*Xw@n=X##|eqOJC|6k!eeb4XrI6j~E`W*LE&YfPndh2Qmg|haH{0UVG zh2Dokp=)4Vfv?cDPHw<|4mqCGa#Xu&=ICN%Z%R=zaS%SvnA_RZ-r>qs8*yPt zVR0eu%Z`q=4pJf_*8lYb!dLChMaufL)bJ*&Y~{5bD3tX^TjoLf7Z{6bVioefze+z4MuC8Wg(anYt;a(4Bqe?Rm;zWyru5&5>a*Auya->3h7 z{=j&+kiiEw8P1g0qDN8IVux@1W|ZMvFYP@1c2Fh$N6A-CVBpj3m2Bc>OfO!%*sy8S zE$h~-yh*9S58N$1!52L~xwO0c2FU(lly(^{*1YJhUdN*@o%DB|xlYgQM7N^Q7I8H- zwJprd#aY&^r3YYD0OslYW7~WIsR}gtB8Rp#j5u8$<<>lTehUrXnObKm{jAQ z_4f6pzkdDt`MMY#dEQMyVPO@#o6cljoqs=;Z$i;hRee(EN@3 zpMO=+owc{~@(x!=99eH^X*rsA<|$uiXOZvhP|C*(!XklZ&#S0V4j<0@$;e9K-oVJc z;j+?3`mgyR*JKPbIXAyDt6t8&eS7%UX5l#PK&R@M=x7S%$3Z@w-6A6EqTwst5Z>bA~UK zN)@|#v|t^VY$cn?aD?YyBa^a+rfawEH!G9jJ7=23_S33JfnS&<%_p%-`-puE?q$zyI;&Jn82`dov5a!X6&0cWi8oP zYhFi1v77iW&UOb>e))3m-iaN3LqiGgPIb0qS_*M&5^{5A3ez5>r*a9RE3Bgk34mL$KzC|p$0J*7Z<)w_p}!O zOlcoIN_l^MGPdxqdM}lGvi0i6H1bi8A3tt(=~6K^MRTsxP|i$IVIdo3%a$#rN>A%A zEH2KpSJu=7+$%9QGchT`&&Qa;Fjep@J|@O1mkH_vnv ze!-|B-}M=NRbdXMcE5Vg_&CL>nZ>_-A6^@ETHMvuHE=%CDxBr8r)e)2JNp+Y$AN<1 zzki3^zRl2@Zt7P!J^AZbQ=!kA(5Fu~Z(i+_XjF8^sv%K(bwqo5^&$0x)-A;}8ZAU+ z&!vWj2CJ^(dqM{e1iH4jwHfsG>x8~{8A~U><@D*(_|zdWF}paVorPTIe#OXLkCzhJ zpJ(9XIw@qX$ zW4E+$yV^dayO^0f)ps2?>cTv#PCGhM(y9m{)5D3+wj;9dQ}mMi%dJ-*r~#F;*ijndB`L z_b{gqHKqh#e{o@#&y5>560cA8SufL}~qSJ%jekq}1PtqE++qFxiq# zKkE~;KYA=Stv|BBo$aaaE-YHwG+6hBozgcpRzo%f`NOCDvU0_G&dRDN0sePb2+q#V zRzJVTS)nW?S~ey#QKapdU`ekE48T~eqXny@a-n%r9cNS6I zpN6w)YisMVU%zoRil|(zKBx$7&IK^e;z)R*mHd`izhABY@iO4~^` z@0u+_hDR2EZ`RFsJ2dny#_wD7$vSr-?R*0R1FMdLo8-1xEzC|ZQNj+pX3?aM{GByf z;q`z`>=tg|gMj=j1^a)k*xQHP3?bFfE>rcC#V1l!NR84AZxcvJ+p56 z5W0Nj%8Wl#L*gq}t`w$L)zp|jeE6`kwDiti{oH4Zzw4BRBqc*Kty_bD(d13pgJW6F z7~Qxb#qdhyl__0;qoZR}yXVqgiN!kQBc^zUt3UGk0@EleDr%iOx6Z^r?e*&&K@kxm z63P}90vYe#UBajAjtz7g`}q5l-~Ic>lqLY9-oCIy4txyUnv=WF{dS3Y$)xP23N_u+w9^pd3 zx60bu$4+Byd6in~yL>23Pj)Hv^abi)HYIR?lKScux6f3Ne@t$*Pn_DDeI_Q|`&v)O zpIuFtiVbB~_iJ)8G%%0_8)JinHSRxlpM4Lb#9j%B-~*NoiL~fPX}?;TSNq6Kk9Quo zX~EWGr%;#a{@AB>^2f;K=gb-ew z8M+@o`FclVf}m!yZQZ$WsS=7Pzy;?Kk4mNB?HtW>&!0apr=*VM&nMH|;|FBR%aeNg z1I0>7O|7h|Vwt{z;(n7b&u?9+J2`a?dc&vP~I_ zhzei}D0}*z^YXV+P3N}2M0Q1GWpgZzO6<2VK84lNPCt2F+#7l_G{YNLDdiV&9llXK z>n5w4Wfe+un;HFKLVwdM%%i`0`wFkczw={f&#JoX)Xq!p+{r*OymTqL);>Q!-`2sQ z+d#b3cD&=*vK1?CiQNenxoGc6M@J{GtXwwInoUP>ljQ>FJUZe2w=v~n)Z4d==pCJX zwcqb;-c6yPy$6TMnv^n8R4#8G?CV>B;xw9xmihdk_5G#AF;A8j5AB7;#m_1N-FKJifNzCYD3uTEXQ^!@NNgEB zo$S(r!)T_;p5p!p&xg;RG1GFL)=U-RGw%uNv&)KTpM@8PY7ZwOvM9 zSkQn~LxiPQ7^kt}vO7CF<&~7wulBcnb>s@vS2M`FQQ}_qdHT?vJ@PjBSL$M~FgG@( znNTh7SV?WleW0H_=(e}9a6ZCcrfkW zz1wH*Y=kn4dfQy=l~8p@X_oV~lbU$Yry^^qetv7by3+OoGzNHkFDouB6?hT6FJ?yn z$B_51Lpy*Obr4S%7)c{X`0dctP$T2Ib*1_4^UTHy%F3F8$u3lbI9H|_^^wc z6@2@)2^;Tpgsi)$#rHj0+S=+rWrH4`ch*0vq~wD~l3laQ^Bv`WS*(ny^_$oG`7g#@ zxc~dNV@Oz-Lmh4gOT%DS*R2;XwtcuZL62Lw)ieLVp)zYLD`o*_J$-%Zj9@(I=<3Ge zClNoM^s5YBJFqxh-{T|~h^rSZea3l_LR-HI)Il*qb~`%K;px#IYp|<-kF>IKc`k^# z2*(|_d?E*kP6IHE>OH%3>v6r7`@%$-z|)W|dvz$3>EY(vVkV_TD+oDYxdkPgA{!CF zBB;SFCYDC;IuVr1pd7StQccw^$)Q&@GwGM{qrgGJ_k;H83WPU){hIo%EAB0JI9}=X z_U)b*QckOPE59tp>P&N=clO_UU^P~xka+%2nFf{z$DZzU4IZJyAKAI--iatD4KwQ5 z7}aanu61D3YX0#U6ft+QP>KKci08O%Z#hfl^8;)4>SlRIM)CkO-1t2Zd46Q^y+O+N zLn{CljvE?sqXORoDd+@MFTKwqX#02J`nBuV<7lz5^IG~587_y*0{335@4t3Zw*7$n zL(6!nuB6c+?+XIU1Ioz$34FO`*GJFBL~U{lItFT^B;Eh)zjftPvL#-Ei~f%|~Zr$Og!=`Eftx;=m?m%}3a z`7>Nh&CFsQMSET1&hM%4Tv~i1dg7#;n+(M^J0|?a3)`7d{n`0>&7bCq)6@VzzvBQT z)WPM;m&>0$8?U1MCN{Q>A@sh3NYDZE@6cv72MTvm4c;>C!B`uO;oY@)Bc zJnUClsYq=p1b?+1)BFy`&60dC=E!@~lI3rgniG8Q^sUI6fyYlD2(;dQl``5A1Cq%ZPhgnYoJyq!Y zO6|Wls1J<1_1w90T6s4Pq^GAdw~1)S23mvg82a-_N@{iH{qoqQSwbbfklKiiOA{Gd zSXi*1j&(yjo}Fp;v>R>`v(W(?mXnkFu4CZLlQ3{S@=R!+APQ9Un>Q6dWR=gID}~M^ zXw9*Ug@wfk5RW!=>lQso4rH(`deVtJ$M1AtQ>*K=LGt-rU7h?j>%G&^ib$2aSeT!~ zO^z%rh<~fA6Li#9ajvGn-^h7%>iT*8#srj;p5ERsN)Gn+w;n$}9~!}-G<{wlk8BwQ za6a-|L)?8R6=;oo62d=Frzd_7)}3wNLLql1S*Zgs!S46KdAHe4-;T*S^*?i?^$D!J zn^r-&+auwQhTSo7O^>Qsj77HFMgQ~X&jom^uj!^0_F-I?|NO^uZ0`i6UKUYv8bqPc z{H9o`yNKzfOMBjlPmPaz0cxLWSJqKe8|dlrzUaBgf;Q^|LXY;f9E^gQnYp7pP;eGP zj+j|xh<#&*eeYRsAD_tzcd8Fuvb-2uAko*rqHbe$G5_~^0rRgT#&Y&|wnL&}Yr z(Ff7dybAyrfJ;vmJU~bwzodFDdF15eyh5Y4b#c-BBcu)?!JqT+*48ZR<2pK9!5z?( z*ACODn?bTqgAxnGB$9Oi=-Tln!b1*3r1ryg2mkHTTe7mU$P?bUWy=bnk_CvWf%*EB zfp0NuWaoM|;}+AAJ-;^!t@AZ#N3ZNqMtY48Zge-c_yD*MsLkE70IqIdE{~(2T)h@L z0zV;%m7#)&xy{-thD)&kIX1m_5s~1wzy49!lr?E?vfl($4EXh=q2a4j3_0<-W@8rk zN{G1mIzU}7;QOAQ9z(pHt({$*?dg>Crluyt`grwgzXvwz>FJRhaN^`iBYa-Huoud* zbIVq)+g8AO(d}kxswlSB@g0vzN0+qi_=g8TfiHisUbALRWthbJPoF-aIIjFNJ>r*> zBWcz4fgNxlaL6lK7@yy9l*ZofF~4{9nl(n2mVQ`0JNfy~7#XPdpG5uW>h2~m5lgwC zs%kC$O^WY&u2Sq(G2EuJ&8M9*t(rHX5R^fBd;Id{!-w0YNg=XmEVVQSJH$gg@-^!8 zdM5UL%kJH~2eBnU&b73>YjpIXmltK(^5w^PHyMHWQn+WLa^q#&Q83A4=&OkcfaLe7 zu5R-i<%m+qYhu8`E-mJ)tgLQ-2H)gdpX3wTyLX~OEg5$FV^ zRXYREHvj6a2u0D{eD4Gy5ZjM<=nbl{YbNU%CFy3H$wjIpb5P?yCEUJ!J2Wb4XI*{0 zDby3wbt`mr20K?@sO9A|HQmJ_5c^wnV|paxSr^NX4*lymByG9HB_zyuJibc=Up$gj zhyLn7c6069n!&L`)8MSrKU~_=%&MM?;hNFn{^>dRh2^v(q2)5He`mYb6N$wBcK$(& z?|0q*&h-l&I;0)B@NBJt{_}K)5znQ0uAv|AB_P*S78c%utb2RA%r$WP#$iZ>!y?ax#=ZXHd@e$^3W9DZR8pm|gQl+2!*Ne0HJe|(1NA2w z!D>4g2&w7`8fkbe;t;3-E45HEwQX%h0nJ2Qj#Q-Eb)Q0S5+~Xko^CUoi8xWOWWM9y z7O=Spfvf!f{Tb20u+B4<{?028s<6ga`?=&9#5q_Q_khiIW@13BB z{5ag2y&hFRY49r?vk(0i@02=y*07Fa`E^3-rr9#12=}*{`y0U)VqCTA7%DVzt4u4l z1nzX*O#HP+_v300`ZPB;kN^H%3^Ddu{?bTxyD_i!t9U48n7H)3tqehj2|NOXL zHt%9*#K6%L_%Hc?DlJ_hZdO@P87fZ4d}Ii~Y!hs_Jq~XF@w2blldRQ3o;~x1>hTKH;+e159UvUk-J_@9n631w zZHXQSLZMI;6cng~P?Tw|<%wEpa)Tzd_~{LD@9I%3Yg3Jiwmvv!`Lysp3@lC}6z82& zRz4kd>cOLD&v<8Ejpn{eP2FH*WJD_4%w0~o-q))G{VXmVEI&`(bGrBSwm?7ol#3tl zU5J){^4PUXw0G0@_|UIY)6)x~yyaYh{*>dfCgsA+N5|sEi=Jx% zd8uhk|E$x`?-OdHQCc_Y=Q?&8RJ71PL_fx3C;&|-Y5^&=SFT(c_#U@e?)dS@H*Yl6 zc>X>655X4u`F~GN9@j47{dG-7NIQL*LXc2g>08EH*-iJB!7x$JeE>SixQre^=-7_O z7Y4H|I0QKG37@`Hss>*k^48@VNEj{`BaI%ce-&^2 z){6Wh+)8S$maxAVIy3jKUCSvwr_^ds!9ac;13VSH;dxk?=G-*6&Fa;wU*Y4K3pf3I z{a;Vurv>$Hi81Bq*|V!bu3pt=KN+e%&l4T=IFsjlV`ECEJlQ&Hnw>txx8C_E2)DV` zzNKx25B6rWMTOIg|FogyaH+(%j(o`H{e9IY{-Oubjq+bAk2CB%{LUe9W&XL5obY3e zJkd8)ROLUr3jg-lcWcT2nEee-iK>

;33|d@a(KzH{2pAGh%+_bY`>Jl@}#bKMm` zy9(iF^Jxyc!aU2o%m=T}+Sgcnw<#y5Tle?(@7%M85q725%a@$c*S*6eu0n<>D*Dtt zVGDZ=I>*)>j~M~7Zo%A+RSdla#pF|EB@^}t+3n8G2TLDrU$b-P&iz-uEd!lQOwU=x z6P^4z`q3jDZ?QWsZtckYyKi!J+CWpg$~5Kdl{|%0_zW<7Zf%!#euW}J@p|-V!;3=>D+p$9$+BKU(Sli&>oO*so%rU>?kz%E z6iNuTKcwq>ATTC{-m55HsEEcWtakyI=ch;N@B8A>&b^I&v_W-n)8@_Rv3;*zy=wCu zOBueaZ&Q<&jZWA>Yv!Q9dNz7WL=9ZzLozZlIahF3DFufQ-p9*(Up<$Tv)Gs>%q6Bk z|NZ&Qsc)A4%^n%FIcI-sKj(*2+<|8whdy4l(`08%z^hF|8h@ig(P@}t0a42H`X;W~ z*Il|@a5m=K*#KP3&wcUyywO`aC$4>EUH$#fq+OO*<~_~}Yh{X#+lgG_GGAlEp7tok z-u=1%=dqriW#BDnD-Lx4iguHIN;y<&o-PkbS!}|N`1P`DXgqaKswACYc=Z@^^Tq|;AkV1{_BFzg0_hu9r$4u@$;wLhxjTOuyMe)9$b z{y{^ukJV#yb94OLyZB^e^o&|ycrwRck&;=5j`Qohs=WO6g2v9s+fT16`C`|c@H-#& zA8C*O+GhXz6v%%Q6LBgC5i|Mv(Q|3F$kIUV&XCYh6w&x^#sYrun9&e5`(!{SPGK=5 z?0T8YDd9yMNguaNK9`X;A2qwAdgj5MNxaMWwGS2w=?y6t1F#6+ z9!N=F_N}^l-Fi+Lw0hUxm2Zlx!Xze|%_HnmuFG&jNm1R~nydg4ONuu23SM)<-hLk} z4GX?Kauyp7_dR?xqhBe;?YQpIM0@L%(t}3>)V*}upZg_j%^PBs!Fq#tz3kRc>Lnd5 ztqT>-7OKaN(Rs^7HdyQKVJ<8$kAJ>%#|dc_B_5u!j1ZH8o9BP6;-OsPWmOJ1q_Hb( zEgmlvPeTif)ea60AfzjS_i6KJJrs(Fh{*Ugnc2BHItrdCLJYUyPs#CaiiER-Wzie- zv|f}`(v~7CE4#t39g)>iH5PbDcZ^6?klJi&Kq; z{&tg+l9C-^SMxu;Js)LgWmQ@4%?Y&~PtsSO7q&D5cFN9dn`V1(DqrA382D*d>iDSF zfpA1U7Oo)$Qqa`I2Fs@e77lgBG`q#~&){xJDJeN+<@NBLj-5EM3`?eF`w*xPf1bPB z;J00)ZV>yA!w*c)$e_+hTy0}AH#aAWEl|_#mFtBwJ}}m5U=OQ?iLPM2lrR$Ges!RCw34e0L5o%AKeD31T3o zj^2lB8v#R#Az}rV2EBOUkLO_mxBBjb2P9s#V%;{zQZ}>d7xzGZZ11V!c1t0AmHH4; z1}n_`JMz4R;AM704SNBk*PT3h@@zKzQ9p=KT~ExJ5LEJxi{nS6Wf=uw2Ct-~z0dbw zd7V0p+fPSSt9^1h3PvefFtjGPzp&W%dNInm4eK#)g+OM8f zxR@__DWhV0tZ_d!FfJpvfoxe=oScBnPiZmG&bG=$@S*3+bejWOV7`YmBHx}1?8n2 zy>y9}sHE_GNgoKztI-VwM ze-5h@PA7!|rL+W2yWJ@55L62WitOTVwLojer%#`rzi`1DY^@NoE2X2e^HZM47Qe?4 z5f}UR7Nh=u0)|HyCD}PjK}pHU-USa2k6CCpJdfpVm;Sml`p7YDmtuyoL!=I1l}<#O z903JkItvu@2A)kbDO<os zWjc#JQ-r<@$nzDx0(n*lHIzWV%DJBFJaQlAfo;m^huc!^ehXN%qd0+T?yN|ah*9-%yczA}gbBdth0+NDT4 z4tU`j<$144AIQ8?cgiLd=qILCAWsjAxTkOMYa|0}4R+b%z`*5bCv01{+IyZkbH+Y< za%5yg@Vmw&v>MoRzO-BhdU}F+K=tsYA}k$z=F;5}ZnyGWXLjt~eY$&O!|S!cT#s5# zXnxEoJ-0m|h2nZdz%&1`CuMp&4_^8>bd|}@odW}V=JMVqq&S0>-%QQUK8<85tU0`Q zC&Vhqx|xmVgPwc|5!%RqSjjmdcRySf>`@|g64SwBwsU1=#1SsQ)BYBzpwmKIESXbK zYw&0`a&kUI4S4N3Gde({ir-nc{r>FiHC|rcw~72h3WL$_5*LLn*<+8@dAS%FzA{kC z;DcUmh|JNhrd?RO`IA}54UA)<1Cz^l=0RjVwuiY3cam}a`ZCnwG}}%&5=#Y2g<)mq zlXXU3DUzVX&73K-Tau+b&*}TQvfqAVVd|A;J>iya>NusI67a_2@GoeoKF|Y&v{EU5 z|Ngaga#DYL@9ETnkT%C9D=Q`tJuF>qn>K*HqN*yTksYcl1Ilhg21B2+gVBv0w@ub9 z#4qWRUirJrwe%>jCyb0DTUvilO(CwxCajl3IdbI4_XN%L$;ruDSyt?cNl6tS784T^ zbZry^JM|xa0s-$exCo~P1QS}dK(HMyB6lxjK58#oXl$wt5?hp`2^vY`!_DHLgWwY< zMpHZ%|Cp90R;St2$Fmq48#6cjh(5DrXggW@ZKfpbVqCw0 zL^|~B=8xEg;6x1A%g6DvFi}$xYQwkVXvyGFuyL2)Jn9Ac&aMthi>}SyNB{zaIDPSG zuec@Xs<9kiq5M+j6Clk-R#sn#wrh_pj31{~5OW9Zr%0mR?KajHp-iAc&xU5{nRnkO z+Ai=Efe{M`CeU)>L0}O|5zCM)T^O<6AXA2a7v}Ez`wKbDuUof{NCf2Tu+s&SOv52j zC+ksfk;_M~fjBOC*yofD%*@_c z-oP~M=-)>#U)}?8d4;)o|5?8pKp<9Oy`w1xc^$A{m#^7kh`0cOi4;RHugfj(_*>px zVSxJW^IYgv&h1Ko0#Zs)s0elC;o&jO68k+dar1&epaNxaVS)Rxe7Uu94l;Fw<3WlY z|Me@r>0v_L>oUXdZ_j_Osyd0(m*|ymywLX5Z74RTI++$eut*G%)Px^V1~ia{c1k_R zchv3|y38tIULu?jPq(r5E|6vMz0G9%6JCtv&BSq#3CWbcmazDJ4tlR@>Mvkzqbr)k}V zAa-UgO1u}8Pq<1$dh-wQelH~L=;4v6zCY%sucBMN3#n!lQd*A1*a-oC8x{vK=Rf`cnGQ|rb;Rx@Zmzs&U$VYPFw_4I{< z)06x02;`9T&D^2h&zlO{zOfk7H-5 zryI!K-9ft5|L;ux{}fDZC^!mbKbluF8WmWb=WT?D!xk_ z7z;0u{{CE3oBoQqxi4(cf*(Kfe%)5vsPFnPDK-rAyzEI`t|D>m)&wX`z%x6 zDZ*sz_3sJ3=-96v^$<&|Wo7*WB{aIOS3B4|kICQFmlft`GyTItH2tTEvGK2S6_ayr zS~@y%+;3kh#QON03{2F7bR)EdXfpVniBGI46ceUR_o7?M6W#&G3FsdQC_4^&0~|%b z)Lq@_!>U^5dQfss>G@fqSYPE}1x7mVUAvdp6}{;m?#@t8|AD-YCznUdruAM?nSrC;(U_RTh?ddAG5lp%)f0sSJ=oRS#V}lfJJVMF`Y^5juO$ z`}aF{?6?(n+SzrY=gZT}KXMP?(}E;;Bc2b7DiX~A0~g1^Zf(IyeR}`?84@A=4ym%s z?fHjC+dqo176Du5bX#Lpz+3<$br=JM{GWIpv7HnL4>@-hE(hi8f>dcg6migctD9T= zSaS!GR<|-U4JT zCV=zseYCY>Addh}r(nk1zkfexrVeZqDgu$9`)l!A0!t?mgeG*HVFlAs50CuvoHM=u zrREiGBWj*_T36|6QPGmA4|7+09|V4`tmz5*vbS8FDqG6j7AX={K1 ze>O3Cysi|2n;jB|GH$aQ5NErvRTnf4iNJ?2gn14g+yWfS2J4K?Bm^AfKch$7_+4MV zd_guhs!;0h;><kda8jTA$I}UJJ1&;Jr*Q)?AVbC>pQTlSD!>-h+lzq51)G_(tlmZ zN7?@`O6EQQ@l zD?KM0MK8ye4h*L#UOfRt;H|wY+=Ifa9~YtY9OTAB(9O0{5Ag)XfF-sT!AzbFj6LPU zxT$OhEC`Ic9}>bwk`u%}Koo((ywpLQ$mEM3AA%S0fLQ^fAdsMWw-=y*G)DMcq`cfc z@%q=A;0x=fU&2PjBms7%lCSCr6!|7xx7M*^$CP|ut6L~giSvhFLgtW^Duh3qjY`uj zdqm!Izb~Bsg~h$X3w$F$tQ3Pun-~hf)^|!oAjbAD-}w$zE*-nCeD4eb!**j!)2&w# zutnlt!n))>OCs7LZ3s;*1He?QlnnrD3qt|$Q}q6ZCzIv8e0=*T!%zYJ#Y)jA%C>Fa zUN7s5PVz5rjFB&rDAv%>_!pk9esKstRvN%nbIPCXQxyc_8ZwBGw}K2431wF!(k})^ z74-P=C#5i8QsQxbzkjCLLtv-iWT2p?J&|X%QTv*~Otg_+CRfQ&K%%ZyPXhx>$k-M} zg{W7M9U^&Y_xX`*{6a)5*(h08+huKDYNi;7A)ku{RfAAG2}nn{PlxI$0^VODK^b$f ztd~<`?H8}mVrtSr^2LBfMyJ3OLlN|@9MTR4AOaXIWNcX}lkyt``uO^=f zvAAZa=sP7org!H-1sZkI(7^3F_fqByrYV+?_2_93Gq2vZ!Yd{=c3&ym@i~%59_d3s8>7}r&t*Zwljc)XSvPUQ+rAJ95e&dP2o~b_epLU-i3Xy z>NgOkP#`1M@eVpLdlRe+MS;M07EkL}!#9K{fAuOPeNp>QZGO`xQKUHb+tAn`9MbmI zz`%H`#|PlPv^c{B8?!eSBSkw89@MbW`LcBjSThBRq%Z9qBCIj36Tg3ZfBbj^!o4Ug z2ybt1?gIzZqZaXup+Bz2?XQ2{URJgesmUC8`X~_?eOm*XlsqkpF7)0fc@-kEK^^&6m- zf1r(cz+)yXfRH#{-B$a4k?RjR*w_FML!`6P($Z$J?t1z}wD0`G>8Of@t*sm=&s{d^ zf}2@bmdi%02indwNzck!K@pC{NCANo_PzU|Q1R~Gy>s{Ol}IE5T10+pu?@w{Ao{%_ z#vm}OaTstbbmCF@>Fr94aVLxE#gYSZk{do`ziclocGz4Iel=ss>|K`CS|l;y*5Xzj zJAHa$=Cu~LhIBQC#F|=LiDYr`;6Y^XfX!3ht)uLED%Q+;dhklRZhZ`fJ_yK17UL5t z$wblmBZT^p&)T>yNya$sk0~7mzzDYV2}q8xjPFBPhyvkb!~7wL)Z<5wR7P3T_r*N@ zmOlMn>RF(c`UR|D5@rTk;Q!Ew{O^P8AFqxvpvoIVvLenYs1vnEFEGO6&njfWXqFIQ z(W`GMjDDZ9`PAK>orcYGG|}Gu=U)rYsh=#^Wkj4s+7K~p^+>*Rdzk6> zjII?l`EN9Vr^W)T|2s{frzJ10sIie14mcT-fI*>xWCKKVQPX(Li~H*gI6xTL}pX<#WhBax<^)eQ1uRg_*ZFTN#C9=>rE?z>a9Sx*%aF=|mLh zRCea%j~d?gl>LZ@3~7c)IDPu^DB$9s*pH zhkq1;M4=aUCiIEv9uuHAq~Ym-MG6ts-mq!YYe#oP8L^z~!+rN7k|hYv&VTqEs^R6@ z*UJ&3;Yt<{+()=A`m0X1%>&@Gj*m-!6KrLojWJ)`bGW3j)5PX|S80FD=HtynherCm zQlgr^&g;V|`UGT*P*)KYe>>z~kp$Mad5LK}g7_iL)=ldkHAKEk`mU-+d!a8G1pd^z^oQEKX_q*h#)o3cG{5#Dh6u;v#El zg_QHQefmTPU$7KfJt2p@h&;fNL!3@UI+l30D32sb3-0~^Y?wq{FuO%jS%`W|ssQi` zn)Ge-w-++kRc##UUghw4B6vy)242Z>dM{YX7$XWu zOca{^^XD~Y>tNIKPab@YmK3cTr$;}~-@o$S2~``{LNXbER849|#_ix>%@XH@2apLr zRaC6;{5!Xs$m+elF%43vp7($@3X#x53ZM|$Iy|mL`(Sp=9}#{1okjg>V&q^{$q*z= zwEcUWT5YbACDsxXc_YobMkvoGPMko{juUD!SZ5(L6eAN8wZ1I%aFe4GhosP~FgK0_ zdOXcNMUl(>_eL_g03+Xf$SEZbI%p@LvLvRQ0Cgu2G&G+3)oVYAmnc5pzY5!#_y8n0 zd419>aEOMvPT4;LI~89@ZUng~!fNcfv&gTE31w0(A^Sz4Vh}zDxFx9R_XmmgD1aNb zL-xFYB%-d#N&m(U4kc1F^J1c4El#}g-EdA(f6RoK9J z<)(TVhMKIXPPKV8d*%ot zt2s_XL4{8}o*{{3=pTv5m|OlrUG%%b_wor(Np=gQi2*B@0Y*J;EI5*=eUE%#1p;aG z$oH_K`jt%k~?vwIWjfR%oY^taAA? zp>jcXn=l zko}j6iX!~1(dEmt=W1lDWgJ$B1f?9Uo$ROWzZtV@>q5H>Ti~_V3?@tf_ps(5qq)9m zsxY~HnUMmR{Whp3hOZR?aG#^xk96;dt&oklxYv|nPk^S-mI@`-dnaIkY#nI@3#|ph zSZH5b6sl--N?YIbBWIRi9JYO?nV3H1ojA)VY){x-fw0`s(Y zPwcR1WjS>5LWzMsM(mK^D7V(!&u7}NFgTgJPrWzyK;9ihL5~S-A&~ZLgnQzFkS&%_ z_*!%9qG<1~=Fi>1Z2E-}C(JmAQ-ls5&Py+Jn_n%Hm>g zNFM=Hqd&q9yUjjw6SrO)JF3Tef)T%`2PKuKpLO4mOTN6t0Ko2j5?vKg&gHJ#1jQe zektpYNmUq^rEDf7*Nj;T+DC;_6OeQ^6Y};LY=4R``XQe!j%fYAg9zZv)}}$iWW~7< ziRJ%s*oE`LtX&^0ZU~M4Ldqy?ISze@^qTSU@eQMKRo2%Bf~W-H5D?5qRFRfyW?@l| z)C+Wmm3{#M{SA2-&oVPME+mJHpga|l_Zlx+|L;%)W6~CJs)aGK;)kT9($OF?U_7JzsZtTd7-*=}5 z>wIBJk`a6O{iQ?*4eT|=rzZz0V55bi5Fifyc%JiVc#+E}tuq!B-oF3&u)AqmFrVN@ z$j2n$ZDwd#fGj{0@uI8L+RV>}elvB%9Wg^52J>u1Y-$TKbASG%qgbSZ#)zS^m|eN@ z1=196b~XI1zV7ZKd|C%5CsT|Em{FQgra}07`};G1LB$ZoC(&yNP)$hTSNKno`-(w! z%qo+Z{z14nqlYO%yu98}F(PozNCPBNXH3jcd&hpfFGFbJ6XaAa2y0CkSE@wvh)2^I z*xMLIn!E>2=gD#$R4onZvJ(;zFeWFvkjOji9F4n~i9>U+0yFuPYk%@wK^bE9xbkam zL8tlD?MLMWY`6FCKAm*rj2Yic5&ac=I0^@q45r{f2 zH_|LA@|g01HfM`RPBJ!7Q?;n}G3DK_6@i|xQ#27+GOH^5zX_fy$$Kx5^bIUnLZY#B zB*?@f=Ki=rWuT82;dP(bj>C^)4uWXMjx!N_@FaHb-MbcQSa;jUYZE)jd@VZn4ycLH zBZ)?mYSp}tI!hc0I))V;5XK1bhm=J}v9q%yNhUCpz|lq!C%dVi>Vyi^*4DDgTto91 z_!RB{1z66*LzeU%*!xDHhI)G+3y{PQ)JYQALEkpUnHUxlnrRssYRHo2Ed2KYBJ;C> zgph&+mfzB6#zHc zb`;QonHr&Ly&>0eJ1>7}YHN_Dz*12%;|;oL*X0G=Y$k(}0=*59$q8)-zjpKG1SX*xUPhI5>t^ zS~smB<@sOU=4O_*;D1L+;lKe`f3e=oUH)QbH~|Qe7e0w3fOB&6j(r6=+<`VvP&h*Y zRP8b)-85q#+IF8O2RN`IjVVol%g;)6a<_Pk#j2=D;_CYb2Hs8|LKs+#luP&N_)|`Btn2>On?UR-XX_IZQ)stBZw2Jni?BOha;p0YK|3ewomW?3;L6D26Iy1Q0>9FATm6oUQ3kgntyVR?he&+_>ukzcsC$9Ra zw(Q#MTTS{g*H z*)?Mcu}q+SWdS131$ouw<;Ij8oo@s-xMSYXzT&gRaCcXi)~Qn~F#3cVdt&g9X&K^~ zewFR*5l%n9-;0TfiSzfhSS|Po=SFyuQ^!D(yfHmUVtq(qZfkd&R3gJC{Kp{x5E}>e zsR**;e901$Pk|LMsfo6NAWAmP5&AfWz{`~^p~K8vZ5Ek%vRwnH>G6{%uN|c!iH*<9 zK$=~NV`}^n;Es-swRq==6$}61{ClN%uwOu5Vv~T07C@syq)czb2!THcBKz;t?ct2A z`26{o)S%-BOM5~g%JFPOz6JHa1c*N83MRWob8tm++#4W} z%67zthJ{5zl(jEYueLzKSctg*bL@Ju?k!P+Bf1tdwSR!e93gDQZ9QXNy*bZY} zWK0tGtq9ZTk)kQN5g*h4X}lPeN8gJ{eF2a7@65-gxJ;tS7(wgFxiKYxq8;C`uSGGz z5=0%-G@OpVr|SQRk5AtzC||AOB-TH{otl2@X7)^LZ?SRUklM_eCA7-Bett!8Qai@R z*2BK>c`g~L!uTpDINl$5L69TcxnHK#>mnEPnK10N_H3LR1Z04Ba!+7kLXoA4HG*5{ z{a5nq`#=Tl|4igPqfauL@b*YAC${(qiF%bT{->&|S9O0M#2Ye@iF6qCO1eW-&jfIm z91>GAQixt5Hjk*)y~{Dt4;#kENmpCjZW7aFoj9GZ z05y@!z{8ArtGAo`B6dvrVp?h{MTM57&L<#nw!5i*LO6mS+lP!P1Aeod^D>1`g~4hy zs=KiMsq|~u>i1DWhTA`Kk>lH1C_$)0%V5>O%}y>9%Y@!VFbN_U%n$P*e&Tcvo-KYA zKT0vhNR%>iHVQJwZ*65-ZjspqH5pm1pe2d1DnHd#Kf)UESLNPoJ}fu{UQhksBU9nT0_`GhNq}7>8zJ0uc-`u42$9 z+kvk0&sLBZ#M>qN3+Xgn%rA3(p5 z93d_{nGAR!sQCm(gTOr@2eovujY-ihqPUZu^7%s48TL%foh2gv3maXx#6ETf@_}PcfctnrxGZJ9ZV_|a~x_| zi|JuT6I+psRtY-?QOlOL;CQ|oLV@Tb{9P zl4sYRgXI!IPO>9V3_w2(_M!mO8MWtD@>_A51s@J+J9^aX8_yLa4{GJf;7Ox3`YUdJVTlKN>y(0YQ+G?rv$2 zZV(XZ5T%inR8desN;(wjlrWGGkVZhILAs>`K|nz2K0ntwd+&4hJ$IZj?j84^HP!(6 zzF)lW6Z4sKzTj+z=zlpltYHD(1U94=82{WbGkXgyLM8Ayq4|g1bqnbR;kKbD_}#_+ zvJ#5C5*~gS48Ql=wjBX!31U_WUXI@&H7$JyF^moPQd!%+P6fq$JWXc)qMk&zEq~dr z|JQF5UK$1Uy@^8kJsfOok3}8&9w1JNf(7-t>RpGIxaob1Z%#rx@)rYv{u3VbMQUoU zyOVI`9f(gCbgQWlwh@>E5HvpFuaG~UAr6C5Zm=}wrmy+x0K8TS%igPEVPRnmX(t&I zAX{~S?zY3n7c9zLRtNGw!(1QHi4i5_{xE$9Tu3nKWErj1D0uHJGAC$E5Pkj~QrCf= zB`!15k{z!?)?*$U<`4P9k3_Clj~noT7b$G7hq<{6Qbd+SS^!?LpjZV<2h%0&Qr5L!hX%=Y=6v=R zy;i_hhG*%loS8EWlVQfBN1e;9vyXg5>2LuE<~6Q1@cFM$v?1WWSaw?WkIwEQE)@Hl zBZ7=om;M)&`hTdtF#i2HHmG3!ehAP3|1uZlVUUwY4EtLvt#_5T7kUdAXFM({D$;mb z%mYiqq}t6QZ3m%WL$CEJ*>9R1O30tPv@<2f)2}O{4!|W08=yMYWiO+0GfAmktF4E;f&kkxNR}Q$Jk>Kn58ZL!K>ReSHJw;X}bWg)Tqp zfmw8C5J+7}P?3<7G}aIO1rt#MfWS6I!4C(v&V2HC-1HmiDw%sZQ-6n(DSqrYl>6)qQoJuSZdr3Z?A5z1;V)X${HY{1 zBBD!*w|9BR#?g@=BrAX~4K};cn`xNRWkG|4u*{&^_JBqnF$x0gY6bAod{0jRXIgS}631 z(6uI->G(RYLEVN>giLr;U@Aa*`Eo3fKoAk3fQX0^WGsll=iF)sKp^)213&R%4zRdU z)?i-%32V|h4eHTW7(l|qq7rkVg8svZJ_WG>{mb44NTQ{yivT)PWuWFE89b@yliM&1 zYOIh^Gh~6j#^69OgL;{98y+UYNP}1jjw-nD1OQa}u>Ghis<2<3UuhD z^6Rhj%T?o3?sultHaiRzUFD^gWyh(EcFiT`*Ud0Hzi6WC(2&S{qcm zl>zDw6!n0gd8v0nH)k1r2Tc!`VvW%AB}6iS*0Kq9=#Kw=G6ovAW` zVhFeg)x8AR3wbr2%`fHmGs)e0jD!JD5*z+w&yz%@XuRA5<9 zjBEo0o&x|s5JDvGpGqT86wv*;Sh-jMSoMs+wflc9hT}-c%q%zF7<_f(Z6(~;WWE0d zhz-z8C6+$x>FR0*BH$K`Cg>0qg zjNE`dK!kz< z4b{}z`Y6x}7%OseR($0HP)uV(AqIG9tnWBf)mP(T7X+3!$cBXBLtDEzK!iXzNe+CGn23#X=*tS} zR+@v}{TrC0gYpLxq${ZQWn+-40F@G<tsE)&Ql5hw{+Ilyj%>i!Z!GM}!$f^dw24wq6Ue*wb>(S#uS78JUw zpA|YrTUdDCz<%|v*7N7j`ygl59wJ~Gz^GU#xF5v!3Ss@hLP)%L`p7SJdMnG+29RPvS`33+0ShA(4r>q^ zJp}#{LQn$2b0}2fh!PBN*zU5A(g-mJCb~P z3nSh(AO(R9nAHn?HbtZgL3HK-95yIFu24x|Op@&Hu| z6L`^wSJew(JAj8L0U!gq1U9UHMS!FsdU!9(_>UAhcdQhtW8CY_HiLrM0$V!9fbc*L zWdaPUjmH(_84Sc?Ow2JrCD#cZ{P3m)&&8*rk)uEn0Pq#bQUEpe1HTcW*Td8baWn+kTlWd3 zVS%@S>Bzkla@Yt!+5}hdi%_==_!LA0yL(GbY61VVrHpuN5Q9MlP_dU|m!o?w|YKR%LN z2xx|c-xdRe*2R0|@sYWI%{jn<0ExbGQq=(h0u)KLvR8#ke@w1<^x%hlS9$7?a28=-eoA9#Cwe)G{LNoAdf#-pch9P(&L*I5|AwGNX zKM8@Hlswi`B?5$71iu0v6%^T5VYoB9wiXE<3(e!>b)P4C!K7-bBd;8Zxtmio2$}Hq z%ix0Fp73lIPG6*_BeGPW|7k59|DWJ*D1_n#T`6K3+hTR2AtUL9T|RVxU^4?&Im$Lu ztnR}gME`I2+ifTY5KRg~uLi^;1c0XTr`@OBgV2ftp^gk@cGuHW9b3Qx7z(9NJw4#N zEuAa`wFMQNf`Hha0=mrUZT!r`*Y`2l{z^6)hC)1qSCB}54M0o~Uct&$Qc9dMytUMw zg!~a`nIThOoAdi*236g!%z^&7=G#SHX*=H3^X97y6zTuxB+Rdb$aDMuoP;SpT4Qwy zG9==@iW%}ivjFA~mH&4nOjel1XTvY>(dZTs;v=e9gi;5v5#Qah|4yn*x#E`d_N_1! zpHHBYp9PSp2H+T3u$D*cnt@?B83d~$RmdKVa7ZDq+JKZ4A;AG4j)#KElMxxC0?X+b z%p5^5-VPxO$iWYV7T_=mPy@GuHVA2^$_wwRBc%d1^0F(m+=8$u-mSJy3|umGj{ ze#ZNjI^DzH(JDT z7O0yr>|THZ8oh1`QW*p`gd((C^fm*Bm1{1tKA^!~Tje>FAcmb&NtKbwv>nNkH z1Sa55?@UigvgL{8{_9-?;8pnhz}};Wq>7&cE8d%Ta&odLX?6vuqy!~Wf)CQTsxRH> zcT#@TTCi65$o$SBzz9nnX9HkL7T+1(1>qC;b`1Rd6<>)c_38i9c8xFjoE;&UXsM~I zhd^WAvOr#?{X!jmrl}T|ouZ#F*ANm{!V)-?%!bu!Om0UA1VN+UgcIY4l=!b9U1Dj^ zk}XJ*_E(f#jc&)cEM(;9e{7c9y0m7_s_Vg!#{~!jNDgyBa7it5yP64JSZoL!BOBz2RayX!D;x@}-{FTA=ugBPQwWo$Y2(I;`|E1{~Jc(Ca1OGfgP;(66U7kZEP{_UJBVS7KFASQa0lzB#_cv9@ZwBl( z|Kg*DCBo|2d1`2NQX*@>WZ_e^;GbepCqMrCDM^w^aOwS(B7Z5r-9yEBapV6y8IJ3P z@XaAwfB(k(g$DZE>Tf~#d&O`AA1= z=52pX(!mD`Ms3hThQMw^mz4^<{P&I%Nr${q_Ud5d4s|+kO&>z94s9+b2pAA{r#_7)^h=#{QJd@z(5A}2nZ0Y0ek(|IfzZ?c{qd( z5QfRgT?WPNUr>dDYi}4F%yj zWOvsavdX9f58MMB?}2D^p?R1q0LtbZL{|V?N(Sr`hsnpG7W?qJb9QJFH~68cq5tG~ z4seW-h7a(RY_Q}QoO2-h?#=!V7!orE{n|!{%5&7SE-H#CKPDr?jW*XIJ^LY61WjP zfI1LPFT$0Q`k+Bn4rB`i5`bs$1PY_3{(fWx)CzPb?stt3gZ_0M&{ru#;AL~fs{!6V zl9)k=81e3%2v{;8O*10R28UkgDZ_vSW90MzfaqqRYsSH06QI%%dXmejYm0{7oHjd?1L>j}gxYXq4_3E|zgoTvTHi8eBUS{ky`3b;^FM zfU5^&E?zHsm?0soWJu`96qk#&rn_x{;_Rb9>_2-pZeXY`*xXXlBp&4O(C~B7>KXM@ zP_RG585;ZhX-Xj-4Y7cpBW^>Rdr)^FO(jxULCj8~Hn%5R+r~hJ{pUYcpMxT#W|?3H zurVZQ10n&=rHJ>&^?(OS$_%BPpY#9Ok8uMcZssY#NtLl*gx(z~8jv>y&}A-Q{7LlI z_M~g843`b4o6`Soe}d=)AjE`&-yf<8sEY{20woW9Ne#7ra`lp%<95)iNO^o|c|K`3L4Tpb4) ziX*QO@@1>yPj=>mUMiNtWskvE+Pjq;eMI07=qw-v4uumUZr6aTr~)VeoSks_8;C)` zSq%dPxCMg3amh4wGx-hn|3%ci;DZ)=WU80Q6j6T3nNRrlCskHX7O5knAX0RQhCw0I z0%b2nL50PK_Xe0HTrJ{s+A9#eM6WX0`4V?pg3L{e8 zq`6E7MMQo{3a_IXd_;Q(b`sxnFJe>*anff(Y**VGtl57JI#)RD%#7l-A!kT9au*2) zlF~eA?`wZDf81-$kr!XP34vQwX(7D@A#Ea>E8ts$p%SqLayABNBh4I}jS8xJWeXtI z4kglWj(q#&!L4<=M;w{wzJ9LE;W?zlVh?KeFj!yh0I2;v+;87WSvA3YBPuqou4VA6 zAs?f+oArY}$40}eFtiiZTA1iWCgQ*{hywa5R5P`5uG;t^)pXiu#0ZL-f^;7fmDR(q zg9*Ngtf7#za71*_$at}$@edkcD&zq?8zwhE9+RP|uFMWo`g$^U*rJA+NE-~ z#+Lq~`yQg(6f6ezy&jNOH?obj=l*Rv!rSLPmm5H03ohLVF8R^xPLg&Cy^pF|bS;V1 zWOG~V2=*S4G77~kW0Ciryz#EO&C1D5WCtzoO1q_t67^~0_j@`GlY^6U77UD#x*dtr zFe^>6^r(7y=vM2aV|V=TpsSOq8LYf!&TeHCc4d# z;{RcncNZ8N)IeAHTqf`$^xIT|w%CA71L?^IC_m5Cu%RD02LC%m35e((0iC|?GfDC5 zxBgwjYiepfT=8li+h6oV8u{E46m!MphTcpkC@irWJf4-a%le`6+QoG1r63X(a*~EN z9p+(B1;iqxeFVJ24{`-aEA+uI@*OzqLqAZ_Ex{eOnZeHhp1o>&bw|3A177EBUa`w- zN?miSl)r1Ty?s?`D8ug0)=C1lbn9QLhq7IWsCaS7#7tQEelF7Qu|s35~BRl({lxA zpY{hz`1zc_>+Et^LxG)7CdYk22KnFUYijuYrW88p%d$b?Fjr+17pFuurT#wuddqif zZGZV(IEibn)APn3K@lwy!EeOEe)hzP2tnqsvEcxpL&;Mt^Yp;Vl66Z*^?~*V`)PI?aozUvIfU%2brv4#aDib zK60%6IkVxR7#_f4@EDfVv-q?pxGL>e4IG`l$RMr5Aw`Ja7m#&{P%!IP_;(_UoVx+Z zl;uOPc_M!Zgs$9tys)@&4KbaWx4Y8$8)$!y%`k47LS5r)sb(As&y=|K-zALm@T$rZ z@K|`M;TO~Vo5pKziH@)ZAS)q>4tQsn_ra$E#>6xMzkfu48y|v^0}6vEV1Y(xL?LKQ zJ+@)@;Bh`<9#Vs>%S5c$|f`6s1xc{Yyt#nf*+{_toL8I}RxHCrB! zNnzW5CD`eDYI^QB#MAk1qA1xT7t^k1RPVw%s$($_ya39*iXSE=w4jkMr@wr7MOlQ0 zh|#F%$p=yC4Xu8gcKlbf}&gh>-!j3>ls#4Y+kf>cPHyyb&>aMI4DRe~)c z?z4va;Li&fQOMNBCz_2}uqL%+RG~uB;W;_j>e_;{nID`}+Y$(n8(D-eyIK1S?O*y^ z^uZXUInkE(%UGy2nq(QS<_R0e>6dNlBS+sll%nnrdKTvrF#1FlFbg`IgVd&zCWHf( zg9?mck<#Ynd-l*K_zNV}mh5qrN(c(^Z`X+1-_#ZL|LBB%njrt=PkZa#{6X--Dq=|z zI;Kg9Jjm$XayRG7GadO_&UBMmu&4zwpdM2r99M+W0X%u^U;@>A(8`^&;ztYP1AYmT=lpb=IIYm?%vsgc7Nb3B|B!Ma8o^jNaBt5ktV z<+mGrcF^nP_XGQv7FBKgE>e$@-vbl~Fyo4cdL>Wvl%Ul#e3Ihsgzote>~e4mwZ6~E znK&iu`^p{l06>`>t@#(^p>7TQDI}QkzNWH@)zhl;FA}LEUwL{vjy(8q!N63N-K&hY zP!BE}*oU^zE+XOxNcma7aNobDr>B>XbDiR*9fbkB5~HW3oIK0FU%vwT{j(GG=Qq`} z8vH#BQZvoK<p#VfI0+HD^2;qQewZ!KMXO~}O32XnLh1_Y` z^&4+u*w$FXerjqn+C{Ag|FE{4EU3&z1VY*V~<<0+ZJZ5H-CP$efPC#A z6D=($;u@V^*F~XPC&qFU-r|U#R0MX_Jlm!IXs*$6Jnbe*k!e6ZBbzCAUlyj1$gvUt z_5mIoadZS#=5^RqTmh$ojKd2?@9U~#XNJfd*&#B8V28!eKmPUpmM#ADkY}F$?F)($ zW0&mNL({(&x{_tyo(HS*EgwIs@e!TP2L6-C%e&j_d+cakxe`Yx524#d>^Z!>otA|) z!pybjj<#`>!rup^aY7`rR85#?$cFIwh#~biu|jdC&l-+PmwQ~782k)s>@mp z8dovaT$y==@k(P)@weA&d0}qmo0MvmM{5h|_`0mo!XJQ4fXwNQNHweaD7wbU;T0CY zfaq8nQE^9P&B|OmDBmYm9W&BByD=z%HjO4xnB`00NP(UhTXtF_A5`m6?RB1m1dI== z-f|LZ_0&GKW_wum)^QKpFv9a3i-h0NWmMCr-@nm6cl@Nw-`_b(QvJl+ml>qAAQlFP zA|N)7$U%S5IdFK39D>YA7F1$eP#PbUk4q-y~=*v{B?Wx{-@8} z4=rQ_gAAp=6jwhHZIq&Ta^Jw~wcrmMQPraK4)r-`e`kSejjFkCb!t8GIMc_ylXEEZ z^K%j(I6t5xCD4sq+WO>106iQoKw~EBmMw!Di_hQiSY`fB(g^9p+YDC8J~yW-qsRD?-z+lKc7 z88&}!2gZ{ZT!XFWq#2lrg>o31BEDse8~%;*ykj;wZil_NRKM6iM=aEwuu$mh4l?v% z;8r^pd7kzib=3qPS_LI@KXhv(A1x6ac>_^Ks1~gM@0las6YD91uuE?AhkGISP zfB8L}f|iNGw8Z;1DNxwVIHA7~M(+10jr50(lan#AFBtJzN_Sz$;=TLRM{mo_7=O87 zu6g)&ctbqlI$MD#U5;s@=sM|^56R(5)xZaFxG4T3yFT&4gFi)ox-CzJG|=Ez5e_Er z$jBK|7LV67)DcD+)<$6flQ`ujYVGmStbM&cZ0Xr6W1L&C^<`rLGlKk3nJgT;Dv(F+ zMuy^;tK9{_{=yB^_4zSSVqXhLXejPmnoEt(!iD(xapSyrEaAoc*pTf;nWe@pdTJ^P zx%(!*Px4>w=NTAFH`=Pm5=K3hYJMK$U-0gRu4T5N{oBm-h>F?0HwX0R&x_u_UC2_U zF#&R4XMP7;TZ4QIBT%GX&aDl~#;Zi8i*pO~mcb_VK*~3;L z0NYnb+n?zcLR(Pmj7iAf#O>K%%yOgzR^(UC+blf94rZ+GPb6dIJzNJSc z{k%f?D@iu@Fx1V`;{rXd2+u$W#sXtT=T@vddMk2tdFC@2XT+*GkM0G_)>Oyk%6m?% zVE|op0_|4-JUCru8XHRNN(|nlE3(R=%vPV2p#Na8%^UR~cX=W&u5%&# zhN`o<+#fmVnsoE*Jb`VU$N}uHl~;p5*Zt9RyxqY6d(ybB965#KG=*cgN57uWzHlj5 z7$uX9Dh~^)RpNid-tO+!X1Du6d2OAw z{paCwc@#6-{S8rD>D?aE9IF^TI8Fo=aq+IVkrd}mts~q|W%!xIv6_VEW*+e~7~I{x zQ{9mqYu2n~bU^M=#8_En@Mm8=W6z`k!iu$jCg%{n?)->b|c%EL4yjtW?8O z(NeXakh6?9)6nJDy%BLsyT1r$`Dox&=Xz{xOAx^@dAw;Mlw_ysU)l#g+G3!h*H)Qb z3SN#3k#yH@1i!jva6m6}cCfKw=LEfkUfo^3%SQ`Lf>*Admz>S^&}`2m;n;*zQGSm4 z-PyY|jw5DF^;36@*H#A0V$r_z^!awvBf*8{ay`5#yxQOQwc1&SEBKB4~wgM_iRc` zj88C6Ma3=Kv~`!{m#m)XN~4#}_T4)V%dxY$aHp2n*O~_Uv2`~;wp6vkVY9&(7+Kuu zvv24J%u53UAI_;`#<ke>OO3u=8l_^HuISDPNo13kUt zcJNwjQqz6#xt=Kx458OZ;E|o9nl&*w9t$5$Vqk5+A0@L=P<_HKE;gI{fq!f9lsnAl zR^jqTFVBKkCzr9Ve!y&BFUo4;ogRp==`#CB5z*DBg`H7wi=@!0m-lAXNA-8vY_>o; zKu&@|JPl#6YUC%gYk0vR<0K=Ud;gD*Z-_B#80*VhIh(CN?CG?Hoc*=uCPGS=5^OHK z<`de9EP6{&d@Yfv;HOCumc>?F0kbmtqr|23-F4Sm_S0`v>o$Jq%hIe>UKHB+_OVz- z`Sp9>A1bswGUs2=qQCm8T**`m{K+D z{KD$^hAxR(4NuuFGs9s8IxB%)am>+t?3XvyZk~HeZy5QXwevMhPw?n>n_KUBG!77R zbzySiu2Xdr$=ErtDHbw*MP>Cds{GDONclbG58)wEV`hW?^aDgMM1_nn!N5nZap%wU z2)TiQniJ(%nVp>shKp9a-xg282a8hPY1uDICwSvM0hdRA$FSw&l_v{Q45CIBPxMS! zl)tqX`t1qfeFxfedna+7d%8yAy+}10cHz`;pMD05hY+tkUH2x@I0x18k=WU`Zrgk^ z_d@1lm>C}*RwmVN2((}ch#XC&yRAHWf>-y;AM3n)au|u-ZT}vbDy84p6j^?E-0XF) z_p6M1^%fH%%5TtF!vQ4K8tUk+b@zwFjB>fVe9e;-F=Ue=YMKAjT7 z<_;IDi*`gg8)Os(C{12gUD*0Kc-ACu@Vu`cmt?Q=s>o?2V?A{m=TP`6^=eCLT()-R z{CTBdT!^ak9B6W~Ru@q`GQ;7HpY=5)26VHEw9n0Ly>^)SzW-0&9cU8~-67(gHgXJes!zT50}VjgfkMG}70w_EQuu!E>3Mt0 zuM>_xna3I%dXG#PwdJ!rV>NUhu~7sTb1uD$(L<$1sKkQ^W2p9znV*t2lk) zq%GZDd6U#7c||ETo&uy}j_&tes8i9+)uXC^rVJD5rB$pjku;+-ZjZya~yff$MW zji)jfQv~! zl7N}!zH^TI0_pdC7u>Ugy_r>$(OrK7ve;p7yJjKj;6LPuwJ^|fYu<;#EFBKU&F_w3 z11c4m;8wQmB4YeMf7%PZZpHHrTwYOdvB2L+jwG@n=r``9U!R@4FS+6Zq7jUgm+K5! z+2jpBoXY)G9RumtX1|}K!xoFr$|ws+Nx^fJc8OSORe5O>b9=*eWc%pM`_5`DF{VrY z%J9mD;NeaL@z+zcph?^-PQ9<0epXE0#>{JvWatVE>`AU*4=Z+-Z8Pq6Ui5lNu(cNR ziq5+0<_}jnGb8o%lKr9Ay$qLieU{`Xzv4)mV-~&=+bX(;LBFQ4)IrYUOtKcgPQ){W z^HHzSylo`xlSVvi)UP9A)OSmNk{cHp1s^?$QfxAzyd!k0DC$EKjL#5|6I{b>TwIPf zxr6XbEw1^294{{~FAF59lOiCi1TmB~FlImX_Ts(dKeJv1`IQZ{<$vd%0Fcjt_G=M+ z1f^rm76Zn`J)ZvD>pN>>Y1De)g9Wp!EFdTL4I8;T#MNbqrSzR6YTa&-h%o4Q2gw89h+QMjv zH)HT9H)OfDuVav+LGqi|;Ms>={M%>IPtx*v1NMFu#l)2=yPonG<)`zdz-p855;C@_ zW6{N{*bMJKxprN|yW+{Y>!{3?aN#SRuS)KJ~&xrr|}8`en#yT?h`@be`i zF%Op4l5fzMNT%`VKGZ{3^iKAxbzd)1FtXGvc@p!8y7jgF33}7w(6YgRHlVNo+^SaK zyi~Z^E^RP;;X&9XAhY9O2}OZafq{(kz5T%O@RIEFd2y_@ixg_>ZDFq#8xyLX>}row z^v&N+eVUA;Ipdb8C^Fbzu;^JD&L~8iq_31V&#9uc z;pdqjRw}HQxn1>X}x!??%RXAxI3-TIac$DCK1&Bc{T-}vb3+~OUBoH zHg3h*>37Y3>|S=ldK-11_NCOsRqA|uZ{*Jv+u~hyJwDg6{=6!qs=Mg^g5DTo_AnI{ z6)@6F0dbHu3e>4#tLc5ix$Nn29wJsXk9 zR=!XYaM_Da8|F9$?eP}|79|5Yn7<@&y(1bb%{C?qx{49GCdjbhdW{cCK^Poe1^o8& z=3FEIj3uFioZp(MDvYYR z5BgZ}g=fp_LDondc=@?5~hBNGWz^hAy6xhA@Zx8EFh zZ_xFX3glll(qgknX*I{xdnZ zcv)MP(VwX;5sfQD=u14l)E2>FOlUkt${4X7w5U##wy6-d5nje4vU@>2`8n$P^5uzv zx>V{$O+(I)9+Q@ztrt*zB=vZHHnWO*A@Z$3rMJ!N8M_6>fuMCFg1Lmm9KG^5g@P>k ziAyF&bb9NbaMI%r{Cw%LT)IV>l_S^^aOfJ0Q%s`RU1hRW(Y3b{GBHfodmz(ysRhTQuQ{cV5*m#}fw?g0gZHk)RPNX9#f4Tp!T z(%;p5l+k$KZ@+0BzS(ldDs0gisW=ew{2+XIdpkeG@iBn|)`jzb0$qysE*%=@=k&|4 z(fwL@VObT@;A#D2{64WD9@hJ@4S63a(tD3m^C-eJqG?YW#0FdxsRRxRVli0E->OSI zQ{>AZm(g=ZU(qk3APF;nORy@hoNUcG#A_AP&TjT2Vj zu4nz$$TpZlY|>BW+R(kjQcaJ|YM*>aYe8JFs1ss-@ho7&lm_kHSxb(x-F zTuc1})svd=nf`H|it(mk%DiaP9_>NwX@>`Ia&O^@(SHkP^Ga||)4$zTcWJ${#?ON` zmdBSx_er~RHL5oeE6EI1BNbPMCBmhkMhp9OYK-`~)VJ`uw{%&KvYNwN4nNlLzM!~j zKXao~Hh*zxMXg-R;0~q@%F~l;qS3DT7*e6ih$mR76O^Zgb&2E0z<86e!M8B?Hg^?u zwqHcl3g?{B@{J*`^p~Q36pe*ceHaZOP((S1iQ8>#R(;cd%dDe%(JY?b03TI=JNrc{ z#OxF&{}u;|45rYkS>w5C&G|9s21G5}H_O#*9uARvPIcOdrW5w@JG}^TLRYmlN%n7* z5&ck?SNN1t{ypj?#{HLy_UUBqR|2q|v91I$-!st4#)=N7DUxtN9>t1%+m~k1MHk6R zf^$!JXm^Vj7s8&eoFHXV6}TYRR*%7~PgA6$-!!m(?|k8{B0*bfXQ|fFZOsreihKD9UV`h+ z%-B{lecNM}jUj8&L|@N#;%2w?t+g``neG{AXXDYpnmAC#m$7Ne>Yof}{-P=%;~qd5 z%k!Hh4c0xbz_3ET8xCp!C{P5PRjPqAuN1r5o>yv{Vw{&s_x>sP`x0jav&bJ;;_C@& zz8d(?S}>*^1{ekAV_LHo3es5~Ke+6mzRot4z2`eSInwGd@PPBF*pOuYnNhbhny7Lvss~N|MFY>1Lgd%;*cs#gS@v0J0@nGIsDeJ;@5$kA z;&JMV`k!+0{-7Mx{-lzS892oTNb)!ottri|Y-z8qNsf`;jiBXRj8Wh$%o@eL?>INm ziB(llIcRi^iXr$pwrE(h-?2Jl`~|t3Rif1NY?bB}LJ3;m(M4k1S0Ak&MXDqXJY@P% z%_+iRJtf7St#6pqzj*QPq1B7dKNR+;eZTW_DeisNOKm~NOK+VrL)m-oekW{wLJ`fV zd>sG9T|hPELjMM?kUBTos8|vu;=%%w?hwm_cjL^(6F3ihV{p}8r7M>2NN_9D4Y*j9 z_up*ty)4E2!1nvFyseT?uDXQJ`ykslfBc?Wr>VSaqeD3uB(41PI4hGLY*PH(V9#<> z2u&Po(i*bnn<8Mxk!8GUwcgptUOz(_ZE*9*+tui>}6gxxI|anLF+NUwPow#}{BYLZ1NqWdW29cgiAnOCZCM#GhTr^wx zM6O4i{QI;tX7MWZM~BzXz> z9_ak4X7e#x<>fF&8P`3^vJt3=FwXC+VNh}Yczea#Cz3K-ZO&S}BH8q|nY1j8Hf0@) zGS(N1?V~pd>E(00Cmb)HKaG#L5`z*7?Lg&WY#*z!)18~+#B^eXCSck_>y{0HF9mo7su)^?n!*tkkSw_*l99>Fo z>C|7QURQs(^jT%Ff7W(c8P&95=dSASd*#%7SGQ)s3x_T_M&j~~A8Pda5=ZyI&h3F# z%sJJJ?e>Xf4AjP6gWu2ds=4#Ls#KGSI$zu0Tu!uG<}S3^;keqjW|VsNMV~Z~-(uA| zL+jTrHOJ!gy&ZDp+FNVByQU{j#C8PY^L*@!YS~AgLv~eHE9P`t*_bk4bSmy8Iy&Lp zB$pRnO8! z+T-y})1Vt?_R{D1Z?Wj+Ret3DKJ6LWe7;q{q4XyXijcEM$<FUP#^kFEPJuM^dKAZPMHFb(9bkWAkoN5Y2v#bBu#@1zeKj!w>qqJE9e&~@){zHQk$*;326 zF`*!JC+`s7^fT|L{v~UT&BRbwQ+0a%Z=;vI+^@9E7FG|UH7n>6qgqzd{ENz5RK2uA zm9yoS1@UfMPm$iPP%JMHkmB8qSr>^Wqq{{Dz=KtKDVMn^T#ERS4$iwY=4qFf6sD0p zjuRoK#@+pK48L=C1Y|uIzWVjr^xBA$#M`>aUcY|IfS9HM2O6VvxE1^w{8$b6Ts) z)$%AUAC;_Kj~ptK55efGnwPOMaYwLt4LCOSKQXp9Nq#FJVWdfwe<+ZC5EHPocYH1x z2k1^WCd0UnLuWIX$UbTPSxn-CbC>i50w^6K!@t$t6i$!9HBY?bHfO$K6j0&QO4us! z!CI{G)ft(4X7B~)!m_0)JS&l{!ExQ!zWb(fKU*Pek8D~#Eu@rwai>MVU&+Sm_UDEr z{708{$Zt{PGx2IJ)LnW%yw6Z=a(T9Y;1138b-z(B#XR8{(J+xOHA;>}$s$cnFYeQR z%8hGvwf=HejUFN=(}7dWW#8Rjq1W{1Bdnc$+n)BBzI zUJHL*nn;t%QF7uE!KRhgBVnB*Zhth)x!X&#c^HI9Dj&-=xM&zP&K;rtzVNlLxMtOBrF8VY+aFtlpGP zn+0}+QkkW_8LQI==WHVf!H*8IKgD(;zh^V#qxKs14t8G4*=c=GZR&55-7YY~C8Yim zZF2nE_MPv0T%XVVEPo%p7Cic{kU|dZ2hXz|UEZok6Uf_qJ97V7mDAhd>+`*ECosmI zOnEA26+UZZCx_)1fF`&^l zFmpArH^$hy_@LiycB^bvQ~i3gTW-VJ>BI4tp@#gIn{}`vaEa4NqYgZJ4h)*-(25UI z)m0(Irlw_Swe&GPxrn0XT#zIpx3{#|GJ&6SuVac+zlTZ0Zuo{b%Sfx#e^LPdsg zHuJuV28sTs+XJ6(AAi2_*{>k>aP5rt$ppqhV2^Ub5TU5s(H>7%?owV;et>iDyZIg& zJb}PdLd(~mRr6@%9xloIe7KG+aFIlK_0wDy-8Vn$T!*sh$Nb{fxlDJ+w;gu$Mba|j z3bZb~%b3gLzX560VFQ=eSN?0`&CM1=2}!KsPBXo`5;PH{JZ zK)jtv^y)@r_dAQ#u-7d0{M4IY?M~m}&X&(P$J*spei7Z5s8_RL8YV~k?0Jgb>$#`5 z`NuPD%<0J&wySl*C%iXFukMd4v>TGWSv3z+{LbEnneT<+5i5t{__vcMkY*dI7OU(h zw@~0%B`%?4*^39gOL6>>2Pqdo4ar0MhJ@?NSrvER4v|>ADmkXh zJAw9(pYDEs6*Tl>y)7-6D7EgD$sH|y@;r(|PoRiUk9)|n zHzoV4T8*h<49kVE7xg)J4i;&D_@B_$r62Vfx++fJx%wkET42_p)Q&yvCWU`&Z4d9r z!mr{_sU}v>;$(G2sZvi5aaC-8>E4R$?x7qS)e4w7ycP88@E%V?0NbtTPpqUZ zsBjU_tb!NXengm@ZhDGjWVAXNMBsL@ zqK_o~DN9ArP;NDkRZx2bSYeTdVXGhb(t9lu`iNyHDUrX4=27ezM$x?Z+*jN;>8cP| zL4m`h-|o;XnjR{-pUOO>k|2M25B1T3yrlH$_3IUSSe@aHwK=xeIFzO1@JGn&UYA~$ zn+yuQYh@6Gg>hzBk+`u#Nd3d#fsuIB8$VsWm#0f#wt{}ti2yF ziFEV6`{Su83D`_sO4)a6d|@3uKPe$yJ}4Bg&&89AUPkxML|5vvCP4bx$PoGjQtm5d}ErdiD{Vb)N_p51#>c|9pJ zj=8tsUWO)Zgfbdq|Jd&JtpvTnQUm;vc$F0s15vadVcdXyXYHftd!3h@Hmu}g_cZFi zA7IK~##xcxd}L7nhphQ4D|PsdHl++JbGeKDxMfyt?!Wp7`~6$HBICBsDNl-~Wz(7v93q`Lf0Wq0sI;D#1sq5Yu~z6_4J0Nf4_pJf!htogyWFKr2uL%r*tvDGSN ztL4ST>r(|A(Gv&z5#0VQN}{huqRin#Sd*dcr1L(zwm^zSelvs|qr-irOLUU8yH8?Z!ZskPeK!ws&M zWl<(4GxDtT7X@kkae3X_`1^R~o8<+3f@~9{S}5*j4>)eL&0IVt64K}heBP)pQ;a`M z;)%&ONx;?k$=*}z>kHZuStfPpw4SLkqEa|sK@I6%h{L&hDqiEDVumZ!{FQ`m<=vGH zhc{0T*3CR0zsZSv;X+2+SY5)9!$VI^*wQVA;Jpa~bRLkGhD}92V zrB0F(jsF?13_9?vuz#rEfYMh&lSfH1171cNBwMRR?=5mC>zR3uURHl7v&{7;#|Bu` zeBN_SXC?X)TvM6{%2MM(dITa@y#)rkedu?T&=}PbK9vdDn9(xxgqrV`sa;du7Zd3V#%jH^d{L`SmuEPmC_(CB^csOOX|3~DW?^~)sbAuK zj5&QzUbPsCn6D@=6E^4&bo`@Qck zesEoIpW5f_wbxoZUXaYosE#jN1GRG!iL6U9uwfm*Liapg@3cc!e908aN(DMX(5Zwe ziC`LTG#<@e-B?$W!{$XbCKG1SH9vAxhK)QpRhVzPM1i3&km+hxRms+U=I^ZQcY-?(cdc*QwQC7a68htV3NaO+k0R_j;|f8i!^z9kn`o1U8_)!_8_ zIHkQ3^MH2%z9BDej0CU5e9CTJj5Pzg_n|Pbx8}9 z5?3sD_lW&x$LD;8rIYB^n^hAAM&ZSVlMXv7GNj%y#eX*oTKP$I;l_2NJ*$g?x|yH*Nelcfy`z-U)Rw zkHkO0?}XlJ_sbA^7%NiORANDY@9fOW+MPO1#>Nk}M7;5nNLT4!)7v@i4V$C-Ep-Zd z`a38iah;gM!>N&|0EKu^$;;Lui&<-!S9iZs>RqzW-b^#4i5K`a%%;>=Ku}?sU}>C@ zUI+$7*Z*)-%)<8?WaCqW#^`C2mukSA)nShS1qM+Hf2g|2mMaQaTOt)w*_6WxqMnq9v-Em!qTD!8liUKyQlSbONgP7)xI$Qs z#pu5=U~$pRcT?Ann_{iEyiAixUB#1Gr7V6MaB|;h^1Ym1A5WuZm@?vUAQ^y*X%0+E ztazwRogsqyB@$KAA!gMc49}=g=eyv+O22h&YNke<8VSZ$JliRL3+Wxf%SB=(s5>mx z=%h)!0Pm?;6;yek-iw`X&>th;0r(8;!*7Vct}9_+cX(l6YCxhJzF(|U#kNvOgE0~F z$=#|y9`B#HcD*f-z|Dhem3oYf6lK?Pw;%PU?&Gn=y;WLuY7`CRwEU>LIG55K!;qsu zf*xk6%aRYX3ZcQIUFuGd8KYEF>j-4;-NkRJk>1 zzmzVdrPrf$hNQZ4>IdPHJY;-#CWT+K{BXpXc$ku?^9|QXsUO=G)npO$Viy$6=N!m( z?`vC&Jf&P*i?_jX;< zeR}C{q9yArdxuV&qKKVbIUrvBH?uZ+xqx_6&~jlm6*D52Q;+2ZQ*^_g1t8T@}|+@w|M$3fE_lBV$pPNBnxk4Gu`zluNPnEWp^$ZdI6 z^VyZq_7Pj_9>ZC*IL4iAdDSw{~^l_N$xUqDEM6+NzLF znw>aP74&5q`nLn15tm9o5Boco1h@@J(M_9hz$kb0M$`j zVg0zL3|k}+=J!eC8*vN*8Zk79M)|a|SEJaIrnMEhVCAPBlH}{UUZ-!0flfTgtz$6# z`w{ff>c0zFA4jLihX!w6U_vP^y0dXGDWEzt!&8b}d=;*Sq3@{~NoHPI^ysgVtCjMO zF;#le{auhu5~W97^?X~Q78;x)Kqq(CI)XLHMG(OdwcMonKVN$GQ)_r9Tme2=wK?3S@DLu-nyk~LXi_&OlX1q zZyf!sd(;z$T4b#r(4ZHzZa&}Te}{|3fcMX^_urEgzg**0b2>H5%P&$68Q-;x6>OWH z+WYGfwiJpq6%3+Tp9f!)%H5xp$AjWCLy{Nj9`;*gbLeD= zu$h{-mio|$jZyUip&&?+IyCK2@qJw`Q)Vt_ybNOZiX%0BX-aOQICY+35vl8+k2&wH zXz|Ce8ORn%ey3=VS?_!R*%BnZ(p66~8uqSUY6?nd%M1TZOX(5)fDW}Pay;=rLu-`{ zp77wv^z-S#Ee@omNctrzHA=TFjh4KN2VZv0CP(h}47VIHtX9 z;umw8vO3G8UCoZ1w1I}C5$C{d!hT|*70UH{N=xVE5z}4tqBxrgH_uO)p<-{5Erqdp z-iXKG&D=_}Ifs923GYB{+4nq2{ZMt+N%bCvU~s3LdR{@S*ILc@HH9c%Lo=V#FPSY+ z0+5*JdO;;BW%z}b9iDZb|m55Y}_U`slj?mI1H4&{$Uz?Dw-uX; zxS`s?J{6s|Q`%gOoLD&HhU(tvTb73HaUQ@IAQGTq@hPBJqMWA z^vpShoKPQ!d4Uc{*xS|+77Kxzn~KZkf6@fGzuVO!%+uNmV+i2`sRFyC^&s42MyO5r z!QDPYYTq3nVIS!rp$!i*!A<60(i*J#z>TJr4}Q&|Ncq7`S%arRD7wpAdSLxPjco~ z--7hJUhc}mUaD)!o1>#~J)G)eJ+95P7OzQ$;hudn$~aQ5C<6cux=s&e-maIcV_LWW zTLkM0Ohq2~qE*JLkm^w(tD*U7M z2V*?s{EJZ(sVG8@s(S>UI4e@1q!|5ee17Lnzmbih%<$0Q$AdwqfI@1t*pK)8`^z6E zY?j0Vx3AlGbG>ekMX*4OV|Yy+7xb?skwX!zq1at$CNG6LZr$z8)IayRs5u_hQ@=ZT zh41(VF3c4T^_nksPqXuU@V8e#Gn7oziYZl*em!(k$=-wdij3xvoY9;rDK|0ryAM@# z?o0=H7+8Q1(Iwy@yb}m(NGthx#V*7zQN}}d>Fy+qpwmNQrn?1(+qu+yt&iLyUI%m} zaoI^44&5?jiczVwEVJCuSjd=kf;<(@nA|&e<`rFh>wHcXaZF^0fQli>SvnpsISI)2 zyfg5RyS6SC*;M>ir`y*Lf-x!VJfdZF+fq`fS1o6ipOpg5JfeSIw~tb#Vxx2yG~pnE z*LZ=i58q@@0afKb)y$|INp2#rNBn zyk(P9hJ%4PrCew8s_)L43IS~tnA?jY-s8$BTrsruk4Ora1846C>%6E*+fC0+ov^$4 zEp6R{eQ~8^G7n)s)QmT4o(>yk?S8c{l8VS`2Jf17G)c6HuYtSDo~mCu@z}0$jTB5 zC>xsSK1tdWFHkWA0HCK>gM`pmXR+q~PD7%hM1OHBAJ2C7s~ekNq~!bvq&d+Bp=sZi z)QXtAWfJ5xuT|ETA((os+O& z-!pyOHK}28&S|Nc3QaG^mRd?EvVuN0^sjBxX7k?<5S>i^&`4o7#w^Y7QJ(`V`Sjq> z%B7&Q^f|suvU}|=@EZklGQxZE9QFG+mrH14XOL>r;oAdo<{F-0l!qhEdpqn0r&l_0 zH+jefGEyOp-_9R;Dd!YCihwVA}Kci~$S(R17 z|0-=-!brhr%7|P2dSP*eXZ4L@I?bsYO5d3tKzPoxqY+KbSDFlyj8OFF2t?BTlhPx<5HY6EZx-l1H`n9vP9Nu~ki(T)#c`K`Sw zLw(3zkH707S7x`oI*#f*nfm82BJ7X*ycvj_R2|8{@-thMTWZANphTBdbIte0;Zz2i z$eltbv7e;Mp9gtPi<_(bJG__i4jM`QhH!aiDGs1g>0f@PwSuk97`>Z&_vaVv(}Bvm zow>g+5_^WNq@5Y6HOm^4J9{Z=K$GBtu~AffkA^c}jDk)*=G-8QJ!Tn-wsnjzM@fiK!78nbIV&K5sz4l z_Y*Ul3>c{5dX)%&i2$a#3-7>7?@YXf=puMDT1uaoh2w`bouy>g)cSBU-h9bnq z^I~y;QvGKDgEi%o#*nk(iRi!WlEIfFLn-u0i(^{F6H_AhST@Q z0j;yv?| zV|MNsMA~6{fMZnn!`rS7xm3!tqw?nY($M+5)##}oPHPz^;M<}WekYHi#w5#0o%01V zGfRH;h}Kzzhl1P}8?(TCirt2|zC7dWM4M|y;L&EIg9wg&s0UC|S$E3>F#zdELyYQm z1dbJciPh#^UTw#*w%qlOa3hq*@?X6>v7gf}hv9C-n=dcpFx2nYGB%ELEub=9EfXcbc&PB@ofWs=WS2(dY zDh}s({HH332q0JX?S5$XtUm_t4d%8R2;9C3&4qhstS$O%j~`~MK1sb51^-NPso8Kv z=!4XCe=8ljGv^T)vcRK-b|jiJ98-SZPE#D`aqs(;opW^oYM<;ajK#oAi!Tayq#Ra@ zbNKj4B(vR0XuiW`+NR}egB&d0dVzaq;|L6w)?Tm=ps_;+`Lz+r6SUb&ub7Medh~Ps z*m&M9yYsP&SWbf@UNh^f8Ab#OJ{nRi03&^4Q;hC_+~ukWXAm8Gws3En%rQZ&4&>zY2d{J0i0yOs0SY)`*v;d7MVM#BVy(PD z(=Z_H7p1(aXK$n<1JJZh1s)%y_>TUt^GW7#sIkf;Y<-O5r4tW>H6W}J36AsL7}|EO z+vu>nvBK7sAgN5pHb?QeOuO;?gp=n0mB!rF@6Bn5EMX^tTOCp<8;T;NDb*b z)4P)2i~X8Bvf?}1!|UvDf55P4g_0Lz#l8jO=EVZB6jQ)x8BN(6YIB{mK0p{#(B#09 zV7rbF^*7oHsoQoH1jP~WFgv}3Qlonp5rnZdnszigWL2P{%cckbk+UbfS9yX55oAx2 z6*uiiVE*^32rBJqvzt#cs}$wY8R~5md5JrlPj9S~KqDF{Og(Z^irtw+1I6{@8qNE| z-B>N@>+oj42X-sbG?z2uk+kos23IXjMeX%0BT2>7EfNU^#m+d)4K zvEd86qZg4O>$ktC>#wHcvF5hMUzuOd9|EPea2}7_+KM2`uEz3JJqxX`IdCZ^ae!oJ z*GAfhWPM@1tYxI~t-ytCrgWE4VPRWNnhIFN+cz2^)&n#j;&{jDA#LaW>QU|Udba3m zdGWMgr3eDvP(8Jm5`sAWHFzq&@f|gYXgR$y|2}PNKZw{ywJ99yc&wdEdEpHpD%q6v z0F^`3vo}uS8VyOTU4~tiB&>u%OvXxVD=Jy`#F8kOL(fNFa;FYz*rGVbG7Wk{!3J`b zCo`{vkDpJ8(b*)bpzt}nQ<{AEG&gZHWm{Vi z+FyisIzi1Wo!T1-GzI$G_y8uu?d_GqYe3;Zzr;jhr*Nsw%bh|9-%D$)$sZlQza>+G z{tX{YXen9rZA5-Qw&oX?V7*kkmjmb1ouRh+#lB$c+gkbE?AAE5w>b1%A7-Vn;*Z{$-x;?1F)-U+0;q7NJm zJqrVylM%%scJtywzHtT}U}+AI&5idHpYEVPC=QxUW|hw;=Xj%dW&l?x zvD)~_Tt~p5`ME{hv+rTsT5Q(iv4vKvD-$ydOF|;PSeSWGL0q4ti~@Gn=irpr<-@So z&3242N6Dkz@mx!l`+0z>XP_V9dCdC_e3NSq;;rnr3`rv=w#8ArYG21CA>zdFRlZKj zqIAPXAUT~h^vUUQXiIp}8(T=)#b^VB8KBxwygRJ)zQ^7}z7~()_H#{685MBw)IL3c zXJE&*#~OrwPQIkh*V|0SXA7HbJQVea*dGBHj{^CB&}#i&1)zdhHU@_`hI~6z{3;+4 zdby2Ag7Z_FKV@Uitk+)+!|=W5A`U-%Z8wKB_u4lqD)8Ricg!aDdlLhDfLzZ%JK26< z{c-Viq4q0{V@Efd`k#;iOX2_V^dx@3CgAj?z|!_E-*4bI`~c<`KVjUIl|Isd>=u?x z0i+GZbbd>KcIA@&y}z(BDlcB-S31q~oJHSI5!qv|i}-6dmG4W~yRG9Q(EPHF5G`qP z!EswH_eg`orEGPYSBf#o_89E28^i5**DjO0V~X?-dIIb?WemiBD{uyrC99_Ig)?zB zWHPk+t6Hi)PK(@yoA22>GK{i%xTT&OSwqsGr}9ZtTivvFlv=i@eR04CKh;=VK-xqZ zMw#IV9*Xp@z0r{n-i3z{!8={uYV?g#Q>n*|6(_Hp^0%g2@4T>}+*<-|Mjx3hPa8MY zbU3O=@bl(L=@ryj;wvw+(slQtaG>z+dc9;gDVJ5j3X{xVINZz#EQ=rE6ncehLDqKh zCl%+StCbiST&WO7Wc?8*YgCt#gM<>Zb}L&kJ``@daM_-~?{^f!suN=SQQ^Z@%aAdh znu~NZ0S_qiuaq0gixwa3s4?H>syqy7n05W|&tWG%&VmgDrDdjT-8O)DG`J~ zQM5QPEyOBq5O9f)1JsV$?d`gbf>8qqQ3Go}M%*>LM(JZH>D+{JAO(Y0#~*Bbq{$=_ zqQ;k7sY%H|!qrQ+ud*@6X1BZPH^p3 z0knQDSv?ouvTt5pi<5hV#aAaSBj~c@{ydKP>3~Q$mdCvo&QAQ8%uQj-7ycYK%SZaJ z9u64Cri?ZQc)nTfcXzThSf1EOHu8`sxiI8)js!(jbi|L4FuJ{8)OMR}u=iNA7kaqs z^9xcOO@@mXlk?zR*a>`}`?+1D?hgUou5E4PEUg|l*-ynw-cH?8ZCQ?}R$YFVJpEPq z?Wlv@24U7e69wflKDg(~&tZff1)9wf&|xTmyX*Z1-!UuB@a?N$N@x9B>OD9W@IyBL z@*Nju5+5}h-f7F;i)TynMW9O!(4!iu>3*)t4-PaFxn=Xep3_VyOx_A5*gysOaBgup z4j0@_V!=d8zZk6$lA8aVzLhHJ`hqg_M*u>ln{4966SE=>aTpppMS+~@Cz_}+#5lzL z@;_F8wcETZztxsUNs`5MV)tQAa!dJ3AjZQPn~Pz7Psc=@HK|YKov>*n`#KGOC|G0i z9gBK*e{-Ijmt5RdGI@2?$I#gaHpk(+g@Ro>b@wZ-oCSs7ZU8rz(K*X; z-4~Ta#V#Au^W_Ox*IieNcP0kLjMWG2dzrV`G6oahNqodVYc>3SCKP@!=WiM}w}%Vf zH2fYn6|Y1S_?(Fu@uXi=IQU`!7NL_z1;{G70|DXCb?>u|=UzSMOBPuX0KVx7%v6p0 ziT1)7LlU}pDCTqj%N%8SMD-dJs9j&fr3Hf5)8Fcz?#d=*1Whu>_jhR7XB5e-9}xLTZ*ceFUN2+~3)Z{ zxJ^nmbC{4QaP_6{(TeO{X;-7!cP4|>nkDHai$K5i6QpGpivmvMvhCp0-EXt*U0BI# z8Ou!)$DR4c72pqfSqQ&A+!*_UDdaP|ce!{Cougy>iPOhI0n2_2zvM*1|Jz1ZHa1Z= z)Xg%Ms>7U^eh)iTJ3wcG0l+$6RZR{5oXfg_%(`LOp+&7EM6JMBFy31yyZ#y!e5LsD z==hfHyDYNH(%teW{iAc;Kjhzk{t;R5Dw(Iy)SXCR0CX(n)?}^aK`XZ+SySDS(*IYf zi~Db-4&+&R$mIIX+NnbReaN4aA1v4McU4j56dhfsI$u>2W2S}3s!opjzfsSqRNd33 zjg9pz;BtdbCc)7NpQkBLOplNGZbl=

=jj=${1;pcdWzuZ=&$%q2NC(vJ~r>v?o66g*=Wo2b$X={oV zjfH|(uWe^3IG2yu!4}-Q)IY;q_^bBZebqItQJ+QOk%z)^nU-&FUXvnxY042u>Kaaj z`4&A@)I2IxEhNlUNy|&J{+`6W_9z6o-YPg9)r8G=Z!I^8Lf()a=t7{=@0a#@QgSP) z33s@o9lw@w(Fjs{C~3XoQ`anS3C{bDFrw;1dmRWWKHRoqu*=wcCv@>$vWe%?=`%+ZM_7^?|;6c7iog-;P z=WU41OF7s+`zapBxvF=>&K8M7yhtLA!BNIbD;c{&*!OlQ^(|T&m3nsdK{vxF%eSzd ziXqjx52#^>+|VmW0O1S5>nd|5ey4t0YEY5+`E*r<)+6ZB&V&(Kuvq)d#@irs&+ROu z3bS71U@YJ-NB781Z8bguxbs^8&3J+0*M_eT3dd>7KH%!tdVkVR^wuei01m-2JhPCb z23phL<|>Ir^~%(m?~y?%Sh@w^;HbcN=_0>`AYrCfPXEi>TwtNxC!Ld*KMQIvAZ5@g z+Y}+?^i$_?9RU558FG=HK$m)0@48~Xmyf3Pkjw8z@#sS_SrD(tH8SxEuACzv_zYzP zvdLmX>vvlo8=voykXILdgb#&BTcU)2aYubRji}0N|HTQQMQ2n5#P6RANV2IIkKoCj#))VZ?+@ES~OTYZ8)~^|A*fNG0LnZK`mYBDD1uM4WPX6$Zn;a z2_0O3fI)`#sI23^a<`Yt8R-(9_jWkCEInjNgRz>41rcM6l4O79^zQJs(|Q?8am!rG zr;(66N$R`!)v|o{vM~0txu~8vxRA6cFqhHx?^zLOREx)l=~wJ1Uipv>u;CZ(Gm(By zos2GGeNDO6TZI)c8hY4sCc#1&8ewkN(n1+4t8A=jk4^F*)!~BJYq)4(9Z%waj@W-b z1I)ucU97Sh-a-^%9L!>lNHD6qrfbK(Jo+HwVQe)cVLf_Iw~wt0nlB`*zMio>XnaX4 z`LlMMH2F)AP@i!RyH1*U^_Cmt@yF%uKq-w-QwQlu1-#j}hjo;F9Gg#5lNmd$2M{s0 z`(ssxh05>!Fxz@Ea-PX2t(RY8KXlCHbm7bPfS3SUZ(!XR=rS00Eo)qn*BOJ5Xixjq zI*c>g#(c*>U*f?+`nL>rjw3|7YtgUQvXIvT?{9S=8Xh;fr7fuN18o4)B`d&eu`2f{ zP)Vs!kTUXAB2$`6$t^R3F6&IZEBkD6SdF;=cvflhes!(1urn+k{a=!jKD8Wp_;ocF zQ+=PmuF-==}?pf?5x!iu7$35o|pb+0o-UrKxdl+pY|F8w#8 z<>v%Y51JBvri`{N!)IEG8;1EtOHECkxTW?O{iIcC#{KEO2|HS)MRaKFwN8n9u=6Ng2nY zYKiUzRG-Zjmv}1YFM4}35&$|9P`SzWUFqKe8{|*UV`wP^4B~d}$Vo9bfmU8z#LgaK z1em1<)PA`TWJd_ZeUqpLB|C9fI3RfOim1fZ{^eT{YA50=SQOgt*`T7Ad8U;Myjye30G<2phNTA5L=iBo#l^{{P5xYt$PvG#|y(%46tu__TgOzoKg zL03*`%TU8;U72R|7JqrFhYgNS0>6jEZGwQocEY&chs-!)`>gFNPS>b0pkYd;uej$Al$WPNyb{6$XJ=_hzEW&F>q40PtrWUeoZEprt3D>A z6u;EY@#N}l^AoQBmRX+$s-1pII;LoPH3(FMA9kYT^+)s=dZscR3yM@<^fJKmNjB4 ztKMQpZr>ak*&5ZxiFQiy!Kw`Pe0~p?oD;djWys{`7~KrKBZS+FYpr9DDW@CM#J&fA z|Bc+DcLCNDHoZ2m@>n3p&K6WA=06QkR9v{&T6cx;e7FZ9YSMTNtn)=Ey0ii6C?5IE`$Jk1BoblSyQ1>Ksjn73GZfew2yP@_d?$S>++E;uiMhV_aw1!{{eY$> zBnrRqS51jYK!p*a45~Bhffb}(k#hwP4G^wOOF)XqiV#59O%&v?jA${uuA|?6(O6Lq zKO6MH59zSo`K{)Ie$C>X+auNvTB}nH2ZDUb=}2zZeNK-p02mznbwr(_s>R8GT18d- z^OGWLj?_p!Gk+v^eX-q{c-Rt(sE{wkk-cFo7?@@HleuGMb~j91RT3Pvn7}41O%wls}ClS2ts=PUVtCme7L1iyvQquwm(K8S7?Hs7-E#_2tfdktlPFhyvVtW zjb^J%^K;I?_f~e@14F@1j;7R_0e&yVD%I}UvqrH9iOas>RoHA}ovQ2?F$S_P(Qdre zuh6r`W8QRLhXm+A6R(_(88gQ+J=76zk04C$z8ALLOIyk>aZyl#{iZX@=Hz{h9Xg)kngKZwpa=XWX6sYAcs7KWXz&y2b1~hc*T2My0HxQk zbrI~kxxiHV)WwI4R6dOvyeZ3%R!R`}45O!vq*8pve>i+Ddp*%b($rxiW!3C|hLXyM zcgs&k(>;EdyZZ5@*qJub=EjSXXwZFO9G&_p;r5h+_O^xrOLQ>~=REfIP5R#{ixqTI zWN4v$y4kU;(+7yaSVpnc(KS9iAv~XuFK%zMz+LFiJNiGGP2xp~J04HGcye&o+^JgN zR`tA`BwRRi%Xs|SW|d-i#ihU2jr5|Q2F`%b6wPGD5}0lPUe`Y9&^73Wh#5VF zl!Ge$e>r)QN(jB=sEJ1)^gqx(1tHPcnD17q*G{9*nWQ{?aF^(m5D;Y#q^fk$P_823@xzg&= zo(KI^A_LttXfr0bL5ox1m2pO6&#cH_?(ESFRF+4E?1hi(TTGA!(f~2U#rvh!-e@By z{`UO*yg>`FBocKX=ddg@@Td{Kxl*sLc?1F2N($A1t9^OPG1Mg|ve#&Q=zWt{lo)&B zpT05ahZnR&vIGQH6oF(KLDXNDhpfb}{f=aL9lsqoy1yve1(C&d;Yil#!zt%%QMvKp zHF-OUw`V}=Iho*^iwh#Mh#u(OIolczd2g9|6;qt=VuF<-@*<5?Hwk^H+Lm2y|1E(R z5G9jS_O|*WfiPm6P_L!afuwoA&jA5XV^L@>vsb?r&I_UVi_pYK*B`57kw2-04SV10 z{|Xl^I5{5*pEMW6Hf+s62<3>onUV-`oEiF-Vj!;h7O-!y{Co<->*Fl8Wr#08VO5#&!JdSJsO;QY+*yQhJxx#;Ry@m&*K^qOq8pPS;D8+*Py8GA zd?6{(avTW_Wq`bPmCLt+>fdkkeO!Rc+nHN_=6)2{F}Gw+D+*TmM|D5E zH#Jc#9PBeVM`1NC1G`|3W&>=L;}2~0UWwQB#sf&KcA`4edS)rhm(oc%T4oBs6}>rZ zMA?|sWCQ~aCjyfk>fTzRGDbQ}VsPBe5;{xGL=BQ9&qEfFpg3+UfLG|3_2=xAql`gPbgsPb>*)~!6*Cv zGER4`F;R!t_h->YqM_>0L~~%rswCCFfrC&K|7tlOHakbT$OS4ZSC@c2FO^tHJMgFs z!&5Z3dgMZdEG%%J*oafeTQ&YJRH&T4$-)}2w525O$aeTA;!}nUp%5;xIVE^ z2Re775Xdq^fZ2Iu;Q1oZ-O)t%CUp|qaD{d=%j}219b3sAqUmi1@VAq90R8(?vrsW% zPgapr}ClI1aLq6wd^;gHD3lW;1C zmA_jkA_L2zOuEl+3XGAonaF<-Izk6G@zK43|7Y5}oLMvirVsXb(bR@@^Bpad!=;Us zlg7|L}J%r0i?uHhTK?Ow*E8)kZ7eLoLV$Z(O9xbIX@n-i3rJm z$xjOhrHeIQGf31$1e^EDRmsUw70E?ay0X-DYXvO3zit#z9~v3j6Q@=lKf?(jnPfNC z9n0Y`WU~rqQ?xygfjS?UxUd)=fM-iC_?Urrn^~eJ)OvcUSp1uvRpWcu?Hl7=)TwZz zh8fHKLqyz{zPdu`9W`lW-3FR6;J*mJTDZ zCuz>7&J$@#L0m-(RESjRKJ~q=G*23DrtAe?Mt~z$_y%7yz~O)P z#%g?z6dMVUFoVrO6>72HU=8P?-2BzHN!@Z58qP~nnBV0PK|7oCo20)P|qWT;HsMwuM%j0_KT(;n5)C7Urc=7M5TaW~l z0i~nD)(VU9rEj=*OBrJ7EFnHx@RwaexYG+aAQ4;R5ZgybbjQ8`oJxA^C}6?D79a6a zN>!1d@t}a!n&b7K*4c*KZMMH~s$()^0fqCss)4PBPgQf&{MNEBk+6u})X4kwK-1rH ztJA}Ki~HWB?qh)9(tmp9Y@M0rr6peC8cY0+?B$DVwK*js3Q=oZ0ci6r>F!%!H~?E| zK=5dITBsK|p!3M}$D)VMu(tvPD*TgeIGZRgH=8JmMm8bKV4PqN+-{VWUcJU=Kl_tI zMMSFhNJ6>*>17LelQ$UT2A}qV=TW;aclVR*oK2T>Ouw?pQDQ~gSBs5{of1{Wqb>Wm*9enTH2RU#Vn1rRWa&pN+dDPzyfeHwfq}gCOzw z*8(YCbk(4Ay_0k?xADr@pZC1R^|I&BR#@YdYp?X-Qw2#ymn0xeaga*D*r-x6HE_qo z?h?RPW9FKYIk9=?ZH9gt$rL7gtP$|W>|HZq0#kV+WOxGpEb!7B+Ge}Y3hJIayzCVI z&dyl99?_{PFNTTE*G2~TAO)-mRI81s2|@U;;K$0qR&E8#b<7$8Im6!Mz{9XuChh7X zFzQ50t1?*kYEZ6*cb;oui0+Hewj8nb$~~a^_57!!K55~y30LOWR8Vgk!5>U3&*3}@**sWKyPC+xVt%r*x+}66?1rJhAj+y84ShU^u0PV z(P1f2$$W1#X2c+Y9#L2J7~zYg3$66&<9t}`< z1Du98vIIawOY?mB70zAqYS(psXXHm7GLzraoDGY@Qn9&=t91b<{SQOLDU%l0AKWX1 ziF_P`Vm|M`Sx?i4mF}&WZb!_dp)}kB8O7K4Y4G<+5Uw&Hf9{nCOxI)6x?_^ErQHmY zsfdD>2G6=&#>wV$TBFSoIOFP&Jzu*Tx#u8Zlxqcs5aF*(jbA%F-8JHZjYu9W-s;G^ zt&HaQ?Hp86WyMjaY6GN=i(k}d;hO|hnV}^cv9&(J*#Ei)JWsqex0Zk+tj$In#G9%` zif?S>O)6vkDFXqvMIAc3KViaxbT~q8T^T)oFj_OC+7S)BzpQL3ghWdkt21>dGhWr> z`L-*OpvEHQSv*Aoaf;!kn33mY8Vjnd#a@mHPnPU9J2~fUc)@i;&n8Ur;2b9{0Uhtz zJfE~E|8?Hbtn;g(Mk4rKHaHi5aXwHL2A(Kyd)7>Qw`_Ud?Vxx6*w_>UEJQybM9trG zESSlA`(V;+=E@Kjh^;v3!%b)Pu5h_4e{D_=6|&f>LjaWbIe|b5h&v!{9&&$ME|5i@ zFUF=n0e#0Km={vU0GQk5?XLa$RU#=f!>F<`7q{}{2fFF-!|eLE2?H4_S@9HNj&1sW zd+DRdKoLr9+d*W9dWenMWFTgH;PO`)I~~>M@vQq0C!nDSF+bUa0E`o^p~_rOxnOB* zk7(O3Bh2hM5B;5BjRYkN$XP0c{^v*wsLFu(5_oVT8;Tam52rV(S&kdOuEKP@Su43* zo5rAxTL80x6ev8dyBU0Qz!KV7B<=*}KhjwmgX0XxzDtcn!DMM0y$`VCuY1b8&@+5^ z0@G{O{d20Eb$+1P1Ut=1LhwY}tzT=sLx{)TwZvmolTm%av@6fW_YycN@`*}NZb$b$ zX6P}N+n>0Msn=wD*Y>lS3-4YpdgNe{H){0$GUUt|4)`q=yx9mKp^>K!ee-gBAyKp) zMwVN^msD0(^YpsGzda5Eq4wW>Mzca3DGWwoLCX(e<20_hX|4TYo3AsWuHO1^6S1Yv zs7-tTtux;Kk}G8XG70M3U*lS*swKM0J8dQ}eh5Ji>5-a_5Cf^O_}U8)*c*!+2G;+Mfo;DhdDHw0&#us$M~Lb_w_rV8 z4CBMl;lb^nZ$_Yir<-wE*R+b~c{rmg>&uz7SsYASeiR*|*VH(BG;srdq39(M8wTWc z&p6rJ1dGGEt;{iLPq-2AWuDn&v9(W|Hr!jB$%sFo-P6dhtmJwF)!qgwYR{ci0d^hw z_6&t_sqUdCD#tl8_oWL>a9Zp?F1f&Tei3uHPJ87)Q1erMy=7shC!th~=yeE1K4PjU z3Gj`duA{e7zv_Jm$tX&9YFUe3BKPPy-U8nyy9*V*e&uLCG@|9}mzfei!fRRWC;73v z^SXVq|&t~=z^h&h^05xOuOyQ zviC%EB=-r4Wqsb2rrCEe8x}fEMA{TN@6oSE;D#6b?U=JZcu$wBj=fB_Oom$%Ad`>h z_b-9_kyb^R8da8x;5qe*fFcAa6?7{qVUX0tFTb~boIVhK1E}~dIomxP-3(=O3oPtJ5R{J<;GWi?@!7(<`0*ti_o}FI7OKb zp+RPs)AEY(w4NaNf=#kVLGSUl_71JN0}{cexQlM8JN9mR2na;< zB@#Ko=I4XdPZy4$>M<@vBB_XkT7l21>l*kS)+Czud9LR)VFiEdGKbQ0s<^OZLXY4opPb1M|oQ zjn}VYMUvx7FSjmo9er03k zblSOTv>(eX>!!V`FiOxsAvw+i;V^06a&U;TnHum~4@9*_<81PJVmCuMH4JpGKDf+e z_#lCiag^*LI$|YSh$O{BeZfZ>oQr2*bQ!gX zUeOp*9SRr6jt9_(A2&uxkLlT;5J~_)G!U6$a(rAE0?Y4^>F$vqmjJDOqD;w2O4eNE zGJIw%Wzl~(hS;8atNEPir8=k{>-N0pxK`!uH*Ws;w_G9Ysum4D8{N8#&1^4~tBI*< zqKHmF@9T)+C-T)!j6N;C3~q- zhLSwOILbT*x%)IdHh27%&l{hb@1CRv$AXi$e8d2}Cu06oG2(om1wPi|*+9!79%uMm zH00&5_vr%tXD%{;t_SvN#94t+Gz`0MeHuYh3EOq1 zFi4IH;q$18;D~ZNc+{V7)2|(kp_j+BaM=61Z1xR4Rbc<;N$(&6-=H|G^Cpkel$$7t zYF_%1tU49i-L399g2N~f|I@xAN4u?6I3ooN&2K!Y-ClOdqMH@JFPZV`jujvV6sx>O z%rPfNFsoue!#Hu12+YTa>mm*br^f{Z-ROM2?+7$fZ;9F+s+RG?1gT7z8V8>!`6x^T zV8YCY$7P730cVQ|aSW&CLfT!JqYNi(`u-cScMU_5XUUDs|9 z6{I65AWcOnA`&_xT~KyiqBInyvwT$zqu4T!L(p# zE8ctYqS-l}x7-2o55yN*Zz9lrOu-ldrX>3MpO4MD=Q{m{GG1eDam7iD|sM+nKV<`XX!GMKx2ha>3hjv9j=`RDoQ zty;i zv<5ioS3^hEF#Q&6yryC7d*`SJ<;}awYdbrNhVeaE#%DH}IvB~gm~Zxx%?M2k3!d$u z8ccS1|8}A+{akMn4{Em$A|Bf)7;v0iYa^!dlFALgZcQ&sAUz$!O5^&7yf}1Wz?X9OFE>H5&CXr_L z(>MeE?7n!2>H5DBptgOA3q&QP^7$s$?z6sYs=*SvmaM}9)Ir(CBxy-gNokyx;TLcf?sBD(CXfuZnDM_n)3DG9Y(8~>CXkrj-+7WLac)E_Wfw$iCq4= zMU`_ATu#a55+Dd9yw7wohQwK*0q~a&+9vg3`Pqv80*-SOzX@Qy@jL1WffRjD>eIPbk~NnU&?+_YT`d+s(h6BmAm81n5LS> zF{lDLZiQ=IRA^G=QjzzBb)nV-4=MXFa)r&Bi{kS0uu&7SV4Ozrfmn&fYtP8#C5 zv=&NK7SQ4DU@|q&EJhfLGv|dKcTPC1t9qt+oP4rdLG4OJK_gMo>VCDAYH7wJ&E?`N z+jk91Y&t6<(q-N$U9B)vgFtIMW=dP9ORf85pe7ClX6L3Ly{}p(SCZ|IC9;gyMU%3< z-%Yf&p1fiAs$h91G<`rRqTu)~j)uUq$MHI;7g)3t-0feD^~3TxtfYy<EbTNDzKn^c>@Fc;Fvdu4^dcTOs;8&U~kNo)z0ut<@oIwg_d%) zlEs7$V-d@=i2GC1I_|ZySq)^Rbjq>wsASEv7ev6)aA=r|>tyyb&iKy69=7L7r{@RB z98Xt{Kc0W%_<1U5FakOF;|uBHEWK%g(B^<={8Rj27G=@CA%_bT>v#m|n}1@&Z)QQv zuUY2p5N-T%`U+%dKEWb4ZDyyT8^K6IfO_rm4OZ@GuC5Ih5%;kSG5blF>!U5lkg({9!vnPy zBt^P8bo2Ksyc4e&vwZzOX3(-adhypC1jyM1wzKwiTzb6C5=93j8_!;`Ux`KDpUc@* zcgQLXiO(D8tYh;^E#3}sELGt%uIR3fR-qJ)MxS!g=bHYy*aHLXTEdz)jsw=%;*iH#c-rkcx)9v zPt*3`gF`#Msm`fXp3RD3UH3U#ya3c>jcLZ~>DL|!+lBq3#)tbCih30wNNha!=K+(l zOFTl2_o{FC_`u#9H_`|0#BPTiiJfv^WP=AQ@Z+1B<$zwxhk4thql+)C8=yYRKckBz z1UTNU?=I$H2}sg4c|}EAT-#IftngtxpWHt7`v!P`$$IP<;_~S}YislPGmJ_i;y!FI zu6Ss{vni~_KfcVg96qrja4Cu=8D5a#bWgU=0f%l@-A?zkVd|0(2rnOywpKyFFiWhr z=0u%>X3HbZxu~U6v%(WqAzViAyNn6X8p2K^?(j|-TQptil9;~Va2XzELiB!ct0~PvCP+Z+r}ilUTko{?Sm8F_3VrEwT)*Dnv=Jj6OFbOyY1P$=_KuER z=Hf9*lL7SplYwHekPY4LH&?lORY7G!5MGKVeGZE4>4XW_`rijH_K52m*FHL!N@m8$ z@dxdyW0Z;{sD8hw#3`KgSxW_$W*v!>s~uV0_#-Awoab-_b;tYaJxTms-XhOBjm<7! zx**D?qZ`9vt7Od>|8@R|T)vu+Sda+2U;T4#uT=3A!;_B{`PKK=uV03v1q>d&SfsMO z^#<_GK{IKf&=i|@uq_6G7!UBu+B4GXTkR(5ed&aIl_<)W%<0h&(uJmKkHzI|CB0>m zd&jYYXTF-K(e#_uXM;=1HmF$$!4mJyh0i|wC!C6NR3`3XGktcd%vkbx?!S+zyplM} z;+$urYO;>HaFrhC&CL)m{vv+RCB~$%b<6{k#P5OXuL82)gG;NcZ4?4V*i$&<9Y_4n zB-Ixl<2I`Bx1q7;k?C|#Y;bXJcx*cBX21)wGw|=rNqufnACi}=tE2!ML*k8sp(h3X zG%cic^$y#LCfkZyBw@vtIc;og%%*Y#r6gp|lqen}s2S$yX#e{M^$g@Q-e@8MW=rlB zi*zG<$|s$PLC>_>r1YsX&?{!MI#lwxxw*}?%+XzyZb|iS{kJIgZ*A;orIbA2YA7 zuZQ|9nb|uybWqGrKIAUGbIB-2<gT&y5~a^ElXo9ONo}RfJE`U zi1Fj?Ahlh{re+Vb#vF?AdJijjS-<}Gw{?-{?O~gq+6mf_`wf0l_sU^O&I2E8IuiK; z7P1`s#>Nsn!YE@K>hb{9!3?9duD2w#JoIQhB_$rM{Rz&DEuym6EaLp{r>B`PA;P^d^P=B8cJJ3#WqZF+P~`= z!Qme-e&Ii(f+HUPE;6{lJ5MuO(Yj6hvs2>Y;t*Z)074@P^;?c53VyJe0o1hO?tN;< zwI`V0y?ZJzDv8rnefI+B`$_)#Reo+^0oTFr(Kb@)*jT+xAYg%*RO-u@F~5G@38CWQ zBsl}&MAUiZ%O3Ny?eNi zg}K@{Zp6A~+oOm=ssVlY#xJ21KS8I z$*rTTH8j4O@EI`fcB`4_fEwXYaJ~1Qskg1IlfYiM3_}f9bt9mNh3>3jU<1&CsrK>p zr3-hho||cnqajjH7w{IakNe)MNVCP!mtzi8f`Wr(fLFZNkfv4L?+n2SJ9~7S$dARv z+FDw4vFyUhW9|*C8Pf3MspE@}x?V|TD!QFEWzHm( z`9=x8{@`^;CE4}7xhgI#&Cry~^U`2miRapbp001t#ek8Qw@D-s1%*>!@veOT{@rtR zxZ=He0#_q}Wc^;L;R30vJ4#GOm0000@6H9`Q2srmT%;Xrl%k<{_L0-*WXY%gomohg&r zHSeh`5U{_2^%`@l0n-Rp;EajZ>IJ*l%-nqDF2l>!L?N{^*kr-$ARnGYQrt>ljc0<1 zt4~Qb?Mb7fmgD|Yp~L9VYw~A|QS4&*)93jhP@9&cw4m7D-X5^^Ln(jIWj4TmBj$s% zQMMwhsp`g22m&l}QBhG-f;2jQ@RJ30cj;sl=8#ILU8~0f`FRe)^{3Z7(7U1sTX~1m zgBI}iTCZ8KG&191hg1MidPO8=ePQ+|AOt{~${Rj?{P?ZP9qJ7*3m3(%-c*=}dgmF*leus<~-(vN7A4hI)>Q+16wG>v0;0 zz}_x!-#cjoe=I9=K$CII4jZ_3BR@aI0f1_>|I7gL<4~rU$UxxfS;fVd7Bmib*$W1i zGk;_&HB{?&xJtJ|6I*8xG)q(gXd&_GJJc^hJ1!qSe@@*6Of zSpW;|=Qc1jgxz1dsbMQCE6bZ>f(`lO3b#9R<_yliPX@QvKyU!}h3}<7``p|d6iDJe zIiVe^Ke>fVC>J;Sz4ZiNS|bbmFVWy1TcD1b1=z#Ot6>Ky*U&GyJh3*JKI zbwE2>_W`Teu*^#wf`Ru^G!8Q9nkbgfcc`|qS(yNPQ}|ST#0&bJG69;(9TEGUc$_ZdiuDm)bKto5 zQS9yQK<(6X@UDecK|kW>d;JY{0Wd5hBW?I|j{!Vf0fZrmUnxi`3~YBz^E+>nFQH4| z7$LBgl!J*SL#Y&mo=$}!sCARp0TxHczwLMW>^vaq# zy5)Ki!=G)+rU<~A@qpQ+0NhhCg#4Mb+}vcWP%w*MgCM&ac#1A3XMX2SbOszb;&JHM z^QL)qq%yzX$qWWdRtqKul$Hbh^BuB|14M~8>BhJhR?x}K&9@Z(89}$!NP^LzuCu47 z1CWv~ii*?g4!ab!Sb%CpgD(Feh~A}z;!JVu!nAjeKYOSKPl9J2g zo~^84>qokV>g%8Q3%fuz19WSpZtq(~ZvYO_2GEtY^j^a9K;bO-m~z1S*$>9qvA`%R z{|R3wXJ;=pchcGf2(ia+-MWOWrHdeE5(b^0u;)Ysku*Rn#<>#-(h)yqsKITBK^maaAc{ATXGHyh8@$ zjYi-$g{CTd)e{PHgP3Sh#0wyWRq&sx`*lw)78e&oAgrvcyh`o@LLuu~^78W2g&I@| z0uqn}T63m=iVq`*=+Q=^twU&{LZ3Vs10zrU~M+>#r2q=-|-K(?-lqJQ+%|?%0y8L{ftsK-LaRp|%PiG;#Cr1poO| zTbt>nEKv5S;AVU&Q$q+c6LpA4>o{$ zB6G$ry<~z+dn%tl*w;47Rpm=j-xEjgZyLVH$e5);MQ|RdK}Trnfb23}nMP{>YmWti zy~lMo@)&d9&!3UBEV+X}#i{!IO)5VL~*53s`WJg6r?M1qJkg*C;^{KVB<1 zd3a!zFuTSAssS7{SjGy6CDL+a*gHce8jRBN8QK>>j=j0%u?<5uAO4U5}G78Vw5xliN6An8yaH-n#t|2q#mZ` z$53*H6q#a<^s12rU_r|lxw*L!gT;3_gOP9_6+zmv zm4{LBfBgbri5*xrax*)UV^bZ>p()ZfggN9tp_x&i;pzXUIQ{nu|F?(^ITU{J47n`w T5(bJ^AP{|B6P+?`MCAVf2O90N literal 0 HcmV?d00001 diff --git a/examples/structuredata/simple_instance.py b/examples/structuredata/simple_instance.py new file mode 100644 index 0000000..425ebbf --- /dev/null +++ b/examples/structuredata/simple_instance.py @@ -0,0 +1,23 @@ +from aiida import orm, load_profile +load_profile() + +from aiida_atomistic.data.structure import StructureData + +properties_dict = { + "cell":{"value":[[3.5, 0.0, 0.0], [0.0, 3.5, 0.0], [0.0, 0.0, 3.5]]}, + "pbc":{"value":[True,True,True]}, + "positions":{"value":[[0.0, 0.0, 0.0],[1.5, 1.5, 1.5]]}, + "symbols":{"value":["Li","Li"]}, + } + +structure = StructureData(properties = properties_dict) +print(f"The cell property class: \n{structure.properties.cell}") +print(f"The cell property value: \n{structure.properties.cell.value}") +print(f"The cell property domain: \n{structure.properties.cell.domain}\n\n") + +print(f"The positions property class: \n{structure.properties.positions}") +print(f"The positions property value: \n{structure.properties.positions.value}\n") +print(f"The positions property domain: \n{structure.properties.positions.domain}\n\n") + +print(f"The whole list of currently supported properties is: \n{StructureData().properties.get_supported_properties()}\n") +print(f"Stored properties are: \n{structure.properties.get_stored_properties()}") \ No newline at end of file diff --git a/src/aiida_atomistic/data/structure/core.py b/src/aiida_atomistic/data/structure/core.py index 81cb488..fdbc015 100644 --- a/src/aiida_atomistic/data/structure/core.py +++ b/src/aiida_atomistic/data/structure/core.py @@ -42,6 +42,7 @@ calc_cell_volume, create_automatic_kind_name, get_formula, + ObservedArray, ) _MASS_THRESHOLD = 1.0e-3 @@ -55,50 +56,30 @@ _atomic_numbers = {data["symbol"]: num for num, data in elements.items()} -def immutability_cloak(attribute): - @functools.wraps(attribute) - def wrapper_immutability_cloak(self, value): - if isinstance(self, StructureData): - from aiida.common.exceptions import ModificationNotAllowed - - raise ModificationNotAllowed( - "The StructureData object cannot be modified, it is immutable.\n \ - If you want to modify a structure object, use StructureDataMutable object and then\n \ - transform it into StructureData node via the `to_structuredata` method." - ) - else: - raise NotImplementedError( - "Direct modification is not implemented. \n \ - To change the property, please use the corresponding `set_` method of the StructureDataMutable class." - ) - - return wrapper_immutability_cloak - - def get_from_db(attribute): @functools.wraps(attribute) - def wrapper_property(self): + def wrapper_property(self, **kwargs): if isinstance(self, StructureData): if attribute.__name__ == "sites": - return [ - Site(mutable=False, raw=i) - for i in self.base.attributes.get(attribute.__name__) - ] - elif attribute.__name__ == "to_dict": - return copy.deepcopy(self.base.attributes.all) + sites = np.array([ + Site(raw=i, parent=self, index=j) + for i,j in zip(self.base.attributes.get(attribute.__name__), range(len(self.base.attributes.get(attribute.__name__)))) + ]) + sites.flags.writeable = False + return sites else: prop = np.array(self.base.attributes.get(attribute.__name__)) prop.flags.writeable = False return prop else: - if attribute.__name__ == "to_dict": - return copy.deepcopy(self._data) # this should be done in the definition, not here. if attribute.__name__ == "sites": - return [ - Site(mutable=True, raw=i) - for i in self._data.get(attribute.__name__) - ] + sites = np.array([ + Site(raw=i, parent=self, index=j) + for i,j in zip(self._data.get(attribute.__name__), range(len(self._data.get(attribute.__name__)))) + ]) + sites.flags.writeable = False + return sites prop = np.array(attribute(self)) prop.flags.writeable = False return prop @@ -117,9 +98,9 @@ class StructureDataCore: :param pbc: A list of three boolean values indicating the periodic boundary conditions (PBC) for each spatial dimension. If not provided, defaults to (True, True, True). :param cell: A 3x3 matrix (list of lists) representing the lattice vectors of the cell. - If not provided, a default cell matrix (_DEFAULT_CELL) will be used. + If not provided, a default cell matrix (_DEFAULT_CELL) will be used. :param sites: A list of Site objects representing the atomic positions and species within the structure. - If not provided, an empty list will be used. + If not provided, an empty list will be used. """ _dimensionality_label = {0: "", 1: "length", 2: "surface", 3: "volume"} @@ -130,16 +111,16 @@ class StructureDataCore: ] def __init__(self, - pbc: t.Optional[list[bool]] = None, - cell: t.Optional[list[list[float]]] = None, - sites: t.Optional[list[Site]] = None): + pbc: t.Optional[list[bool]] = None, + cell: t.Optional[list[list[float]]] = None, + sites: t.Optional[list[Site]] = None, + mutable=True): self._data = {} self._data["pbc"] = (True, True, True) if pbc is None else _get_valid_pbc(pbc) self._data["cell"] = _DEFAULT_CELL if cell is None else _get_valid_cell(cell) self._data["sites"] = [] if sites is None else sites # _get_valid_sites... # validation should happen here. - # primary properties: @property @@ -150,16 +131,9 @@ def pbc(self): :return: a tuple of three booleans, each one tells if there are periodic boundary conditions for the i-th real-space direction (i=1,2,3) - TODO: new primaryproperty decorator to be implemented to be the combination of the two and which has the setter method to have the immutability check. """ return self._data["pbc"] - @pbc.setter - @immutability_cloak - def pbc(self, value: tuple[bool]): - """Set the periodic boundary conditions.""" - raise NotImplementedError("Direct modification is not implemented.") - @property @get_from_db def cell(self) -> t.List[t.List[float]]: @@ -169,12 +143,6 @@ def cell(self) -> t.List[t.List[float]]: """ return self._data["cell"] - @cell.setter - @immutability_cloak - def cell(self, value): - """Set the cell.""" - raise NotImplementedError("Direct modification is not implemented.") - @property @get_from_db def sites(self): @@ -184,15 +152,18 @@ def sites(self): except AttributeError: raw_sites = [] return [Site(raw=i) for i in raw_sites] - + @sites.setter - @immutability_cloak def sites(self, value): """Set the sites.""" - raise NotImplementedError("Direct modification is not implemented.") - - # derived properties: - + if not self._mutable: + raise AttributeError("The StructureData is not mutable") + #the_sites = _get_valid_cell(value) + #self._data["sites"] = the_sites + else: + raise NotImplementedError("Please use the `add_atom` method.") + + # derived properties: no setter methods. @property def cell_lengths(self): """Get the lengths of cell lattice vectors in angstroms.""" @@ -205,10 +176,6 @@ def cell_lengths(self): numpy.linalg.norm(cell[2]), ] - @cell_lengths.setter - @immutability_cloak - def cell_lengths(self, value): - raise NotImplementedError("Direct modification is not implemented.") @property def cell_angles(self): @@ -226,11 +193,6 @@ def cell_angles(self): ] ] - @cell_angles.setter - @immutability_cloak - def cell_angles(self, value): - raise NotImplementedError("Direct modification is not implemented.") - @property def is_alloy(self): """Return whether the structure contains any alloy kinds. @@ -268,7 +230,7 @@ def from_ase(cls, aseatoms: ASE_ATOMS_TYPE): data["sites"] = [] # self.clear_kinds() # This also calls clear_sites for atom in aseatoms: - new_site = Site.atom_to_site(ase=atom) + new_site = Site.atom_to_site(aseatom=atom) data["sites"].append(new_site) structure = cls(**data) @@ -411,8 +373,8 @@ def build_kind_name(species_and_occu): "symbol": site.specie.symbol, "weights": site.species.weight, "position": site.coords.tolist(), - "charge": site.specie.oxi_state, - #'magmom': site.specie.spin, + "charge": site.properties.get("charge", 0.0), + 'magmom': site.properties.get("magmom", [0.0, 0.0, 0.0]), } if kind_name is not None: @@ -424,19 +386,37 @@ def build_kind_name(species_and_occu): return structure - @get_from_db def to_dict( - self, - ): - return self._data + self, + detect_kinds: bool = False + ): + """ + Convert the structure to a dictionary representation. - def get_site_property(self, property): + :param detect_kinds: Whether to detect and include the kinds of the structure. + :type detect_kinds: bool, optional + :return: The structure as a dictionary. + :rtype: dict + """ + if isinstance(self, StructureData): + dict_repr = copy.deepcopy(self.base.attributes.all) + else: + dict_repr = copy.deepcopy(self._data) + + if detect_kinds: + dict_repr["sites"] = self.get_kinds(ready_for_use=True) + + # dict_repr = get_serialized_data(dict_repr) + + return dict_repr + + def get_site_property(self, property_name): """Return a list with length equal to the number of sites of this structure, where each element of the list is the property of the corresponding site. :return: a list of floats """ - return [getattr(this_site, property) for this_site in self.sites] + return np.array([getattr(this_site, property_name) for this_site in self.sites]) def get_property_names(self, domain=None): """get a list of properties @@ -449,6 +429,22 @@ def get_property_names(self, domain=None): elif domain == "site": return Site._site_properties + + def get_charges(self,): + return self.get_site_property("charge") + + def get_magmoms(self,): + return self.get_site_property("magmom") + + def get_kind_names(self,): + return self.get_site_property("kind_name") + + def get_positions(self,): + return self.get_site_property("position") + + def get_symbols(self,): + return self.get_site_property("symbol") + def get_cell_volume(self): """Returns the three-dimensional cell volume in Angstrom^3. @@ -493,37 +489,37 @@ def get_formula(self, mode="hill", separator=""): assume one of the following values: * 'hill' (default): count the number of atoms of each species, - then use Hill notation, i.e. alphabetical order with C and H - first if one or several C atom(s) is (are) present, e.g. - ``['C','H','H','H','O','C','H','H','H']`` will return ``'C2H6O'`` - ``['S','O','O','H','O','H','O']`` will return ``'H2O4S'`` - From E. A. Hill, J. Am. Chem. Soc., 22 (8), pp 478-494 (1900) + then use Hill notation, i.e. alphabetical order with C and H + first if one or several C atom(s) is (are) present, e.g. + ``['C','H','H','H','O','C','H','H','H']`` will return ``'C2H6O'`` + ``['S','O','O','H','O','H','O']`` will return ``'H2O4S'`` + From E. A. Hill, J. Am. Chem. Soc., 22 (8), pp 478-494 (1900) * 'hill_compact': same as hill but the number of atoms for each - species is divided by the greatest common divisor of all of them, e.g. - ``['C','H','H','H','O','C','H','H','H','O','O','O']`` - will return ``'CH3O2'`` + species is divided by the greatest common divisor of all of them, e.g. + ``['C','H','H','H','O','C','H','H','H','O','O','O']`` + will return ``'CH3O2'`` * 'reduce': group repeated symbols e.g. - ``['Ba', 'Ti', 'O', 'O', 'O', 'Ba', 'Ti', 'O', 'O', 'O', - 'Ba', 'Ti', 'Ti', 'O', 'O', 'O']`` will return ``'BaTiO3BaTiO3BaTi2O3'`` + ``['Ba', 'Ti', 'O', 'O', 'O', 'Ba', 'Ti', 'O', 'O', 'O', + 'Ba', 'Ti', 'Ti', 'O', 'O', 'O']`` will return ``'BaTiO3BaTiO3BaTi2O3'`` * 'group': will try to group as much as possible parts of the formula - e.g. - ``['Ba', 'Ti', 'O', 'O', 'O', 'Ba', 'Ti', 'O', 'O', 'O', - 'Ba', 'Ti', 'Ti', 'O', 'O', 'O']`` will return ``'(BaTiO3)2BaTi2O3'`` + e.g. + ``['Ba', 'Ti', 'O', 'O', 'O', 'Ba', 'Ti', 'O', 'O', 'O', + 'Ba', 'Ti', 'Ti', 'O', 'O', 'O']`` will return ``'(BaTiO3)2BaTi2O3'`` * 'count': same as hill (i.e. one just counts the number - of atoms of each species) without the re-ordering (take the - order of the atomic sites), e.g. - ``['Ba', 'Ti', 'O', 'O', 'O','Ba', 'Ti', 'O', 'O', 'O']`` - will return ``'Ba2Ti2O6'`` + of atoms of each species) without the re-ordering (take the + order of the atomic sites), e.g. + ``['Ba', 'Ti', 'O', 'O', 'O','Ba', 'Ti', 'O', 'O', 'O']`` + will return ``'Ba2Ti2O6'`` * 'count_compact': same as count but the number of atoms - for each species is divided by the greatest common divisor of - all of them, e.g. - ``['Ba', 'Ti', 'O', 'O', 'O','Ba', 'Ti', 'O', 'O', 'O']`` - will return ``'BaTiO3'`` + for each species is divided by the greatest common divisor of + all of them, e.g. + ``['Ba', 'Ti', 'O', 'O', 'O','Ba', 'Ti', 'O', 'O', 'O']`` + will return ``'BaTiO3'`` :param separator: a string used to concatenate symbols. Default empty. @@ -577,7 +573,7 @@ def get_composition(self, mode="full"): f"mode `{mode}` is invalid, choose from `full`, `reduced` or `fractional`." ) - def get_kinds(self, kind_tags=[], exclude=[], custom_thr={}): + def get_kinds(self, kind_tags=[], exclude=["weight"], custom_thr={}, ready_for_use=False): """ Get the list of kinds, taking into account all the properties. If the list of kinds is already provided--> len(kind_tags)>0, we check the consistency of it @@ -634,7 +630,7 @@ def get_kinds(self, kind_tags=[], exclude=[], custom_thr={}): default_thresholds = { "charge": 0.1, "mass": 1e-4, - "magnetization": 1e-2, + "magmom": 1e-4, # _MAGMOM_THRESHOLD } list_tags = [] @@ -652,22 +648,21 @@ def get_kinds(self, kind_tags=[], exclude=[], custom_thr={}): # Step 1: kind_properties = [] - kinds_dictionary = {"kinds": {}} + kinds_dictionary = {"kind_name": {}} for single_property in self.get_property_names(domain="site"): - if single_property not in ["symbol", "position", "kind_name"] + exclude: + if single_property not in ["symbol", "position", "kind_name",] + exclude: # prop = self.get_site_property(single_property) thr = custom_thr.get( single_property, default_thresholds.get(single_property) ) kinds_dictionary[single_property] = {} - # for this if, refer to the description of the `to_kinds` method of the IntraSiteProperty class. kinds_per_property = self._to_kinds( property_name=single_property, symbols=symbols, thr=thr ) kind_properties.append(kinds_per_property[0]) # I prefer to store again under the key 'value', may be useful in the future - kinds_dictionary[single_property] = kinds_per_property[1].tolist() + kinds_dictionary[single_property] = kinds_per_property[1] k = np.array(kind_properties) k = k.T @@ -675,7 +670,7 @@ def get_kinds(self, kind_tags=[], exclude=[], custom_thr={}): # Step 2: kinds = np.zeros(len(self.get_site_property("symbol")), dtype=int) - 1 check_array = np.zeros(len(self.get_site_property("position")), dtype=int) - kind_names = copy.deepcopy(symbols) + kind_names = symbols.tolist() kind_numeration = [] for i in range(len(k)): # Goes from the first symbol... so the numbers will be from zero to N (Please note: the symbol does not matter: Li0, Cu1... not Li0, Cu0.) @@ -693,20 +688,23 @@ def get_kinds(self, kind_tags=[], exclude=[], custom_thr={}): kind_numeration.append(i) kind_names[where] = f"{element}{kind_numeration[-1]}" - + check_array[where] = i + #print(f"site {where} is {element}{kind_numeration[-1]}") if len(np.where(kinds == -1)[0]) == 0: - # print(f"search ended at iteration {i}") + #print(f"search ended at iteration {i}") break # Step 3: - kinds_dictionary["kinds"] = [ - kind_names[i] if not kind_tags[i] else kind_tags[i] + kinds_dictionary["kind_name"] = [ + kind_names[i] if not kind_tags[i] else kind_tags[i] for i in range(len(kind_tags)) ] + kinds_dictionary["index"] = kind_numeration - kinds_dictionary["symbols"] = symbols + kinds_dictionary["symbol"] = symbols + kinds_dictionary["position"] = self.get_site_property("position") # Step 4: check on the kind_tags consistency with the properties value. if check_kinds and not np.array_equal(check_array, array_tags): @@ -714,6 +712,16 @@ def get_kinds(self, kind_tags=[], exclude=[], custom_thr={}): "The kinds you provided in the `kind_tags` input are not correct, as properties values are not consistent with them. Please check that this is what you want." ) + if ready_for_use: + new_sites = [] + for index_kind in kinds_dictionary["index"]: + dict_site = {} + for k,v in kinds_dictionary.items(): + if k != "index": + dict_site[k] = v[index_kind].tolist() if isinstance(v[index_kind], np.ndarray) else v[index_kind] + new_sites.append(dict_site) + return new_sites + return kinds_dictionary def to_ase(self): @@ -721,8 +729,8 @@ def to_ase(self): Requires to be able to import ase. :return: an ASE object corresponding to this - :py:class:`StructureData ` - object. + :py:class:`StructureData ` + object. .. note:: If any site is an alloy or has vacancies, a ValueError is raised (from the site.to_ase() routine). @@ -1342,30 +1350,42 @@ def _to_kinds(self, property_name, symbols, thr: float = 0): kinds_values: list of the associated property value to each kind detected. """ symbols_array = np.array(symbols) - prop_array = np.array(self.get_site_property(property_name)) + + if isinstance(self.get_site_property(property_name)[0], list) or isinstance(self.get_site_property(property_name)[0], np.ndarray): + #reference_array = np.array(self.get_site_property(property_name)[0]) # I take the difference to detect also the case [1,0,0] != [-1,0,0] + #prop_array = np.array([np.linalg.norm(row-reference_array) for row in self.get_site_property(property_name)]) + prop_array = np.array(self.get_site_property(property_name)) + shape_1 = len(prop_array[0]) + kinds_values = np.zeros((len(symbols_array),shape_1)) + else: + prop_array = np.array(self.get_site_property(property_name)) + kinds_values = np.zeros(len(symbols_array)) - if thr == 0: + + if thr == 0 or not thr: return np.array(range(len(prop_array))), prop_array # list for the value of the property for each generated kind. - kinds_values = np.zeros(len(symbols_array)) - indexes = np.array((prop_array - np.min(prop_array)) / thr, dtype=int) + if isinstance(prop_array[0], np.ndarray): + indexes = np.array([np.linalg.norm(row-prop_array[0])/ thr for row in prop_array], dtype=int) + else: + indexes = np.array((prop_array - np.min(prop_array)) / thr, dtype=int) # Here we select the closest value present in the property values set_indexes = set(indexes) + for index in set_indexes: where_index_in_indexes = np.where(indexes == index)[0] - kinds_values[where_index_in_indexes] = np.min( - prop_array[where_index_in_indexes] - ) + kinds_values[where_index_in_indexes] = prop_array[where_index_in_indexes[0]] + # here we reorder from zero the kinds. list_set_indexes = list(set_indexes) kinds_labels = np.zeros(len(symbols_array), dtype=int) for i in range(len(list_set_indexes)): kinds_labels[np.where(indexes == list_set_indexes[i])[0]] = i - + return kinds_labels, kinds_values def __getitem__(self, index): @@ -1383,6 +1403,17 @@ def __len__( ): return len(self.sites) + def get_global_properties(self,): + # for then easy query + global_prop_dict = {} + for prop in self.get_property_names(domain="site"): + global_prop_dict[prop+'s'] = self.get_site_property(prop) + #setattr(self, prop+'s', property(lambda self: getattr(self, prop))) + + global_prop_dict['volume'] = self.get_cell_volume() + global_prop_dict['dimensionality'] = self._get_dimensionality()['dim'] + + return global_prop_dict class StructureData(Data, StructureDataCore): """ @@ -1392,21 +1423,28 @@ class StructureData(Data, StructureDataCore): :param pbc: A list of three boolean values indicating the periodic boundary conditions (PBC) for each spatial dimension. If not provided, defaults to (True, True, True). :param cell: A 3x3 matrix (list of lists) representing the lattice vectors of the cell. - If not provided, a default cell matrix (_DEFAULT_CELL) will be used. + If not provided, a default cell matrix (_DEFAULT_CELL) will be used. :param sites: A list of Site objects representing the atomic positions and species within the structure. - If not provided, an empty list will be used. + If not provided, an empty list will be used. """ + _mutable = False + def __init__(self, - pbc: t.Optional[list[bool]] = None, - cell: t.Optional[list[list[float]]] = None, - sites: t.Optional[list[Site]] = None): + pbc: t.Optional[list[bool]] = None, + cell: t.Optional[list[list[float]]] = None, + sites: t.Optional[list[Site]] = None): StructureDataCore.__init__(self, pbc, cell, sites) Data.__init__(self) for prop, value in self._data.items(): self.base.attributes.set(prop, value) + + global_properties = self.get_global_properties() + #for prop, value in global_properties.items(): + # self.base.attributes.set(prop, value) + def to_mutable_structuredata(self): from .mutable import StructureDataMutable diff --git a/src/aiida_atomistic/data/structure/mutable.py b/src/aiida_atomistic/data/structure/mutable.py index 0a52fdf..8748737 100644 --- a/src/aiida_atomistic/data/structure/mutable.py +++ b/src/aiida_atomistic/data/structure/mutable.py @@ -1,5 +1,4 @@ -import typing as t - +import typing as t import numpy as np from aiida_atomistic.data.structure.site import Site @@ -18,17 +17,24 @@ class StructureDataMutable(StructureDataCore): :param pbc: A list of three boolean values indicating the periodic boundary conditions (PBC) for each spatial dimension. If not provided, defaults to (True, True, True). :param cell: A 3x3 matrix (list of lists) representing the lattice vectors of the cell. - If not provided, a default cell matrix (_DEFAULT_CELL) will be used. + If not provided, a default cell matrix (_DEFAULT_CELL) will be used. :param sites: A list of Site objects representing the atomic positions and species within the structure. - If not provided, an empty list will be used. + If not provided, an empty list will be used. """ + + _mutable = True def __init__(self, - pbc: t.Optional[list[bool]] = None, - cell: t.Optional[list[list[float]]] = None, - sites: t.Optional[list[Site]] = None): + pbc: t.Optional[list[bool]] = None, + cell: t.Optional[list[list[float]]] = None, + sites: t.Optional[list[Site]] = None): super().__init__(pbc, cell, sites) + global_properties = self.get_global_properties() + #for prop, value in global_properties.items(): + # self._data[prop] = value + + def set_pbc(self, value): """Set the periodic boundary conditions.""" the_pbc = _get_valid_pbc(value) @@ -57,11 +63,20 @@ def set_charges(self, value): else: for site_index in range(len(value)): self.update_site(site_index, charge=value[site_index]) + + def set_magmoms(self, value): + if not len(self._data["sites"]) == len(value): + raise ValueError( + "The number of magmom must be equal to the number of sites" + ) + else: + for site_index in range(len(value)): + self.update_site(site_index, magmom=value[site_index]) def set_kind_names(self, value): if not len(self._data["sites"]) == len(value): raise ValueError( - "The number of charges must be equal to the number of sites" + "The number of kind_names must be equal to the number of sites" ) else: for site_index in range(len(value)): @@ -101,5 +116,8 @@ def pop_atom(self, index=None): else: raise IndexError("pop_atom index out of range") + def clear_sites(self,): + self._data["sites"] = [] + def to_structuredata(self): return StructureData(**self.to_dict()) diff --git a/src/aiida_atomistic/data/structure/site.py b/src/aiida_atomistic/data/structure/site.py index 285f254..7c6037b 100644 --- a/src/aiida_atomistic/data/structure/site.py +++ b/src/aiida_atomistic/data/structure/site.py @@ -1,4 +1,5 @@ import numpy as np +import typing as t try: import ase # noqa: F401 @@ -16,8 +17,11 @@ _create_weights_tuple, create_automatic_kind_name, validate_weights_tuple, + ObservedArray, ) + + _MASS_THRESHOLD = 1.0e-3 # Threshold to check if the sum is one or not _SUM_THRESHOLD = 1.0e-6 @@ -36,7 +40,6 @@ "weight": 1, } - class Site: _site_properties = [ @@ -54,7 +57,8 @@ class Site: It can be a single atom, or an alloy, or even contain vacancies. """ - def __init__(self, mutable=True, **kwargs): + def __init__(self, parent=None, index=None, **kwargs): + """Create a site. :param kind_name: a string that identifies the kind (species) of this site. @@ -65,8 +69,10 @@ def __init__(self, mutable=True, **kwargs): TBD: sites should be always immutable? so we just can use set_* in StructureDataMutable. """ - self._mutable = mutable - + + self._parent = parent + self._index = index + for site_property in self._site_properties: setattr(self, "_" + site_property, None) @@ -79,7 +85,7 @@ def __init__(self, mutable=True, **kwargs): if not isinstance(site, Site): raise ValueError("'site' must be of type Site") for site_property in self._site_properties: - setattr(self, site_property, getattr(site, site_property)) + setattr(self, "_" + site_property, getattr(site, site_property)) elif "raw" in kwargs: raw = kwargs.pop("raw") if kwargs: @@ -89,9 +95,9 @@ def __init__(self, mutable=True, **kwargs): try: for site_property in self._site_properties: if site_property in raw.keys(): - setattr(self, site_property, raw[site_property]) + setattr(self, "_" + site_property, raw[site_property]) else: - setattr(self, site_property, self._get_default(site_property)) + setattr(self, "_" + site_property, self._get_default(site_property)) except KeyError as exc: raise ValueError( f"Invalid raw object, it does not contain any key {exc.args[0]}" @@ -103,7 +109,7 @@ def __init__(self, mutable=True, **kwargs): try: for site_property in self._site_properties: if site_property in kwargs.keys(): - setattr(self, site_property, kwargs.pop(site_property)) + setattr(self, "_" + site_property, kwargs.pop(site_property)) except KeyError as exc: raise ValueError(f"You need to specify {exc.args[0]}") if kwargs: @@ -118,13 +124,6 @@ def symbol(self): """ return self._symbol - @symbol.setter - def symbol(self, value: str): - """Set the type of this site (a string).""" - if value not in _valid_symbols: - raise ValueError(f"Wrong symbol, must be a valid one, not {value}.") - self._symbol = str(value) - @property def mass(self): """Return the mass of this site (a float). @@ -134,20 +133,6 @@ def mass(self): """ return self._mass - @mass.setter - def mass(self, value: float | int): - """Set the mass of this site (a float).""" - if not isinstance(value, float) and not isinstance(value, int): - if value is None: - # we fix to the default value. - self._mass = _atomic_masses[self.symbol] - else: - raise ValueError( - f"Wrong format for mass, must be a float or an int, not {type(value)}." - ) - else: - self._mass = value - @property def kind_name(self): """Return the kind name of this site (a string). @@ -157,69 +142,47 @@ def kind_name(self): """ return self._kind_name - @kind_name.setter - def kind_name(self, value: str): - """Set the type of this site (a string).""" - self._kind_name = str(value) - @property def position(self): """Return the position of this site in absolute coordinates, in angstrom. """ - position = np.array(self._position) - position.flags.writeable = False + position = ObservedArray(self._position) + position.flags.writeable = self._parent._mutable return position @position.setter def position(self, value): - """Set the position of this site in absolute coordinates, - in angstrom. - """ - try: - internal_pos = list(float(i) for i in value) - if len(internal_pos) != 3: - raise ValueError - # value is not iterable or elements are not floats or len != 3 - except (ValueError, TypeError): - raise ValueError( - "Wrong format for position, must be a list of three float numbers." - ) - self._position = internal_pos - + """Setter for the position of the site.""" + if not self._parent._mutable: + raise ValueError("The site is not mutable") + + value = value.tolist() if isinstance(value, np.ndarray) else value + self._position = value # we need to update also the parent + self._parent.update_site(self._index, position=value) + @property def charge(self): """Return the charge of this site in units of elementary charge.""" return self._charge - @charge.setter - def charge(self, value: float | int): - """Set the charge of this site in units of elementary charge.""" - if not isinstance(value, float) and not isinstance(value, int): - raise ValueError( - f"Wrong format for charge, must be a float or an int, not {type(value)}." - ) - self._charge = value - @property def magmom(self): """Return the magmom of this site in units of Bohr magneton.""" - return np.array(self._magmom) - + magmom = ObservedArray(self._magmom) + magmom.flags.writeable = False + return magmom + @magmom.setter - def magmom(self, value: list): - """Set the magmom of this site in units of Bohr magneton.""" - if not isinstance(value, list): - - if isinstance(value, (int, float)): - value = [value, 0, 0] - - else: - raise ValueError( - f"Wrong format for magmom, must be a list not {type(value)}." - ) - self._magmom = value - + def magmom(self, value): + """Setter for the magmom of the site.""" + if not self._parent._mutable: + raise ValueError("The magmom is not mutable") + + value = value.tolist() if isinstance(value, np.ndarray) else value + self._magmom = value # we need to update also the parent + self._parent.update_site(self._index, magmom=value) + @property def weight(self): """weight for this species kind. Refer also to @@ -227,39 +190,30 @@ def weight(self): """ return self._weight - @weight.setter - def weight(self, value): - """If value is a number, a single weight is used. Otherwise, a list or - tuple of numbers is expected. - None is also accepted, corresponding to the list [1.]. - """ - weight_tuple = _create_weights_tuple(value) - - # if len(weight_tuple) != len(self._symbol): - # raise ValueError( - # 'Cannot change the number of weight. Use the ' 'set_symbols_and_weight function instead.' - # ) - validate_weights_tuple(weight_tuple, _SUM_THRESHOLD) - - self._weight = weight_tuple @staticmethod - def atom_to_site(**atom_info): + def atom_to_site( + aseatom: t.Optional[ase.Atom] = None, + position: t.Optional[list] = None, + symbol: t.Optional[t.Union[_valid_symbols]] = None, + kind_name: t.Optional[str] = None, + charge: t.Optional[float] = None, + magmom: t.Optional[list] = None, + mass: t.Optional[float] = None, + ) -> dict: """Convert an ASE atom or dictionary to a dictionary object which the correct format to describe a Site.""" - aseatom = atom_info.pop("ase", None) if aseatom is not None: - if atom_info: + if position: raise ValueError( - "If you pass 'ase' as a parameter to " + "If you pass 'aseatom' as a parameter to " "append_atom, you cannot pass any further" "parameter" ) position = aseatom.position.tolist() symbol = aseatom.symbol - kind = symbol + str(aseatom.tag).replace("0", "") + kind_name = symbol + str(aseatom.tag) charge = aseatom.charge - if aseatom.magmom is None: magmom = [0, 0, 0] elif isinstance(aseatom.magmom, (int, float)): @@ -268,25 +222,25 @@ def atom_to_site(**atom_info): magmom = aseatom.magmom mass = aseatom.mass else: - position = atom_info.pop("position", None) if position is None: raise ValueError("You have to specify the position of the new atom") - # all remaining parameters - symbol = atom_info.pop("symbol", None) - if symbol is None: + + if symbol is None: raise ValueError("You have to specify the symbol of the new atom") - kind = atom_info.pop("kind", symbol) - charge = atom_info.pop("charge", 0) - magmom = atom_info.pop("magmom", [0, 0, 0]) - mass = atom_info.pop("mass", _atomic_masses[symbol]) + + # all remaining parameters + kind_name = symbol if kind_name is None else kind_name + charge = 0 if charge is None else charge + magmom = [0,0,0] if magmom is None else magmom + mass = _atomic_masses[symbol] if mass is None else mass new_site = dict( symbol=symbol, - kind_name=kind, - position=position, + kind_name=kind_name, + position=position.tolist() if isinstance(position, np.ndarray) else position, mass=mass, charge=charge, - magmom=magmom, + magmom=magmom.tolist() if isinstance(magmom, np.ndarray) else magmom ) return new_site diff --git a/src/aiida_atomistic/data/structure/utils.py b/src/aiida_atomistic/data/structure/utils.py index 5e23e38..9d72468 100644 --- a/src/aiida_atomistic/data/structure/utils.py +++ b/src/aiida_atomistic/data/structure/utils.py @@ -29,6 +29,23 @@ _atomic_masses = {el["symbol"]: el["mass"] for el in elements.values()} _atomic_numbers = {data["symbol"]: num for num, data in elements.items()} +class ObservedArray(np.ndarray): + """ + This is a subclass of numpy.ndarray that allows to observe changes to the array. + In this way, full flexibility of StructureDataMutable is achieved and at the same + time we can keep track of all the changes. + """ + def __new__(cls, input_array): + # Convert input_array to an instance of ObservedArray + obj = np.asarray(input_array).view(cls) + return obj + + def __setitem__(self, index, value): + super(ObservedArray, self).__setitem__(index, value) + + def __array_finalize__(self, obj): + # This method is called when the view is created or sliced + if obj is None: return def _get_valid_cell(inputcell): """Return the cell in a valid format from a generic input. @@ -78,6 +95,21 @@ def _get_valid_pbc(inputpbc): return the_pbc +def _get_valid_sites(input_sites): + from .site import Site + + the_sites = [] + for site in input_sites: + if not isinstance(site, dict): + raise ValueError("Each site must be a dictionary") + for prop in ['symbol','position']: + if prop not in site: + raise ValueError(f"Each site must have a {prop}") + + the_sites.append(Site.atom_to_site(**site)) + + return the_sites + def has_ase(): """:return: True if the ase module can be imported, False otherwise.""" diff --git a/tests/data/test_structure.py b/tests/data/test_structure.py index 1336f16..d32bd14 100644 --- a/tests/data/test_structure.py +++ b/tests/data/test_structure.py @@ -2,8 +2,6 @@ import numpy as np import pytest -from aiida.common.exceptions import ModificationNotAllowed - from aiida_atomistic.data.structure.core import StructureData from aiida_atomistic.data.structure.mutable import StructureDataMutable from aiida_atomistic.data.structure.site import Site @@ -103,7 +101,7 @@ def test_to_be_factorized(): with pytest.raises(ValueError): s.pbc[0] = False - with pytest.raises(ModificationNotAllowed): + with pytest.raises(AttributeError): s.pbc = [True, False, True] # test StructureDataMutable @@ -118,12 +116,17 @@ def test_to_be_factorized(): # test StructureDataMutable mutability + assert np.array_equal(m.pbc,np.array([True, True, True])) + with pytest.raises(ValueError): - m.pbc[0] = False - - with pytest.raises(NotImplementedError): - m.pbc = [False, False, False] + m.pbc[0] = 3 + with pytest.raises(AttributeError): + m.pbc = [False, 4, False] + + with pytest.raises(ValueError): + m.set_pbc([False, "True", False]) + m.set_pbc([False, False, False]) assert not any(m.pbc) @@ -140,10 +143,12 @@ def test_to_be_factorized(): "kind_name": "Cu", "position": [1.0, 0.0, -1.0], "charge": 0.0, - "magmom": 0.0, + "magmom": [0,0,0], }, index=0, ) + + assert np.array_equal(m.get_charges(), np.array([0,0])) ## Test the get_kinds() method.