From 999bb1698bf75facd7057d97f224695ad32a98d8 Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Sun, 28 Jul 2024 17:24:37 +0200 Subject: [PATCH 01/10] refactor all **kwargs into kwargs --- sklego/meta/_shrinkage_utils.py | 2 +- sklego/meta/decay_estimator.py | 4 ++-- sklego/meta/grouped_predictor.py | 2 +- sklego/meta/hierarchical_predictor.py | 4 ++-- sklego/meta/ordinal_classification.py | 6 ++++-- 5 files changed, 10 insertions(+), 8 deletions(-) diff --git a/sklego/meta/_shrinkage_utils.py b/sklego/meta/_shrinkage_utils.py index 741299f6..757eeee4 100644 --- a/sklego/meta/_shrinkage_utils.py +++ b/sklego/meta/_shrinkage_utils.py @@ -212,7 +212,7 @@ def _fit_shrinkage_factors(self, frame, groups, most_granular_only=False): } shrinkage_factors = { - grp_value: self.shrinkage_function_(counts_, **self.shrinkage_kwargs) + grp_value: self.shrinkage_function_(counts_, **(self.shrinkage_kwargs or {})) for grp_value, counts_ in hierarchical_counts.items() } diff --git a/sklego/meta/decay_estimator.py b/sklego/meta/decay_estimator.py index eeb55bb2..b454c132 100644 --- a/sklego/meta/decay_estimator.py +++ b/sklego/meta/decay_estimator.py @@ -87,7 +87,7 @@ class DecayEstimator(BaseEstimator, MetaEstimatorMixin): _required_parameters = ["model"] - def __init__(self, model, decay_func="exponential", check_input=False, **decay_kwargs): + def __init__(self, model, decay_func="exponential", check_input=False, decay_kwargs=None): self.model = model self.decay_func = decay_func self.check_input = check_input @@ -128,7 +128,7 @@ def fit(self, X, y): else: raise ValueError(f"`decay_func` should be one of {self._ALLOWED_DECAYS.keys()} or a callable") - self.weights_ = self.decay_func_(X, y, **self.decay_kwargs) + self.weights_ = self.decay_func_(X, y, **(self.decay_kwargs or {})) self.estimator_ = clone(self.model) try: diff --git a/sklego/meta/grouped_predictor.py b/sklego/meta/grouped_predictor.py index 1a9d1b13..a61f331f 100644 --- a/sklego/meta/grouped_predictor.py +++ b/sklego/meta/grouped_predictor.py @@ -99,7 +99,7 @@ def __init__( shrinkage=None, use_global_model=True, check_X=True, - **shrinkage_kwargs, + shrinkage_kwargs=None, ): self.estimator = estimator self.groups = groups diff --git a/sklego/meta/hierarchical_predictor.py b/sklego/meta/hierarchical_predictor.py index 57a65613..f7a53274 100644 --- a/sklego/meta/hierarchical_predictor.py +++ b/sklego/meta/hierarchical_predictor.py @@ -135,7 +135,7 @@ class HierarchicalPredictor(ShrinkageMixin, MetaEstimatorMixin, BaseEstimator): check_X : bool, default=True Whether to validate `X` to be non-empty 2D array of finite values and attempt to cast `X` to float. If disabled, the model/pipeline is expected to handle e.g. missing, non-numeric, or non-finite values. - **shrinkage_kwargs : dict + shrinkage_kwargs : dict Keyword arguments to the shrinkage function Attributes @@ -210,7 +210,7 @@ def __init__( fallback_method="parent", n_jobs=None, check_X=True, - **shrinkage_kwargs, + shrinkage_kwargs=None, ): self.estimator = estimator self.groups = groups diff --git a/sklego/meta/ordinal_classification.py b/sklego/meta/ordinal_classification.py index 4299b86b..a08a4e92 100644 --- a/sklego/meta/ordinal_classification.py +++ b/sklego/meta/ordinal_classification.py @@ -95,7 +95,7 @@ class OrdinalClassifier(MultiOutputMixin, ClassifierMixin, MetaEstimatorMixin, B is_multiclass = True - def __init__(self, estimator, *, n_jobs=None, use_calibration=False, **calibration_kwargs): + def __init__(self, estimator, *, n_jobs=None, use_calibration=False, calibration_kwargs=None): self.estimator = estimator self.n_jobs = n_jobs self.use_calibration = use_calibration @@ -218,7 +218,9 @@ def _fit_binary_estimator(self, X, y, y_label): """ y_bin = (y <= y_label).astype(int) if self.use_calibration: - return CalibratedClassifierCV(estimator=clone(self.estimator), **self.calibration_kwargs).fit(X, y_bin) + return CalibratedClassifierCV(estimator=clone(self.estimator), **(self.calibration_kwargs or {})).fit( + X, y_bin + ) else: return clone(self.estimator).fit(X, y_bin) From 9afe9ace409693ec605e71ac61705959b9f16ea4 Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Sun, 28 Jul 2024 17:24:49 +0200 Subject: [PATCH 02/10] refactor tests --- tests/test_meta/test_decay_estimator.py | 2 +- tests/test_meta/test_grouped_predictor.py | 22 +++++----- .../test_meta/test_hierarchical_predictor.py | 42 +++++++++++-------- tests/test_pandas_utils/test_pandas_utils.py | 2 + 4 files changed, 39 insertions(+), 29 deletions(-) diff --git a/tests/test_meta/test_decay_estimator.py b/tests/test_meta/test_decay_estimator.py index fabf8061..a0d6fc5e 100644 --- a/tests/test_meta/test_decay_estimator.py +++ b/tests/test_meta/test_decay_estimator.py @@ -53,7 +53,7 @@ def test_decay_weight(mod, is_clf, decay_func, decay_kwargs): if is_clf: y = (y < 0).astype(int) - mod = DecayEstimator(mod, decay_func=decay_func, **decay_kwargs).fit(X, y) + mod = DecayEstimator(mod, decay_func=decay_func, decay_kwargs=decay_kwargs).fit(X, y) assert np.logical_and(mod.weights_ >= 0, mod.weights_ <= 1).all() assert np.all(mod.weights_[:-1] <= mod.weights_[1:]) diff --git a/tests/test_meta/test_grouped_predictor.py b/tests/test_meta/test_grouped_predictor.py index 5d20a23a..21606a46 100644 --- a/tests/test_meta/test_grouped_predictor.py +++ b/tests/test_meta/test_grouped_predictor.py @@ -249,7 +249,7 @@ def test_constant_shrinkage(shrinkage_data): ["Planet", "Country", "City"], shrinkage="constant", use_global_model=False, - alpha=0.1, + shrinkage_kwargs={"alpha": 0.1}, ) shrinkage_factors = np.array([0.01, 0.09, 0.9]) @@ -304,7 +304,7 @@ def test_min_n_obs_shrinkage(shrinkage_data): ["Planet", "Country", "City"], shrinkage="min_n_obs", use_global_model=False, - min_n_obs=2, + shrinkage_kwargs={"min_n_obs": 2}, ) shrink_est.fit(X, y) @@ -327,7 +327,7 @@ def test_min_n_obs_shrinkage_too_little_obs(shrinkage_data): ["Planet", "Country", "City"], shrinkage="min_n_obs", use_global_model=False, - min_n_obs=too_big_n_obs, + shrinkage_kwargs={"min_n_obs": too_big_n_obs}, ) with pytest.raises(ValueError) as e: @@ -459,7 +459,7 @@ def test_global_model_shrinkage(shrinkage_data): ["Planet", "Country", "City"], shrinkage="min_n_obs", use_global_model=False, - min_n_obs=2, + shrinkage_kwargs={"min_n_obs": 2}, ) shrink_est_with_global = GroupedPredictor( @@ -467,7 +467,7 @@ def test_global_model_shrinkage(shrinkage_data): ["Country", "City"], shrinkage="min_n_obs", use_global_model=True, - min_n_obs=2, + shrinkage_kwargs={"min_n_obs": 2}, ) shrink_est_without_global.fit(X, y) @@ -490,7 +490,7 @@ def test_shrinkage_single_group(shrinkage_data): "Country", shrinkage="constant", use_global_model=True, - alpha=0.1, + shrinkage_kwargs={"alpha": 0.1}, ) shrinkage_factors = np.array([0.1, 0.9]) @@ -519,7 +519,7 @@ def test_shrinkage_single_group_no_global(shrinkage_data): "Country", shrinkage="constant", use_global_model=False, - alpha=0.1, + shrinkage_kwargs={"alpha": 0.1}, ) shrink_est.fit(X, y) @@ -548,7 +548,9 @@ def test_unseen_groups_shrinkage(shrinkage_data): X, y = df.drop(columns="Target"), df["Target"] - shrink_est = GroupedPredictor(DummyRegressor(), ["Planet", "Country", "City"], shrinkage="constant", alpha=0.1) + shrink_est = GroupedPredictor( + DummyRegressor(), ["Planet", "Country", "City"], shrinkage="constant", shrinkage_kwargs={"alpha": 0.1} + ) shrink_est.fit(X, y) @@ -569,7 +571,7 @@ def test_predict_missing_group_column(shrinkage_data): ["Planet", "Country", "City"], shrinkage="constant", use_global_model=False, - alpha=0.1, + shrinkage_kwargs={"alpha": 0.1}, ) shrink_est.fit(X, y) @@ -592,7 +594,7 @@ def test_predict_missing_value_column(shrinkage_data): ["Planet", "Country", "City"], shrinkage="constant", use_global_model=False, - alpha=0.1, + shrinkage_kwargs={"alpha": 0.1}, ) shrink_est.fit(X, y) diff --git a/tests/test_meta/test_hierarchical_predictor.py b/tests/test_meta/test_hierarchical_predictor.py index ff5c6cd2..94bd0161 100644 --- a/tests/test_meta/test_hierarchical_predictor.py +++ b/tests/test_meta/test_hierarchical_predictor.py @@ -116,24 +116,28 @@ def make_hierarchical_dummy(frame_func): ) @pytest.mark.parametrize("fallback_method", ["raise", "parent"]) @pytest.mark.parametrize( - "shrinkage", + ("shrinkage", "kwargs"), [ - {"shrinkage": None}, - {"shrinkage": "equal"}, - {"shrinkage": "relative"}, - {"shrinkage": "min_n_obs", "min_n_obs": 10}, - {"shrinkage": "constant", "alpha": 0.5}, + (None, None), + ("equal", None), + ("relative", None), + ("min_n_obs", {"min_n_obs": 10}), + ("constant", {"alpha": 0.5}), ], ) -def test_fit_predict(meta_cls, base_estimator, task, fallback_method, shrinkage): +def test_fit_predict(meta_cls, base_estimator, task, fallback_method, shrinkage, kwargs): """Tests that the model can be fit and predict with different configurations of fallback and shrinkage methods if X to predict contains same groups as X used to fit. """ X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 1)]) - meta_model = meta_cls(estimator=base_estimator, groups=groups, fallback_method=fallback_method, **shrinkage).fit( - X, y - ) + meta_model = meta_cls( + estimator=base_estimator, + groups=groups, + fallback_method=fallback_method, + shrinkage=shrinkage, + shrinkage_kwargs=kwargs, + ).fit(X, y) assert meta_model.estimators_ is not None assert meta_model.predict(X) is not None @@ -173,23 +177,25 @@ def test_fallback(meta_cls, base_estimator, task, fallback_method, context): ], ) @pytest.mark.parametrize( - "shrinkage", + ("shrinkage", "kwargs"), [ - {"shrinkage": None}, - {"shrinkage": "equal"}, - {"shrinkage": "relative"}, - {"shrinkage": "min_n_obs", "min_n_obs": 10}, - {"shrinkage": "constant", "alpha": 0.5}, + (None, None), + ("equal", None), + ("relative", None), + ("min_n_obs", {"min_n_obs": 10}), + ("constant", {"alpha": 0.5}), ], ) -def test_shrinkage(meta_cls, base_estimator, task, metric, shrinkage): +def test_shrinkage(meta_cls, base_estimator, task, metric, shrinkage, kwargs): """Tests that the model performance is better than the base estimator when predicting with different shrinkage methods. """ X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 1)]) X_ = nw.from_native(X).drop(groups).pipe(nw.to_native) - meta_model = meta_cls(estimator=clone(base_estimator), groups=groups, **shrinkage).fit(X, y) + meta_model = meta_cls( + estimator=clone(base_estimator), groups=groups, shrinkage=shrinkage, shrinkage_kwargs=kwargs + ).fit(X, y) base_model = clone(base_estimator).fit(X_, y) assert metric(y, base_model.predict(X_)) <= metric(y, meta_model.predict(X)) diff --git a/tests/test_pandas_utils/test_pandas_utils.py b/tests/test_pandas_utils/test_pandas_utils.py index bff49ff0..19c8ce98 100644 --- a/tests/test_pandas_utils/test_pandas_utils.py +++ b/tests/test_pandas_utils/test_pandas_utils.py @@ -48,9 +48,11 @@ def test_add_lags_correct_df(data, frame_func): ans = add_lags(test_df, "X1", -1) if isinstance(ans, pl.LazyFrame): ans = ans.collect() + print("HERE\n", ans) if isinstance(expected, pl.LazyFrame): expected = expected.collect() assert [x for x in ans.columns] == [x for x in expected.columns] + assert (ans.to_numpy() == expected.to_numpy()).all() From 372f7c3e8e80e7b2afe9e3d00706722fd3f59ea3 Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Sun, 28 Jul 2024 22:51:36 +0200 Subject: [PATCH 03/10] rerun meta-models --- docs/_scripts/meta-models.py | 25 +- docs/_static/meta-models/baseline-model.png | Bin 50368 -> 50499 bytes .../meta-models/confusion-balanced-grid.html | 418 +++++++++++++++++- .../confusion-balancer-results.png | Bin 42268 -> 42268 bytes docs/_static/meta-models/decay-functions.png | Bin 54124 -> 54124 bytes docs/_static/meta-models/decay-model.png | Bin 51177 -> 57924 bytes .../meta-models/grouped-dummy-model.png | Bin 52345 -> 52345 bytes docs/_static/meta-models/grouped-model.png | Bin 50109 -> 50109 bytes .../_static/meta-models/grouped-transform.png | Bin 128982 -> 128982 bytes docs/_static/meta-models/make-blobs.png | Bin 125394 -> 125394 bytes docs/_static/meta-models/ordinal_data.md | 2 +- .../outlier-classifier-stacking.html | 410 ++++++++++++++++- .../meta-models/outlier-classifier.html | 410 ++++++++++++++++- docs/_static/meta-models/skewed-data.png | Bin 69932 -> 67675 bytes docs/_static/meta-models/threshold-chart.png | Bin 65062 -> 63536 bytes docs/_static/meta-models/ts-data.png | Bin 41317 -> 41317 bytes 16 files changed, 1244 insertions(+), 21 deletions(-) diff --git a/docs/_scripts/meta-models.py b/docs/_scripts/meta-models.py index b7134ebe..9069c8ed 100644 --- a/docs/_scripts/meta-models.py +++ b/docs/_scripts/meta-models.py @@ -132,7 +132,7 @@ def plot_model(model): ("datagrab", FeatureUnion([ ("discrete", Pipeline([ ("grab", ColumnSelector("diet")), - ("encode", OneHotEncoder(categories="auto", sparse=False)) + ("encode", OneHotEncoder(categories="auto")) ])), ("continuous", Pipeline([ ("grab", ColumnSelector("time")), @@ -265,8 +265,15 @@ def plot_model(model): mod1 = (GroupedPredictor(DummyRegressor(), groups=["m"]) .fit(df[["m"]], df["yt"])) -mod2 = (GroupedPredictor(DecayEstimator(DummyRegressor(), decay_func="exponential", decay_rate=0.9), groups=["m"]) - .fit(df[["index", "m"]], df["yt"])) +mod2 = (GroupedPredictor( + estimator=DecayEstimator( + model=DummyRegressor(), + decay_func="exponential", + decay_kwargs={"decay_rate": 0.9} + ), + groups=["m"] + ).fit(df[["index", "m"]], df["yt"]) +) plt.figure(figsize=(12, 3)) plt.plot(df["yt"], alpha=0.5); @@ -494,12 +501,16 @@ def false_negatives(mod, x, y): from sklearn.linear_model import LogisticRegression from sklego.meta import OrdinalClassifier -ord_clf = OrdinalClassifier(LogisticRegression(), n_jobs=-1, use_calibration=False) -_ = ord_clf.fit(X, y) -ord_clf.predict_proba(X[0]) +ord_clf = OrdinalClassifier( + LogisticRegression(), + n_jobs=-1, + use_calibration=False, + ).fit(X, y) + +ord_clf.predict_proba(X[:1]) # --8<-- [end:ordinal-classifier] -print(ord_clf.predict_proba(X[0])) +print(ord_clf.predict_proba(X[:1])) # --8<-- [start:ordinal-classifier-with-calibration] from sklearn.calibration import CalibratedClassifierCV diff --git a/docs/_static/meta-models/baseline-model.png b/docs/_static/meta-models/baseline-model.png index 4da4b554b52ed5e4078177f7e2bb43d7c1c50185..555f933ca72219d391d397bffba372e614cb76d7 100644 GIT binary patch literal 50499 zcmd?Rby$>J+de#q2uds6NQeW{NJ>a4NY4<`AR*l)-I5ldNFzFQDcuMNNGaVR-QDo5 z8+AYXeSXLL#oyl?#}>ED-1oZIy4HD}*LhxRo+~TL;$EY;27|$HA3l&$g~2Wtz+h-E zu&#iAsrm9w5Bv~xlGb!mvo&>cHFPk6DHuB0S=l;SJvE|pF>!EwYHP#8F38TsMrZEi zWalWv!D0Q+8`y0f%s76MuhD~xT(x_kKUtv@x7!Qr8D;(-)r`^M}+ zNTAau&4R&-brVZdi>R1 zDE@!@fwbE@#}nr?ckbK~@I0_vDvG4!H=1dVlorX_DsfqTJnGPXN7iX9HkM@c*?RSB z&x;x6?fcv$3WH`czI?5EU+-k+lUNWPmfLKMhO)kX@}_fgSI7+|5yB}uvN(Nj!J6G% zTNAHnuj4(#)1%$)<=um2{qt*;V@b$j`x%+4)4dVFXv6U;_rVJ1<+AA00DRFpo-UDq z(s2*$)zwuy0V>TJPeGfiO_}fS`8m?}Vzq7R=Q`fsavJeD`kB1(Gx?0@+5Vcevol|( z*tw_YVY_~?dVAcCloapj=D760Az5Eu(u6rTb`87f_TXA|GPromV z9grOTolczJTXuNg;Ud*?veAe?LwkOJ*(tQl_WASY zx|z+%%@*30!};XsPe~rv!b$G5p$3+B%Vwg4qZUf^y>^j0KBv0^Yh^QbBi5yc`)gxm z=V!+~BO~FqKF1@nPA6bkvw>(NgoG-7i@QfgwD=ZHDZDWRe`d%m8HrP1 zb(gYJc)jYO@LZSA+4cc=!&`gBeEnLQe=4uW2oS*J*HgR|pW~=8mY|XaYHxX+X9Ph1?^MSQ218Z$R_s+~{ zsK`XK+JmoVD<=QR_vuSArcTx1R~Nr-xO!`{S4{~ivbSS=x~Sw6_F74loK++5t47Th zF%B*+{q^UQl@q7ziUL!Yb9BnDpHH0cpM!sV;u)>U7Oe38uHjgPvu1_U?fyL7aIj`A zTFymmGd0I+jkiA~_|LY-8H4a1EH+c>oS~qi`s!MHtefDmlnH%86x?s79+NhZ@nP7$ zbcff;X0%VlYek`}tm-*+&I7t3ot>RI9(-caU@MS9vry^EQM30Ye`?S;y2&I?H+EmZ zWo`61YhKx<_SicY_d8yz#IHRbTQ4%r%GIqT8PI!n=WHvkcJgGqtEI@KeFN+S3Rri4 ze{jC%EGrZ*1)hfvI!-;(2iwW#3HHL}bDuNB@NBDh)i1W@^r&N3QxvtZT`N~DM)p)4XmR3kes5wV??yYgrrNwf``LyzK^5gyWF84$?5xnFs{=AtX@R)mR zW8vZK6)eW(li)$GXvGpY-n)4-Z84Bq6GRBpbZQ8VKONRV18EHmZ2k~hZ!-P!qk+x$ z6DQ2b?YZ~1(@WX;%|9~a?Hh6V#R)E-obA`P%!}>|ifn$pp;=-@4x3CqKe;vTwXd7t z*eQt0&X#=kOc;7H9rxK7x3j}}L+*FnHpe3qXLqx*vg}TG2N(#jBHVNEMGxpAWEk?w z=O{jxluT>X9ua?jeCM)6-Q*;lP1)3yDzNPiPS<^+o10}u?HX}2m&ZMpa|f&3c{)Y5 zAL%&vArHWg03nZWFj3<*`1z??)*9Gk^{4w2(P~Qfh{5iLi=J#qdQM^Mi}O-+2*et2 zhC&NGHa1rF>ydQCkOb{$v{P>=(y=dCn)zx*zG5MGZHW_c3=Qm{4Z0o&E z*|b)Tj)^yEseeqtUUOgsMaElxTN)1!4=4oa$Z#OAM&;yu1&Fwre}0sI(5mF^uLO`$ zcBc#n2M4-VJ-~%XFsqmxRU4OVYENAjoP>1j>M>+@?x9VB(3J*g2LX%cZni!K%xb6z z!?c+EQ=&`!^zPY4h?v3N$`G_fBzGQPPVWf?VTPxF^dqjwVrEm|=;)}3ou49-e9Ufn zAiu@Fg*v2#=9$&#zGSS)&dyFsdAZ=SWxW9b0E7FSWKz=77@dOiRGz2H`XNn5t;hGo zjuseTbv?4QiT3W+)_0bcmNo#cMjs124-IX@g_3gGbwa$5&F?&2AMS&c5w-5UUpZL) zj2{||R;>N;YN_$=QlHzwR0x=E*yJmD_Iknjgn-KR8cH!R;b<`M925Yxb0XG#jut=7 zOowwcLon}i80XV^@E8opdox^LJiP}c)bAz|1qP2Jl!yoGo|uT9Pxhg?mF&q)`%{tNJ9<@QVn;pE%~h)*G#*&! z=;%;P$FgZ%f(e|TY(pSBmt$*f-PDLL76A}c(0ORTX8#^olZ(W4OYHC=tS*RDFZ6ud z=L~s;|a z7XwFDlinELx_J|BqI3U&loaA7Ncbla{7a3glG@sou*sQdvF7>!%*}UQo>xv!PZyS# zCH3`bFZscsTv4^%DV)jVxVRmi*28jie9ZN1&uVaW55X^60f6m+vl|8-D+-G9CtA&5 zk%l5FOxj~pi;Hg*YT}3+5%BpU4!BmJ|YVxh>NGOFWD9_855nLW@2) zxL~jGkAZ;;`m^aqwO+LywR9Y_rhhi8uR28xOK|Sj0%Rl8n5wJGc+jq!JGS;@mP519 zNE%*s2^P}m*X23KBe-nV5g$XShxWY10bqRQJmHJC@0`F4rdL-}1FC~`W=nti<*|com@~#K;mxa~UCV;wbQWK7YW}@5V5Eud?C2ncSdUn|510OeoxvhQ~nB4W?i6sM@ zy?n6T(X4a!V`OBc+fI*cv8aq#zRT*cv(%UdNY;(6HQUrsa;3a$_3dDIpk|K`+OsW3 zyUX@q15X0RC~8x&$b14w5t-vv0~Vr7FP?cP)f+tUN(>D(7c$0#n9Xx@bMtQprDHaj zFW#JX>^uyeM2q*{$^7g*q;NYS>e#`!xtJKRI ziWcd@iGa;8K5XdjCV;cD_Kc6?sStsMTZs_*^z$l!gS|Z$*n}`J8Nq?RJSC zvzd0pV^r%U$CL7dfO`9g8DeDLhV8qp?#_TX7MY%DZvkv^*fKw;!?f|<{%AU!;0%zh zXs`yDwpE)~AV6%Ym=gEcNf3aU2o@xVhAuqdgz6MHpm>auyyDOv3CNz5c_6wvnO7sfKoOp z@Q?9kcJVPuN=lX;EoF1@@&>lh`cQrO@+B+JjF)1{PJok>^F^tR+hR(~OzXAh_h^** zbNC=u5PHFE-wBFO*?F&-n6J60N;qeV)k3pk|3+dZR{9g*Q{NoYx3} z%R+jz(NsfFR{rw#A(SQn9jS6|L|cT?O+-OfWhEu39?BNd!lPCup)7`FW&n!RnCBVt zaYi7M9)R75S38lsyStO&P#(*1Z*R~zv}H!kBf?m4w^t1f1_1&OyARluJT>0a&u`uT z^m7W(8l=pA|H3j_9hA!CyDegF+s}Wr4o*sQCWzxGhUbJbG6eMD<#rMN3C zGxI8_s%~E-+-MGvS~=f$%y?A&SOuK)O9WpsNU=~RTd&@y0WnAeAcosaSAeS1jU5-H z>|?rihvt(abKWp8?bzCgCNG}0%G0~NE5n_ z+G9dQ3!=JE?o-j$4qscdsoL$=E_j@qNqwX!yvlpBetyQ0qs~ggt`oXH{tO@5c~p3^ zD(j8YP2q)xjaNj#*_WD++8sK2bO zEr&N)K#2ck+Qe<1h%_(D>mOZD^4imaIBD5*7^}hE_Yi%)vb(#x;ZdCx+obE*!3Qy6 z``tbbsD?qIP#1MFRQZ7=R=Cq)3Fa$|m~{g}WxxoaH^ko2CJGRXYY&200sy_Y!mjKk zRzv>LVrOI*P{K9n1Fq!;h!g~x_7mqijYmIm#hNMkZN48mSL;PX9wbLNcUV@Nu zWxSdaj8%ZWYNH{-Mg{_xunTY@*8=rplE>2RQLq~h`trSl#OYw4em)0D+hhf2AL8L4 zHhc~mX(3Si&ebvrSSB*z2J!(EF95WII^OdekCa%WGBfMH4CsYZ+LY0!uQgNJ1_F^F z-{;g43LuCNT(CNT-yJBPcaI=Wa#1ZT_vg9+l4bDaF(7a{CnL3|+7@*uZn{tqe6b{@ z@!XI&IQ34jYq)yQb$+7s_R&W~JUYTWi6-@zytLB_~8$cNP*SQKe;WSr<&HDI3j`W0`d_==0Q2_ z+;8(z{N~^>sI8*GlAuF;(Za%FBiGi8)sp=E#JW<4O}v$MiIpEn5vMypi7geyPMxX_ zro$m>po*rVp+Q=+8EN|~M+v{67oxbZ$rug2de;1^w1a!AF2c}8s@iO(gdUtAx`oTE zlj;NvQn+R#h=Zl`kiyHy8z?f)!sG(H}Vwvv&hZ$HrRade-o)O_B9z86jYCZU88@`VT!tbM&eyCQjz~ z?GI<;NEa4>B4I8xg98bDY1fIa1#zE^0W^lVB`7xFa&CMVWiA8;fTR};hTI2t{dqZ# z;5vlHDWC=*11ms9!lvn)ltgo~=2{!jHQxvdwOJ$D;kV#PKj)Z)fsaVtsK3w&QI`{e zN^r5E0USvZT!ski0r*(BarC{C!4MhnR)k%GpEUFt=*1Lyp_*JsjQ=;nV@TQ0H-PuP zLLANXNvW`e&oIK7lWs{JZc@>=MbBfYc#Fs~hp=2DxSTo|BB2HntHRZXuX+aNIra>H zW%Pxiay}c_ar$aLg6~Zc#4!H%CzX&f7!wD7qccM^`^)xj`IE8^>0}DuoNGb2!;2q2FL8KFQXz%xvxNC1N6E~S7@~XF16J! zQf`gU_>jGukdWzuG(oE5O<3L9U0e0}K65WgLogxMx(dALTRlH|H#5HSa>`Y>hmoAr!1>0Y!(hg|8*I0A`G39JVD!zjOBRxu={>d zp)7t7HbE~HzlX0PqVe~p`h2LGTQHC1EHrA7ci44m4WFvtQjh8IUFK(N$|BLYcr5Ee zeBa+|W6nHO(;j)NWVLm0HUEccoyl^%JTukfzUhWG(_1d3?o+!VQw5B%xJBDxVL|`7 zm(|2<^T!V1BKCFKYsNq4sG0hv7{e}+bY-&b84{pPUcY}aD>u{pUoes@S&h6doolsz zCTAf?uaar-cX<%7%8@Ga_A8Eyl-G=1-2N3R~))NB>L^3PwfJ zI4C`XVu*kEpEuT}F=N854;wS#+D4^fH`~6#vT>>beS~tF-N|N)@#2q+gWgY~L7=3( z0jOnWytYj_22j(qX!EQ09yjlYN!>i~IbT1Y`tVw@0i-j#KBR`>`Ppeujr{M$|Cz*c zt;|Z-aXemrfKQSr=n^%d%3(LjG0gk~a2$~Ff`Nz)c&0&D(!DZ}>p(Mb=`a7kg{=>tMPgcyt8t28%-9-S6C>XNBC>Q&EM;@?LqZ6TUc76!DP}2 zfqbZZA_{2X!K$rK`1wiK`Bw~59T*H!PVFI80)l%$VU})J;{Ul}AGo3VUE#ufW0;DT zui}fslvMvj4JmiKt5dvyc*9^l=7?QqJ)cwO2d@H)JB3(hjuV`IJk*lM{k_f2w?fl= znH;n2mbi)wp4bpKvZiry*1?TIO$tjUn~cV`g620^Gi!gjQX;WkO&Hi z=vE^ocV>=&3MdOyb--J=+4Tzy(B}W{AeGk1>kZs4VC3n5?!xT0T5rwBiXEveS<1(< z)q^}68H7!01Zq5pvgOsDc>vY&US?EweSLj`W8R93Fi=Kb=pfhT-I@`+|A7WQhkFl5b2kB#S|6{51U36H=Yc73^&pw_dY~PaM+}4UPeYQAlK0l@ z2&MovX(9}S`s0r$F3bUAHt;=qf*6tiLd4MKW>|Ivq@KVE9A@RHymop7K#{%yi5zC) zOkp=W1!izg_I=Lz@23&~VG#@#@M`td$w`C$qK3^^jN}0UepkJsGe7o(7K|v6QQ_RA zi3{@*kYaj1e-#4ji_yQK?Rwd2T>5^n^==1OT|6@=SWq21q#I$D z@oqqDCybQg2`>Ben(-=NY0{34JYdu?gN}GUK!2dR1~8}lu)4ZB7!)j!JHkF#c;h!l zJ^ceV66eYS&RQ8AzU}>d#>nvOP+1usVle+sK&&+Y+tvK(Q@<1EPZOUg!Aief2j~O0V(+$Auj9Q|op-rbY@hLA4k5tDF&3hw&R-8z>x4(ZH@Eu=J z1vACzsD6D06ddT)^cU|ds(z#W2B;!lBLbROsdtAdq{1lxNjowj~`f99=mRDF81 zXuPBAA2f^~XMEUvV`T4FuDinsO^%g|gCITe8z9B%tOTSi-lB=?{&$v5sh!Y&wcPPs z4z24(+KF2f!EB3TAWN;Ph^$M=-VCNvjj-t$KfCVpCPz57ozxNnsU`5$D}F{P?oZZ* zf%$h^Nwe=IR3Q0J8iUzs;=Fz=%c~`T{>O}LR`{Q3G=S&jM?Yx=Jj5^#c_n_7x{3Tr z)$?o5|6+e+`<||iNTIco%r}+a8Fe%<@B8yKXesAMgX{(YPLZpt*4tmDzgTm^%#uIp zb*X#tcd{6)Y1jS0z>u~W@%N&cHy?5*4VK)p?RY)1C;qBz$g6z1>#ZE|UwWWw;`*L{ z-HH*m@HbT;n!#LxG`F!NhBq@4;Kg(UYt!seM%Z5p^nf^D%%^~Byy9Kf8?(@hUtJgn zVEsRYL5a8G9jf=wFa8-t5vtWsPWx;!4Zv+0v#cQ=>ie5U&)a7anTUUUT%?o=lq9$N zbt>}60pnN*ZIc)L9``?oYmE%Y9vWOyRb&SX8_=G9~@y^nda&3%IPX_VKMR|K=cRm%j{= zYv8N;{quBi*uz(wUrX+}TPBT`V7_7`T?j3@W20KihOnmYd1ClKQn&lOKAQN1G8xF? zL4qk%Ao&M2z4g&4=|jz)@W2KBi8+kP-Ff`{W^I0AFm>}?dI_a-j%FNlc!3DJf1L7b zb%tDzEXEL8fOzau#x@xCndz(*EZLt1XF!DQ2Ow|*G}_ONkgmQssNr>2rztzO6@u0(8000uX2;{BHl>R@g^l+ zFTX)geEoNMKuGu!Zc*u2mQdgs)2R5Im!}Z@H-~XsNDV1)UDrGC6a{c*1dPVAsbETj z;vrRMj@lFMwVGoaDgiqfE-r4_T)gGRP?z`JnP<{B2}gl>=(aaxHno3T2(r$o%ZN3Q z6TMT{f3w9H0hjqlQL1|WTI|A1KfX8O<#7Mn^(eF&;`RiNS2IJjh<|oo#WhIefn1}H z7H6Qun+c}0se`J02=RdS((H56;$r}SnS5dyROEG#do=3wQvm{F!sk*OKzE`6bStPv z`vP_m(}RgT_KotKvY3A0&+vP6Uf$JSs>`9w*uwuiov{ZA#~5hR2c51p=rDn^gP9)S zT_&IWx+SojQw)Rszu-6x<6IXz4*qnd^W9qqvKMFb`@_hAMElW|+oBX{gexFlQsH63 z=qMs@0?`S`4ssaC#{PVLsDWT=W2zD6JD~4F{fg0~SC9%1B0W&`dd+3!_hZrgAJG`| zZj-H^jii)cAk$gubr705d3ehVR!HLkF!c+c{$$PpzHG5+M?qJ6w`S9QCuVM#iix3+6NauB}W1E304R6 z)dO0v{k{-Vf58?m9fIfceOGX8t2saPHE4$?RXen*`($}Ui2-R|!dc%)hFNy00=Vl-m6bm`=*>v+q1Z1KBIFkQSHAj5+| zQ$vG6o;}0`f$xIv1Dt|FyQ%xIZ^IAmfY1w5mA?W61wgI(_o=~zJXROb13+QN$(g#& z)yGRg=u&w#AVA{ljA|i%2#WDv?C@j0t4l?(P=WV(8;y=Pvv5JP!>Gy^x2X>GrhMAU zuR-;G(=~BNaeUhZI4uRcwz=eqn*P9cIiWgfk9S{K-zQy%IRfIgvX?MNW}t8b)E(W6 zP6AE~1fX32J5e#@^mu;;@CU^{oUShvNs)X$XP&?`GcYiqV<;G|_3`OH$zdQ2k7)^i z$#~}AFALH%D{HRhGAnHW_>sGiO3`7p0tgrXs2zGNyKWe02_cJ=Ss5+A5iPQX1^8=$&6p7E zw>HuMSrA=vC?FtLMre7dlkp#Iqe&U&3`@f2X` zxBJH!E{1fSF9~M4nb3BL8hOYPqKg$`4a!$Q#Gaf~{egCB7X%ShRDli&$ORPv9zD=V zfZAWS(SUu?T>|Cj2$2AlyCKE3K85ltc$D6nF_dR&B`Ar}^haATC1Q^ha=1_z$hX)Ta*CKPNwnQ1i-2f*clXrlAr3;R@z5EFl}dA4{j!K6(z0Nxh-` zLyY1H$!L@d0T1ny-|E5=wt1e78dFFhmd&_OZ~t6gx``R=iY*DV@%VxBA!M(exk&MJ z=s)DPgG^3%0qKBw5AK^7ax{hCwAFv$ud*W2tDnNq)~sd!uZL!6cNq7%p%9dqyX1fS zi?f6gmqiDCcq9a6@|pKkuwRka13_zTru{zJ0k2?Y}3!*Z!A-VbIz_|L47Wk1#_ z^KSf+qnHDKj|NC>81hcuO=_*fmyG0qP;Qn+R}>U~N#=QpUK>#$kpr9C&5IE5Ep$NH!kwOE*cuvR z1ac)=_`g80#zy1q(35mcD3C_BA1sLL{}0g&syn&wHv$=x3t1~IyZ~;j1YhDNa7j*zc!|}yV2m%5Epep*V&1h(s_g*oCIaCMfgfo#Kl<~0+^f1$~MmOVpGGQ0gT*BPk23n=))=3hKLE~ruu zmI~3vVKFHb5@CGF!r2&U0{ui8@1Cx56>s#iKBJ$1s&_q5O1JRM1;ge_Ws%&U@DT%U zs_MDuRNxKJsQ_86)9w0a+)`YH+`TrX#!X?wVH5LXt`kkm`L$89H13x{rvMrZw1whB z-AD2q)q%Uq14@ghbQcJ>Rh-onR2*g55WfD|n|OF&_w`KotcDJ{n5g*n)Ss7pjfy}uW}Jh zAD;t1G`*yRL_M3&d1%D8HjszuCEN!I@<&wWe= zvUVoLMm3No<>yTEsopKNO>I(MlR*x|96b|_*8?F{o|nfC)gDlfC)BajJF9=#rop`g z8Ay;#TL!#dsBTd>vI3UQ0{UEbsTx zgNW{R=jSQ1j~{1#^l+9(f4{_f!1K}H$QRjs1rrl8MH{E=CLtpf*S4z(bYDO=EyR~9 zzT1?hXJ@l!yBHY2h>34#cdzJl4;H3PpADHAwm(=cg3uvvy!X{3ig6jAy|z+3#( z&hw!nuXaMLNmk9<$-g4QPe_7&cxFKPsT2_KYeW)_kS^#H@JOazo|3f1&5Y)uPqpC}j4rlg^DAaVXdhom@qexIa&1mZ1Pfe1p z=uGW1Hw3EFlpm(wDkBPj1mYhYmL}>A(mr4*ZN?_-rwAU#hjTeRaF*uRCM>|H2j1mZ z&~dd1>KYJSF5j0gUqU+pWnVL3;fWP1Z`2g)febhf_)D(|Gz!SWR#Ox-k&6ONJE5V> zA%MsX4M*2{^@2Ql>dEjB14v4Ml00GvyTq#vhja;87=@& zpdM$aoy4yFPHElz_Eh!$xV+aYDm|(Jlh)H0Y7R|4+xgTpIEYm`5(!2@L=%mPnr(FD+#B3)(%v7!&nkmhyPGPZGaGqasa{T}=I z&dr*_54XRdT2r$E%vD~e+hHP2gBw#JBgKs>+v*BXhsvLHP63IBO)#yQcb81g}3^^cM-{n0O#4r&U+qn;!t<6QiezhI-cUKwlI_{s8vt*1#B6jcKUt z2E3GeDI_@9Za&da1x+Km58@4DKa_cavRpYu0}$bQUUtsG^VkU%WS3D&_|Uc5r<-)Z^d zt(h2^S^A7`T!VS0l0l*+${mRzl(oh9ko!N*QdNwcn=&3C2zEPF79zWCG*0`ND%wvQ znm+LZV}t0pyY2pMSAO7a=~or-*miK}4?d6SP)y=MDE~>4ZC^V}y!)JS3f{~v(PVul zwco!#s{&2xS?CeAjvs0wxDrs(q*ay##YD+d-M>hvQyUX@ez9)O5 zmTBZe4P{Z4a%JI@0LlAAxFMM7Ausmvg9`uAhGL>W>5m8G+C~RzG(I68JaVB-@^)9U z$IHP%t=hon^3rCmw*4cMs=U(_`Q)IwY)Ww{0I+Z30j~Ke~#KIm%m)AqXxz*NXN2 zi<_7{`K?}t$-Sqa*^+yoy3m*`pV(+bR%uS<%=1!2{kTtH*)$$rSur0wT#?C1_Gm4F zYoGI*W0zYUksw@}$(VF5L=LhDuqOx%7 z46hl-RbIR2&GS3p0lDD(n&$s!-lcdhxzZ<;^;GIBezy78N*mQifFps$OsltkhJ7}N zozgxLl;=yS5|ko$Yf0JGK6P9*uHIp{m3mg*uJg5Kx=TutN%i%P8#{J~jJWEzchY zrgLBRx{123Ac{5j%PgJNpSf^nU6&R%@om>BjpWOmlycvTek9T)2SJW_7#ei^3JuAP zy5>%RyMIY=&giKW9o5geRi4Hfo*CO*Typ(+Rc-i{-xV0b?mtGD{B#HV`70$g>wQC8 z0BR2cwJY(T+4qiS-KSC=BD|34pmLtbQeaY80(7H?R5Qq*dyXw^xYn0t@em_SbY-v8 zh2$LkN;owC9O;DYdz;llh}ez3jA)I@GB3kaejCmd>ah^P*G;b5O`bS7(?3}#wrj-s zK{gL2KR89Hi7%u6a*#u4xC0h8K3ZRO_uRW&6%+2g__=Y3?^`UJ3_mMHic5b7WXD@x> z!A$IVcWCHvKRx@~+wi^-53B%s{m%85o%7LAr;`K z!I8ScBa{Vg`fE-MWbI>-jMr}Jn3`q1ZX2+zlh1dj59#pDInl)JYI|iuz8T6-tSs%{ zC=nwoh`Ro{n;9Km{gg51$3h>jU1{d1gzCTS3Jm%`f)p+$`cFjB+urI^6>a|4vr8X5 zHxo;q_B_1Z&K;aqgAnJdTGszmOX;V{Iqxhb5%?4Fn(IOJxGHvB`IX1^zYagEt+a%v zx;l=*;Sq*qIcNg8Xl1`>oK`8Mcz^k^-F6bX8vpA@?UYT{*X!cB<7g614w6h%y-FEj zweKK{97P9`-Zq~16#=rhA7lH{-UAS}5OP+_$0Hg?I~_Uio$ypVziqtrzrcx%}|PW4k?q68GHyu7L;mH zLE$C;7qvH32+D@gh-rR989el4q$RpG%Dn25->7_E)Mp!J_<*9Ees6NW3g30aVcJ>3 z?xo9!_gUSXa8wqbaO%$pYP+_g2sbD5UQTEJv{V|;&DZ5VElo^l)!sK&qC9$q%p#o- z<=<5YY_hmNt#id+k7sXNJl5m^7j2pZ{>{t+I3c2SbJVf$3D&|U`PAOKsm*s& zds>s5?|LXX@4u1;L3Nv?k2F6Z(#I-A^^d%D%?Nb=#N3q}=dT6Y6VT(YxhnIf+m&>E zjgc!OjKJWzl8KLrM1M)&w2UBUEjC5;X;~O56C%*WMV6F;)siB{&Od;zFHK)qZYtb( zFib%3BN(DsbSa-0HMZCEY{i zQp$6Z+}BW-Mecc%dFZ-hJJchv3EMiNy<&4;)5fkz_F<;+IO>c>gN`f`? zxQ#DwiKH6+Y2v~70t#M0$NsiqJv?DbwhcxRK=9LVuK*ZWNrXh-?;IuB%Y}3BrqZFe zH)!T%0yWZ$e%9dAecSfYU5+6Ylm2%I>Tn`#kd_`C{iuDrrNb6E{<2?XHgNn`VE+Pw z8gYA(^7}o~zGAPiP=E*2 z+pQ(?@um3=!+9ty*vub!^Y&_Pyw}*9JoWMt%y%qk4@o}R^YWbapPdnvNqcVKiwxFt zo5BzQ2SOolh)X~qRM2tG0JO&*fW{zf39`fXS;$or0mnfX78dG2d2aVpfqx4019lzg zfr76LSRIAdBX@yjpWwOGS_V2CryMqYh5_^9b!L2Mib+D80El}Nw(xfUiNkVU8eTWM zGs#aB9wR+o{X&TOo&@J1UHtXri^q)DF^f;xaG`a{P@hfhLT z(>)SR%jQmdFMZqI&>)Ci2o6<>vkPWBB(s*@d@G8m7bl{o(U*D9*E16$_C^?W9RuwP z@*_f-@1(q>4JTLTJ1SCYI&7-1V1I89SZsjTN4V=lYFQ5VPPqQbB}iwVjn!7x(t6H6 z?uK4E=0aIfQ2`Fm@xx$AK4NC zO&_NQ$0ebI2a}9Kazz#YM1M2R}Fz7%CbTAEStAcv1 zVNf6IG~~uW_AQ@fKMV#AdxZdfY6f^U4d5gVw)X_cL*^dPTsZo=oGX)ouE#oHw{w3@ zyIrg{3tLUh<>9Xjlec%m6w%_z5~-(o;9x}aDvxVh$l($8ZSx?i&&*;Y1!+&&^ThUF zle0>_d7w&EsH|kMsLx1@a3{`Zu(;Fe+ZOXyg>O_P1IbUCt@+3DcV+N%$8|Z`7+6oM zZUGzbzA{GL;sY0ipln0dkp+*_@N;Kr>IK!cC&I5TIwG@iGD0*O!Ra#pPs!dC;G{C> z%N20jpgUVXKdmL_gTyy{?+tXRn}on1sRAv(1tY7_Arw_U(A?DWib;M0^iN-K#W6t>M-!ayOqu9zF^&3bk{W|G_8gzJ zE}a?;HN!_v2*D8HtQ=JK-NuynX|vB9)-sZ1b!2%#)1tzSky2Y(aPklw4Jfglz@zI? zh_R{n#|V|VIGzVYSKtGCL+8$yeb}I90s0E|h1JZ<15nnKjq-a2aQc9fj_3C2c41lO z^{!MTa?FXo^}0y?xRm(pGBB^l(D0`n)~FXEDA1Q=a8>h5dm9WX(O4L{EZ zQB-_NV?}l8bI6!6N99*cJC~2Ur{q`m1{Rm^htyK)dh;8pt|`(6$Rtywj2q-i1~6@w z|5#AgIV!b5-bnIhA~bk<`6_abPNyH1&@aB^_(c#)<+6w4lc2O_tm;;b#MZ0e&+6NS zILhf?P>*diE&QjXl${4>8V#dqS7~U6@11c0&VA)nB}Y#cJH1fAc7WA-X)Xvk9AV;` zr0j0&i=2Zn3c#@;I1dW-m4|x?+)iUjDJl{|WyS(?I31#tjgD zP|QqV@HsEjM(SEB!IE`Ug_~p@pD=3qw@ieW_$gA+tVoTBW8&dEO>ZcZrfrVW7wV-q zvOT+JitJ5q9ryhh=J7qtTs*S;dK#w-j9%V8@X|f3!-~yKS=yO~SxhyF7@6;5Dohgi z@6&0R<*6h3AHU7{!l|{K(l^p}7iFCs$O9a8EUI8x)*@MIjLZ^?4in3QSxpfVm9X6odW;Ot7DhCVJh zLkOKtPkVcitRyWx-82P`&Lt?C$#@+N0K*;3QBlo02#Tz^2SCKBudfTNX+iunml|AU z#=*Nn7(K5yuf+TFx8MHlfEPibV#1Tcp=5SHX3RHOj^XIIMX!eYC-|r?aO8HSCkvK( zxGRf(nTEs+3vP{AS0V=Ppwvp$#t|={T=k;2O#|gZ;zG`rYkK=YWGKi*Kb}AC)zU#J zEq}Bq=uaJf!+;8dp}+jTAssst8hoS{(90mfe^UY<&|Eq}((Fs((qrG88@O;qM0rL< z9hZtn%$k?d=V#iC<321+!#vSoem}gU38I>Bw4c68L^SFm@1X-$DUjpAE0k;Q#5||g z;lMnH)QYIc8SZCK&YBsV5Y_xV5g-&~l2pDVx9Iu>w28j6QHrMkZZm>~r~x_%0*<&q zhk?lD(LiG+K5P(}{!6tX=ea)@yL)@zWIfyN;HL-Yl=LO=s04ha!$}kl$czi8YaggE z{Lk*q-byFXqdZpnTc{0Yv=^`w{oBOU{sw;0#8l4cYR?wq_?5J+`VG5=Zfcaq?@BeG z*Q>S5&qivxe4gnk2Cl`Oyc}{Q-^V3D)KsZna60%r(YntznjEjdC-UeX#TpvXoYB=Z zJfZX(Hp%3+>(4VTW&0`b!CYae!uN91W_gU)Bh!odUqElq&uXDmjj&xY)paNpv$RO@ zkc`AoS94Lu_~kA3SRWW;wF6w=$jbd|V6xkrviu zR0b@fLI8{+paBS#+hJvEV`0%STJBirysVz1UCQo!2%0v*(U)7|`2*-MMZsAj=#-8d zm^piJqV3XyKn+^29m1NO3=ZNoJfQUTM1WrEAkY%uaZMkh&yUllGIf-{!v z-&yo%=B2dZNAsiHXmgmyP`c;WC1N^qk~cP~DhHoSt`$}mMCq1AM6X ztN-QeLgL<=(XCQdpz!|F&S_v${5skUk2JA_0JxZv$g!88eh+w=`Z5ZB{;kueUUSXF zJdLh_500`Z=xunKr9zEpVi-q=6JN!{MAFQr$aUYh%pt#;`ABgglHGi#4Sm$_tBeBh z&;oO9OK=J@t{xB*l&z`Gez#9Nl+Ww zB7C`7KGx*x(J{fIxl$mKn)>oJ!bnVrpMp+# zV%P@wLI<&BOX%xgI4%3xAV&%7N&wWH2Q>;Cfv=J|fW9~csP(436JGmc5HH^Zr=YOG zQEuQE)`On1Yq_yXxX`2tfj$_nQUlu3G3#+ISN`RTj@GznTRhClmbDs+Jj&(G*CynW zDihyc)qYNa6SUtO)FzS=P~g*|MzTBNex4r8uLY4NBJ`q1f$xN#^?Q?liXZzuP)fSM zdY7mP5IA;SvuR&CV7`#hj1_X3o=^|h#|!=y%+PT_rXZ3*0?FyPs7+BU@xJg^KGz)- zd`J8co?T%eXPtOmE0&OUgIO}mB~VzV0e&0B>86+NS5tzQdhOQP@SSwobzj+a@!HNS zf&-30tks!yZ&lx1t;zHuRlGYKdBaH z_=z?%oDq?M$TRabzh9Rw3v~3MN_!)(WhHcH;$;OB;FkZ4JufH31$&4n*7_>N0#0A1 z4Lq?2BeCadZt7NOKvrQi&w1^wo9qwm_Az_bHqF@1mzS_vt{|BMn2DA7dLx{Wf;mC> zS#Ll*LUtCVl*Z6?-AoHmsvJzhZclV z#BE4zjQsMhsbVgn7T-7^fB_BpSd;0H*yR$@NUQ9YuuhYmcM9^%GP|+%Cb78EC#aw zaqm0bZp&soY!j_uqU~E1s2{QC()Ve;K|&1-ZTNGFoY<&}Nsd2V#642Wtgl9@dcS0(aKnsu&Ga^)8hcJLLe8X^-jNUjh|5W~KvpS{fRd0Kh? z&_1YKk|2c-VS=MJK%NLmFeptMO>>UZ(-&D4`c|i8xP0oLpIz5Q>Qp!^3z-QONA7;$zL^{kt=T;(I@8Utp>}GF&5gL5|1}wUFaRscx;=L}yj- zyEvgQbe28JChSqR?xaBJsTs!i&wGkY%6_OupNevES|1MKab1%D<5X`_zVU(@S5bm1h*a0w{24Wsn1$6h9; z{4rn~7hXxz^cEx4itQ02l6eMEZZW)PZ`NIfB3UM1hwGA8o(WR_6hU3PLimvVkdo#D z&6>IF=(0i|7HsaLu9>){MD(~HjhD2=K&_q^M&41}thr!TUfn+3&p-WT`7h+I{Lw$L z)>8QG@rv7~+ThD_NJbh7jjVJF#+)VGT~@u8yiyZfHK;(!;mNQ#Gn-KSb{3T|z;9t} z_ZZzy3tiJ-Rc1fQ^_4`7(&k-04_O)hm}RI)7MexcD%gfoXX#ePhRetQoNXx8I`q@(w4>(?f%RkM#lR* z#X=y5;>?QQl)Vz?)2up$uCxq@&JdIXyZY^yCgkX64{oMV@G0LTi<+&9k|CPR;!Q1V z1_o|ew05=ecxRh5-)qlbLAQb$L!Dgc5=J*|1#-f6_uzW6Gj>nbk2EG=k%F5iCkx`V zqHasog|;I5KWkIK7aYY<{1Mj(Mu#k>+nht6A;MA{R3AY_p@ zbBdPkWZ9^N$^I}^V{$ncZtV+F8@SEkM~SsGwfTO^p`&3`Yx{?P))qF>M620=E-dO7 z!S2+Htn?Oq9~M_-rfVQm9f|K&zO8KBzrREtAuBmLgD=p6`!NBf}bdx{M1H{eI$ye`@gt4?{KRB|Nq-$ z%U)%bI@xTn_ys$}|GzMIGy+DZ#s0G|5+Bt)44d zW@UX&l;5p6QZc%a6eh?tU@k}!-e<$ou$n{fi*Q`7x1Ihz;&Ln7_YN&^?-ZMP1Cewn zc{3zlDPE0wWle_=-l2V#FAu7oUdO&~JDd*^*^RQ!w()#WpOnb zqXQ;JxBUyjAacW6-=$~9LmesmwSWo!qP}a?t8F_O);vwB#B`)v&2x)}Y=!LH``B&zQ~RU zeEBmrWdYO_%UH76mX-bCMAunv)tB9{dlFb!z;5{FwlL~q#aMk& z7)9I=x`xIgE5sRy5&7_3F3fGO%}n)Scr!|zH~r|Xh~L>4XVE2F&>DKI zafDB5FXQlhdlt_}9e>sDgjKx6<$cw$cSWht)wEOT82^*H{K{|S9Rv}uE6|WC+7##a z^t2Te`_N$G@3xKg@ppO*f4b|ZIyn{oTvmgAfPsmHHBUbp-jRpwayQ*M&PIV}u+B=Z z>+*j=7((87yfd#b0wM&FvCC?-X6@rw_6C?a)(d4|d<`8LN(K6SC)!Z!2`Mldgt!(J zvAtSkhes!|A4Tv9&Eq*)HgwM)y6v38HQj0k@nUauR!O8L-W}#MJ5EjUbZB1TV ze52*dd&v^`k5t4W{>GvVUr3FLi{;5^rVX*KeV*L;Jd?Bm#=6)2s|y%?3nI{}W(Wr# z)SW{{6`p0ap>cT;xcssb-y|7$g~6Nw`T8ga)u3}Nc==E18lRzgiHT4)Ia+O?w6{62 z-~AIwDT`}4s!F26{@TXv#?m`hSGyNt11AgoPF58Q%Z#N_A}r6Q;B{(#C$7$q$MQA~ z%(b+v7nJ^s(j?VOwHM%&!wW=OO31XtzOue+Vt`rn=Y}o5N-w1KMb$NW5h3!0b`{;t zlerl-`j(61qvgI{-XMh9R~D77k((i22RSIjn@Nv%!KagZCmO42Wa{(F%j_G)ER7+RAD7 zq^UKJ<{KJaONM^#xBusm>qUALl#f1`M5BgYlz&WJB#z>`zXxq+0x7g(U)6Xw5P z{yr#Z#EGhhdYcoB(V7Ri~rErtc{K0H?I3f#%AVL^%p|n<^tBH*c zdL9Wg%n{ZJv0url$eoM)i1H#iW%8YKW_xL_guE<|-}~}5J;RBHI>JQ{N$7~|hQqo< zV|2k41O=*rd4_CRlMJUiJ<;dY9q_?b;oeS)I~y}Ws8DM^aO!{psBHl@z%YHcwYm-^ zdt4#!$nYxAp=#t^5Kf$-C+J}jjgee<|IS*DqQS`1JP%EuOV45EX>$}*iq(O+6|zql z%nmr5Ytv0W;yM#jfT=Dl7yV`||ASEii}8+B1o|}59qsHPh3aj|)~5Dl#zhVrkvUDV z?MKLTE_}SpA^vJYftSBborgu;=>Z3Kp$iyD0a4-3hJ)m)k@hLehzz>i_?@VIo*BRN zMhss8*H3lO8E3{a4#qOpy_$$_XeV@H$$CRdI9z{xX4#J8jktP~SHw5Ht2*>!{ z9;vYf_2lvO#j3xHeLVT1V^l@{i9^)l9U!Qv=ynA|txl4Hx8iG)8_ExA6-f>ZNohk5 zV@3yFA9lM_DY&f1bhEd7DcfigIH85J@}PHFj&|PXlOWiDL?R0DiCbLoxq_^UbLE*`UVdC z4~p}`HB1e_f08L-FooCb5J-%uIXzvoJd=^(h*oaA*6lk_JzVw%>N{sll0Ikq%O%!j z0(qoZNR}s!utD0L=8x5BW%0j3urpgD!N#YDC)ntlWfeCVRcJ2DoLDY1fgkeJ@|J(c zWwIaTjD$3L#=c{TFfi2rK7FtIOVD1DXM#wRoTZt;RQlUv!5@a?Xb$IGZ7OtX^Vz)} zN)lKaYg(q+9cBM8p_(6`7qt0t*RXvj87Y3F*;?f{ZS-I$Sa-D^#d+gg>}VYIj1vJ4 zLL(vnC!|S4D#fI1(G>E5>RSbPCo-~yKfE12w!3`2`SxA-USTjuIK(YY-v`mA4HoY*(V8gJ%KwM=%1BZ&pzO~1C{U;(*Uve(N zK2@`F{jFA+b11$^$sKu5p)$-4)7Oewrcd-;QG9*5u=7s2F1plzhmblw`CZiF8m10d zSLXR-qz@*%d;sn>RV*hnijT9`xTi_ShIt>?ci@!zq3X{Q4{t#>2unGSNhsfY|+vhSRneUs(Wo!upE0))!& z30wuD@J5I~4iOaAUSr9%p&+78H^ za)DLKu9EWkGvAMgXP?fQ64CF@+RAE~t5H3M|M!i@@44K@P#NZ9jq7LA3 zDIY#PnfFB}A-S7R&0P#1RNQ(wK?pAKp=K?gO8mi>pTu?Et>2PWSHV#1Xl|h0YAwo-zni;rBI`W?c z{hpvguy@ZWV7qFg#O)Xv3@4YgeGD5)KBHXJgEi(3u9FN&TY^7C{Awh+NhVfi=g+%I ztEi$Vbu-B?&pXc4!AuS$n7swkFZ%&=njeethre~PQCuJFYH@Gnh9_vL%_C|!WKK59 zlhKbp<<9%UC@4p7t2dRh@HL>so2^IDvbzDJH(eAEw#16pE4Pd9hL0IUo#qmrNpX}! zpsm_2cuEJoFmXfbVm#>*c=|w!FX=J-m8vPi^Z^b{l+tQoMeHH=2et3gC!rnCPOBnC z(e1;N?5^q-rX-$iVfH5DJ;2aA11zi$o- zgk$I}K2Q#0Ut#IFe5V#z=^?h#>NhXELAx${{P(RfI`D^rQa;9Vmk)nRuv=VTt zW5%vu=;j8WJYN43))h3CDu}+yIPXnK+A$E_1TyNcBHmp87!h0O4=0R?ghhc*vREMT zcF)u)7)(Q*IcoADXFQ%*{u6(-XKHk$t@Y|)NI(@eJiYLl2{k>js(vlCIZLyQ#=sOg zp$jRjUxb0e+S7#4-5&R(r~lT0|z%EU~bkwn@92A6kWp6T7c4U%tGSmAV0r0WhQ*nqKJ3Fvbk8 zstc8~!7(N;)PKSOs9@_fAO(aq*f4hFJ66Z;$odhcIvg9a!dNInVfln@hnBLMM135Eqg zqh_zSP`Cw*0Y;;(IoD<=`in>7)G=TN_zQtZ7hp-rzcJgxR=lyQ`~Y>iwms7Ai@CQC z9MhgJgCbpGE54KhgDenhrBkOqYNoJynN;v1-1YZCS7vF1U+EJeI)19Eh`a>f*{31t z_OepvCiOsMjwr)!IF4J?1U#Zu0hwDm$J_L&P+n=U?eVI?8>&>EvJJdv?KY}1vZ85c zQL^7?Rt>Gts8SF6^}~_}&f#76na5AA6P0OB-M>=MRu2>&m$Mr+T^%Y#Y(~R<( z@4(c?%5qT@EjG6Gl4_9*z4qS7T=ENQ%0m&Dx=|Hka|Mxh{%qqWX?ji^1LR=b_*_bJ zeGCwfSO8*1PiCcX)Zzd4N@&$V=5w`*dDb9~Vc+Ti3Ha7-?|Q2 znGE$#BQg?JMsXM&{qzZp+2Y>)q88R4Ppd89e%7VsAX_&_#mSg6ooG6}Zt%~I@b=A2 zC@Xl(igK5_0S$f=fcoemLNs>uU%-hYQEMN}SyMpnn(@#BNSj)j*GTt|ClYGzd2b9l z;p|VE^AldqwM73%R=Hd4&P%>?LQRfKV!Oein0(JBR@P(f9U(J2!mmYqbw^7eE*H&P zkOgDe;$Se`xJuoSRt}9TE+qBhZbXSyO-H|sd1p6#9Z301EW_9~hvF(cgjZ z7P^+z-{%zY~zZQ7Mz6lpG1sx zh7ngNj)wPrmL@F`aO)4sN~OCcHk#l(l%z2fsj=nFH%V2*X`eqv-U1vM*Fl>C+Jpzd zX?)}4tx5-*iErL};KJV=>)t5ubA=^3`&bC~IeaK*xxw<1VRYQgIwL<9O?P^e>s-R& zo}8u}NS5DEAAH%9>q5-}6xRDzLMCfaEsB?qa#LFbPBe_TcdGf z@&&Vl=r&H)iR16KVY9E?nwt6rcrw5=j}zO)v$o3gKK1Qn^<&Z)+%d6TWL5B$g_(20 zxBT9n^AR(c0Tyq+zGbNB;PCJrQ~h`CUsYv)Z(XsdUPg?5#jAvr-M#z=LXTn1H0lFY z(Tw3EAoZVQS7pqRJN`?CFDG5ve3?h4%n5+jl zAm%%O-CF^e^r!>)Hd|UwP>lSgh)T_W{|mn2ZVlyh7UNp;qa`Aaj7`~OB+7pg53#De z?=Y~nR1*PY13BgM-Lt(e6<`q}0v4fFJs;?-^*fk~g%KbE4Pydb`B}>2rcPPPeVwbv z@_Wr*V9gFZ!USKj21qXL+)`3*kR~V*4>uUksrj-BiCAKj#Ge3LG?v89-7;q2q#;GJHO7cl0hi_4o@&=20;_xQT5-rOD2Djc1>+plRGZWy(8H<)G+;326Dx6Ca5syjoSc&UUVog;-2#FLn(e*x z-9JTUO_RN{p2?L9cBuX(Dis!AJq^zb3So`QDOqZB{_d4cwwGOHnx{Gu_+QxY%bDE) zKN_+*Kn4*qh}>^IoPUe37ie zE(tfRvGCP1b+6=4sgF_Jks9hhE5n}ZLDT)!XZWM6xev0%MGDYp(g=>(NJ+~1m*ZWp z{-DQQw6L2ut^`Ilg)2UwK45|Ya@0%jG}|`8i2p-f#J^#a7brbCVNSOPpr%~t%>sTw zh^Xrc;0q-JvWw4+J-|?YZa{LTGmiHa2?vc8fUv3WkEFN4%T++2HeZvc&ub$WHmk;S zsplbk1?tvIX;~Cn0s)L2wGWIT-wU`{HL>MK@*X5Jca|beY{G-2iXU}5DQkGmK2sOe zj7A7J`@F8rmZgj98lGTP3`!BS8*iI_^u+d^iOq0HG)hwHS&l1TH509Dll*?0ES%6R z1V3uMK9j^em3n<$sjx+!zZ|PrScmTgxB30fiYml11U!;&SQnCqeya*=%ttk>`XIXX zEw2*4tig^%DsT`IP;7}X5 ziCV9h=w&Q-7zz!4^)L`0IiIHh)r%Yrd_*FsT1Nte$uohoq|%Uhr1dnf_C?!}7SQCk z*nzp;S~yz|(7b(`px6&nVWoaFqA4@;of0zjm7Jx!x{;(Pa`Ra=0pzB53cCIlUMccB!d6ai8rg6{};+5d@#zKFLp z@k^l#6*S#qB`bS> z;O^n3O>^v{TwJeLl5f&#l(V_wx_EqcuE?NAB4KYNNz6G*YcqYg*%9|%BK+!3W0UiG z9YKJtlmkS4LPBDF>bbvR9$nIxB%-S4njEH-&OS*dR+(ZWX z$8&USK(zshCE6+jg~z*4->Ijd1#fTfA|=723#-D78}=k)O$l}s8GZ`P%*7D&*s|Gg zvEt#6r|R$!!K{JkUm?GO_NVt+C7B_BtysnNK>_A-g6K1uW>rXN3^vz310f)it_bNW zZjb;f1|Aq`_>=>hS=~VV$%HQbHkiddDi>lTi*OtbMt3@as10XDg0@%~$%E>ke!C1~ z(@Dz;Th9wqAurew>++$EN0CqHriaZFzp*JH>HX^5jnZ#g3}D;k8+>Uw!5ug`DV>0G zd!uDIqUdBY#8{SBv9zM-=yXUvfen29{5dXj#=3h@#R}p3{5$CX=Sod?lbPMi*Mt&XqjH!GJ4OSHM$@sk!3poPz6e54ve=2{wJpS zPX=QtVr%MjcKi$3EgZ4$7udXYEG>%;9-h4Yl#IGI66VT&$C1|u9f{8Chidlg#0cB- zVTBd}0)YnaQ3LX)W`*$$0S6*PM^1AfDDVrco^hjU+im!D42n8!4feJy-7IAwL6xl^ zTTJ@qjSA_H&`@Q%Jb#SxjFiZ^k{#m4Pf)?|-*MWNn%ffqLm{**PNF^^FRs=?l;BiX z#*>pUCV`J*6z@}x?AL9(lSXj9h5yG=* zfgw-S#EJh5$eqt-2z`5NiH;8!ThQ3#$2>j110tEH;K1h4bch%G(L08h=p_+__|HzE z9TqZ{XY2?NU((zN-tP^HL5%aeR)TeP_nn2@#@n7g!lvrm?8z&I4LlX3>T_%GcBz_$W-pst+?QOf4)=cARsYxB$dBdw7~Gquo#=S=Tv`@= z@_*={)BqZbHTLaZrNK4{*L-S_oxFM%`{$Qj*atgHQuZ5)T&UVYVnhR&q2-Pz%72xm zfggx28DEKnY1)L#awxi@1}zRtMByq1!i=u9#|I~V7+oC!!Z7P|HHB1L z{jAySe=k(0#((IB=?60si|;t~gB{d5D%_8d3P*yYkA7eawIaDE43Q*d{}nTD`_ZHv zst=TCt>IkzNdJ>k38{FlhP2FzU<{?UN4o&*2@AbpnM8Z|LuhBt z@@(68hnnJxzxmL=^txA8uX(s=lo8JI&MmF0IB@JmpgenAzbk0)lDjUbMqq~MW^(N_{_XJ{BhY2kU$(>=RSNMM#PUwG(K13*3ryN1b@7_G+{WD z@tjz*@0LI&j)X+1fOGE|I@?N&QCaGe(l|;9`|{L%JLuGSdCNp~bj?^ek7uD(RM#h^JAzYigx5pr%&_+=L zC#jXoO#yjh*wO*@2xTi^QVIryAh+f=e)ICTpkt{ulh(5py?s@F09_tlt_Q)O%%4gK zlBa{o;8gPn;;N6|*@0O(X}CtKn?5BeBTu$>Mm&nm2&g2%^H?b=Q36xRlO$S! z95V{XJ7?>O=4ub;pc)^l^sRSWlieR|EQ~I%LC+%XG%j;1sE!v1c_&YST$75A!Jqp| z6E;J8(=bNAzv@*dH^0JlHnqY!(T49czn9GPQ-JhCpIi=Ja0-h3sTrB-opp(it1kfv zr{e};j7W2D3IEhuh!6KS2^2eV=_x4#Mbnqu4fgi&};NYQG_XjN0>dHf8-tX@bL zU^^mP0!|_;g&(XgsGK;kT5CQf;j(;b-h6s1C=e%#y-UpRNCSj^kM4%xi;Ycw{tOO_ zf-=GIy(i*$ta`^KX8=V8moudJJH2fn9LC%Kr z-em;YpYSt-E>d>rnRr1j?b;)rrRhh5<>EzzaNp8oSk@rgMe_+{!+A)3ArM$s64c+} zgn#tI+3jB?kJ|P)>i@kz5cgR@6b)P5#3Y#N|E9T?ocA86&LB?=QkcOXoWblbyl&*V zv`$M`1QeOF&{bP^{pF96iN=4aLfgV>tOqsYPF@X~5DzG2F3X;kgEi_NDLG4P%t zExWp;)z@!+c`cDw;Q$Ly3+SZe7bNWr&LhLQ``ma>NbWL9n9yzH_6~uG%Aic;1qd*( zX-2A?kN@QJO$Xpw-nnQxEzrA=)~LnBGhg`;?s7h78Q=h8s#)Hhos1^S`K!iv;yY;9 zl)6#5z3jgsM{b3%EUI?2z4A>GHwvrCTKsCCEdiwF7#kRTC^9|X7XZiXr8edd&bvZ8 zXza+Z>EAK=&U=M1a0Q?3ePJd8O0)}`n%J0GT?DK}@7W)j0_JUOS_7Di5=b+s6qb1x zW})SUt6UEJ{}&LO-ibd5Tk9e$;pf9j_gf~E{&kLJasrA8 zH`~Bv>!|#T|9~dXLXSMJC%>|O0LGgB?;{(tWu-)2$We8p`JD3QwPX3p4@~LL4NTj) zumc*hJ$%wW3J@c6%Q*aWQ88&OvF+HC@wBlnr2o6Gw2s{vofZe3wjcaJBn^jh|GCrg zD4a=D8Ld`AxPxI}f`fxIla(#tLCTiL)^?NfGdp46S2}mgbWTxpdf&Wxt4`WY0>Mq5 z6vvEU3Htb)0(WNOTh5z=ivYp$_4&*0Mfax9czgsK&a%Rb)p?|0UH>d)1JuA1(43$) zuKOdYibp$M38B+_(sjFPxL{gNL^Y(b06j8mzzqLLL$PP?V|*n7tpJ`ai}5$1ou^Z0 zVx;(!xYq=}_agjPN)SlBOlzsM*Q+z1mVzHVN3Ros5G?QzJ2LGU|GDUyW_(a1pW4LD z35-5X&BofNz?ESI^W9~e%)b_I)4iy zJVR5jVIASF+83K+z;V@T5XP0eHo44oU zp~^J)ayA{is}`P1GYr0tj95P3xW%xZN;J%_s5e&&s1fOFDB#-7pR-c55lG`;QS&vX z5IixKd~caVT4v>`HoDvtM+%vk20;6^w?8b))Em^iqJ${;5+ChC*55S}(8F7*qYh>f zz<05rNdUiRgD9*6W~-4^;9bDqPO4LLgd-40P>dHgwF8E&D24w}mQ=Im)GtXeZqb## z&tpKz$vU7@wCNHJ=0?Snpz^j`Q@++=o5Jb7()C*9OtnOi*@Uo(CT z#xu}efOo-*58L~+)#f3XE5xWxy;A@jNa?4gtg{L<-mVqS-bV;bDgC*M!t}xr$yPos zOKp_sxyAtLAxU~ko3m1;~fx2!?+|T5lC8XlF`=?tWfdbs^BTFc6n3LsN=(!JIp5h=clS zADeY%k)wbkNm>431k7^71}o!>KUval?Xk9Tqo~RGz7&dOr5L-s*|9(Ytg;ey0_p}1 zQ5g6)pihvBhgGCIz`O8&hx`up8gH{V!%XC{!S6K;jY}3%80iNuySRWDpHVFs(~t*J zw9_m)pwC+!(f7Sh0NT^XI6C|Ppm`=@jyrZgsyqmQ)jEdhUh zPqoN&`X3NE(B6 zkI4NR92YJtDQ>G#)pw{k@?4quD4ViRX($m} ztQ9;4g=qLB`3Oyrb%m5Zlye`PZuT}!+K&DtL6=u&`Cefh(`5kN>7PKF6=!wCDrffk zDX~kt6DoP#?D}uuxFZ(AJl!im$7jEBO zjbW?B+0t+pBbbd#7Jy@2M5Y_TNBIM2E$XXbKp-+QyTs+3D>`aV0Uu|9^<712F(zn3 zVVU8D?njlJh;bT1>rfS77>BG1z#LdliJr&Dhe{(ESq?(AS2=xODrsZFLtnC=7tQp) znb?+xWvh?BGTiapYX@9R!0I11f`cLM?9X1pyyxCA)qjA zZWp+4}ZuKbD?%nS-|#K9FWMkgv^chW3IGhYtfyZ9#+z?aTi z&L}=9-A?|+(cu_7TlMRhf{b0Svt7Pt>MW2$oAkkBLSY&xyx|WFLNLhUlth34=_dJ5 zpB*CV^wD4O#5meZh`Fu=6Pi$pk)5P~lpCi? zIa@F1W5;y%f5zrpbg@K3bH4_c(b#Q&n``rZ=7Nff4K){c#z5ulG9a)len1?=JKY#% zjZr@@xDTJ@&|bc3X?ty3aqKrIjfEWomOH{~8JF8@M#!nYZ-52KnQm5K(==GzEGYY& zVkYNr;4tJmWZkvWcX2|ejcqZb*}eYqvjKe zu=6&0<#&38>}L9&m+qV1A6^+(4_@h9-ZHCTU4Uk&oB&Hkj>}sN$glr#1~srl&LE=a z|FBi0986@urG1$aO~lo!Jpyb_J>f8ZRBfa65DM634bMI$hbd8sovb%LbfeN~n*8I< zb77e*!@6cXe+)wa^x6?9UBfhM<-%jGrZ0lh@PV0i{C0adhycVC)qjGNgh z6^II#p?lpQUn2>?E?O=JHiNQAf~9wLGyW(TxPWA2sP8>c4|W#XqbI;^V&UCRN-BMX zg;HCqSWYZ5C+7yk*z9K*UO7FPYw~ubPEhkVV2x1_ZVPmwDkev&1Q=kM@bq-v`bbu| zc+P>f40RHqI0ap{q--wN`43MlE~19Isa6Ig87Qc(S(S{;f+Q6yNSN z0+b18K3xG9$kKI2G{b1Z^eyx;z_5Mmf=O5}zDD)nCKzVvld1cHz?*U968Tj;^e)(K8SYtSx+(JwjfG+wUr9njI%o(H zT0|jO$J>C07RPthS8xV1W=Q$Pry#1wh_ZPZ+2nhU|J61fkIp7L|wp=R|uSF3m~?DvmkZwS-@9_T|@_;<$lx|MxI&b>3tvgLg&hfSnU|E!$#OlFbY}b(;8Vga|w= zx}Td9kwgzlm~2XJG1~)*=cd}Egdj#P0zOF~kV;ooP*EPyn#WlKGJ)kT&f(74hi{Ef zbG^p;XbI54LYY4i8X)S-|*udzR&N!&S3(uSHUy`AfJJEKDg&IEXKAX7>qS{2Tx!`nLwb~V+UBjh2@V5j}NaT_cIO@KB%KyMd-YvSWTi_f7w5MaaT1%Mn8>}Ll%a-TTM#aD(C zzdWr>%tcFnEn$M7IpsFkoiPhDUk1dR7bIvoFvFNPJonYf1c8X!)Azj>484E!y{(5W z#g|nWg9tMDA@_^s(<{ViV!8;JA+^D6hhB2D3m>XNM5XMyRnwdgiY#n&Ea@tA7knK- zG$ol*HAoKF=iq>>jRs8@OKuG+D3oC&UyV521nK*nEd7Bl`I4kA+vSd)8qn6dUa*1o zD{0-oz-f5hCLB@RDSX;H33g{h5>w5eoz9$Pc^&{J%x2`}W1OcN1ORXUKh_}l03gWL z*!Nt7&??}gfx3T=#`%mY3bXu85J(>hOMs#XfTHz3`KV|(cOB$=!kqxVCmxg*S()m< z4}X0ExImxL?esnni(<)tMN$e9m0H?<1h^gu$3YYeCEDlKD{f>0&(bB*o6|DaS(Jd3 zL~juFOdF>_{?bQ#WxG0HVs!mPQYL2N`}wm`u3tU1I`#F1t%^7s94SvU(Oi}f+vA*W zP$OomOdiFw1F9!6*nv=Qugs^JD&6@K!~o0hxqxkMI2WhjE70~u;0S#ES_0Z<@Lxwz zV3AbV>G9|u2N&#Chaf621XuA_%m)TV)Auh)%K!%FBlU;>k#aJ3j)eBy)S*ZfKFr@% z5Ai87ptCH1-Ov?ec@FE}YmMriOy=1D5cdcc0EWKFx7II)#eG(JG}+vJ0Vf+-+;4*w zX8>nFUe;P#)%E%+%eSrqrZ4G|xV~YKpq(5UPDXvN*r&9pw@^M-eT40Z(?8Ux9j5AgplZC|&nH2fc4ZLwSV99W}sP{N4Rd9Nl4h)efe zINq|q27H#r;D5_O9`kpT&4WeO*?kwgRc=RwN$Zzr3MdWJd0rm>NT=EOf{j`}Xd&ta>#uGg@3kWCJC|Sf^9-bg>L7K01*40+glxpf)w2eQ1FE z&9Lnwkm2qEp*`npLKQo1F~4T?l9RO2k)sY>RB9NzAs@!icj^Vk&rVY=x@h~128W6C zC*_1U2HCz~8n2-6RdSc(*ns>%jh zLC4<-`#jccqs`!ECb+Gr3y{_f3(^ zb*^q1#!ek;GOPgc0<2R}!$KiC$OTFGAd~O0!ml6vFx&~)ts+KXkbSGM%C{|TqSyD%;A?&aI9cW?m_8>ZW97bJ zt;HP^yNZyte0%ns$hWtsuAR~F7U&7&0FpMGGUe`_)Xn9z6u=>~?b8c(*_li|lvnvO zvmFv8-GPAfjIC2qP<&YNDHed%)$BJ-xvQI+nvU%d6A>ASt1GA416WM*{$W(^|82oD zmHhJ9x%frzAK+^Vz-s}%mICmOQr?x639$siH}x~GGl%iqVeWZRZfqS7URf@^*AS_+ zt!n-raX`uEaP9PgXljO83a8UcsYOirdDE)Ah)*xE@)YTQtur&TSUE^qr+tZ6E1|E8mIYsLA#B}UH3EDa0{q1` zAI;=$8qa1L_nV0xLAJSpjRovw-(@`_+DAsKb5&AW@#Kk!`Rbf(*3G*iUs^?h$iiDL z{NMQDZ|cu(O4A?1a#&9lnNCiMf&}QF@$@_?I_|5pH;;HTb9Z}DU2&ylnq{l>yMym1 z#(8gpM|uWt1bS-)N*N4*|2Pr*f|UWthV0F^N) zn24WbM2R2IbexT?_&B?`Xkl8wevu~*(hDDV9^n&LI}hhyU{~QYIcB`>0yg4Iu-!1M z(fJ_<5q9!UJMY85Ee7EjU*gGs7Au*A8?G5m&8+*s?zW}x?SiUs-?@#L4Etj=Iqc~V z#T@{8Ropn@bSCe43l~^U?2$%XKygBSX-u7LMtIznC*mpDV5oFKePMZR$7$_&d}Fh~-(V`M{>~lb)$H1LHWyQB_w6;6>q~gwuFiOX zhC;)X_Xi3{lr0LhBJjtMk-*adX}t^Z$CmL3I|; z3;s-9#^Jl=u(@A)l0|kVp+X3jTIvu+D!l`HR&m02cm2SEvinm_^f(@1r*t0hah>fx zIEw~LtyeSTgCtCgU#B(qaagggRewP8rH4H*1!idHHxU*7Rrfjn1+W48_2ZnYR zl*@$PgTXDPPzLP-sC;NSVte&`PoG^Pwe`a#l@!Us{lj7RVW+i2NxDSqKd!`G?X(mo6oKyHR(?YreRDHq ze#o_&?W(?+Bm=pu8oNh zM?cIX-`}qHoLcltgBPJL+s@7oU;~PjAgE7j!N0w;1Gp|KTXlmgAZPv@v;zK|awEXl zMn_m~HQzq=2C4EMOq;&GeM%+EebxTKk>X$MGML`%{|qMoJ8JF(Uio*YLTqWO`~80; zZ~pK4!W&sHZw2u&ey)7{5jD{Ky%1B_VJmRC5YO(v)}+(3-3^6LHMN6``+M2h+3);h zH2qUI>>aZiZR`n{x7))>VEJo}#@Z{E@0Lk>(S*0(r>!}-dX~*vjcx^&HdG2UHSq0I zR<@&$Vv-w8nKlWlI9jVo$fdZ4p85EX2x|IU>3a>n4g0a<<26!JayQkdH3wa}p?7m7 zv`Mx^fACG%=U>vT*hXmAo~flTVqBP;oBMoKv3>~Fm{nY!i-n`9lDmMf0RbQQ;be&N zv5LM*%GI8fi$1)#qr>rorH&0=s?|hea6Kx}02xu~A6m;pa*=0ADh)| zQfU{uyDfHl%wP5MR&`vF@{(5j7k0_}jRf9yary6aA0%02X!%zt6NX1EUIhQTx8`&s z9#0`)U)(ZXI&@Zl_s=gexAT#(it@NG-*t1H@l4eCT}Q9FPo^@&4EY?kBdltj^va!6 zORs|`o<-qhpU-0O(H3(he3)r%?o(4FOw_JmkOExZtFVVPt6|%?9JkA757HSu zt@S+;9L3GvQ66C<$AsL!RuePqe9L`|a_m#Z=cas@(x+Og4h>G-RQj}DSG+j%ac6kz z)w&RXi>JI%^V;$(zm=rjuE6Y0zwgwA5*9dr1&DI0zLg@j6fMQ0zF#fdWpQYX2tsHk z;}AS+HOnksX#FMseJAK_elKTLbD{-(PeXu#d|;H;Te_d`M_%UrhrhhOTBMzbm!XfR zcfcGj?a$aN^4skGGCr0unLT3o=s*XI51vKqp9NY8)*l`OUKK9_3u<9(kE$_!Q@#mp zjAaYa{eO%T(z=D;W7kHr8>UqC2OKe@{{HRkwqV6F8Jq&0mV|+WH`c*Rm?L%|7wxcjvxi2E z0^KinG=itKxN%#Hk)Hl@Ykhd#p8H@_R`H5P@v0JHj2ey@9aKW9yly}k-|ChpNtAkB zuRm_o8noDF(OpqoTW^2A&?@M5pKoZeGMx=o3~Ng%+c47)GjcC`+to-IE$_t_;DPyk zZM!%1Q)CRrQ<2OnfnS5q=H?p7kni>4+Rn4n00|Jzw_NOd$U{z#z*M`K3!mv9XNbn4 z#v51fcCtrLa-u9W$9j0peDgWZj^Eh!xp}}<~meTP^bfWD=0vr+rHgMtY~Un+mZcU zVHdXC^z0P}y!)xNK$1mUNiy%miNDRmO4U+ewG8eu^RQEKz?-eHcpp3sako#gg zwN^y$i!Yx&7>uG_43LqwUczqasyakdZWNgAlgd^~bbkh+*NwO$E>gkPMy~RBm4S?# z3Pqcnj^cfcrd}wXfGO*hU+ki6&yR)TEou?mU{E^h>`wJM=S53#~j) z^%RKsXGc(9_C`1DyGipuE?#W?J>}%F&^+i!QWqZ>8_4xk$(+%e(Pu3oSw!^;7J_dK zUxk@yWeo7T_MJJhU=RsK^(!IA$-~L?2!Wn&m5we&L**z~J+N4W#NcRn<(lYXMs%j6 ziOl^tsDGD#>kKKAa$xO^!W@bAq{g1fNzaTJ$R~6LU%GN@UCOHVLIz17H5u~}JnFd8 zZAW!v{kcJ}gn!s`al(Zn@-C#9vKGriLpn`Ec6qs467l?W3j^A)T?I})9scF-L@SU zK07R6464oR%?0=}r*+C*j5mLND74ns8UGqO;)U8RglKuDVCJtzaaamdR_QnlJ?ZBf zqFt|510?baFjD^+QggqyZ9->?Ibw}e$t#*8{$$D@wekMa&Cr9jN%Vr(75cNK4>N$V zNlU1c_?7|#ANHhb$7Q@fzguB46i@j4;)Of3dJ8YoU%3(>6uw|(6-fy=)e8pHu)|Dj z!`D=oJoYf=gSW|w%fXi+vNq(HBjB@x)9h6GMn^%LLX>?|c=b$FpH*8V(zJdBI?UV@ zDRId9t`H3~IA7mZS|F*-oq#@Y5p(7>8}|mWSrA%7{o4ZoXxE6>{C}Aat0r`7{c@ z(yc{K^9C|kht~l8Yu_};(maD0rxEu~^}Ir#1mjQpo8TX#hVk?}q12{#YQy@LZj!va z8{yfCMFk#dA+UApC$H*$hz(*6Bk(~j$(P2aMN@#4=J>$YLqTaIDx`xy>jrYgjzyqpCR|rsUC~g}mARP@JIv27*+yQh9rl3cODakjI1ib3!&U46@X|#|I|nXB zzYyrb)a3W_2638weWdrL7e%+^f{UpAR)WrmKo{!%;?|m0Q@jG8uFr_-ei^(rP?JN7 zKZb+1Bkj*sCHn9uGYHGW@ezX%um1nn+*=1l8TEg|fRuCyD2*T}Dbg(^3evlzgrI<= zbP5R40-^%aCAD-n3ld9rgEZ3Z((#;C@B8^Z@60prU+>I&%?<;@UU9B-&Nn{a_z>2; zYT-)pB#4t)eX>&GscrI(iK$c%~_$=MRe_9WLS{Ew8lx zBey~^h>|FFYH!S7nFqL&TKg$Q3TkDhm*9-OF#+QM9K^eI7at=Qp8WLWk@EM!Q6`Z2 zJ1r-uX|a(Xg?z_541BUNT%*f!=%|M5YYrOz#m}!%1eahx=fr~6YDw47LnBPzGfsKT3nl^vZ}BU=xj zbuSSmlj;qx(o+H>DYoDFT10aH1)0xPjP~KPcQ`LR%I)dBez#Q`;KH4^h-U%@FtlRS zcnD=aN#Qcl5VC>PME+0w23BCjnCV3KWUKMsgwYDtnDRNpO-DS`pz%W7mmFDY54bQ` zK|)sozKixm@x|_BwJ#36$ml_9s$WybgZfK#%SMjxOJRf%Q zTEXder8^uAiYzPrj<2Q4ezBq|5wo$|0i4+Z7Nx~mm4AOh0Tof|u1+3U0#nDtt zGp5MX*H~;>L&DKrF1xM^j<;oC6V+5-Ol_-aXo7f>ULotLt1ot1HaQ`AVtA{XMl@ z3qnDK=G53kW*uRswvvy`bqHWo%sXz|KwRrkM&o6z9&*H7zvhL%y86!ku=G(5tZ}v@ zwd*4bM)b~jW4JxdvvGdZa1E|ugrnVj!vh>iJRdNF$}*!o%GGu6VfiJ1>34Uwz9n^K z^J7SO!&=17(8f)4DX%Oe z1H*zKLtzeYh#tO~=MDx&f35v#O0T5D)PgL}wW%(9-nZob3S@44_bugJzK!S-=H<3V zI`5C+!Vm8_F^ld5PQRHOs40*)mV3fp=JAl^c9iPo;bwf`!OV-Yc$lHC03Tt4^^luk zjMXTFtM01JQaXCVXp}g=Nlz+vcuJEE7_Q2X3?>HbTPy^V<_7F#5gQK@v3#?1lFGd8 zCK%eocSY-LnBUI_-`L&u56ApFG;?ja@&`@^3bkLQP2~BIaWkBXmaAwoWY)puP>B4) z9cq19wTcM>*v3mJ7}t6jln~ZVLjgsu_z0d)(Yz{ReY0oiDzvB3cVUm?6a)!x>q(>^!KP+&h1V z!P$1LI_(v5Z~5iSpp^^uosfja5?kSItWvq!ei0#7}ilR7Uq^Z_K)alrWtXe9Mh z?HTaft&hU3J~hOrT-hQs^^x|m$uygySufUaK~_E~Qaz82aWgogsJnvt!$^}=GYj7p*QI63-!HdD>?$`}CezOL1qy9HXZ|r+k=_xn4UILdbXM z-l~lW?QE-mqXwXkiqtNvHO-Yn0u{9iv)Tw!fyjLg>Lo>N&sayd6-|XS7P5iRB!7tX zXXD7{<=bcG!~u*GV~w(ljBY#ktQw4fZTLhbtYH>qBTlAQaLE8S@`N% z32l3!qZ0Vq_S=IV4f{=)S981OT;UlmTVUtCXsqx??ybDPKF1iE{8hT|tKEJ+>&@Ci z6{eFUE2kfhPB}=TuT=^(J+hcxduJx^nePBS#GQ@ACCIpn7Q&VBVs5`^fEp6_TY&6; zLKTnau%TvOLr1Sp3>Gwoulf3*venCUg#IxXjcxE^=zL z7-lqX-f2nP3c4NFlrXm+X!#l{j3K?aPK0*!{A};Qx(|rTt)^tgzuNB+akfG0dx@Eb zeDXk^O~i^mjsHS-yRkD7sm(pf3^rgK+R|n4?vEW>E8R0~Vwm3zDhRqS3Vgt?Ft{!a?k}LHE@zSC#?Lnkj{cZ0EdekzV5uxHGoy&y zo4>jij(A>J<21Tkvcxl6lCsdujv9;>;AI{x26ivMFJ3f8mSbmSC;%ZE8$1W@SWF}B zevrR6jZTHBaII1+U3*`iuQI{#h38U r8BHHw!V&||PD3=BN~xkJ#rbKBqeWz9?Y zpc9>AoC#M>7quU(v@?RYl*Pm$Ur)Y*dAV6uO0uM_Y==-FmJeWh1BwQZ+`aHHww9LK z4X#aiJIKF~yk1%=dwcOLNB;0}Wdvcl*f9T3l4_^YuN<<&PKKC8>2p<5yRInRQ*++F zzgDEm6vxfD<+@NhzU#|EXxL`MQ{o4*oda*CERZ8hOfmr+@(~JM*J%GOi5>(um5vRP!9W?%3$x-=MPr+uB%xnl`Ed13NVU>^{b8I8J%j!uJHWWWDJuMza4OvP3 z_Pf4B=`O4PPG#W6k~dXrOs3B?SChu!shL`IuxtpMnqq63*-+MTR68OM9V(F%+Rmt| zBIBfEHBk>#a%bxX`dGxL@r^282+ASdmcT?gq`)ixC0~Md*?8$L<+MvXtHd z-xM6={;r@%@7=1{Tr)!QsHAdQ>L4m|eoWuarv4gmBri0c@5tVbY69s)C_deJ(8qpL zOT~FD8iK_K?0c=>xq6(Lz$jopr$&d4@D1kVIOr0<$`#QSt)4>h3(7;?i&ztWMw&0( z{jBTCTpZtBqc-@lJ3QhArC)IuS&`weGhJABrsd;kSP)c~<=5f;2T88@U#&4%{ped| zz--BQk5?Af<}4p}TrUvcf3BSN^(mwUCPy3HCO>=*kO0KI+++M$BC^^e^#5){hNc2qqM6J~fZF6doPQX6H?jO&bB# zJ0TdX?K1$GTC2uc@WmIjKj*d^43(FC3@yrsadLi}RlviHSGqOhuZg8@+}ezn4h8sx-Njm4q3IP;foHLvPln(IXnoV+i#|r;wryn; zW?X#eGJAazc^xcuISl&0N}Z{rHKAJiQyIFU8=d^1db`_jY`ef&MJ3N=DhR)u)1~Fl zPUnF*|2WYA-osdGm#M4%S$w>nWnLCLm8M$vukHftqd_w}SPa$Rcb>7Lh-}W@6>Ws( zNjGy$pzUpg@u-3m|@v zk{;()E*VMW!+QD?W)%+3nN-^utF$2U8O1dc31X8JeKYGphzCsCTNh$jXhq!-e6D~6 zNaMzGPm(w06Iz23c2jaZXGc0H7DLCY7{OR8nGEz=pJxfqmISQ$4-K z%+)*6!X-UA1>;m?l}J@_ommHZUg`7^S#Cblcg3ES=dy(ABqTR$2}U6$_QZFkkFzkL zW`2@vW|X}y=KK-Uxbf+ar7PrZPe-ANK7ao>*9;l}qLo&NW-7(Cm+}2FkI~g z0RpDC2g}dUP&=An>3DlO$f4$AZtjDv>8c_s%^fj{0>4Qw7*~$s%Br$Id*pJvoRU1W zoDve=F&3|6^%qo81J3({UxYI@pR2UgDFn43x?5ot)OjUMPug&l+%pT}*?D7SD+k=E z1f56Zh+8}Vapl`yP1-Swh1L~6nJM?ke@2fS7tH}$Lz}e?ye^AXsB{C z1;E<9R$g9;pK&`k(J6a9Gi)+}MQD&$ga)E2#U2@9LR-X3?XF2bD=)Z&7n?k5E^MIr zjCu^*rl|HE!)<6*H248Bs6ev)PR*(e38whjS_X6#|6bU6~xFTmW#1g~_>OO+h5Y{3kDH`5PROA^Hwbnp{sd7*n(>hPoZ5 zq&ucx@tMz@K*2|cmqdzbddiu%zNq0ngVgfBt$Id3Vek^{?&T?~Iu3$_a*=mIDhNIA z>q(hA`w+@(4Utw&-BwMJM8(%7i9$DFXdf`RTV?3CZXcsMW>FrPILr|0Zp{7Kw-fgy zgL`qmdGjJWCB-l|m0u!ULp(y`;+A5FoAaIdt$cU2732@nyrXOfIamJK7_TvzQWeBA z9Qd%V?>I7gVIwD!hn(~q=L zZh${d-DX(Nw#8*e?A$(*=pw*NtXux9^tSU}EdQ*}aKbDmpmsuq>rr%jf=H{dbl=Cu zR-Q}w@`XCh=8gMG^`E8C$1Tw7T=2hj_Ay2&%Z!Q&J#d&znph7rL9DU3oUxWTmY=ya ziC6+>sr&vf&HHBN0Q5=ylqAn96sF-#ZziDh`R9#nR}5}DOz=@rMcQ;OI~ec;cC)C5b18aqrG5G*?9N?jAs6M3#@eqi>sY-e1bF@EUh*U!%wL{%-O`?uAVzys zLq^+u*a3eu>J=9+!^BHy0j&50#Es*^q|w+UF&ew+OK+vf{?QY!OVWs)MA{1R!jx-l zWSCHdZXRwXt0eaL?wKo`=z23xHQwjKps3|GL&CHQJW(O|j3SaWeUxyPg0Y}`p(SWP zljq&deu-n+CklD0KVoBJN$~=xO=DtU4PQ4Hr0C+aOy4|!H+I^7zTR(R+e571n>dyv zeDJl2%y&}maEU14#-N`3==W?b-IegB-8B*j#e1j0lXn|>SSyR-UuDP?nV<#v>{)8u z+)bQ0WcRcyKEuW`fJ^{KuAae&7%I194pnk@B> zM-b8V;@6Pj-I!oliGE`W%}BMv{R$|Qhi==s->EzIzG(lxsOnT>ISQ$O!E`EMih87w zbu6EFkhl3ZZCkI;m8ke$ z%Ti#9>A-4}QN5{D-;_vK%1^-|yH(P3?-tWnODA63TBSCQ1jT_9Ae|T;jZHP#y57KN z&bG>QwJ&M&?Ba4_?{vw?9fPO$6*`)pC?=HqF;7h@)ss|;`e1kFlayT_M?@$H!3|PB zUat*xuy4#v^T1n?!HfRvE+1{|s3i+~B8#+yv#TGJzf-2WJmo9jAU8UNBBuQ%5us)q zhR-8v795{6!6h)l^tZtgcvQtM|N^bMV-eJ{gliM3O#b6o_3xjlMr_8d`G9 z$c2pw!NZOV$39%xm_HtNvY<|=8U8hI`u4KV6Di#HQ!MbmUTU3D=pvfUZE33^Rn&-E zO+Q!w0{Xz7!3+hIu$^y0{~*J(HQPXgN=N60UpTaU3*)Y}nBIP@!>L6LC|+~$zo=2M z5}IZ`qE@^|p<;eGFyKrWJ%rH}@SQiGz3&F=fm?e;v?+(*2LQD@ zmNJ0PA(7P8xv~$2f`u0&1Bd>5<&NC(liM@5)9)7#N&rhpxAI*P%T0!}fuOf*158_U za0ax!4(7=DW*mlAz*07?^9a>vY6+N$ZG{GPsPE89c-&Hzy5t9(l~;x;?=-!BC8#=G zR-@5LyOI*qU(y$PnHE=`8{w@CiKn{m0CMYtP!ML5kM6ZCc<%{+5RHOhNL25*UM6(s zH#!>T{Um3uUh-eH8{+g-1(@0DYHI5e*GniymlKA^ zuxYlji%u-D1%e<^Zz4;NmaB(-V$35Y9{v^_BMkok15LTl;1BepT*3$RF~LgnetNI- z>ACiv9s+*lmYtt<`^P@l$JM{$t*A{SXhr;F(tJ^bcGm|y*M1V7NArg%*Ww_-rk=jf z%Q5jAZ{R~i-R9;A&L6Yl;L|SQ{v#E6ris*Ved=S+^S;uSuT)qv0jpB?TM;&7Uk-%5R32-KUejXM(H*?H<-k7$ zQs~2)B?XD3Z|$?A6^WnSO?GqWDz;B$MAJ@$lke7SeJnWrRf(=;r&bh_?px-9LyGHG zT>Winh#1)S>B=l?wVkt@a+|3zYD&tpJoHT??=$t5bM2&aT0=2jyXu1c(5J6|3Y+%N z#uT#?Bv{*IH+yRqT71*(V3v#(08oh&x|u@b`0FC><2 zKR0Jjsb3t_u3`HKB`AzLLntZZ(V_MCa@d`1M>wC7ZIOSe_{5HBf-A%|M^kkiD06l@ktw3X|Ii^AOXJq>k z_%2CDmnga$l%scplUlFnyTZPrNBQ`$&X-WwOP3P0KS6LsfywQzl}`ld(1udW5$2*A zSkGpO-CA`o0P04bQ)fm?z{u<^0%TUjCapg)M}e^4^4r^fty0mbRVXLd(3VXask3&*q-iV@eB?!d%qj?Hz5ayT+KGAs{`TTMD zaiz@1KQAPB3?z6EhKJnT4UEvoS03lp#)nZ;Kyzucs1EKY@LPS|HsQ;`10=ht{WnV# z2v=ec0JKsaW1o~WnU4ZVkFdcLy`Mt($OeyUsoAwgdr?ARR!^Bdp{achWLtf7O6{Fw&}S1$2nf*ECiIRV8iE7FanEts zayEYDEU;XUYZ21&*{v*7>^_d>K_hU_6 z_A>lEz_xQnn109+qi3dJyZyV#jNDU#a7qq90WtzPissQVbl0WfuYChFR#UrJ3khH_ zDD(s_c#2Dh(VaCGX0(3RuRW{t?TB<33 z=MkF(wQaIBbiJ0Mq~=>k?k?ui9%L#a?9&+;$($-aKn&#&62X`+K2_TPD2i58%Obzu zmJmLo6e7%ic({k=rWABO@#NB`?y7U}zO`*XWqsFFu>+qL1o=-dzKlLizZ)8M^ z@-0z-I?ecpqLfkqOlBiN`L;v>BY%^XH@`#C;n8R zle@O8ff#zXp7J>ntGw@h;+jhf=`^~?)KmsLc0xan^z92evcJN|!V?7NMpnT&ijUq{ zd@p2KR5LS2uQ((MN$-a0pHbOpX|@;n5x?N^r+D~j5VARi=8U5M+ z%9p7lkgH}x26R<&O5RbXBERdUW)}HC_e#Vu>8qMM5P8#2rlVDv^S3e8XBKyT|GwxP zDG(OcWBaS%xGt6WTVU&$PV(z+45)Ys@8p^?bPm}sDcF}9`fp~iK)96>C8&SM@TG=U zVL~%C5a+m`G0$6H6{NFI;pT0nJ^arj-35BR#l;y{NpE_(`F)=Wv@XaVabZO}m zTb|g}XbZdND~$A?vzrehXmH&A>7r&;wTP$!TO~cM{*AxWm^J*Qz0{R z^L@ZPN!?~b>N;buP?W9kSK!FCqFGJ6J4~39U?VuV7au&e zFU+(NfxuOF{ipI@(cR#jx|Mz( zXZ0T(92~x?|LbZc=h}!SD1Yc*{V}A04uc^*MCIOvAa4Hm9)HY=rNbJX&dOeZ`#5+W z@7QcQSJc;kgs_i}(O4C*M>n6`$cIfe^+e}ryCwctUdsL4zs;max75kx3UH#ueFOty zXh>tJGKj$&n9YleVLUqvJ%3kla4_t)F<}j8!A?ydi33>dnZ1w7QWmD?t^`r@`QjaN zG+6F#Lo)r}i6gTc98bW^3$|m_9MYX!;CXQl~wg<55k^b`r1q1Knkzl5c52q@l!oL5GGwN89|13UrqkrUbs2O?(;y3@f zJyPIL@1;KzH!}XGkq4$QtqxqBBA1(~7&j-DFcP56GuwM%z0ZhtvBUyZV?{+aMz7^m*melh3-e8~t=R z1E+242tf4>N6uC=WA+j;13~m+u!pBxpQt*uB&K z!oH0{_^%YGVF?Hd(EIs-f)eNm(I0<)Fd;GJ5{yVThO#N)R~sGLMaaq+-W z;>OXm9Rm2f`^#TcWp2qQD+F`SlgUuCOPzMAz8#dO68OP^ChT?c5V%p`h^-w&L zM7On!kT4nu8k61GhQMhrNd}oT5|w1}$qZdmWHz%x#C(2P-;e3pBf%L^2d)OK7}vbJ zp@cj{py1A`-RUag6^AuvZ(sXpfp=%4|HFP-SvC*pQ}J{QTB;#G<|ArADS2J{n{ zhDEWfq<6z6ZiEGP4GocbNg7RWXJlk_ym}<@ja2>m=KmFDJPKvrNcFzbare%J_aEYu zzP&mHyx|;0t-!;Kdd|Av#^X&2N?hm~uaHGc^@n|%$lt-0BLH9H0E?u2kURq1)(W)| zqnhuP-w>Yt?*3CB#5dpo^8UftXj_P+`IMPE_aY# z3`<>-pPvt?#l^)nqY9p7gNPQUtctdgPQloCu_Qxk`=?$yhK9Cv5??xvot(;X`0i2@ z1Q9a?!eDM-F?mQ(q&I3x`Q(ekIk~v*NUF#w+g8z_s&n>1G^BA{lWFRal9JL%hk_&q zd@d4HO4kia{d?j;waGeHJN=@(m6g}uHF7Iwb%0dS8tG@?=;r~r&xfD3h`uB-PhKwI ztuO;c1xluM=LKsgADAz)D?>^=ZA+0-vnO`gXyO-pEhO@!Kq1-_ zn?D(ui=dal1N~!x9Qf_QF89tHz(^Afo@05v-^UWdKa$T9sAt8s2xQ72r~gAS`og`e-j;jx-* zQ)GE`%*e2#D){AgaGS|f)-NXqv2dW40{Y+WI5s4T4#xb^*jp34GcMCMU`w2A+xbkN zOn@pq(7m^xS&kC7ws5l{8FNre6i8Re{Sei8A^0hwI6ZM;{edEi`{JS>TfLV}>h#&4 znxX%K9`>V9?S*)&!uO20Kr0Q#h&gZEnmwwla=w@tZ#)t}JuKQDDjGQJxhwxS8n`Fq zb13AtsXtd6t$A-FWHcfwB;=;o#S#Nze+dz#lD*(i^LEyKbpZ&gADf29wOq+ugJX4D zrQIZv2r=(1)O!Qs3T;nZrW}|Oe^d|nF)|MJ+W*#FsQ!h2j}27i`M)El=r2VP>Obj? ksGQ+{#~Jni&ri5!D6+JvT1u`MMFYn(c@?=r8Dqcy1>ImjkpKVy literal 50368 zcmd?RbzD?i)CN3+lt>6j4IzShY3U9DQITfoMnXWkyHh|>8U#UVXb?d<1O%icMH=bu zhHoE?d*AoV|G)WN#XHQ*IcJ@<*Lq^@3007jzJ^1A1B1b?J$fjq1cRX$!(b>cu`s|h zb>#`V;0M2hl)8hmwTXkXft@i-*1*BW(%QlDnIWx{v7P-hYb#DxK2~;SS~CX+8+!pZ zw&#Cez-n!0%Enz%o(Dbz+vcH$Jq(6#0R2J95zT%EgMDUsBq^@qlDsY_E5AaZ^J zUkf*G|M-)oJ8U-K_RX7t#Q`kWh*7C1I&{B%3v43J3VdcdHSCMG*89ymn?-@*uGSI; zu_i^wbyV4R3K$*HrCcvP9cv!x(rcaAb#LHnls;X$+g4K0QYSh*CsT6vP$1e9zOug~ zQbgNXic9zVkh^%BFcQBffwIoH`6K>j4s;|uR9*vHgPFnEOWU;>t?1bKOpg!+4$N$z}r@zW)B|cQXr%=IV_) zcgd&-aLP)*PuZ=uZXj4eft@ViyCv(M!4ucldqSP1FCNmPX7uq*R|qG_39fMo9gNxY zqYRbxh=ljci&C-GY~G((X)k?Y`qmX=A;p;*k4hjQJJn0`UIP+|Y&u#<6*Xw{n2S-H zkrq8x9OAD9H_KyLIkoBRU^0s4Y*AWcPqSb@WaA=O^zk)8Gj%|-FCdUQsTB}&aC+XD^Inc zN#1Mwb+Uj)tZk3*!PJ1Ve9OHyxWD7dkil@Fj%$>KjSa!%$;5%p=(B8tzH}+Rov)m> z;0h$7>08>;=kJ~Wyd&D!ekb)srcB&SqD7&&nwpwiZDLUyv~WIt`#Wsr%zJf85unE#zr4-V6;Q6wVIW^Yh!*4q1olC^RQm06<{ zz5Zl;0|r}LTRR*bt_uSBMh(S`weHaH6r_JwRjP;mC`W2AxFeirCE&cLYj(PuhYGZ8 zmonongII1(LhZhK57G1dCX^N*pZ^FFcHe(5IuFwLp#FjiJo$EJ@1x~+zsN|ue2p>; zi=q5R!HpXK_4RdIs!p)3d%u5o9jP*k66U${68tZZrj}NT^TtHY@FV)`nvc5u(wLuVtW2|@_{W-2l_wot`r}qSX7Gc~eaaV;77MlRu!XH@ z<6yQCljbvT{gLeH`9Zz>aLraLCA2<^&HCuHoyQ$P+3`M|rP(^_@urRvIlddqtbqzU zToAno1@($_;jKF>SggH$eZFnf?zpKZV+)&O_C1YHIgG~-z*3_c7#NruwI~9$L1?vP z!u#Tkog(6}L#@saB;r&>{Ta&#O%`N_nv3(3!&#b(kokEN=-^8$AeXy9 zEkc75a^|YuA*#sX6xtX#^hlX0{!o!#YGL(CVYSUh?E#dJ&Cjw^g78I83G_~9ND0GR zN+TJFai+tV3dQ8*@mXtkmAH6#WTC%wsmq*IpWHY}L8Dxotu*fo;YVd0a6m zBd@Ylq<2 zYNxx|qAdxaUP$(Y_bfE4)oqg`+jsNxfx@zNy3;cYN_U`Kc5@)9u8U*^Hmr@x84lIP z)v}(M6}<}qm_AtJ>`7gGXS@9*MF(Fwd-UhOCa9M_#h&j;#n0#q0rm2R-uZT%y*W`R z`tiw$y@(YTMOoGKP`-vgl*si*UDmCqd`~qVSX;A!q_P(w#R)9-II;`4e^W(GZ5G_i z7AQB=nPdGbj{2l&P+&LMbd&eCj*s2AxVZFxe0**sA_tNx*AGGgim#;T2!-|rl$TyM znUqaK6~JkIEEJSyiCE(?x0M2@o=|&iieve~V3oVyWNg)VwFwFyZ_sh@tUS^t|N)*=_ z7);v@zRagUvQN&77J+-{h7P`p6r=EzVl~<+uji{#p1c$W>0Ti78pBT4JyR=ieKOSe6yuj;{k9L)A#r=FrOqQOmdWnaEzmtDPZk zs(SKlosh;k3-m7vVPRpY^u_MkX7`5zNYKf5yqIybljD59qJA1&a0^KKt)$7*+j(W? zTv2VW>mvF`s^V@@15llh5wl32#OUM&IGph~5S@&%g_szn;H zTM0cLxAUw(w_03YzAr?L`4TR9jh4#my~kF#-q+((a5o~shcFdZ(ox}}JalF-9{uo) zD3(nRFR3fmOAZ|O5=*^$IJH(Wsd`q);R%+#T(BC~te)zz51&4fgZJ5V|5)6}qY`w2D;^AjZm>DN;YA8H-_df5GLeG_YY()^ z(|O(!056i=*FPOL;(Pf}T2-Q4fD|NNaL){AHh>*1ERf>{?Jk6dgk;@vf}jJ5hO)Bq z&Zn?R+mB!{>yLN3(+q(4y z`K-XufSh@TU<$xFw2!U_1qDsn@PVd)qDXwte*SB|Kz2WNQdba&2<%}G&0|NEOwbq7 zs;UH5jG$|dq!QeA8iIYPe)=Rrqs+v(mJJKlq$@E-q_xCDSZP3{hl+|yy~^QPcbl}R zb)Z#6Ss4-Nz)!l{7P?cC&QBM0wg+rJY4bNPDC^zHoK;;}%!q0o`((cb$|NX5jY|$Q z0Yq{N`QFD%+4qcEaToWFcWWvWI8B?La!iBb+y33Q*OF)U{cAaanOUaKvs+Wkc|{Kp z2$J=x6;_1rW{jF{X!Uy4)uQ@yfo`yzTB=lNh27-fK4I_?c}YpGSC>SGB;lJ~p~~T# zs?(l})1Lh9zcfDgc766IUrMOg@4bKOgoucvf5dn6 z^YsoZIhvhBaVSS@k#vW8s%d#Ek^WszmdK~Db4k99nw`xNqo_v1k}1#}6i?r7pPacI z&BYOhO4Y8SxyC!j{%+FZF$liRAVST+%nU0^Xd7#JWd)(rW5(5FRnfe# zLy|AULbdB6#DBA-ZMHq3`~f)qluO9V$jQRO0*kJGK~)$|&%Lmmm1OnUoB4X^&$T+n zEYOZ0MhAeFtv^xYx)gP=zi$XoSyxvV?14bd{>Egg*O*volKF1<8Hg$!8Lpg*Y1bkZ zt+7TcC~Cb!Lm2v&dQm0jR#x5BXmgGJn25;-%F0BbYQ*hq4XnH5F7OR5@gBS18hpl+ z_+#w>JK0y91*LJb+@eXB%km)aeXI<%YrqML49COS>OvmU`)OI%lHdj3TCqRbUu#Zr zo(N^p`uLRPT{7;ghv>uF_Se99MFrD%kx5fIzFA&5KJ&uG#ZAk~%F@?iq&))wCV@nC zZ+ADXx|)(y&tvNql@K9eA8`XYL|~0g0MLx*x4-QLN(e0h)=v)+`&{k1IT@&5zI;f3 zdyfo%0pJZZ*y*xbeaG=(Grnl@-VsP3Y=IQKdO*j@swy7n;lsN57vMD~>(z%pCeLGc zJ~cKr?w%HuxB)~yb#T(ZVLkc*n>q?J`>h+JPl=~+tNC0ZnZ9;V5>~F zUSb+h9X9Gttd5Nu^$DQXl9-g#FD_%QVK|>(EJ^2k=dBCf##-yFtJ9d_Pe;>5d+-G2GD)brgtpqs)S2Na=jY#y%^HCt80?cQTnFNRqR7q$TG z64}@&4tE~2y~Lu|D0%evmIs$yrMbDe4`)d0LqO2+)$}~MA)e;3+b8V;P`!QC^Sa$k zwrSA&nz)Cx{mU(eXFz<&?!O~|Uw?R$iSAyBz8 zR3HI9@U7eOKX3sDEC64f-Ja=MSTI3_A@%g<9RLY(3JY6XBPdDyMFG0Nq;`RUq8AUK zK9AK{$nzf`FH1=&#z~P@1)g>7-VLYKk$dxPsn+V=Sp)VpR^wGQsi3>?&Am}Be%60` z48Z24SpXHAKq#|ohWRf}cls}M%S^6Cik=@fx>z>Lmi?2G9nuSTr~9fo6lCxD<+v&04}pTu!&z zE~y_x2mBgo0dxS3J-VE841jZQabhVU!1zKW>G<|XjJ7tL@tL|q8MA&^RbS&Y`PvY4 zjk4Hv$7En|a2gctR>xtTIE3@r-mpZ`@T_zF2^GYJFF70_I}oum9ZYy~8#KrIM$d!s zVA&*|>D=tMeuL&MtKZAEtS|Phmr!<$9J{!O_1hw;DghlK#6q`$*lzvBNxcC_!Z&Wf z28;$rMnWJ)P`UQ;2gJ?aWo2PN8Vz`X4M_0Z#7u;mS};IR&WAvW(K`h=Ns9iuxRw^B z*ZEHBEJ*Ple4X_1ypN=jc^W!=#$uP*JzX;sFlE@~safMxVpy z%L**XK#Uh$HbFy1)&MQDxz4ya`WlLG=LuI#P%)qcd+d1^RBEmkTkMUYn2LTGn?e+Ebb0h1d=Aq@He!n$>HNI~b=-T(^+1t}*0Dho9rYA)d30xldWa%|?Y z;Xc`H+eW3fEO86GmXR{q_dg;hXYn8LGbjHZBx_wh(o0(}Kk)K*9TdTp{qJ8IlSiwZ z&kjl|=7h}BGcvrrBN?~_zsdMw0ZY+9NcwirT^s`RcLTxVuR~C7$l^ST?wh2!yJtZB zelX02kC_aPOGh2|*ppAvICKFUdP4}#EdPBKvYuC=%F0H*51L^XjI$7){`FwA!2SPn zV$iMne|tj~%N_~=2qhHFqgV9gf(?%G5>J>4$JAId$_%rWb=Q1 z+dz32t{YJvX_kJ8V=fO1^BFgc?-fW7ZTfq6V6YvnRT~u&ylitMbVY34D1_JkRi$At zMPhIXLw?+G1y+G~aij$3(&_(-*;2P3aeQ3cXk)tI3wVBV(rK<%KlhwfyV^-n?vAQ# z3kVi$`Detj25oxM|WxtSKVfgu2-J@k;e z`G|vhye3b-%P7e?X3*|_x?SU+%guozRTg_~zF(BMvD?Yo7B3{n?{9n z(w74Mi1&(wBP>D9q!I5T%>@3c`zq-F1}(b!j8KsWL!D$1;NeC{J|mLjLkYjZ(gbnQ zF|U&~G75^v!(%`^29j#0t2?N+WmZf;2)sC}zX%2;gIp$#wS}~9^UCUYb;SripdR31 z)LBdxN+%# zJe?jb58nhir-3$ZfyAw}bYzOH`1IJtL2@n}MfHjRXqROZdO)n$brZJwGQynQYOsXG77A?Q~(NaJz( z7$h=>ld`n}kv$4hZCue90oVlWXxjVYz#C9k11<{CWC7~7H^;=pw2vi;jG=D_)i!d4 z=XTPATTLdM1~%*glJ^<+rU_#HPenVj%f#@`58^hMMHonKe;~<0EJn|Cee4qu_X2ws zI&t#%*T=&@*)K$%#LsMX9HJyYd`M!SFPYi&-;>VQ?jd{>T~aoF)tVNyy2a;+#R)Gd zJKDg9TME)XLs|?qB*r)&MF#+6@~*s`r3eiNZ|!u&mlxRYIX6$ zTTt@`!$4k;0s*#n$wB>t86maH6iTvP$3Gesjyqkv&4B*4iJsp>^@T+W@2d-)ZZ^9* z-=V);A?dlY(NBe{T-6#A+jusbN>%T~5h*ERmoj%|ieM$WUB|{gJM&edc_6M?fEC>A z=j$t`QOJ9T5mQM1Pj@9uZ|c~BfA`XdiF&M#HxHdH7_U{lv5@$|TY{#S!>3OBgF5^@{o(uo20q%Zza^ox`=T^BS^TQR;`m)PI_M$BH{ zf+rnw)8e49&m0-8XPs_%>EA#BH2TvnNbLAPP4aMLa?Z}PNxwU_Jy_uCeDldCP^Fq5 zGYYWY{B_lIgCAFIjLw1z_^AZYBna~-i%CHIWgMPLa>e|GCAqEJFE|{ z^HvwBoKh%%`g>3$Xhb)XBhX=I5`@q{7kn7w>Dxy>*3%T7&Juv8$Ce}(qG!aY_7@Ey zUC;vkBT9y3)#ijGUO>NE{ey=Pt2dehhGeDZM1K9^4>oxi0}`DNiGxYXjer6{3XbxG z;cMK?aC`^JpU$TwMSMlOuBu$W%Q#Q#X4w5#kvXL*O&OUGH)9)6?yvwJR20<ZqOPgrp@kZA{`Y8VI0Br z%XLRcA_cBv)JtFg^49;k7P`kuNh!8_v?PB~PCDI7dUAjT5XJK)UDdRY>|RCQ9rnB7 z*m-|&h)|aJU#L-BHm+rJP6FG-mxBJ8jMib)$c)L{+B92Q@PK6@Rk81HF#h!Ms&?8i z)IuRs@y5iS)G{AI0;T`Hrn-gwo#Sg`*QBcerl40NQul1D5m6SytWDcIYN3%YvN-=e z_+@q?rfrZ}9iTSt&%g;3ulz*=Mi2_3A#0cvU2fe+Lt~&4()~wLv0*Mx>*|p9$Exz5 zojbo1a`QMtgXZ8kL%rUB2|N|I_{B_sNhkprtkA>k&97QjnD6^Dk`awnZ@gp9IQW(3 zTi)ZNyj+f{QVy5%f%P|)`GXqUX%ShZe@^ecCQ{J!gYP@6A?uM2@<)uIjT>m>5xEO^ zhP0zP_`PtI9W*AyiZITWT$g;<^7#)?dLK5r4rjfSuN_mYOeZV9+JF>;3}UFdK;9sr zA%Ib+*Sc{-B~k@}$XwBNTVfak0>wy$HBDk-;-$lrdi2$_^b*cQ3a(#r5;0mI}*}#(YBpoHfvR67Y~pkoN@a&#B&b5-=aY zDz8P;8xMY8b4vEuZiiHwaHrK@pGrPoF*2RQ2$vgFAqR=6n~a8JH`4IaV6?I}`?cEg zabh3R6NE}`0*A)%?08QdIISjM<9&hmLw6&5?rTXRuQdQ|z}Z;p939mJj@H6JrunZd zRQhk~GCTD%NyikU_Z#zG#%=m~6OI!Ab7|Sxm@u1;f3h!I57c^5V3r?Ox!ZFOlv8Qo z@UIldZ#CkOOeF&f_u2C@tn^} z{8{kJxH8QoMMs@nUHKHp(9gC+waJA}s` z1}%vK)!0mt2`IAI)gwc1dGNhYSKj)iIt$n*-3+-+gqDx<5ja<{1|a+uyKEUId!HX2 z0<3lk2w`?k*WqwDy3cO3cv2Te{bZ_rwZFeVer^{~c)q>e*D^YA4O{Svlc=^rz=ZkJa7p*8QJv0@)f#Q14 z^kh8U=HLNzwwA{yzWH*@;;?QJgBv2Xc6b;VsF{KdLY6#4)xz0)80yNBKwNPUpu(dT z3PI$lif8v5Kz(D9e#K&9Y&4=LnWN&T{byEz z=hQ=Qg)rI9W(me72(+DuRH+2fGz-4$Bs})p`boTXezI}vMz{g6N_toJAQKeKx&-DY zMo{t^0!2Oko)HF2A85Y>QiN<^te~p(H^c+ll;*(f9SGy3Z{PV3-4l<-!Bt3XWi%jd zdIGqCi6=>9qGCkC9)baX(9F#UtokZoUO*l`KzNO2T!ug+cUgQF47B*5!8|oI*!iB` z1qo!=+pH8+%m7;fQeZf0JQj8El3W z61sE_?pT;fBeV3YNTi)g6KlXf0Do*jtV+*XItF5O#=%rE=pc_iJZ-;j2{bD(DkKWb zW_x>1)~ZE1k0lvBKiwism-tWhKgt)(2p? zZab!Eib?ON!(c^ZD^z}pDD_aXk)l>Niqg7 z-T7d}p)#7xnke#Hy6F4Rfbw(pP8cd^f11VfrGo{lUlkRwWw1UydGi+&CEgg(;JEh( z@}#H($kY8mAQ?yf{ukqPl|nwWUmPy$ic{>9WS~eeTR7SgoRcA%t~U*E^xZdLiwjly zr})3GVpb#uuomqOeB9?s863ArB`07*9E8QL<+pT@bp?+$TWR)yw(r#+b)+9vP$p*p zl*_QdK+^!K`d-Ah4RI?cvAM9{;(;tBTud&L{t+;Q#Q_8#KL4)s%_by?O5xKCfisjS zbcw3aMSQIhsM(E@uyL2L`7W#OxQc65etIGzTL^F!0an}9p+kv#mZE$<8K%R;OF5;s zWoV3QzY(OFCZvi;^KNu3bGS~gIRTs)L#57@3*d-?jv5k{cO9dvfA_QKy-NYB?*kB- zC|7tbyEN#y|EKEYH`=Gl0B>#;-%%<2_fAX?sF+{XgoC?GUilp*hUqur;9{}id=(1|M}sP!EJI< z|GAba8*|3;$BR~m*>wNwSegtDyd}!7{!IX$|8esnIt8A1?C>;3I{K-lD7#O+_dvuN zCI%nTqd@S1i9o3nFZxH_Xux75_o0-U%L&?L_|yL}0r0O=GiBuadLS=>?|8H}&zEkd zJ&>-muS7QjhG}HIzgi8>mYH^&VyTOPlK{-+A(vwDZMdvh^wYPTDk{G*e)=V-r#{w|fk1BVrfh5^OOuoKTYG&28`YEb*yH2b8v-^+Zam@ci+J0Je5 z(m~9GEp<}2cwVi?dcp4gm1;qcm-ssaU+hW?Rh+1loF~m8HuVQmD;b~oqM$cz`Ej4y zz<=Q55-)`?$}oIw;8@1#si&}jz|Nl;Q>3Nfi0C`Vep&EqfoF<lzOf|26YW*0456DYp16{RuL>Nd) zF2I1^f}jd8Pa)YI8qNg63m8qCZ}TB(95|XW_T#^s!qP!7aB@%9DvWmKyMQnN^)efX z2hZ7&tZiN9xuUT;dp}CJqL$6e>cRKTehIk6+qU0jp)>~a-#vB}7i_Z&1#}?fsyC!X zhlKz@aSSGCLIL-NL^2ybxC^jKY&%&hAQu#1P@SrE;M=uC@J_@#j+1kmJgxNxFSwj5 z15|{1zRBZ;b?|__#T@X7-eTme#?gQrL+KmbtCZc41$F#!MHNg+j*4;46wh^SA z=K6>r+A&iJTae+~?&pAX)Nw%bb8^YaoY*8NPb!}$tN&+y6u^a$rx}2%Is+-l4(dZ~z83L3WplLynI3``y0_&BtHs?nRMqswprg|Le`kR4l9w?A?U2OTC z0|pJ-fjJF3tD>qZ3atvpqGxJ(Z=M&K1C%htKsYz!3b_qH4{?cnBK%|jAdh0R76_Mt zW%g>3Pn=^mPp<_UB3C-jxM^fraElqWot=5DDyK2P)GsQ8C%(~KK%+tkXOQc&&>$o< zTnT86{An`j~oBh#u5bR+>Zwb85HgnVTS$l(OOI=MZ0QP znI&R57ULtA>W;+|sTNqCA5a~k{PP>Pg788L^~Bq#@0OPqIdE@pp4|geCSYhXSu?dK zczJoNz%-Vg+~0qB!8XS4|3TyXGSI(9uB5}uP7wbyBUea3eEgeO3T@o#k%b+ZqO!4= zx363YMG}fEo{@%U#PdIplY|kDHw&4LU_1u6Tw66VDEN>d=mLgjXglqO;Q5{>`v&Ky zN3$ZWE;Srpj~>y#593!&SDOA$gsE<1$T?Eg&wrZdMl>rL->rO645&9?vJ9T*tXkus zn!ai4(B2PKeHi^!!&F7(#T_OEFhL8=YJ)_X0kfL`o1GaH5#eHN4cDKOfYg%nUIjz6 zK$C0+Xy(;9korzG!I0K8crxXU5d~8%BkPx&qTcYu` z|LH(_ZHbI%g*w$(ojU48BlpN=|A@*`swP@?#W= zN_p98`%)INXs=EpdjoVxZ>me6ov9#r>MwDhIJ3#WPvQ$^5Z%Ah5n~$>+gejr#e=3i z;$JoQj_xQT5iJj9UY+##Q{JMwpWR;-Rplm7@GcV>VoTb5+CcU!j1Iz_W2KJUZ2AF| zKV6sV6wV&v7n#+$Pr(@^{FeWqH##&JG7DY#Z2rxl@d<|d5s*XY9dsjx{#a-^sI>sS z@~5a}wA+rit$#V3NPa9 z>ep8gwMOBK5j?p6u#Y2Taot#B*tl1w<+tmdgBqINV6bLHABL*R>|oHZ)gkdEN^jAS zK)pdsOlLR(fUH)NL3y(jP3(VAoO5`|m5!vF7@c!Sqmu<~^ax=5g@MGS_wh6cHxgp@ zTrp}@aQ@=`OB7{Kn(u0nL`nMAi&%pB3OA!aNjX4u5rcg195Wc+qYJ&OoAzP6m4mZS zck|A+Zd=a1v_7TOts$6v6h^&=o2bv}LL<8!^E7nWK@h9> zk)H&ODgd#bhG`p^){)kiVW6Tg_%t_oTp@+?rKbT)?>NhJ zV8xHJNCbfofEG;}?kd;+p7a!Jz^qz<-TEsCT{;IB>APH^Z!Q?85&?+WhhAp!+FrI` zu97%HzSqB!xX0bIHiwc#g`t@-xP&4-&5EXi~OJGU3`{`gnP(Z`n(}_WiYxNd^J0fjlKu%-~<)c9V&jKOoK5iZACIc}j0Wbev`_)%^!zL+(?wHSeYjXsSii zY`|^(ZPSxF66ir2VytRY>^7nnl(UnsMv8C9e*V|xy zFx9OF(|)!%F-?hw+-BnspuO#nd|`!rs({E~%u#9*Kl{U~6%`?;3Vw=f!_F>S*jRj@ zz$O6P6P2a+@UY{u`$#!&-YS1#tk2tQsYJ95&kCh7GQldI3y@Pe_*UikfZJpM=4Jq6 zwO}V#*NBdLpwr5}cb7ocn=-7I+`>Ngg2A7$>+o%WP^5Wb5G|}UU;7qTyTIQLBlWJv z^YqmqVMNSmf^hO$M*eldf6hw8h6wgloMS|9e9>YP6HCdxeJ2OWEBLN|QDr=vx%1_W z@6Q*=7Y56H#h7{`tQXM|k5G^OZigHTd`;jtrO)RWxKD6LBuA+fKzepCN452OSB3QGyVWm{CSFdjgYgZy%AB4Z7EH7DmUDbn30`{qc>Cb+AcDQ-@zTM9o(W$9{iC2Z%KNl%f5jqk zzC?xmIoJD{zb3#!!l3pD7SNkAcMUMX6NfllH&!_(OP7O{%Xg8zZL$%H&dxw$q7fF& zIIadQzc^CKEo3Bpp_#FK5;HUHpg_{4eN5U@|C0d5<>sy`9W(JWU}*6xHu4SbF~W*I zt#tk2!_pVJ)>u@vC=UA=(Q$8KRmc7zEewbXKzbhktuenRLw*kgFdW5s)RCndLZIw> zTg4RAXfP00Q8(LXHObPcgXE2iql;LhL+00VmhtiLPRNx{#NuY>Cm6(Byn zC3@C;;@Zpv8<|{dlfT#$sdJjXw~QZchRP1?ydKdDp|@Vg&pZyNgUR6V&tTsRG&JNf z&zb5=`{HzN8*H)@hPa4>lanFXk5xGxL}>%uou}hNfV)|NttOTeHRNDpOm?yz4g~Bg zwNK@ffK7BeioSidAwB&yJ$b!{mwRKP-t$pk0D`?l8H?jNVmq+0v9e&G>H4*&))C{1 z*IY*}W;r-U2v~sB^>4Y7*PVV$_Fj^>`;NV(LE%lE+P zfJCSc{C$%`R;*|kzF$HBS;!=darLJRU^LveUzQhaGn)c5v5lo-%x`_&3ffKw^8x$y z@G8dat`>fpr%1MG!iEMiAlnm~+J$yl9DgjVKX-#{QD_$^E(Y3q&5j&o^|=5^#R#?9dT_D=n6yRB35N|QlD!~v6x?PmZKTi3m}a<+$M1~j)>&-%><+4z~SfI-DM z{;N1v^aOEFPupsX7S56%5Kq~~1H{IZxXhg69G^D$f(0~_A}!bUxmN?1+UH-X>#fTS zHoCt!*bAY5aej6fb#WM#53XWp3UYeV`|g5)H(k#?#E2yi0f{7->>83!)m?ej{ z3H1d;LvswQr*UUs)MjRzB~j>gvA-_EOl61D9<9irD&KS|VTh$C*l9twFNBYZq2 z;8In-)PQpjZClu&M14Jt zqG-T6sM#E9^xJzCkFH2YrNY2QY5tYyh6)MaRA|AiL|WY9tPrr}1DeZI%_GtJXo>Q2 zHLHUQjQ@T%y!WA^!U#BPBh}7q;C{X4=DqqbNF69`ETbhv;39UxXhl-FC41_xnNt3# zl-n&X^Z1DLfHyvO26*8L#^{JfUHYG=GJP*7Zc(rlt{N;4xv8u?2iswj&b?srHTBt3 zXXfbG;U*8Ua6RI=p9oVg1=}eY!|`&ozc&w*$0iRm%~`UOb!qO$RqX~F8darKpFd|{ zHW{D3dZ)2T0}sB4orAo^cpF%kf5f|)R!VDh*r7-JbRgL3mdCp1wY&o?)f^WfC1;ad6xlSfp}%U?{p`v`BwuoNpjB<`yw`T+};H3-lXJS{9uIJ>#Gzg z<>`LNclyLs&EkmQwkSM#Sg?>6?vgpX9gYAOl!j*PieMBAu%Y4Xz zYag9e$eEUf-gUIW@|ql-oo9n6ts25em^MH4coq%>zXlUIaJ)Ui&^OUts?=yyp&jJE z4CI{tZ|VhAg-Tvgw2mEfa92~UC}b5{t+zZXtpv>rW zDTbm2w)n02jhx3{1V&aP*flBjONW{P8|)i}r8KH4ipPkOwfL^zgs+k}HLi=p;pY_< zV!Y2hBgi=^k?du4IGmK0@!u5!$yu3RxUm#ow09y=^U;LQqtD=$`4v=kW|fhmdAae> zEGO8_0@YbC4q6GO15jKB< z7t)l&ns9e2V*b34wez~+E3eP@sU;<>BqegkFOGetaJNw&w^N0pn0Lk>EqVzlVADsPJj{igW@guLL}=)HYOt2xV?htqq~Bt^<<&n3$^ z`5)GPvikWgZTROv5Gr8+Dk1&Ma<{*vHskjm@suWx9uLR4-Lg>=&KTK>JFI z7CzlavFrrj|q2UzmzegDjxRI1#X%Zf%{iBwQtUiS%DZKLbF zKBH*e&Az8z$xEdYaXUl+kW};;o|@Ah8-e2Oz#V+s)XAB<;YCMg?;Z+S@F12;dp+tX zl5X-p6y{c_?G9_zSXW-s;8{%|71`lbH1*nWyKcF~*BO`3w!$g$e`c zAjn4<1Y63{7K zB^rJWZiRutvzeV7eK`pdJO}(-WYWV@W+U2YLY1RnHhPH6UEQz5mzyO9 zSDtXY`ZH#p$V%3RnBXc!1quV0aI^EMSxCJ1zMznpPU^iUIvEub1n8i|2wt4>qT>Yk zs=mg%Y7*oJf?OUoK z2*A7HmCL|2vlC~PhOX3w;4vA8hPP{jT-dfQ(2+q{7kSV zS1p**76Vh*7vQT)z_zoOJD=)L=h&d37qIhR2z=9k5ZDwC?Si^z+6_Mid-t2cz)|Tk z*!C(1Z7Vng5sYvViUif+*e%JoH-nQ&N zIeuxrteiO%Ui}ns0u?8_h}h-#9zS~o%SM~!Bn*e_*#NCKw8d1`M4k( zBvJB@h}@-~Dyk8Ck8Cf4sW+t`K@t|ct*b^XS^32AmUs*|xyq*}jz+l1pa%lT`w8MP zO{Fa20o@95eX?^D&I*VxZ}IfHeRjY?+;=!^CDCu0$xSnVpM)&qg+=kckB?JHaCG%! zWXjL_2GpL*;X4lEx1SI(tB(;(gt&C0g9(F*BulGeO)H3+$d4ay1Z9~l22bL4b@lS{ zh;xx`9z<1bb@bCv?R#NLXy1R>@<+V@4Ttrn5Gv2>jyY+@l`P8YmbBAH&(YJ{@f%m$ zsvD_m>WpFID7>g!r`7YJepuPLJQ*2`-w|^h!{SLrS`7G*D0N~lh`dkzC0eQB=6%!r zF7;!;FwJi>RX{`)e{@3Jv?c>;tqi)uA2&t+vf(mHVS5-9+;3LE~% zRtmC+i1FzKksMXI=?3^u0~vySU9efFe7JSMt*@%pVqtY6}Ej#;Ju#NpxTa_nkOK~e{5$<(G@ z{rYY)a{nDGS=`(PkcPz~;{grf^Xe92Hct$EAcMBtCAY}E9GA{u=sRYxY=Hk>@|+>K zJq>x=bSbr4;i~vtbhDw`R*FAzxo#(~0$7S;XgBHKpNhw{r*$o5nHQF&ji#rTiX-M9 z;A;L8IhuptokQxl#7l!*-Ls{4dZVZZ)z?-uu4)_dvgzsE1a`~(*x zCSP_uUl|;dz4FfGuIWoR(=g9CdlRA( zE+@4Fv?N~SA1eBTUz6TJ%a;^-1Eecr{JXk(dCpIn&nVw28s`VzRqY;@ihf#I`)=CU z`+QenPl9@`Ev4PEcWQZu^xda!ROuK4H*`eFUBmJ5_DpYbPNX3b(88p~wJhV|jM5OUtyg)vtcp|UD z{5y^BR+bH-$KRJ2%Lu(&g|-gl;h*`)x=o)MN8}!Y90ef^AgUSraC5#gZ;mDb%%2A@ zn}J*<6O}2O8!PFa`*&mdTNU3H^LCie^89mhlV6HQ8}A-BH3J~eloQsngNbk}2x%Ri z&h+m7Iaj!kB6MLgeRCaFZ0R*FDH@Rede&Cb-7VUGpx*$2nZ8af)^U*>YGOZB=-uwS zEZaMR{67eL3#cg9zU_PHPNlnHKtMXBTacI`rBgsaq(r(!8VMar1{Rlz3=CKzVBV{x7Oae*N(NhX0GeJ{&5_?gAE_^*3?9DsN6+CyzGnbJ>Hx^ z8j->9caZ|S{$tYh4EiAMu^5HQsSVx~UaNWpG*kqUMrBoIvQh=wFNdu&=ZaW0XXD@w zL-sUL&2tA6NxjpkT}mnI&yeQXgp(7xY?Xfsu3(lJm>*pXi2`iZmrSWZ3j# zNbM!nu&KQsnZccYB(hRsQGmumtW_Nz<~!cwtoM1I4_BI5V{}6g7xvs1eupeYbD=%S zMTBIq+_jIeQf%xn;tLm^%IbhF*iJ?>c<4+2vl~_G%&+bqeChqDY^vqS_4Hp}c=F4; z{>eUYoX0;24wQ^djUC6#yp@sQ%%}=HkVR@e;k8ShnM-kXFov^d$};dD{BjnqikG9OF4m@*GrRiuDfkP_YGb+L9`WZ3s+c#E8B&vy66%oGhBpNl3;SH6LIP3(e{Y7G z$Ii$74umW7KqY_t&)hji)*|r^>-F5B77mIma3PO1NQ|~(ct-KG24?5%ho2AI)Z8J1 zdD4?2k^8Iuu=G;eUvubXR^qakKb(CPy!Q}I+^vY)z0z>{$ZO4K-ZUpzeL^kO>i5lj zG5YEg!izMG!DMRNLMlhWXE+X%-nD;H_HxV&%x4NIdRPQ3+mKYKbEUTCR-vVbI?2dS z=r`8g$^Zu~<*(`M2<;enmngEOm9=O7Q7s28@sK2`zmYiDM^5GB5HKlP6XYX)ct!pz z4}?ND-Ni}O^1?GxD7T{mV`D3l+ulYpe=6)N6?gJA?5`8IvE94-nT>>!z*i;MfiKAv ziXbHOhl9h!BzrwDOQ5(paTSdc3@-5h8wm}SVak3%vPadpb=R=qfzBe zy9^L74m+WL2(Ar^_~y!8i{%P5ely#IkeO*zEU53*2ud8al&hNkOLL)PW@9KE=}d)> zRQo5Xg~$rJliv#+P2x@D+^j!j^R$;$H&}@8T)7ke3ii~13ii@F6gxr2x8q%9H5NoG z6Wmr@SkTMQ!UqL~cm&d+vB?JZpUn;@T&gv|$a}217?`EA1!(c{gae^X0$gc2mm*HE zPal{+a-2&y@fCNAG3vh+i9yO14OdurziB`{ReYlufb*UuUf0$6iNF_HVpZ_a$OK|7 z?_-n0@R6!YiouC|mAS~b0}&_md!@MW<7ak{o(pKj{W&OeHc~U}8f|T5)z}-1r}U9o zX2`8~g01A{7FAaBYwN=`k=G8;B1%bntNbox&!Y2y&?BDJf`K24&Dy>^H$3tdO4#WC zapuN@QpnGSDLl#Qa_;H%RZcTyPlST=Lr9t1kx&CSx(V-^kdD3q$_(GwbV8)MGI)S84CA=*!@i`p z?+a1ER{9*uM;!!((jDn`F5dm1gIngOa2#(L4Y?M1y5Alw*N%qEylhxd8Z*u4?2c6Z z7vxDr)$F9;O%ZLmP~S_dP5kRcJ4+G&P^4ZcSqm0wnKY0*eOIXR8`vwG-|f{yCJaDh zhe-|eX)r(6M+KBB$d{nEt<*a<)^Awqm3gvQ>FY6(3zUj9V&-d615DaGc%%KeMiyBj z*Atuu5xbm1=Y$QPu_1b~e9r1{`)WFwYNy+OEZt*?YDY%_O7TcBbUXnGGv(6Qjg5^k zCbA610`;buZN|V#R3YEilDk+L(?#2bi`n|N$(DZe^vkLLG3CX_STrOLwmC7(pvGj+ z3W$|hVr+I*#E#jrV`7A`zE^7fTw+J-_l2DX&4i6oVC7K2|nrv zwUU#%W5cOdn6w+KQP&93^5Iu2^s31s1pQ{`#sw34|7NsC}rOOimE^vaKGpOuTRNzK*6vS~fNks(`I~ z@m@0uH*tJe2`;~SyU89O>F}`x>#ZpALwky2G?!PgU}bKf%Y&jCTM10I{8hHi^n3oX zCUDeYac0G6q9%F6eJnPDBakW28fWE{@Y@()xiXjZ`nidHDIM8LP;`=7QGbz6d}dQ4?@^cjV*xXKnXwlKd%$f%hG%$68mUnz5cE=!B6$spZ932Xm* z3`)9+7Y2S;w&4C^e(xl^MS%{~OmW<)e_e*Jg0cSUphSJ7i9PzQvcXlV;Wgk^@XY?e z=TXmu-^-_)NX7naOH`Ud<^4J5-PyP2EInE*Zid0=uJ-M;_4h~@UMkq5XOU1Pq75(2 zvO!Z!#PIaPm^Tc!sj>Hn9|%RO6o3uO<@8h}_%r>_!zKx=oYkt52&ibnNyX(i?M%l} z))=!+LD2dm7)UF@m1dV3%+0W}VubN3FL{FlfG#GsVr`9~+(*C6;c@G(M^4F_HkA$N z%CY35mo}KzcU00GE;=;S#Lq+Q(8}DzYtB+kbe@W+b;c&&4Ddf7R*&_L0VUxN{7-xS zm2naHSrw#CQg!wwjD~fD-k%Aj?Qj=<2;%4Vru+%H_Np_LE0oT&{)4*!KK*inFP$a4 zw`dgz10wqLYP`vlx`!tjKI&_tb|qOK={ff!yv>JTZsEPc@>a@VoRKbjUWQviwspaC za{fl(PCGV+RX!D{2+zjN^Y$vJge3;UYKkz5^-$mX?#LQ1tfM;n!MRO3Q~~qX z%DvxTE7COldrR@zePUV?=-`52faOAx6i7AB9f zjDG8VGsw(}nthR{n;~6-Y`_AxwlfoQZ0y?-K7{b?<&9;gkhKvw2OD>mj-Wh}dW?tB z=%a>#G*}4zoRlO*Ao-~-UWNbrKFpBnx)=0YVv4)5CJ$`I>6qXgws2PJuV5wrnFLuy z;`Ka#=t*Bk@nc+(NFh4oU}8Zxay>VjBN6;8ar_cNj5{-VI#C0rvaS;fJdH8*_{xi4 zUE{kcmsg3Bh+$j0q_C}n7%B!6cWQZhx3AxaH|5tiUbNedM=^U!Yhq)r2qM4ML2pVS z0+=lGMV-|%maBR?X3o_+F=n^6R#fB!AE+BL?>T>GEA)!Y5WZ^y9oYbTcj>>2){2jg zRP$)1`F~_D9P`OIA~HyHg(z_8&V_;Lsw*zd1SfIg@uBzqf^;y8xlYDPefXZuqwA5z z<8MkCT3Mm$8Jt8z3~r)+XAB{tKvTfa1BzNMp936q95_Zm8`~#HSzpx`s}mDvrG^p0 zO0C%H$EPqHQ(3Y{uUtGfKHkb^*TRnEP=Y(-6*J|7!4B)(9@I+1!Xmf80CdRoxvccw zSn)KoGNwSJ05QY0I_W8@mrvFKN6J=RCD!6xi{ZI~$d$pl=;x(B5E!7nzFUQHe|PSh z;)0d5EX^jilJy)_xwkt_$@9&a;JtOOyhyq4Z^osdi2Cu8&h-eZ5)<%jo7#*9LD4Fu zQq^5)vtM6pvK(w!U81gvNV<1o^UEc_ZBUa>la^m)Da)}HwJKy=?Sh#A=s`6J?>+g1 zU@FkfU_=z;7&(gaE6mn{FMGEyJ+3`tN+MrbJyT&(fiA(qnJ_Q9ad3q>aJH?mCC}7Y|PD=qG9l+${3_#2VdY zh5<)5Kxbxa1DLA2QmORIE~;-n?+%vp9b5e%h}Otu7+5ZWYP}cjgq|cZUf&uZ*>ILL zm0nBLz9Mx}q-tx3o7_Pweibdh7ryooP~H)4c_@PfP3zJ1+Iivcdp@wSE(DyVPHTs} z_&F222&SJA+RFxU+4n=sr+|p+c30PEqA$4`)7=LI3Kx6UWRE*4lk$sBXn9nW(|$7J z7d>W;3JJa5N=EuKr6+mwU7?-66s8*C=7vu**5y63EhC*l;wf@@8{+8%4ZXn`tiJZwMm=B$Cz9wE7kH} z+Kx6RICu34DJ37pz;Zdg*-2I$e~0PVa;4~Rqqk{$NMc`dA|LN3#gIf^-WWwlAw_iY zjSaxZVYcQ4mD}b8Xm0toe2D`|a$H51jJPg0fRfr2yeJNKspWQd=lmYr9@nMjqgQL> zpEMAsH1=g5pCBrmGo;VG&spfoY=((=b=wO3>%vua>5CNOx{}NpI{aYh5p%WY=f`^q z*`C?FrCLI;e2^h(lniA7b~@jm?=j@|hg1Rp2l*8ksH3@SgSSrIjsL^@zUvRju-THH zRww60MQrFX>i4!sqIR!n^`sZCqv>E?Z@*J(tExV`2i|Ay&xe7E*IRdi@`EOOPIC!T zq3TQ=Ic`!k{4Hg~z;V37+L()rT^a>@RfqRiSu&70vvJ4ShXl{qmt5T58v6ErXlN(s z1}M`K03U~^@v+KPU%kA~>3^zo<9uzEh@E^nk zZ~ZdxtkL?gv%fm)A?B3r=LIAWFh*kej6VE#y7$~Ng6kelkXx-77)Z9 z0Ij)GuzPpHdgd;mU@^D)Z*^BU&k#m-hM~=eCYHWb1wp%7z?nwP#?G#7bQ)OfQ!Cq- z6O{dv%i22< z)X3<~xcHNb4cET#bjw<8;UK8vG*j;o%4?dp7C{iQBFRsd8`GCwZ*o7% z>ScJBZRdMM2+*HaW&i5y*SsNkQY}+W=A86u6b5SkNrjGIQZC;m)&Cg~%lD z_KuhD)2_2&bY2g0*`0?EhBSt56QXs)LP-PmW!AJIXv|3C9 z4tpe#sqV%!rYp_}OSJ8sOWi#hy-_Q7Hy`w6wDFu+$OOwvnN!R-)jcxd30G{f(FB2G zosE;FDhc>k4~O|l485ctij5WZ#u5(xs`$64uxAR_uk};Y=A=KY5b?hp`R<$|oO@%J_^-_>)e#bb-ANnfLLc!@PjOC8tW;`M zdyH`=YCrH=&3S+XDR6-JRtcURt(zaa+E>a#hkf)HuOTc zBSGT;`t7&tLiT!aXKP52=0%}42cgU7RfM)x3nRA+_p<+xp+SQRf>);wubnn<$p*AV zh*mt!h0p=jbUr$LaY^SJ7^A@9?yg_<(bZrwysX}%r6Nip>aMpszg0-H5&W+q>DRv| zB!GTHW6a-O9MsN(U6f8}2rx`%i#qEKgjRuN=_jxid>Z@)oTHAq|GK+UI`-%ww?h3a zKKYc~F8^05{^xUjN4XzuE*=~Hu`F`o4XNShc-#h}mqMl~n+W7LGk7ed{f2;2ojCY!4&!Vh-vf&UVCgcQI!4Bg=cf&$TdabGzG7*ILy1G zM)kQ+`w4}tF6`>Q!m4kKz*LCQ3x5|O&`H6dY&rV01>t%0?djAq>qmLY-5cZA6T9>1 z;3wryE*pn@G%&tbxnnn;z%3+Eun#QCV2&h{7?=G)omkO(rOsGZJXBBr*e*;wnhDsR zrGQ26=Ho;6Hz*JE;d=Ce=3N*Xq-*-xoep9HJbM5lB|TAHQ)7HL6Jh-JQgMX%(ysh@ zaYrGAE;hity)_Q1!YEe%=xO~uJiI8?QC(aD>(*mqh9nE&b_pddO@e)FFgN>CI5L|! zph(tohFT^#R8G@qKcYw_Ci`Ws$;Q8sBECj>6AOajeEDVARQhGb&+|S*#$hk-6>G5t zbulqHn7jz2jLo5V9J{?2=iJK#Ejyf9h;Sm-A=T;kfYT5*wqmV>K8*mgnh_ua=FiEe z{_15utnXH^Ux;M9U`gd7FlYt?Gtx#+RP{fOp5p**KAF3={EkH07neNO7U zBqRljegT$Ibnu3o^_Rd)G-(jc`9#A)$-t7Ybf%e?&`SzBpQV(W=+^v%G!`K4UZYV3 zcdD`zlMfGzLWL9Pb15_itD~I={jGq+zvY~{@l@u4OC8b1J3+=>-{O%ib>+T}Dlp-) zQ}^XCcTdbVKt&;D6JkR{g_&S{_wLod3{6fcm0}OKio!(UpFSqv_2*dFQsNxNOCbFm zbFYy*yNX2Ee9aaJIb80A^_r7aTLtr&NN*o=NPQQLibSbMeV31mlvnxwQ1g+5N%?$o zO;5!aCmSafDyKJ9L-%xA$AWKOeUNj^k`Z{*6t12c+cvv5Mu#!@=y6icYEDhNeTyTg zgHK%dS2wnatq)f>q?Xpp-q`i`?9L4O&`eL)*668!YGdX_UpZFgr?Ar(Cp;%2zsJUm z8Fn)62z6`e5aJ!B-*|lomDGCkt+& zJ)=sUoelo=6=en?T3!U*VN7)(XfL|h4?>PsA+Kh0m+sW<2o;rX@`F*E1A6<5V}&PC z311h3YD0zy3{nj2NjvY6d~hWBa8Ju>++2AmuB(ZH_2D%srO_o~qY0qwUq-@Eo^SDE z?0YRQ1F_7o#)5GokYMIA&UzpTa5~0RC;N5K1b7RGDS=^SXaFm)@H`%(TUPQfWI!oN+5rWb-e^(huRaFY zlZciMk1t>d=wRcJ9r!tt$`{XTd==7YcR{0(`UaP|gCP7334dmgyF+%%fU$wjC0g-w znl=ZEx?Iws-;Jaewl&(q2Kw4bUwLQ-xn^jM`y?+t@|jS>xmUa0_ch; zjdOmuzm;%Y?)4)yj8Eq^+h-en%Rm1N3@eqRmD$j^TSyq7lpmdkxC1mZ#0#Kl?ZIm? z0OZd+05s-e0ATlMW&rRBVL4_pK-j3+-$0Y+{x8xF&Z}4%O3k!9MxRzsh>TKqTls3* z<}Kb{O56`K2}$U!2U;C;{mWyfYJ^&(v?Kxv29eY-wf4AZ5x;Yy$7l~tNhaesspl$9 z;?r&HuiHocUZ)y@!E+1lRpsW_2ITfW?#MBzQN$DD!LRhg;Z<`NCDKS@4mNl`j;>KRLX&FZXVfd2R@z1S7yS3c0F&O?*Jvd-r^x>;t4q&? zVY$CP%3B-sk_KxDu5GQACUB<3smaY7N1~XJlUR1(Bm5L$RyO%$$iv|Hp}OPMjvQWe za&oc_LQ&+`>?{5Nx{-BBQ4t0ZR)e?efB7o6f|g`KNQKt;0a{-Cf6{my;)n17b9W9Y znot0~wtB0mzeu#TQlV3@o4`sXW%b=-V}GBTEs42t&`G)3H2mhKm!cm&g{wcrsGV6l+G8_6@fSTh71hXV>fvAdW4_v^L zXq5A7J?#pDC1cy51Li=IzZk|0#v(VbG%iB!ViC9pPR=u+end`33(~=k>su>8-NoLX zLM8JSEDBMdgOFgs30xCyE3<`-Bs2OGw#l6?y!}a!QcW=}gToELGO_*EqDP+V(_6qm zFlOm^bCr9MR%PzYb}n^1(ZtS$7iExzE6ht|L*=Z z%X+gd*{_5<;5*&4AyeMDQto&q5+ZX14!m+!!PD^xmx9Pq@Kom=9}b*cZ0J8eB}M(= z-ZF#ZJVdpu;V}AYI;&EUB@@Y3o~ExVKRS(*;K9eM3j17h&W5;*GRy!a!j?bCY`(AtOZvS9^o!gYS^mkEcNkf$rb)g|E~2&4fO zjPJn|;5+zBy$X0&2t})QzFXReuYfteq0*Qtp0Y+?vA1#NRLd}B=TA*Zc=tdk!3!`< znQCcC^+1m5AH=A~;bMUzm^2m#3oE?-d$l|0ZNTV)9Vg}o!vVcOc5h8u*V_O%KVU2g zGKW5*3B*+ff^x53y6T}doe?Foe}Hd$e!Jypqjjk$6@QUVLOIVrBbSPEw}*d*ARohT z`8fH&eenXx0$uFCRNf0p^S+KlvHm;xBuz$xHNKd?b=TyH> z)-Wa|)L6*XN-WLqeALv>n1qjwutb!S%Vd*GRdI#((*c=GP>uE+pKvn2b^diy4j{Ig z*$^5tquSasX{#BZqa{FmQyBvjSe|mxnrFbgugGcq=9&OwdfoYZNK!$UW0ZEhIFT1} z3T;D($rixMopJ4H`@NcW>wjHi`7_yNI8sp{`|c)>kCNnCiG#l5zRJ*&bp(&1V)byi zx?8ZZDcsXfsa6Dm8Kx?bB70kYJ^b0{js;;L8eAYYx`PWZyKJiU*S9?Sbr?PLoWd{> z8?N+^?1zr7+)DBr+_Bjh+`5`Y(wh9A3>XeN=?;noS3f1pu&uYRkj4Eugw8xGpSs0p z=;#9z7gw@>efwKy){I{U+v=eouBkS+J@ro?L%zY;e?69eq5*h7aDIyj#$I-*8v~X{ z@iC#|LISizK)KLYU?fhMd!*nz$`gtF>VYhmAp+Lx3h z$b3^BOyO6Gpe4DEieP+k2@7KlxT{r0w}@{fRL#`{&zq{Kc;_o-XHW!96}nBjWg(u7igDa7mLHPbmR4DRZ zR?hxM4>VJ2y!Dw0XlWvOsr~=7?f|PLvnT$mH!UzlT$`bLLojFN$zxBcD&#BOdveJ-CwMpM)GoplC0 z*qA}ck0OsC=*ICiwW0+jdV?$4PVv3sw2M_)gAZULjJcUt1NBq|xeBdCGWNINuE#Hk z)T=1~f9GdxZTsWzr%kzGahEoM67awk>mOhooj6l4rduW{T_i5U&ks~(`++KxqDVOm zp94G!hAvVcYx4$j9zl;VDUt{%5Ti7<^4m{z=&8!cl0W>jz{D*G!GCh%pkLNpB6)5M z^gq%i+T>xUHBwCG8>w5g((norg_kOtfu(O$P)DF;lkvXN1(iS1KCRp`Ri!lW!3&J> zKWA7$Ug?*Ns++mG_}rXK7bCPP!SL}@TwO*z^xlWOW=;~Qf*Ssa@ALj>Qa8z$ zy^UIqLhx;&wnVh*6K+`t04q4BQ0ob1926Ta1IV#skYENM3J&C%W{9EcrX!D*GA1(3X3k&~J-w_Ib1j7sM z#}{u_h%&BSotq;cVMmpo=-FaRi7RK-DiJ@K)9aPWdcQLr9Jo`y*}=K?6MSISzBnAf zld7y11;*kCgalv5=doq?w_paZ7nide9HIecNWqbFRUXKs8DKVyi2F$SsJ3J*&ZSD+ zdE;baq4B-h{SPeGsK~@ng@Es;C_gUq zccBfdE;(pq{3nDOE2Bx(s~jK49g|rX_Lzd7;7ET#jC6=z=>s0Q0#LA-c3+37J;bf( zQD)|}>*b2QF9CVIzD68#a8={>18QTAdeC_qmBz{TQ$4UoC00w5y?7*&c?rymPoOw( zps)D~^fl5q08lJmsO`{~Wbyncbvz?2Pm}fc1CDRQsT5$~K7}e{gwZ7qNs2rA!qFwJ zuT*!V!~OrQUl1&bh&s`}NjEd)1u1_-9N%#kDgt$%W|1)DiYP49)i*&0O+UG|L3OhvDJ1J3xL-iU$XSz}j|oMkbh9no>p= zcB0g4M_1hTmcS;k2GXIlW4i`V5&KN>Rr z8?yC+I`<~y6Er|*jw*$?+0Xx|{HwtG-Z}tF18 zO5JPVk!PjkXS9j7r$nP;h9A0e@4uTjl=IYIBsk>5g;Q74kYXazPHZ-VP3QfIN#uRM zDC`&o>&?GhW#V=bzjlqcNn&zmrsgbPrDQE$7da*bi}9W%=}zAxIjY->W?`Q`c-aU2f39mfLnU|ESL5V^ zBpcT*He4Pksn~jtyF}B+pEZ~Cl{X_djZ@2{?4B!)ZCl8RKzOmi_$^OV)6&^nsRUfv zG7*wtz3R0`+rP#&g~v-BGhue0*$7J_kqeG0iH|-2eYj}eYRkgtI1_c)kkU29Pa;Y?sd=u(U=oZ_69~U1E-y6dIG(Q_sT3nvbD%O zSf7gr^u3G3M#&l{h1X#O^c?$U=*^1usCl=%Kd<8oKnWfVu)%#b`dH$Ny5`7qZuLD6WwyvktX;xRy2 z>7&Pkt@}vcxdcq$fGMPoz4b-m`_F0nVyX4+_{B}g{EB^qyQ>Q5xPqY%$VO*J-p!jcaP zN(dxPz?OBrfAXM~|7XljHt>Cl4HfsUqODqQ=VyUqGI983ccCk*^9oqp^<73-koz73 zP0;9IH#F1bHtO5!!vaXi+0o*}blzb=lsfnrhCYx8%7a#cWDDa~Xm)P_p> zG8yh`nwKng3t)=VBTp*s>h{kjfgin`0Qf=3d-0KHU0I#Xs@IM$PpZRl4ZlZZ&tghD z0GWKTw%5UL`oYTl&fS8q(! z6!sYjBfinE)n{I=BnrChqpv4YQ!ISo-8vl{O|WaJDbY?2m3~B;vsUGT6z!_=J~S%R zIXb6P8I>hpSyu%G+>;_Du<@L0zD^fr;-*$RQxGKjeYmnVW)CrW^ky6OB|lc!7h>*b-5)tx%i$4LyE6iz&IH9y2}4P6*KLlzc#vat7V{wC1w5 z`g0g=ukks~s-20soe8WYK7RUPt&v<)ne(-)*2OroPw5El#}Q1VSGc+g{Mhe~8h;Nu zgC{^i1>EW-qU~ouD}^%;?uu(T6naMY2ZVjI-jYtqvAuWcrSY)+o?!5%N=fQQ_(GXD z{!4M}NKmu)O^C0?N8rk+-0$91pz%@XX~fk~!-2mFfFkHOk@PbdL-Qn{WPm$aj@Nfg zH2c}!SsJq4s*IrTC)CD{jPv7aMX&?=(gXkj+}GXMt_kH3MeZl+k|(N*MbE$48ZZG; z6PkR#QS4js6^r_{*1o9XM@;}Zo)OFBKHo#`6$E8tq`Zoi>2DpCSOjogV&017zlDrQ zsF<)TFn#s25G_>Gu!5N>7?YMXVF)%{lc7?g5^mcU+SCwO(DOIEhbQx31ZhQ!e$sh3 zF@iC!A(0G2KV8EIo&oO>Q~;3%Tt@4NK4RpLnUr7Si^l1K{^}Vcn7PuAXTDt&D8Vr@ z`_0WB=9GHzzWq_#z`;?qsv4yDsJC?7AYHr!N@pytB$ji%wxMHbd(aY@Bowr_cCfhh zQSKZ1ozr67$E5Opr{bBH%fFzKNhLI>1dYX|xM~}&ancec`4~C+z)3#s`rpPU*LOqq zk|G625P&>0fv~vX_##po0C`m>>y{lTwjM6$Dv`+y@d*Q$qIB&?h^SnM=#LO0@asv0 zx@LWxr&ay+u|)CtAPH`3xm04Lhzh!qxYAQ;Wqd;Pqa8D%Yq0($dO}`-mvSFk?9xBj zsOfGROfmCSDEci zS0d66&Gb!o>ERG?iIsmZ@xSS`>%{!NZ`4Objdu0mmwN2fns~5Y)MXk9ZpaSMI*MTUl5TY}u^~E_l?%iO*(oU*vPjBrsd^zf zj5|?L1>r+p`ip~v$Y)7o4nx0vjKn9*^zRQRyQKs*nW2b8fcZf!UX^@fRa@v-$FlqJ zW2)Mcir3(brqj91$tk>P!M*+l_Z%8aQ(2Xpc z(3Ni{@{%F_XxCjD!3`pAwrb$%*9o*-E}XwQ0Wpor7>q%83V->2Q-Y6MFhwPB#olRa zqVnk2yMrCZy82l-aKnpDR`{sxB>{n`Q^b9jpP#Fx}jU5$&lmd#tBGVBL&RGpjr zknLEzyjj@$O;T$h9MZfvnncabKMbJ#n{*__NDbC}Z%mYn93%n2-n^+mIyv zn^rRoTYB)49Yh;5qQjZ)KI|8lnv1%I4u3*pP68HEHLg;6QD{si2u8n((eAW)j}8e% z$1&cybj1sPixMv^kBlYeN?Y4y?w|g3p)8&xI3(6%zI< zvtAk*C4ItZ5qWFhq_OMTXquhD$Cg%5=yfL`vwNz+2nf!Vb>SETPt+ZP0WPXSQ^_dQ zWx;&-!SVQ!SIEfGj&z<>8mImAMaaiPl4tkvs12lTWekeY0Lv?uJ39Z_9hD=Cy$zz1 z_|OTpcLBEdZ={2)|K`V&gSDOaSY!~$|DVQ3_W?6Gg#m@?H84g&fx8{B%d7(wcVr}j zsd7a8&l`X`^DbF~-Xr}37qmO+O6gBwWaW(*HgWbbe47@YQAGNSHj^=_eC)P6YECna zI9Vu4Zx9TkfpOL{Sm`4uPWq}Qo&c-rL(V!RP<~~0))%z6`da%p`IczCqP3GpaR2~L z?<4q4|71ITfbZ@4a-OC#deCK?@w(4XwMY1QlB;2JsV3N|d|b4c?*bdTBSyUhbd@Ap z#|Yq`R_Y+Aua5+1-1_nZdi$Xqw@3U6h84zinHy{OM4kD3ds$v|4^aNFu zuav-h*5`FX64WGck3lR8I3;AJq6?H}v!-2UWx@Y+UpP%IKdPj1edH8;=S$ z?kukxZ3;44HZLGr&|tiOKLQxZ2gwyF{Ejg2Ie?%bM%s8AkP7t1Z=<-L;1#FVZ*qV1 zc~g!6#8^yCKO;wUDh7}OPEAjv!x8}$fd(8hy~m&Y0lju*nw1@@fxg{3tr+)xIm+p< zZ>w~n;Hd4W6VPBj9mqo&h%*|S9jxNPb*_9~`)M6M|ERi5GUQ*l1`re?_-6EMZ)JRu zeg-TqXuTWgeb#~Ajs6Qui;Fl2jqC@_T)!{%C_ERsOY_qz1H%}JR(1KdjxMOQ@hMI zMZiqud@BlZJu~r!WlHG3;PAyb?1f+IIqV5Y0X}&wlyBu0rDB=geoioQbTg z<>c#*lo$b620j62%iEm(7i$26)pbpgGZXm7fckBmyS2hesu~Ow_4w}|f?DGl?f&tE z31L09hCAAt0gwfaxDirbYb+Ei05ph9P^ZnwwRI`D8T348WQvK31!!Ur1{1^I_3Z^u zXF0UX#>)lwYntf3{E`;Py3{a?QC^LiCX2Rn+&RlA0oqM61$+g@o&r4<>VX=*ZwBxr z@b~@+668DH1If>4mUdR5*U^ll4$C*#JvVIP)X+w6ZV;O2CB^MAz0vE?ka3~LW$>1N z{1Igq8pq}x?-4~Rl8?hag+#yCsBC!eav!bQNpE6S*V&z&y6NLhHJwN2 z=RW;XZi}BQ6LN9BIk6j}2ONa!jdo6vB>y3?Acsud_;P6w>G$+XNKO@gNHW5>W`VQC zwfL4x>bZPQ;3IbWMB(Pf_j021)nzy*EmM39Fuvn`o+;AlM=3~AzNqLCRJ^Mw^5WA%h%uSpcgC{VcB=30nNGsP`jfz=jRfq z3CGX8=lz20KCRcENUInDDK8(gMdqzX=wHgq`3?w(t{R+nm+HT&=}(;R+@qFw>_bg2fu?z+U9<|P(lmye#E+bj&%8+2!1vFoM`%n zMO!HYA+F@o#W>`cFc{I*;lT9E*TD-e7{?vBxIfRbEFwtN55<2aWSi{3y{B~cos zmC;fKz*C?|Bq2q%ZfLWC;bc3rs*H@t45{r*k>1y=U4Ld(oEsU zTeYaNB3#(j&yiel$YSR5j$RD7-{52Ir?xz@lGni-#0>gFi|-3%8`xGZhX^#!Hpc)D z`%BW}E?QdNju%UdiZ6$b^JeHnX@v)2!_(u&^H#;daxe|%+_KnV6XU(dE3TnDp(6aMXgWkF0TcWu2q-~Nm2 zmj1S<3XnK4C-qmx?xAa595v*y74bl^oHY#+SZ!<<$P13NI`i6V#o1~I6^=+g3>2=l zQWwZ0Mj8U=-dqUem?gIGCbtT*3OHlp%ysm#5)yXL=zzfnH}a+rDJV7jD^}M@82#RA zl)FA9y*wRD-@}EceA#=&!iOFiuIUVx#{);k)Nr_qKh1)R*h?!cR&E#I`_S;zsGUi& z3KkDCck@0G4VzzTu{rt94pCH&_+@jrQtqj5889SCTVOcreC-~{P&guM4&uMwqj7rj z#Wlw0?b$nV;nK~=UN&*Fk=lSqeMKQBt^p=@Kp_tz-9tnzZK-60x*vIkDoi1r#-M4~{y{ zj4gf=DJ^i)RUiU&Ljgg?iyY(EpumaMGlbw_4n zu2cKAx*@A`lcYWd2e~_)qXX^!3E^AfC_`_(1!N#!4AkU8U7fcd8Y_T|w<rM>JuJyNIrL}K9p?=10Dj*NpvchSKj=trGLYzw4vHUXZuq~G z(9`53*rC>G0!0ezz-`!qa(LGM7A+Cu=HQW!BbB?R%B((OfE zz#&e8|Py?&;W2SPu?qtM;&CQKk6n#svF@WknyUQgAOSCoOEXk%KuZJ-w|9 z06A3fF&VGq)#R0hZYIB0q~67|dX7uSyl{nT-?RA#)lU09;hJ^!ow&c4APO`>X)Wjq zqB~aoqp0S?4UjF;;K`^D*MQvyJrc~?nguOUb`BOexBz)+Zs?o=5JJHWGTYG!Za+dV z&w*%}6dhM>J6R9#)UA61vJXIP#{Bf`g~YENDdU>EPe8U2o%xLpc_4-~%N%Ao{J`Yb zH9e9nU*P9M>{}wctPWH}pIQOJcxIh(vlJY8NYSwbHbfdlGAU=)S+pFeg#+2XJfMXH z6^ozB48Os@^PV_)mKYfF^^56ELVv@Si4TF#En<#V=5eId=o$;43^Bpqg?XDA0)Ev) zAi^4O&;&jnHI-_*n9Gj#Rx*#OTU$66@=KZ;wc}6kYrSr4T_>uWB#A;T#6(kSVsiS7 zwA;Gq2x?*R>52?tc(bXzEH!$gGNNTvzM-qK{7iYOG`u{Vd!=1+GL5^AO=w8j3ZH9o z{ews5fp+GN4$XS2`e+`2e zcpCCjTJ6J{ZY(%0s`C)r7<1)Y-wLzpZBaVRL@BK+2!+jG)8cGUJGz^({ru1DfS9iJ zq3~0o&?PwdXG2YEyCl17NAn8fIGKSWqr&A|&O|!C{90K?Dx^2`Am^5@RHC&Y4HXI#faSCJ}th=9PPm#CTKM z*XQnRVsAZ$>JokLgFyf^k4olN>iSVO8RQ|68siI1zl|0uHH?nO+ayfWj0*c}t#roU zV$eY|Vi0gq+FJG^qD`gep7hb)r>~(}DdgTszw+j8&}L|md&44-VfGG=N^rh0m@fSB zFo`)So95Vf$5aB6wJHfBP)`=Y%I@b*uW*#HBLr(NE<|MK_0QdAAGr?eFG~!)cR)5t zt%7uQga>@YiM@ZHxyD*P{qBgbo7RNyvyqigN~^E5Ppxm#M`wykMQdHRCBa=|%ecW9 z&iF);G_hI+AyO|c+*rPb+b^mhjTQVn2sXjLHWR$_I&l*ALd*HKG5Pbmk}lu7wNc|j z57!f>RL@l;g2L_>k8+_G_!1PB6RF13^q9y1c|>33MkQQTNpbIRw3Jc2VjEF?HKeeW8#J+4m>rCVUB_(@9-elbl|z%lcDvNhBCoY zex7r2Vnd<4K zLf1`!2@>`Op7@%Dg<+*{G+2%IjMiR46<oD;{wgg-}(Z+1%ojC zzN1eS(s%0~-tUS`Gw)t-uUYxnv3wg>v^Qc7L6=+!JW@@UZ`T@KG0tZRgVn2VDDX!_+C7<_T54lQowu(6Zn|12<1w+4Gi00!8=jLBo|Ye; zrpG4kkNfGaI6}ll8e7$Lz3ZS*y9N%MjAg^;&mD7En9Sn7T`M~csVsGk8(ds{c|HcM zEKh&bHO|xAW$t-AZAgav;U(L04Mr!;v#jj?`h3G_r6q&cx#4MbD2XjxI$xqK!BPwxFc}+p6?8wygC#E_i2#Z?}Z@P~s zFTbwd;l4}Gz?xUIDUPPkA$k;i5OzSDWVcTJMHQ1hP8?DwF6`Ht~ev-B?HGv9 zrs^CEL*hO|G?TF~x=wO?rb%sR}#hBMDG0>S!5H#xS#(*jy(Ve1=q|aeBh_R9@-X z*YnF=|UPSSVb6D-x0EG)Smj~Vi;d4Cnvc0^3q zw1%;L6>)`!@!0V_^T9Ay>Zz&A`eRv4ivFgm)7x@tVTLyd!Z2G>2n<@QknK) zw2g(9e%bFSAWKs;O0?(^sP8b>9n&{(WQm4n>XJN|<&~(6GkkPRu1+4-ajsCyDwD1j zG%kgx|6=&1A~e-NGHCMxw9HcOl<})}V=-`kTbLI3L!v!kjFJ1I>U^T^=v)^AzHz_z zCavgGL+(3%=sRt{YiH-Y(71i)s5zNq(#vA6)iLO&<&vmWp>NqenTr+KTEDw{i(73i zMR>@4eh|3leCl=Qyhd&G%hkmgTHP3}tf03}`}Azi@l3*cIv(2kDX1yF{C82~)rCwq zGh&8uo+9@u=wm9THQ3_Y#VdP1kEbwbSWCXMa=Q-iA<}rcwl!Tv`JrUMRe!O@1i%yB zb43v5+Wgc-xAlItt29WRpSaP&)9`t<0%TFfZSTPAo%4sj8CA@}-N~S;ekV3(!E6!q zwR{2B5+<65u%K0~Wzrpaus_PE-I3#rL!C;1KACSr5o#YF>hL4Wg{^PXTXj3{y{<-h zS8*bsH1x;{YKzN0&`rGQ@ zi}+*py2Q#%e7#A9F{)78pztG)h2A-T|5r#$l5p5|+7|~-StkeUuBSAop&QC~{rhoH zN7R7@(~g4c;^?1rg;n@Qz{j{n~(!4GyV^iWP%6b}{3h~=0N!E=p zXZ!E>1%o8OkC?}>qfAchSq_2Tc)z6H#?Z{iZcc$aTsa{m`tgLzp`;T{fx*o*6l|(S z)G!%lamh|$8Y365xFGQE{NrHex&PqoFN^sthdrs#O0o+!i=M;hb47jD zh>9_{VOY;LAtK76R?VnNKqNeaqOt@@UvS(@cbjJq|Ag`XY3?hdq71us>5`UCK@cPa z=~7aWlA57IN|5euB&0^Hel$^A zt8IiWL0q7TaBKhTI4vzTjv)yAhK2)1wnF_pp}XZ%DvSnFlC@S22UhY@rebZpZCaTE zGemQbMZEwUnwY(rC<;Z*q)(_nHDB(Fdww^C|FKwWk4fU>_QecNBOp4=D8+z`@B?3m z>ix$3_7_$yzg&gV&n=@MmJqMzFqf90pJejZfJ&Hf8+W;o@*e(_K{Hz)aR-Wi+$16A zU9I&umPXxmMjx&4AZ^a8f(D0^C7z3k>uwHaeo|zZzJPR1EaUarbQEo|4EX0N?bPhyNP%7@- zE%RZ52S-FZglyx>RQ^`oN-EuY_VT^A8W`5`PN1tGQb0p%j}J45z%al$r&j^iA-K`k zvnIifR)r^7T~Rrg%J8EqG`btCo|q7h@Lcav3C*qKL|Hd+xtjS?EgN$q{nu~HwWguf|93YBK{Zj>j%l_Let*WLORqHVyY5{)^K9IDfJr>SuQ=EE8^7?*}kVC zZ-7lXqK9feOiz1NSfIFSnZ1F4!#+~T%Ss7ql@-ubHmZc9H0I|(Zo#a{p=TJ7Zcm{k zE2js98f8PU^KNR?ILSvNdr{K3*V+81?GuE}79P8pI*D1Zh_U_9d{JnH97TiaMbK*AVtQ%v?CVS$mgWnRBp+i%u_l&>rs1BR$9xoBhLT`A*;gS61(XUctc`o5R z;-zQHn!P&ICQ?vA->oMrc#0^elTo)%zj3-(q<=>#a?$$C7<}oEGh@XI@{@8hpp*R{ zhK3<%urL^G<1!jd-tuYv5Dsk|1}`h%T07O|9jS5;p<^W)BcixyXU^kS`E zwuJmC#C*qA8GTqm(cz%#(1+B{WAMk1c}fTP2bCjgt@YyPl7qxs;qft8$jtW5#!9WH z%#!*91vJ61IsATa5IQuO>jR$ve`SZbxzZ9-8rnb#nc#pO)MQx`_DCoCRpj)Kh~)Oy zY`4Lc0xAsp?tkNlktR;1_=acouNTx^Lceeb_k_`x>j~K}yvJ!D^gOPK4RSRM7ZcV` zQ6-Pz4uigX_$zYsm@jw&&r72D(~-k1uDf@)7=ULdyxi?!9GRjgk2Sa;sO$QDl7~$h zEAaLqemOp`oMHNgxxWhVrT^D9%<`s|a$`YLy34J_k^`-YAu}x0W=g@Za!!oQZ=PyL z8jVI_dLLv9;{!)^)S(|j)ajU?)#gu1Hq2hL=?&J=J(!4T(|LK2m!H%&`!(QIZX^dv zP*|3=&G(o`O=ym~m=QMPJ+(CYXoMf1bKQJ0Rr;~5_s|WrM^c+U->4)XHdHto6!;Na>y%}-5eFs#r34K~?| zkftaB%~RA_tMg&P`zeEBIF&`QzS%i$BMmJSxkXh?hnHiJu2NHdH0(Q&tvmMhQ2rX#Et{J& zrjO4*^3{~yHk?v_&dSLIt)4vBE-V;5z(P%7k!GMR8_tJ?LMNqAg2x#@Gg#mA;RFDH z+(=6Ch8x}MMe7qS#@7AIt^7%KANwXZFmkD!i_MtEq6d1tLNd|?#kt2i=~Y4tmEsXs z>zIzrNiqtQFUVcD@qB#lk!>FRo1kJgsih{RyvAh(krtnchkHndS=B~owNG`PaP}B< zBxPAo@93MT2`-MFYvaOZwVgpPjpUnbCT8{f4lG&w-B=FP*-uOwI;np`tUF_pSIlfi z!@8Eg27HZnQWIRR5U#$08imUnlz+Vg!|%q2NaG}3`%hnXZ`~_vn_7457<%irpc3HCovJtH7Sgjl439Z)n2T$^ zSEL6FU^454;v3&dG22T=o_vBP`o_Jiwhd0@!cNOnT}x@OGG=JAokc+5Tt8(r0eVhHSi6%v!E6Rd_?W}V4qRy;&am&5KzC3zJ6 z?Tl88B%R!F>Y=eM4vcSNs^LES+Og_AuHe^dN>89Txv_6SpeWX_Sjm?O(^7#xlj0tf zngX6KUNB~owG^u`zGkwy@l*)MUCg}0LUqAgUgULGySvo>3zF3W1+eA?Ww6-7x!R2$ z+{yaH3uB=*(r`>nvxH2n$VdkYQrQAd({RX80p*qAx5c)Vs!wIWVnw1ixFfX;=ny8)m;?4*B zK5uFD`?=$-R)g^XV+e(S5aUbka}jLwQU%d8L)){Wp~A+^uKRQxHD%^ws4OM2AKtdG zd&=*Zf;0O<4|PyM>Oktv;YSvgu@z(?-oZ;5FrHsKD=j(KHW5T3cB#M;-);C=_1pDl>=7KrXi6eU>-tYmVYr zECu~*sV_C}k5ENcu=f|556sS{s3}Cz@>f#wR}z62?o7Du%q?iKL@}lx;pHT2vi+R! z2%CNVfv@jLo`U99!6S9Dy|=PH;$hf~kE@fHf>6VFY(fzFpsF|mIPi980MaWl2Y`T} z7G!Pwc!DG64)YHxI}nQ_;gRH%TXDo;GszQ7={9)Q_zOAHc-8t+%rbl%XUMpToNlR}P2aH+p zMd>=sBo&s|FsWH94v$tUU9Q!{E4fTAKG1$%rtTDk_s+$OwiV{;dG1ZOG0Ji@QT1OK zXk899dGJf-)-q%um9rrUNg;Q}cx}A0R$eu>#bCtpj8ttPK0i>$_t+jg+bnG3v3_I)Dm> zI{=*;&*f9B&C9Xo6Ax7`yt<@8MSDu$$t?}-qYi}fX@ASz5)%;A2RR75%7*t@vV`&b z78ZCJH}+QCAJn zh&_>#N8-=?xnFfNzyC@VIbx-$lQ%R(WAyakEETJ8;4RMTJ}=AXvGKNz%9JKOZLoX=a+M=;>!q8Lr|p}-rE7&|4fRr&OsCd<5?wRnKI6YA(5@13ERn_%7shH z!xN*4rlmx^N!~}9W#N!0X(*vZi68J7b@gC{%()Ld4G*L+plhZiXPTemGe2126q&Mr zW5MUS>(z3UWxfBqjh7|a2I_NGbE{|Xl1KR?iU+D{pbc9Jg3hSKbv|oMfL>npTlViF zFW_Ue$Hl4Cr3VSNsddR32VmA2dZ5aJnnh;o4ip;{2_Qj0MMDE?W5f&HbO<<1TkL8% zS%?B^;^fH&&bWk(kE7uZZS--H*CNLV_*Ce;y-|Y(!~Wdzog+Q9L=6gj9)8mkZFE>z zRzLY`6~09VsFsUec%cnIQc+%15D3>@&!Csj%I_0}$1P!(aWOJT9PhSu?b3VaZagXt zubiZVOc?cAf@q|POYq~V_AM~l4O90D5-_rCO&=$X=dHKtDFpF}>VmDNBp^=??des* zXgs#_r_r4$DlG;3lg4eQ;bW6&bKEE0r_bb@xJ-uKGf<{thb{Dhtt~dhd>hc$gO_7r zl^PpxK2$_M<$ESxW_sg=8WsdbfBZG-B#P$>?PA2z(y{8##}_lh%fkLE!bqiZG?WJo ztE6<2{&Yl-eiJizt-d9gTl@J|`&L991fs&Et4wXw<8TP&gmIWa>-E$v>OKUJ>S`TE zfyf4&C-@C8q3D8Z2oKUqy&(~maaIv)xgQDl9;yzeaqC4%LD7RP|f#`ktk zl*5<`tZ{mUgW2&s*IRiryiLA1eiJ_qJ?olkKhyWyBbotdCLs|NOZweIE#mY?wH1J( zabyM%*0kTdch7Ni{QhMJ@jXWiUna zhoZ@{UtjD*+mb(gJgTM+y#;G_k1({lI&3swO$;t{vys+@vTHiABbPKZHKP=t$41t* z0U$%nBqDY8(vG`leVa)cA9iyAG1!(mbQ^7S1XDvG%Kwv}ER zAU}Jr$f~TY`~nbN%uhS3-cL%bC5O6%dUXzXTBx#qbQTVSN{et2b`EgmB}Q>~jw^*? z^s}xc$$s6mgXP0oA~>x?x4Yy{;E|Ixxf^0HHA6vR0>B^MRq3*0p+-(HoBDRm5NkA$ z5Z3d~=4JKw)qW>lJ{-W-fy;0fS&u@=`+q}Nv#dX;=P7rCCGfe*L>tzgch16&}T>jw{gDc`EiS*5$7$Og$6X-1hg;}h`sB(ld6MX6q$E?7*m`O zv9Hd?oNF(K_5i$WaqCI;M9*_Zmp(cX8J(^j*nL=!_L(&b@NU4ju*U1Qegb{yoqymi zLHHhSY?;%Es$YW`rg+m%F@pxc@2Fu*n4$B=)h9T`0qfY7_mw3OIrdzkT4-c@ZT5Nn z?I8PJgT?m3&)ujC^}2nbdNJSxnStP`;kjKg1MTq+)lY=eyI(cEBsoT%7dUUd@XLiN z26)=&l8ybnuCD4@5O(D=wx`RKZ4qE6bThoMQz!dzQnpiFarBwF!wG+8kO=mm2oG=OJ{g~8pXExQC5HniJx4>a z5YhGyF zZby5#p4Utx`H&s_P8@#OR|B57&%*XD`n@grQ%48GSw{OdcenU$1Nc|$9FOeJz6mc4 zx1Q$gub27Ue(DLIbM;6h5 z=c%rZ8fTgpmowi5=r^kO?|aPuZhL%#<}a8M=DVZHM4pcCXUEv*=n zIr=a0bLUajspvmlO6;I|y3&Qb=y`hT(0;ZovixlK4>7E|^YQekI*5+^evVfP111XC ziqr&B4%IGh2b9L%B$lMQT`&2_o>2uIK&tx0Nc+;R)<_etB>W72rXhU*9^TFR%8B9}$!i{4hTr z=c*$6${nl8Mcsh!#+Zux9*J54)q^~f2~bF_8z#YEPgP*#1?Q7M%T}q^ez2u8|GQ$S z-=f6QK5p089_I|YE)zX0w7zCuE|$F30u8mjGLE4}KYBeK%g^UZw0WFzm5eDR=iHMK3k z0`^OnQBl`;EOlx{mkf_%`?$L)thA7w+_I>1{PR}l_{6eAG#dKIvMu!|dp8U?7PLii z%I%X2YZqzCxs+QJixfA{&1>aaocf>3F2uMHw4w?VOL&%b)rcU$=A7+XSDRI_|7Ip1 zbx0|DJW8|KR}019*Sa%N)HC7KGf~kt7Ylol!S`eS2UT}KV5WW$~ZYJYEE zA-4vifYVM9#~&!}y9)#;p645%_kkAVkNh-ySRMX?Q!hPIcCEq=E<`8dh!Rf3*aNnb z=w1e&;xv6@%7C+B9@ooe7Aq>JwS6AdD`PsbA7z=>pDET~P(c)8ldL(49^rhQHFi-Q z6~(NObKhTW+uVx&YSOJ_M?kpL$m#x|tz31Zkhm1Krb*NW)fKQ1~FZMZhW<=O%m6e{feg6VKG+nJXi8djPQbvvCFUTOsj`pNP*AO zrnU?5ZE$bq#oT&%z|Hl89bdnX5tOM5C)1JBZ5DXa9u(3Zgq=fZEEV94edSv+ISZ}1 zkE6ncF)^60_s}ba74I3#2)qR-XAZwE*Xk@b6fH1tSl#ZzWl2upjd6z2wQE0j&~>4} zmfVzE!Qr8r=}31u2Sq4plr$&VtkKhQofiZ#9TbJN*P)zjD0=9qI0+ai>~v{8D~pd~ z&7T$;5A7!H2YI9q_s5XGIKpyEW5=7W@}u%^yLEV|TkDUc)-Jh=rIR+zc(c!#rsr{W zG=)?!GhUznonai%sjy9-W_PZW&BFB7ZJD5H$jO(F)cM5j-pk z@v>%#fgGekbftp@l~}SzS^YRg;lONzODhbOf}nWaIPOkv--qFu_`XKobSGxRcvPIz z3lF0i1R^DYvtYuJ1LRud@%2bgMD!YEsz7OB3=B>k_dEyam zitX6mkG!x)wfXTJe49@_$8no{k3D?q1{(9XCf}t#7yecNYbmiHhcuommX1(esXkt0#_52jTaSAbi%0mQ$qhcX+kL1+7>^j=AwfZj2pOW0N9DXGVIWR?{WQ&NTo#I z;YnWf^mYO@^bOa`F$8u9df*?>q$ZN%vmd%FW!2r(Nt5@QqVHY-?c*m8DMCnNa+>3X zrbAG+tWcakQ9z)2C~Fl?5tYryv@A%OEan_Hz(0T$)@v3bn-s4dJy1?pi4kXsfQ7%; zpng}?&<%b`@r7U-hm`Q_XC?c>{74J~M?1iPawnZXqr^>UYxe$nrCLq}s|l2B?fw3q zC&-p?dpa>KA_wn*2LElu$T^6a(bux$+UV=9CaUaYxx%@Yz~8QlTkRD}Frfe(u1Mh` z{n`u=%hl>y5c-0Y27s{bHz?NfQ3k$#TCxDJ_)%?}w~ipgOSL~# z|8mt|AGYTN9e(d!jCE~{ko4P@?^}h|(^FjTW8b6|_7^3y5@g2On73ftj#f&`Ab z&RMZsjvv9jGXZwC>kda9lIB|y68?Q*hjr(hyEdV|dGlprnJ`kV?yR9Hc@f3siZ*udeP-?`bnO(fwU;1+dBAUNr`|FdA9dFJ+3cLoX{Vg~S1S zKnmHg8-3)(|=5UP%Z7Q{PW#U2S~@x2~DsFEF62nBa(*R6}sEfP*#P zL||HphQ`|JN*}+7rOqeB|QPSuz!=l5*&hUI(aulYnak>TUCQyNBWH_4K~!>XCRtGlrE@y z-RwU-;|DreJ?^_8L7rS*4wzg}OGr0cHt<{raD*3pt3}nj>?D?R3TZ?C_kkEtRA80la!SJBv_oz2uZpS8Kc%A?1 zbcrZnx+Ug6-w6d@>d2;=(KVDVp7!|Xz9%sbhU3BN*9VAy1}egeL>~v+KrB71cjeVt z{nXYIjzqnQsahRxamGZJiVZ=Mn&qq41^f&05n?NTf8QX@<(3Q?=IK?by+bEiT<-{i zoA^j#LG{0HLEdWx;z+EIy(=AGzQ_#pY8H|;8|~@_7^;lDeZH<$RpZ9?U$KQn2^`L} zsnDEB?ACLEqi)$8hkVmFyYER?Yz|+gdO=X1F78n~*r=zY1In4KQetW}V6%*pfddvL z4#$e)-2clbaYhcPR0-=jOY6~)m5rktu2*JAUt3PS3yjueclv*I4=?B*;W7EO+4|N$#iX z92g%oZSx^JMvW{F4rkt^Mk2-KKnXl4x$QKn?bq>SMB_536YT}lI^3qLg#!FnceZT! zY^e`GkDa~=PW=FcyIo+;8qtY5n}>KPj?=%~xeJto&EUOBx7nV%n)J%iZY^FT7WY7C zeNn$0$yx5O_}IV)QFEFca7Ov7aiKak?yg+AZet5-PR#rN1HL!^KAN{Xf9Gb^B@eW~IQBqU-@xTIzt)@PO&x6+kcD zwu|CT z27Sm4$rV6e_$}YgY(E^9j9Xe-vUdnC*b-0)Vb_YB z+(lB#0#en}9^uxJ>Yu4Lr5%`*27zst18v0t+eoeN@8AF8vhzG6Px)OK8vy_8lB?MM zUMG=IT&}aqU>g*urgH?s?xrV9@Gln?qASo2E6K#){MtF~bX;E%D%wPa? zx;;;q!qp!nH?^?lWI%i_rz_0l$9g>wv!NP=uiw0RV{aQ(u-*))n*Yqe<~x43{yGoX75h{hks5~p-g>j{jTi7z(OUeAB#KDiVwB=Y28J~}hjh$Yu zOU5C$dgJraWMrgg?+|At3(iF(zbtizZ}BgkipZD~BG;(3^VwSR%E16nS=&u*T?+va z88^OMrgYjWsbi+XcX#pt2z%V)Xtqsp zt0^xJlw%&@qXk<|U-axs?`UuGJ2urX)-|SElO^-hfS&6pUM4$G-@XC!)~#EfzenUB z3J5@M=osZA2LCwlk({ONF2j$sZ)~toB#y>4iJy=p8@lUKdORJ6{}<%3@aI`==Nrk9 zc2HCG(Zuh4K0FPIb5Gf&jSWq2C~Lo0HgkM^hAay z=$8SO|4&CO3WE2v_VuX9F>!?3)h#9I+joqQll>`UaqJ}ECSs8b+3aMz<|U*P2?S;9 z=qMTf=dUCHPEo&+p9XATW3zZpO!Dyh{&v+c8cNOxJ70?Ol|m0#712veCUgH=5QA-& zcwk=MT6K2usMLdr^vw%zZBti{SqOtbqO+ diff --git a/docs/_static/meta-models/confusion-balanced-grid.html b/docs/_static/meta-models/confusion-balanced-grid.html index f7916511..9b4eb472 100644 --- a/docs/_static/meta-models/confusion-balanced-grid.html +++ b/docs/_static/meta-models/confusion-balanced-grid.html @@ -1,4 +1,408 @@ -
GridSearchCV(cv=5,
+
GridSearchCV(cv=5,
              estimator=ConfusionBalancer(alpha=1.0,
                                          estimator=LogisticRegression(max_iter=1000)),
              n_jobs=-1,
@@ -10,9 +414,9 @@
         2.33333333,  2.46666667,  2.6       ,  2.73333333,  2.86666667,
         3.        ])},
              refit='negatives', return_train_score=True,
-             scoring={'accuracy': make_scorer(accuracy_score),
-                      'negatives': <function false_negatives at 0x7f33dfb60c10>,
-                      'positives': <function false_positives at 0x7f33dfb61fc0>})
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
\ No newline at end of file diff --git a/docs/_static/meta-models/confusion-balancer-results.png b/docs/_static/meta-models/confusion-balancer-results.png index 90375303d7ebfc2217ac3c096c1770c4c6e470a9..5f9d3b0f77fc0dce33d101bb0da70eaad0c4bb62 100644 GIT binary patch delta 45 zcmbPpifPU%rU`BemU@Od3K=CO1;tkS`nicE1v&X8Ihjd%`9^c| B5(oeQ diff --git a/docs/_static/meta-models/decay-functions.png b/docs/_static/meta-models/decay-functions.png index 383f238183d4a4d3d123f47414a5ccc787be7708..cdb1da1b4407c72669457d38194d3b865876c729 100644 GIT binary patch delta 45 zcmaE}jQPzn<_T^JmU@Od3K=CO1;tkS`nicE1v&X8Ihjd%`9NU B5tsk~ delta 45 zcmaE}jQPzn<_T^J7J3Fc3K=CO1;tkS`nicE1v&X8Ihjd%`97%WwldFM)3Fw1?lbw~VlhtQKN*5Cc$IrGlT&x1D91u!#Cnq~cK{ht) z|NR42TL&|?36eu9;3Q~vGMbJc5Vpbd2A40E_Zb9QtB{ovS9MFJi&Me#& zp5PKOFf-$QC;O^8&LuY?1}ujd3!#Boef#=>SJnsT8sV#697kd#T4!?F+Am~0B$=$V z+yoc()U!Xc0_syYkNKs$g@?QR*-d$wE6yd8A9dE8W+w7R8bBKF)uA27h>grt#mOr9Mi+6aLTd!HDCN|NkleGkpJF z8jHxu9b|Ci_F>aek9zAVK^nh3yl5tNlj~7WN!@ZdkLC2Fx59{kY66=+GZBioKFhcQ zOmN4CmF@qqQS9hW2UD`M_q<%fG{iATbG((V=7<)(Wn8}Q;amTiYSTHWd&wCnLFM&$ zmKjo5c)iKyi&nRwGviJm{cBO%%U`RhTqe%%O?!wwJC>%}t0hvyjIjr8-T%WTI@VI0 zoqWTy4vw&w#rQLiSZ+l;PR5ht?w>6-9#TS}#iKZ?;nHhk0fw@zK`? z^&UBCWjnEbj=wa1t9KkJfdB8H#(+oDupVL7JwY%2RD-T}-AVM-8V?Vzek;ZD_$1nw zw9I|ja#yenmLDn=M{xBKid0z)((vHImxd!Fv*|W`&4>=YOcuk8qm=+}Z8xa1!5G_* zt|)P3e?Mp=|G!KES=)*vx#b`!I+c~9LWXeIURm36rS;}O0xBXrzw6;*^N3FABJ(zB zY#(V{|7>$9haRH1U*T^A1F91@!PToP?jZz4WmP7g=C4_I4bA_z%`3}O7VQ2!7s0{7 zb~|HKgSF%1%7|aYfxl-lURo5PPDTdDpI#aqMh5H4V*C?W54IbL?f-!jfdmKA(P?>M zgY)kc2O;aP{yP4hfBJ<}I~5N-lRsr57p;DcK$-V}08YsgmG9EZp+>w3)WY3p>H|>osiO(5J_vr{K};E@>j2K;Ne;-*=Q? zjd)9@aCk~K7w{m)Ln~7_rnnt%J6}pKA%rBM^W|`;G-f`nh zODWY1eIkXE9@;LKiLtkS5CU4qG z*97B?1b&pCBMs0(C} z2C=6b-;J$Qy>MW?;2wD&3EAz>;>g!8G3(uM0zoFWakuhRTcJmb>kp)f>AKcnAUB!R zU(Pez4YKfUY>PeF4mOD0^!s+}Jxmp`EbMpQoLkys+&VNpCtHlf2q+ z%)H~qm+l$nYx}uXyXd+iqS4?0u3Pqa1si8Ptlz-64)MMAyx;cqnV8+qp=fz=cO~|P zujQ|8xzB@#@cr?Z>$ayWnw|aqZUS{}G?3eI$KA=?s1Gii&&iX5ts%CDo|hhnQIZXi&$66({#idfH{?v?uW zUYidyXti>X^&KOACtuqQ&!W==GgY|Z2Wwec-0Q{dM+7o5GLRnuGxBl9RWlg?66}|U zE%1sW7l`C;tD?XXAhMq`NkRazwwyZ*jf||mTDew~Y`?v%Ym3rpV(keLyXV;8GT|ig z+SAf2DiHa1xQt`Xy6Y2+Fb{c>3X4Q+&`>$K)|b29fzUJ&mFe&$WVl~omQ2|*hX)w- zMy(Gpm(^PN9y*r2p1)d;aDBB-03sE10#`yd<}Gc@_gx<@MuEHUKDIlUl4Wf$uA|b0 zYd>5{>O4B?%$7uf14WBmqTWBUYCH6k_f=ZmH=X}(;dj|*#FzGmG4gwyvzNBc-;$Iz zY~7|TNd6mq4*Vj0p!@#Naz()+ea_@Jw5`=RjELg{F(`!N`0PEa?l&Px!huS0h<(n% z;9v=H#_)i{Lq8KwN-*O*A9$zco-Fb$2qYpRQhO&&y_PZ$BU>=4V)2{PWWiSBCzYVZ z?ctfxw(-2*-^Y|v4ummEZ!=jj{1e#SD&J&G)*QmYNT0qiq+ry9lWOF~)niClvaI7t z(NMufn7<@8^6RRpo{2|fSJRVjKRg6UDN8ZpS6g8tf04c;v@r5%6RSHSy}eUUj!GYH zSwR8;Nv+S+WU!*~8Y;uiZ&t+;y1Xn3dSjMHv9tu|b?BH`Cn5^o@ux%uOIPe@J39W_ zrvGONYA{Jua39X`g)5Zd%^c}2?QDUq%fwU3lw|!YcqH$_ISdI z2rr^hWy%7|YV$?}RH!=4pI(Hnm1SoT`$1vpUs`R_q6 zIueyER+{f)EzB1ygy!n|NU!&mrdXHAmBxbXKl4`+|5c$E4m6G!q=gf?aYFNvU*Khr zjw0s9jvZ<=#dmnntfkUTWHfmS#9iTc87j=94y%OJ$w);Uo%9oMrKmvtlt=AWNjwZjv@`nND z%m{3+)uro*Ha8Jo>-hj<&ajC*MFS@%VjxAvE}D68*)$y>TuUra9? zw_ddj#wjgDxwf8(Jm(}f-y27-y9K@8fdon52iR)>3*^0=D>tBdT%&lzS-G8_v0JdF zXb&RN4Fu9Ap4&vK&1=DxDRsRskB@NogKb_f$IbDRbUjEOACJVW=C<)NuOYxiY}b4r zxAT(INJB^#S@Mu28rlw{zRdkem)&=&}GKsZ4sgBnIyKqL+k~{v|TV~Ar`w@jz zYjf;hgp)CIfR6(lu{780WIiQQG$z$dOl*8%R7w1?iRrG7(=8k-)d?`{M+|_q`_Jrk zt#ysAKhI3Y-QqUOcenq*nbZa&ei?`|9a=ar_cH`6>SK&<#AUBt=gD)w+{1c`Csic@ zl!QYFvT^LZya7#zjd;M&1CiW(9K_bMu=05LmM`+(qZlgvQx#R8F|l;lO>;boB6S?5 zt`IFIb^!DS-|}S}&{m=`Y6s=BqrOIpb%GC9 z5#Vg>T4PQ%&!i*_k57|OORy9j**=!g|AVXu5hbCEs8(5$!tfhkF@<8iMJfrSd!tN1 z8_&-vj0OrdH6(}{vkOJ!Ews1ZBL_S{($+r%F2LVEX73p1PL$L^YMnsK?A3wo;}1pW*gTRU1l7DI_Y&(;?)>` z{H1}5!a|yx-S1dtn|9+0nQGF)(z@D&Po(p+pe%+b<3avJ#Z831wSRjGqxuUumpw;A z;Ia-o*u_=l<)*EiJdbYNdQ17#oxjqeU0-)S1yt-9FTt|_-wK-Lh*lts;ymJl>>duM z>hJn-K<$y9GaZ}w5m9%y9Y<>g1rKy*csNolq@u659aQJ2B=NGQ(VEJk&9Fj8hthS{ zn<5a19&}5i2Rh!#mPLi{YEg__?HTO*5<}_qoJvCzrHRV5VMV(}f!cNNzOfpyzJc;HBWpIIGvznrSxOjH<)E*8d*jhc6aYrJto8ug~z_NP-5XgNG^$m!Yu ztwUTdo72&Ox(rbn{q&z@I4-HDt#X0K7K;cmM3W_fSG(XHAVwH;H~8lwBGkFxupu&RQQ_Cqn^mf9jDECt?`tF{s5iU&5k;R<1RzOgyyff4Dm^Yv)8d7?P$dRbr=8iv?qZC>!iXwniQ(1Kc?W<2 zk?ujI;zmO#)NE%Wk&x*GRXFXCYv7U+Tu$o0Kdb&Nf;8;?I#L-8#{FD1jK|rH?46S8 z<6lZZs4hI}{xIko=XI|ex>Zh-O61QmUgUNg<}ld1qPiQr;dR$3phGP78UUH#XuYe( zNZ`)(LN&O6Pb|)N$A-)0%{-ix#R*U;)mG=M~2J8rHH!bO%|D4l}H;x z@p#%I(?~DGn)l68a=UU6s=tB~sBl#%ge9H05%MAph;VPf)rGde(uVLhM#|A+L!=A# z{iO{`yCqaOPzcME+u^0wfuPLN_23Rx^j;T@QW)BVJ|EnUm~DH z%yk>oT1HkLO7hOg$mj&h6lvkhS(?z^4S>ee*);x5aJwkdLjheM*!l+P-LISRJ8p6F zZ_hTnV=SLUwRP263xPlkiW%(yOZarZ(B_Q;fL(*VuC%h<*)ZEL4Bcbu<_)qVI8d5^ z<4e7p0itr-m2XP;NJM(guYkH~#b~NlAs4YO|LQS-Tauxm(jJBiQ>K0M5jzQKw{ zQd~9OvHH+!Jn4l*ZN_pFWTjn$2E#R~K-A4#In5VGztdX?dZ?bK; zk9uZQJOr_M86ap)2?}4YJ^+Xz76#O1CiRcEM5{aFUDti@Y^wIpawxp9T^CP~ns2A- zR&|a%*hbO>z5s|ks05t?H+8Oomv5)};6Tr4@1LCwB_YTS ze|EA}hIb%k0vcc!Y7^*UyH2rI#da)FW~Z4?0(SH&MnAz0HIQz6iAq(QPBcLD+sKK8hk6f&{4II&?-_z<=| z9F%=^1UM_-+U3F%QmhQ3Pa6g37&t$h%V9HkZ@L5p`>Mii1LT#nj_{;b<^jS7D$(W+a2*7#cQmX4@jMjG};kzJ34 zhz9C3xv*#o@o(2Z6tHcm*4MIE1{oU7cr-u7)y>cvz77w_d4~<8iEE+3OUu%RWpFtb z>1?zyr@v)c3wdRltI%?l8Qbr_+zRP}VG(T0kqnt$q)FP9z2LI_=X~^!K=K9UiiS9i zs}>u3yRB-k%$MqML+tT|?{!x?AV8|q0J>NQ%297goloEF_DL^A$Hhz=2*&u*dKaMi z(DaX3(at9U>LHV>W4iEMVG9%7x`l#Wo8etMxJsK;OL(z z(JQ_V$Zrt+T2Q9{+8?xd_vXQY#LE&bR`*r$XH73gs6$nDFw)pGTwn0Il=NO(krsRn z;0iNL@Q`+Hx(NN1JAc=p zx`W3SLJKvSIg_RsDEBTdEjShZ=8b1)S5AnF+HDT}{b zNkY#qiMiT`fq@#VZ|Tz>ay6sdgzX7*LFMPq?t&%uQ0qf z`aQ|fT$r+8x+p_!=|N8y3Ik+;PL@&duyLs<()woG`|-XKW}zDh|E18OF$vKi0I`@i z#4$>W+JDsd@r?iJ{tOP(8FwUqD)8}KYm!`8@^_qY#Hc67 zIiXl(xiTvVy~4QWS)sO`9-EZ11V3rDSCkz;>YF>P#-=7XQ0C3hHamNH& zoQ{r8a(en}fh-}fYs#NL=}*d@Zr!cs;;_#`dyVw1f;Q{Lp3YKFe)2tF<|$^j+xncz zFWPmTtzB(PW<1M1?wio(fFRQ8-Mf&8LoC)9$JR`YmFb31t10yznH#R+BjOc z&sjMWHMBEYOevc_tnYqk^UH;dw$SqCs8gN0kqr*KUHJa%(YtYRzPjtcW!i*G)E1FE zIx%m83eE2`+-{f=SC6M))DJ|)dBdsqv@h7<#;e04i;Agq2MKm<_aw`1x34_coEswc z3-Qy*Y@A#@BQB5j?Yi)4Mr=Jiyn33uVwrdTIE5X{%vZer{%TuURRORg-akjh^@ER- z>pvnH@Mg47Yt3)JF154`g+|Hz;9q_P;{4973JrqU^;PnmXU+ev!hkcH-;IamH)x~R z1n;t2EqRb1Hf$@pO%>U2)Gm8p>42(_Rs%3x+7Dce3=QGcb(|v)G>tWX0SepNJF#2x zw{LsO9ZV|55@cu{tqCKK_S^l<*hNKyU%cY|)Y{9UHPV~NqV+s?nt)~X99JkTM@Msx zB!CG42m*B)g_J1^RnB`zAU}Yw+0dXQ!WaSM@cim6m(568SV&E(K>58mZILf7ilj`k zLu%>p;XiJNgtA;68%ti~jH9D+{f~JjTO4`Gnk&bG7)PjP&NzNRDBB~FBZUB|EF~kP zworkhGcv?-@}O*RCy4^lRdael^ujG3^_4|F+?jE z%xsBD8NH_cmI96`Uf0l^?s3-CJ2I-^21kb(!P zdohdSj{4Y^)p9e*_DFh_H(R>Gf=yYX3U!FUi7Cza$H5_nUqb-#G+lIAKsg3%ki~q7 z>!y{59=A5Y6!U$UvF!rXCL|z>tpNh5B);_5$jH^lyQ3}!u^Y|$C7b3gp1Rc$A>YVn zN_7k<5In)bYDQL8h``mlgqBZSXIs4)gvr@#+8#1bl6-I80;%;MA?y6AtlWAAa03BA zyY%guui3L(3nJ27zI)b#qZaN#JZ4(tR^}GK~B!j8&N{7Q5bB^sCtj5 zM1XL2)BzkKQmm1UrYa)R@@yb*p(1bpBgFlKG7l@h#6@Z)wbn@)UJrC^?(XBBMe1c8 zz=Eh7pPC9+9DG5M0jR8c4(6&r_*HwD}7)+qe(XSkV+hcy7gy$W_acw_StwHNfxD0d-Z&rXlwf4HYOghwK0TOl4UB z+y=D46~4t|2_VU13}%?=>(hzejz4LgJ`A$?VzIW}3nW^rYuo1@v_=b`Qc5XzN9dm8 zE?mtNYex9q<|!swE1H?*S$hH`xom)3o%sfi1x-Wh47TuEi%AFx@Qf_F%E#$+F|&N) z^9j8JbR#28t%XA@4zMpCQxG9ALJRL@*PFEZTNqVnfS=RPOKFCV@`+RL&mWdU5G%e? z!4(bTAj0WA?5dyqRrGyH@v!qQcG$GSY?K@z+$-;VeSLFM-%a*iUlYH5JF*6dbb_UA zk4QTQ2bNCXm;f>8M+65lGBTFJI!Kwv;)^hnEGcCnoo$Z%CSCH`%jbK-tqDeA7OMJv zh62SXQX!^9<*Gr?Uy1lV2lzj;tddtkDGdrx#Po>gnqVO z8%5V$6o=hWWJK#gNoJdq`jMa~d>_}n7Bt^2zlI)Uh6AnoL#_en20WFMyoDhxjK(=q z396^K+-+^(PR1ZG?nT!0Y*J$7)SgS(TS)9L{j$3Klc`{E9H7IPKRb$pp}v6s)h%}4 zCC1xG!c#G6zy_jZM-KYvMyM=O7>f`AjG;gQovJdXWn$AmBiS-ZF0>(JPF`zs0D4yORzlho)Hl24q2JiQ}q{n^I#3M=(v&El# zZ(f)bbm@Z7y{Rlhz5)KvpM3cPf4Z1R+#2N(c_j`swUAL{97R)>qb5>n)+YU|pL>62 zUSkf2cXPQk;UR+FC>PKX9t_qKVq^rm-4hKvht6~BoHPsPe=bI9+gxm5wh!^W-eADq| z|H6wQqd=yn^-iWha`nHMVhnG)>aYHe?<%|p58@913XMQORtY4ZiEd0cYUc{tHkx1_ zh?2-EG3EyhtK7N*x6qAOKuy^P(@J#GI3=~L^oSqr0%Hrg&`Ii7bQZbVBZCeG-mH13 zuZh&?lCcg>1#no8e>R>6!1Yyz1C>C9OMA3gF9<)p_@`K=uprW#s=cWPvMFC;!#S0L z`Z0IQMk>_HBea@5b>K1$dxEs5Y*hbrP678t`35ZYLj|pVX_MIzT=I@7!H+WZt(z>} zX||^PRXZVLU`&2&ZtX;KpB%58>bsU84wM!5Co7#lhyT0)7y9^QpQ1iLK z9+fO0_(=`N@4e%i`|V;}@p)n|TU0OBucmM`$#XO!&#bdu!yYwz={J87;4z zdiC{XG1YwNDX<_LXR)FYitdC~okF3WRv5h5rA@q7pWWABuj6k%gQc_pnZDu=d(YVT zc%+OmVMQ{6LY}8=SMN|h(-&9_(TGI5z&rYH5=;akD=S(TA|*B2ClYU_szN`phx}qq zNDmL@fAfH+Om^XcmO&m3D6Xb>(nr#`ByKvmzvr5Js~?B(W!tGOek`6nUd!bFvEMog zyyP9z&bSEj&}2`k{loIx{d!Io2!Pq_k~Il1Rgmxvnl{Y9SL(<6tIM|%CNs)@XE zi7q#7CGM1=sw;E3@`ym(=LX=Om!xCA>n2^raUw!YYsMwbw#x1MYy;_bfm;SuHv<`| zh9Od;oKv{mVTRY!@bi%}g*@04unAtm8({*CBY<@k4CAIJN@V18a(2hTV(7!L^aotb z-9>f51hqy&1Q7#zcP#LfKKXlAXDkRHf)(cKVi&74Xb0yRf&9#=jV{^;SZ-0@CNpnV z(H7>!N2=k955uf{lTfPGRBf7^+p(<{ z7+efgdEgSS2AWiGUPuonsHUz~D9OZu>J}o6Rs6N--5D$DcMxXihJlQ+4N?}_BAENs zqO}{;j2QN*-?MIVIw_pa>Jv{;Niq_|yD6W@IQySmFNIYs7j&J5NRgi>M%|m zOjeq!bt3Hj(QrF?^%ndAkVz25x$$+Ra9_rBrvoeLB}AY+Q8+NBvnq5qzm784J-`V_ z$17q!SiQlLF&}I=DvYPy(uvA74s8isML52CUPZ>O%EjlZjtr`-n5;`Ue6F`}&ZISTO|H<&>ep zhQ)on)L}wEq!Va}lqagSQ;YlMCwjDK4wGvExjXVHRiqq74=2xq2w@3irx}#_VG_7O za@t8fU>FD{L`4W0MYO(JY5e)>OG|D-|V`}FUBAjX@3YO);5VTa|WV>tIc>7$*#`jbn2ZcrvB?y&r_e0gPL zDXJUuVHbp4?48&InUsdUx;U8FQ6Kc*9U<*F+%VUE(GXQdr_%mf=;xs) zh)W?}w+&MG;|%>uzaILds*i~ieWr>$^JR}kLrBJz)WW}@I2T8DF+BhQWcRew%m(@@~nk?`Yfh)vP^pQpA5uK=Pwqb0TI)#{~O(~N16VrPr zOGV?;P#DSAQTmvjcsS5Tzx`JuQjp#C`-_P(3N|S;NI)d8$@M&Kp{ZbOzH!#b`WQ*1I5_|z9@Wud-y=}1bRc1`o5*fzU@6pOqc4AMKq!?TPc+1iK0xLt zKW&J{a=!Bx-XBmq6qN@bGa2J8C2dprr+UybR#Z&C76!^;=%bcoBhWXoEDOnT{#jSCa)fD`)@}(+*rR%9!lW6b;`CbH6lvn{RHCxH z^TGK9BIN@VdZTBL0|`l#abfeKM;rZ+_0J^XFhVGiOej}qzp@l(MM~*Aa0%8w>o5Ms zP2VJ=<<;MiR_vuRLDfxrNzkLi!iAmQ#cfLIm16Wg20h+HyhhXTYI#{2^u_586|L{p zk)O6!4JC!2df6iS=%A?TgmatEv8S7bh1i_=D-~N&@x;Mo3u0@llI?2mxBh)i<&hHe}oPb|FR%BXu*Q_jDGA_NcjKYrBQ0y$G4N>+Ter zC}<`l{pB9L5z3TYe z^^1zlgNH@vw0}jG)SS=h)rTL(QtKqNzbg-XULlvb=eb$c$}|_ISmCzLY7WwuEht}t zkz3Fq7dZ!kg$|6tSMe>q&JAD*lY8@}QBUVn#28sZYgd`vJI5u3UQ<9ZH)s3DtPSR* zz=o8XA5NEUx8h`+WqvudVUx&4{KH9wHn7hg*LF>tHIJP(n2kZqePY43Ws*~AniF-v z*X}&WTqGPyb6HYnSvEDVrgj0x0%fxjn?!d>0XmqRLSv+c-(F^>1;Gk;MlA43vs}qC zG|vQ$o>(*S*4%tJYYoPtCpJD!Tl#bC3!L$|eVnMx4%wtOmoc{1J8wPjn*#@Q(bV4U zFY)>jz*%01KWL6>lN~Re3K)6vC-ywt)!bXMH5lr|9^@T9ApiLo?N4x?W0)(oD124S z_H~XrktMH(+U@cjQfu=YU4AlQn%XQc%6g`w=4xt+%*bQe5&F8(B5MMAs?-u0=44%f zj0&6j7hG_bk!tj0O=E1?N!od|lQI!Ai*Oi@Xq(XFV!=hk@{dI&JL*q;waHPyPRk$ypMVyh9ERf1MPb zT*Z-~84?)RzUnLsfTxw_l8FE^h=1Z%#ni|$mx&nur;-(}=0cRmS+%`nd*x+L9OJBq z?%$nJ&w};^#p1D~y-!H)T6HK}t$ne0e8aqrjiVt|-=MVTnKNg)tbgs7D2``63^{s0 z3h;#EK1x`S=MZad?InHVBs_Sv6DS`T~03FD+0$|3#IajZ}a%g+)_pnrRrSr^A1IBIPj;=bDDS7Ea0njR zs*D9)gQY;!DMk%T^N^vRrc)+59Si(7Dt$C0_{8?HHG5c*q}B~vF=pP8Z7M?1n>SEZ zg8u3NtY{jx%HKbV4wUxJ+Y1+}=&qWRlEYuI=_Rc|;`P2}fjcid_jN23)=MYW3Vt8% z>X!fR&CSicQn3+VOTy0Jowvk)mDL*m&oY2?Z`d!oZA2!grF8>cKpz2NrfU2Hb)vxA zM~~J-Z2tLXsqU{3?M|z(c9Nu#$uBt zw_DKyQd`-NAV1!p%RU9VifU>wijw&5C2+Y6u{p-jO-W_tbmn*IX`tf@-e~7kAR?+J z!`w&068ai}7y&&<|E-H$H4%WYgwLL}q_Rbk2hhjdfl8GY?JCc5IKSl|1p5;dz?3zX zbZIO~uCXRV3J1!g#|u^LVdpG)*xNhRr%&q!s%AbBSECbuXmQ`XIJM=S%76j}QjvsQ zFqrWDDaH)(`9sl3drIUF5Xg)kroTj6SZ&Xkd5xM;2&|7HbD& zU7&$0$ebooFsvz73pHOr+(q<;{RQDXnkY6lgeuAMg9$F@+`$yLx&Lm-Gs9PJJ*|T{%(wW}g?5z(~idzj{ z;*Wiv`OgMe#YDQbgjlkSDb)#BRMmCkj^8+}beDqq^a|SY zY{tMJhKFcjA^$nM!qqo-V@csNTn_r<-9_o_3@1DbpQ)kJGIHWrkUYuql3lgHJ|HC0sZr4tn>?(gJl>Ly5Bm*P@B{ZHg`W3GEug zS2~j|9}(ZpL7z~tqc#T8zi8kbn}73?4M2b6r!v7qx8xXc^0RW>v@vrKXAU2JBSs3S zSf!!%GvB%hT0V4Zza?M=p0Ys>k*rQ%6{79nPoiY+LXiIxe!!!xP(rqKB^4_kQ@vqI zBa4{x`5Z-<$LEt_wr1fn?MG zTr@-TE$&Q>k!ZL$iuL}M-KGqKF6wGJVu=2qhUOiSmSID70s*hr52Q4J#zQd3((4lt(!fXuF!%r&d7j)-r?>ntGs zBbXQ-ZY3bymgD5^^YNmLu;V;v;;+-BF_&B%O}r=B&K~k$i9Xa(tP6`_(hB_%3nh(5 zdt!5Pe)n>6S`FrtvUVkq(+CGR=W5MI-yG5S$>8DB=Q%zK*tf6QcWu1RoV_T(tJ0WS z@!!^|eEB*FgA?bd}k!3(mH0c&f-VLP!T8j_DYvXrY|X4b?Z-)m;mR<@;R zGhPc$cW}QV&`F8Byqsk-{>53i>E+Rv{V|}#8U}*KV2ia#yHR;pb>_^U|Mb}ooC(li|h@$-@;x=fnJ1*3nkne z-1<%aCv9AEMN-i5_Ka1}=%IjtfP%928?`fI5ii!S5p2Z8H&wg{lPhW=eDS=u1=SEZ zP3sQ172a|fo{ib&YsdIOCAe#Zbh{b-yw`P?%~u{$PKo>qZArRicn}6tfseRZAQ&z2 zWqO~*gA-${^#BJ*9D?}#xK2(^4$$b@>d)r=S3dM@4#-c6+TdP{Ji2SUs0Be4up()d z-FuO#!{GtmU`I0IN4WHj(Zr^fd^vBnXJH73|d-oFrQrFG@;FerG=gNsd8)SHr z6@$0EWw#a#sw}KMy<2Uqnq6OsdXraFSo?D#B~OAg;WN`K>z{WGr2UNU3n?Pk{DuLN zc;!D$zaDH`?{|dR5f@a`YdE_$f)!1ua=So&)tI#3au4WVexUw7S!#6IuEI%T)b!ns zKP*eWx|t|CZ_VzrVJeKtr0gApO#b9fRUjng4BrW5w6lw+3470X8P_ z*psxw&(@-j{Gl=g+sbh%=~8&;aXhnM(>#}ZY0&zRdI^>Xhb7b9_Qz=9(^>m8S)ACJ z2ZJM1tQ)5GU9ykwME-c!1F}fbFbN5XIB)8&mB)h>!j>!GnLP4mCm(Q?zBP`NC|;(L zNh@ppEE&WRAVSYqAeG$z%U~hq|0e)uSDv=w3ccdm7RWN@eDmTeV^f0Exbiz)4v9}@ z&&7s#x6egG<=x@HgIHqfm%rF^5ZZhT=P+(#&7h&0j--QID6Se4hP!yI~z!o3`Qs%kYA=Kb%=Ozrac1r$+WZQV8oPM zy`MSE)Mrev$H5emA)$oC<|$(MS95434^{}C@g#O5)wrkR`UzI z(Ya%x2~~+3s^3_c(b;xWFVfyM|FVw1UD%Z|JAH`PjUA)w&0fAZ0{Lk~Zh!o)I&ozK zK{n>1i=H^z9PlGzYqnwmq~wg`L7nLBqpG=j_8AiKDL{()#LqoHzDqI)Vtp{%Qq zMH6l7eDc28%tN6)z|1>0fYdnWAn3yVd(qcn0gV|@vg%?|qU4Sa#ui0>3EW$Q?A`F% zdeV8~_VNksI}E(K=;7|Q7({?;x7A*PrM^kRtEFyS-Bq}jJ^1P0T^<0=^BpeG9L-lR zOM1L~&Owtj1*2BetDOC+8x(_Fa}eayMgkhG@x`$J^>*;iw;pJ}=U{7dKtS|2cAS^pvlj}PDZjeYOrzDU^w50kP+Uda8VfD)>07qm5=fB1K1f&rPhJMC$z$q! zY+_Z8*RGzsAp%w9thcTYF4?(t=WJoB{l>C$gr|MSqo$rUfrQ6&9SR|v^4ZyAN}E4_ zx%JM9C;_hEtcjO zXh_n<3>_=N)Hmq;kuXMNvsrc5{%zVyE1*5AkxVAHQaZa-vfq9mr5#G5sVP29f3F17 zR_f*q1a#xj7SF5oo$;JV8{~0%;x)~*Z8`km==W+JM-(%07K`VLk+pa1NovV&M9)+| zY;Q3O!nL8uQS-OG#buH9kxnFfVJrOc@^PR%}FNZ{+?A9i*Wd_srO zkvZ+UL4zhz@5T(2>$d8Q+gS6?DbSt;OowjkmzS~bt_<8vFD0Ih3lzZcr>ZaY!ErXwb#|>L>lI_ zY?)wU24{`|T{OCjsn7BOdvo^0>x~0w&afaH4f7CC*x8QT z4L9b`GKwl=b+f?AKXel{e4fo_DM{sFs=%{9%Xx3ZM_A@D-*mTwyX9?5Z|*y79o9j4 z;#NZ0o-a^;5@_m>CJ@}o&H|lng@RY5!`^R0Bfo#0^yhj|PZDw2UN*#*JUN^InHG$_ zNzG=kpMlrkM}mm!vsaNS*Qi%VjfL zQc=k~H5%f$TnzNt`39bGI!o>&73B(95plti>)4G~kRADC*#=uZ1mm_R(QSf zF~@DaPc?RUD!iSzw&du$dehL(G9MElY@$^~p5mq#v=jgSi54@ev+(k#F_-ephcQ-C zd(Pzc?n~RauI7#9Y6%SxvBtJ#ds7%E1KGl!-LM4}-L*hI2U>8lA$4>(N*tU`0ZP zl8mx?C7IUFS78VTfelPJ$$ka;xZ_gDG!qr>3&chV%!UaPH8|zxa^GE!a0ZFG-nxIr zhJa?d|Ah3?0Zm!0DU!7hx}prkw)9$F)*Yz!w6ClgAXD0d=eg;+47zS} zpR9->5Huw+z%A3CP_n;}k1is#W%d3YL^sGG$sOETXubvRGao%pt~n&}(n4ToM8EIM@~#ms#M&2uqh9H0osn* zZs%;2=`E-ZKgY|`-Ly8(ebUlp9%GX7m*g75yh5~v0gh2+`%m;yLu6$K^@~p=ZvEg+ z72zWow7!ng7dkb=6F$J9-Re!J5E(SSX1_kELGo%O$jlz-;nDQ*S?9Z+=tIaIEZQmn0*!=`}!jRQ}n8vh$A7HwIO<-8`_be2(3 z_Foqsx@&0Zl130jxLl6OdZ=V0VmS6bbVlnfp zv(L5nS=?#{JFZ$_qd)pzVKRq|GL+tAX1Rzb8LFZ&;P`z%Zx#Z;_!$-u+&g^%FDp z+hVT}Q^in`_`4`x)W2%BIwkl{gsJ~9&3ZzL=OhgpR#31E=(-5KRnH z^+&OhV~@M-fb`Bu&pZnTI%J0D7y}fUWc*K$y=XJ6?6T|)o`oq??_**==o42xe#2F0 z+N{;j810C#6`i;{wMhR*BM|;G(vDnjaN}PfiS#9YuAXMca*vNg2VD$ySl8Ez+itVz z7nXw3iE3d z-XNPl*&qJ&DnC7yKtxRmvqtRGk;YFT+FIlZwwUe|r>Co*|fD>v9$vVf7!k1Ahti5WJAw@hp zt4P$O)L_&yZkqG3=LiKDwEDoA#5n#tI`Fiq5Nse)GH7upNRjLJzmTUa;a@%uNNIQW zoUf`5rSl)9s$&AbF-o%8747aqL6p(&7^@6c?HtqN6*VWo{0usoNR=rzsoK9-K1`c) zbvCa(Iz{+tfbW)uI`y}9&my&ogP(sTm!8@;;|+1`pS(;ObvKEr7Y{HwyE`d%zE=X+ zzwTX*?%BCThyj^Q@N;UPp#f=E(50~OxY+rkJEn7*8vC{mIb%vq%BuXt^+U*4T=d=G zu@h3Hi9*f@+c(UjHRCCbDD`w%k^*K23Z(nHIOYfV;K<)%5c`Y`WMUM5@ryDwnK8Ya{f1F_$uLr2F$ zRrm&h6IgjMJ`ILWW^usl>u)lzegePlUDL| zgjK%iC;R8-U)|NR__N-`F4 zNr6iqWb+f9j`HM}nZNe6BFh94BjyCSU6&nk1gR2$S$7Xe-cj zNx*^r3!v0;OCXWg#JSyup<_qtn1FHp^X@FB>iG9#0Z^{EZQZyiyqp z8`0q7+h5I-@_;wc54oqobTG@XXKr1`Zl_s)!JZtRdeOtir@V>ekUwmoP1dOWf^RY!b8XK<$wd*d zUC6L5j0ZJuJ@C|yE2+;>x6ul$XFwPi4DqND-$YU(MFRj#2Jl@wrO$)sf#c>MjVog$ z8He|$<`QOaQ}CcpUyq{Rgsbxf%Hozk+Gv&4Iw>x^wwQb08qZ@Lu(h1Q>`~6+W}M}# zDU8Pf%>cr0Dk^-E(25q{@!`wx&Te!ohtldt+Ur=xB~uGzWba&#d%i7g8&rLbGP#H+$YB=IqQ^QMJbmx+i&k_EpmYesbv zogWf)da`KfssRxMN(}*bYur0A(e~dT8KY%`pX&&caC@jZ(PvHM3Xeq+G8gC9vB^bd zGGIL*jKg64*MVeUa~yJ&_P|Jt#)kp~P=oz>2$KS~k(kY>W`>R|7GXP@kkOEs@46!7 z^P@HoOLI7W7Mm*ZNr_HN${4o04zdXP@68@t-SuTYyF*yf{PBQCdR2>e z4d_-i#<|q?a%C=?pHyKVmmZ-qb(Yy^(HjF1NcidVc48dikHY8gK^pg;#I1d)B|t@A z)8$P(r7Gikb5vB)b?sT2Q_RsRSNDf)KUgw2LvS~jiYE|xCc zB(J$zg*XN0@tGThOMQeu1gU*I``$}_wiR1=@i04@uh%nojg=`{M^fkd#^rRdvd(K= zVs^k5(v4^8BRtK5NiD*i04ytMY*a-x?wEu87kE`#azi1S+IV(G$?o!#t%1fVNJ@Bg zmTb>ma-ptb=6f}oJRakBBVl!{ERcu`Ky3kX4?3iq3P}$xt&_2I57@#N3oAB~2-$P= z)?E1jt@-~?8kW{INE(})>1eD+>X!3^Km1|za}ow;|0Q+;3UmcM7k>GU3Q8O11pQ92(haMGNB zsy8Hf__y%qw2$0!IDU9lqo#<2Pz*{TUY#pnncecme1VY+&$X3 zSAar6(i9MqK=L+L%27!IF808;Y}`}G)dB|y%t687oWxxAwJG}vA9zYe_P~HY*b4%g z*@qUE&VQ{#1%0Wgl2hWKDwbKYQJq*hbv_v%CvvjmKS^rS`TiW$Bx@ESg&srlx*HF0jHTM;;t`ezo2e4il7~E{-<<9l#4>Vy41czNw zih2JVMzF2ai?5H}g*E?O^nQr=@EVnJU{13#-IR^AqExNjJM#@qqLLr1#&|YlkzMHG z8yPF!Z2b?lw6~j}Y!&&BU=~b)jB97~;fcbmr6IkM z$d8Cw7nOd^BK|>=M!zW$bV#>+W({VJPRdre%w5YC<*M(MfKwb$-~3u}_>9PMdoqe^ zyG{NY|NSM|o1rUulVQ7F>dW|ctLcfP>bh3%rUhKggK3^pH$O-1eoMVP8T{=ye3_~D zhzQ~3i_nX7yg;-I3NQ{w$+Ax26|o`o5{Y!(jGx(9t6t&~%@}S(9td zavT)HqZj0c3*AKr{9r8UH`KZe^E@z0oZY!=9o>_KlMp8ECHL>C2|biQ#z!(-6-Vf; z9H+C|uN`B`(tsR_Fy1JI9(%q{{}1|O!dZ~d*9{s#R0B?WO^7iAl$*g~iIuMWOKdU? ziTR&4Jrr-ZD?4!A3uRFsy=F??Nr$3{8$~LY3bxmw>hl>|#}0((m#&tn-(?L#Z9Si< z5p&71w`gfR2;)o+_x*(ZvJWFnGL_!;W)^qs%>i%xf6rv zjl4#GCJjFwC!0tqDo7V>=;0JEVSW&r0Gc&;wxV34x3GxyKOLg74_Y1p^FFWye~KIX z$OA(c=Yu{#Ql$O*Q=~2LLC(UDC5=Cp=D8m2uqsAR0S|uyPrlmV?$+R*82po44*(eb9&jucs9XGjSwsw;=-7l&#)zA8 zrS&@ZPUS^b>K%(kn-zVi-8;&&^i9;>&6u4dmIS=@LkZxqXztG+!upF(wIXr8@hb*5 zL z&$9gQ^W&Dn{CU$eht}tLUp#R(W6d*O)~SsGoHbezmZ`+Ug39408at+3ZNl307TsIEUZTR86^=@_*6PyD3^b!xxa%Sc?5PCZ&s(ErOnrmAc<=lz)CDH3soYWaS@DD zi!{wHvK;4FnP+>OzG);D;fYc?kGoPUJQzS&)0G&?nNFB;ld6d|KB_NgIrMU|A_Y*% zyO>&OOQIduZ`wrIpfGCmI0{6(L88JZYP$n-o~ zFKIC4of%B;!B?k-&9QYMge8uyuSpiscj;}euM~O?F2M+Y>xjMNi0C;42*fxyjd_iR zfNRT&<4)(xmN8Hfs7NKzg!|v7qg^nG;C?&9uE{k{ZBh00*k;E2aA z2Na6Mb=}>zl`?G@1v#HXo1kP$C`TG?G)h6PKN9E)&-kS&TT0WWtXc_9{#kf(w%cga zxQ6RohEhfhEM2iV@69XRPhP3olHYW`{=3x%Wc;~J(eeAt(<1fouv zx2SDCiR1+UAB>-yS<40;@-M`);&Awy@wA=mr7ZW6s~-Ix64b(=s#pjrGJ?YUFpGbq z;M6UEXnonDmJ@o|RUMqV&M!oT^y#1254~^RCn7b?_H%=6utJUK;?z#$UxOgyqAmcG z(u(pN1^_Fbmjd~;@`081l_-Q&R<*8A zF9ckG%OMS1mtp$L`LZn*N<|WB4AjRW3wi0yQ}vDvGhN77e+B@RW9L4-rZ;VI)B7w! znxw!-wnuX>1O)_irk-E=0LN1Q`}AeB&)lOLzPZLd5Xy*>I2^X_+=1h@;fhxC^^d*( z9s^Bp`q!IcASlX~=jSCQ`rsV895hrT6-ghi2-HHt0#$!9ij+J5A)yV?v9kg3L_oK7 z+*CAa!OeCOc^B@mm)Ll1KRerHpa`+1PeWbI*w)!fXP{94F~s<7IrC>py(jg{_uE=? zZiCTt>5`VU)ly5@h9@6=H$cJTxB@%kUKLt8@q6625Dy)19@Y+I5v#yHEsGqn&3>>R z+p}Y!aN@Au>8v~7g&9cw^)OV`sO+=%9&GBlDUz^lX3x?%2`P@k2XOpWDaPJo|`#s7M0@nt%D8MVX7ZTqdExf-(%VFF(WP}KLiq< zdk+iKHc6qW@}d0F@`u}eV?mWRb4030=x4*`EMK6OAY_1*fP0fzbg7pj00^9{Fb3QA z$r<^PYu*Q-eeN6Grj!Cv!Dv}wid&p%JQUMd3HO%s_q)DAn*tH?I|s4_{kuJJTm}Xr z_^tP>M82j+-RbtCbt4_c^$Wa5VC2Y?IdsuVVQ)g-Ms4Di)dg8&<4YKa zP6iJmja%Bpq{NG#Qq;GKKH(d$?zY>_40o4^X%J;FElTW|XPEAWq$-blU-Sq7J754< z5pm1LeQ9nMb56&8zyox<+J0<&?S^R2jvY>6F@%`Q@;Vt!dn;`cvAWPr-W=;uE~cdz zB`{~e+?=G=ovUpdalo915ln=pqNUaaH^|^IWB*14ryM+c*st5G+}0=V%gOe29bF2H z=Epn0RSRrp%NhZJtQlBgWEh8P{Z)u*nQl{%KVDLZ+7`1q6iVx5dN+HKzb*E9Uaywr z;BdZN{9A+Rq}6=c(|{%V1;6hgKUdu`gy$H?`8FoquF!Hh9Z_O!C=Ni+vcdol3h>0X zv}!IBD)Ef}TNp8bKyjXS>{VMI&lyYDK`MUy+)GfhzC1aC%Q~=WC>JYcg6e!cNQJso zkB3NZz6e_{J^CM+o3nM3;NXYUZY^2|MOA@EVv<6(@L*(6utlX7`*Hww7W=>Tc}PH8v-;5N4XL061S!*hFSiX(s2R z=`x%q_#-!CyXb{A(MhZwd|k)}Cf`<_7zDvYqR(f^9CYT_Ks9n9ve!j7#Xj&}KFIT~ ze>5Mc`AoBZkan%Cu#%eev0K=hQs8(T1kSf?uDb@xs>af=74DT7>LAxbb8}ag{SXLO z{MU;WMJ#O<$*B&eUl({iFrQaBafEtBb;^fTgdN}S#h@#!yXD3bpEZa0p*xvXRZ{z% z2PlGto)zTDYqyP@drTv4aR?&RGQgjjzVQmQeGdzxvXn2ex`{E1zXx6T(>NqJkBqQo z3B=J$0&=~s&-WPS3m|w2l?DJA4+FSHOZHrN3)CbAU*CUd4+zx4dJ4A=>kw5FL?YR({RL&m;v)JR^y|<*&w<1jk zN4@T(!371t@4P8lnAGYQ5qeHRYVWfDdd+fh44rG{@nRr0cHzacu6EPD29~5WJ{h(R z`%wIy5$>$FQQYJ!#=?=<6M^FeN3A`*n?W@YD20Wi1(U+S>M2Je9nId|UPBD)SL?ymXTY5yoXT~=8SQ)+=QaHfpdYS0^97rDeUk7QcBSsHHmS1 zdsZ-ha)3vOu%A7*wfw*n-^U)FS7B#<{z;}^)k?N`--WbG&^G^G!S+r#cG7;0bKBYNBX&=T5UE+ZI*UoDtkhGD>{7dzoxVzu3SKwj_-Akj&W zKXPS7L_7xg+Pv{|5u|Flqf1T0$tGYN^*&8%ei%cZU0GVUXsP|_6iBz~x5K6!p++7Q zM;}&*y}f$<7xm0t%utqy4Ar-bEPE*y4=6x^*QA4AacK}{urv|rvRrvLr&?*D4_Kj4 z{YvbIr%g%ac$oT`M}8@ivOCdfBiVwVxbW76!k6KM-OpjS#I^0hF!aHzrziDpytCCP zgm8oq2A~-`e*F#QS0zw`-SILVmg0(r;I=WIQp-<85Ayo~oe{J*9|UWcV}L+(TQ1x3 z#&I;S@9b%x21X6(Sl>PKm0xT@ElN)ZhdP{^G!}jd)wN8UDn} zfc}TC_xQ1(8DI1^S#BqjW`FH7%flwV56SKwd7Q(Y;uPESSN-|p0}Uo~{BjMG4u$;m^8eywYdO>qmYLyV0m{zYwA0Z~R>TS5Ny*Sz<5b)K)La$4?sVjng$_V2kl zY}DTBKH`7EU|=6dN8OcYd@X+<^|jn2ho*UBI)zn)i&C+N&i>AnpR9GILC2mVZPl|(nM+QYtl}UAEk-k6gKn){f z_dL^=jrX#(>H-Me9UlFLPl0L%el#seKzRft?L7y4#R7rgK&-?t;C?mybUnszRR=@@ zJ>z;`5ttQbt+&Tj=>f7Q^5_*%ZG82ji~ zaejU$#OVaq`>Rh8_4wobw&xTd!8jnbA7DzkDW>rDc=b@+Fz`6Kej4#-GZ|EV2KMQT zF!3qJ>CDLkriB7iQz3$2@K6zvD=LtcAzmg1o zOjKi}sd3dU*-#!)koAz+sv)7#_BmSI$YnbC@d)l;_ulY}+~QAX1lDF7S*q-kcveW`D!HB`hiKn~7TeT(Yn;FT&SMA`5-IgXCj z9$Z{eeCzq_4d)*{QyjLb7>D z@BQaDHh=9|Ujk0o8ydB}Q60L8qB1tQlJ5Z1y-=I_@EQhhd0!vmrE_ej!4}`g$p7tt0OHR5sR^odd3`qq%Z-XW)k0N zS$CG^AnBi16L;!tbz0{a$SH<`3Boh|JqmuJmJIzJ3Tt?D1>_A+r?W8TbiZ+bqbIA< zWj#ZBa{c#eIVXtl<#ee3EDA@3)QaxS`*~0PtW=1Ix68(FgFNr(LQ~eKKme~(7mQj6 zKRa5)6*|2IXF3-(|D(puos+^-jSpAo$zt|=`f<6#odCn?+vi}&YI%Qj$2L>hdBnmN zHPZCe*o31%P}@RXMKpR<6^qnWX7(o6)x`r6l}+9_toY7s4YVmoez8z*cd}vmjYj+E zhsp$!v9%-IS~ipI_z!QLvPOY+B#$)*`Zaj^0nlMhJ-YF56$btnSJsR~l~&Iy$p?Op zOGKmb#|K?xPWzYq=;}ECN&)1s82@}pz!|$EsNNi0{FHY@ty_X{3NT3CLn)SB^T*+g zBza!_`QN;aYC_EfC#+Hqc}qABaq`uKA*sk!a!Ge!4(jk6>O|Vy3AHQ_Gfkol*&a4_ zdOlF&YU&l{@%gQ;c0MFkT3ag){VibN%ZlTq+!#uRbbGbmRXl}^`^^=zRPgw`cl@Id z+4m4fie9U`?nxphb}I8M|eJ7$qxc_-|eOf!w*lRdRAC154T8O-n=JfzJ7mN!%=@~f?DO%m54 z22(ZDiEPZ`urz9P zkEnf;b-G7C%Rsb=-p!=rj&n>gh?cUluQ`i=M#O?>oidfDw#E)POUcl3i(<^nAG%8EU%X z(BL;b=@O;O2zh>X6){}z-0K&Z-p!_q*!!qaW=B#sByww5t2(^WUy)-s6FDD8*FCC= zO|hG0%qhNPpB4EZ`jS7?Oe}x@BS1bfNXM<)h^Ymdmgk?*RSiqBt*XMi{j>cEd0n!= zlu$}H;TQXpZui`WRc+RH?*+#qKG=n!psV6C_eG{TcB^_EdppHLg26T8s!s`!iD66c0IqAIM^&U6?N<1zFW`;tckpMR11=KKF!sBCbFdo%;YZVUrUAGm7DXWh z2`m!=ZO4Yr^eGnkFO9Op(V?L3X^fZAE+_s4r#?*OKHB!Ds9(%uW-64O-H78$KC7|^ zHv-`iYj|`gI}O%h*ugX11g6+Ph3?+c`J3v;0vIgJZ`87)V)$N21UDKntkBIRmpu{z zcM8rV$uDckN#(mjfP@eI)qiwLpUK)X&6PKw5fN%|4QM^4*y1TCXNES zXk%oYzfFD(y;|-=8C0o!1gO-aaT||+{Cmt&>uj1BKvx9$yM4I| zDZ`h_xb7*$?;9$NB0|S~>;LL+w4Lzqg3Lk^kk)zVx_$4rw32%c@Ye#u1cN9JNOAMq zY%GRE%?6B|Or};=zz7RKQek;bZrmCy+rJhOb|_Lu209-X$9}0O0QJQkekWy>SUIFw zMEqF>!MGI(=wp=|5)~un5;iF#E`gP61P=Fh5H&N{gQde>4bLo{rd4!KuhxT;Sn}sh z3daoMG*3cOgHAm<5E#HY42JYKt%m3YhJ6l|M84j?k1o*x=4i#s5%sVZj~2hItKE(L zdSKQretO{YQE9nnH|Z)jYa)hu>0h(ew_`3noV?nAI4z7&P}zQ01yQPj2s-gpIUX=& z1c*cq)y0pObV`kJANOI%X5NShlN};M%&F;L3QtkYG<>4ZaNM@1dPn{ag z6xZeDJ^)kG6~$9A#!*9fi}6f8}qz1&HLNFc)e3QFK>!g11MAV5J)mzE*w zQ5L}Q=ELKF=lfQzqFRh{h;X?|vRk`OT>|58Xr;bjxg`VrkP{U114@>rZnH@`haetn5Otu7tCa6Ov63yIzl6N4>|iE zF@5-SRpiIYb`Xf&uelH7VEWwku*-KW!UnkcfwnUMHzqJAsFKH-7K_w9|FBa|2Aoih z0eMLB#n%?`yt@RHygozC6rR(5Ii9t;Y9f$1)G>hNb|Y!H zxL>a%^0v0iJ5^Sq!n4AZn)huV17j{*PLUkV%yOzpv@W-M2fqDCQp@4v-!b7gf`C@d z8p({sJJ#*+O@s9n$lR6ZrIFz^KPOXs?a5^!Kt6m-uXV8N-R@KAT50);hO59WqFy4U z(4Q?uMD`jk)5r1l=zTtbny8=>W?;VL5h;+2P8%=zMhc&mb+o>?@k zPBkW(B$a$LMN+-Rsi*ZXwB7wK`o@=D7^_>qGD;UdAFY&A2RYnsEKMiBS-k}o z(H2*$*)mA6#CXQ-#j2z8d|hp)fCYnT^Uj@_97ov?`=~;7oOeqO2VFeOcBQ&TQt~$8zGdre^OQy(=%G*>0G~YWo-&qbl zxBX2+nPz!G9Hx8L^WR++hCbBR8u-ZpWWYB5bwToervWfq<#|P|m5gP>zjX!uBO`(g zCci6JW9Kq%8t`a7n1AeaX-BRWCj@KG~ORK#5*asV+LaCkLuna7nMqz z8yNl0dnJ`ht?MZjlpW+DlU(QjP67bqSmks>00S^RlfeMH(?9bA;fsLYEsr+yVMT9J z?vN8JQfw_qmJoZTy5O**fEC7r&&dVRdse5OT9)E|?3h93^UVf-InyWjVi2nixU-|E zt>Jw+hMJrq(=<<_R9@B)(df8*E7-II16H+HIvmD#A62 z-tqIYquy&BBqZWP(5f{87_{YBDpo6j)B*v31J@u>j^rU${N7Wp2Y43Re)jbiUR!#D zRpt2G@qrAt;+OixXGd;5kE=J!$EZTCx3*kpBuFKIRj94GR#bBvUdfC&Q;O$+sl59J?A6L$~YKM-O1 zOm1I@&ERF+-zU{6ri+!&tmA&3bS9^^H9NX5dTkZ6_pi+TIIsy@N6DM3hj z8|j+RgoWDWc}XRA`Hb<^7ED=$dcFBsZVI71x9 zeaFzj0}byfAxhvw{?kr&MAr(fu^}WoX3k~tg_Lf^x!%+ZNi%dh5P)mWRN`ABZ(x(u0%)%LKcV1U=)H>ld2r2T&99lYocZ)|G+N_86`nzJr@~QycQ2n59~C4 z|0GRk-Ugrk%uD5rEQ)I%e%IF$3ZY{=bV?n`sW)`lC?ZB1lp}UnNwXVn-D5so~gvj-#DOhw(1{zJ-$b6N-R@NRt??&(D$Wi7C zzBB*Ls-h5+jR2vBU_ky^n5x5LHFp}*t~FS60xl3=_3knhpte{axd^fyh9Bz)5sa|m zw;g;e{x^Rz^T(^;Bceof;_@PYfSar>kuS!Yicnso#ePF>{OfFdDbNM?tEHEX_yVmf zmis|#f~t{f21(XBeU9mA%fwO*DONNV8OQJ70qADJ42oc`_!21pnBr}b=Rc6Ch*%8A z$#n-g_w!(!Tl!e$#uh@A3pFg0Y*C# z7?0}QBO=$2{5LcNOA7udb>`038nY)q7d|T6ugb!+pBuYUa+Vq2V)Dz?!Y^HkpTapvMp;>M;wrv%IWYj zULfA<*we4zim}V#Qn_tU#g>AYQ+YFDsgAtU*kG@t7Ypdh=AW6gk_0ajW@(cWoJE@M zPl?s~$&d~yU8(z|uM+X6zc{|@YAAdmxHkdF9@Np5`cmjhCcNP3?c9K(m8OdEvfQ=} zbsUQQ7P|1$coqfkeRrZ-Si<+*YMO9*dr0bsl}1z`bGsX55BQXc@Ms&wtP4f>0xLGh*j6iECeyOwoRTEr|fyiM#v9vA6Tr z7{q-ZwR{l3!(DpWF?(xrtdiajSbqK$%MxaiwAmxZI}xMgvlpcBcRGC zgz{RfY+TF}-zA#);f7^ei<(xxx}SdeX)Ippg&D#zvibl7A1EaR-hQ5DNC!HlzgIB^ zlJo#u#a={e5qFHAu$*nCN-u}$kvT?XLsn&ASxRz2gNT8p4VvoYcOAT(-b|QN*0;Ah zLA)mQuxe^Citw@fhTAi(NqTlpR9#bZW4bqY#fw!mJT+96`Rz8)4eR=e1bDOx<;v@# zi?^)o6;5A;eJ5)M@g`r5+T5Au>OO8Y5{BQQb zmdn|{HA&IhDgYr9Rbt#k1H*_?eqW^SCr+!P)m7g%kdhLGt4dbds*rr=|m)SVD9jyM}`vjpHAs0io=$jn}M7Q0I^ zc`IdNj7e%;E5~N4D~obCzQPcKYNH-|2@z(XnwWdXi&_&S+f<(je5u0dK9iiPJs{jp z1EEPhNqXc}MHUoSd$(Mz4*~G^P=Nts(_Vk08=TU*@|6)TXfucFM69+mUB2kYnaj>v zoX$?9r~}7(rN_?UON2_24MBuwjfUBv7-&I0qnCR|R@6x{-|r#oo*9mrJj|{iBK#e& zK5m|pAV*#=q4q!_F_>KjL=aA)DUteRrzY64#1N5vwz9*+WMs85!s!8lPV|@{K!eh! zEd(BShP(XmS#fn5Q{M8g6A&8nl{N-eiKoak>tYjAaDTY#(~Gp?*YKn|PV zCCDz~^RDqt69~j#54Qsa`{~QLm2`IShaFU>j@g=Tk7!k$`~?&_8J4u6-;RjDpuQaO zM7xs{&jU23(I!X#Lp{CTr-$Ksz{KEmoNjYQVuTNTg1;*+QcNH(&4Sp?nWGJT|6(%E z$MO)I%Bz{J+kW*;BfB#V;BeY275;0%S*xBu9|0tt#%3WPOYGe401<-{Pp1qvmsjj> ziB5~EGg@Eaoh&DB8vsCztGtxK9_BTis?B#9-%#}!SrKm1=9qBqU z(u46p(_K|2dtaR^#uEkrEyP-M3o;uridL&!M#p6G=tD%pU}|@GstT#G}>eR`jwFdf$drr zEVvkTI2f%v!HL%u6#QWcA&84_k&A}J1~EM05MkUsUj9GmYyc7ZV}cU6`v3*fq0(}8 z$f9OydLx#7nX5D!s4ArDueknY8ZMI1@kdB1ldtb*ULB^3;F>}}HJwi#k*vxS;ypzoa1&_q_a8G7u{{%OAo z)us5MqwceXRM|0)w1>=*F3lJM0$sa@4qNY#eZw#zLpFwzM8pHj=pELH?{`mS^(+Sqs;Q=HR&Z0?miK0AH|@nUf< z93P?Z!zZ9&BjE2@<0yW(mxu@wFzNhq4AeQC6^tE}EQTT)O?w~V-6Pys1VE->K)-O0 z1$1PLEde%9qTtsdl7Zs@XO#^hUS}uV-txDTI@p#XxRTdX+vL%!kCNYH1>2^C2| zd^AR+SpSH2wYk}T_-qq$Pu>ob#?YE_JuEuxA?uI3t%>N-)te4cJQ4hW(y2lzrW>O; zx(VqGxjc*GX)CAck0p^>`F7gtBaG$>#IZi7?@HZl3kp~5NapTg<9|yeoBnRY9Qg6G z47LJOUjM!gGp@m{cujcxvbeY_ve}zpF0&qbf4!IH@LmP_)ancq2f_RWT2szd32CyGmE4!drM`cKd76Mvp(hFyAPevztGX)VrWZHP9S$PPc$CKY?N_jqx zxB{Qt=__vCWiN&?1ofrLeH9Ra?(=uirP=v*emP(c~nHu#$MN_%I)6b=zo z_iB| zkH3Hr7{^2p?~^SN0d_ZsS%8r z+bp=7Y_i(gmovSt*tdV`JXE|kootDY;>{U*)2xV9qihARU7A}YPp-N27q1HR7k%Yc zVzLo<7DrHKkHi?4M;+~;|B^Dv@Dd6DmJ!^(Of2ggaL)$u6}mIZYrZC zrys#^e9O|idn3J4OMpUwE;k7<5}N|zkusnsVZTf(z6(Y%x?$mlUZjJM!y7a;AX zIblNcHMM!p5MSQ2_II3~)JEULigVBj0I%uxVB$C ze_cn|hOfC^G;DOg%gvEstK0@EB2FI@IBWQ)n0s0AdXlWwvL2MCVxgT=bMK~l(97l-IQVqqIt1YPYLtt}Ex=9iy`00-@kBQ7n-Szq zyLD)`k+#p&de(Ax*_tXkJi=Cju%H(1O$@4Lt4Z*2lu4zGu?E~$g-)wIx3qw!-n||% zYv;7kZY}$6aEwAt`Ak}XP?m+N5AzOm7U+gdWz1|o>bU4*sG1N-5MKiPGkD+AAWb6? zKQUC_7*6H}1fpO|&E-ZQBB>GIWmbL-23lWdWm3+y;trOcCU!f7z8| zoHkc^o5q%@`U3GDVky}&YEel{?EDolX<|z6Q%http$=~HHZqE+c5X3>cOp6%P#|}H zKvPe7f{9ik3vFqLPFyuX&P7!egiB1$2yml?t`8`|-VI;B4E>h^;(ia~mJqF9h#mhp`cqOx!_DvXy>$)F`0N z$1$9=N8dltDMJqFeM&-T%tpPQd$Va40u=0ZeXa;zZ~Vt0>lO8D%eb={@7;7neCVt8 zmGbPHEtV*ykGqClusi*#&;fm@i#1AOb8|=j;ARx3RT;`7(3n> zMo@(zhzPw!0O_9JSXd>J0s(kTi4=)y^deqF^^S<;P1v&g(Jx;QE((pgUzL;GdG7Gj zNAu`zPrT-S4FxdS8xQzpzFovdJvM4rJP&Yf=a(mCh+1FT3Vrc0%w#rvmfF`sRAD*M z=HD*uPSknZfXCh$HBG01actB)VMfX|d)r&5df%c)|L;T~+Hp;?)I7-#TXx~=?WkuUWhd!Xjags(9;>|g&Ut*H?n|ku z$C)@3w_Mx*LzxndzVX5vCjXLmWpNcv1I9lPf~_X0;iJKWyeZ~TuFe8{&oLYTHYFei z9xC94K1ZS{O`B-^5_}OCKrA&^%lG^>hl@d6Old2(hgJp7PP>pBbOQoA1n}r5cSmTu zf4rtrTss4Bk>noImQ`?|t_OP-*5XJA3i?Z)IwMhCr5&j7v%ze8f-|-~2MoXj>=n9I ziKQYNF^AI;mzKlY;fBW_0m_fyRhuKukPSF;I3<(Nn@GchL{BSS_!yY_y#5yX)6`0$ zv|2)>fqG9vu(VCxb+njIh38E(+|JFm*ktZ8v_Vg?p zFsX$_Vr=O@lzNGI;!eZr($*K8rZ6~bHAz@Spynkk(`kie-nSDlE8#;*7!=s8z#1Zn z*cbCQr35^ov7e9Hc0LQ}%Y{3LT_G-^93$RW^VyVPuKQ~$hi6fo#o9Y<`QvWNRmxXY zyE)@njhWp}@ZVKevnggtqod4nn9imYetNE01Wc!W*nyVx$!N^ac7-xulM4L^e@RoT z>$oHSu`fRz9~N}Uy8SP(r&i-dgFB6KbE3bG7R_@4xh^hk)ny0Y%;Wyfyif+}3+5;o;<^6mulp@F zRMB%a6kl_bX+0kPJ(UZWC6nmo0XR~)b*h#|EX(!KxP#I0g{NAQjUjtL_yOS*Xe|LfyZVPt?aL)SvI&J+6aV{mAge&j zS-CwN#?7sbf1s~A;#Jofj6(E}`pnN7dl;)_vpa|qk2<4=hMH#R>+byTL8Ma7IQ&27 zy;C&?h?@HxrL3^7#XNE>S(DZ`nE__0N+GK{_z=vKCViN)u+Ez;PM>K!_JhEGJ>`PC z9+fZukEUzjuB+{~CpMbKb{gAeV_S`F8;#i{jZTclw%yo`+1NIlyWek&JI46~XFpnN zu89dvuYb4cxrdZS8p9`8L|)hXr^x)1!k3)+a(j!1jol+!HuA@%eNq+Vo=RxIg#1b! z^EG}U=SM|iY54+F1!ti7WW+x;fIT3=E+5LjHafuA7$t`6YdwEX#})- z>FvrJ4t@Cw0d8zJ((2@#URDr&sDkpmdnBdVlfNQ-tT7!9+gv#mj*iNIrE;VGH^n?B zY2Utfz$P7TT@hh=gL6KCiwmPcd8aY~sun#AnBdh@ch9rXdWvLv#Z?TW@Ae`39>POH za779kSJfTgc{P3^A%t_BjgkxaV}3!e_YAH}cv?r*_Z+o(1KbxtB0z+};Ta(ZMhp88 zppyjwQsFo!>om3bP)$yh#HGVv&WiXg9%9B0$A<~BtZ|8am)_xa7D_9GCaf@1Gd|d! zCF^S+>xF-qo$9ESi*JLRkTG6m!k0RRX6JW&aRnkKFc5N&W+d~h}zzp2upaLCR(FjQ#+CQhWbg2Mo2J85W zr`FuvbM~Q9|GBTGd_8@+)JMjS*OXF+(F~wE3`{EmH_D=DY0NYFp=j*wu6ORG#PxO9 z#LcHz`P?7>QL##=BY+jR+KAGOmzbg`RaafAvTfH}BrqWZN;;F%42QdyjTBEN5gZ)| zku9Cl%9mgB4hK-J7Oo9`zfN}V#=?9YTGZQl8r`|F%C!>;@mM3e;2}eXsmK5(Ec%!1 zw7QKW7OY8S-j+}dmSS&6@FU*IJ>E|5W);M`L9vf5nL{z7_8?14I-j1$Uv`)Q2w?&d zI3y!GY6k+k&FEW^Dc<_}2Vc`#p@C7T3L!UkWrgkK1LvRH!5SvZM`J5is&Tu>5Bq;h z`>kE21S7_YYUnzYnqfMH&%?j?d^<@9EvJ|KTr}!y#Mw*)4FLrEJpiG>{;hz11sO;V z2l9-i{LV~C213w;BDFequ;Ogj$p@feov^_2u(4}DkTG?*Hu>4H`vFrIXXn2jp%ctJhZvj@D_lgKTav-r3sXB-c~Q@6i)l)$YrCGNOsa$hCXtmON~$=91`A1Y!GZMvCQ_L^8N;(lfuo6GL;uZ#KRjAfMGFW zvl5o_I@;nfbX!?XJqgU=KGK>D#b=cp$_>XMqFy%h0WU5Mni5kj?5) zy0bpb<^$^`Aj=QWjq)f$k zRAfS1*|VQQkoqMb&d@XdMmeXa!H-xUkqu;9;G@{{x(==C-V7|=qs0N!AG_LD(5frQ z7rw=fOPUo)qjZ29#8}8OP;^-Ij~3MC?kjRaE&{k;oU*tlD2w>p1~ zkP&~9y5LO2?C9$q6U*#O-gq3Wr(K13M(s*hLd zLGXTpgqwTg!J#f9U?z5FwbAj1!H5->XPvn8lStR;-`nXsI+gVeFRRJS#6-TaOI+xw z&rMF^czC64zF=CiU&ZW*m?Pbf7{y@x14 z*gGgHdoAp&D~EUANImXt0J{$+WzqNhCws=vW*q7#7&wmqM)qsJF7`%8euM^@ps6=n zl3qt8Q!y`=l8r}*a0oal<32_R_PPdM`LiAB0NMg{Z$_s#`W|WXCw(d!Phb@#$TI)t&*SrNE8L0~|D!vmi}C}pO(mIn z%?`6z9oLq|Wk;vFx{gQG2vCVQgO4NW77T0)gz4*PyQY>6=Gt%otPX=>r~UATAjlE~ z?GTB{zKt31dc@ngRo_H)-VDC11JK!X3jnj8T)mKbYzZ$(>D^*kDH`VvR7U22g`VyWIpYMbJL?5dU~DI zAjnG)Ro{2iCbI2SWImqMYP!&A*atZ*=ezQ7tGX(C0?9w7r(TOJ;ZG2_GsEw#45?CI zT5zcZHlsGSF?U884ni4-5kOzywV*ka__`GMqQ|y9I5!n11>Vk}0rYm;3*UF@n@as9 zPUyi?+=5);t1eOQuyJTp%gv(<0~#Q@#)c6!f`|5tbCA+eG`vF;*mRd%3Az9x?fOV^ zC$tRpR!#?*0&rae-X9QC_Y)zD|*+j6XMF<}O^;IFNU$d&ys%qLx7apmB68 z>aV}ysS7-OC8Zm5_!m|QI4jHoCAe&0U!7wC1#7fMA5Db~kP-{I(Pbn6RWfdD-2$Hb z$(ofJwadw!rM2LFC|CA6${SIji9=3}#M?2s--jbHd-I%e&AlvrcHy757QtXCc`4}m zi0_qii}ti~i8k+-?LN@c7rj!#g6`dXV)|P|*lcLa#l?%#R!_>}GqBz&kJ_4a5nqez z>t}1~&8FlMSnr_y;Fs0sZK?4W{+>LpENzQEKMVJ>dQe{ z;+ke&{`&*;1`eMJ`awGMro`}1r5{-|#4S*GVH78A&`Nigpk2h5_Vx5p#`x;9`<-%w z#l(Y;P0v3gMXR4k`e258VB8-F=T}^Z($#aI{AT_^1Q9~F=fAtkL82c)c{PtnbvYnp z2mCPiE%`e)!(y>^*p;_pnp)xHT~tt4mOc;7SVGB&L|}in+}yE-lSytUiWF3(;jT{}Uqu_9Ns|5fH!gTwq4cx(i}RS)fB6M%xGm_1Pko z1Yf)**atN($CC6CM#t#p&0w#+5c~2XCCKgl4hG*U|3BweQ{&vRjK|R(Cr79{C12BQ z5T3?+d$UOwYkX81%d)Jqo=65Ma=gHJ94_J?A$>nw#RHps85w9-x%X2%C8LMUaGe@E zj}ZP)^<>u-W4}@H`a2MKpX;-CiyIfWR#2ZhmmwxDkjkCjgyq325dhDI%NF%zt5#8#JaOmY zm}7_dW9i@Jc2rb}Ex+`)<%3mE`qUBsB`f?5U?=hZoFXTb#SM(0K%k`hl;}0IjEz7; zwufzICRy9G03=sL{1x`7{^DlSd8q34?W}(!Qghk7b}0rJm;kMrRJuDEBq}5*SshcR z&QF++8z*9Tp*8=hMrkALTh3Ef9;*KA6lDH5ODYLf&C7yN20Y$> zCR6TP75@lv&}<&BMpj61p}1-gNHJybymhC);fPS?^Z{6(H77Fg(Cte4Q|}VeOik%D zM~ESmuAI1FF>yqfZ>jwVAf}l8bIcuZ{WUYLty^7lKDBvH>aoe96GNO2EZW}xR6G0h zo)hj{`6&j_V%bj(#Sz4~7)TbX0Fk<;yF+oed@bvHDG#x-j&wEc3}?%Y)F-i~1P-em zpIl2Uoo#-(mF~|hYVcr@NOC=Zf3KKD~bl^bQ7_#*6$34i3E8zJlz+D8z#O4 zeG@Yl;Yci7uKpjaX2ynC-R@L-;i1)k5uix(y(vbEH>*54U@)%s_?Gi$7YEcD_uW>n zjO`$2&Z`2>DvTB{rexJ>{N%f+?$wU`WlHK}2fu;S-HTH>%aSH4tGjeZb<%e_?8dOP zi*W+yACF2T<)=Ksu9aibTXc>-Yj)~^9j~2O=~;3{=h3JVpPvKNHCj`5{+d}vAN#7$ zo9OvZ#iuw$em~b135NH+ZQ@D!;{xH~c>eW6gr+!N(b%i}w=0_uG$=w>@*`)G&WXdR zz}@M^X=7($$nAE`lD^hfjf6PB12QxGjmM7*zSpKC3ny?I;CK8gdpT(hqgzdfHwTRXuM^byvNiz(TJiLsTnJNtb-4P5!B)>kkS zITfpBY+GHU(zx5)xMY&6nJQ8WP&#M2-Y;nVm#`a6g|nFLxrrc(?zEqxrODIYRF)i5 zicg24IBe-^Xw~-T1~HmOUq>gn@+!Q#KSRZZ{vW~H>D5%srX8Tn)wqrrKDSNy#_bRiHYV2>lvi!u<^llNZWSwZm=#za)^lh zFaI5ITdif+QZYi(m7F9)bmEg;%gNU%8{A}`Ox4qzyf6B2T6z8CwC2lkDa;z?&76P+n60BGzhV` z!F(DCgwz zO*Y9uF3%8C;A+n8OWoy@{0b&?Y+b=wTKl_e>a_4!8>B@!F@X~H+PN5G<3b1!$TSgj#)r6z1McaMn}K-0r-wm&{ufPZZ@Gz zhe24Sbc0ASCn2K;=qhR12q%QlzUwVOZt&cN{^WT6Ln}Koan{0(!PI&WX$3syM%x%? z%p5*_phSc#>E}-LxzSGlcF7i2?H@5gA#Gbb^1erjt-7BqMa2&Ke|7T}kct=~1DuG$ z9(rKBb9Be|DL!RWsisp4k(HauwDXB@znsFnUUt?}*Uk-MoT3f5=)>ugij>@)KPjR* zF;ucFGadZ}>jbt$>TnIKV<1Y-jo$qY()?Y(!!Wv!zU|Hj`qCEAC{PqyD?t|nc0vSl zOtJ5Ifjsk#BqYNUIO_;R@IDN~e`DomMQJBz)TZdMdy^#oKiiM24iU zftN`dx%fR`!Cp~I3#S_}3@q4%s(O@_X~q+=hw{3*-KZ%i~W9 zFMw^U7|&Q;Q)**c*k^@b_Y3=9y7Y?I@`?9~G_JOQyoJgsi}584RBJ$sCSHB5ZkEG% z*8b;4NA2yFnwQctf5N|@R!FNV+H$xCkA15%C#)L7SBJ&E+E-hfPor0)rGcAc0uV*Z+qpTHB&EME9{-v)ql*r;YFHfxL6^by~gC zqir<#Ab8MzpkZvEKUaHa5Mrt=QLl9UQXsodbJ2u%&4Z7!HFepvQseqH>*&I*&)&x& zLz2eO_{QK^#~d5|?pC%S2x$?<=`M?N@ASL7pqHOEw0h8OY}a^Nl&bw4&T#Q}89SZ# zj~35E6_>1iAVu9#<8ot8@UKZfT1OmuWl5Q9B8DFch~Ifj8kdI%!r& z!%rs%RA>S*cRD*pgPO3_B9=$7W14ksKg^{JrE2MU${09znbI+Yk<&jmTmTHQI*6Ad2 z;8P8ZWFp-jEIe(|Eh8*uRMQ9@DlRR_DB%@CsG-+gkn8uxI|O6!d&jPO=}2@ijvHBF zb)!-Vi5JxCn3^x$x2l5s>5Go;!!YxVm>x`f6qho21bN~tQF8`d9dmljIN|T&qk~3X z2&it5!Sh-Ru^`Qxp6tod7pSJb8=|D<8MfT3Q*QYKqvyOvd8$m`JPw7+=$ZHdph?_Wt&Nkc<}>sWI9ib&u#@oUW_ zPS}~vJ6WGe)CK~U!VkRvb{CO1cqn&^#Ik?2(6H?yQD_pfJE{&@Iu{watT&i`%l2lk zyxCQf8vt;!_^EM&?quPTV#KAdlYz2L02H(u-;hLC)f@G0Zb*5E0}Icovv<~U&j?R zb&!`Rxwwhj%c-|Y$ETd&9b$&;%F0-Sbe!i9pHILuds#qACPq6otN=#HN$qu;)oKvgFO70^`_M~&i39-61ZRty+oDy>3 zB9Oh&eZ$ICLWxb2&o)L@AZXf8C@;!S2u;vVlZ!4E{0v`W3dti2HZ=8g`clsqRJhgb7q$&6jRHOYuI5^5EFci3+ ztyZ41R_F;sW#f8-8k6K{1Yr4%Kk z+*Q&{EcOStW!ufng!sL$)hA5HuIK5F?R$hhG4?$|O|=bF(DUl~g{&Xf;+hA=OZumP zEA@z%V2AwyBI-y|D7_}<)_iZHIh~jPd2@J>JqRfYNrX@=rjI0($@(>=Peq={A7(*o zUEOJ;VSwFmW#vnJ%uW(3Hb^<;I0`I60Wre8oX13x;DBK2POE_{x@b?W{p`PWXf5S5{KSXb9pTFoy)^U#b@Qzn(=_Egdab) z;*>LaS72%as!w^lN`pqZp#7XJ{|blFINl^bHVhQjPjPgw4-)Zi?O1a_x7p# z9nY6m<=@f!F?#9DrgV_38h8u?u`t}nqXWJzjm(v13Pydll&U+Aeme~>M4<5U$cNB! zwFoV+N|10#ub5);O7XG05$-(JRc_KChVE2c%U1(W9IlHsG(iN>&m+rsqTHQ@+8&~c zfS7yOlR0-OLBQ=iBmX|&e+*Z- zrp3MG^w(=qJ~#$@6g+w9Wzz-IMYUTKn)@WwfOi++(}W|4{<&`86yO}vW`mE zL<)jX^mx5=RPcR@_Do=%FD}8T)@4MRWJyg!Q^@-{SaWYif?CR=zb-P$(;i7FIrAMP zyXqKc%OK>-AGkLVXrF)IR_%tQ{(L@5 zR$c+CPA2XaQyVi-LsAoyuGm9A3`myHCw@^3g#=o*B6vZ0SHUu!AW*znt)M9UE2jp7 z>wD_+!DBIh8(;EU)kn8k9P@G|%J^X!gA zqDm~jc2bd|LOz*|k5f?gs$D&$j)M=9yR=-FCstX0Pgbf?Ab6@ z1%BlK$_!twm(jolM6D3$Mrtgf}V>3x;&`!c*@PHumVA-~@GD?^Xgjpv_SI6@&#%_jnH zVgsin^i)^gEdUx1-cJ5JF8BU-KNX~__xO7DO1N!pp=hYfCG;B^n>U_!`8ce~6 z@_`SW*?(qvHGy8R^bN&+N-q57t;uG?X<(=aA6;>;bM5*8tuORN^T=dmppr6dbuC+T znyG{8uB1~7y1hqI0sg4a$-7H$OEFn<%v5~BFOtA@yY%BnUPId$ypcD?oHp;nZGkWa zy29d4(sDkdtZNmTEuT#+NR@WDS;*hFG}4ZWeJwvKHL#>!FTueUD1kdS(mwpkh2ay_ zVakj59jA*k1r+8$WU<=~gV+k1vH8or<@w)mKjMW*`o~01>yDjy(PQXKZ`u-Y6<|h| zrI_`6U{h6pKhOAOFRmROJs~Sg95<=5xvEa`yuPX}`R>OJ*XrMrCMw&RVjsu|%&*Lg zBf{!1M@`_{;tUAf$fae|f}bc>)N=W%wx5Uk4gUenA@ zoW#$OxO@JvXP6fF(VopVp9VQYl22RcKN?u8B-^;h5+sQ=dCbra)!g2->gCeyYVbM0 z-;2dId(lUj%gub+X+OaX9^Pu^YUjw62mgB4%Z}U;B#TpXT|iSwzAg;gR*VOy3R4&S z1|wj4jWMToH=U)p7=R!Vp~AV2^seJ{A#=&z$`p{=Ry1O6V;dG;lZp?W99k;?F?r_p z(xo_&k#l!g-ghAFE{~QKh%ii}sB6eCEEq#O*u6O~uPhpI7Jdr}sqL7B3z3kuz?3Ua zGt9z+J+!5byRk94vytZ@d{-zhHufSn;jJ+|VsLt4 z{bHR_6gM;+lm$idH4af5o#`^npOumCUBJhuo#e*@bx7J*3nbxMd^a?c+SQ00!owB$ zBC{L1^3kzO{7rtHf< zZ8Kjy1}am>Md&*q_Vf2*dAW2wx{Zf_|sft&0y1IlIf(W zK$gj!0acH>4a;F9&mY6e2(Fsfn)P6QU0~w*SVUv#PbCbIlh^G)QM;_0~$>(3xNduIW@U6}377Wv8KYjF3-8gi95N?-!FSLE_cclDe zp!(mUueIgl`5#gvR^!}sY`KiJ2I%=L(*NN1Z`fGf8m=D_*_`%Ly7hIoJF%i8rF8PK zYTrtbK*4`m7>JaEEC&|)ee!dm*XP1k6AdW*@~+4Us+e}+cOPeW-Luj%Hy6npqsCW@ z#+u6Er#nK$3G+aU;YF@iCL`UjkNMP5xQMp&2TJ}8N9$epKd0G8$i&G@xxh+BU_`LeSVs;7q>AyEz!p1SJw;x- z3gjQ480i#eXeISAKm>n|Tf%wIZnvNM!yZz~F$imXDo$K^Sw5KmbF?vDjJ=U5jf;vV zT?7&cuo3$4*{~(c6A}uP9!oNqO!!qDu(Z>V=qetI+n+op$Wen@(a|se)I-OZlz$W! zk-u&Bz7Wap0*5DH(Bzb9+cHydWQ|l%wipw%1V%M72x3GbV8tgImS-?fI@x<(7jJjp z{%svAI~OT!qXNMI@;W{jZQTEYVk8u2X<_?AUV@dAfSv7Mc*rU1W-UshG=uF13O|z_ zwPHIw5_eS1w!dIY-pZ0yRz*QwXpyFkmK?f&2)i%qXKvx$Z;XBH~0qaaq-=jR;vwQJ&ExzO(>C&>LOw#qh=dhozk5(B~g_#v{Oepe9z z0TLTWH9C&Z0rysX{du3_QBChto69H|M3qqOok&kwY{?A$&IDVF2>+B-isZB9%+JuE zzDi34W&4^T)mWU-Yh4u3>LgQ-2BSb~b_Ta(&=-Z>aNRp`isulZbg$ z{`C>pvPuHEf|NAoAQ)OBQaU1GpfNNy2!^>Y||IFL;+N8hx7K?`pOoYFHvfn$k3yc3R3eZQlgA zum;&bAI47mU!E|%xt%3XQbK-3Pr;b6vvAW;Z`uP}BB`i}V->}c)q%AGQ%YTc7uIZG zKY4Z`sZz1cMCXF_{gltvwY%9w2Y&dKrY?UxfT%;RYK^L}gEO*By*OqcR!|8v?ia$% zYT$>B3<@nopj5{a&86o>c4A7+$W^EFx-CZ2)7vma(O8&K9oB_vlNQ@5pBzM~X*`Vt zr*SU4057DJuPJC8|Hks)io-a}9rG=WHI-><(;2G0BAz|HrrA4IFQM7w^nSA3i++Z1 z(WYGJ8k> zJT5+juHI8$>-RwFYO^*3vIuH58A^3v?zfi#8VyGu-qjmxHv_cC4jjAGFR4uOwF z?+J;WRtq_ToPc+RoonbV#Q@I&5lfxGKL-g^c4t%7ACfrLRb)X<9P!SXL3v2Om> z))qdG5o^Y#{NC7(&c+N%8?nRkZ7os7X!AT7I3A1}Q~j<8p-9Mr3|vsB>NX=Q;CyR4 zy^WyJWA*KAa<*DC3!@YwvfrIBHEv;$DXQg99X3CM@AoR+wg2kG7$JbUQdc(3AClLRDZ{37dD$SMi$Krr+jN>jirhcs%CoanF}ByiI*EUey7dUjcPvYOJinc; zlkq82sAwfd22cyVzrKE5IfRzIL)dh7=XDDb>fX=l;FNFnGp5ha zN5^KYUI_T4H=a#|0zWiE#e!vJ_E3!!CWoB1W<+GTFAi*_4qnw2LW-?t?o5ZNN5;r> zQU*JF?gQ5Z(HGeB&#E7x3XShju!X^LtiX-chGybP$g$vbpjjZ>2g246=nz^hYR#?f z0G%pXO)A+G&D%VOThbPhKeZZSs7Zg)UPdcaC6Y~Fe^oHrA_cLUwZ}TvleI8eYT9Df0{gKi#&LCWDc#J z*JRE0HPgZ6)+bIIs5cawMZekb|*dwAZAelHoutD?n(it$DN*sbr2sdmsMzR#s)vWnUM`I6p~_AaKLL=Sd$qG~p!A=eVkp=6<88Ccmw z@us9p#w;M6>N_5E%n0}NK#d#!B3Iw32hjiDnPDZNx4J*NthaZ}@kE@gFuf#L^D24B z2_Z<*+u#~oc!*GD5WZy6U>k3t_mAaGd(no97>xW(A)}WWMgHxV@7LjD@9`521pfSO z*~|zW4>MU@Al+@e+jy7$*i778j^e}6;7GGHZUBWeLR?)g_k|9Xn50jytFZYq4H(!X z|Lx}ZEMjgO!;I-V@Oc~8(RL)L0I?rmTY?Mww0r3-)MM>LN`7+a>eMiJZzJFW>E9c6 zxuScn{Xcl1cf6W9cHXswg=ZoGcI@ui2*WDDIh1y_z<>dSt*e#o)xfUoH=#e`@C)Cc zscQ)FhGryqD$<>+6>Fy6>Mh1FCI)HcnuqJymEw5Xy*ie-3m@O+zc2i@t$JL8HD-^P z+idJ2n$_-4&z4I~I@cQ~ARc+RJGGqM#H}?0*<@JoK3ZplN79~dy;O*Xv@zG{|a2f)XMF9jKagL4^5*Ac1Y4Q2EkA^7)}hBusL=E zLz&;d<$dbI)DBBXIl8W#j4OjR@Iui`(Y#$@XU%15<}@=}Cu_w>eX+$DDd25UMXdUL zx((-4etN=M==u;Ai})Ns1y`q%I;?aNI+WOX8<`I~d?)W+B}Q_u(~x^GI`LtK-W1{t z|JLaS+n{n9361SeQ_e8aOU`!PN*FnW!E5Q6sl>m;xifN%p#H4y1>C)$*Mg&Z!!=2; zh{m1S)Hb9?u^^-LNYR4mAATxD9Vyc|9P!;xyPPtSS=pc41vnR;W;XB{T61{ErwMUw zN+0lvbafC4Et+vawOv)8hNl!wT)2F(B^zohP+h0c6|-~2$n#BJ@n7*$D*J#6&peRg zsTyUnwB})FeWbFk5?B~>lmH79%`dzf-=srK8fQ%=dCSo~xN(K)%VAv!pMb?5e?gE8 z3%{Gt5sU2X(?KPx)UQ~paNe7M4st_bkOVcc)BJ&1L{gqs5Ji9`<8;%Ray+oTmvcnx z-*wr_V63`oCsNix>AzEEaK-LV<@-zJo$z&k;LV6`iBi0tGWN9kmsIVja5875`wb6E z@x1wDIyjQnX&7sQS3HbFQ|F}RSaO|eS9|t#;@EwenW~%;+2|8kzo7^V_%00NtP?gu zyhLnVZcAi#K1pU;dm1&t8iM|qg5nXfFY(r%6ozO2%v4UtlB5L(WnpRw6&V~+bs@D; zb<8G-zowOFoG;+!MCKLJD$l>j=Jb}abKVUSkqls!e4v2xa$tR;pY%06w!t~R`6CWM z*PGY27*Ti3Yp0{(s56bx%6ZaQ^ds%RPJ1ir6HxAO7L(PK-59xWSyT>eY3%=rutZ?A zXq;7jYquq_5E#vnM39{1A2{2yo4^(O(zq_!9A|F|t2wBP(0{!V9B{+Jdxo3`R*UOpt8?{p;Twv_Bi#&*sUTdpd#szptRMm@ohVg z2-3sXs0L0waKkj2vF1W`nzN-=h(HHJc^aHzUeE=sFp3e$DPs2299Y52ERe1PqlR|D zQ&!?lIKWkH;>7TsotcIoQY?vqc3;G$+}8t>iLqxmYQ>6>(fyV{-C#*a@6SsGe-cDZ zPV<>Dm4>@Q@6#8IP4wczQM>BA>8LAxa>t>(KnL6;j1U^3C>>s~_x(*G8A!ym3dgmk)Eq~s+O~p3AjwHnNdMD?yFj@Vp)JXK9eXh`x)->W2DL94*9z z*ui!4&w|JWiLK@PnVjoj4WfeOv zS-Z7%_7ZNbzkY%~SrY3h3Ord^A26cijJN&a2L*|5=8hVj_2D3w3X_G3N1SHo#z09n zK&F%HC4&)xZfFCPIejx;(Do=X1fgX&ZC5$jM9taKEi`TRbs9@MgWD;fpta3~sHIK( z-XnF6L(2=k>z=J2as6c$!W9b<3`3vkq-e-fky#YRg+rAO-A1&(ndHT%QtK#guA;&D zT$$X*@h<6YsDw}yN6~TJeUNY{kc6wrw9KwZuct4tb9coZJOUTTgh!cEz>m+sk9~KP zRCU=P1gAq-{qD6U^;^ho)mL;hC2_?sGaOsmA7)bw8DMFbqr925(qd6F{nHgn`Z;}fj3H$qPIsn_x@H9CZo%}Xi`n^^P6s%S5)#N! zS8EGcO@aI^aL6GD)KgbTQJ4#U^#Q{yqatQ4rCu`Oz+9>>K5 zUyb( zP);;#rqv>#;?~g8#pi-YK7rKK{vL_|EEfe%B;jL7gH5whpSh;|3e@}{BvhSxGktT^ zL%CnyKfv~PJ%0s$r1A-$d~b7jK!mH^>}rY&s~^pS(;QP7CA|{~dDB?J4sWw10FTT#ss)x;m%r##gljMk6x?&Y$(TGV4)n>%d z1ML?LP4K6FHoMnD=A5Y~==XdZkHQJgLYhyE_P{}BkyN?ry7Wiud0D7&dV6xV$_QVm z(AsUteP?KP{M)^psl__M&7zpOQW{%QZ)2@wzFUuzqYk3awXKoQt;~UFozrs_Qa>ipu3v9{>0D}ma&Ig)r zHy31E4ID9P!%MVIP7r8$UhT)lqS5B98D9f`M-kJ(5dyic0PsO-fzW}#e}{oXfFXXs z*;)%)66JP&1abec&;zT$(^klGm+zyAqlqNC*w$E+f->fU2T#;4WH>tH@mcD{_P2cd zos_K8Nx_`zDoS;fBtE!a2r{aeRc>`(vhjXgMcliNSbThmAouhN0|IQZyt>txpJ0ee zbprcrFQRQ4T)mR9Bk@`0qA#92cva-1P6~_Q#f*vG8^IOBy=$v2U<_S~M>+J*-I2D)dokHv zUj9&?{mUK3GGj(!W{%=n-(ca5l0!5`j75r*SYMJWr$>!Oj;nx*{a!pX@ zChG{Y5u;^y^XDiCl8mV5?GiCh1Q8F zbbiU+>6xL0Ds4ciXM>74gZ5{t)YXjH6gs^R(C~%tI;6hs=FZ?tdoeA%8kUON*R_H6 zG>v~eUh&Rb>s*=rhx4hOW6Y2TbsXj_1IpGuCyuD~#n$u#3f5?pBV- zdDKTk6w}#bK7Z?m2w1jlBh*P2tDM<{EpKu{v#i{)Nwqim!!I#$x!8`F$uHhv{fqH3a z9EmjM?l=Ees@gXw~#aWZYdwiz6ibh2$wGA>B^!$Z#GrqX$WCE(v+(s8zoAT zC-(M*z}4BWH4koL%8qg(c*!`=kFY0#2lBXbQf~7^5 zr2kt2%7a^?{0y4UbLVWHckRB*5QjWbd$G3KnhLcP>dGfQSaOi{dnF8%Hr}~9e5`sE zEU408DZY+E95;8$A4-$t#>9;6yUP8SysXgieKGM7B!ECP>Si1i#I|By&quVV!zvzt z6AFrdENL*1qApCob2s|4r1Ixc!M0Fj2R(t0OJ5PMV~H`O*rsw?innOGXz|ql02&vp zJ{sINGnCZhC@TXx0p%&Vkjj*n?KI_E9nJjOtyUO<+3PD?q)+Oz9J#)=OnWObV zln9aPt40PhF}BUkI)+eVA1~S?CYRGiBSpX1^f)+q*D}$sTC2_{58X|GT*GEjXJZJJ zM7|%0loHCQUkf)3d? zh>@6PJI)jgNs~H{sY8>7Y93!BwB5dMxBE5+e*9TbIvP=jxOLygoat|+dGYE>TaK^z zZ!)5gf_LpmnIjg$daQneaTIqkp(U<;L-DRLZ0nY9c2hg-eL6Q36FUg~Rdr(~}+ic-KXtxM1wuYx46&r9(gdQ5UWHySy8Q!lKP9vw{EI9e?MWWdG zN9&D%qBn+FAb9_V`bjcwpNcGLz;Xux=E94SFe7%ii!OdD)38@s!_O~7Q!@$bdKN3Iqukti8lri6w|Q~qCRR~`@b+V&?>Qeu=X zTSPi#D@0+0>69cb$gV<`k$pGJDakUJmVWG8DimL&T!GuA9KW=6~~i}#*7 z=lwj-=l$<}?tf;6`Q7vTUH5fg%lEqO>w5I&M%_vu_BEllI_Sg8bV-DnG?%cu4H-sA zN{pP!qCr$t)W~~ZxoV%u#1a&Hd97MCp?%Ij2b?l0dcR(f=J-4#>-^ zmqu-+Ap#IT_?gFagE-RJcF4<5ZtT!cuP5jW*DK3>3^poXbY9jE%|CT2y#@X|>7_hL z5y*w`Hjeq*qp0t1*tq?=H6`kr=wM{^mYttVSN+L@pA5&{0N4N`=`8)Cb)%TX+f_n_ zXC2^vLz%ApaTniTvl>i_@G*NmNki(P6hATu1>^p%tgwhzc|>FZ1$B(@pl@cUmSEY# z#E%X-4;!FA@S!YVv#ik;NqdM1H4t zGTXm#*iscCc2kobfwBu#gZ5MpaN&Yoj@GWy;}c)L2uH8dqlHveRT*6<)&Z*|BmV*?D7KK|U)fEs#MQSqQ?<}Q$U7Upou)%Nr8p@`@p zF&Y%HWg{`k+jN_e+16qzsY=*wj^Bat)_3f0}8ol+{(0`xbD{o9A^-C>13RF)uAy= zNrV2CozSi!Qw_Tef^ZsVMfo7#;`D*$g7EA&?G%(5?#8PdnN4ZqreYCkjkxm5&3W6M zdHcgA7k!v$Um<|+sA!qD?O9jq_HgM$fYdY1C%PbE*La7HNTRj|V(9ogBarFhlb=NE z&B_lT1V;GB^{hKxvl^Ey3x?i1)RpRNVw5wx8q^Xi<|zuf@`n)|n39#il#F6-+(sg$ ze>Pxs=}M6-sdZ2*vVZRbeV?LcUG?q3i9^=8bca()gs7XrM_#>=z`ihX{PL{gz{}9I zb;&33^D*I%a)6!u-9z9U|9$*8#Sn@<0etKWSVOm>+&<%)du}pbh5G2y4$Fj7yj%N; zt-kNrsxu2yfj7ct;Ahdeg%HALEA!4D)Zuqdk6z-VKUNdEeS&sGyIj~ky=M?)GCfYjx9+0u@bN`ARQ+V2Ji82j&lCE8j{@h_b5tvzz+$#IROQ-RDDRJ~o6uRk~g4j|)A} zm3MjV)AE&};t1l^2(jtp$>8taZ$H}&lk-rH?yCE-hj4aREPJ1Sx&%imnpEyw990uP z@bIg|hn#TN-WFO-qR=g>=LyG4^I5rLFLy^{s?=QX9z`qeF?*cald7hKRc1?XIZ9>r z4~RYRepclbI)EQ_;KShV_ofjZ_#C-b)-72gn;wQ`Enl_Mg?;jSk6ohS`)zmt5CL%3e@U(!5Qg&Fz|Cwz&4j_9&9$4J;&Bww zp8Tcb;w)KZ9+)z^^t$bMb)EbI;;CY(y9?U0d@o{`byHr?U5hpIr#p-B)he5-Jc28k zs`olwdC%@D@qoPp$)w(jKK5B8W5G~dpd)>Thcq-B=w11Qjp8gd?VXunQZjor2Irss~ ztfFg*73K%}MXWsHo!tY;ro4(zx;^d{((R9aq5P>4coM1_1;Fhbm7;5K^m!2DFZu&i z^{NefQI#Ne;ld5kvzY~umQ#u+oI}ppH_G*{_wa8yo*9<6yZBdDtXO9F#o)kfArNK5 zEo)o(Xj$q^gE(UOR2E|1C|y%V)a;mdJ3KW7vm+t?jrVh~xaqw4CauNmJtI|3X8>*p zGNP-RW=m~y&cC#{T3W{BLAZ#Bf(*{S`&p4o6;9$j9ti%Crs35pL!Hc+J4M9b;Vb8% z&}*YtGZfCHznUNW>K>s~_swpJ#pp4}etafXN>v#9+d1F#CzCl)xsT84&3USL>xPAlwc1`Hz%Q<-;cnc~#tW}xBeH}O zloCIGRmgdr45Dq|Cyn_*9>$eab2vOG!(Y!0#5eZE2UTMoX4f5NC7q6$0@z1^rv)Mg z{W*GK@{&X#n>;t_?!-92;nMsT@SkI?SGxJLXm@~anAs(G2XXX4{Le9;9X@ZwcGmIs z?HWoI?4;Q^G`8EHho_$aDd#_j2WM2#kq;b6@hvt6kS_$J9Av~LywL@i$lnuRnPu%5 zsV&|E(s=sq7MelbL3sMf|Gj)_PnP_{v*1X@dHe5QeT1QoLtGyGdwd3l;jdXLUpDyc z=g8-v+bZ~fJ&0;NaH2KDZ(N-VRNcrE?srS!l7l}m|t#mIfHV}E@-Tcd7v#FWQ4zGG^i-MN4Nxfx;Of2RF^+(+j> zOA3XiYX3ve`1t?!QKiw1JK*VK2?vxZ>m?|elE#fgtY|}@W_HL#V4s0stpmEz)0H;j zf+2DbbNYS%B7fQ3{Preoj$1A)Q3y%k1#JKzu&sW~bceWecf=}(&Fmi-aAD~i7$o~5 zXQaYF8)0Egm;a#EO=1(1Y~tcFqr{9lKFI~2rY$(L7UgNH0Di)5vlf!EDB3eD;r?#f zmRiua*eUYeoWTSZtv+0~8-k*TqT=j*8&kX7GnST@e^yM2*)23ZQs(lV zOzzCZz%r|*kh18Krmf=~n)9wic zcVpPv6g>zaP}o|J&KfA8_3Sv%HkQ|pDl1c|7?gB&b~XbP+=~71!Ds@t4a!gCGHB_| z4I^0>j&6hddQe?`8c9Vv!_CbFU!XYQ$VD^f)|M6sxryoH(s-h{hKF08O=Z=w+B;)z zA(C9Xy9*=Nb+d^kS~KZ`T+70@H$^cils2I@BEge#Jpxees+E-+YvS8CR~9qhko_BI z2(M0jhGi*+kj7%!O!^GDezg-5{o{!DXnBVXh8aj@Z(_I4+`W5O1s4tc1%h}pgD+%t z>YmCB)iydsM(+_g(s3wD$M;b|!51x6ME0h>7;|gOZy`JMPTvcInuQmUezPB;tR6f| z(ABmRoRtrM8%B}+$x{(&>RatsJ?mSwwpdWeyDrY!8oD|QX5x3_mY2E}s0oiZPwBv>GM>O)AMxAbMP zaEMlp0FC5}vL7#ZL!XAhd{mg2ZHCZ2(pc44OH0f2Jqb5S8JQlt5PTHf^QMD;Y~HcN zJkQLHCm1B0$;NN98?b9jg(Y5v*6+T)h}y7q83o*53E*IaA$!qcAvE{5{5ZL28~ZA+ zR8sWdWYB>5*aD1x23IZ=_1$Dl8AjbR<4*3Q1y2SKdonjjn$h!A+ZR99^7A~$#G5F5 zq#=9X9y@m!rb9hy(QK@0*r~9mr$-XU+3?-A9&d`OcawB{Zp;h}39;TA*Oum{si`>z zs9jkSMM89zYr6M(aBoaDa;2;R-^H#iO*{izSey9FeK(5Da0(;x-5V^h8Uy<**$s5j z_-ez8KK@y=Pd{d|J~X$kZpDJ!b4mqH8|cYp~r)yFT1uXbl>f;v_QeVR7!;%N3hwS2qxOP^B_<85Kv z7CS|)Tm7KZXLL|&I%W}a^o7^TrknNAYf&mNFl7yAYgx7Jhi~ni7?2S}@Zeb(=eIec zV^|ng$f;zwynB_No14pPVq&6%0vER)uQWt=%v9(*eB>a1^k0DT@ALySO=UTeEedvW z6C4*wr1PPn@7-)QB;Y0{yb+O+;+}+7?aNGKP$wW$wLEpFySAQ$xT_j8UxZmpn;i`8&j1_lQ4 zT{F6Y^GRj0bob40a3{pI&2q0G3ZsG5y-+5xKhB@S+ALc32@TbGC_K@HcJ=c5{HE*K zBB&A}FjVY_285phqOGmH{UP-bnBqAm@C0~C=$c`4s7K$I@@;_nyw_U}2D}UOr088Q zFM$uYG!Ws(4z|wD&MJ6AMVIH&ojbvbs%py>H_$FkL^DaC8*n@DPGyl4BNlm;qZZ9* zle@D#^bYcrIpGj!DlQO90gUEYPAUl!6cl8D{;kP9Svn^C_m#0o5j<;N=cKM~ygF(V z*GWweM=lvIgDsYZg)7|el8xLq>=-J8gkj76>ROod1f06K=sDgOQ0qX6Xlx*>J>`me z0QHAX_{WuX&jk=u^vEq!jgioOyZk8xBP4Si-w8x;ES5E^>~}VM0_%3CiMws*7Bbvl zaC?%2ya(iuUVZEOKaT zKmyKi;}&c>9y33G*CpJ=jb)<~<#LeP%$I!{xE;*F+`-uRYg171@u{L-y zV)n^}tIp288TULYegvlR&0tB#Jz+@ccU z%X=6|m_uNXwr$7K07NhanHNbm8dH_p#f&uDA&K{}VY^yt4J zcRn~+dxJcg6>1=hO^*XIbba6B?!Ls1JD@PoL|6I<=(d~8T_(o2d{`{Kd7I5Q+&rI& zAgpaBxuh{G^c}wgeN)lU-P=3;HvdIyj}CsHZQ9=AKA>+zx%y^hseoIHCM;~ET5P9k zG4RFf$#r`N1_r`_O7I>a?p*|G@zXQqiaa$~I8BirF4<29H#s^!4${05Ha0?B41h3$ zCjU+akq&~vYPir}SKL3XE^t%~*TPk{kg&?iO4q0~4vaiwwy-|z+~sb_v~5_8T5SVw zM)z**BlqEUWBPD?GZ@1Z4=p>I>#?(7{~qM--`cIELMm&mPs-xy4g&bPq@rng_cvp- z`jd-<7m;KmUte|EFv1QkZEaDc1*l9~61{%Hd!nY_CIl2=aRDmP2@N~;yL^~|i% zH1J*1;L>Dg4lNyQ^t3*KT`|8m%G%j*6)KlG9P2}fh0biR{?*8(xB0^R<0?{Y0Z9T* zE?9#X>i1ks4v<j#^F7`Suy?yiz%P91d&+&86D%J-+4ldLlp55)66LBXGmsUO9~ zQH8cCLY;L0I_UsAj+&3!$_I8p6XgAPa`QH`xoc^#(0{;ON43@0I)mJ>c4cLv_5g^> z?1Hd>b z@L4FUUycnW*UapfHi$SV1Y;Z~H`1MOma9Rx1xOa=16&)Sl@u}qI!o8M1w1@=_zzJ~ zumVDE-UjCZO5Jc`J7bI*sGU*_P_QLNQ0g?{k(7_dR2xun;Bxk>DP*>Nt)aN}$pw3e zgp^dsYv+1XqT90R|^=9kE0VRSY2V&cR zzC&!P0FL3-)HR6QApGpB&A@Dr(CnO@;AbG8jRc*d&2{DT1Tgk`O8d=Y-0Cgq91apz+HcUvzHIe0W$uFJ2CWc j{?32=%sp3E9vdk literal 51177 zcmeGDgI*KxqT0Xf4U%hh~bOVm=a!dDk zMFo$>Mz%_@=hM83v~i-b5TBZ-IB~xG86L-VMOTFYx1Ml`tH-=5`xySN^pLDDw1;8)Xq^WPfGv)fVs}AmCg{A)J%FQBZh-ESE z_(hWE`ljjuGbCCC=P1)Q0sp+j)ymkUMZ=1(Rw4=0lOx^E&5uUi%CgDtI=(+TUjNd1 z)Sc(O93w#!9CSMn6kb|-HKZ1ZSUKDJexEfqwz+u+Kf}xJEdv52W#GuTJngW3QJgdc zzjXX2bg#Dk{Y^PXiP%2o-!B8-w?GQUUW&`S%^lf$TGMIodenL>_UH0)<9oq9D#V$x2sQ1 zgYL&45I{z5eMDFDv+bxFge0C$ilxp0T9-*o;=4D&|JP@F{D{;g?C5mV80*Wc6ha?t6$9GG5j6ZqnIsUU?pe~>#|9j+9);UAiZmAmRQ8>oUhR``09k; z4yt`f85F~5AY<+>h0(C!869e=LV;-;N{Rn#zs1#!)72cxk{~mC6z;T+u8)=yK5FWz zahfjG-r3pdoS2w^eKBTPV%w%DoS;}g9fTcK0}vHlI)!Qe?DRT&a(-T)3sXc^V(`< zMi>Iy3PmZ=GFu2BCnsYfcD#Rrxt!wkWBgU1z(`6?0kV`G?K5%7rj$y_oRS}&cVudY)*17Qs2plu= zp{NKcRD!APZ?}=LJh_^5li9FC?p8clSvK5V2g@u;BI<;lT{L!3IyaI(oKio8Ji5gR z{O)I~H^=?T13U<@l3uzWYb+uSn-};z!lW{mP8z&O#E$*%!m%cO$UvN2BxSCOXfQEa zgt9L4__Yd`0Ji0unMR#o%QAP8=SqLO053P|rXqc`RmiR1|MG-IjJkHBLOvT6G7Q#>fA-4ECBKg}-UoHm1&wUmaj`|!mH=r)khw4E>BGZH`TA(*DL#%6kL^ViehhqD`vf%^$f5BH|O0*a|0uA+Q4$d7v| zy%(b|J08?Hg@oF)#7X{LKG7nRt>2em*&8BB2-PP6HydbeH4bv(3)-0 z`z!jZ)($w5vk(WMIz#sE+gL*RRn+Z_>aGEZcIaWFD*T+xO zDsRi&Mh3(KaT6(g@c=xcwz#`F_u2c*d=m67Qh|aZl=B0 z6NOC@zZa{mTT-_cAN>9YDP-u)wv9Aw?cJOiq7#rRuIYdei~{US2@pNecUP5#FZ0U= z@A}%GpL{*~U=^pgax*hq?XvRX>Lls`ALP2)d7fMU-1`LH@xTu1te-WBdW8DB*~+yqt;=W{gu|@L5aOPdyCw0$=H{oMiG_uz zN5h|t@TjeIhU~lTOhA2ZPvuXq$Aj=@P5dZ9tJw};dJYb-+D{WINfBp&n|mJ2L5aj} zCe=t+o&lSivvO;o52T#G+%sCPa}1Hq+r(UK{b!$kE+zW=uXABY!f=H_x@de_5-FIy zSxH5rp$1{DAe4-M*(c5lKFYt6?tP%Gd&twv1`=>vCw;Bof7saZ!+nv`yA3O(QzSBK zc>JaN`7|8s6a#c|*osW_s#hywRd4hH>hoNj4g>qKjZU!axcOQcQCcs%{u} zg{+|n#BV8TKk4f4@&i#ug!tzWdNV)2Co&o`G@LGTV&dWj-i}}RX6EO!1-)=YMZbQ6 z+VH>^Kp+6ucIzAkbxAthvkD4o=lGJod~pUzC@ZtgF9@G_2VEvLYh_>g4K(bI!#IIQ?r^i-$Bzm!J+t&uhx;-ziOX=)0Hll3Bv zV{iO%1&!xtBZ7W9sLv&g=Vp4eG41LiYY4p#kp;)CQXXFgEJDYhobm^qJp*t|*==j& z+3oGNI7%{g)1-=@pYTyTeDvzby92v%At6uLd*gF)erILiIi~+AQjjyUYsdLa#_GQ5 z1BTdH)>!Bpa%DEpu!f^w3g4P;?;FJJpT>Z}I2xj~8GY09&mnZL0 z96L_?b56T(+i^S24P6F4sTzWl2HZ~9QQ{MEHuC+%(yw23MEM;es*&lV1zisp zJYTDn`v)!R2aH(ETbITnsoNpa~w#t)Hmq6^x z#WP7G-%S($+l_*50Q?);_Ltm;opyG2dsglbZNNBDZovMmk3ZagNVgO_|2)37@^F`P zb^LHI#>70ZcFAwK(XZ-rUUock{gS$?vEvR~*!7UwM$-L`H_4^tKUznI z(t@PdSVKG9;u(b)kMW6-@M#Q${c{3Ld<5}a0Qs)#=^xi)a? z?=iIhPS5v$w6(n??MB4Qjd)wGj)C8Msja%Z=(CA^k(fgowWt@Z%Yre#OK;q^wX54A zS#d+<2lVQXMn4YEZ;Z<(W+#!y1Ybw=FxqJZmaq>O*M7&<_{gGoj-_vg*Gq>M5qj0n ze~$vcIF#2+rDj&68UV~t*>t^SsH@UO_YWh0x&MmQ1tqJnG4?rrH%2QEeGyTe#bQ$9 z0!JDad2^_)p~1#z9y7fpu#^J$;zOAS*U8=S!^bJve>7}#OC(q1 zBAQ4s`#8s5_IN>lD9h_qaUvyTS#Sc5U^M=}bY$rlX>&=g<^>;&Re*;=@6QXI{9N99 zVs0J}3~g2L_5TE|%xI_J0DYAFDL`Akt;&_7+39z6rKS!uv7(RIhrAFY?+Z{f?%(lv zt$!pBuE+SF&i#S))`zUi7Gq5hW0%*;hCaO@HDf!0RC_qY%$=4HBm%X-|6CU;kCOmd z5JiU(KN6UKl1(-(;i$Ej=3qjy9s~)VuPLGKO79`a5Ka{DItX736rZ}Nv zC?Z)8-NzZ+AUid^CF>G3?o}{H2HcPBe>z-)XOO9kO%_O27T5ardGA8>*G=ByD1(b6 z0WlBZT5~1kU#g=PhtH|88oy)Q_FI9o11v76DDE%TB7*&ZvE0*a61J5op?Pr9vBL+ zx??jRA2cAzJ`(V_$Hzyq#P)N2|E~E6Y|#LM%kh%+m1>u{&KkS)<}Clw0d7Vzpx^1w~qEgCypLH((BWO^9ZpY0_fV&R6-TYDXKd`*iOS}f~&U?}CnB?RW z|5xnefa8MosUqd8J>3puZEfsoAmOhXAHQJ+tpfPAv~x_|d2#~o@0W|;S5b-INUQY6 zMny$^`?C176RD#Ya1?ofNFH0%IhjnlCqfQc1NbT`z+=U`ygT4XO-s(8P8+eaphwcS0qpSCo#W#Hz-A8vF{ z8yde-0xH=L1e!I1QW~+Nn_hK`uR6KFDeLO%H^d*#gwc?vD>wdUI)`MbW?!E ziZ1_7=YMxc{x@(!7_CX90%{)Co1eyy_q+DB;GiM)WG`FCtH@8RLklbBG(W@eJ-ell z$}0C9yL*iwF0BJazUDql7RzF_EXu@s$mS7`wTV6w)83g1!_y*;0Q83omxoAKfq3Iq zuQht=YqX1lxmt_O)!dD{4u%Z(bHOjECAhPCBQUq!9%JG5Y#vjWUDXxL3FR_qc%9 z0ovB~cKl&a&)muZAT&aPZi<8c;w*sH$^oMx|0P9$d>`#LQadh|AbjK_D5Jsq?FS%L zDhwOfetaeX1#1?+42C8eIyWx~s1eF8x(`=eRX*G}4|V*l+nHh7p8{(P}AO3$((?~9kBn$_vXi?pj^%%_(Rx)RUx65*-4 zj-(_SANiEQ){kNMskqqf;3pTr{!t6AdYMOcKL8hshJ><$l*bBr7#W7Kw?5R!A zg-Kmw<3_+S9CUM|)3f2WQCo0F`0BGGNTFan3aH#{HXXM=bS-&zpkJ;$@H81YxBX(| z;7Jn>20~l>UB{Bi)p5DF+WD=UOSF_I|b<&pREa2DB z!vv?8i+QMytKG3Z|AmgQEf?0`(6epLNglsZ1fP{C{e9f5_ed{7WR&`Ai$BGWds(Eu zj9W>la9B9~QH?(ArHKD~%x|b&(lTd(aqBRHh)C+w*D}`P76vqe$6``06d=yG8{+r$ z4K6Dy>u2Ri1XfT3@V>l!)VZK9UMYu_dP|Nn{A!W zE3QOiHpBi`h>NqYR14BX6DuGt{?3RVoJ<)f;%(jk(`G=01)URN?PF{L((_@H8T z!WRU}g+?o0k&j`s7De6da=*0@U(s=Yjs&V(S&e1$>e@fIu&_V`IC;*Y_G|sV_JG-S z0Qpw9xVa;>%YH|E(SzhatF^tgmQQMrK0W1f{8=^mTiAK7hSIRXu@BhFZP%kk{oA>M zfS)x%5BCmkK+berZ0buvnKa6;FsuZDM6OmV6G-)9VXJTDsrVAzq%;Jyv}HL-rA6A^ zvj9Mma45qqRHuktHxh&K{ije1%if0yfd|fti>qv){M~Pn*WFanqB&0902iOBo{Qdn z-nuD&VI4NdryH-p8=|1_O<0Uf)xx-vy3iKGl1Bq1L6e+E&-kilLzH(ILK1khBWP4# z^h9;}#<^8l@}J`48w|4C(HwqDTiZb|Q|>IIAN6@MIMCHmCD?$4k(r7ds8e|P)DNf$ z;jRO<;g4@4PBJ=fv#L7)anb=4;o><0b}=)vv%7&RKp0CbDLHwUWs+!Y$Nl~|VAyp) zpO6Eo8-B8Uc~2X7=^aFUcNg|}(ZmFJ`R?c;0?=zc+Ya48Wtji!aOK`uMNMt(QLDXq z^Tuh|b33mi1mGtwRbGcej}m9N9k93e8t(n-A)puhs7)?gRsccIytQTRc6CAvAU6qz z-yB=Dd5;``hlf`H4-t9wnNX+FB!T+=1fIM(6?U+I{*EmKRzlRwQ7!VH8oY+;`BT-8 zr+-cr!!74~?_=mU^u8|`@#1K3mF^0&^C$c<&dAo2>TjL|vByU!iOFjV5NeM)e2DF? z_N<}=flWE22{VgK7$iFzUK|Se`YxZ&r$V_zg5F@v9*>y*Vv3dv`!$5ReX-yo4^*Ou zQkfH+fMTpb;H`ic;5}U_)2RQ5!lc#aZJc!=5rJ{2{K*P#e-%F;XgjayNB}B#8v_1U zg14Kd_bvd(q3%x#x|IeBWROAfE|pB`o?c#S z5BDqM7J-2{k8;uf*zX|(aPlMzGqZ^Xqc?|%|@ z+ym^lECarq<9uD8z!9)80q2%oVt`qRuW1(CAOj7KsFmB%M)slOzh&=Q?<8hzq)$<8 zCW?G0OBB3-l2y44F?cl0NtOroMg)KHi~n)dwDE`QdIv^9fEFTC1-OmW z1gW}UUO2Id6vXy^_gQUTYdZ|>Ts>>XODdlD_4Z`y&OwP?_ruiOE;C8DP?QlGIfW$n zWV$ktsNj0U=HxUfh+@}+41Re$0C1^1lsH|PO;T#=p20zI`*}s>20#ef*Vl>u5+%JB z)rKafzOtpKuI8izAygE(YUj!Y zS%c$I7kc)Z-u9WUJ=Pdljj{f&52k1c4s6Kxui>K@HP*V!ts55&7A5Lgj5tk~OTX}C zsN+i`R+47vLX49!4xONRqVaFhn^jIAz2Ar>Wayf74C_g01Hl6jK@7P^FT^RAwDr!QRr`(5b+dM-Kt}9>v8KFNCmC9(E zL9>Sk=#5y(PgUpW(`_`=f1j93uHLcTPtKdncD8DTV^`!3Rb zj5kaZ)Kbq`Nia)%G5tdKk7T+wg_v-HXin?d1yZnLM>miTK(>c(s)~KrOoMGn8!GI) zge$wom1w4#VI()aT!wdG(R8y?dZ|_-N^R*MYj=fc4OjeKq3d7pf zLX5ydm9{Oc-Nm`chZjgVR;dA}QocV~ z=kqut+M~=T>e@b|&wELSkB*3@RZbB~BcW|)XSr*3a-F?)cFkrCe%wA}nJ2oLb7qK1 zluxCB`m1hMjpH-kEV^{kF~N1kIkygd4zR5CO)D?kXQPaAf{d-I>W*nwh!o7^H5DBL&$uXHdW27hSNGc6E)jIxJ|I*E;-5@a3DY}~Xen~Eq8+vf*cNk~h< zQZnZYG#^yJ30UZQGP08vjM{Q10IxHtBspzDY?e4te+kMtca_$YC7qF zyJnX($2jYMM@@s4AN{6JYhVvH*;s9{n(h8xgHcdC5{lo8VRmGWf-xWo_Eis;`YXtz zQTq;3`UK@6v|&(Zyi$C{S`?l3;G)vD5+ZC#fv&i^Je`h(D?>u$1HF})MB*gbpDmup z!IqA6t%qH<-`q{7(4+0U7TNP4Rbxpgx}^fh8lL|arzYQLGAr0bA~ikC(E{Q{f-kF2 zMg^e?iUQHz1c29E#NDT^1S|>m5{M~q3gpK**pc?D{rdTxe&)9XsCN9enwsDnj8|+- ztTESauJ}4h`3159=`|~gU{9QX%UIa4bF!NNz-*WT%l^q=w%G!fTes^?;SQZ7)Hlb& zT>n+%yKrbYTW9H+0X1TSE*LA6(8T39mU5r!#msjPsd_#;X{jF+D{IM)cZ%SqVk#NM z$HwUU7r`Kz&nxIYrQI80LTabeAkb)Mu#CP@KGwEVtNASJpE@{3zD@oDN%oHLq3@qQ zu8m_&=?gkC$;@5HbM}RLmkxUnbPf4NXcRI1?DQR8x~&$_@AwX_% z5>qq2f9lz#x&`Uw?h%wv8Az5|Z0YF|-aM_X72w+K>+kaN@LPD#I#>9sCkiO{^BKAmhappAKSvV5B6^AjnkKtN18YP1x;E4C17M_N09aDux@Yjxp&Wzm?`Xt;tju z%E**AVt)u&IouB&*a|pir7=t6o?(oB6aLsuwNHn$FDDh4-kgVyeXa3hUiRD+PH&Py zHs751f#-ksvx8%2(bFWe0#41MeIL^sYXUKm@#ohh3Cqo#)X3{t}`)Bk)K2j3i?~AM8ja9v}c*< zNuZs&gEL=SA4NiDQq_6qanJABNuy8KwQG&utnP)=NDz~*pT^k&k7Wt5Al8dmG>Ga? zLe%>S4`k;`@)1JqXq~HROb+%u=!UE-K3$k?=wW;-k1#1Pfffd=lQ9ns0nv3OZhy3jhymdtE#}^9|fzwO2E-q3u;4q_3 z#xC(2I@h%)FV~FGEEE;X=8;F2z9NiP`nlLKyWy-=CrMjj)kvj6EbO8gr(9cQ=vhwQ zp4F;r5k1osdJBN_07E#p6Y3Uao2(A{med)hXtJ;n@vg+i_qg& z&BLaW;L-f3il=1iTbjAA)f%bX!^xRf#^5v+&sT02LeS%yEe?9ZPCx+hwwAHQ!t z31f^l0^p2Fh&Pn4gS^pHG+IF<0n@T;q@8pX0hwJ2uSPPw(ZwWzImv!Km;obr*z#Z- zF)TACe$<@a>@A{%K(Z2viI~CC=J*1WO{j&kS$bey^E9?>W&{f-+L6Dqc8r~~wo>At z5^<;uyZo4gPT&Ch*ybUDEP@jH(e!Ra`*9a-nB?2Dh>~_MTjJv<$QP1Iz1$(z`?AQ# ziqVj++aDl?kv+^xI5F{v`y*^@6+kavS{-!VFkZrcgjk zEPVb($UowFHSviGp3HM;Q65R~i@038Du!p`=T!u+m{hAn*Smz!Evi2@x6|#j?u!Im zDFY0Q;g^T!R=e7$fL2@;Dgv=A!V|AQYo*Ucf3|!Q<+xCm#DoAelu>4^sac7yfr(ww zgD|^SMUFoys%v9v{_?rsjdD$=(5Bg;)DP+yEuHYoCa2KCj1t^kV!c;c$9`PjjXya- zsyuYOU(6XWBYrf+OLzkG6_7P*AtQ*&!s$Gyvf4B;Kd|wK<+IB`NDPIG2o-#Es%(S{ zp?V^VAI(%z)`>$DN72-!#%84#Hd8h}85{!4)?_`Jcp|^MOAdW4(AjE`H89@Lcrkk*C=Ytlj%59+&BgoRTy4c>wi!)WOZyz{ zvM6TV?RE4G(=4cL$k4y0QthB~*Eo+FiG&o7Z?Y<#jB7+n^WdoHn3K$siepm}4kn;$=DAU92rHz_vi3+jWwT&MY3All;rJ;wf3$ z=oEz!M(K$PVt4M| z$E7iw#Yo9@esiOROv55=u|^~(Juhvb8uGC_0Q(I(gSTI0*69taej=2|)C(;k z0hTNwLNx%i+Vz1E2xRGv=Ki#j87qRUH7_8)oQx9S1`p)eOha} z@w;4+NxoW^8wd;WjL_&jX#J;v^Ws;suash({i_ylA{#x7>n7iP9ygHE&=xtlb=7bn zh_FlbdkYMApk^r7<*l|dbTy^Za7IT47tJsCY!K6CjUn*PK3Bx&1RBVgHa1m3h8%B% zluUzZ(xcMeh*>dqRPbIKfn`x&r20;O=}6_tVmA)e(h1s0H_AHG9`!(y|*IWlzYFBwi#o+uqaQ%z~=L^Jo{rmlv391ybQw(7>mSU zHO@PRE`j5i55TYlBPY4iDli40#EvBS10RS{U^L8ca(X(V^|;+{=*u%SEK16I#@1!` zsd=TaZ6&Dn7UI~531mOl)@Znt(KYdCnVnN(e@yAKT0s5qep#N^e2LcZnIKhucVYDh zmIg3+Vi8RYmRJ&>o6_rk7*!=MyQz6&sPwiq*TnaD!%8aNP@=e30rivipU2-YWTLHo zUXxBv7|Fnpn~Ser*?*g?ux0ofMfT7q<5$S|ww!M9osSbT-yn9u5MTWVDvwR}IY~k07ybq@NjVub*7QK*1|bPCS8ECxQ!SL?Gs< z(5AiE?z!z!qCFSo56_b8{%GPc20s%E=ly;&4BS^?a(yP~G#+(kdD%cm*b_bL@@t%M ze(|i8W-2*EKGX5SFaFHJuA%^^cgpjH7tN!rej)JT!v|ozqCF(&emh7`pxo+7Y@bDc z$D}P`V9+(?`%?FCscFhfDMFOGh8r+O-?JG>6b&tuhs(ksnODYo<4g^wn@x zE%zrVgbcnx6-)R^E5!ES1_@sviHLbkT!V^}gRqDZ9Ax9bV*q8trma0_?zIEeB$cI-%VEV>JOiA(N|CX@4j{R z_0`PBQ4t7Nl%}7--iA-2ZcK(d!Cz=PIK8`B_>G2ana+1&^m`l4?Aw*2-G_+59VL4u z*0NEwTm-D>zEt1s&6&-udtwR^ES$v{6^ zKIo6UFMRp_qS10ZU-WAEvc2)W!vcy_xg4QvMOMuW{i)U>xbh;Lz^WK&IZM5eg#xmH zs;LyPM`_BM_OYeXy>#;$3uOR=@RLjx_KY9b9}hLf4$Zhi;hj%DqzvrKS8?&n2MdJ z3?x}A^v2e*_H!CF{7R_O&#tw!h`wAgc4B)Jzs8!^Ln7`jD{1m_)z;r6;Fesp((A~u zw;ztRaGLe{VNYIk-@u#l%t0K*mn=E>c{Sm!6-Myg5U)^Mp4Ht^i?El{OF_WbHcJzk z+Scdm(d0CJe(y9jsEy9lUi*podQkZBdG>6ub9hlmY6(9&p01G_O8ecRi(x~ah%f$M zwO3$d9>3N5_>1~bw4CG%D@6a=MGSN+>!DRiqiaYk#g*LyG}tmZte5^`xtZ#FScmSGw!6xRzgWnW0Qdf1h>Ev zhN=3(4YQ4+nThBZa#r?38Mu(?pD`Fe7g(;ZUOk6ySX8S>IH9o4RM?LaRB4U9eQC&S zNhs9nrlBpNRnJ%R?8|zhI)Op95jbKB!kD@6WIR1*xTTn3Pah5XMOJbVoxtAto!1vc zGavn_gmad0Y|R~G%$a%J8NnN#_a{>_#!16Ms1s1aU#QO1IWa(vY_eBY0|q^#?W2J1 zcX53^(G#4Xm>^;Aqh8>+f^L(H%!k6#ITGiyeQ_KOR*t(9sR>PDacY6M>fz0-rNE5(Ut7DTA$NQ}nXiSXPZN4~4F3bL3_+KR@^co$s#9DHH6 z<<1lN4y=Qjvu2^gm02Rro*3n74haufc!R|yc68MJ_RwXZ45!?1#!orax|z&^HPG|g z+!F4{5`r$fuN>s*inN;e_z^lqf&wC=ZJ=}h8Y66!mcV>5qNGNgoWB!3gZ-LNzu(HA(M<>6y z5QTsCh=(o$;rwat=p^abOT^3(@o@oaEI9msU-WjPj2v zjxU?u#~|^rKkc9jqH%f9Z`G5NT-AU6fcn~#irjcp{|C5!Aa1)(29cS4G{ifBCO3R193~* zADq64p@%a7O|(%{&2S1Rs-<7THZ>#r%#9L>DaOBLOeaOai~t-$z_6U}J6uq4X1(f* z)&*6`k#;^m8vs9thVmYzb8dNd<&h#nQ`vMsyl0_!qxP*+N2;USY~P^Gf-f|S+xSaZ zN;Fi}8Ex0D6PrTha|Q9^xLT!1m6u?wl2$Nq;vru+4SQyJdaKWa##zq@Q@O6hAU>xp zOd%0FuD|q)r)-J8%M>lP(ps^(RS4(V_b-93zgN8t;cN=B6(@yXub9{IP{R;a<+{c zww_Druy5wK+~6`UmgGwkMaKatW7cSWEvsXL3DHeNnX!oWFp8Px5RFw~Y>!hgA&A_jQf+`p9tWVxg8)<6@vcC*p zJyRgv`EB`HC{~Y~oB;YNtGD?Rr$G6gpAwUI`5OzLZ>%?eJbBH9!2B~H9abHKm9)w} zmzJCmk3bPsCQhHP>CS6_BNmV6=!j&KLKq=k zdKYh{>1Q0EIFr^OI zXXH5Y@uRiTUUSiEb1UvIL(40#uCD#G*nKv}i`!IiZ6Yf1A+4J;Je$@n%-r()^=sxNYy1p;&kBK3E%?MN&= z_V7=9K3@XA9*X@tvdYULP3tG&w{nJf5nsflNE2-kYVZOuK!gp`d|cK*ZX0iuDHTO% zO07_lKr|+1gq70gbh~ERA7VFE8n5XHwfn-NKBC5clo$>cm`{`8oH<+Y{B zmt@Q}DLih=DI;Y`o`~M(p(Wan-8dMmq%@t+hbwP#cMSwP^;o{>i^Xi-k$zg=t2H2V zXNI#U^nzMmAiaCgkV! zzCfZu{;R$HDbkIQf23=PW z`Z^};RVhlkX6`#9%<@sB>-AuQ4iSOyX7%nGRnxbOnC1PU&{P7&EZ9Va-xFdt)4O!6 z*+ZjBiHE3kC!O2- zHO|VxY(wqOVbVjiW_*?-+-|J=G$*HV(DZQ_9#Y)AEq!5qPq*Y^-j405S)8ie@T>7@ z{pq=Ia<7WWaZR5on_hfmW~6c<=EfjiLo@AK%))yt!E>1PtO9A~k`M)_6N zFQ;>Y*^MwTUnH5(8d)%XR_T9n+3*#~_Y|${P>?>lD7Xgvm{DyxykWe`|u_Gdpy!soTw zMkG&}b5S5=UGd5Wi?JLZNcFH|VA(xa>EgTd4GokjgHzahrZ zB}e0w;PynOcomyhGd4^SHy`6lOx>Bs=ScOYnXx#(_X6Vp||G4~8#$PsakqhN|7KL8-dm2(;us(Ko$uNOFQ<17THqj4cJ0kuDra{T5JfLW;Q- zvK@K4eytCZV9D;jt~S#@3R2pdPojQ004**C$A0>Kkrsx>p4uDIvU%VN0!9(!ia+%8 zK?8Wu(gAp6=YA=muY(@1kD3na{D!fY59dwBG`Hjyq8w!+tE#qnKJ$q|qqCu&()PSn zxy2MXA~NbQ??gf}vT)OS=X374Ke4bje8gd~B=rNgxzd4NM~x_ZIcxh;lyVf5+vAZX zYv?{%Dw?~VZuPuMZwu;)sRuKs?XPy$#stCRt1_5-d@gencO^Abat|&$!9_vXqD| zNszQb89%;>TL?m68Xd;*vn9O*`!}Qti(ePDV_Z9iPSCNtt_I>;o3Xn zS7ti1GX_IaJ1!|z-cWCA!+W<$8L|)G@l>9yqb;xYrQ2cn1-|ol=q_n6*czmAEwk3uW}puC6fj|sD2|I`MO&=#&oba(G1(fQ%x0X zR3<ATlJ7+t<2?-lj#Yfl#Z<3SSw zaIB{Vsk;XfJQT`+3o;?t>R@=kGdri->xvRY*E>)2jY!Wyt$Wrtf3MWo`3;ALzucJ% z8PaM0``9y1)>2ymX4b^M)er;#Ekzv}n)8i#rwXxN8k*m_TNZM8{C;`S3ZI3Uxo?d( zSUW5gg}8IV$cY#jEI`r7q53@N{h&ig6l-y>5-U-$re%p(zR_wB6Jmu9HM5+yr_xk+ zVB8DYYe--~gB?v;nxPBwJY^nFSsaZpDq>d+hZJluIY4Twh!Ts`G33DB_*Hw&h8>@O zV5f18V6XZ7i(CCN(=bYKpFtOjT&|L{XLq*NP=-oTX*0^3`4u(l#ryIB#!#+E!^?{e zpl{$iYxi4;7-7U{Ox~12TFBB$fvbuPX-tqxOr-SAsjk`)UMds+EJ=7ltVqR>AJeYI zr>nXuFtdd6_wy>=1AJ^PGH48gWYYJo++gV_2!OrJ!vT_Jt0M4r5tl)MS4@x2s&FSq)V8j~d06PF)Sr6g_EIq{lwTRse}Z%V++ zt>H>h8QIFmL8VEtN~`%RN;(5q9ns*bwF%KE_RjL;I#=Q(%9G-9H>bcxOOOH0zL*?v z+FOz)gJ`8Z%}Dir{}o4G1IIrB^POObgzxA-xp#W^E-p^~g~Glnxifa|*)G#nufdV6z?2kLZi(R1;A89mQn zp3Q;;8jimFN_nqDSWL4eFUyHeLZ!QA!;-E*4}{|+$pFZf*zl2*C_jxUqCHIZkKnSd zZkj=X+4s59hI_^vp+!LB3>^jX*_*E9z|&|6IFI?f<%MP-R{6Sq;JRSg#-O@W-3Cqs)rgw7yYkG5Ohf|Ny1|jh(6ZhdHL)Vl+oU}0{^(XQe}K{8 z<7W>8gzd#lkzGU`XCq=@=;G!ooH2|}1FkY=g97P^n7|*liNJifc2S1vY9?>G+-v)O z0Jo~#Psc#xw0F`iml~VQf^$`*i@`ohMycWTG0#S6_fM%Ut|%63q>;GL(1l7W8RgV7 zhKGn+p8gfu8k%x@K*4kJ5!5d+bC&hJDC_pJmrI(|PMj_%byrp?e{F9yFo|4E_&2Xw zV|-2fPL+#kgu~t!-BRt*x&y)Kz=9y3o@T+QJdsxm^{@@%^)R&xt z)9d!98`51}9xQ93SC73-(cxpw64Xl7`xV0yGYeZ+=9xoC5exVHt+PkNPv#j=uuROH zZOpeb;B>=4Ks*pp2_2YyzVxNk%$Py}4lhs# zoSoc14AB>U?L(3rWQXiXe#JzAy8M2P!eQTBAJ|@Z%GHpL4;!TyY|ABB`0#BsI)Vw$M<7`8_NKZg6@K%j$;`$h|Aaguf7uq$5yepoMTbQrY(W zR3QYo6i&{fZfxx$qvIM&C2a96}Yx&%(6Co z-)c*!ZoH;69wpWb?L3)s_EL zk=hNeyoBRpT6!l@Z&S49YAVJMQYBwaFq(|c#tg|+);mS$7U@Q)66Q>U8svjV4@Ot!M zf6^bRc+v#Y`k+FWI*cB2GBADUhorB#y=@VDVZD$_Eq(3O>{AsZzn|5*oGGVAJPJ7y zX{f7;tiiiy8l%%+3!mknEm5hZni#3Otj*3$VN$L^Mxut_P@QwJDg}?!vr;mB0Y|u0 z9Xc3FJ{U9%IxT5&9kMnPM2cFMb4S8x#nj78rmdwY5TI`FtgVF&?kNKcsRnlwD8nL* z!$gs0sU!V&Dywy)z&h@wswvx_5$h2uNwo;?&0(7m<mX8W8H{$BpC9*ud4c#UrI zo3!jAuH`o=m=U`3wc;Vpzc*+ zw7rb1KY-Uz-g^U{p4TkUiZG`T<5f+wMO7-%CU%~&m3Dd> z^ewvX3QNr=vlo@nqMvq%&_uMaEX+(#yV;*o0?k1|M|$`Y;lVQL5+seQYlXnVmNq^U z`-;yKimICdB!Mn5)O#nKZ3nIf(d?DZ?4{ipy`9qyDf-n6@S;~aX7S?#TLjS(Q0r$+ z*oTquk#;WM!oL=B7e7ATOZ0PfInm%U1^Mm0<)N|B+<8#S^=)u{pl!k?@DAT=!qzw= zi`9Z_ir?0Q9~la9Y=Q--epT1);;vC>u%9aXIBFQJSAB>(XZc)A{YD|wUp*_TNpwZJ zAa_KY#u$x};j6`AD}f$rpFFM_2WzmKNtjr`YWN{AgJR1ki$8}Ui&H!=3$!`K!7 z#n3G6jbsZ&gBrJzaxf+)N09q6u|u{NS%@-vH9~2mZlQ`Kr%Duy4+>#?ZE7dkWMyU= zTjOKyJH1Ay8|&NwW3ej>(K&jVh~he-@AMs`ZsnS@9rHX*PTD2JqLmZ-&F(Hh|1w4b zq$&ern%BAnEnWgX^$X2x1l{3sF5qzOb;eJkOpMa;5Dqun27m@SA7P5qraf{XxNm!U zykAvcd@&#ICm!{HoA{XsWt;>}EaZK&K&D;}QsUo`u@7}|RT%xnmjI|T7!h&4#GqnD zOaG_t+FdYVe1+PZT)S?TkSx?5$$m?$acVoRdF50GHeV0MwN8D_F*yT=qAOSPg$;(F zrQra?l`EHv+Au`5*~9WjXfBYKX?C`41fnX1D393rofhv1T#ca#ENQb>gBcr0Gwvn2d~! z{yjk7AP*3Md!mv=0Gs40_Y2GTLVZx#MmW+Sd&s)?Fu6KfR`J2FCsvmf#4%_Y%r^lw z1yOeuUb9Xc@NN;oTsT`(LNLbP{KcE+OJpbI%?sRH;}v4wGp`53jsX>LQ$iAdw0_B-U6wS{g)*)IYYOh;@r3DoK62+@cmv=i9=s) zW%p2D+bK=#7jy{Nh;&YOgcO^{cZ5M|f=McMF-P<%!|2Tfoj#I*tpOaRcg}bTT9i-i zBiE!k9d&hU`jJ{nyascmukW^V>g1GbAI;4JG?d@aeBMIMA$f8(u}5n1|2L?*X*+vG z5DC~GUYbtf{I56{nG^r4ZsA}=C^mVl=9dQPjfgdRs}kzv_`BqGwQd2ubB_Wo*-UA- zxj5QrC{927tpxM9njZSI4^-sh@8<#o4KTyL((Ij0o*aqQj2Jrq4VN_{5NaB7ef<_W zafZ^di9!AABz-6&GUD93sQ$S3;-BOtw@`~+;QXsRAYu$14h}92IX$p;Q!_dZPrwITCY0(Vbj9yslzc!hsu@aeu|)hg7l6=tHT@4mt@OGpquHVpCj= zCA0i_|NiKZPKMHi1`R)V`bFg*IZuscfb96@Q671n`tE0BKz*H@j-s*W2k6mtj&J#C zb_RnvQi;Xf_hoVyN9f)qs{f0VGk04bmU4YR3>-${f!E_EJ%j|E#$wOb~HPT&@ zpl_CcdG}!Q`-9Q%4=@v~m_^%k1QqF~uB4V8nu^+4B$85AtN*X`tEo7Qj|XQAIpbG&jHZ~*2`0&7C(hU|%4w9x}hQ8^W~ z>Yi={z7VEqChbcB%DAE3337u8im$+pty&E350+kb@^tG%2% zLc6_M(svffz|kAek-l$M!k*0cStiAfjsZ=E4JmdKHPyS}o2z}UO8A~CJJKDYM5qh3 zC@Lh#s4>bM7tTX3=e&Ud9sl4=g8eb&Tn=FoNA5%OD4L1{9wi25yvb{0{e@dvXdd!a zgPgQ|24_EIvU7XO%5-(ZK;LWu!yhMonrPL`i}C1iOh(bpKZ`G9(j0oKW?YEU!i_)D z1@f*m7acoeYbS30{f0j`&BJ@$u+g1telnVTjWv&>#3mD`b!E~^ibp}d7n^gcZLR_l zm&aoh_Few-X}4-@;`@{a)@iF#PqjJQkB9lpmG+tPXB>&XYntMuENV$MExaF&VrlYa z2dnL*{MNh^F0u9gElVZ-^TkWh>~p6_r3dYDOgcKcUjfg3;GX7Szyf|PsV|33#LsWt zqhDM%Crph}b^pi5KA3Z9O4SO#9jjrhs>Dl|4Oel=aDbY)JAPnG%-b6mc$R+stv&kt z&p^(5rL`Wn%7ru0=J!pVF+cX_*QT%I;Ne;q*7Le}8n=ncVRh*7m+X3EbEQq?%kx`} z#kcKSk0Hr}>sNE*F3K#W+m|Ua!%}H4XomjiDq#2*mkl1mn)%00MpR?HgdBI^@&gH@ zCUOR|{@glc{7L&ow^t2A3T-c^i&C(84oht(!2GQ>a+i|3Ht;4u-1*$>AM5NID|y>$ zik1D4j+>iny@+#Jl;pJ7(Pdl39b%k`#rbdcyC}_*F?&R+rHA&8fiIseD0-;F0@0Yj zQ^{N&JBa=}oUTmXQ+56fwX3PgMcca6(OAo;;|0GCC7NA1uDIp*9&xy*HSjx^;YpJY z%^s?pO0w67#c+xT9Jg;f-B(*-rJLPN<Dh30}79tG^M;Uc^bT_r#WjFDnxc7ITUW=dEf5OP_AfSZih> z%0m!ITLbPLDRuwWH3T2dQQK+7Z*G@W(ANh-{sm*mlqB1TjQo{%n+#3B-@k=Ut!pgX z`f?Cy!9=JQGF+H94}{$4aanxgU-Y5%n)NLiDCo^E_iDV(4m4p$h|?eU^@4q zQ>j*d3@{q~Bak7BfJ4b)Zj14GtADLZtJ?T#c@v*KA%*5A_?m()Y)s?qbD4jMTde(X zrv15Ns~P*cHe;3yWREZWxs0oNt9=L$9g?tGgqg4h`yybBDtI|S0j~d~leZ z`{9$Yb)(S0)&WT&=kv03@xp!7(c0?4RXgJ>nhKt zGTI3J>U8Om$;S)MVJu{tXvDMJT@K;EY^LpU@@rX(*1i6{m7+THUfq7S=#!64JWOSP z%A~(N`d=9+Z@P|f;0?SIdvc$=;iHO`pa)$Ygp~L|qEIkBJ3nkn`+edgKg=A5vG0%f zr3eOj=4>@KiS|D=d(cR0HNF~FS50H7`j@|Rzoz!(hKl(juw71&vFC^&5;?8l!OaO% zA=K`OFJU^Etp5!j{`9siAoTG zLCE@ql*78cy=Bs;$r*o_U)$AX+Hc*9`gIIL$)^p;=bl#C-!j53ODX4UkvFXAJxDZL|F}=T2=YC+aJgM(b^Ms zP;!P&b82XCTJFR_5;9AVq4t$EQiA`Oe#s0XJltsV|FZ$oe=!Q z%?PK@goE<|rNbEP2Dr3If`WpW!I}^qR205IDg_UHp2Ilk1#EF~$#2saE1T#3w7f^| z5lfz7cx^7PJxC(rx5JEqjS`lyvFU+2<>5A6ijkJn8CAQC$-qFR263rzsYXAty3t;t zS4$ArP>Vz@D5%pUSoe~0soIgO5Loq^!}6V`owYJ!h_LS6RkOY5E@CqLCE%|mSe+v_ zj$bK%m3^byoL$#hTtdNuaw!%7qXn%W#q`D>1J9?I3)|V~`Lx6nNs9fo$kDZnz?Jt3 zI*0n^WHtsAC$?mkJ)HD(buL6b&FXTv#-Wr17-(A0#sLmZ>wpT|wOh-S%uw(*zQndf z*A`|rJ+555H+bmlU0bQLBlj{frL^Z!>|~2m7OnCw>|dm1owAo&@<>%LoiMLcS5OGq z^PyanbEUd`Xj=Gmujqd@pgdCK~Sw~Z3JWvR7U8`v%S05md`@|C8X{B!Xkt2SKDpVf<*EPes zp|lLy1J>Z?-c+|R>K}M7D(QBOLC?GEtWF729FM-}$1nNAmN3fnhO;j5aiKi&`R)T> z!{__m#bBNTM>E5OlP?)>nktAIcKDwmCoy=2kX-UT>#NHjW6AzbF$T1xUpj5=b`m8_ z%zRywC|KWBzQjZ4VGRz^>L|uP(yY^|$JdEwl6rMhR*FQ>*I7){qe{;no9rT-CDWok za$=Y=$2GdjzZlbFQReja7^-S232c1h=vpZnOoT*}{Gu0g)3GuGPJ)*4DHXj^^*q{! z@lg-;vq2Na3#9buLk3a@R_? zf12fWQ>6NC)n^9Fe?{H3CSXo%A-6EpM3gBk3=h|Mv>Posl6$jrGIm<5EnkEzm9O-w zR}9NLvZHRk_)0)BF&WNIzqjdSaXPgfP8q{4rLw~8*~~la-iREUT6qE37ROIYf#-@r zvA`i@_U?Nas-ww|8>#&!FZ91l4!Sb|CWIF3izd+@j9yd{Tp;=PX&d232lNq|uZls5 zWud5W`?Aa)n%ztW`P1l|Lp~U9l(8pQwgVZ$_Lu)z!;WNCuJ}k7!z*)wY}A=Jn}9Je zR@S96;n`RHU4?L3F>dY3Pkgh8vFyOqp>ohYpJqo~GFSc#C9%$jS)pbEN!cj1PqzP2 z9v)?H1&1zr zHUZoT@qZPiols8=_Q~io->`=th>&U8ANKb@%x}`qGN!u}rju?-bC-u}o>(DuaBo$S z!8Tn)8L$UbOar&>+R3pwAc;CMohnW2Qj>3SCF=egAIk-{^KV_&e^`%E;v>H~HX*Ft z5{xS|g3}7>*kxs~C$W^&Oe3`WWaH@OqLLfZZoW`%-32VzxBRJBfyV}isNGg|f+2o;aPRssWg;cVl{o8vK|qVH}rwi~#> zYeaM=lsqALmw{MXTM8&UUA5E!_yfEO8Qg1Jv6 zmmpRGUcrD6^d(e?5i}A?-mBSHp=yN>;qRqG^*HuBuGI!u_Lsb<$CIlsepcGx(^hT(dec7#RP7%mE)^TSKNn~ciqXT>N|YAB&9~-Opy$19(q*WaFAH8^(koO zcKUJEE)P+7!Nz5nTq=8{OU%HR81X0EKyJkbz0+;Q1m(7N$6w#8mo1D99h^7u!tPR? zOwP~xW+1v{LQI^imN6oCNMWK&)aDGR!2!sNzaySw|G@4XOHCCer94PHzwT zXsqu#$Dd^|YxmMhPSCUf-vn6Hj&q6RBcGH_rF=yDYf?CN$Oxb8<$&1skunA)le8aK zn%?#-NtT(<(+X=ttGLv;KaRsZ2u*&x54~T&7B9-sAI-Bvn&l=XuhK~bBet@*1kIoO zA#WiU&D}coJD8TIKBIfWFbleS4QnB~RCjva@AHKgQ1Q7<3CB>Qd}ZtFY~doW*6Qab z3E`;W@#D0`42VBC0)n;stwl60St{xF zOp;T-n0UwvIIx<2e|9tYR~x))M}S5Za9DZo{AR2IZ@Oai%w7=XPsL zNfP0poMe;w=y;N2xM*QJ(qCXX3&}Hra)h)tzEu50LCo}MVoKii6NE_STFLB|@#Wu& z7u!|ygZj#lEjYV1vWX1_mo?M;%+bwlonM&-(oS;1L9_SF=Qb~8`fCMmle~$h;1)PMeLZ-~OLT0uuI$zh9B`@lEi~A^ff8P9^ z^=N3a{9UihhLJtYQeMvg>|y4GI^@ZWSVgn{TCD50m-qEIo_*^J+5NMNEillo9)Lv^ zjRr;NX~sGK@=RpS@N)S4T$Q#_HIK6jQk%7C61pSts6bjxpoQ1lmh%fq%V-WkvC7{x zUWS$kl6Y-I&d(X$V`1^DnRJ17`_MO!jZR;if(5pf$kDD^_kmzXLR7@zGvTV8aFi6M z1_CDPn?^W-v|_@vkpeTMo3{dpog_qSJ_fny5dP{M9cX30MQ-B1=y^l16B)St;|JLG zksh7h7UO9@&|9aBtF3jN!>%knIojwkNt{r`z)?)xi(b}qAw(FRZT{7vC0o~7jeARa z4?h0j+n4a*sdM&&Ubh5@LSO0jGIxH;sagy;8+l&ZbJe1eZH0y~Xy7er_^zl3;1m*E z0J?#o;d>B$K@=av3Xth!<6IdFDZDsJ9#!aQJ-l5$nbQ`aDamTECsyH@@-SDYyHLYm z@|5;rwY?YF1D(?-7K+(Ahi^h7|F#?uTfuZ!{NI^AlLA$#4Ad^AS806USENNKkh)T= zjbqg?H`0z|({6njN-B{9-|HnJC8!^X@`T+CS`v+z5hm-4u19U!K2PdkYNVDJwz~!MasR_f*rERuKR^rT7-D+F zAo~C}Y+vVCRaMdq^Tlq`aU(etlgaTv<)HxJqzH265vE-iAG`^_iX)q@@EI@Cx`|uhuL$qp48&^ z7ub|<=Mx?-UFHl%ttC{f`iuh-mx8_t{!FLrv=OTf5&O?4tZOpj0u4wU4iqAU3Qgb(EmCL9&c_BbtNFjC_0 z(o76S+#L2vOAw8Khr4ga=RHky#`rdd&4u1>G?vU-J2}oj-v_J^kD#tJYl@6NfNn>H zPj+#XiXN(&WFC>0#GIG|c_3wCuo$u7u?F4=veg`uQ3~;~mD@^^JYzD}wnc|=sDB;T z+84bh0x5e^Apx91BP$K8FC`xGeDv^4Nw>tcliojO=*30qxz(!YAA!p)jK zv2?pYp2Nlfh%Qy5TqL1$_Gc;Xqb>H0%I&0H?33rPe&9{`hh4b-;=Yi{znOr>b|d8Z z)Z@ozF)ZtDTKZ~tfRjIqU=EK#7kQ+z87R5MVIat>`nyqX>(%}J!3gS7I0jF8qu>`) z*{-5&WZX)vhr3TRBD#4IYU=x}!NxHZ8jL5k>Ckb+D!nHiOmCbKqEkanCzDfMs}4)# zXyS)BhV@|u5X0blbP+SNg|?G}p@pvbYvsV|{=&#JAY_b8xa66mk{*+=sMqy24H&!w z&%3SdR=SC`aHv*zj8hQ!0Z>Be z<#!Rl1CnP`)X*aK03K-Sar{w*E~rtJ{A{Gk_m!2VMO(Ht{%fF7y#GBU*Z9pUZP(3m z{K354BD>z};zCeu{AjsZRayO46yKmF$p_K6QP$ukcU#6+M=|>8eS;r=Y$HbprNTbEU z(kKC&ilx=?M3%<0j}{Qq*Mh$+=0hC0I7Ptvh2Ak?xHicCsP0||Rv`K>3PeSlq-fNN zq(q-QE34Wco7GtwjrBioed<5aM^$hCvyBc^MbZ-!n@*~9(|d|aPj(1lSl*F6m*VrW zt>0hi6 zb`ZA)Ycw{6TwSBgwC#KprHoMu&-zX3s^NjVj-vB-e(fsvS3g27Mh>?I}#<^4{f zA;X@7s}q0vrk3($xiW9n>}V6!HF#7y=)Pc%MV|ub&J)dN>p;~5GCtZ^KXaBQ1N9%T z7``>}T3=UGwTw?NYkUG8S&PITln**u0x5f@u(` z-8UC}E6LE};zT!6xqRqJ&EgMAvj~A7EuVIDdbm<0^;ntq0O*dqOXk|W>Q2Ay^md|c zX4-VEqTFx}O9Ug@&OTT1v1>MQ>|Y^n?u_z)@KkHt`;H~l)8z0o@EM?RzMnsj6m4`*)H99_lK~>hfMCpUf`s2F*Wl{>-o%@ z6?)lB!D~m|fc>!Hq}%s`eJe8oo0y!fPFY%>e+1z zlK?$Nws{7=+@NQm0yPx9P*&rsK}Ykmq=KssU8kM=a`c2^FYGs2Z0mAK9d@?f>*v$s z`m_y3NjG+;RqAw26B(t2{W-2*Bu8^*)J1do1!v?P(Pr>oHz>%xwUPN1zRRQ_#i->$#bS%RXqLR;l#d^b#;8X&yzuYto;!G zZ&KX2hQrT5Dd|h5k9h>-^iDV-tD$C+W8Tm8hoSP@&DcL5kJ$jZ50kSC*i@xFPD=9E zw@+A>f+6HdG7xxwg}gqE1~V~qado*bLF%lxMA<(FeNSum7Mo+2%@e!kxiP%fT#zf* zL(CXnh<-Fzu`snS3t0{ywbFgFUS*7!e>Qa!t{otgtC>@dv~4ZF)3A5*Cgtm z=f4*~7C?#`mjKFYGC5vXRV**@9-47>imJZjQKxxFxNt0D8vJ>4&VR$DTENvjcklHJ=>+9FIte8%m`B`OM^3HHLb zmU&>hI=H>EV!%!S2ReE0@#f|gO351g#EjePirPp(nHMt}MSW=fiq`^k zojFAjt0iyLFl+SP3EO9yiz%GNWSg2N%fUX zRA&yFM_|2bE-*08e*A_cOu0@L}m+JnqT$Y zD_vcQ{5x`4Ph7!&Z7<>FgVpIY2)%2`AV)W{7LEa%&-``WH`D0i$J77CMq=uh8LWKV zv1aT4Dl^3AV~%{J*}x@&8Gk>j4L3PAzgQK5sd3WzadL@c`jmLL=mT7?%-(%r(}^=3 zQA4BFkpwPBPJUycc`Q?d9M4U~?bXSx-MHsib9f5STp~ez*-NHkn-_9&y;+QbfuRHd zlt?RjT6SmAz0!FA`DK}`^>w1yiLCk?6`pxb ze_^zR0R11S8vyMi1qB^{)3TkT&6e=&X0 zK>n5kOM9o$)uAKr0kn(*By_sKW^Pk$Fs6+v$=LFXhR5>pKt^%Zjmw+u&36U++(I(o z3TYH1Mg|HJ1T?t!WoWF4B);kFJh*)>1>6C4U^fMRlolSh?3OuQ6`p46?l`Bf2-T?+ z2$7Z2gHQ>CR8(J3|G?FjHuCRQDd&brzbeMnVSPoC7@xH3^m_#}U%qGsgk0o-`Rbpm zOKOkJMZ{A-w?(|L1~wqyPkv7Cv^lM(eN$royQ^EC%}U#htH#a_rP(>~Cy%F%p|tyO zYC@#7$;!;`M1)~aKIIAcZ|vErjm(T=zHu(GKW7KW>yx4ew0~kk{I4tC==%ue7E2lxeWW}k`fad77MN9MnBpX3Ob0Vp6rYGxGUkL!#K+$#{0H%WqoMo8aU4+V z=96`k+F)`l=r2b^tA^rFTGPzd-lSW=v?yCEJw(i7nSmZYmQd<^BuE^LY0<8QNo6UC z-s$w?GwmfON4~;Vq$1PRYANT^AndmNUi9`cSjxMGJGfU}x25WX>%5obS<-Jh7BhlJ zzJ_`^Q6srjU#^7t+hqTuj+ft~sqhq@KI zW`$SyG96UK@Ln+NXOY6;97^Nh1bY%X@zZ{hPzlX(4mK%jrR)vi|0@x#+u}(2LSih` zsR1);)K(W3b8^HFh3UDn?VCj7F4&kiA~h1yHnKlTUFQG)1<@`$3;y+Q5w!_c6=Hz2eJ^udZojT-y&X4>PW^s|TJ zF9mwHT1?WN&fyRsW2C%xIMR=E&LGDUQC6pUi9^JUWe+Ks;Xs{oB{|s@223-#Jr1&HH>s-XNVtQrYQ#I^9fQk1X9q0@q3} z6LnA9MF@!gfQdFD_JCpBjLtY0NusfsdP{%-uCbfudZyUjYO(*<3mO@(j)9~JA-SEE z!{KjTt&L`N`_pl|ZJDDVOYv>)wp4d2gasK~c+@i&JfJC$zxueq{;Pe3+ z_Fd2kO`ON%IVFtswNmi;{lP&h>g%rpD;n~U#F@KH26^d7lm>ln|DRYaGlk@SaR!nS z+#(L7kiCiT17K{gc)Z#|2-3Q!g>RZBUM1*Akgt;jm;pLSKs;|&C6Zir<7-8BGi#*F zg?W_iC0kld0Ob7h&{Q-z)~z9=Wtd`h-2@P-V}DlC;)hr>O!5jWO1VtNJ^GTbVR?@8n!;pK$8+Q90g#yKV@ubI zu}(l_3F+{1BLX+{t${CwwNSDBi69Vxg2Xq0?Bt%d$v%H8U{bVi-=H|{Qlp1HDjZZO zXK1P2|3^%F;1r^o#e+eLq!XUS!{M(kQ^do)G~{YDO)2EMD!rIK>_cCsmqDdCb@)_hUe32VPY*-6lk(jgET+|XQa53g~O*CBhJE#HT^JzQa;_EWP zKJyq5c*3)Uy!L^o_|u635(#{tfB$!E!K`0vCe3?aMd}!%D2+X&)dK23_SAPF=_6uD z(1K)+y3TW;`~4lFyj4?GX@{Qd`P*k+frYoS#Im}PDY31BV5u$}c?o5W=qz0~ zn)&Rhy8{;rBQSM&s7_FgJq)y zShi5w282>f% zgeh>2g-pbNktXPObUxS#Nml4vw~(g9fFK3V{j=+>W#(IJx17A(0i(@PVdVLF?h|gC zXH|Hmr`FxzXWEu5E$mjWmGda?`Qb=Ew6tx~nl6bYVzUx>pbZsWwCIB3Rwz&TLHAQv^IRt##d$nd-ew{V z?nodVT1gQ46O$$k4zEx~w_jmtF)*YeUO;%vY-0CR(EU_JX2JieU=>@^P%S}1!#Urw zJEas!!)!zp8_+zTP2_$NjsOzupV$>}>*^I=_`>JmO6x%C(MkIASLiUleM)R>zv&@l z8lKP`&)aEzPz{kYf@j%xe+3WOyLL#spaM6D=7*^S|YYwy^nnGMBkBj)%+9%%q{V6*Uh!v zQ&o_ltFlJ6bP+>Mi#aQ{B@p|6)S9K%rswFBz4zb_jzK=Nbl9gi*#9rWvx^VK0+aL5 z6V-C;EwT<7j=QXcta7J9M(%glZu;7#%o-5j@x2bUH(vrFr}Js$V#^I$=AtDBEZIf7 z99@Ggc0!aHo3bMFw3*cJTVG^aJ{>KyIMr$vu`Bu6&U1y=<#uIe;Im@$r*8NZyu$+ zoH{7zv9w+%lczq=$9lQ>;Z<^8blPfK3Lg zE(53@fW2>Y+z<YjgdmvD(_RJEQ?&_hJ_fvvQMpbq44M<-bS%hb z6|YT*!Q!(<@s7u^e!h)E_=U8>SZ)Gkpu z#qZ6Gf{wiY2*Fqe)bGx|MXJt=2pQ%3+nRUjleVz&zvLD^TD!VkEx``Yo0_Zt_0ERX z*xZp;V~KL)-kXu>b*d|SY+TJi<876nL0@o*k6ax4mtZSR5^0k)25JKA9vvqEwFiy? z=S~FoF zZ~BtmB4tn^F*J|QSPhzGW`gFlR`0F1F6G$*zQ5%RPBLtnuUge`c{vhc&D8Mo3rC~A z@myld^uMwXRV;J0RJ40;YGnmZ2qrID7@7k+LSigwQq>3)a`Iz45TQ3)$-&QY`I_%&C)qK9(4RZy z(+h9G3b)d|$oLnSV-n}PN%qV~%@}6y4pnhBE}ObIK3F1(R{C`4cp+;-TAI%+Z>Yz# zf3~OHlm(oHD)qSgd1|o0v2pyP@aQM(kNN?}p#S6LfLW;vGq$7+j3_1gO+C!Id`m)> zXE-CwCY}vBbR6p~zb(h1I&Q+D!`0fz+A+uzia&3v>3Lou4Uw2yoS&Ks*8KSwzEzM| zoGGFIQPA2!pEUwHq0f)+iTbun8<8dkZumfMuQK5K=ZS`rb>%WUVUN{0PQ2F|--W-E zzEg*rUari~?J=C2&|q1=Z2qdkx88!J$+!^UgtTgBFp5}L)m2bDJf>5dOJXWR;?j?2|5~{LoD%y(7DTb8m6Z}vhI!h z^&C*C+1X*ZpQ)(Fyf5^3Fu?yBR*)5DKof5@;D7Y?lNaW0gD(w>D87B4KpPxx9BQ8m zs^m=lUIe7)5NP4$rP+h5$S&w(0Umy9NwkuZZFB-Qz+5PWr(XAMO)YY*RI zO4RZc?lVs?LDwo0GrJNx%TIwTCnr|oXS*X`jGCAPjecV^IwWXdtNM3C#>2u!!Ula- zst*Q|=m-~K%+gf}+09)YW?{G`oLEesG{ZMT;SB4tEiibR$ZWSoov4N)*pF$kk;RB_ z&&?#I6n*q7S#V)Wkz&K<6h;we@1=bKO1wn^^!`_-nZDXDY+;8$sPXykIo3{-qN`gw zq=Ukt`&U$=c0+C-LWicdJyX$3^H!6IRzZw-B9l@#e-foU$kV6Gx$f3)BiDX^P z?F0bI_(PS^->O-rPFS-}0-8B|&>-P46E~%pYlW5_JlD)XC$~i8mzm+Az!vsXQQ;R! zN=zWTk!u6Rlom->q1#Cp`CH?6#4g!1n_-*mkAiVgdsit@F6k|T7E9!)y;=E5Z%1t3 zB#*eSne4ILUE3c>G0;I6{h3?yVODu}I-CkP;vAV`)q{U3rva9d$-YVo`Z~eS1_$44 zt3TSasvHD>gFv(@r>%ZTeb`W4xy~d#X0iC8jX-}sbxMbQr#`Q3F9;Sxjah8b8HVFI zA?f_Jq5OyX3xqF#OKqf$ui{~CNM1+dr62QZ2zI&|$AQ(_*!^93ue&;4UGb-xy0$U6 z|CCEZ-@vsN$TEJ(P~{ZYc<8VK9#z_>qi;6&lMktJ6Yd3}aQB#u@Zijs9Jw0ANd5X% zma*|*cn;}{KIYE+9w@;O;-LHb$q502ML9xYUy9K`V;*@+v;T{UNL|x#Sgb>5Rjz!AQ7GTN ze!bQ?$2rVG6vGw6EiTvOF06ZA1r2yo+= zfV!uq4yRnxS$uu1jd8p*8(k2iWTfiH3~aC{Ms@}1dp8Jxwb00TXI;JHb=;yzTJ!v^ z8@#+x<87z{pSvekfV^SzS#vZ|N{kU;)T|V}fO{($vGn^OeJdq>F{!9l#nn}RKZDxe zjIgw`xcnF+d%3?J#Ij5A2f@7q12xc})S# z2wz&vsYa@jukYqUP$`;*nY2ckB&9h*Lx6N_qsU~wtKp%=f)igE2JOv%;L)pTTd0m^ zM{e0=LbrWaQ`jT{Z=ZBI*;}S`ID2nOR7a%C({Q#RsUd{%>cfOc0|kgM3SdA@^jb(W zw#U9XUi;f&Rkc35`$?xFUd*?QnX^{I(`n(%TIrYh_$fh5-tTC*sIP&&R0o#l>*^@; z#vtGZ_RsBn2K07BEo?T3a-ynQc{6@K5YG^JmlKf_YlEHAA9zIF0X&$`LI*mg6N9PbGlQ?w+ zTs2YBN$37f&+JCMxyZ~nFDeyVKW-$X1vcV_IPEp=?I2&xy+DG8m{>Y6l2b_HgyeKR zUX6MyHa4;%@3j;X;w;LIbv8}YxQz7GKnUt)E~flAySSR`!nAqz@Nm&3XZn6ybQZnz z)}u<*Uv5`Hgwnr)Cd!yta_Bj2bhi7XK%1C#zcuGi*4Q^x0Av_YQox$OmmgY-0icq7 z+8<9ZRSU6sF;7>N9wQ}}u8X7DkyV8 zKv%$yK2}WWBG7(rI`og__k{WtDLX~7L5KCh2^)zLOy@`)ayeWz{N`!4Z_ejGBMuLz ztsHsI1ZvQ4<>_<20ZSNKw=32I{N6|KoI)?#1LxImeOHh;$cQ0{sjso{4!>h%q_FC= z%YGepLfasA@(&33T{6w~sMxHvQ!8RdkBmo(v8ero0I#V_Cf+~qp|;EslXE#o|AEAsn`0M_^Refeb2B@GJN#!)g!kIW|sI`?6j4>;i^g^|U!9Ce=JwkY;N@)Z$C5=VV zVI;ljmFevWcN>+SWc4t9eS3v4O@QcFqsfdIoaihC9ztX%$X@*gBIRnP`?Q=0YyvUPH=37o!^)N7 z?1JnM(`mqqa2HmljYMdoQEf{6(41BU2Xr$R$PfVHn)nyO znG|HE?$KzHXvg1Fwh53*P%0}YLNNf9aDn-pJUiNmLu^E1VYW$ySupUZS`l{XjsDB8 z*)M6qR=LwdL+73_*3YCtZ}e1p3-XA~$`jg>nO*Fuh#9Rz8duKF^ZK_4vJX$b85_Nj zSQS;`o~ne-hp?qOlBe@{>L*SJt*$OTH`8iBr23!M-YO`sU~3zEaSae4xJz&+xCIRk z2^!qp-Q6v?1_%TQ?k>SyLvZ)t8X)L2=R4nDb2C*_Q?oC)c-hjs_v&T6*7JOx{9RX8 zk(LS2sCc+x{}{2v^5&%eYiut-0{spIYQ~_c-r;aHAQT7Lk>*2aW|W1OdMWOl^=Ti- z8R1n$NKJvFSAY`~XI1%UY)PHD&W>pzyL5zTK98BHC! za-pR*k&y8V$GFu;K=pyZ>n)S#Y{(bduiDiU4^yer*`Ogst-2Hyw|iO4&32OA0B}Ru z!Uo-hXME5~@K-g-v+8~8@5Wp%zjzz^7Gor=SqJ+w4{hTFN27_`?r&p0c)#(qH;{^j z)u@K(ooBGo@ypSr|8-r@7N!ku8IV2n!H_TJ8Y$C0r9+hDrkG6+**L7@UHCm4+l}Pd z_)bL4!kP84PWmDiL1oJ@ZcljmWJ5`T`kWB}5M_wPq4tgJ30(;M(p~lwv#_h(5VC7D zn{yJzdUN&=0BFFiN|XM**wH|o&vjCqKs%3|&MeJpSj=l6)ITHv#2jr4sVQIavzukM zR%~4{^WeUsh@*vzjcZIsM%>0ED1Te|6{Gr9mH{uluS=vCyLY9qDm0VfmANeCo*8@N z90RvYek+re>JVPfD$|OG?M(A#ITiAJYr#^|rodhb{0{ez%UbQ_ImD^AWov+{drz~@2^h6<)SC232yKn9C zLtRm^MNW;1=@n!zpsMeqfny(iB=a~##)w=x)idbxMc z<(n+Lsdi^sY1X~vfC6POH{7ZfX6!3S<1<@ z&vEtMQ``FekL>qy^G`|95=E0kW7Wy`rb_xcy`d^c2-~1|HWB=@xRMyRGK+cRC_jy#WPe zjXr$J=7A$h?q!{LwO1>UsuCL}48gGA&M&k_Y*sJ>9Aa@jEFE;079nrSFkxRm?&aaM zuwxUHq*w)*kZ9GF>dKJ?cu23Ax>4R|DpEwq_DpPSj`D&2;_hnBYnwy5QpOPpbyEY0 zv4{~F4DrX8Rt`p(UHzJ9HqZ)LHSnnQp=cu2+1D-;-Db>IZdAfv?{jUi^xN9RHqb%= zGZ{FCBO_Z`6q}O~m&~X?^mZhiVxxu89L7fS9Nrpqn$`H7YOkfcd4Gc{E&reth-c;S z$|bF;{QT#u(gd1svVw%_jos92!13KE4$t=*igG7-A3;t{^99s~X2k_m`tz%QR(l=0 z)0zN<##Y6?CW|Sd-CoZJzceFf%TWCpb&<%fwtRBi5A=)R8R0;c;vGNDZ8dC5|EQ{T zqhY3-FdWP`G!)Xln%5BJ>a8un&~_;u(wx4j!>aVR#u1HVscUm?aGyGIT4+(&F^nKo z32gG)xmMrIZtxX1bXp9=fEh;}qqM;ia|A^$=ij3jl%P2-*s{(f zYT{Brl}u<7NY}xcZzz0~N<;Z!TVsc~Z#pd%@0TOy`S+9pM=lNB<x|?c934M;=b25zmUQBuIB!|REAGD4LZJ2)xOzg|6%RhX_27JCtw6ZGMB8%idDrxRe0XNnk#zLb+6C}*2jr061M9GUF4}JhKEs^1w zELnl_tyl+V_=9=jvi0}A3?VGoCU5?cmbVbjkT^)Vn1lmvF~}4>?PdkBg}Q(2Pv3xW zmDx&I#fw}i{Gqr=-|*jJ+rF-02b}AGIy8j}i@pD4H_2F{9#J|(qxMc_WG}v%T( zv;#NAKDK~RF0TM888X~#az5bkSbsNH$t@)8?2ZjS(V=Sv{htJYWOU+nfGJ@68hC3J z`X0P{X|MWi3~LsMN>N~_YM4oP@ia!ZnL1&)8*JMaZUq33h`9N$+cuXT0y!y~PA8m- zwy7Wp4>omcxDwMzkRY*8Pj{A+yg;FZ>VE=~w*)v&4=Dxxrz2>NZ~;4-gWAo-tyIbu z%vphH_=DenEsC!YUFPb`(NA}P2GHnhS99KtUt z{B9=r>f&2>T)68gxmDM5z|W9xRW}0Nr9jjNC_Z4*Cki>oyv1aAs|!U72yf+V>g1FQ zlr4tS%UHxe(cxS&3OD&Z$uCCrPPQ8ANKH8+rf(?FL8suiJF{ec?dm(n03}kNXaAXA zRs8KO;N3H#4Zn{hXEoj5LS~vnz2-D}ESU{i8~HZB{j(=c7KR9l0=#j`*LyPqvgV`>zB+J9=BznpL}SqZXWy2 z{j1BfB!2A}AL_TBH*Sc2F!~tygCB6mm}`LMuO{(c**b3=iErO$h5&W%tTf?XO4lJM zKm+Wa{l(w@C7dugh!}|Ql_SC2t-q;?lyBZX@!IV*mOf#PFeciHKcx)dkyJ!+zX~*8 zp4<1$>%4!)eiB6SWvVMD)5EA{s9 zNK2K{#VaJ-_XO6u^@{<-PMf_gsF$h--Yn@)?~}|Xyk_m$cW(=*An@^v=F%_Kao6?4 zq5dkdCb`)i?d5V-)LL`B6nj@LTpQav-CzUKWuO^3`La8`T`p0;=1mSh67(=q#>3Ij z{aN>RROp8;$iqlag@C%Y@+35xY@R=_I8^-Ilw{X~!W;HqB8*Hh)Z2n|1MD=@(U&|N zSEwYdXJix+oSl%0MX41~#ft6BoDK~u!&&ulyI(^K)pR1LZFG`Ln*S(Rv7AK}L!SDJ z^oN(O$i0EU`QK{|#wPEap1;{`Ihyy@j8%|6&SEWC98fX!_J7AU0OS z1oW=lYUAife_nc%FJt#luZ`wHE832CaeoN;)Ba7SH|y{>VnAt;+w%HNW2m|Ka$$qos89WJL_lYn2^^=}@sIPF{1grn`8mV~I5$MQ7|}$aYio5mgyf(eFt@e<)N1`flV` z1xs|O{n2LGV>@nDc+O~+lTF#H3TWi_iF0s2>5Q_qoQ<9<)@YwYd-LY2E3g1>pCO>e z)h3#|OG~~=G?F`fR#D5a^z`NYVWPrB{$93XCpWLeeLIAWiX#e5y}#WYchS0h)JbOy zG8XARv74HrqLAmUGCs9(BGx!&_frG#e!RI_HURQwgCmzB&0Ef#-&db*yz9eKOjP;T z)TntUR+?H_L@Kt`BdQ2aUGIExhlL6hcOwI+A~7fZIeKjp6l}qYu~R@Qycz2g)X!B( z!@qEHdTvzJSfx4u5b45A*%6=$qOe>1O=!?SVlyf~t#3xlYjXNTOrRLf#cw+#WWYjM z#ipQ1-oc=!f2|9+>!9?_rqW|t6~^4^dL3*fr8y&>$(yH@XJ+_>w5}Sml{spz>>wDS zx*ZV)=Q)nT*E;+-dP|DJR?K1>pt|aR4cteT?2*rR1t#^m{w7b?o@W}B!&ARq-G**{ zJ9wn{eiYH5tB-JL^r!~4F0p#Q%d|!!9_vbKk$~e)-TV=M6QYte4y$|$P}5gRjt(9Q zB9vA=O1|kO-;Dk!L8iW>tmAAa3S{te5HkbWT5GmGTXOoI!T_}^m%GU$Clk1`H^C;M z+cI6|+G^Q?yb(}glaO6?$%^`G;7BTQn&6c=x47oD-@onMDsD5l_kOTpF57@4{+OD*}YiG9BnMO;c!p>Sg3>sV(=>hm}nFx!M+b#iY zc!^#Iqi$v`|mwdbx)H<%8oflhm!(<6;BO#={Txsfy^%xxXNmCm44 zO4S$_*X0xWSUg|rUYV(_|BX&Eg&KLfL&2y**08}p4;jXr%qFhx|3jZa)yYYi$N}?t zI8e1cX|W&AXr6uE78KB_9$=H*w#cRi6p@oQ~m+el)(%AALm*$wJDM+{vhoVfmHN z);cUEA<|rk3=~S4BRk9`G?L!cz^7JR7^m>plX`(JxYbwgGNTEgk)mW6ce~W^|Jt^2nE*p@VmEGJ$P6rjoe+WMrw zGMkur|0SOwqU@gSUts3`NmC6p5%+@{H9DYGi7IW}F>w9~0fn;h%N^0mQwwydpkq@n zq1RFXEa8;Tc^5}Zvq4`8`7U*|aRWszh^)rj~}MKH^E((C&gjiYL#I^kyWZ_MH5 zT$S#hH##!8hjVI-E zTq*~2ib`kR7qamFKtL2*6`zn|NN%?0ImXmG#58PcB1@{0!7+@Fzlz+8%N~XDF~GV1 zKOMhy>zyx{1zST#TcGN^$>kIRh~2Tzoslu#aX2&&>TBv*B#Hz0b-va?j2#ZZ@}@x% z<3ae|@wq`)ZX7_{wBp27tNOy2!M$Aw_3x9#jdIlTD@lV(*|%GPE=}{7K&eU2U(R_- zX@3M1QL+L*K?sU!3|rnY{&qA3GqfOENBjMw9UV<)+W<8Ij)tiNSxVAt1~Of!0xf-= z;ijxtiXqitE=^%Jj>Zk4aWwT+iKDBju_~P-k&^RrHK%B~!UWyTVfp9W^6F7#31zv) zw4oR-M+eir7LYVR!^3OX1#AJ{$v_qddeU(0h-5v{8`FS!kg3Owhdo|+t9UcSTv{VC9N(nl_D2{3Z+ZTJB zD(q>pe5D0ae)doRK8co--d|f(cvf4)OjsQ5!u>vb$e+p{s<?lLZ|DU2w8h z!_DVS-ZX>+(DtscSi7~ISJ@M`LfC3QeKONTS_cDGEZjRI7+ zd37T9(lqdPBERR6VawtAt;7noU34zy-C*LaJDBA}y#)EYf{*4lzwVd{qPdXMjP&0W z*3M+SJG+%&k}dD#O;gf9jQ>Gug9v5~)F=D#Lor}KJ}Q*{mzNO$cR7b!g7o z%6?ciwq|5lt$GDZc=PrkM0HOAHyN~Vu;@`<#=5f@VZPI zo9B^u;9>fCba!+vD6B{=Ql6ghED#5Do0Hh72O{@tu~S_x#bZ2 z3TnOMr*!`*VlOL=SBYi3lT`LQ&-S$Q=U?6MNYUHZb4BCVxy=O}#{c@x;B_@5ko0#z z7K&QAL?06MF?&^T@q>WkA0H@$)ya~z-!g1+6Bi|pjZJryG{2taQkl$c_j@BaR$2xy zZUv#mvkvVyj)@nG`EgWj;T3$O0cA>V4Xt3so9L^I7K0jLgm^r18cCk6nV97h+5otj zp83?VCvUqcNB#3FA_<2lI~K&iw~djz1az-bf*aFNGmZsx@h#LS9j70gy}iXoV;Ki{ z!jv9=y-zW@^{$S=gmovDe>1hXK=vxSGtxfxp#2t^TSn>eFNwe=|5-k6K*`{@_iEWG z#S%UdDB2STRu{=__E14|Fjqfoz3#f#f=Kul0v-pJdMeaWvT9|9{b`{Xak|N5h*9-l z@8bt>$9X#4!cb=Xw(CX})pwS?&4dPkw;Fb6-ALQ-FkG0?w;Yc$G7UR&dx5t=1#V40K0RO zvpfmohdUi2bj>sqIi<0L39`ZMVTx`CSNkT6h!W-vD`geDl-GWAry(pu!4EBdjLu=l z&zv)jP>+FlmR-O%5zr-dJq8svXxTGNS>I=;R^kee$L77hzaly9ylF4dgUy-HR6sF< z#VEko?WFj{_IaZHfV+;PU{EO=g^{tazEq#3spN_^HR+J>#g{KeaoJ^9V%lA7OyM` zKUNvj<=&ww(iNNZRU)$enejl?PA_4q(cG(Uc*UZ2OH(%ON0I_Qbu#}q7S2)GOgSV{ z4!Rkpu(^yQ8CE&qk4!kt#5F3srqQiWLhqqDJuQQMrvV4WitTJW8b0ci({HQ|XP(^4 zz~QaG`@Y$CpbGDz1W3#mm{QKQ*H0qmqsn^IffGd*SdLZqlf3S2LaOgkAMeNQ^>z*} z*%npiC(yG)1`d0&ce$_&t(^3SYEbPaKZw6|p^;%~ODsw%a;tPF=M4;{rxA4aOuf6o z*()&k=z$Xr(*@NY$F|-gElZAw4wwWFt>u%*wG( zI^9GX#qTj-x4&!kz)w*R`E?xZbVl};bChEsmW$FNz!{k2Aar!T`#7n9)%u-^!w}At zzzelR#PbX#;6jupg)0dSyEj}QM5$8bb*><3{)%C#a1S9~0NiUYw49zyQc{UV*?ZAc z>6M6&C{p^bi#6ono9+Y+N?ZFr`Ph(LlklR4jRh-S1Ag8qk1z4iNE|z8^V)jd{J}ga z1KRMF2IhXU`p!|B>|`v{k+TiDCSPe04eS(Xd3VefmDtAdUHJdf3cKjja`zw`tcT9V z_@=e~goXUxHQQ3Mqv7+qqx7wqQ-Q>>p@b>Ac5a;;>{8#oNv=cJdon^w?R~ULMER0v z&{Eva)fV#ElmK7X=Iz2fE&@L}@d zjs5&0u(NisyML?dWCgTKO~BxliT=TYO>6Cd1kaC0IY}u%kIV5OTXD{D|8@I2;PqLb z4ZkYamZ;1$=vg93KqFTI5n2C@>5}BO1PL|T->71HiBKwKC0*N=sW|pSgDipR{DqTk zU$S-<7>oDKwRbDJc*~OR(VA0wYQ<3vuq7DCfxpzDZ$_coSg2)~fQ~9={6QE7W+)n+ zV~jpK8XhT;p=K)IGx2-s_6*qve^hVlW7w)Ud@%Xl^oJ{v5wZM6i)xr~?mjgM+w;b( zxpkezNc#9xBoRsZHYhiO&U zrUivYF>Mi0U5WTtLIN2H$6cJoo5)N3K0yc^t+TeZ7%rjlde=bx=Y# z@{wfNiG#!c)6-7o*fZg!nY9ooMKM`+Xd!W#eyXeyxUF;g>s58C!C$CmdOueTt>K#;4Z=$K8q>jz5N|tqy zfSMMAX*p6OIya`-H zI$@tAV51y+2vh^lB6Z&aljM#>-wo~qY~^z)uVpgVyUGXp)xShisYST9akw?8NBpxS zuGsSGc4YQD&wkP=Sp!AoQJtVXH5 zG3&HWP~siWkv)#*ekN5QgydApy1~viqv47xi%4c@YQ6u2ww!pN-k+_K{f2Ar?duqM zRDI=P4ty#(q8v8MpL&mHn3Z0V@9RV_hR=|pjrI6p#nJTPRvRMna^=XAf+t^Vh}mRDd{oNSB~49fa2<{n&YaBS5>0W>md_!#O%-`$LEHJ6<84e$_e_Za=tQdXjx1+ z_{#8)7^hDWlIgpBW?3iraPR$H*5N9Sj-#8(drU=L913gna!1=}@i>PiJWFDpdds!xGFkJH}R|LWVi_~yL9)N_q%Gdg~*Y(Q(C2<{=nN4@1at| z`92RDsE{~PTV3}JoBAJ`eD~)1zIR~&EQ{@xMauK(9!>SLJO3hI{Rj-alzzz1A9_OV z;Sn`-y>-JxY4X)Ht#x>h9;o*rfASlQQGLS@3Na4gsw7#Xps8O=?-lGe5qb5dS`R3= zbse8~|GCUjA!$bN0r-K7o=LAC59kM;FQ;D1pX1^Oyw>>U11eP%DF~Ks4_HDx+I0nP zmYv+6A8)Gto_z;vq7M!%UqJiQc%635Np**nggf!JG-8G+Q2qq^HMxG*+6YNS6B3tx zkqORl$saj8!zho*2Wc=--E0Kn-acv(2i};ro8+S5z$$KWbqcFikuF+hm@Vn>ES-p^ zeDbRkB~#S;{#pZ7H$M9pG=dBY(Vsv21Hc02t2x%=JwP$0V)$&&ZX^=(c-Qni2PG6S zIrA%6Q44N3no9ENxRUaPt%Qwtt#d%^dnjA09#Q=21B;V+!H0>yJ(;BmCUp?ZsHF)v zzhd=I?$&0;eYzbG-n=`klrl1+6j$!;k0EqevS~Ev34LX5ZjN^>CWjPAwqBFr?cUze zq(D=BD-IE=^K_-iXYyXSom(X#@;y!taGin?38uYET--C&AeRng|2k>GUF>L%VX^1=Yk$>c5uQtV?J8MoXM?#82$NpExCaS0Hxr zO>2*jKp}1&{^%|wCcWqDmG;Msh!iJ5S|)qTl!1@8gU>!|Q8*h^s4#o`Qv7h1LE#WhMx3_C>!lBhis~t2=^O|nDNH>mENz{TS;Uqv zuongY&^Q}|b4bkN@}AOBSTE%C{U_(wKU<9lSDFsi-=E+ zNC;Z}4O9CEG8xf>0~JP@o!|Aa_hX2)CF0n^8emm_VyK0J6pdRH)yf#Y^%vu@!E_+_ z_DLt74OQ+vQBG#4QBiBsPBZ>2im<*6ekfky2TkiIy5H>y;Widx&9Qgs&XP!uusHh; zi*g$5t(?XsE~*ZEXxZj*O_kF2kUt`|5+b#$H$I=61RsBn&{|Zc!)bE0$3)P=y?lQv z>0hvw&?681SBzroj7Hi~ANY$G z5h#_d!I)}Tb4YYI1y{5Ze4?v3?}T}#2;+vn{d?GDksNs%>Q;)`-CHP&?+`tZ&5p3I z8xQ-ol2Jx#q?u%l*1VREbh~H}MgWM~h%E4wQq)s-5XA zgBz#MxOokyg6_FF+^n0Y!T3TBXjDVOJ6^6fP()mB?Pz3FQT5|P2e!H@bXr-B`lF|W zup>n=CAP)gqwLsX#Ujq{e&k%ngd*>(0ga;jT=X+C{{7}oz^2q`z@WMP=3%Ng3aPiN zsGC>mOz`UJQA|lnS1a;GezmDG`LRUS{ubZcG95Zig>~0w9F{DRh5?Bt1 zT@Q^;NQ&VI&@-gHml2CUUW|GYgjW_X?D3w;5fdMZQvC6~+V|13uC8ufYwd1U!cUD+ zY)$G@Zg)2JK<|D&^>UAri83D=QJg@T)`~*SL9Mv*hg&WcLfK3AgC6ve&~k;7 zI{_{S&*)rcGUOM$A!HU*vd^3cSw&E2t;#n7YKc_uHSIWM()ew%PFjpx8V;mWuH{^D zYOlR(HDmr9xmZoS-`Ir7%cIR*JC<;5d82E0Wqg)2FPZO05JSn~IAM;R_;kmM-8PFE zVhFK{-ak4Lx3aSOeHa{}N#L~k!G*Kv#5nxt2)&p-&6Iy~jIQcZ>mG$tNOEJ3{37B36Zc^6;*`M~7U=DBFp3d^UG*4M|H3jQeN0lLd?QHV6V3K|?W39DosacIwF%YI zv@x5+19Kd%)Mv-lOkKun`Mme2`Y~*FZRhZ_6*`12t%ZeeRn*kzg-=)83EkFwxKo(4 zLRCxEbgmq3z1jKrLbK0Ysepf7G#wcmyZYU4OG9x%DcN|+M)U`L-x*b__K*K>?<%nbw>P;mnY${3=vikV-6bYLj8hmncQ5083owOdc> z-&NUBJagkkirY;X7j^8)XMTZs4P8TQI{NivIAysGkN3x)kkD%}|K?A~)h_Dh6g%?wH z5I<_2vVKk2mi|GJBfqqWR5vFYgn`&Q^9HrzO|a3UK8OW~F1D!B*!t`;KbVJ<=n3$t zUXy%nj8g5xmk~91kMUyDDtuWOFs7;|M>g19M7gM@{IWA*78_dv$vQ0vv$%}dq;K!a z3=!o5zL>+n026_d-C))jYF|qL_ z+C#|c;=K?xWPYbz)Q-CY21w^k$Bp1vOI{vD+xg}Hnm+(B2qTOE4P zrnR>%LBGiod8FtEh!ri~&ph{!Yt9*zuw{Ygy2+9We7c?s)E?x?%t55tRLcCD^uNT2 z6ip&&N*DYW5|Pg)R*I5LKGD}GtNlS-P&@thvw;ysk3@*OY~Ta79np}CxHq*JCp?^F ztF|15%zvg^5PHNgQqaGzv79sEH@Xza9v;2-fD4kU3D3(#s=073i2pur^sjyh?gyjH zoSet2Nv}UFAV+7&o?AA_`*K@`zv1dp(tgo!r%2)9lvUyVRh)+*G%YFkU3okgo(K~( zml)6*a`Q5jLu3)O<4&D4BP{{5%cu;F9A!K{9k?R;$OhKnvQ4Hj!{8Zfe_F)BhX61lkT}SCyRinCpMXd%U25bVZq?meM+R&z!#ZEwmZDXZMyk zPugJZvSp(fGd0FklQHKgaq6kSl7Mn5#NPZV%!Ak|Odt}?hJd5!70IoPUFF{I{`@mP zOaH&NJi`Q4S6M*yjahE%TzO{Zu_&h;bEo>44G5LbXX3daix#WmNf~&Z6a+ou%AMO6 z08^$P5vMPnDpEth$-7rTWQIC@p5H!ECJ9wkQlD-5O$@78uw}4iIvPhb{A=4dyR^9Q zkLmWWDZkfz#mVBCe$|rzR0QrF0f>|H{Ulsl#zk~-SOwlE;gvX~2 zJ)}R)oD$YjhGPn3a1+g1lTFlW1G-dXG;s2-x#%zG#t~RRyuoZ5T;E5v(bBxbxf! z9$~afBRrCm|6!9?Uff8fj?UKvZX*glJkU?vN;y{NlSmJH@Nl0v=d}YY&g&5USPB9r zp*4L7!FgJu9#s-fe1v>M5*9_nJe7ete{u07*56Q!dB*yj;c0@! zkXo8I;zVq;h|m|c)=w7I;`wAsx%x7FaJ&6fk=@34ZSV@Eqez-8h$70i87CdCrBC(B z#Mnk?+!UKS*sotxqmqUpDq+$O5_lG<=f$g~*$mV>4U<(T5x&C8q!+2=rg--Y(a#ID znBh)v6@{Obf`H@pm87^hQhwWH4rve+6h+>x(OG0@qGxb1E#eQnA|^!aVwrCb7FbV&2U=qM+{O<)xlmGjI6cl;E z|7W;BHaNkalt&$UU_Xgw%El%2Q!%wPMVs!LIVpS}(vp+4fmbXOaKJ*2c^j$(2XGqp z=DQk*2$ZqO5WB%CuPDKa{qI5h%>kMGe}?>W+yDDN{?BXw|2y*kSC0st5`yH#yRLUa z2|V3y-EJo;>NhSqthme>{5_aqO_$5}G5>x6V)8B0=UW8V)76;RShS>+l+9T!yS`W4 z%MgGG0cl+IWDvUhlmEphGb2MuQ?vMCd0_znLbyZQ{e0wFw&mU(%M7cxnxkN0vFm-x zR=ELGi^RfrQ*ojx++19nPxq(lzP>xj>Qx|o$l`H;-r3pFs5O0s!>s*dA?%p=^`Q0}6gr9k@j~0TC zj;tB=I*5S#H(Z~^tX+3~ba2ppIUyX!q}8x~w$TILE{)HHezr_A2;^Q&T8#!`4bC_F z$a92k7CEh#o0My#k9oZf_jArW8fpZ?6zi^0=T0G=#_Ss}H)$firzxO-uc9reYi!)Q zUb2(Y)WpyBJfH&skp2n)#c$SjzugFvx`$-xnaDg~#%8~7TAq^ZQ!|6hKRy=on zBI(1q%CMddCExLh3H7JPMXSneOZ*^R|J>6nUs9x1QK|Q!aRUadCDr!eW&& zR1?jA(gag$Hi7m};98La!mf<$akpQz1IFK6UM{bB-T3oSzM{A|Uhym6J5K~j^6_jz z!W!%2#rlhaR9$+nc3sUBlYc2%w()=s@>KF63y8t6s;cS*0;zW{BftH+zqXDJ)6eTg zt8+nfWGgU{j;gB3wyp5mE;FhZJ~t~xny%CG+(T~54q+D@OB@bNpX)x@T3f65nm)_P z1soPJj$FW?3y|qKjlCmZ>aArFx|$Tb=ng^I>F5wLS*Y}TwDQ;;P0uiKHpr_tb8~B4 zo}SLvoSm7Wp2&D7>w8o^kYpkiN0MAxQnEd#=O?&%YUG7hsc~l}Q2C#^koAJU2U1I? zuBtjDFE2mLeyy1I9;j40lf&6^koyvmlnkx09!j7-`{#Xo)`Ko}+DR*}rlvMnlaWE- z?BepRsEB5FVxh%_AxnV<3?!ei^v4eodHGijwkrgwMg>uBSAUd=guL-&Qy8Zh^;(?i z8tm3$pPqan))V6OPJ0SO{H~~Tx?aa$u8q861(c(`4{=XBnp_Um7!@tX6z6P_+@PYc|<8*g$&sFbBd2NrK zWY)|v^1}t;2#|gKC?_R_kfmTYcyV>*3{*i}_iN=c*Q5CW5OB+nhmA0|qR#2K5f2X! zPl8bG6(QF;;P>Ow^*)!7%Ml{>|2a0pn+pAFdiuN%S1)@0yr^Y)S$i3XWEz(Z0qpxu zfa?Q>C#ueAhnulz!lPPPr ze>L&4oG(EH2ySaF@f`Z@IZ5n%SwTVNxU>;{QB=a!%uMpiryOjsR8$MK+b0 zI3%B1u&p6hr?TUY-qF#Kvrh>EbjCXc^6yET&V0$-*p|n~#~@`&8bX<8&d0|$IX@pB z9gX^u)_Hx2G;htts8I!Jbvso9GC2Ol(gLz1@S0Jx23EHc*X#O7d6A;Y&(+x(;$M>u zzB!lOYBacb^eaF2rt4A85P7x_8!I%`ZSCFt{nXOZ2p5TgR)cj{54v!4>q!d=Slm9p zk8v3_Aem!@SDFoGhAop;3`-o<&Tej7?Ki7E3DmM=(jR{xF9_4A0<%vi!BQz>W=5ls zBUGM=5-6EEveP}B%rFJa=ikG*L$t8C!n{1_Ff?LhIvwvnljIE^&`5O>_Rj+DXJpZm zlpt-Dd_12W(X->Yaoo7pKclYqDu0S+`*9%~m|veM)7o!URjk{!(D&6bQsYHAzL8*q z0e9`TpWFVl{YH1vtV%Eu;oj`Rk) z$-+0WurpvH44)qU^*A13XM!aGY{=r`XKY;D{IW7ske!ko1=6=sg%ZhBeZW~&~1#7!%G(*Fk_B-`)F zBTLAK;Kk%5*%T?}#5OzaZ4L-OvAvjbAn^~tY)QDdysKzAC{ey0`8W+ss*;{w9B?)u zo&2Y5K{15fn+;30Vz#!-koA++)BeYswYY=?%-?f!FIGIq=Nca@-k-ENJ=b!KFX9e% zM8fbnOwChH=c|K&BlP$B+7RpsK>UH*kY8FVi=;M|@eV~(Q`6x%ib1Wcv$V1!k`y%6 zYjk+?K3(QK>jSR|cvdlmzxj32%#Z0t*wxB3plTPQm+XG(d?F%eVtR%3Rt^Fw(`rNm zC0-R3XbMGGFT;4zuyWY~_<(pgqy~M-$sO4LPT6*M9j%4z9)^@dCP)^)8`@H%9oV|b zKiRAD!+eFgy|VOSCp! z780)`wioO{fI}EIW7&7LKV5A(LofH0Pqo$uERbyXO{BKJvs!2F0%`ni%pj#XlDmWG z`EWjP-i1KA{=4`SFpabf3_UU2tKnL9?W&)4?~~PayJ{zdqJX24+tx+|gp2gWrToVT zL=Aw!4P@~;+20>GZiNXyd^6Q?a^ko*3*>V>!oy+FEo(iQ@O$DoI6Q>vZDcuFZpH$J zxF=iC>q~NSh@J0crn$BC?<=1c)~Q7-|H9jd#WKy>v&|?L=(ENfz2`f1PHt|nCdq|` zNnfa%U--Dc7Zg|kgSLF(DOQQSB1!IP7d$(L%t+=2YX r|Aq~i1Wx}AbpF4EFaJ+L!0|IoaEKYtU;G{d2sorA6vQh;^#lJeXpk>J diff --git a/docs/_static/meta-models/grouped-dummy-model.png b/docs/_static/meta-models/grouped-dummy-model.png index 67ccbfd13f7c0e1671245c5dd8c4a175f241751d..cfba93eb1332c59ee0503f64fdc11e0faca75bc6 100644 GIT binary patch delta 45 zcmex4gZbwS<_T^JmU@Od3K=CO1;tkS`nicE1v&X8Ihjd%`92PG*u`eo?yqWyyDn8`HuM0|0Y< B5j_9^ delta 45 zcmdnn&b+ssd4ijQg`R2PG*u`eo?x<>BgQOj1^{!* B5rzN& diff --git a/docs/_static/meta-models/grouped-transform.png b/docs/_static/meta-models/grouped-transform.png index 2fe8365708b5719d5754cc4e4c4fe520cb24294c..51a89213da36fa7f9f9539323f1871f459788730 100644 GIT binary patch delta 48 zcmccip8eW;_6cqZmU@Od3K=CO1;tkS`nicE1v&X8Ihjd%`9#sk-container-id-3 {color: black;}#sk-container-id-3 pre{padding: 0;}#sk-container-id-3 div.sk-toggleable {background-color: white;}#sk-container-id-3 label.sk-toggleable__label {cursor: pointer;display: block;width: 100%;margin-bottom: 0;padding: 0.3em;box-sizing: border-box;text-align: center;}#sk-container-id-3 label.sk-toggleable__label-arrow:before {content: "â–¸";float: left;margin-right: 0.25em;color: #696969;}#sk-container-id-3 label.sk-toggleable__label-arrow:hover:before {color: black;}#sk-container-id-3 div.sk-estimator:hover label.sk-toggleable__label-arrow:before {color: black;}#sk-container-id-3 div.sk-toggleable__content {max-height: 0;max-width: 0;overflow: hidden;text-align: left;background-color: #f0f8ff;}#sk-container-id-3 div.sk-toggleable__content pre {margin: 0.2em;color: black;border-radius: 0.25em;background-color: #f0f8ff;}#sk-container-id-3 input.sk-toggleable__control:checked~div.sk-toggleable__content {max-height: 200px;max-width: 100%;overflow: auto;}#sk-container-id-3 input.sk-toggleable__control:checked~label.sk-toggleable__label-arrow:before {content: "â–¾";}#sk-container-id-3 div.sk-estimator input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-label input.sk-toggleable__control:checked~label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 input.sk-hidden--visually {border: 0;clip: rect(1px 1px 1px 1px);clip: rect(1px, 1px, 1px, 1px);height: 1px;margin: -1px;overflow: hidden;padding: 0;position: absolute;width: 1px;}#sk-container-id-3 div.sk-estimator {font-family: monospace;background-color: #f0f8ff;border: 1px dotted black;border-radius: 0.25em;box-sizing: border-box;margin-bottom: 0.5em;}#sk-container-id-3 div.sk-estimator:hover {background-color: #d4ebff;}#sk-container-id-3 div.sk-parallel-item::after {content: "";width: 100%;border-bottom: 1px solid gray;flex-grow: 1;}#sk-container-id-3 div.sk-label:hover label.sk-toggleable__label {background-color: #d4ebff;}#sk-container-id-3 div.sk-serial::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: 0;}#sk-container-id-3 div.sk-serial {display: flex;flex-direction: column;align-items: center;background-color: white;padding-right: 0.2em;padding-left: 0.2em;position: relative;}#sk-container-id-3 div.sk-item {position: relative;z-index: 1;}#sk-container-id-3 div.sk-parallel {display: flex;align-items: stretch;justify-content: center;background-color: white;position: relative;}#sk-container-id-3 div.sk-item::before, #sk-container-id-3 div.sk-parallel-item::before {content: "";position: absolute;border-left: 1px solid gray;box-sizing: border-box;top: 0;bottom: 0;left: 50%;z-index: -1;}#sk-container-id-3 div.sk-parallel-item {display: flex;flex-direction: column;z-index: 1;position: relative;background-color: white;}#sk-container-id-3 div.sk-parallel-item:first-child::after {align-self: flex-end;width: 50%;}#sk-container-id-3 div.sk-parallel-item:last-child::after {align-self: flex-start;width: 50%;}#sk-container-id-3 div.sk-parallel-item:only-child::after {width: 0;}#sk-container-id-3 div.sk-dashed-wrapped {border: 1px dashed gray;margin: 0 0.4em 0.5em 0.4em;box-sizing: border-box;padding-bottom: 0.4em;background-color: white;}#sk-container-id-3 div.sk-label label {font-family: monospace;font-weight: bold;display: inline-block;line-height: 1.2em;}#sk-container-id-3 div.sk-label-container {text-align: center;}#sk-container-id-3 div.sk-container {/* jupyter's `normalize.less` sets `[hidden] { display: none; }` but bootstrap.min.css set `[hidden] { display: none !important; }` so we also need the `!important` here to be able to override the default hidden behavior on the sphinx rendered scikit-learn.org. See: https://github.com/scikit-learn/scikit-learn/issues/21755 */display: inline-block !important;position: relative;}#sk-container-id-3 div.sk-text-repr-fallback {display: none;}
LogisticRegression()
\ No newline at end of file diff --git a/docs/_static/meta-models/outlier-classifier.html b/docs/_static/meta-models/outlier-classifier.html index 263609f1..d9284d52 100644 --- a/docs/_static/meta-models/outlier-classifier.html +++ b/docs/_static/meta-models/outlier-classifier.html @@ -1,3 +1,407 @@ -
OutlierClassifier(model=IsolationForest(contamination=0.01, n_estimators=1000,
-                                        random_state=0))
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
\ No newline at end of file +
OutlierClassifier(model=IsolationForest(contamination=0.01, n_estimators=1000,
+                                        random_state=0))
In a Jupyter environment, please rerun this cell to show the HTML representation or trust the notebook.
On GitHub, the HTML representation is unable to render, please try loading this page with nbviewer.org.
\ No newline at end of file diff --git a/docs/_static/meta-models/skewed-data.png b/docs/_static/meta-models/skewed-data.png index 9219ec04193a6330207af00e194b47945b954a04..5531c9f80ddd4c026cf1b76cac4a9ec583924e74 100644 GIT binary patch literal 67675 zcmeFYWmJ?=+crFe5(-EtDkUH--Hmh!0#ee_(%lRtNOz}FA}QS|ARvtl9nuUn#L)0< zyzl4x*8A)G^Zb0*g2ga1>$>)}_dbvFJdfkpp>LIBaIl|aLm&_wIax_n2n5v+0zp~A zybs>t9-UhSfB2oHw4BxK%$(hf98Do_jGXPQ?VPPGKfG`?b#$_{v*l#rXJLQ!!ou0v z-bsL!)#m^G0*jraIqUedJxXv9EPGjPCkO=3=&{Y?W-AR{QujJjf~Y6X?Uf-u;kESZ$&F_jPYFHsrCC3XznGP{jXz z^?&E!|9>AejaU5&ugnh_-L^=33(HTP;I=(>bbHw<@qirIb{_ z%atmE9MEqy=2cXD1z-Q3GWh(huG07X{uf^L7^Ag^g<(raK9^EeB}nJBv)x+$PY{sul9NDMFZY`G zGKZ4Lga5@yzr#i>%F;rM*Ew?5u3@)!_Pyu-L`-t4=xb#_}{{(BiW za$?90qL*T4rY2m+wjn=11YBy&na0v0y;WlNjG2h0?%0AzioYXO#}m>U|L5b{Cu04j zvZg(%7cZ7lGGW%pdcKPoMcTpL#s1|Yt4Z%H=fS*r>{;mjc@#g(URJg<&mgy>gg6(9=9Q_9JIu3&MDpE*oeHr@7GuWnrpR&sKf0%4=34pbJsPHD`un`_{hLcJ7~1rXa7t6uqUT>`WUk{WgX*KVKt5sU<(eN&GFWq=@)j z;AhS*TlhfdO8v)+imk>Kx6`<@&2>2mk24~EU17xhn!5437j@v`)x#}_1iJ-nx%aHm zSdbb$K_atunm=ed%WKvwvj2Y-;t@YEEg`&eV)IXw^4UoLDWrM1bKUR zSC$V1xokR$n3RvimsU33xGP#H;3=pG#l1(>0K9u$FRlD7fK!&|K9Uy*k8m1LB)R`K?UW19_D}PRi+pit>+(8i>6zM6(vUr zXJuF4i-}VODV2mt`4$PLFvp2%VW_y}{Z9SRU(=s|Elk}_m6QtZ>$?yq6}F;8)pnBb ztEs1v$pt}08hn?M_&;(`^_}se#{4>nVitUHH|H@Eh|Qi!LFkau8qLw9g2E{Um7RO*SH1v!k| z?Z%I&a0n&dr;l#p8wI|?M&PyT>{Yu~OP?+TRzmaZxCs1^& zE$}IPj`6*aJ71ccGd4FZdLl`BOY0Wo4Gj$y@RaXzI(QmH3Z$aGJ_R6|)A?F5Apt?> z-h7h>ytHnr#fvxF_rmi3_^SO_o}6u6$irs=$;rggA{X@h{QQzKGQ5YfciUej;r2=N z0@_mo0#v_wTf1rh{{o*3IVYOC-}u(gW%~;AVe$o!4YHmnG6ipM?|)PJpK;Vf?0=`Q zudc2_*c?}7^?gqMuy5F6E8c%kt-10HF|MVuY*>orU@%Z zeco)QDsCw-Rr)9n(`-NKnJ!cQ&CoUz^DE<%MUsP)Q?p-ZHz~|}b|-W*+_UxGB;|`o zlxcDjZrdQ6>|9Dec&x z5f(&H(lJMa``|A!Br)x^Rpf`{(bEYK$%XEsnNY z34Q5mtUVqflCr!fBzUEMmw>*%D$Q%oLoI@_9GcK>R4;vgpFGyd!SiZbTqCTJHq2a= z^RC#reeM4RCv%$U-X@VJ zeI?brgBz)HJOXk1#dO}IUbhF|zJL30oEMK7jb*cCRD*qF{wlZsJ&xZ5O`A7|CcxX? zf1uwFO@PKwY%JQFfokm!;;{B9nJXKrsU3y-dpU&AN4&cX@mGab*PBCyyF0JNr=@;% z$VtatGR*O+=wAZt&PD%p@9;P5R_3)Ue#f%E`(@VDr^?4`vfutCF9aWLRp_^~&v%7Y z_0z`?MgZ%~^C;a6IodDknK2#CdI5-3zW^V|KOpcB%z63v+0#!CpMlU+i3-{in-#)Q ziM5)G*a=>+L{07E=Oa^^as3$h7Uj!V`qI0OCI8dsIU5VFbt?RrrpLw8SfhdOJ+e5S%qgj zJYaMaVG4QpbUYnbm_WxphK@%kF|u>+L#J_Pg?mvnvlRc6iCZ~vS1!WJuBR^zd8{m+ zP~?2gm&qq(U=@Wy^5Pc+e0P-h2MfNI5ctIfaQI&D3`<8RsvaWL z77yld><<1i?;p(Q?XNh0({_=v{G5jJF5&jM3^$bz_f&sO?EH&rABAXHgneq?blL5s zi=3@Aic-ipw_u&w&HX30jd3HN4TsvcUIlca>h;cAyTUZILx0*<@m>g>YkzumYg`IP z*48vlSMjIj`I5oOnDSpT(O?uQ%v49K_&5G_xJ%Ku>@#JHkzarM{aOrNaNn= zlG%2al;5;@39@=|Q`}kF+1GO78+@n|*B+`;a@K4YZh*U!2M@oFA@HXz@AmL%Nhmew{??eGd@p&b`~|H&*hhdika= zQB~5S-l61-1^k`qJy^P|`*C$z^G-uco8OJBNN{}AMQ#yaSPVkotY^MB`7SS^%&_D# zheb$q*J$k2EH;Hm*}}v=cbM?`hZSbnd}U> zG9x~w<@lTid2%}7|1gsL8O-gj-!$moSJHrOlkIiAmEk=k$453KO+lS+J?0a3XaGPC zfYxaIko1lLzJU7?m3DjA~PKO#2c(r@YN$S{nbn|8(F}UB+OXfhIn|v)}i4 zv!?ToHkC4!v#z7ooFE4=Pc=aw{aGN8YTU_Frf$@9$@`#QnA07IC`pXMvy^Vq7f~w8r#1v+;GOuHT z;E4VGi}P6hs>3*Jup5=-u?L=dOg_@gae4W@*xLJe6=tnn6Ih!$V}Hb{iU0iZ*v?VO zl@l3-&`qL)gqUH4sNL0#V*DvWjzMlVK6HWxOAlA?dm;C2>6TLF*DHbmaWozE_QkaF zXJT3@qO|em#Nw91P-cM9{VJ)vKJ4MX+E{*FdrK>YZTYvG3pn@h=YKNI+fk&e)pO2O z$j4}QSnS=IO^ZO+xNXUz6KM(wVnN7oN!wAd+IsAL>{nnscyQoSJYFd1QqUqC?(%?l ztib0XOvss?62GR(qlss41w5{ry2_hg{asxzjM%p-W-haW?tJ2y1OmNeqgEEo^5Oj+ zh@`q-bJ>9a$xoYosdt-bs*fuY2!sAHIyY#(-gZ1~KK#SGA|dns^JeA5kb>R5)gril z;rFlD@zX!aSoLJejpiX!peRXCvZF5Zc}SP-r258a?bjl>X;Fs4`cR(@Lgs6zUGaJt_}2*1S*pqpyxT>_B(}9FQLW zXg(Rmb;g}qJb-sSZ$&XQLrmX~X;Xs-;_-g2@`qzBzXVx}8EG0~3 zTQlK$Q{gjjo7H@wt}(0w{k2g}Uutq%aGj8xai-%2cG6qU6$TeM7t<4VD6W;%<3E$e zQ2qS1e;wMIK^|P7Ve9-|lFn_-#v@vs`04B2tB3)mrfrfEn{@2aMu~ei8_@eWk;66iE(=yK8 zU!;wK@L$;I^9X)7z9*~?46n$C8y&CMg>RK9u6hPnD3%Hw@Yqh9?)4te$q%UAb)%$$ zwepgO;*#oE9F*C27AX?kSg;Q+=IZYlYIPJM zNwUpnD||{}V8_yEN(K25I$E}*JkAAR6Y>b3WXOh9e|8n-L!V2BW87EH^y80^GN__% zn=U2Fd`z&Zhe$i;%jesJ^L0XPhzF;Rf}6+-EuWvZcn}`>YKbS-q^S^w;FFREfrvo$ zm;7oO&~A7uo$ZB8KKk}Ob?|#xB?4~l)UdJ!FRIkwygX`~YVgHFkQp~@PRgBKTuyj3 zm(C1bM*DPM(4>djlJu1h8%QXMPp~(z;4m<}T1nT0QVB9g8xh{OpP@0HL-N(`P6Tfh z3jbVS?)ynAjSr(lrU<*uWGR|KZ-@Lth&Iuce(2<=giXDk0k6kLj)Te`F3Dq)59YMmm*c zwkPNeQBmzj!fseCy*^FU+U>x^ABe|#|fcd&YQDwv5PWiAgkO{xmRcR?LT zV`?1OC^7w+DzV93l5QpXx8n-+I>mhuz3!4$kJEoX9T{6I7+;a{mZkMNgEmScu9-TL zx!Cn!{hGqKjvq4B#C^|7iknx&MXIIuir)s`ir89GUe3%Bw|wyupI6w2CR9$Q^`$R; z`NBE5Wm9BZQ}z6_Aej&jcU{psV{z)hXM6?95_qDFiKZv!C8de#T-WgEv6;J&OE4}h zfN)PZQ!)&{&e}vV9QD;az<8mWOl^D_*ylJEGGpTk+adDHrTt}briCHeBAWh5l(n$Y z47z}#RH)?edW#ZG3=%&b)IIPQ`vwGe^Yv2Ul#Od%klhV${OepV0&?Qe?g7PgSN0Qf zXvZ6K{KX=iMv2~m%Y*VC4ZhcZS*`!dnjpW9AP($=!i~wZdj3_nRgw> z4&DE5Yu2A{6+d;BU!-lmC>VG%>~;@|v9lPf!3w#mbKXgn4cQCbnKi3U+~Ln-0uj@@ z){wX&@sB&<4W8*{t|J_53^F^1wM)`y%ROZb$`5(SEnFtzb-sp>!B;psjMc@shQucpNl~4 zT-kOD>6=RKKDE2)+pFb?Mqt0c0e)tVFq^3kU!N;7uQ%g{%Wsm(z)&)$Djh@M zB3@{(Jx={INxY-tX&)}_QzSPoG8lpJ&ZCMk(7>PAP}#WA&SSXpe}yNt@>VVQ*a(uf zB}JKqr(!I$Bt{O@eM#l=%%0FYk-v%l*WvU=>!e?}BS zKL`<{&6voW7G*Ol%sOAcm7T5#Et`3+=t$vs?Q4=e9*e)%o#19OrNes0siT;|d!i`) zhBT}}sinE`J7Y1v_(6C0xbEfYP*lK}R`Ge56YHt=D=W zKgW9RzTi0BIGErr{{rvvDEBnv0Jvr~W>u~L19|`aLAY6IJ8L^ky%o=}y|1NVZMqmG z<#JwpMV>5XzNcukKavXbP>kZlMj?o_jxYpSbHl(&}TF%mepI6AiBd`~bbi9`t zQlh|V86n_BueQfm*pcnF{U@tev?ZNY|Hl7XM=fS7rR5m!(1}b<+jed6Qp9W{xCN6k zuRW-Dvo^u3XD zr&AvTnEb+RGk?hy;!&Nk4eVg){cX7JhP$sJ-Q*V2r7Yfk)@eUmpf;#*3PfCCV5^ni zz_ZOT{ESp6g${;FuTHu?G&eIVHhYTazOML6ignlSI*P|l638d{U?~YcCun&&nBsrM zi;068_2D+&Oyt;RshMP`-I~41O@U+7hMM1{zwc*tY1=!m_WlMd?K(q3i2CG5z>>fm z&15AXk$G0HEGcEvs&%1A+PgneLEx{NKcUKxO6b`!PHrWeZndq0*MmAZs}aeam5qGl zPl@uza|?2hUka0QJ95L1ckdcAWIi-Hn>SE-Yd|!-ZmEK#TuOeb`h!a%v7Me2gzY;B zYEa?LTIREpdA@X%hz>UAc)Vuep-9%w@3d||{)U(R;{^Q$a(5t4F8&NCBqTn7_RUXZ znnF_|!6>koTtLnwjA=;sAj>oPCthvtDwnxMOn+D}Vd@2`G#DU9$(eEKto2j}qdb$< zsY%~Vi?#UEJ{*tK^J7v~!GWiX>`5#>BxQ?*sa)jl8yX-=`(xBF4h}-x4wku<5)CPo^7Y`lpNq*qOGamW`BQ(?lWZC&Ieha45ssc@GmqZ*aTh5Q-n4Mq6wXWdu zpah#I-=Nrp*RnFxQpPzDN38bWHf>gPeFO|4UJF!k*yq%+Dxj@#8@DwsJka zu=H_OlG&vnfl6DwJFM#s0`Ik&UzJ%K_%SoN+4nN3otrPylH$@`%ba{q{!=XI0vaRC zhd3{|7=JR`SE^6DZ*&aH&fDzxINQt-a`|9s$yaAqVX@8)M5=Yt^YbP}Ci-B7hb~nS z7Z{bhJ|cQ9HnX5ucO6Za$sUs}nkAv_a8FgZmitL_QX)L|kTC$RGp4CZ|eX zuTIE~d$H~00qFE2_?*~s>BxPDO;q%;szfrwYdZU=qQgduPNu0VC&PHC~X))%jH-#d**YJhlC}zPk%UflGG% z{MwEyZcwe;yb|Cb!|Pfl)TJK#`nL)l?AZ{RJU;BXrl2^S(42FlG#(;}+M6gUtK`?S@D0STqk1cHM{KhsPQ&*PE4o3>JZ%h%fW&IWL-G4mL-+ z?&md@9sSB@jf+pyRQvsYCDo3CZ#6{;z4Tg``PFZVaU=PM*D#OY50^SRD8%Y)=Ydcs zkeHZ=j?U#H8vfP2WX!p`1PY01MEhaR!ck%zU-coHh7$dzMXBqF=vYnA)O(-H3&lz1 zsn2B!Plj}rWZmDk1oS}WF`8D^AenQp_|XcdKOxKd4fAQ&&q-zKfi{z-R&P( zg>CcgX0o(&dBUr#ntpCCEe+ivP=Wkzv71}^{0`e_24=?G7fruhX15aZc4P%jDrx|;&I2>Sfj16quqt*9%yz~g zu1Q{n$7LqKJWJ9o>Z1oY#HM|H7qD zaBPbwhtqhwTHH#}xI67Ot@iU{Cs=G|9GZBA36il+_>*b(TG?YK2Aat*#=2g-bhem= zMdrNfkzcqXm)kv;zmuLM9`$GL8<*Dx`U$6>9`*n3MVZPbR4D(Z$c5r*4aNMnSoT}= zS2Q4vP%3s#|NK5T6ES0T%KcRJ=@Fn050+Lpo;pk#4%P1vCEe7fDQB1NW*uIWh#vjw zb!+%D^Z*;@r4a3e&3(2XRQSAwX|*^z%`>cgk^fg+JV^u*C`AX-@xA8eHpjGasjAPZMp;+;?S3 z9~=sJrqHndB^-r1uz{^E1!JM%(=&>pFO_rsmTEnZ78ic)l~rm~d357?U;Avb*FO-) zd@`t~p!88c&{(g|o_dA#JF^EDw1?x4aQaw0$Zf?)!?%N5x9H*_caOHJkK5|}NakoR zU_YKNQ}VKm&KKo`aO+lCc`X*j(AAa4ZQg}gBKYBQ7}NHtmo@Gi!k}QD1@F1|d-upZ ztEyEE;B96%*4Pv>8VgTg!eHCdGtqy!rZiK%d2_qYJ#Lfu&h`S$T$^0qrg3@PbQRx4 zqW&<;DKr$%e82YH1unejGv|G>!!y|a_2(0XT1Wt34-fnC@M7P^cj%~U^%!e5i)%aZ ztIAKZF8qG5xG=1Kn$erF|Ac*aep*(KM{9ZMug=hiwPqaj;QRI~#>q?Y{lOueOSv5a z8QqYl`YjvOPloj)`|=#%Rhk?(0r)SgqXl;0@X>O#8~;`jrkGm=1Ws}nZQFbn2HVks7GaY6=D1}C^)zcv%; z_~LJ}SFR`jSnTa*QDAoQKA(A5&~~XaICXVyzfgt#X_6LSo9Vl|d;hI$>9hSJ;>cCx zMpH64eCI0=y<}jzA zgHE#j@h@JeYPO;wEjsZG3?0o|AIBU{JIAs zy7t&O;_scIpHm#x^tyy~mA;YHBLMyM`Ch5^&zF+1@oDDAYkz1mFPw8`b6#e(o!c;e zT!^M#p?c~zYT;NJuGc~Fl+)f$^n#mLSnqNT+CAq|wuHAdyrsbBw*BmwY(9M?dP6lu z=b@N*G9QTdt+7J1__E9;Pi6+M%ID;qF^O>lBzV3m_?1Ow@TFb~@LY z+G725v38njiza++1yz24eRy&*{(CSEz)}O-LhrGWZS>=?mFk#WQWqfk@;wrA!jaO(PYe# z1wBf$G@UL(zaJ`=wEh9_$I(utol1u0hu`hY)BQ)|n^Q;AxrGI(6aK zf*kc*sZ1Uhjj+f(%-1a?CWT#nU$vR;6!T2anqDKfgW<1(?|?cmh7Njb9 zy@xPS-_%)tTQ9_W(Am-LxMFO)5zhQ}_DdS7sVcvIU0*#a_8lpfn{&bs%T{{rN-5EE zTBygHyS9|xCMqFk#DLor4@@qKW`v1rlb(g&=!>06djA?|HeBmkpnkDDySzL+=DqFB zioBHFAyRPH4VqoSy>b&*)%p6D>es+4F)9S!ao2nOPi1gGZU8caQ63)MrCsP1UfzaR zsLK|IrPfn@aq73uhrci`l-P^zhZ_b`!U{1^NZA`NrV+{10l08HutVL`*T8lvqR?iEmTX(&e@*1Z5XeeHGE# zXZ7oo%Jr{f6Ee5JhY;!eAA4G@2?Xkv|IX5}!>dFQh?8|d7xxSl)|MHXq}$Uf@;_ss zY2w-8PI?M&rPZsn*=2F$JnS2IWj}9VQv;L?MU^syH*I`RGV3*@-SjkL7}$%Z8a)eV z8-OM<9I4FR8d(4vv28wEq23#2r2*`l$$k=1d&6F3 z6krKBD;xg(Q#dK8!D$&J9b7-3+$@YkA!-N64!zS%*S@DPsNfE+s%w6esCk>xsu|J2 zE}Rok`=C)%`l2@cQ`&qT^xf{OD}vg{%jaD2Kx^c)TeuCi3U&l)&(=&EA?T-N=S?Tn zABN)=of88jG8BAzH|tMM1m55Cu=@0J65W zW<6EWaZ&~RD=TY%?2R;}5PYgKCZ!>Vq?oqAu;6igFDa7;w`3PfOu#0@Lk#{xFoGRh zNhf@yOF&#pMtlc1pbL$GiP6n8j@DVARy%!}{mb0>;mON=#g)Ed1DC-t%QR`g+0rUL z>k48p#`VCZMCTRpxko)r-Z{xFn0mR}nMUz6UsIe~;sANlsbMN3A8JN0chc{&YWn2I z;V@LI&LSSJ3xt;FuW4e{W$MuDuI{=wR4+N|7lxl#-6<94V|W&{k)SSHN((7uJ1n8x zSxnlNkK8)qqER@)Ow9{cLJ;IXL&8omOXLcTpu7sl7z zKHe^R<{K9+L?*m%F>t!hGr(<{yn&S$W6D43R+vKh$d1Chf4{DF0qp{om*M?GvHX+&8Cj{ub zsDan~00iH(2H(mxqS+jAePg*NwrVS}?`9gFka9=_oF6PYwGaJ>_1(WL4By;b+WlQo zzA9k?>b2yIyyOL=*o#BAuLEgzD>AR8U3mlKn|_EY^x*N|rxwQL;;bz78a1fu{(alx z!zAi+K=Nnuqf(Pe$>_7(??nAo9jvHVbMUAqt3-D+b8Y7ABl7v7gKt+RQpD@VYtMbnGXpns+TcoR{l@y@;r`HPPLdn4@^ddV zKPGw|P&rW#KNr8;!+LdL`U#OC&gR?+DVXzMfdGTU13Qs)@H^|0wZCwdHBWL%o&VB9 z=6SR}l8W`_m>%lW_L+ZisGPZY%nxmP)TvEJ)+n>lPk-UbP~%4-n;9usUk;BMvzn{< z$mJuHr49k4wT!PTC57k-j%#`#kTM+qpvCKPW5tv74tyC`SEHo0 zg8w$at4;dXPWfOm%*8%?zAN1y`iz1I6`zv2VfqF5Q z05ma=+y(O44dS`Tlmlofl?NpT5B4MpW?9m7vfB!fQI)T%nMGgZ5r&HGd-4Q53#Ggh zBNJyAyKS8e5gbnYB)r_ke>C4}y+|wg0vAwCwpB=dQ?r|sKTA`k>45x0xH-oZtA=5< zv#=le=evZI$n5P|B!W0|XgzUuy2?@%<+ZP_53DGUIjc*P6Pw>%^cGmJU09_gMe znS>q5pIsNX#i~|9y`GDY*PkKf20a%DlQdtbTD-u!^2a*B{WwYq8fW0V>Wm?XtwfJ) zLHXUfsize3f?KeNRCG-AdB2lYJjGSCiVSKvt0Zab{&uLWiQTuO4w_Mp$>$0^?HP9K zE8nJf_A3NIJA6Kf4G~1jnsh{%mdzRu@q61%2cBbGHX#X6-7lZc^F6t04k&LOkQq1Z z=yzl+c1Grxc9SRll-OU4s+kLm&c;h?Nl+5Ge9BE9_*+*nx;bsl^~Ta}km@?exAlS9 zD;qY55WF7&Af*zj^IYy)fCDjuHRpp|DSOrdU;t>%Dk>U%3U#f4^Lt{DS=iqCT59yN zUe%(*&u0=-t*&*m4M$bsx|e&~1f4!e4mxhU;4TK@s1Kl)3ObwiI2_XYZRS5E8to*l zbJnbM^V>sBnU0a=tM+t*YkJq?E3&sLg&%%aE^5Z>sTseO@2lp8QWimb1-Q{^yy|Fq z&(D?I^=~%i%)ijEqB4vU$~2x_YD5V?hSc&%U5;?TP+r)qSqPft;x&Fb;c3vkaWZLA z@e8W7HjzcG9Bj`OwNz)PawAD;j$!w?@w)U3dRDh7Q|x1Pa#&f9`iR=9&cm(=kTFh) z()i*rnUnTLz`uNPW(xG~rcI?#v$6WC)+3au3TqMwcVEvdJsl;ps6d`34z^UqsbZUB z%;6j=7tY1&_d(FNkW7qIX-?BzK`VoOK#VQr)O~AYhT&>)S=}>eJw^lUOx`%gSZfph z+>Etr-OBfpKY9Cuofqrq6**f;$nQqR$#~Ha)|K`#{DT^P=ll=7@7?qE>?yb+zN#PHtE^>M7eoRcPrDk|~-SnbSd8QOWTKlp+`QOc8 z7m|@wn6F1%gpc;|CJZG$T7`!eSPwuBvL8&zH=Btis4brzRNg14ITENo5x1xi{S(Z> zlv-!6-=*w0LZN7A0cqmhE&N^?R(378;>-u?`1V77D{T>To0iU*j^)>&tsv2widgG4rPqYl#iUFm0XMa7H1yJ684!ZOW$-)02Ni8XRLcxv zZh|+$w?7TYImt32jc9FRqOcX|4E~hvDvg*QtR!Es3g#SG=rTnfeZc~VrU3FuhHHu> zg%tmDMu@eki57rglo%CtV?aTG=-N*j`LRbs0+*Bh9PLK;!VOmN1Uf$Vi`QYX z88NwaO8^zHS!l%p+c69?8k>K$;O44Ce3E%CsHRgMwDU%zUou?Q+!vrb3eJU5fcIZv zC3TTBeu#@lB_t3u@)kN-KG#uQ2kq9kDeTR8S*hxHfH?) zX@0A0ZLtvujD)j8^za%J6O>gDeAxvt;e|V>gZ0Dp;THX$ZJH>R|iCDmupDL{G*xYEEHi|kmvO~}nhZJ+EB#B3Qh{T!et8&1JdsRK-C zDp6s_Mb{(o5L#9?kGd)M=W*HUzrK6iK6e873%SVYla1x)6;ZyjWw;hCrh(GSW{ zX+y6ZeZvYb9ii~#)Rfwg1qJOGy`RR(ZSQ7@HJ%nj?zs2|;}o=l+{vzbvjk5GAW9@u zR@8hpzrO7)%~tQcORbB~sIl_6$#T&u&X86yt?GFoD)hHsiKP^fA%16C54KWW>t2kQ z@QgZHXactCEXwAox4dXp)7G2*@JJs=_HZ+<0;`NEKAB&ppNy~NL=i@(yhvNHut?GjxiPsVj&JtOT znajoH`_>=N&U1R>eJHL(%thL%#u;Fv-Wj8a3q?P-^;z$vKMdnU^7D*~hVvSgmZ&vK zK1YmRbf-6LZ83!kRa`O9%+#j7HGBEt^A3)5OLf=dLFVC4yH$OIwJO@$BpLiWN*t%= zO{ijReitn|AsHeMd*=pC3L1#pTM*OndEShZ#*An)Wo7L*T5vkt)u7+v{&v1k_gYxv=;ywBCh$%l$gcEB(3?9 z7ksjqIyR8WWosMJ>xRfmz$6w{UhJO$uQI#6^`eAtN5w2DFuHnQMeQc%0hdL5a;$Ql zzaFNI^t|+1o5G#m&!xEibo{MMo2GIPQlf{aHMW(;=KYVz{>quPMqnaS(KEHOZ@`aO zD3jvWV`$%GPH&_OFS~}DH}lBIy4$xrV}C;ksF4O+1qOz}KFX3;gz0*P)rxelBxMrv zsHvNH?reb_pc123SRAg96pUSdA|9ZakR*uW-#r^1#8Q)Z-`9N~=DG2!uciT*5(9gX z-Lt(90IymOLe-0Bw|BM)vG9G3=5a#u#QhNDM-1Y5N5;G8I4vJGSu?n;_pJqF`sAMp zN+H8uQ7R$VM6)9hh zFFId?!-IhRX3Wk+8FZ~LU;Ikm4rAmgUyy4mLnyY|5RfF>tsHF>qDZ%N!^xWxfVBz| zlbJSfXXe&7LjeZ4f7-nqd-2Wt;ayfe9lL$%r>Py;!lF2U(O>{V-&oVI)j|Dw8c^X| zp-1NJ7W}7Y=BJN*Ql43^wJF~%!2~tO?d!Z(DCm{fo78Ee0(*IqCU%lUd#^8osR=_! z1_nb^+$>cv{q6jeTUzT~q<#i3udRG)nTeA8z>)enO!NY89L3m^6M2RIDx;yKpsk#k z9V=G%XoRR8Q%k?)$S1Cj&S~F8rTN5^JW)d~o&Le?X;NwrV}Z}XS#pU^J=Pn--|SsZ zr?tz=Iv-MMD#9EUUSVaf{2KU0S6>j`^IgDy3gs@9!pHERK5xfS*2ir(7=LoNy&*j5 zO7H4ZV+;uyw*I`MC|FjIm1OHM^4IkoKDR|NG{!}b5eH27g^K?BW$ZMYKRm4-yL7<$ zQ-AR#++#ZpR-p;&V-d0F)5e^tw`NM7b0N2z15&?6)gvGi{>u5`6RUbS&bixe9G&}xj^pjRHww5kF&o}e)zLw7HVLHt0ZH&z;Ji2{ZmjUsG3g-tvO$(B& zAMR9F*Ej;L?Mlg3`sHb~!c%)kyGEQ%?p1n!CkBVXVVQ%9a0TNJc3E7ol*7^BRzqk2b2M0NL(v zy^{RJGIH4D9OK*pSQqb@Hoy=a6=bQ{L1$utEqGwR#cyDbzpX<%`P+A1QGuSNk?dGS~TPHeZFti0}c zN92LEmh6@RCn=WSFQC)^W^lc(dlYb!>uK~|8$f9>7lC+;tmSW25pO51hI_bsUag4y zDL|D1W2wGhY^b2;*xM)9m4`8~U#uf|UNxB>qAYh(gSB22A@~n$rlTVnCveooxe&M~ zhjP`jk*j&@DhUREv9AKU0_m9;C18<1qVDl1#Tb)8_lar2^QxJ&sqJ+^?#VST{LJBe6V$L=4Qe;UD_xfd zr)Ww5{`%)Q0T>x`;R^c#!!BME(-QM$io>MFzpbwiHLn*sTq3jhe(&;^UA6Vi-6ENF z?Z>qvMGAcCYP}CuH5H*=Pk>j^VenurZ{4VlUzalhHzYpuc85lYCnCn)*tQyo+cC!@?cKSJ2C(e*G1*(dYtp2wOfLcrf-r1 z{GJ}`$G@&F+YiSu;QX<{T0O_?$G%M6B}g6r9FtaljLqhH)J2VI1Y;3%{i2Ga6gc!n zqIEC6URKhAvxkG!6!UU`oFs2P;}82N;ENuNe()DBIwm!vt5+E+VQKWNP>EbhR_jG} z%UR$oe-N$gCTTBW_9DD-zkDnF?j!*`vdfy?2vHd`LX(xA)f%vL@B*x%`&yJ6!{BhC z4hBW#5t)g}EL<4r7c}G`bU2!cll0SJifqmWxneue1Oa;8PnT%@{u=5%+lmZDiL1ct zh&_@qSpkow`Pt18>e1bll2uYoWF??>PuqMR>^9b}1+$+T7k_UH7B*D0v-K(Sjf?48 zUM=4zj!n&YlZ`KoiTi-c$BtI-!u2I+KX5|`-w@*5pHvEo2PHeG3B}%OJ$h{fTpS1r zK=jpD#(Lqvd$ctpa-FhqWw@w;AG7HDw@%St`zbq2LKzw-S(APhY*595$&)PC<{}zH zDU~@(+GBlU%0stj^VpqD)s0K#lvL2X6EpcRmY1qH+m-=1hNsj(*7tXYYsVz@eI&;7Bf~2W74o zRjy|SpUo`Sa+ajk$JI+4d(^RV9!rVn9bEm=mB1hLtX4CZMyoLzDAq%P(Q`tm3#xH}cqXHCT?^m(JTH5!XJ8yKj}U_Cy+uPkr@ z^Y8rUzHXayu}Wj%I&wWx(EVn;F0I5R1c|ImH$Q zs~yx&VlWp#OTPI4b02E_kO4P;{RJgR`qM}`Fzx|T9Unh0H`)JUL^P|_{UcX`YTup?qUC?Y-(4%VjOcL0<@6_L^scXLxv)`RP z1DM!Ja_SRN+Ar-LqNUVem8oOsi`lCB)v}{a5&FK;+UyZ@vPL>b1X(J~Qr~!BXp^o3(bsN4q@ydxct0u0nt+j1IaUFhp$}q5A<|MrD54}aM34s~&D<)4- zR5#_Govg>`zpSOD;DB6h7TL|s^xO+N<6ND%!KCCn`5Par%CWnvUA7^(JH{^gb258Z zJz-tdfSPE{eLVAR7S5j&QETC>@u;bD!I|%FqqSES=uU&nk0B_dx3-0`-w7o5H0Z6G zf6AFQBmzIp56fsVQ9R!Tuc(*w-z5~=l&;M%NtXz={-8B=`j4T`WSc!>0wKUi7r!e#&Ohjt`(fJ{+RO!m`TX49U%_?8zHU$VTX2}PmP`c
2 zJm#@o^(uB?7V{);cDB)4t1I+mwea?~Q;?KQ0HrL62G?ky7dv>UlQihBv zIIH9GX(V_=fnPXrLweIDba)|BCa#BVODe`licq^sVNE)thZd|za=CFrFvvT290 z->9(xM1;XmW$6#cfo9wL+x#!gDw}IE+NYRb4{j-UfExjHZs1g!N!nxvWYN?$KAXCN z*`bqF8W}%LS+~;1C{#2I;~NWjBE~=DL1e(`ZPGc5MALs}_1MJ-erI57ZsfGQ<*003 z(E0;-u|7UO!2wk)IV1y6P5^_&-i)F+ggwaAcxO1!7lLv5`e`qT6cq*4;DpYHXS)S5 zBr~*?Es@TWDzBodmH=!hKq7mw{kSvixzY3Drjqs3mIoRU<`OQD{G1Oxm`J67c;*i74&6$Kty7ijlVs30 za5kcm?Cn%TJjFs@PoG=jv8+CvQ`G`sK%h-#}Y0kjPX4SiWhYa#rU91 zG%1|0iZ=ovy=?~;Y@!$1y>Nl;>$^Fgq__&qto{NLq`xxGkhtX4zN~`?0a1z#CHu!8 zB1ZQlHF=-KW=2=KTCx1}j-PTSLR!0~b-xP!09M6d?dAS;lQl4j08PXiDB-KjoLCQA z>kG(=!p_#wzT)QI9NZqK^Y>$A--HK^*#Q0@%(tAHo~lOxwRHY^W_Mf%00;@#eG-id zFNZ!M|M)kY&lS%ktQ|st+;Cg+UF|Ug+(q%TQ1Lfq+U(ILbScL*M!XV+T3q~feY<%s zrrMlttzae5&msicvj^+6`B)C7Ve5{w?0*vr7XlvGPhS63*9)7e zRh^mQ>n)!2O>qwxI~=W(@+oDNiz~v!?&|G!C+m1wYxn>_pn)Dmz3Q5Wd5<51JA-3( zeU43SA^j|!hh#`kVRTO(t{nO3_g4QRx@ejY&=D1p{8lKkrj2GTl%y=eEL`f?aKGuSg7+(hdS=SIuIKXzSqCEMSYRteeWGf(mwY>XGfAW;Ho-l z_T6Vg+7XcM+3e*=k)lgh)IEXreRpr0sJrDR>R16FQkoU z%$z{a;kv|xARd&)GV+n^TgbExsk*v`F-qV7!4mJNX@YjLi!O3<3K2yR8B=XnxhdsT z@#8k=GP9}En=hwBt5l&p_rFf%+Dt|Bwk-!kOthD5wMWVU|C$a22b&p>#AiX^UKmht zKwD@a_?AOq!$FmW;2`#LT1U(iwT~D47l-^-=!7RkmaPFT&!Bb-<<2`fpK`c1PQ-?+ z>Q6NhBo5`XcnB5AQ&Y0R6(<~55r&+eB)bE)JfsPz`f|Bzjs9jkO)h< z`jN1C0AR{YH|NE^TiGEPw-6>7ULg|dj^9n8ne z0Ro1|yByFpHYZOZ(sVBfnCyWl9zw{CvZ86o`H*&RUTA~xk59jJR z66(|GzhgF5(a-zL3;}*?VTsfpxH?zgt;*_2`h#J>Tq9#rE3KeND9QK5tM&T)!{Hp| zan}sqTjPJvb+1F)Id?_&;@{bMMhpnGhR(Ux51}M&sb#g?siHYX2=}DH5;biU?BCpO z@XXm9#W2xV05dDbOx5|-WntOx_DgLr#LM)mF9N;v4f5^TEjnZ}lb5FUUjuFB(Jdu3 zC?Q2v*ae<(F#t|JlK5Xt1-h$>Gr1Pq=?r}Kix}5ZQERe=$$KRS$fiU|KPCk)2yZ_y zaM}-y%$^SuAGh>-p4Y15kPyj$GhLy5!Rd^Lwi=K)?jG7ZLMHDXGQrFp|8uu(OE@bjOrg@Som%o_4w>MZXfXQ+PhT9H! z48a4R{D$g(djrcUkSy}aiUtq4fl3dKsF$i+=lW2mbM~-_c>n4@Ma!-JqRLH(S!Z6& zs3jFQiUzOOo1Zw{8E(AHVzEZTD12MQUOv}U>-SyxNA zKc2=IjOBTVi^K*FOl+Cy!I^!ENnoXsdWgbbmH1!0GA|+pKz-coo~&OdyUs9%qX5^GGtpeL#TSiU zFf6@aX(`Z*0m>m7Op=jg!!Fj0sQ9GsX!j&HZacg+9|*Prk&=0TnR4-6vZuJS z7yLDcQcW)G6g`Zh+rI`XMCDW8{Gov54LB5Y_vcv$Mb$`YefX*G)@(2jL`=nA{NEpl z%@JFph{i1ImYgP#6$JLqD;~~CDR1Bxa~+v^b*Fb}TYYyqgC+>e*xbK;qMk2lHZIu2 z2A&OY(QSsh`MQkozCi&_)02TlbV8o=-_XW}HaS-<5>UdWKygeXP&fYmST6o`2C+Ey#uQbqYm zUT~^K#5gn+78^zujvo19h!(X>7Uu(J{>sdzB>YYbiRZQ{;J*D2c0(S{c6DZt`xR|~ z%?*Z*4>I3moo=PSd;&qPw*SYf9&nqZd^c6_1sN%3|9Gb3lZ!gCi#ai{_+n54Ry8nalC;C4#|3!-*h5 z!|~@(lB0VHBivlVPprDiYMa8W1Aq~luj?u1!v`~sTK%Pwe;lp4jQw(NA>{DC;A?HF z55IC>e$89_p7@f*<6nA!{tW=rvjU!U;86NEt`V;Pjp>y5E4V-cSt`;3CV_RWU_q-@ zJUuA`Vn7F+Rn~v|y?*aFg;ZOQ5nk*SBI>(Xr1b;$cP}tARM}jDBsPlXi;DBxfA!ge zpT{Yg*<*ona{x`A+HnCx3MO3MdX{AfCOMe@b`~;9vY}3xWX`GzZLb)YVElu+*o-9T zFAvQ8<@+ulS-2e=QoFL^vxyF<&bXFMV02yI+SvNl-DGF=5qO~Z&rWsaJGsN9K)%Nm ztN4-v#(EBP*lniiK27Hi2GKgj;XEEpOw-;@WK6{igxNx>_|E zq+E9vRwZ{wZcb9;nnG-*$`2b_P6~Yf?$F zcTlW(SB=_=)X1HHK@AK{N{wWjJC57xP*!Jezkl-jqpD^oEp^xZ#<*RdGOCvrqv`2B zP=kuIdOKzn)Zf^m|0Sxg|ElKNU4Ve$^Ge6fh>dG$TT{Rn{U2i+*-K(Y%f!IYP@sH# z<$b^Kit`h6Z_iF!eb$$_dCxxrHR_e?;fm8-Ca_Di61z<@;=Pd8Sn?iO;YyU|T-u`u z!AR>wtFqv)|L}%VpQX=mLZ!2+G;i*@UV zx6d{4!2Ml$9SfihU}Wc8>12VpWLNBOnr=EB?{fioEv=B{xv1bpk263B17KbAWpnB6 z>i0@ur8m9V4K#=HLtZrabEs?^Z~9c8Z~SyUqJ{ zR7VnsD+zY#n;(_RAFjc*V}ZkJOO|U-Iyc;9EMmuXc7k-1yv*gw ze4ak?(Nn4xOCIH-L2N=sDN0i~;hpEhf7eF&;`!y`o7Qj1?7 zmTxbPwnhKbf%I?S1+jbl9epjkAsbNXg*E+aN!D;24goH%5kr?Zjs?RkZN>*<;YxG0 znAP-TN`38>HT=)RJ<|O;5sMI(efa zYzn{4@NsK=TZo34BBPWvV>IoS=*MFpe-}y>iTAVX0(Bo7=o48JYImKK+yHCo5Bx$0 z<4Y;#1?=(EU4w8(69TZ`K%g1;+(p~G+uT7)&wO(SCp{M*N6ZQSbxzm1Ng? z;nzlkc}NYgEP)<1QarI{-4Rg8P2dYPr0|EF-w(FKK~DurWfY27BUGNY>C6W_S``K6 zgt!GMQVGy9Vl9=hS@*!?kvb}A_v^BUgEXKH4;LiR)H(x53Gk3eOm?6V0obNO zoE6q`uD;q-ft^%Op4g;I=HK&~R+=qmU0OcsP{CfWldC!ZKi-VG7wXqL?0Az`)|3${*aZJfrcVJC2Tzl;Q6ki=QyJPWgY z$aKCVd;8S({wM0FDIOq(V#}>uDT0Jiz^Ke)NE@I}+kpd}aFN2?^wcRuoh_a78%hdt zpsm*m0Z-<+G;$1U*3zrk}4}Oa6H$?e3u?J)|GxCTC@K&3OjYbOAQZu$F(l8pnu;24Sc_1&L@?U{ii24 zLZ`i=uB?qnvx;{qL0grE4a19rSqjz7ZOQkY=kj{9P-utqSJDmlarMBm62{oMQZl=+ zt|}5t4s)TBoTX&7!0kan1*@4cI-{H9%{78@fsS6*<~nBNw6FiYZaw6|OUu#j1lO%^$gsDu zhLrLBBpLgW_pRqk%LUAFk{)T8)!rA=T$f{vE}sDz2Yiq7%KB%69HvUF2mH^roJp$j z@YOTGfTXMhZi*Zx!28OGnr%e9pmdvQ<$Sw!{yNul1t{cUR-|G&_xMOzi^yK}OXbAN zk9JEvU>?v5f)QZzXx3Y?eEKVz%JQDnp7&z6dI%mClTTvhgQznV~Be zuh=d`uD=bm5C7^3Ky}=mjSUyk7|eN?yA*DM9Eyzd-ggt#E@j0F7BmTY!081`d;J2) z0osWny*8w32b+eY*3{rEdI6KEr6Qq&7O$vR^O*3%v;51KAlekE^CX$1?^Lzvoz1v@ z4m9pmjF4eAx8PGH#=-l)VWWPr!~@Nw#-|crc!_MD;bM7N9T0AU-lwyqwUbw^6?{-s zJs6h9mNs@tom|eTo_|$BdUv&k@H^+4yK|B>J;2ERwaMy&zN&6`!=1nhs>rdUXYZ^y z8)Yx=Uj`R+=F~Xy%j@j$fXx4Ni#T)_(2N&zXc*rxrPT*8>19MuQ|sQltsgxv&6Rn6 z^DH_w*Y=}oRY1k2E6_f169yRjORnLQi0=jdg#US{`qz?SvAYnbqc_{k2F^^ZS7u=T zA2-pAA*OJoYR3c({o=j#F<(d17GVJV8(`mybP9$3+m0V3u z2C13YxjX*QyTxWEOUXg+YUjNg3!9RQ3la~?Q!n`e0y$0ROZH;O2AM1nCSu6Rlq)f? z%MHqp)0X(rf&jE3g^`V=P(ex{migv+Ivi4_G(9c>`v8tvOQ+cd@q9uDr5DMW2O*@{ z4S7~BAA6!gyGIe(4>0t=uYsyukE{&<*^k4g>vcq42l=%PI1y@E9MhWitL9%2z-56$^X`be8`pkN5Bi=zvc$Csz{yGwAksD9%&c0P6fE77)LZsPRE82o+j+Osr^6GbZdF}jH%OOs&YtHe)NQi7Z; zr}nJ;r_4oP-=j;jlSyTLN|(>VVM17b?#OIH8NGa1KGE0#vPZn*KCTV@5826QV4evl zS@k$q*omv$)}GpmKSM5q($$ZZ};b zn}@>rA%gYG&mA`i+7lK`EQzyC(V1)`a9HD8LP3iN_i2 ztfE+b`sKrjWQYrAg?b4K(TCW6AU;iU&7a{6$(B-+^S=Q02vo37c_lbz!9H!$I|T=+|{4eT{2<~> z`BhLd@FoJP&#Vm z43MT+^9x1$tJ{fuP>%bB|E!oQ-AzcqkmJs|+FJ_OafhYphUZAZlaOAaBk4pFiVT+) z1`YI_mV*h#Lk7Wtd}&94*604@PKdNz$*5F6VJeug)eeSL{FfZuu!S7tOsK2WlHngI zZMksE!3J)89H^h<>mssWvN$Cp6O0|9i}z-n>D=3Q5a8lI{-#)A(j8e)VZC@wavPv- z$}d^`g@?kA%N-f$t%UwA7zE3RakT{B$$mz?Qyz;b$e$h>u9FUEJCyTTcl5;A9|Pe@ zion{NC4a9wpR>gK7l{x9u~}(vaMNVdW@Y#}YcU)$Zy(0}Z~+UGuhM9Ax&l49c6D69 z7Wr22%XGZJ;JBv1`__kWo~{`~mDj;fPxmWlI=bfT&{=5Gl0U+Dx)XaUSN)*U~k26Nsk6Z#=U_maT%*0q~c={_eXGSPFojD%E+w z)eCyB({nQZkH>IpbH+$n5{%2uMSG8t*br_(w5ui9K%DrB!ew_xbqfYK=4OxOWWL8# zasltyFcays{{({cP^?4f*r&>hnrbtMZ$J;6?mfPCcp}JG@ZAQo?_&7=q9M7MGsl8 z2dA(65-3on^;@y+xisOpmi{m<;>usZxl2O@+rBLkwr-qn$1U;uWG<=lKef7d8bd*J zv`(jo+xAly@IcsutYq~8srmcoFyo!1qM!T0gWq^zQC{!pYpmrWJ_B|Bkbh zTat&`AKQk;Kjtr3QUdoCxJ`8ic&#zPV;cieoqH{IpyEHDcUpHL7MW?;9B6A@M=D? z@&wjd(3T)Z{!V18#0Oai&z$lQ?(;K;(Yw(f^S~BqxJeLb?z<(qn79`O6;+!tG}VV zm7pkq|9BRKD-bmZ(!mxGiBKcZ3{RRmK)9%)Ms3DBLITmR8gDk0TN^73-hol=#h~q= z0$wD_#}AmA%B*IGSP>v%LAT?<>h9~Owk_+o<61+7ThO^S$I$8&CV}i((%Lf+qspaa z`dcwR>eEl3ws)p@+%Cc>-jCk+92OrO4vlsM%J@VK{TUu@>Y23D?Xf-@@`+$0Z3`_1b8DH)7AXg0dfbourGel|&epLrYKweR-`~pmOUErp z;3uftCp`X@KpW)M-upY>U7^#N0dUcXkp-tM!{PKg#4?xzBLfk@6p~=G@4B(SEx#>T z|12a+=kZ+4q3G)CRId`@&%;!0 z=)W>3Hc2caDcn7(Yzj~wqVOmsbP78@&ttly%gu+p*akF8?AR7< zc>!>A+f*tZ%cK1j558z!7?i0+)g--@}@LgAVCm5K0Y1zRf8FQAMA3g^TdsCL=QD9ZO zkxXp{FKy{@1qV z9$_v1{DlpU`CX38gWv`o9`E(@04#{=v4iQ3MU44LgJ0cv~-2Z$2Gm%O5bJ8 z$p%7z!a&p{7-hoRKNfrGgsN!Uyo5x9+8tdO#2)R;?X>UhRrU{w)S^h5F zRfWaKmPIL)y0gN0U(CA;c*1m2N05Q(%dr&+GacT`#iqe_dzrZDYLd=cw;r!Zx#+n# zE9fuXw+v8RNO;r}tfFvt&dQ7T1v{;1H)6kiGqqapqHAO)+b%i|18%&Ru{=P}UT?l` z6>w7~&M3EHwHPS0zgOH-!aLziw9l{mL~=<4#>QL`Zy70ASmL6I)76=kEnpSW@9$H4 zXXfG<^IG1YxrsQW#nmaMnIZ&e`?1DTTEjc>e?nnxHs;#C-$wl+=Xsf) z)996J?MBvDHl5J^1let`g;f+$QWDu_2B(mEW{=oowoE?y77@oa)~*dqllMkOe$j+5 z5?~^f;>NX>cMp{5w;+Zt?Jk@*o{hU8gd#f}O|x+yhp+)li)4tKNDQeKBy|4KNn0gp zns0km`HrQ@ROkn|eYyBOc%ZWfzX3 zUwZe*$N7rvw^9{0pzo@eKQ(}Hd*90iunzX#ov|8sIBELj;2IW zGeddiM&Z*7gn6RR@ZTbdf~2(#-(M5wA-GT__= zQ_`dB2pC-kwwh{q$9*=V7$xlZ`K0njb@k4;{$`D{-N?dSa@&B_wrWx$p9=9IFYfTU zofTI;mk-+{)#WJmNBlc-bO3;)AhvcJ1Jk$Fm0sUoBF12*?BwWjzhj-B%41*Ayaacy>nU`t=7=N<$pF4VWz{z*mO4G!M zjz*5}KH1miyE34XtV!T3qaTtv<6d~X^Su{ezyTjfeJ^h_*mqE~lk%n_dtWIYIMmdc zp1bDNv-gq}JwerYcGR1#sHHJ>!iLOZtn-*`3ETa||1>YaaBsr_@+Y4hTA3{*&%Pz* z?8kpI@ROs7dMJY{?0lpL(L#}F+>wALoa)eq12XULNGv}wHyPZ71;<{z6hn}g+{0*B z>!)qmzWrLX%6$ecg9DY=wKWjHwVVIUD&V@*RF`%x2SLq7Fd%`g8b+TO`{nYU1 z!p46o^JO@Mdn@MsI=U2g$XfD9rQ*WoUKh459X=_A!1EdPs4M^KTQqX@wVn8wsXB6a znpc#cruXE%z7@lOS`vO=TImQ_uo72|ks@w>lBO9k(eQ`8MFpY%r(615n_f$KaH9FM zH_~6~OSR&R_Cj_o=R143866Ef=d4(Kku1TJyMEcJ*N0Nj)6zJcgLj4u16*cbO6mu9 zCX`eoUxiB@^Pc7igdovTzm$w1VFV=#4 zZzOT0;}@#^mSXD{(>D6BAo@EkN9+s0-hr6*x>qQ+=S6}$P3rpW>8u^W2QW6>p&Wz1W3y^6ILQN?eQ1=D34D@q z%2t%R_p`SM5OZBJ0dNO`5q0M~uR9#@1dzBM`t1KaV6@$zY+oMDvWukn5(9Inf~rK) ze#cKdq!wIxKsta#09=qjc4?}C9Cg^sINKmL!fCo=vOY+YWcjP~LnVUl>@&p2E&ZHl z0=K6plIcy>Xr3udl3FqUKvEf5?BE&0bvAMzX-%|dgu}i4+kUxhKZG3ejZpk<(r;gw zLAMZnz~e0j9+S;M6yIdL{vI|@dQ_KcW8h5~9R*Hk#)o_DL6Pw|{^jZ9U>FM#t*+H;i3luk$$m^SD=yuJ4tKjE~h?TrNxpIxMGZoP9Nn4bN^lY8MYf zKyusZES79lvN{Ve0vU}jiA-G?&(IMv?0^vpCxeZ9_D_iqyRxs3J{+Hff|k15#Zh$eYPN2?$C?O<_`yX8#NwV(PDzyAb!Gq z=Mh@v-mD)Jdm>yY=!yzVBe>MT{rh}&d%Nzb`{SmmL3oBUfJhZMFJwX@qZNqxpIl%j z2zYz2_JXAKL1I`ol1UsGNcy&}_3VG_JASno+x|AissiJl$S#jfxNs4*pGEbd7*)36 zXM4#N&K#?o0UAng51Tz&x&(Hc4GlKPW{i*q34J$GY8PLD{&Zd)aPFd?CiOBTjP79{C3n!E zz>RT~3#BQ@_ug`oBhkgkGrBR8rMB};jiIiAH>9MYbfJyTeYNa$g0A*SUIe8(AUoys zY0(Tdiv1%r>2>nj;YQ!LI022@Ya|3X-MtLAB?JJ{N0l!e%>;6ClE;@#^UoeymPQ>~ zxw76JkcScIJ(DGwi27UNy9UqU! zI`-F%-cwfe2l&Siqm2Jbtn~7RE#Xmt1iBHW8IzEd(JM9XJ07wHoy=@0y{VaqRAQ!7 zAQDy)yJzw_JFO9v(N8Y<=#|o{e#(tbD(mJHM>!Y57EFQ;Zmo%mz$f0p4_s_3O@@ zhR30P$UBR$$p7h@!fR4NBrYr-rygItRJ%0&)~fVF(-f2qk_x3>l?~@RLaT8;);nl=(gCI z(gw`2L0(mZAGfIaV02Ny5LOvAcB*)=8~;`-S672(J?)_<62&j5V$}YB#+sO$GoOU6 zj&}!m-eGMCaao5oobbqi)ey)C-pt&)8 z&qVRd=JoA-@GCwSm_x6+jTfUZAbE<0wd6taE;uc1yH{Z8w{3E+!?Hq&?L0K!bUy3+ zZl9IFA+e<4`O|;UDGPgodQwna3}+`~w{b_ZgHoe2ys>i}4626Y z#{t(^Znm+p-TRK|an-XU&J1HMEtKZ`w`yg43m;^ME4O*}K>KDy=2M3cZg$5FCBc1d zHGo0)llF^$)hTKgor@1wyoz@-!y&;NesirazUD)k0044Zcs_`eJuc8+c0d-c(Ig#tz*|1BTtgzas6LYAk?)*qqeQNAanO{)hNX;Xy zjmYZ7S0n#eHV`tn$1211{4I~_oj_S$T(ei0k7=lJDU4NIb;f!c4UL&s_JLv(>>>sl z1_@6q?_C#!|2=oNu7kQ}SCBz;#e2-mRj`pK(~}pBG{gWy=coNS@DGF$YkBo# zwdRf6;<}b`*ggqhr#71)Hcu}i{}?roEzrhRGm<*c(4H|A08%|%mW-WvjSuedq#VK( z-_n|~-Gp$w=T}Q2M64+dkBifdL#4FT7qg&Q7}GRpoZ;_$=Q$p+7%oftW(6g`yoS?o zfUE4(s8kjwRg#`@zEJ-hU5YfizSy-8YeFe`_0>K?Pf%iumyLin4}}e4&H3)70%iMy z)yIdw7q=&ODY6zf!FdB$Ql<0PzZwb5FT4tA5^l-J z2i8Cr1c`$TqDGQBkRS_^{$r;bDe)=^SMt|9@7*Ws{b=7~BEN)q-$^lb-{%kp{sh6{ zT!-XOPrf95+R0y8tQfRZ`vJg(12$m%dsDlI=*Ph{mlUk6Zks85_6-1xwO$b4Ssr%z zQjCQH2gY^Y-;Th-e70}qw|=<)2V}ql^{_6vaQij%n?9%0?Al+m7`Tk8=4 z>uIgfb3`8~e*kh{O4|0L*!|k4O!dv*hewFguX0Xcje3a(H=SDaB-O_9T{yqA7W)Oc(9kAvx%mh=3?!$EnE94VG<;f!WTr zNHZ{;FZrU=4+i}a?F(Z~5t6Jx6cX7Jmk4EVW*=Yz)h}={0`vQqCmP?#SO2DvS{#1J z2SB|3iFj=YI8PC<{0O-~%&{rr1or)sWuuoJ8red(y@!Gz3dU}3+f^SxKri$q;5@+H zOWbfkP-6uF_-`QefYn;`F`fayiQL4JHL>C#OCv5@S6q}0zN;Rc z^Av*I3Hu)iCE>&J>rc>M+;$y3V0w0}ALpA8R1liREoNVs-&JVWbHkFjL0(fIGb zE@C$TB(L~G^?h%t#X{cuD%Uv%@P4?7g;`)x;6&XI6Wo!^Ll5h#^r(%9(EG##my|>5-pV&HQ?J_n#!I({exVaHk&TxfBL+VFn{7dL$QIb_J{f+7tKubZ4i}X|5nj| zYD(Q8_2fS-^F)VT7OL;H6@=sALbGw{amNcA+xy32YBCkjl0Z>-u*q?)`pXdw7iBi+ z06{JSK6@b+5FW4z-sv&PF6h||7;`qG8PK|Z9}pTG|KX8<{T^piM${tuMf4H)4oHop z4CQ0|KPt3grO?7J-%=XiU8PYG|H*HL>%}p{Q0vZiTm%mWpOkcbEHl*ZIsX9}u|Id< zqMUB|W9;FVCpR?NbO!lj6K(ZYoSRT7<+$wcB#R^gP(nrsrnjfGMO_H`@hhHm2gLB7 z90EqcA(1=bgDZ-B=O$+?EdlTC()u`%W^-3qGAs}yAJct4^>lvB3=g;5NF$zuSX}uR zAMMaE$?^G>A3hjX28FkU+|zMUYRtNhvsj`~Ov*qUv>x_m@#<9ZYg>GA{@nB7t;fn< zffo4{A+&LgG}(lFxMt!pPosf7;n2zrEHpdb8}XvL%b3oTA8BkxW4X4?>12cf(@gn> z#{KIf8{>;KM$@r$Pb9x*jaGyfm%j>NtHsdLbF2SArF-fx86(NYno+Ie>6Aqi?_K-) zoYFPYO|Yx#sP+KRJ6p04&5IG4HY=@vmqhb;pq>RQ+!UTN8c-5GZ`8^5uWv!>2zCJv z2JWDfVLWcB-n`Es8Y|o1?;Bzn6E$Bisn$U z&XO!SamG!Ix({6D)D-8g{f^J!ls05VvmnAMZba}FAFf$6HI&eNTVo5Ok>=lEgCy!U zebC!hwf5F!Kxs{{j#!fOyhe4)o3$NA9uI8EV|-(xHrD<$*Z>O_1agCDN3hQ>Pb@}U z@(bb2iT_*Di%({`hv_kifcR-Tb<+YHNNrQwU_eNVq5}@_OEklE{m;0pd(YLbw$X0_ z)c_wd%&+plZTExQi;sIMEtorUa-y%*7k$%Cxeg(9OjPM=)*I!|_pd{jMC72-Bu^)p zPsf?snwPVlK)&O4Iot7!dC7=n8h4Lui}cQ2?>ULvTHV@CyA*h=S?~;Fv3btyM5m)3 z@zwtWh>;1Pl7UqAr)&n6y!XW51JBw*uqdF3f9DU;YYnhEla#y`2a6#;o`VgNXRE0c zKMC$(W8To=v~K5Y5!L?lRQX~&;1G%hXY;1Qp*6Zrz2(@APx4|9&G<8td+1-g5z|w# zV@^~?6FTYdS=_m61+#@!ZwW;_3|=Ahkw;vK$+JfKPDJJ=H{f2RZK4;oo09$`kh*G< z&)=FhWwTqhkU+^3f78_uEHf_~X*B7Y-EZ9itF8v=4YX{=*VkAp~-?QNvN zml6Pl!>Uv~EOc3*VTNP&oMJZhxhsO6f@C(ifviJ(m#c|hAv1yB z&g3Dppd1r|@9dt=q~O~Y`l$VM6qW738@XZvmL`HNS3NITxhWl?M`Rn|bP^4f{(oPk zzRWi2ALu*p*B~q8f3Q`d1;f1$#?0BrG0U&(G3z`p&g1gfsw97_WK@ulr`1nbJjii{ z@V1D8RqeU;Gx{43aQzC8ECtm5fjQxGu1N%=8ivm<`e+yEmA5~|jmsoA51F+}UGTkj zaz@pn2bYZz8d=(-+LMs8inycJ3)muG+0|lsRz~O&)T^WfmcIv!GVgUfjVn7t2A6~8 zt{YE1+X5$AGeb{MS#f2{g3bBNC^wMEp)&~dqP;e-4;slt9~DHP=P7X~xI%M(0~>5P zokWS4W~_gG?wUmS{<+>Kj2M&li_Sgo{#!d(*c4!q0GZ}O5r3_fr1C2z6Z6U8jiMZd z(!R&{u=;vmtB0S<5`c|>A<@S%^||37eMV<~1S|+Zx=jtPz~wR;CmJ&WdV@GYHP|ZT z3e|S&x)VxaF3=~MwP7@)9Q&bHv2_KeZ6JIYw);q5$+_q#Iep8SH%=)YsH}ZZQ4JO8 zJR=+rsHN#REY;WNfQ`2>BP#V-=>l8irXCUV?ezxQ3qk z3lw2h&A=D|iWv&Zs;VRqSU|pkM10#Ux{!OF^)=D|6ivK=_y8^7CC5eu9H@0~fAZK! zu8WCfaMsDM5Zv#=#5EGPA8*zBI3}bJ`gp*;Fn#rd(Hr1L0dE4Kf6bR-9DL3x(k43b zy_$v8(LL4%292J&;|4Jk*ms!(qARu?VRdh~1M$d;F+6)do13Icvc}GD?^KxRf~41h z${eVb*920Zh(TH0ADuYlt@#XJH7ObR_W2f5Qn2?5ST|CKYe4MF<6M<id;Z>-Yvic!j?^a2M!MSClVrZWJ%_xkVZpWsDEN}rjIR6neB1TTJ7B~H8dHCk zP{uXMV*rPr9n31&BgK5Wr%Xg5ms!Kr^Z2jxQ-?Cq4AcDjo;z4%`gDS@`)!Zd$# zB$1dO;P;xf=ANa5@k5^1>IJ5F;x<{}MiiEZHo?~w@7cB-wJN;k0^Iif`O6fc^v}>! zdf+KMV=Wo6zY7*KN4^N7YNR%peFX(DB)g7pVUGr;(_h@O;+2A)0{(Y~rM3C$s@4pB zEmsf@?@Wm^3Y}UzRf(`g#){M$N(y#$C0UEqKrTIvu-=luATFVit$L|-6jW9swrJo< z-+`|P{Dpgh!Q*-_Py82U=}53{Ps!Mzta@?D3r(6>-dt`M%c&!4{KCz&+HhA5>`3!? zIQMc`SZb}@QL5C>K1K;kv$ih2El)Jfl^uGrDXHInR|O)Ubnl$aPu?SIEfHhbt=!En z7|(DU?FH|w5yUn|#Iw>qIS{iTiq`@#1$bd%Us8}>2^leq{Om8g=wk74-yM*m8>P!1 z&r!%{$d;;GloBug{y;(dyt3>UI^d#veRtD3{tC%w0`(gLO4T*ZFSpW>WJcKr<7VlG zqz|7QaPR*u|5mWx-nR3$J6KHDUVlAMP0XjT{z)oXd?>zbS>lZ=E|v6aIPqf><{v!! z*8?PSBFDiR$LA;HV~I{z2Xxy`GkW{AzL%LkI`>Z_c`-3kYS#6W`@*eJ>nY>yeG}M? zJ`a+ft@qq_l8F0_DNeIyD|~hXYRQ-%VUh|4gi{_<^tju@p(PXn7Q6u#LV@{P&9v!P;4T>ADma9~k{ zwHjI>LUiqpuL{ZNDJkrdDH)Fz_RBi+n%J++sBX4{dnTp{Ynq)k9ds4jhFraCKPwTg zGkq7Ii}d-US@1pPySAi;B$(~ey zfL=SyMGdtdf5uk(Pih_~Tv*rL;TGPpY>=7nC9c#;agKBE#{hVdW#1!g`q{S*D}JqB zD%BjnqemL5&TAOoM>6=^b{gY#KC53R#HY#G&C)z=`w5Bv9g5s+@I$69o--hFR>N2`i_)YVqI^-5JujPcQ z{iX)^qm^&-qu}Z@1G;^UmoBe58itE+YGcarm0{9a9)DOu+eN|C==cwzb<^#}?1wZ* zm2r9hk|!;9*6)JV?$f&;3h^2B(onkGnIRsNIFT4T*?8u~su9ZPyVp`H+#4U2D2JNXAa}6aM%rp7-+3?j- zG9R;is5PcR_l$;uF*ibV0vSv~d;OYkl&BQxl^(dy~P`@{>s_yyJ&KGjQj>X4SG$Df;^9Y5&)MZ(1lRiC!dSBi@Q`-tJPuhgO zHo?h(`%hCzg9RH$sGCHtm)!Ugf97?q#P&QwoRpc1oNvKD@c~MF<1)DK!pI6PqsV`z z+r+u;dT(TZEp6wnV^xieJ|0S+9?dCLu}F81()%r8G=3dxN9@+iH-OYx%Vs^yJ3Z|2 z-NO{SZ?mu2yH8i(Y*t7((!Pa*iSI-mBArj4ty2>xF?eStZ&n@^f_PsxA&LD3_oyYk z|9Z`-ms3%Qj&V<$>*ME=*hCrDlkJsT{x44lJmNt_#~mS?>lUuqXjh`@y3VO{?4-4d z?LEZRDChS4dim~OthEu8Z>ba@IKMylEV)}vC!8ecw}kpVoMEA2gv>R05v#XB!)x+4 zsT%Z}SO|x_Emrm)?w@^Q6OC`W;JF<84re7O+ld)7RkFE9e%1GF#$5A8RR=Too)JGb zr+S~sUdvhXiU&Q8zh5277T_8cpIUF}Nj0j+J1T1K;CRc<8Pcz%9fq?*RK>W9EgmGi z0<%oTr2h~qv^tmm<|aO&zv9TH?MMD=W9FHj!{qyw@zTmhduu<$qgWQ_OKBr>6Qr;? z9jzEUSE%d9Z)n0MLo5eU2757;x^GT?`z zS1fn02wu5(w%!fW4-?e?YRD@{IDWh)by_OeUG$Rr6zvrIk)*b(>(&&7MAcI9i1 zP}so!8oJ-Pmvt+*VkGh%(#?_n6Q9&dRUst%X#~tG_@ZM;LI<8V2z;;H8thIqMsDbK z@tD+)+g)kx_#ZK&H&(erGE<<#&{Dh3$ZZnO;0_Wi&c|ixQ_1-8k+G3}=B8+aNU{Dt zH%R-l`k(=fW^>B=6#D#b$-gx}54eHq?E59Y2hMlS6<#t-$Z*8mQY61$Ia65Nx?UP# zmgOh2foq96xb>e_242j!CfDy(=Gz&h%4lw@A#gt$Akv>tI`HH&IeP-p_=Oax{E(U1!9l@O z(>cAB;NL$R179yvIMpvEZ84Ot$~&I(QjKxIr@h!=#o^mW%^6qB#^9(08lR|VN=`xJ zlyJ9y=xo}lWLvr4C6bR~9XNHL?D%eEv#7qnu`0!^erxri`K<#`_vV~w6HG&2rx}je`PckL8d9YRABSq0yYVH`W(p* za;%0k4rd>bA0^A`XR3*_kH!?z>SfK4Da!UNEq0OX7Pu(}=|h6Px_b>0UBV6j#Cn78 z{bY#K;gMWaPb?G>Ztsi)@j_!+4zj4N3;%0^`OVHa{?^EUZ_d$9twmjDE|z(;|0O`c zgYlwgOzr^|@QT|(9Wu&w|haJfFCoDau{(cuq)mozj zS<-%bj<-`*LS}q&@ZV&N&d1Q+RrhSC`)4TF;U?cM8Fv@IXGwCLZrC2BhPQqn9VPC&T>GEqclLycOp>2=uj97CkB++r`T zxNI9*T(c#H(d8HA1(j=85IVAJuAs@wO1zzg(;l6KIC%c1-PeLW=<{D_g;E|~aPQlpg+ z;!ObY#^46ne^jrl1w6&kVCUmsIvCBg4&_`Y);$V+h5-#XAs}(vjDjnHShhcK;4kYN z)Hmx5eY`b4k)`^Cw5Fgq=si+$U!LJJ^HD%;JfoJ@ysKxmwM!iPjA}KgN3rLYi@O&> z@b3as4fBL_)-6^IY3k0@HI`HDMGO{pYbEbI|K>aPk$SgPSS+vSS$xH#Iq ziyagMqiIi$POY73n+;%2uS=7^lxi%mYUXamJvxZ0#-TZquRQGgdI~B^dvj+m;yE?S zZ$Er8m!IU=T)T59wbw)^F#=<1Uh$w8)W-i(K-PD|sK4Kqe1?Y$c-?>PgO!_~8J|>m z$9H~D#;jfAzl>t|^faDvPV=y(>E5J!v9>|7x&M027{DWzDU!O7qp7NLY5BJchVTvh zLw$2UHZPtq{vqSC;&efhQBi8M#poAjorn<7!?dJK(41^6!d?LcEYP??k+k9iCdp z(Jx8e7Pj^rdThmQ-yURxl184HH@)a;ep=VNH+yIj))C;f@sqsEgW`O(fC z8pA}Eig#+r%rov&W|KbmOr~&G>1V`|BC`0)bJDIZMbdgv5{^O$&j&HsmHXkxv#i@# z7c3`UTZ5U6&@W+1Poql0VI43BiX|$K=VM>VoV%L+`5 zl10oSlZ2Q2i2>)fQUr+lM0yd2kwDT}q14DXdA+8rUJ-p~24N6g|K3eFiu7{=r^KfK zr=H0%!fvyPbRI=T9$z;RWKCb943hY7?v_GiVe;XV3kHPe5kCUZyw5zkieZNpt8Fk!p|9PYoMem`dJuyI=KtsCs|BWtEo1 zw^Jar7$N-P{>37LsbDvSW+|p30J6S`v;9TFR5T?r2FW|onP-T!>%7}Pf#j}pQpy<6 zv#;k&qu!0zk!K(2E&29(KeuHO5$#`$SBf7mr4P;Duw3J!S*@JhW60I1jIIO%2`DEf zE7|f&66(?qn$B=&Ek9aPUeh)=XTAHTtPxTd_-^?jGqi=S9hYB9y)xt0$!;lABVcRr{_kWYNm?p zOQ$$eA`p^_athzBM1Hs@Mfi*X4EoQF`mS=zxB2}EH8OyBqU*-}Tel(!hw+OfHr#Ws zpyOt6VNtZR^G@*o55w&QBa_fzuEhwqdy?r5#Rx&6z!t+SkS`JIgyj~ zaB0qkm-)wYLgQyVQI4gLIzECV2A$^5+AjGe2gr)nAd-N)(tyIpPwY9jRr|cguR^wD zDR^NgTIl`-f*W7^{&@N&rh%g08Khae@x8DWBg;u!Sd};U?~}9QYMI8;2@m$~CDTei z$e4WbDfg3nWETv$H@tV_`6*(gd2kQB8rz0OD`e%P-#*!M*4w1tjVIwl-t%aTZg0042lG>mxUBmeS*tec!fXAWJTE98(eaY>*DcPO z7+7@YSuJhw#Vn6k#J>sT9@Io z&YVg|a47I=(GDRVbl0b&z(9Y6o>2&E>SK2F)vz^R07!#pv42=RRJq+uFrVhN`*r6! ziPbKS;eZ8{ve;Ok}yT)V@86~etr z<(cpj8vm{!~HoDRgV!4u^C#}E`|(7%GNwL$F}$O-GGxtzWWkajjn%#m=%{x0LPW*%E7?C(&{ zP0-wCo6iWqTf^@2w4?s#wF9~SOs6J1xsz%VD{62ZVZUJjLaOI zwVipV7jB1p=uiVYQ5p_Nob|w3h;{20t7HUgww%~abHawa z;;#g`fP0JU=61-w*Hf6ZfyY%C1NFw*Ouy38de4QB!MByS&_@y0KVLq>|9p>)K$RID za=W9~VSOmv2kys;UTbB#E`;000$-|)Nk8f_Xfj$TQC{|2jkY4+&0>@B_txL%mYPOZDaoclGW; z+ox#Hg!fz*rMi{r6((33-ehHarG*sEzl?vpI}yTtUP2v;za~e$oM+Zvew-!Hz$~#T zCw`A_?)ry=%8j((emmkm;PnKIb&dPm(TD7;{VJN9MwH58F3bdrC675!C_ovJrGkNB za&H_mtvi+!ErCNVDL2~e!ST8nA$MYr;JoXQ;r#Ej)?fL@dVSgGU+UaA^?T$N6a0jd z*MFUW6b~0tvEpbS?_%38;s3XIr2Ey4OyE(MbrK64;y=Z;d={;L2p`s3gN|L z;(15-aGRZYcfr7~5qpmUNLzz)#!$|#*I{&}-Dn;|Alb(h^ukT{7JSNRR6bHzUAt2; zLSjd#`fza(iO1Jk$$=sm>vo-yStHUj-EwI6u92C|6F~M^17eVT?5WrJ{3d`FD^$Af z861wNNf`L;$vmyYkrd)Zs{2%fp3jd0so2AGA6l9tMRQj(-an zl3BlcRu$e3d8#>4LoR{GK~OVB)D5dVz$lL!v7|5?TgUc2s;h;ptjTHT2PhZvJH&=m zwMW)#k+^_L3x;7Ywz1}|`?!wGq5&591&2=in{^VfJ+O)pPU}>s>Xj7E+3T9V+}aEO z88~(|*nX0-*77Rc9>=zsp6WmcKfnt=WereIC{&cB+i$ULyqf33c4LI7BPb-i zh;_dU1fPC;YCVfL@IN0D_++xbM|5i-;F@b4uMPRKK)zNZuB+y!#ZY=wZq!!uu3sGp zSATDEu8XqKAe<*BmWPj}B#VlJ`EH5Xn6}@Wi$CfN91zhtZwrqYV0PI9&GXuAP!^3K zi}*~q_pdg$b&I0#u9*{EDJ0ETD}&O5Z^gH2X~g>U^n9-EdA~*-e^1GF#fA_$7U-%% zeUpr&I^Yw6!vJLco%D5{^#; zaYFIDR+lVgVM#Z35ujqJP*%Q&bn zw-vEFab`*pZ0i~Mg~?s+Z~huC&uQ~P_Gw(XmAB5}^>HOB_*-IwhxV|@8!cwL?^|07 zBjc+3d$`@8@ztg}R(F|D^Cz|083Y(VMUvn;g1w9U%)g3qx^bq{vb*hEUo5iY2J!52 zk#dE3X1?MFQnL63*$26(#y4qi&Mzd}atdDi`+-nNc*(#`EJgU7^)`0IChXrI3-k!X z<>jI7Y$HdnPSr*^kWH**Sp^VpCU!=3LnEM?Ja@ThnF%S9$()S@b{BF)k{2A)Gs@>4 zxei#FmKYsJXt4I*xEo&=ZsG)JWBzZTP&-QT#5jN(EV`R~xrb!Mk2dO+wtDlw_J%N% z-6c=Oi-%7(2o1vsp*Zv`OaC2lbJB%R_s73TgaO#tR`Yp&!V224#*cDzh_1OPC=&ES zs$(xbzrk0!2CxYZB;@v$!mnBdB{|2sPmb}j<_^5Z4~v4pQ+x`=7F{?m4S4QnIf0VA z-lHYJDkmf-##OD4WGIB2Ul||RuFgvt>1v!;hMg>)-WD&uo8WP~$nofESloXvC`grH zePN6>`Ia31OFB|=x9x0~i&D6S<`?k@?(p$E!D;jQq49}qeBLN;vSANivV>dK z+x>YgW&Skri( zPo>!>?1L2T*8n1IBZ-w-+90S?o*5Tu!(#=2?;{4$j;36<6XN?{LBH<0s#$Y_TGCx! z3;Z%A{a+UjPEHYnUVRP<9x4l9WXNn8pG6{z-V*@%bRRe5rMW@I?zGC&Ka-b7d(*KS zvvz@w#d>?SN>~PIS=BVyPkz0fg}s47a7KH8oObx;w}Tj#?F0H9qWron=&b%<(Fm!5 z{)zZ>*iLl|6$t_r7grT_CS&x@FKE+qe?|aYAe8hU>(RrI6pJ*2M_mp zlk%1Snm?o)2_S^5x@U!^qcm^Cux_{BoCQ6{p?l{1+IODpbO^gx(s7{ZEwnpoG+=Z< zf%%O3Tl|*f*$++;`QT{mKCfT(!8o(UKT~by)y|#pD zCYf!UW!os|ISV0siVu}G{l_|00nBZ-1?U%H$%Cr6_xRy>#we$^xGHN6j?JV8L+%R< zw%^f0lZ zsr@KPrA6f-lftulcm4JDL;n4!n}tRB6_6Tyj_u3@u?)X$3MIC&K9W7H)%vFf++Wdf zP1EcEyqELggwKc2)joTXY%pFZqcMSH&Qypyo{TQsfANE?I)_=Oir;I*MqLKd;UV+a*y@+#5mo?a`f125;xau_!hgK^;WBSfyrHS|?I*KP@YB_Ny zRj$D5A28CypKkdhn}I90McN0eIzOW;Zu!Z^L1rLJh)P&wFm|#Oze&wZkIw8wF*$;`f@LNe+@pOAmJ=5uwV+nUkGU+u zwD8M{ypxW-T>N88;#|grduFl8N~Xd)yb2*?K^E*~H7MV*>@5LxPlXrJ-S(91;AgWb z{SdMPS$e-1%a^#3M+!pR6m`-Q8y;4cC3!}2!NOHLVTGT&SYDXAO=XdlP4!$@w$vG%LrUs-L$qijVT;@V^GlsQBWya0&w z02D>V%R4hXvF61#8Ra)3#hlztrd#KrVP4?C$e&YauMVO}jd$B2!QyY?H~a={7~cbx zM?rsMe&g75n5gWej*cOKE(%Qyqh%P8^K0FDi+e?Aq3@II14(L)_wnK*q5wAITkBaX zD5UV87yJG%iltVNp_z4h+eeEF_ipt`ivLC1=|48-cu9+lnhqBE3uH`QJZ6c}weeL? zM=m_;P^{45ukAVS>G7yZ+j8x(PKWL`zlcSLB8)_zB(}gq+=XuOek;uopb$PB%8$l- zyoWalUw1hz^VFyNyCSsRHKQ6pkb&81d4|$_oL8hqOB*JN#{9$$gm4Gb6L-HWP+=qH zHN8~D2pSm45AqFCmq=HuJpno??0+ciY(yza$u9J?&FPPM!8h0W?R0}^Td~L^m3=9h zNK8fOUJ-a*c9}VaWN|If?VvmfyRLdQT!$;6nTB@)qH!k-s-mX;lsxNDIaqi~*)S55 z&^2_|1v7{9Ws&H5o+>C1HMbIs6}|~Q5!oK=S@Wf^AX0f2lgUCF1Ec6=QTI}hj}E)U zKNIM&zVYTu&vjkx?3VUgF$DT$0*wX|3)1?3^zw0^kUCgecNZp|16&-cC=-aSAf+wH z)~}M#?=LhiID;aUpGJ-1d}hjBIG-3O+IUfb3go3(Oz@X|G2408W1$Q4xe`x}C%J`N zdz{-)1E_9(103JVNj}OZ8G6L$jtoYzF^;g(u>@dHX|z)~uRlsmRt7{=cuSDaA<%-c zSlSlf52d)v@=)T8 z+09eMFMoWCCO0dE@?;;dCv38j;7{=)%162lF#cI7P`J#!;>>jDEdtwOh~~w8E|rq5 zzYWs4Z%OysvK7`X-Jnlm@Y1&d&-fQ|?;N;Zh_3Wv20Tn=I(sC8TM}iab3%xjI?O~+ zCYvMZ*=_Fv=E z$@JjjH$SKSVFpeN<&CEGJQ;bH%H5jd*x#5J>^$v3bHOC72QOWL9Gs=6wsY#8o2?^-SUf8o|^6oK5Ru&IlvztcqrRW7*J?nwXLIvJG`}C#Y=dQ)K#Iu*Gw49nh zj0fH<0aH{d#?i{7s>dIB_4p=9Eneb0mKKC~k1oW&v=Xf4=kO)|js0s=V2V!$+4R;% zyXE;n^T%>`zTKwHvJ+|(nd%8EV=*^RZ`bQ{TZpbTs1ydeE2z;(53>&hb z+=uS!h2;F+_po{818it&S~rTl|%V0xd4@NNn9SZPRRsDpxi;~Aw9i- zu_Yv$ZNhoYxBT=85KJ7u7b1SL=li{9c>oH5#V@*1CEVn{U&UwlPAsC5A03pp<4A6S z_guqHq40SZ=(h9WDev@G)5es^#=sOs(F>O9#8_spk-mld^Fpzjdig{tMe=!BgU97C zX&AeYAbrjG^HHbogA=(|r!8WM%K9gLjONXn4m<_Lka7CexHGb+-q9>x!hk@1Z`=1G zhYHyZe2G4?}l(SI^x#kyvc6$tnFJHh1m&ap!M z*h8-A#yW?w>@e|WmVu+$nv%`2EULnX3S!6R@pduJ?O3wfVf)7OUSR z7fevcCt9R-XIARLNRVj6@jV_O8iBZqdGk{C4Vr7H>>NejRVX8Cr7#8=!T<$01wezfsy+GgkM) ztlQ~A+~RxPUUAYxTJp?V^8Aa1#z)VhcBpgHAFXl8#$on=ea}kqp-cld)&EMH(ywMwA z4@3Vdnqf$jryJ}W;A0<|^pZVEZb1*fs1XG59rtMZ>i2M*TLLnQVRwiK79gqWW=}^X zIT+xh{3Ng%o1?CdyIKXF~jL%xjT;H*}N90G>JMe6 z3v->;sn`zbFLSMh7?IsYq0r> zY^dDmYx38>nn;IE{qFOzP5l*A0rW9A3Amn5YcoYi0DNedCp&xT?72#KG^ySJx*is$ zE;+_f?ibBGpU%xZEKME{?Ul&YRFiUQV5iq}I~j-2>9IObcA>;C+#(oTk>mkf+j|Q5 z#igauVM&DL(j2I;V-;6VsZkt1|oafNNs z%UOw|7wguPl^PMrmn^DHb7<4?dpG-~bART1%1pFYi%I28Vh&cXQBJ}F1dc4MHOGlY zG=ZI+WXbvJ+St5=^V}k_$Z$S@pr|eODyrg{y-{cBuI+-hhgq_)r6r^L3Ea&fDoPRPEHu8*b;~btQ=z8*RVZHg#5XxR z27KpvOrWngzv}LnXG-&noJl<~sb zADOBa<_LypMI0$1);e9{zr)v`IaZ)vGH$bBK0Pm$!OtyzwRI4}8_z07FW=X%%p9lB zm5;zRnP+WQv7+0;ltAyC5FpRVjf$id<)I^LM47xW$8|T!PSEcj={spw>?)s;y_nUB zrJf*MSk4SZvDb3eU@hBwtFMABuSN(Un@JL$yp}&GfG&|~F@)$e^KV#0RadaH6*tqg z?TLMOdP9i#$d;VVk!^65#^U*@@Pi-si%VBxW~h6R?aacPmhQ-eU7$)gB1RUChgveg z6$HS(bAXTQf8Hau-puPi#B|?d8hIbSJ?*%f45L_e7E|CFt$Y~_x0S$QreP4WFyxvB z)6U2f9!I@k3yAFCaB#vex|0$bAF`Q>F;mNkjRIgseyd48wys)Ryxo9T70t${hxm}r zW<7o!$VPl90>J+bjv=hn6~18Y#6ouk8&gHqSwlI+-}nK?gkkD>;V6I+TqTGJ#&(BN z-rvdRSDT3Za&GC6EaW`10gfC^)faGXx8DGuoMPtVB-Zt~w_d2*aiKga{))6v?r}lu zyK&MHLqW6md*g1?b0)*9MsXE>bGKsomW)med&i&|n_7zf3L$o$82kjzbc(!Whstnb znJoMvyu*Cmk4I~7L+4+rpVFl<1_3q9@QE9i0mvVx5cBoG8a&$U*w@xNW<6PU5S z2#K*Db3-ImkGUz@Hm;kN@2rIAKeueix~$>VUm}zovx0&kD@bHviQJDG)waU;V`qdU znh&W>5H1vmdK@~cIj*CmdD!6jft6Uui$|N#WjmUO`M=v00jmMVAEHSu#_s|vyx}1m z;X6*BqCFBg?PY${3X51HWUdd{RCZRFp|nSmR3Yt`c^fKn_TN}a8M8ThWU=dIp?A5j zNI$N^uV_2Xg+cE6zYx9sQ;#2LXlQuM@I^hG?LzX zAM?h_zk_UK-KX$S$SZ|AY~@@e=FacZD>w9&IVMsH!hIkHB80{?o5y}Y(Icy*sfUks z;Uetd{5ak|AgeCz)iK%HOftKWd!Ku(AvVg=%w;|xgvC^A|JOx+x8d`h)p6a8Q!pp- zFXQI9&Y_ToC&!T`F0;wdR-fHZX=G3RtBa{hH$e9Bz!mM(LVQ_>;EhmmpjY7A?VV7>tfz$ zo3c&iTpvXD{glWd=bV?zLD6IC6!y&469E0`sqg~-(|e{%?#QWUXUbm-=H6W}MwZtw zI0Y<}TNsqo)z!+%#9M-HNoV>Dn|JYZ5OZZ>r0UHvYUz{Mhj@M@H@FH>uY#pfqXclA?zh;=PO%A7p9L1k_n>IDwqG(?lBhP9$SO{ zwH%7K;u>V^#OWkATM}{h=Z>N65#ycy9L_P8)mVQ|EW=K_RbwThCQc0Ax@WLhyBuzS z1Y~<*GUe40pIW7X_PT`qq2Ir89~1L=!1Pfi*8X( zKP>_CVL|qx-I4M{w5Tl;bVKZnQ`r=0-lXk>6X?$A-BG46rnC&8H(O~K%wZNaS~a~Q zAjp|oa(U!BO)}PpPuD_NISXC8Tb`uo!a~RbkVl`SAZo7{<~k~*rvvJ1QzkDJxRRRi zF-cT3#G#DqzH8W9LkYYzK zHe}{+Y}Uu&P0e+VLAZs>M*d~P5$HFPpO#9Qkdv>9`cCnp{;n3A3;uu zg&HFpep~#RgDVJ9srqcT$gK<+wegXJvlWwVeKrilb)8Rm%;natgTN5cFefjDe>BW% zyL#jgI!IXRkHrm#=eV#^_sf$ijMjbk^sAl$zZFJQz2UqG&(5i z=b7Tc4@CV+fqm6;T$V~SB+;CqSfbsk)^Rs)uJ5@V((3N$-!62KNT(V_K_K=%?)z0T z^$YQm<(=&Fr0YWSvTwg(`D6$Ai}hzbfsBH(bKZe<~<2IMDH?65R> z-JJ#i;sHznaj3vy;+767BNwOePJouOQP`b4MPs3pFb;C5d=^G63z-LZgYm)o(<+>>&{EHaoIgDA3bHCqC{ zzzbEn7c`u(F(j!04dskLNVB=BK}%*?@rXT!loJm?DwqHwZ3Ms^(FBB zL01CdJm2SZOHT3;zx(y6d#YUGhJ~Dh;^C+p20Crq&mV-s|5T0y!rN)A9C-WaX2_h>##P>bp)&IcGiie8lfm%h>p?%+ zM;OQY#EqVuej=0O!)K+YdtK`JvE+VVhvlW(`MnUJ&^DWS{w8U$5oF?d!_tXmCuho>)J-IOU?eFlO`*H-uK|_nTu@2=wb{We~EUrnf z)E^wPapbz)5HcTI%>BwzcmkP1$dTQKlT$D7K0zK?dq3 zrv3zo^Tp%fS_geh;t6_4Qehss#kfGpPi#bZf}T)#@DTU@?Y8xMn#D|<9b;Z&|4^^Z z>|Jg7W-8k&k$>SU?>5W>#6U;`k8x|J$5!R_XG4sB+veZ;Kvd&r#GagB(W>Hbmd?n} zL#!asHYe2uEGIj|<)1y0x-VHPi3FU&A;hjhh@oCFv00v&i>J#$*^a|ZO#Om_%GL`H z;*P`u=DE0#rjm4>H;KPlDh&Vvpq*lGuW0}p_eu$jve~a`dt?2B@DK$5s#tQJ+(whY z!&-Lwja0E1P&HI|zwulldK_olrvj1>LY00?Jk9eaDyBG=r2rm@<^^fl4H2U?fss$= z$#$ZPzpPu{uYFTmje)-lW^o=1OxoVr;UPkENqwP{dT0@e-xgF(;YP{oO8M049X15? z5k`fIIi+z>s#vZ}Y7Ob_#cfrxBJg_uc95Bo%b_k|CxO#jVGF^Hz|yz3;qQ_|kczmMc0IK(S?Zw<7uUnXgkp&wTIi4%hybHfpD zKe=@g{A2E2;Oy!j#&hZPz(!cJE}ze$=eM@7u*Kodn?pC02Gs6o?o0F5R9Z>96`{ux z6vPy9>sGlb3DUnwSe9)wJmc!7E*a@eS8|5nwr?iZV#sk5a9O&&FV7UT(H-Xvr?nE? zp6Q9qRY#x{yA5i!00c9g2bxLGQ#)<=nn5@~3_2PH)BfW3&v{je+~Y)%if5y7{tIlt;2I-4DG>V-z$_pQ0nls!=K!U#UWP?Tc=6FvC)D~8N~r8TO-lwt3aF!WLbjmQw734!V7b`Jd{4XIic1xZAfJsA}FDXAfj ze}>D3HHZ55$Y-9fqZZ9GnTY{_@l2^bOXT80thuRqZ12PhTs3i><@(6|TYeI^Q}*!T zaR99dbg2qcIz3q9KMq9NUkt&Ql;OH@+B$vAG(1&S%v+-bpZ^e7)%dsAR+ZNzK=Z|5 zbxvozW9k%-j13R^DOxo)&q>XoXk0gZ!dQYLeVgL_1X& zppWX^6((dftY?PIlT5SYWz*XkvYh!j<2d2UgVD;isFcUhL0=90ZzBKcjokEjj+R?y(*l6tD`sH(y&_=4{Un8vB-N=#s-D& zo$$!z&xc~7b$f(iT)+axbv6o5+hS4{tr!ZOJy#O%u76=HU-id{xeH{roxS1;o`#z& zEHHUofdi0_I%H0`PL<4|eiKUN{$3lL47Y95Rm{_fo$*5&&&X7JeRqvlZAR2{*8@N$#!^HHtXua*y? z{6F@ZLwl9$nqMCry>uU>lTJMp)M}|R#2T16S)1kxpE<5@1pR~TAmf>xN)NhjgX|vLZuzr^ zkvd_)qaf4y2f~RpS79LkUj92d4sn{SJ`guHs=W&uZQct2RD7iw*z(d$Ojb&A#?z?( zadaFRAw)GNU%!Dt=7X868(I;7sd*PpEaJz0YgxS-0$|AIoP_3sY6D6W18dUO?2{C) z7Bbg10{nzqSWheh@h6kBh7n}Z=|k~W38yM`ooV~g*9ZeCNLwQpeuo}L!wkiES!Kj2 z1G_@YnAF43#?Z}lV|3lh@}`ZjAwKGOLq1wS{hLFVOH>gtXByq&Uj991viP!2G& zbIgSkymia(Mvh&y+>eqVbR6OEq~I)TLa>!kwDuOLhgqG+&FFif8H=3Wf`P0Xbg}42 z;r8(IN0-p2J6!qqQ#QPFym%;p*pZaMS(jl=5zf7_|3kkeCZeCO#`wIWHZkTPjDOq& zz?1M&Tqos(aiJs#Ntv1QoSEMVz%H`d&p>f!Hc*_uzAFGvk`uP%f7GZ?npKhuSe3%1 zHRt3FmsY<(H3=3Mhzbzk`0AbGg7Zq>PBy_lwjp#`$Ic88Cjg)$t^XDv=t{b=0T=e& zmT?%wLxgGbBjS8A6R2q-BGwnmSWc-hW_|F5omBo-+JogZKf%16!d}J=+H2zy3J*v& z+KqurY=C%PQmGQ+>~P$dw`1rEQ`94?x|iZ-fa1Dmn8>a06yL0v3&myTpg`Q3groFB zVuI!XroAQSv7LB9&Dam~8#Wn!;HfR)$FW5}#}QeFj301~FrVS7f+82^1p_b_;vuNN z!WRLso%c}*3`)h=r}MMIk-KyOmCe=2(DRw$?~XOvYN3)XV;T&wUhxcaHI3 z0M$@E=ux7&bl{zQf#=E6_U$!#;$(MH4zdsdDcFRdw1R4B)D38Xq8rff92<%c-E@3{ zYs_mF+^cEw_w08)v=|gH_^sZ39UQq|7y{lCSrHXt!S)1v+85H=R z29HnR!eW&DdudX^&=L!%d%@_c~xgkwcQb~!z&f0rTMh@1uCMmZhJf4XVBGo7$GjwZNdPcLLkJ)P%mCoMNZMzVPOhPf9Wy?^4& zK5)FC^C20=bWxXXx#sy#lsDJt6827`l?tPUIlj;2e=Xk5Zt1nCTWqVb-p!JBgDE53YZ%>+xorQ zi-f_XI}KSgVR!rZB7Z>*#-coKO8V32`;-?`-ifjQmoUkux(-=*<&4}q)>QdQ9Szw& zNxgn!{Zyq{M*PMp1fFFb+!*tLa%$vk(ih;uet+Y6IcaZi99M^L{p!+@*ydU&SJ!%x zv6*fZUEu@C=bGQ>`2E0tHG?n~hfW0y*pES*OhTnwbYS>GrIq<8IBawoCptOe7f1K* zavr+pE5P~_4b>sFzMAI}E(G8zS1|){#f$)VPL%BC;|f=tT%uO77l~Ecc1@=QLC_c} z7>$X*PpP%y`Z8&o(ZAd0tOY--@mWE}V*IciNQ%0qZnwm%hId08;~MpeMM8AU{dQwvUVl_pWw8}T zzP5BgAjwfRA@!4_Z$@4->5e0x>j+)(AcsIq27NTziO*a}ewHz78z2Q=$7&c5MYwI_ z+el)Q0($k8$r+N0bJbDmnKQjCiDWR2o*KfCzr@gyO!a$AK>wjcVh*%#R;w3gvZ4RA z^x?fmj843cz1q2Z#c-`*qI8zQpPm3Ebp4~N@(reksPLFa8EL{TFZw*Wl!45)5HPc% z?Wp<&WAWemwaYJ2DqNEcSCzS#%;rA>tV`!`Shs=9qJ@EGMelV0NtsJVMhPDyc-%t@ z{=BUBQ#yZFZ02+(8ovIhFyHbyZCUj!2jMU@+@YlE+7(C@aCK>;(%W1_Jy^V&0zs-4 zJP4l+luy{|PNY!FO3hZ=l4i%ytzIdao2d><$l#f*Coi_3fZL;@wGs!vpeEb539FA58`3jkI za3}r>W#U$z!lRyZyjUdJv5bbRbIS(y>5r2GZX!b^MQNVsVy3@dzM5PM0?n*K8fo@$ zSwC9`NJm&d)XPS59oqH@-|bE3bMtfJb1Wu*J%)NE9lIXbMXG6h-zp zoBv!mCMh|2h`6cA7n}p+EN`7V0F^C?H_;#ZkH|lYlr!jFMZrOlChc}|vf)fUxqei3 z#=RWB^M_hvyFcX^aUE8A{wH-Yip{qe%n3dOHTRj*e;~of)0A60@~D;=;r{Ohq*kiE{vf@*A-EiA$=bJ^@5{A7@Vy{y2m!F<1d{iZdbGfd7=`tN7JOM4xYf+26Kj@bv{7T&gj`MZ+^4| zv?O47z?u+93!BX%b4!??pP-`r4k^1^R@^tC;iC!bZJp#>Cj!av=03-@7Hiqz4hyyB zY{UTnBLB|Bjhm$JNDc4>wzGF!S#H*J+umM!5L@CG18%o6CB{F@L6bHXBPw~1$+d^S zXqpWLeMXl?vs%Ft0IP_5X#4x5c~UG!lreJ;4hWJOK{9W0ynv``K57mD&HBBvR@)zL zpK47}o|xVQ=2>&AyB)|QUrGs{6H96jos3un5zJ2HA3t&8%DGAWOCoS}C zw{rulE!>I0?DDtSS^9AB7H=4`*vxN*gh6s@I_F-+BzzjJ#QWoJc*lbi`c6(XY*ViF z7S+@NM*AVR5FqOy()Jqp%sBTllXxgc^WXvvcPiPYqdyJcl#~BGyl1Xb_d>kb!2;2x zY7xK62cwr*EExHPq#YXLvsU(60Nr1~L*mCU*XQYb?7m`^+c>ac&v3h(w z{e$W70nseOF2*C_Y78|GkfN>{HqwC*f91dpA!&w5i&m zRUJ0zC?uX(uZsFEqJJOR&B;&xyg`Gw_F<$o`j&Xz-KVVs#W#+Jo%q+19c2I?(v(O~H6o}C z&6~Wm)1&6eTIDu(7VJbV-{#JF(r#qi%lkPldHC?3ep6qOsZ_SwgLc-hteXm0m)wB= z5ECLmSS!#T0)TU2U?}xSZf?S|ne0bI_wHM?S>1^-%EE{L%^OrozX015wYRTJbnw z20+k-9zMVRgWrjkOPA~7ts^0N&kX52vZeA~CBHVn>8WP@#`Of{gn3s2hvgYRNjf zqT;&K-T^v(*$(li#NcYB7UaAl<^N`n*d`^1Tnh}kF3BF|wf{T>H7F@>eOT4AF)t#rfCA)p{2T_W8`O9;{>T>^r>bazU3C^d99(hcVs-?hH@ z@vXDg`EkyV<6@ShYuK}A&wlQ>?(4dqw)p4c_$tfJ(x4zgD7^yo4uU0zK(z}5Z<`CI?2^wgjc1-^NU2%6i`H(*$+v+;^%kC{WP6buG-QZq z=PI}9eM_JAk9UdHMJBwT)9%p0UT`X_K+dZr1Q1DBO$M4Avx47!tKc0+eOob*-AGAW z3e!im7lnSNmTqlyy|I1tYj(F9Hb5&0zxU;bYCibIGmuwFvCKpRPb*FPMk;ym<*u3X zmMmr9wi^r@y(Qyw{8~$*QNhhx6O)+%Rnup%V~Y6Ui&L;8IM)=}+pR}b({m(~XSQtj zK^$;H+KyHd^-1<$ny_RAU|A=!i((2`X134YF4U8R)FsbOap_y)0EBlz!W5%Pac0TDv{5 z$^IrFbr$rqD(ni}m4v#YM#=SqcTIw#lVAU>kE&5UoPcnUcECcy0_2*pv`fU81R>usn^ z;U})I)GMF3UG0rL(_;62^ZmoCh0`waR30_1V3ggYj7sxL5B7}1J%fPc>my-5JeTjp z@kVM=9HfB7W~!_DhN@|=g5>qQVp-D1R89G56cPr2@s8aTp;l46R`wzQULxd(wFP5g z<;y*oAzWY7OaSvu!*%90fGU@&WD$#k998d-b$mXoKxLSWG|@?)%5_pwmqacYTzZX8 zS?*?UryC&1W3%;1um^0U$n}8x1!zI3hZ0%`D)qJcK2!$SOZ46 zQzAR6Brub3nKS`Io%2T9>o3Cy^A1akTbMIj0nGLIN2MJuub`V+w+vjwZRsDLUAG8F zqM#AkJoYn*Hr0HP&Fgp@1EfDFevdnEi7~0|dd~&LZc+()u<=%SZp-cHJJOgY!Ia>c z20NyNJsrRjWxY;PYZT{R0~e)cknHguM%vXlQ8btAG%YuK(?ZJ&4K&%bA9 zjfuMxkUm6NdQL&})_3TakR3*3?Ul!?phuunbL6}#x&y6cA6remL%W!4`umQ+pY|Um zENu+sJI&q^D{NzLb8L@8631jcoz|6HHgzP@Ql70HyYxT%@q87hz0%S3)9Lh>yz zRJgu`Hm(wDxVh`)`d05H(THdKt)&h&@xsV>B6IXKkyi&!7sdYNPt^G$cyxQ~e1F?rSB3siH$dKfI14{lNEBPms0*nR0&#>5V_P z(CCQRG*MM0DF1)M#AbwLiAlzf(;nK z8ZS<452rZBfb&4WGZj~x^?RcZ2i}q(`P<)Lj3cokvu3po-JNz|y^mcbJZ#@CVi+H$ zsC{=aN6thJwpY8el^@pC>k^FbpL9lXOjV`+A=taanx9E!i2-b6ZZ6So`bZhvUm`l6 z|DHaVV9Y=3>}43E(YRGVVkEYHEE<{KisSNIG9B!IR#c-jSou4UnD#KYecml;h{6>m zc11Ks1oPxi&4fpkIKIA#8%hI!Kc8L9{h>bPo9*u-X%d@pKwnFY-9a16Do2jn7(>)o zPk;g{@i&P)DQwyliCl(q*3WAtUGrz$%J#WKS!Aq?)}NAj)$~3_Emgf<@r(l>d}3C+ z>|Ov+fevab3Gwzo(r?ir-)A!x39aL1O>oT70K&l9%k*jmh2ggOKL;};Kg&b}+NV!L z>#4i!lL{H75a%Re8K%=ve=A`E0zXLp`sEs;QQ1gM0@+qYvog>>-kEu>8il#Vq{gde zHxo(44?N9yEroDiNp0*^zNVD*z|9o)_&ek+u6(2#8{w&8N6e#V)B)u*kD(Y7(P;Pjmle=^CqG0sY-U zG|YTyE#e2vk&OU&*u6Kb-tX)$&CK{VC@9OL)gb{bnzFGNtGZYpVn;IgtP`YM;csey zGo@Sf_D>^DrPae=k&Gv)ZEegN#_kXP;D3xXeFbM4OLCiYId?8Z*`*%okz}Td?vo2^ z-kB6#*!uz7uXV&|X`T8h4xL(UNl!65Z_AjY3z373INH&V+tyJwq5Gi|6Oe6IFm?@j z*~%W35@Z{j!^CSjgW5)9;PG*_C)#-oN;EbzBY1>INT$FX)9UzDj@unk2oPrnUk+zF zpGv|Mj1vqB!qIfxMLm2*r^41s(wSE+NJ(uh|w0u}PoBEq4?lUd6Vb6=4t>0S+<*-Iz3>V}~7<6X|Gn zYCY*8puogp6>@4?CH0TaZhQo)?mRPNjY_(!C}3_f%N%Vx7L)LaxTj{Cjz_OWIo z28zZTu;_6$^#P9si{g%H{C(iy*!hKCk93J(p?HGvD6Mr#%CY0z%DjMdurBdjPR0b4i`)yq z2zeBM09+8e&Ppp}e<=xC4ucuNHeY)GBJIlT1)U(?#00iiMCgm-%#V=gDstRk)Mi9} zej$?eWaL~Q{gE?>3AhqM!}R-H3BfeE*hiNp`lNAp6NNReHll)7=t!D#yYXWjuo+W{ zdiJ#bJO-HjomY9v7mI9k_ksPN$jec!qB>4fV06orUx3rcljpD5($!-3G8$B9*JklRP(nA3pmL-FVSf@d-=hWWnY z%X6+v;%XBX_~yufx&EEa$$J~#7sIRsDb3cQ6Nk882hreWUM}>yU&O4);>U=$+JE@* z(yVNjq*)j)c>q;;7H2N@gg%w_2jQacvWSoO>w;m9!y+i5ksDDKWuiLc+SJ>u&mJy8 zq*E2)p$E<2zy@YFL9|S4gv%K{iYD7prPqM!8+;@rKl80dqb8R$KJh7;UGlMgL=XxM z?LA~rf+#a;!b5B3+cxw}a9}VngDUxp{%1zK<4H;DZ_P9>P}B@aEIyUGD|m|&kqB9a zXECrs8XFs}-oH=%$M5nIq#^-Ka8O>K4k5cAxC+eaSdmlkH3`S3N(s4ZWb5( zv2P``KcDk}Ms>A?;d<^aRFHMYB(HZl?z9f8Xe`OcxX$qSQX{=pq?NM1E= zln7$zzFrgXcbS~l;;Y#G`SK$1?8)2eq^J^VZ1THuOSKu9d-*Phvhui+lKUV*G6RWm zDpcbqeC?AeK_87u!=Fz@H9P=nX~e1O{#nDMSGO|nYe}9-=^27i@5kd#ByYV$_xCl) ze%9GEAVrB=z^;m?rPQ3z7L1+U7UD>)wx{rrEyN10)A(EoZ_=;sehi2S)tezL>ATN& zfk*Y|PY87tcGR^qbXOrg%qKat&)#GAroi?aHdf>2)Z8F~Gq>f&9*mfz|2f|Gc{KsA zbI!2zS^m&x$Km0>nj`a~<43-%g?Q-2I~vp~=zXMfltjIs&+VZtQtWni;V8j5K~oLva}<5UYR}TA8`3?k{V4DEKKO}sy{-$ zOpKei5ZP5axmy~04|>ecsMYA{jqU7__WG$@-(ryPv^BfFhI7oZHL>GyrXkHW&$(XY~w(~ApDP0gRH(c)Nb?6q?h zG17W(>z3b{$ryEOQT2DweM>TF*vW1ka{B^UR4a`2#_z-fW4Yog`B*l9ia2{8-w3$g z)#Nwhl*-obv7~1{V{HQ?r8p(aLnxeRV=eqXB7}43p3GgGNQTaBW3Un+dZv2u&4G<) z!(-5FvhMWz;%b{C^Qb0qd9hK3w_i`3itVxaz(U{d{F( zo=CO=_mT5NMe?$oSAMHLteqGM0U8tGdhj6fBo3zp!dL?+ikGdLs_m~RD-nP&Q9_to zk#)F7GK2taiF84-i8=NFZGx+p4>|6cP9*;*34x#g{^IOwOFGjQW%_BnZ66F5tyS<- z@*(MLlvgz%dOnBo#Z$C%+2+SRdm?ySM(;krs6+V~#z&^WWK@ozF@J*~y|VQ2(uS=R z--1vJDmj1zub|I&4ghQApxMtCGaZ4#?en5S#o?w))I1=`9di@!$%VPo6_zHand|ff z;@gy4u|O8^8zV}=E%b&Dc#1qGfuf5BbV+BUgS*^i0vLSv>0ng^O$vBVq*M^uW*#_e3kXg^SorqacBUfpS52ywuptRL$)}eTfiF zzMp*e3djGC|NbKpJkzxw*uWp^k_x-R6d)XR!s0yDBdMsvpF@nx77gfsHA@OOGYrOZ z#h>vnTO|E7qKd0Ew$k@z>VFI$nRJ_$@vEcK@Cga&Kic{P%3F*HYf-lKxkrsnLKS(B zAOJ0$rV|{s3vMTu2?mn>^c|v*D170af5NHhRw$CoAH!$RJ49Tr_B>TCEaBx46P`;R zhguaAb871saMs7ZWz4U+u`WY3y5S>3=`xf)1K#8N&$ENyHfS^HQRSL$L=?cnZEU2( zBMr5^;FB!#dXHo2Xk5nWsN~2HDsOd@`yk) z#fOU!lgjVbGG(@98xGJXWNnLH^m_>9WQ#xz(G7O0(aY?sZRKy{W%3v*_9vfwz^0W>&GE|QbvAG zQ7TZT32ZJ%#%XMDWIdsFCdj|?U^`B#7J7Cs1870Z>0V@z+Eaj*){fj0!(AGv^LLBp z2lYc5x0~qo> z2PY}MTvYdgn+=y~(>MeFqDCBmcRG0U^^EbJX$INUAysI@%x7*@a{Wp-;9R7A>m@8& z-hJL8rcDy~=aMTU!<(W-M+7dCV(K3>^X*T`qESz)S2pZBs$Na67akWrJC7dF2^3CK zPjJ9?KA=Fwq-L#=O11s?ELhlK9y>o5S%FhRk@K@?K`8^Ac`>UEKs5@lJzyHYYJ5Xl zIbg%Bu6W*Qx+_LR;AeC)x@8|8h2uY5$v2CP;Wj00iN1H+Yi4-2M;+jN3j75hp{nXJ zXw=cgG0Nvj81rJdtOAn+G!#el8tPqpT@joi^_Y%*`Q`JJ{mvuhJ&IXhjY>Jm{eTFrUugA4}c{e;{3xDZ2*z5$-V z)?E5!w=`fxO4s~DlyAY)~R;=#g??hu|%5D83sQ z1v@xTPJf@qwgWPRPErygo78mqObl8#W*<_VCc%P&K40XJCuyFf#aU}M087Mh>8fGC z5XA)MgbW?Dx2`V}1iOz`4lZL}KnNwn+=iOxRRr+CCB5qh$gYOKNFvX&kyH?-JNAT* zaCx;vU5mvRkEY2k(%8vfe|Xt+Q!}j*__jJ^Z1q& zEnpn(XI{kBL)`mT@L`@xq)*<75W|H#A&Z#=8k0#ikc&qoh48t1C-4rf(NR?d@biFy zn%~6ri)SNcan(~#*zoowD-<317sU$obu7ZR#gg7k|AN_YKC@^vh3|Nw68v&5eT3dm zTYZ=p9t!Xbku}_Y-%^Y?V)t0niN&VTTT$ZOhWw$2s)l{sQh4(W&y@!YK!n+qd>ZNM zJT+U2=h0QMBvQ}5qr5=YamHMJO%%DWpR5xB7;z%(atgzP7TH@lU`I9>abV-Vs`6Pl zA4-{rnu(rB*}x*Skqh&1+SdM`GYoQC^3JNP&o-fvEN-txE_2!h&tB1AKXJ+I0?QKY z^mNNOL|0R0g^Fhdn2i38F&v#SCVG)`~Oc*YD zes$GTk%K4Td_UM1$=HaGy+1zF&P+^K8k3>nkMxoWMb( z&V0&$bsBFsMg>Dcu_hyMLJcM@Yv<-X8A){)ZrS8!2LYy`tdsGX@v3FbM1(mr-imw` z+cl2ts%AsgL6rksK)d+dwU^M?nw44UI;(mg9}B4T|O@szoXsB?j_ zhxZ}F`kC|s@>~;Uyq`CiRNOtsuFwAN+3rgy(o&ukpFkMdAUAd^4*i@1Ql5oknQ%>d z*hizO>F5_&9smJJGA&r3EQ*sGb%NFr}xwj;Irm z^E3A%rUL|09935T!ISTrDq3g<3yUeg_51tLQ45FwKe+gd+WYgO13yV(iyYgS&ym%l zVytCq;+S@*%*{5(IPai3$bV=1z*CrDW0E``Z!$F&@)uYPY52VPFRWKAlS`Jr&czTav(MZd;Yr&qC<_e|8 zzc_H3lfgi?p^<2^{meh3HF^Gg*0v|`l5s2lYlKyS0>rm>G|Jmdo>Y;f-=Khl%kBqD~qZ^2CKll;@D}Q=>X&b?rv4}Gq<4HRZw?B?jW_My$hXd&5^vri6+e$(C1Otp~1P?5MILt-jeO=}}3 zf0$QAaqzZ*NV7Ru2?^y#0?MRkcDCP{`g0@z6^N-)I-8EA3?l$h=$SXblmd1Co^BOov-cA9=AnTQuP37ui>TyZ4a-fCBdcdE6nem_S(~vD@TqZAX^!-Hg zbRx7{kWHU_0s*CuMMY+GeCMwgLKrG0&~^KouDJ> zG-bN8P({!#Z!!Wa|C7H2Q*4g0vpGh^(R@&&+w}MMTFeV* zIdz)dtI|?;v0)A=Iy9qi>WqOlL{^Wufgx!yviDVj`6u8Mt8Ni8XaWpkO?6pm7zPM! zm67dv;9egd#1m8G%`vJttkj4=)5DZM&q9U*_4q8G&qOyK&F9Kp2>pY1 zt({g`O2f*ToQ@fh!(@dB-&PmogXr3L72u zzr#}bIuULq6b3dKfNTTFLH$$rsh*AZd0{yi(tr$b3wMvbG$pHsDDN`ENNsB(BUS+q zDi*iRh^u+1uJO!_D0L^&=l^!mElEw(2nLc43IWV z2I78D<4mlD`g6}?I+nA6T|{7p?lsO8i9Em=H{$~MV4PJcWoB+>ttA-0C*Rc!l{jeV zV!W3rl62PSza*l}^|;C4oK7F($1X3P?>-%O5vkKVEL$W2+t{=ggjGbq?LNgdoK`$_ zjhqYPEXtLnya{2)>m={D@ zrPE#@H#h)yDZDL-I9|tE-#@ooQ^GjQ)Ej%d*n8zBoQ)XnJt5q-1u<)EW?cdnJKYl3 zVOL~@Icx~dN!T{IOEZ$SCfK?o$2)_gjn)6 z=-ZE;VlnEWZ28{}1%iHf<4&mCLJy2en|(luenJbu?9ZP=5e z0}awR443&D!ryH4RW6TdfE2!6zyM&7IOslw=lf2@OzS2lWp=tRkLK6b|JVq6X9qSmE9H8wx{U=kh!6v@M+ zthdMfY6B}43h{eA^G-KX(NgLOKy*d0E+SE(NK>L0aH+I;pB;FIy;n`k?p%SqRUf4L`*R;d|?M$)hWc#bzzklRWz;V~UH+NG>2cwi&5 z1UN9SD@o-IW!!kfa+uA;^`3?f?UN$;&CwX70gB{b#*=YTlnVCh-ercMSn?vmz zSHf89_G@65%TN7!&69=b z7GN>lz-H|A(d;gfy`7;Y=D1UOOVQgrBmS{09{z~!?_nbH5*^7=r1UQ=-J-Kzp3>$L zwgd05>|9c8W$WPT{-dncEM7oLARLf_c#32q9`U=t@>SBl|M;Pkt``<=8ym#SWBL9HxFF`k|fs#f? z@hl?nl81Vltnz(Ip!s{9dLp3yo0H_CoQqSE75iSv*Ur)Hk_iQ&F04ZS4dG*l=Tcv> z!9>;Qa6yo7@HHXhf*J6)L>CR~f-=RFSz)815M@A~XGjy-;wZoj2;2+GKaCV*${>5e z$Kv{YH-WuOoxo{p%eto7+lM4q!~$u29$VoB_8i6;`YU|65F2U9z4b;Pu0ro*6ysj? z`OrK-`^9P8LqxUXp}&*ulVJSZZ>>R$b?J?gpYe&oI%cBQ49-aEN0u0Qn~c6Fl~0Th zdp3Nj7ck_>pqJ2?;={m+ky*v%j(rdG$)UUCXGYxK!-=#)_L^`@08<$=1vl=UgM<7Z zKdd@>z9c5DoG|D#bO35VOd&ss0eLGy)y zUDJ_l%hizmum|~anUc2lL&Sx%*z%FU<=qcp6oH4unT3VJE4gX2vz4wwkx{w*_2j=z zCX)OQ8+JJk8g@&VMGG1lQc);9{6)Ra|D2Wj`Al}>K4EWpdSOCM?&fNjA38kqYfLar zNXT+RdeashkKG_K^49kK`<45f!-BfHBnKiO$x;t5nE+7O=VVoTShCwv!i!}igbFV>&F(0VF_Gf2jCl~i6 z_aE`z;6=MA)~yaJ$ny21`SgwHL{5((bG5a`*9G-Jg1dw8F{-kia^ah|a}^iltc=*fBWWVXGB$8yZ<8Q`cN?}ed)B%Eb z&jD`oxBH>HO54*1dvi#yob$$HMmL^cBT*LR3_=X^n`1un2|QmKc-xD^+#d((ww!cM zfL4Q|&rgXM&U`-*a%fue07PBYxu<}E^0HpL!e&QmOh@=*TIL9d+NX(00C5{;C1BhhfeNrtBS(1K$3=Z13rI+#xDyEMlTgs<6$$<~3E zPUvrPldKp3+Nx)9#D^R92KXyouf(IR1m2;)Y}jp!2lQ^EuOTm3K+C2I<`22GXdQvQ z8y6gV+1<2Y8hpZ*UyIhKV;$~ESXicoZ$1WZ3x)st{0f4Mj zze^Z7R%!NycG|@!P-5esV9N1iph?8wp??65)bM{LXLidN&%>&+S3yv<`icXZfDL@m zii(IS+vC}tzXt_7h*~y4Xk=FhxEM4qrZ!kPG=RkKT8{>|JfR3^=;%TC!v@y^nxaSk zwBot~+L$0j&OD8Qlm;dmc(mr)QW`9$HPkbOfGzZ2Uag);+byZZzJU5Ihbf$F=+P^D zs5<_?V9)=%XM$ANL=7X7hPzVHGU^Eo{_bBxTJacVfB}le|M^*jxhCTA{Go4>9OZ|gO3M-4C&5hY?Ca80*Vt5dTXNjp%1sFHtF4}J z0=GW{gYgd+jf+E{Fv;XqRX4t98!W>u1Vu$fy{{*-3_#iN_q_(m0F%OZ8QoBRy5;tG z;74icrgrP~7kJ|c4wXnSAcVrj$QaVz-X2W(>F>$)H&xis`b!5%(LDYLxw$w5G519L z3Iy%iQE838-*SpJFncH}DcQ(RvkSBH+u+Sw#>=|wjJVi6L>niJMu7icdP1eQ^SblzM`2@5EP~u#jra{Gwcf6yQPtWnicJ>l@$dNj^%>dVZ|!p)5tWl{ zKlOa~=_iN2{@sMe5BQ`0w9p0(%^%4vC0Dmhe;sPXkXgYJULp_`yRp{qwOt zhDJp1DSdZG@ECeW1xh12ax6`4ZGPKFsM!Cz@LzrFvs+xt)%{XKqheGVer55YDg22x zhz=|+?(QdT2v7gCTr@{lRPcawU)p?5`fy$P&>tcOHU~aAA@U6U_qI6c2JybHudhg_ z@)O)6l4vJW737n^8V70EX?Sk+QR!XEi5T&CUUF#A8 zMNSSI+Q0Yv>xhqgJe}PSkU+C99H-yGFFa-oXE1`_cLc!e9SqNDro-`VK1Or|Q^tY! zh5Ws%l}MtW>iAs!?I0LFaXe!E_bY<~+5e}{Zra4CAP|%$1sTa#{|Cp32>xrJ;xMhhWz5F>-)~Dx?va#Luo)q`Xao`zzIMUc_VY-C-J1SgAYcacfAiTw zFr~lKJuX(r)%`{5Nacvwzz@v=Y#ct@*-omvF)GL9U?PswKZNZ6GZ~Mal!cY`>Uyem z7-rw9;^`?=yXY&N^>Dj+bmfgMS_M^db$zjTvv48cumoXL%QV}ctrj`%r9&4jf)1HR zi*}d#-C0MG3rcBg6PcTv&v_j-17AU^HsZ?BpLz)*7jw?HC*lvh1*#c21qC4;9a466 z%gACE^&_zj6I4M?4n^4gU~R$ckU>~DEuK;B zxY*t&9R4?Gy!^g~6kz-ey~ky8mJuM&2OkUgu?E5H8u$77`};4?Yg?QBbM>0)O2SvC z_ab&n8l$XBo3*-Bg8Z%v{8nI#_k1HFCm1s`GmzWU0`YZg!y8ige*^~yqYJk|6>lwf z;HMVylxh-n39+iWIyNmW%>ky}a!hc(59=YbZ^Fq?GxzpAugp67QtBPNndN8DniY<5 zhsf&usb^II+fTaI7IcIlVj_|LUXfE{Gd;OI8F8L5PXZE)w&L1_u-yiDg^kW%295H~ z&mVR;LMbyJAoTR~+}hpM^T%OV`P5Pv7#N5yjBSp1U6?({`t@Zf0t!}{+x~1YWmpBG zAh3%J9f?{zEXdCGpD0k{9Q~fK-jQbCqF`)HLqbA=E}8&U5g@lPGV-UBi~4in_i*vn zecm-8A%X3*EW!94RyI$mH%La`%FAQbyjSqhMe)tiK*$YVJfw2;($Y%YP-1cJzrVYg zskNtqU$ur&X`R!iUH!wH@^T#i!jgut)~mEuoh2ORT=@NiJ3l`kuiFAjUkddvSK~^Y zNARy}1Y9DU#TK8EPjy?#ed)|$6@Q*TfBpy9Nqtn}s1Le1Xte(tQn>~0yB29bKXGu2 zu24N3QC)#AWvKObpmpiUgV6JxB00eBn2#=3qfgd3{XTT`?89oKU3Vv;wbA5)9aOjN zR1PrPTK2{#4S*BPgA2FmbH50M2@4C$t);Q_+W=Bl7s68!2{$*s#p}u1=UGm;HVaK8 z@MfXRvbAAtZ_(Vh}wSG6X^b8E_r!ff(gK%fI0nS!sZEfw-n*Z=-V%Wp^ z!e2SbdJrj4%i3sMyerX7R*nbv1DAlncPMo@HmH!CWvQ{j!lle^Zq9(`|4p#+#%{dD zsPt;>^xMYR4R&^R1YEYTA$NCozkdDt11={5+YLj4*Fk*U=`n6P zTxq@EZFTAc!1_rjp*Sc3C|q4#a~Cea>eiyu&Ha;c=pEv7bFQwb85mmj{x=J}+w|RZ z_mwMlCZze#6p@PX9iBkKDhAxbbCXE^!29AP~4^lxN^ST%+^r;18dZ zxQ5e5TN5W&0|#S>yn&OQm93MN`DY3jV+TibTN@5$US?KC3Nt4sJ4b#N7VH1(3Cy+* zrYv0LRfXV9Q0=5N9U%}bgQpwZFX4Q12pj|=E%si;Ep30n*-NGSRqM&p{9xAtB`P9n z+rk3cMS^lreM3`ygXixC&#>xu_O5<(*sF*2y@%rh>wk-r zUZKkzp|zrdT_Tc1+RBR2-rk-GO7h=oj>CC+2utV+k~%m!*6}~o2Msv}L$af5Vlg zp@0Lqxw&CC8~Gujzc*P-yio5f&_<>F-zb|Cf=5BQ;pJKgl+p^MpN~4nl&mI3V76g` zz7bc_3jT=v#s3+`XV~Ea6BJ!sDQ-<6$M&6(l?X%y*KZ`6l&<>t7p}ND!%#YWHht(S zW1mAS$|JUvn5II1q@+^Zt6cbZV46*_u_NBSej)Yl*)O%E(A9x74^#~$+)mA&=#p&_ z|18|&=kEhy7CV#-p<{k3kYC`9&;#BDI(?01W`e#HS5kntczQl~qt4!6kPrX+-v7@r z;A7a=s0kAHEus)$s>uz?qR)qd+VSP7*9=^{P_{G*<3QA1)ibX4$zIRaSga^9^zHPU zn?Mp7HQVFW^?H}v{C5_c1lGDD);jU^bHGn-P#&19^M`x;ko)1uH*eo=72CFr()aBQ zgO{P9q3z66(v9cIcPuSsUR}8@dc$;A*VeAV`quVv1FKVEuzM+N)$e5v^Js2lREw)D zmb8+BC0LOeu8Z!NQOFoX0fmKcql6!LH8nK@zJ042=>e-C&XT+-yoUTLAgl4E2l{UN zG+GepC0|b5-Sv*(=Hnkk7JWq`-Z?uv_hX7ZEu*Tv zu|OVEA^)nr(3wFmv90N57am{V2P{bZ#;Zl|V~)k-TN06ALp~L8J|;15@j7(VHuWFUG-9rz?za8M21#=9rJABx&{P|5Fu)U@}@VZ6sAiT&kb|(1W%IHr-f>Zo{u%zbGgvzY=no zU=tGd;_G{T?KR@hI+JFYIQ7e-r&HNzu8Qj(L};bSfeQJvh?+@WLie3wlhZm@lM7EU zjt$zyJJ=fd7X*W{IK#$~zFZv4R)w7n2}IQ_`J_t6(vptyS#hVYu7*nJb0l+mc|+-$ zOIl6FqfCC~L;qL76d*l{|5seLO8V=uxS^jfI9fr{`*8fkhm_@iwGZ&BG#`nv-@aU- z5fPnM+_7nCUMgGVT3Gi;)|ET*WZ4A&t7RSisaNMFPKo=c?>b`5z0P*$l|OOMKlDG3 zDljXMKG@7ueB0f%h)2w#@B7_hBq4!WAsnaovj?KOE2b3JvBt^q1$=RVg$7qTZthpE zuC6Wzvz?}y-V&fot#wD)?yP{q$eC)zfvf!iU4v;E2Qy{d>#aKO27!Ib5fRk$(r74+ z&+G1_TZ$nhIQY}f&fW*Lp7}jda>j4e9VRHFxKhfG{|f0wFjBzPi}^R$^5fVk zt^2zoPFuec$P%*X@*RdyGG99#rs|NqdNlw?m){!g)V+s?W@l1wlNbl zoQgJgJ>T{5^Mj(S{h8B77hOpXEco#0oAH(Wdszl%f--pj;6s{);7G9<>Y297JGu`B zHZNMdc~kXG2eK#{%5sAo=bx&Nua8D}$(~A_8v9yEX}Okl_vU)F#hS1CS6)Y(z$||UMj&B>4&0i{|=`W>;iei*% z(9=WJKo{yD_+LZWz&4UH6}x%%i{m|1; zI0DuZo(xICJEfSYgo=vIuVU0J-LFUx4j&|4^~Cuk{_A-T^d*biO{IRTxONw8TBUqn ze;h;Pm}#xJiKSSRIsG~ih@jQ8%JME+86A$jC+3p45F71EVg?$B2+saIw(mT`J6mCv zjO!b?NtQ*w#3;J^?sNW|SS_XqL3QWzE!8+fu>&|2(5pjdNc}#i(Ow}Oqn&PC;+Ie| zvImUxe6sO=uz(l2Cx%W=EX2F$&iycl|A{I`8==rNOFrs6=W6Xg5>BK4TXwcff^0{U zm$CV)Pa+xKm0cr-AJIEm}il ztXUM_vplqXI5kG4te_q*Zsv*qC6|D37K4zjHK|u%i2b9()y_f-{aa?!)!giD;TwW| zNtHN>r_~VmF|gW`8+RW8@wGLA$I;I6=E7KqvX+LsG@pq&he?g$RId0O6s^wz;GEOv zR%CEpLL+NZQ_gxVmd~y=k+$op4J=M0=i{0#c!6|_{ps#Q zwI=qrThb_oesLq4Z({=q1V0`8cIt=nhkd%OamZIDQL!pb9=Z%&PeZ*BCAcfZDEiJ) z+&b85jm&eK;xGv|oWEb@kiz!f3`su?OBxX;&e*!z8PyEMg4Zq?E={)e^(*Tokw3-4 z6b`PL$CPjACMWR(G}uf@A(IwwGoi41CD-G!f4E;0;0~hyB|JXcS-La}nxj@E$9g>* zlx>~@O|4&h5jUn3xA|XHNh1mfT)fu#6W}gYh%{5ca#i))laFKQhm6iT<{bnWZC zO82;U71m8ZgFm5|0*6zoX|YeWh|k_?;)5!@jn5C#HZ1cNsdJwxo`;k$&n9H}0m+%( z72KHQw83sgUs*i~p^hP<9`TyAh`jXXFo6x4jmF3A#QoW%cVf3{h=JF!nW`wQ+h;*! ze^hlpvd30lA7syTA)pF3@ud0~lF{Xej<6BApIsqcv)}vTXO39@pTkK&Lue-8BRO3V zZR4}Oz#^1~O2Te|l0}Ws=h(V{1@*}JxNm>GTwW?Qm-@A2Z{Yq?__e?vlkJ=bCTP*x z<`K(-@l>E2U{}>V{(2n^Y!{P`$EO!Lw?Bp?y%tZuhnhfL8@IXBuZ3A?>`h;mHwm!c z`2Fl|M0No6l3ehHM!MnS&KOHzYDRKoP@?C!t%`!|8vwR90!A)b*i0aBjGe*f7dqA^g1uC0UhRHJr#LfJ;&Ug$ecfvFISCjPCZh0O*9aU31>6-5CrVrem z>N7VV%o}=OZ2bHA)VCDS7oJ~yXUEgo<|MnBM$3N^px*Tw*v>X+xnF(ZL<_0&9 zd1GKe<_ElPqITq+to~6(>DSnCd}8FYpp6*pudXtKBz=#L%roDvk1W~CIg}S(KWPed zUK@=%{0z%$5_65rnrodlt}aoqwkpI#Rv8+~z*?h4x2$>CeNNq+REYEHPg|b~YK}K^x`#8aHAnHJ&_2 z>iH+zFv^AQlT%Q&713ffLvy}mCs|gD#N*iI_+ittd^OJ6eUy!GI z|K0$O`amJqaVe6i`L6WOe`1xxYV9rYBLmZB7hUP{xM>R=2Vc;8oE!GlqW9egS`!Ht zK3-djE>^*G)USijO4G$|Z6Ytu>(9ehGI(r^7TN~`#1J{IPuUKfSZzpgDI)J>JyoD;chTf>JsVk^tcoE!ADOZ?0y&z+M)A|DI5-(8o{G#X{--rr^Wnjrw4&z0PJ!tu)IQR<27B`0W=A6R861 zq%O;}tdr!3L{QkjSGa9l!WagaXjvJ*1PRrqM^9q(m#>?wSDN+&+8DTVfXi4U)A5+PrsK3Cc(G`__y zX1Cm1bB`&F8CA1=4Ore?gNEemk5L^n zP}Mv++ zpyPF0=R`Wv`=Im4)hkG)+oohN|Izv1`}3yZ_;v%cp}PeGqWv(ETq(J!Au#Uy>1xN(dAZl5)~3%bIns=H4xI_xW1{ipGS;UB z-&E<~Ip1jjvT)=FA#eIl)Dps~59qRyQbtA^(y$(^Q@v6hcIkVVjW*TK%2ia@4zphT zIhxJO4RUJN02p`ctKv+#50+kY#{5O!#ou#_;m5^>`213z^w0_!$WV&`du%B|KVf2| zNn2^Z)O@mB)O%eNl#{I)TXLiE3f?<-?;VZ`0f>PTWxyXyiE+ew<``xEeTMVXi}jG< zquioe5-b*1xxpS>GR~hYj?KDewkO;xV@g5y?i}AM_MOi$^Xe)yL&v^9!KdzIsihB7 z@bbH6427er5VzS8Ykro6OR~D1>n}#&O5IPoB~hMZnVmM}`*->led-Q`ei;>jo#Fee zcV?13fk}KHuO!mFHG7y76_hR3eTn5Y=j&kd#Rmj=v!Vx6ggQd^G|vOV@TM{YrjD2` z%+I6bZ|RxX-!OsyiUm!5!*(N=n0ewJg0KbAzs0lCpOPM5;Kdwr6%n8LXgG~bd14;O z$PMFs%(h#)q~5$QL#Zr8JIpvNN~(OtLjFYkpYy{a_$UoODCmOD8Mh{1D9l0mE{TGL zET#oZ5I(y2meelX;SEC%(`$jMlE)I8-zH0uIb8_vw7Fh8bE&+d^f#p3KK7L|&EGt| zpY#3jUBCS*Op<*){6UiAE?Z4a=PNB@ecYv3q}D^5&pF{}x+IHlNc;Tj=&nU5Wk3_n zOrQH6A8eL`2gJB3X=zk&$muS)5!?? zvK{g}^EFghjgD_+O-oFM^O{sN3(7UERT8uz+X4mMY`x4jGVc{$uq<7YO-!goPs2pj zRMpN7MKjM1=eHDlc;h}M-t2yeTa%MOhfJktK941YQV@+FY6hpJ2e0D=|LtVr7uwjq zLb_STS&kS9hlq?L#vEvKc@za_21(6*=?Uxpt}A`woZzSc&d$FbDmGP{h3DCuP(vcz5fbvQCdUfaK>#$u5YPO5zO^q zDP%6QCB;^)scrpj7q1chl4Bme|cJO%Y=Da z6YvBeBhIMst7=C^|J+4MBBiCJ=-$!1@Er~18~2cd;R zSZ9FNN{v)(uvrvNYDA7`c0V%-SMEyAQcX^V{4k7B8|q6O85gG zAfY*p?a<$Z5{BM2u~5}kC*;1VUCp=@St46qGXFKP6#rflX2;uQQWaCnk^DxM>qz(% zDc<;1PMnoibwsyN(_FI^5y9^8apkkqA^%Lm_jo^Kd+#z6>>lT8>@GwTkLQ9a*^=eu z8XjNYL>4s+8LBsmsScuR-8{%`J~qao*(B|=Mgkah%LY+Ru&DUx7|9EqD;-ka($MHxrxxStM#@4TQ-|*Zi_&IBWgYI9 zR*R-slbo>y!cz9fUZU8rAOe{b8a@xGCsg#j6nZ1M1q4gO-$t@Dqjxl5`T05^YB42Zzq zm#1-g`*pDS`kqAH4+A+g;jZp`uX?!gN#@&#VaJCL@Ufkqk(K5qLNSN_zS{f_Im>~F!}GO(yifs+FOW8vTejK* zSyW!lm?ropf0WAYylT@|{?J!cy6Je3oybSBSnkPbU+9{(_i`a`{AcQ#^7*B+ClSU& z0CufsJy(ji=L1G;$Wn@wnhfSw12`S0{uz0n3{?E6)mt84@srl5$x~TLt=AL4sz{8JKNdKBx}}Tn zG*s3q?*XS$ylIw$0PK6UQY>6|RGgZ6=M|A#oaQ+wc4@`^{p0++Zn9VI4bn&RG{BKN zXK-mLD^|llQCqMkK~sIA98S+L#Z#a^>)}(Ye1aLux!BR1I%3sN`;j?%6$Xt*0-DcB zC&pKtyP5bn8%xU%JLnl4)^i@YcPX9?e8SBLT}5g>E|fwKi%Ggz4~F|s65-a3 z8`$Bxb+Pvi%A_WLxtV8V0JD8)i{wZiCrj$nhIz}0Ytkr@YT?Y~BLJPi))&e{m3j0C zFYoW0fO|HbUTi+qUw+;XKx>7gA-q(NT<=Puy3dO5(cq4Og4P&3f3P-u185+Y>R0EOw?-);ZKlRmMm0}9qzpKVlZLXxym(4=IeTuIsk zP;S!%T$z0z?|J5GZ1Zbtld7%f*sW(d^W>7p_RoFA`OIeu!fmK*nkg{L=T#CSs@Jf> z$+_W`QbHEbPCHukR2j6|;eYi=K64eRCVaNLq}1RsGVD@!&H3ZQ$C363s_9kQR})678U&`e*HrxVS4$0B`57`z|n@VL)Ld zWjArPmRqhgZJ~P0m6()qkmT|xjycm=CG%X?{kj?^J(u`3KMEPv*k_W zA{uCAe_!oL&^8&X-qhu|1PzYz)&24Bx4P$I#yumAxG`8P72XFK61H_E#9vRl(#&Q_ z%MxqoOH1~m{?RmW|2_MAu5LC#8z*~I-)eB}HGm|l+3<;~-o{Cpf$0q$lnqUH>iRyL z4|F>5r5Gqm)bo`MeKIOTPT(!^gqUF0n^9ldLvOxOze0>6zc^x zc57e!TX&$s_YMrKU(VS+$@YCQZ{ACKv4?>(Vc1z(m3k91JQq$l|=(X*-zWHNtNqRO+j;Z@tXuT@`nWfo_W7;tHzw5 zqF(;u1&1ifRs&>TNZb~m347ue`2$~^VF5)$G|+YoT{t*y?tUT$+~8pEE-lxtL(MOR zWp%&*5x|R45jjx*R`kX{ycnA+E_6)hc?H^DWa3K(%35a%cS0m72J@+^hz>^WY-)_} z0)FiX$HxveHKC5YI*B>dIdkONg~bDIcW=3wLps*8lpYI5Lw`q%sZ2Ew$mLs^R9wGdO{mW<-Riixp z%s^tRjDP1omvpR{j}w%BKrq zVtOV6Z^vDiigxQF>ttc27<&b>)804!7{iOQ?F@ZGFN=Vx8ojRk{&7O$_gwOpfdxZK(5w}+Qa_kY)LYOwV58= zc5y@wru?|u@`CpDS!`WgeB9c>R%b^N#UtM#EQP&!hk}V9>T(Y z6(vvXakD0re+5m4E;smq`P`>Bp&rXJ=tx>%yUf2!HXYD_cW_XV&&@v8eCR`nEi|{esrd4Yaop_ zDmsSUwz-a$N*AEDY{{H~>3rB=yA0TDN>sYml+2=j(${)$?qc+LG{aPfy0K9WlX~@d zKF!W7#P0s)Vj!6#2$|gL_}B2p>e$t(y|wt&nl9mk(+?1Z;i^@C(G>mgLV^%`X|gs+ z@vqgFXVzNP$kt4naR$__|K9Ys8!?HyU8QsCt0VD=3wrIKT@u-Z2z=}rezV*Lvk@pb zW4=C$*~?y_hPm&CdA<-S+a8Vw#cZ|m5I`GUZ!~6{O(N7GspvJB!E_50rW5-R#s_aC^?7H#Z1po3>@Ukm zP?kq>-NSpKKj!$e%hO*VEJ8`Q=)?&&RJ?*;toJUD&yXwkFrz7AKzBatBPIW!G;61C zPz=NeK;ua>3Y&tI6LSs*f53hyTp``YWU77=?%Fq@ef_)f-@RMcjE74e^z=CAD-UAt;zmX-#M4@>c@LNqird*yi+#H6KBh40UC zgoKc7kG*+|f~MopC6WX3B9+jeA}Iz-h3!Ui(p}G-%?tewd<}@*Dw}M6^ejeBH$W(z zttfS)Nr!oNE=NgK%oNvJw2~Iih-bx(Y)}vbud5(A$&kdZmU^xEELIfle6SYh|((=r-#T`U&*C{k19QbbK41 z#G*JI>hJN6Q#g3zDV2EH699?! zL}czey>_PZpH>b>-$l{GNTi5LXvimy@^QciK9Ae2J85NZ{S(~TDl3V@jT`%^t?hXo z+Yw*Sv!Lf%BE*ooB&#OVdle>uO+fTc#*0Yzru+E%O!z~bzTZEZ79ZBI?P>a;&m$1g zq3x+3&&UZbu7Nv5`lJzdg?G2Whd*@I2)T0IOTcovqnQCd-`8je;wUBPsIKz-MPEuS zz!lV<_8Gi{(ESjbR#&L&s*%fjibNP!Fy=MPM|X8QEO?X`ubG*yHsJxr zeoCGJKv}?Nxn;8GPiUv{qtIfymb@%HgT^Gt7_ z-L67_DhWbSIu#%vSsPLq2ArqUrPVAH{2|Am8t;MOcOhuD z8e}tmy`F5l!*hf8rtgjW?(S5N0+*1#$rwu5^PjBwhd07axA;Kj5;@J_1o*=xd#k8K znuM((xo&S_5706FvN&ztt=*765fOjL)%CR60%`2Gxhlg`@}4BglaG?etpX7>o`trL zhq&Kea>tsr=bp`selikSy4b}4(|HG*doB~!PvEop4p5L3L06zH26Y1!3)tkqS|GAZ zf!KA1;z6E*$QXLswRV&-F)T%jO} zEd*>{!RzZLxcMc%*+1}YH zR{B$ym{hyiBJ4#O0Aqt>cVAzSnCuT**m)`GvGtx{gt1N)=yw4Nm|&=B6aCd)V*t}z z*AeG;be@{&QJHsLl&llZO}(=|RUnAejvVC`0u)J{`Phg^YRc-1*JZth0iEoq~y)UExr-{){bk;m$MAGVD~#A%My&%gZ} z$emhn-#Cm`KL$2^aTceny?$-UpNc{~c7KIrbYYtD+%Z%`$dk!bp4>Osl_VKxP#S!$ zq(1MP!&}^_Z4OI}Xid-NF>IC8bRv6m?B~L!#!SUr)&5bF{CjSL*ZNO;_~%^fklQsk z3*oPvAOD1iX#<`F%6^mLl~wSVYzqOa+VvAAj7eoR?zZ|&hC{g}@5wqKLU2M6 zuMpL7pMr(C;@jLKa`NP^?ATexX#C`cvkx>M8j5r^!+YkHKeBw7o|_IyOW)QV5}o5f zHfN9sbP^AAg4!55*mEIBxcnCT>;k=9@&gF=m)OnO0An zzkK%O(tI&rl znS(zou&ukvgZo5s6yKf?ZTVkw&ia2;eWn&Rim|TJiz`9I@%6%!pyAfv6x-v-JjjcV zpg(lRybiP$LQ+Ae)RT4t#H;Z~o_NA2?~tll36S3i=glwi6t#cPK>W(OZJ|FM3)?7Xh5?#E=cV@57O%4G+-kG-}FiUD<0r;{5UG2@b)*?Qz~q2Mq)N>tzVBN^f1TA~HqP+fz!U@IIv=v?`}+8% z0Um;7>-t9Kt-UjkV=t-1R}QFW_?`er?W|MNhahPBdeGJ{o!0BTZUv z`=UxXQp}#{H47P`gTp^UN9=jjJMFbKlUy+vocVxTZ<2IS`a3R!ny?8N(cU)^ZpGGe074#2qj(bX3q8~K0n_0<`uTzbIbiSi$IsdKL#Etll< ztf3=J7tQ%QF*uNf76h_3 z+%NFSuD6+8Y!@xD9w6L|i!vaH3^mAS0PzrzLzWbo_gS-S?TBagPEAb9;w1-%1pDkM zv@b+tuWAnMx7+64bBX7ah#OgP`jwmt+Sz|y_K^LghW7bUSxgg?y$s6kFmj@s0R5p8 z?#*ycO+D|;hU`Z9ypISsNQh+8!g6rveMn8>+V?a_nHskM#43CVPBz^H|EuI(<_PSi z;p8bRs{BZX80Bw% zZ*DQT7yKbY4_l>xZUX%~pbGV;yj(y> zU9z#;#2N{~Lwt~3F1t%b-8@;PNc93c%u)m}LspzPk>G<&=;Jt0|M*mzWtGgwB zpKSYAX(ArS*tydV>7@)wzjmV;?W@r zFXX~X#tRDHwiQ;W*_ke?mOv9yth;8seOXphN+*JId1-R7^f+kQ0(`xpXpWnYddfCn z;XHQ?V_>qHR@mRM)T?={<8J%Wy#Gh=u-Wx_x}{0#K#9pv!=$|}F#+nEVVy_Xc&=Xh zDIpI+sv$BXU#QK60@c-b38of51b&Zo6WkBF#>O)P6BtAH{kI$k9Ii9J-F4i?lQAMe zWbLo;^psG4LTUy8>x8T&QP7_qKW_tByV#7BAD?X%l!C~*f&>|e4F;usE8<$6f6tg+ zH7nGgl&IR1$nx-a0!zOg5K{KX{9Ln?E@M}HyJ?OnAjovnRO;~EKgF>l@t07jt^{Pp zT9~xjgs9BnLQsNT+;rniW-GPcztg<@n$MeOwEoTt?jXY0I&+e4(T_{YK!ybgVh|AiNNSST=nbvA%RmD`(x>?2-NlSBa+mLy7bAad<&Am> z@9mvkJ3(~5ps#*o7I*-kXVNZ^44Pp1(Namd-N_9l9X`m z_4|^-w{9~l;cmqL*ptXyTRwiLjKjWP3jB@zrTEq8b@=7O9hvw}3-YtjI!n-m)LFcV_3TQGI#rVmh{AxXn{Q2T~_oSB!wn z7bP_XW(p-4htK4#ZS3_vE;hw;r(^1>bAuxH#OLu@?#z5`b_OP%=2piC_ASkKftoW` zn#PX4dt&D?U0X@Pp1l#je&h!)Mq>xIQlxcdjxVQ?%`=No!dr3D$M^1}3*qXrICTv# z2(^I*PX?`^6}TD!1b3UQ)}}NY9eU@$29)wo4BQr&dBvTZq|e{8Ij@D1J@dpTz|w)n z7yvjrXi3kiegSGre?tmd@B_-jp%x@ znjNQo1KevDwg$U?jwiZ!^sA_h^*WRdon$<$LBA=ZhV1IkD8&eHgn`5Px6sw6HDk~- zB3#Ryx{vYRlMBdM6-O+B(WybH-huLF@I1ryG{Xz2m#dqHp|(GGK(qvO|LI0APk+Zo z`{5uEju5omoPy$GuPRDZoPR0q5)D@^D8ULZ= z_fe|0eYg#GiH4eGLv@wQKPultrax-0$^VGo`U$Js{To;L8}*?zDS3SL@mmvGv~?h5 zhv(}K4+7b~gqO$W#`}+jC9PVT2ds|IJ}BG%cG<*t9*xeOZ?8zU+>a{tU40Is0cFAA2a-b z?_yiP6wEkN%L%NdwWQkxk&K(u2Z=-xIz4uPHEUuT=`dUsU2np-hq9K`u}NP1O@;aV zqxfMV2XG`{VD|LS(^Hd&dn%DD?KMe2Mgi~v-o||H=mj9hN(wdN{NDRpJR@#&tCnVe zO_04*BHhus?>A^sm04519tI$ee$$=fnqhnwqp_pY?!s5f*qcg=MGtJd-h(Z|jc-Is z${KxPHI0_~{7ZE{Sh5c~oj92bhAi^g^g&O7Ylnhyxt?Eb^5pptioS|pXcyEfuLxv| z^VS{@K0I^vn_rmb+1gP>A)T%nnPy%lRDqFGyiELIZ1op`K&YOyAD?(40YT(`2ijP2 znbwe~?Z5s_OFO}~8ytWFY0G2y2 z@Qhbj`uA_wK_o3wv@Yf*aZql^U@EUEf*INK+T(N`9|nA?_9xkYDf96ohYu{!aspXN zJFYHa1o7)nIGwYeT%C^Gr`WRrZD~RtDmdza!0L1g2~;41fYXaYrHgzWWSqdQ{^Y{p z*ao69`y+Oj!xmKrmE0LuMh>IAo;Lv!`fmrAR)M;xoTNSQ%Q1-6&Wqf}>r^Ih-s=?* z^_t<3m-Z6tc{<4MCS>Lk+ajGkx1m`lh?QJu+!gD?s#if*_9xa`%jEOtj5Vt||DAgJ z7$a1CaLe$X0F__z#a;ZXcqL66N_xQ`y;e#yC+No^UrtFpmyCb)QkT4`LiT~g8D|?? z{b}*J*W}i6CBiaMlt|;~F{n1XLHPKTS|s}S1tB|cx&DzGgr_>zG8be&XuR_`Z1&xA z1u>@Q(M9@=@zF37KWwpXiKlZHAP&io=pLb)->m95RcLEl~(nk(eEw6G)cvYx`LZ>T8`FFu>A- zqI@w3U;>7|uM~ak^<$@$(!!n&(bzNVQEuz9yz37Yt#_ly4kS7G{pzvqd#V2Y(^*om z!K_(y97hsNzp!b~72r#eYNn{hmQl4%%xRn!533zqsmYh!4R;!?&mLo)7%$ff4cu7> zfl&8Ixv7BO?V5DLuwDnu_F;58SN6G#<_*k(xz@nJf6Aq3ZjIG5DK^9O&R2_h?_q9W zp>#<~B_HLxYd+a(c1Vh`QdB_bDx?WYBcN~gMb6p^mYyQj#LG#sB zP*rvIchoAhu61t(-dZv^KLP<|JLzOvUGQ{N7cubWDd_Ei5t;i~+swuEK$O47Z@chV z4!tU@vXy)ZLP9*(*N{6uFZbmG?W@(?%pN)ROa92_PxR&9{G1+MPrBb8-GPGm)P)2H z7!Cb*0)vtrrEk~F?>~AQgM2)*D?$91G-rR)7$ECSC!$sVLHxp8+^)& zny)sZfi4_Fx|xb^0jbTJrq`^n*XG-qk!U?X^Yo2PjTzR@97Hgu{y;$q4)C?_$th>x z9upf4sl}{9$(adR8oLbN62Z0?We{3J4JvO-%Y9;ydxyK;%(o zoh?0kmKC48k<;VL3&C~w_;Ijo6GQ&HVV?WrD z__D^s)L)ZXe*Ec#p!7nj1RxkDJRDCl52fjOH_u4WZh-}-ykYk&)a!hm=c%R&z2)7V zZ^PY4T;4sDX&Hr{oSdx#gPDed5BVo5NG^(W>2t!fCTJ|xKN^B0z|L$7PK}T+o=wIf zFbu&VMBC`3m`q(Mr!9J56Qp2-)kLSp939_)1wlo}gvCIkO!U6&9}PI-VFYv^XP89$ zjkq>S2#U#W@fK$-PrZEi!gvJp{paZ_Hn=N{CWGQvf11!nJQcwLjF3)@GFWsCg9L+OxY$8#(^Fbd)ZRI<(UY*m ziQ_rW#oZatD+oOq1A32YrL(baepGdNj8o`|@y#!Iy*rB7aFVy~-}sqL+PrNS^GrPmK$BE+*WYv1h!ra{Y-*tTvU*cjDuiUITH3TeHl9x;m96TF3Mc z{@-QRib~pyBz!I$defFrp^|e4%CJ*~uELiH7HJHU0||yqV<0N|1GuaqRm%m_M&_?Y>q% zh?m+kADkv4=4&RDD!T!?wRtta7Y##Hsvc{h$a%*Drftd{Gs9dMVD^aCZ%FP;72H;8d+9=Rp zj$ikKs0jSC12in|TxG2|5q3K@cr~u>G~MSM#DlOY=v&62LJP~@X4f>l296MLH;e#2 zgL}7Ghmq=U%;|4jPKAwS9=n_ae+@v0JA(M}e4sEZbf%T>fP}eqL&qy~RWR-PY(Jec z>!61hG$)SyUZF*t%Y|vTmUM8r+0DzlYAt8mO*?RdGOu&tUv06#)19nE0WBsL!}&P3 zcgWX`9Sbty(1=cB4wp-Z<)9GtVRJUw52U_c>YFN(8yimwEtSqGNA|{p65x?{ed0KO( zU|N0N?|&I0RQY*-8VqBWw7}pMju1Erfe6o`=bIhLlkeXV{-^qpPJj1f zVzNB*$H~mIE}x=fj-2s>48LB}%{<6x5_vwhe8WoX8F*e}ZPx9SuWb}U05$jPb1VOt zvAubS0tK8#q|jTd`CfM4cDb$?bN-kHslHo@M)iIvtEUj(&8Myi$GFI%K>ho2>A9=X z{XC$YgZwkPnpAX6!AW5WyB8;QHW>uK;a$<8Cx>vKA~lNukn5unU`VX-NdZZ&v;N5y z$B`)lK$o+~F3i}|UCtdWZx$4mKHF{CWK~UIr3mS8d)R&VZVVwwV-%=Ua(6t-NO)gTUis!@)+OyZ!!!N#P7ib?tp;6IRsL(cCD- zp7uu;|;VaU__km${bKHfSER%Am%M&p-bp7AAM5d5T~E3uwa}* z{W@+|T6Yf1)prEQ(wL0_Q@*5Wi^oYXm~O?XRM|;aJ7w!R2%O4wQJt%Vxtp8D3cfr;*S^j@_$Y?f1T8;6#_Bmd$;=!vzKA#ig{o2Q ze3Y64vHZXEdl!?Nl)%>`UhLzvce#Xb1ON52OoX$X(sj}%aHA$7s(i+V4>c2h%KVJ! zi$r~+Wr)w6Ko-P<`3B)MQY?nl=$R(7?JirwA=km@=j@KS?2bzEI2%7FnsxkTG*PAq zrHmrg!@3SY)FA5P$!c%`57Y8MIfvOCrI&l-q?3j^08RU41{{AHid!UV37-8M!0pr! zTFlf6PQ&N6i-dLH@*7NuXZtK|Wa&1N7bEHT1)ujQWf}H99)F!w;~t*Y{qF z0;EMh)Rp~{EKF8?AGMhy)kx&GY-l3;hKgJ@mMPeaAmXQ}tVgg&in(j(Yaqvuu)ldXgka}*ng-$R(G_$#Huju{#>x^X}fV! z0xtp1j{`H~QsTwIf$pb$yN}-Kpvt|P|Gyy4P|Z0YO8_abZ&OdUfUZ4$+vN0LLgrr3 zMWon?6IZ_jzdP*5N>TAADU0fcjc%)-y!mJN5^{seaJK0$n26<=y^y5AeY=N>gMdiF zrE!HK^ciGZG}+w98O_SGTWY{e7JKto3BAaDrL_0RKhKnw+8GTFKU!c(*)0Dd@buUP zoi+jkklWpEK^RTI+jqCYERa;s09E(e-ReJiuVH< zba3huDeZ{sLpPY7y%^4;cA2a2&GxS@Pi+T~`?~?gI#kVkNvX5Fw2ah{DdAW_!|SPC%U7Mp&Z^_7&mG|)oMJxvJ^v}=KF88!678D~otYPFm&^PP~J1P+8} z_SeR10dM}ON@X#*^snd-se?1I47^u|pU{S<#DV-S7W!yf_#ur@ZlZnDRprR5^j*m& zn1=v_vKO{UNjXYgpK`fxINh#B!#p!Sl`zIkEnou{llF@FFI;clip{^yh*)We#5Sg{ zrsBvX68aTAH#~$Dqb~}o!Z`>dN_ASJC=bq~|6hXExG*@UII0E?6QLPFdYz_1zqMbIb!$KC@iN-fr1f~lc0Q= zqj>W|p~7d$HdL?IS5yeh6IS;&I_A_BS8vmnJIrd=){Z`pcBIcWIe|%#ee91Ac>9i?ZO%~Oryw5T?XD?;JfMd*F?OQMPq+$G=m9{W7<>|=y*ADZm zr>}{@MRosi0J#*X5osI>D^YEM-v@qLIw~Xq!MTH{g-<{7Nr|e%FUsv^jfu0Un!{Gi z31ig_j5kGCLa+s>h*=x6t{W1oAP|HIa=lddxp%NfLv({@F3e^eV2a}I&Xq2>3?BAN z&wIeDee0HNg{G)3rjk>ub!vaC^}~G~{et$0CPOi9YRDf=u~%ZO#%qHOO=)m@L-a=v z5y`KBoI2XN>t)%9iP@<#svD;^8GeXvIo;?2g$L*B#DCHF3WT?P{;o_qv7K&q55R|_ z0eX&Q9-As;rE?1Z^-jZk+#r1p_&!7E3`XB5v(e?P_%1hVUH|Ax{79-$M#EHd z-=~qD!QKRL&RacIRMGujXHJo5M)Q~x%Vy4Lo&5VXA$)Y)Kh%vi=Nt9KWFq{*2iOcm z@=7_NnB25+-5{;8$FWlB+Cldq{?M?IZ}oL1f0&Idt*~A?a3?Q_;^R6;nc}iyfCzKVFKsB{*Bx)QDqa&TEMu|YL?4~~xFngZ7p1HEmk%+nVOv& z3F(6q#=#Dm7lG9^qpcQcFJL{}PpkKnY95h%PBAXmj%RGG&#Nio_FvT8G%Cd-w#D@< zujT%Ey$X=uixpuBQCqw=L?L%~3g1;aC`)jTi800}m>!UqMcE3Z>GH9IxBSbkJSv=_ z7q3z`mTSc|xShDHw#l}n!D$CxJi;Xn-{)qVE@KQqYFOj){skvu`h2s)2(Pdae*-O! z#%Gr-{-o{-qMb6Px|1W$v}YTkp2i1)F9iZgIJ3{*ZnZ8XfY61={xT+eLUlN=Of)1= z^X^gK-^4s%eEe^3?@)JrdSv8Wus^Oan8{(^EzhqW_qxIIa%#$G-g7N7P$4tvmbn!ET+@y7l>fE>6GH!Sc&>&#szlc&I}wOA|-X%Iv1z;fG`WR?K(u7 z?m7Qx39|%ou)n=;;m@vg&`$^Rl-eho0@XAnka2u*zXtN6ooz?53d5ZoE;vLvO@1KqxC#kD(fuOOgqmu~{hajR5M5*WmZ{oAp@O&k^=Vccun%reY)maPbe{@u4|5;S(DULRksJ-f9=}W$f ztY0Ns7dOoibzkE*o_sb2}v>?A!X1jgYRmvwdQE9&PXB+Ug zq?%($aN_|^s~_qYTOka8R2I+g=w03xg!^Kiu3V*EIu>9IUXfS!eHqLE4MF7v$axJR zt5QMMp;3m-4fD1Q0Og2p997C|v7#FO6Ve zc22vDr9)}Ik&A=)i314@BX&>-=E;B21+b8h zOgUModt*BYBMzAnNd!uHg(^8ApI2jOp3g9}EDlGV5C+S;P_tLiQj9->wqHnaWlWIm zE+ZF|L?@Iw#94~*^IM_*&Js#f<*%|GJoY>>-tP23 zUxW2sSQ$k7tjqMmCYYR8WO|1jwtm930GtT`){|L5V?N$JlKLiXAdgctXK6llD9?c6 z72|{O?k&w4WzFkc`*I34+&L(#yf7N#v2Uo)p4zyfz{M4^wPs`B>M6oq)ZzHeUUgme zQF_eZpPwdyn+NfTR1lg4q-uw}vG{x2s1&eJp=FM~n-dXRp+0W$G@m)uC+pRf%%oMa z%|Xff422cEXg?|ct?HRm&RcOGCh-Tfi8Nl(N*=&Ifd5AOe zD^J8vo9bz`TmG9de1Cd*_UsKvbC(Fdt5MV3V{5=rPNzXbgKmu~ZY#U4Qi!3`5$O2Z zBEZO-$9DqWVhfBE{u34Zq?$ zReI@z$4{;ot>~((F7#YyUUmpwr*eRQWnN27fO(luV0-}nn~FS}cQ~UB1d4VzHO8D6 z5O1g!a3z^rtEE?$lPZoH>K=h~9_R$gu4GC|G>4>IvHwBkuBM0h!U&R5kBakyP2qCk z836CGk*wh1Aq5!4in1wCmb}ITccq+DqS@4kE$XqlC-6{dGCNVWa?tDe_qkf;*~A6! zgPDHnSCD0@si~dq^a@xoWd1^tUGW>2PS0^SOUJjJ8CR3yGZ6IVbU&Ju>(V=3 zXI;16HC%HpL->PZGVgj|H%m`GJ&$%vV)dd}$(fNC@;48`lt+joqbE-aG1R&ML5=Wv zKjmy~EJhHUZnc#_=_D&t?C1``9c$9%1$~JEmuCBnhI2T9K=yAE1M|Xs|ARU5*#E+O z;%FTJgQ;=jB;o&?Rw?c+!%)phs)I#56WX})Xzq7NsYCR@lk|7ewNIuD`{Xan2~1Ws zKX_Gyh}(|ExZxV&Ozuo}-Ri;t<`JDslj-9`m~8PXKxN~lDE;zq<@hZXCjv;MI;V}mmWtfno5mSFV*39j@5h$k-V4`U zWZP2~@DXS@m?8sxK%aye!NjU{$2RvhX)n=z2;?UDw9XLgyORsQ1iPvMsgjFqiVhH0G%e9;F9Sh&!$iqbl-noAzl<1A2 zrDh@Em4zgazIh_)8A8P$#SfjCA(IVx_c<^&kf=;(JTDC=hZDoHOJqiz<(5k+F7$UX z53)(Af0fRum7Y%%?T^$k)<_o^i##b7!eGQ8+2I=F2+KF@(i`(goT5EGlP!%KbIq^0 z-67hw=v&#>cG74aNrVeWtx*RTSeM&iG=CHW5*8$GadFvmP8LLM?z=8MSZ8_QvB&Ts zUKsYd!)`L>Q{x_!H}ZimHSbPp_~AUU;`+!-5UOt6UXwp850-ky0YU*xu&!CVIWKn} zFsPIdr8xR|zh&(>@WI4H`*yQeAOJ}xjQrhumLh}OU$rv2>`yyygX+;i;T|v+hHLA- z{sN!ioXp!S8y!fo+2GkLk|=awyj)uN`FQ2cF!rcR(1 z%Ev@#k*cy*|IVn-s60f#waKj%*;2vVG1I+z1*VVHFAjiiM^d!8(xh)?K+bMjhDSK4yN~9Fe^S%)N0S!_xzf}Ok+G(H zt7PF(ABU!$ZGB~i^O@7sEu@fo9j1%a@1KiGJc<;zRd7>FA+D8zAJCNCo24c7A3T9X z)gM3o+!XYPZX;T);veZ2o+T<#rKkG40&BrVV$sKeT`wO6Nj~Rk!%>n0Ekd@<^^272 zB|GbRy^fI}x$_q`7TQ&_RYs@)%3|GLq;>{uz0X2|%$(J;`em42(9~eS50&^jmPwfV z%7_V=_5(}eCp9TuTxS2j>$o4$qgnJG#;I?HKXIGY$N|t6Nbj7kwEKT(GlH%p5MSOjkTIssO6u8R z{9rqKv}unLj5^_?WDe>vQ=M{!cj@=ec{5|S@DfFA@|3@CM$RYwzULI~9!dEnZW5{n zr_s)SCJpN$8$d>Z<4f)TniUhTDG+y;n8i$NP!gJzGmlNQVWoYgGu+s}nWYhEj0u{| zgdQH5I_)EaUp>RC*|lB5Eh#YmSu@eGUJV_v%Br?=be&AD!T zlr~T7BGPsoL%XLAQB$sAGV|$TJ8f*26wA>IdJQ3pnUCKG95D=S#2QvZILLg;3%&wd z&xb#n73koo2;`0Pfwkal53(Yk<;0pcn6eRgc+`9Jc%#O5unH>1&^~$Mob>#am%adA zLC~;SFDNWr;196YZ%(tZas^3sLh;_e2J>754Cft?4_)->lE8ZA=le0arSs8$oGHvN2Hy$JyO%yG?)P5s>>c!8S5He6;QYR#Qs*kRQWU@l z1YpO-!_L8Kh-SMThZ$|$FQ2JrGz;}c9p&<}^XXEx`Kh+Z#z1lg@%dHj#Ss&N8_=xR zngM3;pgmr&vYP?LTwaXwesK}8H_uXF#eRy)b$W^_iLcC z5V%giGOwWJaxKWpJ?|0OHv64F|NYk4r8=4V*2L3VR00Bsk{yl2G5COk4HLC z2gNv^RZ8>r)I-d$t~0qI5)&}To|fE+Ea zVeTH_WOPWq&yv*cc`6v#FurBq&dZ9pg6yf}$g zTt^Ib)%n=q&&fjcIorfIQEg>}Mz3}?&150>8cgK{%c9}2t}?85 zDl^l9;MPnu$+}K`{&sJb1TCYZcRiO&LGCY1(&e6WunLclpSo)Ftko7KRI~X*3O#KX zZlH^)fJX+)La=Cbhw(fAcJPi`4= zCV*z)B&&YQCBYBVA2-iDFF=sVVJ+I+@kzVB!sz%TJn;Y$73Irk-@1A!cuaW(LtNjo z(8hoonp{^7PznPDTMHn~(`iSut3v^fpN)j*F z83~P_?25!AJJZS5Z_m;p@0fY1_=!oE?(6-`*?06fD#IZSAA#@zXru!Dm4rbKa>As5 zo%p({jxNXHyVx}IY~M}M@Cwp7P{bYWpxKi5C1kG59GV(}q#i|vL*Zj(+vEV&gEK%-`=76YSXW#PRz)J|;6rWgEw*apm`XsM z7hPZKGyinIoNLH8K%@b%J*5_|rHij7!$Odpc9qzEWq&1R$1|^oMBidVeD9V&iyTLL zgbQK;v@Zw_kc<%p`Mp;68Ge_A0EI#5qoLjMH9DB2277jpi|DC|wrYy^l9hZ-_3;jV z%e{Qd9@=_Oo@_)rAIkAC^bMXd+-=IcKDCAC5nKKsg>Fo<%!_F{kbvfG|0r`F;Impz zySf(LU|%-PU&Uu?_Gw@Hfo!SZNVK9Jdi%1?{Sil8?Z6--s7W{|g|A9|YMK(gVGlS^ znh`LiT5sdAgGY_*cT!x!iSH26Ia{0DjV9j~%=_hdp#K+w-M)Eb`|RG$Pog%zNi=I` zdoLtE?(Nr1v%}t!AIX~S1e5yNEq`VH@&Wf^!SZ~|9H%;u`kyH-bbdALjC zeq-^{o11BF;J1_FVpN;sLs5l}@@LMakh&wHPtE3r^H)6cBM=Kt@(YWGdlFe}E*up9 zP~$>$<@mjd|Ex`VDJWVuB)sae_hz2QRU=c|poz%q02BdVi= z%@gAjD_!oM5@aLGg;GuiyFZ#24mqHNyoOL^Hl?9qrU_)7VQ?9NcLVl^Ys+d+94Qdm zQ*i`&wViosmTLMMXUdm@tKrf0#MZ!1&0O~VLfkg=9jx?MD%=nJ%Oam7Y@+EDFx&G7GvqKQb?WI)q1i`IKF52}Aq_&s?uyn%w8c z^AEKfY*Rm?A=etenWVtZq0Me_)uPHL%rWgNHZzK}IjNB{P7GyLmfY%`_M6cIs=-;k zY#Ab)dtYgt)(%<(oZ(;)3kNbkW(m3eO~ziXCTqrlsv|CRQBr+m71ZoCpypXBU$S@K z=$)NOYTyW-KI#O?A*tuC{*JT+YX2T$=$>`mc@ZqX4{=QhF)poR2Rj~sD{K|Gb37b$ zHSx01^O(_rhPODBWxHJQ30?zK7si-d1d8;;{QcXbeL8%9EF3yQgV2qV52(yQK!unA zyaKvY4bC&;s)_1w6BgJI0VX(c#HBFD3CI4yzKzm*VQLnR%pTw?a6GOxuW<4afCHx< zUP@}~8WRPqg<*hF1em?W6FCzrlmA0%NAI8eRDbD@Z)L;VyDUCm3 zLv)*Ov)s~Dt{a+O+wAD~WC+JlT{7$Y+F#=9Pj?3EW7L12o2byjg-d z?R|@h$B3&$E{8&jK6REg4V2MQE2*Z(smdgiI-z6_hzdMncgB_l1^hiQR$B~y3%O&&jF?UdTXkyTP?6P zv4P0$nAQFbI`uA36Y7pWPf9T413kT9%#qdggx`>bN%Q!_!>!lLWYTYc65~M!fa2-U z*39pMvSg>UKG_8?mFjCU-n*uTpFiFAcFi8iDJ=T(V8FcG56{tqDPpvuuE&_M`shmE zv4U5$m+|E7{+2$mK;;VF^(8qlN`qv4e$}GmEMlIcrF}61tB_E}Tlu815_J}5T|4Lb z<-INXtfP{mA$@oWBYxtjH~4+ed4n(j^y=d3Ug7rD(SDYx$Be5YwM_P4JjatAjH@)K z99QFGO(Ht-lM?e__KcCI@?+^#vl$Yag7#0@z{3PUtuRa^2(>=_7-9Qnt1-;7_s*)e zBMnoabL7P_tnViWZa*W!@NB}&f5JvMekS+gL_;4wFmz1~FIL!QsK4_()C`OIunNS0 zLQNmPUifK=xhSx(q?K`8MEdP<)mZ5oWH!BuYw29ZS1SKnNm%ch%;uze@mP^F6i|Tv z>ai_=qx`kG$cM@k@vZ@FOt4vb(tsHppxIv#>U8~*mIn`NNa8Zf7T!b!jF zl0g1RFB%t4ss10f(mtz5^om5K+FOTXumC-ebD$Bfi3A}5kn*+lIktQrbuipeL_1si z9x<=7*5!OF7abdCGs25G4`7yHN)~k?ix$p%N8$qp{2+ojXXzklI@M9*`TGA|8EB2bueapUL!uJ_#30e zGC?!Ii1e4biJkQ3A?No$Ok$Clq03(Lar%qHMDIUQStS#qu-A~WHxS&^3$9NN#4`8A zG7s}NydhB5^uLU@=JcPj`IsqiK@NAuN6!6qiP1f7z$u}jv^nt(nhIe0%!M@5PRoK} zSyJBT0?FJ;_`XvFQAJuXL2FQMz{xpmyOmCmquT~E+^qivgxfrUK%OrLiLvk3^?TUV zal_9nR~KFojs&ljIbeTQA?4b%JitbhaIqc+e?zoswb};RuK0=JlKWYb8+p&p_S%5v zWDjk=Nw+nvysn%qz@8fSJQlC!v1*Q9%8G==*>h}dSG!+#j8@D!w|EPru)4ef5QD?8 z&)7I;bZLnztAUQ)UCePeI1Ed#kC+&F)fdjRf6k-ZsaQ?kdKQWb*WUpB#j2jl6RZdO_kaE^RPzGY&W5qKHle-bzRg{ce^7V#1h+TH9k^F zdH;rX1zBvA&dq>s_Yces8SJhh1G{Sko0vhiKIeXQ#DXNPLo4kA(|EjkHl-wj`}8F` zTy51dge1@^*suvjHaiYxZKJSkqm$Uzl7MoTwTZ&_$f4fA)>m3C)s2pBh`|!>6CA|WY85XL@jv)daPtVCmZpfJhe@4ykmS4} z-y=6WhKw~4QvM+@|JioD9hSjsf_f1s)L&;PKpNsAiK@(wI z?b7cq4MoWmW27hmzR@fCVSowObEhNID~>?PjdXczaV2*Imd6L6ia`P37*~3&rY0I% zivXu>lfci%qE~uPO;KP0pw5ymiBAWsneQ2k!Am~hlk8Csr)>_nj11@%IpmhmET*`D z8R0+YuYbrJW)_?Z(7)Ary<$cQcRtx1sS|X$Hrei^8KF4n^>0IDinxF$CPy00Xqe52 z3ItiNV#SkHR8%y2_WgLq>YQGV>Iy_e53b*Ug1ey^omrqO6L*w6%EOzfT(CZ@<&$wt z*1xxEOFiGOynqhNOjzIGxA3>Cq^3e))~U9qikZ`6)Y42~0aTFl_8iX2Vy*uP`kA{z zySww0ptm^$5`U8W@fT(Mf!_t^`C2IO@q+%KH*qP@GO-iO2X|+SxIU^#pn{YjD6FZ0 zdmrqV%kEt@8}XgNl^u*O6_YV>NUiM7>bfad`Tgr9*zt<_`cGeeQGtD8zjMT}K;5zJ zgBwzM)paq-zhznlHCn3xVFcxjh11yq9SMWhL%k=p9zXh2{dZL-oP8@8$G#RF>7V-w z&W#^ku0~_zZ`O{4-Os*&ywZ>17J>3{Wia3wLXIA~8`ll$R^%<=_ z!w{nxpnbviq2y#g-$XdzY)cdZA_mE}J~7}t1v_m zKI_p}Tqjei9|lVCp4gPcVF0m7)Y)~r#OQ@YmS9}8X-fc!Ho}fBKVJ3i800@N5q}MX zt?Ppx-$Q1yV*id21?HJnH-x&& z-l0;LPQ4uRn9~a*7P)vK!NOAU#ClHdLd)zsjDeOYKKOZXYhD=#X^eT`$9*|Ycke>b zdn%+%YW1uXGTS5;#`oqM6GtX*OfRm;Ap9+^Q^;Q$cJIP>O;Ic;+R!f8X7QC`{<&NZ z7;*C01@#BlJZgI1J;c1+d^u^X#Dv@f&EfQ*4`)nHNY(7Fa``UH1v*l|1D#u3HIU8g z*n4c_ag;30ik@D4nNG!76Z`okVIm&xdT4(>^KR@k!;9^<7fsQ{mgzIX{boCQ7-hC} zwk=J_`cFS4WGj`WM}_-{K;MwOxqb`AV++<#qNAN})hq6t9i{nkzk_;b?X)!|^9eH< z&Q~zC2t>2ZTE{oMWcm21E$W)$J~d#GW+X-E`^Em0D$@t%ooU&aFR@lkgl-3vUGl;L zvxg@KK;g0$NDl$MP1E^SBG%)8?1zg<6+o!jUpoTo_2|0bLc#=tHS)uex~V%%JG)%y`t?t3nJxuc`}d zW~rf!{;e)la6eY&Oum@%1k;k-UvA1PhCp=M!4ee23?)kx?1@1rnv6WUHLQOYo9dH^ zJ9J}h!M7S!34H;2(QE#MON#fYH-lWG)qxi5od97iDwo{V^M=TfNk3=BZQuH^CtrO- zVYkk@H+6rOW%&o$e-A&qj+8j?VC#Mx{m&;V9n%Zep{n7r8|?HRdK6w*j|!FsNJYgA1MSv{}t@ex38Rslz1fla}($N7k(nQ*XxXae?-hU3!#(n@^K z{?vNm?mRXmW^`ebQ+c4?tRC%rJ%IsZ_jmm;NY_uC{K57SETN4K;45*MJs`$?HFkJF z9B6|h$Q-bad1|B3s7^LO=JC{j^SJcCZO>qr4yHzFC@i3E?vgHsuSh0bMlZZ?*5cpC zNWQMh&_f63fu)jHCe?ehVqPL5n7dO_)JD`)p3Y06Q`{0z*W9TzyEp8-b!A*>i53nJ zu_88Pk!^14*20B_IPxzlIX3sm#f(w$Y_cU49w8()r{9y;IZXx_B8KVy#EDmUP>e;3 z?@Q_a?R-SoH59~d^eb|4X8Z^ZqoW?-ZBrML^*)Ax19Sl1O; zLb;S6vtsjy)B=gp?_>j7%N##V#U$C&5>wd!x08I2@ zM+G0zWd_}A-*V{WE4W0&w(Gkz*KOy!ABWGrr#q3T>!xG$x7b zq9Z>Sx<}#jZB5hFwZFc!xD*8YS-|sXyv&NMr6rnV1sP&q3Ui}1c=qS&dh=^46)RI# zKg6lJnG9#RAz@CRMPxr7i9G3GF}>JPG`HD^Y(XPbqhkOQk@)#!C+ zuT#`4({95^VvC`5E-{X;@VzzQD@zF90K69*8Hui(x~1{4NH0104k%gsN3PDm$c+p% zAa$$kop&HVxwf?-D&<%w`1>3Onm==D%LFsd_o0%MoN9pb#@K|XT((qTwT4o9 zDr$p}GIQgG0PN120=!V+A9I5jx6XHckRWRF-lK1Sr+)Epjf0OnR-xn$YT+U;j;JAv zua^!Z!+p8p*RG!$Z~usY&sPIJNw4yajeaojyI*d)ZP1tILqw*O=@l4K%|U zJ&q1GT*5IMmv$l?)X4MV9YU5IdZz7hGY3{Grr*ZXh!DOG#j3puXk2D8FoukAR=zpf zKOO+09ex4&N1AaJ^@aM*jRp5>0vUechU8VVG+ZwBgvIDTj79ig-*hejB zMJryUyiZk#zx=9|w@rKR1P_;g`h!&t5FgG^(5ge@1)HXJg`0@ri&c`Zp9)}hSYUE; zSeg=7`Xf`f4`@nrR2P(b{=Es|GzCVOpU$_$a2Olb3g^JFXC5!-DBZU&n#o?f4LYfx zolUO9r)7+e^&>ajK%KrfJktaX3*pvl9spEC@p|EQjauHF$SJ1|79q8_v>V=D{2g`}{5PBDIH^0wkWhTDNFa4qGx2Xv@V?r;AQu3Y;YGDMWn^#Z?aT58?%gChq1!A+m2)S9+w&EtX z-{7=TZvlqDR@dUfn>rAz(On=NOFK#ATPcb*GzVRyfnriXV zQ{kjApTETQ)cYemJuR*IWzmJc=SbJSbZxRyir&}neXk#djjA=hZ&;Q`x!iOqT>Myx z1qW~X4(O#7KE$c4U);Fg3|=c&c;5}HKS6m`a`z=ZfUF`#84U+dAQnGkfsalgV$x3p zCT8YsAbr1RjS7z8AZ*;~@}#H`bQtPKn{F)3x)8w3C*twLRZ-~O)5-Qm){yo^`X)-= zdhq8pSDj*M!;1hRd!FnGd8KaJzp|DYzAI*UEC3KicQ~N?(IL$wy3N1}3n0=Lp=sj=U$y@3X-P;jytO7a1#pTprFA9UD;f zJ>A{Re6`w_knLVzdA&^uJHTMlrpOhwz&z>X$>3{ugTd&Pxx7?5_5HR4o}e4|&K%Om zA1k8Uo(Z1qPP&UxL}VbcKpvMT|FhN=JeF7ZB#S9b7lnHxu3hEmNEVY= zO5Y>4I^9-ubu&x%OkEz^ogXU@l4aNLKS!toP8=_<68tH+>UR>{dafRf9oC$6 zXHB%xM6dd_Xc4eDdgAf@Lu6xDCvpdRa!VKzjZ~VR7dK0hVUlf!lwpLm8@PXQRuye0 z(2X>8%9&o|_NsL~TP36Ne9`x&2{Uw3I|dE2xv!b5W2HPz-ze@^poSM&QOf(KY6p|E z#&Svr7)i*)%720}ax9Y0zsR7CQfUH($yBM>2Vta!$>a!|16Il?3v_xAl`!b!*aF(u zL8Zn6`cHg{VJo?`?MVvKYo&WnvM1I@;pfbWqWx}=yDx2*>7(5~QJIerdL!2ZPjCE2 z>%oTi$|Pt~7`^@`Q$1Tv%(%gC|5UsqHR|O`)2Pq=)r0Zj@Uj0Qt45?5c6_tV*xW2V z^dl+aTU$p3!r|U-KEzJMFXi;ElBpxmua=%c*ZXeuw&DhP_I_ih@pjotb~J*GPDu_5 zyYcwm;u}v$*xm9(;1(Op*>r3_Jgxf6cjvXr-pC=Bb|LT1yg}GEJpYiQgv4OdT{I%d zpa!{r$Q&&-jrU9ct+A&Mtp9yR$vN{s_C*nidR2TDiyN*Htbbw>!}j_~<@Sn*}w zN9iiPl`)$oqMB7QvnIjU$`_=TbJOVEzbyD7RIkK-Q}4WE-;Gq{{Vq9HNShpin;o8$_!gMZQ}q?oj9NMo#~ zCf(^8KSpy}Z2yBv^>MCz-buW~H#uXL*x)zdi!HJJ1?8=Dh!Z6~oalxnq+F-OBWr|F z6U4Vu zGE1&pgix`qY;LWl8r)H*34YT(Q(|Z@jPm_@*D@4Wy02kt=E`DYRZQ_cDRB#P^U)j~ z9mUa%H}mCf5Xws&nPt* zkpwf+sSoadaz5|2^ZOpiLfL&>QN1xgtUTVDI(cPyX092KbT|IRjiIj8Xmaa-7uxe4 z!M6FtbE0~J_jDZ(wh<{jMm{13zxjU&*fT%yz9rm=QSa4Jk6=u>7kX-wZG9C;trvyB z`6)dQ(*zU3(X~hwG=_y5n65#-Q!yeCuH{3(VE1|fBfkc(TF}sOuhSp(VAi+^rl8@u z>oxr*2QMl31$MIB7kQszpsnFVLDsPI!^qQ*F)H!QFwjEG+x%>#z`fanvs-}w1TM^* zI$B|=Ied{>8mCAn=iwhr&3Fg@?3@$F9Ct^Io)sT9HK;T)@R5z{b}97-rP}^oOnJ@6 zjet~g<-V&=WvNg9v)a{LzjuUTk?8X}!Fv;%wiky@pU=0w$_%qcLD$kN;m-pmY!jkb z_W5$a?a1T^I`yzl2H9$tm#zpBkt1=EDoc!idT6G+n63`R6+6uyg(Q<*>yWGFx^FAJ z_0|9TuDQA>onOe2>`GN(&HJG*wWU8kF~0A3!L6soZt3mTYmdh~+jq$kF8oq6Z{`oV zg|7W53!pm4BhREYf+&18{+nHXzWT4@BA0?}G>kXUumF6KD>%{Jai_|up3f`Kl_*Ol ze}+(43GEj5?2nB<`xY>;qs(VzER7V1_-9g)%5z^SiCoix-lQz-;H$)iGV$R*GC8C4 zTV%^Atc}QF!{3B6Gz?F_dE%XvJrc-13P-e4iG4q zj>?5nis?IZxlOKuO)9sC_gej0tYbw!D80p^ufH)g>S!NdPUlX%P|k0rub+;~+oYB+ zm-yG3ZH0hQN4vigwQRo0NBY?fYt(P2_hH7aS?LAy((S7lZ{3(C0x|m?aULh|qv+wm zhob3y=qJ=ZkO`3xSLM(y(-?g_V?$EA(qBJ%K3)B>wJdSH@acr-u+4{F_I=z-Xk+e2 zv7}_19Tpg8On?CDw>;Mo8|{(sKrY_bt`rXkIG;R93C_&@+=L-dFv_oX$A8yqE=pOR z&>%eiqZ_mk&Sb^Ma^Y+P51}N}${d>c=f6!{Ix2RvgNF^fPA)=^tf%#xLU07|^$V*y zSQCg5Ei~f826n`|VK2s40-WDSKAgS6qv2ggDi6q>YtKc=vfxJ)%+_KiX)pGE<4pGIxo!*IHs+uZLj^j(VcPAB(Fr;>a(jy`+tppDgLI|UAZ^HB46~_ zG|bqwJh^cqvES)=9pqU_BBvZo!KNd$$^^o;$mIy|R*NN~w+pKtBCxSJ7$q*?*2Kx|tZV=JN}bA+nl}mfW(Zde&H(Gos^7*?k5mw^jS@+=7S8o`ea5iJXe=V%@%8>)&dHNPXVaVL#6xlVe1Adkz-wDj#q{rojrVVYf7%*D z=D4L7au@q5+SEEogX&)1(Edv>!yA0kKAACF!nD+Ua>~7H+A#gbG{9)o;MGMu;D>26I(5h%AvBE$`vi4E=X;zbgHuT`@^#lK~N@(lVR# zH<7|fXmHN`IPjL%7}%F`e2kAh{fj-sy`$ZJ(&XZ4O`FA>DOEh2@qO)%a_P!AqR0_C zJiGGI(-W<*N}tzk*C|u~X+1ZHc`cUj{?k$cg@k%(t&-wc_Dh5Mb^IztNH;zix58NZ z3kN=QD%#I&yCHeK<{T0y|ImY65f%Bw!PGN2`)+rL`TM4EK;$tFH{-t=D~xMT(H8}I zZ57s)mGzDO_xpqQ&%f)GQr@Snx<`9n?gB4MfE1yDFrAQ|E$6C_%`SQcpKsnEOy;Ov z&ARpWeiu-=qO7L9LLibmw#s*YljC)Q8fhdv^>gk^t?z}SJ%?f)L;p~YoeMqR2eb&Uk3e9fRb#1xlSM}LDCE?MKzSvg z4?3N z-7ieF?I)CjFwgZ^VKkz&>2FwKo+t1x!R2ap$b7zSu4B;k?JeAu8U2EXd#4GuEk^CZ zlYm(~zsD04Ij{ViLX62UF5MuV%$Bk}(Zq?yEFUdJ`_orqBl*#-W#!A5o&enOuR!6v zzrrK(Lg1-lvo5)dcW~Jn_r~uexjymaUOHwB7bbX zFP3GbaHF={f-pqR%9{lX6E!AE-NAM!x0|_YHnm6=Tka1tdx=k3uOEx`<%Vq}!;hf? zGemtD4$%POMI>}jT>T3P)Y%VgrjY*0YJ5S|vMZR-Whh1;{94=v|3e2aF*|j@WYdK2 z^`$QGk?j0+!f@@n_XOnNe?1}^5cd9*HjMNDv-Wx=IKob}w6?=6Rf>0c6X+k3mg_~P zqfJclo`+FyyMqiOuFQHom<~v)<#9-$34LlN^Kul$_%$B~qhs9n$*uX>7vbToNM(L;ssDVH&GJNRM^*?eV$|e225Q6)QnhDd z?Y+jRp-^3h0J!z$o6h_JR6?Ub{*+_~#1sQ8e)Q2~#dp!7DLoE2bzo z7ky_B94cj5YIN1Y#|ZqG^}P^Oxbva#spPY$maPx+`>R17k)`#^pPp9{X3n<9>)V%k z_MQPz(JRj{E+>cIq%MBBCyTyqTlyJ^lCc`TJO{>2AiW*+ykwro9K1hnNGao$} z;a*u+RQYNs_d(wM6ErK3my>$k!)htZS*=oA8n53mNxp z>5lKFs0PG)j=chRZe(cERBp>fVI>+BVV|ZIxyu!$X37E)A|{$5v-pdC&kHm6RVHue ziQcnH1+wJ%GZK_F6@($iRhtv%hWv!MRwpTS;H;d}HoPE9(D{IN@%Ap;-)}x{pBk+* z;(TwJ+a%}07MkH5S)HaB`r6uXGUUJ~^KgTgg6DkZTl;UKU@U>1^PJnW#T^YUKuvvi zefCE(_V~}k6SAnvX$3{s`i_C2yp5!q<(iO=Sg=swK!u50zV;^S?K74?YgFov0Gtq- zZ$)DybAN&k6|5D8&Yb%4Sb{$T)0c#4GK`H+$1lXFS7xyJrc;<&)27YVMfxd5-@m*Y z(LkGXB>z0K3u&U(JnuO2#-+C`^z$!BuF8DqBe=BYz%1)oFUCq$rb#mteKiL!12vVf z#AnT6ehXLh;=y$2Sr?HHZy>1yZ{Wf;R2oS!ebetINi5C#nT0s(hpToQf?wcGqFUuB zVVP#$oP#_~pxs_HnTYT#ypUaSz!GRA_O(MPD~LrkR!VbfrH%eOs?r`Nji^E`^=@oj zp9w)r(-$du`rxU8g{P04I@BxEsJHP&W}mXWghjfq%ibv_xjWPjn?+9#>fX*YiUbT> zjk~`6ydAF)(1ZE?EaLH89Hw|x8B#8{S315Fk+-viVL06Se$Ei2Z2I0>7Z~C??e>pk zWk$*M)r@B9|Tey*r$ZCRy99=gENX zZasfuSv2X@KfUfwsP;+?9nWv4w%5vL9co|oRug|gMHw1Z8d~18DtnQhPVVrW6p#LQ zZ{#$-bo&H3_=BroqT|uz58K1V_MD_x^V$NgEAoE*zUaQk)wxjI%QWECXgkTY?mdx% zm*uPzeMaAWH}3g;f#UoO!|QxMyn*Na*nSeQ&_VI2ZqEhIo5XHa5BdkBl0#g z;xcRqaM7Ibd{6>qx4Y^SclV_Q0F5Nn_Nl$_ShLr*%%P=BZOOk)R7&s)D>ro$faS+n~ z005Zw-i+@bHo~=fC_ot+9Nr{}bRqIn!5b0ry6M3g4f%D+Fk}Mysfi>8@sVFQWjI{t zM*L z3Q&NEXt9UXi8iJ3bg4vB2W}lvC1zsMf$3@7mQ9;;=I-gO>|EBlelf{Pp(q$r zEG6WL{g%Y9e_r8+y;-6W5?&eSjD-i%hf!G2cxwq|*l&6<#K8zH^xSpN%uSJ}PZTew zzC@?@VS}5P=e6A&vBX)4i{bwPP?uR3LgABNUEYn)saRq8Xl&n}R!qfBpA zGp@$r!gsfI5m6iWJV7yaqG9fW)gm>g{acJ)UUxZ#4<%VQ=0{=Cy3Ck+bD>sg3 zxTOKVPJ&6=&$>^{9b*sQ(|yGOfv|ta-U}=CgK#?QkL2Et*tH&YlwQs22D?=czzkWE_m!oC2QWUBqF=# zC8dJB@cAdRar--_5rP^~687J*rE_@^T~I)#yA7macjsZKd|ArqjPmLzI%cn#a)W)= zH{($#Pg%xMWRYkhm2S(*FN3ctgSTn4Yux1*Ys!f@M~TlaV(?$+CU2i#rf}RxG@Md9 zqPx-?Wh@EL5~iwrp{zt%+LywMZ6Q+&Uu~EY#nI2_E?tivTMe@3k9FonUk_QllC&dyKgY#J#ANkZ;hM;!C+;<_4Zy&=GPJT$)ej{Z3nkLBa zTK;YFX9TRD(5pHDf{Kr-yvtu!K?wyMzw-_SY>ARr#wx(PxTJnmoanzaXoxFa0V#Vn$cAR+1#BH_=!@@clxR zE7O!y?^qU~X8WpKMb3FF9%G8aBScvEomFEdsl7&B2Zkai88N4wbbOYi!XC1h*A;k1 znZ|Hy(NOStg>xBGH&nfS`9D>a$~nWTqrs?Jl=9>+nxg|)>U$@{0#6D#iQv-XjCM(I z0Fe0a;zG)B65Y%)NvZ((T+&a-j$!x?%G7}SIxHtH0;wI(jhvbEFQ6I#0GCXRP+=^+ z00YQ@6qB$PU9wM$&q=(&d1$f_q4lu9wT5b<1#TyggLusoEGT^G^M;|S!r+pYTBHA& z2g&kUJBz&|DTXi_Sm>%*mfyEKu4M`&yU90N_I_2Q_AGQiuH&_Tz`ivmx0gHJjgYsj z0+2a8r`7)q?>7++{gggAzMWV}Kw;*hfusN_JXBo8mjjU*C4>)ug zIS7oFPCm=YI==loyjcWObUz z^!m)}in^r;->H!oNHjBvPP3faf{Hh8_7%2rms3iG?BU5>zsue8<%CoMp7I}@ET`=r zcgM!ZC4#VgjIE>Cj?a+hLiKA*vJ^FNPT^T`?go^7yO}T$5kw!sF~yw`(I`Dz=J&-r z_ni;JPR-7jd*)sUU9_}Ehg(OX2ak1u-lQ`}`%eBxkuNt+?`&hSGI$q&wrZYaN>g*n znkD;)IxPL87AeMP#pmLKHfPTcFs_ERlVqrA!+&e)^Y8?bW93iot`K*8A6c+%z$ZDU zub%ILac3wbw3c=J-k-!mC{}K=pj22#$Gph&lnEwV&^&TloM(+tg$k*1noTI!J>|#} zlUYwrj2o*-|MIjf8f47}63=TvM)Ix=XTJn(kV`!u%~G?`5lB#LQmHa|$9EBX9}WK& z<-1*(4f1@bB5qLPOQiQ9abK&wBHLYhF5@9)D}P7w2lErKplmZ*)Dg*b`I>kg8O&TF0VP7{e5g8f2F-Y zAq70W3&&dh9uD8}ld})WSk%i$cGdbzSd>u?Jh8kI zv#0q;ni+KPww%;g9TTwiGe*ik+(Li#FSPlMbyfDOc@R;dT%7(<_98c`T+rOL1 zvJdMk|BigF>6%d+yrf6hYoqazb;2lY6=z5Jz50Xi8Mo~_Br`%P8&$$dST}a&Qx?Zm zjO7m^B!U!nF`Z`oudK3^9B5kZHV{dcy!n7o(7B8QipHl7HZ=-W%Hu;cg@4POFBiAj|Ob?g<)PCBH1 zX)`O!qN0=&MR88U$}S@Bcv_iUM6`($+%JenCRLQLV0oI zC$}ULF6r@E(ON~y+6K?S-67fFh@6^<0m<)gx8I{Me>3@I~+h-c?Q6SBkgN`LH7MTC?4;Dln}(-`zm@tTX1d z`DrBpo2_%R!sreMRtS1PWwfiWcEi4wCyu+@`alnu41cU5g98D8f#AlE9lAY$a+5Tb7s4vU7DY5jt_fkMz zdcXSZplt4tsJu%~#C{Dmwdb@FV)2MEzC~+?_Si?YXYL-{-KL)r56JLn9Ou!C&~9zg}FQP z$_mlq(5u~);*vgdzY5=ibeX)LoJL1*Z=DkxA%y(KqI?=dYrG8Jn0xq$SU=Z}Dzdn% zk`o~A9gq8I0l&jFz}20_*;&BQ;P>k^QCiFe7O%r;C##d&w5uMGJFq^vbUJD-Egg%Eye5#*1hpRJqUT-Fq>;Ufb4A@-HD{Wkd90r5eyq?MLM z#os;i^Ga7{)xUQ6JESd*fitaC)OIm0=tawmTn(TP?W9MF;lUmjL*LVT$|_ArdKaL> zS`qe`m-?8M7rxtJz6EF+qZFqNEK-qu&4-cL#t?(F9$VK}S-%YHwR}6vQBR}Nk3Ht5 z{#snYXcX{P*R!>jU|XCF5L2{d+|6=$33-7pj|xpK-ZoBid7CDbQHU|C8tM(NnMyJ* zL~QcWpf9J<*)+%+EMJTdA+10c9HiBgXR;CT4eqxY^}j&?K$2qA=XvqhLcCOVWQO_3 zn_v&#&W`_F7Rw|w4rk^MMX{jKy{PXoJ*1*&mxwlt+-rMv?F65AA2nF<>zq+>tq(=Mzp#<=k9)sXv^smg2>CAE39T! z(qfDxETO$dluc!*KAA|GF@(t<2l4nLs>^1t1|iJq zh5zIS%kyst%o0Wwo>^4)gw)oGB$Ik%2La6kv01%B+1SoEGi8L5adKx~34JK$z*Dub zz=tchm*XszkdUhLwZXiX$u2eW(B&>CUZBy}%&RpAINj=1wJE&Ti@sH(I4(CLY9^SV z_tzinu3PS8-h=$R_(m3i2B;B)KuT*caqIh#>OCpgHy2H7J`;sd7x$oZS4C*r7-wIQ>b&n!VT30Hiw3@F$Q@Tol41jSe?b zt<`X^CI5Vb)?ew3M}!@ueXEebw%_Y0b(1i>qbdFVCLR6Zw20*MSp z@9s-8?uaLS;~l7lXSke%QAEP009;q~?#21*_4wl6ZL!lst(&f+#q~sswhd`o4<{Auo8Px{fpU zn{1O~seEPXrUM z-u*T+8VBK56hNQ^A61-30AvQ)w=e!&(dHSP zn^F7y2{HK?0B5uyg$6I!2V?}silQo-&1FJvx8Aw+kJVF3d$p1!_(83*vS()CiP*@= zSotX+$Mlsh*ubr9e=Q%vfV})W*B{XmPeLVVXEP-d9)`G0!)x}#Ve8@YVmuT zpEmmOx?9(`dN^#O2XQx{Q>j`m+Zf=DXKKSBA{~948GR(i za3ViuaPy|&{ebb$d8IcuNZ;F`mHxDv(X*qlsr4e7i*R04bK3XU5l850V_0e z%H4qyK>LkN*Bei>2cA*bpH};z4bvw(vz3<O7pcFwP$i)thSx( zJr{1FKmO0Q}NU#kC=ywk2>O1Px#C$6JpiV=~Hym4(uaK{1pPSv{y6lVEy ztm?Y`)weoDlTDmU>dZK6j;tQ4ebn76Or=PPn*?!hpL*szNyiR`H<)6AqAzq&M(dRH zH@uR4)>vrHr;{4GJSap9fhw`*f=Du;sSlF3wXY7KsFtL1g*Vvr-8A+7YIC6H-AYQ1 zk)K#N5}cW>Ss>i`^%a^U8D#W_kw}W0TmrR2jUNxu69>|Yy8fd)04t?a-N?SMYDfSVOEj?y#!5!X%)uB6;VKH_dtA z2Fk9zR#I_Cf5y2HY>e)Jh^Y>-0>7kBLIn6gq4ImZSQMo}<~5vA&yWy5FqMwc&<)F{ zbc#1vTv+-mB2iE-JY#z25qreLe~j>DgZ+ro{UKwhx>}zBI!tF37A|Pff z?^EczM{2ShDXu?}L7ol3w{$xsZiL%F48f$Nf5V|aRSuiPfZ~6edgH0?cny-+ukN>9 z20KGT!WEv%*gz=~O}Sy+^l~fOfV2WsHU?@EOT=2B2O5k}7i{piQ69QnBgTXX5*WGpm9NiH(V&!j21t&e& zT)p#fLHgvzE9}U!*p(*81e=5Mzkh&V(x^HKF=^)BI=0M?1F4ICo$AL@l?2*u)1z0f z@b)#PMye?F<`O#YMnx*ru1@&p`C_QNp3?oi;d&e)V7T;XVkr24AQwpMzo8MycZUK1 zYy&zH@hzzBk0MekXq-$ebKXKI5O>JWuWm%kJ)WKu6;u&KV!9)@7xP6FFyxxECAv0` zH(ktq06$nN)KOc6P|d^;{0`{h)Dk;No^i&iOLU_?>nytBjH-ROGTlZO6YQRiMH< zscPrb1d4(@NLyR`da*7bMKTgSAu+Mf&~tt8K;)i3dx|bzSyTOa&D#f({Nsm<(WU*4 z z$U+G-J%FDr{gpzw>wW6{2haqJIdr}Kb9FW z)-Dh!+^ma+VDe|+yYsN44)~?09ok50@5b~QwQ7&CH=En% zSFSn`$$Z}IUC}F@hfjIM6`^K*pk3bL1Qu=FD0%%=Js&)@0f852v2JeB6*WZ-zC=f+ z2j3Ukb%(sVgBL3N!%9Wg4|oB0P4`R<6U`$>)&*Y@wOVS;(LD{{8mgq@OU>w(`65`# z|1rnMpJ_(_YQ!EhdvdKm2cm3LP(bl3k*z5vimQ{Y} zi_T(^M``I>SDI=za0S6%3RvXir`EoSs_-t2Zc4>5kmwVb2;TUH*lpI(1jFR4!19Cj z?6GKIin`__j{mKw*ePJcI>W!f05rxFq$-1_5SUsh^D#dQQQL@M9!D9?z5loPSwZV{ z$Dvzd;*T%BRuGtNB?BN5eq-(dKW%s;9jTfB8EO)BrB!+Ne4LnPbQ-}fuR;d6daXA9 z?P0iAM53sU&tB_|J0yJ48_$;x*}|INIy>VQAh;VhWv$9@l$;}%nw^PBq)2>7x$lcr zFS~hxXhAGoDeQso>?2dWHdg%;4I>j%rBf_*zxwvljL89Bx^>+Hu#(-Kt?~w%L7C25&OE9rwx?UjD3rvLyz5 zN+7V!L;iY(NLR!%CvjsGiTX)unE#M34*Ved2Tr!>oFg$;`VI6T=KmY0v&M$bQ0KXClvKBcZz4b2&;xi`=81q3P~TcLXd3!V^Z zv3+EVePsWFQ-=j@0u3f3jHl*6{TT$tY7G_2*4J-5?6K1FM%HFw_`%d1Xeo)2$K|Nf zk+`&9%@%v4AB0oHrEW}x$?ah)U$jHoParo|wbAZ&rMnWVpSv)iQv_fVT!?-P+!_E{ z26P%*&jNMWTirlaw^&W6kODwj>J#|b!$tVAXTRpZ4Dn1O~1{W?}P-9sX^R} zevZ?a|Jld+?+JoHVj0_)s_nwj;*nw9u{d%X7I-71K9tt;*nPT}whcjPl~meAX|NWA zLCopS&6m;CUMpxshhk@LHM^d--UnF~y2_#P(~ zZ7Xqy7L>HwMeO8%<_706nC@P zE=Sh1mPV{6c4nDEV@%BUZ+9X-#StATtNNS_vZf` zK7J(l^r5f^?UyhBVaBINFlLvB{zV!z*wOFz%YT7!ev>xb$>@Za_fR_HvQ~*qhUmR# z-7*BaVZ1--Yz`h=X|!}Flbmk|?>B!fXvBQ$CXs2hfc_WdKv%8$9CeO-=hSVpGaYGAaC5FmS?Ja`udOpG z;lVyv^w;y6p+ptzS{^)nq+myN`Uk<*8JC_%-{O?mI~S`HCm^U9 z_f6UHY@eUglu@FL>%VN<0EUMDZA*8;mq$&A_^;L8{a$Lhxgy!`auI}_JYYUOu(}v$%MV3$h49hqNgBS9SGHSmFqrr- zC}}#9$K>Ckk#4}?rLgLTh(K0W!MTIAC;@Q{Pe`$%kMWDj>&27q};Ta>|8e3{(0OaAOh=&m!1qEHY_I3dRvyOX{KT zj-8mt5oICz5+|em_^5nMXr9M{a$1228?}?3YgEmpf}`DBc8{&d8trw0mY^14xmsqo z56WnT!i(mijQu7T#(FR5Bn;~Z5Xlk?-B6No_JT3j-T*@#?VFCIhWtyo1IJ^aT#N}% zoJnkmkD|&+TC*pN@Kj-xdx1OfB}AjUxW8s_V{l@;@<9YYtKoefytAGiaKsfUW1|rcwDdJjs=-qo|rV>=G)p2E+{tc`v4_;PO0m1(QN|^9Nr^OgF zJkJ49^@)TqeYaIcqN<-dMVUV^&m-bFAlx_rN&{MI81B1qvGm|)<|p9D*XUrb!Q@Pn z-DeX_Qac)NKo=o?T>~NdD`RuYh^nYZuSUqeKds)TcVhOfhpn|SxW1^Cx$8R87t076 z>GEh^)yri30BL!2@syFDN_?%EOZ}WA23d#@twY8XzUAtc2{mN{8i30U-;2Fr(Kn8~ zr-ibIKf@w23JNI3&nwGq_Zz^!^VoSCbSGAW15&(p}XUymW=9knpxnHuw z7%lkZs~>!a;2?w;YXRJkKEv+N17q2o0KD=2nTV@KzAR7WhST{>hT1vgf;zfuOC|^6 z^#S;PXcOSLKp^e`5B(I^DRq9~D*neB#l^*!Z}&ZU(}4lo)E@n$I~1@-2v#enF$@~W zYCXnfVZi%ZtDG_g#d$x6l`)XA;xJy`9V^de^nI0e>?W9X{UR#4!UlcCI|4G`5$xhlu7I5iaEBlC?bsWfq}E7PBQq_O1(Kc8F}N)iF^?jkjqjb1cA@ zLXFM-K^qlecZ@jg@QEVX1>MSDXhlmUK3Rl9SJ@kgJ`Kvk!TSCv%ufC<2mh$0SurfX z16<7!UDURX9~LJeK1e|Z1YND){GH-2X-Tr#T$ zU?{cqhEcV-sI1YoRU-`_3^|#h!UXi{Zs4BgzP!{~cYL{8RJM(N`9NPnH1h^hP`>WC^>B+*HuX$_0RHe18U8&H@a2<6t&-yBx0G&`AaI zz)5FXFW3Uo#CF-jld{62wK|Eqk~1yCUHaSAQAP6Fp4cFBRWUr5bi*v=BZ>}-xRMKsYyQ<8{gE&BH~m|^Whtb1_3&c6mo#FILYFuGE4D zC)@GNZOhwM;nGo=52i~t3Cn_EYu)jtdwSfC%#t)U5B#1EbS8x%~d4Lqm=SO zvW7eZ`1;s)36**fU^4{vJ4VEc;}}Eh4i?Ly1T*G>az&*Gn@eqv*JOMmoD8GTc4NVO zJ=I|;MjSqLtMEVJXP?j=*OdJ3jVs)nM>Bvmq$D|FoJ793mCY~`B&C_uPX}u-_4(Wgr9qcAL%H#!O zdYMJOSjP=4d1_lDs&v3@*C-?E9Y|tENi9ZX9U06c7jrJ5C7pJR+dN&f*}2wSj#SuM z_^Q~36!GRE4FB<6JdBH|`FiCr$Nv>ze~$Ea`0+ZXTw5}mP~ra{u@d5?kD6qs|L#@(@!nt6Q-0YI{mKq|kE1c|#PakEm#e4;1CvR$giWfO2V zS=Y#K5T+z3Vy>ZIW1P<{+EPJI((xT<-Fa6rhCOk8llYAclhL^~w!I2`o}oJMh3a@y zioQ+tamSsP1W;7O0I2Sdyf=^P<21^{#W!0?_@O%~GO7w6@?tat-{gr=T>v-9*0#*&>ZBg@ ztkds}zG|QKOchX4dH~Wv871Ox_Td%@$cdNsV4^xb)6~pJz^dbjwm1C4dJJGi60}6| zl=>ip%_UJf0;6_<6@ySTkeWNE7Uj$<6H5X)+DBDsC2!EKCu@Gv_cz|zy1YsT@I#IA zcn~hx!GBcVCknHN49xz?z{uQ6YlhvLIDCUtn&X%7_nMHIW$dFjd1NjpM#UyLrey9qGH|R(_?kJ?M}HZQpKz8zT-0PdYQS@UIN0D7hTy{ zsEi(>=Hmz?ik5OUiD>N1Tw{+tH^FdASU;-%AerI@AXIWvWwnOv#TNU z>_{rV0NUzquIyfG=u)zp%BHQH>-YZ!B{PcrH?-c)rzvImT(=-tl=UiVRrq} zyh&8}e}|exmXn#u;JG&Vd?DLh0j27$xt^EwO`L4<`*ONx?Pr6CFJPR)E6|^$rr=9^ zL&f3BNX0QJhd-fwH?;0r!K_ev0d~6qfMWQ`(xD@}Q&|?Ogd!}Q@UJD=f?K4X8y9IH z^xj$U1n0ufk!-7!M)*Y^&QBsrWnC$IGs8{%5PoMo8&eMQRI>Irf1lW&PN1qcCB&x$ zX~Aukad@Gb&B}v!`i^bi3Dlhm5zz2`MCZ=l)4fdtgVbRJs86)~g!w>l{a7xxHl~Sz zQ-<_;yP(xn_v~j#ZUz5gJe(x`{!;S5<4f8-elLgyau)!-|S@#}ADg ztb%=%ghWZ_Vc90uX}MXmzX>GgLjrdwhx2N(#l~egI!0XWkW9=D5q2u2xZv7n)CT5ukkL z5KIci$E|pbTG|mCDVz2BL|hv6-;PmOjae)F;Fn4@`UadxGB|fyrB!4ZIDgb!(eKA6 zp}b$}!P=eUH`_@Y$AJ_JM7q0GJjaCk3h*NKtC_) z2oPvV)cErj9@WQ!LTU|b)(L!%M?aX;bs*j~VY0y@D#>6O5=b1#9?{1GJo{??iIp$p zk)g}NalWokqNbZa85)lu^5Mj8*6^^Fx}G7r!(h)z0=_G1idj>h&Gs?nre3apFz7#x zx_y$`_qD6Ce`m9IH1ib|8pyHlnY|k_VkX?Ab7ZAg6InTy!2U+9_#Yz9+7u@iSs`M0 zpxc$J>R&z}KptAWqOJrY)mwq;2`yO4QYX4=s#NknIW=|ZD=O@3LFPbBRKW_fn0E)( zB4Al@`pW(j7%$*QO7-d^yv{ws6&RI3pPMJpvOC#2d*j1vn@={U(D(M8nVSM$fVyHh z`ODdn*KupqIf_qSG~NoSZ*BM=Y4sZh0R5q(334r^YW1^*SQ!E8rV@>tu1|y!E-o)i zgs3QFR-DCniaiB=n{@~4(D|4E7QLY2>&?}x8YY+D6m?un)TLnyHRdWcR7dx9D7Q-x zzgEIxYK00ZWP*)?j%OjBFdju<|e5CTxpqwwgHU)& zTe#1CSP>JLvx5Z*A2jw-I;S_x#pFpB|3S=szi8O9>pl?soRAi%z5E_tsA{{{T>cBK zeD@2h7;>wfU3&Zj45a6Ib>DB208ajyCE}_bypz!TQ6U{M-}I`mm`WI=ao*NpDhUdx3H*9^Ci&vX0TWiGhYtPrM;higz^Y{#kE?`{F-$d1{cnqO6xs-*mwoa_?#=<=g=ElR;C( zjV^bUJawg!n0t0)v7$pdnG-FT`A>HFBCj+r>45w?i9%upjXfju7CfotREa4*M;=@M zw#5J+M}|f)bB}||53xD}&melMI0qc_zoxJM>0qc{jewR^4ksMdgzVY7ZAY((bUtF( zEty=Sr1RDS)stpSD};H2$eaN#mt4-dfKx|mwLvk$v`-t)UfMD(v=iy%h3k*9P{dDr zM55@^z%8(D3(N-+z!eM3X&GB3$qbk!U7W2%ZaKOyY?ObNl{coXJaU{N*zd-FCAat5 z++Ajab-nSA;tCW)Z7TW_UarM^WW&*~8s$PWRQMQm7YdWS3X~C6<<*M<+y z6zYjFK$Ix#--M^8K5|G<>TDLA=R zfNgw>hgyf~xML&ix7M*>W7sL3o>^RsLmnwNkD}@%nHk)L$%#+o>a?Ti+ZU_paQUKu ztoDwty?!DvsQ-Vxy>(QT?c4WBH&W6a(nv{nBi-E{(jX1eozg8T-Q6i6-65q&BOu){ z=k_%7i5;(L6KYXoo}y4#VsvzT;)O`31tj5&t^*xgh~ z)4w(`pu#S9c-;G?rjqyBH_ zKgcEMCo#fy2OJjDN|OEhKIoQ<34A|ZeCTzg>TE;VCPyNM8$H5MWWp{^364LHeA3eJ zDa{)t{cGn-u>l3VU$2f_Jr~^GPlH9JC_W*y?Ib|zPx*7c8#d+^wbHZ~BEWE=G9%#8 zk7@p*`Gzz)67Q8qn@inCyqqMn)0$7GUNB~4m@G1v$|>(HY(**^nD16<;zh!d?izBw zuN3%S7g3uL*zQ+gc3uwuI`@tEdpRI1y?hz@0damKT<*KX#X{I2tmg3@L$$*g7wbkG z<2tUKQ-YIHRh>4db&;883ZD7BC)hcA&oSqWsXs4&w{&@*WPdU<_~Vn0I!LGj?pG2k zzVyvF$yI2^S~o(!!oMp9slc(7NZhmjWOxC*KkjiYk=XoZc71dVsI6yuYc(H4D?1#2 z8D`)Z&>KJ3M3L~%&=Fz0D7V-6vCF(Cq1nN7EHS#73&d-bC!!H}DiTeM{g|+8^rKOU zK07saB#HIhS7Nygz>Mk3E^Ee`_J>Z*i5oG(x&A>L#xij&+$pInVJm>nGK4H|lx==j zU#zbLC4nx~R<3^`*;a|$cCRAq~jHpUClc+rW2x@O6m8?_!iUL!AcNl*`RF}L@F z)0fIMx{12XB>So{1U^$Zx!kFb|B+^7Hf%%>w>GMlSsLB!uqXC>;7s5NRy! zS>_g@=<-8V+`?d-X(@R&VoH2*R7y5Sd&#WpW6LqO8Rvu@*0|b?-0JoZya@kDUT_yA zyHVMmsU9*cG@9v_*B-3TA^aGv&I)MuHsder7D~QT8WVkG^#KHT98$h7&-%t^0#?DL z{2gitHGJ#N)!#k-kX|-n$bIm{@EstwF%-5VSU|OI2Oy!@>8I?wKeLGb!lwn}eiWq2 zQ(h>Kb+p^}c}2r!!uu6Roj5KPp8tNf z6RYQnSko?e<+p55BP%f;R~W;j(8Ft)@SeOkA)S$lHq!~L9M^VBN`dQVhFe?GhAG+R>TH)L~b z6Httin$LKy957RBv6|h+p8jbD2tdq!RUonnI)jj3L1}#2%^9t=r=m>#S>)TdvT!;? zRZaLcJ7!hU=cwNvHzdGNIrC>$O}LBn-?sk7JeV+|&uKV>lJ0w~1dP7p!R2vW1Us;h zOTO(}!N&_MDAt)$N7c0inW;}Nw`)p?M!6?9^sJMsP=QoG7^P6IYKru0L3`wA)$BMq zXJpMX7E?79Z-=>$9wN#5yEiWN(l4K&D{#6|Vi?McjbtjA+v9I8n_&t_-m(cozkUP+ zEI_gO$T^Y6VBx&v^AZ##*oef*eV^q@<}Qwp&GRC`x+ugpXzTZFn)xlk^j$Bk#25Be zh#r(xbB36Rz>pL$J;Ceo@p%Y9)F_a@yxj)D@W0sdQFfLJ-03E@q8l|FFs@#SMBzXt}e zY2qrz52fF92wi#%$^#|xXoTulZ3+M}a@RB$coeAU7nvDnhkAl0)uesNaB*oU*sYAv z|Aq}qG{m&4hVDRV?I0bK-r~th7S+4_>z0_Yd<&Aujz(N-&&l-f-DD2yL6ski2`bcr zcY;FfJ3l8#TmcrVD`9*#q>k^>tG+giag&lkUFJwUe1W~V63yKNI2?z2C{5B?hRO9F zi>E65^T%`3Wgn~?9O9bsGuz3^k1Y1^zRs2(TMcK3KN^D2#^&M=^A}+rWmv68%A58D zBL-2cSD0w-5Hvxo9|q+`)?DNf9|Z%BW(SVyqgo0to`+MR>tgV>BrsIi0D()EJ1#9=t3;lb(N7imQF7>ghjTaxrsD_^|F`R6LO) z`D%AB#i--Sq8I97VgE5AVPAek@|C4jVL<$s({}FEnR~saTA4z{o}agijjUugSnj_p z4ej|znSC{)UFOz`15iJ`r7paa3jVI!X4{tpLiUK|Pb?{zU`y)jaw@ywC<)}$gKNs2 ztB;$nxwzDrEfa3eBNYlwZZqd!e{ly&AW1tm4~F+TQv@~QoBERm+TGppzkXhUUny#u zDCL-uvmI6%vVsIjAo4}AZZeTQ#%OP(5K{(FE!WE?5xIZ^R>q#Jk~SAy$LW0iat>Qv z?AQ*0kf%rdw1*GnFZQW;8@?jeJRGbGbJBZ4vjSKs-5Qn|7ba#1i%hqNF>++%&3l$K zwa9wkTK)}&!) zt;{@8jw$5QTeoAeQWVcUjS~~PC6eLPMVaHV*D_X>2y;1c(r*ax_#rzkxg4dPF%acN zgub!3txOa|4R4SW)5h&vOc-IzZn^1d78Xo}et9uBUj88)J6E$!nDLc1YUW>3Dt;8M z7lq}F0OC+lBmpO19qBd8m#p$CU5c#Wci6wZnN#Q{l&R?fE zU-DwE0NY@xc{RHESchJSK5-yDE+7`L*_O=jyj6yiM?Wv}5;AAw`AQ6a7Y8xSf@ZSm z_XyZCAj&Eu6(L2@)}#y#2xWR57U{|kEUJff_NRu=cqLF}Cij3}hHWSsJ8Wt;c(b4& zG3#jcSz;;aOSV9Vqw|+o?m4`+vIP@18=%Mo#b86a6$nCpM(`bw>gv_2pJO7EVUQA@ z{oPW3#ruo6^ZBU$mGQ4O ze8L{kNW+buR7C60fi{j+VDdcAPsISG$lMQsLUQ#MLuC$R#f?P!lMfa1>P8X@*t4o2 zPqJ)27*(>8P~uA}^mQj|`7IWz{m54sgnqSt5GUR2pXGe_R4R@x-#ktrxBq4v6PmT~ zcTW6j>}8^*zI#e(x!$6*qD$70A7vY3gcO^EBGL-k99C*W@J+G2MU|vwrL=qA;>pyA zi`5-Mhbd4Rm!}-t4mm;7CzZSa5W}n+84QS>9Z-P{5l1`h z$)y7I;}>Uti%K@C178e;wwI}VvWj&^5p;uhJ%oiAj&@HK+=F9$opCxI)e+nm7x5-L zj6m z_^l}W&UZ>I0k1nMq~2Q*qLJIuGCSkO2gZJoks*jEj4d4nb=oo)b5v^eZ<+NcO|%0o z0zEkwN;lXvFlg^q5{a)17FLCQxw3W3lfJfltd&tCPcM>mjoSG|m>jn;a9J=DVb2u4 zb4;nBc!fCaXR&l7$Ky`w{9 z@??28LFzSVfB{#_KY54_^inB4AwYsc!%LlmuuT)L%43g!7^HSrb#SP zvW-CH<9SYL39j~lb^EVFnKxaq93}R%wE7`D`EVVfjI@`}utp97X3Oqn!ba5lUPwOu z`x4M41?1A>vyoze`!GM=ro={x-ng0N;)(BZ?{R_ABND0Ej?sFxrf%Gfd3S1vf8oQK zHWbSkeZ{F`eO-w8Bg^WNC8_oMc^D|utdbvzKJ0usKGb&-2_rews-mt;|0p~aW#EZ# zhZVgt5Dyq5-+nOslz2lr(SCwYt zPhv89=HgXL;LwGN&UL+@mpo+HO2Zh}iB`5uJv{!ASX;}uN_JhV`GlYm;Mc@WWfxGB zmE_%rWdBfQap7AnBJjz3%7JcI8|sSN1QJMsrS~mtI?SXu+foR7(&{_a+K(`OYdo(m z;BvRdCZL0dWjitUVD#cWrFdXF)LPQU222!FQQ*7&So3HW$UMrzkm@+==mc>G>ElCt zGQ3YS>rOa#OWrQsapafM&P0N!Ah#-p>U-z!ljfuFJ0SXF*@f{%=}Ui zTPFF0Y9=cj{|mABAtW+uv2R6dNH@4M`(kYQ_FHD~h#`QlmSkyD?TYHOaeC3Z(0p=T zocO~ov&lH4y7Yv%Rw}UmB?eSq8Uz8sN-Hr%qe(-xg_BUy#^xrHyr#EHWQQ5taFw4q#Sfs9cZQYsF8hnb#crNb%W# z`GGbox?LsphWv%^M5(1dm1hy|fk-&ZkO#WSJ}wUV6eue3Wd&t#6tKW77~+Q0a&>Q9 znJTFa6IH{rn~zheSC*L=sfvi|cxjzn5ICoi%y=VwXyE~$c~+{#WyOiJ4D*4oF((Il~O-1Xun`}iBT^{|Ka*uIlf9N84dgxCjxfT;W zW+ys5#8V)Ij92$vdG{u&@eK^r{q;%y?mR(}R8P5plkWi~mvJ`w<2MR2-cK-DE?7H|_%SgaF zH_xmD)*FcsX+C?rj`!H1hyT%6(gZV8Gajgg=0Z(+J_9DmT*gTy!Cq`vZ{3i#QO%Sr z6Ty9bHW2#So0c?b741y!&j1=uPcqhrG)tm9Ry@fy;wi)O?ANP`z_i>irxC}Dx}!*s_pE5| z4_^G-=^vhZ;Hzg-1&rKmPBn9@<)v2y54P}$~M>GWkrJ@4>%g6jZ8`pAWkSoVp(ynH{ad5vxR zZpp?r;UnGK>+jJu5x*noLcGw&5dM$Lk7s zx0V_iJYG_z$9vj>Clhb6bSH)+4HuJ!kCJ^x^=H~%LrjF^nGfwN)rwNj4hBWIr_WAx zL=p9!2TIT|O9EfIXOl{NC_S_lACC3ot>!d$i7zUYsT;-FqS75-D)pUwa1CFLK;i6g z*@Lvh^7LZ(@N0>ePBHw~v!-o<^(l18d3aD_s$zYe!jp=C&4TiLFi37!Dr#kO3 zZ2YCJCzU@BRcM&Af)n!($z3^yx9Q`AmbFP)NkN>PVR@hLkzVKy!Xdo15fDEM&)zGY zkiI%B!t;I4U>i2@`CC|bCDHX?{)RlC8B(%$wtPvuT^CAzjbGsqeVy?t2J*Vz=~a8w z-MsIJ=xPpx7ZZtpa8(=iq_AogleSz9?zX{oEkKkB;A`6YexHB);C+!B(;`#!t_wH& z!0hkCA=0Rl+Q9r0ha1IpCuhflTCR+@tG7AmJg=CBF~%>5l=`0Mj{vno87=KJXqO@|xC+kXF; z>~UFZJ!zU&Z1RIRoOB0971vLgYPg*{Ay>S8N6faHW!Mf{g!QPGPi^?3&K)Asm8XR3)eWMZNDNC#yjB24&I4($ z1I9pSylrlEpFCC*4JiH4P(vu&iiW>g&fvovwYI1Hr||?cGo%-jt}i%g!+lo1v9!8b zCMN2%1J%4B+OshFHT1Wf<#uLxjqjFiw+KDQlDO|AJhXyPV8oRjWHVaq4ZPYK1J|b_ z#V1#}tCvlL_v2-t zx@8va0zOxskpt@QeUL!}WnMUow`u@>$#AQeQH*QDl#1?YKHm+WhOX->Wsv)uu^vtJ zTDl}i=TqHi@pBds%Sa7?T^pP$yG~C#PJJuYU3ZMtU1c&@xqO_6cvuJ_rr%9+0})o^ z+T=TL*=Ve#CZk?>VWmz|`4Fq_5BOM}sl4QVCG*S^T8`8jkgQ0~z&ET&F4>SP*^-TU zOv`(XR`%ykx0y_D=H{-E($6(M@5-Ew*(7a@?!y1Xm;A(c<9^4N5CLHAEie&&^d`X| zm%2SaJc&sj35Ql=fIysU`10d0l>6ddjGxc`-kTc}?IlDkIJEaNYb8Hi{t)S# zlnkWJ2)aMZo%au)-n@e1Is&V_2{|A?rUDVPmc;Di+i<90pB>H!T^KiM} ze=;smKgJ7%?>PY~K($z9tB{={qcwWrzRGZo?x(uKT%>QJLu^4Mm?4Hq>l=W-4=7BF zu_HQFpWmy;((bE<-3`OQ!yc8KlAC2vX_^c+Rt*vj2`V zrB6zpetIR;6*ofqt})cJo__-S!Vq^p=aZH}oWclPqw&NL7D0VITjsf){hvUYT@5 zZq~VyERd)Ou6<$&Yx#Rt`0_*lP(E^GR`a_?5^5cH1{$Sx8*jBQxCN_W8i!PiQH7jtFylb%^VHIOp32xvkXjV-~%>L{> zCXWS}Iu)FOP$_svzdN465e@OPXK43;MvSyG)3HtCt{+DaS5on31`nRCiuiV=%o}p} z1f{rmxtj?w#JY+W9Kb5>JCxpW3cXNy$=V3j`VLj=9P4F)mci$teMJOHl~#L7&!dud zjVn9JKzSOwbS`viUrH5kVhX4JxdhY5gg>rZ@d*d5iwxdH%Y!vP*TvO@CPSy_}|Mc2+?7ZQ6{f1JbFML@ zE6J?|3<+aYUNyk>H22tZ^w;%5ruj1dM3nO#S@ct_#V-dzq_W&X>fC;R`5DhFp&WY=Pf9Iix9gsH@F2)oXHZnxYUob~a5~%kAq2W6yYl zh=p$?jpkkm_&Z@MbjQP&7bdy4{w?v7{Fl7I@yTAjz@nt^PV&P#sDRu>LE>mN2UZ6> zkna+%j`M$AHw-D+NYHb+^kW@0$pkpOdcj~D+S_~mdP z>3QdunDkH$KnHJJlMS|4&1i~_ugAm=geu(j@`IV0MTchnvK3#&q=|hvhZA{B1O@cd z0I)SEtQ0uPX8-b&x*ZO3&zxTh3+351Ev3hffLAKaGsRNwxj<0wVLV>D+(FTYPz@E1 zxuu!75j|2{#!Obhwa7dl4c8_z0UorkG=;xDI3|whloD&qt=li=F(pzK@m22G2D>1Ar>hD)5!qw^*7%q*3 z0l~~$>mHF0BZk$+ACm!O=ni%Dj9{0Z0TnmvHI<4_!xAjk<$r^ z;}T)JgiNv%nNND?2>ro*8DoTK_?+A_a|G;M7shtNG?oX%VPOW>WT2hTOOwXjKK?Uf z%)bgJt^Tkez)jIsMwQe?D7jr3Q+GiS%^ux_XCs8$>6B7~+h*lFqg+xm@u0-h3?~R` zCV=7+OqQDXC$xv!$!r5Rrk3c2PW4|eNXK(u0A8($H zW~_m?|HX@Ko&wj!!sL3;lBE!(Ny(`aSSG!uR6v6z70Ybwb?jks8s0<(tNrU7MjB5shTI+O3v@%cpQT^$EJ2Xm#0i;oN$=XXzp#* zSLxI~2aT#toKh8m(Q&4pJmhyA>CyWMjS< z5NX;Ow%0PpGVA*#c<>w!#`jQ+Xja%?4xXdC(;U)9bf zbl!IRHls!DUILSxDL(NO6b$BPLw_8Aa%ge?w`KOGUV0++w}xa@&J;S~4{TP$2>sZD zNWdzE0!$S2&4+qPWTI!N!c$Vv+Q3}cQQ^;9)0H@9Kii6`ZAxPNY@B!RD@LrT8TQr@ zBxg-EPA8&_C3?Ao37L8}FiJ;jhU89B?0>lBZ)dG|jLeGwG1HKpAQDF;bEnzn+gD;D zg~y6QM|8eijFhB@H>?px&}i-jT8e&MnhT5?YTRZu5>EJrW;>HaXyGj&z;BYlVj(JH zNy~X^Mh2RXsO*2$p(8_7-o3!sQxL1{B2>MEK?!4Qg_(YjGVLSo$(FuRDBxjm7UA~{z3Zz+E*uDH;?hK?MM zT7952)V5U)ZLs|41r4T6DNv{MvY`Tx925#*GDaFS!8e|@>DG#7x?s;FS_0bqU1im; zdb$G_Cv`BbG49d91`f#Tdn=D2|4DU022wK6{)Sy^d=zZm)Z+JM%f%aPwI48r8mFy( zh#6m8S$r!WCu?7yGGQa2?Lq1ph(z0C&K>XYM@=rkP`!QELfC63EY9Z3^(DbLkcaRg z*P~>lA4w*wi7fN2`F89!&`Qid`G4n|t;Qk7?#gpK3goc}**rqtAY13UP`66QQP2-3 z_#=W)LXJgyw^RdXRNM`#}NL<%8!TrtNeriWAb-OHDZ z?FJiN@0iLiC3PMce8p`Ha!|J!v!=P2;kFL+-QC@4P=S0lRUNw39&{MVJozexbFsfX z6+`Lj0PY>=(_@e!D%^p{N!`b6{<@b$T$YhIp7m9|a?T)jH?WaO#0mm3O7L3ugiu2B zugq`9NW1I#=ZdlHs`doCdH?XMxkADm4f$cAZ~Tv;)y@+SPX@~ZaV(YR(CMh#O)N3n z>@SW8zn*%W+})|74-vd`DdboT;zItswfrq9QqTW9*njei6Q;*r@zSay0H(P<`i{%W zh5VxW2A+##&rr$9<}BBtq1{CzL^5Y1A!dwP_K-#xNTeCS)SH6>5+s1iwk(~v#hg)M zRnZLn>uA2-*P1t(hehqY5&2S(_jq~al`X^;7}ucKXN~On>}AVZKqj|GGqR$E`mXeFWAOb0J81c0{tqT#b#=R& z)l~!$XXFAhZU{S}jf9sk@}%(TMUUwHyQ;H7P<$NWWa~=?snjv;dcjH?Iwf%|z;wxW zUje#7J#@d69g96~$r-M9fTjwius!1PI%B0IFvqL0@e-)R0{Tg%&!Fb|EN_ddk+TnRt&(tjVt~-l z``?bw-xDEp>l%vf{}m9Bwkrd==~yLeGk_qTw$I7YKZ8wae%n{x3w_P!PNVHYF3pQ z9(6*L*<7t$G|{1fs1Egzg7gAjK@`88$-1DM0wHh(-SMr#Y3(%I5N|!-fihFg@VjAJIARD z1G=9u8eAG`8jwirpSPG(IL)ilcwPhJE&eH}>Zs#yU7oq%!V}khfxa(G*|DDFkv%YB zCZ_FxArS)69uG+SAfL@7*hAYW=XAvl$;xLZt+<7mKec&DLHKb)?s~1qionreEjxq$ zkpV|-{9y)O86*R)5_(M1uX1vRWLG+m{&q&uP+%h+b2mG30|c0$_m9%s)U zxH-tPCyY))Vlo_kYmo{}AI4JM>XkxFlOT*{M+o}?oCYOD3RP{$KvJKFZEF*}yJg|xl`8FU6SLoYtF%FTW0x$Zc|cE@lneuO^p)IWM1r7G4O7O4Z>fjcNE znMv>1Vj*n`_@o-hFc$yPH&{l2f59v31?43O;=uW{8AQYT&kE$J@k<>!hBk<6tRrxC zjhnD3K(z6#uk5J8p;pkcX^5#>h#|zG6fA7`dX=*k^#l(`)*D3C(I()LntvOD8wRDB z6A#cTCd(kJUgRM-{U5a8PUR&W$DRc4Yp4@pu&)<@gOsfpU?73KdukEp3T~^6uK`C_ zu7$WZUI<}t5Po?>_}o_dD*(13gV?&}*L}?13+!P%u1E9hMi9}#g9!o8Hm2OlfvRpa zN&iF!$aU3Fi;ha^+sZB{RWwxHH4|8%EJbBdVU5;ElGq{w;=$1=_HS%!fyv{qGRf9N zH>RX9Qa~Muh68_OZ6yXZQUlQ7avLi=kNlipYm|hbpTvN@dCu57=O@dWd7Om*;`{Os z3vUD!2zswLTOHHK7Y#_zB92i%fU3Zd)w`a)EL?DE?4Y?_a*YXzhce5J4LM1xpzu!s zkxj%pg1^3*&&6>2GTZB>cRma3pQ5?-VeB}aMEjdQowA4A(QkR U>VPhr%O?*srw*J#MWsj)l?h%;(QlMqY z3-`T!+^GF}?lUD|k7OE^*+bQj{yu(*$1;RD&l;o#($G@As6YOcTx?IN!y>V~;gtKW z6AOyhfsP6A+$?Tc61(8ug}-|-caTjR-=X&+WgJ<|n8wattp}k$c>vgDrtFx1sa|)) z?m0fN2!HaC9~?TtAczuTibVm+p&Rn&ZKt2KI`#<@Kh0LteEE#PPt7nJcD#sBV4{&< z6G$NkW#(28{W^EfR4OpLN&@Y%*w0bJ`JvYIBh{XaM)#L610Q6&fq4_f2Re-3uPuUvL1b52WDicTiL&~Qu;t26z*7FQc}>=^gd6^l1%|-G@Nl6 z{zHwiU@CFpzO&aG3VMK48r~;(Yh4-rc#{`SuTKIBniRF5@C<_+1bWwEU2*sK8QC${ z@Im!l&jGK*-x=islAV~MUK1T&13~TNx7bK$-*4pv6#y+FfFA%9gpy3rM)TyWsJV#P|d~o+xwS`r$jHrwo!ek zJy{mQ1)ypw1Mz!Dv`uPIU72cjQ*S=MDTRW0Q z&z!$5s6jFN^;|0%Znz>l1}qApYPA(N_`;6O*$WE`$k$8^488lYPruupHiV!4Og_ab z`)%R~o()sa>P4ubuuIeQfYTv1S!~M$L(7cFti;NRap=@{|HnNS!9rHj`&)nBvq2>W z`4gzF@ZX?}*!q+<)M2L!r~Cssvpl5Q+C;~M`3KU^S!I#&^sbAq$k!|Fo~-3sQm>)t zlyZK~=0CmhTy+_00MzJ|==JrWjO*ohc(1jwJ3B+*LR^1Lday(CC<@mG3||YX;Vm!? z;3MJLlUbqtgd;Dwm5H{=L$Ul@ACCh#&LX|5GgxUd7$Rd$4l6eY+THx-_Q-I9&!UJSu6_P! zMBs^7%Yi)Hw_6dj#@xAVLMEiD_QTDLQD$t++w5Asco-mwzs%qty zM@S^95NHd|Ax65mHCPbFw~$T4Wo~WzMQ54~rZ$y-?0&ZH}}?jgTz+;{cIZbpFah!_hSS7CRh{T_3&5W|1J#j zvpm}DzxSC_!bXOB_RPkOypE`-yERJs_n8m{4MINwBo5$E3>7s0KKbX}wb|m&nkQAY@B9DLE8YTY^@6@5$J(zZ~!2&ovLDpf&y&`}}AGkp@5EiE> zM@vnKWA21Wt$*K@ZUHWaGq@BQj7)f~a}mX2mv5K0Ddfd?fFFR|7qCd!A*{=PKkJx5 zazX!{`~7zT;KK;g2>#vP|I-i7KY@pQooN)#1qc>|?m39IMyoPa!DqJ$5~9^d-J*m2 z8KJ*}>R?^8AxE^pq=xt%GBAY3ufcSUA^JB`kYC^FH{QUCQX>4=@el%{T8N1F%5C0U0d9 zYdP>xL*7CY|6h-j4hPqVjmKk8@3Zf8rPbARm`EyWYJEc2tNs4hYY~`cUFp{U8B#WD zkOka(-`@IowZg#4N=Hc<#Ix=dQXOzvesOtudYTaE_doyb&Fy5Mu-$z$Q&mB2ZPLcW z4$ps$t&SS=K2guun8HKAvma|eMfcIfa(8BH8g9_^+)_lK$)5 zw{{l6RY#u6%1WGLZ8f#v*?qX4-E)_nF+v0c1YYN#P#d=so;SlX!hP1l=a~%E5)77Y zkzis%CK)4MCDg+4B>Gd} zDMTsQo)Gy7QgDvVr~Y$hLT>6~e@^xPexG_e%zDtgI3$8zn3Qk>0|V;9;g-mCb!vla zL)&s$XQ$~zI|lzX4qI%yOkilD^TXV$m`76_S&$)56k^wTU$<|JpKXsK!@>O7=*}m9 z+>=>#n-tpG+ETb(5=VO1bSfe%FEl1d2;NN&j-sKQ^6#b-+W$^7aEvpjg+eLF%9?DC zqyp@WNWs^yVc)(<%E`;$-giIyuAk>!k6oYrXCi{fD76Co=6~zdB!h^S%>F+=|G(U$ z{+nyImc|O26|U=k?c{9hqq3T@u`&f_!Iv+gzQ?T*_s8uRl;8YVoq93R5N_A6yN2Xh zJHOqY@2bkFs;c%{i`?tJZrw@-pw(cDjV^z|r<>m-e6FEwZT!dWC&FD|f=pi5?c|P( z$aUS#SG(>_QL3q_wH#Kp->mKmN6hZ$oP1^BwX?JHx|o*X118+=MDFK`idedQKi97G z#-CmXrNuXECjmoIICOhQN0zr|+pB@kkE>uI?woj`83o*0{&NGK9=z}F?uI8PcL#}` zwvuGXC|Ot>y3(7sK$1Vh^!XN3VAGohJDEo0}mK;f+y!HZMW4 zuE!&%b8vs@5##{`qjg??YKOdj1|dSOtM%b*bk{cuHD24;KXtZP*=_%8`poPs=fgkpEwI zU3Y?!PL`oR&lYxi7%+Z-A4(wK&9u$~@ls|20CM&B_y1B{EVK50h}5&j@7A^JveIe% z_W>TQnjEvdwwpoV`D zGA330Vqb#pQwx=!tE&@&f`YttrZ>&^JZB8aw4FI5Y$5t~uCdqT%JL2KNPfcBY*Ovh` z&4ev-@o@WF6wU)!m;#H&fkI%*IPa`@l~4+uBLU{-|Gc^GIElrCo&;RCH#9V4xLHPK zudf>!yk0C>nVp?g%>80I2-!CQnQgoJ`K}uB1zBLW#{)1iR8`vnavv;1h1r#+@ zaqP-bJku*(H8t#Ger9_5pI}zv!otFm@H&4u@!J*9NgIIdy30n#9UQ4{T;IC38>lGk`T_J%>!;S%%*nu~^FKctM=e}we?r{TkdTlZk-$8sfb(p> zhu`G8_Z!c`+}U7JG<^Y!B3khAV%Be8-Z;y-yVLi&&TgI&Do2Sfo7(}#WU3`q9A1}T<-ogH;1H0?m-RcA?T%vhZoB?^-!8MZ4wgjO z;G9VYb7yC#;KSd33kwSfl(~OSMXBdUqdoLelLImMg3YS-HOESY@rRfx)u07JUn%FXY71;kEfq8ffPBw8dF=*rGyG0jX5@5gfQ~f?Duim*_G%jv#=J8trPEnkt?w|Ee zUovegoiQ-!gs)pCRW&sSAa0_$IR|_^319HW3D06D{D&y0325-;kgEm1U1K)x$^p~y z>GA${Iw9a2upcCplqURGU3!0>dU=5ZX8+(|GsgIV3ha5P8@ulOy4?Yff>n;DGyeoz zLr?@HBww1E(tuKr$mDyG&T;3pQ2=<7=cUU2(Fy*4%)tcw+gR-%=X=t*XwYEJ#>+cA z%G!;#H>qxHY<$Dn;I=!FaYZMeL`nV~vfluc#O3DiufP6>i`6__t<+v%pImBjp#}~E z4K1zf-Gwcg|Ai_eBV)_yAn~rRw>+6SoDkxTpYYSr^9^~&`Gf%Y!o-XWSzB8M2wd;P zd(u~d@(FdX+MHd!QIkxT73WIkLt>nN%&>0X*1Y(`5!~Xwk<^J<5AcpM!%3b(x9>xFne#rm# d5B~j(7#FPLcN0sp4F&#tE2Sh^C2kV@zX8;1uvGv6 diff --git a/docs/_static/meta-models/threshold-chart.png b/docs/_static/meta-models/threshold-chart.png index 966ced7361f0ca33144b3ecbad5c28e1be941dec..316ab49ffee9bd7f5de11fab7ca7aef90fa4bc9c 100644 GIT binary patch literal 63536 zcmeFZgIU<_9x(*u$zpwo4S*wo2QA31w_fj?WMhwo4t+c9S;i^R~siser{pz2b_1T-P~Tf zitz9_{Kp5lom{MV2Bv>)}yJ+p6m8Tlf0wjBwiY zni49xckaRA5oPmMCfS+&zTm*a|GaT3nsaxWAw4?lgV+>0 zHCb7WIEy-itGxIB`+P5rYWGY$Jl?Bvy`(sE@mYi5@QIM$pD&hOpZe;Kd()-ad3Yp| zD@Z1`ScSBY$^o36%7@77R4f0v;8PI=OFK`wefwF%W$x<72?+^4N87EwRm{=y;@ClT z-3r^-kFo#C*spIF!IAe_YZPc9=?WnJ;Ydlfr;|^xI+>>I` zwuPH4{>K$HPk;-1YUAiQY$bU(CNVMfXXki-8kwya-%;tH6E|d)77=hX=K{nOe}Ee5 z@6Sl!w_2U@-Go|LEPNS~82?@=nK|s<6i53lVrLCdl#2$9qr$dpDBT>PG(V=J!etBgqQ#Dej=NcLv(!V=27`b!Qm^U+)urr zavFr+fF|pg-*5QD^lkr+<2|b8AcnkY=2c?*wBkYC(s8p(;}0EPuOz3DrNBR68f#9g z*DhXQ;VHo3wjj=TWM=0;{&!?`1h6nKd%9j!KH2<}pKM(>FVrwm^iw)SeE+6St4HqI zNmJ}|)R$q4bNm$g+fv>voK(a6f0e7bO$vYvA)X+Uwu?)9W0sbjaPPTz3K*uz=i7Br zfkFXc1812uT=8oTNzUm|XbW!Y@03*31ZyY#Oc+#Qes3-h4Qaod@(LJQ- zpvII3--s%(bWC^>@2_vE+|E1lcf!Egr(i-VzMxhX#yacKX+f`c+1QIq>?I34YV~y} zJCEZtGV~|4Pex!;sTm(y3~&FPFX#d|)H`UZp!DWx-Eo zVn;lD&ziqs=@54(Jd~T}tSvralnl7>zbDK;Atr`S9}@WBEjXvh%C48iyOmh^Z-OwL zzMLkWwLi+jQI7;WR$E-^0!<=EF`w4=e294tZ&MpKO)UH~@--OAi=aA*d@>Rs?=f+y zU7=R@W2+szC`VR!Pi|oh+LlZDhhwp(JsPG!=MSA^*;8no`J6Iw(UQ%p?{Jnett(ljXh#Et#LOYPX?oJ3XGt*8MDSIeHpu zypV!HRewhVcn)4vJEuc(%|96u^VBHr{VG`aUN^}t+YYmf9j`Ln7HE3m(mDV)*=w|X z>q=3-3}ZCQA~_vtc8&mAsVYcYB6B|XqxqQRQ%hGA%;z~u4phguT5*k|`bBLm!4$Q7 zJ76&`Igd|A{iGuJ$UrG$svsgo$7oNCns8L5pwSnHA4bQS>xj&dqlMdiI~+a7;;(f` zIAK*{-g7-o#-~I3X$ccH-@(jl$vIsX7Ry$rfZ+~H!#86lUoO}8Fyu*o-V#WQ&T(7y zPPsrB5$GmMz}URsNdx54*Bb8>IHtvfrcB7wvNbO7l-|C|ju{n1*|Kw~{Lnw3)aRMw zT7#cX6uCh-6G+f26Q6mmG;hPDEsZX<-2{e?{3-Ue?^FB|Jt8Gq9`#gX4>?DaNk^aC^|DMqh zv9!j6)3G3`0alVqhIAmN%5+bM&TKJ4Yjn z{oEZe(xyl6fgbfHEVl&AA$Sy_CM&2o)%;~}jx8S^FdN4ATq5Muzz1Dz zatCih&sbW%>dK?Ujx7Qk{mi4}#%+ceXr1qZgQ%vXx+f$4hL)_pUQ?$k&5QVZ7S5?~HcZTO z>c)MJB*gOEbljwuc2qE4W_GQKmA}qwbc%tnecnf>pElO^4q@T&+rewjZ#%WG&%$<$@Om-nLWfgax$f&f}6NE-x6E-ITA$RJ{NVp z>FJI$|HfnbW`CrCs?5hAeRH_AcDL~{lln#TsRCAhQ{ZbUX zDO6zAmBIdFWHM)ds-iTLj>O=Aje4s28uWDER3A=19O-ey&l5}Cp}IRp5Xk&CM*Mx1 zvEArBekEy--W+XCwh0d=`Jk03&kjCslAmOrV}v6Plp+{rNMQMVk#6qR6}(~;OA}+= z%KLQ$oXt=5qg9&H7FEI&nw&$v%vaFzgn&eK;vs`d^O|HG9lWZTQb&2q@~ zT+`GJhuIq!DP8V4V0ioh3Zv>NJ)L%`-K~zWVq>NU&yla=e=*~~B{9i=&|*;Yn>=>0 zpIGQ1{1swFFtiYe*X$#?GOn8$slLmVi z`l8Ylg@2mIh-3qbzmW1$s_8J1x(1_c$lkI`>KaRUY~abMC_>I|De2y0j41*JGs+;~ z@dw=5oL?ipf1t!X__w6U04k1CE!_QkL_$}b#@yaHok%Kd_-QJ$`(v(#7Y(L|HDo^Z zi{_?1xhH#dQ)7*#a!R*STm71WBl-MOwkj_g49p_ zDCyNPqR!8)y4#M2gXy==Jo_+HMEY*}fDA(ptuY|j-ON?pdm-P|^4YuLHZ*XiR_EO| z9HWodu~riaD6(mOfiZA;?9Z%17|%S-xM*Qv#27JgB2y}wvc z&nw-UREzEJ@sU@P@_5nbr4Z$%0FRLyV@b*3hYx;Olxq@53QF(z{TxbemCMSK)&Ken zLUW#-hvTJ000pGy8o>@hc;$dknAgEx2jLvWdaXz%7szZUiOd&vUAQ3 z9l9pzUng_Lp|4Eh5&4$wMwXw2)t}hwyLn7JSx-BLk*U8pIz8qeTycK}AK&s>zKcCa z$xv;X$Zf!@3^$($zqcKeu^nSi2sB-iQ_<+Cw}}&Gwkz+kM^*gA8`^4UgG&{jENauI1hl3iCbT3pLY8vd1SiBdjG04}KWp8i-1` z+vlP^kNkkzPb{2)1YS2@dvzZzF`mCp+GO}kH7BStm&EmTt@}{c)Ji^6dnxUY8*D$| zar1KFS=M6N;Tvx~=xtOLW%X}+3ho}#Q}%EU%ND2QNw-c^;I->k^%z&fv)vYclXNF& z_ts6{RyVK+@?%NKGz~bH_9HXb#`cg(v zLL*K0A!qNL#<(*i_}8~%f0aE`_DwM@*ouxI?040(=E7pCU*yYsMlV^LvjKb8FnB zn}&y8(LJ&N17KYgQlrzph~f81JJla32DKxf0QdHgty7cFq5zSuD0#ATbu2t{4C>v{ zPTKa6bn=VeH=TD3YA6j&{`>PbKi}5h&Bv|3BQjJf=!#{ZEIua};I~S^4l^`P3;Nz1 zOA4zxluWokRpwR0d*K(UNm4_ENer+y)QvMMo*=8)Vmi0sbBx&*4`D8xa&W!Bu*P52 z9X(=Jt4$r)7kX-;n%^5+-eUC|&;lUf!Wi8#Y5>+)81$wz9Q|UR2hR?GE%ANvs>?&!s7FTC41n&IRQ{(TvuMI zV2_ZWq$=A?@20n#7K(J4RN6JD)9u-&ivHM<)fs@RHB&ZFd^(LE@W|%WyPR`twfMGW z$L7v8e+bpXqlW~e%8U3^lTBi9Tm`&v6Gi>eO?cLP&yso7NR2)<7%uC{nTPjznN(}W zro@dJW^qjAifAuVfV}z0_JuHes17iR^LfcE1(r#sJSP!HJH=>ENnj}fjQCV=7IH_N zSv}5wD+itL^da|-=x3GbM=BD?R&*&O>+at?ihQI`Fy8ZTx<<+Lx zD$|~=TNfbBto>6IT3QeD3Q3!u_#;WB`L0MKY<4%IOYM)h(&@(4ClP_unW$e9M#9wo zlm+J_d;Y3xs7-3UGYMydbUSQ~X=#2W<>^yp&yN`q0eY`KPO+33`{9?`xy8QG$PHXgvN!A5FHwwJkPCX~srKrATuJ4v!1PmO4IHZp6@uuaqpEQq*Ky;NRZLs$ zp>Ne88US3q?JzQSw;wE% z++>hIevgbAy`;TI9cFu>^IJYj-r_-i^y=*~MbqM*kAZ8NQ{=-Qcy?b8_ztWI5PD6t}@pRnW-HH{-9) z;j%k6vBW_;zXx(3AJbkCgrE1E*t?taDIQS(265oNdn(s3ti1*P6|Qth1D(F1$~rSd ztbRGR+&-IA_SBkjSd8Vf_6*kXq+|q6&w129c<=mG0;+qjn5#M+#W?E>ceTtA)&O((+@PkqAMFB}sXv9?kig4?6Ih{hD!$1#cO&6|!l`lN zO50XRE+@p;dcDYTh;c1~HLBb^F-Q!NjvLNpT7e(T0nkySe;1N0`FG7P1s64=O1eNH_!1j>@<_bA%v|$H(<1^PMEWKtII5`t2l;d3N09yB7j?AD{XH2sa65 zjgltXQP`jxX7oiZ1X*VU1mtK38Er1t_?fijWwtV;dB)BQ^O5gwpgu%OhsB%0*@N-t5br7CPa;!&?Z`XvL%-t>#?8hgy_62!(~~r&B(drqr|&;rA+ESyiFF~ z9(SOw<_duvM*WwNohO(>v8CNqB-(CJg<&iYz>oEOF&J)G7~_pX>qB^H{@R7+i)J9i z`sf&Sy$5=fJuTn6Q588yF^o;sQ1%fja};UZ%qSgHPcO~vZ9;ss;vVf!a09qypamL<44PY9Mn+6=YSMZd;Bxbe zH&^%nyj~ByA7^2Qsiuvce-|6QqGjW+o&FeKg`;il<4+1-@kFi1Gulke6TvXIzL7yz z2s%trj-90id9?o7Qn^iC$P1^Z5mG~+FgE8`4lhgY%U+HM zn~u2$^AAW5VDuL6U;tp6r&^jPnlq^yUd-t>)Fd&e zv_)dU{CrIGtd=9f2%zYx5hrtBadE+u>1w4^0MW^}l06jaS8>Wi6}tvz-*`#ioi((0 zTi-#7o2TlpVi?Uw?0s_KJ7Vv+!e%p;Z})*U^^3;DV9_{YqwK_Y>r)T{y2vh?$?~O} zJ4#B!2zZ<055wNiFa%2hW z#4sW+#-bD8GyfHH;C-0Y*@&q4Nn2N(5K<7hxlX07ZqJGIl=TcYv7@u|g`HiM8ruZg zCGf$A)3mT@x%`G+&gf-H(M(v_y6L;(KUrcjH-oG5ccdBar3i&*%8oGfW%AHRS&$v0 z;{s8czn(V%sM^s@!YauB`KU1PXS_L^-~dt*DOwosF`Tx25aKG0GuqS}t%Fp~2?5l< z_Gj&koF}LExa;>DaX^+thDY7|e@~r#zyzCFwW(cy9TIK0_MS;&gcf*BHVffWd%ZX` zxROC?rF_xE!IhIr^|+$p@M@ZgjC_Z1R*Nf}s3buI#@6~HdqSx|1D{q}4Qz@nr%*&M zd@dK@R-VmbEhTAGxem~GS!K75QaTX1?SAm=>Wc|UmhzS)ZFFm(2TAZ`@;^i^z?@S- z&Rh&ke|lQ#crY#$UbLJ!9SN=4?7F&jp1gK-0HfJMH~y{XEbP4-roTtzc(>00o+UF7 z;?|ij56^nqze+t6xlTQHO+~kK`c`BXrygC@+ws~PwwnsM4IIVV{csCmg)t9QfKijp zrjR%zW6#^WHZC&Z^-k0l#uMSSb8POi(W@bdm{R*Np6>poDS;*{jqi8z>^@kd`ZSr< z3Dq1uttW)Qw}DG;+xxjeN$wNM=NvTU`}FTECV=?ni;kc}SN-6M(pFGHKdA8h!7N`nu;b*Pf6e}6ZOtip?a87QV`@3!*lqlAMVWBNeyooi zgsAEP@oB{jqg zy}V8(y{@ku+-*(hGX!gOZl<2ha_9w(o3QN)zUm%9&9UE7qYBS`A zDxL!1XbD{)oA`zST67cGGcx1#d#4dspz3$t=hW%y(_Mbj%i}1H%0)^Av=NU^o&*wP z`<tO{{*Clopm`sGB2?YxT-1G{YPofY8>xrSy{Yi9b+K=94c97#tZDz-~m11IX*9 zz^NEU3*0@Qu#LNicDhJh53ELw_H{_8(qB*$8AKYPmEI}A?K?&X$1b|@D`y$>S^3|| zX;7Xd^V7lXN=}C5xP`n1x&B4!w_J}!fOoaV#_3WArFTWDNNl!$jJG=1;Nx}-aE7R+ zM%eqjpx6G62Ow}80=ZsD^Oq8PMZF}C)pvnRC4V>$SUS^gcCTo5UDsfYTH z0;98ux2dZ&%kwu1sQZ@uS+ko*a&!C)zyPNaZ1We9Uxr0XcEkC1`*Yv@*m2vgw&>VO z!5__B;>ZhgPulJOphbZRa+CidlL+NCKsaM)C&K5foz~7YytGfr7maB5plv8g%`>4& zOca&Z3N^~UG#0yLFk&n+tW&ULJ8Y}c*_fIro1T@T))j(1IgosG{5Z{U>p`qVO!9t> z=uHD%*L4|(LSH3kj=oI^i3pXCAxmrh9TXi`=9Bk*!!RZ)GW^(v5d6obk;XY-V zw8N6*Js)@cYyscVS(OP>kapKUF!2rv_UJyF#W3N#yPA4lpc2dQ9oxG0AeLf}jd3~J zhK7%cVksCJb8|iA=SuUo$MO6uo$bc^w7vrpm)GoFS9cRi+nlq|!HE`Q;rC-KZER)2 zfgtJ(gRAqDiB@280G4;&L~jDbb;+r-LYcdQEXGvYaYg^FYF<(4LAH9&6VgKqdq2DN zGwcK$YaU`pJ8gutWiYfpuh#EKA*_=#nn~bk;;vt}h=bEO^F+z{2Kou-!G!fXud3l1@;bpIp4+F!Z%$^y=x%%0{@Awa|sP+6<3_|+=%NxOC)cPlLF1t9$6jTpZgDHfcXo)g z1dn^}@$%;s-zOf~+(`XAOlZHqk<BsWxCD2+j@AaCzhniUk+NyWLINM1NgpBD1uU4!}z zX%^dfp*4GP_|u$?X{@L_a~%cdJjLFgB%Pjf^^16@VWG~!0BZTjEX*vMTyN)c_8w9a zAMIUFVz@1Tkbf%$U&A}ED`JXUnDceZDpm)+3qaQz9sdQ3^D*%hFB~-=CrG6c`A2+{ zLSp#Nj@LKIH~D%rfn0*Kqg3~V=*L7W&vw`Yg@qmRRqZr6|# zs1SM6LPQz}IoJFmgRC!25MiyWby!+^!=Q8_m(2&4Cq+t~s4k?=(aN=%GQ4y} zW|rvP`A>$q;#28+UcpRk18M0;##0Bd>u(BKm~38rQ`j3zrE3$(6rkmt=>M?cGZxO( z!V8U4z|pfQiVZw}oZ+mw^7NG;GQ_&IRoJNa;h z#(;m;#jzvoPFR%XvGE#8`Ot|4d(Qfd%IE135^3VI#p3+8MjhN;;8ubSNv&qAqM}*h z;qNn$Vugc!-Efn(Hg1WveZjI2@>)#lK(P)V4V^?^x@3_=Zt)1^+@239F^r!0$dK5N zp7>su&N5{)fI1$2iNo5$BiM@dY8Rw> z>Bt#yJv-KMc`zsP7977{|pt z8g4`!7&vqNYEn9JJyIHKnt4XdT@UMBRYceqO==bl_cY@75GK1pS94P6+armlQX}sz z@3T^Eu`|xA`)kgG-s+mFt~1=1sMKq}j`KEoViPwNu<(!?K^~SpI8Lo)r={YYrj{-5aj4 zbEx5L3XX?tRSH3*3&gI^e&vR`NiqDk|E~66$YTUsM;nA59iJ*+%ZmISnLdG-%Iak2 ziDMFw(c68}ErPZaWo>ny=ZDpr9JJAA%b891v|xx^{!tSwLBUbz|Pl2_|+Ay?TucX>OjNcSHGH=NuCuOsqAD) z45(}@i9MNfd*0IfI`3UA8r}}_66=d`XrWSvrO?+5qzuJ?arM8C&qrLvU~{l+$j+@g z6E6ejubmdy<4CbuUY(J>P}(8>;rL{G-#iw%*~)%u=ihYDgAJ( zUwcd2I*bT%(Dn6u!<5IF`4nN2Us+I$N)&afw&|}JAMyDtc;r>^MR4%;>mKe;>9_A2 z4%H2J8v~Zy;lx$j$?bRx8U(@e$qV1?S!Fw3v@SULf;Xx7Io@N9f1C0`I!hiNW1Ab9 zFnN#PYeO>LH9C&FsB?%Tb&WaC%7COvcB*Rfvmg`ku^~`7Z?WS5Skk`WikDf{YySxD zMD=m2tl$M9@mc9_t4l`ZJgv^;D!L)eJ|~o6IfK;lspT_!kBbe}@;r?mEre2%T%C+*#c?*?uq$-``My|KSLCa+{c@cpi zld_FNErg3fN4O*5U&}Oh{>*!n!KvNs@ zz7#(tViF=bkaQ%JqIhHa^T?7ixqMDWMH;m0RGm2<$V17WV%P(b%D{aQPur6gzLVS8@?hKHJjzh#-|35BJZXy`#8l2`+qy4XSxiIPUG1Cm9u%rt?7)07iH23G^p3c zSi~&DL%t?mwN+CdvPly=-!mk)CLL;koxIY4v0`7pOjbSpsNKl~jV4BhjCS8K!eTQLIh20tqR!FEP#g^hm%y7F~Y;OIttDxLkux+Jgz7__Gvs19*=1Au&3tJh~+m-XiR;X$u%`4IvG2% zYpc-n^k9mwXn0IPSDp?nhB)@kmJ|#4Qy75<`K4Uyxt*SaV-@C-Lt?tAKXw%j=taek zs7y-N7TfJBVhYSHw}(4I7VO!0m63%jev@JEWEEbUgH$<-pF6MRtEF#ru%Z~k%xNH2_55Hg$EfPt z!z)T@+MmbfT!RbA(3Lk!0jbGeaYLuby!#Q|)dLEi+(=yeMniadd!@>Wzv07gHGH?4 z)GyrV&Plmn2ymT1tD%NLmK5Ba2Eommn!~}aW#i}ZBe0dI<<);~ynD^#OtT)~G&iYx zdR8^!k2g641+_r-Fz#d}?L^*l8djyCfNQF$wCKE5q*L}x64w{ucCZky2#@17$mb}o zezHI1i#$2m#QRq_o`X=i0drCjAU%BRID_fw4ppX;Fn`9cb>(a%I9TTG*S ze~I*2`ha||7NHU?ek2|)=DmDh_n_4= z8;WxX=vwZb?{YUFkU;gjkgxAcExT#Bj2i0&k0P_yitCi|TV(jp*tL{WRk#J%0x#?V!hDU$I$K}Vi+C*4e?Jyz5l_YVUch)zd+7Qgsn)#+SqCZa4<4M zDXl$uCzD)p=xs2N)Hgi3553L-n_I91*RK( zO6v3~(+9pViL`JA$zp9zgmL7L^Jhqrg3lc7ZGPSD6!tc8ZsDEZ@s4?}+wigTr}`zd zlc-z2F0Iqs+cLA?{HHl)E?H}ylbE8(INWtxwS^s%euB59*FUw%ca(XgxRNWOr7oJvfiqvlsPgBN^S z^evf@g1NwwUK9+x+l;-oY%*5qf4J)}j#UU_TFDU3#}beJ89pxViTZL`qk?#Pr?I2nJ-ppWuMrCj4Pj!ROD9 z2~87F^?{wsziRxq9w|wCdsDyBS$!X!Lg!L<&UkQQ#7z#xF!g!E{As0wo$oQdjJmks z6Bi;d3r2w=2xaf@*uwj;!Z?H7Rar7#DDZ0w_L`XtpT$aFMexuljjD;G+!(b#$aYrf zg|AgKh^zDXZ`CIFj8LctA1`8;*IP*Qmiq@b7C0Lex>b(#>5@`kxJ@D{zA$#w?ZTFh zJ(J@Fm3HnwS69qZnppMhES;t;iZ11H$Q{cv2s^AO@ZR)pK&^CfB(Nb{3r1|K?Cj>0 z9UOk;wR_)mn+xSAFZ@m9{T#KT^7^`o+uq$s!)0mXmxMNu_MRS1E2|~>3Gj-Ic3m~u z^=~qoKH00n{^0Rf6`XX7X0id~|Jt1%QEY+HaXu>Xo>j|fmqX9WXjISt=yI@qs{WwC z>xhER5i}VHJWF)T%3RDM$f+B2h`IKQ+bo-`V{$2(!(EHvdUZcX>r?Nk(d&zMq~yQP!8wM);ru+CK- z<3>l*H>tw4&v=F!^WPN7VvTP57aI}dvpQRmgFh$~DKLCo+j0V$xNB7HAX+IalMc0g zRdDe!Z^rY)hbvhX5&!`VjgIEZN8bk?Fj?4j_xnwi<>kIi(9i%}C9Vm-kGI`hAHy8< zz^XmjVhh`YK~)WWSiqFX&U(e_gXpN2dWFaJgIAhx+H&wh#0 z#%C%fHAf_608g8K+NeUsM%%h#;M(#KlrR^mBW{d-$yDB#tkBx_A71Cpnu6Zvla?@e zn4>|+U>T)Nu`lm0*Jj^*nEtS{!jS4RY&j_)le|mSzMCgzv`$$wOFErnGivrS>6mX^ zaHj@6_wCXhMJNAZHd69c@d3x7D^M-F?(Hjtlyk-R@!gq5S#10p6+0P#6v|!RVTfwR zr#dG_Z4ph$U6 z@+x}kNPD)>o!wC~Vq=WSULKH)ftD!&s`tvK%5~88OK=9YgH}{p3bL%!6^{`kh?x$d5dXi(UywM?uVE5~Q_CfXZ z3Ubo?Ydt3-{C63ZKJiKs6BCPoo*{osbec72jKXc=Pn;4KYpzt3aq4k#tq5NU`wz;j zm`>nzE_kRd$jxeuOoHYp*$ipXr2ReaTJJ~CTVhbV?2gPD>y7 zIG;#+t(-Q+J%b02&<(e&T}|8B4$AV>7gH59&|u!dHZvuZl85QJFnK?hPDuZ1bn(zH zY)GP<<|;d&yDfZ2txH{HEPD)y+D!bO*0Qdo#1kdJR3TG~3^QR47ntQG268Sd^1N`a z-YP^@A+eu59&N6ab(?v)EftEE=bC>tjuBf79g;Zr4DN<*IXWUmG`}vOI`jHEGYgCC z{-kHx$w3-kXaARL1Ro!t+abDYZ6^)ymv#)Yz7|-z@#((4bV5^`maA)7$j6V^aL;<_ zG~8fLkMI#>rWj%UF%_v(K&eun@itay!M}_IVQ0I+L=6g?cfx7W4#JqpNUPeU0e5c*!3bU`lOz}GPi@X-}e^Bc(qr3+XRvAFJr%OOqa zAXSG}s`HWcjIoNbmD<+#4i$8o@iN5A)N*Fd7f$bMTNQyw#m>3?330=Q(ix!Npc8HY zwf&P@9QXUWyX>KnRx=2G~^ znP}XYk%!I1*TpFZ;0hCh28UyNzvaCn(9cj_lM!x@8B$Z}&@XmBICVO%i#}-!_}Y!( zskL|xYuat~uoth!UoVo_%V1)gzhdj(M|+^u zq&y+Yep5c%dHGJT%aH)NP;KMQXv}Hy0oKt4dS3P!F&=;JzcQ+v6=R_lijL{c=cM z*TZ)oTv6Xl^eOvk1zm2>MCIM>&x%*BA3wx_YQaNctBjvkVQa4XhP+w@?A&nF{4lt^ zm5>54(6GQ+d-NWKq)y6-F6tq zLPXcvrzpCH4W_)BTeLPfz>wNgm@iiJX#g+qy_8PoH=*cWYQ#V~JxD(gRjXW4&-KZx ztT>gpgHFEhPhJi?pbOffL(?i7f7eG!9QV`!{+I@zMP6;A;t)0^Q6shG_q-5u3uR=$ zUTj0aqmTF58&CY1_Y0%wY_yg;RN7xUn-@%ww)B>k{-^~>Nwn=$0VACNJnN@*w4vQ7 z;te|3{mb#ZfCqqb{gXQz8f~{}HsGM{%4<;qw+agINX@F)4KUA^ddWmTcJ zGHa*LWGDknn_Yfp zR8xPBuX8u=z>`fda?Uh%BLnzx&~eB|eCyw`1QjiaTgoe(a{xiA5|JX(XMp_7l3TX~ zlN-Pwstr=@2(6x(C1h)Qj6N2gZ#aG3{6n4ALhQPSbyHTWuBD9(f+D%i!VyNjxYd~* z5ZnTt)|Jmb)D8P7K`XE3ehB*WMAho?(|SiAonixKm7W(3Mh8fT;cEfFB1zURAH48v>!m19rJ#1tQoU! z6`-DGUv1=+$0*mnu-xcX=CZw|9En_geHRvy-b?NT;@$4f+UWu!&)m9oRwSie+k?i7?{$$p!W2 zb-KtwPe<6T@u@y5-yohW3yY6XD)twy+?6vvrrNODXs3+bGZcLzH)O% zq7YPh8{B?F#f{1|l}b{##_hZS9(WbfB6B=^ZR?M_)V3Hve!(*wv{Zi!=%?;1kE1Zoi>nYrV^!sxT|y@149 zTGz1hlXuRc6mV^~HzbbcR^I@+t19Ss@LB5kV0BzpQh29uWsX`Zc=sEYSDb0TDR=bp zzCt)Ns(S2{#}67XEUqMhyl+K=O?+G|_i9=Adr-U?uT}?v=*kuO^S=cM75EqN5k}tQ z*k|W&{;wswEeM4ZGV1^>;<{{(Jb*+|#v0{zvU6)nv4Tb++S`O%Sn3Zp=*vp|rCqeQ z@iYxhKk&k`Ee8-BRV2SY<1|^B#ez~pzxZZyrp$nfp*1Dd$7*^+#9#?shy+%gjUrx$ zS1Nr?f`>nO%|nOrXZl{|xJHxAhpNIMj3&Sihi{qqcXC!jI-rSBlJ0E`_y3n7L~_@{ zC&8|yK}{4$X(Va8~8Zn zrQO$xS641nf2JArZ6rX|QaNwJB8(<@B4QP&Bk+Kko()l$P&F<#1J<;awMi5&X?I&v zMt>+=%G(J1FAo2`5S(cM%Tfi^h@noFM{G9xu>P*iZ9DI=8wQ5nC7|}o4Hc>cJ^H@D z9;+hQ`zW@;)0m zm4WNrS?LdJCb*J`H45(|Jr@xg^K)h7|Fo^v6{=>ljc0(I`s$CHNLCYO<(ldB*VMHc zF0qIOB?+YJy??OF-_$FCi1#b*%Z>5jYIRi(|2SC@kkV6`Nbig}Fi7gkJp;Xr62 z%?TXbBZN-JMI26CGO(-#Nc32g$7wd2^>n%^=KQae4FKd75cF}KuZPW^#QI0H1X@bIz|c*-4@^Mp2QuP)wzGEoGU-PwQwHWuD58dAj1tb zJ9N#&$F(p9G&(_7o6pO`@!ve#CGkG5=cNWyLahMHl*7?ZIc7nZeQf>XL!#5xL@zirMeapq})bWhzp&-zZBv8=3749=rbJoXO ztATT3B?ZAwzGdwJZ6uJC*A#LqIEv@>{6FaPWu8)4X74b(J7b(nO=#+X>2JR*hELFI zna(lHyFF}Ee`J99Ghg(Hv4z2tw88ow5@U9f9AX?eWeoGCKuuZ=$#k8s=n zMOMJta4jg6bihxkg8L;7vISMc`3(h|sJ^kAJJ?w} ztK2&*qjlZRw9N2IT4B(3R zNVD~~*sGA9C{VB*@p+-jalf;&yv8J{vcaNnn_u+?x28X@7W|=bjsl=NAUFdSuR%#6 zj4e~En#U(KXRWpeFoO!17F_SpfQD}5-3S|2(UyRIiJUqhh^A!k5CQ<_4*`xzL<-8lm$5ZlcG|3G^srZ0lziQPLO zad;N>x0`A`39l%crrc|bIhmhqTlsIcmww?kz||IGcJ$x4_*UVd64-iRo2$A+{UUwx zsgFsC37zEo!0Sk0q%r=CenB-vK*zPM;r8e-6O5yG4nAZ@nO3R%_1CU`j|0l#!SB`g zfJHW)$sk6&Er6vZZ%ahvT(K1+p7p(s`RTI3*oZ&ljnC9-djBNMW`DserNECAJ=kXH zdzNqHlHt~{u)J)>^A1vcN50i_NB$^J5p^o6xjC&f315N^L`4>F{e z!>9s=q6qo7Rd+L;XTM}C6AC+8T>%V|Vq z6o6w?0#;%Ho~+9wEfED3Pu=5vcL8bN=NE6JBamb}AV*-#0&$3{P?5y>ra|5Dw}-7A zGo!QP&)oDmpee_sO{PXA|F+e&%ubO{;pvatu|Lo`*?)GUPmncN21iafUz^@h{GGGO zzILON%d8Gcgy!Eyj+5bxvLMy80e>cB`r18|qj1qd=Y4*fl@)ovJL?>(br`~R zm%V*iZ~9Em{*eHi+PE{a3@w+?j^9ZPQ_{Nje&eCodAFvt=xAtk8z|(kzNd_NnScFx+ zzg3~CJaS1{RNj-xhto+nmm(D)?Fmhn;GbfL>{vI`&KSFaz$ zy!T&zCVS3P2T|?Mb61k*(oTmx)ff)G3M1qG60iwmAsUY|P2T6nZaARr6tcT4deUtp zL#%F)99y+%+x1VIz`kk0(My1so-ngruu~nGSh@m9Siae9f$vk?*cr{Ke_T0jhkFG%dYR4_9$ zOG+zwyqe#Epv@uHO-rR10f!=(ogJV)T>zH#{#3Y&MrFCtYp*)4VDfcrUoyk(1U}Zt zxQ217L56=&C{@_}z5>iKu5JIJ3RVS?tifd#YPL~hWjI4RjmJ5X*lG}F$Gy~D&gUA> zXEb!RhFvLCo+-8=lL1xr`&SyC-u+xNX`%jgd?c(i+K~;)YUe)BYNT(4G6tVvfqyVA zw6zG$s3~Wjp`z#{43?^ZEK0z6;~=+R ze4FL^AHqFTiCW4;4hoj}zzLa-%yyMS19YTUV0DQX6I>H$prq4DQ|V>QhlBC}*@CLK z>(F`mrG~Kp{!!n*u_Yj=&Hal5yzhBCV-!1Wf5{jEu*_S~vyNSO!*dt$`64s|=N{-o zLvTH30VXSD=Bfm;2D=BNB%0aSp;SsBjDm8ID*Xgd=nd+2#P>MA?G1vbD<=N0RKi#!ptV~8z)$#-4?#| z1<6Mbfz%ppnT{gt3ntGNAm37|{eTL*NCKJwOXWm6H>rp_`4yyo zVsZRFMXrlZ^&hz-J+4-C1?6r%i3mkl`aNpfQ$vIzY$x(7_&(?$90dpOG_6#NjD{7X zSx)=|vC4rR`UT^@ktyy@cJ6e&5@b?CY6U@zK90_}nn+>p%QQ+;g}^y=?z+xZ5e0K< zRagJ)gWI^MQ5G^B0J#1`Jyn;(l3zPun?)J4t+P*2ftF2WbgCOncwvgMh zXri*QRC#0Wn@*yid1&@5Zdh8)%nfGEj2mvD0KYM^r7JPy3yn+t5R>J4m+gvXwtus0 zEa0Z?N@Y-0r)n*Jp<1PA$=gf%!`ki){=P&Ro;2m#N&(pgm+lY^<>&2Np{G$s7zu5! z{j&AXC22SXecu0f*0-pfMIR1De37}ltTEiB3M&TK@MlvI$QoxlkNq#EgXls zwjg~gAA<7(?#^I}CnbWwxWossfZ)Mg4bWmh zm+Az#wT767z2?-rlr%}w(gQ*1_QJ4`G1Q6Hc3ciE0Pn&V$Vg6mH--SUCHirc*JmVkvt%da=bF(LP@wX|~Z zn-x%)Au1i|;7TOKaNoie^hbwg7PJ%B$FCFp4)T$ioux`_ZxVDdT9sQ{=AnXE zJalBO!P-;tHh4ayzyL^ItN%m~&g~Rk>Xe9KcgWzCW0pN;1MNUqOnWvfIQQ6}+s?Ri zSnN>8gsSXG#H1|im3d;wev=t~pgbNr{0W3(qvhs=0aGuA z5UCtD@-zooE=nlwVShcfA5|+|bhGmJ<6htEBR}&Z|Ak{tHmHJAlhH3Ymt)y(F(J>;)@0v-{9KP~Y-oCYhHdn+M>(Jvr z9rZ?P`Yp#oa5gp~1tAHX0U&D?{gjVwrk-L48>s(;JloXwDNhkxr;I=L@!yRP20w*! zc~Y?-LF}|L-agdoh+~fE@?g92BO;TY7JG~mK=J}^0~&pX#hW@AoR*)$aS01P+r%+6O4joYZvc`&+U!o2<{htx%qJ-ap$ zslGk8Dz;OTGoAQ?S!3+h3wR=i2?D=5|B;-AVz?CT&Ozdm5;5c9P7CoMI?qZc98qw< zCGtH(lS%aQ%Ui*3PXl>#)Z0n-HKp!9aBT;*q%Hj|BQ1{IH-xy`pTz+Qz=29#ypsf6 zwx{B&F`Y4WTrw>zA5sBR(J>LlB<3~hn*ikx*bR^zZ9pqdJrv1jt6lup_Z{x3BxaFS zDs-+UHwJwANKfrQLq1A?YVDQScE9|N4$D^ApK!iqZ}*;?CvYIAJ$hw&^BM=MnF+`q z(WFA-yrFSpYK)BJPOEKJ7u;rW64%QGnZB{pk*~;Bs)2Uo^W=JKs4Nz%F%8qxf)C9X zVLu0KDc)h*v4p*m50vQu8nR2RQS0ss{<* zLhER!T9$tOc&{5;=oIUmJAIY^H@%*SG658J{u^bz+QaFvs5+J&f7gZQ{ zTeBP3#rEF|ZCgJ5miam^HHBE^UgaQ`k76Mu@Tv%K4;lIB26(U|wxL3by6P(qm}8q} zf+{e&NRi>jtFxe(GJ3}kILhAiI|tNd`r^?sKh<1Xr*0F9*jGNj^$Ub?s(3hX$>HA$ zTd`~d=n|OoLdhU(BGNH%AhDVba^LU|z1H`}evXvSEgq`VA)krS2|2#R+VaIxFi+|q zg7QP?<2m{P*HnlQ_N;m>u!Z=7*R3zSeu`pOKqMyEzj7CdVk46`kaBb9qEp}T@w}%R z?dp}{k~(U~d8(}$5qVh)ea{?>u4O!NHh;?I_mddLNLJ3(`D8Lt$I~x%4-*;OJ=dE+ za7hN%*|s+IUc9y7M>jW2WnMPc-L+u6x1?a!>U~?96@&bIR35i zK~{VkVIB63yq(}D7v{=2%{yI6U6aAlh7^g{Bx!4p*OPMbyB2!WKF8d-zFvY7l^Wi$ zsx7G`GZ0@=j*CrA=cg12567{!tu<5^2pjj4xJQ&Nkl-hg(^kRxeQFjKkgEFK@1MH} zeMz(q;YAXvcB;8?ZhN8g1sV-hD!>6yt-rhzZqg6a2S zBizCuKrj#Uyc&?@Qh(_$<85kOO(e{9W%>by1^-Sg4dxAb$xIv*kdZ)gAc7<7;MX#$ zl?dTCtX=I0KR>51(XdpXB}9!7!}cY&uCrQ|W(584q8Wg~-QLqVwyuzQ6-apYs%WRu z(cw?5t_ks8iC6qTxn0GdDa6~#9A$_qEQJ}Hd8FC0yyF zDccpc*f64ZRS(Dio%YrWr)y*O0uhNr&#N@KpGWq5^^$O#hG{JN*7UOi1g{VR<8He; z)T#T5X&|lP7ALkk-2SOu^>4RIy{G@q^*_}?R8*?OjYJ9l)E8enmSTpoqs2AoBv=8>YAoB|tc? zBf7Umui6SG^qT%;X!J_{sB-Kg1s$=jePz_5$`9>xpYrNX9~Q;#ntnMYg2KbdO#!O5MDfMI$l+$3v1-P6A5 z8Uh+=Rc{d~FtXhB?!1{P{{l`ATA0{&89IALycxj_!UA+9gA_donHI-*!uoH(c6>3?%`EVSAp)P}xFx z15Y>PpVk?dA@=f>mNKP^RMKKKIx)0QQ<$;E+}&s9Ka;4Q?G<}}eRF2#UWwrf_EMO` zY-%rxdI&Ll9SVw0N^A=ms{F>-zQt7#x*(X&W>Zb)3q@+rF1z2=Ihr{m>2C`$Q?ub0 z0Z&`+twZ`nCYzcAg*8}>GbW*(-GfuMpm93idVPy@_*(=~fIb=GklSRe7F~*OnO#f? zrR}!8J13wyp@ZwCzw}}kQu_s@%-s}VkEBg5ReniA6|BD!(5gnd;<*-r zFO%}9+d->6*j-# z<+lH}GekeV@pSTanV=l!n_bFGjfYvOB*isKjPSwiWuVF#{7<9&d~qy;tw9i2TB0{u zTN%E>o&$;cuRjE6r-E|RU7|&|`$QBkWS%pBnoG|zpgrY&^9_jPuwSD{TlirSJCy8E zw?p;o*G)o}NaeTz*657E<|=koL}sq2?Y8kdU%k*cx&5$=5*I+sXP?pD0Cl}BFw*~w zLCtISf!*9PP1|g?SFDOig8c0VWnw^hEtJM{*GE=_Wp_oytp%R`ek09i)`hng%>!t` zYHL?IzXEO=V{GA4+4t*mtjKKfT@7t}xJjX_yawW`<^oxV+SW;IP0g%!rCh!!2$Q}` z_A(5_W}aN%QwNM_d(w6$1h|?A@(Oq^zNc^kdXVnR>U*A|KH{pE{vcmz%bO>$1dDEH zY`5a58m{(GeE7^%Tm$2~q(VSZ*k{B<&;Y*#)6q?STt0YJ1@}M+g!^Cv_EFhde zEvt`1Za3(vvBHB8RwmtRBA$R>QGVb4goPUs#=T~)3|JW%6-G!*tO;LdMqLOk%Vq2wCg|m+TfFblfDn24y@!H6IQ^+8K z6xq{>(KKpcFJ69I0ZD%Be)v*{ERY6TlLVxALdR6JE}Q7eYbO{njg47;0w%JF^|&3> z5EX5wZc28T5)Q2O*2tMY+2?YQ@rTX4&_ilG<%mtS zZ@sz;4M3fc9DNlDs5Tut>GvQx)^PiA$N-)G>&A5>V}~vDu#m1!u>w>rnx0<))IDt{ zyRGS%*uvBPOpvwsDm9&0BAYgs)jRopp}Y=69Wv$G4#@D+@yG&^2~lIR(4&#rr@<`J zF?734MgOcwGJLap^&`+DFB-jGtGiu3mc1`I+#qeZsisJjY;-9JD(8#2ECaELK8eoJ`$dC29Xs`OS{Diq#Dw>8X|DLon(KXap`b^#r59WZRoyT(WY0-cxg z;xOvw?NLsTHLui#4Q7aIOGEo1e;Y;$=i|vh5HXWj01>l|{UYtib#4<-V}wK|;uLuL zqz$qX!fPa?J?oOI-YlVM=?eCh?GjpsUIi3b;r4A09*_N@JkF+Ee_2T+PjX{%Ge3rR zyX;Ecb5O(5gDEn)ORHEA(I4-)V>HnGS?*mzA{Bq0Na(`T>fn1VkqRFztJ3k4NE)~Z z?9ZHl_k2e!CD3sc%7qSDK17tv<*Hv7mQ4q_4d+AoG^^Wd?VptswoSovw$Hjrwwr#@ zV}U~>;QaeJ0QgnRsl~%V0wc3b4U{kj5^>2qkdZP<1Qna7{B%urh=zzjwtHCnzztiNJ%(EP<xweJz9bqEodam1isAB1Y}vAdEXkCoX9=>eqKq0U zH>0H}e^Qq&e^xlDgSMEgh0GpTC~0#yDXELpoQbXqExADYV+x-B5l0EA#N}1k#rO1@ zcSXG-zZ9lEY*Z=Z=E-`aSU7y&xB3Q!@FnnF+;6gm=h%WiZNc6o(p`;lD!Vb2%f8LnH+~7PRtq1g5(xoVEjSdKas!sb8unDLQcTmfHO$1?U$x>Z|DyN~n3%3+}t8+;yPq*~Os7^}ci#3nSk(_|Keu zEZ_zJA(RG`YNi@?&thb$qC{$imNe9{Ck+s{>HI-rQqrCj!|zECdCJ&bPL+mJIg7Z1 zpf{d0@t`Ys@EufDWeILfgv4@PnHqo-5iJm#QT6@A!>J zx!%?@%lUt(TAcOlLrQ{>U**;4WlW`?t|!>pnddarDj2q%xd0+cJAB7a;2f6D{~R3h z+)R2ozf#G{;$V*B1wE_EbebHIwQ^P89}4>HzBW+`_i&P#Tc{xSL3~;>lh9r@&3!0Q zuC8)UEPrl2H&}D(97@6(1cjRRuM1RSiXg?h{5o;AH@V=5J*TZxv0BndJX@KjH00_aom`^L#7+%#B^C?sio8wA zJ-w##w1uord!3!Y{U?jj5ivrw3o9r@Wd_yp6Mzl^;O0o=-UW~$0f?UB8 zl&G{2En1on&-nVE7pV`mclA+B9ePxDS4;wFw_K94w3JfQI&MfRfb!xQYY`6}Hh7); z+NiE`I{Ksz*fWV#k;|CKvaSWRJ16n_8>CV?TcKUq2^&m_MemYQIQN6vU-!Vt8N~$$ zmFyD$e9HY7Iy|GXQ_g4ojh}YEvOMbGNVw_uohB{B+j3Y}W(&QY}#d%+Z*DRnU;i z(&W{tb@=s(5s|MF)>v&TRcRP%Ynm}ru$szUX{&5S8vX=AmPp5-ecSQE{Nm@OXA3CW zCkC0|$?VNwZ1rASLcYpBFQtGn&Y-a)wwE%L_E6mpnTGe> zylVxujij>79o(cUB}!M3-uTkWXZxm^LaxC)OWthA1;pPjTe@*pD#XO4{bD?O2k-WS z5{>LzX6;C{{-n*racNBxb5j7`toH$gL)`Hp0WwSKzocU8q8hv48k-7PG7L8%2rk<0 z<(%e^hM*Ev#qDX#^m$FddmnqiXgf`kc(&ZC|1lDVAC#GTec~NmgB{VaEzf>dwUp`y z$g8AqwkP_xI#ljb_T=GwKO9zCFiQRzLK)FsnshwLgKdEzV8~Jzcn`<_OpXVdpyfkA z`sGmBhi8345LtP$yJaM~n9ARF>h$Y`Wsfol~zI2j8VEulCWUGUa%$R2@lvW$VLWV&++E7UfxYHGCW>tAa5$j?o8^gv8N@@J_E#wO21!BHDTzGsAW^YY${0X9&+ z&^Rcb@hUOeuTwhLXkE&M5?~bKG6fcy^{B@$!?kJU`fOkrnTp*!aPci{N@+j(m+56?rI*}u ze?TtptR8u9zVT$&ViF`E09FT9gQA z6VWs-xo+^;+S||Vj2u*0SzFUdh8hCTd?wZg*iGpP2?-kE38 zz@7sQJEv#`r{2bTrr>0~GGA)btB(vo32cZT<2Y10-s@Q6m=A7=@&oDtkU%EjP}%(d zXNCjub#EJ+%+DGkC5g_-$=Nn*Yi}yUoQubJ58;n|21U7_+a8MOjr5&lnZ&gPdw2omAhP z9#DpZ6#NGF${^G#2UkB+(Wxh;&vJ|euuZ?LMBy+-MLqrdGt<)#?baJ=2(7KGx`u}Z zN58-R_B)vpr*w=TpP@3!?J4%xtIm%&1@s9kabekIQcc6$CLdwxi;`zVl zo?UJfv|%lIP-iEYY0!DIFOo`O@)h&WP@Ad}W9J-I4zK(EVDYBiGY98n1U%FJQ=Ww( z5~IPQ1wda>Fa~sde45eG(e%$OEG$&vkTgbrr(bVK4@t9u;*{-cGo5sj(qXL1z|lkG zC8DfRj|TjBd9O{`%u7rye`styn;K8U)RZ&CTE`91j(87M`(s3fl~3bN=EJ38vmBXR z`n9K~(rs>Tz65{rtcPc#Srl!ve_lIFN3|2mtLr2cosF#=eiay)oe^0HaE5J0& zY#7p$hjb3b`3bpbBifoY=@Oo744mnf(@1cl>*{7(xUNPz zwmA*QqtWQ$y~VQC2i-kAvop!Dp6th08c#i8a)x}T z+0Y)yFEo5%K~5`ZBC6NSm+*pGDMkm56&0wwETmoMp}F?PmP4wqS6P9<>udkCfl?S}r!s2CJWK1~oZIIoU0 zoqBEfdez{A?^xZBzP>VXp@Ds7y7>evJf4!gM{ke~Mfu<+vDeeC_C)d&BYR_J!^jV@H6!>(RueL*BcH`(yBY4k>s$JA}LwK=g9TZ&N@3| zVpmPzviM4FI(cA8RkKXnO>k3n4_nV!l42%lac=A;f8(0r=THXruL!LbMI-E~3v(Db zN#T-4yvdw5qPPp^c5Hv8z~6lMGLKVX=Ny^zzXh3!z+o?y@qd8%Ajk9Wt-%2LanmV7 zW}5}l3C1+5QvQT5ps5BN7lbJVN?6frj>_vVkU|2~;6m&8E4ih_9jRi{4`R!A&icnW z4%~5FGUt^%^~sa?p0xY9h`b-i7wZXgQB{ME7g zJ;MSu?DFja+usIJF5!{s@-(Gg^6j|I8!rdx`3gj+vp-SbwuN;z2^7OeomrtJ?y)NNCD3H#*s(Vv+-|?YoVJzA!QZkw4kHag8f%Vop~}T`W1qLi^k5Y#}hRrnmuz6>>B91dX>mqPWDGh&}HmY>id!? zJ8WNIvX9rL3)$&ObeB`yy+)pOhjsSrKM92Iy?OGKyVKaW;->A%LXYi@&BTHJR%*sL z*_5;pHXFGyBz8ben4P#S=fE|a@oi}&bgTZNdMhP5RqeQu*Bk!ty)ELIO@bL-(n2XM zMuoE*=jUu#m&;uF_Pu(d)Uu731yg^!YqXv{U%x8hjw*U~FKm*LZxfwenP0rkW@Z)S zlu19Kft9Be8;@bXr$NnQDjN(Y*TIiJboeJG_mqfd86U8CUq{BL)DA9$I}J6VbL zuiRew4!UrxXRMcxMi*A2NU-V-F%x7L!0uc;7{ zv!$t?{jE`;ES})RByCl>K08@gftK`Ek;B}Mh;;tgPm_>U=6LUYg3c3n@J^pY73OXH z6qViAFH}%q;gB%Vh<_dPR7+(ze7^6{XRj(BRl)vKtYXfjZXsxF(_d*Ck~5>3xS&qg zm$CBn_t(AC=NwdW72eydH}dS+I_6gV+<5QVLz%L>DA;-yzusEH973 zdGgE7wZQ?7>ed@BH0cYI?|4z_{?JF4c^wvW1htD4Q;k*Lgf919ZtGT>c~q8(^b4xq zL5sO7OuCO3Z3bPF2}>wfi{?ZS6SQ zSSVs3duM5)J|ME2@P)9gj{tR~Sw!xJDP1H8*boO81)y*O9t?&kvFxwDrJZTGj+vOl zOisN0^M#idxhcb{o8)pd67p!($6J{USMR|>(#jICJMD%-$!HQwqmv(7JO4vKi|r1 zyhYDJwWS$4?PbWMG2Hj-YS@b9b5))Vr6L>ks(a@>sSx?*@sNq8HVPM@Rp=cSDP z=umk@>5)Pj>v#IOk@2uAJ(mejl>fH;>?`JB4aj}CMk#L=l{5uZe(>G$X`m~5*?h8> z*`X8HA)lPp<7K7CbBivZ$k*U;4>&Rk^)iLl;u_(%|4u$b&WOusDdyJ22xS z>!Qy1U~-H!w4It{4g2uj*Wm}gNMMa}cWNtN58@EtXE9yV*WNPu7+kHnb%IUEfy-Gw z>FeDMA>oNj$g*esCyS&`WeyAt7?ceh0~Xl$gvZ_M2gJ9vmbRv; z>9V64ttYPcjm1&)gpbFCyjV`)*DPm>m-}?N3$@#(NJ6PUzy-^3c#U2sxK8T8^#co06Eyl@_g+s?Zpq5t0LSENn3fhs1uI`1 znm$+N9+(;Kd%YV!C9$NI^2b(!&&tMcYdZE-vO5;YgQ*JWWRq&JAAOAqi{ME!o zwWO|0p@#f>F64u&Jbe79dQM+hbAPV-XELs}7-BV9^Zb~A_Us}v#;}kam+;&gTzCFA zP#!wGEd9xRuNU{uQAi;Jc%?QITm0Ol(b~)cux1Suj>5 z*q%*msi6v`$(qZC>AiPP(D*N+M$Lb-ocZ(ULHZN%K3cC#42oKxTD+{GqlgthYW-9Xhp z|N92t>Zid@HKc}2%E~$F!7CeJc#olY&i*$KsV{So5m;q!_!_V`I-5l{Cm-0_NuUDa z!JhwVMh>ImOJb|cpZC$hImR!|RD6PHaNVOk{dTytn6NsJA-W)+=DGq#K*ktI%i7qfp#m2Eb|6ph$A}d(Y{bMQqx9OHCEeE)e@~ zq1N9WoD*arm&u9xNw?Y{(0cYHDu?Cot&f^@WwJiC&>{=B(TcSL_DA9M`$sqH51I;G zef*0fCs9jftb@oe;h?| z7G-exXbxOyp4NVtL>xjZY3z0D4xDyaFL*TeJW-}^4hTI$>?SP2{g;AUOzf@hhFTs6ZVGGlEIHwd(N_pjcOXpo^L*;Co5x?*k7_@Zg8P2n0!INJ zdDK6K1SiH19AB~%Ty*FE+i?71m7)mLm#BW`xeztvO&e54k0a%nWMfinKZ9;b$`iR9 z4P82Df7C5njhF+kY7Qz5w#b&riKnPhI4S+c| zg&4!N40y_QL&y0JyGZfq&HP`d71hj@pTzfw*nYMv$8pnbEr|bz;B6{(YD0MGN>OYMUrhH_%igtP--tfCp++*^w zW=PSzhX|uOcd{mQuh(C)R(dD&K2$Zmnq&Lo zbGx@F%iigu!Mb}QD4if{(TY*!uFf;BCYU}2n@{QXxuil@>!K(qQG?t^<3MS&h996h zaNF>Pnp8o;3p&<4;mIJUXo`!d!6Pe#GH6y6*6}9_Nqs@b$f7RET*tWZTg=GoILhAl zzpV`=QNnw-#Hi`6ln$rJB#j&M)`qc^&c+)9_WDGbXAWHRv>rZ@xi!b!Wj>w!cO+1J z9u3NrEl&0MjWw#I9~2Yv48n=_QxiyH>qD(-i*ay;ueakJx})GP;(1gv_;0s0WQv(G zvWWKlRFv9wiMU~Omf?8=nM1*)8{qdr+=(*x{;z8xTv%HRX)pY&C8Zjs8u^Li#bg-w zdIGVVvs~!U&epR;@Z109gu5mO2|=)G>21S$U6}%A(vTv9yo}|kD5Mw8{kL{d;g8lB zZ)6wLKv!u<6~}dzr$YenfBfLd+V8*}yaifGWY5iwh`xLdHHZrONHg%x*S9N0K0eQ7 z#}3mJCiiThpxYe>Z(?%NuIAY-i{T8&x!)5HBkfNeHwu^)6ckkYf;4((X#m8f-Pf{`P@Tglk@K|Zo zgg{m`VQ_&_NV7bjfporCo9nz~rG6vyhNOE@(L^i%rv?L?O(FN4KOX(R>6Sc^K|)0}&csCx#sLg|&isxt zB{!A5odgf@!nvZ`67JNh8YMQV_e4aLlVrk6)9Rjbr3k-tR==RUJ~1~pGk?yV|Nr-K z;m%gi_RAiH$|$T97&0kjC(3NC@bRTw@v%E)0Q+*iinEJLNI*bQ$h_ouGnhs5){qv}>C>mZ-@TK(eY^hs z4eb&ov3U7Rjr>ORhvvya>&}L^wU1h`b*BvM^F*q)o_e{j{(04yc~Q5Em}HZnQsXc; zhq5_qknVFMuV9+?voAA5w+Z{CARnHuUvr|iu5KVKQ>$139!q$Mt6qsh=wLT@wktLM znyB|+I{Tkdx1|%$n`=unpXyTiMvUXeVkSI%CN(*x0}2lmjp~^yFe_{Z*q|58&CMMr0>u|q>kroq zD!^ccnYC9+Hl$$5o-RB5>f>r*^1<>6o$Pqum;TYLco||d&Y=wtm zq0FnZ$z!vBmKQ334&Jk3vYIq_x$?$F2?ZD#kIM!;RG5i+)P(4N8x+cbJjm^Iv9j5< zLX%9`w6ka<6>hPd!)r$sjePjem{tk=(wSlm_css0thv%1@Tyxq50cj7E)LC}n*V{C zz&U!@;CZpwuU7a@YN>o-P0nWNv<=QL;xkC)8Z#kwCnI>^cTU*+$lI(E7+0A)P44U? zVJw;RJyx~9qFZX{i%icqH3u$NbqGHga0V|sAD$i$Jz8W$a9y=n*~H|aPmSRrBd{g6 zMs=m6qynZy$_*`T?RDHyRxH=={=27IjugQswTW*_UcasWU|sLuKu@` zp%$6Ls%F6-Eg@JO&iQ^tc?{hS?XX6EME>_je2VQWD<*teCzf92)QU1MC(BC>Z@x$0 zcBNTe)<(vWRro*u%3YCc4|f8hTyp$SGz+7SajBbp|DtYio>i1W0b5YZ6KmLat=NxR zIm-3j`S=8O^I_tGF00qSh zg_18a#s|M2VR*J=kwaJ85N~{&Tx&3j?5caz+pfc$CG3G_wJh`hIB?BfC70!(>WfPt z8Ha$v3i&>=qbKH2^sZnh`m8=r%wBB@cMDnBxCUVfwb#}EoC9i2D@J+s7^00JTBMmx ziJcHq2tPP-x`hic3UN7FQoR9YDv4$q)AN?732K;$e^vptrgiqf-N|u2L!Jr|M$L+_ z>YBQW)=@oaoQ6>JX5|}|TnLvMoPW#FK}Y0@T0locU!-xLKME?`&Dx;b{5{!{G|m0` zKP8L^Lg31pxVsk(Ve!)IX_SHZ-v-xNF=}hauxv}9JJ$DE=Mr;~&$T=97KQyLiPe;o zs!Y%=alw_OJP@Y#9Xt8}o*1X0v*>Du)i0SGu{@*D7Y2Aot7GCt5-#0@#+P@rjE0@K zeP$~3;>W7`j=bM`l0nL+^u>;dt2TMKmAMBU#eD(HWaTSOncI)i3Bi?>K`l|UkTQfr zZT@xpQN^B`KWR87R>Kxnjwdc|b%Q~)ymmCmR)pY8A#SQ9vchgjM}UhvdgE`ym{>`^ z8vb4hQV25OajHk|CH{La33yV94G$&JTi?tfI;c|r+hSWSDNjlC4SGp;lmp4%wzPIr zQlC&~iwVX`Wq=(WJ@)raykbODOy;Ci|b@L^x|gA;+7xK?e6&ebC=mgdo9U z34|x=nGg|F?H!p9;Vc6t1r@8+V1=xDt98)N!m*6~pY9@u#7k%;q)u5>((g7jTnF@M{i83iuqO1cLwZka zWf|!?_njuCyt3xgQ-(bDYOHi3;KaB)xgR@aNeW*(HqOSxIFpkrQcN?|cG)mrBbwp_ zwVa&A*7kN27#Y3`$Pu3rc(rcL(;Bsq|qSG*5oUsEzhwlI0TY(MQj=m~H3%24qU*!s1wFgI_x z_!c(qC!7Mpqgv+Xi|B-=u*aBjMfYEyk(*H)Z@%bBLjFLi_}bi?^Bg2h3-bXegPSoN zIQHzTtFtXMtTMOkZ^CDG0F_IyZ3LYiol6_cl*?LPn3?l8!) zJfYaYgr;peO-wCpew2n0j+szkl0m~dR)c60hLbw|?=+w%ck!to)x4jhZospb4NE2f z>4$pmo=nYjDpxfdx!DI25W(V*_sPXWxo50Q#hPN5DtEdn_Bz#dHZV=6BRGvb8$(%=ISd=0IP7io zk5-Eqa2N_s?QM=PC{?=FIFW%G3|xI4(y2^R1BDt-CUJ1AD8Tdt5USs}2;Na~kwHuE z+QRi`-WM3t!2f&FP;odM^{q0{IbuPu1arQNHhqY#^m;k?3g+Q^%00jRJ^R>g?B$Gx zpt`wl@6M-b@hH`JRmLNpTfG1Gr>m3iS5{XQ@87rJw%GsdGC+8_$Fwzy+}oG`1{<3k z_p^SjawnpIhag`HQ*eZm6$70LAQqi~X+eyz75I>D3BR1&RGV3zr-W+aeyp)XguGubW6 zWoNzKfP<00?9=uJRR-?y-38m`*n>BrEIaZyZ%$2MFo{-}SJ>~DYYf@R*48?o(MnpB zbAQuuZI7cnbBe*Wv*<}nMAC8mimq?(6uHd@y`cFS?(So=-RYH=xHd=5DY|UiguzAW z{QD}P|1^{3VmtDTt(Cq!!f3`ko|!$T&1v+Yy~Nhkc19uN3<*=lWDAvwKc&l+St`DD zMahn0>vjkf%k1WVCNZnBrt4MTGwDis2i-b&L-*}|1FV~36VdcfMz8rOk`yeD! zT^hzy%F^1pv2*2ckcvhKvM4!7GO59@Fcd7-G^Z7I*MfX#KrJj;h0crzeT7guKjHDq zub}+J@~i7|`$}vTKSfztS-00Z{jrOs7L7wgBHih|N|Cn~@(ddM9XEywFI>8m^r#j$ z?@5crrJIjFXyiL;X_tyke|@tW!E2jCOgzSIH9;n+U}cp9cBRCAiB6~zm)D+EV|B8n z=f@`xZsQIvFS4F&-Q*y8xu-uq-o8L;FL|EcuQNH;FTdB8ldXKsn^oIeS*h!0`QAE% zWR8&KNUl-X_WJvW{}*p>9**_ezK_;wRc{lkIc2C7N<E$3FJ@YpsRn`3(1cUFUV4=XKq= zcH2(jvoY~p@5?i`{oGoKs3Z?luD`$Kuk-EoJ0*>Qx8J{?P|q}15waQm?!&GmpJnMG z?!J5(i!c1|zuTgr$~_FjgY*|n*GWd*EqsMRNF)KrxEPFgj`12c#Jm!wvb%JD%wHL; z_veY2E@2n$?&^vm%YKkPB0N0WX@ybHqW77GV`c!V?gWdzcc}*T&kuY#rC;-}KvAZU zwd*t#9{jfa^tnjPx{WjKiT7@G?w%ewaOly;H%gie$N2ee$V$kyx2bN)Y>(8fyfu?# zGbymTpMPu(msN;oJ$rT7SG8XZndR&rAV94{0p;N*HI1t~QVm{TjFF1m{AH>CvGO=rE5 z5isk_5Zj9VlOlS`FZ9iuB>c@&x7@o$MLw@z$F^qM41xmkEWGu;NF`eS4T-Qz)LDw> z!$<6c-`}po?tg7P+Hxql@m>+N>~hx^+NKpFZvUDLvz_p~*1x@ir%G=pt2IM!(z=lT z@L|bmW>I67(;4sb=6fZNYb*v{4LW01Iw53Ztkjs)Gh9qdnV2q5z|DjY>6vqhTv~k) zqb#>S%5vXbkm%i|@{X2(X_dd^Sv?+uk#!c)#FeM?2DE;q@0j1(voLPor#-0a+v}b zEGq25ngMNOgHx>wi}Op&6i_G(f@flA7=je8lnE@&G#`@+6r?yhI?f#WFzSs85+O@o(`hMJ!uzOy zd`?0_!gD5fiS$K8u!-?;sdResO7Fk^(zCMjV6Rtpk4E|<0x{MDVq_c+liV0}`Ncay zhXwDTdlO&scfnKrwXm@EW@EGh`xxa4CujVC9o=0!yJ!iY6BjQsC=@=;yNbw)3Hhz zf6+aKO)6tGR3|x9pHLkocZBE4efhZS>IU`kb>m${yY}s49vI9yxw1H!j&;+SHbeRa z)||E0I;L{b^IYAQBU(~9%prckASF%xR&N0!yTiiPny)Vkuzx~-{&b$0nyNt-Ofl=S zvl?qteefVmA=_Hr?ZE8Yyt!N9=fw(A^r|(RvZlxEcgV@ec)%|HPSZ&}N;d2_AJP2w z73qvNP3*XuW)oV4$zIyhqM}Pk{VCd|I;r~88TxgxVefBW!v9rz`}QUtaOG&L&~7^0 z%OlOAER=~^uA?R&CMFYdkvNvdgLyamo;O)mL#6HcZ{IxJ1!tBsPAJ}mxB@xo_G6-McyI-^vRb`6JxflD|=L=NGX_uib)<}ESd z6{5jWD#_t`WiMYyNJ`3K)c}te`EaO6c<$PxC?)C3QCAfvdJJ@Tp{t)vd)~U*EGwM< zZZEO*0N;7QvGBF)?AUmD6ZFF&FT_QCv4!i9BLq;v+lDoqE z#BSqEBb{&W0|Ej>mMou!ORuPbB)*1yw0SS*I~PVf<^sV4R+Ew;>R7&l<&;WhwteKS zLW%vNj)WoSZuwHm9?UBBDxBi=MQ^xa7NrWgK4i#(o1NCH&(56NPxhvSu+x>^kd?1K zKucY8fJ^0#=hig(6yB;WbXDS3^YitM-m>>wvQ)_F1ilNH+H4^Gq;9*40N{mXj~Ecb0yjF}EUS^065 z{JH^Q(!Pb;?_f z?0*}tet7h@{OXhVVVvQe5aBJgMJx9YmeRtV-1C0sklaT}=_>GPD1lb))~(KM^?Q%W z&xwdzDEM)ftq*Z=SNkod7?M5g2!3pfDxkN1(5znf?;AD< z2>oUG+iy?XXEl!e`p!0sZN`?oYm@AKp5mc@o!` zGC3k=_nc0lm$0qJszPWO-L{Q-T8vajzDF5@@raL*$@pjja9w%Hyec~mpDJ~XO z^M}MhGWmqimLIkeBbq@hFq-IMVt-IgpohmBY@vbv%EPmv%k~3h{?+;oiN1BQ^W}NN zQ4x&w8D>m^Cx6+d%=gHBJeyfRa?t(fot|2qm&C$i@zhiCstkGA42<`;u73F9eBbrs z8uv_g9Q5NlqKg_!(3+!<Wa z+1p#|j?1qb8ubK8;l44uG<7fp6j=EdpQP~vs}$OXANxV5zNrjpuLN+G%XfUli>f5> zwApzdb{GA*pEllHnj#KUmHTjt=ryFir+@dyq1H(=$-Y@&SMJXv_Tq(0Pft%2z*kKA)e=|DL2RdW^OAbxuwWN~pxPySFodfr1>faD-o6x^qJ**Y%VOYu6Tw z<7#uMzMMF2JYxBe{y?gguZ)RApDc9bwvy+qU;F}Ca``EZ3+g<@W zw{9|>1pK?-)(s(N2Ccj+*@=}ZCPg?#OEQOH?>Z_8zi;+0IQxZAtm?FnngSy4=?T4MC6k>{MQw{zi zunno2{m>x|K<aD7H%VQ={!?H6|w6-=N^(HEA>4#vrKd#VTd-_syjRD?!_dzcy^M z6EidOJ7v~+8o5E)UY&okN;09pDohzbqPp3{-ILkAQ>!9KeXyDT{PZC2_pdK*dn1L@ z@r3Js_4tVHk>|{Mh(b6!_Nj(#mhT2W_ze5$G*N|wVb!tD3b~KzGYnLOy z2}~0+rK`v(ltt1}#)YOL%6cSA;!4gtP!Q~FY}X){K7Aq(@!`Y4RNYEh4Gj&PD)xqi z^U%->Rs&VSa^tJ7;(m4)jA|ruXb8y>>AW^Sw8bFJ%v$+u&?T^^xA+32xFZDb^l=&k z656EbAv+=G#N(PMp5KDqE9b_U2Il*OhQjX3bgfD=k#9X`FcU?sxyY?wJ9ePeHvhR-5 zoKtU^UU{(SC1e8MTsj~{Hd27w&peBk-(;c8Z#Af;5UWfX%U^l1vi}hyzU?cEymlCpY0P++ zs8@D&HglAOk3K4vIB+KvfTK8E(NvdvdlXg;jT!iymgO;&9g&K0f}Zgj_JpVaJCL{H zc<3K)a`bThM2BaselYFl)LXYe)j70XshNP z*Pg7dE%Gn^yqM~=B0|E3sp&;hUa?B;kNDyiz;-I-shV2SC_6W(q=E|7G(%Z}CAGL4 zD}vqK-5)*@n*t}tOleLtdV#wEgfdY!k&t+rw>Yr{s_ps8$~z1quAe_&u(h?-Zaldf zZSMzIME$|p)z+@%CJ+q^WJyS+ZSuO zhK1s^_+C6j+)XBcPdbup{ORdxR9%E0!Ea~kZN;B?hSt;wja~Ele^t&=7#SG{c5L_K zRImE|Bh$S% z-Q8LsmYVrnXIe5X?0Wt0$cJB{%f(s66Eib)Z^c|j2Rr6Rux%#{c{oVWaKc29&8@Pt}jy6aTUSs z(w>Mv2u{hs<|>7sUss#t$5qutd3E>o-C_D|_^S4l|J*{a(%rl3QcYGYv#jbp_smcB z`4!%}W;k4Ufb|@5zZ9$|^;@`dv^3Lh7A#~x-MhL#S_J&=|B?B-@ImNYu#8>^Dz_Je zox9>s;@$Z8aDA3}&r??EAP!McQ3?o#N|-TrZ{Pm*-9^_n(`I*(h0BFccUPDB^JsJX zGgCS`I%W?WZbWruZk0bq&25+PqmjjWw_2ED6Q0*{Ip8Zvp}e2f&Csch_L*g7-MhEm zaub)dw6sFhj_}CHkZ9%iO5uZSY8ihAIn1nIS{RZbYQJpVlz65_+;uC8qvhE9YDR!CpyBqn;Hz+njSNaiD z0r+PN-9w9gs4hv{K{I4)U*N%(A*UtV-v5$&*ZB1wc);N=0L9N0hPeS(;-jjrvAR!R2#@|@u~ z6O-m+XXj$nk=Zt5@><=8@LIi@i&0qRo8%uwW=9SJ!dP#AtJ|93Z6yucYmYWe zD`2;MZEx3v4dMIDNHYp$t5n_b$lumU#uzmp;l2H37kn8g*90Z5UaccH5hiH^Tg?R! zkhQ3+qObTTm0-ak|I6y@UsnuLTwN!o0nZ*wlq$dZEB1YaH+;J-$9Q3yJsSkIqOpYZ z$98*33vx_OPb+kMdTiDG^~C|>bel1au&}V=!orJOIX@q!nY43a72#{HuG_FRqsyfx zBU7iG5j!%y_gi2bg8607r@Obvv}R5BjA_bv)}$HP2Z}gIv^&hkQs`+a2*y_@Z^xsz^Bsyv z8ChA+&3iaP^=tJb)iO8Fm_OQ(8&9a;Vo#=2(~kNQ&@RzR33^Pd20uR3PgP#Jeadn1 z(!|f7G60aZ8RL%@eimG_u~{APvgQK=53I=BjNcF(Y;7vM>5mVTt*8-uhY#L2fWfFX z-^mH7vh}7d7Og^v_%;$>=!|D4D?|;xzd2Xp#}zDS+5ZNJSHC`9{ncr+cN&iK+S?e< z%suaXuN?c-UAn|n9X#8&K%uyY>(_M;+6`@LN5|x2_1oNZJwroLb92lp9Ezkth4SC3O#1@69?#C+X+J~0c@cg^*8E%i909A|qKGT3 zA;|@28O3S;=-#Y2RC_=SjqSWzU;m)U=GsjIhV3p75(Z~I>+9lDWK?f(YQOxOvtMqX zVm%UIxtw#2)$1H5r@*Z1>wrI!*2UBw45^GA^5Z zM@Alf{MTPC)@KxBq{hde(8WtiNxi7mM@{b4_A zdD@?~xQlO`Xes*JoYS?CHKsN?BjW-Ki^^+;Zw_9n?LXI=?;xFezn;{G+}j*`IT;$` z=K>8vqvNzsXf6J!Z*1i9tMTw$nrxb3qosudGc)s1R#tJ4=eZr$a0lk=Y%EW5HSoO-(`?Ld5f!2Idan*UL3*T$+0iHLho_SF2<*^0Mn zJCX5V_`ms$Jf^pXMN1k7C28cn@!m=8kZ-n|0nZCJ+{+7EwkZ2wiXf5|mtj*@x%Y4+r+m@LbI_#?r? zrUlcW&&F<_T8$eAvrlGZ6sH<8ge_5Bs%YZ#wSW8l*Gme!UG)5ws8b%XV*UO1zb;<7 zWH8+Do=}5u9O`q`BjIBEU(a7&h;e9yN2@kQiOY>q__|a8U+rjXHn07Rq18x}0F%cs76AJZeXuD+P>7lqaWe`Ok!<*nUjzl>nTrs~(PN23-BS>1hu*1?BM z_j7WJfAP7H=5e5@I?&YYWHh{kAoI_w{tuIw=~$Q{l@hhW;Tv^9+g5nSE^9h7m0^L} zcYBBB>D@|X+AaB~MJ#^zprj{9#7wCjOC5ZVw*N7ZugP$ECh}ODL;kv_ly9;NO!TWQ zYrp>PzI~Z|XbyAn4u^)~7ysjrimqHlalz3CqI7l(aCPPvu(ZTksFTzm3uod-aETad*c{E6dr^OAFiTx{JH4IzMkxh^LQ+5_>K0 z-aHAjDYld1^Yim;f4)n9#qZRRH{!f)i1*I7trx`^ef|6*P#ea#17`yC=^U1>oszvMb9PG8Y{dYmITB6bt!eK_Rw_@ddsqa$c z%a;}t6BDwT<{t?|3uuTkjn6YQy>0(3u6*6f9qWJJm9M9E?OM?(`>aS^^5b#RzH8N1#KC1Z+`P&y@>}L0tquCOx3sDQ?EgkcQI;nw2%Du zS|E&$r?++L-fGF~5kTka>-8?JbO!@CO>{^>>Zeo{y6(mGL}0oGr@5I~B@X3|1+^eI zI?4#wad=aTUIgmw8l2=E24R-a%)ADU)qigZhF6N_t%p^O;yiuXo}X?8;C@gJX5d~%3ljyOvtGc z0}}$goCK}yExS^Dq~*Xtm>6C-(>h6Q-=3=w@}>57NtEH-G`)gQ2OwL7!oONlS}N&6 z%S0dxR%IjvvF6g;`QD+XEGt(*D?1hPnU-vdD5bvSIo8KB47TS-fYq4#a=@en@Q`c? z)LJHV1x`Ra{|klT8QRd`N`$1{$K;j$I1BYZK1`^A55!@<=X_>{TCRGmMy|wI4v!k3 zPvzg+LwW`W->GL?A45+1_;Gh_lD5IpM5#F_h3cRm(21)Trkx@+^FO9Du>acnPolnJ zqW=>Sj(~F3M<0K5|9!v3?cb(=I6YztsGNRo@_KxH91>&}R>u*Fpp%F=p-uXN$7207 z>@Ir3#t;e9N(jCMgDHdtlPg$>D7v4!`?$R@Tv+2RlbLZRZI&2K6T?}@TTA>%7c#=Ir#8&80E>?08 zR}~AN`b;fTnHnpkA!vf)s?hEFGQFABBoZP{G(a7BW>jmp{k*9wLZ?q(@RU!|in5$; zzXB{RAEU@XQA%(FsAPu-(e9N0J!nm1lC~G0p>hK7DRkRQBh4BsV~8)&7oNxxa_Zn~M6oGtgo(%`Abp6?4y0WD@+4Dp zsj~}z$_jP7sCi&0p-&H{7hLH<%Jo!zBCcLfx!e7`bCrxfn0^ARGu^W!77fpll8baX zTSzIV1mbyB{WohCsef_0?~0ZJpOeRi+F{#E6p!36r(^=S#n%Ydi zCBy%`SWJVxaEqI__bx2Zz2yEdpI`8G%r8n~AlNDGYe9h+t+2P*!-M!-``J+vW$Y)q zjMalvGIYAW*u9VFhs-1yNzp}ld4{Vj=Yo-C44;%*zKCMzU| zH+cYaMe9}fmiSdrotuA!r@i~sT1iI?5}JfiqQ)p~3aNAAVb1$%E|5IbIX!81IZ1SJ zc6{7Sd310vx~68AdX^={^AuPOx;h&p-Eh%m<&bM3;*nATM`}m_T38r>rv)On0{n0- zr#3*=qbT(iWyo#XG@hi)L81@qReC?;C4?!@P{lYLB6;hbFNaDj`Z=y6AK6V+*1@Ud z4(fIE?h0H?RaIfGun4s7+96935fNEHF+gq{pH6}aF6@|c;`ePk0fEQiv^XXo`IDi@ zOqiCI7Q~PMM>DuN=dE<1ptSlQ?-eYqsL({gzI{6v8%xjNyt`{QGbR057g=pfvzG>| z!Xyci3A03`bnpX}9YU)+Um(z6enCQjDXb>Wl|}MZi@xXpfR!5hI9COKEH3}UE+4Yg z>wDeyo&IU{*jbU1zT6}>fv7F_c=Ja{mK`%z&FLn&Tqh;KT7!OhL}DGFmQ=cklOw2x zN?m!ds?lODcXsczxSGF|CV_qH85|t!@UKLn_mIu?o6~YN?sl+HlR&u&d5^=903EH} zbXXcorWx=&0WUu3IU6r5i=X~NFzS&sDCb87F5&guhXmU|ANP`9YY&>e< zueb0FM_JQV_m*}1??{gquC6f!NvLt#yk4rQsZ~$!8K0Vxhv((#Q^Dw`yY023gFZcW z?QguJ`8^>&z6R_+ORKGk_X=Y^3K2NL=u2v%6)tHy@G60qFvzkMh-VPf)qSZLzo^0> zl;_cLLiys;T`!o4+ODk3OTk<7v;6TPfAglOmrqW6K?3dcpjW|$67z==d`vbp5(;*7 zZ@FqqA`zU0CoZ!eSD6U8b(`zv==l`S{elqA{~RpEu#10S zI0=J7^_@53&*|g4yP3gddc$Q$B8J<6`WXA!w#{2P;+j&2u&rqcSlJD$msG%VRb8A@ zyVuKy4g!iA{q|)xif6vlIa_;bKR8(^zGl#|qexx;`Kwz^ytBu2^mD1Bu$#d+hoYNy+rICT(r3m~?%lg* z`SV9UVMO38QUIAnJV+>H#ej)QwahD(G|Q#?r1?EE&{I~fE9fG~Thrrw%jGiD6#Tm?-rNq!EC<400VJNQ9Z!oM{P z{{Fq%`TgTn2Tf_gV4D`b;QV84mISs<;$sE{SMgGD0R zwByh87SYv*ZM(gg_D36c1JwECM{APUT??aK_aUqo!`gbQ- zUP}|r($ZwH7Pp|#*6y2A=rz~!2ly0pJR@PzTLu`k79#Bv(l|%{Im?LR{Ot1^@0Bf+ zX$&|yXIF;G^ixapbH`QbSiRUPthASg5=3DJ$v&o%F% zn%IrE|F-VYYlicJkTb{Z6L$Xk{x$x$Eq@sxR{vWCkkHi6nC~S2{j#?Vt4Vgvs*`!t zqgV?ad*R`y1$G?l%dUHVg;iYVS7m*+?gwS3smn8QuQS5AR`ceu%*Ey9>Kh(?EWXyt z2yV#rG5=V{8Q`R-D7LJ70*XOFZQT2dOMmrC9W+2WIr=amA)mR?>!5&JrLK3azLoX9 z`}nMpkyURHMjLE~J1hIfiGALpPUq(5c6k)uvbH{*UZ}-=)X9;nu#lx{%kNjUxih~{ z{?mk|@*K%+{WI~9XX5;KT+CE49E5OsvYr=pcyiDFbLZWhIp$mb`S&%e_UC{8<6!-N zx^UL~FF!c>pJfLW9m6}zx81AwsO#fR-`C#xpW{aUFwJXepm7s_glxIWv;DhS2|e0^ z|K&&cUq1f-_`Ux>{h<5&ix)58Px4d9wX@>Y{eBj-54?PX$J42UF$ue%CD=_5vN1DX z0A|aft^D&yhL^!01eN_l*0G3dF>nJ$V!+=1Gj|iO1`7JzoChq9#%GXjRB)bg_@4vA zjmb3HX-3WAcYyau< zy{vtAaSMK3iWa^Jk@@bO@D7H%vhz^AL;L%6bH~3N0FN64aXs4ixGGGAEc|Cg!DPx_ zzWg_&+@8dHv!kv11uY}t2#-Q#4VLK7*0gjBV3Uf*rIQqds|vQX0wWnpO*r>x107>K*yP%Hb)mUeE}rlzpn)OTDh{h)yD zgqCx?70eLaXY!yapGVS+jFyjjw_)3U-Jd@`(r5$Jd*5`xvYO$BhDR1kkkhg)xoSKQ zI>s*Y_}+?bL@8CYEZ{KHc!y4d3wE%o!|rF^;fCQ|5I3lcHB)vHYJZ#A8kqJGZ&Q1& z5!(D|@9bKeIbMIgN0pV8`%m1s&v^I8T5|QcI@64A2{tkI<~pMap5AcSq_^2gqG(k> z%B+c!i?AHOGhf zaWt8>KdYq`ip8KKnvjq?b3JQjp@3FYD(yR0M%1pBf9`!Y#Rug5`^lY!R4BN@x z1CDukCc4herY0o}v*Bg*cXVcKh5B%K7U%PKfpB)86$^efN zh1+eN5vd3iiXeNNw8`6#^utIWpyk+lT;a*M9G0D3a z8AlVxut^2Z+%U7UlG@wu%_ev1_Lr^G{gvotP*O59jO8(;HQ#yi1LH$FZbs5`Elc(%B>801{= zZ@>MPV$pXMV|gi9*ZX;Np5?ZnSvo|-VS&)naPJZaD(f~T5w-b=9*ev8EiuGbm^z#c z%&2j|@WYtb@ge8N~oaiRu3IK=maO0q`2(R$-BPdEy+3+)9)cJslly0X2sp zLDqUni$vjNA7x>=2zI58r{YWqK1Zb0N=Wzn!P+?0`eh4HvsHz&Sak;FuXs_%_@Nqo z^YZ0Bqt+~5^-RE!K{x(3Q)R^@EebW?3tkD`%0ChI1|Do=yzKWgmz9(ADp(j<1X^O| z1~;WQ(OnD=N^G0`n6Q0ju+y@NN$#{Sd^#kJ=;7H6R!6w!Eex`ga3I^8FJ_UQZS=_f z%*5Z2Cpr^{o2=NhM}^c%)DEO5bJ+FxC=n_cnwm8F6Ugub(p8S)Nl-1sKl8|)UJVv? zqb>F`!<7aJx#1v723)!FWU#fStEENR4jw!!+nW$krcnTARJ>x`^)Q5Q)E?$d?{B-X zUVR-I8p^zl{`3j;XZ+bmq=U`~wB{~$xr-`d$0MHI()9IjU&pDL7YlJNMz``E*)T+w zM7Cpt;Lz?!je90uWU~`|78_JzYQ;s@J>@695Zl4ZG8GR}#(8M+p^%a5+qZ8)$e1wr zs^{HPLBf%Pq{GwVY+tP)u+--5-&Iy7V$#?0+nU#3Hyl**7qp6w!?Q|jXi%mmVWl)2 zQ;60Q!aYi*rz&$md(;s!>-_8Z>C+8qw+f%y(;YMaTPQai6{Mk_o*qpp=-k^|Hf?&3 z_gR|9!N*sp2-dk-Nz=iq`ZQqZ@n+;+T_W>yQ6UK%A_ST%&uGF#Q-^rd9AJ{Cr)dp| z*s=!<$E__iG-=?uscEzG00T|1snG>A8s-fUOr(lH5rrAaq@;SHzDoEj~mU%0!DnzwUZWDz%E&3I>{rI zmzYv7Ubt|YqvB}W3MK}mD8#EZrdf|P1^C)`x$zsi3(qu2l{Ofz2r&il86~aXxUm^O zv_j8>(P%Gq`BlA!efbQs;GMg1+BH`(`r#HHgqd=EnB?AOEdDMTV@R@TzzTvK_Q*O$ zAQLO()%J3#C6ZLsc6HfaG%GLg%-oMhX$Vc>F(gs(#ncWa8X~^0UNd@uMoP(3R87_? zr!O&X$*3fE-khZEiurVn@oJg3B(Getj2yyfk2Ivg2Jjf_)TFXDQGUaQ8!>8`Nh9q} zE4g}^2OKso)~7Zg&D*P*nwmNXtBXU+x&snFy1=F$DaP=?DP0e-Oa#?0Gr%VePTz)Y zbd7EJjed&Pk4$qKvefI-m2X?f><_riZL>y9tfZF{ z2u}x$Wo+LUXhZLNr+4ib)d(Q*bAC`$E9Wsa?dOZsh9 zpr^UHyYOQ!IXA=gi7uYgTbnH$#=H!UDaCV8Xx?k<1p9Gm)&U4kwOCZ3&TF08$E;Tu ztAg)PKmpF97VK~Rve6>I*OwJxHZwcB*-w3i54`dsv`Ep`BoB{2T(Y=_T$mhXfHiB8 zx|`eh4*Lr*spM9??ljID3yU#vBZz>GX8xdd%T?@KW;Asnno^WpG8%B5S#Qr1l=t=P zWvCmnRkd#^X~wMtW@-;M5GfNmPB2HxHn&V|FWjvjA8(i{`(6{`4=5)-0s@v-^QcOlI_HapU<0$KRw=}5OI}(sOB?ibn|0oI=*j%lc1m=(CfYhC%A1agqLRbr!^V^KMi~X^CRtCpwu=Pw5S=Q zl%NQnl+kI?3>#pXG0~)51e{9c+X!)l0yy;PMIJSqEzX%?wO%qoCliBFu&S1}sv1&1 z2q?mISPo_Iw+0Q{nUs{7=~xG&;pIU@;8{+K?yuW@j;q$)^haL|K?#7kr`e8mYpK{u zF$mkqV?&$vd*&lugQpM&P76V2<~hU?6*An1$!YN>m)Faekr+4}>KbC$m;{|~pfh7; z4Kp7fVr983fDQtkf4~>(xMpgqgO+tLm~4gX*I$7cocgqd>*%Rd@?eI(Ut)6bHje)b z+16lTYQS!?oPTW2{nLTs{uYs$hTC9{(OW6K`@n%16f16YJmPEDuGMeLncp^qXGI`U z)@{E~6hZ9xINWU2{k7{X7pC-FrqR;~=V7AA%A&<%7nc}ta1h;ZI~TZKxOkByUKyWb z3N=tM;cYXqu^diMu4w5tZVCqxiG3ZxC~Oyb`Ng09ZG8Y-7-OWv)Z2-Wi(U=My+x@* zKd;l*ubL2r$3O1`xt0Xk^_6js!@%IaHtfG@1c0D{4DO-pLiu@tDQE!!+*v^ECy09I zk*m5b8D`|K;9IpV$O18E)&KqN*5+cNv78WGDBGDcYIv97z@OcT%h##&~8dMD{Fa~YC^LA&6_vvFcu$OIKDz>7GkhkF$I09LUcuUv?bFH0eVENQJtDo z;?35TD3xj6P==v4b#+mEenOt2M3V~<6OyY0sqCDkl5D$gWCP$S<iO!%38d5*wJnx9&%D$_Cswgwn<>t0KF7{c9604wty?Fq|HUsaXt*0Bn;tB z7aocQ3}7cO`gD!Ok=brsUetvrJ80Us`7a3{Ob-6Y3zkh0ez6+tXh@953l1?{a%YUg z;}&F2n|K$ypgz4gKZ)v1&et;9GNRU);CjYd&OR*vnUKJUV!I0*q~! z7w1h*?>TPDqhck6Hf*3N2~fqAx7~$xG#Pj93_&l9{-?h-*^Q*u%V(J0bU?LCaGK-d z_$7r%nR8J5J-s<;5U_0R?805UQ1m6|ZyP{UGdizepx)2_Yy@eHOrnCs8vo|aK}yM# z2;vzRg{)XohY>JI3T}i6?Nj?1+Txi2Z_$AM!nox}wpED50hB4E&O>PpOQReM1-_H- zuLUfsavAJ%NyUo#1fG@*%3nk)obABF-6#5fZie7AEGs`9dB3mwsl zm6Cp;Q(PGVd=0TGJPL8w6;Qy}qcS*!XDB?|VzGca3%Q?-;!mZi7{0Ry?+ln9uck@F z?=u?KEa!gSbh&UrXSCQ~A#$u`EiVU! z&;-PLi73|W2VB;Vi?lv!lReuFXu33AuQ||bR6IPk7ADGt4i_fa{0&7%5e?ZPPs8;y zvp`~Vo&z-+IS(^duEOJdZMO=Y{)S)m*^KZA&@K(r=0nk?4PQ-jZ{HsmMEs9d4V7jjw*nXwJ=jRl2s?1@3^#p26MD2YvkII zdReC;2vVedDU?ifGuAIm4~-Q+dU_zR85=R$q&-jn`tBsZ9##I2#p!(2G@r6{Al5|Nhs9 z04`byG!E!-IU}R`1PeB%5TLq;Q!SEKWbQ0X#K~M-vY~$$%w7%@w1Ojg zJy{Ugi-cEVR?pRey_W!P6PKP6ANWgz!%?I)xiFF1xxf)R-TDn1^gsW-ojfoFydN+Kt;@ZZ;<=p0 zR>Io7`qQBK_4ZJ7okE~M-t#LMm0qzLS$e24~SrKAUfbU zX|F^0B1Ir!m&8LVJJc`{;4(fbX{9CcrWin@0g~5@hCO_Ob}LJ>wdp49TV0ku2CDoT zNLQUZU6IRX(;C2S|Jom=(Uvu)oX#J9GpEDsJZivDy{oIMB>y*24>}byspD!HGK5To zh&S-lx;b?rEQWSVJeUpzl>S!O&y{qBvp1ZE>>?r> zRki#p@k`XJEyFF(5xz)|GGK^8zN3RMDkQSTki)RgaxAR~H3fIJ0?MRXNVBS=*?{ZE z&>7=>KHHlbw%j8UZLLkH`gY z7!}b@G%RKa{N8tPC@7ok2A&)V%IL`pIHmU|7gvJiNGLKC4Q(ROQVedhb?VhLJY$GX z^n+Oh(-35=VK=}+ypRNZLJB?3HW}Q<%TJ{#-;y+86OSJl#5)L0*rXl~*Xm?PKVI%h{l}$rJcfE59vJXIlaV&Wo zXh~4Qg)oRbdX{3?C<{6qP7pt4G-D{iU4ruarSLMc8D{Zejr3*CZ%TT1oKe(K4Oc3Q zJx=dyVN&8i2+zKe(MdbHz<+|bxj*`$!Ve7b9XfRG4;Rs_C9ma*=W1&I?K`TZRBvgfMxDP-pT3{(2!JMNSuk0i;?MTobcdlo%`=q0 z?XDOIuCK?xUH;Nr5u5;oq&L-HNn@g*xs#60KR$35yW$npdzb64Vg}6Hb)jzt!Aj!65iv0_4!Yq6#xo4B_O=YQXMzO)+&!v3qLPSkb{q*514aYT zZX}7g-*)p~k+FGvF(BrV{s;Xu9mxPwc;$DX(+@Srsn+i&Y|KgZmN)Y=Nj6M^rU&>Z zwx&iNPG8BaCHo1~CaJiAt$og4u~e#RHB6nBru}?@xr9sqJs1cA!KG5O;Wt%N6tU0qGzSFcuI z*Rzc%OKua2Bz`dQzuZ6+WwTbYiLjg2X;Z;{9js#iQ|ZoC8Q$S!*N;h*1? zJt4vzgc43=QUQ{boDF8S8g96Tf6X2_`H;uL7+n^KfwK^*8vO`+2O6C;TRAjlTJ+U` zSHe0Vx!M1@HnbCzH<6z{eHtz$^(HcE@v?8U<#fkKtQiK8iWPW$u4kHu5p>*=lf!g{X@Zjnm~ z716L)m=gX5t+sS&UO@S!U`PNouI@z#aThZMA(^lgNVh~F0Dh@^bM6s57uj1&cX4T` zq29MpwjQiuEBx|BFvY9Dg_a$(=Ja4~HJXTc7z*(9-Y;Lij1Qz2xu=YMJEM(g4Q_W> zDxndUFR;CJZ{xGgjLaJh+T8(@Wo2Y!vTi;gNA>;uY3g#Q8td~_vv$vz8pImdC1VQi z1o)5rEKB=n0K**?V+2+m8#lM?0X{?1m+Xf@ST&Z_d+ zIt==H@=Y|x8j~-<$^-Q4XGvWx&M30Zn>;`;n7Uz7z{5w66jF4r8MS0w1K7{*IY7l{ z_`yRCSi(X9*(ABw2^F5gy9=8j07(N_Wa~L(N-3rk5~`Yrg7vER0YEWtxc9Wlo!}Lp z%FOj^PVcqA@U1KOL|&)md*~HZ-M)Q0X){AYtc4ed8tPY7J3cE7vL2dTZJr^RPa=YG zYUCWHpwtI2E7$~%v2U62UrBCYYyUiam?Si4DHy|$Mi5ADY<_IR{ZqzdamvG?{L@ftE4$POyXGMp{N9hMY3}ahA$-2tTYv>WTzV zJ_h<5ngWqhPy?B)+*Zh1@NGX5eD58fQB$N=u_w)Y0Hvm)>ThKtEP6jaJRoJII0{+P ztb!YOC2XHYzLAMD5)qRwsQtr-vo2QXTB-puG+LQOR2g=Wmb>oyJ0K%fEt<7%3kqGA~IvzmsQW$Sb~@f zjUI}rV~Vja3m(N{$iro1R01M5(9j>Xv9Td)5O#tc&O~EYUs~t*)#H%e@cSanf6@aw z7yx};2?S6je0dJh#|qOosH(ZhOjQs7sdn6toPNcNR_y)p_3nCUpwjxLv{!^~OK%2H}$oQ$YlR9KGbrrd%`;i$rq~$=T zY+nz$6(FtFU=>A?l|*LPG8ebD3ablc@>Lq5_=HDFiaG(4T%*gE%Mub*D9=Ymx|`^^ zomQ689r``6UQU13j8#5Ko$DtB0IolQpcLe1l1~7x-=Pya8f=7T{I`HA=w<+$F{l|x z;hD>ci>0pnMzA_|2gENwaASnhK(ay8?lE$3+;H=mrKxJt(g7j72HhIOkc{$r^VY33 zK%_Sk%7q;{6Q*sH_}H0Ol*GHZhE9yDIsqmdMTS|KV)7qNl*6vzqrSy4SvT}$(f^( zfIM)${eAWI>9@oepv5h4r6$mS%#_W-NG3~Az#LJD2u$lX(&&N@LY@yS5c^ct=EY-? z;E7IwaCo_^;HrEBz@TqJi_$i|-Ukz~c~`CC5+-ytnHx9WkjH{A8A3}* zN|8^a{RA&wtQ)gAD$jJbO8v=RCmQ z!z8ZweY9R;zqrQyF(_fuIo6ctkPR>!L9|l)8_n=Aq1uulW&npqk3(W9cgH&|rx8dl zVG>F{*ZafvSukS&xqXLOf+uziK=nI1UvI1koIH7rAWD#Fu?T>KVuX7Aim2r-Bjm%$ zLLt}=L5FDbxTA6rJuL`d#AX4-M-?!JxVg`tKM#+rjSF*|Tf7y8=$-|S{8dLLUm*pp zmUHiK7s-cS-cIz&LF74SuN;k?0Pv^`TRYxX!Qe%9kB+h*hghGA*aC*2!HtwIUWV zLQ8oo31Hug;mSo*sD-j`Wu{+zp0LBxy0_RuL#PC5D?={9TxSL~T)5z7BY|(&6@v(D z1O`A4_pvm2s5#a&EpYSG@6>|B1HJ8B8)@i0n2A!12J~-;ZX~B26h1pc)(~vi9%;B5IaNxQ|pg=w5sl+$J;}1wKVD4 z!sI`^j!xk0KcN}mY%KXQZ0TXf^lE<#Sdm~`u9`wHxREd(Z|HP&&@61(S1{4on0uR7w z5RTezal8o6nTtp*rN7)6_eRbQJ8wHc-W=A+6~eTlf-!C?I1yr>WI4T!TEu8i{3{uH zvP+8j8=3KxFn^qcK(IlWk*9*9NI>15j#uA%^;U)L6)_ASRX#d-BCv5H0+z3yM9U*) zLl(8EvLs{%P*GAiMsnpZ$`W+zaMdrMqs@DAOe$UQTiNKOHDPRRVWs=$pZjVq|2bA+ z&DquADgXSWTkt=lcmKcoffgY?sTvudtNTFY9Y|0FhGjrn5TF8-NxVPU?J%rGi!p#WC432^UH>74 zDA|kT;Q_R`eGJz&7naSW!s%opzgoj0S2@y933;-!sUk!Qf`E;d@S@!n5py$g*6OTpqaji3-nWu%V(#&5^>1duyx-Xti=-DoLrkX;nKmJD5r>d2&K{j4)KP!{Z9-_ zfHq5X254I~;OpMN;ER3*kr|`*dy`V|eJc|O2yx93k_xd{j-(=xa`u^o>?0|^DwHJU zcW~21qnd=AW$`x)hQ^Z4bsVulP&lc@P}6|ScnurRse5xjn+4OF5x{9#n3?-=`NRvz z%m&;-qm5p1GOH6h6(Nr>jV4^fVOjww=Ih%Qpl-}tScwtjWE8+yr)!efUgt`B|- z(@!3e(gm?jA50(7Rf$kXAuEayE!d~iL-oY1^7QG`Dx}(~!q@(H9p^eWVwR3PRty|i z9-L|!Z@?$&fn*@OJ%k|p0t@bYbEd~tk}i;#hxY^*94j8<((?*3Da51pR}At;rxQiW zpZlWc6jpR;bF(ToS}FkIJ4g$IrCj;mE-o&)ix?yE26di3%pi2ET<9z$3rBz>KTr?= zX%*?>zdb{7>oI`5b~s|4EWF()3O&6=ogB&73`}Hlg{)?;S_Fr{DU?0Pq!OODZr`2; ziyH%E3O~5>k{UheAJN61kA&AwAPVS@cNUUJ3u@)4y?~RG6G4K&->VJgK;vk{lOz4X zkdZKKmkj7}M_ZsA!!5{2&k6V=;0dRWc#;kabRu0KdMtFlU4Q&xs#@en4Ef)4Y$tbN zUE|T}D6>MjAspLkUl}Gx?uXt;lqdL0>@y*}lf?=!ox(*0eUJjq4D)g{5uTE`5@g;! z1V{50l}Z%C8SzdMX@HJL=WBcWO8Ck4V?kiL;QcS!OhZ!#`wR=9Af;*@?U^?SXe6et zvQ}0r*qPUpw4Manj|vcsSyfwM0~4g6>5mU_SIM9=Q_T~0vKS76~oRUYNv4raqi}bXiDoB0HV)y1aGDCT$+l83~EKm6a4PmrVE%d+}{&n%= zaz1XJ%(8)QtN_hWc)r_7soV%6FnjjX@1x5tfW|6#DqA}Yio%0laG2T8o+S?lro2d|oDku!H z0YLN!(yKxfWG)s-X-s9LgW#Xnlc<^g6iqwAS*9HiF(X8Ubeut9j>d26V{7xrQk(kf z0c%})=p2km{7U}5di2HDP!zjDi}YaBzzhR8Nq7=#1j+);OJo>eO~bTo5A>BR^#NJv zWVkm+b>-(W#K*yy__Dy9RBB3n6&dRFM`YvMFNssruE&u)fr+=42;b;7LZvI{&90V_ zh;v*>M5k1t0$?d_3+dXARf_7Z{iX_Ze;WGJZ+`y#x%D=tBzKN5sO_PSWoG%t&W+h( zC|IP}t@BxShJ>;{lLiQL*^`(#;D8z^=Wnkeg*6fqiS@+%nblElyt^XR!pUeZbqH<+ zMTkGS9q-%vCs95QZ%Ze6c=Xp{aUU46@`^s89-OX{l@?B`2?=v#L53 z6!Bmvd6aO8nISlNF0bU5{O-sdzI}X&5bW-pa+zD>HOWsS%uM?O& zD1`A+_`mwP{-7qyIR0AMA;-yGhj{V3^gN;%)j;AmZf2n)0Ue7Vhm4;BTY(u0V+cp4 zCj$mX1+*01At$TLmPdf|q9jKQos3B@zd@#)Ha+(vgt0ykbp6@;&-TarzW2QMJkR&X z=kxh~pN_`9A;eK=4>e4pa)5-eLBCB8F6FZ~XYEQJuK%#nKaqty$lW|;i+B-GGVwmJ z^Y1?82UUZW3u~c)rUft<+Ot|f3D9zPfP1q|JLv{AnOX^EXaT?ix1{9nK${@gW0Q{$ zfsu&SMAEE>gaNttJRKft(Ar_sZ(Ab6h?>A>tD)Pv2oQSgtf3!1?af{ZhCg*cu#p@C z;MYK;h9~4|B%N_d$cP?_CispcViv0s=hZB64DwB%WNt=aRZl=}!@)(++Fm1oqxk^V ziTCoBE~#nKS}st91ENSAbAN<%Vleu4@xWl;9_*8GiM$*V570HQkN*tyAHHn244$P? zCE>lq36+6?iO;RK&ZM9G{P>UN&#Ef_{9xBD zw?Y;>_~QHfs>dSIoID~An=FS-;-_UJ4qK$r)?yiOEW5kA7s2UVQYsaloq;q>r=+G1 z%*Q+`EvZYxVV(1?w`=>&)7_pMsQH0V`ChFKmdXAign3mwJMZK29m5n&`G+RH|v1* zwZuqPXq~w=?P^(AO-;>La`})(vpYN@0&rBT=t?Oz;G~r{ZJ%04#ik&C(*Tfpf&lE) z1j#qjZFknK6;ZiK)z_Y(D)_&H(*8lE;%>hzajXpM_4e~81M*8tBRoAlvzUnaF-?O~ zBbUn+uHZ~^M;$4wDSzoZzFG@MKl%rvPaRD!HEip+6m4x=f)4cDdEB!< z;4VykcNC6jPB?g^0?!9!=I6f(-tv{^yu!jke6U2f^Na-stLK=dqhKDI>P1)^sZpg; z<%vX-4{yO7I`6}i#qZIY+M`R7)ikOJc?9AF8@-HQ}Nt r=Xd`5zqeD#O0WC}wXwM& literal 65062 zcmeFZby$?&*DgMw7=&0zNQi)RNJxW28LR z&VjQBKi~H~@43$J|KA^nYq+RqKeL~`_gd>-_qrFKRFtHN@G0;i5D1a1%qukrqqVu&Mr^~dmat}4lcGw z)~>FOE<&7~cK>w&hl8^fCtqo00l3LcM;Tog2!z-a`-zh$o(qLQFwwHFUTAnGZ%%o5 zQm*)IVSFqRuls#yZys={J!XCox!$T(p0s4&<@8Bu{Qjbp*e~EnZf`Hh{&rhhI zaekDe)e~iJbQ?k&4yR@J8X*YuuhZ)?A8+H_rpF=tcI00yPuek-I5wkpX6k;Jy5dEM zbfUxolezpbzdeY;{m&1Opocg&{_{h-z|}|p`To(u?ZE$h9~dS9`L7Y&xBlON|F=s2 z?`ZsI1^&P7!E=%WLe@ozjI@*F-_kZ9PWpbgXy%?RDzDv*TU28NWlKH36j4 z9?Bs=ziQGs^Z~nG_F>~;!+4F$O8WzXf1ik~{Kj*x97;jwS0zp7wfO}Fd}eK7v^0k) zXkTgL)A7;0{s?~!Ws&WF7iipTnA{%NwFo&RjW!aqn9ZeW4i*^!g%z~0*6>6^5t zW4E=hqHj$ji!F$j7}M!N_x6j^Uu8Fxufv#`%VL8=u2--2!o@i?gp&#aFeP%YKP9 z;gb3N&m$&v4d({ejX_=wmD|pBVR!oP{K=m{J$BrWdMasjS}c;n*JnIO@W3llYD%6CdX+R7OMRzrtvc6I;`Sb1amh4= zeN|#P>+0?BnDUESq6%UO?rHCgw(4}_{`F~pnJERqb7DorMcwzWas6FGGNY@H$PVM! zbTcBCaMq`PwXZ#4ej8ZYqwbd?GCWGuRkPV+DQSFEyBVh*;&8O~ zEqT{jH=2~$b7Fz}EKv|c`FDe*u49j*HE;f?ae!fzhPrxIaWRMJp+RqjSXVr!wy9|b zwa@0$;gON`R#M{_`eTg0==ssY$;oI_@sA%byHiE=#W8Ej!_(8n5dmil#SITkM7Ui- zV)vV8SV}R6WfL1x$758mo=w%0U-oVn2WXP|ja~~9jc{k8zwh6EA3Tw|o}S*`O2GMw zA0p*qmpI@^qDZIoCBlw1Md@&CB|7aan-bX{aE1)XtE|-AUG5$P_F$-(D&jR{bDjIc z+;&&f*;KKJN9}QTW^aI^lJxt>O&A|MdyJV^E{7BB!QXcZa|l`xDD)>Je3XJ19v?@! zlhgfJc&e##TTNe|-$nklLTQ$1tI-KRY~z+})UScHsK`XycVt1d!0oYE*naCOC2x;( zIL-?Dh$96V1@7+OQ*E4cU}|dmQL=B2MJf;iX}iypP%zsNP;?ZO#$1DD82gNz;()$_ zaW;g$k%f<60mCn+Q%wlKP2f``mneSW`Iq`~?XE3*x4PszW{Ejv<(T#L5LP>4$KVJ$ zhQr2m*D2aoqobrv7;$ISq9Hf8s|MlaJ(?Y9AvlmQU9ApYU53F)4zr)0A~`SdXc;)3 z{v1V1M`p3 z<(2Gcv1Jez%{Cig&$ZyE)C7}LcOH02PJMAh+v_;&xlH56R(zuRygT#X!Gw>o4}|+I zq`-nio7gJ=sl?iN951)!ue4U~BmJ$cAX=zK;;rzxMrx;*ef(c++D3+Z8v=2>(^7F? z=UB`uza)A}Yr$O*BS-CP=)TJ=dGV*oeDQunPc%hNeYsYL2MWWj@F3=L1x?uK!23b2 z>}dRoWLd5@lxnIkA7wgdJB$&keW6tCG?dC;x-ScR7|!gti?r~(l66pjyL+9**B|NCVRtK&dUdR}xI~}X zim|oq)ap=Oj@rVmE~Hu^$W+eE1Vu#G^ir4jECBc{xLV~YgRGKObX4%PN^OzU^jLxP zqF1*{Mj>;k1zFq2WSYw<&ppS!D_1zVQ4=n|U&UcBoX6+B-|^S7hY`%vo^O7pj`G+g z;#T>-R$#kIj2-bj;KpqnLyq?B_k z!EIcGk|H^3%=+OA2K|DCWr;f_o}9Ls*jYD|U8X&OU6z(hT~$Y^T|!TE`HV~X10K~C zS^kq>%e_`0GHoxwQeYiYUv5tp=Zzf%X~9|-1d{bbctuJ#)+N?n5arI?z&5DijxaVf zbb{HPmPII!ZfZNvbYWLqB$~A2hIz#ESnSw9))$vES2bIXY5&FSR2ODM9RXK)A@d1g z4^xY$3G{rzsa1OrxQWnfeRi&J&VZ(P%fe}SRCYrjJAC%;kBa21qAyh8 zEw-^j_3kmLzrUczPZ#wMZWDA~0oOJ|{$5)!3s0b%sXSyUMU%*CBfgwiI8ic_Xun3H z!OV+h?IODVSbRR)#coEkz~3~`fZ<|Cddc{FHBZ!d=Z{e9^jYdat_SnZ;tcDb@ZR>$ z5^##KW)-*{xQzux%>oN44SKrhlK_i<@GU%sSg}{S*#u8mU_Enl!b|KkL&7A0SG53# zLwBhhX0Fh`a-q46Qtoi#2zcrN{tRh9jW2)aP(}6F|0+u?|cq6_#mfQDRN6%&47oL9p^z;#96|VfEB)ztLpkf5B!e$-iMM7`x5oVLt{0QZnGT)<8wqxJvU(-1NLBW zabGSxgix3VYj^%yrP@tJAP|H!oExs~qYuWA?aZow4#Z7ev3Ysmo$n|u@D(EU&l~}Z z<7n=Z{!XB|kuN%Sa4fqW-ITqU!Ecy%3taF#$L#9g5oTmLXI<1$=-N{T;i7db>(=_s5ezvY3vlpjHNiZ!Jaa2Tg z23UU_sBn2IA~U3ZzQN;Vfe&>`k36{T?K6qwpQe2kMi;%o34|y~HWt zt<9SKqOTii&bEnz5$mdj*ga|X{CoCH6u8c4@n*J3<*23})s@3%{04}mW5w#UOGg{C zem2I_4^o^9)#Dr&Hz=oe*0lKBgRzjT;LB}lPB2YaPNx&5L~4O39sB!ScubK|sxaKT z+y7YG@A))dRTo#-9Up4!5W0VdRQH!Vp0w;JG#R;9JH1M!bMp;Vljdh>JV%B&oWq8c zA+J4scMN^f>Iu;Fk3h%@gT4uE=OrXrJh4d3nOFkh=#ni7bV9NuvlTe*d`zBDZ+O)) z4-auTfyIOz);NhW~x?Gc6w@5mFnwe{M2&YnXmwWYASuGpGXvm=R#7AQC@^6 z^CvCgLcWxSkGNWo_FEp;$Kf`nUc75eZO-IkOh2PEPHTRR-hP1jQzH>Y-^Ck)pmIa1 zHAGZ-Ft`>z5m|M)<{MXrOHHzPq#5(DuOh_2kf%Y0L{e9RdS7>N2v&mej>z1OvH4n8 zdFWY?oq9W`o=ZNcfA>^3ddIE1;$?RcNA+YA1w_JJAbg?P@G6%UY!IQRe|pg;Jnbct zgOC5x#&$!C#iGve78mW`Y}nwl1_}qbqPNL1b>_L*u5#Q8$8lmz<=^CjmZCKU<5g+n zpI@fWPY2#0`!fbn>mg4VWHno9H6H|D6SbWAq=o6?^kB9lJ{yLa${dgRgSp32?XCAE zy0_kg7U`)JN6ZK-Q%&7$y(@|%!xpI}FRjo`_0$a+74lPUJ)B{fN*-RsQ{0BgQ(Jp` zfw_*M{(wu3=S!U!L@$AVB+|L#qmi(o?PVIbQ;u<_$IQpl+1y0(xu~TUr|IXnSdF_K zDbxwkb@=yUW|N@aM{(rjW0%Q&nD^Vzzjg}IZdMmm9z$cw=sRQ??)xnGV0Z23$jsiB z*#m7>&rvILOVS$6ClE++8I|;m&vM`h3XU%Kld>p|>*Z8;(+%&$FJG)ABoCq;d2Q~g4rD|+^b|)>7GNv=r3uJk8_Ix;ZeW= ztglK5hO^f-D1~@*-B@IDMCO8Xx#9lF?CxcD_;c8iQaYDHC{|$%|3tLG*1(fp-D^w? zENzxIbV3)HOrmCu+(fw2kXtA95ACSke1bjF2#&Z>m+c$46HfQHl=Ao}wSBY=4EwX$ z2K&kcVLPXVrhcEd&Gm}r5^Bxh({~uc=_D7J!O6C#Q%vqIdVLh>Zswj%fGU98=R! z+Wv^98Dwzuj4eFV`VVs*Buw!V7(uvjecfh*eoiizI4|yPGElO$Q(gr~gQ-lhZmKhS*Fs zWa>qkPlUfgMlJ}Hp;Ap4X3MLg;5L^S8APPlo@e-z2h~vw!@!As08mi_K*jIE;_N&c zv+iCHh`}8|>FjEUuUDp2a?|_GpL^*EHr4lvAr|t4lVVKCI&XPj7fpjwa7+HiF*&*u zh+Vwq8{C8vjglT+Y{`YIT{AILo(5A*M-R!r6Og{b@QvA7EzzI$c%)9AW)2V` z@7H6LPlD)zUNGT8-mk7IF~ycykf|}P#?A=W6POTJwIM$GpZzdxy$h99W13Z!eWBt- zn?~631uWaI{Q@rjbd~0;z+So%WQ+v`w_?_zw#)sT;E*=;@oyzYrLXjYXvw+30bd>8*SO`_8)yj5yFr>`FA+B+Q1$h49Lq*zZYfAidBQ$*1 z@Z#gy=#+R847WLf^b^B=gVimYiMbrHiSjdQJWL$DM9x@wVC9U}{@HrveSwQpmnLt~ z956xJ4)liCB)89l=>wf0T>prjmtvYE!NuN+_+T$ER>bSGYX=2F5ktGR@BHOo1Srcm zpC2C6HZ5zBS{u2&EyLA5A2z0s8@Mom!%rdq+Mw7e9Dx@&y9w}Ay?-PBm{P=d3LW&}891{g$%^7%rk8?zlu(#Bp7n^$c z0+XF^$WL|fYB^8F6ZB_K)h(Q_4}90?^1Y?TF}vbXo{GsIHx7E}?prA;ktvQ6#4trToR3nSK2?h?GHSuVx7d@r2)qu8e@aF))ME+>Wse2@ zNmlS;sP<9`g1l|SXzpSiu;q*ja^q=i^wMyzu~>feehN5$m7bQ7l(~$}PLxm^ukfvE z{~Z#HC~mX$zuWY*`4_w9$osTdHNU3zkcJ(0m=a3G7e#!({vx2AOCg@+YG5htUHP?w zrb(Ei$IDhP98AZ10=}ZhfT?4mP{sy=SNT>khU4zu@7}#S$uu@w!Tra)%*q()bYDJ) zL_XVMLiCdaw;e0E7A~3(+^x}sDvya_MxeCC2VEA{8#W`^zU&EFc~NI3=mp?t#RHZ; z(yvX&4r7YH_R}Dp%!R|>)G^MM+A+r>!0qmfl74x$00q8E@*eXrpLE5cc>#qUoy|sA zK@pF?WI(T4uXWPJL8C1njBO>P7YAbhp9lTHMcA={F7IwSk&qkS)CQ?0u;&yVb*Qqg=rq`rnx0&FeTYv(km(H@B&O;f2B&M5oAhMAI%I|#4mB9zd@DJcu$y1U@a zpbkZekLA42ofslfJh*l%(o+tV;^gMaI7B7C=4q#cv~2;VV%qEyyLjF8urouM3b2Q4 zEnh6;NE^#0`(`&JKG5Cdt3nP<-qG}68@~4?xj>LYnVCYKIZkE+^H5Ql`>{_6#U62~NWIDJ&MKZ|Soq9W)&-M-pvAq%q;tvvY0oyInD#)?^ZR#Vqh zg+!8e$?EhzzPD!Vw?w;sRHyl)9TSoG~q zOfH!xkWwA0blrdzSux1cRGW=_$w{HOWfTExZj2Ha;nzw;9M9Tf}icuVp z$3k_vv~gxS4M#7=rwU$H#W9-CT+BnR&I%!&hK8tPk=!Kso))@6wPwts+e6c|oV6)m zmoxz=l=ON5ES?umuOHo2rkPAyz3%waiL#-rK}y_j?c*Dys-$Y%d`E>|ixWeyqVDi? ztcs8JOX*(s)$S>`sO-$iKuhHwb@#qp39E5{<_v|)bw(99YxBK>)SFlOW6CHMnY;SA zWr+(DM})gaKAah;6&g zX=<>lWrvVw)zIam#r&QJ_f#C7R?k?i`BimmFwJUO(Pz}geO%Y89VU@yexS@uDGSVq zl~R_4Qg;27VJ@N(bp&Q85|?ywF;N zy=&8}ks#M7pY7I~GPOZo{=7=l%8sYP(u&pE8^d4dL`;@2+A}<*z*rGG!88 z)l3(W9$xYzZBT;Q@l{9xXvUQ2e*bgs&|R#@ADoD*R-up6aFJG^GQ24p4xnlH)<2Ze z0LiRwUw>dNWikEb;?@`r15#qX4^u@ z+43&_^geV159eAbN+qlD@Yf5;d1er(23ehB6olnqb`0w7=n~TNbKfUlnXA5NR079ttZfEcI{s=&0){n5{8{iIp@<20Q68kCjuQWZWLlr)5x{y8|^?lV? z!(V4e!IhJ3r{Cm{s!pBo)r;b-6p^NBaySnhlu20;5Y3{FV%7&iQBUZ#&DKXau&GPH zPKR__lyOc@#ZXDFoNu-xs3c!AyGcgdtbb&QtN_8&cuz!=ffjR27pjp=L-|%)yj~;@ zo>?C_VF7_WdGr@NC7Ar0RI?C0@(5`-2#6Ib)!gQ994+T)&nIsGc9d|#)s=DYr@D{Z zAJ;niHL5PgjmWQ72D~Ji0RVy^xfe?n@G#V|29nQBg~LH&0DSovV(?)qSx^R)q-MvP zOc4jtY~pEkS=hVxWsV4o>0^E$SKQV2&jPN(yec*JFv(-DP|KHLrNXz2Wu>fIsI8LD zYGS{8W=j+JEB`cD#0-ye*K%B~S||WzLRJ32g;x9iYppLpZgb&w*u|0rK%_F0VSvus zNsG3dQn_dTI}blS%Vz`+%-&dAhprNDD0jG1k}O}-h}qCKwNF1h#4+yGrh``$<&LHe z4Xzv%0kc#mX4jDHpH(-)fdrO@UQ!5P#?zNaw`qHw8q_{flCTA>yL3Vk! z`@D{phIGS9|MdzF{`5KHjzZ&dzRi!HYNG>1G$KAK!Mz7WJC=%_gPG)#HbltbOG8qZ z7bvzCfwk9M&@3+E0Tg!MH0eoU(WnX z=C`wZh#|84)X`JEa{Vjkx+9B{+zJuD>bZ~O>g9vtD{nhK1wivh9M8%A2GU15Kqkt9 z!h0oz+51l$wCq=?G(Es3mF{iBB(fm+fJ$kmf;gC^D+EZ67nge%C=UuwpZ+ix6-*Vj z$qasp*i95;XEw}+S&XvGZb#_&`Ftf_jpcD*fiiNQ{{Hd&t$m(O@faSDIhl5K=Cd}2 zmWB9>+S8!=CZt(@`lDww^GzRGHFk#XlbaZph74Lr z_PLHb`*^LQXk^5`s*CIn#;@-xS1q<8uRR_tD-1JK^rLp^r=VVf~gYuQ3~=U9uyO^z!I&xDHL2JjBSSZ&|bs&Xp*-ZWp$0Dxv?_OmB<=~YVlfK`A;3j$_hL@yPW6 znwBrPVi8IsA1a*!-qWvPJbn#O$un*{%yVxy-go?4rjr?gh$G)(69~e0kgLrynLxg< zKN@WK$=vi4le3us4c2Z;$acFq`QKXWQR^CF@Ng6)V%(DW_L`#!R z-A?=cvtftW1pz&yQjM<8;@FuTVz?F|#@pJXiuvTns0BY2+UIO<3BU08a0?=jMblJ_C~`!jq$5F0n-4vY7a8- zYap(f&|^8Toi}KaY=9=PFk}{UTyqtfj#=d=O-46Ha7TbVW8vpG%%! zgG2kpBjYHIRLy)ghd*Vu9+c9-6W%t{!xhSFv_rmvUBYb&U)R$%3}9ur66VEwfe!`92>g z!}cRv@@IYu-6@&Fv8)=@>j4xngihVFA-n#!BP|j>8SfL+xzug*wQN+keZ4q%5|WrW zR=ih#BR1m(qf*pr=Mn%8p*5VJY4qry!Y}kiJI0A{fG}bw{5x;4rfDH?CQGH6F3n?h zE#u5cUKb~#o?1PKKEi^9fAOK?s~~#5O6mQ5WAw;aPGefugKnmQ>s!f1z{h?9oKA`p zz$0a-^QI`796L8xhN1pg74N_jcA&Rmi&SGlt>(0n=<#M9-3=fhyMdO+Ikd2$xf|GQ zht=c&_7uxbRr@MNK5%{C5`=%| zRi+?6)$!54`eJ2#!g)5cfkk3T&#>m@Zm4A!ufj2Vle6zwi`Io#$|nxHyopS=%CEze zb~TwU3LWr)q|VqRO)iNXQ>H~C=2h~>)|`n2sud~!`hAZ>cPnArN`!kfVhF9mMpc); z^3|PVF(FaBL0M-0sc7fn3eg%RxM%D2geL`})FVN)?BHx@e|YO#RIEp7wU>%+YiKWY#<47I&K zYiSqvWt$q@TXJR?xG5MVbT4IGrAiYx&qKJI(cBwDWA_wX>ZaPeQ`lcK{>WVf?ozE* zX7qk9nujXMLMO?P%WUXE^mAN61GP{%JM84bgGT>U0v28vtt+6bOB|pibuHot;MN>A z^M@T~L^8H?lrOIO#sQvGXkv%~842iC-Xam{@N5usx2)AV-sa>uX9L1wODEssB;UMK z%RBJSL((Lz$Sh@1*U$Ja!JMyJ+vok5XB!nz61cakKSKa7igP0{66n4}ZTa5hp~!3c zxc`A>E3{~2h#OPn)O{q9J=U$MZQK)LXRdMAkrsihz)%$jyy(&Kam6c21s3gOu69vn zg=(UWt50JsV#72Ni^)4SGN?8*4tp#XiJ4Kqxh<^qj4FZ2 zd=dQFnqML{pak_8G#Zvp3i1t`*;yNp`hZa?<|7}3&;(|kBnhlEz42*ly zSKw>;gVW1bt`z60j!vb6m}`;dlbX($zEfD{Ursd0#aH489G5|fNWj)oL;8!pU^2Vz zl@Vsa5&xIr$u1X&6>H7beVfoKsA0F|ur$R9%Kx1D*{cUxE-DWeo~@bLuw+&pnwn+HUe}MXc2wtB&+*|Fp|B*=C%NHeOSExU{Gx~rFUep$N zB4rBd9Ti3V?jzPS9SAX`7n=m}46j7jN^GZ7Hpn&*JqhppBP_L+KEp52Wct{92Xjh?y3nLv1H$Bo*rcd*sVrNr@AdEGW>jfv#n$rp*V7{q*d+ zgC4q=I?bA9o^|#U)YIYB9>E(Fl#IFqZY`e8+}BwqS5fQy0fZw>1V68u1#$k2XM^pYLzG7EFT)(oK2}O|QQg2`8{4wU*%M}o+eyuEoR}xuC;$ktWn>zPk?5iTd7SC8aPrEbFwmt0y%08zx>TF4#_% z#%h)r^gw|%rq`Bvw%m1eKbjA2el$w{a(Th~#(#&@?+GrOzn@}S#LwQlZ~o3uVamQv z?fE=ln>2tn&EXH{DlYE4HIKh28wh1^z`fC%I(|kL4=ARUY8s4T`9(M$uKYu&skDh^RN+-2(nyO z9t_!G=-jc~_odF<32&z^ zUCcrEf?PdnrBgAK)fG9=fiHbGgz-ocs~0f_g^AjA-aAY>bwQMC`RLzb5pCYn(oIc|i{YRcS<9Eg z9hC^@di(?l4Cx>UXKraQ{S+8wyvOUhd$U*NgUBA?yLWyd(!*9 ziDKtQ@!PASFEsx-2~V;PsmS9QyEje7&D&%hp6~Lcqe21iijkz5tQS!UcEcsVzjR}y z8=tN|&1~K34SkX|K3?t8_k2~PWKC64OS0+v7gMsNNaG^SPF2(D6|2+jk#DIEVnya! z!4H1cxf)6vD0aLQ?9oSh2))2?l)bX+jD|K=P9ajJKm5pzv1FYsHy0jYAJtqB`k;MK zbCnGGf9z4J=lo5-4gHycf|ADkvol}Wf!=^~7r!|I<38+f%F4?8BPMEGa;HzH57)oW zoaNZpp`OXA@lp(iyhh}$P@#KNG zCk#S&H|narnP&Ta?7zbKMm4@|U2DTD2JoJ{lKAHH*=M-7!b87qWszwxK;)Y8g>E0E$+-#PD{_-Af=WP(wUTqnWo~Uh$ELZWG!l1$ zy5gVc%4{^qV-1;?kt5_*YqmPRrkCaRTvm7(T}xq)?^RZj`5F$6t%~mI&Wf|N<-GTe zJ%!I8vkC^Ov6`ZGN@uy;{!u1UBT3U)as?!}NMR+o@YtcBYcsyJ<#|P@RHdO3O==#2 z?e5!autCw$Zh-JN1Er0WFGg#UmhBtLFoj`--w2HhXZ#3R84B{0ER9^!bSqvemD(qJ z7abrrN5=@Hy6RKb1a|5%>L9K9R*&!bPEQY^gH3u&)1L?NuG>=KNPOSFjm=1DfmFVY zJ%UU<94LpSslBp$5tEY!u`w~LN81ZmsN-em&69H23edsKC8GsNNffQGpW@-Z#R`mxxX<^!fcD+U@mH*Ya~BpqY{L-koO;=vVC%=;7P@`wA~*#WY=7F3mpn)a#n9k znIr_kC0hw9%3i}?PJhXSCjiXe7oIcqK8WspVzME87=YVYQSJ?4-d9N##g@@Z|0u(G z3v@ujZtZPU$=m$0Ml%E7EAb^EgyZhsRky+HhpuMBEPPU5HOZK&^ZT80Ol`m#vWiVR zQKs0hMxg|NBxJ{%Z48k`T9w)#s^7c1<1okLIx&go-D}6QxNjf=O9vNuFuLZ$WZC;u zzY@unxwv(MatGC+Vv{;iWKO6Q@5n#B>)mv{@V1Yv{WB@J?rPhw)Jl@Q)WN5%U*y;^ z&t5+snr2u1D$ov@1L0#B^PHnjO$}+l?e?xNb!lWX!LXLLHV_iqUYuj}Dy$>vI}moL zsXAHbHao3eG&g-{mn?V10GFBe~t$&SS^Pls_yfleNiuVlxw3Yq3sIS(&EE?esz*N{Oj#TU(AlO(Scjz;1Z3lCyuj?tEzO!0e=R zq-5>NE;YGh18heH{_+aj_^q(3Sc6}cFaes`M|6co4SMQ1KmaFpD2N#p$3%yOgj{w= zfVPInY}RwNU%W&l_X!(sYjFIJVMtLFMMN zU-Ix=BGSBx z=H});UE!6wJ}P12$_JKZVdYjHya=5aLT5Ej@;Mh&SvtE93Rt65)+ZHlLA~lOK=s*6Bh7j5{TE#-VZ^8O3m3%lWeHullNP5iTh zqB+v6jE1?wmXmp23_LfFpW0v{Z5Hv{IZ4R7rwpL+Atfb+)DFG6s$w+VY&?7HE9SRf zV0;Q^2Y$G)D})*hFcBJuT>O~tDi zu)d_}mpwPls}mJXFR;3r$ED{b3*}Fi)}qmR={rBprJq++evaTfDb%FV(%Pbz966Wy z^#0+{kgHZk-Nnm*hRxo+E{UeWxe+rAb$pq+O{j-8YK>jb$2*keB}|V83e(c$Fw?jp zMTk|ogQlLEnio=)&6-%9evWdQf4?3LSO*&$8*DSlby4@ZA0NE8YF1p=hnN98hO6hU zqc6_Ul_uYDy&AN|R(zhYiwvi^j`tjm-tZU;FY;r*z90R*NlTy~4zi;Vl?xC1XHrSS z)abr)Mx(8AKer`(QK8efsmJXpzc%Fmb|!_@k2oq|>xKv_`zU%K`5C6_deX7+lm!2H zc#2B9*%o>}^fECg@{TC9yFv1MJ^rPRU%!V5^jENWuB5G9ahVofbprVW*0K@LwloYq zvi!YPJx)-OR<3p(k7LdE!+sUsh=pGAKsqHbhVdLK#X1u4D*w^2dU%q)fbF8uBko(+ z75TUCBxllfQ1N7>s&Uwg{mV+KPqEe3^l$;ES3STsLT>r=aL}sIE3zAQeo}JbO)r0q zD=^$s=ixfS+7M+~+2;M=ei32p#}!B35>V{Ed-r90yq0H&fJV8M602#IG(HR3%()lRctrGJdN+dm{T0r4Mk&I& z!!^WdVEZ}QLwmod)?wUGsLxvm zB+y;%Z^*fMMN9NX1%?lni zou%(VZyRXeAwBJo58fXbDW`MZN{rswi>zC=R$J32Fj0&Vb5*-3nR=2|rmxh&;}ZL> zN>psmj7plZ#i}9;T6K3V`)?+jN9VM?_r09JGM}yBmEk82l=V2B?2dlpv??trzE?Rf zor7MJZ5UZp&XT6B^{N?(9-L>zctI1DBUgTXFS4eZYi^M9@++!%k2 z(lf4-4AzV2RPCJ#EXTLBc3W~Lxdt?7%f9WU8TO&$^C&-R+lXKvX&;$^y?Prgy}uzx z+F@mQtly`fH=|2lu z9=)2HPBP(ig3jLlq8=BM$1}oey#b=a9q#n|TN5sm$0#5fDbHOz3}Z?RB#cmg`;bN* z+Z?jKdJVQb$)r4dmO*7pmK4V?Ik=OvXD>eiMcE0agLE*8K5cDyJ_?Ven`Ldv$`*4A zb2M9WUzzd#jyV)M2J)UV5@i4so#MwAsK%%29hz6B#wxU%#1E36ENOIrYWs=v{%n|! zckUd30c0CMp-A}d&ZG9LD-z);pM7G!aq47GI1Sykt+P(L3b#rM$$b9(*o*z-WA6OA zf;-WX?+fMUU0w0kic4~umhr@0w(S~!yL(z%ohV@gh^_wXf3oD_GjaM-cxdOU`x(n1D0Sh^(%;)iQ?<;@!rQl^>KPO|8tprF+@5<_X zuzk%Yo_u;5(&JY1M31HocxNCRm!A#{!^!!+qfje#9*d5h+cw&81o|7kJ6V(KKC>chlPI{32xSjf%~=J z_%F(??J?5H`#oWVX$SYrNhSkGAoW|6iV7wQPqwbfsy$BGh!2r8&J8NX|zO@u!U!03m~O zS$!wbv3auo#be>Fg0nYGKw1h2Civ`RiJ-0+c~HfL`B(p)c~cl_?pQ}FnY53HpvxkO zbmr%*fSLy{+>t&5XqTv_M4Q}^YJLX=99{i0{+{sq)c)hL*O~hn(I4|p;{zCT>n>*J zM9Qo6zSoJ-@k~thKj1TTvk6DE196G#iCfBzw74OjqBvUhQ27U|4KCDC7k222D0ex) z%|aO~vz#JEM(wpEvbQHo{jt;?wk&X;ZS&A;=3I=F&Ng$Omg~WPrTbW-ohz=Qb-c3C zy?kWUPSvMgLaq0Di>-V~zZ=8o>hp;^c11H8Iw$kO;#Nz_qeQV?oO-?@qw!hu{$j3( zR}({#HxBiKX(cqrmj0n^`MYLH3VhvD-rg8lz`tR{>?wkF%KTVCIn@u^cCoc zz>J%m3_1$V4$I%z!>M(66sP*L?{+k*H#`|c*d*1u4z7T*tLorg+w0t&@K* zeWL`Qu6Z5eJKc3UAOKWYK(jz8o5z|ov=?GvfhXm#-udZwuu`GCyR=_Z#MqQwNC_q* zStmE_c{r}ed7=o3i&V{za|Tq5ztd_Ja40ps2Y>_fv);<;+_|O+2+c~qhm|Eued+vj z1|hwB>u<>qSC?h^_v)lN0EV64(KSlEX8dE{>hS?B*NFN5Ua6Rk(_tyD-SYkqiOh;`)x61AQ5bC=YmDw;ZNW`q5^f?w7y0Gp&-<^wm?(%udg^PB(ZwoMk30cR02Sn}_Y3 zVU)$6sbULb|CKqL+y)Rzwp2qwdP12ARqqy`yC5Lc=l)86y^1we$-wm&pmIUQ@FhXW zN+&Pdum?XDDp0)V4 zuHSe*GV*39TKdAV<6&UPd&%0yO)NbNlZa1f+ph=cE}|!(>A{2EhXd#LaKNPhN7?Y* z+-qUPtx9T5mqN)XSHM;2Q@HOvbWV=n=!)#!>ELDq%w*PO)sBU#DC#Lbww}Fbx(t02 z0eTQ9`@RpNqUf7OqrARbZ2=XQkCxU3fh>=uH$UmcmMNl$`0-0pd0m3BB7L`Z^%pH1LBVe4H{?fEuNn{62W zhrGf0geYY#KbBVFP^nJ6O1b6}+)$DR*X+gL)LrUt8CknPbUK5mQoo|uy&MEvQc4(k1%M4{UTdfZIPExnJU0ak>^Q$pKarjc=w8T{_6B7;;3pJ zylH3q8`jW$s(FWHkm%B(k?kb_Qk9cf99CKRm3}|$nyyi!2B;(Fao73wnYDaULP5t% z&Ym|elk{}v?Z5iBd;cmBk7IkYac>)}%1k`9bC?uegi%f`pvFg?^E`|ezA(!3?0}YR z!Ve-Z42}J%XpvX39no3DQ!a~d>il;G?xf_SDGywFfkaWf)+1GJ_dRHNArwDxwBB^g zx+|O-cMq*qyA+e$W9gN{sr@Hh+^w#{2`VwACF(QJQ2A5OrwUuV<%?x?HC%fvI}qMB zB}6X9F0Cd&y;W{03+R(wd@E3`#1q9~XE!XA6^ym7k1>7mw<-I-3p=y*bau$S%9NR! z#mAp9iIMz@fKywojj~;=tfy0u)<%BvX9xCGnFX|9(IZv=Y&AuJ zRzmxDUXGNs9CtgE6v}>j=F~{MYw%v`0ssEUVlqqREB#ZyH*!7nBv*HQ0-Ew)k5%iw zNx}ZZ1-PFK1h>iy{C5UOTP@&l8_N%+%c%5S2rQxA=R>qqD|{lgIp&RkVW-o71X_X2 z7aF}Wo3U9T3~KRyg`?agLi{P3K(xp-8wsVbS^KyK)P%AF`FIxIXuI;5hp*55W}S6f z)t3w%gQI+mH9#rVeDP4+EjricE$GXlSXyr*##X1S5z8dqTGAqgL~f$$qlmU~dRfW0 zxQ5!bGGbkf5vI@={RWDiaE-?)L&Z4_Het`?qt$s=`mt*1OH8`Qk^gYR)# zgB%KrF$F*H@Yr;M#?UqbP?hlfx=Z7a;NQ{`Nm23O&a`I9XBLd!JIajcL^6RS=c;2S zM4kKTCL>8#K7AqiPFIw5aUFIb@SSA$q3ohn1I`-?5t?0@P!{QI=sA zhG(aM(q6*bFO5%;6ef;zu(tsew2XAy35eRo?H#A z+oo=#$4Y&a`5=~Fe%~6}d(wkNgyVO-t@B68&UKg{)Gw`n& zgT}-v(8loo5u`%|wS5Z+d}^^Y^b8i&`G|)ZVA(uSjaGqbeWHh|xiip-b8SAc0dB2B zXRQUqiT$ETTC@X25EjsN?{uKci%*WJko^b=#gj2s=^={nLwip48|&o}h9!lNE6AtL zZE`f06pZBBhnyE$O4^~I`7Fj^F2zCAI)S?^l~gu9v8zh7E)Z(aFLFTC~e8C~B=NDyK_*%h(2EM$I~T zYlJE3A~xpQLy9mNQPLxaQwef1;p}u8k3h>S%s&UoZQhxmz}`Yb0h4p`XPK7a&Q#o= z*l!!#Uzho3soeKucGANZx;B63VWq_X=_SJg!WXPvFz%Q?&AmWGo^bjRoC(JomUQH+ zH3<{8ho8kJJ<2p0H-1EAiz4+wKbTJ%5+f#$ZuAPWH&kQTJ8r zDh9k-=i|kre)48Z@`P#{CAf_takWD?=2pumHc0&DY|AEWuTS;fSZ4Md&9#W_ri67m zW)z!OotvQp)>ZU-A0NVWTlG{MHE11X(uS9GEr9hZ2ASpoE@m*rijOBC$=O$e=KH_@ zgyX;ceV8IvwBj&XRJ=HQ;Q%U=bx8;Lv;*|AwQd6x4L%2TQdzG|WZM20S#JRrRo8wG zA3zKYR8UY-C8Uv%4g;jSTPf)VX)I7cV(6A`knT_+1PE`6 zfF;^>K43eqJeuzXBE`^7g7CL1P?~^cGejwp#5&s?3ZlAI`x)CzkZp2ChAr)9_JsT* z>LK+G|M370GSbb@Syw=VvA3tns9MoUc_ImvmK?sUWSGz8vWWINYCIbb%zV%TxQ|6C z@eWU-lbJv@ud1u!aXe#ghFaF&u&jR&P*FAiCfoYWi37>|tF;u_d_(NAE)Jar(#SY_ zPz*Z61-QtNf-3HUM)SLB)Ht?1IFH9!Oi}MJI8{b3z)LF94`wx_)`HH>Hf^Y zoY~Z7((~+FEgV|-&CGxg&byh`(?JW^ff8{)>7Cv11oo+cPm5)Qj~ytSm2$2s7$<3h zrM+Tnv*>|4pkk0V9yx)_AVoqi>^!$tx$}+r5)w795hVn)!1q zbwpowSy|=<_#_>Vvdi)4GY;yxo~d)J1D_%U&#XLC}vm zH7J#M&zP?H?l`xzrbH<_161IX*otu4qzktoSj6UgbyX@?gMe4T4Yy`p|DSJ0i9JqB zyeXi>i)xX#`7Gz@j!6$&x!mnjPaO0o6!^1t-y(y_gnT=q{0?9HRDk6U^}z7K-0ZC6 z<`GX|3s-%0N&PGK@cpZi8RO$VRRIr|TmgxM=?knt1)hR?9wL4Wd)|_uPs+5 zO>G27g?cPXd=K}JLzavEW3K~>O`L1;;o$h3qe=NCrtXKBr2tw0k@SNsWPh_HA#`Fc z6(1|YaB&N!`srW33gw9n(Sg7wAEbhycnQEF0QiBh!7@uD^}WbOdD|t3^)3(v9Bni< z)LaZ#z2UQo1n*KpJ)kWNtN!Qn8%nKCEAA5Jo)R*~UH2=#|I%$!-~K2N0#ZWYga6CLTy-qsc%#@H*81c z3bdS$Mg&wRH5(ZmBV= zo|C!+#upJ#FO|iH_lQ$(SAXtX2lS(~`%8&kNY=dyp7>=8!OvD}dx<@BqEmC{Y)i7H zU2^H`bU=MOA{&P$UaE$i4f`Jrl8qlM0?nWG@9qs{{ZJKti7fqXN!vKV6_x zoS4MEmkK0I6Zry(1D(66PUHZWvEMcK0ab!W0lE}*PVv8FXQR*f)8zTgM37z1J|ObE z*H|@Mwd&!V#z@{{BTA`hq_cNk)hF>~K&h$r3XMh1NS1YyBEsNy8hMmMon>C->ubC9 z_gnjx;L75k4HdO$|GmLwX4wU%^##~jrBRyzx)})263u+)+NPNwNa;oGpCu~44$92G zqZ~^vU$yKjdAd3Jt5+gGE7#xlEO;+&6lq|(75ucF&aRkhC+UfL=(;3h^BPx=nb5cAWH-U(+fnP5kuVM-+ zLj-z1qFxo1WT9PhVdfv@#U^ZMyytenf=?Gk&#FFC#HbSx0|L$B19PVojqt?9EH`D; zIkv^OG?4$zwOEp{JfSRmOkyJ0B)2VZOz7xw;qm}Gx?O8%%@QonU7NE~*_;vpwPK)U z>0bU}F5o%MiP@fK2mCq_hq251C{79^jTcaTxd@=Js)5qQU}s*hRe&JVNP%*gcA}F^ zjkX`?p@uPS$m=2?nE@WuB2hlMGGlOfGaHAQLhXLrL!ej)yVzR%LTBiUOtZ~YoFlOL zFeXlWQ|5M97$6=uoH)<$kN1zWI%k$0cD(;Auk@+b*#=ho=Fk}UKF2=~5p6_( z#H@2tbQf2fmbKwPlZ6j(Z?c|GtFPoo+A9bNY?6Qwjz+w)*8HO&>&~@3Vz$eh42nM7 zI5<2)9m*DxPi;vpcz$L8))BQhJH6c&kfUa1adTvGo(R$#KGKcpWPk58PI4qxHEj)ftAnED;lhmS{pvv>}@Tv>0z$467p^&1w%Ez`a>?j7se4qcK z%3HTb3LHLfeTWx4ss_P7$d2*5s#VKmYJ){KydD`Wl4wm<7h5a=p%l=C0IY_^QXm;f z$`6)jHlkg2({5GjFHlAOn%8AN37YSWciNDOBphS`Uz)b8$mB`)sSEP*C~nHw_5{`*`MXwcRS(Um20Mb!y?CdG~Pn=SfL zK#J+mm1P?C>zq%C2N3NT5qpCTG-p-!uufu-OaX=LlEnDabGfObS=@zzHBmQ$F~=`kG`U4UyoSxDV0j@h5@)ljVxFYVo!Rr^8E z*NRT9v}pZAe~GYM>kcHv2hm*^5o_09cjP<;`g@2J|hf`;!Y!ecm%- zKxIQkH(#a{Nf30&q!Z;fR#d3*zT!1Q9zMkSAd-jrL~|%z7c}N(T93KQd2pkA{ekn` zD7SCFG-E|ADd1fu@6TBrr-6WWf4I{sn?o%JRQ-z!-J%NJllk1KAt>T4-50M%thfV> z0BYawjHg&I*e#|q0VxBB!}}ak{nVCl%B7-szu!uxjgl}Mi+2G$@#5Pf6VXouCW}Ie z&`9={^PfC;V1*c|IFQ1vEgkPZ?NJ#fKV(X|vyf)Su=QKI7sy|$s(D4P{ZY;fgI5G> zWMWZ`OYg)K7Ju`m%2=-Ly=`W><(-2b!W%ubiBfk?R$JHwvI+Bf%f4*mK@&-gV`Gnv zIKm_n9qqoB3m4NGHpY_+C$n-_TftW|~%;cF_1xdN8L zERcaR%F1~bPvS)Dau^e4pJkIwtNq&edk93mbe6EsBAu(BbADSm%*9OOlbKI6)FmRuv-eG82Uy5r>pZ7Lv zoh^}q6Ozgqz{@bueGw|^i7v!sF~)N%s{gT~(_*3>pr*YROt7T1Tyo4%Rg*V?IeAO# z>1;*lXJz#^lcq-J#fCD+g=l-kG0Q)!>~m%e5-@;&Y5!!_7Vy@JD?F-_GS$}fL5N$Y zu}=q@t+llTH5L7x)iA@I#uQSR7|WpDcGCr6&@DDpQ8k-^smfP-c;ng=u`{@>Rqd4> zmT6_(98wu>X(90Q=bF7t={<{4)%;%pYC_KfuC#I3FM%+vz`U>;$L(dy#l3xPADky} z9+Zs#AU5`?60lDC+_w@Z$EF9Stx6c?{2EJD2yvc zIA%Gmv~2j|yob@@bHf4i)+6!>i*#eqccCon=SMFwsS56#0s6%LRsW;219Q16E7? zFUt!VkE?CHbF4}x7!|6pzpZZB`U0Dr&eKJ36L@5%q@uhtR}G%(4(&T|KGSsB+0hgfczEotp;c(D z20Fj;e>-0Rx-KrdiH_ph8bwBc?PMc;f#9N04ykVGpWR?$GQbc-@N>aN7*uM5>4hD} zai082;aL#?L+D1%3|dIi(9Kf}E#ys-pI~htx~Hj3S(qi*fB1+YrCN%)Sqry zZa;sLA}&kjsuK56#(}!BpV%UtYK(nFW{iF7%7De!cfpy1C)9J|c6#8v8OLRhQ^~p%V*7C=Q&1Gc7Y;08r z&HROz&U@FjH4Ej)dq=9)hB`Gsbg~v!s8}=N7A`v&p`8sdcus1ko{T~KOZ{rA4cS2E z^%qmbVnulO_;jquljW|+>4eLsnapp+l?>Z{kvDOD8DZ7N;a!~H%w|8g72>egn%Rn1 zUGh{7`0z~QJ-!O;qEzZ#7s#+8Y))GIf>DfoEaPXktXM$uq`5GVkzOr=jgg3A() z4B@`w2(()TS_4xz$bUmH84i?914?u@e}=}=!vOPNG3Lvf`q|s~?ysoNpQiMXXpf%z z&+fP%y-PB{_JtF3me?bobGKL_z~z}0D6`IPNIHxl#9KQSkKev<{4q$o3(?^HA-(zE zDA+pA1fFAtsL=bH^T(l6>lNBP8OUP6VlqvnU9zx@PnRi-@SBe&hxTq9asSawb}&Tt z8@qG2ec=Ew6;N6-IOxAjWlwv`(XnSo8QgFZ4ZPkn4ytq!OY*V};R-`lTv7L2up4?J9IOXiL3rYgBn@pOvZ;Jv~Uab1?5fh0bMhx2SLy=1|)un*Mde z@h1W6HU`z$FzlYwxT3Iszx7!xlDBL?XL{Pa;bfRcILH4UkE7c7}~n z=G+KCEt3z+j?GDA313)`q;I+0B9_i>`hgv`+xr6CR+pw&?mHO7#TsZiK6?v{;qDi# zh^Gcvg}Xh9`pUl-QKxC-@qT3X#hF)3`Kz(EesCQ$u{3#qZ;Ey+vyo!Xn;JO0o-{%O znC}Q-45~Ug9K{j8l!@k_00pv$e9LSr7?!NpBEM?w-5eV`m^0{igH6tW4n`coM5kP& z`*nmO!nn0$mGI*=V5Kt7H+RR~q*rK3cx_urjEl^&LKPMY9-*K>~ZaJ9lt7i}iUV1#QtYzLFnh4DjO7UM0m-j5D6 z*!;FYAPsWV)hNew52r&Om?IBHJ|}}`C0sR_?lD7g?)hGZn(lh=;y_JQe{|KRYadni zs?&~^T=SG2oCE&&KC;Qv3+sp5g8B(86tw@2Ab%3j)e3o2sW!{RnZu47Vi_mcR0Uy6jUX zp1LcPoW>X4S1GXN+o%XgAnM-e#~!KXnk<$)$-sDo3fB7f_3%V-Rmc9Jt$~m=m~Q!{ znnaU<(?f>s#j@F_!_>NRUq_Cf#?$$YGF!=QPR*M6m6*A&7{QwLfTwEYy~#Tr9%2j( z;SXMrsZuE(eEGsk)y6i)j6*>Dr^u_f3vvVZJ=zh6tXjL4<}(;_0hgsqW40Fk=T(0F z3EW^$_@^|5_f}x4;Lzn~)VI(~o=baa z9fop^!(Ixwb_>P>Z=Ld40=8-_BKq&v7hK*{I-qZZ+-S2E1l=1?WEa;|4#V8SyHGBP(xvQT3$v9~UZ7vl{&!0r+>^vROKrbvKSTTBhB|+??puoWIlVAvZC;fpelQI|6l@ zMX`ei?k~q(QO3pRp-T*)P#if4&;a1*RJ3KY8b-I%_K_T@ zV>wW}iuMl1XAA;1bkDbGXP6KK@~<}5OU}}PQg370A-xQ+L{l~l1td!!+}>;rDDtHp zzg;lJy%?9(8f2iJ2D)$9kuZSjhR4XJ3K2a>?cr?{So=j?Lc%_{-k*R4O-G%yjB(NR zs(5+xu|UGC=w|GNTjruiO70%B$H@Qy6jy*@b~COeu>%`en+alE*PY919@@IKPhmd- z1({S$YMlCV*w*G2O;~A(hgFSCzmo(apx=JpUVqT*AYVf+?U`kK;|jVt`purs??_KfDf7owR9PDtEFtZo3e>@vx3=kZ=0M#rl%iG%;i z1yv6vko^HsdU2*@Or_#AaRo-Q!5B`GO{0#puv!p=tFTngEr$#n!myDx+l(?}6K4Y- z69A!r!!GXflPlul-YF?@U3ETQCrK*{$k;+HY8ednwVc zT{v0lV6(wGNnTIR#W)+zTO-*$S4)4(`!HLOa_tSDsDZrwzO^|J5sC9rgV2KBO%!+( zn5y;)rpCp`47`c=3Xfpv2GaSgc4nsv4XsS6m4b1D}nFTIa_jSGX>h2M+2l<}J}Kt={Nw#ru5^ zHlZb61Ge3F+4H5=rG-?18D?sLWhfOjHV@wDo-tbKl0~A0K{!xru133LuV&P$14i;m zoD2#^Gi2%Z)ia^XxD-DM3(dxu2_UWJGJS}(30RbE_6-vZm*+nUaJk8tz(Xesdp^#Pr7 z(@!(_rGY?AE(hA;|-Pb^=jYI%L-lJ65_B?Cb%Rh%7RC3)0Yb3!E zZy9lc=#_LJ?BoIpc2;H<9ilhRU37TTxCLaf723CaJDG{81cgatA4=t`(#s_T0x-ke`teqAb&ra^3imt zd_HNCeHH;6A#1YJ76+E-L3#2&p4!RsBkE1C29xI&QI3sVM^fmsgf5$sz_p)cI6^R% z_%1TzA(#1JWwdnGN*;x^Q2s)HPfsHt*(fO5(Xty3+(-5a!gPs9C347na$$?sp)yet zOf*O9mqNVmbb~-p!!SSB%ml`SSGWG|6Sl)U&iNIRNCHjxfCM*;Cp{o-fWVy@ zi9YMlmeOBYv3M4ct$T)}rH4n{gz0Ges{(^P%{BV z!l>&t$U16Q^a{j0C8Zy6^kpiP3J#Nc(awgL#am!e77uMKBm{u-swl&DsIOJUFV2I9zU14seVXFuO z{x0481^;OV$SZNi^c-Y0!yVvAX4Xx@X9f%^!CO}zb}Tk<{0Quh7h#iF;6JXOlY~U) zyX8-lcx0h!BMi&pm4D}Twfy!OWxlN6{(h?EUeW4c+P=kbZ?P^NZK?rpCcAdY@Pw_{ zf##Jh@|hwx4HcK%0i|3yhgAcj>~mgz00WNv4GQ8g^bR6lL<+mKHc{@@HN01wiB(4I zJ11u5Hb|!qK9G6P?=KR-H72(IL4V#dv&1wowMVBRN*^+0dfPKArBQ6bDrc*vBEBWK#tOk zP=XCcsZ2~o@&G&EGV}ucZ6o};Je-`NP`*`l2Tlrb=BvDQb zpZ~Yl(KO4^W5EQgA2Y+l!<+s29?DkL>)yj7Bb+8ZRPNvyqP_zlk(bXR)z=1m<&i6# zt)*loPPCg%of;z30)92XLbdo;G@f%!8t~W|>|#=u8JIl&1vgx;x`2i$G+326Jy{2t zOoEE(is&u3^?v^He;|?Za>+QPrNj3Ixb{{jbQIhAB(<{CAaNuWJMuGpkdwW={d_?) zd2e5);?`Ear}pK`m-o>TbvbH`X@3R%@WC{^9*5;eOP-i~py2;OVpW|8B;^~0jFM~4 zU9O@FH}rCVO&?|{-%*>RL>V|+!Y+Jma}lj<(h*s(AH7%ibK*4M4x#AQAPWlBzSSGx zuoo(W59YdJT+)?^J6+_xJxj)eC$OuVr%r-lC#SO7 z^-os!g@kkwp)%=P?^)a)!Fnoi=+M4EUS_6v%tMPFp`#h0#VH?(aH?F55((Gs~ifs|h_B@>!;crlemKs3o zjO~xk38p(N4QzRnSVc%|N$H1%g!CG_Iy#o#4Q~0+@3)?qR-p-Yg2#x>*L+5Ba2mk? zlsgc#Lku5=qeAce`!e;zV~JWsT_~Y#6{7)hTk&SPpHLdRHmAhU!uU$eVkw9&XfV^i ztvIXnyxng0%Hk07wC}umFbky9(Sq(S2^JL<74&p;-Rm>W=lJuIk{+84>HMvO9F6ZQrtAT)(q zbLWhXj{21X>P}{Ivi=YKx}&Z9C6;3}i^E!tfSs5|cxv52Rb4ON_Kr2xOix2rK?Y5l{uBB*8!oVT9sw1*6ueG-kT5Aq)b1f>fnh14^n zQ*=>`OH*}eq11&Z13zwe4|>!pRs}x9-;4Y_(c^BGw)8c|n4atV7Y%>unN0lGQh+oMZ|p>b zjB?NWj};n1j-M4M9`xxQ1 z5SAQDY5^6l=>JcJt26G^T(doF2J25Zt0piqcE8$#so=Atn3$O0S?tz`^}&J<&xhUa z^0j{oTxDL1D(y~c&JvL=z|sXKgf#hvivdft0BL+7{;;@V!<qvn1aHy19eqN$_X$z%IvHJ$_w5^@F`*7h%xaAAbH)- z!9|bSbs;&Vb9HK5>SwaDvcPKOF#qFDM;u?7(?PBKfs&GvedE+QQQ6^Ac+EjxWJZ^+ zyacWaH5FAdz@HRue*(T%I*^I^g~2ml*a(lYLiMA53~-BAahvHPtlkP7W4>@}^_O@y zaJZ=I1ZPhGk{%)jC2ZtRBO>UYS!G>6xG$$*F0dYwyBxf*0djs#Nq`RdIpBA zs4h3r1R%y#($L5%F&kV&(kAq!3t>#kbgp<)T8zM{ifq16rgtgezjb6Y|Dausk==!Z zcj(@CRwi7_!;HIim?VW~0}Pz5p8(i0#(eQsI~x=1cx90{kyotG01R@>8e|-3Dye|j zD3$*A+=ASQJh0wL0w#c=z{vsAJDvzg8CrSd^{@2)95`W}sNWp0;HP_-^uLxsdl8;= z32V8yIYNh1_}OV`qWRTmiM3M2beV;0T})P~#YkFbr;Kzohj^gieum&?B0jP(Z@JU! zBt+j)u1hOu`FH+V8N(BR#CE4)F1whHUEqwrC)d1Q z8C`t>0VV5AmFvj1>s$=qz=4 z#jz-a0^k>`$H)p8KNG*P8g-7+U=@o~lSI@WC|2UOurbx>FIq&0DrT;&9DEFLitQ1y z*ozi)?s&$*WaT?Di$(nQ!vy4?A;y?#%oX3`dHl=8eFy)X(#R-m1BgGyEv>s3LSny` zmHF=EEGyQgS7|H}oF<6|>4YP{3Ch~A_SNJ#RFB<<(v^W*B7k*|3o$XkgR*g@5b}TI zwscEPrK%5+)rcnXoY5TcCWaaFzgduL^las^mn&=x?3Dq!n9F7mILIsO7 zfpt|ozvyed<@+7<-MTCX>=s0YOdfDPccSKF#9-lTJPiMW2CtE|_504DGJy~zvn z1cPpBU2$&eC;VukDxH|6GBZ$o924B50i@3{=4)PUyEND9zkmSBeP;nvGu3=xnUGp{ zylb1QuJq{7)SB_PIK81v6zi+r@@&2QCm`A7Pnl+OZqez))2DXQ(dv* zL4kl?tLc2uaYD_(mB1vI5pEAFaTcmgnGCGQFTH7$uZG>Fq}Rg=r6+5AEPoAGUM@7r zo>1<)FE;jzN7v+2oNnNpIdlE7~~a3TP9|&4Uf)?38#JY z8&FaUUfka}oX~K8RTI!e(OXqTv=AROV5(l4iOrAs6mY&C8V$Hisd`A@DsSacEm?K1 ztF^&&;KxA&odu$lS41xk&W<^LXs>-F+Kipo(qP`-(7&eoa*BR`>Svd)1a}@&_ehw5 zKE&l!qGhq?a4R3R#f~bsRuIqD z33DnMFH|wzO~4f}m|k^3JxF|?Js-S?|8o8HtOiBNBO-;FzG^9b2pHyZ@juEx{?FFTSP7Rw7IOj#|Sienc59J_3tJSL|F;hA*ewrMoxn%jG z3X`e*Q}}Ixg$s=i=^DFdcyOS~bNz*OFWCiS!-FN`REk6S_^q`tWIHuI>avKt@BG4t zL=BhU1S|YC&nS-8qwt(@vqYy%MW5jW;lyftY4#1)k@q`|9NEOEq?+GxFjE#$ZoSEN z{|0=Q&z~Peb)Yi_`YfV*EfuHN$82euk&gC0{Pdh0_sN2SBN`Rm8_2sAihN3+S`B`4 zr&x^okVrozDSJ!U;|bQ8a*+}XIT?>yoyy2a`j8Y}Wxp(=_j*xMG++sWFOSC^(nue; z$P`v;7uK_LER1!=IRI(U^CVH*0SxAV@6Sw{I-M(%wb(hCZ{6{f6-u7LYPlQIyI_Bt z47(+J+0mynPLhMS>GJcE=o_TV=^JwdhDAL70XUUeFFT9!*;uS5xsN? z0bR&t-KR9i-|T(f^HU2lJ+d-)eP*oKDUQgY@msu!uUgdeNtrt1Mc$a0hFq7=`-=z2 z7Y|6taLQOa@55~dhV%>VMX`|Hax(Z#Rmc^8TWg^DFYJQC6}c4tJJ z&jekltjErK!~6vr6)S#H|LWh5b1GTd@s^*0M=Xmv|Lo2rRTR!G>)Xz%g-jxv$xe$0 zGb9c)dpS8q+2lFH;?feFL5=3f?R~TaU%Q3^+dQ>gSdkX3ADk^C-D z)zapcGj1wh`cagNI8Q^wwB^^Ag=C?+9~&{c{aFnY_Z!3Eahe33pb(H3f4u=4vPzu= zXz)fq}YX5+nXEiI@*aXDv9Q=7g_)hoSjy7zkV>imw2-2oqOh}*#Yt9qtDFvCwi z=reY5bk0C>EiN%}T=Uh$E9XH>yQyYk7|pn#iu*TmdGLK18d0;>fhb;5r#|?*pH9Df zDKI*hTDHX=`lXg|E7~ny47HvOV&?eaVX*Rx|~(!0C8G_i5v6B)q=#Y2-FQ5~}#N|m~Hpkm@WK)+ItUzosW zY0XCI>bp-kkTK$&;jun!%T16A@Fk?4F`Vh=)-1z?aKbHV$XwIxzn?~kqbDuK$ zt+GHCX%2N%KkAP2yOLm}0oy~$AQ2s~%wKSQ3NQ19C|(P}ttwL6`R+x0TT&dZtFm5y zE=1XdHXT+RFzqnBTp=BPU70#vJ2OT|u2t3#Rh)W@48Mgf1esDrKbm+nRbzkTdH_2-n&6e z4!-Xfj4?HCi%f^97h3dlgqxY9(&TGYiEh+HFfl|6!zRM==CkncoC$UKrQlm37wLv9B*u2*6&^AL_gb>^l0%a;GZ+4jD8lnJ_$+&l z(&Ya&q>!$R5DV-YGc3j4Zs#AFvCYl0uRCrKOF zZ8*RpvNyhygz$`{Jt)wY*t4na!M6xUHXIxi6}q&tA2O@^DswR3hbUD~yZW^;dNZtR ztN}#v45=%-659j^?2P(+h05a{6cNu#(#}$yflv?stpMfJky1v^BBQis71l#t6`lWhPs53P0TO(Ag+jBs| z5C1(f#P%FKvhmM21l344+1Yd~$bjhInlOo%Gy9D?L?qxM?QHo~3wu)VJ-NRV49crV z&C*IPEF!2h31weH!XA(Rt#svhW?};3h?RMnw;>Qz`1ap>v%WEa7lB8)9a%Rk=F84~ z8KTVo_jHiz^KF*9cHLLSWrmK9I_9|{FUEh<2hw``Y*rMJ(l;Rp4(H5A+4F*|4JyC+ z?=94GzIs;{_N?O}BBj`ZAr!sBXPZV%5{m~}bN*XNz06pna?zFpiaJc>5$!5N0hX#g zssyti{2uV$h9>b&TcM6puSs=VBV!7&3L>48)uMkxrOnEF6QU$Iy^{Ht(2Tnic`Qg$ zEtSsDGpR?FAUOpDn$vzML@tw1t?})P(}b7@*CDsN1i`KW9i8?<5Kef~9rXDsMMP+! z$;a4*%(JxE&>_jcKBx4lzFXM}Vgutt6Y5+y<$!nWU{in&@&Ee+sdzzjh1~~uFNyu6 z(BpfdFySK`Xr=IJBbTOc6V|+ZFZnjf3IjI}I(^%DF++79s@I4q#S0U-DUCG>zkYizB91)^f%xsu&}^X|2-*k3 zr(n#M*Bp!>FU|j+CPK|uH5kb!EFp=&^y!{lG5Wv#;?Z-q7{gpS)dkO^oMM3`)Ca$# zW9Rr3?O&Wnf{Lf8Lcg@7yQ;+wGmYa84Jlq0D_`AwqI*$!BM(RPfH!`$o(DzN+Lvp|6z?H8P5v7mUxH3>t zJ!LoURFabN*Ku9pOif9dZzR&Ko?iO)?c3&hGewnj)vNWS{hhUZU~N7+|MO4ZsZXny zy=81<0P6Q|}2j2vN!wshHd~3!_2!?4%x} zl!jM1C3Lu?JNur3G()&nlt`^bae8Lv1~GBubC<-&?+J;BB4)R8)QdzNs{~Z>C{@h9 z<`8Hw8kHU6l<)n^HU9kDv{7yrv@}=zq>j#}0ek3pC_Uu{0cye{h4Fpc?Z_)!I4f7n zAKdr)EUZyt8U|jJQo)PHC5^x#a|P=!y3DDqG1xfn{sGV^`u|?m`Dw#LiCj7L2MM*z znxiJvZbyZ9oG)oZ8WjgVPowkuwP=bO=R?aMz4Q@YO@iL=Q?s(lUAS=JR$6moW2Ri< zV|9&Y@P>+wyU0J?V*gdS!A&aD*i5Uv_B2adN=hfdxlEhuF@OM0qVs5o+Q3N)`i5)Rq41$8=oEBr1 z4s0xQWIo6ZBK3~NR;sIjC#H@?6SWZj2Y zn+Fp6Xv0*BvF9LfY3aT1MJc<`o$PaXc*tSUa@AtESUkb=s3J`&DhbefGoF6Do;T~V zvziO40!FVeuW`;1-ntdV@HXKDlY>yy@QPkzRn3^1CAmN+p)T|!b3~IxQFpGW6 zQqU+w)I~8L>=B&&$?Jcceo$bP`&(4+I*+=zIgXVz=;>tzZgOI_48coOz4HsR(dQQ5lGgcrql3(@anJn7i>h#v^-=IBgZvx zViXM3vz|5(`}@7(C@MOO1H9Cu!`j$wdyt5Ef%$yWO%R0p;aP4Ksy`#ffQ=3lm=IdL z@4$m#hJ#T{-qYJ-yVLD{A+3#PS1A60mnz(*O5&224aJ7$>Qg zXlKer35~7jo}*plyc%TPdm3Tj-M34;j$S#e&bb4i!Wadv+VoIqNmTKOf52IYi}c^_ z_8DRaC~?)wRcBHAFaw4C*A$_LTZBA_>61STJ>7*NOU4i+WBz^|2v%i~LhT^}`z+M% z4|Kw(!^XndiE=5scvlPyt%t4(A2oB``t#J*eqU5FXn{+YTq_ql*tWw#YO#YGU>Si) za7WkL0oeP!|Ah-s#c9lLeX-z7SooUzj3Hm;6B*6L<1R5-`NaU`i1;h&4<6OVH3OLD zd--R`I_|V%%ZNkL1NpN!J6Oj68i}ZlVm8()hBFNq24jo5Bz7Je41DzCPre6)dnfjO8K$cP}vd(3TEOyrFQP_Tx zIv%z<{Mi6-q{FOD_y?SW)V~o>{v9A}U&3?fm);Uki-XOE`k3|E_Ka&7x`7l_2||qD zo-<&x^W^lZ_OtqnH$kd~Cs3bkWz$*lks49tQX1H|O|99Wa<+ft1j<7iJZ#IB=K`1~ zl{&xSv2lVznTHX8TFdXA{!L+fvhBUSQBEmDXzelIP!}oZ!>f=M*1zEa4ZQ$k&1|*_ z(VH2XK-9KiO-yzHVmqCDlq1#An?d~Us1E{3eG@`qz2eu-2#=rksBkGfulvh=sOa3g zG*WXC=$hXv+I~+kvbKku-~2bY(6k_h1g|Ts(4+vM_=bMNbmDBz=UU1}ve{hE5yxJw z&xLC%e?F+lXD{vc#`#o!O%@`2$_xryq7alL2|{3&)H9tM|<2m3nZ}0+!zW(}%bHR3dQ?*{j<5PHiY~jh*)ju-Z9&@`@&dEd;m|r~wGu~0m88Z2^v)e5pokSl<*a1FnExRU3?OTU$WUVVajOW3NXl`4pZSZ1d69fG*a~&Z_OR_+p-iQwGn~20)0q&u^3xJP zWTpTb$0e2Z`rCr?=O7Ma{F-V=CoeMKd+l#dhi%Pp`dTN`z|3V4FT@nd!sFirBDDXv z(m|tyzmjekpcxp46byxI>OmHU$9>wPmUtmZDzo=4aK1ODhgDv1I#J6_a_$^2oniuDjSb)cuL0Ztv^!&(3`$!yY6Ga~F!$jr+WdFL%$ys{ zPH#(kC#fL3|34G%Q%LisLW**!L6%qlYdEhe zm)f(1vlr_>J^J^W>!poB+JQiElVxt!d4{e0WajBr^uLVzS-9Xf+26jb&us>;$ZlQ2 zHdZhvl;W2JLh5xR$j#5I<3&8+Ci8mZ_3ufbC$BhP37hb#v@U!>-tyGw-0hXvU%cV$ zT@uVl&UTJ4q(p)ss@>iIhw|X`5n11rNJ+!B7b+fw>!Ikes=@^RjACuws_+8RBW*#a zOF_uCu8c?sO(&85w?UVTx32`r9;DAY9Na@^3~7LJl-N!Dp}-ZD>4^LmkE4|CYgj0D zeyqRw3Z*P-6cak9e_+cBK%!xX9hZ1!lEOA;+t3yIpL6bPU6MLaDfHip=8Q;v`N6HK zmP#^Hj!r-Xxs=WT5J0e*2g#o9JVC}$?%1=vQ@5P^%O;?7KCygu$_X_YMwZWJ?8>2 zPeF`B{NGf>{<^g7Lyb?t^CA$2=s?5uSWhPq-kBn+pz7O#l;RR&`%$DH=fLZz7dxHf zgv8{Wt3efN)L_(P#)P*ld?6vb;PwA_d+(?!&#ikDW7Nc&MA3*M7EtMm0s;bd1O%ja zh)R*(d$kfp0YN~zNbe%OqlkcjbhfxDBArc9s`NV_%*nam829(r{l?ER9LF3s`)$v& z)?9PWwcfMIV4^nu#p63pWj(%Dtz`p%hfx+_Rd#^U9FU z3LMN>Ql9NsZPPZzA1L@a2c=V|G z?St)ERs+&=b8`t+10NU!ETc~g3#ZL}diLy3GG||OY0A&n*Hf5&$YJ+(t z&z?Q&%UsZr`s?~?WLsf3mP7a@P%b^Rc(c*r40$NNky-( z93{mGe%*{ztw&1TzOUV7i3$n6)XdV-GxY3AS3I^c6@Q`4jCZ9?O60>8QqXtcw@t+HLE_W%; zGLrEp{`KpA+wsfRikMr4U@dGP?-N$@ZO*m0!E*SpVZ)1y3_Lo27Zw#|6lrC&MSuRQ z@;9j|E*Xa<5C1gFitM~Yw z_0xfAY2KaAR+j<-B1GN10yxzZx9mx6pVlz7Jaq+CG@C*tznBSc$)?Ry#|3{fua08; z>D`aNFP={pEF2G0+sU#p=a>I|?q~Y(({ja%ldbmqGtck0BP7fpfBqSN_wL=zO+8<} zD8yflOe&VnSD5;qb66_)=7&%Ly!J-!=FOYg|Bw*6g4_rMTRqO(7Rd939HP?rf~%|( zzF*4`+E}xFKRnrI-4-p*Xy%{xq0x%X4@hs?^+EpfWfp(-UA{D0Nkh2fuz)H@KL=A1 zqoB1?&pRozPw6H(LVf0^cI*m_?$ue4YSYvDEBzV$pMz1~zw5M(&W$_$eDs(9(kr>T zD!2RGRwVOtO=CwIJa#Nq={WG`Yj;kM^Ew;9M>V{5t;@#d+MG%^!VDxRB*@)Q7y09l zKX&Zd6LQVi$1O=N=Di{%Bse&@=ZbPZopH{O2hxLV!XZS6@^Gqc!@^lXN0uUPW!kDr~Ui4C^tM<|<{n+J53 zeacE=5w8utc-i+;7A@YQN6VKP43XGme^Juf4Kr2O)8obc^cap`e|r1Qrh?XV>!Ag; zqIt>kci}jbG&beb*n#jpN1**}U>ac-ckI5`klH7@WE~^n&*svifko0X(Z_W2-6Mfu zzEPWtmzGoHVkC^de*PW&P@Yj<P*b5mtg?=^enzr|1N=A=={pJ$3uT{%d2?-S0n9+KO#o9DvX4O(x4{7dcKpX)$b}nw3NbYP)J_X>}&5=M)Rt48QPaFKMpkE_wd)r8#21 z#2!B9IP?G{x-2-g6aVgUh~b;NRru=G#kmY#$El;WVGH5R2BV)^)L#CTJwNSq?%K6(i7SQi z9R+r*$B)a>v)#Sf7@fetKel_z-cuK*hc($=?qHQWDY?+9moZent0Ga%TTCI}+8{;c zTi!b_7d6kFE`v&^zxR0G!4*f7FI=lI9uV_7Q z{b**S&8Gay_9I@DpcCl~0uu)7HtbTmawT(laq=^Lpp1k>^UG_2WA`2AhmKE7O*Q(m zc%Ia`?8d3J_(bCA(IK@NM-j2r1Zldnjv*yF6D-8sg@h6p4#|7@qzY!-bcT!MwHVO0 zYK8XcS`K~mSj_c zhrFj+Z+K7pF)OC+i+#L@|7OoSrs>ajgr`0THMQj1s6XDfblXVy;=>&+C+Z$u9q(L1 zAk!s}v!^V~*L0WBw!V4x^$73r|%#+dP{Zu3gxVn??p zy6-V3@#@PLQ8EciDdss2WCcwR^G*#X$!jje%Ehn^w;BnJ5CSNmKTJE{bWQMUtSwCIT;tRibLr5{lva&N{D8vdReU;g|(rt zDKP>Nx)*dyr4=GmGTz3tl32~5nSZir2r*50VP@3qOrr6z;)2S(tZJFhlD;1h?|ZMw zcICo_lh#t3e)+{*xZGmV{wZ#X0fO_ZHse%X+y-u73(=L+gKAy*HrlivZ_#GamA%TA zmamN3dMdp0=+6wdri|y`H&e>!$*{oco)1cPpJ_S57T_ zxQjayfq?|nM5UB`rR48dPUuU^d+to3->Jk-dDrC=y_0jye91UnrTN80Nt5>PepDWR zc4ZqU--AgD_6svz^nb`Tq+&<-;$T=VLUfW^ue3I{JoZ|*KM?hfCCng=&%}lYs<~b+ z3-9w_rj)O^)6I&B3ZFjxG$0^x(=M*dzSyUNP1EIXFG%{j&Kul0EWI~PI&7?oM4CVU zjLy)nyE*bP&Oe}EvpnjNUym2tIy8?fx8sHgZi)iL$u3 zxLTg&J&|Smpv9#nn>t}e-kbGT(UUV^zt9-t;^1&4q#8+wHqv&&v}xlmu92DX zx!#P8o09ymxi-8A=H+aUeLyYG5X0yPR){n>+X&#~Ei0PPNSU$4ah7 z?icq35XdpzmY|;Fv15;uT9-?X7WS9I)vG>9n_h-uT|M;nwqw7oGjsB-o2RmBM+L#R zI=x+O?-ep{%06Zk(gF^1TXwh#9Nz57?bYx~HzMgu(5u}6+cs~8#wWWwHbTfw8WD1L z?5f`36JgKmd=+juc!VV&f4)z0Jpzfla-H?Nt^38;6n>HY_JzfIqW4$DG_4b5Zh_n% z;$map8`_i@U0<5F;b-=18Gh2ux|WHFsU?v}_U2SfG;)E^dM;D1R>EarR1jN9>)yt7OJ=3hzXQ?uXgOOv0t}H{vu4f1 z$HFNPfa8%<6-!+2BD+VsyPvst?;dKmGkE#2l1}ddo6&i9<^=QZgA=pc>g~E*q5x&8 zo0{aw4yC`8`mU_(Jf4>vvK1nF3O&0>(@;}G@aeh7NyS`A3*W~Is7B=vWu`|m4o!XU zSyD`pqX&v=P1O{dZnx^;NuEX4a2!sEgxWO2rd@p7INRD~rtJt0b~Vc|Xx8deWLeRC zub(d3{GJSVx%r$HE+Uy-m1Cz3ZRYAuksln{1Rv<*SBrV#q|k<$!TFPDSWoJ^HN9Iv z4)m(fTJ6~OmullY8|SBuSj1T*1LUGE@Ww8Z<2C-M(o-SR zSbEF5&oSJKQHWN0Ysqn8G~uDAr+k4eBd=+@4jQFdLL&+ly-FvRkbkdc9u&Vtxe z%KP2U-kvcUwpx#`Uk2T>dn7*JSPs95B0g0?LTEO;1_V-gm!b zKV9h6>7ZXsEgfA20=>$I{lq(K9a+C+SiFk($gSSH6Fe~?2q>@Na0$EQK{vrx&=F}h z@W+X;!0_*~PhyaL>DJY7 zw^*U`%}05affD6^|HSt%P$2^4f9|K7xcB>^^#+twM&;0mmT#vln=p0E2w+Y*RP@HX zz0;#YS6vpi7CuN=y)UKHub!qJfDuUG!(RW;KAnJWYl>n%E>j-5A5Pp z8#x@C7cCR9CVyqwR5?_;*!f<_v-Lmj?M^V&b)Y<7Sv+anYV0F6>ZHTd5VX~&3(3ca z`zbfmb?dvENzu?0A^1Z+;`e}DFqG40dHC&nSLX=W7{Ot|B$fS-#l?N)m}*h)@1Hb$ zpW1$Qy3<5g`Rl**n9r|u40e}&M<7|-R3EVv+zUgG597b|*#7PColF#_ctS#)Wnf7Q zIjnE^B0Z8$XZOFFvJd@-uETtQO@zx7CHgc;wFUFKC*oU_e4l1xbuH%Be^#JNCCXpBPC^3f zr60(bPCy5|unU-L(-v(WRUM%zPxy!!fP4=Vrtq&qaX+m_CbzxyU%R7D8nvpEo^iw0 z%}u!$+*NgTGU&@|4d5(cJ9_joiXvImW_el#4wHwAW;>lx>2YdnGi4dJTsnXM(Nk}4 zZ)R2j0aajx`qmV60^gC@lVqa~Gn~Aci|nsSbHGioSs1NVh&*?ZQ$72_F7Cteu1miN zFN{oX+`9EcqmxR3Z5DHaYQ`_(a{mM$-)NVGnVX%3b~c|&MGyzke}CoBrAKn+=GQ2K z0bDNHNy=^sA3rutOiwHJy>FR9nAPD4n)-Yvj9Hw!@YtuU#kh!6;OCgMU?V&mwc^FK zQV}BRO>rd&=RKAcN?h+ueJvBVnHv1PHt2-Bkez8@hpBRrV~#;@r9Nm#RSJ!9tB1&( zPLNW{yxb9)@T+IeJcoTIsUb?+r=+Ch#S1UcM0vn~-e10O#VaH<4%bI!30`cAo>L(V?h7Z@|aE`J{V5a?(4z6*<)SsZqymSk14B;_=bS86E;zWh@Y z)pga?)#_+QSB{g`%(Uzabe!wkwPWYbR9_ZJgR=YMCtVj+vdrAl=4Tk=2`Kvzsw#2$ zZ_3?Y{aD0-Nx|}=FnI|-kqsULDZ7u~xMa{@lV`e{&*W3Q+p<7vT)3mOg~hIuH{P8r zTAJBG$xrQ1ub3Ztb8qtDL&3yd+M!3qQ{Pk-yEvUR{&)syKmn#CB?*aF{dEy34N+nS zsNtE#jVP(Dx7TH~q;+jaMpnN5<>F{(ktEzqiB}I?fZ3=e*P;%@=7B`zak*PDm!G^) z{gg8_G!%TS+W`sf<@&9AUzC=f6SVlkB>e3H6Wm0qH!6ymLA9|+?lgG&_gS^<5i8iZ zBz!v^@j9&3#d96`!pT6xxJ20yels~sOJ6K3df>0VYL9pmsx6j53o3#bL}xYu0dbf4 z&6RQ@tB=9wMEJB2I}w?8)v?(u1WuT?m%*a93=g+YHRxm=$rE}#N;1$2_7rz{;gp=%;U{8_G~6L^-$dnYP46D>$+YP4cKrH!pW{H-kYPuD$|Y~t*ID5Q zFFqU&(!UgMH||P+`t3V+rl*>2XiS>$g%HH>`p&}8$MmEA+}f`>D~!^ltTY!zQ43=s z%OI);%ba-1Dz9|*?CXbKA~9-NZ#w$1DkWQzDD_Ec(l(r0O4P5b&`dMxEcB-h7`B{a5!bB_sD8O@l-_1cRsq%T1S)7{xU@PQX^g<$;=YD0 ziBXs$0P9y;a~AE6pe=`lw(DHb`ptii1SBaY@ufx_I>^9w@I_>_WQEq~CmVlX-xqbF zEB~<-z>-%ci7d+I&_R{xntXgkYZ)Z>feMN~T`$+h{b#s{^H@zl-0NA%mbT)U3yO2r z3?Wf|#tkpZiT#XCc}(uwmx*#4@s0n#>M=Ig%W|M6+l=|bMBTWmWz-jyLFLbkb)N|2>_OHQ=buIAWU%~vWM zsY|j|_KwCz%jFAFAcjV43qX>`g6z?K=7wF*oB*Kf|MY1zu~RewCCv}1;;~t-zdCn z?{@EgD}tZ9>+;+YPOZYL1_lQIpZ}i++=a2^KmuBq>zE~zCB%~f; z;8HJf?buSKljW#muLeCsEX(j7JKONziONi&G5?lV#Y?tfUi*X(vf71Tn#=k7@B4z5 z%yNoJ_upSn*U7)KG{1%9t!WB-$Hu)YGhItYIn?Q;S(+8g4~gG+&u=NJ8FF2&1=4-*{gornon6^u?sE6iqd%i}Y445V zGZ~Y^bH9E=#)#I+Y1p-_)sn^($tr)Cb^rdWU<9#;>!F#^?{>JXSpcz;O(Xa3#ig}V zAj(KS1TUumHc#{3laXPn-E)lPh=~hlhy|%2kC(99jJ2zdw&$I<8E#gjX3xfh&>C)^ zbFGaKRY(2!@b8=Ps47SeI6ZXY42l3{)PR|WErE$D>AoB3H#TBBvvG0?^V_knZa?&` zc?7~h$Li9RBO&?~j^on5{_oaAXApb+nD2Q|8s1~PAI=nfs_amsF0!cK@W*t|Xh}^S zQv8E^k9u-w13M?DRD^3js!ab6vaPRls|}VH%Y#MTvQZmJf%a#Ui;f>|PKZO4&kt}K zPS95*e5%G=41pxz`=j9uF37KPoT$=2X)~;YN=U)M$tg**0I=lC)}rP4w=`aE!? zcG@UgX};J@S14N&?soVic+nnK%_9&7=iLGK!uO_jgY9{5p>V~;Ah9$qjw;^YJJu{sW|mM5ndMpRf> zSTrrb1C^Uz50;#t+WmZCeB8Et4%|cT1A~7~;(E%}akq6oj1!5}*Mp}@Inf{M?i}en z_gmB|+P|Nbdy<>eha zATB{Imh<|q0=H$(R^Zc(j~?%FYu=^p?0CL4%*ThY0K=6}%J_AbRuB99^DCty&45N; zW~X2|S5-D*I${1C0AI?PTi;No8xEwi|F}b|eSFiiEBL zW3g-o#$R(;@Fd*TH4F_OHmq`abVt7ucOhK#%&az(Jm{W63(5{>rKq)Z$2$M_B(@4M z->0FW$!!_>Hxc0kT?8+^etoYcUUoY?2paGJq)wmyT3VF9G^3YzHSz@n+!v_GP&(WV zcbRbjFRwo&oUB;@-8fnGE)m(iAc?SuHxle@)>$BE{#OLYPEW$I|9#5wAMvRhy z#c3@`B?`tP1^^F=NAfN}&7?9%RU$(01KMv^lVKU^c)i z%OVrVA%14vsNmbew0w6bhsulL7NdNv6M8jASx~#SCOh~>|HEsXbeT7nidc@_$~Z5N z+|*dMZMGR;V49W|Lh4!=IFh8p92xjVSm`;{nn#6AIt#@m1GyTt-IiFlZIc1>rC8=6 zic?LDhjNFa$PZxu%Sd6@>VmX!kzLs}0b<%&q#`!eS5Ntjze|I% zS6rBxO*HGeCFnHssJ|vC=I&j4q(@cXr@p=iJ<1~2tX-C3a;s11U1_44$ylV&4EH%DM{sGJN{f$=a{N~Qz_*tzbOah|+5IgF zP{Ki6>VUX3T3&2p5O#dp|G`DZH`8|1kW=ND`qI2`BxF6Pm(61x1y7$ni{D6p?xaDZ z!s9)&k4OpRIL$?`@^A-hu){OA2OudY`p!3Jn+RcL43C$rG`_iK3zQc zxTe{DVi#vR#i?Z89KAs;hJfR69w`H(_JGWIn`m(I>WX&(r zV;wU7Y>Gey@{}3IB022ABOYbl zGnp6k-alncdj9;ci((OwtGZ1m$%4Vo7;I6F%b$^nkx*<-Qnn)~gj5k5wv7>avL$1n zCzS$r^Zm3{mSLoCG?KTj%1R4#CWQ+Z&Wi_nJ%$v`#=>$DEe#Kn=w8{-%-|L9d*>Yy zpKUU3Q8d#fS{E*S9wJ@S)KG?Qy2gBY{I#-osvo|Y@r6iXui85Kib0QI94AD4l2Xd2 z{PE(MPw6*882F4i;+hidI)hSC3mZ-J@@rJ{88p^RPZrJELPwCy)U8e$Zi|u2a|5})etw$O`$S!9Qt0HcX_dd7_dR!xtqLMBfVryUr-LW{E2F`-wwyMr ztX1wASpWLYhURGT6N*Vnn(Ru>u|X%|5-xhSLaga?9PW0Ej*T6@v#pZ?j+=h__R;J# z7{_{Pv?LR1_IoN-9e2m!)_&anh1v0@(p%>>%DrjR<1fl}AxwJi_tR=Wm*=TSp%N z@enEjEAMpUvbSf!esM~T#dwh>#N_RWAM1$Bf!LoAc|M}Xf8C;5fOkbJpyu>oly_b% z@>7*b5Fwk85JIK(Vec9FK$I`~Vhf>#S(BlwrweW)9*&SUJ`!t?`a!!DEQBNh$Q^F{T(X{iz?iQejtaTxDQdZ`LWs$5a|n~aI`^_7G+_a`>Kjc zuIs|+E|ae1g)LP({`lhsuaVL))r^v$kvGAnaCFdZZK`+u-@o6P`r>(ma5N}6uL3%u z4ejD6wJQk#|D^7F=5;^+%*Mf?0i};f@&^xXOE98G?O-{w3k<*?HZ=OSEY(un~PejlU7@8S%nzNTx`HKpIsXFT;%+pI)b5!4UK?e88t ziFbF~OpO(6$~5oRkP1J27PKuqjdy`8<6%Ycjm9D(%08jR5xv*c;v~l?Wc$QA z!7~{hkl-WjPFnW<1+Hr72b4{kZJ6uztGhYeT!kBvFflWu1eU+$MLDD6()0t;bz3$rnjeuaE@XnyeawQx4|oGZCJ;s+`kDL}B=^)L!X4dFRb^ zL`FvD-hHLI`XZI`hyDtw8V>#-VnH~R^w0c|s@&W4z-mfIou_l~?-;Akvw9HpK~hGh zsVyT;A^I|_gMDuuR~iIBV?K|D<5%gzPJQ!soXVBKc*9_XVyoJ|P3N56|C-d2{P{1@ zFwuz1>OXHjC-n0pv48$5qqB2$cvj7&ic-$i)||YSoV!%jzx5OV!+>fChnz*~S7zU*A;U zcjj9CO*(gU=$#Qc{%^&c!Lv`yH01xIV(x*!z(NK(dd#e9i)gna#@|`R8Y^-WmVf zxkKmPjvk;~Y2`i7_MB<0_xkY>A1cD8T{{zpXrIbj;f{iViy)y6X?1utc*r09W$VHarQ3V9rN=ErB~c5t*? zZu;lnbQ|~L2L1ErdFj7>^q8OVKYnohUv_55`hEA&T&cI$k5`-O(^;4Pj|oJ?)4DF5 zF}U_H8T)kO^Ui-8t1xBY6bP389O{35`~UH<|CfHS>IIKe}FcFvuZ_DX1qlQ9BdA8yaffN?7h4fi*j<7J^C zU5Kq-fw^!P4aIP4B>@e^>(_-p^zyP**Q@YiB*uQkwiKbU-1C$DwPe7RdjC*dM60G< zN1s~VA@9>K(1MW12|0~)ZeIe9R79O%P0_R)s^#xekdu?Uuc6u&%S_q^@&>}?d)_@( zEU-0!=|!42zrHN*K5hS!oUD2Gxtt*wN?M*BztIfu2MjryP)}>Vei|8};%mWbha1*E zzs107811?=KlJ(aozyv)XeI~hDC9IQJ!VKiL-jC13p$?zu4zU_M($oVLNbmWH$zMs zZjAAKQ&y%)l@b@XsAUp%w2q}wb1kB%j-3tzjAUx;!@vJVVvmOu;#BV9m}0W?g1}Po zN)F6&+T^>uvfx#w0dpz9(X1FJ&6s7@rG<8btB#J2_iYxxmTd#)=!Zkt%z|SFi&JvF z^T7H02*&H-S53{g9(n<}h^0vv+GxJ*XzNc-biHfiOF^lP48Wqg&pmFo`&; z;9svk<(Q?x@)-|3lR?zA@B_N0ueG7H)k3xToIFIm+F(?#zY9WqHd-$C+{KIT4B@Y( zYjGX*qd8rvN5bvTxh>DdQ5{iFL|pNvVLj;1FL%1FxOAZ0O;k(@2<9_MM0Y?QXA>Ua z70RyNyNA>cgI&dvY9KciL@7?}WYcW!_41845h<7$tzD$Y3n!&xE2`rnToVh%i`Bck zyUC^V8GroDCo0qxxlU7>`WJ4}i6vusdHIfjf>yilx~c|ujvqfxnpaE^w9?|d9U=c@0K5Wvvur3d^B*=>iJI&Pih$dCYD|vVK_Ue#EbVD!=I8qcj zD12j2YW1p5Mp^e+P56t%)z@DInaN(ZT+}+g20LW9tE9xJL}aq&#O_ZtFmX?YW;*SA z9<%qa0DEhWmH+)g@wS}nBv8W>L1(An?Mp8 zG=r8U5CeFYgNt*M@T6z&bN+f31C`Z)vTQjQT9mZ`V=RW7;=C_;?M*N z%8O+Sc&?2gT~37M+^E=!bCJSVeK0@3QLr$BUY22MP8tKhX)=G8GjfGNu#jEqKBtl6 zCpyIE>K@Tpk`xI{gCag^0Kl+=ZjIlf&ZCv z{PN(40^%7oNiEcx7@$``wS=%zZGJWm|7*H}{pqb(?Cj71%sby7V#d?K)YhhV)>61@ zHW2*EFnmt3u(|Wps24luA?kovF$Z#$AlF+Hbb=nkPOAKl6a-MSO+rA~ByQMee+HwL zTfqOtTJ*ewZKH1Vr^d+h9#i$_x4}%I7c6L#2qr(%ZN-)4$PxWulevjLJoPH;P80yi zqRZdU10`M6(9npjHtsA`#rMk3j&;CUWdqD82X?R?do?w!c%BSO@a58^+aqWlPl5n( z!SCYIs7KpWOPmZ78QtI6x$2S^S^j>b!);}WY!W$n`K+4_2W`eXHG#w&?)S_j#D&9= z_E=+OW^%IHXB?wcnt@19+JF5EI-p{Ddip1Dr}z7YDQRf~;Z7e+)Y@L@YKq2T>PnN0 zsG_}nF7{pa=5<}wWF;3mSivB82F2QHpHOXZ%;4b7qKWtHseQ%E^G3ivo5&*}O+Apg zE}i$-3QX=Ak9Z*Qe%|ipS-T>Wuh>UQ5h5<_v6>=WG083-lBz~`5Rl1&g9n(bDbzrQ zz>uVSOesaJ&-RgCUudYmmA`cYCul&Ky3>=7K$9er2n(BZE4EM!L>=+>^WUDf-1v@; zt5!0QzFA%-0c+q>mQf(I+DOC#*iZd-^JtBRp2npA%>xtso%ZLkmW#PE zWCX?^EE0o{`8%&-O=1(pViv|QT*?7$Bd%s&Zm-+4^O>O zWC8yU#bJ5Tfs)x*9Vlef9N+!O%d2?UXcSF^m^16mBs!L?loD)(FvZWqHt`^IpFApu z4`>3*F@Ou*^8Wq%f>;=X!M6AkecZ+{CfD!XidKbq7$1;;%YuS~hl6LZ_yrFgJlGz) z6bJ$-+qkW9ZgH}%AQtTod}WqMs@6(LO0{|Dyf8MKM5?y69q;Tg$Y@KQ-v_Gd1TSw( zTegY%fPREa|LW8BCYpR9wGMT{v!^y}-8;x9oKd)fjWz`4Cw8)e$*pkM5e9RHR@)UbjdoHMB`2EluC7SSWUPvbvFaUFkhNXgvbZP zp#siXECB&(meBy;Xr#wJORqnVV{+1maABJ9$Cr^wVT-fQQ{%Rl6^wSLj$C=>bBz(^ zAS=PWTXPJkIc9dNXAR#5C3BaS{p+@T8>1Xux20)ieQ5Nd>N%!1C{XlaO8}o%Wum!@ zTgw`WtbT5yn!6xYcX~0;VNy>YZHHlQ1abuyG}@KAX?`FXRR|XnFr*(C1Rhrark>H6 z4jbSefe6Q8)||e4yYaCRN?HW1OLb{0=U{5w7OkP&rJQ7E51}w@6d0Fm$(cEP{d|^^ ziOr{vKoB}!G#ic;Tvw$kpbUk#Ni{`{cL3XCJUHO#(_Ujl&q;q}EeolF@SdTPikBUx zcC88W6#_TjZO-X~uA-`s*MjgAE~^dnu1H+DVog@$T%#m+o>blY@ipijwSlXax_i$a zT5vW1+v**lQPS+Bs!fFuS98L=PfuJ9s7qQWYZ|(ZyP$9dizw{czJXZDiG@7Yr12B% z)ZTGDx=JQYp*Z>%?9TCUfgC-0w2~LXA?cD-9?|Q4wbJRZ{<45*>`!ag>SpDO-c)&| zBaVU^x>46!*;CQp_~G{8fu4J8|vhEoD5eI zmJ)NGZuNUUZmq(2avRsbA)i{T5DIOPuG-YO&lHb(bdt1KfyEO z1>!N13vpl>cE{ekkKQQuq~h;iHu-a^E5S!sGh=kZ&wuF&m0H7{I$Lh9zfQ1QzdfEeu+NDERXk#DH)CG#lltxBwA){C|ON-3)Zil1zDllf7 ztBKz7f=C8&4uZ}G#pr9j_}zlM#sopbN<9@P02`CGrd@{qv{2^rf=)hrPSv@sb%uLR zn}2pE^Q1_3N&u_ui@WgSCnA2l=H*Np=uOUi4J-|BNS=-VU{6of-+%v-W2%!nU_U>8 ze8gH%H=~VbB+lL4{YpVvVXMGgN%6|E6Lj67PN#7jsp{eJHQ3)*G4iS-y!n@H+mzwg zr|SDKA|^C}XNen#a1#+r<34Jc!I=saaNxj!L_CxG4uDZd(!y7F4eO z&fj0MDJJ&vapKVdFf?_Sd2Ermx5&Zoop4CZYY;ETF!k;o?<`VBuWU0AassJ6c#T>W zu&bw$%JKrlB_tXXp88 zU#BOatfXl=uwr@y&p=T}Ct76j>v;&3gXC>Fd?vx)ta?G?D1uU7%@?BS!>{?RPl>z!4kuI`O73?iu zkTm8Cfnt$mLgj$H2N&!AngoUU5l` zWjj4D;u>2vFgZU*v2YaKb+9+Cq6oN^noWcS1dd>cof^a^kOvngHS6n|cI-9T(|Vcm%7q}swx zydmNp-I|ThzJIreu}tro7P^PoXD)8ikTPYI2Y0glh_u4DFXb(0-=s{T#TmEk0&q6v zMBVAA>*WuJ%C?C%qi~%Dv`K`WP~!4spXkj3Bx3dS_#LPqIXQn%BVvSE(R2VFs9m`+ zR(%ryY)h=v9@HL}~3LQE#;J}(xyH2xT7rg3Sjc0B4f> z&iC?_E6s4{jw=0K`CdREiA^DXKRR|1&U43N?N03lO%MTGhjD;?uqJlfC<}$B+H96= z#CC@SZ7=-&^PN-!e7YIPcPv}OwytWRE`kDr!S`BwK=Sgw-*7DM;_v6cN2kuZAcmou zdQYKHvWl@_4bZHaC?DqqHy@zr26&#SsDUi@)P2Fqs0Sr+V)I*<)lEZ5Ry|bE5gtkR z2K95;kCJt*W1DCiYSivt99o`Wr4RLqvSwUJ4*%e zuu!R_&`(rOOGN-S!q_}g5P|LRH`pbPumGPy9J6M=6MF%dXt*0-3q&^WmU=gR$OMxPuKgP&|Q_-p1{TWs-aD{*t<)Gj{Vv_{?yMsf7O z$fF6-cF$);UoE#K8%iAtyn2(Ij@VSq0@7qDi$ub*v@#&zGH*>`OaQ+w3zB2{^#-P! zpkaKY;WQ~oDL_0VD;1T>lhL0pE9E?p1W--deL`;#i?nXaw6{j1&|Ve}2zk_JCm1h$ zSL4d@E(S^xa3FIScyo;x;Hg(BVDRFjMiwmRyx{Zwjh0G104rC`HEUvLB?UoOTBRBqsaY_rN>!Ak;S2mkJ$v=E8xTws!e&qJt*>O{_h%TScMP->Vp zoKYttZ)lh}GfIskRea5}{QzJSafJ|CzCod&C`MoY9ci}CX24ocMpJ`k z|Ni~)MUWtaC@;ud6nd;)e=O*fYoVI}`skY9J&Mem~0EGJ#53Yg*@$8O!al`2G8;pF1tIxo6%MydDR@o8{{ zgE+B+>hOKn%5;!5><&wIdmHx|;lBk$1@9)J!R6?Onrbd!t z6n&HR2wNw5fkYXEY?IO09W^&OP++s}X^V+ofVMB}Q7@oPU%Yrx-1o3_XgpY!DmZD0 z3Dny=(0b@YNww&}+m@M8b+e)vXb*;S~_V>XC8>c(~9o=V(yX5Z`1$Xm%|^ zB0H!|Fi@#C8uT*YSIBc+&cR8N7IBojXp#xV4@lL|XZGdo1446O^4^z%jZX`A8biP9r1j_0 zH7?UF%DY<$QbaqwHc7WO1Z!DQ0pg#grJ3Eg1;;?2v*{z~A-O7FmNdtjdDzKdK{chl zPyPDU{NjZRtM7@#n1U%JYC~XA-&e~HTDDo^_3CF$mp>>L+FNwkQcX-FOq7btGUkJD za|}QswV4l=KyTaEGQmPISZ5{n3y4hxHR)IQB(yMx5DglFOLK3yujeZ zYz4<&OM9LbY)#BL1&Q3Aj~><3OG^ZBBz*q-dGn|aB~=qWw0D6AEH!0z_W9qKnUL2C z>>B8+W6!8-0-@5v+oY?!u(gQ3eXuL<)dXXB3*S*q$5)?8NWlgt?cc_|ByTk}o~ z1qBtxS_NhMHO5Gy=lBg=11k450ABopAD$7addF3emVJj>es5}&tRb&a=#IkPBX6;)fe1o$?$>Qt>8ej)rvyosu z)ad)lO&Xaii&20KrE2v1CTg5$RAk7Y3NcQQHStCkRD?cJFNG zzkT{pT!jJ(Y?$9LkmEPfm4T3J$*G=eehs~9T8%MrC&r2wObMAz))Ap+kQw0AJV7)R z8ZT}E_EZw7RfJKPkn{oL$T`Apr;46)UHm5If??yR6aC2o#e4^%u>c@hE~T?+=2wps zffdBD0`OjrF*s+t>9{a|6NyG()dVbLQofU4hM<{*^gv3O)Un&pPoEB<2er76T8J`c z2<)QWQYbuq^F2v8J4_I$nkXIxf+d#)B}gqy$W94c6q0c?(m16&4k;P;UzN~kK;!*P?KvIOQJk2R*GRlYG7ZkV(0@Vn#bW?mX|S^q}u#IH%^j*N1$Ohy^M?l+4?S! zOwW874?C6PZ|uGmC;d!3nP0TEwR3J*V1}0(R3K<)>~N^$^pH$6F*_T`3_yPw(}a+) zilS{tKN YO%Rew>tvef#zi2y|E`JQ*EO3DB75LGn%mwbQ`4K4C@=pzh5hfg6I+ zdjAkA%XqNsm$$zvQ~m@$4&3xCDNJME`F?UcZ5T0+<$TT}qJZ_ZcW0E?HW+Y{f=^kz zAoFklhHoO>qEqB=NE%0m8gp5(5c~rJ1BqmTf9AE4303)}a|m^0i$J!8)3G^R*y*I* zm(Rhgt9KfZS2wB7M>*v?th$x6>L?putTF?4s5-vvNo= z<9;=RznTIGlp9NC=CLa!SH3JpG%*}%jNxYynurbEE3fVR?cTdbyZwgdQO=2wcOIv@ z9l<3Ke2EBw>5UgrhYSVjhc}=$?Vrg1{b_;t zoneSGHU;r;NbkfWW^d|4l5ql$&ZoYBZIq>!YaZ#fSKuI^EPAr#(P@4a9uQ{D`9sSS zXL42)F_@AvFo(+~gc}B_2g2LG^&{f=4v( z4zgKLSPFvOMj6dcj)3(~B&zx?7r?!1?rKY&5lPFcz0DTaHM`ORSqV;ELmbDniHADd z7*i0p;&OHn2y&Is1vrdH#zBMcnb?k3oSOLx5ciauLIlvV8( zaR_rc_i8KxdJB&6Koh0xOuuh3VjPvmB$Bt^t-QgEO#f17@;A1QxY z0AmR$O_H#T@bpt!6&r|sVl zA9tQRHv%_+&CG}@8P18NssQwzHh=e;-hj?fBjXIheLccNnwmlhY#ZR9$m~eMD4;`_ zgdoVmAL_M8Z42r{wV|N_A`@ZWNJWo;s5Nc(5PkJV7$KJ$r)bJcu@Z3xYd|;|Vy>}x zJY>lm8ZxnxH>5UxB8gh_p?DqLpC11iL`z3^)cnu2|LFvS=j)%|T=>4u-1={e*#FWG z&V)CE{KLK%6ieH(WedESC#(cy`yt@IfOiGBek|5_T+Q@CIB-8P-AGn<*0_)t9B6F$ z(a2VL8#K%i;uOCinH}=)ONUfnI!+tH_VIS`PvTg6^gl4pD9fFTkmUQO!iGVl4E|&!MlSQ~~hN}Q;l%s5(BroKe zVeAMc6gkAkMd&jz+Q(PAo<@wwEor!zgW_oOE*dME)k3mQf-H)?dnUVcvd@B<+uEqiUsvbGlG7ggthwa7=+ODc;M zii)Qj#H3N(cKMSTJu_-E&f)<^v4Y~G1s^M!ECR8UhA%FI3M1Ts17Pkkfh*Wk1x#t} zMEe2l+n+nj5sK4Lf#pKn11ypZD3SOk*uv7%8#hAKB>4#9dEpnC+5~E94BW~f+Ujxg zeikAmwyE@}f!8~w9IDSS6@qX}S|rnt&;Ja&T8Jg-PRL@m>XcC4QN?{yKCK!@%z{~f zCar)JC;W&%*DRJ+RwU3lsl5#(MnkFz8ym_V?}^wY*`R0_s5*Zaw2x@&Km!do)aU!q zaJvK3V=_1fW_*ongSL=Hj?B97TTzRY)=S?FdIQgj?mp-7Oxs0i6V;E zq0%mJYONr8sU$*DvV%ql#{q3U-n7oIx0(ZP`2Y|YYP@J~^lc0y#&U?`WRVaEo@q?V zm#9~192*OOBiUnB0v$iV_INerCusdhoPxREUkQWIiR~b6>_7!Nb*TY=i9n@3D?YO8 zS&@ea1yahWeW#b;J%2uyjk$`N(V$)9RVi(wMipZqsuijrQa>t3zCQ~aUCt9T7z7hy zptg<8<<+D)#Ln){^72wdg+zofe%yp*2acu{eLBJ$)T`K&prg$~y8w1xBbET=4ruXB z)r`M2%cz&0?fadNz<2&@-A(Ot zX|9*Gp15VTrxiS^FW%%*5Rk0duKRUCZrL}l{CcbfLGCrtW3tJq9C4v^XsV}2_il7o z;M2g=z^9}A{W}^5MZa`PB(QjcC*OKj`KgIQ+A`$hTvk^0$hB20mV(E%V%Tvw{J6Nk zRn1LFi5hEu>Lb8h&fWxF4@YPN+;kF_eY^c8%GFmdU&^WS41A*MYHGDxlRg7Z(LN-kl-ePrr|XRz<+`%j zyyRrf{AUtrqVl%Xwl+r+%^_J~vZ58e2vrt#aQ*MU+ebxJV|#TgO&1mxwo&saax&nU zmzQYjf zkszd^iv6)!Y>HCi=y~NhnBeGI$DtX-eV-l}Zf^e1`Kz-<$O0Q?u4KS2Tp$$sqSnj` z0p!J39#5)3mYt>L1yxe(ZWTPKtNZ?$2iRCXpAS5-?cQ>7B0MH6hSi~lfq^3mvw$+U zN4hF1JN^9ps6w4Gu3_%6wbj3;z_Pm19NcYgZq7?e^3lMI{xiH+uq8HumqA9W_K7?d zjr8j4>y@TEifXz2_&T9+yNbaIPuw>~iM0@l0Z1o@EBYq+&c*ladqjaGqo30rmXANr zz`iF;G!O0ueb50^6*!+hPXpFDY^NgkHzBtLwSCQyCvxYpB(h~IR=wFvPY7$W{6ia!vefv?S|9$OR>LK8NJy3zf=8h-y`RS)?sxauE%u<(Ejhm(RpjB|`S`kXmBPQBl)KFAU0Z73Khf2&*h{@kX-D@qOg($cp6 zE?6zAvQW9wp<~2AQlvq2E~*+&f)P;fn^Di0wR>wNp^;JiEqG`=#f?CjEE2llMqfPe znX^{%(*tJAQ$n@yefT2%q3j{{OFv}T83GvxdwX>=vzpG%sg%%&8Ih^Na;2`myOBJh zP&g6%FVn^)BMv<>r4;c1E4<1brrbl|GTs(f`~IxgG{d=?np!26Iv|3ctlsUUc+1h* zIS~`E4lXX_E)OrG#fE{e{|(cPyvj;r(XSJs#<(Zu?e(8tg1wVdHuRF$=T23*W5f=y zH9s@c5~)VND!g}OaDDWGw3zG*4W3tV39J|@x8v7(%K~@#3)x8ME%PCpW`N+c1i@u) zKK}j&vNbDLW@6Y-Q$^(v!?TIA?*1=@X=!Qp9FBIjXtI48Hr;g)@ec<1fJUo-{J0sU zuDy#(N48+lc^Zea1$Bl8Akz99?KYH#Rm)_uERM3c$YWx9j&3@-Zwa06`JcT&Oj+}Y zm9eVGKAmBs)uWvNe_xSAs1me=qKxmcfAR!RKRx+ zW!qd|&+_s19u%2)L=0}^e!Ii&;lqbnz93ue+3b7-v>Rd|8+IHb8}QB_$=Ovb9iqJ3v9z24JlZ+=k2q4-|DxO>1ayA$TDh!Ypv@Lnxl3WH%BM zKR!5ZtWB7T8eeF&2UK*+6((o{=VfGAAc1UIHc{%zudl0XLZx%<`t@AY+_Q)uhS77C zVDoHGSEKWd80_Te7!NnBG)QiS5LEMWbDK$)Q&OVm!f%U879m1XpVF_R#1e$1h!7Gc z>d%a&pv{KdreS2n=J9w*n~z+SNF+h9)#Sy;4}rC$qKf(sq-lrcDSY~Te0=Qo?~lbd zo8I2uZrUw6Ts#2ILIj9>Ej6_eMGGoa7D6}t1Vv!ZBHfLS)vqAI30hzu!i=dsq~lRt zP+nfH=0;N~>rO0W(n6XM5(hcgg4KbkWaB1)ObFi+#s=Q^$C%AI8->1Yg;)*@x;jb| z8^9^-t+9OC8e2P%jUY!xyBbC_9*}kJM<{Ovk~`uf1WSzQ22bX4}-DLFj9W@RM^EkckbliVqyb8Stn=bb_O>mS|AWSeia~-WC;Wgt1dtE znnmBOW0L-t8Rbu*BUQzz(5)FA|7PE0EV8=3e()Kq)*7%|nV|N@CEw}j{0P|%zcC`Y zAq$OI=JKWZZKm0$Z}|C|maeV>fIwUpRelS0^q0piW~IpKd3kw50$U4<^IiVJ#wm1^w?osK{d*{Sag4CB`3saDn2VJ|7RvVEmtc bA!VL%Lo&qrEne#|U7cn5qebBl2haT%+J+gj diff --git a/docs/_static/meta-models/ts-data.png b/docs/_static/meta-models/ts-data.png index dab2adc9a80194018941db677a1bb18856b46157..36a9e87ed1ec373adbcf0d6964a1c3fdeb0ed4af 100644 GIT binary patch delta 45 zcmaEQi0SDerU`BemU@Od3K=CO1;tkS`nicE1v&X8Ihjd%`9 Date: Sun, 28 Jul 2024 22:51:46 +0200 Subject: [PATCH 04/10] print --- tests/test_pandas_utils/test_pandas_utils.py | 1 - 1 file changed, 1 deletion(-) diff --git a/tests/test_pandas_utils/test_pandas_utils.py b/tests/test_pandas_utils/test_pandas_utils.py index 19c8ce98..dd4bbc58 100644 --- a/tests/test_pandas_utils/test_pandas_utils.py +++ b/tests/test_pandas_utils/test_pandas_utils.py @@ -48,7 +48,6 @@ def test_add_lags_correct_df(data, frame_func): ans = add_lags(test_df, "X1", -1) if isinstance(ans, pl.LazyFrame): ans = ans.collect() - print("HERE\n", ans) if isinstance(expected, pl.LazyFrame): expected = expected.collect() assert [x for x in ans.columns] == [x for x in expected.columns] From 5a434e548bfec1f9c5af81c23080de16741bc976 Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Sun, 4 Aug 2024 13:06:33 +0200 Subject: [PATCH 05/10] codebase --- sklego/meta/_grouped_utils.py | 7 ++++--- sklego/meta/grouped_predictor.py | 8 ++++---- sklego/meta/hierarchical_predictor.py | 18 ++++++++++++------ sklego/model_selection.py | 8 +++++--- 4 files changed, 25 insertions(+), 16 deletions(-) diff --git a/sklego/meta/_grouped_utils.py b/sklego/meta/_grouped_utils.py index 47e71df4..4e8d7d6b 100644 --- a/sklego/meta/_grouped_utils.py +++ b/sklego/meta/_grouped_utils.py @@ -33,10 +33,11 @@ def parse_X_y(X, y, groups, check_X=True, **kwargs) -> nw.DataFrame: # Convert y and assign it to the frame n_samples = X.shape[0] - native_space = nw.get_native_namespace(X) + y_series = nw.from_dict( + data={"tmp": [None] * n_samples if y is None else y}, native_namespace=nw.get_native_namespace(X) + )["tmp"] - y_native = native_space.Series([None] * n_samples) if y is None else native_space.Series(y) - return X.with_columns(__sklego_target__=nw.from_native(y_native, allow_series=True)) + return X.with_columns(__sklego_target__=y_series) def _validate_groups_values(X: nw.DataFrame, groups: List[int] | List[str]) -> None: diff --git a/sklego/meta/grouped_predictor.py b/sklego/meta/grouped_predictor.py index a61f331f..81c4c84f 100644 --- a/sklego/meta/grouped_predictor.py +++ b/sklego/meta/grouped_predictor.py @@ -149,12 +149,12 @@ def __add_shrinkage_column(self, frame, groups=None): if self.shrinkage is not None and self.use_global_model: n_samples = frame.shape[0] - native_space = nw.get_native_namespace(frame) frame = frame.select( - nw.from_native(native_space.Series([self._global_col_value] * n_samples), allow_series=True).alias( - self._global_col_name - ), + nw.from_dict( + data={self._global_col_name: [self._global_col_value] * n_samples}, + native_namespace=nw.get_native_namespace(frame), + )[self._global_col_name], nw.all(), ) groups = [self._global_col_name] if groups is None else [self._global_col_name, *groups] diff --git a/sklego/meta/hierarchical_predictor.py b/sklego/meta/hierarchical_predictor.py index f7a53274..c75e8f13 100644 --- a/sklego/meta/hierarchical_predictor.py +++ b/sklego/meta/hierarchical_predictor.py @@ -281,12 +281,15 @@ def fit(self, X, y=None): msg = "Found 0 features, while a minimum of 1 if required." raise ValueError(msg) - native_space = nw.get_native_namespace(X) - + native_namespace = nw.get_native_namespace(X) + target_series = nw.from_dict({self._TARGET_NAME: y}, native_namespace=native_namespace)[self._TARGET_NAME] + global_series = nw.from_dict({self._GLOBAL_NAME: [1] * n_samples}, native_namespace=native_namespace)[ + self._GLOBAL_NAME + ] frame = X.with_columns( **{ - self._TARGET_NAME: nw.from_native(native_space.Series(y), allow_series=True), - self._GLOBAL_NAME: nw.from_native(native_space.Series([1] * n_samples), allow_series=True), + self._TARGET_NAME: target_series, + self._GLOBAL_NAME: global_series, } ).pipe(self.__validate_frame) @@ -318,11 +321,14 @@ def _predict_estimators(self, X, method_name): X = nw.from_native(pd.DataFrame(X)) n_samples = X.shape[0] - native_space = nw.get_native_namespace(X) + native_namespace = nw.get_native_namespace(X) + global_series = nw.from_dict({self._GLOBAL_NAME: [1] * n_samples}, native_namespace=native_namespace)[ + self._GLOBAL_NAME + ] frame = X.with_columns( **{ - self._GLOBAL_NAME: nw.from_native(native_space.Series([1] * n_samples), allow_series=True), + self._GLOBAL_NAME: global_series, self._INDEX_NAME: np.arange(n_samples), } ).pipe(self.__validate_frame) diff --git a/sklego/model_selection.py b/sklego/model_selection.py index fbc4b4a6..9fa26132 100644 --- a/sklego/model_selection.py +++ b/sklego/model_selection.py @@ -263,11 +263,13 @@ def update_split_info(indices, j, part, summary): j = 0 for i in self.split(nw.to_native(X)): - update_split_info(native_namespace.Series(i[0]), j, "train", summary) - update_split_info(native_namespace.Series(i[1]), j, "valid", summary) + train_info = nw.to_native(nw.from_dict({"tmp": i[0]}, native_namespace=native_namespace)["tmp"]) + valid_info = nw.to_native(nw.from_dict({"tmp": i[1]}, native_namespace=native_namespace)["tmp"]) + update_split_info(train_info, j, "train", summary) + update_split_info(valid_info, j, "valid", summary) j = j + 1 - result = nw.from_native(native_namespace.DataFrame(summary)) + result = nw.from_dict(summary, native_namespace=native_namespace) result = nw.maybe_set_index(result, ["fold", "part"]) return nw.to_native(result) From fb8b46274e2152c2215afa5842c5707df8271c6d Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Sun, 4 Aug 2024 13:06:49 +0200 Subject: [PATCH 06/10] tests --- tests/test_meta/test_grouped_predictor.py | 22 ++++++++++--------- tests/test_meta/test_grouped_transformer.py | 11 +++++----- .../test_meta/test_hierarchical_predictor.py | 9 ++++---- tests/test_meta/test_regression_outlier.py | 5 +++-- 4 files changed, 26 insertions(+), 21 deletions(-) diff --git a/tests/test_meta/test_grouped_predictor.py b/tests/test_meta/test_grouped_predictor.py index 21606a46..93a181f0 100644 --- a/tests/test_meta/test_grouped_predictor.py +++ b/tests/test_meta/test_grouped_predictor.py @@ -1,8 +1,10 @@ from contextlib import nullcontext as does_not_raise +import narwhals.stable.v1 as nw import numpy as np import pandas as pd import polars as pl +import pyarrow as pa import pytest from sklearn.dummy import DummyRegressor from sklearn.impute import SimpleImputer @@ -60,32 +62,32 @@ def random_xy_grouped_clf_different_classes(request): @pytest.mark.parametrize("groups, expected", [("diet", {1, 2, 3, 4}), ("chick", set(range(1, 50 + 1)))]) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_chickweight_keys(groups, expected, frame_func): - df = frame_func(load_chicken(as_frame=True)) + df = nw.from_native(frame_func(load_chicken(as_frame=True).to_dict(orient="list"))) mod = GroupedPredictor(estimator=LinearRegression(), groups=groups) - mod.fit(df[["time", groups]], df["weight"]) + mod.fit(nw.to_native(df.select("time", groups)), nw.to_native(df["weight"])) assert set(mod.estimators_.keys()) == expected -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_chickweight_can_do_fallback(frame_func): - df = frame_func(load_chicken(as_frame=True)) + df = nw.from_native(frame_func(load_chicken(as_frame=True).to_dict(orient="list"))) mod = GroupedPredictor(estimator=LinearRegression(), groups="diet") - mod.fit(df[["time", "diet"]], df["weight"]) + mod.fit(nw.to_native(df.select("time", "diet")), nw.to_native(df["weight"])) assert set(mod.estimators_.keys()) == {1, 2, 3, 4} to_predict = pd.DataFrame({"time": [21, 21], "diet": [5, 6]}) assert mod.predict(to_predict).shape == (2,) assert mod.predict(to_predict)[0] == mod.predict(to_predict)[1] -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_chickweight_can_do_fallback_proba(frame_func): - df = frame_func(load_chicken(as_frame=True)) + df = nw.from_native(frame_func(load_chicken(as_frame=True).to_dict(orient="list"))) - y = np.where(df["weight"] > df["weight"].mean(), 1, 0) + y = nw.to_native((df["weight"] > df["weight"].mean()).cast(nw.Int32)) mod = GroupedPredictor(estimator=LogisticRegression(), groups="diet") - mod.fit(df[["time", "diet"]], y) + mod.fit(nw.to_native(df.select("time", "diet")), y) assert set(mod.estimators_.keys()) == {1, 2, 3, 4} to_predict = pd.DataFrame({"time": [21, 21], "diet": [5, 6]}) diff --git a/tests/test_meta/test_grouped_transformer.py b/tests/test_meta/test_grouped_transformer.py index fe1d3e70..63dba52f 100644 --- a/tests/test_meta/test_grouped_transformer.py +++ b/tests/test_meta/test_grouped_transformer.py @@ -3,6 +3,7 @@ import numpy as np import pandas as pd import polars as pl +import pyarrow as pa import pytest from sklearn import clone from sklearn.linear_model import LinearRegression @@ -262,7 +263,7 @@ def test_array_with_strings(): transformer.fit_transform(X) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) def test_df(penguins_df, frame_func): penguins_df = frame_func(penguins_df) meta = GroupedTransformer(StandardScaler(), groups=["island", "sex"]) @@ -273,7 +274,7 @@ def test_df(penguins_df, frame_func): assert transformed.shape == (penguins_df.shape[0], penguins_df.shape[1] - 2) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) def test_df_missing_group(penguins_df, frame_func): meta = GroupedTransformer(StandardScaler(), groups=["island", "sex"]) @@ -307,7 +308,7 @@ def test_grouping_column_not_in_array(penguins): meta.fit_transform(X[:, :3]) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) def test_grouping_column_not_in_df(penguins_df, frame_func): meta = GroupedTransformer(StandardScaler(), groups=["island", "unexisting_column"]) @@ -316,7 +317,7 @@ def test_grouping_column_not_in_df(penguins_df, frame_func): meta.fit_transform(frame_func(penguins_df)) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) def test_no_grouping(penguins_df, frame_func): penguins_numeric = frame_func(penguins_df[["bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g"]]) @@ -326,7 +327,7 @@ def test_no_grouping(penguins_df, frame_func): assert (meta.fit_transform(penguins_numeric) == nonmeta.fit_transform(penguins_numeric)).all() -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) def test_with_y(penguins_df, frame_func): X = frame_func(penguins_df.drop(columns=["sex"])) y = penguins_df["sex"] diff --git a/tests/test_meta/test_hierarchical_predictor.py b/tests/test_meta/test_hierarchical_predictor.py index 94bd0161..e2519717 100644 --- a/tests/test_meta/test_hierarchical_predictor.py +++ b/tests/test_meta/test_hierarchical_predictor.py @@ -5,6 +5,7 @@ import numpy as np import pandas as pd import polars as pl +import pyarrow as pa import pytest from sklearn import clone from sklearn.datasets import make_classification, make_regression @@ -17,7 +18,7 @@ from sklego.meta import HierarchicalClassifier, HierarchicalRegressor -frame_funcs = [pd.DataFrame, pl.DataFrame] +frame_funcs = [pd.DataFrame, pl.DataFrame, pa.Table] @parametrize_with_checks([HierarchicalRegressor(estimator=LinearRegression(), groups=0)]) @@ -129,7 +130,7 @@ def test_fit_predict(meta_cls, base_estimator, task, fallback_method, shrinkage, """Tests that the model can be fit and predict with different configurations of fallback and shrinkage methods if X to predict contains same groups as X used to fit. """ - X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 1)]) + X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 2)]) meta_model = meta_cls( estimator=base_estimator, @@ -159,7 +160,7 @@ def test_fallback(meta_cls, base_estimator, task, fallback_method, context): """Tests that the model fails or not when predicting with different fallback methods if X to predict contains unseen group values. """ - X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 1)]) + X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 2)]) meta_model = meta_cls(estimator=base_estimator, groups=groups, fallback_method=fallback_method).fit(X, y) X[groups] = np.ones((X.shape[0], len(groups))) * -1 # Shortcut assignment that works both in pandas and polars @@ -190,7 +191,7 @@ def test_shrinkage(meta_cls, base_estimator, task, metric, shrinkage, kwargs): """Tests that the model performance is better than the base estimator when predicting with different shrinkage methods. """ - X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 1)]) + X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 2)]) X_ = nw.from_native(X).drop(groups).pipe(nw.to_native) meta_model = meta_cls( diff --git a/tests/test_meta/test_regression_outlier.py b/tests/test_meta/test_regression_outlier.py index 2cd1fa81..0d429e79 100644 --- a/tests/test_meta/test_regression_outlier.py +++ b/tests/test_meta/test_regression_outlier.py @@ -1,6 +1,7 @@ import numpy as np import pandas as pd import polars as pl +import pyarrow as pa import pytest from sklearn.linear_model import LinearRegression, LogisticRegression from sklearn.utils.estimator_checks import parametrize_with_checks @@ -37,7 +38,7 @@ def test_obvious_example(): assert preds[i] == -1 -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) def test_obvious_example_dataframe(frame_func): # generate random data for illustrative example np.random.seed(42) @@ -54,7 +55,7 @@ def test_obvious_example_dataframe(frame_func): assert preds[i] == -1 -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) def test_raises_error(frame_func): # generate random data for illustrative example np.random.seed(42) From bdb88d38e9b5f0386f56e3f0eb33c70a0eb51f43 Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Sun, 4 Aug 2024 13:07:07 +0200 Subject: [PATCH 07/10] bump min version --- pyproject.toml | 5 ++--- 1 file changed, 2 insertions(+), 3 deletions(-) diff --git a/pyproject.toml b/pyproject.toml index a8594066..693fa94e 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,7 +20,7 @@ maintainers = [ ] dependencies = [ - "narwhals>=1.0.0", + "narwhals>=1.1.6", "pandas>=1.1.5", "scikit-learn>=1.0", "importlib-metadata >= 1.0; python_version < '3.8'", @@ -62,8 +62,7 @@ docs = [ ] test = [ - "narwhals[polars]", - "pyarrow", + "narwhals[polars,pyarrow]", "pytest>=6.2.5", "pytest-xdist>=1.34.0", "pytest-cov>=2.6.1", From 8f83655d5c06c2ccd6165e6a5d6e8feec58591d9 Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Sun, 4 Aug 2024 21:04:54 +0200 Subject: [PATCH 08/10] fix with narwhals branch --- setup.py | 1 + sklego/meta/grouped_predictor.py | 7 +++--- sklego/meta/grouped_transformer.py | 2 +- sklego/meta/hierarchical_predictor.py | 2 +- tests/test_meta/test_grouped_transformer.py | 24 ++++++++++--------- .../test_meta/test_hierarchical_predictor.py | 8 +++---- tests/test_meta/test_regression_outlier.py | 4 ++-- 7 files changed, 26 insertions(+), 22 deletions(-) diff --git a/setup.py b/setup.py index 2f3e89f4..a0e014a0 100644 --- a/setup.py +++ b/setup.py @@ -2,6 +2,7 @@ """ setup.py is used to distribute scikit-lego as a package using setuptools and twine """ + from setuptools import setup if __name__ == "__main__": diff --git a/sklego/meta/grouped_predictor.py b/sklego/meta/grouped_predictor.py index 81c4c84f..f751503c 100644 --- a/sklego/meta/grouped_predictor.py +++ b/sklego/meta/grouped_predictor.py @@ -123,12 +123,13 @@ def __fit_grouped_estimator( if columns is None: columns = self._groups + to_drop = list(set(["__sklego_target__", *columns, *as_list(self.groups)])) grouped_estimators = { # Fit a clone of the estimators to each group (group_name[0] if len(group_name) == 1 else group_name): self.__fit_single_group( group=(group_name[0] if len(group_name) == 1 else group_name), - X=nw.to_native(X_grp.drop(["__sklego_target__", *columns, *as_list(self.groups)])), - y=(nw.to_native(X_grp.select("__sklego_target__")).to_numpy().reshape(-1) if y is not None else None), + X=nw.to_native(X_grp.drop(to_drop)), + y=(X_grp.select("__sklego_target__").to_numpy().reshape(-1) if y is not None else None), ) for group_name, X_grp in frame.group_by(columns) } @@ -285,7 +286,7 @@ def __predict_groups(self, frame: nw.DataFrame, method="predict", groups=None): (group_value[0] if len(group_value) == 1 else group_value), nw.to_native(X_grp.drop(["__sklego_index__", *groups, *as_list(self.groups)])), method=method, - ).set_index(nw.to_native(X_grp["__sklego_index__"]).to_numpy().reshape(-1).astype(int)) + ).set_index(X_grp["__sklego_index__"].to_numpy().reshape(-1).astype(int)) for group_value, X_grp in frame.group_by(groups) ], axis=0, diff --git a/sklego/meta/grouped_transformer.py b/sklego/meta/grouped_transformer.py index fe737ec6..ed4d9b19 100644 --- a/sklego/meta/grouped_transformer.py +++ b/sklego/meta/grouped_transformer.py @@ -159,7 +159,7 @@ def __transform_groups(self, frame: nw.DataFrame): results = [ ( - nw.to_native(X_grp.select("__sklego_index__")).to_numpy().squeeze().astype(int), + X_grp.select("__sklego_index__").to_numpy().squeeze().astype(int), self.__transform_single_group( group_name, nw.to_native(X_grp.drop(["__sklego_index__", *self.groups_])) ), diff --git a/sklego/meta/hierarchical_predictor.py b/sklego/meta/hierarchical_predictor.py index c75e8f13..30c1ba36 100644 --- a/sklego/meta/hierarchical_predictor.py +++ b/sklego/meta/hierarchical_predictor.py @@ -346,7 +346,7 @@ def _predict_estimators(self, X, method_name): for level_idx, grp_names in enumerate(self.fitted_levels_): for grp_values, grp_frame in frame.group_by(grp_names): - grp_idx = nw.to_native(grp_frame.select(self._INDEX_NAME)).to_numpy().reshape(-1) + grp_idx = grp_frame.select(self._INDEX_NAME).to_numpy().reshape(-1) _estimator, _level = _get_estimator( estimators=self.estimators_, diff --git a/tests/test_meta/test_grouped_transformer.py b/tests/test_meta/test_grouped_transformer.py index 63dba52f..d1f95a3e 100644 --- a/tests/test_meta/test_grouped_transformer.py +++ b/tests/test_meta/test_grouped_transformer.py @@ -263,9 +263,9 @@ def test_array_with_strings(): transformer.fit_transform(X) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_df(penguins_df, frame_func): - penguins_df = frame_func(penguins_df) + penguins_df = frame_func(penguins_df.to_dict(orient="list")) meta = GroupedTransformer(StandardScaler(), groups=["island", "sex"]) transformed = meta.fit_transform(penguins_df) @@ -274,14 +274,14 @@ def test_df(penguins_df, frame_func): assert transformed.shape == (penguins_df.shape[0], penguins_df.shape[1] - 2) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_df_missing_group(penguins_df, frame_func): meta = GroupedTransformer(StandardScaler(), groups=["island", "sex"]) # Otherwise the fixture is changed X = penguins_df.copy() X.loc[0, "island"] = None - X = frame_func(X) + X = frame_func(X.to_dict(orient="list")) with pytest.raises(ValueError): meta.fit_transform(X) @@ -308,18 +308,20 @@ def test_grouping_column_not_in_array(penguins): meta.fit_transform(X[:, :3]) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_grouping_column_not_in_df(penguins_df, frame_func): meta = GroupedTransformer(StandardScaler(), groups=["island", "unexisting_column"]) # This should raise ValueError with pytest.raises(ValueError): - meta.fit_transform(frame_func(penguins_df)) + meta.fit_transform(frame_func(penguins_df.to_dict(orient="list"))) -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_no_grouping(penguins_df, frame_func): - penguins_numeric = frame_func(penguins_df[["bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g"]]) + penguins_numeric = frame_func( + penguins_df[["bill_length_mm", "bill_depth_mm", "flipper_length_mm", "body_mass_g"]].to_dict(orient="list") + ) meta = GroupedTransformer(StandardScaler(), groups=None) nonmeta = StandardScaler() @@ -327,10 +329,10 @@ def test_no_grouping(penguins_df, frame_func): assert (meta.fit_transform(penguins_numeric) == nonmeta.fit_transform(penguins_numeric)).all() -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_with_y(penguins_df, frame_func): - X = frame_func(penguins_df.drop(columns=["sex"])) - y = penguins_df["sex"] + X = frame_func(penguins_df.drop(columns=["sex"]).to_dict(orient="list")) + y = penguins_df["sex"].to_numpy() meta = GroupedTransformer(StandardScaler(), groups="island") diff --git a/tests/test_meta/test_hierarchical_predictor.py b/tests/test_meta/test_hierarchical_predictor.py index e2519717..a6bbc465 100644 --- a/tests/test_meta/test_hierarchical_predictor.py +++ b/tests/test_meta/test_hierarchical_predictor.py @@ -18,7 +18,7 @@ from sklego.meta import HierarchicalClassifier, HierarchicalRegressor -frame_funcs = [pd.DataFrame, pl.DataFrame, pa.Table] +frame_funcs = [pd.DataFrame, pl.DataFrame, pa.table] @parametrize_with_checks([HierarchicalRegressor(estimator=LinearRegression(), groups=0)]) @@ -61,14 +61,14 @@ def make_hierarchical_dataset(task, frame_func=pd.DataFrame): else: raise ValueError("Invalid task") - X_ = ( + X_ = frame_func( pd.DataFrame(X, columns=[f"x_{i}" for i in range(X.shape[1])]) .assign( g_0=1, g_1=["A"] * (n_samples // 2) + ["B"] * (n_samples // 2), g_2=["X"] * (n_samples // 4) + ["Y"] * (n_samples // 2) + ["Z"] * (n_samples // 4), ) - .pipe(frame_func) + .to_dict(orient="list") ) groups = ["g_0", "g_1", "g_2"] @@ -163,7 +163,7 @@ def test_fallback(meta_cls, base_estimator, task, fallback_method, context): X, y, groups = make_hierarchical_dataset(task, frame_func=frame_funcs[randint(0, 2)]) meta_model = meta_cls(estimator=base_estimator, groups=groups, fallback_method=fallback_method).fit(X, y) - X[groups] = np.ones((X.shape[0], len(groups))) * -1 # Shortcut assignment that works both in pandas and polars + X = nw.to_native(nw.from_native(X).with_columns(**{g: nw.lit(-1) for g in groups})) with context: meta_model.predict(X) diff --git a/tests/test_meta/test_regression_outlier.py b/tests/test_meta/test_regression_outlier.py index 0d429e79..068a93ca 100644 --- a/tests/test_meta/test_regression_outlier.py +++ b/tests/test_meta/test_regression_outlier.py @@ -38,7 +38,7 @@ def test_obvious_example(): assert preds[i] == -1 -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_obvious_example_dataframe(frame_func): # generate random data for illustrative example np.random.seed(42) @@ -55,7 +55,7 @@ def test_obvious_example_dataframe(frame_func): assert preds[i] == -1 -@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.Table]) +@pytest.mark.parametrize("frame_func", [pd.DataFrame, pl.DataFrame, pa.table]) def test_raises_error(frame_func): # generate random data for illustrative example np.random.seed(42) From 0ba28c7b6864942f93e3838e72ceff300ed20cd0 Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Wed, 7 Aug 2024 21:16:23 +0200 Subject: [PATCH 09/10] bump narwhals --- pyproject.toml | 2 +- 1 file changed, 1 insertion(+), 1 deletion(-) diff --git a/pyproject.toml b/pyproject.toml index 693fa94e..dbc98f54 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -20,7 +20,7 @@ maintainers = [ ] dependencies = [ - "narwhals>=1.1.6", + "narwhals>=1.2.0", "pandas>=1.1.5", "scikit-learn>=1.0", "importlib-metadata >= 1.0; python_version < '3.8'", From 9437a0a7f53d7ab8c73a926c5a0f0e9bd6673bba Mon Sep 17 00:00:00 2001 From: FBruzzesi Date: Wed, 7 Aug 2024 22:38:48 +0200 Subject: [PATCH 10/10] list -> numpy constant creation --- sklego/meta/grouped_predictor.py | 2 +- sklego/meta/hierarchical_predictor.py | 4 ++-- 2 files changed, 3 insertions(+), 3 deletions(-) diff --git a/sklego/meta/grouped_predictor.py b/sklego/meta/grouped_predictor.py index f751503c..40878201 100644 --- a/sklego/meta/grouped_predictor.py +++ b/sklego/meta/grouped_predictor.py @@ -153,7 +153,7 @@ def __add_shrinkage_column(self, frame, groups=None): frame = frame.select( nw.from_dict( - data={self._global_col_name: [self._global_col_value] * n_samples}, + data={self._global_col_name: np.full(shape=n_samples, fill_value=self._global_col_value)}, native_namespace=nw.get_native_namespace(frame), )[self._global_col_name], nw.all(), diff --git a/sklego/meta/hierarchical_predictor.py b/sklego/meta/hierarchical_predictor.py index 30c1ba36..5d71cc5c 100644 --- a/sklego/meta/hierarchical_predictor.py +++ b/sklego/meta/hierarchical_predictor.py @@ -283,7 +283,7 @@ def fit(self, X, y=None): native_namespace = nw.get_native_namespace(X) target_series = nw.from_dict({self._TARGET_NAME: y}, native_namespace=native_namespace)[self._TARGET_NAME] - global_series = nw.from_dict({self._GLOBAL_NAME: [1] * n_samples}, native_namespace=native_namespace)[ + global_series = nw.from_dict({self._GLOBAL_NAME: np.ones(n_samples)}, native_namespace=native_namespace)[ self._GLOBAL_NAME ] frame = X.with_columns( @@ -322,7 +322,7 @@ def _predict_estimators(self, X, method_name): n_samples = X.shape[0] native_namespace = nw.get_native_namespace(X) - global_series = nw.from_dict({self._GLOBAL_NAME: [1] * n_samples}, native_namespace=native_namespace)[ + global_series = nw.from_dict({self._GLOBAL_NAME: np.ones(n_samples)}, native_namespace=native_namespace)[ self._GLOBAL_NAME ]
StackingClassifier(estimators=[('anomaly',
+