From 69afa8351790bc0df9d4f78f77e77fd2a80b34d2 Mon Sep 17 00:00:00 2001 From: Dimitri Lozeve Date: Mon, 10 Sep 2018 10:30:45 +0100 Subject: [PATCH] Update notebooks and scripts --- Pipfile | 7 +- Pipfile.lock | 613 ++++++++++++++++------------ clustering.ipynb | 657 ++++++++++++++++++++++++++++++ clustering.py | 119 ++++++ dills/wrcf_dgms.dill | Bin 0 -> 324479 bytes dills/wrcf_distmat.dill | Bin 0 -> 3466 bytes dills/wrcf_gram1.dill | Bin 0 -> 3466 bytes dills/zz_dgms.dill | Bin 0 -> 639630 bytes dills/zz_distmat.dill | Bin 0 -> 2858 bytes dills/zz_gram1.dill | Bin 0 -> 2858 bytes fig/diagram.pdf | Bin 0 -> 9823 bytes fig/gen_wrcf_b.pdf | Bin 0 -> 10311 bytes fig/gen_wrcf_k.pdf | Bin 0 -> 10314 bytes fig/gen_zz_b.pdf | Bin 0 -> 10301 bytes fig/gen_zz_k.pdf | Bin 0 -> 10301 bytes fig/sp_wrcf_b.pdf | Bin 0 -> 10612 bytes fig/sp_wrcf_k.pdf | Bin 0 -> 10597 bytes fig/sp_zz_b.pdf | Bin 0 -> 9951 bytes fig/sp_zz_k.pdf | Bin 0 -> 9961 bytes generative.ipynb | 686 ++++++++++++++++++++++++++++++++ generative.py | 128 ++++++ generative/wrcf_dgms.dill | Bin 0 -> 119240 bytes generative/wrcf_distmat.dill | Bin 0 -> 3466 bytes generative/wrcf_gram1.dill | Bin 0 -> 3466 bytes generative/zz_dgms.dill | Bin 0 -> 159225 bytes generative/zz_distmat.dill | Bin 0 -> 2858 bytes generative/zz_gram1.dill | Bin 0 -> 2858 bytes sliced_wasserstein.py | 18 + socialevolution.ipynb | 302 ++++++++++++++ sociopatterns.ipynb | 602 +++++++++++++++++++--------- sociopatterns.py | 106 +++++ sociopatterns/wrcf_dgms.dill | Bin 0 -> 1202958 bytes sociopatterns/wrcf_distmat.dill | Bin 0 -> 13066 bytes sociopatterns/wrcf_gram1.dill | Bin 0 -> 13066 bytes sociopatterns/zz_dgms.dill | Bin 0 -> 3118240 bytes sociopatterns/zz_distmat.dill | Bin 0 -> 6098 bytes sociopatterns/zz_gram1.dill | Bin 0 -> 6098 bytes sp_wrcf_k.pdf | Bin 0 -> 9860 bytes spplot.py | 18 + wrcf.py | 44 ++ zigzag.py | 65 +-- 41 files changed, 2896 insertions(+), 469 deletions(-) create mode 100644 clustering.ipynb create mode 100644 clustering.py create mode 100644 dills/wrcf_dgms.dill create mode 100644 dills/wrcf_distmat.dill create mode 100644 dills/wrcf_gram1.dill create mode 100644 dills/zz_dgms.dill create mode 100644 dills/zz_distmat.dill create mode 100644 dills/zz_gram1.dill create mode 100644 fig/diagram.pdf create mode 100644 fig/gen_wrcf_b.pdf create mode 100644 fig/gen_wrcf_k.pdf create mode 100644 fig/gen_zz_b.pdf create mode 100644 fig/gen_zz_k.pdf create mode 100644 fig/sp_wrcf_b.pdf create mode 100644 fig/sp_wrcf_k.pdf create mode 100644 fig/sp_zz_b.pdf create mode 100644 fig/sp_zz_k.pdf create mode 100644 generative.ipynb create mode 100644 generative.py create mode 100644 generative/wrcf_dgms.dill create mode 100644 generative/wrcf_distmat.dill create mode 100644 generative/wrcf_gram1.dill create mode 100644 generative/zz_dgms.dill create mode 100644 generative/zz_distmat.dill create mode 100644 generative/zz_gram1.dill create mode 100644 socialevolution.ipynb create mode 100644 sociopatterns.py create mode 100644 sociopatterns/wrcf_dgms.dill create mode 100644 sociopatterns/wrcf_distmat.dill create mode 100644 sociopatterns/wrcf_gram1.dill create mode 100644 sociopatterns/zz_dgms.dill create mode 100644 sociopatterns/zz_distmat.dill create mode 100644 sociopatterns/zz_gram1.dill create mode 100644 sp_wrcf_k.pdf create mode 100644 spplot.py create mode 100644 wrcf.py diff --git a/Pipfile b/Pipfile index c60ed2c..d8fcd96 100644 --- a/Pipfile +++ b/Pipfile @@ -12,7 +12,6 @@ networkx = "*" jupyterlab = "*" altair = "*" beakerx = "*" -dionysus = "*" ipyparallel = "*" dask = {extras = ["complete"]} graphviz = "*" @@ -22,5 +21,11 @@ bokeh = "*" scikit-learn = "*" sklearn_tda = {git = "https://github.com/MathieuCarriere/sklearn_tda"} cython = "*" +dionysus = {git = "https://github.com/mrzv/dionysus.git"} +nltk = "*" +pyclustering = "*" +dill = "*" +python-language-server = {extras = ["all"]} +"network2tikz" = "*" [dev-packages] diff --git a/Pipfile.lock b/Pipfile.lock index e940d6d..81486d3 100644 --- a/Pipfile.lock +++ b/Pipfile.lock @@ -1,7 +1,7 @@ { "_meta": { "hash": { - "sha256": "05e3399522b22302218e7257393571823c8820f342c48adbf3bd490988ad16f4" + "sha256": "09d52d6813195a12528ce0bdf157449a71b8491677818225cf22db63182017d1" }, "pipfile-spec": 6, "requires": {}, @@ -16,11 +16,17 @@ "default": { "altair": { "hashes": [ - "sha256:7926e2e1680457d70d52c5157468770f28b6ab6b126ba65fbd3824ebf6422e8b", - "sha256:e8b222588dde98ec614e6808357fde7fa321118db44cc909df2bf30158d931c0" + "sha256:6bdbc62a9b3fc22212e548a2a5f068c0dd378a9f5d99f1016346d7637894cfa9", + "sha256:c158699026eb5a19f95c1ca742e2e82bc20c27013ef5785f10836283e2233f8a" ], "index": "pypi", - "version": "==2.1.0" + "version": "==2.2.2" + }, + "autopep8": { + "hashes": [ + "sha256:655e3ee8b4545be6cfed18985f581ee9ecc74a232550ee46e9797b6fbf4f336d" + ], + "version": "==1.4" }, "backcall": { "hashes": [ @@ -31,17 +37,17 @@ }, "beakerx": { "hashes": [ - "sha256:2a319d54a80d585652a36b2e3ab130a9e848544048379b2d2b5c01884d5664b2" + "sha256:e71f041a6b8bcbd7700921d28d11f166daa0c9ea17847d75f8572b7d4e6484cc" ], "index": "pypi", - "version": "==0.21.1" + "version": "==1.1.0" }, "bleach": { "hashes": [ - "sha256:b8fa79e91f96c2c2cd9fd1f9eda906efb1b88b483048978ba62fef680e962b34", - "sha256:eb7386f632349d10d9ce9d4a838b134d4731571851149f9cc2c05a9a837a9a44" + "sha256:0ee95f6167129859c5dce9b1ca291ebdb5d8cd7e382ca0e237dfd0dad63f63d8", + "sha256:24754b9a7d530bf30ce7cbc805bc6cce785660b4a10ff3a43633728438c105ab" ], - "version": "==2.1.3" + "version": "==2.1.4" }, "bokeh": { "hashes": [ @@ -59,10 +65,10 @@ }, "cloudpickle": { "hashes": [ - "sha256:54858c7b7dc763ed894ff91059c1d0b017d593fe23850d3d8d75f47d98398197", - "sha256:ac7acd0dcb1c52fa14873f801efe0c53e6457bcc5f01542cb445a6515d9a4b72" + "sha256:6ea4b548f61a4f616b065182716318c7dced8c053517f35ac59cec22802daf3d", + "sha256:ce26435f16a855dfbebb1f7f8d967884080b167ee6374d7ff0951aaf2455972b" ], - "version": "==0.5.3" + "version": "==0.5.5" }, "cycler": { "hashes": [ @@ -73,51 +79,45 @@ }, "cython": { "hashes": [ - "sha256:0344e9352b0915910e212c38403b63f902ce1cba75dde7a43a9112ff960eb2a5", - "sha256:0a390c39e912fc5f82d5feae2d16ea061971407099e1efb0fecb255cb96fbeff", - "sha256:0f2b2e09f94c498f555935e732b7321b5f62f00e7a789238f6c5ddd66987a54d", - "sha256:15614592616b6dd5e919e158796350ebeba6cb6b5d2998cfff41b53f568c8355", - "sha256:1aae6d6e9858888144cea147eb5e677830f45faaff3d305d77378c3cba55f526", - "sha256:200583297f23e558744bc4688d8a2b2605ab6ad7d1494a9fd8c8094ad65ebf3c", - "sha256:295facc211a6b55db9979455b856180f2839be22ab767ffdea55986bee83ca9f", - "sha256:36c16bf39280fe857213d8da31c07a6179d3878c3dc2e435dce0974b9f8f0729", - "sha256:3fef8dfa9cf86ab7814ca31369374ddd5b9524f54406aa83b53b5937965b8e88", - "sha256:439d233d3214e3d69c033a9a93516758f2c8a03e83ea51ae14b6eed13687d224", - "sha256:455ab39c6c0849a6c008fcdf2fae42475f18d0801a3be229e8f75367bbe3b325", - "sha256:56821e3791209e6a11992e294afbf7e3dcda7d4fd54d06396dd521928d3d14fe", - "sha256:62b594584889b33bbea7e71f9d7c5c6539091b341334ef7ca1ae7e30a9dd3e15", - "sha256:6468345ee884a244d3b5250dad8696015ed8c6d24379b64767340379c1ff158a", - "sha256:70f81a75fb25c1c3c61843e3a6fe771a76c4ebf4d154455a7eff0740ad47dff4", - "sha256:8011090beb09251cb4ece1e14263e574b38eda696b788552b369ad343373d0e9", - "sha256:80d6a0369333a162fc32a22637f5870f3e87fb038c7b58860bbe00b05b58aa62", - "sha256:85b04e32af58a3c008c0ba8169017770aaa342a5972b748f81d043d66363e437", - "sha256:951cbd5e479aaff70ea7aa09eb8c50e2c98c9bc08abc5a72e504c90ebd4564bb", - "sha256:9c4db4cfc8ac219b50484a505e3327142db04d5e9954aaed00ab729ef4beb142", - "sha256:9ed273d82116fa148c92901b9639030e087979d455982bd7bf727fb486c0bd17", - "sha256:a1af59e6c9b4acc07c429d8495fc016a35e0a1270f28c57317352f512df7e214", - "sha256:b894ff4daf8dfaf657bf2d5e7190a4de11b2400b1e0fb0902974d35c23a26dea", - "sha256:bd6ce209cc00cac2a7e216d4145a6b323b30d1c7414e369fbd427bf07d966f2a", - "sha256:c2659981150b4de04397dcfd4bff64e384d3ba25af60d1b22820fdf108298cb2", - "sha256:c347d0a129c9742fefeaecf2455576c5ae73362aa01a27cea26fac237b7e2a87", - "sha256:c981a750858f1727995acf861ab030b267d264ca6efda2f01104941187a3675f", - "sha256:cc4152b19ec168391f7815d24b70c8911829ba281bd5fcd98cab9dc21abe62ff", - "sha256:d0f5b1668e7f7f6fc9849f49a20c5db10562a0ab29cd66818894dfebbca7b304", - "sha256:d7152006ed1a3adb8f978077b57d237ddafa188240af53cd72b5c79e4ed000e3", - "sha256:e5f877472993474296125c22b84c334b550010815e513cccce73da854a132d64", - "sha256:e7c2c87ff2f99ed4be1bb046d6eddfb388af627928037f9e0a420c05daaf14ed", - "sha256:edd7d499685655031be5b4d33005096b6345f81eeb7ab9d2dd415db0c7bcf64e", - "sha256:f99a777fda569a88deea863eac2722b5e88957c4d5f4413949740da791857ac9" + "sha256:022592d419fc754509d0e0461eb2958dbaa45fb60d51c8a61778c58994edbe36", + "sha256:07659f4c57582104d9486c071de512fbd7e087a3a630535298442cc0e20a3f5a", + "sha256:13c73e2ffa93a615851e03fad97591954d143b5b62361b9adef81f46a31cd8ef", + "sha256:13eab5a2835a84ff62db343035603044c908d2b3b6eec09d67fdf9970acf7ac9", + "sha256:183b35a48f58862c4ec1e821f07bb7b1156c8c8559c85c32ae086f28947474eb", + "sha256:2f526b0887128bf20ab2acc905a975f62b5a04ab2f63ecbe5a30fc28285d0e0c", + "sha256:32de8637f5e6c5a76667bc7c8fc644bd9314dc19af36db8ce30a0b92ada0f642", + "sha256:4172c183ef4fb2ace6a29cdf7fc9200c5a471a7f775ff691975b774bd9ed3ad2", + "sha256:553956ec06ecbd731ef0c538eb28a5b46bedea7ab89b18237ff28b4b99d65eee", + "sha256:660eeb6870687fd3eda91e00ba4e72220545c254c8c4d967fd0c910f4fbb8cbc", + "sha256:693a8619ef066ece055ed065a15cf440f9d3ebd1bca60e87ea19144833756433", + "sha256:759c799e9ef418f163b5412e295e14c0a48fe3b4dcba9ab8aab69e9f511cfefd", + "sha256:827d3a91b7a7c31ce69e5974496fd9a8ba28eb498b988affb66d0d30de11d934", + "sha256:87e57b5d730cfab225d95e7b23abbc0c6f77598bd66639e93c73ce8afbae6f38", + "sha256:9400e5db8383346b0694a3e794d8bded18a27b21123516dcdf4b79d7ec28e98b", + "sha256:9ec27681c5b1b457aacb1cbda5db04aa28b76da2af6e1e1fd15f233eafe6a0b0", + "sha256:ae4784f040a3313c8bd00c8d04934b7ade63dc59692d8f00a5235be8ed72a445", + "sha256:b2ba8310ebd3c0e0b884d5e95bbd99d467d6af922acd1e44fe4b819839b2150e", + "sha256:b64575241f64f6ec005a4d4137339fb0ba5e156e826db2fdb5f458060d9979e0", + "sha256:c78ad0df75a9fc03ab28ca1b950c893a208c451a18f76796c3e25817d6994001", + "sha256:cdbb917e41220bd3812234dbe59d15391adbc2c5d91ae11a5273aab9e32ba7ec", + "sha256:d2223a80c623e2a8e97953ab945dfaa9385750a494438dcb55562eb1ddd9565a", + "sha256:e22f21cf92a9f8f007a280e3b3462c886d9068132a6c698dec10ad6125e3ca1e", + "sha256:ea5c16c48e561f4a6f6b8c24807494b77a79e156b8133521c400f22ca712101b", + "sha256:ee7a9614d51fe16e32ca5befe72e0808baff481791728449d0b17c8b0fe29eb9", + "sha256:ef86de9299e4ab2ebb129fb84b886bf40b9aced9807c6d6d5f28b46fb905f82c", + "sha256:f3e4860f5458a9875caa3de65e255720c0ed2ce71f0bcdab02497b32104f9db8", + "sha256:fc6c20a8ac22202a779ad4c59756647be0826993d2151a03c015e76d2368ae5f" ], "index": "pypi", - "version": "==0.28.3" + "version": "==0.28.5" }, "dask": { "hashes": [ - "sha256:b50b435c51bf5ca30c2667d0d92649765b732a2e6bebe7e219e6dd3fe8d7ac4e", - "sha256:b89dc77ef23c380005db9441c3c42010fef47034c687f8d93d0e2619efa060c9" + "sha256:692924fbd5894afd1c71a73af974aa86bd4d07b0620e56af2d7d329900cf384a", + "sha256:aae1f237870c01773bca5a75289f10166b84e13b9e966d8431e945f1f1febb99" ], "index": "pypi", - "version": "==0.18.1" + "version": "==0.19.1" }, "decorator": { "hashes": [ @@ -126,21 +126,22 @@ ], "version": "==4.3.0" }, - "dionysus": { + "dill": { "hashes": [ - "sha256:3348014522b5166c51802c4e3e735685005ca098895debd000387c1f9de0987e", - "sha256:757fbc7cdfe69e7b267255a8b36456e9447830d1838a23cd6cfaed7da77083da", - "sha256:a5c8a18b6e9be0f8ae3eb12edff1c0b4cf931ae18479106f91fbc9b27e458155" + "sha256:624dc244b94371bb2d6e7f40084228a2edfff02373fe20e018bef1ee92fdd5b3" ], "index": "pypi", - "version": "==2.0.5" + "version": "==0.2.8.2" + }, + "dionysus": { + "git": "https://github.com/mrzv/dionysus.git" }, "distributed": { "hashes": [ - "sha256:6dcd885ea3b92bdc5af4ebb82ef37c073e60c9cdd24bc97d270a1cfed970e86b", - "sha256:73b992604118c1489f621586209a50c75d1df146e7eccbffbc790ac028a97ca4" + "sha256:2ef5a9612bcd06fe1bfdb4ca741834a87ba199e3bfe615f21e490e172fbd1a3f", + "sha256:9d4693442efe40e05e4304fe6d8174989c6eb4bad1afe70480c98263ef8e1cdb" ], - "version": "==1.22.0" + "version": "==1.23.1" }, "entrypoints": { "hashes": [ @@ -149,13 +150,19 @@ ], "version": "==0.2.3" }, + "future": { + "hashes": [ + "sha256:e39ced1ab767b5936646cedba8bcce582398233d6a627067d4c6a454c90cfedb" + ], + "version": "==0.16.0" + }, "graphviz": { "hashes": [ - "sha256:4958a19cbd8461757a08db308a4a15c3d586660417e1e364f0107d2fe481689f", - "sha256:7caa53f0b0be42c5f2eaa3f3d71dcc863b15bacceb5d531c2ad7519e1980ff82" + "sha256:310bacfb969f0ac7c872610500e017c3e82b24a8abd33d289e99af162de30cb8", + "sha256:865afa6ab9775cf29db03abd8e571a164042c726c35a1b3c1e2b8c4c645e2993" ], "index": "pypi", - "version": "==0.8.4" + "version": "==0.9" }, "heapdict": { "hashes": [ @@ -172,11 +179,11 @@ }, "ipykernel": { "hashes": [ - "sha256:395f020610e33ffa0b0c9c0cd1a1d927d51ab9aa9f30a7ae36bb0c908a33e89c", - "sha256:935941dba29d856eee34b8b5261d971bd5012547239ed73ddfff099143748c37", - "sha256:c091449dd0fad7710ddd9c4a06e8b9e15277da306590bc07a3a1afa6b4453c8f" + "sha256:00d88b7e628e4e893359119b894451611214bce09776a3bf8248fe42cb48ada6", + "sha256:a706b975376efef98b70e10cd167ab9506cf08a689d689a3c7daf344c15040f6", + "sha256:c5a498c70f7765c34f3397cf943b069057f5bef4e0218e4cfbb733e9f38fa5fa" ], - "version": "==4.8.2" + "version": "==4.9.0" }, "ipyparallel": { "hashes": [ @@ -188,10 +195,11 @@ }, "ipython": { "hashes": [ - "sha256:a0c96853549b246991046f32d19db7140f5b1a644cc31f0dc1edc86713b7676f", - "sha256:eca537aa61592aca2fef4adea12af8e42f5c335004dfa80c78caf80e8b525e5c" + "sha256:007dcd929c14631f83daff35df0147ea51d1af420da303fd078343878bd5fb62", + "sha256:b0f2ef9eada4a68ef63ee10b6dde4f35c840035c50fd24265f8052c98947d5a4" ], - "version": "==6.4.0" + "markers": "python_version >= '3.3'", + "version": "==6.5.0" }, "ipython-genutils": { "hashes": [ @@ -202,10 +210,10 @@ }, "ipywidgets": { "hashes": [ - "sha256:9985e91c300f7bb41ca97627ed8a8ce22750584cefd023ffbe4b0c18edb84605", - "sha256:ab9869cda5af7ba449d8f707b29b7e97a7db97d6366805d6b733338f51096f54" + "sha256:ba46e7228b951191c2288478a6f321c67013c0674aff074c8ad32a9723729e1d", + "sha256:d2bea16c0f08df978f63b58c9e91ac4c4bcc0ba5f90ca9a34c310678597542c3" ], - "version": "==7.2.1" + "version": "==7.4.1" }, "jedi": { "hashes": [ @@ -260,18 +268,18 @@ }, "jupyterlab": { "hashes": [ - "sha256:6a1af69fe0c0890891b5bb4cb9914edca68ed59b00ed50cd2bc78e230c739b55", - "sha256:88290656a2db2e38ef913a257ec283f3b5bd99144ed3d52899c9af7030077554" + "sha256:86854ad08e10aac67d2092051caba7831600c75df8c8ded3e0ddf96861242048", + "sha256:a85dcbf06febeaaaeace5a324e672e380738ac98c088792f675bef94420f23e2" ], "index": "pypi", - "version": "==0.32.1" + "version": "==0.34.7" }, "jupyterlab-launcher": { "hashes": [ - "sha256:c78646afa354856a7ba3d9583122b89603d24587126f4c49a04dd42f50c831ec", - "sha256:d6308617fbdb3949c76356e8149c9835b65b01653fdefd983085c61d75f3c810" + "sha256:bd91a0938d415fed3a9214aa918a66dd90ccff0c5b59c8a73134b1e6afd857c6", + "sha256:f880eada0b8b1f524d5951dc6fcae0d13b169897fc8a247d75fb5beadd69c5f0" ], - "version": "==0.10.5" + "version": "==0.13.1" }, "kiwisolver": { "hashes": [ @@ -285,18 +293,23 @@ "sha256:4329008a167fac233e398e8a600d1b91539dc33c5a3eadee84c0d4b04d4494fa", "sha256:45813e0873bbb679334a161b28cb9606d9665e70561fd6caa8863e279b5e464b", "sha256:53a5b27e6b5717bdc0125338a822605084054c80f382051fb945d2c0e6899a20", + "sha256:574f24b9805cb1c72d02b9f7749aa0cc0b81aa82571be5201aa1453190390ae5", "sha256:66f82819ff47fa67a11540da96966fb9245504b7f496034f534b81cacf333861", "sha256:79e5fe3ccd5144ae80777e12973027bd2f4f5e3ae8eb286cabe787bed9780138", + "sha256:83410258eb886f3456714eea4d4304db3a1fc8624623fc3f38a487ab36c0f653", "sha256:8b6a7b596ce1d2a6d93c3562f1178ebd3b7bb445b3b0dd33b09f9255e312a965", "sha256:9576cb63897fbfa69df60f994082c3f4b8e6adb49cccb60efb2a80a208e6f996", "sha256:95a25d9f3449046ecbe9065be8f8380c03c56081bc5d41fe0fb964aaa30b2195", + "sha256:a424f048bebc4476620e77f3e4d1f282920cef9bc376ba16d0b8fe97eec87cde", "sha256:aaec1cfd94f4f3e9a25e144d5b0ed1eb8a9596ec36d7318a504d813412563a85", "sha256:acb673eecbae089ea3be3dcf75bfe45fc8d4dcdc951e27d8691887963cf421c7", "sha256:b15bc8d2c2848a4a7c04f76c9b3dc3561e95d4dabc6b4f24bfabe5fd81a0b14f", "sha256:b1c240d565e977d80c0083404c01e4d59c5772c977fae2c483f100567f50847b", + "sha256:c595693de998461bcd49b8d20568c8870b3209b8ea323b2a7b0ea86d85864694", "sha256:ce3be5d520b4d2c3e5eeb4cd2ef62b9b9ab8ac6b6fedbaa0e39cdb6f50644278", "sha256:e0f910f84b35c36a3513b96d816e6442ae138862257ae18a0019d2fc67b041dc", "sha256:ea36e19ac0a483eea239320aef0bd40702404ff8c7e42179a2d9d36c5afcb55c", + "sha256:efabbcd4f406b532206b8801058c8bab9e79645b9880329253ae3322b7b02cd5", "sha256:f923406e6b32c86309261b8195e24e18b6a8801df0cfc7814ac44017bfcb3939" ], "version": "==1.0.1" @@ -315,29 +328,38 @@ }, "matplotlib": { "hashes": [ - "sha256:07055eb872fa109bd88f599bdb52065704b2e22d475b67675f345d75d32038a0", - "sha256:0f2f253d6d51f5ed52a819921f8a0a8e054ce0daefcfbc2557e1c433f14dc77d", - "sha256:1ef9fd285334bd6b0495b6de9d56a39dc95081577f27bafabcf28e0d318bed31", - "sha256:3eb17a4dc45e1ceefb899423e8152e10169fa281f960421c762fd8532186c323", - "sha256:3fb2db66ef98246bafc04b4ef4e9b0e73c6369f38a29716844e939d197df816a", - "sha256:3fd90b407d1ab0dae686a4200030ce305526ff20b85a443dc490d194114b2dfa", - "sha256:45dac8589ef1721d7f2ab0f48f986694494dfcc5d13a3e43a5cb6c816276094e", - "sha256:4bb10087e09629ba3f9b25b6c734fd3f99542f93d71c5b9c023f28cb377b43a9", - "sha256:4dc7ef528aad21f22be85e95725234c5178c0f938e2228ca76640e5e84d8cde8", - "sha256:4f6a516d5ef39128bb16af7457e73dde25c30625c4916d8fbd1cc7c14c55e691", - "sha256:70f0e407fbe9e97f16597223269c849597047421af5eb8b60dbaca0382037e78", - "sha256:7b3d03c876684618e2a2be6abeb8d3a033c3a1bb38a786f751199753ef6227e6", - "sha256:8944d311ce37bee1ba0e41a9b58dcf330ffe0cf29d7654c3d07c572215da68ac", - "sha256:8ff08eaa25c66383fe3b6c7eb288da3c22dcedc4b110a0b592b35f68d0e093b2", - "sha256:9d12378d6a236aa38326e27f3a29427b63edce4ce325745785aec1a7535b1f85", - "sha256:abfd3d9390eb4f2d82cbcaa3a5c2834c581329b64eccb7a071ed9d5df27424f7", - "sha256:bc4d7481f0e8ec94cb1afc4a59905d6274b3b4c389aba7a2539e071766671735", - "sha256:c78883145da9b5620aec523fa14ea814e07f2ba26a16b7f68ff7300604a911b3", - "sha256:dc0ba2080fd0cfdd07b3458ee4324d35806733feb2b080838d7094731d3f73d9", - "sha256:f26fba7fc68994ab2805d77e0695417f9377a00d36ba4248b5d0f1e5adb08d24" + "sha256:0ba8e3ec1b0feddc6b068fe70dc38dcf2917e301ad8d2b3f848c14ad463a4157", + "sha256:10a48e33e64dbd95f0776ba162f379c5cc55301c2d155506e79ce0c26b52f2ce", + "sha256:1376535fe731adbba55ab9e48896de226b7e89dbb55390c5fbd8f7161b7ae3be", + "sha256:16f0f8ba22df1e2c9f06c87088de45742322fde282a93b5c744c0f969cf7932e", + "sha256:1c6c999f2212858021329537f8e0f98f3f29086ec3683511dd1ecec84409f51d", + "sha256:2316dc177fc7b3d8848b49365498de0c385b4c9bba511edddd24c34fbe3d37a4", + "sha256:3398bfb533482bf21974cecf28224dd23784ad4e4848be582903f7a2436ec12e", + "sha256:3477cb1e1061b34210acc43d20050be8444478ff50b8adfac5fe2b45fc97df01", + "sha256:3cc06333b8264428d02231804e2e726b902e9161dc16f573183dee6cb7ef621f", + "sha256:4259ea7cb2c238355ee13275eddd261d869cefbdeb18a65f35459589d6d17def", + "sha256:4addcf93234b6122f530f90f485fd3d00d158911fbc1ed24db3fa66cd49fe565", + "sha256:50c0e24bcbce9c54346f4a2f4e97b0ed111f0413ac3fe9954061ae1c8aa7021f", + "sha256:62ed7597d9e54db6e133420d779c642503c25eba390e1178d85dfb2ba0d05948", + "sha256:69f6d51e41a17f6a5f70c56bb10b8ded9f299609204495a7fa2782a3a755ffc5", + "sha256:6d232e49b74e3d2db22c63c25a9a0166d965e87e2b057f795487f1f244b61d9d", + "sha256:7355bf757ecacd5f0ac9dd9523c8e1a1103faadf8d33c22664178e17533f8ce5", + "sha256:886b1045c5105631f10c1cbc999f910e44d33af3e9c7efd68c2123efc06ab636", + "sha256:9e1f353edd7fc7e5e9101abd5bc0201946f77a1b59e0da49095086c03db856ed", + "sha256:b3a343dfcbe296dbe0f26c731beee72a792ff948407e6979524298ae7bc3234e", + "sha256:d93675af09ca497a25f4f8d62f3313cf0f21e45427a87487049fe84898b99909", + "sha256:e2409ef9d37804dfb566f39c962e6ed70f281ff516b8131b3e6b4e6442711ff1", + "sha256:f8b653b0f89938ba72e92ab080c2f3aa24c1b72e2f61add22880cd1b9a6e3cdd" ], "index": "pypi", - "version": "==2.2.2" + "version": "==2.2.3" + }, + "mccabe": { + "hashes": [ + "sha256:ab8a6258860da4b6677da4bd2fe5dc2c659cff31b3ee4f7f5d64e79735b80d42", + "sha256:dd8d182285a0fe56bace7f45b5e7d1a6ebcbf524e8f3bd87eb0f125271b8831f" + ], + "version": "==0.6.1" }, "mistune": { "hashes": [ @@ -380,6 +402,14 @@ ], "version": "==4.4.0" }, + "network2tikz": { + "hashes": [ + "sha256:93f5d902b0ad8f19d4cb5a89e97d42f0e2bf40b920737a81cb57faeca7c90815", + "sha256:eb7ddf0f2e317e773b79d669f3c010db19b785cf17dc9383b571754d2b0b1fb7" + ], + "index": "pypi", + "version": "==0.1.6" + }, "networkx": { "hashes": [ "sha256:64272ca418972b70a196cb15d9c85a5a6041f09a2f32e0d30c0255f25d458bb1" @@ -387,46 +417,53 @@ "index": "pypi", "version": "==2.1" }, + "nltk": { + "hashes": [ + "sha256:fe0eda251be65843be86d7de9abfbf7161732256f742e623b21243ec47bdb718" + ], + "index": "pypi", + "version": "==3.3.0" + }, "notebook": { "hashes": [ - "sha256:95dc9afa0444d05a0b76d6d1f5133c34a92a95f4e248efef3f59ccd2c2616c7d", - "sha256:fa915c231e64a30d19cc2c70ccab6444cbaa93e44e92b5f8233dd9147ad0e664" + "sha256:66dd59e76e755584ae9450eb015c39f55d4bb1d8ec68f2c694d2b3cba7bf5c7e", + "sha256:e2c8e931cc19db4f8c63e6a396efbc13a228b2cb5b2919df011b946f28239a08" ], - "version": "==5.5.0" + "version": "==5.6.0" }, "numpy": { "hashes": [ - "sha256:07379fe0b450f6fd6e5934a9bc015025bb4ce1c8fbed3ca8bef29328b1bc9570", - "sha256:085afac75bbc97a096744fcfc97a4b321c5a87220286811e85089ae04885acdd", - "sha256:2d6481c6bdab1c75affc0fc71eb1bd4b3ecef620d06f2f60c3f00521d54be04f", - "sha256:2df854df882d322d5c23087a4959e145b953dfff2abe1774fec4f639ac2f3160", - "sha256:381ad13c30cd1d0b2f3da8a0c1a4aa697487e8bb0e9e0cbeb7439776bcb645f8", - "sha256:385f1ce46e08676505b692bfde918c1e0b350963a15ef52d77691c2cf0f5dbf6", - "sha256:4130e5ae16c656b7de654dc5e595cfeb85d3a4b0bb0734d19c0dce6dc7ee0e07", - "sha256:4d278c2261be6423c5e63d8f0ceb1b0c6db3ff83f2906f4b860db6ae99ca1bb5", - "sha256:51c5dcb51cf88b34b7d04c15f600b07c6ccbb73a089a38af2ab83c02862318da", - "sha256:589336ba5199c8061239cf446ee2f2f1fcc0c68e8531ee1382b6fc0c66b2d388", - "sha256:5ae3564cb630e155a650f4f9c054589848e97836bebae5637240a0d8099f817b", - "sha256:5edf1acc827ed139086af95ce4449b7b664f57a8c29eb755411a634be280d9f2", - "sha256:6b82b81c6b3b70ed40bc6d0b71222ebfcd6b6c04a6e7945a936e514b9113d5a3", - "sha256:6c57f973218b776195d0356e556ec932698f3a563e2f640cfca7020086383f50", - "sha256:758d1091a501fd2d75034e55e7e98bfd1370dc089160845c242db1c760d944d9", - "sha256:8622db292b766719810e0cb0f62ef6141e15fe32b04e4eb2959888319e59336b", - "sha256:8b8dcfcd630f1981f0f1e3846fae883376762a0c1b472baa35b145b911683b7b", - "sha256:91fdd510743ae4df862dbd51a4354519dd9fb8941347526cd9c2194b792b3da9", - "sha256:97fa8f1dceffab782069b291e38c4c2227f255cdac5f1e3346666931df87373e", - "sha256:9b705f18b26fb551366ab6347ba9941b62272bf71c6bbcadcd8af94d10535241", - "sha256:9d69967673ab7b028c2df09cae05ba56bf4e39e3cb04ebe452b6035c3b49848e", - "sha256:9e1f53afae865cc32459ad211493cf9e2a3651a7295b7a38654ef3d123808996", - "sha256:a4a433b3a264dbc9aa9c7c241e87c0358a503ea6394f8737df1683c7c9a102ac", - "sha256:baadc5f770917ada556afb7651a68176559f4dca5f4b2d0947cd15b9fb84fb51", - "sha256:c725d11990a9243e6ceffe0ab25a07c46c1cc2c5dc55e305717b5afe856c9608", - "sha256:d696a8c87315a83983fc59dd27efe034292b9e8ad667aeae51a68b4be14690d9", - "sha256:e1864a4e9f93ddb2dc6b62ccc2ec1f8250ff4ac0d3d7a15c8985dd4e1fbd6418", - "sha256:e1d18421a7e2ad4a655b76e65d549d4159f8874c18a417464c1d439ee7ccc7cd" + "sha256:1c362ad12dd09a43b348bb28dd2295dd9cdf77f41f0f45965e04ba97f525b864", + "sha256:2156a06bd407918df4ac0122df6497a9c137432118f585e5b17d543e593d1587", + "sha256:24e4149c38489b51fc774b1e1faa9103e82f73344d7a00ba66f6845ab4769f3f", + "sha256:340ec1697d9bb3a9c464028af7a54245298502e91178bddb4c37626d36e197b7", + "sha256:35db8d419345caa4eeaa65cd63f34a15208acd87530a30f0bc25fc84f55c8c80", + "sha256:361370e9b7f5e44c41eee29f2bb5cb3b755abb4b038bce6d6cbe08db7ff9cb74", + "sha256:36e8dcd1813ca92ce7e4299120cee6c03adad33d89b54862c1b1a100443ac399", + "sha256:378378973546ecc1dfaf9e24c160d683dd04df871ecd2dcc86ce658ca20f92c0", + "sha256:419e6faee16097124ee627ed31572c7e80a1070efa25260b78097cca240e219a", + "sha256:4287104c24e6a09b9b418761a1e7b1bbde65105f110690ca46a23600a3c606b8", + "sha256:549f3e9778b148a47f4fb4682955ed88057eb627c9fe5467f33507c536deda9d", + "sha256:5e359e9c531075220785603e5966eef20ccae9b3b6b8a06fdfb66c084361ce92", + "sha256:5ee7f3dbbdba0da75dec7e94bd7a2b10fe57a83e1b38e678200a6ad8e7b14fdc", + "sha256:62d55e96ec7b117d3d5e618c15efcf769e70a6effaee5842857b64fb4883887a", + "sha256:719b6789acb2bc86ea9b33a701d7c43dc2fc56d95107fd3c5b0a8230164d4dfb", + "sha256:7a70f2b60d48828cba94a54a8776b61a9c2657a803d47f5785f8062e3a9c7c55", + "sha256:7b9e37f194f8bcdca8e9e6af92e2cbad79e360542effc2dd6b98d63955d8d8a3", + "sha256:83b8fc18261b70f45bece2d392537c93dc81eb6c539a16c9ac994c47fc79f09a", + "sha256:9473ad28375710ab18378e72b59422399b27e957e9339c413bf00793b4b12df0", + "sha256:95b085b253080e5d09f7826f5e27dce067bae813a132023a77b739614a29de6e", + "sha256:98b86c62c08c2e5dc98a9c856d4a95329d11b1c6058cb9b5191d5ea6891acd09", + "sha256:a3bd01d6d3ed3d7c06d7f9979ba5d68281f15383fafd53b81aa44b9191047cf8", + "sha256:c81a6afc1d2531a9ada50b58f8c36197f8418ef3d0611d4c1d7af93fdcda764f", + "sha256:ce75ed495a746e3e78cfa22a77096b3bff2eda995616cb7a542047f233091268", + "sha256:dae8618c0bcbfcf6cf91350f8abcdd84158323711566a8c5892b5c7f832af76f", + "sha256:df0b02c6705c5d1c25cc35c7b5d6b6f9b3b30833f9d178843397ae55ecc2eebb", + "sha256:e3660744cda0d94b90141cdd0db9308b958a372cfeee8d7188fdf5ad9108ea82", + "sha256:f2362d0ca3e16c37782c1054d7972b8ad2729169567e3f0f4e5dd3cdf85f188e" ], "index": "pypi", - "version": "==1.14.5" + "version": "==1.15.1" }, "packaging": { "hashes": [ @@ -437,24 +474,29 @@ }, "pandas": { "hashes": [ - "sha256:211cfdb9f72f26d2ede21c751d27e08fed4434d47fb9bb82ebc8ff753888b8b6", - "sha256:28fd087514616549a0e3259cd68ac88d7eaed6bd3062017a7f312e27941266bd", - "sha256:2fb7c63138bd5ead296b18b2cb6abd3a394f7581e5ae052b02b27df8244b03ca", - "sha256:372435456c349a8d39ff001967b161f6bd29d4c3de145a4cf9b366648defbb1f", - "sha256:3790a3348ab0f416e58061d21693cb662fbb2f638001b94bf2b2199fedc1b1c2", - "sha256:437a6e906a6717a9ed2627cf6e7895b63dfaa0172567cbd75a553f55cf78cc17", - "sha256:50b52af2af2e15f4aeb2fe196da073a8c131fa02e433e105d95ce40016df5690", - "sha256:720daad75b5d35dd1b446842210c4f3fd447464c9c0884972f3f12b213a9edd1", - "sha256:b4fb71acbc2709b8f5993cb4b5445d8182864f11c39787e317aae39f21206270", - "sha256:b704fd73022342cce612996de495a16954311e0c0cf077c1b83d5cf0b9656a60", - "sha256:cbbecca0c7af6a2160b2d6ba30becc286824a98c61dcc6a41fada664f226424c", - "sha256:d2a071de755cc8ee7784e1b4c7b9b643d951d35c8adea7d64fe7c57cff9c47a7", - "sha256:d8154c5c68713a82461aba735832f0b4692be8a45a0a340a303bf90d6f80f36f", - "sha256:e1b86f7c55467ce1f6c12715f2fd1817f4a909b5c8c39bd4b5d2415ef2b04bd8", - "sha256:fcc63e8134516e93e16eb4ceac9afaa51f4adc5bf58efddae7cbc562f5b77dd0" + "sha256:11975fad9edbdb55f1a560d96f91830e83e29bed6ad5ebf506abda09818eaf60", + "sha256:12e13d127ca1b585dd6f6840d3fe3fa6e46c36a6afe2dbc5cb0b57032c902e31", + "sha256:1c87fcb201e1e06f66e23a61a5fea9eeebfe7204a66d99df24600e3f05168051", + "sha256:242e9900de758e137304ad4b5663c2eff0d798c2c3b891250bd0bd97144579da", + "sha256:26c903d0ae1542890cb9abadb4adcb18f356b14c2df46e4ff657ae640e3ac9e7", + "sha256:2e1e88f9d3e5f107b65b59cd29f141995597b035d17cc5537e58142038942e1a", + "sha256:31b7a48b344c14691a8e92765d4023f88902ba3e96e2e4d0364d3453cdfd50db", + "sha256:4fd07a932b4352f8a8973761ab4e84f965bf81cc750fb38e04f01088ab901cb8", + "sha256:5b24ca47acf69222e82530e89111dd9d14f9b970ab2cd3a1c2c78f0c4fbba4f4", + "sha256:647b3b916cc8f6aeba240c8171be3ab799c3c1b2ea179a3be0bd2712c4237553", + "sha256:66b060946046ca27c0e03e9bec9bba3e0b918bafff84c425ca2cc2e157ce121e", + "sha256:6efa9fa6e1434141df8872d0fa4226fc301b17aacf37429193f9d70b426ea28f", + "sha256:be4715c9d8367e51dbe6bc6d05e205b1ae234f0dc5465931014aa1c4af44c1ba", + "sha256:bea90da782d8e945fccfc958585210d23de374fa9294a9481ed2abcef637ebfc", + "sha256:d318d77ab96f66a59e792a481e2701fba879e1a453aefeebdb17444fe204d1ed", + "sha256:d785fc08d6f4207437e900ffead930a61e634c5e4f980ba6d3dc03c9581748c7", + "sha256:de9559287c4fe8da56e8c3878d2374abc19d1ba2b807bfa7553e912a8e5ba87c", + "sha256:f4f98b190bb918ac0bc0e3dd2ab74ff3573da9f43106f6dba6385406912ec00f", + "sha256:f71f1a7e2d03758f6e957896ed696254e2bc83110ddbc6942018f1a232dd9dad", + "sha256:fb944c8f0b0ab5c1f7846c686bc4cdf8cde7224655c12edcd59d5212cd57bec0" ], "index": "pypi", - "version": "==0.23.1" + "version": "==0.23.4" }, "pandocfilters": { "hashes": [ @@ -464,10 +506,10 @@ }, "parso": { "hashes": [ - "sha256:8105449d86d858e53ce3e0044ede9dd3a395b1c9716c696af8aa3787158ab806", - "sha256:d250235e52e8f9fc5a80cc2a5f804c9fefd886b2e67a2b1099cf085f403f8e33" + "sha256:35704a43a3c113cce4de228ddb39aab374b8004f4f2407d070b6a2ca784ce8a2", + "sha256:895c63e93b94ac1e1690f5fdd40b65f07c8171e3e53cbd7793b5b96c0e0a7f24" ], - "version": "==0.3.0" + "version": "==0.3.1" }, "partd": { "hashes": [ @@ -491,6 +533,19 @@ ], "version": "==0.7.4" }, + "pluggy": { + "hashes": [ + "sha256:6e3836e39f4d36ae72840833db137f7b7d35105079aee6ec4a62d9f80d594dd1", + "sha256:95eb8364a4708392bae89035f45341871286a333f749c3141c20573d2b3876e1" + ], + "version": "==0.7.1" + }, + "prometheus-client": { + "hashes": [ + "sha256:17bc24c09431644f7c65d7bce9f4237252308070b6395d6d8e87767afe867e24" + ], + "version": "==0.3.1" + }, "prompt-toolkit": { "hashes": [ "sha256:1df952620eccb399c53ebb359cc7d9a8d3a9538cb34c5a1344bdbeb29fbcc381", @@ -501,19 +556,17 @@ }, "psutil": { "hashes": [ - "sha256:0ff2b16e9045d01edb1dd10d7fbcc184012e37f6cd38029e959f2be9c6223f50", - "sha256:254adb6a27c888f141d2a6032ae231d8ed4fc5f7583b4c825e5f7d7c78d26d2e", - "sha256:319e12f6bae4d4d988fbff3bed792953fa3b44c791f085b0a1a230f755671ef7", - "sha256:529ae235896efb99a6f77653a7138273ab701ec9f0343a1f5030945108dee3c4", - "sha256:686e5a35fe4c0acc25f3466c32e716f2d498aaae7b7edc03e2305b682226bcf6", - "sha256:6d981b4d863b20c8ceed98b8ac3d1ca7f96d28707a80845d360fa69c8fc2c44b", - "sha256:7789885a72aa3075d28d028236eb3f2b84d908f81d38ad41769a6ddc2fd81b7c", - "sha256:7f4616bcb44a6afda930cfc40215e5e9fa7c6896e683b287c771c937712fbe2f", - "sha256:7fdb3d02bfd68f508e6745021311a4a4dbfec53fca03721474e985f310e249ba", - "sha256:a9b85b335b40a528a8e2a6b549592138de8429c6296e7361892958956e6a73cf", - "sha256:dc85fad15ef98103ecc047a0d81b55bbf5fe1b03313b96e883acc2e2fa87ed5c" + "sha256:0d8da7333549a998556c18eb2af3ce902c28d66ceb947505c008f91e9f988abd", + "sha256:1914bacbd2fc2af8f795daa44b9d2e0649a147460cfd21b1a70a124472f66d40", + "sha256:215d61a901e67b1a35e14c6aedef317f7fa7e6075a20c150fd11bd2c906d2c83", + "sha256:51057c03aea251ad6667c2bba259bc7ed3210222d3a74152c84e3ab06e1da0ba", + "sha256:5b6322b167a5ba0c5463b4d30dfd379cd4ce245a1162ebf8fc7ab5c5ffae4f3b", + "sha256:a890c3e490493f21da2817ffc92822693bc0d6bcac9999caa04ffce8dd4e7132", + "sha256:b34611280a2d0697f1c499e15e936d88109170194b390599c98bab8072a71f05", + "sha256:cea2557ee6a9faa2c100947637ded68414e12b851633c4ce26e0311b2a2ed539", + "sha256:d081707ef0081920533db30200a2d30d5c0ea9cf6afa7cf8881ae4516cc69c48" ], - "version": "==5.4.6" + "version": "==5.4.7" }, "ptyprocess": { "hashes": [ @@ -530,6 +583,36 @@ ], "version": "==0.10.7" }, + "pyclustering": { + "hashes": [ + "sha256:7bdd805cf3ef92650a4dddfad4e5e02132f4856b65c4bd3332e35908f475558e" + ], + "index": "pypi", + "version": "==0.8.1" + }, + "pycodestyle": { + "hashes": [ + "sha256:74abc4e221d393ea5ce1f129ea6903209940c1ecd29e002e8c6933c2b21026e0", + "sha256:cbc619d09254895b0d12c2c691e237b2e91e9b2ecf5e84c26b35400f93dcfb83", + "sha256:cbfca99bd594a10f674d0cd97a3d802a1fdef635d4361e1a2658de47ed261e3a" + ], + "version": "==2.4.0" + }, + "pydocstyle": { + "hashes": [ + "sha256:08a870edc94508264ed90510db466c6357c7192e0e866561d740624a8fc7d90c", + "sha256:4d5bcde961107873bae621f3d580c3e35a426d3687ffc6f8fb356f6628da5a97", + "sha256:af9fcccb303899b83bec82dc9a1d56c60fc369973223a5e80c3dfa9bdf984405" + ], + "version": "==2.1.1" + }, + "pyflakes": { + "hashes": [ + "sha256:9a7662ec724d0120012f6e29d6248ae3727d821bba522a0e6b356eff19126a49", + "sha256:f661252913bc1dbe7fcfcbf0af0db3f42ab65aabd1a6ca68fe5d466bace94dae" + ], + "version": "==2.0.0" + }, "pygments": { "hashes": [ "sha256:78f3f434bcc5d6ee09020f92ba487f95ba50f1e3ef83ae96b9d5ffa1bab25c5d", @@ -565,6 +648,19 @@ "index": "pypi", "version": "==0.7.1.post6" }, + "python-jsonrpc-server": { + "hashes": [ + "sha256:ebebaa68b732c9d0aa024ffba2c3baca8b5704530f81d5a894a1ab6981b492c7" + ], + "version": "==0.0.1" + }, + "python-language-server": { + "hashes": [ + "sha256:c832ae97245291e8a785eacc8ce05b755c6d04469cca987a3e19dcf98ad3e04b" + ], + "index": "pypi", + "version": "==0.21.0" + }, "pytz": { "hashes": [ "sha256:a061aa0a9e06881eb8b3b2b43f05b9439d6583c206d0a6c340ff72a7b6669053", @@ -574,91 +670,96 @@ }, "pyyaml": { "hashes": [ - "sha256:0c507b7f74b3d2dd4d1322ec8a94794927305ab4cebbe89cc47fe5e81541e6e8", - "sha256:16b20e970597e051997d90dc2cddc713a2876c47e3d92d59ee198700c5427736", - "sha256:3262c96a1ca437e7e4763e2843746588a965426550f3797a79fca9c6199c431f", - "sha256:326420cbb492172dec84b0f65c80942de6cedb5233c413dd824483989c000608", - "sha256:4474f8ea030b5127225b8894d626bb66c01cda098d47a2b0d3429b6700af9fd8", - "sha256:592766c6303207a20efc445587778322d7f73b161bd994f227adaa341ba212ab", - "sha256:5ac82e411044fb129bae5cfbeb3ba626acb2af31a8d17d175004b70862a741a7", - "sha256:5f84523c076ad14ff5e6c037fe1c89a7f73a3e04cf0377cb4d017014976433f3", - "sha256:827dc04b8fa7d07c44de11fabbc888e627fa8293b695e0f99cb544fdfa1bf0d1", - "sha256:b4c423ab23291d3945ac61346feeb9a0dc4184999ede5e7c43e1ffb975130ae6", - "sha256:bc6bced57f826ca7cb5125a10b23fd0f2fff3b7c4701d64c439a300ce665fff8", - "sha256:c01b880ec30b5a6e6aa67b09a2fe3fb30473008c85cd6a67359a1b15ed6d83a4", - "sha256:ca233c64c6e40eaa6c66ef97058cdc80e8d0157a443655baa1b2966e812807ca", - "sha256:e863072cdf4c72eebf179342c94e6989c67185842d9997960b3e69290b2fa269" + "sha256:3d7da3009c0f3e783b2c873687652d83b1bbfd5c88e9813fb7e5b03c0dd3108b", + "sha256:3ef3092145e9b70e3ddd2c7ad59bdd0252a94dfe3949721633e41344de00a6bf", + "sha256:40c71b8e076d0550b2e6380bada1f1cd1017b882f7e16f09a65be98e017f211a", + "sha256:558dd60b890ba8fd982e05941927a3911dc409a63dcb8b634feaa0cda69330d3", + "sha256:a7c28b45d9f99102fa092bb213aa12e0aaf9a6a1f5e395d36166639c1f96c3a1", + "sha256:aa7dd4a6a427aed7df6fb7f08a580d68d9b118d90310374716ae90b710280af1", + "sha256:bc558586e6045763782014934bfaf39d48b8ae85a2713117d16c39864085c613", + "sha256:d46d7982b62e0729ad0175a9bc7e10a566fc07b224d2c79fafb5e032727eaa04", + "sha256:d5eef459e30b09f5a098b9cea68bebfeb268697f78d647bd255a085371ac7f3f", + "sha256:e01d3203230e1786cd91ccfdc8f8454c8069c91bee3962ad93b87a4b2860f537", + "sha256:e170a9e6fcfd19021dd29845af83bb79236068bf5fd4df3327c1be18182b2531" ], - "version": "==3.12" + "version": "==3.13" }, "pyzmq": { "hashes": [ - "sha256:0145ae59139b41f65e047a3a9ed11bbc36e37d5e96c64382fcdff911c4d8c3f0", - "sha256:18de8a02768b1c0b3495ac635b24bd902fafc08befb70a6e68c4d343ccbd6cbd", - "sha256:2fb4d745ffe0a65ebf8fd29df093bb5c0ac96a506cb05b9a7b7c94b2524ae7f6", - "sha256:4193cc666591495ab7fe8d24fa8374a35f9775f16dc7c46e03615559e1fc1855", - "sha256:445fed4d71ac48da258ba38f2e29c88c5091124212a4004a0a6a42e6586a7de1", - "sha256:538dfdd9542cf9ff37cd958da03b58d56b53b90800159ea07adc51a8ec7ffcb8", - "sha256:613ac1fc4591b1c6a0a52ce3ed17dbffd6a17e985df504e8b4cdb987f97285b1", - "sha256:630fb21f7474eb9e409a1ad476bf1ec489a69eb021172d422f2485cc3a44cd79", - "sha256:6c3632d2c17cf03ce728ffaa328d45bb053623b3a0aa9747adcde81778d5a4d5", - "sha256:72a490db0e34c204764457a6853afde7c0d1aa01b6dbbbaea064636614b774c6", - "sha256:767e1d0b1f7fff1950127abc08c5a5af2754987bc6480c6d641bed6971278a7a", - "sha256:863ec1bfa52da6eaa5c4aa59143eeaeb4ef7a076862407a548ec645f25e6d6df", - "sha256:a0ecf4c3eccd92f030a4e3e334b9da6fa3ee86be00249343c74e476d70567d0f", - "sha256:ad5a8b19b6671b52d30ccfc3a0f4c600e49c4e2dcc88caf4106ed5958dec8d5e", - "sha256:b31f2b50ad2920f21b904f5edf66bee324e42bb978df1407ecf381b210d4678e", - "sha256:b328c538061757f627d32f7f8885c16f1d2f59f5374e057822f3c8e6cd94c41b", - "sha256:b89268020a843d4c3cc04180577ec061fe96d35f267b0b672cb006e4d70560da", - "sha256:ba0b43aebf856e5e249250d74c1232d6600b6859328920d12e2ba72a565ab1b1", - "sha256:bdb12b485b3440b5193cd337d27cc126cdfc54ea9f38df237e1ead6216435cbe", - "sha256:c30d27c9b35285597b8ef3019f97b9b98457b053f65dcc87a90dfdd4db09ca78", - "sha256:d51eb3902d27d691483243707bfa67972167a70269bbbc172b74eeac4f780a1d", - "sha256:e5578ae84bb94e97adadfcb00106a1cb161cb8017f89b01f6c3737f356257811", - "sha256:f35b4cdeffff79357a9d929daa2a8620fb362b2cbeebdc5dd2cf9fcd27c44821", - "sha256:fb983aec4bddee3680a0b7395f99e4595d70d81841370da736c5dc642bad4cd2" + "sha256:25a0715c8f69cf72f67cfe5a68a3f3ed391c67c063d2257bec0fe7fc2c7f08f8", + "sha256:2bab63759632c6b9e0d5bf19cc63c3b01df267d660e0abcf230cf0afaa966349", + "sha256:30ab49d99b24bf0908ebe1cdfa421720bfab6f93174e4883075b7ff38cc555ba", + "sha256:32c7ca9fc547a91e3c26fc6080b6982e46e79819e706eb414dd78f635a65d946", + "sha256:41219ae72b3cc86d97557fe5b1ef5d1adc1057292ec597b50050874a970a39cf", + "sha256:4b8c48a9a13cea8f1f16622f9bd46127108af14cd26150461e3eab71e0de3e46", + "sha256:55724997b4a929c0d01b43c95051318e26ddbae23565018e138ae2dc60187e59", + "sha256:65f0a4afae59d4fc0aad54a917ab599162613a761b760ba167d66cc646ac3786", + "sha256:6f88591a8b246f5c285ee6ce5c1bf4f6bd8464b7f090b1333a446b6240a68d40", + "sha256:75022a4c60dcd8765bb9ca32f6de75a0ec83b0d96e0309dc479f4c7b21f26cb7", + "sha256:76ea493bfab18dcb090d825f3662b5612e2def73dffc196d51a5194b0294a81d", + "sha256:7b60c045b80709e4e3c085bab9b691e71761b44c2b42dbb047b8b498e7bc16b3", + "sha256:8e6af2f736734aef8ed6f278f9f552ec7f37b1a6b98e59b887484a840757f67d", + "sha256:9ac2298e486524331e26390eac14e4627effd3f8e001d4266ed9d8f1d2d31cce", + "sha256:9ba650f493a9bc1f24feca1d90fce0e5dd41088a252ac9840131dfbdbf3815ca", + "sha256:a02a4a385e394e46012dc83d2e8fd6523f039bb52997c1c34a2e0dd49ed839c1", + "sha256:a3ceee84114d9f5711fa0f4db9c652af0e4636c89eabc9b7f03a3882569dd1ed", + "sha256:a72b82ac1910f2cf61a49139f4974f994984475f771b0faa730839607eeedddf", + "sha256:ab136ac51027e7c484c53138a0fab4a8a51e80d05162eb7b1585583bcfdbad27", + "sha256:c095b224300bcac61e6c445e27f9046981b1ac20d891b2f1714da89d34c637c8", + "sha256:c5cc52d16c06dc2521340d69adda78a8e1031705924e103c0eb8fc8af861d810", + "sha256:d612e9833a89e8177f8c1dc68d7b4ff98d3186cd331acd616b01bbdab67d3a7b", + "sha256:e828376a23c66c6fe90dcea24b4b72cd774f555a6ee94081670872918df87a19", + "sha256:e9767c7ab2eb552796440168d5c6e23a99ecaade08dda16266d43ad461730192", + "sha256:ebf8b800d42d217e4710d1582b0c8bff20cdcb4faad7c7213e52644034300924" ], - "version": "==17.0.0" + "version": "==17.1.2" }, "qtconsole": { "hashes": [ - "sha256:b3d10314cbaad76c3157cf922eb410812cde472e8e7c6bd3d5a92d30145bcde1", - "sha256:eff8c2faeda567a0bef5781f419a64e9977988db101652b312b9d74ec0a5109c" + "sha256:298431d376d71a02eb1a04fe6e72dd4beb82b83423d58b17d532e0af838e62fa", + "sha256:7870b19e6a6b0ab3acc09ee65463c0ca7568b3a01a6902d7c4e1ed2c4fc4e176" ], - "version": "==4.3.1" + "version": "==4.4.1" + }, + "rope": { + "hashes": [ + "sha256:a108c445e1cd897fe19272ab7877d172e7faf3d4148c80e7d20faba42ea8f7b2" + ], + "version": "==0.11.0" }, "scikit-learn": { "hashes": [ - "sha256:13136c6e4f6b808569f7f59299d439b2cd718f85d72ea14b5b6077d44ebc7d17", - "sha256:370919e3148253fd6552496c33a1e3d78290a336fc8d1b9349d9e9770fae6ec0", - "sha256:3775cca4ce3f94508bb7c8a6b113044b78c16b0a30a5c169ddeb6b9fe57a8a72", - "sha256:42f3c5bd893ed73bf47ccccf04dfb98fae743f397d688bb58c2238c0e6ec15d2", - "sha256:56cfa19c31edf62e6414da0a337efee37a4af488b135640e67238786b9be6ab3", - "sha256:5c9ff456d67ef9094e5ea272fff2be05d399a47fc30c6c8ed653b94bdf787bd1", - "sha256:5ca0ad32ee04abe0d4ba02c8d89d501b4e5e0304bdf4d45c2e9875a735b323a0", - "sha256:5db9e68a384ce80a17fc449d4d5d9b45025fe17cf468429599bf404eccb51049", - "sha256:6e0899953611d0c47c0d49c5950082ab016b38811fced91cd2dcc889dd94f50a", - "sha256:72c194c5092e921d6107a8de8a5adae58c35bbc54e030ba624b6f02fd823bb21", - "sha256:871669cdb5b3481650fe3adff46eb97c455e30ecdc307eaf382ef90d4e2570ab", - "sha256:873245b03361710f47c5410a050dc56ee8ae97b9f8dcc6e3a81521ca2b64ad10", - "sha256:8b17fc29554c5c98d88142f895516a5bec2b6b61daa815e1193a64c868ad53d2", - "sha256:95b155ef6bf829ddfba6026f100ba8e4218b7171ecab97b2163bc9e8d206848f", - "sha256:a21cf8217e31a9e8e32c559246e05e6909981816152406945ae2e3e244dfcc1f", - "sha256:a58746d4f389ea7df1d908dba8b52f709835f91c342f459a3ade5424330c69d1", - "sha256:b2a10e2f9b73de10d8486f7a23549093436062b69139158802910a0f154aa53b", - "sha256:ba3fd442ae1a46830789b3578867daaf2c8409dcca6bf192e30e85beeabbfc2f", - "sha256:ce78bf4d10bd7e28807c36c6d2ab25a9934aaf80906ad987622a5e45627d91a2", - "sha256:d384e6f9a055b7a43492f9d27779adb717eb5dcf78b0603b01d0f070a608d241", - "sha256:d4da369614e55540c7e830ccdd17ab4fe5412ff8e803a4906d3ece393e2e3a63", - "sha256:ddc1eb10138ae93c136cc4b5945d3977f302b5d693592a4731b2805a7d7f2a74", - "sha256:e54a3dd1fe1f8124de90b93c48d120e6da2ea8df29b6895325df01ddc1bd8e26", - "sha256:ee8c3b1898c728b6e5b5659c233f547700a1fea13ce876b6fe7d3434c70cc0e0", - "sha256:f528c4b2bba652cf116f5cccf36f4db95a7f9cbfcd1ee549c4e8d0f8628783b5", - "sha256:f9abae483f4d52acd6f660addb1b67e35dc5748655250af479de2ea6aefc6df0", - "sha256:fdc39e89bd3466befb76dfc0c258d4ccad159df974954a87de3be5759172a067" + "sha256:0a718b5ffbd5053fb3f9e1a2e20b7c4f256dd8035e246b907d3117d20bac0260", + "sha256:1725540b754a9967778e9385e1ee2c8db50d5ab70ed835c9f5e36002ffabc169", + "sha256:3e3ce307d7c5c5811658ba8686b24b571a8244eaafe707665ad601f400d5ce98", + "sha256:42ad71502237c9fe300ecf157f5a394df717789a2dde541dd7034b539c70bdcc", + "sha256:42cba716db197e0d1670e2fc13c4cc4a86d5c5358120ccfee6ec427b154e74ff", + "sha256:47b4090b7686642e41176becb7c42ef3cc665d7ee0db5e7ea5d307ec9779327e", + "sha256:51d99a08c8bf689cf60c9d8dca6e3d3e5f6d762def85ad735dcea11fb528a89b", + "sha256:5f7577fbb2399a4712e96cf0e786638168940a876c33735a1b5d5a86ba4b1370", + "sha256:66bfc2b6b15db1725d03ea657ec9184ff09dcbf1ecd834ef85f2edc2c9cbba97", + "sha256:69a34d389d9ca4687ad00af4e11d53686771f484c37366f68617ef656bab16ab", + "sha256:75297f3dd6685f01555f1bb75846995d45650af417280b69c81bf11b6987aed5", + "sha256:9ebb38ab1d0ee143982aed561811903ac6c1abb512ae2b9019b3b65bde63ffb9", + "sha256:a402c1484fe65df42d5dbc22a58e0695fe3afe2b0b229aee2a09c6d60ba8e5c2", + "sha256:aad6b9aac1617bd7efa0450643888bbd3410679a94bc8680d9863825686ef369", + "sha256:ad4db28d3dc16c01df75ed6efb72524537de3839a5d179fcf94094359fc72ec5", + "sha256:b276739a5f863ccacb61999a3067d0895ee291c95502929b2ae56ea1f882e888", + "sha256:b3dc88c4d2bcb26ffc5afe16d053ae28317d7d1de083651defcd5453a04f1563", + "sha256:b3e4681253e95da5aa5c231889a32b084fd997962bf8beda6f796bf422f734b2", + "sha256:c3d852d49d6c1710089d4513702099fa6f8e1aebfedf222319d80c47b0a195f8", + "sha256:c6612e7e43988b8b5e1957150449493a55f9c059de641083df7a964f86f2d1e7", + "sha256:c69e5c6051366a6ac9600d730276db939b1a205e42504ec0b8371f154b0058db", + "sha256:ce121baa8e85ec27c3065281657dcd78adaab7dcb046c7fe96ad4e5a9dcb6610", + "sha256:ed2a9a9bea6ec443b7effe5695c9c168b7bf9a67df6d880729760feda871b6a3", + "sha256:efd842d70b87e3ef3429c3149840b9189d4441ca951ab0cec62c94a964e219d9", + "sha256:f1428af5c381f6eef30ffbc7e047b7c713d4efa5d7bf5e57b62b3fc8d387044b", + "sha256:f6c7bf8cd4de1640b760b47f4d28deb26dbbf9acbe0194cdff54a898e190d872", + "sha256:f8329ac2160ad8bbbac6a507374685ceca3f24ca427fa9ee61a501280e1972d9", + "sha256:fefba2a43b92f8393366093b60efbe984a72a2b41cce16b4002005e4104ef938" ], "index": "pypi", - "version": "==0.19.1" + "version": "==0.19.2" }, "scipy": { "hashes": [ @@ -717,12 +818,19 @@ "sklearn-tda": { "git": "https://github.com/MathieuCarriere/sklearn_tda" }, + "snowballstemmer": { + "hashes": [ + "sha256:919f26a68b2c17a7634da993d91339e288964f93c274f1343e3bbbe2096e1128", + "sha256:9f3bcd3c401c3e862ec0ebe6d2c069ebc012ce142cce209c098ccb5b09136e89" + ], + "version": "==1.2.1" + }, "sortedcontainers": { "hashes": [ - "sha256:607294c6e291a270948420f7ffa1fb3ed47384a4c08db6d1e9c92d08a6981982", - "sha256:ef38b128302ee8f65d81e31c9d8fbf10d81df4d6d06c9c0b66f01d33747525bb" + "sha256:220bb2e3e1886297fd7cdd6d164cb5cf237be1cfae1a3a3e526d149c52816682", + "sha256:b74f2756fb5e23512572cc76f0fe0832fd86310f77dfee54335a35fb33f6b950" ], - "version": "==2.0.4" + "version": "==2.0.5" }, "tblib": { "hashes": [ @@ -753,13 +861,15 @@ }, "tornado": { "hashes": [ - "sha256:1b83d5c10550f2653380b4c77331d6f8850f287c4f67d7ce1e1c639d9222fbc7", - "sha256:408d129e9d13d3c55aa73f8084aa97d5f90ed84132e38d6932e63a67d5bec563", - "sha256:88ce0282cce70df9045e515f578c78f1ebc35dcabe1d70f800c3583ebda7f5f5", - "sha256:ba9fbb249ac5390bff8a1d6aa4b844fd400701069bda7d2e380dfe2217895101", - "sha256:c050089173c2e9272244bccfb6a8615fb9e53b79420a5551acfa76094ecc3111" + "sha256:1c0816fc32b7d31b98781bd8ebc7a9726d7dce67407dc353a2e66e697e138448", + "sha256:4f66a2172cb947387193ca4c2c3e19131f1c70fa8be470ddbbd9317fd0801582", + "sha256:5327ba1a6c694e0149e7d9126426b3704b1d9d520852a3e4aa9fc8fe989e4046", + "sha256:6a7e8657618268bb007646b9eae7661d0b57f13efc94faa33cd2588eae5912c9", + "sha256:a9b14804783a1d77c0bd6c66f7a9b1196cbddfbdf8bceb64683c5ae60bd1ec6f", + "sha256:c58757e37c4a3172949c99099d4d5106e4d7b63aa0617f9bb24bfbff712c7866", + "sha256:d8984742ce86c0855cccecd5c6f54a9f7532c983947cff06f3a0e2115b47f85c" ], - "version": "==5.0.2" + "version": "==5.1" }, "traitlets": { "hashes": [ @@ -770,11 +880,11 @@ }, "typing": { "hashes": [ - "sha256:3a887b021a77b292e151afb75323dea88a7bc1b3dfa92176cff8e44c8b68bddf", - "sha256:b2c689d54e1144bbcfd191b0832980a21c2dbcf7b5ff7a66248a60c90e951eb8", - "sha256:d400a9344254803a2368533e4533a4200d21eb7b6b729c173bc38201a74db3f2" + "sha256:4027c5f6127a6267a435201981ba156de91ad0d1d98e9ddc2aa173453453492d", + "sha256:57dcf675a99b74d64dacf6fba08fb17cf7e3d5fdff53d4a30ea2a5e7e52543d4", + "sha256:a4c8473ce11a65999c8f59cb093e70686b6c84c98df58c1dae9b3b196089858a" ], - "version": "==3.6.4" + "version": "==3.6.6" }, "wcwidth": { "hashes": [ @@ -792,10 +902,17 @@ }, "widgetsnbextension": { "hashes": [ - "sha256:40794a6a2f97c09a1e613c1c165f67d58a5995d14b283542da39134710791a36", - "sha256:5417789ee6064ff515fd10be24870660af3561c02d3d48b26f6f44285d0f70cc" + "sha256:8b3b32f522507744096609bc9a36cc0cc83fe8b61ba16f16eebb83d7d79e2686", + "sha256:bd2a92a68cb783b33abb47a23e0d1d9638c0d250a0d17633c262172d76641dd8" ], - "version": "==3.2.1" + "version": "==3.4.1" + }, + "yapf": { + "hashes": [ + "sha256:330632d2592e67571ef2c113fe6f5802e2fa5d657448755d5546eea00693dc31", + "sha256:55ead4ff1cc1cba5ad7dcfca88fe3930c2ec912c1cfe4a152aa0e7572ff1b49f" + ], + "version": "==0.23.0" }, "zict": { "hashes": [ diff --git a/clustering.ipynb b/clustering.ipynb new file mode 100644 index 0000000..3d863a2 --- /dev/null +++ b/clustering.ipynb @@ -0,0 +1,657 @@ +{ + "cells": [ + { + "cell_type": "code", + "execution_count": 163, + "metadata": {}, + "outputs": [], + "source": [ + "import numpy as np\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline\n", + "plt.style.use(\"fivethirtyeight\")\n", + "plt.rcParams[\"figure.figsize\"] = 10, 6" + ] + }, + { + "cell_type": "code", + "execution_count": 164, + "metadata": {}, + "outputs": [], + "source": [ + "import dill" + ] + }, + { + "cell_type": "code", + "execution_count": 165, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import AgglomerativeClustering\n", + "from sklearn.svm import OneClassSVM" + ] + }, + { + "cell_type": "code", + "execution_count": 175, + "metadata": {}, + "outputs": [], + "source": [ + "import dionysus as d" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Generative model" + ] + }, + { + "cell_type": "code", + "execution_count": 348, + "metadata": {}, + "outputs": [], + "source": [ + "zz_dgms = dill.load(open(\"generative/zz_dgms.dill\", \"rb\"))\n", + "wrcf_dgms = dill.load(open(\"generative/wrcf_dgms.dill\", \"rb\"))\n", + "zz_gram1 = dill.load(open(\"generative/zz_gram1.dill\", \"rb\"))\n", + "wrcf_gram1 = dill.load(open(\"generative/wrcf_gram1.dill\", \"rb\"))\n", + "zz_distmat = dill.load(open(\"generative/zz_distmat.dill\", \"rb\"))\n", + "wrcf_distmat = dill.load(open(\"generative/wrcf_distmat.dill\", \"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 282, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "d.plot.plot_diagram(zz_dgms[0][1], labels=True)" + ] + }, + { + "cell_type": "code", + "execution_count": 301, + "metadata": {}, + "outputs": [], + "source": [ + "births, deaths = [], []\n", + "for p in zz_dgms[0][1]:\n", + " births.append(p.birth)\n", + " deaths.append(p.death)" + ] + }, + { + "cell_type": "code", + "execution_count": 317, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.set_aspect('equal')\n", + "ax.scatter(births, deaths)\n", + "ax.plot([0, max(births)], [0, max(births)])\n", + "ax.set_xlabel(\"Births\")\n", + "ax.set_ylabel(\"Deaths\")\n", + "fig.savefig(\"fig/diagram.pdf\", transparent=True, pad_inches=0.3, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 354, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.matshow(zz_gram1)\n", + "plt.savefig(\"gen_zz_gram1.pdf\", transparent=True, pad_inches=0.3, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 350, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 350, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.matshow(wrcf_gram1)" + ] + }, + { + "cell_type": "code", + "execution_count": 352, + "metadata": {}, + "outputs": [], + "source": [ + "clf = AgglomerativeClustering(n_clusters=10, affinity=\"precomputed\", linkage=\"average\")" + ] + }, + { + "cell_type": "code", + "execution_count": 353, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(zz_gram1)\n", + "fig, ax = plt.subplots()\n", + "ax.step(range(len(clf.labels_)), clf.labels_, where='post')\n", + "ax.set_xlabel(\"Subnetwork\")\n", + "ax.set_ylabel(\"Cluster\")\n", + "fig.savefig(\"gen_zz_k.pdf\", transparent=True, pad_inches=0.3, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 340, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(wrcf_gram1)\n", + "fig, ax = plt.subplots()\n", + "ax.step(range(len(clf.labels_)), clf.labels_, where='post')\n", + "ax.set_xlabel(\"Subnetwork\")\n", + "ax.set_ylabel(\"Cluster\")\n", + "fig.savefig(\"gen_wrcf_k.pdf\", transparent=True, pad_inches=0.3, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 341, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0,0.5,'Cluster')" + ] + }, + "execution_count": 341, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAr0AAAGTCAYAAAAlaqoDAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3XlYVHX///EXoob7KLFoiRQSYkoqyShmuNxpWUJahtiiqIW5ZPc3K+zb3XJXojdlm0oaYWmikkuu2aJciSJafi0tb3W6NZeS5dZQMRUVfn/0c+57Yh0cmOHwfFwX19U553M+8z6fc5h5dfzMwS0/P79YAAAAgIHVc3YBAAAAQHUj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEJvDbNYLM4uwVAYT8diPB2L8XQcxtKxGE/HYjwdq7rGk9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPAIvQAAADA8Qi8AAAAMj9ALAAAAwyP0AgAAwPCcGnpnzpypvn37qm3btgoICFB0dLT27t1b4X4//vijBg0aJF9fXwUHB2vGjBkqLi62abNq1SqZzWZ5e3vLbDZrzZo11XUYAAAAcHH1nfniW7Zs0ZgxY9StWzcVFxdr2rRpuvfee7V9+3a1bNmy1H1Onz6tIUOGKDw8XJs2bZLFYtGECRPUuHFjTZo0SZK0Y8cOjR49WlOnTtXgwYO1Zs0ajRo1Sp9//rluvfXWmjxEAADgYOm/nNeTmfk6XHDZ2aVIktpc46HZjc+r73Uezi4F5XBq6F2xYoXN8ty5c+Xn56esrCzdddddpe7zySef6Ny5c0pKSlKjRo3UsWNHHThwQHPmzNHEiRPl5uampKQk9e7dW1OmTJEkBQUFKSMjQ0lJSfrggw+q/bgAAED1caXAK0m/XqinJzPz9f0wX2eXgnI4NfT+WUFBgYqKimQymcpss2PHDvXs2VONGjWyruvfv79ee+01HT58WP7+/vrmm2/02GOP2ezXv39/zZs3r8x+LRbL1R9AJdXka9UFjKdjMZ6OxXg6DmPpWLV5PA8XNHZ2CSUcLrhcq8fU1VRmLAMDA+3q06VCb3x8vDp37qywsLAy2+Tm5qpNmzY267y8vKzb/P39lZOTY133321yc3PL7Nfegasqi8VSY69VFzCejsV4Ohbj6TiMpWPV+vHc8ouzKyhVrR5TF1Jd16fLhN7nnntOWVlZ2rBhg9zd3Z1dDgAAqCXyY69zyuua5rtm+EbpXCL0Tp06VStWrNCaNWvk7+9fbltvb2/l5eXZrLuy7O3tLUny8fEptc2V7QAAAKhbnP6c3meffVbLly/X6tWrddNNN1XYPiwsTNu2bdP58+et69LT09W6dWu1a9dOktS9e3elp6fb7Jeeni6z2ezY4gEAAFArODX0TpkyRampqXr//fdlMpmUk5OjnJwcFRQUWNu8/PLLioyMtC7ff//9atSokcaPH6+9e/dq9erVeuuttzR+/Hi5ublJksaNG6fNmzfrzTff1IEDBzRz5kxlZGTo8ccfr/FjBAAAgPM5NfQmJyfrzJkzioqKUlBQkPXn3XfftbbJzs7WoUOHrMstWrTQypUrdfz4cfXt21dPP/20JkyYoIkTJ1rbmM1mpaSkKDU1Vb169dKSJUuUkpLCM3oBAADqKKfO6c3Pz6+wTVJSUol1N998sz777LNy94uKilJUVFSVawMAAIBxOH1OLwAAAFDdCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMNzaujdunWrhg8fruDgYJlMJi1atKjc9gkJCTKZTKX+5OXlSZIOHz5c6vavvvqqJg4JAAAALqi+M1/87Nmz6tixo2JiYjRu3LgK20+aNEmjR4+2WTd69Gi5ubnJy8vLZv3y5cvVqVMn63LLli0dUzQAAABqHaeG3gEDBmjAgAGSpPHjx1fYvmnTpmratKl1+dixY9q2bZvmzp1bom2rVq3k4+PjuGIBAABQa9XqOb0LFy6UyWRSZGRkiW0PP/yw2rdvr4EDB2rVqlVOqA4AAACuwql3eq/G5cuXtWjRIkVHR+uaa66xrm/atKleeeUV9ejRQ/Xr19f69esVGxurpKQkRUdHl9mfxWKpibJr/LXqAsbTsRhPx2I8HYexdKzaPZ6NbZacdyyuUofxVGYsAwMD7eqz1ober776SseOHdPIkSNt1nt6emrSpEnW5a5du+rkyZN6++23yw299g5cVVkslhp7rbqA8XQsxtOxGE/HYSwdq9aP55ZfbBaddiyuUofBVNf1WWunN3z44Ycym83q0KFDhW1DQ0N18ODBGqgKAAAArqhWht7jx4/riy++0COPPFKp9nv27OFLbQAAAHWYU6c3FBQUWO/AFhUV6dixY9q9e7datmyptm3b6uWXX9bOnTu1evVqm/0+/vhjNWnSREOGDCnRZ2pqqho0aKCQkBDVq1dPGzZsUHJysl566aWaOCQAAAC4IKeG3l27dmnw4MHW5YSEBCUkJCgmJkZJSUnKzs7WoUOHbPYpLi7WwoULNWzYMDVu3PjPXUqSXn/9dR09elTu7u4KCAjQrFmzyp3PCwAAAGNzaujt3bu38vPzy9yelJRUYp2bm5t2795d5j4jRozQiBEjHFIfAAAAjKFWzukFAAAA7EHoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhufU0Lt161YNHz5cwcHBMplMWrRoUbntDx8+LJPJVOLnq6++smm3ZcsWRUREyMfHR7fccotSUlKq8zAAAADg4uo788XPnj2rjh07KiYmRuPGjav0fsuXL1enTp2syy1btrT+988//6wHHnhADz74oObNm6esrCw99dRT8vT0VFRUlEPrBwAAQO3g1NA7YMAADRgwQJI0fvz4Su/XqlUr+fj4lLpt/vz58vX1VWJioiQpKChI3377rWbNmkXoBQAAqKNq5Zzehx9+WO3bt9fAgQO1atUqm207duxQv379bNb1799fu3bt0sWLF2uyTAAAALgIp97ptVfTpk31yiuvqEePHqpfv77Wr1+v2NhYJSUlKTo6WpKUm5urPn362Ozn5eWlS5cu6cSJE/L19S21b4vFUt3lO+W16gLG07EYT8diPB2HsXSs2j2ejW2WnHcsrlKH8VRmLAMDA+3qs1aFXk9PT02aNMm63LVrV508eVJvv/22NfRWlb0DV1UWi6XGXqsuYDwdi/F0LMbTcRhLx6r147nlF5tFpx2Lq9RhMNV1fdbK6Q3/LTQ0VAcPHrQue3t7Ky8vz6ZNXl6e6tevL09Pz5ouDwAAAC6g1ofePXv22HypLSwsTOnp6TZt0tPT1bVrVzVo0KCmywMAAIALcOr0hoKCAutd2qKiIh07dky7d+9Wy5Yt1bZtW7388svauXOnVq9eLUlKTU1VgwYNFBISonr16mnDhg1KTk7WSy+9ZO0zNjZW77//vuLj4xUbG6vt27crNTVVycnJzjhEAAAAuACnht5du3Zp8ODB1uWEhAQlJCQoJiZGSUlJys7O1qFDh2z2ef3113X06FG5u7srICBAs2bNspnP6+/vr7S0ND333HNKSUmRr6+vZsyYwePKAAAA6jCnht7evXsrPz+/zO1JSUk2yyNGjNCIESMq7Pe2227T5s2br7o+AAAAGEOtn9MLAAAAVITQCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADI/QCwAAAMMj9AIAAMDwCL0AAAAwPEIvAAAADM+poXfr1q0aPny4goODZTKZtGjRonLbZ2RkKCYmRkFBQWrdurXCw8O1cOHCEm1MJlOJnwMHDlTnoQAAAMCF1Xfmi589e1YdO3ZUTEyMxo0bV2H7HTt26Oabb9bkyZPl6+urjRs36sknn5SHh4eGDRtm0zYrK0stW7a0Ll977bUOrx8AAAC1g1ND74ABAzRgwABJ0vjx4yts/9RTT9ksjxkzRhkZGVq9enWJ0Ovl5SVPT0/HFQsAAIBaq9bP6T1z5oxMJlOJ9X369FFQUJAiIyO1efNmJ1QGAAAAV+HUO71Xa8OGDfr666/1+eefW9f5+vpq5syZ6tatmwoLC7V06VJFRUVp3bp1Cg8PL7Mvi8VSEyXX+GvVBYynYzGejsV4Og5j6Vi1ezwb2yw571hcpQ7jqcxYBgYG2tVnrQ29WVlZevTRRzVjxgyFhoZa1wcGBtoMQlhYmI4cOaJ33nmn3NBr78BVlcViqbHXqgsYT8diPB2L8XQcxtKxav14bvnFZtFpx+IqdRhMdV2ftXJ6w7Zt2zRs2DBNnTpVY8aMqbB9aGioDh48WAOVAQAAwBXVutC7detWDRs2TM8++2ylvvwmSXv27JGPj081VwYAAABX5dTpDQUFBdY7sEVFRTp27Jh2796tli1bqm3btnr55Ze1c+dOrV69WtIfz+CNjo7WmDFjNGzYMOXk5EiS3N3drY8kmzNnjvz8/BQcHKzCwkKlpaVp3bp1WrBggXMOEgAAAE7n1NC7a9cuDR482LqckJCghIQExcTEKCkpSdnZ2Tp06JB1e2pqqn7//Xe9++67evfdd63r27Ztqz179kiSLl68qBdeeEG//vqrPDw8FBwcrLS0NOuj0QAAAFD3ODX09u7dW/n5+WVuT0pKKrH853V/NnnyZE2ePNkh9QEAAMAYat2cXgAAAMBehF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4lQ69586d04wZM7Rp06bqrAcAAABwuEqH3kaNGunNN9/UsWPHqrMeAAAAwOHsmt7QqVMn619QAwAAAGoLu0Lv3/72N3300Uf6/PPPq6seAAAAwOHs+otss2bNUsuWLRUTE6M2bdrI399fjRo1smnj5uamtLQ0hxYJAAAAXA27Qu++ffvk5uam66+/XpJ05MiREm3c3NwcUxkAAADgIHaF3j179lRXHQAAAEC14Tm9AAAAMDy7Q29hYaEWLFigRx99VPfee6++//57SVJ+fr4WL16sX375xeFFAgAAAFfDrukNJ0+e1ODBg7V37155e3srLy9P+fn5kqTmzZvrtdde0759+/Tyyy9XS7EAAABAVdh1p/fFF1/U0aNHtWHDBmVmZqq4uPg/HdWrp8jISH355ZcOLxIAAAC4GnaF3g0bNiguLk5ms7nUpzQEBATwF9sAAADgcuwKvWfOnLE+rqw0Fy5c0OXLl6+6KAAAAMCR7Aq9N954o3bt2lXm9k2bNik4OPiqiwIAAAAcya7QO3LkSKWmpiotLU1FRUWS/vhjFL///rteeuklbdq0SbGxsdVSKAAAAFBVdj29IS4uTvv27VNcXJyaNWsmSRo9erTy8/N1+fJljR07Vg8++GC1FAoAAABUlV2hV5LefPNNDR8+XCtXrtTBgwdVVFSkG264QUOGDFF4eHh11AgAAABcFbtDrySZzWaZzWZH1wIAAABUC7vm9LZq1UqffPJJmdtXrFihVq1aXXVRAAAAgCPZFXr/+49RlKaoqKjU5/cCAAAAzmRX6JVUbqj99ttvZTKZrqogAAAAwNEqnNOblJSk9957z7o8depUvfLKKyXanTp1SqdPn9bw4cMdWyEAAABwlSoMvV5eXurQoYMk6ciRI2rdurVat25t08bNzU1NmjRRly5dNHbs2OqpFAAAAKiiCkPv/fffr/vvv1+SdM899+jpp59WREREtRcGAAAAOIpdc3rXrl3r0MC7detWDR8+XMHBwTKZTFq0aFGF+/z4448aNGiQfH19FRwcrBkzZpT4gt2qVatkNpvl7e0ts9msNWvWOKxmAAAA1D52Pad327Zt+uGHH/Too49a1y1fvlwJCQk6deqU7rvvPk2bNk316lUuS589e1YdO3ZUTEyMxo0bV2H706dPW/8IxqZNm2SxWDRhwgQ1btxYkyZNkiTt2LFDo0eP1tSpUzV48GCtWbNGo0aN0ueff65bb73VnsMFql36L+f1ZGa+DhdcdnYpkqQ213hoduPz6nudh7NLcRrHnpPG0pZfqrx3u6bueivcVKfPh6twpd9Vrgugauy60/vaa68pMzPTuvzTTz/p8ccfV7169dSlSxfNmzfP5ktvFRkwYIBeeOEFRUVFVSoof/LJJzp37pySkpLUsWNHRUVFafLkyZozZ471bm9SUpJ69+6tKVOmKCgoSFOmTNFtt92mpKQkew4VqBGu8iF6xa8X6unJzHxnl+FUrnRODhdcrvPnw1VwXQC1n113evft26c777zTurxkyRJ5eHjoq6++UvPmzfX444/r448/1vjx4x1eqPTHXdyePXuqUaNG1nX9+/fXa6+9psOHD8vf31/ffPONHnvsMZv9+vfvr3nz5pXbt8ViqZaanf1adUFtHs/DBY2dXUIJhwsu1+oxvVqudk7q+vn4b84cByNeF7X7urI9H847Flepw3gqM5aBgYF29WlX6D1z5ozNc3g3btyovn37qnnz5pKknj17Vuv82dzcXLVp08ZmnZeXl3Wbv7+/cnJyrOv+u01ubm65fds7cFVlsVhq7LXqglo/nlfxT9/VqVaP6dVywXNSp8/H/+f033WDXRdOH8+r9afz4bRjcZU6DKa6rk+7Qq+vr6/2798vSTp+/Lh2796tUaNGWbefPn1a9evb1SWA/5Ife51TXtc03/U+0F3F1ZyTqr5xcz5cnzN+V7kugKtjV0IdPHiw3n//fV24cEE7d+6Uh4eHBg0aZN3+ww8/qF27dg4v8gpvb2/l5eXZrLuy7O3tLUny8fEptc2V7QAAAKh77Poi29SpUxUZGam0tDTl5eVpzpw51qkEp0+f1po1a9S3b99qKVSSwsLCtG3bNp0/f966Lj09Xa1bt7aG7e7duys9Pd1mv/T0dJnN5mqrCwAAAK7Nrju9TZo0KfMLYU2bNtXevXvVuHHlJ/sXFBTo4MGDkqSioiIdO3ZMu3fvVsuWLdW2bVu9/PLL2rlzp1avXi3pjz+UMWPGDI0fP15TpkzRTz/9pLfeekvPPPOM3NzcJEnjxo3ToEGD9Oabb+ruu+/W2rVrlZGRoQ0bNthzqAAAADAQu+70lttRvXpq0aKFGjRoUOl9du3apdtvv1233367zp07p4SEBN1+++2aNm2aJCk7O1uHDh2ytm/RooVWrlyp48ePq2/fvnr66ac1YcIETZw40drGbDYrJSVFqamp6tWrl5YsWaKUlBSe0QsAAFCH2XWnd8aMGRW2cXNz0zPPPFOp/nr37q38/LKfNVjas3VvvvlmffbZZ+X2GxUVpaioqErVAAAAAOOzK/ROnz69zG1ubm4qLi62K/QCAAAANcGu0Pvbb7+VWFdUVKQjR44oOTlZmZmZWrZsmcOKAwAAABzhquf01qtXT/7+/nr11VcVEBDAXV4AAAC4HId9kU2SwsPD9cUXXziySwAAAOCqOTT07tq1S/XqObRLAAAA4KrZNad38eLFpa4/deqUMjMztWbNGj3yyCMOKQwAAABwFLtC7/jx48vc5unpqb/+9a/M6QUAAIDLsSv0fv/99yXWubm5yWQyqVmzZg4rCgAAAHAku0Kvn59fddUBAAAAVBu+dQYAAADDK/dOb0hIiNzc3Ozq0M3NTd99991VFQUAAAA4Urmht1evXnaHXgAAAMDVlBt6k5KSaqoOAAAAoNowpxcAAACGV2Hozc7OVvfu3fXqq6+W2+7VV19VWFiY/v3vfzusOAAAAMARKgy9c+fO1W+//abJkyeX227y5Mk6efKk5s6d67DiAAAAAEeoMPR+8cUXGjJkSIV/fKJZs2a677779NlnnzmsOAAAAMARKgy9hw4dUqdOnSrVWceOHXXw4MGrLgoAAABwpApDr5ubm4qKiirVWVFREY84AwAAgMupMPT6+flp586dlers//7v//hTxQAAAHA5FYbegQMHavny5Tpw4EC57Q4cOKBly5bpzjvvdFhxAAAAgCNUGHonTZqkpk2bavDgwVq2bJkuXbpks/3SpUtatmyZIiMj1axZM02cOLHaigUAAACqoty/yCZJnp6e+uSTT/TQQw/pscce0xNPPKH27duradOmKigo0E8//aTz58+rdevWWrJkiTw9PWuibgAAAKDSKgy9ktSlSxdlZmZq/vz52rBhg/bt26czZ86oWbNmCgkJ0V133aVRo0apRYsW1V0vAAAAYLdKhV5Jat68uSZPnlzhH6kAAAAAXE2Fc3oBAACA2o7QCwAAAMMj9AIAAMDwnB56k5OTFRISIh8fH0VERCgzM7PMto8//rhMJlOJnzZt2ljbZGRklNqmoucMAwAAwLgq/UW26rBixQrFx8frjTfeUI8ePZScnKxhw4YpKytLbdu2LdF++vTpeumll2zWDRw4UOHh4SXaZmVlqWXLltbla6+91uH1AwAAoHZw6p3e2bNna8SIERo5cqSCgoKUmJgoHx8fpaSklNq+RYsW8vHxsf4cOnRIP//8s0aOHFmirZeXl01bd3f36j4cAAAAuCinhd7CwkJ999136tevn836fv36afv27ZXq46OPPlJwcLDMZnOJbX369FFQUJAiIyO1efNmh9QMAACA2slp0xtOnDihy5cvy8vLy2a9l5eXcnNzK9z/1KlT+vTTT/XCCy/YrPf19dXMmTPVrVs3FRYWaunSpYqKitK6detKnQZxhcViqdqBVEFNvlZdULvHs7HNkvOOxVXqcAWOHYuq7c/5KI1zx8EVzokrXJuuwhXOhyvVYTyVGcvAwEC7+nTqnN6rkZaWpqKiIg0fPtxmfWBgoM0ghIWF6ciRI3rnnXfKDb32DlxVWSyWGnutuqDWj+eWX2wWnXYsrlKHK3DgWFT5+uR8lOD033VXOCeucG26Clc4H65Uh8FU1/XptOkNnp6ecnd3V15ens36vLw8eXt7V7j/Rx99pMjISJsvq5UlNDRUBw8erHKtAAAAqN2cFnobNmyoLl26KD093WZ9enp6qXN0/9vOnTv1ww8/6JFHHqnUa+3Zs0c+Pj5VrhUAAAC1m1OnN0yYMEFxcXEKDQ2V2WxWSkqKsrOzFRsbK0mKi4uTJM2dO9dmvw8//FABAQHq3bt3iT7nzJkjPz8/BQcHq7CwUGlpaVq3bp0WLFhQ/QcEAAAAl+TU0Dt06FCdPHlSiYmJysnJUXBwsNLS0uTn5ydJOnbsWIl9zpw5oxUrVuiZZ54ptc+LFy/qhRde0K+//ioPDw9rnwMGDKjWYwEAAIDrcvoX2caOHauxY8eWum3dunUl1jVr1ky//PJLKa3/MHnyZE2ePNlh9QEAAKD2c/qfIQYAAACqG6EXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYntNDb3JyskJCQuTj46OIiAhlZmaW2TYjI0Mmk6nEz4EDB2zarVq1SmazWd7e3jKbzVqzZk11HwYAAABcmFND74oVKxQfH6+nnnpKmzdvVlhYmIYNG6ajR4+Wu19WVpb2799v/QkICLBu27Fjh0aPHq1hw4YpIyNDw4YN06hRo/Ttt99W9+EAAADARTk19M6ePVsjRozQyJEjFRQUpMTERPn4+CglJaXc/by8vOTj42P9cXd3t25LSkpS7969NWXKFAUFBWnKlCm67bbblJSUVN2HAwAAABfltNBbWFio7777Tv369bNZ369fP23fvr3cffv06aOgoCBFRkZq8+bNNtu++eabEn3279+/wj4BAABgXPWd9cInTpzQ5cuX5eXlZbPey8tLubm5pe7j6+urmTNnqlu3biosLNTSpUsVFRWldevWKTw8XJKUk5NjV59XWCyWqzga+9Tka9UFtXs8G9ssOe9YXKUOV+DYsaja/pyP0jh3HFzhnLjCtekqXOF8uFIdxlOZsQwMDLSrT6eF3qoIDAy0OcCwsDAdOXJE77zzjjX0Xk3fNcFisdTYa9UFtX48t/xis+i0Y3GVOlyBA8eiytcn56MEp/+uu8I5cYVr01W4wvlwpToMprquT6dNb/D09JS7u7vy8vJs1ufl5cnb27vS/YSGhurgwYPWZR8fn6vuEwAAAMbitNDbsGFDdenSRenp6Tbr09PTZTabK93Pnj175OPjY13u3r37VfcJAAAAY3Hq9IYJEyYoLi5OoaGhMpvNSklJUXZ2tmJjYyVJcXFxkqS5c+dKkubMmSM/Pz8FBwersLBQaWlpWrdunRYsWGDtc9y4cRo0aJDefPNN3X333Vq7dq0yMjK0YcOGmj9AAAAAuASnht6hQ4fq5MmTSkxMVE5OjoKDg5WWliY/Pz9J0rFjx2zaX7x4US+88IJ+/fVXeXh4WNuk9DmAAAAdKUlEQVQPGDDA2uZKeH711Vc1bdo03XDDDUpJSdGtt95ao8cGAAAA1+H0L7KNHTtWY8eOLXXbunXrbJYnT56syZMnV9hnVFSUoqKiHFIfAAAAaj+n/xliAAAAoLoRegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfoBQAAgOE5PfQmJycrJCREPj4+ioiIUGZmZpltV69erSFDhiggIEDXX3+9+vfvr/Xr19u0WbRokUwmU4mf8+fPV/ehAAAAwEU5NfSuWLFC8fHxeuqpp7R582aFhYVp2LBhOnr0aKntt27dqttvv11paWnavHmz7rjjDj300EMlgnLjxo21f/9+mx8PD4+aOCQAAAC4oPrOfPHZs2drxIgRGjlypCQpMTFRGzduVEpKil588cUS7WfMmGGzHB8fry+++ELr1q1TeHi4db2bm5t8fHyqt3gAAADUGk6701tYWKjvvvtO/fr1s1nfr18/bd++vdL9FBQUyGQy2aw7d+6cOnXqpI4dOyo6Olrff/+9Q2oGAABA7eS0O70nTpzQ5cuX5eXlZbPey8tLubm5lerj/fff16+//qro6GjrusDAQM2aNUudOnVSQUGB3nvvPd15553asmWLAgICyuzLYrFU7UCqoCZfqy6o3ePZ2GbJecfiKnW4AseORdX253yUxrnj4ArnxBWuTVfhCufDleownsqMZWBgoF19OnV6w9VYtWqVXnjhBaWkpMjPz8+6PiwsTGFhYdZls9ms3r17a+7cufrHP/5RZn/2DlxVWSyWGnutuqDWj+eWX2wWnXYsrlKHK3DgWFT5+uR8lOD033VXOCeucG26Clc4H65Uh8FU1/XptOkNnp6ecnd3V15ens36vLw8eXt7l7vvqlWrNG7cOL333nu66667ym3r7u6uLl266ODBg1ddMwAAAGonp4Xehg0bqkuXLkpPT7dZn56eLrPZXOZ+K1euVFxcnObMmaOoqKgKX6e4uFg//vgjX2wDAACow5w6vWHChAmKi4tTaGiozGazUlJSlJ2drdjYWElSXFycJGnu3LmSpOXLlysuLk6vvPKKwsPDlZOTI+mPAN2yZUtJ0vTp09W9e3cFBATo9OnTmjt3rn788UfNnDnTCUcIAAAAV+DU0Dt06FCdPHlSiYmJysnJUXBwsNLS0qxzdI8dO2bTPiUlRZcuXdLUqVM1depU6/pevXpp3bp1kqRTp05p8uTJys3NVfPmzRUSEqL169crNDS05g4MAAAALsXpX2QbO3asxo4dW+q2K0G2rOXSJCQkKCEhwSG1AQAAwBic/meIAQAAgOpG6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIbnEqE3OTlZISEh8vHxUUREhDIzM8ttv2XLFkVERMjHx0e33HKLUlJSrrpPAAAAGFd9ZxewYsUKxcfH64033lCPHj2UnJysYcOGKSsrS23bti3R/ueff9YDDzygBx98UPPmzVNWVpaeeuopeXp6Kioqqkp91qTuWxpLW35xag3GwnhWB9N8xtSVcD4kftdLurrrgvGsDvyuSvmx1zm7hDI5/U7v7NmzNWLECI0cOVJBQUFKTEyUj49PqXdvJWn+/Pny9fVVYmKigoKCNHLkSMXExGjWrFlV7hMAAADG5tQ7vYWFhfruu+80adIkm/X9+vXT9u3bS91nx44d6tevn826/v37a/Hixbp48aKKi4vt7lOSLBZLFY/CXo1r6HVQ27S5pqgGr8M/v7aHfr3g9P8HdjmOOCdV2Z/z4dqc9bvKdVE63jtdi6PORWX6CQwMtKtPp4beEydO6PLly/Ly8rJZ7+Xlpdzc3FL3yc3NVZ8+fUq0v3Tpkk6cOKHi4mK7+5TsH7gq45+TUIp2Td31VrinAq/zcMrrz258Xk9m5utwwWWnvL4rcsQ5sVgsVXpv4Xy4Lmf+rnJdlMR7p+txRJ6q6ntnRZw+p7eu+ea232suYNcB1fWLUdf0vc5D3w/zZTxdxJXzgf/g2nTsdcF4OgbvnbWLU0Ovp6en3N3dlZeXZ7M+Ly9P3t7epe7j7e1davv69evL09NTxcXFdvcJAAAAY3PqRJSGDRuqS5cuSk9Pt1mfnp4us9lc6j5hYWGltu/atasaNGhQpT4BAABgbE6ffT1hwgSlpqZqwYIF2r9/v5599lllZ2crNjZWkhQXF6e4uDhr+9jYWB0/flzx8fHav3+/FixYoNTUVE2cOLHSfQIAAKBucfqc3qFDh+rkyZNKTExUTk6OgoODlZaWJj8/P0nSsWPHbNr7+/srLS1Nzz33nFJSUuTr66sZM2ZYn9FbmT4BAABQtzg99ErS2LFjNXbs2FK3rVu3rsS62267TZs3b65ynwAAAKhbnD69AQAAAKhuhF4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhueWn59f7OwiAAAAgOrEnV4AAAAYHqEXAAAAhkfoBQAAgOERegEAAGB4hF4AAAAYHqEXAAAAhkfodbDk5GSFhITIx8dHERERyszMLLf9li1bFBERIR8fH91yyy1KSUmpoUpd28yZM9W3b1+1bdtWAQEBio6O1t69e8vd5/DhwzKZTCV+vvrqqxqq2nUlJCSUGJebbrqp3H1+/PFHDRo0SL6+vgoODtaMGTNUXMwTDiWpc+fOpV5rDzzwQJn7lNa+rv6+b926VcOHD1dwcLBMJpMWLVpks724uFgJCQnq0KGDfH19dffdd+uf//xnhf2uWrVKZrNZ3t7eMpvNWrNmTXUdgssobywvXryoF198UeHh4WrTpo2CgoI0duxYHT16tNw+MzIySr1eDxw4UN2H43QVXZuPP/54iXH5y1/+UmG/dfWzvqLxLO06M5lMmjJlSpl9Xs1nff2rPiJYrVixQvHx8XrjjTfUo0cPJScna9iwYcrKylLbtm1LtP/555/1wAMP6MEHH9S8efOUlZWlp556Sp6enoqKinLCEbiOLVu2aMyYMerWrZuKi4s1bdo03Xvvvdq+fbtatmxZ7r7Lly9Xp06drMsVta8rAgMDtXbtWuuyu7t7mW1Pnz6tIUOGKDw8XJs2bZLFYtGECRPUuHFjTZo0qSbKdWnp6em6fPmydTk7O1t9+vTRvffeW+5+77zzjgYOHGhdbt68ebXV6MrOnj2rjh07KiYmRuPGjSux/e2339bs2bM1e/ZsBQYG6h//+IeGDBmib775Rs2aNSu1zx07dmj06NGaOnWqBg8erDVr1mjUqFH6/PPPdeutt1b3ITlNeWP5+++/6/vvv9eUKVPUuXNnnT59Ws8//7zuv/9+bd26VfXrlx8BsrKybN4/r7322mo5BldS0bUpSX369NHcuXOtyw0bNiy3z7r8WV/ReO7fv99medeuXRo+fHiF76VS1T7rCb0ONHv2bI0YMUIjR46UJCUmJmrjxo1KSUnRiy++WKL9/Pnz5evrq8TERElSUFCQvv32W82aNcvwvwgVWbFihc3y3Llz5efnp6ysLN11113l7tuqVSv5+PhUZ3m1Uv369Ss9Lp988onOnTunpKQkNWrUSB07dtSBAwc0Z84cTZw4UW5ubtVcrWv784f/woUL1axZMw0ZMqTc/Vq0aMG1KWnAgAEaMGCAJGn8+PE224qLi5WUlKQnn3zS+j6YlJSkwMBALVu2TLGxsaX2mZSUpN69e1vvEAUFBSkjI0NJSUn64IMPqvFonKu8sWzRooU+/fRTm3VvvvmmevToof379+vmm28ut28vLy95eno6tmAXV954XnHNNdfY9Xtclz/rKxrPP4/j+vXr1b59e912220V9l2Vz3qmNzhIYWGhvvvuO/Xr189mfb9+/bR9+/ZS99mxY0eJ9v3799euXbt08eLFaqu1NiooKFBRUZFMJlOFbR9++GG1b99eAwcO1KpVq2qgutrh559/VocOHRQSEqLRo0fr559/LrPtjh071LNnTzVq1Mi6rn///jp+/LgOHz5cA9XWHsXFxVq4cKGio6Ntxqs08fHxuvHGG9W3b1+lpKSoqKiohqqsPQ4fPqycnByb98ZGjRopPDy8zPdSSfrmm29KfT8tb5+66MyZM5JUqffSPn36KCgoSJGRkdq8eXN1l1ZrbNu2Te3bt1doaKieeOIJ5eXllduez/rKKSgo0IoVK6w3DitSlc96Qq+DnDhxQpcvX5aXl5fNei8vL+Xm5pa6T25ubqntL126pBMnTlRbrbVRfHy8OnfurLCwsDLbNG3aVK+88ormz5+vTz75RLfffrtiY2O1dOnSGqzUNd16662aM2eOli1bpnfeeUc5OTkaMGCATp48WWr7sq7NK9vwH+np6Tp8+LAeeeSRcts999xzSklJ0aeffqqhQ4fq+eef1xtvvFFDVdYeOTk5kmTXe+mV/ezdp64pLCzU888/rzvvvFPXXXddme18fX01c+ZMLVy4UAsXLlRgYKCioqIq/I5KXfCXv/xF7733nlatWqVXX31VO3fuVGRkpC5cuFDmPnzWV86yZctUWFiomJiYcttdzWc90xvg8p577jllZWVpw4YN5c5D9fT0tJlv2rVrV508eVJvv/22oqOja6JUl3XHHXfYLN96663q0qWLUlNTNXHiRCdVZQwfffSRunXrps6dO5fb7plnnrH+d0hIiIqKivTGG2/o6aefru4SAV26dEmPPfaYTp06pcWLF5fbNjAwUIGBgdblsLAwHTlyRO+8847Cw8Oru1SXdt9991n/++abb1aXLl3UuXNnff7554qMjHRiZbXfRx99pEGDBlU4d/xqPuu50+sgnp6ecnd3L/HPHHl5efL29i51H29v71Lb169fv87NoyrL1KlTtXz5cq1evVr+/v527x8aGqqDBw86vrBarmnTpurQoUOZY1PWtXllG/6Ql5en9evXV/qf4/5baGioTp8+zZ3IP7kyR8+e99Ir+9m7T11x6dIljRkzRj/++KNWrVqlVq1a2d0H76Wla926tdq0aVPu2PBZX7Hdu3dr165dVXovlSp/fRJ6HaRhw4bq0qWL0tPTbdanp6fLbDaXuk9YWFip7bt27aoGDRpUW621xbPPPmsNvBU9Xqsse/bs4YtDpTh//rwsFkuZYxMWFqZt27bp/Pnz1nXp6elq3bq12rVrV1NlurzU1FRdc801Nnd/KmvPnj3y8PBQixYtqqGy2qtdu3by8fGxeW88f/68tm3bVuZ7qSR1797drvffuuLixYuKjY3Vjz/+qDVr1lT5/ZD30tKdOHFCx48fL3ds+Kyv2EcffaR27dqpT58+Vdq/stcn0xscaMKECYqLi1NoaKjMZrNSUlKUnZ1t/bZxXFycJFkfdRIbG6v3339f8fHxio2N1fbt25Wamqrk5GSnHYOrmDJlipYuXaqPP/5YJpPJOs+vSZMmatq0qSTp5Zdf1s6dO7V69WpJfwSQBg0aKCQkRPXq1dOGDRuUnJysl156yVmH4TKuzOO7/vrr9e9//1uJiYn6/fffrXOn/jyW999/v2bMmKHx48drypQp+umnn/TWW2/pmWeeqfNPbriiuLhYCxYs0NChQ63X5BXz5s3T+++/r2+++UaS9Nlnnyk3N1fdu3dXo0aNlJGRoYSEBI0cOVLXXHONM8p3qoKCAutdmaKiIh07dky7d+9Wy5Yt1bZtWz3++OOaOXOmAgMD1b59e73++utq0qSJ7r//fmsfkZGRCg0NtT4ZZ9y4cRo0aJDefPNN3X333Vq7dq0yMjK0YcMGpxxjTSlvLFu3bq2RI0dq165dWrx4sdzc3Kzvpc2bN7d+8fLPn01z5syRn5+fgoODVVhYqLS0NK1bt04LFixwwhHWrPLGs2XLlpo+fboiIyPl4+OjI0eO6O9//7u8vLx0zz33WPvgs/4/Kvpdl/54tN4nn3yiJ554otTPF0d+1hN6HWjo0KE6efKkEhMTlZOTo+DgYKWlpcnPz0+SdOzYMZv2/v7+SktLs37BxdfXVzNmzDD8I0wq48qbwZ/H4tlnn9XUqVMl/fFs1EOHDtlsf/3113X06FG5u7srICBAs2bNqvPzeSXp119/1dixY3XixAlde+21uvXWW/Xll19ar80/j2WLFi20cuVKTZkyRX379pXJZNKECROY//tfMjIy9K9//Uvz5s0rse3EiROyWCzW5QYNGig5OVn/+7//q6KiIvn7+2vq1Kl69NFHa7Jkl7Fr1y4NHjzYupyQkKCEhATFxMQoKSlJkydP1rlz5/T0008rPz9foaGhWrFihc0zeg8dOmTzZawrNxpeffVVTZs2TTfccINSUlIM/YxeqfyxjI+P1/r16yWpxB202bNn68EHH5RU8rPp4sWLeuGFF/Trr7/Kw8PD+ll25dFTRlbeeM6cOVN79+7VkiVLdOrUKfn4+Kh3796aP3++zbXJZ/1/VPS7Lv3xiNKzZ89ar8c/c+RnvVt+fj5/YgkAAACGxpxeAAAAGB6hFwAAAIZH6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AWAGrJo0SKZTCbrH63AH8/t/O8/QAMA1YXQCwDl2Ldvn0aPHq2QkBD5+PioQ4cOGjRokBISEpxdmt3eeOMNrV271tllAIBTEHoBoAw7duxQRESEdu7cqREjRigxMVGxsbFq0aKF3nrrLWeXZ7eZM2dq3bp1zi4DAJyCP0MMAGV4/fXX1bhxY6Wnp6tVq1Y223Jzc51UlTGcPXtWTZo0cXYZAOoQ7vQCQBkOHTqkDh06lAi8kuTt7W39b5PJVOp0h86dO+vxxx8vsf7cuXN6+umndeONN+r666/XqFGjSoTou+++W927d9e+ffs0ePBgtW7dWsHBwXr77bdL9HfhwgVNnz5d3bp1k7e3t4KDgzV16lT9/vvvNjWePXtWixcvlslkkslk0t13361Tp06pVatWevfdd61tz549q2uvvVZt2rTRxYsXretfffVV+fj46Pz589Z1W7Zs0aBBg9SmTRv5+fkpOjpae/futanvyrzdvXv36rHHHpO/v7969uxZ4jiuOH78uMxms7p166ajR4+W2Q4A7MGdXgAog5+fn7KysrRnzx517tzZYf3Gx8erSZMmeuaZZ3T06FHNmzdPFotF6enpatiwobXd6dOndf/99+uee+7Rvffeq1WrVunFF19Ux44ddccdd0iSiouL9dBDD2nr1q165JFH1KFDB+3fv18ffPCB9u3bpxUrVsjNzU1z587VE088oW7dumnUqFGS/gjuLVq0UMeOHZWZmalJkyZJ+mNax+XLl/X7779r165dCgsLkyRt27ZN3bp1k4eHhyRp8+bNGjp0qNq1a6f4+HidP39eycnJuvPOO7Vp0ya1b9/e5rhHjx6tdu3a6fnnn1dhYWGpY3PkyBFFRUWpYcOGWr9+vXx9fR027gDqNkIvAJThiSeeUHp6uiIiItS1a1f17NlTvXv3VkREhDX4VdXatWt1zTXXSJI6dOigSZMmacmSJXrkkUesbXJycpSUlKSYmBhJ0sMPP6zOnTtr4cKF1tC7bNkyffXVV1qzZo1uu+02675du3bVY489pvT0dPXr10/R0dH6n//5H/n7+ys6Otqmlp49e2rZsmUqLi6Wm5ubMjMzdfPNN+v8+fPKzMxUWFiYCgsLtXPnTk2YMMG63/PPP6/mzZvryy+/tN4Nv++++9SjRw/9/e9/14IFC2xeJzAwUAsXLixzTA4ePKjIyEiZTCZ9+umnuvbaa6sytABQKqY3AEAZIiIi9Nlnn2ngwIH65z//qVmzZik6Olo33XSTPv744yr3Gxsbaw28khQTE6MWLVpow4YNNu0aNWpkE1AbNmyobt266eeff7auW7lypdq3b6/g4GCdOHHC+tOrVy+5ubkpIyOjwnrCw8P122+/WaclZGZmKjw8XD179lRmZqYkadeuXTp//rx1WkJ2drZ2796tmJgYm+kfAQEBuuuuu7Rx40ZdvnzZ5nXGjBlTZg379+/XoEGD5O3trbVr1xJ4ATgcoRcAymE2m7V48WIdPnxYGRkZev755yVJEydO1Ndff12lPgMCAmyW69evr3bt2unIkSM261u3bq169Wzfpk0mk/Lz863L//rXv2SxWBQQEGDzc/PNN6u4uFh5eXkV1nMlyGZmZlrv6Pbq1Uvh4eHKyspSUVGRtm3bJnd3d5nNZkmyzrUNDAws0d9NN92ks2fP6sSJEzbr/f39y6xhxIgRuuaaa/Tpp5/KZDJVWDMA2IvpDQBQCQ0aNFDnzp3VuXNnde/eXVFRUUpLS1NERESZ+xQVFV3Va7q7u5e6vri42OY1OnTooOnTp5fatjJzYn19fXXjjTcqMzNTnTt31vnz5xUeHq6zZ8/q9OnT2rNnj7Zt26ZOnTqpWbNmVTsY/XHnuiyRkZFKTU3V4sWLFRcXV+XXAICyEHoBwE6hoaGS/vgnfumPu6+nTp2yaVNYWGjd/mf/+te/1K9fP+vypUuXdPjwYfXq1cvuWm644QZ99913ioiIkJubW7lty9ves2dPbdy4USEhIQoMDJSXl5e8vLx03XXXacuWLcrKytKIESOs7du2bStJslgsJfqyWCxq0qSJPD09K30cL774oho1amT9kt9DDz1U6X0BoDKY3gAAZfj6669LvVv75ZdfSvrPP+3fcMMN1rmvV3z44Ycl5rReMX/+fF24cMG6vHjxYp06dUoDBw60u8YhQ4YoNzdXH3zwQYltFy5c0JkzZ6zLjRs3tpka8d969uyp7OxspaamKjw83Gb9hx9+qFOnTtms9/X11S233KIlS5bot99+s64/dOiQPvvsM/3lL38p8051WV5//XVFR0dr8uTJWrlypV37AkBFuNMLAGWIj49XQUGB7rnnHgUFBamoqEjff/+9li5dqlatWlmfwfvII4/or3/9qx5++GH17dtXP/zwgzZu3Fjunc7Bgwfrvvvu05EjRzRv3jx17NjR+pQGe0RHR2vVqlWaMmWKtm7dqh49eqi4uFg//fSTVq5cqQ8//FC9e/eW9McTHb7++mu9++67atOmja699lrr9IwrgdZisWjKlCnW/sPDw7Vs2TJJKvFs3VdeeUVDhw7VHXfcoZEjR1ofWebh4aG//e1vdh+Lm5ubZs+erbNnz+qxxx5T48aNq/Q/AgBQGkIvAJThlVde0erVq7Vp0yZ9/PHHunDhgnx9fTVs2DA99dRTateunSRp5MiROnz4sBYuXKiNGzeqZ8+e+vTTTxUZGVlqv9OnT9fq1as1Y8YMXbhwQXfddZf+8Y9/2Dyjt7Lq1aunjz/+WElJSVq8eLHWr18vDw8P+fv7a8yYMerUqZO17bRp0/Tkk09q+vTpOnv2rHr16mUNvTfeeKN8fX2VnZ1d4k6vJAUFBZV4osLtt9+ulStXatq0aZo2bZrq16+vnj176sUXXyzxjN7Kcnd31wcffKARI0Zo5MiRWrp0abnzpgGgstzy8/OLK24GAAAA1F7M6QUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AUAAIDhEXoBAABgeIReAAAAGB6hFwAAAIZH6AUAAIDh/T8tbP36bZgADAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(zz_distmat)\n", + "fig, ax = plt.subplots()\n", + "ax.step(range(len(clf.labels_)), clf.labels_, where='post')\n", + "ax.set_xlabel(\"Subnetwork\")\n", + "ax.set_ylabel(\"Cluster\")" + ] + }, + { + "cell_type": "code", + "execution_count": 342, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0,0.5,'Cluster')" + ] + }, + "execution_count": 342, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(wrcf_distmat)\n", + "fig, ax = plt.subplots()\n", + "ax.step(range(len(clf.labels_)), clf.labels_, where='post')\n", + "ax.set_xlabel(\"Subnetwork\")\n", + "ax.set_ylabel(\"Cluster\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## SocioPatterns" + ] + }, + { + "cell_type": "code", + "execution_count": 355, + "metadata": {}, + "outputs": [], + "source": [ + "zz_dgms = dill.load(open(\"sociopatterns/zz_dgms.dill\", \"rb\"))\n", + "wrcf_dgms = dill.load(open(\"sociopatterns/wrcf_dgms.dill\", \"rb\"))\n", + "zz_gram1 = dill.load(open(\"sociopatterns/zz_gram1.dill\", \"rb\"))\n", + "wrcf_gram1 = dill.load(open(\"sociopatterns/wrcf_gram1.dill\", \"rb\"))\n", + "zz_distmat = dill.load(open(\"sociopatterns/zz_distmat.dill\", \"rb\"))\n", + "wrcf_distmat = dill.load(open(\"sociopatterns/wrcf_distmat.dill\", \"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": 346, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 346, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.matshow(wrcf_gram1)" + ] + }, + { + "cell_type": "code", + "execution_count": 356, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "plt.matshow(zz_gram1)\n", + "plt.savefig(\"sp_zz_gram1.pdf\", transparent=True, pad_inches=0.3, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 202, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "25\n", + "4\n" + ] + }, + { + "data": { + "text/plain": [ + "0.5006790161132812" + ] + }, + "execution_count": 202, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "print(len(zz_dgms[0][1]))\n", + "print(len(zz_dgms[1][1]))\n", + "d.bottleneck_distance(zz_dgms[0][1], zz_dgms[1][1])" + ] + }, + { + "cell_type": "code", + "execution_count": 157, + "metadata": {}, + "outputs": [], + "source": [ + "clf = AgglomerativeClustering(n_clusters=5, affinity=\"precomputed\", linkage=\"average\")" + ] + }, + { + "cell_type": "code", + "execution_count": 158, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(zz_gram1)\n", + "fig, ax = plt.subplots()\n", + "ax.step(range(len(clf.labels_)), clf.labels_, where='post')\n", + "ax.set_xlabel(\"Subnetwork\")\n", + "ax.set_ylabel(\"Cluster\")\n", + "fig.savefig(\"sp_zz_k.pdf\", transparent=True, pad_inches=0.3, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 159, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(wrcf_gram1)\n", + "fig, ax = plt.subplots()\n", + "ax.step(range(len(clf.labels_)), clf.labels_, where='post')\n", + "ax.set_xlabel(\"Subnetwork\")\n", + "ax.set_ylabel(\"Cluster\")\n", + "fig.savefig(\"sp_wrcf_k.pdf\", transparent=True, pad_inches=0.3, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 160, + "metadata": {}, + "outputs": [], + "source": [ + "svm = OneClassSVM(kernel='precomputed')" + ] + }, + { + "cell_type": "code", + "execution_count": 161, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 161, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "svm.fit(zz_gram1)\n", + "clusters = svm.predict(zz_gram1)\n", + "plt.step(range(len(clusters)), clusters, where='post')" + ] + }, + { + "cell_type": "code", + "execution_count": 162, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 162, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "svm.fit(wrcf_gram1)\n", + "clusters = svm.predict(wrcf_gram1)\n", + "plt.step(range(len(clusters)), clusters, where='post')" + ] + }, + { + "cell_type": "code", + "execution_count": 218, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Diagram with 3 points" + ] + }, + "execution_count": 218, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dgm1 = d.Diagram([(1,4),(1,2),(3,np.inf)])\n", + "dgm1" + ] + }, + { + "cell_type": "code", + "execution_count": 219, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Diagram with 1 points" + ] + }, + "execution_count": 219, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "dgm2 = d.Diagram([(1,3)])\n", + "dgm2" + ] + }, + { + "cell_type": "code", + "execution_count": 220, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "inf" + ] + }, + "execution_count": 220, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d.bottleneck_distance(dgm1, dgm2)" + ] + }, + { + "cell_type": "code", + "execution_count": 223, + "metadata": {}, + "outputs": [], + "source": [ + "res = d.Diagram()\n", + "for p in dgm1:\n", + " if p.death != np.inf:\n", + " res.append(p)" + ] + }, + { + "cell_type": "code", + "execution_count": 225, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1,4)\n", + "(1,2)\n" + ] + } + ], + "source": [ + "for p in res:\n", + " print(p)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/clustering.py b/clustering.py new file mode 100644 index 0000000..f7c0195 --- /dev/null +++ b/clustering.py @@ -0,0 +1,119 @@ +#!/usr/bin/env python3 + +import numpy as np + +from sklearn.cluster import AgglomerativeClustering +from sklearn.svm import OneClassSVM + +import dill + +import matplotlib +matplotlib.use("PDF") +import matplotlib.pyplot as plt +plt.style.use("fivethirtyeight") +plt.rcParams["figure.figsize"] = (10, 6) + + +N_CLUSTERS = 10 + +GENERATIVE = True +SOCIOPATTERNS = True + +if __name__=="__main__": + if GENERATIVE: + print("==== Generative model ====") + zz_dgms = dill.load(open("generative/zz_dgms.dill", "rb")) + wrcf_dgms = dill.load(open("generative/wrcf_dgms.dill", "rb")) + zz_gram1 = dill.load(open("generative/zz_gram1.dill", "rb")) + wrcf_gram1 = dill.load(open("generative/wrcf_gram1.dill", "rb")) + zz_distmat = dill.load(open("generative/zz_distmat.dill", "rb")) + wrcf_distmat = dill.load(open("generative/wrcf_distmat.dill", "rb")) + + print("Zigzag + kernel") + clf = AgglomerativeClustering( + n_clusters=N_CLUSTERS, affinity='precomputed', linkage='average') + clf.fit(zz_gram1) + fig, ax = plt.subplots() + ax.step(range(len(clf.labels_)), clf.labels_, where='post') + ax.set_xlabel("Subnetwork") + ax.set_ylabel("Cluster") + fig.savefig("fig/gen_zz_k.pdf", transparent=True, + pad_inches=0.3, bbox_inches="tight") + + print("WRCF + kernel") + clf = AgglomerativeClustering( + n_clusters=N_CLUSTERS, affinity='precomputed', linkage='average') + clf.fit(wrcf_gram1) + fig, ax = plt.subplots() + ax.step(range(len(clf.labels_)), clf.labels_, where='post') + ax.set_xlabel("Subnetwork") + ax.set_ylabel("Cluster") + fig.savefig("fig/gen_wrcf_k.pdf", transparent=True, + pad_inches=0.3, bbox_inches="tight") + + print("Zigzag + bottleneck") + clf = AgglomerativeClustering( + n_clusters=N_CLUSTERS, affinity='precomputed', linkage='average') + clf.fit(zz_distmat) + fig, ax = plt.subplots() + ax.step(range(len(clf.labels_)), clf.labels_, where='post') + ax.set_xlabel("Subnetwork") + ax.set_ylabel("Cluster") + fig.savefig("fig/gen_zz_b.pdf", transparent=True, + pad_inches=0.3, bbox_inches="tight") + + print("WRCF + bottleneck") + clf = AgglomerativeClustering( + n_clusters=N_CLUSTERS, affinity='precomputed', linkage='average') + clf.fit(wrcf_distmat) + fig, ax = plt.subplots() + ax.step(range(len(clf.labels_)), clf.labels_, where='post') + ax.set_xlabel("Subnetwork") + ax.set_ylabel("Cluster") + fig.savefig("fig/gen_wrcf_b.pdf", transparent=True, + pad_inches=0.3, bbox_inches="tight") + + if SOCIOPATTERNS: + print("==== SocioPatterns dataset ====") + zz_dgms = dill.load(open("sociopatterns/zz_dgms.dill", "rb")) + wrcf_dgms = dill.load(open("sociopatterns/wrcf_dgms.dill", "rb")) + zz_gram1 = dill.load(open("sociopatterns/zz_gram1.dill", "rb")) + wrcf_gram1 = dill.load(open("sociopatterns/wrcf_gram1.dill", "rb")) + zz_distmat = dill.load(open("sociopatterns/zz_distmat.dill", "rb")) + wrcf_distmat = dill.load(open("sociopatterns/wrcf_distmat.dill", "rb")) + + print("Zigzag + kernel") + clf = AgglomerativeClustering(n_clusters=N_CLUSTERS, affinity='precomputed', linkage='average') + clf.fit(zz_gram1) + fig, ax = plt.subplots() + ax.step(range(len(clf.labels_)), clf.labels_, where='post') + ax.set_xlabel("Subnetwork") + ax.set_ylabel("Cluster") + fig.savefig("fig/sp_zz_k.pdf", transparent=True, pad_inches=0.3, bbox_inches="tight") + + print("WRCF + kernel") + clf = AgglomerativeClustering(n_clusters=N_CLUSTERS, affinity='precomputed', linkage='average') + clf.fit(wrcf_gram1) + fig, ax = plt.subplots() + ax.step(range(len(clf.labels_)), clf.labels_, where='post') + ax.set_xlabel("Subnetwork") + ax.set_ylabel("Cluster") + fig.savefig("fig/sp_wrcf_k.pdf", transparent=True, pad_inches=0.3, bbox_inches="tight") + + print("Zigzag + bottleneck") + clf = AgglomerativeClustering(n_clusters=N_CLUSTERS, affinity='precomputed', linkage='average') + clf.fit(zz_distmat) + fig, ax = plt.subplots() + ax.step(range(len(clf.labels_)), clf.labels_, where='post') + ax.set_xlabel("Subnetwork") + ax.set_ylabel("Cluster") + fig.savefig("fig/sp_zz_b.pdf", transparent=True, pad_inches=0.3, bbox_inches="tight") + + print("WRCF + bottleneck") + clf = AgglomerativeClustering(n_clusters=N_CLUSTERS, affinity='precomputed', linkage='average') + clf.fit(wrcf_distmat) + fig, ax = plt.subplots() + ax.step(range(len(clf.labels_)), clf.labels_, where='post') + ax.set_xlabel("Subnetwork") + ax.set_ylabel("Cluster") + fig.savefig("fig/sp_wrcf_b.pdf", transparent=True, pad_inches=0.3, bbox_inches="tight") diff --git a/dills/wrcf_dgms.dill b/dills/wrcf_dgms.dill new file mode 100644 index 0000000000000000000000000000000000000000..616b0e17bda010d377640af86b6a7165d10f2ed9 GIT binary patch literal 324479 zcmZtPd4Nsj{|9jUPPXh@_I(X)GFcktc8gF^W6P3cIajujy%Qz7Y>|>mq)3Gb2@wgc zv1krhA#Hr+b;J-`}g>pn)TY z3>{Lpn|+n1Rlgp66Fmmx@v_ty@8LVMRZq{)n)CSHRiZhs?-dly`FyXCXwL6@g_D}Ck^;V0B&pddxytv7ispj8ceQ9P zeCaJk-_{f*_y^5l_obOc<&EG*|S!YNEN4 z?N;)y}F{grtj4g&9!{5eo}LZ z@Wj^ky#}JWj_)-T&2@dRQBrf6aFBYwcdcly?|Y3!a|7RN(tEPkwC4lv#pt?p@A~Sg zDd7d0@nY1{_ihl)slIokXpZ^bO&QH8jl#m>zSk_NxnbCRyYJnc(Hy=0-Qj!9Gn!MX zhu_`a_fj&Nqwl`c_iho*oqVr_Xuiw$T4pq-R1L?z+xJ>!G)H51_Py4kxr^`Jn$et6 zKOE#<-%CxkD={_2j`BX=Ya^P|eXngsb2MdF-%HDAjtcDNd$Ek>=)1f7-fg0}kMG4Z zno}Bt1@`s5+ePyOzIR7b^R?l3_xHVa8O_m@5BXmEjOG;k?g74cXHs+RaF9X1*CDCd zPSs%F>zL6TjqUkfr;O(4kx%&ET}jP#!?B0@-rY&f_E-+{y?c_H?HU~6d!3V-?VODC zy)H@3R^TY#yEm!X9?M64@4k%YsP3`8moA#e`CeDiJl^-ZWi+SM3=e05?{!aVwn`@X zUXP6CXv)dH*Hbi4@xA*qnp5mynCg4IGMb}7p76ciqWMYR>yyzOT|U!%uWwSb75J3z zJ&@FFhcn&x`Xx2ngEqtW9!yOMU-nX?gP-Gj{gaxl?zz7AP*Sr!4D)<%KvJ_k#83O) zz@%pT?)knqD5E(#_yxWe+rJnb_;YrPQzL)#nh@@sa-!J&y$c*Nwk`=!9NJeus<%_;IDx*32?w5RT zbVhTEJ!mU^Z%k6NRq~4OJ(|>PFVw4iZ){St6}Z~>#);-veQ$hHvpp}@_}+x1W;-XZ z`QF5&W*hr;- z>7-_R7Vq}G`AN-I;2z&wkkoA7z1Q~^CN*2#ANt;+q-GmrpYJWsXpYX{e&2gWG=JoK zOEQ|H-)0W@-qNIIyX-&qy=Rk}?Xf)Qd&`oV?Yj^8-g8OKcEx_`d(S5|+u?lXd&@=h z=f3wsQnQ_tFMMxBQnQWyrSH9%)NId&Bfj@iQnNj1M}6<*)Rgc6PmO*NIpKRNMe|AD zdnKv4LU{Rn?|Z9~n(c6Y@V(VZ%~s$k-+MKw*}nU<@2yE{wlnxY-+N6o|LA+KCpFvH zXMAt1X#UCf)+IGt-DiF8jihFKEPwXB^-0b4-M{$Wn@P>~s(Ie`-b!k=!}-t!cqaV0V!LS1jQ00Ldlt0s5basf{=R6>hW4FF?O~Pi>}cPW)Nb|U zK>O~b_VBTb=SKSnN$vLi`Ov;6sXaV7@%(7to78UKUjXeNiuS9}zE89lMEm}vcB{V- z+CNHaxA6<3{XkN?)l&rRA1Afj_ZLO`!KC)^5{_Su_CrbSHg7Ss9~SM!(f&zNdw5;O zOQ8Kz(OwempCz?hJ*Ck8c~ZO0TN>?OB(>Xdl}G!RN$vJ{RY3cZq;?zs8nhoxYPWGJ zqW!C+b{nS(+P_X}w{fbX{hOqAtFs!~zfEel@vEc#SW>%ve+{&MC)#VG{diKlozGfm zKatdK$)t9xvo6}dPinXCuZQ*@M0W(H=+G} zQoEg>W@!I4solQ+X0%^OYPaJ}LHln>?KaLWX#YK_-Rfz9_KQjFHhxRAUrK7Xaay7M z57FKl?SCe<+j+YU?SF~(INJYCYPb4tNBciX?KW>awEvsbZr|Sl?f)gUTm2m~`-x1M zGi6F5E2$GGb3oxBsVPPegR(H$i5dpV%4EHUgR(JM86!a1nXK1nP!1+L*fF4-njQt^ z(lj2FThjzk9wsYeA}BADmGKxTpQb6G{Fse5#fWnqkdnX)! zA5@yjPVa6|877-+52!4Y_4)`@j>&o*0F~GDHK+oUJyVW>u3@sdegaiwvboNJDg_j_ zWE}GKS^Pw0CL8cZP!%RCBNbGY$$E7FRSPI=$(ZXLs5+?kp4&>P0K;8nXHVJpj$Pq0;Mup8EZjpnCxu432Mt^6}}BhW3pbGKrtq(a5LyO zO6AX`sGL zRz`c!157sHouGb9HsD>L2bru_H&A~~eLxQ}Ss9Ol1~A!N6F>tsJq8-2>2c6tO;bP~ zlNCP=l+ZL2G(^)Z(8Ekt{L`SJOg7g7&@fFegN8HNfU7_wm~6n+ppi`0YYpfTCVM)( z4jRQ|18xV6*0cjOCZO<}Q!NvT*UafB9@SJEG*(kx&^RV5zAI=vlU+8wKogkkxO#&o zGTDIrK$A2*2%5}fbBzQ&#$*FN4)Qf^06orR1MUJ%VX^@~0ZrBP1?UM)Idl1mCz))n z!k}qPHdlSnQ%u(DKG1YcgFrKwY`_VinVP17W@(xSnyqOuXih-k6seXz#>?mP6LU2+ z0nKBw<7x?dT2mTmzNWiD3p5P}Ez~pyv`EuJ&|*zx^ZSWsG<60o2`D_AjI*(>sGnG> zY4+8A;#ns9^?NR88IwJU=7XLKC~Qf!&^z9_qMvvkg!eDY@#*sWmlyC=dSV4W;{D4N zuMAW3_=y)`(GT2=(PkC!6E87Y4X3a26E8Da<$r@#YARIFPrSlp12zV&VzLXPBWN{~ z&D8_+Dw7S^3$%vGdOZVrP17pS>za0e)-qXzSqk}yb(*q+-e9r{i-XoPS%tTN-qh3s z^p>X4ptqT9uF0Sc0bOx@W-0C`HZoZm&w@5-S_XPY({rHBntlXrVX_K;1HH>+W#lN~ zC$?(J58B3L1C{`7XR-mW0lmj$y=s7VFokh!ycy_yChOH3v{TcUpk11dfOcy-3i^P_ zioXQfqp5C5Ke1O+E6|6U+JW{l*>N2J?bq}*=p#)fOZkZdnmU3$X0qez13JiLWjqKv z#ALmOfDSWRuQ8xcG(8Ubl*tC10{TqTEYRng7JP1I=K2Ek4U^4v6!fj8lb~ao&Vs&UvbipSjx*U@SxWnf6HL}C8|b8_#-Q(+ zY{2HAA2h{4r!;i{oo2E!dV>C^=|Rws0fpb3@w4)9B|mXS(|OQOny#wsC(bh2qud+x zGm{tX2KQUz+lR{?=3;^pB?6pno;h2mQxnXCn=iDU16RE4plq;-Jh-cF6aF zvS`X%4QUjU4cHTujmZZ529#aXF;EUoKZ0^H*<9JHBaPCO8fFjt)X-GC zwV$Y|sX3^YrrSWZHT7{WYNY8#(6yRc zgBokP71Tsidr(tNd2U0Dr70D3J(Jxl(m#$EE1>WxoND)O#s^PFj0M8m`J3?R^4s}l z_$obdGd|+&eDnjwMtiam(kNIG+0%b)W28|5U2(w=?u0Z-lLu;{X(*_rreUB~n$Ch+ zYg&Fc(kM-9L8+SdbwL`X=^&`Brtd&$nofXXnyTH4G)mL;pg5B~D4jsJGug}aJ)k=@ z%>cF2RN_9QQJPkR?qsqu_M{_?VhZntj_(I`WU>l>1a;DM33QjHE?tpEFXZ3y#(qJ zQ25Om&+!rSkw$4sEJPZmDSZ*rC?huqNTW3EScf!9(@&rQnzFo!G)mK!w~$6@N_iV;l%{(?o~BWtgr>q9kVa{$ zvk_^Orlz2wntFnUX_~tUX_Tf_pb?smfJSP%YBSO(O~pW?G*#PzG)hzBcacVEY65yx zQ|eZvQJN-##%Wpw8n5X+&;(6~w;_$vG;2H3C`~2aLmH*2BIq$qkAr+ox9mU~rD+Ff zil&c2Q#JhydP38z_mM_vS^%1+>6)ELqcl|pO=q$fqIP?bMlso|&GVp{nofacX)3rE zX_Tf~pgEdu0?pOb0yIz4(EUiGh;02$d=6+nQS=MjOP~ds)_@jj8v7B_C`}VVi!~KF zfHX=|3(%5)!V{iqD__%|LL`bjO5+1aK9NXid>q*)GAWHeBH=zuMo(sbGTYfL@c7wjr~t<8{XHiI>(dr^B@x9}aLGV|baQ z%?$930PWJT>prbE{sN1{iZHsa+T_Xtd{g7?`5nHcadSn7Z)hVZ5sOoxLxDn0N>MC zsktj?2Vr!aDFMDu7#-(F0q)coPjSQUB8-OZ7vOHfXxNDXexUJ*0QYG8C&0ZLx3zQy zeMlG;v^~Imgi%2gTDhM4HSP=WBaI)Vx}FC#?u$G8m@q16_3aK15=I5Jy2IfijafQ4 zJgjj$-lZY&()bbHry=vwcr?JzG}gb{_557py#aoqu}^?sYJ4ETBO1pCcvR!Q0Kd}s z(mk%)uQhH7@EeVVI=i0VYD@|67-95yP73fl!i>kWiyQX1#!u26p3r!yo5PbDXZ3LS zy~dvd{DCm4_F{mi2%~DN_jJRa*0?Lc|7pAw;E#mSoO^q_Vb2goa}Mm|@F$Hw_H}rc zFdDYz0}g*CjE1c+z~MQKtp_^%g)kbnlIQR|VKi*Lgu`Do#)de&Ko|`>I>6ruqhTin z_`Am6hPz=eYV0_|;U&Uo&WfWQ{-JS7fPWH31?>&+FO40?xMBYeF#N3}+Jq?y9cIevepR|+&Jtfc%&hU+0JCVEP$WBgX4UvafY~(eE9!b? z*SM>^!yFnjS8$k9W92Fib7_1qz}y=Dtmb;=(OBwchj}%Qyvt!ejk9|=%&##=Plp9G zwh8bmjs1JOo&`0w>FcnNMnAy98W#_BJ&S0(Fy3KNjYB6nyjtVf0E=ln7hrLX*G_iB zmeANMz>*r@2(XmK+SA>zr8U+Mu#CoR3ti8$8ixf~4v6mRzMgNySLunH@NsgY zS=4%S(Aqp`O^I4>30hkOtu3S0RzYj)p!L?MH8p5$6STH}NH0(oDob8IqFe@_#Wbj=Wt<7Nkd7vLZYpX?`voEgP~UE!hzrX~}`)NJ~xx zM_O_rHzJ9SCpTgvEqRa{X~~PwNJ~CsMl89)BgIYGU05zdrdRX~C_XeYBK9N~EPU zLLx0?kP&Gqi-?G&Xm}3FAt7S1vr`@ck(LU`hqPRSct}e{q(fRNAso_D8QGAQDu{-( z;9jmFT5x;S!&-3f(ohyVJ2emsX{m`+NJ}k*LRxAg6Vg%#kr0dR09qG`kd}G~gtXL0 z9>iiBbTvR61i>rxSbVzt3Ox>Ar6VT5ODr=2QhoxzFP2Gw} zha`IC#SJc#Nm8s&8Uh`Xs1NSi@JUjdg!9~vIEN(a(++8lmi7p9v~)n0qXqX-JV}z$ zIIQ3vBsqbEPny)|c)B3SVF_37#O_6o!xH`hIEEVvX0X^ii2rA@gm;$2kp9nN30KF* z5aZ8g374eAx+B7234hUy^+19{5}nce5#W&60+(1X0v(eef<4@A&KT0g1m;s9-pBI zYe=Heh9RjTiAEcan1&@>OA;H2jD{o{Z8QQJlIThtgLEd4@I@`!gdsK-(F}`SZ{x7& zh$Nb4JVF@~dy^8IfF(yP_GnMUiX)c#;qzw_796qI>%nBKH)65t`Z2^fEH;mi6o`0%*!XlEW>Sb70L=v6r=MliL*gVUz zs))s|kQcD1NXrVWDPpnb_Dfh&#A43{+%fbai&d}^3yN55v{lGjNTMTMjpamIUPa2H zWep-0lIZNbhJ1x2n&)+dDj7TnJBHH*E9y^G~T zELOo*q$Vu(`nC;=hghr+Zm;=H%X&e?Lth#VvpQzWF#cfXdhtN z5Q*JO8{30bLt6GC8ey?lv3*!G#9~LfA4`TR&K}e!`4kH2~iC+0WLH@yFqkW3-gCrX5GbA4*(P*Dzp%9C`T7H3bLL|{> zUn1}ziGF4sLE6D$uSj1Z>L7_m`x0BmEB921(TC zID!olTeKZJiBuz-doN?JAyJ?25ou`o0c(S_oI;pE64iDZD}z|B1xYl|c_bDj(JT3{h$~pE>I=v! zSnT!fH!KGtiRSqoDTS7ch$u*+cVK^FEf9;nBK?JMg2i6r|3)%F5>@aIVhIwv;Vkwq z)&Xhx56gg9!k;p3v)e=ortm_DX9ksI3eQg*Tizy0G1-mJ*!4D1n#d}TW8>RI86tZ- z;r6~wlqHIKVf))eIU>7+;yFR(nZh$0&jqT$6kbGe?2ntcCZK4G=*pLWcEqt|Y@#BQ zoek^`o2bNOy|6)SqB4`6DC`lNsKONfoQjtLRn=4$RE?=}SYbI(bxqh`Hc^AgipN&6 ziJDASMkP=!Cc8E&gK9I`fY^gJQHRNTVH?^+T_&3gJJBZUX~Jf-iTawbA8n!mlg))K zX%h{ZDu*WuyV52aF*@*Te!bPJOW*c{Y?$;!ZPwF%rSfS-IVHY6FTfS+BOB+nDS`rGes1)+-2r zn5-9e*iGD_37hOD+A-N>gZ*?9?U`)A_MkhN?6~d(b+l#l8Cbt*w zT})QSJ)papY{1T-dzh?O7f@#=EB-!E7bZKs-9Yy;*?`?a_i5?@N@ubGdxE+$*?{+h zx-nUWy+GZW?6tQqs0Wkv>Idq{WOMZg-LL5(P%ljbK)snNhY#gIP#-2c1w8P}5LQf2PV|g>IkbhnVa{xqX@kFxgygpXPx~)@vka5R)D9D9~Ug z>*cm^_Lyw0v7iK#4LA-ogvkaR4|T2sOg7*q&;(8IfF^3%2AZU4CulO0Rk#cE7*pl&xb}g3CM(`;;ruw0^*Rii5>WWf z(JsaD{8imFmX0MT@DlH;H&h+Tzo{BSlPPRZ!bTh%RE>Th40DYnX)2AVzOSDLGzjH z7q%Rr1x$8sbAc8z*?@UKitqE@rOXGHGKwpmC4TG5zrbYo9j5}H71+uH0X6r zKZDjX*&(})gx6{M6ZD3rzd`GntU|Z%@0(0ES3b~NOjdj$(A%1dfHpAMfTchinXHU! zK$|pG2ED^%1J(d-X0icmfwpLB1bUarj;jS|tEN_CSUML1DJC1RGUz)d8?Y+qIFt3N2|B@Ky;_4#GFh)Q(D$0UgMQF7 z26T$aj>~QCdz#7Snh*M)rk6oKGTDHyfX*=4fUkmnVzOQvKxdh(*L$F!nXK1d(7AxZ zZ_c=E8s$YmrKu0-Jd+JrFdrf+O(j4VG?fGWrl|(#cP4w3JAf`~>JGZZWWQBT1pT3D z8tBh}!YMLd^kx)7RHbP)=x-*QYd+{7Ci^SU|3LpT**WwIBd*f46_hEv`)xTKCu1*@ z&Nm>i3Mjl=C1X)g`I=cXA+rMF7xS$6bom$aZ1^fYksTlLi+S`iZ)bNsUQu$u#J0t` z@*sZ-=!&c6!~6)Kn8KJgeiD?M$>u6o01=d?@}Rt$=7I8QS^~nNy{rhh@DnJgn3RTOy?lg%|2RF=u++5#%aWWCOV zu+$4D>Wboj1!19AGFchTu0|fkWCLyoRSYPcJ!6m2Zl#e&X{ucYd6cFbKvkG*uA4wr znXJOWAS@?C@mG|w5>#E&f1nzgZYhgAipl0`1FEGd9aNjiuEYC5bu{$_)n&4|`hn^( z*?=#C>T9~G9P%hl%|Q({wFNa|vZvl%plg||!UdqlO!jy!1~t+245%rS4R{)K9g_{1 zqdf8`O;>|%V6p*=gKpGR0(29T%~cK5OjAn`mM11(Y&KUvP;(|5a0DnNpzsmQ_(Al1 zRpe2c_JLY3*?{$`BadRTGUkI?G1)`eA9v%oX0l$DY9fzfvbm~&QZ=Q5+Gy$oYRhDE zbpxd_*<6c3F(&J^A9S0hFF*p9T2Ol?o2z_n+NKo2q5>Ae9oK+`nPKus@!25Gvz zCGsduZYNn!Q=ZnyqXG&GOSPMr;;Z{2k7Bapsy7gMl%@`YkVk1+1sbMl7ihSqp9Uk3 z(saf{9;N9l=n)X!Zj8dG%WpSE3~>C((^G)L1vpt+i^eGGY&rh`86C{1M^M;^swhkOfY z0h1lqM$kg0@V$HdPtYPJ>-GK=owpBvwQO|3x7H4Oy4z+@Hf0IguMx&8*d$YiJYp=rpYm~6mxPa%)ebPlvq z)2Qjlqcp7rtr6Ia?wQD=nCwK=0j*=Q zxf+1p&~zhcy{7E5kwy7y>${SxvhO^H8{M`;=d+NWs`XuqbtxPkm5P5VIy znCzi!^f&S-CVMC+|ARb=$$Gs5I>cnX9{(44l%}1aPnc}LD*qvmVzL1ngFe&L1oXM4 z>p@>=8VveU(^1e7Nog}OxveaZYFrcSt@)M4VOdGIZ$f-0=4)B!5 zrvf~!@oxMZUr4Jo=EA>gg}h2*kzi}mGlaI9AZ^wUuIEpL(V={fe=P~A6%cO}e#WQE zZxqhqtMtS#_*gx9uNpSV0{oTH9<8qeyufHZ8?|)9{ubaB=lsQr zZp*db8N+2dX?ZF+yvS(7R%_t!5~KAjajnBY7_H}`rVjtqSUKkKFO6LT{9EIR+g#6o z7_Fd2!RDC%GFm~6gN-WxW3-;T?{mXu%HbZBD^A~nV5h~*8uNB_J+o+R8*IavRb%$< zu4gulcLiG_X4iNqz#JOO-0z0X$!N#fDA-If7o(k_{=sI7xf!kJGXdsdw4Rp&%*$v! zpAEKQ%*SXwoAqksuVr>y zB9_*8a}kGSG-j*ku&l-@^&OVe_-Q|fm0bZl=o8fNQiW=9Ba#)EldhK6} z`{|I35!x0MX$^6|8nQ8sXK;@e(lLzGIF=ruZs7aUDM5XZaP+q1*5m34~x!fuG^m zHN;?q(Y4hazaAh6BaE)C-S`CnQ5a#=vpRmpBMj5HA3x&}hiN>FpVSD%0=(kntZ11B zn4)nU*wdYmJ9z=&+5(Jxd(6 z)p-A2hiMwe?sFK^c+)Y5w`p8((P3QU`vKmr@%F!5&pR}B53rrakpZ^XSnWSI?4250 zX3hufpfNSTjvDU_u#?821>CTAY3yFe;oTa~2Y8RhOT}H!&KkRyaM(rTuaz9$tMNjB z_i22gs_U7qaeIJWHGUpoH;oJHxM90%ELYcI4~@SyaM)90>xK^R*Z63Fy);e>u(!rV z0rt_jIKaLdPXzdY#xnu-)0nxDJCp}Cj=R-ie~mwT+cy3 z{74y$PnUnBc=#$kk-*2vi6K$z!$IrNpmkW(Iy`6{5wwnsS|15oM+L2;qt-D&>!U&I z*r;_}&^kV7o#0xrspv#}zPzdEq(CRT|IgSu)PB^&Q2k?|3~7Gu^70qArqm}%xeS?N zSrGha!9D&{NTShjul7`uXteA|eYE62=tB~XhFf^2X~~7iM@w!bJ|s~Ec@X%JMDyfD z-lHWS;vOxyg>beO+=MrWB&y&lWIb96BI?mn2uY6?+<-Y>OA+KeT8bj((SrNU7HKJl zkVi{#WIS3*AmY(d5(y7WuFDr(tP}zsEx6%rnHJn=_MDcoNO!d0KB(nd$|Kv+QUTG9 zmTQpgXhBx|5=+7GNGl=N(NY<)j+QD&b+lAPsH3GCG94||5$R~bZA@#l)I^}8r55rW zEwvHnuoMl?K^>$yTIwRq(NYgtj+Xj}ak8cav-aWo#-s)?O=bLmZ9?L-axt zjrJgt7m{eS{s>-J?06nR?!pq@T;eteJxmhKGZ3i@iQS(Y8-&n>rD}K%1|xG}u}3?B z$c4rF3_;?;65gF3dl-R>mf^@-NTRAoAZ#It9_^7>{ljAOJc5{o#m>$sWGpO|!y_Go zr9Uj;UD>fmvGRu{yyx9*H~JlmjW!PJepu|fo`_I|#YV$zA}2|rbMP1z{g6bPIN_d- zA6V?V#vK@^Si`|DFbv`6fZF8{9N6TCUEF{sUVe^o#kVKZh%T`1mEVl9c zHsl^!wqxNBi@mw$u!CtKRVX@ci z53%5f#ro_+vcY2W>_@D@VtqbBrom!A=MEsyV6mSiA0y3Ru_HZ%C_~F9$T75hh7g0r zuBy+GV6a%#Um(6j(r=Jgu-LQlTZ9!X z*5??K3N7DZc@K-7>l4T*Sgf{_2q;)=p6{`?hsDmp4_Mm6VxyhH${rRQ?KCnCE&oHH z!D6HRh%|%69-p5OWw2PEv&b>DoI{AgVzvE(1cSxqIgj{)#r|1`3s}&@Vx!?+t`;m- z+a;tHEOti!z-k^A8|^RT6Cr6)CDQBXTgSA+0RK&f8E zKzC|#dvJEpQ0+cGl!} z)9j+j?WT!;)+)Jpo6GH{iGQ~$ne3r-n_s3gS+6>vu1w(zSiBLa81PbM4C?H_qRlbxs=LA{u)m)lyhw2=%eJ*cTSs6Ue(m)rX8Atozh5NH6C^>RDa4b=1qXpp7}putS`c)1(+76f`QJu&QW5dVCLPG?UGB7&L~-2K);2D3g`(HE67+ zZ$RTT9S4nPvbj!yCNNorXF(I0tk=(=NlaGZInZP#dmMiOJ;r1MUI6(_R>mdJ<4iW! zAD}5r)+v0fi?adP^Gb1De5P z6?&kVOjhB;pjn!RgJv_?i5dZ#!(?av5zt&Fn`;7So~DVQrqT{1x(>v zw)kw&LMAI?4rmdR&9xA;n8|uA0X@THr`K)vwuH$Z_C6g8ZCFm6< z>*e-=Tg7B&;~UUwCL7Rg5%(&ST>$?Btzojq>kQ~MChK(;^tz^BKx>(7z)PTYOm;CadryXa|!GSUx)< zBu!00JDF_2=Ad0ncA{E=b~9P8G|&f3_Ih{+Xb+QB*bcOp$p*X=^dXb=>ImAW=|Rwb zP5nV1X?h5BfXNPdH0WbZZacbznr4CyF-7)lG?VqJ zkPA6eKw(S9FYT#$5HxA(0y?AVUeHgP(m`jL?2vnaerB@bdxFj}S+7l?UzqH5<2dL% zll8g)`jyG%s+Sjulct8C-(0OJu!s=ZTu(DzaYGG{12ZlzjMr#%e`~VjE{Kd7(J1#%TZiT zSzt+I=eAXDRoC<;s0Nc2zY|nb(*aN|CM&*4 zSp-f@R>pOpI!xB96{s$g^%@MSr|Ar+K9ddTHi&DWX&|Vfroo^_OjgE5(6vl9*9lN# zCOd~efSNE_uT!9=Og2}rtsIjLcpkm3XR=;-%OiebvbidNZe+4vjX*as*<5Wv&6sS! zyFfQH*?{+gnlo9iz99Dxjz=$p8BYhd8Qm>RR>lxe3nrUuD5#~T;hp*c$H-m0xvNBqL?$Fc; z)Q-vK8Ukt`P&iJ;4uR>lkVY|CuaUKpMlsogat_py$$Gs}2Wgb1)1bRF<*$b{iph3T z8UwnA$>zGPKGG;AtMCp`7ftOz_cGal-9Yzg>JCb0vbn~Bx@sB^>ZWNDsJo^oKs}hO z!fBwMn&yG-*OaXR(kLb?K0BzlrUIZoOjgEKpuS8t;I*I!nCzjv0o0Gl2D}OMAd~e< z0rh9HUL8RXX}S+IKvRc?NTW0z0S(f0Ya^sln!18KO#?s)O(Q@<0tyc&+DSToG!1E# zrq^Ofqcq(S$F_2s*583`;l*b8pUJ}WzF`8v6!q^ z9ncs}^+AtnY6u$3WOFqGjSDE8BH9fh9>-my<3V^|HUXb5zb~7JuhJ8f@DcCJqSr~g z(rPq88U+(n{5qsjn(hGk0Ywk7l~<|<(kLc7x934qn5NipeT0{{Ye`CY!4jXgQM&*c$W#llAHZTA^t-=tU+g zBXd8bQ2~W58Nc&fJrik^rV^l)n#zD)(X;}ziph>^D`>T*eV|vF?2r$F)-c(CC+8rI z(o|_N(kLby@C<0Jrc0o8Og2~g5~NX@3O|c9ipl2M0D6_o*tJDF_2fuLPXR{UVlZYCRW0q6rJ8*l|^50mx!7_?W@ zr=Sm+tc-0dkVa`L`XbUOCM)9>&_|jc0v%woxyFG$*3{}Hq*0pg10B-T4Rl!3V$df{ zR{R#wr%YDijV~jOVzOS%L7y{OuemFcMlo5h7Ox3W`Kv@=w`w!{B1+DRB+$Kj8R*0We$hi4eA zXWIaO(zrapvl>^_cfOWQ+|v%FxGkc7(b%k|!}A)O-sBZm=6Ro5r6L4zn|cYf007de~tOjSr4-n3K^?LbqV!vRsTd?9;)KcTI-OB=bw^(>%q*b5G?B8-N;__D)-gwe2RYaABR zczA=u!WwIDbXY`VqX3I)yfwh9HJ%Bun8qBN+?>S;qvPxtUBWAy-QYwRCj9Y(9R-bZfOx*EL$4(l;mK`(ycuzrByXc@2lje@QE8fYAcf9(%x znZ_->+>U9DG%o1v@LG*C`#5Z@u}eRPO$eh$W$HkOO*J+f?C?6m==nKyh{NkOt{vg< z290-*c6g)4^w|z?B8;k?i~awRp%F#}mBH5gNYMzRo=vfFJaRO`sOLm%9gieUV|nZl zk1UNa8g@c}EeNAwcVg#uxsl$#MXCHCcN#pYY-lg$kfOl&waMTTZkH$g)cGfsC zz%CkR26(T=caFI^@6(v`JBR5ShX>eIji^N>d2Q;Pz*iYk~U0u%yfp|~RAD=G2r+5fo zr6&g9Bi>WkPpas7o1=J6bQ%a1SfiZ7L4?t(%#-CE4knC-?SH#Nk1*;vI>3a+_U&EI zA%xMeeFJ=0;~N1E4e*MWpx>*zo$-cg>=W#CI9%hgV3WTQ8i#)Dh8?MKS%8mdyyJ-L zIZ9*S07q-A{Eh25Mq~8=vF$7#&nr&Cb;n%Ku^Km>cQ{Vt6Ms4!ud(ev4ku{5H*bF6 zM2!#Sb2v%kuKW%sYy6;q!^brKFF;@8^g^!Z;~M7$I7Q>(!mj63jlTr=gvP2@yPi*K zyeYtG8s9ALdOoGGe+h@vHP$cbaE8XgWgO1bIJ&IESsKp-I9ua$8cSDlI9Fr2 z0Ox6(Rn_%;TI1){9nRNSp_ao18mHHBxKLxU`VJRqEFR!uja?hKp3i9P9^ev#C@AbO{!LUzOghDLVCmS*$E!hzXvDj!ikO;Bh&ui|#SWW~&T5=%| zVzJS3BM#Dnd-31Xf;;DTXvv2xNDJ1$Pb~(o!1X4~uQ`fg5%|VX-5{ zJ+z-{!L6pBX~FG@pKGar+(*kbh<&tFMC!w0RaZjjqop!3A1zf7`Dm$%#79dt#64Q7 zWA%}i8VGt=!mScwHIedY!JUyOwBYW?lUi_xK5rpwyJ`B_;YT&TaSkb0FbGmeD5_K@3T> zNn9JGFeLVybgV5R7!tdeDux@^eq{-Rh#2l$yTB5zaEamGwBJagd2o~2?PLN1fXJ*KwTO(eK;C$pBmSYJdEJw6X$c@c}9w|>ZCSi*Mzu?G>v zu-IeTA1Mq;RNDYVFj@v;Ws#OaSXe|7ZJaq6>xx*cHV?52i`AAu=E4$gst_B3MMWf0 z)kBfCkVF*>N7TYnGrZnLAZKBzAIeCCEG*V%G!hmT>oW%N3QPE=+imJul*O*=aac^G zWjxjrvD6G}n}A4##paoal|(GzZH=)>SV+WT6--8w!eUpIj~Im{I@gaQLm`Pa?45!| zL@f4bPsJJ{l4!Ii5uIq6h809woAKpY>QDL}GtUioJRph{bB# zgLr}@nrAPv36kh{qz@5Hu-H8Nuoj5LUS0NMDG-ZQ@DcI|lBj|MSO`QCU5OuK9T1EC zmUa-!fJmaz4k3deiAFn&0D{Fv`vhx%Sgh(#u>^=Dn&&g*4kXd`WW&B7JHU_hlM{ZHN$7gaU=^Y_N+gF zWj`!7+DWYXA&HLXdo21PiO$Xs2qReR_23ke2o`%xPa}q4v7a(OB7-r4V`;bJn z{e<*E%UP`UAxW`o=NByYVX=A6BXnS?8J^K!vDAmfUf+JhN*@-R=XYccEOvG-Vx133 zbUc@kGLS^?B>u!I9~P_nFXRg((P)2TjSoq54*o&15J-i~2bi(JMmGGJZyZxNQ9L_n zJX84U8_xlnz+{UCa)Bl?S+CrnNlZ3Z9?)ba+ej%d=rK+CKt7YrbrtAwCfldb?NmC2 z$$Gh+N~bbeg+)M5Fj+6R9qE&r+;*hXnC!Spf}Ucs0o_ie)0wQ7+m3VwQ}|Simj%rv zvMVF*b}F4kWG}~Yw;kzhCM%;NXbzK|L$_1uTqf(~b}F66WWC%@rB5^2aa9A&*W@-a zUBF~>)dVfnR136-$>ypJTCBY7APgsR`%>O-(^7G`THZU)1EbbbX1*o+)li*O!^Bc(nXLE$pih{rLbnI=r%ZM>27^9hvR)qO zb0(W>2-8q+I8)8=g=iz_gr;{uCz))(&7kj@toSXU9|8)$IW_vV=Woy{ zP5*#SYs#7hp^>KSpdU5m0iDrQ9P|^DokO>0_E}A3K|co+9%;1IS$rAj90;-2FZgsh z);f=`(i6YpBVw)SRD^G7;_cAo0xXHbcP{ZqK)(ePO=NTs^gELc_$BBfll{(f1ayhX zdb#bi|6sCSZqMvLnQDgD%zvQ2n5tjLgpzKU`$hU)XFxgypf^srhua2NxOm+d> z4a&`A$CVDs6HwR^ZGaU29h8^JPE@IE$ds6@j258$n%aX3Fxh}TKvyx@A@>9oWU^il zfC@2L8T~+one1!~02R?R7*v$W1{?yqn#n302`a{96^;VordnKV(do5bqd_G!jRTcr zvNFblN->3h)re09m1eR-o(d|%WMw=FD$8WWPXm?H^c1K(lMOfw?* zgd2>LPn7jq463B*6;Nd+I~%J(RhVq9HK3|Y)@wbe8j~H@+o0-9R^b*<4JJGD+dws$ ztc)F?T1?h!7pS(Ty`VY)g@r|Xw8R%?N9x36$F&GlkIBl|4XUr{Lr?=IJLH3)hD=uc zXP`z*R>pDAwM;f()*J|*G!+0f(NqZ3R8tYqbxc-9QPA~FR(uK24NO*HNzjd&DuHg& zR11Wg<8fg}kCzQtAB0=ulgS>GTS3j4tim)<3X=_ZF9^5OCl6@UAJjtASWrtQn`<1X z6_X7(0o0nwdQAk~s%bJPmB}8I$3eKGKe>228`D5-HO&L1FctQY1#y8uW2*rP9`gU2dD#+m9ZPtF`)3&W$a?uDHp;i zChPSG=q^pqg6`I|3Um*Xov2Nq&P-PPPoOSL*6UZ$y-Zf&KcM@VY`|=}5mIR?0K#Gp zTmaG8umS6Wx@o!r)IFeZii{W7GIaFQxP#;ZaL47ry z13jSWKTtnS`ST&M(o_S~U(@ZNhcvYV4bXHKXrQLML4yJcAHj?Zd%;!6tu%cP@-$rl zB{Y>Ui0DdFJqw$EVA0^hV&T^u$Pf#2dZnO0(y} zto#U~V1kx{Mrqms8qH)`&oR&#CY$RV=+S_#IJd0|BaLFR0nDBNYDl*D`PBZqo&26O-we|a?m@P zUIcB{v=X#M(+8k;nXJM?psh?+#%G{yn(AGHG)hww(0fca*L9#BOg7gT(EFNv&`u^B za4u*UlMPs`BGM=(>s1!?fu{DLJ(@a#_68JA5pAgy|D!I_C{2HY_G#)=4{4O9{`HYY zX?naN(kM+YgFe=De&m(li|Oxu)q&kVa`* z3i?vh*PtVsvSC@wQB4g&UukLt`dZTspl>v_0)4BgC+L`_LDwOT(li=$oGH9NEq?X& zNTZnSnr{R;sj0^eNTW3Mx)EuVrlFuy0fkdUn~24Gc}Sx){gFT#1#(N6@F`rvgs-rK z2_NwmAo@+oDlbC@$QJSWMuF|vzr8K@;&h;#h%WEtc?8sR`EPTKS(4jXD*7a;bXQOCdglsm+0 zHJ13F!^RpXopIQN&~C#^TXEK5Q$kzwlUDU#hu3MW8{qXCJ7vv^o;PS*65x#*e<|jA z-lTC}35U%zW-aOPX2R$=*Q7dZuCZ_jhbe^7N!Z-U;Vl|>2G~O5ulKp0EeWH7etO7Z zD~&Tehph>tg8qKg;jJ2Lj(3=aeZGm9reCY1}&7VNBy^0p6xD$2`|F zuCY&mw`&{_;2j#D3b38VX98@m@$&%h)HvyBS8WH4uLRgpW6t@mXD5y20=!G(oB;3E zxGBJUG;R&BGhuY~4O-v|>OvS@V8a5uSL2ER?<0(c{Vu?C!f4pz0d^&fdY%ff8)4M* zbb#G87Fp;HrH97r0_>^rRDkzuEV0-P+e_p60DEg3@T}|EN8|he`w~Vc;r?Z==L3Y% zNm%!s!+si%t#SCE#;&h9?62`afDdW>GQa^EtGw=p9jI~pT8D!)He2s-u*Q6EI`lMl z3NWGZ)6K5u5RIp|IDA;+=UW{P)tG6U!(oKcL$+wA!{LO{LpEct!x0*Le&}#yfZ;C| z(cT_u-SWBZ@E*~4sjiRo@@-zT8aZ@L)|Wn28aDTvK9-i-a65S(eOhOJrlXk6dL;arX1cn;@j95>wI(;B}DaK6T|BV5k~ z8kdf8xKLx`F%B1Lycvt`5UXiyHpk&J8jl9J1c+;EDL!4kww}dT>4|0dI63iL)cSnT zx;$uoA!=O_w7wX$z7(~-9JHs@MN1weG+J;|%2qA78DyIl+{&<>#cC^nbVdvA z1lhr2dwk(;kM~(@G~Dd5lg0WJMl!=`DYpH-NMho(>Pg(3-BhC6uOCXQfviPKPed(RdLwDk(g#6{ zmcGbYNTPGy4>1c%?eJ=Q5Ge~ubUXtPvS=BIj3vLjcI=Uh`V2zEq6JxA7Lw?COCVq& ziAEcWd_~JJ#4B2cBV8e}n*n1Z5U!9!^Nd8cLK2;~M-Z)$M14jfSS?hQ;PVYFLrQ9&N;b z*rhu8?AW?z1SjTBP3BDq-WJgqAT$ktmI*_3YH)eVX-s16nO}X zoww((jE5wu;CZa#A&Dwjjzv5yc1B;o8Xgv_U1w1UEOtDvA}S$?=2?TBM9b?4Nl5JOh}b$T++neE@CM=$ zl4zdwShl0(Ed(Q4-bN}y61~E1KqSIq*Um=dAuM)wHX#fliE4WXNeD@Ft~X=74vQV> z7GxkK(P-}?03nI0-iq{t#YWqP=!3-`x$Ve3w7iGVgTjY28$i(5vHY_xB%Fh|RGh%Z>|Q8u*@XKJiSM5jrr1zf{CCgC1rI$BSnH z4P~+c-NtFdG`Wq_hBMiKZsW8OOyN0-=LC&p3NMGa+f(fkCL7T0sWwWJ+f!|{ro5mr zOmE*v_ERYen#g1oUJaVWWWC%@Y?GO+ zR|(K#Ojf+xiOpxS;@wVck2BeTr9o4etc)_CsZ7?(ZPNAxlg;HeX?v2%1}qPn#$*G! z{o9_>bPZ@alg;I}cALRuXTxpnHj^p*l_T!9cALdyWw@=~W;0pwRY7x@tXDPATus$M z^E9~);htu)x!i_u^O1NOZbP`mOg5L>5bhaGZbP^wOg5L> z^=&DW4e0i7dsdU%zipW&w-eiQOg5L>iS2n!Zcnx40fpZjZ447n2fd)lZ9TO@Q#a6y zn%u5bFKKc+MZL^qSFhU+Y9*7MD7Qt^E1KLEO{yB9v_{i#&}&Rq z;iI6}HH`(W)ieRLPSazcH#GU6^_r%F-V7)#Ec(qgz6JD_rguSaYdQehpy@DZqo%Jw zn=~B*y%SLQFh%>F#1mN%3Tc`K+5*B~f#1ca%YOylim%cW+wc*81-{~V3!=+*Sab%W zwcYW}p!b;U*M|L|9ZdG~`cu&RO!n&fEodi`^*RaKrRg+iH=-dRtFu@R0DKa zQ$5fpOjcnN(5Fl`*NvdhG^Kz(*VGd9g(kPL)0a$EMmx|ECM)9}&`~Bkhh0HmFQ~8?Zmf zXnGWMO4E4IX(lUUBItiiR>m~Yk4#p^bkLcA!f(!awYfeU5+o*@%WZRYR+HPJ>1R!D zZ=`cf_E5ULk$z#a3YUS-Ygz&NRnunB1x@dQe$%uS^gELsvfIk&qNanOOH5Y$&!9gv z{Q~+^)32bvG+hAw&14n+1^S1{%E*!(k&>pYp#L;w17#}UeiB`AZDa>!)|3O3g~=)` z0LrSV94MQn%Ao9;YJzfTst?M^WM`u>C>N7e*aVbY(~Y1!Og3N(P+m>9gYs!=2gGZuTqSZSh;IkYdC2;9(1K?f znJxLtw}VrT&r98-S zThn5wk0+~e6_larS*WikYwLOFDormyS8I9?>gTCpyk1{J{Wbj#4bW7i6#0`U>tTIp zkfuwZ!J00IhInci_pm2)jiz4EP*2v4-q5w0W<$d~HH_PO3>xmqDtsKePSZMQgr-lR z>peA$+xil^!IQOh6uQxql{yY(da_cvN|Q!K6#wJow!d_kYUL(PQ=w6sHq<1I()0&3 zT2sDSq*0m*K(}ft4vo>&0=i982k3T91E8^*u7U2*G#k28(;R4=ribg2MroQ4jn{N0 zx4qu2X;6LAC{3?H6EwXAP4r|TOPL0wQJ(Cu835g@={M*;P1zfgMrkSxP0>^gnyRTd zG)+@8Xu76bp!+pVgdWf|9h#x(5oo5S$Dmo77C{ecD&L4SO49|O5&{LYO zgO+K^gqCYsdp@C(C)-LdKr1yp)`3vTlkJgN9SM~*O}~gxDWX$0dy6{>l{EE-)@m9A zt<&4m?b#r0F*9#C%@U>(C3DhI5zZi<)xI zBUIA#&Xa^nn%;$8)^r4VMbkx#7;L2J7U(riw=X7*()23yhNeHD&6qw(C-2;84>7w$$0GrM z)p+*NfWLu!MmWMl)@Ov@d6toRl)rpNIHfP!Gs4t3f1m=tkMNkrFZP6ze`-7w;a?j6 zj__}dWj+bj{-d#6gvT{5+#5>%tFgkqfd6T%9^na%750ac*$T@owD`+_r)gXgVRnt< zzX~ODXzcS%z|%Eeek5Q{jqQIAm`mf%qXBbk9Q8-QJQ}|`7BH{IY<~sJr?FHtNm71| zlTQzGM-}ttuZsgG8#8VSXSd@`9rnkG?~SmE##Iqk)mWftsJ5EMq7hctIInmpSwrKB2y1HWSu&KYrEycKfVDMl zkFbu$ePu(*x*C^P2v|?!=86I9YdjHQ1C9MFg^~?5ejZ^XjTNedl8rT1jIfEuaS=Av zxFf=58Yfi^Z8q1qFv1oZw?x=d<69A)sj*14(B@eht5y$qw#McWo}=;X2wQ1JU9Es^G)|4Mt;U%Vw$s?8UZ}Rc#_`Ppp09D;IRP)wczTnu>1EN<%af(u zqNP_vOS>madqhjGjF$EcOPSlG7mrzUoAi#fPx$|nGngdfu;_gTbW+-8T^7m~<~Hf; zq|Mso2T1a^&X{krL zqNP6JiWXv*$y&%6rf6wIvf{<&-)T&+qJ``9(-F?w_w$f--hO~*8JRQq%a`ByWt)5v zPn|_N0(G>LS~8_Tsw3fumQG|NPLeZkifF`%O;C_ZlZ-e?%3Mw`qNN+Th?efeB3gQp zifG9o6w%U;Ohik6A`vYENJJuu52cgaZ4iNo7n}cQ2ziK;WE%`64sl}Bg`}<}4e?^L z?+hahagx+FoRK+BlD%*p19P;DU|fzD>-F^{C|YhLK=EQnXeRlI7prX~@rje9*Ef@% zXcc| zXrg62nTeC6Z+8=!Xt{^P#ETsv69`PaSl=d+muQ(pT%zS((h?`h`rJoY;w0(yWU>+` zNtr1`B~FrKbSg=Slcdaaf)XwFlapw9fS5$f3{ny&Ne^Zcl6bN0Hj9kJi*0Lit1Vuv z%tIt3UaZV)0unD)hN$apEpv!Rv^+vOqUBM-5iKNO+npradM?q3mM2I?v=ExTuVn$b zh?C?9Sx7A6#kS63QV}nAYQBoZxDlc zu^#Lo1<|sb5JbzzWFT7h5P@jFjc_`O+}z=eC+FJ9|Dre z-O@#&(=?TavU{>s4l@hn@MNnTW)?VIQ06!E=^%be{M}-=zAVbVd#5aO<{a{ zK243G{F<6W1vG_0>;*N2LF|Pzodp%v6vnp~(R40URMUA-F-`5D;+igmN@(f;mDCij zOO=W!-tWn`iS&A?G{jfBGCX8`r7O#`jLdTUwLuY8nGI({vluT+=;J3r&-tmYVK^ z&eSvqI!n`I(Ak>iLFZ^%0JYMz5IR@WBIrC#i=oz20WkrtMHiP47V$Y1$2S()0n;S<@aUrRh`XVojexX-!{1T{P{7 zx@!6oxZ_?abd{#FpsO{75%~QywSxLb6o0x)F14ncgL#&bIfTEw%b!x)FU84mFhO}s6Xa+b23@OZBs5IZGHAG_51{KbeF%-v^f`3B zrqjxh=V%%R-Kgn0C{xqT&`3>dp_?=vgGOm;RF+gnQ)_6nrVF53GOBY7O0|X&^LN(;#SyrYE4On&v^%G;M&UYkCj5U(+t=0ZlC`GKxl1PiUs5 zXP{Y{zJVUp^d0n&roW-tnvO#cYdQhV(bSR<^bt)5phq*O|780ny!bQ z(6kVmr|BtZzNU@P0!>?>CpGPY7DBw&EaD;Sy=F1b7)8V137JcirB6jmmqkmLCrejE zOIJoqS0zhVM@!d4OP>x)xnW~1k6AZttc!Gg`2Ul)W!!l<4(hpK;~D6rSWX$f7(c6p zZ+sh^w6WUw?6Xk|@6FFSN!rOtAmSvcjT<&z(2|=##7R+I6P>vp#mZrJ!h zOBDhUEma9bv{WMy(Ndj2L`w|<5iQ)X@u`+t1R`2$6Nq@R*Fqfv5iNBIM6}c+5YbYf zKtu~SY<#JuA%TdNMg$^SxMAZPE!?p2EyB6@01sK`;_rBtk$I56>V}QBL>rK}m4lli ze$djBXd{w%GbZ0jQdbjgXz53^p`}03hL!4Jo}py|afX(Oq#0T!5oTz)mn=ieeMA{rxFsR4mMH`oTBea> zXqiroq2+#33@r~3Vrb!(gu+_5C83CxStJ-*xFw;O7H&x>uH|9k3oUa*ezlXPg= zK+vJ(C2|fen}|8Iyh_TUFBpKL?RE}{)ByGb^*d_b_Fct3*;dOjq6{s6l4NN4iy%YGadHeT{}N+p`HvJs zO7wFP9W{mDgt$mk4yco+{7`32;Wmbprf{#q#hSuT9i%mdUnc0HDf}crS50B2`%5&1 zI{_}$6ypBNG=<>)a!nzf@206ObOpo*=k7dYeQ@rb?!;5`=%0p(LB`=YI7rV%ikHkPregXq8e7Fq%g$onIwG<>S z@M3){L|UMwFkyj~B4h8T;WRY3CNk zemF_CH5XdeI!VfKp=F(uq@CLt`=MnlQHPVHwmXPAv~Y1|gOjA4aYP+n;veHl-9^;l zBxz?nQHPUcP46b^aFUdnK-8gSB2kByNkko5?j`Eb!eyIRv`i-I&@z>%!%4C}(}+5p zBSkky@DSi>hNM^W)pQdN!I6K zq7ElXujdeTXnB;VL(5}C9bT*lj}vuxv0gtx)DcN?JF1mgK-A&Ij?pKHIhNN< zEh6ghVm(+))ZxY2Swhs|#cEqh)S=}mq7E;WqmQ=PQp<=syjX3^i8{Pk87>@s=EeH9 zlBh$=DxwZ8tBE?iSUXP>b!b^j)S+b^QHPV{sCtH|!%6bW+DO#l#d`1@QHK{>(-(+3 zyjYnR8T;YI%Dlwb4=+|`6JtNT*j{*2uQRXCm_-CF9C^`{|HFD#9Jr&@!Im5!iCBTp5k>) zhaa!4s44t-Z6#0ER``Y5Gd#tcC>r)vSyLGHRYg-6_El9=xL#V#lXX6f?W!J8+_8>! zw5G!^gVxX#ei^i;rg~5JOdm$toNKo#V+W91OMcWTmcw&eb#&I#1KJP-{)sL2Wc$54F{F1Jq8_7^rTTo9;??AmYh0%h&HGKi~(ewk9q3K7cuck0s@G4C|LsxsU zEgyaiwO>T>lH`YA(=X;A*zpv9^-RA34e(?;IPk}sRwj}rk>D^nub7`nnpk)HQfr`Krtk}zV>P`C-Jxkabf=~r z&^S#WLU(C83XRuPFek~6rqa+on!@i>PSDgDny6_oG)dDn(7l?5LicGJ22IwK2~E*- zGc;Axt&q5Dr+6c|o^dj`I zrk9~PnqGw-(ex(tsHUyZW12pK9@q34G*{CX&=Z>WLi03z4b9hd09v5wAoQfBAEAYs z{(u%~%9)EqNmE{EiKfEPQccC7r!<`bEz?v5TCS-cv_ex0Xr-nzp;Zu{QCIVj^%->y z&oVNf<}aU7Px)-HG&dm;mV8=Bek4BqU=dOxO(TmE6KOgKJ)>z_F@hpZ3!x2~UV%1h z+6O(SDOH@XNYhy81x;^2FKRjfy`<>}Xp^S!OOr2a`kGraUeR<2dR5a==rv7kOOhIC z3P1k$hNcbBW=-3mH#O~swrJW5ZPk>k6xorc{LtH)3PA5@DgkZN)C_u8Q&(uarn{l{ zG(8CI&=h{F?|n_rLOV5WfOcux3hmak2l_zMr_hI*zJfl|RIoHrlBN>S9!=e#Pc-#_ zKGoD0`b^U`(C3Nq?u5S5G#~m}(?aMQO^cv!HLZgV zXnFzqPSb19K}}nr?={sZL%O7?74)N~HqaqW?Vz7DT?+lIsVDS{rZ9Z|u%U)CBrR(>c&_O`V~C zHKm~cB8tCDCU-NXuWm!+r0K8pq|9u^!-tAfN>#mr&`DDbD7&T>P!3Jqq0=?3y^`Pw z;^R;*9pyNW*+|Xap;up?cg4uyqKWe+?0_|(^+#!ku?1^ml#RYPVPJ?sHy%u zf+S6Sp~9N_K}9qTg^Ft04i(e1aUp4vrXq`olQd0-N@{ulDy3;QR9e$MsEnqsp|YB8 zT1=>5T^Drsu+ zETNL7v!TYC9*3G}`WR}eY1{@vB~A07<`Czu7CdB~yIS%rBlArDs&iK_Qq;4sQ_o$U zC*%yjE_SxY-*W{#N8<;%1GWO`$+*&SauF|9 zCO@%=7b{bMRK$ywDM%=yr4X5j7ptu>k%$&99Q4t`#eobhe3kF3g|E<8Y2mx@)mlmt zhG^l7P=76aLLT77who`*25RBs(I745$U(G}CkD|{ffPhbMM4lQmB>J}oIwPlr7{VK zmMR1wTB?$NXsJg0;l&1PR44uLVq3HZ;fI!*WFKCvwpv6VT56MgXsJW+p`|Xlhn9N8 z9$M;?dU&zH8Vv|Nv@|61(9(#=LrY^44=qgyJP^*sckqyPF20jz8JXkw%ez9nfs@~Z z3_pf(7j#mRvuI~h3n%s?)TtDqg_ESr#bg#v+SboH9i+MtSvX0`bS1HHl9aiGz`{$z zxVB5lE3{ljT;ZijT;_7p3NP{1&Qv$T3MWb5dXQB(Np2MFO;q6|DRUJ`g_E|{gZ=~+ zUTl2^kyAu+%Ak;;#1vYtC8f|ZjF7@f+uHFq;OonSPLf`aAfj;6wr*VJdJ+mJNtqi6 zD74&2KB46%;t4IINGF^m+wEq;2`_e3jV7D$QaSGREkqMuY+K(-GU3Jc&us(~PLegf zom|36vPH)dOL(z%?jV)$V(pA0l<;C@?jn=$VtZjck%W_^Z+DYOII*v-se1?{oFru? zkViO4)@LGdgcs}eB+>{k*0*~JBfQx0b{|=U7hBWGL=jr1FvvyAR0g>?N!DjNgIu&c zKz`vQ**Y_bFPtQ`%_P0hGK=s+%Y$SWPLi|OLqr!&l6D>@xp0yk@sAK(c(Eh?F>(tp zwig~Jws4ZP!!?E%wQz~yB`3*oz_Eir``d;j5!=r%9bH@=6y>&5o=Gh`HA>|G;l%mU)2rpLK zF5(C+yGbLwSZyB=MtHH>J|v6qVtxCFD8h?vgO5ofyjX2}2qL`L*7=ki!bx%t`GOe2 ziQQ3|+Di)I#rn375W3%W@FLv~PNd)1=%6vrv;ls2QOCJcf=1~ zY#SUTeehzh`tJ!JyjVLwkUe;@+I}Q@@M1kUMDpOpYWs=c!Hd0b|3dEI#kRp=Vh1m_ zMSmrA@M1^EZ-fqBtZzrj9K2YWKZqQ>SPzboIB5Bkz=1cI|M_7PTT_NGoaV*0+dsq& zUaZV<(grWqgMSGdyx97jAZzdv*A~sSlFL(EC>q_6+mn?FqZ{&giaVYT)3D_AWEF;i z5BWUBT~CLB5BWV=g}I;to~*(!CZb?O@jp)PAxVcBS_*lx&WGQHDXb~{E=&KCtKw(G^3&?t1t}BsN~7I5q>h}jELeT$t~;YFbbfuCu?gM zRK=6EH5{s{DU1TBrfCFJ-IKL-8&t!SwRIO%Q`2~;mM5!l0#w_RRX7={qiHHsH=_6- zpL{v|2-VY+EjuBFrW{ZMO@*O`p5jwvx;WIxldV@7sIez2RUT>*QT&gSo4(Q?KutA$ z0yWdL4{GiyeoIL2hgw7wFX?FCJksTJG4ciCBG#EaWL?BMi)R^`XY-efSjo1v+FDWD zIhdfHP%BTizJs81J;k59(_tjVd7k2r*Xb}^qO~XM##E?{Cu=MGK2i8pt>kz(xxT+a z?L1k9N1*ne;!gtUqtN-DtkenU0#DYB?1UK?da_alpbnY}LLEI>H%dVld9n%{K%G3< z<~<+k?8z#;5K4KnQYq+SO=&2tDg4q<7f;s1tD&x%ZiO!KWZeiq@pGvst8grInWj6S z%Oi^SMH0iM&mc$Y=E=53cjyXF){QWBpu46%P!CVm!$HuMo~**5P)|?RjWDdBmnSQg z3HA15ZHT%TRrnTkttTt>HZ)ArHfXq}FkIp~ zPuA9MXoRLPCgOTeb{72zy1|oGxEH!n)0a@DC)-fpLL)s{g@>V=H2nsR@?;z87<99y zf1uHxtQ#kwTQr@PlMu+0^)NRy#*Hm4NQhR35t1leJX| z8mFl;beAXVMipp$L~%VQ-}UD5E`PVC4bVNBzJ?}vvi+4kH#w4~63`@1*27BBy_zaR z_i3sMP1aNmn&QcNSPPo!$+}Sonx?59G+k3?=zdSu)|Jo$ny!UrXc`X9)HD*BrRjF) zK~3YJhcw*<&GuwlVT%qLXUW|3Kv6GCa%irmbu3>c`kuU`N1A3r8#KKQZHy>6Fl_IiV11wS z6kotg=P5{n@PCQW0ZuQc5OeXVH{^o=L${G-sfnsRfq z-2qRwUKc^%Y3c$U)D(uCeDBG+5r&-n;K|wwLr#9w^bB-J(~r1*guO~;_W zH2n$vt*H?ATmGY|Fmzl~5$In{C87T`wT4b;x)91%GJFO&<=op5I!)6>PfFsKt%CB?wEYU z8dH-rO4Hp?Ax$%(!kUKHA&t`XJ5*HDv3jIYnjWZ68l`D;1JWo>uR|p@z0{C2O4ClL zw5IxvNTW0jfXZr`2bI&b7%H!6DO5pIqb8(LnwCSAG}UfK8s*7Om35)Yp6oc>2~~+G zUed9xmAa=lX_ThweMqA;y)v9MO4B7bkVa`*2GxZ4;!ul+tS=6=d6tn`hrfJrIOWVx zqavXaCTPSNgi4y`L-iv{UM9A_ueKvp@?={nM|(mgO>3b>nigI_sHEwq3kj7p{R=hq zWIa5$BcW16r|hg5+*jFL(_E;9rVf({l{9Ud!gOky-nyS5Gn&Rcz>hGodb; zIzwGGrJzeR)m=gwrD@Po(kM-@Lzinh^b~27rf$nfqcrt^x@#H*_0V)PbY(>G22aK% zbne?U3@q!ZaZU4py)@?Q8nCybb0S9Wlc5=W$8iz$VSmTHYhiIG`;WZi`ig2jLHzT}OW8*2I zx5G5Hig38b3nRQvW1WXWwIek4dpO|rAn(&R@R0RBeIw5@GBf$h`}8S?Z1zt>p^>P- zYa_f#<6XaplA|zY6$0L_u}*|zHFmEUO5UMyXQhC5YWzOJaT+^R4JGf=*gL}U8dpbnx5hHnL$&v4 zd^y4i8qcd4N=|f`?6P6C15R?7?6S&r0^X}}S%mj#Y*IIroUAb;!YL8P?}^DY4xQ_l zJ)M$MHTI~N6P%{;ti}PSYs`63!231sP6vEIX&gO0;B1Yj%?IgRuG z2qmA__`$ycU(i@ATORO5jbB9g63E`##6#BJdYNY#nXmA7LguT<($}J;uSZMYNS1Dn zmcAJ+-I6Tb8ZCV*TKaaf^qpwwwrJ_Q$@6t#G~{mRq}ZV0FnhuWUb1EV7iLfR&`F!av2felM_Ra3=3^&qt+t$mD^8Nya*?fQ zAte9QNm3iJ>t|Z>60B$;JpV!qq4i!bdEzxCa^2^})`!q?zZSB+FTGf8g^5(O6d_U3 zQj|bNOEK~kFGb>BlVcz7Vm%<$`%Vjy*+DJDN8f89(fL73NK&+LIscFrE*$@)r93f; z7hBT`q$parzIIqkB{CE*T-Oi(rMSBGo0iHXC|;}wRR~bDR3$&rQjPdTOLfu{Ej0*F zv~Z>SFD-+GBR`Xmv`A{*N1o17Fo|y=Mj5ACudJcq%En3m&S1! zE~Dntaz2@dm!@%<4n!VKlCyP35)UUy4=y6`@M5)fA@A_gENlcft-WJ;*wo*tPA{l|&s*lJ)6H(&40S^SE!l2s*sj7VS;Wp@pmWWxT}KlT#U_ z98QuR^d;nQl5Ekd$vC{km)2ALh&a5ojC(zhgu{!K8AQP0#nyB%`GyzUKSPK&oFu)z zmUP33-6WP8M!4Z6P8d=I7}d0lAlmQ}f51##PqN`8>A?*I8%~lvcO#>0oFrv38D!%m z8J$0xF*aV}`{q-(l7=`*Y8yis;w0(8ZDb)%k}`J^g*a(zuadh+LcG}VHjyAClK3=~ z1dyrw$U(f=wkCgQ;w0$-@k3K5$s8k72|>KrUYJG(;v}h!?4gB|wk_i$k))udlcdZn z0uU$3Hh7TyL(45NIkq*ujdnbc(F1I$UL+>N#x zo+jt;Vm(+(%;6;I!8%e7C&}w)Jt2n|+t$yJad?Sup-eqX#Ni}qX9Ed`ljPlOBLRn# zq|9^V8(Ll<+;CzyF{EB3+3;d#zL$tKyx19O6Pbn=do8@oKpQ7X-(Drn(DE8lhL+dK zF`Tru{qqJPh8KHfy-9-MBR$LcHzZ(@GZfG7kkwoAhqyfwH+j~@DdMLN&Ub;8ZTDckAxLo>|N#%Nre|%)1M|~ zj`L#s^k*^(Ex#~^#*4kO4l{(tiyeu-5>0rq_4$nfG+K@lN@zJoBH_i(JAV;Jc(Hc= zX7G#`+t&XOL})qA&>1hb-Tozl(DEPogBNS(1mT01xVC7Hllb*GA=*e8`|K>dKi9_bE79~s~_~7Co9z-dft<5 zje*b$nub6xY6?Gw`I0B=#*NS>O_|Wko~(x>p;t8B1ih;17U(riw?eObva@KIjpGeZ zwl(gCHb)e9?Bq__3ccycO1%Yb@nmgngSL9IQahoyG<^iUt?6Uv9Zh?nZJunWd;-0z z=`(11MDag9Ips#}>&Z&hf&TMkTcaLy!jn~4AIerboHvsFWz-lt&6Bm&6w2<&N;QXaXgUu% z-IG<=4$7%1{5EVZPuA82P;O7Q%AKG*n$l2SPj&!wf%0j(1j_Hpx)COfDd5Q}>75T?&=_){R9_El;*yOQ71G ztiokb9ZyzjJyh3|m3khk=gGPeetEUNCo8oDYT(J*+5So-YTgiW5T8-t-1nx;c7HH8^6&eXI4I!n`=(Al1B8y&YrC0iEZ`N|lFNd$Lk3p*ET>f!anC*ONqs=?n6aJZb6%wb#@a zI$zU$&;^>pd?6QVDwv=6NmEIvqo!uiMVgvJoiz1?I!6?5y5xTObg?32P?}0W7i%gD zr8TX9xT^f+{trdox_mo(Le`bBigG4pj%5++U6ixDwtstpa))Ds${sTVX@({N~r zrtr(g*LbomzY`kj$+r9<=vq&90Lcnwq9?2HI%txnTcCS2-2vUF=`LupC+o%pXo@H6Mwqu| zs;2qSG*5OME`z3fvbNSj_j|IoUVdE7b#fOjC}Eq*0nWL32G> z=LbVic(S%8L-RaYsX5SmPgZIjw7`><+6X=A$x1y3E%aoiUVs*PvQlqAi#2VAmS}n# zTB@mbCDJHOy`g2A?uV9Zs&@uylqXxS>!FpNY`xxrR(Y~gN1)Z7tW@60q*0p6Ku>F` z0Il_8ZS{uMd9t=9K&Yto722RFUlr0QP5GhcG!=lJk0@^9;oRMzL$N- zvy9A-`1?Nt;gXg5?rg>xVafNtlL!3mZAha$#WxYC+o%q?Mb6NS*Zr+lSXN30)3;Y z74)qq>tSc;Kt!h;gijAAjnecrbkLLSucFtHMtQQ%Zy!M#rK$S$q*0pQg$`-j0sZ93 z)~nJDq*0!%8)rbjXqt2*X_P0c@N4K-PgdbK&~Kis)CuT_rh%EHQJOv)NgCzJ+G=nU zX_Tjy*`oi_*FwiUS*iD-KRsCwcR_!7vR&EWX3{84Q%93Vd9t>4LB}w3~CO}}g+jnXu78)=lL+ukFM()2NuQ`7LBq*0!1 zz4ClO8l~w1D37KYP+m{AD}VZsG)mJyP<~C>xV^Q2rV<~MMrpbbDx~QysIVtn<&{to zPuBTop`x0egNkX|2Nl=!4OGIDb>kpZ(vx-LKd6)^D^-endP{qk&55_5CM~$N*yh!8J3qr|G8h`2( zu(QUJodc#cu1f{H*rToIwg}T6ZB_P1*hOQHE}`149t9IUb5hJZsf7J5G5H5#i$I8tI0iq78}@Oq7P-wt?##_aC|yiwyV?*`1&_+W%1HNF|)O%9V) znYlewJ4)l~2yb?ntmjJ+j@CHky-@8f8W%@+tH#X{j&Yduc6)@kY1|Xx?GBUPPWUKv zXspJfp9H)^j5Wf+?+cfI7wso4gv4gSUxl0eITE&Ci9T>`DzN!GBT&~m(N%BmXhqsH}{5_ ztEQm>|2z+*u{y!x|4X4md~STTKH#qOt0g0UyAgP z$)U}sH0GQdaGAz$rUhKCaqX;tD>Qa`FyKm!^%n(PrEyh+t2H)R6-utrIBtEwr!{Vj zaIMBWpA99~X*~3N!1W-fpl5i^C9vxuneVQJEL`J0bJM zWa&%M(oNCQmy@NhL`z?dmcEuOeLY(GMznNuvh>Yp>6U2e*07X$*WThWYu>fDBYh|Q z|H;|a>|`0{UE2nol>eP~?Oi8r4rg6_4fC#T*OG(0#z|5eH(BrSl2uu@6!(C>uO$~@ zjTY{&+@*zE9(QZup0^LQaDU>5Uh>3i$}NK*X(>RyqlFvI_Gl?Yx}&8q;f|IfWIJAp z#C(_eygQCfsPh# z&G=3WHyj-FQX<}>+&S>QmNN)*v{WX`(NcvdM@v5=d^XO|>F`DH}djnj~jYLd?^g*wm;gBFF4bk}?;P zzC;qgpp)B?QymCjyu{Z6Q=Q0OoFuh%CVFww_N;jCq)1-8#5et>E+%;KVrA0gE?&-z zYwJqv;w0(86{Id&dJwueX=}ChBy;g%Ynnmi;v{LOFNuqms|Z}QTut5*N&HezV)-zK zS}`sCNn58$rtAB$@w+WVwQu`1?(Y^thsvq&BkNN=}lQgot|2@M5*yLcrq1w!v-W zD^8MjZYN&RGM02j%N>L(TE>yBXt|4MMay`S6(`A>-c79H#a=)6kg0fy@7zyKAW(6V ztm#D36el+7Fg1xN#f!CbA32H_+t!l_QM}l(Glc}jNz#L<#3xRY9!z6&Pb6isP6Hj= z+F5i4gL}NhgPT(`Nlm=iYkL-vi5GiiJ;cZ!EwdTe0{Phn&TWm3f4a z#f$aeQ4$s}@o@6gW5g?7Y>Ph5kRC6#7v?ge$BWfAk5t7;vKJN*sW?ey7F)=09xry@ zSwxuPB&lsNgL#}Julgm#C{B_xOBu@JBst=rB0%wC+ie-?i5FYbq zQ5LCHgeG3Boz)~JUaZU-;u0@*jIJds@lrW{H(SRD9xqlKcT{w7l5Cx4h)A5Ywc0i? ze8-E`wvlkei@h&AM>66hY3BuE5hpgWL71zpn-|-nFEQlDNmAP;(hw(>OQv2X3h`p+ zs@KRtyx1p)*9k$q*lX?$5)dzTj^9lD;UwwXn`9qOk|TZ#!H1Ki%vMqlC-%!Iskewc zoFrx5ChySl4q=CrWS?#$>2Q+N_AY~boFr$;C4v<`Uv2E}jgL=GJZQnDdN6QZc7G7*G{K$wNFV@Z> z2K0EbGvCkT6ke>%FAV4LVtqTzXdW+C+pi4f@nWyWBaG$oVrR?W2`0SQ`Wz*d@M7)! zK_ubDYCA?A;l;}QNf_b9+WCu7JYKBK-wfi>a-1R$6R%D8WIYTMuift{ zK69tT#A^?DvQh=08J^-}FC8Xco9W4VSQwh+$x4Me*&g&{rNW$S4|%fv73O4{?a4}o zIoTfeWTnEKY;!!>h6;1CJ>tnKEDb&C$x4Ok+8*;{>lLPJd)$+CqZ~9>Q+enKPu7hJ z&^%3HCb#*XtQ(b~1)i+Js?d|3Y%f=X7J9N(4)eb)@?;g(fEIhQRSr|bE%9Wf!qjj} zJz1$R|JzfV!u)T`B8u1aS8d~GY zwqaN3X-`(_5@@X_YwL1oohK{R4O;KX+PVUI#*pJC+mDA=o3#?D$JAisV6HH=1Kd^la*=#eeNm#+?NiMp?%@WI)5It*OOHk=1JS9 zsXesclT~;D^ra`O@IvS-PgbfE^tC4|m4d#}bSd<$rtZ)IO<^Xt?=)Qr9gHYGBu-B8 z^a1p}C+p!?&<~z$y}pHh)D-4qJLJjs*FoqfO<_*9pEdmm{o=`bco;gY=?L_zrlZhr zo~(y|LPtDVTYo{nd$O(Z4|LR%9oRWfCjs(gujO3OF->`(KRsCw^Fe=kvThWD{`O>@ zKLh&5lXasOblj7b3iH4HtEmz6pQbSX+X+wBR!b;bxo|!_1EHLrY<~@ga(S`}Z-R1rvL23x@_4cy-T~$HWSjSHD4(W@P<~C5 zpaPz(t*KB!PuA8PsE{Ws^(a)>ldacdP!UhIHReG@Jz1&wP%%$dY9UlSqWB*tK~(zg zoTN>n>FkB|TY%GoezRtkfK+w5D}X8BNbXWj)!3+5nZ)^fFZ5llAa5sDdZ!;WntE zCu{3HsFJ2npffb>gDPwK5~`x-w-zd9w8?0oBx00jlN6 zx=|6T?a8`P8LFeH1yonlIZ!=Kt)Tjztn=qW4Ln&7+d~Z_ivRJ+1N(~H1Wul;)HJBE zCtI&)p(dK%hMIb^3U@=zJXwVwLCrPofm(R7^I@2-t)-^w(3zgB8#SS`GD^e$q4sYVFB7KNf1^$=aF@we@7854K zqBOOFQkqUHOBxkXGB7N@{+-@ci#Q768&(${vc6$;l7qf($ovO+>@VHCb@yb$mWvc3U-D!XR)wyNDA`$7>S;E6 zPfymvAE92Feu8>?vbKJQ`gpPm^A{s!@?@oIL47@04{wI9(lime+EX0Aq+fvgd9rTo zfck67U7V~*Q(I+@t$u`v0&`?iSsvmT%rZLbk zO=F?qn&v{+Y1#^n@MJyw4!YixZK#~w{CI;W>wF35Mo(6%0+gw#Dl}44E9fRo7eb>n zg=y$+_GCTm295S)J-iaSC8BsEoIH2E&ROVIPgd$TXpAR2HvWTd^JJwulp}=lWIenR z8tchQ-3;B~$x1DU?$q=PG|rRtuyA>jC{NZ_F=)J|JD|HgSvTfE_h>o{P0&=Z0%??{ z^Px$etcO=X_jIglkX%O^~C+mEecx|>PYikJfu%=Pa98EVvk7ybT zJ*w$7=rK)iL63W~4YdoJ>&ZI*JM@I6&Xq``G!2F3d$J8R9a`YY+WHcDQd4g3pI+$6 zUa+@Ai#%C{W1+U_^XV#eNuxYjg$<#lo~-ldKu>8pA6lj<+}^z0leN_!TA}HB zXr(9X#@Y2rqdZxK*FdX1S*b4@kVa{$*oZVr(^zP&rk&6_O}nA>p6p=z7J9~$^)Ng4 zT0iT_O0|JDc(PLWLK{8V*4PF;=gBJE4n6P5D*P9EK~v=>q*0n$LN95$qA6*VC+lHP z=w(g4p;t6zK(A^V3ccpZ*6U{Ibxrf3H#AjjP8y}DGW4b=TdxbCEuO3!ouI9n($HHG z#sB!^3`M~sn3^_ zMwJies8hD#e&{q!zpNmQ()16M!;`i3FLb&m>tWrMq*0oBLb){cf^ut`1?AE7FqBu* zBTzn1*7-53NuxYj=T|`mH051G8l`CjR7le-sIaC-p(2`=Kt(lefQo6_3l-N?_-WE8 zPqsBKhDv&}t#Lb4%9EAKx0W367dL~#=*-=y9+Od6%>E2yfbBfpYHX=-?cG)mL`Pz_BppqiSl;%47k zn(jYN8YQW7r|e;hvN{^epB}KT#+CU3*3l{jUx+(k_|P!7-1uggNuZc zjWv#ou!+a`9Nzh^2%CD055UfIi-u~Od9;%AB5dx_N{%cUO198=M}#dk{u<$#8c!<~ zsy$0%(Fo7>XubU|!gD-YZx2S;O5>pj&(-))nb4v0G-fLsu(ig95w_9TKf<;euZysq z#<3B$*I2Gx=+OBZ*GG7P#?|FR$qPN&w#{ELU}UgkJ5TvJU>A+ce+k$%!g#}Uv|-Ji-+3g=4R?vg zu8#)16y!VGWjthkXS*dkf{Gdp{-X5*w-x2olXeFPk6G~=iJQ!hL zjoG5v1FzE9C&H^W4!tLmQmb`Pm2uIZO_` zY?p?TgFRZcyDtkk#G`fSsc5dlYaAwR4(J|A4t1Ec`Esv-*J|w1C*UxR1u_B-*ElS~ z>pa@3{1M>@kG3i``-W<-*SIXg8$4RIuSa;J#;R9`YBN1ro6RE}>Cvif72!=9ZyXS+ z9i{P>2yfOnJ;Ko%k3@KjN9%2#fuYS?Jz8(~ML5QzmHc~1D0!R4mBRwwuJO|00mnK_ z4zMW^-l1_{gm*ejj=quCg=)unv{kt!!n-`$s@xvoc#U7*5URb~qg7jPWWakgHi&S7 zM{6_hO`+sOk5=s$qXJISSZj2^dp%mUHEs!bpGT|q+z2Oow36+|gpyMtjF+8!GupF0 zyx&aKc*(|q(=_&qaJt6cZ-Im2P{)>-enfHO57iEx(2A_qgs z2OTDD{t@9r4wE*keIH8B*4Xm2FrDGU8rv2QI7j1z@&O;wxUWXQM>T$2GvH$y7uOE> zxW?mk0?yU=OM`$+NBPYBjK5*0iV*iF~VgU8?^`}muq}6!WA0dj&P;MTrESjt2AzJ6>zn~ zWIZRe3An~#vYrPbd|G3{wxQ%&ja?#Kr?Er(P;$M-mYoAWqcK;PfX_NiR%Lb9fEyep ztJ0!Rz>N-*lK({boW_v@LdoYHCe`L15%2|#_udfj#R%gQ^vStMt1ik7zNE21gqt+Z z|1Ok#S>v9fVHVR@G(Org;Hw%>v<~>1#-VKjzOM1*2;b0HgsG;;?=-fL@J)?3Mz}>| zsrI4Tts4LC7w|2OA3qZCZH-5l1bj#1tfc|BX}ot;z;`t+jBvZgjMbs!dm!KRcJPq( zP49i4Wn}K;FW>Y|dAsgEI~-fPP=U?LhZ$mbM|jGCx4d^=@B@t>RtU4zeyFj@l>tA} zxPDf^k2M~OaF511kA#w+XsjFIry3u7G?e^IWBC^Yey*|O>jA&exaEz2do@0|HQ+vt zMcxUxU*pv60l(CEY)8PaG%k2Q;MW?L?F{&h#sR+t{8nS;v496O{t@AK8r%IDN*>gB zYlPoxoDks;8mC71qsDI|Jfv~-U!g-kY20%n;LjSn<_I$z|DrLKH{fB7(+dUsRpZ(S zf7AF&ghw=1D;%o*U1PVR0gq}dTq58f8ncxScuZs0vH}0pxGKWGG(J%-l>A%cf(ZZ7 zIKNsbd0gXJO#=R_@zV(Z)A(70Cp7*TVKydbNxt};d`CXLX=w8_jcb|(%&zgB2yAgn2Zch%m3lPg;d)^JyG;ZovE+A3HB#0gdI` z1T3hrV}yk??vJpr#-A?^)fUm1*)?EMjr$`krg7O7p=5E5lQROA&{*fHfF(5^i?Ec& z8~TNkr8UkN5U`BKc@dV?I6uO2ARjKu^N{u7q5{t{GAr_TLT068=^4?|%F)s)$dDd?(bAgH(pt&V+R@TF(bBrf(t6R-`q9z`VJWjaH{>yEcIQTsHV*%Pat>$v zY@TAhn?NU}&Eag(e<@}nXzIi!H4U>nH}jHJBwHA<-CPU98e4eD6Su=Cxt3ZOF?OaG zYbQ5(l$J1fN=shGPHD-<&?znX89Ak;00ER12D-HNVr$A^mNr@nGiu69k$CGAVbGKp ztF0(wrnD3zZt`Na6=%eh7ptuVL6eq}q)b{$FNtwKqh>zZS45`vmpL|IRcQN^;34b0J&*ATRNFn$(31h;ovg zdApJVMG_yF$tR`obH~>@u^$aiT}J++<#NIwCrLY3Fc!*5GHYLVhC+FX=VwXvAoFpO z)OIBUp`5gh$El}!F%HU0JV-Uwo2bW2JW4Tj6{Db>B<)YrG_*7$w|`Ab>ul(t|!cKV(D_2L3yl}8yWiKCB6+W zmC48_CrJ-(BEZoyig8a)lJ&WnVNYJ-yOmR;$!)yYKE0LD#)}>CV;J+~CB6eUbsKR_ zB=PAXx!Wl>q(?BUg9aBQj>{dyi|^RFojW0Ug8OnQd0?G zoFqM%#uz6j$&omn_{EDI2ltb`c(Hx@0Ktosq@5Y0E?Q<1xj0GAA+yL^oFuh9MA+ga znay=JNsAZTZVwZ)c(L=_97Z-dN!odYfW?X3xgTbCUf?7tGnZjaPLeWDFsjLm^^IGQ z7kPd=N2=b$%`F3+_Jpfi@g?>GMdRr z(l>5cUa5uKi&tsk7UI=TlJ!|ZX5z)(WmYnf$w|_KRiq_OlH-~?aMyXUSMVBg5+_M* zPZN?jNshO*BqUyJTdyM?@nXGxmTbg}ohddjfXR#XZ6m3O7dv*IBNFjq?+ee9hj_8` z+Y5vtPLef!k+DloY?ijvOT-{v?CigZ3?!2H!&EY}Tk3TJ5G`+zet5C<*-Z4|#g4=` z8MWla%4{L@@M7o0t&CanVz2tQ8M5TX+Ifep!;7uyHi8Z>wtu#ha(J;Gyhp_0#cJC@ zzTw4=gZBwHyjb6MGFHipZG&CJ8eXgiA23qMi}m_L1}Zs8j)RYwZqG?_9DGa?qGb;; zh!;DHeL@D}#d`fI0f?3_NI$&THrPw_;l?ic_Vm;#qaWTnD1(WNzoX`;(`vTk&N%6hU2!!*(5G+hdn_hdZ` zb3s>#D6S{@XqFxWRn&AlRLPT7cqep*C+qw~sIn(3H501h$x6+Fs%m-&s;22lsCq5O(nB4d?}*1V;$}CLHZe}mZo>0+7ZR?Z^++Cw)vzAV zGBWG)m#cRs3TAD=gV|WsEMXJP*Y7E zpk|(|8)16h=ANvr5cah2WTm=5Ej?MOFmvyjn!?PzXKCsWo$V?9K${*4o#V;g*M>o@ zJXtqxg3i@63Odh|?aI5L)}E{z_dsnt#UJg{lcBbrtQ*szcA6f9+D8I+@u$u`stP$y4TVJ6hsla(3?rT&ktI}fm_ z{{J|R?E4-e`@Sn_A+#yuDm!JA5Fs?Sh-9ZMAxRXH>{Mv6tCS*@XpyvOp%iUel;87n z=DyE--#@SUWA5DZn9t|D&$;K`x#zyl=QEzH)o7@dC)@K6LJ3dSYAn>+lRYTopqo9} zj+y}7;>kJ;v(C2hWW|SBXWM$Rb%j}H+j+89^P%>d!u+uvJlQ5c3w88l9WIADX<7kw z_GA^VhPrsNOdAK0M(8$A)@l>fRnulD)suC&73${6I@|``?kRaHlXxAv!;@{- zZm7GaccD8ySs6#69-gej<4{jcC!k)Qk{`Y#euVDwWW}F?dV8`>J`MHpWEGx)?v5x~ zSUkI9qF{E?BTv?<5Y*3;t*au`-;*6|wV``FS%)`313X!)7SKRVH$#IwS%=-Bdp+5K z-3LnZWUYolgFV@H4Tpwk8U+pYWW`T_hIz6Mr$WO$SsBxy`!vmfMtHIgXG0@B*(N^* z-S5d-&4Wg1dIB1)X$kazCtKGFXpARY*YnVWo@|p}gT`ul0~+VaI(!Ej@5##e1e)N< z*7Z3w(UU!1r=dv^C4V{N>9C16Y?D3Nv+@;ail?|jXsV`np@%e`g&x+FH5d7kraaJe zO%0(Lni@khHC+Qe;>mW@P0%b)wl_LJvpw0~xEGoeQSxER*uAIokTZF*b>+-U(B#QF zED1fPsR}et)6LN1nr?&UYZ?kYp=ms{K+~hpLQN~7CnHL3PR1n6?-w9(()1IwNK@H@ zWKNnMhn7H`ZamFR`sv0}eo9SyhVPtiocH>_ItTd?7XMS~jPmB>CP31309qc=c@J^r zd_+i|?2lImXk|q4t}t3vh!Dw>9T;n&)t;=?VQ7sfYjpxz>&aS$`F_`VvQ}rI^_rF! zCQ9;T9ew~kuPHB=P`%*E)>R(b;K@3y3~kg@724#S`BUXWF4-BwrF|*+Nx;}w9S*P>j1RfldbCzv_sQJ&`wXbU1y+On$AM6da^Py zan0Lno~*;n(CeP8RUv4%Cu>y-dc%{o3R3~U>B(AEh4yHw5548dcGRWN+n#J)Eup=h zY+YlaeV(kqHyroE+ zJjL4u9n>@#I^@YZTnT;X$vVu<^@AU2DqM!hNmCm1i6>jvL(pMQwh!k*pL()ZE1@Hr zRzaU>+6x`kv>*Ch(?RG9PqsG>L0@Y62l`4=U9PA6TGJ)aF;BM13FsS7Rz_#&TTiwR z`$FG&vQ{IY?>$+ovCwf%PeUg>B}4YaGtdv7Y+Wm%A3fQ2t$|K@vQ`_RpESJ!{p`t# z-wK`bWb4`uo%UqwdK>yhQ?|0CQJ$>BoX~HctiyuP@0vAJKQ+~W z{_IZleKyZ%InEm{RZXpWUX4)CXLe69x9+I6)LD{0aQrS8K|(Pi|dd^X=)D@)zlX% zrs-*@xTbHR3pHh}OB&_LUfC)@B|X_btOQ*YQF2MfA-bR`X_Thtq0*W*KxH)Lyn!@I zQ*o%QrZP}DPqtlOL*+f$VYB&0(kM+|KovDzaT95jrmLXJnwmjXH1$d$jq+s0_kpT; zvf}TCs%shv)zCBns;Q}PD<;v?G$=ug6;X2S@uZ-M3NwkZG|hjM7z^SAwjMX>C$RPT zDK)JD-#LMe4=3B+zdMpfVS+xsjWo(r^2)?So35l$o@_4_NF|N(Wa~NyHPV!=J86_B zTh}h=3QxAKx9%j3@?@?4g0AvpW&8^@)>NPeX_Th2(AA!7T~|R(Jz0e>L(M!{tKXsK zn)3A|jq+q27J;tyWZTspy3UiWYXEe;rW4Q&5hYgaOX)E2L4HPC-31jpVA{o|>M3dTCk#-KA;y7Sbq9UqO8|-LRE3 zN>lsoq*0n)f%<8xyn{4K(`e`(Onm&XEYO24JG)hwg=w40bUL%dtv$8WmCU^(THkZ29dKVRFdf8cSap@IH-$A{?Rd;&!3sNR8W~sVwi;n7dPG zIZ9(%_kg1{4!ASm0~(w43OGh%nce{()cEM#0mo`w9^p8Rnfr#8<2A02aDv8)_k@-c zHRc-_aFWLBBAl%8P=r%7E*KQLo$Aph7%gybz=u30|IW269^u0puSg3mr)g|EIN)@T zw$AbQ1)QPrNQ5&zT0z&32rVDc_`#@vvoxL?8*sM9f#UgUcmP_hA^fKO;_^ijYC8s{Gl zxKLw{PXj)wvCo$QpK@pyR=2$U+klH4+W484(<5B0as79pOcAXFb}ZGB3jA9_>-t5a9}qrG5zOTJAaYS+c^UUghrpC3ZDviRAZYSVG^^?HTH-mi2Fig!)SuIFEy_IK6Lw)#=j%{ zT4Uc6q2)1+S$+=qjmG+?0)DG;@9BWwX*?L=_ZpY~7g`?Icr?Nj8V5(yy#1i@RPHeM z(vKSR=LvXHV}S^N(l{)d1MX*y4@G!N~C(;pJ4y+Q)=2-zE4d1H(vT*wDerG zG*emo-OT)ynwEv{6Von;mu8KYW{Z|)kC*0%mgbC>=8Bi*j+W+$mgbF@=8Kl*kCqk) zOPSEBAh+ogS`~`4aJZi_ZI!*Urm#&#pbTkxDpT|oCbTN*#AbL26IvB>61Ta4gvCkR zCMyApmTcrJTCx+bXyKx*i?nb}VJR=^o0BOe7ukvyF6JtuB@fApmb?TjTJn*rXvt5k zqNM<-iWaVDtEh!bwJK@ha;(Z;awZ>BuI{PgrC?Hu5~z5wHpR$Ov=k>!(Q+Yaik1?D zDO$LarIwb9h*G>*)m)KMM@wmf6fI>K4y1*wzrL2T3Cnj-Xmvp4uK}zBzZbN3+Q48T;Cns@lJ%~u0#J%+* zA#oB

r1jNhHZ9XU5~xmwd!Y+@>G#h?96d{Ygih#FK~JLpb6kc`0(r0J0G;$*WpY z1`>^Uv1tzmk&HNrD@Y?4aS|U@gULml#BGKUi#Un5bSSBaleo<=LJ=o6QZ!`*nTQwL zp8JVJyx6fbibTYVZRuzN5ii!;gXAGztj$>B5GQff<48lC#8poq3~>^-nMfAmByKZ_ zD8xzJW->{Lleo=81R-9MLv2%Lkb^jhdz(oNqU8}%5GV1YJ)023N!;5U5)dbLQGCjy z#2;R4U(aPcju+e4^9Vki#Os;QXdEq15P3L>U&RQeM|-i?9U|lhoW$!{Ow!>be$Fi+ z=J1ld?mp#dG7c~H%D0qZI9{xRWuzNk?C5=#K{!t0+Ln`RL=w-aVCz{&sNuz4mDe)@ z$BXUj=NN$F#f}|<=&4#>Ajt4yy=`FhjTTbqXbUwE+!NRwxHu{JL;@xcHIc}5mKW=dSar4*Qq?(LtTvL+rTLvFO}V#JM>S4lU#luP~% zCX$@*#n!W%T*Hf1{U)J?7i;qtiH4T9i8H(;C(20KOP1lqo(ua3GQ3y??=aBDi&e0n z2t&)ep!0!He~Fg3!T>_4Wg! zaJ*QX9~p$>#a@w4k~Mg-{q_?>aI~BvW$thciayzydx&CW6I#!IqIG-cCXPsvS9WX{aE z8&5WIP?)mm9Z%L_n6hcVrfkr=o@`y&q4zu`w>O&2>3vOM%BBOF!jw%PXbMv{9rR>n z8 zbJVwdDGTgMRa5WekIU_hhYxLw{(xA3Ed7 zIt+6_{i$gj^jAd5UykQ8N^FPz*0clqN7E7LtftSPe>Hs${io?m=$xh#P$rI;|CyS} z_WaLKW{8i>vT&3Bk=X_Ol$w^6?|ftyZ*TJDKhZJ^!)LJnq2%AdM0Y5AM9Bvt9)g|N z2j$T8HI&m+@=tW)7buq}t32xk44?62W#oYJc(PXcpuC=JyNW^iJXsl~q5PUIh6;GH zGO9uaHC2NOd9pImx-fu_fyOEj&5F7;#; zz5+G$WEF0QF4MFFYUIf(+y!0k$=03!%bO$VUHnm&M&eRa7rM@q6`wmB<8C}zhxwoz zJXxy(Pzy~3p&LC}8HJ#mJXwcDpq83SKq;QA!YWWJPqwaxP{Na~s}a;XqU0}UOy}4x zJ6V#ZuFx%-Mni2hO^4cQ3KKoG^OXF=D)9o;-jfx72CR*LAPtV0lLGJ?Ts6u?wVRccY3l1r4`h} zlXch*>Zz#%)XS6Ys4mc5o~*;Wpx&AWLVYw1g6{TY>lzOA)$|C|FQVixXFMG)&P~vy zsS0$DrW>IFo@^i92MzROo4gMiIpp@(Rq)4YEkkeO_QMMntp?3c(U!vRE$W;lkKR? z&?BDeXNtZOeW6*NtizqqY){tV56~P>*6Jkms3&W68k(yqUvZKpO;|*v#vW*qrq)~!wpdeNXo;qU(9@chLQ6f_ zb}fUR@njXQftG1n3q9+}I$Q@W_hcPD2d&Wb3bayFnUbVUnwmhXJy{vIKx;I0ht_(s z3dck1G|hq5YuX7tr|B)|c}?#_FK9XhZP0WW+NkLmw8@k0jUpG3JbAKBt_i*5$y!|t zz3jV!^=@|5urfQ`~qdeJPhvv{;PgY?| zXrHE8&^w-NZ!CoNd$JCngWmOItv-X^^JJ|~L+@+)1v;SVcjyC6Sxb{fd9pIfLWeX} zgg(@C4fK(w>!FV$N^VX(ty7|L4bmu0ouI>-QlU>Zjf9S9%3hl^O4AF_QBB$Ekw$s4 z!=^|B(kM;cp)Wnz?)?M$O4Ei*NTW1ufsSd)b}4C;rh?G7ni@dgX=)99@5wfK3v}F* zZP!8Qgr={dA2bbWNE)T-0qCSBD`O1wlcxrmqOZhw=x0w>;biEPrkT)bO|zh1G|h&7 z)wBxwP173acTG=SMjEB*ZRm`qhK)$0B1&#)3%d#~F_{Z<|I#$N2Wgb1Tz8X3Y0BG= zG)mJEE`a@4Q|UpZQ4lA3=eS8f(aTgmoakldJ12UzGDTk*r;W`oW->QS(3tW}=BDW{ zC~HLLz0_>Go;1pn9Wz(lKpN%Aj+s7C4o`LvPJwcIvR2o&AdS-W@QtKVn$oylJdY<^ z*B&UZrV~&;PgcfBD8DD`ut!VMsEE!xW=;(wjnee)aMCDEd8U&_X{rPj(bN|zs%aBc zOw*hhq*0pYK^JOzic4urX!;r|sVUndq*0#iu&Dx-@?^U=6)LT16jVl2yIG`BntIJ9 zjq+q=w3drAsisSzW}5DYnrj*jU8Cu7=vqw+pzAa(hOXE20(66>zo8ZpC6CN_s=$`Nlniri z+^F%AG68SW_(;WoEj6y{7BEF)`#S=*(m1+Dz=X!yJp;DZSRtD8=w^-0dxw^{X#6e0 zHX0lB4=vkjTr@mjJB_Va6daerZ@)SBEx!p=HaJ0aG2?V2zedcL(gIap|6bw>ylxU3)g* z9U2?{7qGj=>ms~U<6GIntVBH=#?^Ms9YWGHX zufw?8EQLa~X&MI=4meojnj!&*IE>fXu4ura8Z#9OILu*OP|gbj4%fK4M8Nwr9w`}c zgvNQL0*=)9SA_R#Y+gFF9Hntagrha~EE8Hjpm9psfMYaHjqpK@cb5+>$7=j7!f_hs zR0u7{Ydl*e;DiX1Z?598m@V7A9%ek6sBy*D0VipkaxCCvjk&)II7Q=&SA=P0rfR&r zalnT(Hf|H}VU2rc1)Qew;|Ql~tT`vNoT2fu2xn?MIWM$)MB_j61J2Ue^@)J9H9oR1 z;2ez~Mfj-3PZouib2VPNIN)O%e~xgT#>%Th%f~hDTo-V@#={Xlq48vd3p5sfK6JZK z(RjtH0iV{G_qBjaHD0nW;4>O~N4QL5 zozFtcXEmPtHsErN`M(ReLgSJMS87~+JhWV;@yQ`3fX{)vr+c28^!Icx@Kb8q2EOy2?!4E;whw2g(MD9@qzE@@+%PS)d=X@I zFL9H;x|jJWHSHC?PfXh!FWnL?-5M?37BAf%E!`0<-5D?46)k-=TKZbN^z~@z?r7;7 zVJXwoyvc3)^fY@SeJk8=k^TW78)SdT!}K(7LmATaRQfN4>1p;lX_jmqrl;BGrC_qn z1*A1ztPNKH?)Q>2*@mm(-t}T_xcuuqEnG76z8C9_>r)PRvD$Kx(`d;}Oyk9RMba28l?Y?BR3?kjQiUi+OI4B>E!7BOycA77Ppgx|Xdw>#O-oHu7%jC3VYJjH zgV9ol2u4d?5*RJ@2w=RFNN!Jk@)v|x=(F6Uze4}ZPpN7D@tr>i$tP#VYh@$G^gtP6 z!*NoYFr=qKkmM5}qfH7UdbG46d(qOG=*3CAo|{QtoW!r=Z3tepv?F(M(yUT)4|E`Q zaT51-E2)c?+X!8>bR~1qLOzy9OLr0%Cvk1P2wb%EA#c%gH*t#=0=0sXBoF3zyjYkV zrjV9_WG!B}7rs&k5w&=+J$f%mi<5YdrV+F_i67I!8v4C-HjjBVy4qf`r9MT){{J7AJ9UqsUjZj3!=j5m;sv7HNu;_&6XktM4RkLt@rI%cDdoPU7AO z#V&Oc_eL1iPz%w~Wm+C5MsX7FH-e+foy6-Q0lLCTe2kL3T&acN2^{PEjx%roWzgZPR8wcu?luEY{yBwo>xgiw7kZk9WAdj zX2(gqciv#gj+1yjZ!%)XN!(@+*-0eHw`TEJ=9KpdPP~+hc3Y;D1EeNeJ|Hsj!oBd7 za*({lOX;K>A}rDJAxViB>+K^(>Ub%a?CoPR5-o=bNW54DpOTJvvEGgljc8%wn%-Wl zx1)q2UaYsz8KR@*3*rzhUok+(i>>Etf)Fouyd7hBju)%oIHPm4oM3Q{7hBH{jLq?4 zz5U40952@9B(aBRP2tBOn zB50bXFx$*@O<}f~8J?_+vd~OTVYZn^JXwVmpjn#2Y%{Ypg(+p`XsQN1swvDiGuIRM z!dD{9HuIP#t1!$qGfz`J=y6T;q4}B`Ku>781X|#!TvTADXpWkNo~*(!N6nL-k}r*k zFcHmDo~+fC&>~HZp~afQ95qWcHG`hkbPcpr(+$uwnr?)aX}Sq|R#W&edAX)m&I}W$$tp~R zHfXvX+Nh}qv`JG>=tWIoPNA1PS@B^`p_e^bg<(#iS2W!XZPwHu+M?+mXsf0H&^Ap2 zq3xQ6LOV2t`HOZ&l-!&a_O3dy3)-dWRp?bszeBHS%9e$JJP@Bf?&c=_v&T31iQI>{hFe^EarkkOIn%Y2zG);j%)btqi zk)~&%k2O69eWGa#bXe0?=u=IvLPsfwl zYfZO6$24_-zR`3W^sT15pzk!zg1*=ED0E!Ylh6rGE1@4Wt%82kv=%z4X+89lrWc@} zHN6I%()2cTTGJ2EFPct6ziRpg`c2aXWVyd<$_M?SsRDFHQw``(O|_xFG&P3)*3<<0 zM^kg?tfuRre>HW0{?pVEI;W`%l&NBPoj>oDZ2**6(+DVwrdiMhp6re2b||YSiV9ze zkDzRt4nx^B{RidHlqm<1lBPmXE={$e+z}-Ui-ViQ(7dEdn&v=xHBBu*t_1OyH$OM& ze|Zb=6aUbM@BHO07wrJ{zwL@Wxrm4`K?QS@5oziL718t{R5YUVHfl~WVj@lNLd7*z zxsaepQ&p&hrvIRlno5$=U!2P&^=B2+=s z9H^qEC!tE3!rTRwHN6T|(Nu>^9ja=20;;BIIaFQK9;k+G|lI#kV`ea2sPBS6}n8*4yci)*PzQay$@ZX z=?CaaO*u*vCTYqIHP+M)YNBZfbhW18P*Y8#pk|sjLCrO7hOW`H6}nc_ZsSk`z|3cluPpN5b_|9Lb^P2oYq}vt~)Q^0&ou=0bXxnSr4|UMgneeuwrg?M8i!^P7 zI%^t9vfD*drBy^mnlh0p-lnMnv0_(EHOLiHHRUB(?53#@bi1Y|>j{oDRoO&xr0EUl zPEG&5NOq*D-phnXno7J%dZeiebeEG*CEBu%#w~v&_GS=p+TB&ONKLJw`!y{gdL5?kJ&>rcs2P z;~-u_$8(eZ5;}pOQqv~#UA%<09Gf$YiJOF;|03FQR)mu^F3%NOPSJR-R=}wm+t&^F zkj57;3;3|cQdb6?rm=a1(={$?99quMSn1k;Gc_J;74Q*_3ljlnf$a0y+@$aGIsBBG z_9)*crp=9)J{B#V7cG4}UOGQo`b4yJLA-QfwDien=~H1Tm$onBHvQ7}#gQ%v_cJbF zk1sf&qNkw@X?iOC+%BXMOP$!Yp5fB=XS}30$&|t;j?1+0Ioh*M;`Q)($Z{>5D6i1M z8ShFb&8&i)L>^i=LtU+fQ_VGA?2_|5(xIg=L5G$i~-ofB%wC&iJe&j3cMeGJ%*v%Op|?Et3f;v`itR(DD!wg_da~6k28xP-x*yJ`X! zm4NC&yoajKP5OJN2Kaa&FVlQLl*f%5Xp9Of-IX z#X0I#P=?rBvv7{u*o(bm&%$T@PU7=T&QY({l9f;Toy6XU-ExGuR--~Sz=cw0vNxnTz;T-h_Eu5pa(84+Djau^a`MwvcfOFKAUaW$G ze7diNbJSK^I7dxr;T*NKmZA(D@nW@cj(Uq0&QaTFxsW_S3+Jfqv~Z5vUJK`_9kg(c z+EEMVsGYQwAqmiOF+qS9&QWjG!a3?~TFR3GXsJL5poMePZdxi40chbI^$smn2mrKH z<@0|n)%f^dOLac|_hN(XIY;fKg>%%qv~Z5vTMOr?eYDi!gMTfYqxRKOkB|MeaE{s^ z;q~<%Zqi?02k=vB+CaXmbJWIsb`Obno-O$3Udv5O?K~^5MQ0n+70_ksn@?*WRXZ zUOUB$O@%Oo&-9(d`)w#6=sRg<>lwzU`A*_CoC{BL61U-8c)FGme2DKP?rkKW;5&); zHRsQdc(K|>@!7o>+fvS-XFG}4^8lkgoHVmGoIgM6#n!|5^IR{sug5XeL(6zZdU&z* zOkkjg7hBIn#(6l2tDeL#4<~WelNsgV#cG?v>{DK>f`=I6p=CNlJe%7={o+ab(V*7158HX3EUOMc(K~vCgbp8we2P2@M3M=A>+`ppNzwc z_4Y0qhZpPZJu(h2*5-XO4lmZ`02zlDYx4o4JhU8SkcXBJ8RHR2vXgk2P0A^f5ieH3 zA0#7EqOq`_XbNLt4{HizVL#Or2D~286o#&TrYQ_vJ*ue)^tq-mboC2O;q#I&HHD$8 zUwKL%d5JR6*PfEQFmW+-Oj8*B`HiM9`tw^&wW04cg@K{pYYIa=k88RdI-x0y$oxT5 zOXx>UVGQEQh>|-YKGYJwLO(&A6aCCh`Z>`leo9R{&3Dd;&TA6JWBq~&DhU0msVMZD zraI8?n!-Ok|3lMN&>2nlL4Rrr|3LdMO_QL%HBEv3(X<>ot7$d#uckH7f11`p=QM4B zGF6s)ejAio(;HA0O$VS0G#!SrYWfMvrs*7%T~n5<uBH`G zJx%MN`kKO6*an(*K$mEG9lBK0`%pto2cgR}eFQbq^f7cf#2@7=xJmz`d?i1nrd`E% z{wOEk=foG&Bu*42yTJsVgqmooU4-;T)0a?FP3NFynyM8gz|mBZRN)#;^Pp=rh5zDv zou)m|^_s%KwHq{DSezI~QwiusO*NpKG$o*xn#MvYnktiuw9?cPN@(g2wbqmd-K=Ri zbc?1fP#aBKp|+a7fZAy~3$@o>(`JrkkLSnm&d)X(~oa)LBz?sEeki(5;%nKUTd> z({QM(rrA)crktcz-86NEZr3ynx!eniCX{rhJ z)^sz}M^hLUcDJU{P+v`xp?;d?L;W@V3*DosEJ@)2P3540nrc9UG_{8A)iexB(=;3! ztZ51~MAK8yP)#2~!!(_QhHJ`7I(na`GSCQ3*FYmRT?gH-sRcAjQy*xwrZBYb0Zogc zF`AY^4{F*3jn%Xj8mH+fG+xu6&;(8ApoyCDkUme+R1BJ|sW>!6(}mDfO(md*G>wEF z)-(m0rfDiPUDHF*3{5kknVRN9k7#-lnx*M|a{AetzJTUv%2}QyNz?VvTutqv$29eX z=4l!LJ+5gSG+)y?=m|})K?@+>H!kER{e9z;{FIvZ6yGPNEsB>ej+QQomOdRXT^cQY zCR(~IUixgbba}LNMOezkMk~2Zzu0J1q^raIj0<|=50ogJ}44VZ9dKF+Zmz8$pSa_`;#=1SMK>5R`baOJi~plz6eKa}kti$xTqAB@aP~ z7h4Y(8@;S0A3=$h`~)Rh3J{cdu?sm05|ntc3JMXFXyJTfyB1Cic4*04TOy?D7l?Y0-R3<3VQiY&IOI3mrE!7B0v{WZ3(Ncq;L`zMA5-%2% zaIw+HT52B=KV5SA8-PgxBJu+@!x2f6h;-XDM<&E z@gE)Re?F$%NYJ6BB{_!{E;c&mrAqosRZ4484kz)ebsItsEp5p-w6r7Q(9)iS!%4H` zKkrWINWkGG`G3MwI+JgBu{O67Z+NMe+@7wa82@X~swU;Vb1X@(?felG2+v#7W#+AJPyf@e$IOFvLmR zrXN{|lXy$HMCvas_mG5mu}5JbL5LUI2ZP8#ywpf;PZ}|Z7uyGeNkP2Wz8*>l;>GsP zFftGxs}^<*OFU~*%6&v2PU3wqf&|1#Gpl+e0f-k{&;8^dPU7B15q~&|kLxj{A5P*n z4-$Sji66OfWFJoAHsgstv`i%VaMH~7^(2B1Cvk6+$vvFJRZk)Ia1ytfO6uVxuKFQD z4<~V(hsiv&Oe6A$B#so5lToG2Ao1{Guc9*vJePl z4q=CuN69+8SZ#BOI=t9%{TNAy7dx)!5p;O5qd}0nK@jh5U%HhO57*1J8 z$l)Yz^CTIE6PtA`Wf2jF7kid0CgE@r_qK$9!%2K3K25&ig?r&EWhwE7mS;#eyx1OH zM!4a{dRtDm;l-+6Nwnd`+N>hk(6X9f!%4iQYsfX6#K+rOVht_pNj0=QN2uW>UeEJn z8cyQp=?g>}UhJsaK%(Kro>?0SG@Qii*+ibv^l%bCgZGnpIEmZ5OXQ*DJrWNm@w<)p2|S#{y&WL$a1!sg4~RRw*p?n7?QjzJ zc8IXUN&NizkgOvTOV4cL#gtEpI=t93>j+7Q7kfoIO3`O@(aO+mvYJV{7SCjg?r&ESPu412wm8g_tt$^STvHg! zd7r0p(Z0=;2p2n!@MIl^|L!r;6ZgVbB8&jN-;-4sE|DDNsa(`3Q=$+w+LNuTDD;3Q zYZZo+j?omZo_x@gbr`Om9P7y{45LlQd9nkbBsAU=_rg~qTyr_WldUWKyO4>VY+d2s zg-p^EuGF0D$vO;IYEJQF9fp50GSySLsK88#^3X$?Dnbu?vUOF0rg^e;RfeW}vUP?3 zKQcp8HE5=$>d+&eY+W^=S)Q!Ia0TjYPu412fjUQ19q3U{R(!ZPb*`rHuSp*BWMzcw zR_AHD6nfl~RoD=kujw-AiHMSgwXnAgiB`}8PgX|wXB-PX*}86lp41dBgndd=M`)3z z@DDN;Yw8Lu@njW-e~|ICC#&#IXsM>~zcZfE)Dv2!Dg1+sXFXXN{h{TW20<%4S%qoP zN>AJiUx~rcDo@sG2(;Rhl`#rh*QBBEE&M7WRQu;_L-vLM-KTqT!{uy`|D*jxC-NocDlYxN7X%~SI2Ng@k1Z1-fX@<2O0 zS*sGzPEXtmUy1V2E>G5~GW4pZOQ6?0*?WV_q1QceFIrc)E_}BqEB;#O4NYOLy*E8s zg{`1Hnz}%5d9n&`h2HjL9d?KIYU&B?^JK-}1HI$P)-?dy?}>ZS-nbWf*OPUa2EFIW zDjW{I@5$a9jDik$vJM}BKJa7}j)e|-vUP!X}tb{+B!d2IYJy{v`p-(l1i=>Zex&-=6QxoW@C)=)YP4nlPu7SSLbUpN?rtn{8 zzVc+-)gJm)>uAlzSla&#!pZ?yHwHg8)_hhYxLnkzifqu|5 z5&F@Stt(vad{WbV=qFEBM!4MhXHDU9=Tn~SID8s9?a9grS3>{d$=00v=r>Q+ z;Tq_7Pu5|$Ncs;=>!CBAtoU&K^q-!r!(Gr{o~(@B(BGQ&LH~HN4&Q;!YI+y?SJQjY zf1194&S^RZWvUupF7Wi%4J+e2D6^*Tp)8(klmCG(@MImHg|d3GR++OAFL|<7IiT#C zazi;Z<$-c)Dgfp3WMveFa%(CHs&HD$>~{-h}zR5haHDl*f@*21UXU0{ zQw^w&rjAhEh?0A?g?(I}C|rRg3gS$pJ~!!SA`SS7>B#ubnMizm+MC0)+=NQl|ByW* z)1Zc$PD7Vz`VDHN=|AXlO^5T4EP1kH<}7rjC#&#Z=&Fd$dx%>XB3#nc1!|%xjLErL z)5S%|mps`%>;pCPWX1P~nrj*YUE|3*tXhZIudsI#VnP!~_Ot|QQ`o@`wOxN7q@ zPu8j|)KybODAkj7SRLvXQL>+m*RDpD$e%Rrh3?Sw7t~!-`N~94nkqv*H1(@W2&Ji9 zHBu-|mqK@G>J9bQvE0qC{2GueKj4dK^CRy6R5wYuc3Q1Ew9Pw8cp?Ukw$6i z4h_=uCUmc+Y_&s;N6POw&4OxTamueVWSFA&t^B6B?;$E_A=9 z$DmP~UV=tzdINeu(_Uzdrv1=^nhrr@HGK+=(^Rr9X_Tf?&;(7Dp^2KRL6bBsgC=WQ z0Zq}g9h#~sb3M{1O&359YswBy)07*UuBj+ALsJ`QrlvdUlSXNp0L{|$HZ)t)H_#kS z7dIe{(sVmCH=^Xrdkeb?B=J*s(kO^GqVu>(e; z36(V63O%Q(7xcWQyP+2}&4M;)ngearl=&G#B~4YJ7d1_TUefdt^s=Uc&ob0V(->&8 zrgqCoqcm+_K^mp0_e#zZzb zc5C_)dPCFUwWLv+2CO5E(liu$OVdW^ZB4b;lSXN}6WXV#H}sCCKG1$mgQ0gd4T0X% zv?s}dyN>jcKq*0o> zK}R$#+(a6ssrZYeQJTs_pKGcJeWB@c=u1tVp|3Peg1*-D1$0bPp_fRbG+haOtLYx- zJ54L0?=|g)j%(`8_0K0XErEW})R=3df7H|&I;klY`bpDz=x0q;xu*J*rjF2QO+RfV zjnecp^sA;*&~KV1ZzGM;l#}bU|Il;&r9QXwHaG5pkL@V zv&QlR0%pU{;ND_Xf3joX?9ETnPmH3182+z??AjeD*Q zEsJVgd0W6@8vpGYu(-xjsR1w4xTkx-5*pu*u%yPl5niORe$UWtDUF*WEUoc|{-I?V zjZfSY@M4YoA}p(M=YY_%oW?&QEU)pO2rFp(YGCNLqQ<&|0#?%4B*MxXZ-}sp#*JyA z+o~G(MOaPa=?JT9{58TF8gmT}>#V79^RR%mH2yn0U~P>9#ssXR@tX+iYMl9CXjxC= zstD_A>@zmBY@o6K#DJG*%rPn8r5YDU*ihra>7nIi8VAn|*hu64*#R%tcsRlcVaCjDJU3w}yXyHU5Pn>!nAZUVbcOlujpNr~FD;`_w3 zM7*?hwDjg^=`HcnHqp|y(b9JD()Q8P4$;z%@zPGw($3M+F7eV^qoub+OS^`p%;l2G zZTeg;-6Fj`+;5S74Geoc9$7{8cR(4^^i=vUg}Ge1JBep`$wF-6CE0Jd;IfAoo7o~O zp^2BA$@Oq$L@zG|laigt#EZ=Y!Lb{gwd5u)@nY*CJ?`hl){~d8 zL`y!h5-s_OO0*OpDe+=e7bGarQiz;H3lVji76RqLUTjNAhKFb&xg6@nYAa4eqUAyo z5-lYNNVJqBAJK9V@ragEq$6HzdrA|IXemQBqUBFXfW2A@vACwA3dDL3pj7%}x4i{TzPcAI#|VGSUp_e`cv@m|ROU z!VD+z>+4O7tcfIfV76#xZCWv~#>*wi-dZ!R#!K>KH|1s$5HFV|+q5A7@si9>QreP# zc)2XurXBHzlep>*q#s&35`H+bVF@Xn$UdCJy>%h_(9)IU!%4G7$=Yrw_;3>Ub_cnK z79yo(T6&OrIB914peLb+7pvedG7m5I$n_@jh{VPm$F^b)U0f(1*$s=(L`G%MJ zNf}4H;l;LRJn4p$c<)Rg+;9><+7rn(yx22%648bi+n%W;8&2Z&JWR0Rq?uJcjaF0+| z;-hLQA%>H9JtAjfB6DTIBWc;R07N+Ihz?8Tm^D+w^XSQ|3CBU)AyUwBDg zq@S{e^g_#8!V53li)vd(cHt#CdM{-?(S?@hNG`nCas52Og%>-nUm&;e!o8@14a62+ zY z7u%zJbpMkV?nV1x2VsR5YqOKA!byB2?jovi(#(2$m83$;>jV{Etm@t56k6UOrtreO zsOmRKDZE(Kdk87KSev&tmt|FV@>92rpLKkAx6jthbX4i1A{*{mgh6FZL`sMfTvuj-6i^4dcbu^DC)?llWQkJCTDE z8$Oou2SZ`JSZ!wr8?^k%Ko~85F%Cw{KV%GA&Jr+qv19aK2Ell-+Wunjh)beCygn4Fad$LwxGMPG_k}und zFquqUPu5{BsGcWll^d$>$y$XeXc}k=Q_x%z(Rriz!+b24da~lfd@Kz;Ss7u{mCH1R zNmm+a3X`r}?#YS|Gpk(T$<`HSR=LuXwW&Yq%vz=V$$y$ZkPOgtAxr+Gj zV!Wo~**Vp|+l^)jd!KRdTOXG`m5@CjiUJ#$h-o;J&=dr!{DK)JR z-}yW?-Y9#~c#Pie#{P$F2QG*Dda_n~p?;o{Zxs?BLj65it1#)xJ(_-l259;n8tBP( z#TjUjCtFu$cE!D#!vE<^^JK;6fChWA4s$_6G!=q|Mif6H)@mL!Ow-fQa82QVXWpmj zb!dbqEB-@hq$exmD0IIk+lOC3qdZxw@1W71tX23|mk((A8ye%uIt+98Jm|?f{1+PQ z$y(*hO4g&PAT-{Sbyy6Vps6@C(Nps6U*bY&lBP1yWKXu|%Ry5-S%(#%sh(`RDnbu= zvR1XBhc$(nRi=5eO%5}wOxG0t$K(u8R>pPEOi$L~4bUT=til_iS)Q!Jo1xj7Izn?i z*}6JIk9x8WyFzn4Ss8aik7?=w>gIx(j;TlRcDup!pFcSCR4RIx-u{kteJ0erSQG z# zRk$Bo=E?TPVdz;;*5MIoxhJdeGiZgTW6(-Z*5OakDo#Cs6Wat@1!Gc(PXcpbeg^ReorrCu>y@+N7xv^r9#0uqO19 zC+n~-^s=S~&?}y-!-mjiP1itMB1-;p{6TwSSPrr!O<|^vZJz9ix)0j!$qvyu&<;I>*qPqwZsIfzXP+yERpV-q3Uv^roikp*@;fKyP`n zO}-I&+mjW46SP;;t&Yry4ZRmpvalAG;3Z1uA#l>v06L(l z8T5fCdnjLl4n~w*dy8g9BMK2ZY3g2>)JaqIBE(J+CHra7EE%*W>XadOf_R_*2{-BQ z^AGb=YTBoK=Y4*>y;ehmd_+jt|B&_882U_8f9R+u>u?D4xu$K<7oO}9*$;i`DVYf+ zeu2L7WEHl}Pm<)xTJ?gCd9qgHpl>v-hrZR6rvPb^C)?yQ(D$BfT@|3?5yg+b(J&sz z6P~QYx1k?AS*uJ%iIg;51fA4W3i?S?Gw5ec*F&c~S%s~k)0%F9e(_|*w}XDwGzR)j z)5p;7n!beo@MINUS&Veala+n73oTdX%CQdcuSF?s>D(%TyHH6A|vR3_}i#=JZc~DtT)@nag&Xct| z2$lC_t-dQy5T&Vh1(GODbD>I_+E*lt()0;bMbiwB-JyD(Y`b29>U**>22>%9(li&kB%=izcK|o@~$m*_1R&Q~hS7QJ$>Bip@!* zG}VL}Yx?&Z(kM+oUP~I~$twI8Y8p{;Nqp6AqS(EpQJSuSnnS#^y@s3gcedB^Q)=3E zeCM6*d5_597KBQepa&C#N}g<2+}@f{$y4$IphT@(2$eipt4+{NnyzX?sN~5y915jq z+5olEv=vHtvNAfhB~*@yGtmz5p7ERAWZ8YtJ+G;uuwbRtT9ift@7VQa@G&Sf% zsHCYI)G4C)aI#I_$hE4SHSL7DXlgQ=P)SpXafC{mDnVT}RfbYERfD>DvWK$QL_#G^ zUqg3j>M@B>$&>Akqf-c#JlVRgZ54@7uMdbDc^L`C{10UewyY&{XJRni=lfo?STep+6xWzWZU%)G)PmP8KhC3tc+$* znkVb9D>PVB4`_&{cc7t~ip(U9@?>Q!frfjsGB!i^Y1$5r@MIn4eS|bh)8)|po@`wY zL!&fpf<|k~F^e=xQ(0(?C#$eN^q{6op|P57hsJ5T3mWgqwre#s!IPEo%pB4vPu8mV zqoh$0C4aevU6Y*1%%ypgH64JaXllg8c~doA{3U6Wrn=C>nx-8ijnXt9nyzUhSG3L0 zv>lqM>C%&=QJU)gL>i@O*D2B{O%I(WjnY)~SJEg=yP&z6vi?pQrKu1!Pg6Ji^r) zcSX2HWBsgQooh9g%^q-_#uX8+*LZ1;(DFHt$=%)Zx(J`w_;Z9WcuYPTE#Jr$y4|30 zS-yZ9HI~jFaFfQe5xy80pIp$2j1Zb_jJ37{HsF1{TiQd8t`3>OFn*dG?i=us#u38;eyDNih=3nyZ1G^gk2O9L;U^mRjtwmjJB&Bw%5ecdbr^5T zwg``CoH-%1{7mCN69XRASaDLo&ovI867UO+S)&=LzSMYOgkL#~x3k2Z;ZGVbS`fPZS!1aPPig!+!qXbhMfi)xCl`iw{;Khh2!GQ!@~P1Bca2jc{6piY zXG6;~8iy?p_@~D2Rs{S@G`P|B0}m#!Frb z>nxsu z6*M-Fu%gCpTSCi98VA1~u(HO55mwRo!<(UHRgG=m30O^IwhsbU*O(Gv4UqTRHMvQD zuU(6uQqyYlo%h=3y|S%q6lUbAgT^OB8OQUNLvnz1HCDebU_FhOT#yT_uW?y~4KzNP zEwsEu;{!zlUaIk~Dghg6taWw3%QSx3G+-l*UqyJi#+=PU%PTZi=o|1#jlKH?yh`K3 z2pelWGa$5VqA}aRfLCjL?%se+HC{D2U^9(%rUh)S@sCFWUZe54`2nxhn0raU>onfF zDd6=Q?}+dQje{a=p|RVWq1zilo+dYOlm0Ym$xo?iDSV%p)+%0_h?cgFmfjpMy(L=O zCR*AyUfM2N+CEy^Azs=sTG}aE+Bqy`=D050rq3LAYoxb@`x*1Y*_($H>g)<-NYhj4 z1INS6aj8z4r9-BaEM!SqE+9(sQZU(DR+1zyIg^r&AV~|C+}`QMdgFT59$L8GvZohY zPcA|vExE~%v~WdbZ!LLAkhJ6@K=NW$=O;h%QZ%^_3J@Q8u{H%skF*pbJknB_>_|%y zq9ZR>0hhN8@?sSfBRJB+^+su0xCCghmJ*~!T1pZcX}O5ZNJ}XqBQ2##jJ(*EmLV|G z!X-!}wUi|;(o&AJNK1LbA}tljinMSI%or_P%<`ZXt}hv@g=XS4nA1!~+T80+88SZY1DwV%PDcv?AZ}k{lWt=7*abN%D}5-!`Ri;lg8H zlGoU!bR^vIlDrH!%;@&G7tT(@S4wB19WTlEZYfOGMUliaA|}Vhq>Li7@sb>boidsMMP8DF@KYXOJdqb$&lsW_ zFXfU);)CQgUaW$#gfw34nZ;EwFM6>G#uLwYvEyw5*^C!k&twJ?d9n3y1Kiy=f_>{&mX491JqHirPli>-&N0ABTC zZRRq3$cycr#~3~2#cG?!;2|xKGj_;}?a}$9HC}9co?zsVmIdTAUXqvYr7R?*@nY+F zl3_z$Y#%&DJmbZV#6@H?UTjMj6U=zAy|aW=#*1yw(?l{}thS}(FFr*BxUhpkM<@a7BAM@i;OJN@)84!w7g8R;>8}HR~T00#rDo- zG8HfO$Za7|(Xy2^#fw$FjUh!|theptC|+zI>|j8V7n_G}7YT|NThFV+Cr;wOOs_MV z$car7k+Pe?L|&}7H%Lvq*dzBALy5fD9^K1GA}?0;J_ZtbvGu$|QsTw-!G4AjMUw2k zMKkN|5E+RV>+K^35o!6DbVSQ1L?c>0BNy>vwH;*uk(SRHKjg)#{+c+%i}iMl(L-Kr zUw_NsAuqP2-!XQ`i>>E45eR=hS~QFIo3%N?$RRJbo*x-F+LUcj!2R_GCo2Q1u`>Y$WyXWq7anFQ?iCc zVJNRBYgG)&=PCL3BoXGJ%I_&zdZHXuKvS4es-P!ZSC~<%kfw@IVNGGOsUn_iyTW8s zMLpTNYCy$2S*tMFRB=zXUA3SKHPwMic(M-bLnR|h_LDI;R43>nPu8j%RLWEG^)t~I zD(%Tyg&B&UpwOtD*XyY+YNR2A-_d zPUsR%`=CobSsC9$4L#Yqeu6IZ#Jy-og(;63d9vLbraZdbQ}TQ$5vDx4!jrA*FX&27 z*5TjKRi3QFOg#FHHRXhwc(M-jLRWj@UbI~Wpr)Q|T}7dAt{gw7;(tS&C<8V3WUb0W z*LdPyw62QKwVtfPYS48N#Rt4~7-mDd-jlWZ3cA6QwfY)r;fZ@u8Gk}IYATeK5ksEr z@hS|p)Km&e@njX2hFWO~6AC3faWAT{2GrV6ZY`fY)?KOp2gF1NPUbJ1^ppKe)LY+L>CWrZdI(xD*dP7}2aW7ie6zEn@_E1iT zZqxJ_)K$|wDAg19qIEqEb@OEFnh)LX$%=mhy2F!oxCrVVQL>+md5yx z2)f6UbyyD?;K_==92)3}d(oqOH8jYRb=VcU*ORsC2BmqjR(C*yBTD{qJl#j)*&Jj) znpQ$XJz4RuLBl-Rx(eqc{?Sw$y3dn!SO*&6$#(B0&`3|Vu1lf&HMN9Bd9ro&hDLj` zb@hQB&~!I6#*>v1Ca8JPldWqYG*;7KXq+eOa5yyHlMUn_0Zs5^t?q{=da^P`L6baL zs|CbDrhixpzL#IoW~w4m6C(s^)=) zGg)7YKqEW_|8eqlxa3}BLYiLBh)_sVFVHAWy+NayZ1DX-A2QhpKLvfH=?>^)O$ne+ zG^NReM9EXoMe?E?;~zkz#AG8ZinMqvlU)GCLF1ULsu5^BlT|$p`V53O^Pl5O(wq4S z_%1H~3q0b@JRaS@%Yiay8@cXWC!prXp*P!6kAoD`w$W_*~ni7eXXfI zXfl&E*b_8G(|FKSO}jwTm~8O7LDQM6uLGbNOg8vKpqWh8;9sCwOjh+b=o=>ME5-fD ziz1*TbMWo`NmmIxx`#xW(W*CR^^{AZRX=jj&k^LL(-tnhu)JWL34Y zAvV&~0<@6HcDWa55tB8z1GJdQs@#eC2+Q?)LP6lma zvco$YwAoW|RFhZ9$n-x%Nlez@3eZ+ft3cZ{-3D#fR3tCrBqrOhlAxVTHu#pHT})Qh z3bdQa2Hys>hsmmj;9iuyOjeaUKSCuWL3*RKWkbII;H6V=ocpID^Ee>Oib2SY0w!>)j?-H1^;ol!b!A72}DhrGU1+^ z^Gr63YGn{MG1)O}UKVMSrb^`zH!)d*^FSAvtii*ei%eFPSOJL>lT~G}h{%b_s_KI- zGg;Lepesyv+4Ked$z)ZN@x(>Rb=>Tr1xv6PrYh+KF zMuBd53JyXzTQXXGGSVkaL#H5q()0=F4hU}!|G}4}H-~reU0i$u9`WWdd?mM|ROwMf zNwDzUYNY5YCbO@AH(-lyR zrZ&qFDlyqES3!cFT~k$14oy8lIhky~`haq2+J{U&H{X-2DTItbMjKFLEX{$$ ziqQsCBjT`z#;C`d9)p7Lj^Nl@erbRwH5SS1<{;M6_-P@BwKdi);;;^5<)pt1#MUe7 zur8zR=VgyiY1~@ORo2sZ+hcto-W@c+m!x+GvG@+NX7Gr22jQ<}`$g1yFv2KU_|_>r zG|}6a5Jq_lpLsUO?(e$e-H6dn##N6`Gg{^T0j}~HMyo9Ffx~A#{^v|xt>yOpIgK|w zKCf|DXIJ@x#yUM5HrCkiO@~c1=JE>-G}X9hsH<$oXcs`!VGf&X?Bwx9Mmv0$Jhsr- zafEBOrN(@I(tn)BcRaSzSojmy>`RQcD~V$qzRYN&%{bO!YeuUq@9`CluX}8x@hy+9 zYV7B+t;U%i+cDZ`uln^1USqV;?)}p3N_$4D%sRuPDpLCeUxJC|#Ys~bl!x0)s zOmsL>4wlU&wPWaJ0rL1sr~;F-0|pA8G9Hq{EMaczf^(z9hXp_!Qs8 z#gD-w-X8qtm+pi2y1D0Lq2c?2MF+pRE;SRsh_-&Dlz%Mm+y6kYG#sYU7PSW_mU58(3Y~=B4jbl7c);Qkd z6pg16T%S`l_Dys+O=F)dnSj$ZepSlh42>ttI-IHTf8`v`(pcyThu>(-8g)2Z2To^ELMC;c$V*Rs9?;)Y$EPhl@1k9^`Pb z#wvpyF3}h>)ZtQ%t%f;VrtzZ@4wq}ZFw)@)AYMpT;!DyC$trvo7rz>hgW}hOTi5!n z>-^UB;nod)>qftIQ@C}r-@3(b-5PG)=C^M5TX%$8clxcn{MOxWE9UI)!PlfY`+L3a zb3Z4~%(oYq2uA-sC|PP;N%~~w=Irk$shI?R&i(yWq?&CSal0Fy#Zq+!d1quH#E%zd)(SjQ!j%&gF5ht`DApc1VlJ1jQG9#kVk_8D3 zOH8n*xDDeM7CUaZY2q}C)gU!L!(uftNN2PlTRx{HJF*!qIS|cg$%$k}OD+U6S}ERsf?C92xYV&mA$MbFCrNhJEHlJ$Y{xrKt>CqwQE|CkzLnP2x*L#M-awn zc@$ZUmcoc)v=l)SqopW<7%h(>htX0D^MF`#23K!!%mdPbFff6|=3JFTc%!8hvK!pE zll&@X6M`bh4^wDCe3%k~*X>mJlJvTr8sEjmr@qIYaxEo zQWxn9NlpCZ{zV!fd?5*2iy(U;vGv?qRX(Z8RqLumsV1SAqq7R5i(MhO zaiJ}XU5V>3TZbeZ^?FR!A*pGtZ9veWWg}7!7JEI|gqb=lb|r2`zM*9c=IOB5tMXP% z)A16{aS!I3Mz$l?UVm0R@ZI{ET#h#YS)n(FBX_&o9U&SnP}KG8HdICIgcQMC0}q1enkqwV*UJv2!h4V-0#RASghs(!Uq<+ zs{TOoz+!uP39$ouk^c9o!l?L>+rnI2ROx9OA&=gG>KvS85V-d{+n#N=e-Uph_ zWFx#EG((eH=wl|6?Q#~-EKP0=kZ+i*FSiEBY)x4~-!j?YV?cA5f|DF|D~Ei?WL4Qg zbD3-yIY9F?;aV2aa-h{rHuwslHB8oEWzbqC z8%9;oIwq^C23pT#eboSM&{P|=k;xjY1KOmiE@(58^;I9Vg~=|_SkP7`>#HGX8+5;Y4kqjC1<+0=>#H$nm!>A5-JXKplh;w{1=_=8!{`IrtEn$&ACnEEALx4~ zYj6N)zovnp15DQ7V9-HL!$5~L4F?_8Gz#>CrqQ4yOm^hQfQ~ZReoX)!(=-wEqo-hZ z!j(OuXF1d1Og4;apg);x>SZm^RVMu8 zhfxP~jmi3|3%c$pxMGuMly3sv(B#%^xyfWl;}YmECL8=!&@D~ZK({sB2K~*1pZtC$ zg6=TcFjA*R;KO89nL&4%>=qrQlQq~Bl%L6l(FRn2$*S6d3To;AD#T=GxjX0)CTp+< z=uu65L4`Ga04kzs45+B4v7pB^jRO_a^d+b`lkL|kPzg90g~_Ti zgC5tE74!s??N=#KRVHh&G^m=U3ZUvt)?h7A4Nt+A1$lLZkIlQmcl6tAfP=nW=oupOv}r=XqWC)bo1 z#7vrQf_gFq$zAj%-0awk$@)44dW*?+`6j40lO5hv*^xCdSydKLUrnV!{g|x5p`f>! ztid&)cQkDR^=GmMw}IYevIcj92533}dXLEtRQenUotUhzilBi^R#go&NK-q|U`;(h zLzryveL+JtjRg&3vJs904QH|u&IXNOvc49BMrzs)`asih&?rr(L8F;$g!OYGfnu^@ z^Z|XuWK|15A2V6i9ndFCR+TmvQYa>?dH^&=Q#a69P4S>{o`NpIS-8=R1(8H)Y7F{J zQ^P{YqL}P_wFFIIvcZ1>`a;u6(3hGvfhKC&3Yx@Z!-#zZX%v&a+B5}y&156|3^bX^ z8r%k&!emtkK~tHm>IP^UlT~GX6ls*Ef}j~p)?j(iOeSlvIcS!qR-kV*tpLr|RIM=5 zC{2w(b36sTC$B0qr4rI8rr-{m==I7-qnK>JKCXf^N>h)=kw!6DgO@-HnCvW{dje?` zll7GVTEt{k&s0Sk#bi}Qt09fj)E=}{Q%BG;O+7)&HT40l&@>gaQqyA4Dor~;t2I@u zjx$)E|M?N#I{JI zG-YpxG)hzT_DG{NjRx(|w5co7C{MvP7EW=DevZ3>c7gDjVmH1deWuuh@8aV3;t`)I z!k241N*9YFRD%7B?9#3C7(yi`t6Blt&txweKNmx&#AGKc5pCK*u$`4m!bP4NeCAr0E#w zq^2$rOfh1zVH^XUVzQ%=vLPlJG1)L40-a{E28)8uFj-Xv&{-y{+6+3U=?BnxCL3Xk zDAFh<>uWgZHzuoksu9vCCL2b3&;=%|8U(t?WPMEq{oyHSC;2(Px;xS+O{IDvjnZ_b zKhh{oe}n$ibnRWFQJTgMKpLefW+2iiO|1qajbgH+@yigTQJNkchBS)F4pei{Elsb3 zZfjZx`diaJ&>c+!h9iyAbOv;n$@Z)D2&7R=Hu!8Kkw$6S2)YM<*Z9}kF;><81Ef(* z*4KNWluTAN0hCJ9bWmz0Yw$Zz8c#tx$uII1jv|fH)DV?U}_jwKv7E-=J(kya-D3sD;3*ZGA%)wOij2XND)xbt4l8M#=&`cKgjBAwipGm+ z9X{?c=qjA_6?@MNhfio6x5;5ujc@OFSWV+WkJUByIOr;CXqMSj|orWOVY=L zTKFz5zBV55F(Le=V~4eCO;=P08vY_m-o?jmIIOF&d@8px(^DFId#tB%u*dq0!7Q%W zr*pez8!*~vhn8^|t8uu;h{gtGU1dX!Ej&gw{#MylHqv;gw!^12cB$|18I5~9KFeqa zVQB+b`5dDigr{R2KCf|i#Ni7XZ+L91@tKCMvWdpE9-C^M_MEG1rZKj$!{!>hdwfx2 z=O(VQg~l(NI&7(NL^FqR8mD_~r7>R%SNRg7os|s21 zjmAPAU)5OQC0E&2W64(>w$m8f!QpF+wx5MNI&80TRwsuY7;Qgm`^5`8GFr2<;$3AY zMyp)lv9rd_9=mAV;jt^D^?A6b>$982qaM36+JLTje4Wvnt>4Qv8_#H!Z9Kl=G1!*8 z4Aq#sZjGuQ8h`NkCSmxyJXM0L>`7>|y<>a(CF^==?Bnq*jeR}#*7!$Jw@_IhjdM#l z>`NGqc3UZj{WO*>=kRU9a95VLcKD9QV*?%b*Z7)WA?{s`1Gc%!0fgabM|yluW8LGf z@_oW^w1rPP97q^8+t}kE!mzT5$H5vKo^s6&(KzZ2%ag@f^zq-oN8asRZP-EhCSNV~~%Xb`ptnu_e4nH9bPg%AEho2IL zr)+Sd!!a5^PLT#UR^xV$;|Rk(7p8QT;|aq)_jvq_FswZ9@pF&CYg4%1N9@`Ze)Tzx zo$CA5=QJjG{8D4O2Cj0V#%&%aY5XzPReq)MtjDi4cJAaVCu_{o+2It8**#9xShlOH zoThQ{n+~S~@pgI!z9hY!o{8_`;%DIzZ>R0$Jv<@L#<=AGzkw!Wcq$j?cQ{*PIln&P zw;EeN=_==F?CnifQI>DPdT-yt%_=9{=++>73dvLAYGw0go#**3EGrDpzXETif9( zjT^f=T&*$D;~I^5-*J^|HJ0r6)Pupz)PO4mWD-?QxUF{vJ1Lyx?(* z#(NgKKDTNtvdrN&jd@l$+^(^T#~m8`e(x%GYTUEm;VzBqk2>6~@%k}`do*@C?r^Wh zhfg@%r}3N94!_s<@L7lZH6HeOKx651uJWM9dL9pHtaHs(9@bd(ro$gJMm!$Tc;PQs zc~s-ucN`wmcr)Goz#lcvPVexz#w8w4Xx#9itNaOwUkoSlCFvK#&-gAb{*o9zm0G5qAVjlYN?I08Cjh!?3O3c!g z5Tfp?wvSBXY*ck66;nz0Tbv{~O&3FicGfiYC%MiL&UTn5I5$(8tnvT5Mdw;@>63W}-Ho-Dfe(DY0XWYec{PsJ@q?91sufJb5 t;|P=de6bxjzFb9|e%mL;AbKpNYfPk=y2@eS#qd#H3l^*~A literal 0 HcmV?d00001 diff --git a/dills/wrcf_gram1.dill b/dills/wrcf_gram1.dill new file mode 100644 index 0000000000000000000000000000000000000000..949f69a231260aba848807d165f8706ed06f8655 GIT binary patch literal 3466 zcmd6p`&UzE7KXz`kf2aSWL2z`mJv!3t3uIPj&6}Ek`j~-f)x$7Kyeb16HXFBxP&AI z5Q0I#vBB0N&WzS}R61a>sMU(2wos~V83BijQ=sjPv{nQ)m7y-*<0^ka^Fy-EIp6o4 zH+#SP*<0t3nwBY%1dD$8=8IAl;$&7VN>(V6HGGB_@T-RzVpf#QvI;(9_pAGvQn^gQ zilnkMr9{kU>=QhBJYJSkD%S+3$`s;YsZzpbK01c%+nu>wb~&`15zJijqI{ z>ZL3>4%#YT?3R*#Nq?!|_bOT;9vZkCr6u|J$%I#3&D{R{qR+=t_pl`6R3lVF|kM-ml{9t(WhcDE_+}xom)j)Im@6HKgllTZeDY zjg2+j`7MhpBT6I{EDQS90+4;PkoIXoOyhDt)hH7Uil>0tQqAtzp=(ap1C7jwAc;8$= zBJZE>dLCDhCTXB&@D4*;EJH{Ab-CPr)4pC?bG3=qIo@r(+O47f@X+ng)Roe*i<&0E z2Ws;FASvfWoQcaL;sssM+2`c-k<~Sa4Aai=dMc{9^Or0(^u=wm5T(ys`h_8u;hR+m- zq#5a_>+2$Oc{3+Ay%4tn#N_W?{#iU4nUVke$htqd$wE9%*voSO` z^Kjw5@G|<;w`;p}u#yVm=cR5aEuqAMFI+rKRor^K_qX;7PM{v)d-w}^M7*Zz*KKV) zHos9ps``hn_uBMyl<|#x!^K3w=Qoa?b1b6%)`tgW0V+~SHUlE0`&;r!(Y&YctIELpG>~)7dU}>gzupPc|^RR3(xlsIyD8AOKA2&mHo?!YU&Pusok*SN&UtI|NC|4 zcngiLe0QXCZ#Es6R%Z97CM~(v-&>rODW^j@Hy^%elW~0rya!joFK`0&i1))^$Rpwf zU07#+)6ljoT|)KZf*HP!Pxv1DLh0=2N;4%+1O;6@sUV#y&~MLw4D?THgLQSOj7AUW z${vWcTz^C#0`I|9@C%&4d*OTd3wcDmpbP7h6}#tn%L)nCtAEUL8#`D+E^NzI*W+na zb;CI@+0#TXI4vA+^OMu=uPwc6bOx?(qd%e#f%o9*RDPiz;d}TCc|^RX>Vm!<4T;a3 zHEOBslNk$Tn+$2H!vaQ_GUervy&b1+Y!Z=*k=4}tg4 z4}O6Ys7Lr7{z4uRFYL!}N40I~MoSsRzBw^)=w>A)g%#?rww2KG!M%02%d5Eg3v&+U z3G{9BNAw|_3$B7+-~{RszK6e%N9>0#T!&Q)+0`9J%Dyl=F8Uie?JtvQ&wZog=0eP0 zm~${spl_o;;ymykTm`?t3DhHe4}W1l;ssr}A0KF4GWRtd3Ag=R+oV=;^D5>-%wL#u zFi)Uw;~exM@E%+RzrYF9BYcnj$RpwfU3k9ehd=-I%kBbhj>f!-xe)Ug=A5bX1o|WT j5O@!+f?wdo)Ov)!kVnJ|x}cMp!!n*imYEyNcm@9-ST4y2 literal 0 HcmV?d00001 diff --git a/dills/zz_dgms.dill b/dills/zz_dgms.dill new file mode 100644 index 0000000000000000000000000000000000000000..1346e3ad32692af793fc858644ec935b099f441b GIT binary patch literal 639630 zcmZ_XWt^2|_qTDnyGsP5LAsP0a;Tw8Qo3U{Eg;PXK@kw?Zs|^y5K*Kg1PsbRKuSUs z#phrpZV(_UsvE?HC!mb!3dZts`UR?a;AXpWZ|I4d_>>?emWk zRqfWUOQ2n^M3J%bjf&*RIN>p({)CUX`_D(UV+14Pwi_22uYK2N2gPq4nIP|fj;i?l zs58OHgi>A@j7%iu^TEi(QtlCqOd{n4!N{aieiDpKCgrb!k;$d}Q7|%vl!pf+Q${aG z#E%(_OclLeyLvD(wUnm>BhyH^WiT?Wl-mR&(@A-BFfzTAI|m~(NO@y0GNY7-1|u^` zIT(!0EakDm$ShJ`9E^NH$~%LRS*1KP82O@<=LaLRNqJE)GP{)51|xGwd0jB_B`I$R zM&^|Au3%&?Den(P=9cnj!N@#PJ`s$x8~E8^WIj3i+hAmVDUSP4d0YcB~#7L8txNXy~Hq@Ia-@$lzg*x_MOcL))gV+A8i z{O9=R_1gV|ktOBuy|gJM_1)ADc1-_hDn#BY`&7zPf)Kc^!SQvZo``xx^le5Yr%zouJ{8B;i++6V zi^0hHa(G$}Zy<+n3r04S!!vStBdKSi-dO67*ku!`XXW^&Qh$+pGpX07-dyU3>HnJ4 zi*S4ksh6YPQtCCSw~~4Z>aC^Tl6o7dH>KWI>UF8VF7*j~X|R+>NpZ~f!N1a#gslmv;a`-UXM9Q*HST-Q_n4E4u z=`)Ew{iWWI`T(g{pgvIQeW(wT`YP&!rCy#-%MjUTKR%6b$noRoGgOYh!ubx9iXV&|A@$!qq|XGYub|IFsi)=mx1^q)`Xs5Zqt9fiZ>0XV)HBlO9jPDW z_$g99N&Q`^m#5EEsXyiTX;N>@@zbRqH(@aHJ*l_j_!&}fK>dBG52Zd+>cgqelKPv} zXG^_1^*K^M!FkP<`T~xhC-p_t=SzJo^#xM@gZ>MpzJlWyNqrUd#ZuoueTm#YQ}cDV z^xrSH@US#dUw5k#2P2nBy?UZx3y!dLHVlq&}VcYN_X>{(;nwv(GhB z&&}~`rGAd%*Gc^X_4QI8NS_T-&p>^n)ay~-B=sHi-~3e932}W*} z`U3iIllouu-!ApnIDUuJ`%vF0^;Fb%NqsZ@cT0Ug^*vHAMxVV>uR{I9|GIrXzYdMK zeSRdzH{*Ran6QZK;q2c=h z>Yx4Bj}=kZp?1w+L;ZBA@!60 z-dlu+Wr(`lcqM5t^2`4^{&{^B$DfkpTXXzrsV7Vxj65Ut>KuPo>a{rjE2)2(EEsuC z>IpdhywtCA{DuFzn|!|i349y>T8_WZb^b=`N9pse)PLpp@1&lC^SUVYTODCAXQ?OW`0G+1#_>0# zK8WLQO8tF~|3&I~IsTT^mvH>;e{aU&VOgSX&!tlYBk%mz?fH4V7q{oTa(vxX!N_}3 zf1UcTQvWSwF!H|CXR_`CsrRG)Q0lko^GND1vhHtEk4gQp)Ynk|UFt#B{X^;z9REb> zSJ}^>QqM-8zoedr`ctVFrT(|ni=_w#V#JIQL#RTkU?8SbIVhG>6DYP*XV!}26o*t? zr=g_cIgN+nJ57TUI4y?~I?Z7li9!_hZR9^U;Lgc|fyAELO2Z^hd!VEtin_svhh>ZU ziWrhM7)a*yLF!;2`TuSBJk^PYDLl1;hAEwTLaCg#K&hRMLTQ}tv%|Db8%d>e`W;H| z)Q5%{oQ6Xgo!ZbalhY_tnVmY4%HlMV)C*3tNo92!487>|6O_%V5tQAj4wSaEPLQEcwq42XPNj#2cnz8%3QCv-x69aY+?- z`k7P-r{AEGPT@2xQ8&?GwqT%%(^jadQ!r~V(9CH%)ZA$V^qNyasD)DvsHM|uP%Eb% zP-~}|P#dSGoN`;Id8A%ewjc2EU)GU@P?-{(r{>q zq7DuZ%O7>y*qt{R80K^l8t$|PdebRu?qFbqQ*mfyi2mLD^KJCw%VCtKZnM_t5Jepv z9#$}F^Jnq}17n;HL1UfnLF1g}6$}Q(JGIUq3P%{((^b}5 zr`4oZIHiYHI^|{?tDL$(tDQb%8y`5eWUVz$YiYRFX)+DhIcuKuwqf4<=W+gfo)FRD+UAGoen}foRZOSr_*^-yPQgg z1p~XCR+I|{_Bic^_Bth|;fGF7NqyuLlg)qZlpNaU6q~j7JI!FN10jmK;NfA#qptkM zO2NRv|C@SFEok_Or#h25A#du;x=(`Tek{9h^&b$P2oCqoo$OwGIYu zIt8F#oL+`*IVFZ}JLQM&K%K?~?($FQnFWD+eAGJdD}U$xuZJi6bCF_1+>I3s+{gZF zBpUSqxQHfkgMkMjimLoOCX0xbAQ*V))DwE-R2KTpsV4N;DFXW4sR{H)h@u{i_3z*> zB1__6;7N%7otQiy^%hGO4E*WT3Hr-vF!a=EJoI;n{{6M>^D$zZl#H=r=@_dA6w|3E z6w7HE6x%5riW8!Le<_+R>T6*hze|tnv=oZx^c@u6=^~WCX+M-OL{Y2%=a<;|GBCz+ zn!|5&6FYS!mBgtVl+>vul*}m`l-#Kol)`Bkl+vjrl*(x^lsZH?{`p+|=hxBeGBd_< z`Vva(bQ?`rH(98UY8mz-`xIh{U*ayi|Fay#9D@;H4C<#oCTtyF+9meVw-p;Jw$ky9kp*l7&Z#OWr#`E2UcmsB&S$E2D&4I=fLQ#jPZ zX#~{LsUOtJX$I8VsS4D_sTNQ+KF?(_*Nj(^#mJ(;}#|(<-Qo z(`u-z({iX=h@$-xJ9iPrSWXd852wmdPp9foFQ+t6Z>K|r8DlwRB-Pic5fte(7793} zfciN#fciTTb}(FPo+OEAWAx(2=F z6t^T}ET{C)WT%oeeA_7iz2meNn&NZ}de>IW>ajIyHsnIdz8SJN1GVIIV#eI!%HWIqifNJADK# zaas*6by^H9b6Nr|cX|z4;j{}{>2wxa<@5!#Iz-W?Gqox(#&W6(t#RrFt#wKOt#ir? zt#@h$ZE#8jZFCw2ZE~6iZFVXTZE>mzZFO1*ZF6b_ZFd?D?Qlv6?R1(8?Q*ID?RLrv z?Qxm~?R6>)edyE*`p9WC^s&2w{%IPk2 z+UYuU#_1+>*6ADcE;+4%E;}`ct~lL>t~#}?!5GUaH}r$kaT@;UGy?j`X(@EgsS#`a>~x3m+;yj) zX?Vk_F?7>u8}y6Q0_c|08R)jtCg_gS>(E`N#GLXyr+cJ+b^08-@6-u;;FOxR9y+y$ z9yvXs;cre`p~p^NL%%!Sfc|jG#WtQeJtp<1QzBA-IekLvsnZwG-%jyq7$f$x`B$`i zn|x4Ar=v8C<@6I2+o?Vc<2e0JDy~x-Qt_PfL-CyoLkXN-ff71Zff6}2ff75t3MFx> z1tkqpw1*J%tHb=u=@yjSX(^P#=>sUGQ}YPsUrsAXrFLpZDveWVD6Lad7ODK4ojP7g@E;M9mzR;O6di%#*NY)*xs>`pI3Ih=|^FF7@a zaynh+ymC2pAeGyx50uC0HVyMS6(p6R0AsL)D?Q!sW4Q?sR&fqsTEYj zsS{MxsXtWAsWVjEsUuV(MA05>Go&H&FQ?v6DW^P*n14AXhRQg#f?jdz4!!C$4l3*P z0Xr<`REAV}ry)=Ur>;;%rz@-#=5!0H@SlT&Wsl#x_Jr?gNbr}9u^ zr8P3 zicl}7c2IApIZz*`xlmuHB2c7LODN#92aqn$cKW1N16 z#yZ`A#yP#rHpV-ZfPzkAXgI;CG^vSBPe{Gx6qD2>r`DtMz$hSOf?eW%^fOs6f-ET`OD`Poh>p*c?Vp}9^MSZkhB zT~hO%?vPsGbQfCa^b!phIsHOvu~R8hOPq2-OP%J?aG6tPQp=t0ky_!j9$M*?j)tq8 zekHZqDI=*5oC-o~oL+_2I+cOeg(%u%_#3xn{^isN+Tc_V+UQgV+T>IV+U!&V+Ts)r zZFQ;&ZF35PwmX%Cb~u%Qb~+V38Uu z(_`qk(@p4v(>3U%(+|*>PUoRhPG_OhPG_JqPG3T2olZhuIURz|IURt`JMD!oIPHPH zb{Y+R<1`HV)@cy*ozv^kMWUaa!J z-lHV&1JZ6>;79)X=lMiGg#y?3+uqJ$9&;z?KfRv6;Xy>xn9QA&YPV|4pS$mLcU!oJ5_^X#L-i3%~~;?ag2S!6;r1WMSBGA>`qLboa#Y^LKN-6qGft9b#iLhpQ)2m za;RvCqCJ{%|1hRbPM<=>omvcK>J*}A4=^h?f~k{JBB)e|qCHL^BFNM!MA3fN*Kz?< zC#Ukum^wNAyo9NfQwtiF4bk)eZ-$lm=T;Z-?HZ;|POH{3b#j^lRR~d3pZ`1wz07u| zPEHNiGj)Rafvpn%{PS~HWj<;hsKVd!b63R3SPYLa`N3;6RL$vcsJc_d*bI-HrjV-P zbdMjRYC26LRm*7}RNLu&wo%7v2dN0B>ZIyA9U@iFsRpU~PII9KPP1v)&?yP2Mox*L z#!hvhCQhTFrcNcHW=;*E=1!TR*PPNpEu4lzEu8{TE2kw~sMbyiNVRe554ClQ4ZZHv z0&3^f8EWqoggQ8lg*rM-fjT+yUQL0{PMM%CPVYcno#sH@oMuAZorXa@o>BDw+SHE6 z@W?3v)XV8>sJGL(xD1b+PD6d2EP( z>vR&D>U0{K=5zs??({A6p3^mGhSNppeWxqX%x4t#&ktPx^=pbANf;hEWq@Wo^@HX( z^@rvfg?V(*xwV~Zkv7tRq-$Q$yvOym@ zt%E*t+5mm*R1wDf#7A95N7ed_d-+s0w1A*4QY`V{)y zX%%$D=@#^bQ;gIMkDR8GI_5MFI_`8HI^nb#I_Y!*`qJq`=#Lg9L*F?Cpo>m3p-WDypvz7b zp({@5psP;#q3@lNKtDK*fPQqU4gKU)9J=Nd0sZW>llQ;4?zEQF4X16;O{Xr{9y@&s{qFP? z^oLV5=!w%v=ufA?&|gm7pr=kJpue34LNVe#`;j=>J-|vRrqf|4meVFEw$lnIj?)Gx zuG3T~p3`Sge5VOe0;fSxLZ`D(BBvuzVyB%@5~o8@Qm2zpGN)ru@(@KEeucll7|ZF~ zER3<7euPpvy+Xs(P6?qjPAQ68G<<@D@bX>vQg1Lbj=0_Amj3(Ds- z1Iq6-2P)w76;#k^G4!(2H&7v`<4|Fzqfim2c~DWOzEClzZ=vE&JE0OzJ)n|K0jQMI z5~#G(`%oFDkDynaPC&0ZZH3A@U4hDlDB4JRP7cOcPFtZ0PN$%XPGw(WjOFy~ZBr^a z^@1upJ$pNtDozWas!rRXYEEg{VRff#q{5xPB2~jF9#qq5EDdWpRVP*3X&0$FP6bFs zI2D2FIyHpqITeTMJ6&KK4V+4lYUq>&YUC6SHFi19skUbwZp(_yHG(*>xf(~nRur|VE}r}MIK&P(IAgAT|n14CF2@P?o2fg7m8XD?!7#ilZjvWqn z+D__Cr?t=sr`Wvc=t!r#q((XQWE-QMeu2g~ZKdH@r*+Ucr@J&9?{uG3(CHGX2~Mw* zn&?ynddukm4JSFJZ%iraD!Jra5(oraOJh4&QUC zL28E6V(5LR70^tljnFKoPoddPKSOhz;_*qD>+}Vwc~04(`A$J-fzviQl2VW&5E@!QXwPLlfE>19$!oTiZa!s*!yBOi6j4;^z_MZ@DxWl5cI znh%|H$_{<$w1KrwIbDHHJKd(?8K*+fS*L=~S59BE);Xtdq4Q2>Xn4UXGxW97v)2j# z#_3Pi`qt?-^qtdZG`#3^nbakxe55Wror117)rYP+-C(Wnoi0K@I0b3=qthhlC#Sy9 zHK%asXQz8?Ks9r})rqr2wVG%jqQa)M+F1 zx6=nujCjxHU(vpCJbRVG2l*H))l+@`Flq^Kip5PO&H1jW~WKasHs!&R&jl2_XDyJh*YNy*YOyd-Q z(mD-?(m7>@(mU;A8yTEFfigPvrC}zgm{4Y?)iliFRG!oePMe{uPKlrwohn1woccrA zo$5h3oMu2TIpu=d&M z^Dn1)qzXH&gNitfhKf4HVy$9MJxLXJ8VQwfnhce6O3GTLoIW8{+9@`vGEPfLz2Y<% zdevzYRMzPusGQR>sJzoxPz9$^P(`Otp)jXaP$j2nP-UmnP!*@2p{gOu`TRdwx&Qef zqG3hmUruMC>P{P>aHkib8cuznnojYcT25o3+D;>&I!;|GF#mG;8>;J+gogE;PD1sa z>d~-)Q&Xs+Q#Kklaw-NjcB%k1aT*Rab@~%(=JXTP-02XTf6eJzsD;xRsHIa1)@tQ+ zpHyq7@1ZtMxoFtdDIN5>QwgY@(^b}L@06QV2dDZ_N2kV6C#SMdXQ%d17pF>4SEop* zn^P00yHgIRhtm?Mr&9px<+L2??esg;$0-lg*C`nk=`a-pj=ClDC?lc8@(`hp_!f6pS(y0nG%4rNV+NnG= z#%Vq@*6BJl&S@7k-f1rsbQ%IpaLN$I{LASRQg1mOfhIX!g(f?tX05lKc9MF>X*V>* zDKib)tP@e{SLkFR1TWy)Ek=Rv;~^& z)S1`(pW`$Qn(H(fn&%Cy$&sLdK+5mv;Q}ISqz(JMCtNdz^lT_Bs`!;fGG! zNPXnA9s1a5AGFWuTWG&iZnkm2sWf!ZX%zH{(`e|B(~oT9Q>QD?VW*-r{LHBm^tn@e z=!jEK=nJPt&{3x&?C_Y=E$Fz@cp9E?dP3@?Qz}wlI^867%4q_r(@qtkGfu6bvravr zubk3B=bVN>=beT_7o6UJzIK`oeG{T+FJV-sF7q#^O3-&szd;wBR`4zomz=7Ty6lt< zy5jVZhFAXwk^0{05%hyoZs6p=?eSq3lk1pd3!Qp_iO8KslWjK)IY= zgmOC-<&^U{JtdXb=_M$i(^V+H(DD;ZcCg@eC9Z*@P2rg7Pr-`J>JI#P9 zI31;7MW>mh!ko5~s^qkWRAr|jP!*^2G_30MCaG#p6QJr&qoHu8U!fXKr`bkLr_H2l zIb|kQ+vx$RI!?Et2&XDEtm~8us^^p)s_zsIHE=q?HX1tRhZ;H6reR~Jolp~}W>8b7 zAE0JVYoO*%VbE(%BcT>f??Nq|u0XAv#zL)~K84yiorBss#e-gV`UPs|bO37abPej@ zbOGw$Dt-bo!aK0#28qeoiT9*x%{d`#}tFY5@&&TFY94oK}+>>@*G<;&hIN zZ#X3-HPopzG|Xu~4Tn3WCH1D$v$s?j;glB|>GU!*%4sGv+UX)R#%TpK*69*7&S@E^ zJl^SVDCm@mh7+6)LKB_-qTyRkwMb2JN(@bQO5K+Em(zAq?>H5PrZ^>~;k!<)NlkT1 zNotzYWKz?edPDCy)q!R>^@ZMddKa4Mv;%R0Nvi6olqF^@rv;ZH4ALZG#p# z9fuY=J$qN3MNWyK#ZJd)xWp+AsijV7pk+?a-a2Qw)3dkfS>co(TIqCxhO3;il3MK) z7y2MX(OwWfUuWiDPG59l{^gX0)HJ*2y4m-_+K65%i!_S@alRDzm9{R$mFLc!D zch)-Ql!VlAr*_Z@r+YL!>2w$R(&=;Pl+z^EI_(sI&NvN%&N@wozH%x9opVYIop*W% zy5Q6X`r2s@^o`RA=v$`_(05KHpo>m>p-WD~q03I)pes&?psP;Hpzob#KtDK@gno4T z5c=3h=vpodOpX!yt}U0>#3P8Uc$cFM_GzdH?s{%}eNJ#qStwf=NU zMCvc6)1;m{orV5(IzYo1ypnZzShP<{7!=c~4HV01EEL-*6PGuRQ*BaloyI}&oO(d< zok~FooT@+xoqBPh5;^@2C3cF-c_ndb&00yF{)Cb_U1Y7~PV1o*PDyB((kUK0Oyx9? zRBESGP#UMEP+F&sP&%j4P$rGDLoCdI{i%Q zMW^jhHmB22cBckV4yWeOOHOT}oKEebTu%L=+)i_#JWfTq8hM?PK>3_rg7P~hg$h8O z^2%LNPOzZoBH821PGv|Ha>@=BcFF}62~o6n>w0$(6ELSApkhu{q2f;Q2QvY4DhHKx zN>9U5PVJ!5PQMRf0_K#M)GJPRpjVypu*0%Wuahe0R0JyTG!d%cbOx&El!a|Pd$-N- zuxOvJ{iG^6MM9OGiqWu&(-Trvod!bHoW6ppJADm>J5^*GHJmz~sa{;&c`2>U3%#6ELT&e7?FnC5C!9ML<2Beq(37AuT zsISuvDAK7a6mUv1iV2ugN~ph6J!pW_xe-jjoVGxNoLbRvuv23;Kg1~g(f;Jgx+%64NY=72TgW50KM%rg3Z64rA}jLxXh_DspU>rNv&{N46Srp3axVb5nAo^0Q$h`BDBV-8?@G` zCFixysVB7F=>!coIDG?cbb6D9o1A8n+U&F(+T!#W+UnGwwYE78g|<6Qfp$2hfOa}1 zgLXM(fp$9;fc7|rL3^FXLLWN)!qxc5={EGS(+AK#r$^9!r$ubzfKwjmpi?dA6Q_aD zA*Z6yr%sii!%nY5pE=cmK6e@b9dVireG#H)@4vk?$OOzO`2;3lP6eUkPTxW&oHnr5 zNvBSvzH~|kopKuV785Y17NpKNO@_`ojfB2(TF&OrIi(k- zrz6mHrykG^r%}*NrzX%ZPO-T1x14g3y6uz)y5m$Hy6dzFy603J`qgPYbl>T1=z-Hw z=%G^s=#kS2=r^ZG=&@4==y#`y&>v29p(jokpg)~vL4P@IhMqc==d=8`Qzj@z!e_rf zjCQwN1d8eO9&5#N8V1F7Iu6Bg`U8sVv;>OhbRLTDbP`J7^edFmDG{ff$SEF_*y$S@ zCUGi8Dyh>>Qpud|K*^oHfKoU$WUZ7=t)Wy-aiP>s^`SIQ#i6uLb)a-kX`u8@$2hMH zPMJw%bZP))a%ux*cFGTBaf%PU5TX*#pHfyb>P61(Oko1%RP$XXU{1ZEY)%hpnB8dw zsT@v^NWJ9LjZ{vju2Y$SIc=a}Zl}I9%;U6{R9>fJP(G)>q5MtUnx{!L= zX*g8KX(m+IsTWklDIQeRsWnv0X$n-_sS#AdsSTg6l1{Tom2yf)sO3 z)zIlG)W|704I4WZfSNe8Y?KFW@ z8>jhDTcE)-JAkYcc*bs z52x`^Pp3IhFQ@8IZ>K>}AE%*EU#FQ+q|;kaz-cnn&uJRe-)SB+AVg6=K81&siuyTf z!A#~~P79$yPG3NSo!)_lIK4NE`Pcs-QbV1lLBpI%({Q-c3$vMjIc=fg2&Z?Ukxm~& zqnzeIqn-9ZW1LE{`LRyhNsV(FL2A6yHc~;SNu(w?y$wxtS`NMC^c6J8X(cq-X$|zY z(|zb2rw=)=DNZFxz3X(7)KsV3q^3Ddgr+-{f!=dU49#%L1ikMx1e)no2b$$H2Ab_O z1)Ae@1e)tK6Po9A44UsW7h2$yg)hB@PBBR>a@xx0Yq3)=QcIi$K}(&=u#II-gGnuS zihx!)ZGl!gO@~%F)q_?$orXSeS_`dl+5xR~Y6-1#%Ei@K@6-a?;8cNz8=Wdbo1EIv zaI@2Eq_#M%gSI;Dg|<1p4sCa81MP4+2<>z_4DE6{0qu7B2-@Q`AKL4*6Z+8U2K13r zbuRD6PK}{`P77$b->EOD15Q^-9dx<}ed2TrI^>jqwLW!PPwKGKcIY#wtgLKh0ZvYq~Teop3qlL zk7#(#sT!&CPQ9TEPT|nkP7R=MoLWQQI@N)`bLt9RbgBtma_RzIb{YmtA~e`j{2d!!b0X>PBj)W|8lxd>Y7tqQa?NGA$8p;JE(Ir&G{vr`6CMryT#dEsFTJfEFlS<&!6-wxo4@%@z0!r-E2uk8K3rgy=6H4aP4NC6R z7)s%^21@C)4NB#d6H4tg8cO5T3`*q`Il2sD67-umCV1KdP3QpeuuI<6=AI$PH9QKC}aWxtzw4 z%I&lZ%Hy<#hIyS1kjm$jid255_)r0-0#HGx>(I+iL)b9m4YTYm4qfc<$&IH$^yOPlop!elp1>1>EQXIoW;k7k-gi0#&2-ui&2st}n(g!vG{E*2&|0So&^o7* z(0Zq2&<3X@&_<^()-(TdIs$EW+6!%Q+68TOs=I~x7u0E7U_1Y`?;0!LsK5?BY8}|g z-}Wjciy|3gVe(28afdL*g6Ot~f7*9y9oYMXhF|%lOEt8T6&o`_L(;_cAd)a(W*+;}oRf*$_o-EIcet)DBZ*VSMyI zCm@8!TUs(c3Q@FI zg#Vx?<0GdG{TLsGsL1n%Q7@aqYy=ViJd#+7$1cw+G|t{oW}UbsVj6RMA4pe zQ}jK?Mp|?_{ix+=r^Y& z&||0ATNxiYogno`h@$W3Wr!S$uA-;XZNc{Y}P)t5* z9f-x>@?9vRYiy=Kn0y;L55;k+48?WY8;dEB(?ux0(>^GHQ!ds@=u{s{O>@ddc~NBUAs$m8 zryNidr=OvwP9@_r1#;R!s=3oC=ryN_Pz$Fstku#fF4W3t5Di;9{R*{lN=n1FPW?%} z?(`O^cK?G&wRd_9b#S@{b#zLbfGLpENm8Ai%CW;PPM<+toq{y%=G1~zcc-(YdN>^= z)zc{t)XV7usJByVsE^Y~sISwfP^8m%DBzSD>gSXV>hDw)8sK!53pLOwKx&ZFQ&NMS z{)C1&<)GmkPCcQaPFbO0PSv2{PH#eQIu(RQIJMx0J<@3J9~+Vn7p|4nPx~!l1XDBA`i59iYihYoWKD+Cc9(Rp)9vWuk zQ=Pg&)0}>UraO&--g6oR&2SnHz3;RDn(1^Hn&q?`n(Y*ut1-vv5~;aPDM`(9szGYL z(iFOQ*+i@hub<%&7`HT<%nr)C#9Y&`PJ=&?=`AthL%H zA*m0XZjoB!l#|q2rz@n^Ii)7G-swK64NfgdZFEWoZF0&4ZFb56ZE>muZGA>z|NP>U z51tP=79?W|NCAo(1Lf9jRSTuR*(=lG1RG)7PZ-I_-x(bjm}+kDQ7@ zA3Mc{_BmyQ_B)k<4mg#B4mwqUK5?1|9dfDyed@G{t8v)rDfF4s1?Y39J(Du; zn{4B}(+%i?Q#KlY?Nko>#wiE%ty4khJEwP`i%w&qOHPfU%TC8RuPaX7NL_Ur0DbQ? z6#BubDfFY$Xy_-WI?y$zOwi9xZ$sCeDnd7$g3wK;F3>MdeW6=UgQ43_^`JXW^`W~? z4WWBZlb~On=0o?L7D5l4RzeS*c0rGvHbK9IDBAe@L^{S;PB)<6orb4pjOBES)Dx#4 zpg)}o)9^2+#L!cxJv98==?oMj$+MpUqMdRn8pd?GPAZnupHOV4nly~#R0fLcR1S*g z^a>Q;sT!2PX&sc%DJPW3=_cou*r_*^#OXsQsnZPBO6F7xO77GeO5qeAO6hctZKQH~ z4@&KH3rgb@&RS`mK7i6Wb%oM9C4n+H{l+#jI_)Ku$*B&M+37Y7vpA(9^@7t=Qdyl= zkb2Q+E0oPCGnCyaAC$vsDD;w3YAC1ENGO+66DYUSM^GN8x=>!H=}@^taw-p% zc8Y|`I4yaB`IpmP=vAlRc?48hrzxb$Iei9|cbW@Ta5@fEbUFfsIgNrUIXz+Xm7T7T zs^at$RMn{tRLyBORNZMHpOkQ?#83^V2Q;kd^a)hUsW1&|I|ZRSPAQ=Xry@{Yr(JBL zp3`=yzEfQqHgGyks-aU`QjMI(l4|U932Ne$goaI>vO&$9Qb5g}l0&aKRfbwPRe)ML z^@LhEO@UfFo#K?+I1M7z)~O-%x>F0Nol|r_&2iFQ<2)-cALfK2D9HzE0DiNT;b#z-cDbTX->C*P zz-bIL(5V+R$Y~ig*l9L2#Ay!nMu?(4O!v}D%)gw{G}k2a)rKZH^@S!o zm4M!Mnh3q)GzgmF)E;`*=_cnj)oB(q&1nD)r#n@I-g9aT&2V}Fdf#aXG}GxJJDlaz zfYfZKrO+Iw!!(@hbdJPl*jQwM0R(=uqC(+ALcr!mk5ry0;jr?t=~ zrw!0%r>W2urxVatr;gAzr|+TdPG3VioW6o~I{gLhaykX=b~*;_aoP{!I(RjzB*+Rbd-HI^}_Wa@ql1b9xB5uu zDI;s$a#~O7w$m=?j?;(GU8l`#{+`nTQolMigYG+JVDk^0UMKa?X#(`fX(aTUQxJOW zG!^>YX(sfCQ&Kkn#Azj|Kb^Kge>pvZo;n?c{&xBlijnl${43gbqH|D8r*EKGP8Xrr zPM4rKPIsZWPJco1oJv9Qofbj~oSs4nLlo^CScJN*S^aT-g*7o0|u%Ib6wdeLbfl+9^7l-=nn+sNV6kJL*}SxMz|$`0jnS_9>F zI?Y;noDP%9>+~a(&uJYE^E*9)3OMbdVL_+4(92Hwp+ZiVS*x&9D^f+AHjpanbdOXq zr{Yj?rdoGwGgm5>GTNd z<&=@NdOKxhtv*gKk?QNz0E%?_3JN%Nh59)?g8DnHg9bSDhXy)5g$6m@f(ARi4GnQR z0lncAi)%R4=@_YDPT5EecPb3M>68f?;q(V#yNF? z#ydTMf=&ma2~G*P8WWvzKyNt}fhIX+h9*1RXB%%jJ%rwIx&%#ex&XcFbPby7bQzlF zbOoC3l!)_s&nY=H!zn)WzEfgorc-WcmQx03wo?IUj#C(mcg=QIIY?{o^<;B*?==+qS2~sU#5~6>9bbS6gU=8`w+v=$= zNo{i~18sM@3GHx-U4!|TQ%O?0oHjtaolZh~oZf@>I$eW4bUF-uSgvVW*nVXHLtY&z;6WN1QTo1Ng!z1$5NuG7XP8 zorR7&t%XiFor6v~eFuH%v>ZC+l#$J!c8UR=aY_Q64NZaC$DZaQ^>esO98-EzvoHf}o|Aa%#-2z1x! zZ|I)WLFiYfGthmfN6-VOWNiMS(?U{@oK8W%Ijw>oJH5nOzdQXz>JO*u&=aQuH2l-) zb5egfjf0*#J%s*t>dIO%l0BP$MY|(v0mXF60>yHw0mXJ20>yC(KyjVkfZ{p*$$70K`%O0hO#-0 zhO#@&hH^M{fnEwxv=`J((uDb!(_tu=Q=6vDznn5cd7S3aFt5{GD4){{G|caGgj4~i zJy1cXU}NTAPVYg5oIZyNJN03$B2LqxqE7jsVop1t;!b6u5>C6Il1}NlhNYY)lPc|W z5GvzTgNCm-r6l#L(~nSDr&u&B=d_Ged8dS=Dme9lDmvw%VVF~WQk9%~kgDvIjZ_t< zR-~#rb%d%py-&mHPM?wrcN#*fhSN8sYC3g=YB_xZ)pqI!)o~gCML7Ke)pg3k=Ic3~ zCRN|*EY!g1GStv%D%8lS1lwrrbeB{Ur$MBeI-Mug%;^Hu+^GW%UvsJrwQw2>wRB1W zwQ{<_Hd;H~gW5Prboc@A3I(4RDC#MIbIy*gqx;V|C zVOOU_P&cQVPgO~L>hJU> zG{9*jG|*`>G{|W@G}vh(G$cgP-VvZ>E9PHL>!G1eMcOd`a!Lvfcbd?e`Il2yXoOQ? z8jf_@&kjd9?V{mmr`ymNr+d&?rvcD7rxeh5r~OdSX*HXl;M5VC=(HSq%js`ulG7K^ zWT$xS@NK8L&^u05p(#$)pm&|pLQ|bmL(`nfLerfZL+?4&gl0IEhu(K;0?l+v0?l%2 z4$XE7Ky#c@LUWxuLi3!$q4`d!pao9#p@mKxphZsOpv6vKKuesuK}(%xLd%>^L(84o zKr5Ugpp{Njp;b?yLTjDAgVs6ifYv+3=1y;e(@&%}I!%W*IsFK2 zc6uAy;uME%Y;`IGZFAZ}!|hJ@p&d>oX}Htr5vg5HuaesBlos0Kln&bKlm+@QMERdT zkgVW8A4ELq$o$J`S10CQP79%ZP8Xp4PQ{=DPUoS6PBA+(|8lxa>X6ed&g)aBqNENx zRe(NoDhGY;)E+wGG#~oH=@fL-sW5cRsW(^SxYJLZ@(HIgG(72)n1)|ERU~!FX)1Ku zsT*|0X(Vf%b*e?`E2p#2Ij6bMd8hr*1*i9+ubt|$!*852Lf<;gqv3Z>A3_(ME<%@_ z{)8?&4P_fwoMJ#%ozgKRy#Azb*r_)=|UrwW;r%rD}e>-)6VkCby0gHBv zngzvlnhC`UQPlU(@UTKr-$)nqW&-AP9E#&~5Q^*cDiqJ@tzJyPoEAd~oK`{!oz_8# zoO-g2#7-|mNt|XtNu3Hn$(%|<$(?pWDV&b6`IJsqpj1v%pwvz`pfpY=ptMd)pma{h z*nE1YTck2L#q7fb%;{%RnVj0NR%WL@P!^|?&69DF<+PcGxt+E_d7N%Td7XB#Rz9bWP=2R$e3lD1on@_pPV;E^vQuiP zkW&Y!u+v_sh*K4)sMAWQnA0ORU)-qz!6R`h5gP4Fh^?~X+<%jA! zeFHUcY7RAY3S) zq1H}qpf*l-S*xwnXz2g3b>9Iu){pC_2&%c%tPwo`4WwbLWeJ5JM~ zHcqLacbyin58FB|hT1u;VZioI^`Q<C_bJ<@7Gp+o=Q8$LS-euhT@RpVLt2J*P>~`%ZU3{hca81Dt9>1D&=* zgPhtzgPl4YK5+U18tOC!`p~H>G|XugG~B5;G{UJnG}5U7^pVq}&?u*d&}gUq z&={xo&{(H&&^V{}q47?Kpb1Xhpovafp-E0Xpvg`%peas^p{Y*8plMFCpy^J#p&3rw zpqT-MUkJs=y%2tXqh2o>FsC`aX~3LTL35niGT>aNiqJf#C!qOGZJ29;(|Ty3QwC^} z(|%~N(;$|y#Ayk%)Tt-5%xN;T+^Gc1SmE>lw9=_J1Ago@3tHuL23qYjg1Oc><$~5a z^69GW<@6}@wNoKzw^Lu}8>b=A9;e5k zy-uT{Z=IfizH_CC0OAx zr=p~eI}L_TIE{jSa2gMtbUFr|a!SSuPdk+*b;jv_QfHm^kviw}0;%&(|08w5X$^GI zDLn&Ta(WiJ98mb_I6f|a_<6bi0QxVdFQBVV?+m2>a(W5+(P=gVUUMo2{p55Dy6*H3 zbi?U>mT}XmDD<;a0`!YhU*`JN={)qC(=h0kQ#$7Q-Khighf{UvPp4wgUrztBjK7^W zkow2zG3Z~X+|XTIfF}9^@AeVZ0!revh-D;onoR0$r!%DPae9zcGN&QXy-uST@II%- z(EUz7LCKveG1mi5mq+~v=!>KWp(`gu#%V`$$oYM&?x6>); zd8eLG9;cB|UZ+t|KBt+`3r_J+ey8hD0jE_^L8ltfi%vbDLQeIe!cM)RB2E>dqE0iQ zVos}}mz*X+#hpe&FFQ?uN;v%hm2?^l#W`JtN;#c|N;`cGm2tWTm37(;z2bBWDi=`r zrCNMkf$(d#bi?Vtoc+>0X2163BB%A6KdwP0&4Db7<$8LKGec#4%E`=3e?JJ zF7&2T9q28m4ba<8&7js!7om5YeuUaMZGzr)`V?yGv>R&YbQ)^!bOGw%bQ$XCbOY)X zQ21dmKCWQ+@v!_D`Y)%NP#34VP*?A zeVleeeVz6}{hSs+?>UWy-gjCE^>?}i4RGoV4Ro3T4RTt`-WcrEp41Shz0e0v_d`RS z%0eGHb%BOCrG|z(wHinN5`IkQ(ju2Q_DVn(lN1n&Fg;xn?@8BQ?wEQ)sr+ zW@wI61Lm6Rbd1zIr?b#}r(4hhr{v7F&?z2TxK;P7gtkI`wC+)J_kQO5>CbO6$}Fddz7ql+Nig z%Si83p48(`d!Z+sszDi?+Cv$g8bg_!>OxOCHGncZ)q}D)y$WS@dIZYmv>3|nR2_QC z=^f~4r{T~uPFJ{5o^={cDu>e-P)?`c88DaADN@flT_cs-DF>bSe(L=(H6o3^ zmz~BzC7h-}C7te_Kd@b#(=Jk_oW?_?o%%v$oaRAgod!a$IDHG1b6N_;JJpBEJ57Qr zIPHciI&FXwocckPoUTKOPCrAHou)xmoR&aUo%TT0oGwAtoo+xi0t!F%$Hx^8zXs^E zjQ-212~^8z7gXD+K2*nPB2?F@H&oAQ4piSM|8n{-r{qvWr#PsQ)2~bEznp53YV35G z)N4*-S$q?xA4xTJ+E40rr=6slIV~X7+-Vl{hST3r3#Z*sOQ%CnE2nADn@;~iZ#iXw z-gbH)YVEWMddF!H)W)d}H|4udM@hAHIt8_JdYA#*J0+0n;FJyO=(G&#It*eNbPgbgZzS(_vEYIprnw zzS9*_{hgAM8sPLYG|=e@XpmESXs}ZrXoyo$=mV#hprKBspbwp%gN8XJK*OENLL;0i zLn8wUKLN$Z6$w8REn7qX<&L)1&w$51DfE}3!3PZ zlJ2S)>I5xv`UqO=v=3V1l!O&7b=pB{nbSdNxl?Cog;NRUTIqC% z)W=Q@Nv(34NouvzchDNAy-U0M7mP6J4N>Qso-XHM0i&z-I@ z;6|rkpiNHg7;v-G8B$xEdXU=cbT9OUQ*vmVQ*LOxQ!407r;N~7PKR0i4yS^ob~?QY z?Q&`heeKi?+U@ij^o`Sl&>p7_&|arb(6<4FpSI$A{}g`yn(;aPm(wI@pVLHWztd>w zfYWg3d#8cWL8k%GA*c7D!%p3xBTikQqfVWmV@_?M<4&!h6Hc|EADrT$lTKx!Q%gVS*OC#Ij4fqd8Y!<1*hkri%z+qOHR)~mz|!1t~h0dt~zCc{^yhd`q3#3 zbj|5e=qIP&KBNC~`W3q2bQ8MibPf91=?e6V(NpWKTe-P|2i#(?s_!Tf5klLErgOdEr60b&4=!Gng`wEG#5(dGzYrZ zX(n`^(s~8-1)Y*XFFHNJb`^5! z02OxX1r>2>0Tm4>yu;(;_>e;APvU^I6i-f7AE9`1ngJ7c@H25)!C#OG1m2}!f zD$eN~i!bH0gaJ!Cea3)goW6j{1{B^u@o{OwJ8E(|iYKQ-nJAu|hLVbR>P@P=(}z$6 zr#TE*F`)3m;^WeXS2#Qy#go&SCn=tsp20W3yY7-7+zt` z928GZo1yAXMW3d4a(V@-=~Mx#<+SiwiYKRIETfLoFHl{l1yDVwF;M-0!aE^8E=zcC zT+K=Gl?_)WYc;)Y9pHP%EdFMJb+~E)}78a@xRvZ#!Lq zT05m?u6F{8xhU@7mnoi{`jnt}avD>N;>qbNsGU;@sJ&BX=IY>dj8w;fVlEKcwKT<( z)8LX6PfmMDb#dxJs;kotQr(;ulIrfX4C>+Z71YzI4b;nN6wB!Clp&7d$?1It?CUff z>gQCHx!!Y1RfgipDHGJ+X)^;3a4Jt~pwj?okW*`Duv1$0#*lzwuA(-vEX9-4v+)#9 zPAAJzJUM+#YM9dl z62+5KqXdelI|qzhlczUxP4HB%3KUOH1))h!^`Xf=S9umc#ZzySn(B0(8)cf)Uu@TO zr=;wS8BV#NnNG!6#w@2&&}^p!XpYmLtZ=T=9B7_XHwK&^P|T$t(pIH-a$1#0@#ORx zw8$wh11@$d1ubzZ0WEd`np;>qbb z2K>@#3zGqk=(y7=20Y=EjnofLjiHlH<5~PEr^%#FJ57VmIIV@w29!T?*hEed^V_Qw zPfleTQ#?660$p$_2VHcU-IU_VsXVF6PF0{QPW7Ox0mYo^;aCfbC#UaUr+9KYPU_m7 zbA`XQlem?||KzDTq^>(Hgl;(9WEnRDiuq>H3#}-goQgxgI5mfUbs7Qv<}?zz<&^p@ ziYKRZ&>v0@GvJ?28KJ+NGC_Ykm4yCrN`U@#N`&r89eUe2X7|>Dk~m#uyOKJ!BXzga zW>WV!btjd~sV8)=Q(x#lr(w|jPEA-wa;N;z15V=^@Ij~P&_hl=88C&@4CrB}xeS=n zX)=_`X&&@QKm{TXUy(1B_iRS-6j01J)Jn9bcyg)$rEz*1O6!yfdd#U5l+NiPD7{mK zHhl5QX$bU$Q)33q5K#2Mj(jQaLv~a~PgN$B$tg4Rq*Hg6k=dy?l*K6(l+~#;l+7s* z%gFBZBJ`9~Md;~(V)jNw_Qo?#4?xfQfL&N&4yS%lPN#ZME~g35b51Q-d~T<=py!?1 zKzW>6LV2A!L;0MZhhA{X0p)k94Ha+-U6ie$(_H99r=n0Hr$tadL5h>A##_XiNWf=YWwfycA}x;+|UFj{eK(F$OH*1Kz`cB|Wu*6~=k065CbEQ$t9V zb{Y+pak{HL{g=}?Qm;5|g31LHee8|ws8?8Fyi-Fqxx5ef0L!T0be*{>I$dJVCphgS zRmo{1sYItd++LNPE-_%0fMPy^UbzGPm(w#)HKz%k=)atXkgDNSj8sjhL{hb!YCyFE ziryWLO$s_*nKw{iognGD#_=>w>d(`(H2s#5~g*r^%x zn$sIl6Q`9dqp8!|q+SmwX7}#mU~A^7cBGm+y$`+N^a0euDJj&_X#~{D>3?k3n*qgq zOlw;=`Y)&9(A!Sgq1H~Bp?92~gxWYw>q7tKG#YB_Gzx0xGze<%G!W|G)CTJ4)B@_{ z)Ew&U)D-IC)ClV8R1@mvR0HbnR1xaoR1oUvlo{&flpgBs^cd8~DFxKm=|QNU(|yo; zPJef%|8lBDs=rfi4z>YKFGB;JIzxk;RzQQDwn9S!iac>dKCqTpfP3W!PESKaAwC87 zAwT~6FxxPGYt(Kyf7^%I+T2Zzg~^B6=0PK!wkM^=a_UEFlv8(Tw9{?|9OLvZsj*I% zNR4wUNNT)O8&VUTDnS#S21Apa>N3}4r!%CcIF%$d)u{k9&8aUm-Ki5a!)XFE(Wn$7uyL*J(C1gtYQ9q(sRd4*p@mLI7;ur(Z_r|=B@DR4DHpWVsSC8s zsTQ={=_a(osVcP6X(9Bn(|l-^(;{fKQ%h)#QyFNj(}&PHr#aAir!~+9r|r-uPJ5tF zo!*B&bNUwg-02{+(diywtJ5dY7fwGx+noM^wmY4MzH~YZedY8U zw8QBnv@=ApA3uKiK58tdx9_FKa{33_?eqi#e&f`U)E=io&|ar>4EU{6DN^4#6@&IU z?S=L`jf4(3O@Y35D#{8EI$b1n$SEsy*r^+I#Ay(8)Ts(|%;^Ah-05K!f5PcgQa?B) zCw0=PE~!&aaimT=)q~DB^<%)ZP7|PWPOYHxPA@Un1*hetE;?OuNhb<61t^t;m#=ntp-(4S5vpue29L4P~Vg#K|l1^w&vAaqw6-BC%P zBu*bdNu9<(cRL+`?s4h?C3E@+y4PtSbf424=zgcxP;#gB&;w3Kpa-2ULk~GsgHkx{ zgdTR<1*LS_3#D?p0zKli0eaNwDwH~)m@jd>_$W1&({L!Q(=6yQr^-+|r{<}tv7Fw4 z9(U@*fKNEJB9+0ZJe1Mt5Cdj%It)GOREPmHI~^yL#pwqqtJ4hz%;xkwl-+4J^pw*r z=xL`5&@)a`pl6-3K{=dWfO0x@gmO6*gPwC*0OfYt0X^?@8Oq~S9LnqTD>q6$r|P6$ za2gHeciIjWaGD1dblL{J==2j*$SDU@*r_K}#OXb#sMB1inA11VOHOB@;!Y=^mz{ox zN;vI>N;++XLSLqeKEL1o4%(kkseod>byfOtYAmM&sEpHIsH{_~^wd~R(@2$bdIgGi z$_$lvDgsq-st8qdssbfAt%WK%ZG{q@WIqibpcDf0* zcKRNA$LSo@#;HE^u2U1Jt<$~Sl=+J6(XfIGu#L zI^BS}IX%WQx(CExp+C33@mf6#HI~ybsHfA%P%o#>P;aMRP#>pKP+zBNP(P=l(0fj+ zq4%BILH(W9K?9toKm(o1K!cptLxY_LLPMMyLLWHQfQCA?g+6rZ01b2M4h?tO0*!E* z1&ws-4SnQP6B^|-3L5RS5gOw(9~$d44I1Y(6&mlf1e)Nq0-ESF4w~fD2%7BF3Yy~7 z2b$`%0h$(2%y+}b@_p^;PVYWL|K;==G}CDk1I}{lN@}*#2xyK|MQE20|;HibEeeRfkqNb%0ho zO@r1rrG(ZxO@h`rjf2)ZJpyfTY6gAcvlr(Mt&PKTjwPTQdEP9H*FIvs(&aykd?aQYb9>9iQy<#Yo2+UY2?JD`~JJj~{_ z4Bt3qdXE0f={r(;oobQ#)~P%6om0}>^j}WfnQOn(m(T&Hub}Uprm~EKPD`OfPV=F| zPP?EZPWM4ao!UXioRUJvon}ENoW6v9aQX>4>6Ds1f68essnbqFp)*d!ptDYgp>s|H zpz}^oK^L5=Ll>P!K$o04L6@DTL06pqg|0f?fd1$78}y^oLFk&(3Fs%MOVD+v>Cg?Q zZn4P^I!%Eda=HSgaH`8(4?C?RmD1@8D3#Oi&?8Pc znd?!fPf4YA`Ws5)bQc4rb;=Dr=Cq9g(>XODmEP$-=y9iO4ETgoIZ_#%%0d~Pl0uoB zb}-kIPIX9Sc1jOrae4{L>Xa4A=JYa@-6&~r}BpxjP#py!?1KzW=}LV2AUK>3_jK`%Ic3FUXn4;64q1r>B^2fgUj z4JzdH1XS3mI#k4|2~^Z+J5LJWy$; z^-vk7gHTzgkqoH`GPoVNnN1zH$A3_zKGD8VY!=Xw}1EEBxK~QC3=}r6& z)xc>EsfJG5phiyjG2p9CRiMUBvl#F-r>~$UPVYfYosK}SJKcbqIX%P*n>+O<^@h_( zsD)Do25jl{B-F}j9s|DV^a=EqQz{00+i54M)=vANcbw8PU>m0r(7R6O7_hC=A5c4| zA`IBxsVLOJ=~1Yo(@Rh%r(#fNr&pjZPKQ~1SEpx4b#uBzs=HG@Qazl0B-PXDc~ZTc zQbN6*5}`f;#hmZ4d>s9kQx&M6({kuNr%TZLPQOF_oqmA^I3+Db|K&7})F7uD&|s(J z3^>H;QRoAwbkING|p)w1CDn(15I$c3Qcr+gt;a;JqJy8I?I4loN|$x>U1|WEuiRW@gnD7 zEL)NO%c(6i!>I){(`gPg%c&|f+i55?$LSSlu2W%Xo>MDmzSDeYfzt?Rq0>BQk<)T$ zvC}GONkGxF*hNlAxS%rqm(vtznbQbpxzlQBh0{!ErPE&M!O4wA!g7 zw8m*FwAQH>w9aV~wBG3!w87~n^oi4S=u@ZXYS4c@$rcS-^saC!>*-YE}s(CH{EJmi#y z)M2L-&=IG0&{3xo%yrDE5UJx%rJxf|_d`E8rGrj7C5KKqwSi7MC4J3n+i2lq~Sy zFNtS3b?5y~cfCgc(L)=_r)ZX%Upk={)qL(?KY+ z(-UlR7N^IdtWIg5Y)-qGE4$N!q@Hp*P3q}@!grA9X-gB|Y)=2>)C_voX&jWpX%dvv zsU4KdsXz3bQ*$V{(|G84rzub#r@ByHr^Zk|r%})gPTisWP7|O4P7|Sm0Tqlqe7zWc z_P$8#0P+_OyP!Xrsp`rnWXOE976kbNdcj&*IT0t)b6#hTQ$3@Q0SEL>N zm(%LD^j}URp%PBn7_g+%x1{2no+eewDIZkY>0zjhQ%M-YGRy-l-2%!Kpb^(P=c4;4}lO6j02`*_w5w|8go1Rdy;4RdLD(Rdq@NRdf26 zvuss&`Uk4vbQG%T^gUF|X%AEz;-px0_z}7^WLl|%E@Iijg!j(3MZGT^i3|asheCr zqiu3ILfPcoiR+|57xmB;Li&?%;GU)X^yg)X6C&)Y&N&)WsU_z^}f@)r20E`h6Xrwg$6oxf(AKthXyt;G{$KyG}dV|yJ?)$MpEOQ zHbWDfLTBTf=rjwOL97vPA8x_PD7x%PG_NcPNCC9&Ud;BEpU3_9y+EFMeZEYQxhb1}9=X~Jaw-q4cB%-iaY}&J zI#q|(IaP+%hbVTFvvGTE@YL(1J_*t7yHI#XC5)hA^6}nh7k=inmwW5yPCKBDPE(*w zA&Nbq#<0N6PUE31K45KDxYbh=NPXe75ZdN67257J6Z+C=7W9?VQfPd@Cd;0gxZ?esD9jnhhKkJB1xuhUxS+YrSreg-T2&Qn|OrDAg0!hrjoDnJLE zc0k`dwTBKm)rJl^?ST$E?SqaueGVOU`UpDabPPJ~Gz2W3Yr+e8^|8uIvp8wJ55(8dy+6MjPl!m#k2Nbh=*RjbrLUjAC7dbXU z=Mui@)E@fT=bFnhesRjpGJbV>3Hr@xIs@KvDoN^hr>ms?aLP&QPp74%{t77O+(=6v zpki`r0sV95fPAYe^e1r~1ODr&oTTnb7kd7RnJX8R#Hk3B)G0S~w^P{%shFIeg^~pn zeFTUs{x24Pucw-my3eUCbiY$YR+!u=0eZkG5qi+6GW3vB4Jd_EQ|RGOIFmDZ^{^jJVK+m)V&lysgdNh-Zle&}(h{?HRn z1E35}A3+%dido@G4z^65DoX0f5Z!)^iX5UBcp%E`se+`kIBjD0W_6lKDqBD?E6l+@ z%xl>mCm5Tux=6=X|c&EF-tm zJm`6+xlkUbyevMiQ$JGqoXSHlIF*C)2NXUeZlAAc(L+>BPG3L;oxX-%bUF?da+(7b zcDex-ak>Q+b$WpFj}~+4PUJ_JnP&ucWP<%kqyLn`j7jdsF@2NhdDmblSZ&VD? z?R#Zpz@0osC3vbEsY*_(nJdw09aPzAJygZ%6R2uHF`K-cO|Is24yx`0ZeqY10ma;2 zb-BH2dg>cewVZZCwVl3&>iAr(nX9g+z9Uu7Q-ev>_tZX84V?Bv4V}J+8aYjdUJWQ_ zM-^ikjh*74*PJ>+O?_5;2QzO98nc{PHEw(pGmcJ zItI0J`W1RJpqPF5GAn$`X#(`N4>*beTRRPf-f3iGmzww}6+M}T%t zp);4acX}A=;Ix5dbPOnF8I@Q@Cr=G0)!8W}b9D(Q{D2l87e47u;--gbzMM8d-R>MP zlDfiN-92@HR1c?*p`K0`pk7YzLcN_jLVcV%L4BRtL;V7ZzTSvz*HpIaJx_HZ^}f^l zP=BX^&;X}@pn*=?Q&N37Eh078X)!b;pqT9%!ghV&simZbI(36Sbm{;Nb6O7#cRIy( zjd1#m)JUg|&_@BqY}XdHYm}#Uk{aza4H^?r^!^n&0P1l68tbXOq{caog~mJWgC;nA z4^4C$2~BePf_*sIsWqu7PS>ERPUE0yP7|T&PB)<$0ma-Xp{py*^wb}uW;xx%cFlHL zNotPIm5jOOdg=zLc}~fhYra!&QVX2ALJOT9V!%ZKg%70YNp})Qq@w96A^d+>?X$SPN(|6D+r-RVyfTB+~S%UY{?n<1>K3wCeW2DwPoq^T` z6g}7?11{zfV7;eKk=o$&74%6!F)RFpoAOgn{YdJwfMS->pJjaRsicq4e>vR?ZE~8- zT$`PeliK3+%A@pO0mZCvEi3%OQ$H}*Hm7vVwcY7S=u4+L4EUAPerSi<IPcC1{sZ zCN}wNr<|;Cx6^S3{KjcLw8!Z#2HflP4XJOP3X}RSpqLxwEH}zNr>)R_AMj-cJm9pP zWqcn{_zrUWWM;Ed(|of|wi)Ya28@9I} zZTj#;pCq7|eR!39nA9m7cfGrvvP1VcZDhb?0mVG%&0&T2IxT|ka|&JO=YFT>pyW>Z zp$D9*Ko15Kb56BgY3aZ2Ooh)gl-Q6|3QzSU^{`VfD5VcrlmSzDY7nVMJXML*qn;W< zDz(#aD2>x-D6P*`nYkYG)U?OwznrErV0x!%(Bn??p(mVX&eab!MMW;Tb3OW4+6?VFd0gE_IBvsUDFH|g`m|M95+x1dFG3QikosRy? zsa|^eFQ*BlN;q|fN;>s`;+%RyrJQ<0rJde`$^;aBoDZM;De+78Mp;iSBK3-=mXj*y zsd1#@of@&D$~#RbRUx40jS^X5U2c?$o|;T5!D$*)$*Dh-=yQ!>uF3($?5IU-aurX_ zBvsYtn#Ww#e88a$Slv_0NY!wf3)S=iH!@%?Pc0!;+i59O$LSlWuFtiNx$1f99a8n3 zRzeM&T61hP^to0sS0kq}(5p^;p~gPf`z+%%r@l}Vr;bolr!COyPVJy(PE(-fPTQe3 zoW6uwIIV_SI_-d3Iqihr3@GN9Kf*qI%TxPFz3r)$q*{Bb52<&Y_Cal&4nprb9fjID zoq*ao{Q$LhItg`fIt6ufIt_JlItz6UC}#IAWk+>!It6w00nadCH>dMZcc%+b52rRz zPp4~8FQ+R|Z>Qx@AE%$7z5&IYeekEp>A##pR|tI1sRQ)BQzxjuQ|NMe1Dv`*1D$3- zgPgiSgPj&YL!7!p9|RPAy^-Ut;7{Va?5Lrh>O<;7r_l8hhdI3m4R;y{jc^KG25_X) zQ0Sw8VirG}#gB3t1&ww(0FCjvHZj*&r*_adr(w`|r*Y5(r-{%+rw^b>PCcN>PN6I5 zO>qic(sQcQTxgopQfRu<9B78q3TUR&ENGTf=mLzhoz_8foYq5gokEvwoaeL=n(q|4 zEb0QMZO}re9nd1D&{Y-}JMDp%1QdP5j@&Cx^02(rQxixna|&Jibh*=fXob^aXrhB`UG0%bRJsobP3wvbQ$`@=||{Or!CNDP9H*_J6(r1 zI_-uwIfbrByxHj&Xp7S=Xsgpv=!<~D$5?z^_>`iFqcYHcIgNm}J3SA5>68ch%IRfj zhf@h?r&Dccms2U|Yp2rC?tr4N0V10`hQ0BP(|6DwAFv_=?scjPed|;W`p&5aw9ly~ zv_GJj#fL7YdcafpNqz5B4?5`706OGzg)YH**i!{b9r4r=Qb(N*LC1W+UJQ8LsTFj> z>22r-r`FKPfMWLH6_#(=bU;&=bhezE;zjpU37W_y5#gB zblGVbbj4`^bk(UO^gpM5(2q_npleP=pr4$^LD!uoLN}ZSK{uVIK|ebchkkLI0sZRq zD)gIEBj}b>U+8zIvd|w+OQAoVmO+0xy#xInP|V4st7fAAa@r34>vT9H{nz86{ww;N z5;;3{cjihGP|RF^l1l1y1iIVl0(6hlWhhxdG0W({GVb-%MN;=UU4`!V0lP9_a;K)y z13uv24EUhaztBTY2cZ;B_i&>;>~w`xN~iRsQaL>iJ>qnd0Uvcb3#E2?hyl|$T_Tm% z=`{41)2~oEr?bqJ-YG5gctA17Mni6|C!7{Q8GOL!88D;MlTaq7ywH4@23Uia^-|irE`Q+2p4@m6_Djo?1@o8BdiU^{i8JD2G!LD5uXgl(}+w>Kez! zb51`%xt;z8J@1sjGV(Z8g7P}u4drvn0KMQ;6Uy&Y7%JeD3o7VT4|>t5K2*r*7<;3z zQw~x^oSHyI1By9K{<0_OzntbkFFEywiaYg%UUnJ@l?W*MbQ3vS|Bq}}NvEtVKF$Xm z%z&kwhC-#ChCyYV20&$<#z3z)jfKiNO@`u~rb6YNrb88+Wr!S$pPCKA_ zP6MI(PW_<<0mbb3>)ah0dTKAJMo#^pR|ASZaYXK4qj^|v?5QE7UUS+2H3=wYg~d5G zntJL8sn?wjLCu^FL(QEgLT@ORvObq5pC!1@*jhzDrey`2)FK2Fu3zD_Nmeoi%^ z_nh8=-VZ4HL?2oFB^KY`Q$tA&aH<6jbm|EWa;gIjc4`INE`c(5WFb zETEXZ@jZKExTpG%8sXFi8tK#(`pBspG|Fi(G}@^bG{&hfG}h^TXq;1jXuQ+A&;+Ls zpovZkph->xpvg|1peasoKvSJYLerdHho(D?g=RR7gJwESf@V2QhGsjpgyuL+gysem za~z)HIGpFHS)}GW&4v~@&4(5`Erb?1ErS+2wSty7Er*smy$UUJst7H2S_!RiS_Q3i zN`O9gS_7?eS_`dq`V?B@v;kV{^f|Q7sW-IVDIVGoQ22p5dL@v={aNY1oDM*rIvs>Q zyK}Dar9~2(GS}x$U7(FV;1LGg~s#=;5#((Aj`u_Iz9R{5enMA$8s0ju&(=F(RQ!VDY z=~Nr~+37F?{^Im1sb8J`AoZJ5LsGY#9)x}mDCR0v9kbJaIrW78bQ%l&<FT~CDiub9P8gpxRQfs#6Ph3_r*Tkrry-060!)Y&+)9Emj%V{X|oYR+3Zl}@E z^G>IrJWdOtyiNz9d`_337o2{8@;jY}3OJpH3OXHyUUWJO6>|ClD(rLuD&lkjD(W;7 zD(18addcYuR6L-VD<5Wfn*PhFC{)5JBUI8U6BOr^87k$J6)NqN1uEn8G*s3pJM@av zGf+9FT2MUHoa;5k?5Y-EdC$EHRd6Z}RdmV+B{&s?Dmgt1B|24sDm#^isyO9`sycOt zsyWq$sykJMYB<$|YC6@0YB@E8YCE-r>Nquk>N>p!)pIHW)pu$PHE^m7HFPQqHF9bO zz3S8oYV7nT^qNxvsEO0tP*bPY(Cbd`K+T-mLCu{yKyNs8g<3duhFUrmf?7Fsf!=ib z5PHk$1?X+3ZcuBd9?&~ZuS0E|dP46y^@7?u^@G|u^@rL!4TL&44Td^84TCy4<%T*t zm4Lc9jfJ{8jexp2y#jT28UXch8Uyuo8VB`qY76ytdI{COh?orZ{baraHX`O>^1|O?Ubdn&C7Bn(4G1n&q?;n(ed; zn&b2}G}mc5G|%Y2z1dY zEp*8#9dy~L6m-QYDRk8-J@h}PC!rsmGC|jzF0!M3a>_>Px>Hu@hEqo9rqi>~&jH2U zQ%-PC`NdPYN&V`S0{YGA65DmlDG#aN1BzM3S(fpKr}C5f)2T4@ms0`gZ>J*AKTa<~ z|2n-4-IXEKfWGJq#svDhb`~R2sU+DGo~J6c63&R0g`wsRDGrQ&}jvQ(ou+ zr@uG=9(2k<>LI6;PztAt(8B@6T&%uAP8u+$QcxO$$A#zK!fHG!URY6@j=8UST0Kzh(=g~Mr`pidPVJy)oZ3UrI(39{ICX+@I(3F}Idz4ebLs}=cIpm2@6-dzy!ZHbLtJf;M5n&@ANuUz-b6n(5XE1qEj=dkkde@u+t!@h|@@@s8b)PnA1nlOHS3G z;!fkCmz_pKC7dQfC7tR(aZWR#Qceq@(oPehGES4BvQE>XSDa=;<(y_f@c|Y3?~Tp) zxWeIgIJ@Vf|8klHRd5;!RdnhNB{=nkDme{+5}k%Xm7NAcRh;@kRh@=G)tvf6)t$CL zHJnC3HJ!#mwVb|&YCDaE>Nt&o>N*XF>Nzcg>N`z^8aT~@8ahpY8ad5_UUgasHFlZ~ zz2>wCYT~pQYU=bk^t#h`P&21JP;;j_&>K!OpcYPZp_Wdop;k_7pf{a%L2o%NfZldm z0kw8o5542G9BSjV3VPS+W2mjuR;ZoRCaAsBI;exwW~ignr%)%S{ZMD8FQG0@C!wxR zyP*L!&|s%!&=99J&<9SdprKBmLmxV=fQC8khlV??hekN9 zgho1TfIf2C3XO6)2#t2y1dVa}1RCqK1sdnH4I1zCDKx=pFEr61Sw-)8Eiq zrwhhW0p}g7!N70DbFp0{YJBIJD2{7_{H%2z0>d0Q9}nKIov+chDiHZ=u6Zd!Zvv zd!VCE-$2Klc0tFTc0ebbwn0BQeF2?x+6tX=+5(+++6bL-`W!mz^ci%{=~L*u(9hp; z*=auXi_=`_SEt#~Z%#9yTTauV-<_sFe*_fyXGQd>?GK*y{)C$MZ}%5Jnzl@uvv0e< z`K?jAfA~8`{C`h@G*gkQ*(dHxLXCw9-ItUaiwkuLJqIOm`i=pUI^`sFw^MHDo)E>| z|KA$p<5Gp6ulLWjOzDX{_9@;E8BY?Kbkgg)b4(M<_NYsIlnb(_dw`> z$8JGFa+)Vdgj35r42iw z!3dw$I&l?L#%Ui^*6AAbiqjFOoYPq--sw72-f1^f!RZWC(ditN5K#04-r@7lC8kS8 z>*Vwtl<1Tjs(j~MkpcHGR~4sYP*oo=0|Qob$_Z6>N)Od=$_CX8D0(YLR(ObI)bdmg zQnj6)hwAu%KQdt5J5%A)swJi+RWG3M?6)r$P!Fo_R2ORC)BtMeb3G0<@>C7zRZl$w zHTG0(=ryPMP!p#{P*bN@q1OY7o^~#LzNN%LP_sKz5vm0>cd7}!;Zz-J;d6ZmwR9Q* zwF)SDPl+t!S?Enq^@ZMY8VbD~Q1k$Z3|I+j9Z>kc#K(ot`H{F5dgsmoBQzLlhJUeG{ET`G|=e`H0Vx>oSf+*G&rE}=0wl=k(l~kS|_JJNPXY~9*2f{Dm?>!==3M4 zVNPjC4R^{6jc`f_jdXe(`p79GG|DLpG}`GgXw01y{$566CTOfvT4-EAF(+9m3XS(v zHfVxVc4(pxSR9(O`n6sfAAU zphZq~pv6v2p(O!DkEqC8#h|60st+x5Y5*;FdL3GECxt&Lo!AIk>GUe}aX`@(MpA{L zRRKkhs0d|%RtFT`oam>r6Wc;-e6GgOTBjz^Iv=nDwBD&Bw85zj^oh^)8uaO%smQl@ z+C!f?b%H(*D7+JHf6r(vw9!*NpiQ2d2yG51y5}RyC&XLErg+OQ3xLMeiw*0lPr^0}B6_+jZ)3=z!BP=zFIF(7}LW z-o*X}I^?tqIvh}BlcR5auZNB}t%Hs_t%Z&S6gf7c1FnFMhv>gIKKLa<33pLCA-wDS z13&(Im;EHaHEMT?zwO=T@>ECA?Xe>7zb90sIdXZG;>e{5y-`RagT%*$*O>4DwUNu4 zv_>wID2-ee(iyq5r807PkH*Ml28EH!So$KDMbt$ulWB`w#!(izyiZr;vW}|AWfe`4 z%VLTmmjU!dF2kvbTt?6mxy+>`a+yO%EN+p+-bV@GssFYlm&?vdArciSEiayC@GvA7GS<9EATt4GFQ7-HGN|eh6 zdMTGr>7_yvxwA(rrNl?6+)_9_1wHJP6H4jyB9zLhB=m?=TIf-yY*1>aJWv{^$Dy=N zxuD0Ko`=#oWrET><$xY{$_PE-lpo6AR0zuGlpV_Cln6cPR2ItYR2<6U^fZ*!DIb*0 zsWg<`sXX+QQ(ow4r^3)PP8FbMooYZioN7Wjo#LQePNksdoXSDDovJ|3I~9ZSI3+-N zohn25oT@`FIMsskJC%S6I8}rSI@N<-bgB&%a;gLscB%svajFXy4e0*=UaZ_M_)kE^ zoDM-RIh}`!J6(oecDewSaJmAObh-+~1(YhX_%#3hlGua-vXoOZsI*fnsEkufsI1dl z&?`>8pmI(fpm?XwPflr#>geg-e#>f%%Z>grSn>gH4z>h9D4 z>Jd=1(vEy^VIkDhX)e?Y;=PC7{0M#Gtq(tg54`o|mqzXS@wdGN!3W;ngXArU2k4Sq z9;8Zgd59+I4vG8kLE^3iKCL(KP6#YLnD&m1Aaq1!&~DYxUh?c zy4**F6q3ki3!@)DOUOop?~M+yf;Pp)(33+M!3J0+rF7qeXL~pr>RG}jZB)UBj$xlTTNccZQ&oQ0QlZGge=E^8T>(|h5zh>w^a&(p1q)|C zS8*305nc~nbh(#;$Awo)mtE3Q@VGon!Q+yWg2yF21&_;P6g+oGT=>=xy|4CDNFtja zeMdZ@6$OvWyA(Vw9Njlvcz*iXg`@iymv$69A&DNT(N!m>;Bk41g2zW|Pr>8Tfr7`S zH3g5$I}|)F)Omlqw4vY$N$mDKNx|cp(iA*Tl8J13w5Ukn(KLw*kLO8UR#Nb|%%I?L zSwz9(LS=SuNN#UWO&7Zh2C6G=@fd4H&sAsBFhN>%O3Txr(dDW0Yz_=$lH?>p)3K#yp30be_CgC3ci2jRFzbAr(DoePI;lHovK04IMs%p z4Jb?GV2gb3V>Xn-X#kYdX%3XjX%zIF(>N%%(-i3WfTI6c3qLz2-h}cvg}$1U*C_>* z&*?e?z7SC4T{mqWBPE+;5y0*T)5 z!}p=YPzhSfDb!4t4k&tui#%Gihsp#LbLUgSP88=;S!wnC$vzJo?P?SaNP9fZa@orlIb{R5463YGB_ zoI>6CM5mvjNlu|p5=?fw4oz{o0Znz<4^49leOzF=(`jgiQ>gf#=@k0Z!Yrp-&}^sQ zp*c=Bp}9_>PZG>?`Wu?>^b54W=~rl>(_he{fMWi2(w2WQEOzP+EpZwREp-|KEpz%1 zTJAI%TH!PiTIn8>hn19;ZUkUZ?!fw@#t+ zH+<(*6x!$XGPK{RG<3izbe@Cnor*yRok~K7oXS9lok~DQoGL;`o#LQlPIdktTlXEW zbN&Bu+$JN+-XVLh2b<84V71=8zDvIn~wkRbd6iHS@_TGC%W{8jo$?x&GoOAkp zZ`b4eagJN}p0D@&^SRbJ*X#Pc-_R+iCeSZVm7vp3FF|LV>Oj9b)q~DD)rZbG1#3l| zcd80qaH>IL(LdIxT?yc1lJ=@t)JSr0zQ{ zh8{Qt7eN2x6s$|}&}lXFuhTN?WE zs`0eb6)3gSWhjl)bttXV4Je({Z799dA5aFTzo3jxe?pm@u0oleZbDg{Zb4a{?m*d` z?n2o^6!S5Xh+>c56OIZln|{VAxI{aL(*P)^(@-dv(-7!cr-4vzr{L=CJWeB^yiRkV zd``ht>G_?43-Jp$eFznF8Uz(`8Uqz}8VnV23aNFNA=Clzi?lc@K;WQg6=`;%} z<+Khe?G!99@SM{GsEpG*sI1d8=y|8$y7_WW!G-wcor25vD>wz~0leV!1ys>#8T6u4 zuwp@kQ*fDkC8wECWvA6p6{oq-OHSLNs!mIxYEC~xkxpBn>Q1Ae8cshzHJ#Q#wVc*M zwVghJqMTMib(}Upb)7ar^_;dr^_|v34V-pC4V|_^FFOTmD!dY+=qKvfj|fM#;8S3Y zoZg2TJ57OJb$SD8;?xs*&1nSmx>FmdsZ)EXnNtU-xzjkPg;Ou6rPDjm8%`fWZ-yxL z1u^>LjZwi06RkY;0jbtbv!J(}20(3`K7!gheFC*}ngF$T8Ul52>JN2v8U}T8S_E}= z`V#8m)D`OLG!p9OGy{6uX%y7mX*SfuX%5uWX+G4;X#w<((?qDZ(>$n;(`x8lr|Hmp zPCr2JJN1V8I(-B6bD9f%;Ist#(CIs+c zp-!8iVNT1S;ZDn;5h05CG;~Dt2d1Om;u5QoPHmu3P9H;~ojO8eoZf}TI=v5l>@)%T z#Hk-N&Z#>z-l;1z!Kn*0(dj*ClGEGJWT(E+6sKO$RHxq1r%uD5X-<8h=}rTn&z#0V zpF0hLW;jiSzHk}{ed+WGG}CD$^p(>bXqMA>XtvY0&>W}P&|Ig{(AQ3%LGzp@LGzs^ zLkpZHLf<$|fxdNG0WEa;6k6o81^UkE3uv*^H0XP$#n2L`FQFftW!5>9W1&M%!=b}Y3!x)UBcP*BhoNImqoCtXW1tgG z6QGk$OQ2IuYoTA9=0c~PCPQbOCPBYCO^41pO@Yoi{Ro|Rngv~O8US5%`U<+_v1*h+(^BY)(>&;^(<111r^V1Uryro}PRpP_oK`|NoR&j3omN1%oVGxJI&Fn+JFSNP za#|1FaoPyoby@}e?esHr&uKGs-)T4W!08C|kJB#bq0>I-U#I=hBd23f96rDu8S`u$ zd-ZVC94;=5>ogCF=QIwA?=%HU;Perc&}l1_$Y~ao*l7fm#Ayulgws$csnaSbnbQwY za;MQy3a5{uC!Ll;DV@ebshq|`PdQD3o_6{aO6@cOO5-#UO6xQgO6N2UO7HXql)>pI zD5KLUD3j9+D6`XKD2vk;D67*8p;J8Ko{avN({E5^r_oRqr!mk=PLrXkP79!FP9H;&PIIB^POG3APE(+o zPOG6>PDi2IPM~tM^)oCNt#Az$^n$vdZb*J4>Q>P!HW=_YT=1vEo7EUvumQKf^H=IsDZ#tcXS~;DE zT032a-g0^fwQ>3ZYU?xyYUi{ZYVULt>fm$(>gaR}>g4n%)Y<7S)Wzuz)Ya)K)Xix+ z^md3!#tD7>_f)xwXVLDSdO)g&(;BE}h)Rd*@kd1T3jI;jlhgll`V4x<>2s*J(-%-5 zr&-XuPP3u+oaR99hbZ=iBWCi4IIg~)noFvm(|qUyr*EMTofbmZ!G)hB+O9hC6M6MmT*1jda=yjdI!sjdt1&jd9um zjdi*QeeARV`ow7uG|p)+G~Q_+G$BM`XZ{*zexj$=lbYmo2%79P6Pn_57@F$zBlM}$ z322(rDQLRWY3MVjGtlQwzd|#dEOERp1MkEw$n9e zj?+qLuG2i|Yo{g9Jg3#re5d2k0;i+UH%@n;Z=I5)p#SA`gVZ9Y4bXQ^aVWUh=^?4_ zopwS?oDM=iI6cW&OP!KJ%bemu%bnswE1VKQE1k|V!ylb)LaUr^L93loG1gB`PeE&( zl0j>oHZ#`GA&P$WjEpD~C-fC{nAAF_UC?@`=bohh<+O*?MyEuiHaR7SHalIQ;1;J} zpsh|Pplwbkq3updnZ^#MUrFtBIt%S`N>9PvA&UL&E9T7KLU3V%D{o#}ky5UqAy6JS9Oc=d6!!F$nzQkbr)rRT7^3Lsy2yyKaYA2FX&v-|(^}|5r=OtyPOG5-POG4gLKO2?Tg)29QA>H% z8|d@{G|1^gXs}ZyXh?{{UPjaKR5=u4!Q^552=?U~&dE_G-(xeTV;=o;_Rw5%VSk=) zTqe?5a$&chg)X~jEV;1P#CI+;X)C#WM_0*Z8cijacJ!27X46t~nMX&-Wj+lhm*Mo2 zT-auOrOR5nNiN-JCb=x2m*g^uR+0;QVy$smNF&K*F?}SL-L#Qh*j;M9%Tk(1E~Drn zxtykj zU{mbfPQj)ldz`93d!2%v7DP zueFu#kxNIKM_#Tq<&HbGflfFDyMUi`>JFW9>Hz)X)Db%E)CoG{)EWBKDcAwwtW!_u zoKtV;yi*_Og427@MW;7eL;g}g;kVW?dPg1#HpRK@6l`yE#p~^)b>yMZgnoCb2VHZj z4qbN&_Nn>9X&iLJDcDKprqeX&meX|TPp4qxo7+w;p}(AFLwB6!LU*0IL4P~F3*8GS z{5C#E=g32g2t9Bb1pVW*33}+X1p3$ML+FuHWhhQgeI6eO#dR70#S19>h}q*LzK32V zl)$MMl+bBAl*nlZl-TKgD2dY;=n1C-P*SI0*OX)d#XQ-@?j94Bn>DACJ7t1WIHiT2 zbP6_MNa>UmO68Ocddev|^t4m3(@$!rNGOd{N+_+<(@;9698mgz{`;LF$>Tdv)KpGy z22TYWS!8qyc3Q~fR0zuKR2a(Q6ql8%vpNO4aAb1|wgSi=Q2256=eVA63U<`V;RRo% zU{0szP%funr-f&ItQm}z+i41v#|s9#ALMlkwr2t_&_hpIcBglahb0@Vyr^y~6} z#}#ZnRLfJplB(?#EcP7blmn{c6fE^x*C`=X&nW>^KSW`Z54Ij^;Hg5S8agG1UiO0h zDfo)hNT`t)OhLiMPS-exuR5KAnmDDV;A>8Wq1T=6Qn0DhX{edgQK)%{!cK2$4!MP= zf(-;(It82az2OwB-2bLiPNO)_)~N{8&Z#)m-YHn` zzk^d*sAGu2W>}ij+sRYGy7--)GC*CNf(7ZjIt9A~baM*Us(;&QH|MasQ?NXL52s*D zik?ov?gzb`f(;+uaSFB_=f;nFwEu31!p{6C&is3xdY#n!PEDb{PR*cxA&P$H z|8M)-ldOpO!T+YxJf2Y0E>7=1>r1Dsq-KUFZ1M$|{8ygJOlp=> zN@%vzN~ST#DOmYY((++5#(@to=(=O;hh{C3Eg=rl0)Cp3DoK8ZAowoBJI^uMU z)KRBX&@rde&~c|p_5K&nc*p?3#5K=x(uCmnhl+CItTsgbPGD`l!O_cbGl9H zywfA-f>Rs{UUWJ_>XK7@QolJRfG&q9>>hQPd(;(A1uN-ZbxKFU-<|#?bvbh`3Rd|_2_Q}2;V z?Q|MS<8%{B>lCc7md@!cl-}tAlp#c6lTXZ3N=By#99JeU*pY&nor0Akvp8LavN~Od zvN^@!ewf|q7O7`K6n0#HG5H*xx=kvlQ$ohd<#dduCLb(qSkhC$sy3yZg7t(-I|a*KJm(ZF@lwVqSQn(MQ?QQ9^G=^a z<($qz<(-0MS1N=k_C6nTQ>Ngt{6dJrPE@dFXGN#?p%;CuU=5N8r+M5rDtWvW@>Qc|#v7wkvDx}FMF6szZSjDqz;6#J`V%-!Zke(!DIWA$gOhEBo4w=erx z=@{#k5Je9W8Nu&I!BWF9m5 zU~Xp<*B8l z+IZ?KQf)nTgH$_D4ItItQ`bp#aQY4E7^1MV5iES$$;TSRSe?D#Lkf0rS_XA>dIWXz zv4%6&+nzc=s=HHC?$|xN;1mk>^i)Msy_{|{);ms5lj`kb1xqOP@l-le?>c3I-gC+f zz3;S<8TNI`MXFzj!fxeY_2>^gRfyDwAqu-=2aDeI_f$So1Dtj;!;idRBA(d>It44G z4f2Ae7;CW8bI=f{FQ1Dx)h7?@r)EHXiW0mAYednnt zQj49MLf?DABTRmY(`o1jFIbU+OPzuX>z6qN*B>trQS>7&G9u682U^sK)bzjpHx)zW zDY(*814;cDqS$*>OzI4iU*)N4q*go4f_`#plZO76(>J8nI(3JBcB)0ebxtKot#|qi z+ThfZf*YM8p-oOTpv_MC8EcDEA!uueVqYC%&U`g)uWg~S8jzj&%AW1V(-g@R|Crb53u&86Vk5QQCb zGw!|TJe8M%=bdUn7eW;MD2R;67yZmODJ}gkr|Hlor~B#Xe>trob=fHksVgChJ+7E( zbr{_b=by5{sbbUj3|Pv$XWP2p_(;i+4sZa8g+ZaOW5ZaGbX{tQvrG;%YI z+n)NG)L%~XpgT?*pu0X+L+(+3duk)8drn)R`%ZhI2R>G9j_V&!9U=A5Q%y!}l@ z9yy)o9uPe@y3BEtJ;j6)2t4pNy5>DUwu%5XC;h#vIpg9CF4G z@h$lJ?~p5TdNX;!78K0vR5m01FQ=o-FssvXD4Wv}D7({X=ozOMnMMw$3Q$g`8x+jt zbQgNo=^m8Z>2D~HQ*)+~*C`dJH=k2#D8Ew{sDM)rsG!qmrcuc0J*cqLFC149r_zj7 zG(>#+-+R@+rzj?0%IP7KFYVNXg3mdXqhJ}Q*PyZ?3VVEI zVXWsp)ts@)Ipv1Rd%^5HU@Lg445=5KBAH=Dr*@=X^s(+RR`9-6>~r{kPY#_)RdQ;? zSe2bla5k#=SW9@}c*#@GGgj3QML%mrMihE{*NPgSiT;<<7%0-|7pS^Z;VksOLKJ&b z#*8(e8P@dF5K^_A-e9cSA&PxXi78l>6BXsDKBVe+sv)Vmo@zy^p3^v}zSC5wfz#(u zL#II;^2<&$NxkCq4b;f#9jLL>a_Cj3RZtVB_0Vfho1xd8c0f&?_Cw8_4nobH4nQrO zjzTS+9zt(89fsa?ikF%Gms4kMuhvc-ptnL4eb0=HC=&hndM_*eFQ+|FTc?EC>3=z0 zBh}t%71Y7$3#g-0FQ}8#CaAO1IH*gAVxLlC4*3YDx2vc2lIrHvh(mtcsS4EH=_mzz zgeYtp6PQL%Po>I6|I6uJ3clm?KGfT(6V%74GxV-g7wA2w!O;6oqoKY|Q=xuNr8$Qm zI4vXfp;IAJ{hc~N1Dv)|@FS;Tqy{=|CpE}v2Q)ZDVYl)IZsj3P9iX93??JIyP?mWc2RJK({AXC5XHW5#GJz)IZJX`!PD7!uLKJ&viz&F4`}{0V zJ&}w4m(xfJ&T)#zePgauLFj9z=b?E{_Ze$`h@$5l8Bsj?ez=<%E^vD8S^8g2*`RO# zcdVF#-*I~_^we*Rwa8QZnc;U%51_?furky5-swSZ`d?0Gp&vpNdsD_tzBf1JQcq>b zL;uTZ8^^WWX$Q2zX%Dp0=@Rs#(?w{N(^Y7-)1S~!PH8!=HBNCky=y}h`}7raqV{s5 z{OqaKoZfX#x1se;sTpfSh{A4^>D(wAJ(ZQzCa1j|@@A*vq_#NiXNFsyPD9(Ax>9hv zQ#WXb(@@U*PN&Myt`J3^@W_Y~(GS=)dFg*S^@a90eF*J!%95Y{ms4J7ztdz29tctF zQ%cMXvv9}Y1&=z_C3VbcKdIv(3Y&Z$&in~aWuxFpr>@W` zr&k&4mk`Ci62+XT&b*qR_S8C3XPmk*)~`+%NS$?hA3En$nu6z@UL$qEsWEiXX%ckF zX$tgPh{DeN`<(g9o*KvuuQ;`Wt~!0iSid{fAayN7Vbdtaz4yAO)>H5gr)|&;r)JPi zrz6lUry0EI!z3Y!9z8OmRP^bsRD}MQQ(Y*j)8u0G zznq>ZPXEhkGpQ6IiaotC(>TM8@}$#GP)aZOD>F>xbcnH@a;iY;X{U-%YNywrG$9I` z{7c*@X+8BdsdP^JnPGaT3s459ofOO%qUcli--hQCOVIyviYQJ0%V`Fb#i=5c)oB@H zWpnBdWp_GJivE|=r=)T?&4qG0eFNokS_?hvv>(dtbPmen^aqqTM6sLuMepPmb^bZ} zUrwE$r~l=2vn>5Dr@^EOhA8${jv4D$rcuaK<4F~E>c4FRhKh$M zc00T1Z7ZU-zd--X=>$~LsX0{2sW(*GX%zIF(}8mIznqScD(jT2JpC`HbWk~`nG`G^ zqL{rqVz+RNc#-~>({s=ZP8}=L|8lBL>P4simFRyt{aca#ms30nR(6UHRdFiH3}14} z09AFWOTlVRU7*Mim3{o$6uYxXRN6@TUruYQ(f@K<57l&vqF^njB~|EuIaQ!wlv9S6 z=zl@%no^e^k2gQ5$G@6&ug~{cWG6yM_&U>K5Vlg9c`=-#s1kF(}UYX$K++F zAD~y9&O?oyHb9M?PC~Cb9fg{NDE9A{n0`ce-rju8sU!5d(^9CZ(=w=8h+^Mxi2e;H zswi(OHFrAB8(%G)N|9XQoU%i$LlpZPVD#?~QA_jD z#&TK@wFyz|FB>txH@?rWd2OA3gW5UeDnuL0DIe6qsU+0VsXo-nsVUUiDL&N2sWsHq zDKXT|>2>IBr%q6Jr&pmKPVJ$dPK}^mPK}{=oa#coLlpMAcf6vsv7Fw5-gR04z2`I; zdf(|R)YqvE)X!-q^nuf6=tHNiP=BYdpaD+1p^uz~K?9vuL4%ymLxY_bLPMO!Lqna; zK*OBQLBm57`wLt2Z;4TBOVY-2D!}ifBHw@zO|3!RQZi=5)~hu(Ki!$~c6x&VFebQfCU^cVDl(-TZ% zsna7;%bb#vTJH2Dw8H5Q1y_bB?9an?^6?DL<33SkDA#})T0d&}D0(8Xb zMd+y0V(6IDSI}{%e9#G}4$w)bAD~lClc8Un-i1y(b%D+}ErWh_`T#oX^ci%{X$5pX zL}BkL^sGu7%c&D|(WyOj$*B$Wo6{T6Wv2$v6{p(JRi_%z?@raBYfhD+>rUmNKb)S2 zZa9^KZaNi(ZaEc!{&dO$-F8X{{pAz~y5n?{cV_N79fSUMnh)J`YROplof<+9oK8{j zAE!akLx}f|{^duo{YD3enuD6>tW#$S=5{Iw<#9So!Msk#p?pp?q5Mw$paM?C zm_|XTVAZukAxiT2p7h^NKr6XYxbXj`Qa%2EqH2*U;;EdZiaIS$MbF5o%#-wtoSIOu zM2MpA>i^9!SpBc0r~XPo&&Vkc1xq{ShMse}OTjWuIY^at%D{0w@01ZL=QNOl<(=+x z4l6hnrQi!rWub~8ioON^+m7Vs)AWp-TGML?7UqaO;s2$|rKV@(G>TMZr{j!O#ixa`a$)a`a|`d7C{Z1PC*Sr6uXL7^x8X7o$0*1>=cI{$}3L$Ni}kMj#Oi( z7ok_3QbJ9fHbAdAwPzZyI|Y5HrcRxpW=^j$R&%GVq*^%rL#kznVplYJCi)5XVJ@0Y zP6PAOY;r2{EX^jT(-ds&bPIaR=`Pg9sVZZ&bxNO)W|PxMQth3}km?Yk=#%hYKlI}w zG@G0X@mZ-(PVYdSoj!%SgeZ1>3_kW1d_`5^?fR}xD@)L9a#~F4ZKs1!_Yg%75!=;` zN>r9+lhZZc3+?Ij1fS*Tt&{zIo{_?xT0Q)_5|)A=eio1A{(J*a_B z=_xqK>3wK$h{9U-?fKZi5T_9}Xf`>OCN<3IN==$gP9sT;aOwe#3{hCi{`Yz`o19kE zrrG2)jno*YnWV-#)vHglDMVr2{C67DY;yXs0nH|-mC$&nT+oCNg*E!KG@;q#RHHe~ zCa3PCCOZ{?rZ^RZraJ9ntWQG}_VIw%+t6%sN(D_1QCLs;sctlzLKN1BEYy!?lhdu< zG@C*c)|9#bAv&m@`1;27y2F-GMfr7K0W<+O-@%nquB)U4$rszc>G4qLjKjP`y#%}8#Phu;?Xn0 z!r!Thii8$BHHE%+Y6LBD8V3E~R2^FC^gXo9sTs7~X$!Q%X)LtTX$|zF(|Bl=(>`dm z(-+WBPMx4NPE(+@PFta$oz_F^oc2QN0}6kuC)g%(gVSJWqf@4Y^o*Q>JxMn^<$<<1 zZDy>kPDx2^bJ|X7yVFyob~vSib~-Jm;4Y`nq1{ejKzp3#LVKOMF^zpr!5*^vo#H?T zoVqdAL8thn4mnLBb=WB*sUuERp`%XEK*yYdeGHE~WrI#Q6@*SYML?&VIzqoV1)I{I zb}9*-ae5B=)u|D5)~P>q&gmWKyi;xHf>W?J?nS41&?Togq2HWZLYJL-Lsy(yKv$jG zL%%!qgRVJshOP$`5&8ol_($}+h*2LrLC?r(6LiCACv?-PT2gvOPBTgU>2wmh?KBno z%jtXQj?-l5u2V^7__xy%Qumx{khl?dG%I~ zfZ{q;hvGRs4aIjV10`_!f#XW(l#Wy)ry@{drz%hqr&`bxPR*dCAqsoLyk1J$S5Cpo z_Q{=ULMfbrjUJwKszoZLQ(P#OQwQiNrwq{3PPL)bPW_=YPM4W{TBl%@?{rSDKgBuB9+r= z1C+}tGxV%eJ}9@--%KNq(?C*roeDzvoW?@=ogOh(0jC>KL8q%wA*W!`;KEKFp(0L` zprTG6LdBf&r=^YMbb?d~r_NAGr;nggPTxbNokl{>IbDFtIQ2w`>!)ZJ8rqd9{YUMN(YVDKV5T zz2npa>g^P)lG?|qJ@l^A>(F~nwkJ)!(Ts zG{EU~=p(0$&_JifOkH~f5^a3=)DJ%4aQ(ovxr(hYhnNC@uube7UaF)|t zXtvX2XpYkd&|Ifyn8w#mFO!<*)C-#Lvo^=__c5Q#)v4 z&;h4!p@U9`phHeSLWiBQGx;M<&p=0=@<7L&ZZOtyr{>TJr#KWm>9hqpIYqON(5bZiUR(;?_Dr<2efr>)Rkr#aBy zPNkuHPDP>nPM<*!oTfqlIIV^rI#q=Jb^0255N!Ek^uL@whLSp^hmtv+fs#9Ihf+9Qfu3|a45f6s z1f_C10zKuFp*a07rxZ|XrynVp#%TwX*69x@ol{cAO7D~k%HVX5f*GBjB9+PME~(5; zH=ry|@hOz*bQ3D*l!dVhIpu^3JLQ3jI2DA7hA8Y)>%oG7#hendwnK5JKBP)G z<$+2%y#bYS$_JHp8VNn;)C?-)G!!c9G!}Z^=~Jkj(<7+7(^aT~(+|)KPNSiUP8*>Y zol8s^qi`s_c}Pf>oS)lX}VNFQ}^11E`u)S18h{EmYkp4>PRc zlnJWolm@Ehlmx2nlpKn3+Qba&IK?Mb*XcT`dQNdj)ptq@HE_B{!G=!hNxkg!FR53Y z5|L`;loM*~^bZAJb$W(W6Q>-|Yfc5A*F(eymx8bVu0Scl+9^$)K4JNhW=`#(=1!BL z7EZGntEE%0YRwx?O)2=M(=t-6oJx{v?UWCC%V`q@+c zV5pbA;#+Ll!80{_)r`FIXPMx7~PQ#$_PQ#%IPA#E{PTinMA>!NP7mk>V5VKdJ|K(H{n&PxN zg8rA&Nm8FWZH1;eWrLJmy)9Gz!ms2fhw^LGRk5gS}uTvXnpHnAjzf*7MfKz)4R}Rr%KQjrzfh@|8j~?>UXCe z&^4z~&~>L*80!zGO{8u(O@?kdZH8_+^@aX)x((fS>Iwbjl$pujaXL%tuG0|cZ>JBT zdrkwO`%b%|2Tog|f1FY>`G-!!Nd4Qcy}f2E}D?B;yT?R70>A^6yK=` z1rs=xff70;h7vhF4<&Yb21?>o40^(8E|X8{l!sI@r+uW7JC!7r!l@|qq|>udN~elY zDyNsAr<~G3Pdk-{QahD{(l|AQ(uOE(QIQr=^uL@whtfNJ17&df8OrFi3(Dm5GL+e= zA(X}GD3sM{K^^*EPKlxHPB$s|jMD=shf_WZ=5$I3<#IYg!DpTBK)IcYQ815F87Qw) zDkz`RNyf_W6o*s+r=n0nr*=>wr#GR(PD!C6PHCZ{PIIARPK}`APTimqPBWpBPQ9Q~ zPWhqIPR~QnIX&XcmvQ5~1N!4-c1l4t#0M&DP2-SCLz%&{-&4n5|wS!)E+QL|`IE{oFIVGcDW2XzG zUUm8!YU1=X1z&TDfL?d{hJsCZ1b-D$8?X(V>=d=@=?{olK;MAMb`;Ak2 z=v$}l6kO<(jMO5hGSGKUqbRu8X$thc)7Q`vr)|&=P6wf-PV=EDH04eDUry&qU39t#U2>WU{pR#H zblGV%bj2wrGra25lhp4{#YkOqnn&uo(|+g=rza_R!)XVpn@$IyTTb_&Kb;aV)@`SM zN&V$im((4n&q>{N>PzZxr+1-yPAQ@LPN|>=PN|`PoW5s<51rPN`qya%^vLNL1>?~A zii`+*=;a_4*C{O&>R-{}=7fzuaILZ^dJBB!BHVy87w5~noK6HY%vNu6GVk~wXG zk~<}XQaDY7o^;v?V^dfKTCl-emNl*Xwbl-B7rD4kO~D7{l#D1%c; zD5KLTD3jAdD6`W(D2vlhD67+cC|iia_NK4cj{cWZ-1hXpoGwB+oX$Wwo$5lloa%I- z|K&858Rm9sPQg4*ZJ@kPpHncO(^gXXoeq*J;IslN=oCf4LQXxP!cONXSj4F;siIC7 zNfmP{PO7-m8B!&jMv^M&bQ~(>w1a}BolcN?&gl@TGER+1m37JhJ@51}RL&_5cee6Q zOGs64`UHBxX#`Z!DLwR}Qw}Kj=tg8j*rT#ARLN-&RN1K}RK;lm^paCSsH)SeoTzF} zok>MHU52VVC8b~urMHZ zAE#c>yCDkO6=>(%^uL_0LGL>y>`wp7sY*BcUru+R51c-RK6Gji^>^9_4RAUHedN>w z8t60%8st=$voYAI8Z^YI0|kdVJ%WZgwWr{4r=FxnI30yXI*o=#IrW1^J8gi*IOS)C zW1R*-A3HULK5?1=jdMB!jdw}|O>mmc~UfF?Pmqu^xdt$dLYVULw*;1thIg{C^q zhdy;$2~Bfq1x6Dt(S56I~Sx#?5vz@v_ zbDZvSW6pK@8~WO*1qJ6heF4pPx(qFFdI$Q(X$#Z%*69GLg-&&#MNU_t@0=1si=A>p z-#fhuEpdv3esHPVgTIRGLTJDsXd(;Z2A*5D1ea`9q(J6}5DyQ$D)lLloZ+$qOffPf9OL8%;_|= z&8gwLbikY@Ks%gzK|7rqL%WV#8#=%iCE=#*0t=ohEa&}paFpfgU*pf9Zr_RvtPFbL9PTipE zPW_-iobEz5oU%bTopM39oQl0i2h6DesoPG2pue25Qt*ybTL#N@;zfOmtM^3*&aS8_SAcnmJq+uFyof?sf=X4Q@@6;1Y;4}wH z==3j?$f-IrOziXul*FkT^n_DoD5=vSrjg9)A1Jv~G76?}sscUfbcTW{oobRw<#eCa zQy~i5&bRXbI$%yipwvz|pfpayptMeTp>$5;`qKe(>Ir3VIuB)Zn#Wj~oH9b0of1J= zoPJ}htWHNsWpmmIWp_#rJ>ygd%HcE@%IWk4l*_3V^sLipD7VunD34QFD6dmpD4)|p zD8JJfsDRUEsGw6(sE|_$sIb#rsEE@osHjtUsF+hFsJPS1Pzk4cP)Vo#P${PgP-&+| z&~r{zp)yWyKxLiULeD#W4V8213zc_z6RO~J271A1EmYBIBJ`ruWGKR^DOAZR-bZx6 zoW_%?;xrR_$!RxK)oB@2&8Y+}$+=d=Z?@05VstAW$sq#A}OY#;axBj|uR4IV}Z%qc&qMo!s=(*bijL%~;_(voW8 zG?mnAPA8$)osL6IoeDEnGp9sQbEl7?7EUvvmQEQtQExb1Vuo)z&7xo{r~OcCr==8p z%c(f2Hcm;PwoZ+pc1}+~?VU*qA^>IoEz3cQR^qx~o=zXW`P+zAnp?*%E zK_58nfj)Fv2=#ZW0}XIW!|DCVsWdduX#oWXIX!>|I~|0EI2B{8p-!oxVNS`R;Z7?U zYlPD$&`77U6ddJL85-^MGX=*uRVOvpX&tGLo&JG7ajHhaaZWc#jd#jKYJyW^Xrfai zXi|vE#H@f=_VGWW)_zO}%&90e#i=bc)v3}a^uL@AkecR{5Ss4vDfF3BA;$XLsUfKu zPRYm7|8gos>Px5eq-HurLSH!@rQj^57EFG&(~}gO<20RubDhdk@N1{4&^)Kj6rAtW z3R>XQ2KvV72K22{FQ&23X%Do>X)p!9a~cXQcDe|C@3fn-mN>l){opi*f=iwHl3M2U z2dU*wf00_@loDF$lo*eQ?er$8pPX7jYn<*wYn^T~*3V9lpmk3DD7fA! z8MMLa0R=ZYjUlzkDHF8W={^OwIL#on)#-U?n^PxfyVGcBhf`Z2wb|d)i2mg^ z%cu0eoYFy$oRUFtSj8?fBCOyOP+X^YP&}u&P<*Gqr_%p&x&tM2x&YVk(>^Gr({3o0(|YJBr=OvxoqmE+JFSG$I4y(H zIxT_HIW30LJ1v4TIL(1FI?aGGIeiXgcA5%hahd{Ub(#!ibD9KYcbW)2<1`-1;q)<- z(`gKp%V{+9tW$3&w^J7=k5eZouTuvopHn+1zf&uyfKwBwpi>>FkW&;?*r_H|#3>Rg z>Qogf<`e-HcX|OT;Zy-C=~Nyn~Dp>j?Spz=4enl(A8)?Zta~kf=4%%(|A6kb`B$^<3buwPMx7aPA_~-!{$Dv71xhXi=sSz~AsT?%b=_lw@r##R!r*EL?PNksF zoXS9-J8k5UXE?1T^@USA=u4-{&`hTvp|6|@LbIGUL$jS)Ky#dCLvx)vLti_c{J8#-f1ed#HkMSgHuarsZ)Ds znNw3}xzl-Qh0}6qrPCDXN2k8fDyQcX&_8nONa`o2G^ExzeNSqw(=6y`r`FIqr%a5s z-YGq_!D$5rH#!}LHaWda!Oc#mNNsUC4Q+Kg2yJuv7259fEwsZaBQxCT^oZ0hr+1*; zPW36c$7unny-s(aeNKI#{Z7dk>wr^p=%7$~ zB=nD*>XN$Tv;_LiDIoTjo&&^@Ogq5DqFp$ASAp?{oaLl2$i zLH|0ngdRC{;E>}K*2h;qD6Z4*6pZIolvI4DrKA!#RVJ0tsR5M8=`|>^QyD0U(^RJM zgwrA@snaJ=GN-zXmE36=sT5ARNj>S51WM^Nhk~h`B1k>u)E0W$X#oXOJ4KR8(l~D=adaf@6;R0;8YXJ=u`m8h4%NJ;<5>EM&}kDN|IxtubjqJQKxld*C;9i?C%r*5S3I%RV}=q0DR6s+oWfK)Z7-=IjRtx$ERD8{Pcbc<9?r;AW6r$3o^ ztm{;OR6VDEN!53XL#lyOIjEu2%h1bCs~GDQr%|LDIgNxGJN-_x;dajy9H4KIjdn@z9%2J)l-jTcOrY7ooSDZa{6E zK7`sjJrA{WIu5mWTA7|UmeT-I9i66;>g4n;sm@N5p)O9(P_V00bEuosBnrOm^bM)* zPJfZ=;q(#I(`gvg%V`euj#D3|(c5Vu)W_*81>bc_OX@wRiqQK`b1B%@=})Mi)7KRI zz-bhz51n>F{hcyWaDdZjQXe_hAT`h_0W`>|GBnt!Cp5%qEHu>Vb7+`TQfRo-Cmh!Z zr{&N{r}h*aKIs;8}`VyM%)Dim3DF^hqQx|B4Q%>j$r*EMzoq9ntof<-4 zIgNv6IcbJ_^aciI9iaM}lbq9#=~`d>~5_(aVTr*qH`P8Xo1PFWdinbST}%boT>E1V)IxY8*S`q3#P zw9089wA!gycKTmVmzd!irr|M6KRex|;5w%wq}Dr~VXO^KiAimAYDQ|4Q)6he zQ!WZ_amq<*tJ53MHmBOqcBd)O4yPeZW2aLCQoEeqhITvUq~IQ>R?uFjj?g}*p^UZP zsV#KC=`eKA=_BZn(sM8h-9&^e=>bTRlq)s>uhfX?`q2MW}s?aY^ zb)eHulNsxbQw37LI*lTA)~N@nb57k!op<^ay5LlZf)|~7khP6ePFPQ#&_PD7zvPS-dae>&A5b=&DSslS|(lDgwm z5W4GB5Bl5b9q69ZMCg8qqCfi@84>-t)~H^&>3=yzYTr^V2}PFX4V$mtVO zariuC?5A`8o8cl-ah>8p@tnFr@ttl!37qaQjf751^3nft>PNxEPF*RO#OWvK38#Hf zQm0IemCUIDl-y}31yeYkfu3|)0Ht(#im_5THH4mWDh)mDbbzr^JIyDR#wj(F)~O1V z&S?ac-sv4EgVQx;n9->MsZ35epv+FKp)5}47%Qt&cT(A$+CkZ!;^n3P6JWk7?yiSRrd`|75{7wU)0#3;|Q3ag_lPcs?2P*6|3M%5% z6DsP|2`c6^5-RTW04m`$9V+Rx94h5>0xIp)1$xfuSE!8BL8z?Lc<6bj$xu0`g;05? zvrq-6%-qT^IPD}=(djhwqEm7TMmS}IDmmS!U}dMoq^daOhhB2Z096f9*mWzd3e*2` z`WT9I>H$@E8U@vGItbNt`W~v~RI~{FFQ>mqMLA6(RmW*JRM%+=1?xGDhw3}6f*LrD zh8j9$U>YwwWrSXF`i_E)oQ^|{o$f=gI#pn-CQfOg*PMQ*;OkD$k!tGH5^Cnug@VnU zYLaT<^ng@Lr(Mt+PD`LSow6`iE2oN3Yo{v|e9NgmsWwhKNVRq93$=5KpkRBa>`(`% zW>80`ccD&B>zGDor_`jnI6WfO)#(D%%_#u|-*&14b$7}M^>CUD^>q4|Y4mbxLh2o- zDNt{xcu*gwjnKPJ&qD7x6^Gt;DgyO&N(l9HS`2;Q)C&60sVUUosTMTAsWbGE(@W4m zryS5Ar()1xr#;XRrzmKs(*bChQwwOg(*$UQ(^P1rQ&(t|(|gcpr@GJ>rxMUurykJ9 zPPw2@oO(m!oVG*bod!Y^oIZjk{vTU+9cERzhGCrUkVd+@y9A_$8bDgQrMtURQo5xZ zk&=>bX`~dSL;+D65ruQJ&w!WL-24HY^YeMXcYS;9VBVRvoEkyXofbkfoT@=HomxV( zoVr7^ot8m!oaRGwohC!`oO(d>ovuL(oc2HqosQ>X{^hid)FP*S&|;?(&=RLVpruZm zc&S|G6rR*_ryI};r+d)K0EPN#=xzm=e>pA4&-}}&7O6E(CrPb!`VLy>6rFvvqLf<$oqu@5DKS*tNdO&K2(vRsr@Zg=ae4W@018S;8X@W=+qH9Vnfi=%Uk0=#o=@*1GI8nbZ}h_@sVtnn>zLrwPzirwA0h<`ftD$tfaq-6;li z!zmJU)2R&|-f~Jq>bBEUQa?LoA$2D}soq_CA>>jU!FN7l{^hj0IP)*3yQJP$LVq~5r;UeB9Z5ZMDnshA(*)>=Qv?b=b-GIGnNulJ z&z+W%df}9g)SpfzpqEa+Qt&UQ2Bcm&eM{6WT%->6sMw4RHxKXG^dp`AKhs?sTfW@ zp_oo>p;%7Mq1a9Lg}2cL+PCg zLm8Y_K^dLaK$)D9L7ANzL0O#YLs^}kL)n~qLD`)~Lphv&fO0xzgK{|?fO0!^g7P@c zhw?hLfbuyVgz`Im4Hai^q51g=9HJzCr-(r>P~5(8ct7GtEN+0Qnj3-K((E6L3IKY z>SB6Z$}<0Q%2bZ|ms2}Z^_+f(>N`D!8aVw0HFUZHHF6pQHFjD`^G%#qKuw*xQm~oR zIH()EoND>2s*H(*~%G)8Dkw)+rmQc1|Bb?VZ9w9h~Aq9i93@ zotz3lot;uZU7W%NG5>NJ#36TcDn!BVPDv@)!>Kf>o=#(+UQPp{-cEU;K28UrzD~8E zeohf-zQ5Bec4L53Oi}}#ma*0#r&y#0J0&JH#3?B>)TsG> z3#SiQYpT;?Qq!EKK+~PBLo=Leu+~hcOwcT+FDW?N=>RmxsW1iSI_)Pl&*>&K->EpX zz$rhp(CIJeOQ(T!xX7s^wAkql1(!IDBDK`1D74I}A++3SCbYt-Ews|<0JO?!A+*|Q zH?+p7F|^jH546r{Jha|vGW3;Ga%h9oIOuDqeb7dytq zIeh}1atfy4X{R308K>jWS*MoJIj4otd8by;_fCI97o2)Q7oGM%mz*v^mz^@QQCFOP zB=v*S6X-{$oD{t3^n%nir^=*$a!LqYcdAOk8%}qjn@-!HTTa8E+fD~smr;xrD*>a+^V<`jpG%I@@#R1T*d zP)?_XP%fv%P;RGew2{ZD5|r1eEtJpcF_hn_2UNf*d_Cr0PP0iBa(cmW6?WQ0s)$o> zsHoFZ3Kny^Lh2)@^`weB%_LRAX)#pN=@kV(c1l62lv7%$v{M|Q2j{8cx@s znod!8rqptZ2-S9q3e|Cn3DphI`+Fq4yJJ+XCd|K_9zgY+HbM2BdNpPK<#d=-L#Me= zBd0o0W2gR56Q^lVQ>P!GW=>6@=1wc17EVn$}(2b#|&ts*6)|sH@X`3U+fEORBrmD5!^1E2yVa z6sQ-}GE-2=P*0t3iWl01@&|K80zozg8dlaRFu>}r+LsIrxeg&r{vHO zr{&O4r|Hlzr?${=r#8?Cr#jF`r=Qu4QBG^1(N622F-|w3u}*1eW1LfF=yRub(0He2 z&;+MW&_t)tp-E1Kpvg{Up(#!;Ipi;#rjeTJv=W-;)Bu|9bepwiI5i|S(`g(u%c%!6 z+i3ta$0-*y*J(a9pp->D_Ez^Mzg&}j(trBelHkyCAGvC~{=iBnH#snZl_nbRC- zxzieGh0_dZrBg>}mD5^iwbKGRG zLzkS=LYJL3)5aC2SpWzk*8gb2x8*1sCkZ1k9-^bl2%S=$=!&E=<6jekJvr zQw8XO(|G82r+v^LP6wcePE(*qPK`P<0dv{}J#qRGdg{~ydghcDdhT?d4qrHxCiSON zOHwbL>XG`(=_^vNoSH#@JN*g$~u(g>%}( zTH&3xKoOjJQZS;^_fRCKL{Ma>NIV^)INhg>s7{$E7|p3W6x}H^6vJsV6w|2{6wB!d z6x-<{^np`+4mplfLMX1&26iK!Q$E&;@AL(fz$pf6C3JekT8W%eQZTX8N$5kT?NAb@ zRjifNDG?neb1Fr_6|V@>7CX<8Jxnh zQ5l{7A(hE#Ka|;N0hGn54V2Ys2b3*9@BbzB?rroL@8;P(HIP&er&Ul+r@c@vr;Si< zr|+OVPH&*RPAj2&PFJD)PJcoLoTBh}6?A$^s*qD;QiYx3Kt-JTP_U@eP^egdLLR1| zlDzo@KK5Mf#RSZ$9aP+@Sx+WlPQ#&+PID>vvC|`{l+#G4w9{Frj8iPAtW#mAoYPU7 z4|1vqm3L|lRdA}rS{0q1LY159Cel8d9~LhSNqJr#lp^>y(Ssr%vlh)pNQ;s=m`uI&9#ym4XeOwn2@Y zZbFTn(y~?)r^s~J)ahHOnNxA7xl?-9YT=Xfp2i>gZH~wK_SiWUbClJxO(O%EVe-oytPpoFY-MyHib4J)E9E zJ)Oc(u$R+3QoWsig!(x3qF`UAEu{K6^@RF6ErkX+6@>;mWu}cmPOYKAPKBW%P8pz~ zPW5PGm{VtHxKm#Wj&OhvQs5!iqogi7f!>WsZQ;nX->VN=}vv18BYD6nNCHZSx#f2*-nF@ zIZm~qxd96KSQzy76I|f)VadVFznl(0^PQ>$IHIZl?>R_BdUF_BzF&;6A6)(0-@Q6g=P*o76$4l+YokixfQUv=%zz zbO1W)^a?uWRGc=BJ5`6ib9zI;6Hcp1opg!?opMSJopy=~opD;oOUhZNTXcBN=_3lB zcM5{Ocd7whaJmCsbgBhia%uxzb{Ys>aq0;D;ItX~(P4*!PSc==P7|R=PKBYzPA8!!PIsZFPLrW$PEpvy z=T4cS7f#ioKb<~jt(Q*apue0NQSg=1cv62mtswP}Q#k0gQ)K9k(`qOTXZib&p#Prp z(`h5D({3o7QyVC}(-SCy(`hK8Q(8KV{JSh;?xg{>a>yIr0gCNZm$g1{x=JdJQw~ybosvNDoOVI+osK{WoLRE5;^UM5<8uM zK6DxgC2`6NC3PwQC3ETzC3pHBO5t<>O6k-WO64?)jY{pbhEy7-&!DtU7oc=bIid7U zgP{ygBcY5=>7h(ci=oU;bD%6vN1?1vC)lWLPTNUkclr{_;WP%y>GUm>%jt6{x6?%^ zkJB+IuhShUpVM+EzteH3fYVN>pwo4zkke04VW*o=5vN;F(E#z=+h0K?^Zx%Y!K)`T z|8klMedN>vD(=)CD&e#qdiyEu{oB^RZRD83{L3jbRLW@^1xq`%hRQg73zc=M&06K0 zE|Cgyx&oDVx(rotS_@Tl8b}+JoT@^Voi0)^*l9AUDoz=os!q=+Sj{OPsZX35K-Ha2 zQ?Q29I;f`82B?Q6VGpEr|bEmdY3#a^0OQ*t6E2oCgXHH*0t)1pWZJd@uZJmZe?VJ`t z?VVOZ9Rd{c;u%yjU&yQI%2~|6oYp{{oOVE+oo>x!{^j&F)Ya*e+04J3{wCGksU>an zaLNMpbUHx6UQSI(^>%s%^>Jzp^>r%5arJY$MykJ4dQtDvlm;5?l!~>6 zIDJZLsMBO zl%3QBr)#7pIz=Tl$te>w*{K-?r#R(=zHll7O?8S2O>-ImO?Mg#&2Y*9&2-wxam{i{ zM{2gydQx+oVv(Bb)D4>Fbc2HPouZLi;FJbh=#&xq(kTnH$Y~I?*y#s4T;h}qTIv** zg3Fvnl3MPRmDCES=Fm!~%FrsOlhA6XuW4hAQ$bQ|ohm}>oC-keomxO&In{(VI1Pus zcA5)qbjl5Fa@q@Rb{Y(AaT*V8b=n7g&R zq1{gNp*>DRpuJ8Pp?ywWp#4r4paV{)p@U9~phHeupurM( zr#7T6IMszNI(39DIhBVlJH>*oIBkM{aB4#HKRP{xt~w>9;5Da_&`(aupzBWSSnGyU zR#G>e3PZP?8d31J(>hW=J7t3IIE7ur{LASzYyIj}l!AAi>Ol9LZcy;P(+8w}bLs^> zaEb!`?z9;C!|4F@(CHcU$SD#V_1Gy3sV7c}p{Gt0pl43`q32HHpchW{pg*1ZKrfvt zL4P?-fnGUHg8p`D0R7{%pA+D$5;+})5&y+ocuEznspjWd7yU8p`GLgo3%9rb2m~ zwn2HFinCTer<72Br_xXXryrq$PP3sxPIsZgPT$jf5vQr7iaND|iaDi+K5}{n6?clU ziusq*PjvWp@b>;~>)#U~BdL#_DzjE8r*iw zX#&*TsT^&za5_b*rPDm9mD3*RGpFlNYp1`UHcr=|woXxKzMa!8Qth3dLLHnkQLv-a zBT}853XuH?`Z>LU`a4~M1~}b<20DF3hl8AcBsJJ+7&OFb1~k-Z0yNAi18od< z`iayCr;kXDbjksZa(Ya`(N3MAF;1~4IM!(ksc}vtpwFFlLF1j$u+{{pw9rJS*U%)V zC#*HuDHo|JPII9zoYq29opOE6{L85ysp(Dypczgvp_xwepjl3xq1jH8pgB%Gpt(*n zpm|QOp!rU_p#@I)p@mMvpf8=aLyMe_K#QFYLQ9;wLra~$gqAs7g_b*=g;qG-gjPD; zhE_Qx;EY=B^f#$BPEVkwPHmvyoTfn!oUXCf?@m8Ke>g>? z;6tZJq#ikKfF3)Iq~H^$CeTx-1kf|5!q9W4%e3*rsWPcQouWc7ox($ZIrWELIgNn+ zc1i{P<1`R@?NkJM<45w01OsA4iET?=>Y^Q9{2Toa` zI8IrhxK5d%cupCi_)h7e1WxIogidLpL{4d-#7?Q951mp$Nt{wbNu8oW$(*7>$(^D= zDV)MXDV@SXshq+>!5;8 zYoJ0-tDwS83!x%TGohkRlc8cxlc0~BCPKxXMnWZ=hC*+DWa9nX*1vBYL!ghH`a`9h z`az|gdO~HKIzeTf+C$}>T0=ojEuivF&7lfTjiHK84WUX-^`Xj6m7!p#AgGE{KB%fw z7O0w2I_MLpR8V!NgisBqxKK@}NKh@OFi>r$r@NVdIX!{uLM=yh{ggkNwQSh69)D(P z9WL{buJ!p_!>$eZJ?Q@*YWT~$&o`CAFtI|Kj_BHmKbi#sjRS!u{GRFGM2V13M3wF` zcY=c6{U1RkL#hS`M`Z5wmfrn8K_#R7--3hVF?Vu$6@$4`fI|M`ppqYiq$VX`?&S1A zGUiTBVMu-ER2ORfUy2{HR;?t=odOiHdQi!Cv?n!lC#UVnnL9a!OUv9TKp}O4N+u3j zD@8iyPEO;XjsXh!kAq4k3rP*g%G}ARF4Wm6buQ*kPS>HX0SZ|nsAQ^;wO-|6?&S0- z)ZOW8sE5;LsHf8bsF%|dsJGL}Ld=~46w-50$uuF&e_oimlhYEYpVQ6a%$=M*F2UR> zK<_u|-C94<;XqHtF2dZ&sTOMub~*wL2~en;BL5h~+{x)EG|XuiG~B5lG{R{-G}7rx zW#&#!XGx6?P^dcum#NO&DL|p_u6Dl;b0?=YpE7rHx=@q3lhd8L%$=MLkec9BkhLZ{ z-6S>1X*e`FK<_V)9df&g;Hiz7J2^FjzHrJ~pSe?jLfy6^a|`B90Sa|#=c?_PJ2|y) z%iPH+3#pk-sXk-wYvz=zPV(#R$vJG=5r#YnNIi+T;`A!+=a6y1_{r`#o{wgxT zsk$(Ca=O)-xs%glXiw2zp$^)%;sz$-D zoZeo^a)VQ>{>+`69&=IBjZU2@xXJ156*@ON4TQEhouT=y0Sejh_utJO{KF9DPEIeO zZT~IE{|Y=_e^79{r&lP-USyJ#@xwi&Pe7?PT@x}cXEmV?RH8G?Qxnx z8+)CO(Z)WfR;2bjC1=X>$ar%{lzc|%{eswy-A>Vb%#9H^9_E7M?(=F&X zr_mIA;Pi^r?@q6wKLQl$n+V=sN#&tauW8Jk{#)?fw;sfu%-qRS-%#+0Q)B3<(-zix z<}{SlbEoXk3#W?EpH6#N>!s5&Qhx;~)Ho#)Kjrz#>GUk-PEKQ>f1KW4>f^Ojb?A*# zFcgLtHTk+-5ERxacm{JPr;<>3r@~MKr)*F}r{qv1r2v~0 z<q% zPHiJG#&YTawRL&}wR5V?TJ4<%lj`8KlT=5iDo`h<%oObGR2%Bz^bqRm)PS|RIZcJS zJ9VRA52x2qPp6-uUQTzQ-cFC8K2AyLu&>ipQvI9;lIrhtozwuQU!Z|byC^uwDK#|M zDIYY%X#zCVX%IBb=@>NJsV+3aDFHOn=~oVUl+#vHqn*M-W1M0^W1V_H^o5O?OHQ&2Tyn&2(x4&2p*+ z&2}mU&2gFm&2^dy&2u^c&376AEpVC-Ep%D{ed%-xTI6&NTI|#nTH>@FTIzHXTK1Mo z{(pACU*3Jo$L5%fv7CN}Ryfs;%^1t+RxHL?PM?rk?X(hF<1`dn>okoH*EtoUjrC6F zp|6~}KpUJAKwmorLmQncLz|rXL7Sa&LtC6uup3*QuCp88ICZDsHm6&pwmV&5tsPDk zD7e$okGXKBsfgey8uD15V>u>!4F^=#bM(3LbW< zPwI$M0_dpI1qvQ>x(FS2dIEjtGzU82RE{=II*lQ9%4q|1+G#HZ&p2%)b=K)Pbk6BE zbl&MC^u5#X&;_Rwba>HeF?7i(HFVkOC)T>+^egm(QydEZ=#&P!>a-iW=F|@Q$>{}c zTz5)I>V{K6=%!O<=$2Ch=(bZM=x3+(&>g3Z&@WD>pbn{DC1i}{^f&=y zET@{Jesh`*J#ab>{qB@45o0W;BcvWW-J`=tPEklbc6vtYiBlg^Pn||X&zxpL&z+h< zFPw66$bUMeBlXg06!e$VIp~#BH0W=qrqDl5`=QrPxoG~4({)l|7*xOi(Dm=P&SoYR z)+rSf&S^LW!#gd8A~@}ZB08;xA~|KJjmS=yNJVj421RvR2}N^y4n=qR4vOJam=0q) z)q`R=eMQ08P932SoGMc=j?)WLah<}Gis#e;itqF>l)x!Hl+Y;)l*p+ll-OxG&41|B znp6^}6Qq(lU4@c4U51i7Rbj0ZPWMTrbSg$Fl~ZIWwNo7^jZ-l+S4_l;0^ERKV#r9Ts%D2o-W#1r>J6&00mAVnRiohC#)gszV<+ zwTFs3{Yi%I7AH`h&GUs>J*Us0`c7q_22K;9hEBtwMotT%#!fS!CQh@U zrcUdjW=?yd=1wc27ET+WmQLHDR!)nc&jJ+x|6g1D_vfd|r)U1<6dh{gG!km-^cmF7 zsVvmq=_J&_sWsHmsT9=7=?>J{={eNJsSVWCDOv{RUrswob$8kg^>7*w^>ms5^>Qi) z^>+Fd>f@9c>g&`4>gSY*L+?yXQ)g(H(;Es7 zcbWu^aC!=jbXp3Haykl)cKQ(-XZSR=2Q@x?z9}5;S>v+=~Nz?<+KEv?bIBa(mXJ z=k$m@obNQ2)B>jo&_bv5(3eg_phZr*pv6ujpe0V{pruX?pk+>Tq2*2$pcPKNp_NXP zpjA$1pw&**pfye-p|wssp><9Zq4iGtp|6}~KpULaKwmqZf;KuGhc-E#fHpgAhPF6e zfVKuG)K6ajnw9yN(~WG*znlg`+nw@3JDgsy)=sBCpj}R{p>Lh`ves^=>d+pi6wqF$ z3D7>LqR@V)DbN9@kD!B2)1gC7Nuk3|yP+dax1gg=GoWKmKSRfzra|91<%Lc-t%XiH zy?{nbgcEGQ)cL@(`*V}bNUYY$*BhguR9$gb;Icbbkk`cbjv9|Yu$Eg1pVxk9J=Gw z1p37(74)l93Fxj`ufzxs5cc-(^A5LXi>!DLC=#f)9=&@63 z=!w&5+IZ^JlGHP&uF!L*BG3z`3ecZUZK0P=y`jIH212i#xIl7d>I=OI z(EE#Tr279C1cGPhW&XtvS#vqSGNdjO5e~ zitH4ff>E4uK~bIJK+&9*uvT=ZPEZV|;uMVOv=)lx)E$cL)Pc1=aGD0iak>M=bqd2; z@tod}itn_XR05~mP(r6MP$H*FP-3Uy(1%W2=rD;>L{dqe)og0>=X3|k@3app;ItPi=oFsj z3pu?aRoLkyRKzJF1&anKLB_mbIDFam5 zX%H0bR068v)D5cYv>U4ClpFfQsXkQQX$4fnDK%8nDK1pYsSZ@zX**QMDFRg2DL?e7 zQ$MJl(;FVj`cA1xHE{X>YUorGYUETBYV1@CYT`5wYU=bk)XZrg)ZFPX)WT^S)Y9oP z)G9zB7nBPs8FJaT;M*TF|8m+4wRZZY6!R~qKcTixNuYL4UqkJkl9y)wjk5fXZuTy%c zpVJH0>hBbr;~L;Jo`M6N?oe=$(+pCBoqmIcIHjYFp-#1-VNMyK;Z8ZB5l+dVkxs4Y zaFo+5XtdLIXpB=ZG}b8`ZH#j|Me1{>GthXan$QHNe$Ygx1JER=!O&!>vQE;tOQD~i0erUbZCD!`NDI%#2PT8QZouWeiKI_%UII^vWUI_i`HI_9(uI_@+O`p&5sbi!#Fbkb=jbjoQ2 zblT}7=!{c0=&Vz7=$un8=)6+_=zFI|&;_T7&_$<(&?Tn^&}FBg&=sfM&<{?Np&tVj z>JrWCsxkj^$^l(-`Uv{T=|kwcQ*P*nQzhu8)4rTs4GpEmJ-p3TAP-LMp3MYf{;q;zQY;szW)P9Tw za;gjEc1i%{acTnPb;=6mbD9g~clrV<;M4^w=oA?$C;#3(b>Qogf<}?lZ z$Z0xM+^Hl~!l@qg_D0M>B}1L_bD)o%nnR_Wl0v1ON<(Fw8bM{9raW z20*o))ADAes;K5W4J%jpbM-)Sqo)>O>}w&O>+7jn(Xuvn&R{r z`XWG~?$y<=Df2IedRO;+Tb)A`r2tJw9%;V#%v>w{$v>e*+ zbQn6|ln^@T6a*b|`V>0s)EPSBbP_u1G!r`J)DAlCv3itB(|6GKPUoQu0Sa}8%Ko1*|8hD6U2-}CU3SXbn)#R0QBprR zWYAwunW0xsQ=q@0mYIS|hI$Q{2ma%^&d_V8h0q(P zX;7HLZ@+>V>K?GmJ1_xrdIE)W`Uwi}G!2U2bfO~@FsH^)B&RzRjO=s+isF=yf>E7T zLD8H_L(!dzLNT0HLouBm&|xg6HKbxY?S(#YstUz%sshDznh3>nY5~P}Y5*m0Y6c~A z`V30s)DBAQG!^>LX*iU`DH@d2DJGQ6sRoqXsUDQVsSA|SX(*J+X&{u^sXUa%=^H4m z(|#zO(-tVb(+((uQ!yx`(>5rRQ+z11Q#UA!(?KY!(+nt^(5un0O3!oxSeW0RF zht#^b9KF^e0r-DRp-yU{3jI}IjP!zlu( znocpHT24iw+D?D7Rvo9Xr0P1oA@!+K5mNP>vP1Qqo>Q=a(=@1|(;cXh(=SkCr%bfb z#3?=0)F}tlEI@hQU3xI&*6zXg`!E4>3fq?nm{T}XEuEr6t(n`T04z}+Bn6A z+B%Jg+Bv0x+B>a+Iyjw$Iy#+)Iyqf~Iy^ z^J{p3LY|C4CAquv+h4(p1~LJ2+5(MqiaLl1m{VbBv{MggjMG-u8tb$h8s~Hp`rK&` zG~VesG{I>Q9Zq!m1DfQtnu3#^=8~G?lm`03X*o32sR=aAX*D$6=@)2*({`Gl>9i7> zT zoj!&(I(39LIhBGoJJp4@I30(!I_-qMahd~db2P6Cju1mSOk^iN?w5nrOH?)U`~gjQ%?P%(@wRaGftzRvrcWH zb51p&^G*Yy@11Hw7o7S+7oA!_mz*X+mz{b+SDeN`KR8W>esmfHU3D4_U2|Fh{p556 zy6&_Ky5ZCty6N-{bjxWDbld45^s`ex=#JAd=ohCA(63H=pu0|OpnFcMp!-h8q2HX= zK@S2H^0W#n$xjLeo?k^LFadM=2>Qcm8}!iW!--75oVt>F?6d`X;a-hr=5z;o z?sNuv;S`7F|8&X-y>vQ9!M~hVL$91RLVr8mh5m7R1if~ONQZBn5D4f%ID7@2SD1y`9P(-IlbQmc>A!lY#Nk(~rQ}pE&=3h=lzhM65^bZu(sU#H5 zsWBAY=@1mdsXi3bsTLH=>02naQ;ez1znr>}isSSh6xXQ-6wfIoYsGiU4JB|&10{3{ z4<&NCM;nQqijw-!DFu|oDIt{9DI%22DJzuRsW_CvDKC`LsTh(4dDQXK%Ne z%)gwvLTQ}3Kxv&iLFt@2Lg}5_Lm8afKpCArgEBcKhcZJgM|91?AI(}e?3$H7Gqnzv zc}Ul6{HB@<+2kAXgxeo8L42nohn4vD**uU) zS;kH-*O)q~1cwdF)Jdt*3WiQ9!Kn!qbZP<>aw-fJR;sjznUl*&MoumlnK-EgM`fXp zoMJ=8oeDuEoN_`Xl`8$hz{zDj^QO1*?ty!MyYJv0;h8r%9e~O>jfcuQO^(dG$>}1g zAg5DMd8gSFtl%_(RK>US{#-5@^0!Jm88><88llQg9a$>aX*g8nExlXe{XIK_BgJ6c zr{hpfryCTk<&=q3ZKu&t9j9{?tm|};)Td5iqcU!C ziUieniUBonI>%ZK0~GpZy|EcLIjw^lJLQL(IMslfI+cvcxXCF7spd|@p%zZjpq2p& zIi26%U@y2ihuq3jKXV>_=JX6|?KGCP+BhZVxY{}`C)LiWIH~qdWuOjDNuiETk7>SB zfI{uYW6s0Qo~ld1E>3Un@!ZwvDb&rW69v0FeGc_-Y6|rXP^i0jW{StS$tiLi#!XHc zp*~LKDcINP;s=bIoPLG+JB4Gd0ZuWYfldjbK~9OG!A{AbAx>$ap-yR`VNRK#;ZB*M z5l$JPkxn_FQBL`x(N3?}-Z4&PNsV=?1dVfw0DbPXnG;~VQw?Z>(?MvW(?)2LQ&ZZQ z>{JVy;?x29;=h#m|Ig~+M{yZ91t`@00>6sSxXI~fXu4Ch1dN-U-rjh7rc(@3vz)H8 z)@-K?q~P>2;(>IA3H#xn4Ry)mx);N93T5Fy1(BZlO zy+3IbJp(2q`&p{q_)pleQ}pq~Qt{w?6$*}H^O^!k5OA=gz8 z&Q9t^fI|M`fA6($I~C(5r^cxnH#tRwZad9S$+*d>G;}9G@1K?LI&4aZzj!JFYyIkU zi{|fo!7&uP=cz^%yzf+m4u5kh20d^p4*edWP{(za)8-FP)gtxKsW z=`tJj)afbo%xNSAp9d(^aTR5IUwCRNsXv|mVXc==Z|`gVm(yJ6mD7C+{_XVkzUKcp z^@CnJeGI*E+69Fv`u3|>p`JwF(neUPy`;i99U~RqsT!#WPWz#VPDh|fPDi200eb(s z@$RV?nYYm>o;ph^s?#|rT7W{G8!dQ~itedPq+&R2U^ikql^_+%=_(XEK%wp-kt+@3 zCa0cI9H&Z9-2bli?xqyG=`fzBa+8YhR18YsR5~5wCZ}3ZBBwSKOzhMZ`p~Htl*DNU zl+>vgg-i0$yq48NRWK*gP6W@Y&G-?c(6FBrUv z<0|Q?lob5fQ^)DBl&5NuD(w`RHp)1~AywAtSQf@#PO(S@IVFP1J3XLa1*goUDms;* z`ASaFp~?Yz|Kjj&d)Kp3!Jdjus)|z(ZB%ut2vu{6N5M~=s*Prv zznt1YO`Rq}&76K@t>#X-NVRZUNUEh%HK>(Sd+0N#4p3{Skx-iey?^-%xl&|sG4`;n zr>c@_=d=iF?^K9G?%=e8R7a;>P^SQe>hJ<5c4to=Ce_7L**UJRo@z&`o2QC$9(H%i zL%|+SyXdf|uhp5gdO6*MdOM9_5BoTEB-PjHA=K}`6mrG4;8Rfl0EN0jXvEyiznos> zV*cecgVZ3W51_#TdjG6^*T!qw7~-i8IhlVsg`?mwr~agdI}LzFI2EAaNT)*3D5r50 z9PP9U8soGE8tb$H8t2pv`rK(cG~OwQ<|hOw)XsO|jGE}FBNUwEl!Ahjovx6Y;&c!C z!f7lt)#*Mo&1niW-RTiDBS4`J`93GxOs6i;EH5~pL!Rxlm9^$LU5DoWmqM;96FiQB z^8ys=@{8Z(VgBVb16tq(cd^z&r&g@>r5C)Fm-&~|1J+vXlq4VXFQ?9=mO5Qvtz}N9 zq2*3pDY(LEDzq{{?_a*&ZErCSd6lPLves&+r4(G_1?RH8Ydy7z)H?W5o(r<3f)W~W4~wZ-Wi1-Cj~qu@7A!4%x))C$_}G?KM; zINgADI^BVGIo*T4b-GIPy8{$zd&_c0?eWxH3hs4!2JLft4()e(0UdDq4LayF5IW@a z7j)PuCWm~)=?$r)PGLwLbBYKZ4^XH*e9bBPol|bM_kSx zIzT@-?WBz#otBZh>a?HKHK&WvPXT)WuJ`Ui*}|iI-BYz$>xNTZ=%&+V=$6xWv~fE? zq1xz98$WyMFa_^8RfB$Uy3Ja@I( z?n5t~{(=5-icE*EoL)hHJ4J&2aY_Tdc8XG%`B#A6zf`{4s9!h_!xVcv{|dE-Nl1lt zDg}jeDoh*U0~Bhlo;+R=JXMy05uMUgFp^USD6&&VD2h{ND5_HyD4J7tD7sS)D27uc zjw_~9K2ouq3P7;~6lxET@pygUsfer#0Jl70;;%6yNC@UP#ULp>_*xEg*rF3b8e*bRC5ZZcWMh|aB2r-3{a>&T+SY5@>C~MnVo*)w8;{n zP}kloUWEDAf7c4RR8??T{uPkTQ{_ly|LY;bpi)jX)o@w> z)pS}4)pA+^)ecaoLoUrB*Kw)>)%AikDEO(h3c>j zZ8UVM4K?z$=J3>O>@zPtG1vSQ4?oIZv+I&FhGIW2%X zJJp4{I4y#@2I&3!^1BWXb6nj#m7i31rvgw9r$SIqU#lW(_3~6~;wqc&?MQXTH zcW8uDPiSO-LLKsO4tbQPmXaFnGz1#s1xHbEtkWcDoEIEJ!OxwhL*t#sf5iOD*BZlG z6P+eNle}OV)|%`z2b$sqmr(EvPt7GYH9+rQd*40EM|ka>=BcryraLWxW&|kIL%D@E zW;*SGW_iJ;6rAn!6*R|b7Btss6ErVCp*q}08}mK2ozwzP9VE5TQ@crh=@bMla%uuC zcA5+=aoP$k{V#=F)GfFsv@Ad&5AMGg0WDda`Ipnj&E*t zptVlbp>K{H z3aqu?Q`I@-15UFjc+hD!bjWEAbT~kv4!H_#9P!i;Qb(N@LC2gbLC2kzLf<*nhE4=1 zRENdr@TAjf=#&>+Pr=ik+Cb`zr`C`<>(mZ9=d>L<@3a&8K0u+4s|0Oa@YDcO7o843 zmz*X+mje{??Ed#Unng=8|8n{a`oU=$^rKUlkC}ftr6qOEDLwR)Q*G$FQ#R;^Q!LuJ z8KC#?Deo>FTAAIr<*D2hyzP_+`q`-fbjPU>^ovt!I{ekC0jaxApF;PX(n0r~#z4P0 zWrQ9$)q;L^sssJuv=DmeG#Gm16qVh0?9`Cd6Q?fF(*T8fl$Y};Kl4-*QqP^5Lob|K zL4P`Bg^2muQ9czwa+712}mNkwuR07Z7n2Ssrj2t{=o1VwY|4@GyH0mX0{0mXDm#W^3# zX*8+WP7|RIoW?_0;j1^LZ@ITk<%O~vC{(RL#L`x z5~pQQQm5rmGN)Bga;MLs6afmghb7p*2fR>+w+L_Ecd~d7O$ud7VCj@;McU@;jA)3OJR43ObdA3OSX73OfZs zMV#V5MV%@@#hiknj{+2Gdo#1W#XVJvR0&UIAyv{-pOX66sS#AlsWDXA*UHaYWjs}q zR9UA8P&qHShJrz!>OiWzQ!J>0QzxjRQx~X`Q&*_6Qx7OOK%pM5>@;7+Q+-KQb?OII z^MY$B_=%?mlB({h>ZEFTDh#QbPVJytP9vb&P9vc@PNku`PNShuomxQkocciZoiafU zoCZJ*0~G4&(W%NX|8hzRHFnxxn)#R0A*iX-VW^qYX{fo=cTkG}y??KKckS~xydk!9 zip(Lm@`9%*_?gogsI}8MsEyP2P+O-9P&=pdPI4LY3Tl!bzGow7mm zoU%jno$j#K0;gQ07CLl9q-REUDhoC-tBor*#$ zoZ>($opL~{oQgxMo#I1loIZxuI+cdjIhBFdJKbfYz6wyNn@cn+%lyl!5%jfFb7-T} zMre~$4`{Q~JZOtk8)&OjN9Y@;uFy88?$CCpUeFGwZ=sz|BcNSQBcX4dMnSusMnij? z#z1?W#zFg>zJ~TYO@IzKO@t0Q^@k1x=>13HLSX{Gf}e4+9rn~zQb(L-Lr0w!LC2hy zK*s|Vs*Sz0@tvnukvict06OUf4^Z%wr`D1>?KBrU<1`pL>$C+r=d=wv?{o(GK0u*% zBM&bQ7d*9))J3Pg&?TpR&}FA7&=sd6&<{>Wp&y-2Kv$hsL)V>qM)Xz>EpgT_2pLCn9L#z1$SMnU(S zMnLzShC{zO4TByy4S{}l8U+2}G!S~|GyrL4r~1%8PW7PIPBo!7PSv3>#ox}qLY<=3ps-F=p>R%B zpzuzWpa@PCp@>cuph!+ZP-LgFP!y-qP*kUaP&B7JP;{s4PzesxWP~K4n~RVp^{Fe zpi)lRq0&x2LuH&khRQlEg~~Z?hsryRg(^4=fGRpY1yyo7232nWPMM*0PVJ%gP6MG1PGg{sPQ{^4P7|TdP7gv|oJK)i z1B$!;FJXR27x_2w>GTv?PUoTSPHUhZPCKBUPHUlFPMe_KPFtZnoc2O}oOVHdoqmD( zIi<=#k>!*H8sPK|0}gch5*p-`n*j$q<%fni{ltJnoi;+loHj$loo-=UBbXuJ9L**dFXDZ@7dNpAw>?_8#hB6l7%A6=|1RQrzX&SPNSjwoyJ2CI6VN3 zahd{+b(#o07*e+DFUI(|oRL>$_gg5koGxdl$a1;@jdwZ&O>i2|wkA4Ng(f+*gdTS4 z0Zn#l08Mdf3Qcty22BeovVY>^A{T&9{3sVimQ%jm6j@FSNzHKj1e)oTiUDUioh3Ef z=~hyYIxQphnA6M9<4(yL@QIKLMh~09k;5i6H)?p&>2Bz$kRt!*8+Xs>R+u6yq}a8h zqt`6oSd1deX$|zWQy=IVrw!1vPCrA>g%rCiar9E$V@gtFIcK1BFiZyG~ek{ z27J-!612c6H3KdTDRzn0$Tb%eyO*WNa_S1b?34~#{Jwb#iMV8Z-&}&Y!pyf_`pcPI#p_L)UuBH~bL`UKruEYAe(?Dny#J@LJ z^H*>qH`i+p+@Kf*6YlHtCAD3j*t-LqCi3zQP-g0^tdfRCWw9aWgv_7QRy2r>e z*Tf}RDW9CiK^vT2h2C{~58CLo7TV;r9@^}*0NUcT0eUZ_*s9&gD#yga+!Jx@&8a9Y zC-r_vu_cj_H8Y8GNNsbP1byK2IP_siv9&jm6IByGgSI<;1%2f7HT1DlaIeQtLW-RW z8#$3Ku^XSjJDgfUJDn;+yPT>+pE}iqK67dd?RM%8eeTo~`ogIa^kqn~QwAeVdE!&h z9;X+eubdV@Upq~JzHxdE+UqnE+UK+o`qpV4wBKnmbinCF=sTxJp@UA3LEncIJINr@ z3?+U89dgp~ z0rYD~u~IEc|3bexU4(vjO3Am*Kb%rQC!8`uC!Nwlr<~G2r=2oGe})u0HlmMfKa)S> zsjQ^VI%R>*IsM0g=bbW;`YWX9FP@_fN@98FZ>I{-KTcJk3r-cGi%yN8f1Mgbmz)|x zmqUsj8_{zD(n0?@rH8KgfK8yQPIaMcAth;;MnlOO245ODFOe@ah~(1ZpFx-nMtH?9foD3DwR&>y)xNPXnekM_u=Gv$%XU35n- z?WvAj`qLb_JV0^eGKk*DknQgV5bM#*I)g_6s9`Xrb4sgqnjq)l@9 zm@>)bBwdor4yq)Vois@$>j(I zlFM=WBbQ~=M=rn89=ZHRdF1i|-I2>Fs-r-nA0e^UByml0s-v4iagh(NgpM>v9%@La zol`v2-l+xD!Koe8(P;$KDWKSAYHWgcQXF}xJ)tg69iXmGouF<`U7_wyy`UaW1EHQy z{h?k?1EAhcGoU-1;-EfGL!rJ-!=QdncS8N0MnVIe9)Jcq-3<+Lx(6EUGzl8wbRRU- z>3(RK(->&D(}U0mr*Y7o0VO>QH_#h-Xdmk3O>}x0n&h+y zdf2HYG}-BSXo}MkXsT0hXqr<3G~H=1^oY}JXok}&Xr|LLXqM9(&}^r*(4$T(pvRn6 zLXSIbf}U_{0zK*U2=tWGJZO&7HfXNXWaw$9F3>YhZ$r-p6#Y26aRNiCl+;E}xuAJY zM>#X+d8gp)rWc&DFyMTri=Kw9cs}wBG3t4x4wJ{)9F-m1V$pozg)Y zoeD#noJvERohm|GoJvCPIhBI8I+cOmcWMW13n=M}XaO&W4?I68HNamopO z@*HK>NEm67Ee&_i*?x`N6esLND z{pu8)?)#h59nkMi4?ur7-3gs=8V;RwngE@0nhc$Gnh*WyG#WbNGypp5bT4$y=|1SZ z(of(rogZi=kyem-f0e$!Rcuz zqti1`CZ}hi%ucUCS)5*kvN}BqWpi2yWp{cNy2WW1l*4Hil+&pzl*?%el-p@Nl*j1} zD6i8RD4)|>D8JJ@sDRU(P(i1+ph8a1L$^8w>nUz?+71G8fr*EOgPKTi;PDh}oPHA~u&76KD)!gYjDEJLl>@)Yq z3I7M77EXttmQJadMk}YQq!OHtL9Lz6Ly1nup*BwEpteq@p>|G}q4rL{K^>g_f;u|= z33YP1g&oz|=?tkZPX9n%osuzNH>ccCcc*_Du!qxsP*0}|P%o!zP;aLcOydrx3{W4Z zbWmTXmoX}vWT+k4wJkU_5?d-#0PWea;4=HD|@V^@i zPyU5QIK`)>{c^fMYNXR8Xp~cW2E5BDHFURA8t5LUjL>MOTcCTLGC}t_HG}SV`j5x; zfKwJyW1MP2W1VtA4?1Os9&#!OjdN-ajd#icO>oK$O>|0tCOH*_9(KANn(R~nn&NaT zG}Y-gXqrH;ly z>ISWF8Vap+>IJ>-G#pyxGzePl)E#=msSmWqX)v_bsUP&F(*Wo#r@NuIokl|ILdu&g z{4YMP;PoF8Z%s%4ubhrV{|34P-<0NU%+9opyA9{Sd)2ejX5AauZK z2=txPFzBGuaOiud!O$V65zr4IMczr`;|eDW|4SUoRSSM}stX-NFa<=5#-ltWoeQxFj#w2cYCmy`dCN4?-!O21BWw#z3i^CO~PN9){97 z-3g_0nhK?Nx);jeG#Se1G!e?=^f;8+X&jWrX$F+lX*!h6sV9`(X&Q8k(`+b*(@ZF* z(-bI|)1y#sr&&;*kP0UY|GRO`jRG0yznp@L|KxKj3gvgI1Ql><1Qm2D1Ql{B0p03U z6S~c*2vpdqBviyH4l3$25Gv+W6)Nsj3o7B%8Y<~j8Y<<~9xClr4l3i+04nP=6e{Ob z8!GQq8LHq^1FGm$AFAY3531}`2dd)K7^> zEL7Vm5vt?#AXL|>4OGu50jlrR4{G4l6Kd$x7K(Ff3N>=N2Wsrp0czrOH`LUr2h_}| z57gXgFcj}J9BSdz32Nyy3TowaFO=Z)5Y#%PqS3eI;@5vjtdf!b%c&~V#wkD4)~O)W z&Z#)m-l+`K!Kob7(J2n<Jb3)2Tbu%c(uo z+o=L{hf`yyk5enCuTwv$pHoAqzf%)vfKxMQpi@_9kW)M~*r^RP#Hk)M)TuT!%&9pv z+^Hut!l^fOr&C*Kq|+VHD5s9lT~4i`yPXoDdz`vJqn$cI_c{%L?sMu7-S5-~dcdhK zG$y3T`%ipa$;cZ~mQ3_tPF0}?ozg=OIhBCMITeA%JLQ2UIAw(%2}de$icdd{gSG|#Cm^t@Ah=mn>EXueYu z=tZYi&;qB{&_btn&`VBjpqHIGK#M|(ypzPom5#ind$`5_)lnMI8DFd{_sQ|RoDF?L6 zDHrsqQ$FZ3r@YYakRoqQv5Rab&W1jBdK&t|X$kbD(_Cne)8o)rPR~PMJG}{g<1`Q2 z>+}k=&uJy}tJ^t00&&{3!D&@rdw&~c~tpQQ9klP z--heSo^)yiopR~{op$O4{pr*kI^)z8I_uO8I_K0EI`7m0`pc<5^taPs=pUy+(1nm9 zyDmPiVq_m4gf2QAf&O(m4PA0N09|(a1^UnF40OfmZ|JI1N-m*$&FKQEWQ~LVE6GF7 zO)9xlCMbo|Wd=;?l$=y5r)#8AJEbO-#_1xdv`!gGrE|&#rFY5>WpK&`WpqjbWpcU& z%IuT{%Hos<%IcI8$`(@O$c&Gx963ZsK-rx}Lbo{ef^sZ3gve?3>9$t6)Na-5-Q|$7P{5xD0G|CX{fN%8K{WU5vZus zWvH0bpHOk9zo8ON7on0)e?g_3EB0jlrx9@HSD$eiQjsz)ZDhl|EGbjkjUva^pYUK zZ=_nfh1lSolBYTHZ zV&KiAMWr>RR49=hc_YKsF9+W|TI3Y#1Qu5fapALJ=*`=SW)dl+T-wk_`Di(*qryz= zkw!;rNE_uDZlp8Pg}d*Ja>+{-6>cZ8Q(`N^61cqY-Jv9zK?91YP-4eUbZ!asP&aQU za#~sf?~eDn@Fn=ZK%#Fqu~XR+DpEp)+ldT+Lx$2p-8@?1$g|B=TE>K#*sP02qz(;K zD6uo;qB4d8%H@9gr%;lNR*(8Al)~33b}CfDWZEYeE?Ygpx5GuSCwgWQ)l(?3=cj1o z@${j2@(dTJo*c^m)^G`2%z4VqqeXtLp3s}x$um#UI=RfHbP6Q0b9l`~egT%iIGV%*0-eQRzhC6iQ@}*zea87ST5aa$^S33~O{A4Kx4y zRU%tf`q-P2x z`W+&cSwqd_@&+waDA7k6%dDbg3MKkTW3rNt$z=r=kW}m-k-TlpyhFyM#K)I#K)d6aDU>@dd>i>T zlq9nrM787Fd6s6!N1INu{JpW+{CAwVdz_l};$J zZ;MgcNu%SLmnn2Svzo6(B!y$N|EET zn;yr7?@%XP_%?Dfl*nXnd}BUFiR1Ds9gfQ>Djb*JXmCP_J#$4P&*|qBIG#B|f8+8C z^^MDM+8dV>ls7IX>26&9q`CqrqgbymeY4oZKpq=I!?br zb)9~L>V=f#M1U&%#-P4aQK*4aC8(j(8MYPYRDx6^r}9u^r!r6zr*cr!kdhSUGoWTp z)1l^0W1)DbnNSO-*-%TT2cT9?v!Dd0d!W`KRgQiEh}P`E#i|pXE0Oy zNfYE0T;#r;Q*cfC_D;>A4o<<<ujjZdNA zZa{rQO7e=#%hTA;sUXzfDHk-r=@w|9QvqmDNJ(BmU7^8F-Jl^(cR)j(IzYpmIzq#p z`a&a|20(W@b%I7Zb%sVc^@HvTDap(3P3Uf?_0T;|YoO6iA3^szy$9Xrv;n%`X)W}C z(_7FOrw^d9PM<&zI_-iUa(W*c=d=YHA5xO{r{GpA6PyY_6GMvr3O{z=`S2C!C&uo^*Nyddlf>XpYljXs**-=xL|tpl6(xLeDzA0zK!n1e)hGA9~(t74(AB zJZQetTIfZm&Cmj;<h0se*E1;L1-hvi6y#XzDS_i%2v>tlZX%n=>>2+wS(>u^I zr?;WkoZf_%J8gkhIK2n03@KVo#!hdlo{G-N=@O|`P8XonPAM7i4X5PL8mIKoTBj7y zn@**mx191rZ#$)i);VQ_);kr1-f_wdZE(r~z3Y?*+US%I+T@f4+U#^2w8bem^qx~q zXsc6U=zXUW&^D)Z&<9RMpbwpDLED{fhdy#D4SnpC7y87hD73?=B(&413bf0qJoKqk z4d^qca?oz4O3>#{)u1n&szP5n)rR(jR6Y7Hw&+QRTcEF;f*VMD?X(yA#woZl#$Ko3 zCLH^mK7_t?+6wJ=dK)_66x#hrW0E5<2AcEA)fYx6qGH-#~|*jzT{< z{Rka#`WpJ#DY(VOQKv)DF{k~|ai?FPU!0CXzdC&n{pNHW`aPt`kr^LX}gYAAOxzkuE zh0_EmrPE|6mD4mRwbM)}jngbBt<$qmI;RCtdZ+172B$etMyL5uCZ{K%%uchREKV;& zS)E>lvN=5mWp|nf-Qx5Ll*4Hel+$S;l*?%;l-uc5D38-(D6i8pD4)}7Q2vl2?~w6v zH6w48!ChDiIOTu}It4ezDCCp{y45KwbemIf&y2!O!R=3qIF*2kI@N%RIhBTrI~9jY zI2C|OI>kYyoGL@5oq`*FlyNErm30bk&{EDRxZy{6r(2;4PGzBrPDPr=Cztr|wWIryfv( zQ+uej(;ZNvQ(vf!Q*WqkNRfBr__$h;x8-!4qT0^sA5!g|{(?F<1$WKq==3+KPEO~b z&Q2K^u#3}0QeB;b8|rj(3hqhM-6^ItBOV801tM8tjw}8sZe(P-m!9aI>XhPQfi?hC8K# zMmQCN?sN)n`7_cfxXaNfr<~ATPQguy?sf|926T^8a5tdQPQiVB?sX~)-RBhC^5=f1 z>d*sD!OfP&IMsm0It4chdeAAjL(fA_!7XIQIn{y2JJp3IgcNy0i`CAF!EHh&It8~0 zndDRqdf2H5G}$S*{mB%k;6^4>or3$ROmiv(O?N5)J>rxfn&FfWn(34mn&p%Sn(dSu zdekWw^q5ml=y9j)&=XGCpeLO&Lr*zng6247gyuS>gPwLu3q9kM271;hHT0ZQDrlZl zO6Yl~6wnJ!$)Wj9*LbD8=yU~I;B*;U=yVBs$>}2WveN}1{Z^%beLPU$(=-gG)o>Mf^J(AyBF1Fhq);8FtX`TP3ny?6Mj_vj75|CZB&Cb4+# zUChrh+K4ddCjPp9j?rd*>OFc3f7(*O4irz&jj^I@=n`0fwbi8`wUY}=ySKSCqjYlV zN$2D;kjlwr3XPLXe+nm;q4Z5IER5RW@(^v4%XrErm&fUvT!v6Jxv)5Fw+oA$K6iPM zp2_7gY9<$!Lho^Tf|AK)EFF^zi?+UTnMK3o!t&{TF4O6kT<)b_a=DXs$z?RetVOdrhm(vtR zE-YP3=W>y{NF^~Plgpr#@DFW~%YT$bDv4N2<39h0_AqP1a-8K%_&%tQ`l(>RK#g3RMhD`sF>3>sJPQ+sD#r;P)Vm9P${Pm zq0&wVp)yW6I19O~Q?LrDoKvt`r@T`p2CU%pDXEH1pFx$JK8Gqh{RvfZ3RWRib-Dmm zbNU*p?zA1c-Dy8m!)ZNK)9FX3meT>Kwo|Yes*ckMsIF76)~ue>X{f$au%N7gQ?Qb& zq0>K5oYQ|$Bd1^)T4SeRC07%tEF5f2oq~l|&77`6&7Cen@lIEu7EZ~SMoXu&q*^&$ zf)bqmg<3mZgA$!mGL1G)*`c;hX`yybxuNz>sh|!{S)q7h~%KPG3XgosK~hoX$cMo%TbMoDM(_JG~1{cKQaI;`9?V)#-a^n$sa@x>K;| z^%19i&F_6netx6!fIiFVIs?|3Y(|PD68@ z&O=X!6uWX!1HI_< zF0{ZYSm(3QDOl(8lGFRp%TB?XqD4+0LyMh))m*PQZG>KR+6gUj`U+a=v<+J3v;%t0 zX)m(rGuT*PXtERylnKt#C+Hog)6fQ|W6--!$Dxf*N1;tlr=ZPF!6KzCPQQ?P&*>_()#*>@eWyR5 zZB8ek51g(+A36oA@3uQ-<#B!FbcWQ&PX9rlIGuxbI0Xyyb~>ekb~#;Pz)zim^?{!` z1#9+pI|XaoK6gq3ec===5Bt(7SOmDoDOi~Il~b@V?`x-E>EJg`!Mex2PQj|eeIfnt zl@=3!hrV^%1?_hVRy`eX`V{)k>2v6yQ?T6Vd#97oA*W=Vy#9mJf24kN3YHrkb_y0> z{p55CI^uL1`q}9ObkylQbj;}o=(y8A&@WDxp%4wE}ozg*p-;#3UE z>J%)$%;wabRCcE`q;7GFCzZqLFH$+3@{`KtbQ_f0sXmm)sS=boq}ZiXBNxF;9LSkf z`J952^7A_dt7r;11xsZLIt6Qr3ONO9RBm;e0o@i->_rrvd^sLhVNV5%d5Sm%i(ZO4 z1xreb`L?RCt>T^Q50#wQ=Tr1_&m{b|3mQY!z0Z=)o4p4cgj!*@sU};lD zr_N9%r@NraPTim?PQj9rs!oYeHK%@1b*Dkl?M}m?8ct)OnojpXwVdvTYC8pM_Ubs@ z3)OWBR_xSsdJwAb^bpj*DOhjT&?#6t80Yjb)X1qR)Yxej)Wm5D)YK_h1J=xG9Ms(D zQ7GOiSlZOW>2au~(-TlDr~Xia(_E;v(^F8Q(;TQxNU^IG7ml2k@Dk^zwsm?QYUlJE z)ZS?x)WPXRsH4-@P$#E_P-mybP#32aP*8SC^msRx~c^%V~}{R@qA3KqSLcM4XUOmO;-0Vg^oBQ?qC7g7(0 z6#L#AeHRUuH&6CduvBJ>)BVs?r(g-tG^ec4bf+xPBOyg57P~ThVxjc(Urza;nN9_u zSx(uY*-qJ^N1cj8k2w{F9(Sq%J>e7&J?S(UddjH?G{-3yG}oyF^t98h&@)c=LC-ps zf}V3K3C(j#3q9}D5PHF>B{biuHuR!X9cY15J!qj*3+N@M2GGk+ji5zNeW1lojiFbZ znn15QwSks64TF|Cb%mBWwT51Ex&vD7)CpSQQ~_G))DC*xsXesHsWPQxE7(r{2(8PL-gyorXZ`oD!k+P6MEKoCZQ0oQ6a1I^79vbh;nf*D! z=@n>)(;8@}(<*3}(>CZ+r<@t-znr#{+U@ia^tsax=nJPq(3ei1LwlUQfWC7268hTd zE9e`iJUryRP6tTsbNU|o)+sv!?sxi;)B&e0(05KhLkFE!Lf<=m3LSEK9s0rP59r5` zV&9{p$NX%L`NN(%Md~M~)6fy8)aRUr*ga>XK6q=(1Bm=s%}I&=se=&{d~=&^4$0P_TeG z_K%v_n(4$PJj=PF10tPF0{> zPIaN&A;rGHM4yypJe7Go)rM4Fr{PdOr+QF+r}|I1E*MX2DNrt10_1GhuS#3 z1GRPf7Ha1-7i#ac8S3El9@NokFVxBDFx1)U7}UinQx^I!r_-dmIXw$?ciIK@a5@k5 zbh-rfa!SSwdxsSJMijZxUSeww>^nS_np7XBO>C>L({`wz(=w>P(<*3yQx>K%&?yfz z$mur*9PG3R8shW{G}NgK+ZyJS0~+p>6B^-E47$^)6g1LlIWrvPv;n%y>0Rh_aNLtxuT7R8O@aHO;9dG~EZh z#(NTeZ&~m2^&y)-Cj3o*GB$ZBKP&TkD*9LhGHnL+?2ChBky0`v{2c!|_bxU8g&tjZO*B zCf`g~y zrw5@OAtiafrn2XEdMb|8E~iG&r%qF#&z$anb~{ajK6jc9eGyWU$=7D`UwUdbsXb2P zps$>ULSH+LfWC2B1nqTt0ovy@ANn?=B#&zvk88iD7Lz*Q^aS*s54fHI4|-}jsqdXS zK!==GKtK4lIJ0tilpQ+ZQ~^2}QtXI|+;KT^Fnj)#r!tT_?UV`nGo;uDVsyX; z?2R*?%0udGNJ*x#kZGKAY7U+E0rNB9Urq&~ze7qg!#d3HAE$ev3n3+$;R2>{(YIBS zZT;(18oK0E54s#uk{Le3H2(8cQ&Lx)DnnPDszKMBZikY!2!4;9V>68`9<2yC-%BeO~+9?}U#%Tal)@dA6&Z!Ml-l;KE!RcYBqSIuklG7BZvQs&z zic?Ogs?$uUn$u%Yb*IOn+e3_vhPCrA9oQ^<^osL0GoW6ycI{gYYb9xtQ z?({npA5!eYH~OSB<4I}ZsUJwSbovBp<@6Vn;Pf`s+9?@FRH9P~sEt!fsBK6|9#>Bu zS36H-BGulhIMl&u6O-@gl!sI&r<0^QJLMzQC8Q*ik7M#(JynWSH>c82cOP&d1NLxw z6zb^%{>kKfIaOm@y?ww*40wm9E-+vpr=w6`r-M*Gr-n?UztetF1Du+X8t4=c4RWdl z4R*=}4RLA<4Ry*24Rfjs4R`7Ujc`f}-Rbl(dt+oskr#e^T$RZC{3pEWjdDtphyLs4 z0i&to40yMv)-vEdPVX?_Xs30g?sZxZ-RHEO0q=L(K zl6uf-6ZDYNQD~fR>oc}B-ctuiO>jC0O?27{O>)Y{j(XVX3sRGv_Cr&gjzLqMjzH6# z{(`1EU4b5PdY8%1a9Rh=bh^rbvz*RDvz^j1;G-cWIX3q2d_Cr=jHDiS$_zc>lofi? zDF^hFQ(kC}Qz2+>NJ%FD4U>P`Q#;uk&o~ufz-OI`LeDv6faZmiWE$Cdk9yvz2=syv zxS1KwcPhuWUUVuCEpVy=Eet8i3@b5>mz>%|FZ+Ns7;ur(_e_4VQyo&TgcN!IiI1xq zd0Re}m;TEsOFsH9Xi(|cyZDVE)rXclwS-nUwT4zY{lg=B-KjRI zRZc&UTJ3Zgdc)}_XpPhF&|0TdOyfzpn_>z$G@jdz^VLmQlO zK<_%`g*G}Bgf@i~`+^WX64P;zZuV3mQd^v=vp3#zDokptZ)**&mG?cBnbbC?>d*&1 z;AIB<&{IQ6ZFi~(edGfkXTXm=)t1yJPFRX!yujl+* zxrmRe7WwEXQh)}`DGzkmsUY-|)4GB*U?IgGa&%iKnc>f#TET!vJ$0VcF;7h;b=)a6 z^ovtk=vSvJyc~XWx(fa7l%4_qaLNdsaLNvybSe&=aw-Fz4k^j*y^m-4Pfyh#b;eV9 zNS*c6WS+`%PVE@*yiU33};{Tot}9o376e92R} zNnLh&9Qw~G4RponY3OQ5v3Hy3%i%1qQ7R)dFof*QVM&j z2al_WQ!A*b5BMz8DCVh?OryBdIjDrwZM=v|I%S7SIhBD*J1t~eWt?U~WkZU*PUGWl zkGumcDog|Bv<@oov=6G_G!d%kv;eB)bPB5Mv;wN)^bAzh=_9C`(*sa-r&UF0z?{aB zs^Ro8shT0hj^60*J#13!>N(AU>id9A7_foU z`y4h6eZZv*80V?N9HNap^&vZ|vC~)vY~qx;C=Hm?Tcnyf?SPs)t%u^BHb5<$c0nzj zK7?91JqaZ^eF3$0`VvYEDfVd|JpfYh-KLGFz9rSx=^)h3sSLZfz0*-r9h{Cq9i5It zot%D$I){|xz^=ey)5TKh9Ybz%k#$sVdXx8B&rxpOZb` z%eVCokE^$*;z`}%sq{RqK2DD@U|*+&P`{h0M&!->d8mI#k)tI(E=u!@(SSMK3Jr9+ z7aHU=1R5Mt>@y|0tqDwHh^Ou(H8iBy0T4}n&b!SpPvsyr+$k3{!YLHv*#8UT%T z8U#J)^di%E$Y}#K&Z!gwj(2JXO>nvon&>nEn&dPQdf4e5yV?MA65!mN%kjJoPcDXPxFk&pAB_ z&2!4Y<9a@%*gJM~8VlL;FL>%{2AuEoC-kDzbZCLoi_k)+z0B|>r+=ZBo!(@?MNV%) zi=8$@uQ+`Gz3TK2(^%rPkJM79gV3^&lI;1%c`d)@spF)UJN?2mRyaLEYNgW_=yj(P z&?=`>&}ygC&>JBod0ZnoqSkooPbRT{<==nJQg(3eglpgm5bps$=d zL0^XyI}W3hFT!#7ji-*6q5tyKG~U_vdFo-d^{vx#Xus16=s-wGcJB-ho9{x3y&R&G ze}^y92YtY|8Ss0jde9-K_0SI?MK%#X=}hG1@Ira|FQ-?b!%nY5KRIoJjyO#zNB`w? zgw#=|he#cB`i<0ar@Kh~;xrQa)#)Mw{^m58)bCDxpg)|lSD^oLN+fmCsWo)UsReY} zsV4NNQw`{hQ(b0w)~O1qb50eY^G>Cpznn@ye>-(z8vi)mM(Tpot98YChr$+4FbUxtY4457oG<|di{^~z8 zMVZN?GxAgK(V6(uPT%^B-yLPfq$NzG;K&kE?2|Y05E2*h$(z+_Ka?$`*au2vpCmTt zqanLfPv{n>+E9*=qEA-z2~8Zwlaj^&VY_ze|Tt+O7Q5d-QGm$@0eQ|HVFU5|U9oA^oP0F2Y~epXH)q zpcsFazL97c`GiW?M12H_bf7(Q8AEyGvV`u)Wf#?v%bPSuF0(0)Tqe;QxlE-ta(R~4 zNF}jRa#|y$gyWP(E{o}mT%Msaa%oFrdUs8IgKUN+-VvV@ANX%!f6TA(rG@^Xyw!$N^p7_YVEX_ zZ6!KA1GRBF1+{gW%(mJ&T_Dxo=@O|90Y#1#KCz-lO;rxHj-Hy&fSsIj@ho?C$_;f1 zD7uOGxOCSymRKPjMbXWvDAi(y-8@x|RClM~zEM4VzFi-O;O~Ok!|&MDwu|% z$Y~D)_Hnw60sA`bB-PI;xJg-mr!PniaQYG&=(HCa~sbi;&cug>U4<74|B@I zJ{;~;02<-cjD2{gQ$tcCovM-=70``$%ILv%m1E;BPX+fCz1!&s5BZ*uBICrzWs4lx zzhs~&a;lY{qR1(@NdA3J$DsS2HfE$Ka$3o@#yABxuNmvqg#jOQs!!@6r{Kc%-mr(?+LMcXD1HgvV<=3Ep)2NfG;^+$xKn?G=~8fIpt-*#ZLb+;44lgNWJQ`l5H(Q@csM=2VesEO#0Ot?+G4Wm_vfl}PG!r{2&ir~jDYYNz0eyKguJ z7hGNAl$kxh)@d%=debSmV*Fc9!Ntkn4k^i=AI8gJou{%h!}U(>p?91%v#kwIJD_)+ zf@|k)bgBz&3Mt9tpW~_A?5VwMYm3u9=sl-yY-_92cck8TIs|QV3a&BxK}bm^-<-*R z=(Lk3WxEfUkpVw)$^?Dv)Rf2diBm38J3@-Q7~|veMqZVpxa`bMr+&~br{I!$pE}is zK64t&Ww>@b1s5~?+^G+#FP!>AUpfVsY2D*ghHZW2G@8`cPGw1b<1~xZUZ>g6zK~)c zH_<)6h9l}*PX(7U+wXJ_10HY+E=>BJ({|{f(?`(vPQleI4>|27^@G!g(2q{R#S9NS zwSayKDanrN%Yl8wQr+1)ZP7_#qcigErsb8E1Lccma z%7DK)1y_6c-RTqq{^2wWI^lE=bkb=objoQl(>U$)A@rxyRt7xdv+|{I(~_KAZ?8cM4XOr*N7 zF0*@Um?YojYZa~B|hAe{>y12G{otp7W7|En^9&r0xzWww5n)0#jmK0{xfM<~HKofaq3e>vq~TlYInV892Q zo+LHK={{&|NJ-Aeif>2%<@7>F`Y)$%+tPnIWn;kcPWu^ff>UWy6GMug>lRxCen)5e zFQ@L%!%ls=(|v%%-Sl5hIiM#)iq0^0 z+Tz4f^j{DsuFc`E>*t@%<)_}GpXN_F|17aEZS^zQjgvQ`jdtQuPTqLdDF>17S9DX^!BBUh0 zoL`)c8p~-v^t#i>&?=`s&}yd>&>K#Bpfyg1p|v5!elrvO1?)*KS^TEcS?DdNTsf(+ zoEDK<=ah!jdZ$9rJ5GlgaD&t5(7R5#8E~UhQD~D>erU7PIkvUM=@j&y(@)S=r|fL& zeWzQYZ6U>epHukyOE+;b*L3^9sX6qa(+p_4(?sYar>)S(PTxYGIL(B1IK2YxbUFa- za+(W$>a-sE%xM?2+i5fOxzp#+7f!!HUpk$E_Bg!Ar5 z8=-HV_CouezJm@p?SsB^IszRGDRR)>_}%Q70@PSeUqOeQK8JpA+7JEcG#5JT^eXg| z(=Ok0l zPB>kFPCA`}PC0FdPCJ!khJQL0g3dTKgU&i#WLxK)u0ZFV8ZzKtPNkv0or*#KIF*7f zI8}izI{n2A|8=?wU2>|*fR~->LjO56fvz|;hORo*gswToLCIPNUpSK-*bSiMAtm`W zd&gqbSWYR6Q)4;Rgi<-xfl@miWLs&R&O&LO$}?a(rwmYfr%Mc&!6^l)j809VOisrb zFtgJ@Qdyj;Kv|t8LD`&2K-rzpHKf^s|MhVnR7gz`FdhVnV( zgYrAgf(kfwg$gU4Cl&uUkmQzJiw>zaFRl}(WRMY7w1J-g%ORBchX;O8Zeu3&b{R!1`D#W(x zI~^p|!09ijq0{eBoKtGH)yOG3)YvHx)Wj(#)HI|dwd0fu)L2eEq2^Adpm?VqPz$H~ zpq5Uvp;k_dpaiGtP-~|mP@>ausEyNPsIAiqsGZXqsJ+uyPzR@4P)DZ`P$#F7P-my7 zpe{~}p{`Clpl(jnpzclwpdLiFN(->%w(}&Ptr?Jowr|+PlPTQejAtmY44^*YbaykT!a7qr{=`;}<=`;o! za+q{;&cL9>hveH%;_}rT1ZJww)v(W{g=}K zXob^AXr)sJ=yj*Rp;b=LL93nSL2o!6g4Q@~gVs9zRhRzD=>t-4IqihrcKQig=hPKi z@6;W7$7u<)!D$QhuG1&bMyFHICa0gF%}&2UTb#~7?>Vi7wmO}J-gi0zZF4#geGpQT zGoY@-(SJGhY()R%l)o|km($avK6Yvfed5#++TpYx+Uc|y+T~P`8GhrPIr#_BbtrzH+)3`r0WQ+xo_-HMG}hF9Ys#dI$Q}=_s_{=@@jt z=?e6nQ%z=g(CKGV-#cxB4ms_BesEd|{pj=>blB-H=qIOiO#X<|RZ>4Yy$&69x&$3_ zO2f8}J8dWRi&Iuozd9vCzd1e6fWJHCBK3z;3Fw5=1qM9n)QHq6rvlJvr-smqKst~lKbU3IzuU32;ZN|qS(UrDBM8cOc84@%+m5R}rX43x_0F(|duDkzQ94k)ct zJe1DqER^194V1xY1eDR~GL*^bUnsLv*?9Udr#YmuIu#?8&8ZTU-RTGe-r{rx%Hi}W zl+&p>+sfs1l~iu0wNM_Xlnj{H=`T|GoLZ5}@6-}1;8YSS=+p!%Yn$R3EC~bPrU~sSZ@hX$(}^=>w>W(|)L`Q&Xs#(-Tm2ry0=gPKTiyPR~L$o!*CP zIcJADW>ahd})b@~Nr z7E+Q`1~0Xz|8mL?#XDt%S~zutS~|^#S~*pQ5}fKnt(~5O5}jU#+Bkg*wRP$MwR8Fq zYVY(L)WK;I)Y0i_sFTxYP-my5P#34eP*a{3$U z?Npj=-Qn~DsXk7xKz*IkFknBYf>3{_{}^z9(==$H(;jG$(@)S~r*EJkPGyZ^4^nqIl^}JuQwr!Frwq_&r}J#)u?sG~7 z-S1QqdcY|sG{&hKG}fsi^k7Iy)=xF>LjUEI85-v_0~+tt8k*qL9-8Ph0Gi~q7<$+# z1vJ^IT37lnr>@Xcr^gs@n$zddbf+cIBTna_8BTeb#!RQI&@89w&}^qt(4$VbLytK% zfF5^xpUFSrl!nxkPS28h%IQsLj#D=Voa=Og)YDD}pl6(3fu40r$+n(z`kK@{r(UF< zce+CA1*bbn&37saz36m5w7}^zwzbgdE>bT!m4#k*Y6>lK8UihLDg?daGzEIqsXw&D zX#}*?DHXKLX$JI~(^zP^(*w{7r-z`GPBWp`ohCu6oMuC-LrSvzb5$?;FQ;PA8mGz7 zTBnoHn@$;e(|G>OzZPHUhIP6eTNod!Z1owh)moT@Ry%}&pe z+TwJ%C;gYxSyEe_lC!P%ooYhcoH|1vI2~YHA37B$wcTkWsgIntLLWQ51%2Yw1KQy< z9@^>j4z$Z@C-kY)gV1MA$)Md%e?Xr*?S{T^`WgDtsSmq%k5d`wE2rC`ubpN>-#E>J z_ByR+hWniEBK57)TvGd;EcXvs5NDVo(ba#V* zgfxB1Wy_q%pzMbY#@Ve76 z=!R1`3f^>z1pVUF5xV8n4Z7`gf-&wmr66_JDHU|jX$*AVsWtS#DK_-bsW0@%sX6r6 zX*S38tJ9y*6Q_6-eCiY*`pv00^t;pN&@-oD&~vBnpchVqp_fkMp+B7ZL4O8Qs7ocx zZpHq~X)5%$(;VoPQwQj^(@f}%Q#t6Z(<Kr$x|vr|T`*e>v?U_0cI^YxZAG ziAaU17PS8gb$b7#S6HV7q{2D1gTg!g3`KByMX!iXDM>|gN(e=E8UjUeItxX0$_zzw zx(-Em`kd1n!zn2g)9E4wV>u;;Vmoby;y9&+;yV2T#dFFF#drD+O5oHAO6U}xLr&!M zj8tN$^rVtF6@rpFji+ETr)Z>-J0*isIK_ZcI-R3eDyOSZYNyvw8mG+kO6wE_O6Qac zO7D~s$`DNdUVY_%?s@j01N$$hxgFVmIqicoJ1u~+IQJ$#j<}?P%?o{SW z_FqnqN#%4}1Lbmx4&`=A59M*n1?6?x0_Ahc1Lb#W0u^xj2o-c10u^#93l(-c4;680 z2z~C<8!GBF5h~_%2`cV16e{7g5Gv`k3JP$#0+n*Q2bFdz$ahp3r>UgMI*o$LIi-Ng zJB6iJpi?ZUg3}%fR&=_;U-L>%f0L^0v<#}^l#MZ}I`t)0%_#?|FPvVGs_wK6s^N4B zs_7JuUbUPylB(?#kyIV0U8L$dU4!a51yHcQQv|4iQzEFLQ*@}2Q);NOQy!>EFon7f zSe@?dznlW0W=^G{=1v8n7EU>!mQLBAR!(W5)=sgYHcru@woVbDc1~-$vHx;f33YH< z4s~=|27T$Y6zb%(80zda3F_iB7W&F*G}P5;IMmJQTd2F!0H}vkf9PwczEDr6E>JJ0 z%usKqNKhZA_g&e4IbDVNIW3}Kf2X0)0H+4fH%>L6flg(hK~7nr!A@DAAx;;ep-#U* z!<=qI-#R^phC4lhMmQaZMmn8_Mmb%FMms%(#yI^0eFt&uDu56%tC;tBh2v41ZZSh)>*Czp1t zor2`w|Mh<^;aBxwG}cZ*6!4!n>+#9I7xjxAkF}H2{kW{1oSJiyxEW3hVz72{+5^q{ ze<|eJc~v(+vx6zr)%4aSW$olNF(qp!r%j~hIc4RVIP-%k)aCi2Wn%5*bS)!mC#S5? zBB#Dw!e+74C}@dO&<(Md22-eOx~0g?+R3SFLDo)AouCy?t)Z1pY3Q{om_l8gt1;J! zUhOmkTH}f$Efb9vTnPE%^Lc5+HcYKPNl=qIN()mb|^#fEk{#bu1$PQ~c8$EgJc_d2y9 zwJ(@Ly?s5f8EYq}V?3}Oa2ni}wNo%<|Nq}?T(muFr(nwYFNM6)VseX z^kePhlw$~Mr(g>8>-c*{v37FmK9seSQ#Vp4f+^ImChr`>+9{Yq{oc%?g{+;NqR(dS zhzv^`}!}QhzzshW>WS3cYe_3%zz43B7R& zx)1$Zr$*2}PO+hPPNSjsPJ^KjPQ9RyP8*<4PWzxRU+9BF3@EHqL@1n73n;u(F(`sl zbtt0KT)qJ!IV~d<*{KH<#is0$71JpIisjT2itTg~isMuX zitF?>6whfq6yIqAl)z~cl+fu6l*s7^D6!KZD2dZ%D5=v#D4A0?D7jO2D23BmD5cX3 zD3#MxJD6P{GD4o*|D818MD1*}hD5KM9C{qxH{%3E$h-{CX>O^9Do1{3CR%1W=CPFtW{PHCXrPCr9=oSs8@onkP2KBruy@;h}V zRlw;Hhg{I9A_WUMeE}7A+6onMiUxh|^pr7*I-Mj{%;`8(+^Gsw!s#tk(kbX>1_4fG zNR@Kh2bFf33YBph4wZFE!WiY8UXd#AG#UzY8Uj^t+5uH`+6`55Dh^e4Is{d5x(!uz z8pHssDaZ+ zCT!^R9n{Dv8U-6W9VOMo=>yc%sS5?0IV~X7+^I0B7EXVVYU$LCR4b?MP-~~YP#dR= zP+O04;9(`0Cf({O00(=BM2(;etrry?BJaHjxh zgwx*?9O?8J8s#(_8tpU>8sk(8`p)SSG}h@JG|p)uG~Ov2hdjY)B&qM6=0iU?9f2k~ zeSju8MQ4o3P7$CfPD>~_)#(K^%_-=P^3$EBkowW-6*R-CEd^&f<%MQBZKB|8r|hKW zIPD-c*Xa#3&nZ3y=R4gdwZJJQsfA9tphZsQp~X(Ape0V*7-OkZOH#|6B16laibE@$ z0-=>om7!Hm4WZReF`+e1_c^Y$PEkm$bLs)Dcd80)aOwa|;?y46 z>Qn>T=F}V7?$j09;nWoR$*B{xGnhi2A_D{dT@xox$QsKj6SUi@PSD-6oDK%vJH}SK`iI^+E2k;YYp0da8>em1Tc;?T`G1@akb38I33~4oiGm-To|5|L z^bq>wv;qoKJ?P)Cp`I(>Kw+IeLgAdEGhukAeWW5dMIaT?DFzfNnBx5V8yX?Mc2#u( z_q2=b6bMCeijac+ms4R<(VUJ$(Vc2RF`Vu~F`be?v7Aanv7Nqz;y68o;yT5K;yERQ z;yWdU5;zTj5;}cK#{SExKB>e`uc0JPAE2a8{h?$|N%<-#cWO*3h0|#$rBg>Jl~Wlg zwbMx`jni`|tsja*KTNac1)MJkWe6jFJeQj*H&G>cSzrx#EGr|=Xk==7FU zA*bY|3Ol8Ria6b;;O9>NKt+Qo)GxvQotFKVQ_ghkznnTiCH@zpU`eO-P=He&3YK!Z zPO7xiDyWQ8YzmfjDgl*qN(Pm8DhUNTrGqLs4S*^-b!GTUPMJtmcKQaY;*=Ds>U06B z=JXr%h0_VBx>IJThSM&NtESUSsFqW43f6YI0o8Ge1l4sa3)OQf0@ZhF2sLo}32NvR zF+KY)r_rPuJMH6aG;xYTs;N^&sF~9jP;;jkPz$GgP)ny(P%EdoP-~~6P#dTBP+O<` zP&=n2oZj|M??`oUDh+jX8UlUk)D-IE^c~dM=`W~@Q#a@g_Zh>f^K;>g%)u>gUuP>hClg8sM}C`o?KKG|*`cG|1^V zG}!4rG{k8dG}P$Bb6NzAb$SMka|*hj=y<0O&;+NC(DzPtp&y)jGsZ-xywD`4!4#bA^b(rl zRDyz2on}JQoVHVNx>JR$?7y61QgDV-IB2F*G78Re%1&yw({5;v(`AOA>lAc%)p<_$ zDLCJ$J+#27BEv6q3Qua0(`0C|Q!Z$UQ&MQDQxs^KQx<5sQvkHWDI>?V(&-VYRZi2P z)lRjbHBQZ;wN6K&bxyUR^-kNN4NkM5jZR~rO-@Ik%}yPlEl!=Gtxm_GZB8?w?M?%s z9Zo}`pPa5kJDs}nRo>-vgVb)Ph@|#7)q(ap{Y1fiPPIwxciKVffYS-+pi|Htpbt4! zqSs-k5u}bdwIp@a=^m+LP8~=c52jG>yZp#|Ax}6RhfX?W%FF)CDOMi#Urq^0opvfj z>WtGq=&Vym=$zAOhClCAhSUY8deB9uAE8T5>!8a{<)AB0PoS$#O`vN|Euia8Z=oAb z)1jMA5%{9~;uIFT% zB`5W((XZ-q&FLuxe|Jhr>X}m>=($s3=!H{J=%rHy#`weO2K1*>X$t=3 z^n%piPK8Lla{8OpYp1lN-Z*80-a2K6{&6Y`y>luCy>}`PeQ;{a@E@IihCVs{3Wcc= zwEqhAh#ik!VVx2{;hbJkFuYSzQW2a=LJ^&EK#_te&AUtC{>!Ni6vb&Z z6xC@X6wRp|6x}Hk6vL?k6w_%Q6w7H96x(SA6vt^d6xXTd=j^|nx|53U)DueJR0>My zR1iw!^Z-ii6qyN=IF*8uI<gbM8WhHzQoC=dF=(LwqA*ats6?SR?6>+Ko zeeRS6D(Vy+D&|xKD(-Zi;Y&D$CsooZCKTY55h~@B2rBLL3uBaV>O`unQ%k6vQ+cSo zQ&A|;sWVi;DHl}HsRC5VsUcL^sWnu^sT)+)sW(*3sSWf+Foir*2L^;(D5mP50QO%_ z=Ss5wa=HQ4bm~mOT24)&+D`FGvHx;9PpYm{52&8gC8)krK6*893cAa0L#Iz1awDhK z^lI#M6Kdl0JJi&v0MyK>Fx1>BfZr6ASP=`&KToF0&B?G$u>*^ z=$^;zof1PGoCZ^{qtmz0mrm26PEJpt&Q2#8ql;4#=qsm4P*Pv;uLhB@1agRpm>1$}D(`aav(+p^|({Ioir=Owk zoa#Yiox+r6|K&83)Oe@f&;+Mp(DzP{pdXwbLlc83)CJQjR$%|-R2!P?^gA@gDFB-4 z)Eb)R)ES!YbUTp!ms5d??7y74Q*fr!SZJ2hN@%vzGH8xdA!x2sBWRw}ENH&db7+B6 zU1*`xTWFC}5>C`&r?k)#r_Z3JPFbO4P8k?uxzkZ-h11v2N~cWpTIDpD)M}?}q}Di< zgVs7#fYv!}fYv*efi^gGf;Kt@K%1PFb6lI9?m}CfMo@68(*#o6oR*Q=?sS;c4yQm; zKRH!|b~>G<;4Y`nN$qypOKOkPIcTrb8Vc@nDg^C!x=q0YPRmIhbeaJja+(PpcDhfm zBTlPG9d#-S9dk+#9e0`qop721opdS-{p{2XI^{GQI_=a7I^#4QI_oqaI_I3tSD{~=HbS?Y zf^Ow|+bQT4#dn+rQ1GtPH_$z&pnEyrcX~zYfzu%9p;KxKK61)R>akNb=vSxV&=aRS z&{L-$rzv=DmX6pLOjo$^C}I2DHebPBq`_Fqmxx0L?d={M+= z(;MiuQx(Q|-3z0|2R#7-Z`y;-a7@|Qu>3_aZ(?h?n0lO5>PNq&7l2Ps7ITi zJ6nf!szEB8(=}4zom!BJ;8X{S=#&JC=blo>nKjSp{Pzlw^5JgRF712r?OBC zry@|yV9N6E@-F0>##O7=XaD6?0gCMuy8-(zr>CUiI`t$K&*?W(@twMpO5pUGR6?hW zq!KyJB9+)_CX~eKYbdExVtOTWN)07<`T<#dHqYNr!W8mB}QOzZR; zl+LLfl-}t!y)rn}f-*XdfigM$17&vF${1OkCPSY&6@;=n6@s!kU4gPYWq@-0FVv9z zm(vQ4E0eyE1i6sV@t zMyQt43aGZzC8&;55r(hplo6`u)BvjQG?ZQqoL)i=ovKie1 zGe$?JyQIE!+68rTDhG9TDg||MS`U5YG!*LUGzRMCR2}N>bRO#AlnwgY=`X0K(|)Lz z({iY{Q$wha(?Y1P(?+PD({`x8Q$oJV1Dwv0`o`%EG|=f2G{~t1y#_m_g@!n7qTo=c z)6g)dVbHfu9iZV(HJ}krTcD9nOQ2Csd!f-zuc0wcNjV$eIh`Oi)@cni&Z!gy$2--8 zCOEC7;P+15N&Vn-kJLn`1JER=r_f}lgU}SGo{TZosSPyE=>Y|&JH3Z~bb1WUaOy#? znNInkSx)aLINRw7G{-3=1?M`|gXTFUgXTMBf)+T9gcdsGgBCdrffhT3gO)gjhn70E zgO)j^hn72afmS$;fmS*dgH}1^g;qP2ht@b%h1NO^g4Q{eh1NTDhBi12g*G~U32h3d zP`8De(t-V#Q~ZwXznp^ZUcA-m7PQUjFtpui0%PoO`nx^*FQ=f}JnwXhO2J)DnW5cI zV=1`DX*{XDP@61)0in)f3~-<4x>It$(+KE*Q!NS}bSe)Wa!NwM!%hWA9dW7(9d#NC z9dn8c9e2tKop1`egZW9PbfkWE8VQ|p8V#LxS_YkQ3c4lwS*HQeIj2<=Jnys~y5KaQ zf)}02LzkR(Qt-0VZs>~BSm>(L_s}(`<d@a#>7Z9mLAOMI?eqwG<5UuQ z>$DR3$0;jcly^=kq4!StDEPstDD=^(9Q4U)CKRSt&;~5j^H(J(tW!-WoKpZ4-l;Vd z!6^lY9MP!;sYp(Z`DTmk)Rt5fr(sZ3r(;kwr~XiMrx{QTr;$)hr!i10r#Vn;rv#j+ zI8F;m#dQk0@qIj}=TLm7_nh7YPM1j~bc)7=iJY#IO6*h-O5&83f=QjukxJ(D5lZe9 zm4YdPDd)dy$=o6DDNNLz4VY8VUBy#5U4l|OMW$dHr@}qhfH@Tp^cB4dIn9L%J2iufI2DIJciPApMV&fB#hj8u z#ht3qtAx`QQYD>QkP2}6kyI(CaHL8*^&nNoDFLanPG6HM=X41w?^Kn7flec#3Qnge zSkdVPRLQ9t1uHwvCRN30JgKTqHK1xv4|oLl!YL1_>P}xkHJpk-HJwI4wVZzCxN19% zB2~v}F;v&-9tG<;l_gc*sU+0EsS?!CsV3COX)4s%sXElesXx@zsSDK1X#>>UsUy_F zX%^JdsXNrlX$jQYsSMP{X(QCuX&%(hX&KbsX*bltX)M&yX*Kkv(@v<9(>ADcFonDV z2@J>+@=~Pm05)Jw&HJ+fbD9Hnb?N|hb9xAMcNzoraH_zBUprNXdOFRfU@xa;P;aMH zP#>qsP+zCrP(P;|P=BWr&;X|o&^JzbIOKs&QK3OjNua?_Tj@2#X%wlUP8mrJbD9Eu z>r@IF?o^guBb>eWICK~tSJL(`nf(`&lZXi`5qEh06;=^3e+PIXAl zaym(Bwo`mkbDVaPn(LI1)I6uW(0r%gD7e7sF0|0;Ikd>>G_=?$24gI78U`(OI!nQ2 zPSHs%cUlUqaOwlCbeapTa!L)Yc1jGbaY_%Zb?OSOb6N|ncS;6ra9R#+bZP)?a>@*C zc4`c5aasp$b!rH0b7}%@cNzojaB2?yC^(+<$DZx7fc~9 zX#xZChP<|!HH`h2(+KE*(;VoaQ=f0ye>qhrb=WBbsUuE3prcMdQt+75Md-Lw+TrZK zoW|4Zq|@i5es)?$uTxIPq0>%n=yk@a9CX$x4`ZBjx=ye2PS2nVPKD`p(di?pOHLD@ z%T8ZX@QPDs=&Dmvj_aCJc~aM%E-}Upr%%vLr(qQQ#pxw<%jqd}+vx;!$7u<4*Xb5? z}u#rgnSs!SN(sXi3JsTCB_sSOm# zsUj5FDIyfbsR0z#sUs9Em_nYZ0|WAfJY}E#j{TR@+_CJxoVr0VomN1xoQgoPoi0If zoa#Ywom!4#|K&6fitp5qf(e`sb2bt>4dIeQ*`U$G&^gX>QIhBSgJGFzV zIQ4?6I<14MIaPwbaQcJct2@1eYB;5%U`?lkP%WqBP;IBnP#vd8P+h04P(7#EP<^N5 zPy?r3P(!ELP$Q=cP-CZsP!p#zP*bM?P&21)P;;kYPz$H^P)ny$P%EcJP-~~ed~dXI zx|z!(>180(?;k^r$3=iPS>H%PMe@E!4&cmG%z54$ZOHsQ`mnw zWt+>HsWQ~x zsT4H8X$|y^(>Q3L(=lj}Q*~&tQ(Vr*5T_{6P^Wm%FsEG5w@!ti;Z9Sb5l*wAkxm(* zQBGZ;(N3G7F;0b{@0_YZW1UJvPTv#(?n>I(>iFe(-vrn(^hDy(=2FNFy;TxlR{uXfskj1W^>qoIenPT z{>!N)sg+KH=d%BDiUzHAN&&5LYD}-SPO(U>bIL+$y;C?+8=Tsc+UWEhw8`l_wAm>h zy|y?_Ahp$L47APZ6tvx`3cYqXHH3b0stxUQng{K28p{~FonAwGoR&g+ovPAnpHmWO zztd$39&kDh9dud_9da5@uftB&pd(ISLPwo4K*yYRFvfAG56}sxL(oa5gV4`T4;kZ> z(=h0?(vrcZaZzF;2o#!&|RnK6ujs3j?{gp(a-~@Z=r`y3!q0% zJ)y@=zd^q`je(vxEry;tErWh@S`Pj0v=n;glo)#M6ob?I!l?AJqlED=6)E^j7DC9LjinZ*&oc2MboK8TcoxWMe z{>$kfQe~a?L*<-KLgk%yLV-?c8KZ*JAyO5cMv|)JRG3s{ry-=OIE{j;I<2E%HK(7U zFPzFyu)0$ZsD{&Z3f6SG4b^g*PQltvk4V*VYDlWC(=VjzIo*TmJH@161E)h!L#I?w zBd4lRW2dK#(Zs18sisbMNi}nN1~qqj0JU%mzn=Y zubm!4J)Pb|y__yVy@M&_;XN>*aLD6)oNesCoQgtyod!bvoQ7;=|K&6k8sJoug5NkD zh6Xxaga$bsg$6tQ1r2ek3=MTk2@P{<4}I&@1sd*@2O8nj7#itx2O8yc5*qC^3>xEf z8v4%Z95mJ`2QkL$jTBKy#d`Ky#fgK=Yh#K=Ym2LJOQe=eQO+ zEg-eXsUoSxP6eSQPD3fU)ag33%;^@i+^GS*Ryc))Rytjx;3}u5&}ye_6kOw!3|i~- zI|bJ{bs@FhsVua?=^qMibjn0(lT$-zvr|)Oi&I8ut5X$do70y}xZSBYsU1!&pr4$2 zLOY#CLA#s=K)anvKzp2qKzp4gK>LCzpAK&;HA4E_Bf8d+3nU z1n98Sx6l!%VbD>hLC`U${?Ku!HqZ&DI?zd{YS7P4WuQ||#h}wp`JppTsiCt@aiMcg z5uo!U0;n=5z_V?sN>g;dB(b>2wJC#c4lu z%V`gE+i5p+$7v^Y*J%@U&uIg6-)Rl>z-ck`&}lmK$Y~n%*y%gySEmus6Q|+OQ>X6G zZ%$pI-<{e(&zzb=&z-)2UN}{RUOMH4{&30z{ppkq`pYR3^tV%b=#^6{=(STy=#5iM z=&e(9=pUyr&^xEMd)a?E{Q`Y(Iskoi+6R4d+6{%N8?^rl^(3_p3hT5A3g@&E3hy)@ zir}<}N70B*3!z9(L!ih`{h%mLU7)B=ouOz>?V;#Sm7o|-0Z>e*LQpKHR8VZEL{J>3 zSWsN2C{R47h){f|VSK$3I7KCu(CH%I*omAjK#85sKuMfVLP?$GF-9_{;ZSm@&G7Ci z_|URVlkO?`n5BKV&xUkQ#b-^rr{>SV|GXmOlYd{FRSv_(3TZLCds;rU3=X6V4y5N# zu5=v|2@Hr5@^WrPEEZ4L|NNK0fH)zPJtd1Lr)E&5U<&!40|OF-q-JDb@#OSHMix&_ zsWP#6a;ilttJ5qfn^WJ^ES{WJlgi|b zEUCOsQ=ojo6w)FvAVo;8ZTVR|1yjg>2@FURLYs@RcydZmh{coBYEp%QDWpzdK)R5E z&C0TPa{3J_5=$|Pm_prXeP~@4Pr(%GPLH!2vv_iP z(1gX4Q#euqPQB}~cyj7Y!P3DL>W+vT+pu_YIs}zN zpbEhh>Vm+hx%^$lUp6W(!TP}z z>Mh$TMzVNvip=|o8aiF%&Ag4AdXj4F6pmCAr=BBNJULx}nmHAtSMy*B_4c3KKd^Xm zdc~WDS~_i+$l}Rq3d(_yJUR8B z&f>`_&14o&PFF~Ea@tF;&Q4V**u|+8^i?nw_;>h%A&>JxzZKloDd-pSyE(-n)!nJe z3>HtpRPf(k|1SL#FJbZIv~(Ver(g=TLi&ePFQ=g273uAi73$-Z8|oWOq5kbKlm%!% zr{-%|JUKOk20*-K`-TtydFeHf&zf`}#GhII`(mx+zduPE6>enr!I;o8Xo%BoXsA@O6q|x0oyI_;oVHMKv{NclW1Iq^@0>P5W1W74#yKs3#yiD@ zCO8d(zITcS{os@on&|YLvoXnO1*yqSb)YFuo1m#qnV@M-TcGJqN15UjZsku&fpm|PPq4`eNp#@G4poLC#p+!zNpv6wvp(Rc|pruY- zp=C}tq2*3vp%qS7p_NYap;b=(pw&)0pfyg(`BJWRdP!=X(?@8%)8`c2;8Y6Q=rovu zo1BV}+U!(=)E1`(&{n5T6x`-i5Zdnan1VZ;a+CVWDH^oXsSvcwDLk~>DHgQHsTH)> zsU5V>DG{{aX(fkzz^OB-gHDm4Lrxi?!%khGBTikRqfX(VV@@fc<4y^n6HZN`lR@|j?SM`>?TpO+$muYtGfr(uoppK`iT#n&OH${ZZbKKG`au_+-a?n0 z9y7*er^}?SI5mZ?I^Be>Ifdm!U3dC{)D5Tbq;5JzhkkJ?2HkSnO|RQdElAyQT1x7! zQ+Mc|QvnLzcUlHLaJojphfb%VM^3dU_}D2v^s7?}=!w%@=&4gj#`w+YZ|HZYwiJBk zR3CcoR2h2Vbe~=?onAwKI7O!5pH7oW{pD1f)Zb3)p;t~3pw~{Rg9rzr*lwpr_)f1APV@;4`%+m_o-Sm z4)33GIsm0|ni8A$PdQB{mBuMmT;4zBG>U@hoDxwmz0(XRgHu;1qti5cWpbJfWp=ti z!7NS*pwFC6QZTF2Qz)C$A5eCuEcD9ZR0+!IG#|?4lp4zIv>wXiR1(VT6q&DbKBu;% z@;jA=3OLn(3Oa3p3OW4)6?VE06>+KweeSdpD(Vy&D(2J?D(=)8D&e#mD(Q3#3UG?R znJ?vZoK$J2=};M`@=#f)FQIZyouTqhnVB%qDG5};sXkQE>2rEja>@o(cB(|dDo)c# zRdpHwRdX5yec^Nvs_s;hF={x?CRNj^8dS?^4piG|AXLX`G*s8=C{)jB7gXP=7SzBg zEQj3C=>e%mPA{OwPMx48PUYy;)M*u|W=`cvHFr8os)f@%sHM|WsFl+?sI}82sEt!< zCT#2Uh*UeL=%m^^b%HuL^@2J&J)zf^PUE0XPFJALPN$(RPM(rcH{~NO>#O5O?KJ} zO>x=>O?CPln&xyEn(ovN`q8NZXMTp$6H+ss7DKa~4neb>3P5w5`a^S_xO4mpZkBmN}J!mOIU$*9xbZq*gi|CAG?_EveN` z>!3AGcPY5m=^nJsX&439JDr3!IQ>q+jZULTZF0IqYO_;TQd^wXk=p9?2HNHnnS$G$ zmO(q5ra?bBg@txHm4J3R#esG^t%vqFz2&&}I)x#%&nX48-zf`pz^O5G&?y{r$SFE> z*eMV?;?xE@>a+to=Clzy?$i%D;q(=B(rF9yv(qooDW|E>X{Y_r8K+s$S*M?%b4~}K z^G>^=3r?q@i%vJ8OHP}h%TCvzD^4e%t4`;jYffjO>rNM;8%~#?n@;zkUz~11w}L6u zZ<0q(!~V-@0(8e|9dy^}HNO*n&*>_3-)R{IA2{uR9y zCJH`vN(lYtG!^>YDH*+!C#^_SCLQhz&5hh90I zf?hjafZjMIV2rm;NuYn6&QS23(-G*sQw|D#a5_usqtgIVpPZUNVd@9%0z&=OYXOCI zN=&bCPG6D=?{tn-1gBR}M5k~RjO6q!6xk^^6vZhE6xAsP6wT=%6GnH6Ln?+-RVb!Y zL@1V1MJTpYHzv!^l-?;dl)XY9Y6{v?&fsUq~5Q!@%?b;<{2b9zF->`qZg`@hKSKbdQ3ioc5C{?Nk>k;}iob>r@yj=Ts3Y?-U3HI_-oiI8}x!I<0{! zIW>hUJFSGOIIV)JIyHu>Io*T4aC!t)cbW{xHb^05s z=Ts7^@ALs`;Pe)1=+qHvJ*m0U(KAxk!tSr7u3ROE!5I!J=Dsn zIn>(e2GqvsCe+sH4b;vlJcr!gX&AtleeE<7>gjX|>gDta>h1Iu)W@kY$JN&< z2Gq~#YYO&v>H`gM+5>pvm5ouWX4ocdF6uv0ElL!1VX8tU{JsbNn2NPX+n7aHzV z1RCKq8XD;|4jSb&1{&@31;dYVno8V6xd#7a34^AiO zHPI;?sYy&6g=Rxozy|6InW`echF&{X3!C*h0sx_%h0j^g&6+0Q)^NuoW?^ZorXd`J2i$* zIo*OzJN1FiIK?T#{>!N^sdG*_pz}^0p$kq;po>lep-WD;q03Ikp({>5LRXz0LD!t# zL)V=$aH4KF#e{A;-KXF$PV1ptPFX2<+vy>xJ5FbzyH59@drp5s_no3M#sjBiq#in5 zgC043fF3&~qSvoZ`Jg9Gsi3D$X`tVnQbWHxWrLnM6@Z>Qz2UfCI6Z-0Iz5N}aEec_ zKb`VJe+5&TfB*6L?^T3lmPn2sT%aoscQiHFQ+`D zJ~$nMJ~~~4J~^#}!ZZlle}y`S0~sT%Qxzzj(_kpPQ*9`M(;UW#=(G!pySc3hR(-2Y# zoPLB7I*o%8In9R>J8guLI30tMI_2eylFaEgspL-Ep%hMqD45b|B&k$RPe`S9S`MXg z+D*Zn--PE$$ccIpe|aheR}by@)Bb85mE`JLKA1)Pddu%OcwQiYuAkSgrd z3o7C?5&GQeI8@Z>Yp9shI;gnQMyP~SPpG6*KPbTI0949p8dTb84pheJBvjU^3slbO z6ja{nA1E-GLR~;IO9l2{PGtkxe>rV|Dmm4FDm!h3syLm7sydy6syW?(zHn*=Rd<>V z)o^OZ*{JE12&(1O1ghqmi81Oroh4Pz=@?Ys={3~A=?uLZI!z+g$SFD0*l8>U zn>c+#s;Sd2q?$RkC)M2P9@N6=0tH(-eS}&$U8i7cr_4|rr-Kx1>+}F>=aia)?VTz^ z9h|~K9i56mUph5|IyohVIy+T|x;RCy$o|WzF{!Rjd7y4i2cYgw;po-FsT`@Vofbkp zoo+(Coccn&ogP7boMu9OogP5_oMu7&o!&qLoWgQ8zHy2T4RqQ>!9h*~p}|fqp&?Eq zp`lJopLg*L&KdSa$F;vl0ze%B0-~^CemxPQvy2l2b-flbueJn&Om()KsSo&@`uy6rApqkkpUC z6zZzfb*r=gavB58bb1EOa=Hl3b{YrGar(Um`!A=}q~Pc$7(I_)$UI^&dv;mK)*Wu1wC=v13h)R3jO93jtPHv zx=8AoQ!G-?ouWZ6oDxAVosvL*1XHNHdrYm*{>$kU^q12C=x?W(4cLD<%_sHR=>_!0 z=^*shDJS%g)34AwrvXg(-YGux!D%k^(djw8J~sx{r$$ghr!r6?r|D2)r`k{wr$JCsr*u#ChO6yb+O6ODxO7Bz_%HZ@Pl+kGgl*wrXl-a2Tl*MT{ z^qEs>D67+ED4WwFD7#ZGD2G!6D5ujvD3?=PD7VuBD38-RD6i8dD4){?D8JJlsDRTr zsG!qcsF2eEsBkcax^dN{=IpC_GiaB9x* zrJVXfrJXiGWt_G^Wu3Z1<(yhU<()P_flh0o3QmzZYij!*W^flDPsVCIb=>ff(IaMXq-03>h!s#T`(y0a1%4sUp+UZNEjngBj zt180(*x*Br%O<$Ukm~7_0_x?|2I}qf9n{Au3)I(XKh)3Z2dKYO z2WWuPA?O>Y#?U~g&d?yIfzV*5W6%(%3Y__&PDe-$bGiY2>vS9%?$i?+;dBZb>6DTQ zM>(Z}MmsH};25Vl(05LAp|MVh=rzu%JT%@Z1~kEG6}`T9x)1%}^bVTn^bIu0X&E%x zX(u$rsXsK;X(lwy=`b|isUh^E(^hDP(<^AEQ!i+i(_m<}Q)#{^bDXA;n(MR+n&)&I zn(q{bUJIPkLJOVlQgD$|R#JhJw4DB9hwUw4Kymr)|(ar@|E6?-UL?;FJ_P z=oAAweK`}=9C*c?vw~R;nW&B=~M^$*{KI~$|)Ii+GzuH#%U6C z)+sA=&M7@~-l;rv!KprU(J3)>$tfLl*{KwC#i=rM)oDC*&8abT-KjKm!>KuR(`hR7 zi_vS0k=X8YO!#fQk6~QSj6w#?K6v^or6xk^@6vgQ;CXDJdoK!TYUQl$Wcu)+dj8IIc zK2R*DFQM2@b)Yy-v!S?7)1i1yW1#p>b)f`KYoUZr8=*u_4>TBpNMI;R{^dZ&p{2B$qxMyFFyCa0EA zW~TvA7N`EuXHHF^tWFc4Y)+e?>`q&u98NQ!oKDN3Tuv*Y+)n4AJWgAnyiNz9d`=gk z{7%=P0!{~@f=)Z3LQW^3!oigL-*-#r`Oha+SM+BC<`g)94VY6ZsHoEp3Knyk4;6RH zOu-UP|Bx!_RGCzOQ#+`XQw^xJ(*k;xaq38_tkVlp<(w*#D(^HI3Ut~{!3s`kNmX=8 z2vu@Q2UT`z166VQ7OLv>jtQ$d^&$0zQwONJQ$(nSQ)H;7)0a>!rx8$Xr#Vm^r|eK& zr+833r&pYf`c9QdHE@~%HFO#YHF8P-HFnAdHF4?&HFX*cHFG-6aW!`uMXH5UeyF8W zPpFmC2B@{uRH%*93aG8qG^m|Zf2h6FY^a0NXsDypFz8FCrBElQWl(3Q9Z(mi#n4wy ztDvq!2RN6!Lr#7?3yQiKE0&_Fqn0p`K2chp_*0N<^x+Q+TM4Q(maA zQ#z=hQ*)@l(+wsZ;8cLrH%=9yfllq9K~8I-!A^fM#t^5Bq=q_uBsI*b4XJOP+Csyf z`a>g}20$a7wn3wuc0r?^vO;5=HbCDwm4(JSHHF4GHG{@Gm4PNWm4m)_DhU1HR0W#o zv^j zsTDNOX)ZM1X)(0G=?JvYX)?6PX$Q2}X(P16X(6;Um_iogwP=QIi0 z?{ptJ;4~XL=+p)}XAC(vJC%S= zIW?l-X{QCy8K*nYS*I<~Ij3#Vd8bp*1*b>QMW=Wi*CnU7ICRx%KLxKj z{SIAsDoeo|PGO;&PSK!WoRUMgoH9bUoytRZoSH&+o$5pPoQgsBo#I0eoa#XjovK2Q zf+^%_D=;8`$n)2Q@$A2xWly3t2FQ>_*o;&>ry>JSk z;7g}c&>v3qp+BA0((5m$CD7kaWhnT{DGBu2=@|vzIJG79)~PkAf1GlYdgpYG)O)8{ z&T{6qEi$olG7JZWT)~_ z6sPV`RHp-+sAx`2Nkw<+0>yATO2L>;9ZAJsJxS8Au8P#UKw^h)a#8%pPtgo5dvPC*%*=0F*pIzpM8rb3yW;xb_trrE<%dc+MSw~>#e>Q? zRfNhq)q%=6g@ejFm4E`BDnJ#SDnk{WszH^UazmA!azRysDdcfAFrZ+_1MK}7?7y7e zL)Dy`&1C=Obca-Rr>LZAI2DCzI#q^hIZcOZJH3bMI8}k_I^AOUdQK}y)pt4zHE>D= zHFO#XHF7!)HFjDFHE}utHFZioi~W~VKB&1-0GV+d0jI+B=PaIylXOIy%jPzH}-Mb#ht?b#_X~neXCsp43-P&!DbOc`4YKd-AE&iYU#H9r-_L13ss2viKm(j|Qt%t6U8Dv& z#UVAwDH}A{DHk-vX$QTAI)x=Q%;^BBZ=GI2!<`CHaD>xeq((Z0AvMbBBB{|%DM^iS ziVJ-gOd-!rfdPd=o}_ZjXaD6?1sdm60~+u29-81(6Z+oi%mVgbPAf=FbV>wGa_R<6 zc3K5Zarz3H>a-P_=9B`O?v#+@`qAk#Xogcd3eI$@0L^k*3e9%<0L^iF0nK%q&V=)v z3PSUpqCpFs4$^C(({@seoEAchoiDyQYp zYNz2G@*1b+&|0TA6kO*NkJNgn&7?Ls6(Y6K=?JM!P76qFb}9gEaq0qXb=nDSb6O5< zcWMOfaC*z|KRKO-b~?qN;4Y`Tq;@-nA+^V852?LQ#YydRY7OmodNGgvms2ZJ2c1en zhn&Jfhn;FcN1W$DGzc$DMwLPB=}3PCD&{es<~sopR~}opzcHopD+Wopss* zopV|Oop-7PU2y6QU3BUMU2^IVU3S_CU2z%+U3D4>U2{4FU3c09-Ef)--E`Uk{o-^M zy5)2Py6tofy5n>Tx*JR(uaN=+3WvN{I=_tlm(wihzEciV(y*?&1zf_`_33_WuiN3Z8j8=x0X2cVZuU7(isSMu$MV;P}D(18s SDh{<7-n|4LTDEDE^Zx)V1mn5@ literal 0 HcmV?d00001 diff --git a/dills/zz_distmat.dill b/dills/zz_distmat.dill new file mode 100644 index 0000000000000000000000000000000000000000..26b4c0c826176c9b561fd615726ebe6ec7e5bc56 GIT binary patch literal 2858 zcmeH_Jx{|h5Qd$GPg5WS3M*r#%nV3Kuwf}frfgA~1QaP>XPhAuS=x$!*`LsV04CH! zDrBV{+)CiVC)?+{NAG)$9!5!;+Wz;B{gB21i~WGopvHi#&f{y${D3ivLF?QnSy@o# zXGK({F@}LRLI~wmR@Qb{(AdtZlqGFR&?m6x!oD};89t4}B7bAF3K<+s;n0Pnu>FSf zXi0EP&;;<4HinZK3@xG&lbBODUFJosE_uf@Z@}xl+`&0PM4N%(!i7b2Pvf`uU^@e3M+ z#oI~iNF7BE>{doTMk=dEXIZNtBc#EN}))pRInJ=U!9kw%F`7}VQP9( zW{Q->%n~egadAn@OqHvGBEx!;XrIihMl%d2-;pD4F?U&AO$m>5DTT&W(gmLw1)_ z-)6`A!y79|xb%`wPW%D-mTSBiyS|;qWr^?C_>>cuS)k`cTBwvOJ)N^aM>}ra3E!Pn zN-5P{tz2_Cv19$C^Ur-uw69k;`bI0g-4{6de0CWb^rKUw1$9*Fe_fe>{wQttdr)=c z%uYIyt*%p-0yPO+V8owKV+fiFhOSVgsejGH>^Z(oxv9G+A!j>PsIuKY%Zxue*q^_u< z+dmJwUeszS;fqL*myBlWr9i{rzFPXpl05NuUO7qjL^sBJwvc2IC%hy40DbBHSd)Eq7Uo^^8g39-2NQd&C}WG!kV!N*GGq_+4Rk9Wgmx zzhI|!zgNw3w{}o{_DG?_t%?@>d@J#Bl$DALa(N!#Scv;D!ee5%oc#ZB+HkkkMw)-u z7@qC5llIVWHS9Tdr%s^{>;>}x2e{O;KHM#QrHyQhxBN>HW1;Swz5;t6N*05o|MX}J z#q8hWI@i3P$K_c>Ryr#Vvn;9q z#kcSabP9c7FPH~7z!e^ncqO#kNM3h(u2)!1^nKSsk5$!&sp<#)$6{k6u_pR#4eAP- z_u}xR?n5)3iwt^hV5F9!Z?4J+lh)EPu~oFO#zcP^tmB1o8=Uz8-@-4@DfEH8U>@KA zSK&3OZDom^0{>VX#1-Y!?8{}70jI1a2pgZ8dg&mIx_s52;b|a`ZgF$Zj&_8> zl1Dk-``wGqq*LA=U&XqxOlOWEKj2&V1v-U3uouh&9N=pFtkQ3rTRx?PoZcH_Z=)@_ zd9O8&>FMkL%xjgW>PVl|6gDEV(ePPgaKBVTmfhP9dv^(`w9A*J`F)BrPmyED5BL^- zfli?h>;>}x2e@QMA~yK1w@~No&aFGn8K`+`sA0uaC0!ji_%x1L>2me*+&)bS*-x6g z{n+_*^8B&Oi~O>kxsE(Vjv+tbTlfV!g+8zs%mW2DXT2BmO1|BtF3KBTwXxnJ*%@{kn6}(&18$S2ydFz(!4a-s2WsyR-Mvx9B z`oLZ=4{(61ck0rc*Z&}Qz6as`1HF&FMbDvMkn6}(Dw8;>}=VR%4E_Qz7QV%L?A60er`52CgcRx(KiJ1(?XdL(%1*Asrw_>`;i+%+aRQk zC)J(qy8|N34tKC{^`f~kAtGz?U*MoopkfXI9baERW*}GsjMoF8(0sucd3J&=48I_M z2u4%S214r7g6VEF>n&hu@MX)O`Ud(_88lzFU2~Yv_6G|g&1mj)s;*xsm=|6Qhrz3m z&^QzpN5+vc5Dtq{Az2&!V>d}&d z-nTy16y24Oi8S21{s9HwM7xY~=g#?fvCGA$?nK+(k4)otAo%|IQROMgd za&B>=8hxs8YVa&J};tDwVAdJ)oxtJbEu0_UgKWltUw-H zwu>yJNb@PwS6T6z$5>m{h0b0kFQtONb?JeTP>K0ygDd{%t}zm_Bt-LDWN?Y&u}eyI zFWHvGK0F$yI90U1<}HM?P0Bp~^4i3ayX?BHP3I-8xcU3Cnahb`;0n47ZXx9$UgczP;5f_gOl6vQB%9FoUJqk^5a6A6MH8YuLspiEYxWw<$=so;XZeLp2oJ#KBxf z&zaCUd2XvwlJ%IR#&u)1Yd2qYuDSY1#eybFFEMgx`V{&!BbYE%lW)oqMceT zZM9_DBWWYqUELWr*ixgxWo33RjWS(6%!CJf6`JWN#x*}O4>WWvY&qHVSD5;>>Aqg5HN*>OA#^dsV9E3&-}0RriMjIO*%R`n_;_5kSd_sUSK(QuDixd$sXd{58h& z)LTz_&rWd-t}f(+mD`Vv^+V0EHXKXe;Rti84-G4yKiRDqJbA%Z)vz{Z)S&ooeiPZf zEW~)k_=4P<>CNy)j8}C{0dtIGw+$sTH4RH(71bVrm*IEl6oF);N46ay$3LnaEq`KRLPoo9%X> z-6_eGD|79KlYO{mjGkzY+e{a9kJHCF){%T6(Tv}%)!&*PJj-Lgu9ojj$Y{bSMQ zic*?nA`@k1mlfS`#k$WSyw!81SVc@_yMI_xz|7RfO2ytMBO9N7@^D{*zVq$Ke`-Dg zY9TEXC_*(5pWZ}_Jz2~OlMi<;ugvtmvLGHet{;Ny`kq++ zZNrO=X*81b5{Uk(ipQdG3lU9HO9Dcp7oNFatRZgl_`oN3xs-|T!jc}%wVcGExw{ywf15SD${8^FXKpz z+41x@ns@!@APy;-1iTfQM1784#b-!u3x3B%y<3kYvuc{5%Q%{QpQCC1}2trVUWVwBQzN5jO> zKU(rHt)#z%P9ChH@Lf&z>)&FiqrrPeEV>_iuT?Bs=RwqY?TpXj0%@T!PYr$F2Kzs# ztii^Smx<)8Z~?Td5QKnAy*zyqJ;(Ky`-V_T5`+tUH2qZf-?HZ5_^TeV(m18Z9r(&!+rxA6MUPiJ4Kcyt_}XL^Eo_-IuwTbogr5>9vU) zIqC>fza@&iJ#Sg$-8Ui+*>_xuKFf4HxH6SZ;da5wLnrgP&%{QhBwbwJJ{ouaqto4O zhp3iLPCcBV9uEb&dlTaYvBPcR0gi$@wKU#kTVbwQiSwK7*gg6jWBsWOOxxb@yh(3I ztFD}j^lRgjZ~Qm)W%cOrqQ?V@QZ2kEPAY6o{K%!&#LjVRx;H7lHT`bMMe>f0h0Po1>tFR;;rU>t226?9m#XQ?_eD%vLKEirmLG z3~wbCtCm3Cp)$h#b!_^a-C_y%U9#h@rX zW7VxH^JRxb4fc=Yy(p*;*D)eHEfr2CpQy4!IrBdKaIWb)#@IA7=23V#$ARL}fCKHu z-@XKdu@y{*Eq~76E+OTx1cdM*>`x#>6R-<7Y>;pxh!f4H7ihOnD0HvtdvUETCDRvp z>6N|OUqhop4{EHaVQj07Zd<9+O1k#ujka07O7gaXGn5HcxLnFH@;MMm5U#=r>r-Qb{y-r zdY^vw*k;9@8@!(0;khZ5To&PMPRpnW=Ps?@p=kdtf+O#Z>fR-Ag-?}#f-8Zv097oe z+!AGZ1;;KFBPxq{?Xeu85aXD)>ta?&l0e}N7O%og|tvI4B~FCtU~eVhv&L*M#_4emQN|!vko$O=5J9E zeqB`vW7A8GiRH}VQ;M+}U7nWhg1>HP9iKUreZ}|hpnb2yYzjV4aBsE<4i3<`-z+}9 z1YCdWuA=b^cRY{>K|M5&exRMs3ZW}J@2}Rkh0NrOO_`MXu_?zE$=F=nC?}Qs?1|?% zYS*gMW-?oqx@60auVt(g)iFVz3^hj=WS5^!i|rV^o_FzjkVncRdUI3lo==|k*y9@2 z`1f)j&E8I)Rxize>vX1wH#tK48Y$D*5*< zJZ{@xuY1MyoSnF92`vBAk;Gyb8Y*RL@=<9tU-L8~(uHksY&2_wX~(x2rm-Ct*G2DU z^#MkWzD%T2LXXwX{wIbWXR1FI6|_W;81*!$9^Bbr;M|y6y+dDV0DVvW-u{uEN%0L+ zms%Q2xa*MJ6XIKk@>ewL)*Zo?)@(jnv$^4_%b?W7@KBrcHTlwAua3-U)&`307rnj7 zvkE!&reIU(?ehjtH9UGso%mDfTT)i19vG%SXda*pD%sb+nu35GP}B9Y-+K-fQnyRx zD8`4TzmvM-!1=n`FR#0f<#29$TSq%jS~iuoxthZyy~X<+^u6Jo__BrGvrr^HXu2kV1bAw6o@G{PonXle=?@Ws}EGOSp zl-W%P4r7enN_XUM%r`O;c~pTg&u&;v=}MhUKb+p)(fskni3#yNGwj&@-Rw&+Tso-o?Xp zxw|8ThAP_G7?VPYi($e3sUL_1=ezly4Bnc;0NbGFj*b7m2Pf}DWHF1qz)>SgPVtJe zwyp}&v7HjxA=8snGhn}QLguQj=CR@Q7VFvx(UR4z%0*jR1sgBl; zx2mDk6Pg@F0_F;$q1?yWmKXK?9hz)@ph|5WrdRNI;#vXeyXll8W=6>x#{Vk*^Z9%V zju|Pd7&sNq$Y1T1-N+*XIo#;tKCh^-L0VYjkWn$?7IEvr-UR!k`W-T|;sVcQubP!s zy?T~X8kKfZm+Q5|-cDvo#a9VahgVmkMmJMMI}ey;;q#+BN{_m^*Mv?~n;wdesS&a~ z6_K*y;)!FAo~_uFyTvScxVqShFe0g+J%v?DzFRLZ%^qv+CXHynvR7~)`PP-gw_fv- zMXL_dGSij#d^}}th8>NrdYDm?L#=y~_2kocZUd+A>?OGHr~V`wi(bG5gJaDrIVJh@ zMr`|p#>6%AV>`3Dz84Lm(sgtvb)?irQ9PGEjS(K!er!8eL;OzYEO1Lv+E@{0y_Nr6 zLTu%jh$S6mbuZe{biE$+!O5nER80B0zB01|m%LMKFCPe2U(R24fmXm1neRh=uQbY6 zZMXe;{YtF_%H@z-cDMKF+MrG>fyw~u@7e3eK8;n3~gZ2jB&v?U?ANk=$ zO!D6dz0$3R(~pX#(5GmUcFM<9?hG6I99lOv(TF%CoMbQaG>0$Ia!Nhg_Rfyx%G-}K z1R+Wa;`s5TdKupDd?$KUB;L5~)H=2)L?g__E-p%ly?M28_D)CDn>Fe2|ElM*YxN5< z3LVNN+(e94Rs=j18PWT+t6?qVaWeHVV%ye3qLDhIXSQ69m~gOlfZB#7jQ!){EfeyGM4+X2ezFqJIoZ7I(0O$Ffi7@k$582RXFd z5X7*6P}92Z;UIB5XZVwy79N%uMX`X!dt5d_T@7h97P)b}!_KWM8*T_brmZ=DDy1$i zYLl6ywb9x4viVq@1kUUNtL%7*+Q@g!n=+|(o4okGIa7L`1PVV`i&GOVP$%bXvCn93 ztmReYp02!KWnjCuKwUt{|4xtIbjHvCvA6w3N$vRL_Q2vwl!(LV>uc*0%&tumk^Pez zuLh_7<;cr%5?z9Tf9gbHz|H#tZE4xO5@^etI}oCItC#I_&)Rw`XlAF+Lp7@4jIKjN zGS9C3#s>=TD4MFK{ADV4u1fJ<4w4yaN{6x(N6w}dUv2B^cky2bneb{rgKEhjikEIy`vIQ`rm6wc=K> zxkzny+&fgLPo}gV%{lE?SwF$A&1O@&m^A45KBq1IkGh-NSIKUy%&7ednLJ3N^XfdCQJD+?C5Vrxpa3MW!TnVNLrtkaR>I)%5Yn9L1JL?K zHU!cp$d$|6w9mb~_Kccv$x=WJ9706up?J6}+B0^Q)y3mHR(LstGqvvdM@ z!2rW8$`~vl8i=gy2!ya0fc&4~`#Y#0Kn3DqbT=K}9o{qu1!61%2TJ&oP(q!0e+@Fabz7kibM_5=10| zZ{W7$!QwwjUFa31nz4!GbU=1F#${Oe|Uh zxqxM2USi1uEE98yB`ZH<0+xsQ35JXH4d#GlV=lp%6Hs`-LjWr*14|?_3Gf7#3t$T7 zr#YFJ%VDAbz9U#UT%MO$yq;}``}|C>T)4MD%=Er*A zQNWKN_N*NOYL?X-HchPK6<7zv{bys;KWrEvEvpY~)_?(Fm08vf;0!(xzck>S0)%7p zhCqsDLHX6bK+&UTL-;yijvq?)*CPa^8z2Yllpu95bKQVloYlpPyTLtw7?XLH{a58Y z+W)GYf2U#w_TMa)zuH+9bC*GL78R=k=&Q{7|Mdr()c=b3W6|>rqoE(eXAYCOrx0M# zpN|225_DEYL3{=i8V1OZ#uNkEVEfMNX{PvXIeNXymo>Mg`y@Fz1 zG7$DCp}oR1Zq4h?V)^)-oh(gPuP;v?g zq#oQ4cqZ~bRHnbTAJd!e3Sm?*Dp)1Rlgac~MIwJSsQ58 zhyr%_w>n^t7T4iGT>Q6wB=lms01LNhT{MBX2sbntwFoy12I%PD*1*8l?YBDY5_AE_ z^+oex@gN-X`&c3g=q&j6i@(6sFRH_#fY0(`Piu24l}K#=ew@6jC8ul&xs9mZX$jwi3xl z8zCiIn|%7n@4h2tJKy8{&wtLjbKmza&vu{tJkNcfD{iczC5M*BA;ho0gszn%&=3lu z+PWZi?ShcTWJih@gaIw45YpV=g90Jd$#k+C)e%xwMo`@C;eiVCCTRN6waw^cIt9Yb zPST>f(;@8avoV=Yr_kIXJp7748q=tDW)wPP3GirW0r(U@I)v0c0&uGRuGN3nx{x)5 zG;<=`JG(nVgxTr)jci>gc65ly0RER8Gzv7#F`(-1PNjPR6kxtOAcf)%-bk|mv}sgt z4+v&c-3&r%P<)*2D5lx~HFz_pk=?yK$TW((o&Ox?v*Q6Gqyfd=nXE?j18`wvL=;9I zhbLi)cnF6@$rCUzHe+})eNJ|!6fdeb%?=0?mKI=sR+zAS=SdPKY>sj*XEz`$2&v@; zq^Uu%quK-E>r>nv=}r(DUL#X@q8FV;As<2brIjWbcnK3ZBgTHp__=Mk%-$FF7VXU2 z@-owQC~U3@OVZ?lg^U|>dd^Cik@p8YP@NiRpM#(E{JcC{G@s0w^5vdv38 z#c@8oZ!N*9B9p19r!qp#&%EW3UZeQQ zngEq|BayvV_@1?q1BDK`Pv*9XIlkb`7B3ec%u0_2mcgTjCd-Xb>m{xm|)8nkn zvuXJ!Z`5StNgQAFxo#wAAHV*z>cANoj41c1P7dBHA8{8-EJUT+wRoep@x{C~SKT8Z zleb6y`NwASCkOq*Z<)~K>bYXx+N&mrZVjuF>)yuxv3&^jICHE^I;8j?EtiH(QBrTt z`2YOYmip=fHN$HKE~J~b*2T(IpP$OaeOzH@0QkEVTY7fJJ+I2>b; zTcjAW#(KLHtuR}or7vWk<$?WmkID79kIl$iRKg1M`OZHwks_WpNV+c9Y*Kofx5!c2 zt^YmO;80;n*nRFvg`jdt61SeRWbEd&!#7WB?OR$eF2ari2U-6w-Px=^E~zok)E z)JNL2_I<#c+eGF{tKj=Ti|$Q(&giJjh-e0Ta0!+*p$DWjYO7LPo|HZf))f8Z&VS!2 zL09u5N+eTvd^Dz73&#R{+ZXG)lp3|a1#|<*Ue$sBAQ`de>?NKhidA*8cD+;#WHc_s3<5xE26WY z`DYTF?bX-$BcfxkWZ5p~zeAOVOR}Gw(j3qjJss3nS|}L6qs2L4U$Pdw+1-#!74Nl; z@)~$?T-G1~A9=p$AJGgqu856Asipq%o|-xRF9p6;>>3!iw8{24H8~|Ce&EF}<>I67 zaqHE;od55euhHkS3HF&)`lA6G?>UWq8&{F=^TxqO@AszrZT=XWkzogkj9&N=4cn-d z>|_iUvtS$JO?J{)(QL!P2x|yCNX>A>-r6(zMyuew19=rY`+KDqCu=TjY~M0)ihAIp zgHVX%>53l*q|zz`O+w8z_lu0YJ<#eB@yJWe>@7_~xv5$5nQi^*{3wOi*fa+e8#-p# ziL}KbWv!A(*IF_6Pq?PNoX+u{dj2uD_I zUoO<%YZo~Q9j-~M)s$>+3Be8&oWrqPVI3Dk$A9eZ#aGp|MY9-nKl>0IAJL`kRQ|vh zIn>Y+u0J5~Sf}=ULR}Ktypp?R`?qP8C&kJ~Q&8sG%Loy+;wupt7OSvOV5WNKELGWh zD$Ryg-*oxa;-8k%+5fAD?bG#3p#nT{0tyW^dYmRPwAyX{$0rm+D~AW1|5JW_qT~1# z(dmb!&cb8$DR`3toUK%|^7rW-BK2nP-f#`w)!}up$Iu|5lRrz9k3LV;C;hi3+u7^i z9l8NraxY$O@(DT+r`mpgQ{t!oNN>4?sSy%kL&fz7et2KkLkjk$-A(Z6?2%)LGE6`IVuH8N>(lsmenV#?Z$+v;xfU5RIBrg!|KvyHFo zy_G@ojUBz)^82IsyME04_qwf3C5{+exXjYb_wWD9D`Bw21xur8qDx~D;k-8~^EEWD zN@hIWuqE%yjH@hG*HFO573~}vD(4p^^88_QDDrNQ!4NKpi0K(u?B42OR3`uOLep`_ zs>Fx;%rE%fM_PC51p7wjhd9^=7VEUcB_t?*Q^QHT5aCu5!!%mRdWB_6-7p<^u*340 z{KtgbhC5@{iil=-+u`ef zoHi8osekwDI%?Qt`?+?NY4+otLVD@mDl<0 z-S3Bc*D43koZ0yA-PbC0qgJBJNNuIQ9D~Czl$!Cq7!TDh({zo&VIr~X8KQCmz`XilkH@w2m^ zL}J4Abj2kugqTUslt@`h5B;ObTcFb)dfounE32Y@&bIkdyvZc0H1?}!(OGTpCym`{ zB)R17(JLeRK^yi)qN(|c4o&|f`oB^tR+CP`VG9cSJ7cop;g>DT9C+5+FoMqBlK(w7{6 z>U?E0?~MmrZKuOj-1Jhd>SZD|`L0&%U<>I|<@F5OUpr}^rQut$>bV$ir;|7rCr?%D z24y5rHT>0;MOX2494HALWk~8tm%~!+uJA4AJ z-fpwo(&3x_^WXng$unIRTDl!D^G_B3Ye6x%g+|1{|JZQ;X(h|z3NA|s-Qn%WtAHHJ5&bmHk$K2;LlG@G8VM$ zopxfW5TGMPWgf46bB4m{)jIh$i|c}o1kUC`nd_ zY{Q5Ju}HBPa`O}C?W<$bVCfc&Yq80SE=-84rER^6ILCU>rt5>S$?4-V@z2@mna^v= zo8Ml0|J{eEj{N-gYPnx9=dfNu)lg2LY|u@$ZOvcxclzpz-5<~8<#yP>YMOlUY=WYa zZSbAlGZ_?_A3q!0zD#rQ@34|yMt<-aY$g7Ygj!%t3}RGy9ztx)V-=!C#u`s%=mG6B zhp%<4zyHv1b(DbS@vnFnJ=AC!hTqj#Dk=WL!@Vdgj(R*g_7I=p_tZ2eB ztX=o#ch3N(YtsR1UTtXKEV_Rg3gJWEN+?u7FQ8DV`5yl<6dUUkWwQ!ywV-34-W9e_ zTRzedE(_{p-XbE@vCe%REL{dEe8yb~QZ!+qI5gw*c&Z^z^~p3f?Q!ijLFx4JJ!6$OL=1|LT`AnX z##fRhuauSdDJ$}bUO9)dC3|a~-w?qa&(qK1eas^Jom0GN@ZDPH1p0&%!ApkY2JaS! z^#So&LYKG{`CpG@_S14lTc@-=z8(IiT{xQ7QuEM$V12m5H>uH})Ga2~uk4Su+qpk? zJ<9(*zo6uL&Omrit2Oo#%V^%_k!jXEFU9a>I9+k5i^eTnc;kEA>LAorV&&*>4H_Y~ zHRUw@IbMI|q!13QbiVMGXL^Jb4{6@=OE0Uj|E@biXSRskT4)J9$+qdb4bkd1Y~*~D z%zIjtbC1EAnH#i8)0bmPo2i*6Y1yE(D2Z5`Fx5_ zt}SX%&+cTwD>1v4GTnR~Fhz9IrVAbW#2fVvm$O-Y=6PBDFmvQ7)33{jXQhFy!orQK z8GUcvLlm1vV6F{Ih=fDNj)dZ)!qA?V9!BMXWr{o)v)AN^NS1U?*$A_VHOW~v_%bci zn2VpX3fvEShYkjqUHdk+?M;bDnRQHcL+d1#5y(mdBQ$=YC(w+$3+s!9*Ire2 zo&vUyh4oK;XYvH6_LNYWYx~jo-S~ zd}2(er$O?Mev7R47Tc@r!Hx{q0Lv~LJS$xW4Z&Ir}jV-B` zj;)q%D6|; zzQnK*=hmivy<) zt+0A3S-OgOPfD{}CiJV}gUA&OSMJRZdnE6e@cVvjv?{(^aZwjzIjMQ7g|BtED*2ml z66RXVPX9#S97D|?LV>qg)?Iw}vD-EIgw`F>BN_1^f=>YL^Zk?q8yfR;boif@BMh?| z`1D>R{zy5M(%#WD{^r7@(9xMy*uJ1u%Ph)DgAl^PGbR>GFaw?dwVEe4Hv%!Jl?Z!+ z-O48unpk<8RuwnPHiycJal|EVmRIMnLmjbo%eHZ_U1NU$LPO>4Otc?7XP2R6r4Aj7 zUbqeLrg}864ZwldBeXTCGB}-H(A`jIavGvDGeloIe;d!A{{t=_|a z@rGd!cM4-(bDuxEiEI0#6ur|1I`K-n|H%w|%TB=2LnLIprUGesd@fmyZ2ZvvyD!#e z%SdhA&Z`uqQ$)K@v^e=XZr{0jM{x-uu2&L;1|<*Qy-X+xPfk)}9o&DclU`i@?`Hk| z?+U^vq{#xEVFu~=yl{t-SUdY_zsV~7s1p&@JjSWP3GDe7&OCd`E|#lp;4@NHWJwqk z(a4&@%Emvc-?4pFq@mq*M0>$8?oiVGf>ZYgIYbPnJ-ROAExj4j8F9)|EedVex;gui*}!uc0}ut zUqK^!eFX_O~cuzhPL!>pt8gmMJu)cVvwEiVe>sX3JrMZ+)szUq*bHTGk z-Rvi>=Ga~^+v^nFXQ4E9`q0SKsz={<{#=IVl}2w03v~t`eUBT2C+dMlkJ#3nJ~P>v zv*$ZCY~;zYY~RV_VT!7s%Y>!UaEmr!V?!JT^%j zIwnB08FG%s^BUmm9mPYI`ujPERV@0E1%5q(PI$8;3q>Nm3SYHr=-ubJ!7SNzZYMe^m-;6(L)E0eY&YZ(rb^+$)Hx$Pj1-FWLC0NG$5S*d&E#9dr=svHju}1 zAzOHxf%Fx~YdMi=aF)#rLjTUWX}W_%5}ZWawF`mNaCUH@z$q?}ma>F!1PJLtp*d6S zAz&bo0Tdb)LQ>s9)`{**h42^%=>Sq#;NRH?w0SxEfj^25#T`OYoE@F$5P=8~LJC*} z$e)n_09y!+LW53FfgV=~=?3yvC0k>66R8EHuolnMuG1NaySAOLK8_i2#vvF;nW*EM1$gGM|1X|Q)v*Ik$wbV zK(hfEB*PeaJ9!kK4vx}Lf1bcpee!Qi7(5M7gvHEK zy#jt0lL`{2AW!RTr|RzLMuAWuXG!*B5D3J918ZqUryQ|>RU*q+zk(GYDMpfKIp{9*+el zZAJ|~Q-ksUt03n3v0yA*U>I`+4?+Pn3KoC@4io?gXgiSz-a#mj2gr$V0s93*!XrR| z2zUa72ZtF2pr=HzwTKFU02FwJYq%c^3dkZ6!F(7dNr43F**3UlFoPu`;2I_ZW(qC@ zpxE$SJYakl1{e$QGM=$GAP5CU!4pZ0nnVQjf_4HL0~nmeivxJ^U=zXLQQnSVS<{Fl%rP3S&KB zbh8D4|Gj2^K+Qe?0%t*B0LNe&9;OOV4o`>GU~akQYOrL8IYJl^aKK{&wi)EZdhiE6 zJPPKCp-cc0{Qd_DOcV-*VD$Y4Kq8Q!xdJP~tPa3>u&^*>4fF!miFt*g53o+m6^5?- z)(Kc2<`&9GxIVYg-U=0DSunsI!ND5$0V7&l_e}0+MiMbjU3RrgpqlTa7 z6~B=RSIx?VcZ@8?tpRif#DGtH!$WL2jgQu z7|U=hj1R@&egwnUU}jAza2{ac8Bp9H%J1D9E#&2u<_ZAJ(jtowbU?Nf#GdB!4)mfvxbl5x+ z=B>wHyfD$fze@gXoEKvKZJe|9jO#H}Z{U~!T0LibI8tETurY-_?JOO$w}k%A1$z4j z4N@IkP@y|h-8JA#K|3@QF(|YGii84+hC$(pGAOhp3MDCpm>mba^^PNCx`!K;?&fR@ zVdOFLSXs!4PWMnmBL8;CQ)!N13J7iNz3spynfY@(>>VImvYjh%zO(bC<_X1*MsYyE zt^olI`0pRE&v>w|4$z-ASb5HL47^nq z!b715OXi}mzXXsHOBN5P|<#G#8B}ENvqI8@Xs4 zAP?-hg?KTrKU>^JT*?Rd00Oqt!ns%+X=xi+$0g$wmVrlt4aY)wI5d6<%{Uy0h!>B; z1Dn3MjR<1b#cd?;*>q7GP_iYm!s9^Lx_F!d@Fk1d2qL3)X(9d(gQUz1 literal 0 HcmV?d00001 diff --git a/fig/gen_wrcf_k.pdf b/fig/gen_wrcf_k.pdf new file mode 100644 index 0000000000000000000000000000000000000000..a4ef70c3bde9933adce499e02228128c515a7425 GIT binary patch literal 10314 zcmb_?2{e@7`?x|h^s$q)y!NcK&lo~>vM-6K493nd#*(eHkdhEW(qbvJ5N)ExE?bG{ zqZA>Lq7*(Qzx$4q?R<~(KY!<3_nrIR`|S65p8Gym(o9=d0j-EbNM3yf6_g^-5DKC? zdLXuKgOFxqSBgJ`0V5U=(rUji1wv|(>0~deE2O4|p!hh$6P4yI&5YoUK;MDxxYyIvGpgj=M z(v9rw?&As(W|!NTI(kr?=n#|808btyj|VW24KV6onlQc|`-h_ce5IEMtydwNh3Zs;iI7*9o{@%`xs0_hbjjk^f{& z?l$EO^?7lfJB)UpE=IL*KHD82ab<%-#<#&M;+K_qFWQu&{PIow4Lt=CFL~h-CLcdz zH^FB+7bWKRIeMQ<+pxPJZWO)adVlIAo(!)m7FAA#zJ}lRqDnE!uPDzZ`~@D`dIx#b zZHSS1^XBXK;q%1%$Tw=Qf896nIi<<^%tSW-xp82Xx|%2Ui7&Oz1Gg(NBmHfJirq_r z7_sX$QkHg`)DI&Q`S00ST*|%srrny5g7)t$%KOr0Q`_Po&sXitZuP{tNci-vlO*er z-XlY48$_l^v7``r1)t=zj#w8t5vPyL)gJl9gxl|2Q8mY}?=Ev-0t>z##Y<~U2y4Vj zdPq?{zfDT-27BAmzh0Jcl@P^7b&hrh zD1Ld8;9&S2v*vnxve1;o>U)R$?|Y>=-Ijj5kBxfx(Mt}yCd_B?7cNNxif;aAltM(d z$r6Wmg|pqMl2$&%xk1>aQtbR7JLXEabr+=@dFar_d}R~M6Jfk;u_#$-+P;BlrCJ}i zRi@U8*($yDZrp-X&Kghu9kS)MD6NvVy+f$hxAjh&sKhxZy!KN28Hc>XMEWVX{?@tP z@KuHef`n6CBc>Z`MRDp+_Nnhrsy+H<%=BRWPOb^Xq4LeY*tlE+L}0)7d*A)`fQ6iTixSHSFYcFSpC@nArWxQfI2J^lbkNnX|j|?8akN zV;Y)=^Atunvf_Gkq1GO!=m}_FRYtXrbZb)tw!bhD$8wo=_5Mf8Y5`kf{ zN(%*MVVG#A!QS=Ia&Yx^k6%suGt%4pes!^bym}#0kT+gXsjkY9)BGf@ddvPpW6F^a zhx^@ss&yZ2J9JrW`q3?SkqfDdP_vx*owU+PRa1Y+o=W}t!&>-PsKW?cV zcyZQ<^m9$NyZ?V%4MMmTI$v)H46}{bXg$3l8R;;OJez9%?e2pLg+vIBD}@61kC%C` zr4x4CwR}FZr|8BTS1IzVfx==7%(`YjU*y?F9*NM`XfogC=+uc%Jh4?}Q+vF4?C&++ zlX`w?dh5UXTlhQP+Z(4{+uE}wzb{6hV{+zacT0gkIbu(8_hIn%KJLwDUUTU5p?iGyGKSU1jmTJc+?n)yccFXhzlcPx<-{> zZuT|3tN7|n!y(s-lt;U)&IFYs_q@~(4~ou@aB&VT)^CbWPFDV=iIeIS!i1YVQlf-*I2utp|vdOnA+ZFHAjZ% z`H@a#9k<8%+~3~&zORQ(EqvzG`v2~AtJi$87h6VZD-Guu9DbqH%w8pmw|e4k-qd4{3^|LEsJ(i+8mb%*g^u=Ot6GGPYBV3o-k$MI zm^&>v>R(--!9d^UvPx_$X|+)GZr|MJY2WQT`!d+1xtqO{#$q)~4XgzGtj_xxjpg5L zIoT1JbIYsvdBR80lSd291N>)K zi_G2aIitq3%)IVTuMgOrZM4cqAenEYlg@DFNvaPe9>W?%e538@HUCoX<>5LY`bm+H zJ847PR~pqxdzS84WV*2)Syy6ZbJ6;Bme$zOt$bWe3U4D>dme0@856qlxTEkWtuoYk zwZo1!pY1hT&xG}DHF(HB5(Eab&2D)0eBKJ}YP)*$BHi)Wx)dgv2Lh^ z-^$0@cYQRH9)0G1c_ZJo2b&$I5373_p0%%)i`L=4Qnr;nqCyOY-&BFln>A6pC+h$cimWj<2R|zJf?(-R;ovLB#yT zA-SX%Yw4F>RFyWqEqMPukf??H^7cw;a5(3%VPVB!PN;m?b zT&xyp=Ms{YRUO0cY@az#k(>Nc-|}^uLtv}D>@xC$k6|l`k0jIrZ(@8>gZB}{&iuJd z%+yT#=?p!jb!J~d+dt)xOjgGT>Kq!!dl;fV-Nguan#rUloq4nqWzX^Nr%O+MVGNAU zMLiF_!+iMWnBU=6gCF1hLYNAsL)N_JYTYPivkZmsId3HtDxnupsM>g6;2?^f^{JX= z8INYz!H@5XTBq$EYm3|sYiHghD%`ftXH#^^Rl}gu;X@&}VzTQFwpx1FZ!n3y;vSwC z?(z1%$beycjCxbcd*lg*rT8MmGS@Jj59hqK3{v=*yAq^m!a{NA#2fNfLY!I?8Jc>ddTYWm>7_e9 zKfEStTzv3y(e^b#(kywmSoxl@BE1buIn?adHrE6X5`6HyeJlY7t+U^`C0T^ut9DPO zkGT>2Yy0=Ke2_sFF_TJERjDLvnB`@ZQFeadL6dgR>y&k>hzGM~cE zZZhBV+WA1Mlg|s!0|MXk3rnu%^dISJ-h;is@+oiQ$TVx7zw(h~I9+k7i^eTfyxDyo zEs*M}vU2n_hm8jiWm!z8Q`CI-JVjcg*)R$ir~P?=8J54Zb(S?mE|kF@TwB~-#TwPvvu_5B0K15 zwnN8lh*rzBp7U`U-w83!9mZ>BuF)neUVT>GNWF9{i9ULLs(-wpMWM_@HBP&Dj+gI1)%W*on`evP0b~_7RmD%$a)AjCYvvWK9DD{ZyM8gqNdhrCA-0v_NZELJ8Ov zC>)9{Q8#LPN!g+u$Vw9#lu(%zqHjoA=5LV}%YD`1Hjdi=&v|1>Yxz#8 z+ow0sLcD-`MG<;lj;Ls-F9J5t5)ELq(_YhC(myy z$s4r0aDyW$eETh>a|UMU@EeYiSs8%`#4^^uRTI`rlM(lG^g(=_5N2|DuNBF+(@l$;z7V)v&FPR;eu+As^pm z?%CU+>vExD^hQDB(a-u_b;`#)>vZhvQz~4w<@?Z8+o}$I?wS2B`Eo+o z`eWYO2F;oi*pf=wxJuc&B8OqI{Lo;_?8-ce&UYtf)T;f34hcRGcYB1KdS4(O{2*KB zUsac`5<9LGcfDl(l*1$L%?*8q!}7ao-%UXvKTy&1*mdv{DyU|^VjRYsqU}j`J)B)r z{e7VGR1V9Y!5T`o((0)+*$U5X2OpkH+#L@#5wbFY8cA$`YOAZV!GzW83*IRlK{ zgwF9M{^sF|v~NMFn1Uvi{V9AoCOVVCp|@GqoqIR*(lhO-?j6!&Ims|WUEX2_(sG3g+cg!DwylN{ZIWF% zm3_OmOh^`Ks+}51Z?veM5G>|zQMjSk!gEIf!D7y*I*E}M5Nm5`8&nP^pHXAJ!EGWV z7|eE>Y0ZtEeZfg4haahkV7hruCv4!Bc${u{!dO2^)!?UG|F`U996drx&VMSDmdEdr zRnIN}+1%@7%a)VbEWxK5qkofDPP9JO9ltBF)>TqUnESOpX)mrgf zJ>$TUiko(X&!XB{Q&{<=$F*A}Rz;gQNg!Ga5AsBk$_tN|4{(qKA04BdOPA;Lc9Xmx z5_j~`(~ROAa!p5O$JbwMI(DI1%V=SxNeddgC`_MfSO?CwTA!_Yc)tj%KwIQ2EXW z2Q)2FXO`h*rFjkpx6r&5%t?vN8te`41wu6apMNfDNSK)UfOxX%aFiCLtl(!>W6GT( z*Zrk#XGzcJwDpgJ9$$R(BtS%v#4VuTy57q8%AT^#e1#>*cT9%fc|LJ&jz zf{kikjsytfSwcHJOhAHppsde6n_LrnMBG@^ zLjU5BR326%o+YcmJnQ7f>WB{w;^)Xa#XUHG*c*0r`13Vyz^MopY$N69?aFAVujY_r zn=Wg5q+_+AU>i5D@53&w>5Pwk#O~I6#nt1Jd;M>gp#*Hk25yPO8{e8FB6}xQ-wjXw zWWJJPC%B9NSDdpE7aD_cyzxJpqTGikGA;?BE`DV`_0`S(!}OiN(W%};GkUBMKuow7uKWyDdWIM?LGPReC)79+}a@l@5iMjDxaF<(bDpK;trlkug>c6Pxhp8 zXdL?ZrBZ0UcD83K6@Nb9bVS7c=X=_60w$h|BQomZ%s54SSv#Mr{_~2r`E$C|Ln|5K zvr0)^Rze9kU#>lRCCBlMBmx57hsYfKmd!>{S|%=k4B7Ewm|g8TwY5K4C!RXMRZpZ`QC5xXJsj2*E4- zt0SE=t;+*uJiVW)ka=b_ZR(QP_vh6&%X~0YQ#Rtdt@yA=jN@8>Hedr*+*Fz9}A1D@Vt@Ro6|_WB*}t5Zh~e@Z)uDl3{CH&UtEC?F83$Cd-ngq5&82Y0HgFg9~l`5c+r7O~(h+lHfYpwrvQcw!4c91+H>|%9I_1 zBS1)B3eBDB3;_p$4584d5R&Qx3QzPPDul;CNEcAW0{`6u!I-~$F!)Car1(Hcio2^D z9U>3`LP!aV03|dM0N@CrQE2cIbl{CAg!BTXD-?tT3#i};2O$A4KqM&p1%Tfq2pI(J znX8Tcp%bpS>AKVW=`b&VVI<6@=4|;*0gVFR6%=p;EQBVKa1a`U#lqD$c#1Z~--+h# zOQ+HxG@}9uz<^<6GMxq}2cP3N2plnGFW)KL(fdjgKG1dn}j>HyFlT!-G@+je-TBgaZu#0@h9>g5MyO#{=X< zxPkqGA>k3AK?FPj!h^$%60lPu*jhv-KmZCn!#(^S3mT{*5y5&GCP|3|`q?qKXE1{$ zBH$h-0%i(s1Yp?kT0CHU76zCL@G_pUI3NfmM#B?HjGjaU^n!5$8Uq-d#ft-Y@n93d z-%;Urc+e{WVZlA4Vc>ZLh7jN$#?Me1EI>d55GVr1i3e*KLYX5D?irQ_W5U5dP_T$# zvSHTX9yEqNV05z$f&Z?Gh;VYd&a&xS9c#o1pVE&wSrp24k^-$4V8eSmkyXaLw=vrj?5 zo6J5j!X)qz@Pxmva=ypc1?Dyj;P3nSp<4qzdksYc!1(Qr|6Zg)I+4LC5-db&VCJTQ zpgQZcmrk2U!aRNa#S0Vt`>W*N!Fegx-@!Rw&$uB&4FG`&pfz-NhBF1mB^wJk($3N` zdr|1`T41+-&>*$I9TmDe)khn?7qnGd8G}MAp-3oTXc!cpD2GBzqfpW^h}n4{T5t6x z(|x_DbT4;D2&0Hm#L7c%bh@uH68ZOqB9-O}mVng8Ilu|rlbOH9*VzSfBs+P6;5)ls zW}Z-jX%rU(92yY7f&cyk{uvMS>H_^4gN+ydgM8-3NEjTjl0{=EP^wrm27K+}F*NYQ zOU6h`=K+B%o`*safF9w$zqFvRz<(?r!=RSn0N!^AeMBO>eHOw4p=#+EYAJn6MB);7 zXe`M37QsUkh`@Lj;sE4Xbc$H5?SGKq@`m@APy{AOF)s9;3eRI zZ(ckP&NUW~DJ^5q*!g_WX=HaV3XO5;&%nn8I6NRA*g;xQsqnsMJX^YlP{784H#^9-3vL<%7@p-7>DP{v9!i;_|w z@kvPoLK8kEzjL1yvcAjuufMg9bKkz_?6aq{_da(YF%wN~IkY?uA$H{jR9uZfLnz48 z)&;S1CxkR1J5qcg41kzHNQ)z06bPw7rjgw|9U&DJ1jWN19;mQrf>r=c$DBr{Q6Sv> zByCR*8ibvHHX+k!6siY=hkqiFCR9&5a|#Wz0_$jM1N@W#8idqy2WzVT>NS4#deA`# zY3@X}clL0E2=mkT?Y4EH*wG*&9r+(}&?o>{U_i~o!;|I%mH_iL04Wp?@QXB$K!@t- z>jlAVYM4VvO^Tnh9mPxsEDe5HP{|%XUSul8!|uoe=kw#iLP#Tuy)#+eGXUU)7bBtw z@>mQSgHym_6i5&bi;^c`;1x|^1hfVDnNfT^eW`Xpps>V%0Okb>%XpDAVd563*LHRT z0)vp+Za|`%6gy9Qpa4UPha=4iLc@A8gD3jXs1&k0A|R_G)#xk_ku!4qvkZ-$xqMcv z&^Ka7o(fI?&qxu{xMsNakav>TU3?2eR<>Ub~V&|54-CTsZJ^?Nqgu z-=;(@gFOa_LhZ&5@#N9U7^&?eA z{eE#G=Z5wvwCC*~zBMyH#_rS{P2K-*`1#{A1@=<0UC%{-&YY9sBK0$pv&$q1Jy*VX zU68wSN{)QUr&v;S|CT$))|fo3FF0Ew6SIlbHTX!RLb&*NKC;Z3`&+8M z>)@@B5mIx|t#!AOO^rTCRh|=WD$0Iag1E_eKU0cNN>%*Pd$D4gM?zQK(kYwM>m$LVcl>`Ro{H!+;j4Ze{ znz?P@#^fv3sn3tBIP4t9>NfvmPIyb+1G~Ck+w7Oqqi;XD_amSd93dL^OsmJZ|QJK&zBO!=`5O&xz#}Rv7|Kq>fC1)MTYgt*}DnC1UKXp_0mN%z7_n&hR43#)t zJH1~jt5(1?%tCA5_OX}yJ6$5{eMHS)QpHu;J0u?4Hm@s+R_Kh&azL@5V@I4wTO2Z& zmACgYi+YUW+V`+K*I5qwTd2z1_pzcAt zs43|1{j5eUiS7rX*f%AKIL1p%6Qby(56=hj_wIMaFz$Z-_II1?r=TW@pV@9VVTO&43ve=3POZ^_i6-&#VRZnn3+MMl^RRm9rJhV zuDSeta3m|^$O)={+IJzl`fBiJ%$Pip8Q^+a`b7YA?e5Zd}p8kB=rJ0 z<(~C#_6y!0uhxBbbIRyYl&@S#HH%T2kgJFwsRD!VYR(?SWN#8xdm;;J5DgL4I`nnK|j~!4PzR)?%N6P41#{8`Qx#JrPu#;6eqtJ zE-5p^Z0Pj%LS}Yw?Fi~elXY0in(7qbI^^;x~ii}{PCGt$$xaW@%Fy8HcG!L zIk>H8D4MT#dhW+SSC?u$F{E?_)hv$c|0@n*u*4;*(K6MeGHz$DnUeVuR(MZlBHQ>u z;paJ5S*)Hhzl|%}IV?;rAbR`LyB%T3s$ipcxL_itZ$k0;Rpin-@m+HcCAR7~G-!H?|iGMTbnB*)hd-#mTVSj4aS z_0KD)5z`%s-Hy!t-r{*iDF+!yRY!_SETu^&RSrFBiugb)3bU*2z4?X5`DN9&!-LE! zA#-Oo{Z}=h+Vs&{WCf|MHhN=l_@z=asfpDn8WzQP$V?I^YiMgZNSEm z)(JEo@G5wm{>}Q?P!_WUXQzA8WQ=;Xo&}$`MUJ=OWYLYT*xs;<6>epZ6GpekMi}Uc ziKm8|OV5={SxLY9M~kOKcPQ+v5pGacRU^^1BR9!(3RMyJ#rsBrj_=REneIs@5Ek;G6@UyjX$j7oRkA^N>-19wab|4|;lSoD1`6uu9ikYUzKDiWM zxpOWiXYwaQT<(5)`nc4mVisp^|I6mEq^15-+04KL_|LvBsmfg!Cyc1sg##b^k6LAR zSQH_U3^&n9sqBSfsviuVZqYT^9-NLQN zmU4@I=Pmp5G$v0-@^Gw?dl|+wcw2aGQs8oZZ^;R2Ly-MC8~q-ST}>K~1a&GzJmlr>Vfi#J54U4EV$6_K1+w55A8CV#@J{$MoO#LB9V zF~H#==ktMtST5|?BSG)|T&}9h@AFJC6{dn5MvlRg{TQ>)j{w^4mi{&k$1ZgVn;pY? zX>Ywm2ebRs*wA0Rucz#Gn@W?iOqgI&YFo=tH#?9R+ZFUuHpaSd)KFsLk@F>Co~yUF z+Rlcnx*23zH_Jq6@m{W#WC`t6`DT~hmLC7? z@BjT+E5GKv;NRN;v-m9WzZ8nWEp;MBrZw)GU_1QFYyEP~i0hGTHnW4@JT+Qb;_pG{ zky4k$_`fw7un#g@aoiqC*rRcDt15aFE34c()T26F)oQ_eo3AJ{%|yUjmY;?c zk!fT8_Y8&Ir*rCM9%rhJIL_vZr=GaLlUl6(z3B6C4QiPdoBWMnh8Ij0zz^3=Tkm>2;GD%NaX&0W}ukLtR{Pvq4 zQ3Ltu<>l&t5cUy+l6&ti2FV6rQ{UF{#Zbv#Pqc2LfQQS0gUKxYTtc#)%NB%zjg6Qfu)?z<2R!+5R8ZWGOibF{$jxx>Xh8|&^G zuZ!l_I{pRkVu1QsiQ#iKkxENSy}Jix&Gyg73vE9!dWPpB9|zrH2){Au9p0_?{hN2- zn&R2O_5B>(!Xo=tpb$RVt%gDc^b!h{J8Jljp;(w6s+iYusRth$eO=l;YgMl)R2lq) zVas;Go(&#bqROur_@52=5LgkN-*T+m+{Jpcam;1skirm`mo-Ae22Y|@A9THCh-wye zU4bz8{J9#!mN{Z9=9US{qy)E?JCa`A&Ar)zz!f7clU?|JnvF=fd7eXX^{hFK* z_KFo2g-^DtSrkoJDh{o91MUWhU1KUsU1vgPeQ-9dT7Ue`)$K-Q$1aubTJJBxSXjZt z^N0!QZcxppV#V6o6!4DVf#)7#^gU*o|Jo_ZETpQ@Ihi);MDUSeyUMf0VPjxYo?tGg zBHzH+g&}Ie$IclYudj!{>Xd%WdT{@){hN&u4qv4{24`+DJ=kx5wA;?(sq0a`Z$%~L zS1!JZ=<7U)&1L*pC_FaHROq7^u>z;7PIb|^rHVJH;nD!9t}+wbP-pNMv8(-J`%m{B zS^4S&b?&4L!`7rI#kRyNQoFaP7}!SDM!oT{Cx}UFAM_QsaETJ6i3KR~-oTweSD^^60?+jCVunmW~vasnm#%$z!+Veck6t5 zRL@A|<)TVohvdi3?QM-mKRfNko>jhw{~$48^lmz5XL;c}tK92sNg=x`6wc|HphK?P zhUI1X9Tmyi^ioAoCtXU^+tvdyIwiQq;r8Cjrq@jUYl%nx<`TQ=1ZLR*P|l1Lw*$@I zK8pyoSu^r!GJC6G&-Xc+-X12VBDeOPL(~RMu~6CgK2z6Mz1j}B_a?3vcbpj4?Q2my z>Dr=Y-I{XGQB!sZeShcuaeA%$pKE=G@sn zWH2JTxB2x91o8tVb(g)zE};CIj>yMh+$ox_WXJIQrp9l>&(2(AJov7OlCQ9CCSCd- zgMLPb+Xd)n%lqw@Fq{R~-s?-;GUfCC&}v;)ReMekV>P99>H%-($i4Kh{%M%v2TDg$ zcrF@iO$!FyWZZD>^@r!K=_j;rk?Li{f(d?s)K7I8`#D+*b#?h3S0jw`T6hhfrA%j> z%INNCpZGU*O7Q61TI{RfwJRuPwMhtJ=@}D?C76RqfLh00P!Ne2)=q&V!7i1P$?Z%$ z?Q6?AWIMuSMcLw0gyl8Z>`?BuZuvG2w(ITpLujbFdkuA(J7EP{RvXZ<=%w2LZ)QLR z+W;JRy}~-v?u2C1Zn%8Bb2UOjrbKR+x;%1!w?Sx+Sl`8lp}pIt#7fmw&WvSrm^DuE zm+^MVUDxU2x+RBTH04pA#z^pq^mO&SQw$)dsxVyVG?wBIU_QHM{q@1a0ZGQ;ca?-N z16*elHgoQ%&oDS`q?@Fy_e18**ZgE0EmT~_XC{bR$m^2V%EAZjt9r(qFC(>e2aj^J z?hR@k(emU#{NBW7M=^0h&VKPyqw>42UnG}Dq^GGf4evYlgjQDlpRnP+*Ci2?(q#T8 z;YQi`!U%`*I6M1>fT??i(I+AsxJ@!cl39yV&pdv?Dq5gpCn@JLWZB)F#A*WLPTYN%Rd$iw)SKP=`6siM zRZ!jvT3Bt;g2pZj(`VW@fU~W}xWyp%Cqb3Ms3+OaeqJ9zWvHo7tBEL0qFAnc{zQ1# zIPvI01Mw%}NwHnB?6&GaGfR&5@lmy(_)MHpruR?mH{7B@?o4ZINx|F_8oX%~e#I@> z;%d0x&h;EOFHwqFLJQr=A7m%l@9jBM*}OqD-r%Z#-JaV=)y+|u{Crr(~N3^XCkJNw^<-ARrc5|l4418+YQ$9GJzNy~7{`|jf zzC!#YPCni4O%_I%57ut2WA+nvSob*}FB>j6!k}u0AO?B|7&bj0^A*H12KBn`b}+%n z2za;NXEOJF){@?^yC8;b%(`nsOBL5s%BK9x)j1n+sWBME z8*NnI&KW+HbwL1i{xidw&ra6wXK(pU%)C1O#bCR}r3QvAIEi=gw1g~=sEupVi%cEf>A^HMwd13o8U!|J=DVhO;&Xh@ zhKANWKG<{7cj~byBC93Ngk8vs>DgoDjW4)6$1}w5SV#$GDkO1O2qfHi&U)hVMcY*K zJx(#NES1Mk9~zrkTmMbz`wBd-HhWW8YBTtl8ZMBYXaw!9XIX#x%v9?|{coP(V-Jtz z`%fJYS5*5{DI}F8@9}(ZpwOAK+2U(TzZhza{cEH3b-%Aq9Mmk`8%Z|Y*&57M%yx=Y?<-%={HIrJ$q&2wORboF@B=WJLlNV zc-r9c0{LY1utu?o^kCnhcei&72Dk`P{TR74T5VWes`-ufmG8`nH(vW{F0|pJ+|c>N z&u!U4GeTKo6G~+sgAy)&B9Ewin4U6R^ClJ^t*twcXcc(9Dtqex1jpUuz-FAX_L{M3 z%*Hh~B8T=L8@;AUGU$%GnB!U7JjJnVjd}Usq5!P-mj~dqQ{&gmeH!EAZdh55Rn!1HeCuAH@SgQk)%~Xb^!27K9YA2v9X60R*-X z8ifWgK?mNrLP$4IsX{?WFu@Z%;UFYH28aZeK40*g1R?#QgA1jw-*m!7Hf?9B4-Mu8 zFpPw`RG+W7$)Qo;yMi2!fQ8UR5)MLRuvoa*1`pAs_}EdMy=b0P2u&|K0yF?@M5a*z z<)B(8j{?-eS=yf`Fx8O!Yb6XG4+kc0vJYLLBj=Vb@@f(eG-$YHQR5uncJ=mTLf^Hi^b-{qu& zaw(|JI@_svIJ!|F6sS~^1Ly<-ao~V1&1n>OOIV)srN?C=L+<-c*djg_QWh(SfI|KM zXo&w;JXo{>gai7+5m3P56d(eYfFR*P{S};|Fho3r1)o9Sh6i-Q@8R)SaMGst;4?KC z|Gyey;XM|Ng&T}xq2WO)fJVUrP{4r(5CLl^62Whf%HzS}M7V+df+67%pg{yY0m6gB zi~_JzBG_6)1wa4_Ji|Tw9t#?%A`!uS7$*r-jtL6$Fu12PgC!#19wq{23T^~o*zjCD zV0<127z@^=KVxw~5DN5$Cz9wri3sQgZ~__w7@S`h2iC=dO$2{Oh2P;puK)eIZfWpJIQRz&77%;5-Tp;22E9!&Cvv;pwm$EU0Ut2P#7>5JJa*0}&grO(!3=gWve!Q7}(* zV*;4q-@mcIM4?a!`nz8UNCXnJ&|pKDw*lA=mNvSqfnC5hv8d7Q0k(;SMz@t;HUZni z;s(=2{|#`!wz1G)&Iu?y&>^4|wt*EINdf2twhQ3+7qR05yXzP=MnL{muvo2lUGh^oT&ecd-yS=pXyRSbAWg ze<%hwBIvOOGw(`4@BoUZV{wBpzpj&bK)?v-Fi!{rXE6W+9IY_)^$-i84D)MIDiHbn zAmCPEw-1KThcBST`ClL|04dX-!9|r{K?9C`fOk677i_QjCx75g=AY|X$lw$SCL+}^3&TKAop;)Q4_idSB7OW> z7bg1GSIIxXMJd)F;DWEGUyAYc1%U}HYv61TXA1OtHD++6ou^~|ZqT2(z;1spgVX?5 zQfSVe9-8n~AW2O{3<|A)BB6kxVNiIY3<@oQLPWIL1*A6izINbR%;Gs-_70FO+0GRN-}(7ci-ZzDr8pqq(0~9A z{MR4w&v>9$2k18pHeUD-@>qb8Ft8mhgP~x%SPmonJr_*?x>z<24dTXf7zX4?%U~$f z-*Zt|60qc@_)r+sU-Y4|f73@K0^hN0E)l;14D~mC3Pi$R{Gze=zhMOYU-SXiz@A%5 zGX@KS^>P>-OP9g0Xb?A-!@vcrzhDIL0e|^8;tKdka54=4{n0ND4L)-&hvDEozHA&G zoP(Cbh^W8klCXcl@L1emvcls)+*pPWuK?ooG8h2`V)=5|3U)vs;Qo>eK>_3%%jS|W zi}|2Y$<}zk01-y#cfj zLRz|z9bG-0A;R4BJ*M_<6bCv)WFY@T4jKgj^9*QsdQ#~=U6y`qCVLKw*gi0n7;$mhl2J%B{DDGpRepa3I^r!(CJLc@BpfG7IUX%zB7L_pe|bH-=+i9F$>U*zfB>_sz@ z*}f;X7M~J*m$T8rcJ*4v51j({gZ`T-!?@dE>#R!hKfb&D@$2y*~|?hy082Hyyw`;3?9t#pG5 zdpqwlf`$!NZxR%5u$|k}t>&Q~;3u%wXDu~+cXvw{6t?b6w7B*2h>wF_Uym^>U z9c}HiGGBkwzCcroi_`8s75vfBQhdK$9G`c6-*l{=UbhF-6n9&IpK^$$$ZE5sskwZ6 z;PuB~w8b;L%4L**aE@hW7N4wx^~=oq2#4P5X{Qs;UU~J{cvr%hti?HlALgX*N~^{X z-16eh+j)$r@V2^a`g8km-Z~CMEE$tpUvu0YMG@KR+Xc6Qy@Ptn_Ry;q)2>B=^2D`4N0R}75zerIoY zTA#YVgc=giTXkC6_N5+GHR{5hNw=vjQqd0Su&evE&3-vO#`a@)KLTpr5u#zww35Ax z!D1F|T)g=<8Y`M(Fc`59!uC-wI%D&8j=a^)KkGzZ#mV_m_0`Fz=hioG>ODo>d%;O0 zMEZ2u)Lz-NGGX&jE1f-J!|(Psx`jXXk+6J6lTxdzmu|7IUY!%E+!&MQgyKL)54w;x zIi<3zinX&#cn;y}c5%Cw+vK!Q{`1pPXS$~JeD6!y^Z#VqOhl zHFrBiOhN~qrd8@lH#dY}d-LOQEZ11aB+v;1ueo-iEDTXVjk;svSv1S?Mh!MA&z)L||B~@?wEm7{=RZaCAJh z>|cG$?PtTGwA8kqpB)@SH!g(=@x=-$*E}`kHjk!NZaH*pTqX43V6W?cYF%Ni$F7Ob zJi6m5I$E8IH_yk}%hs!Xn~@Q#w*2sxr@us>-^md}gG5gLxTALD<#{90e{7kqKHp^w z0(lf)b#Cwr+8e9Ue0D?9P)~%fVty%yak8kpxCrSE2H#Yj-i=9LFQL(<02y2?HWiH0 z$8O%{tavE4J0M3G8B!kIjyaQkZWk-&E@z+JwiM25GU7ZBFKsP}yzep~6XR5s+7T8W zFFx6+nwB1}IvUUKVYNhX(n3-eAT>@2oy8Qxcr_tsg8 z{H8Cz&;qlj(c24ozMgmM;Z8J}e{)3gew-xdDwujQjqi{6uK>6Zx@p zlZNasv+fF50}~-TceHD0sA52**vm)tp~#XT<9=Ka5z{fI@_MtEX|d9qb9Kj@pCmon zZFSDS9J%kcez1Q;PKcA^;X?g}*u+GYubMciS7N-X5|~a>Zt zU-gHdH&BD-TjQIZ**m?ZGK`bXt-kxr`Ze^GT}fSwcTP}Y8Tg5ULB$+rXD z>}tWYXV!l&=~Ay6u@zrNYAcQ27#x1F)XeTjYoWOZRau2O>}C`Wr~B(Cc05$wsp}Oc z_K$k}KYYn29~p8NBv9Y$>1wEQJroXmkA2!C9H!BDB6CODR}r3+fbf5HJ^TH<8p|rM zQKZ$vmH&8MZAtlN`>H36U7DxyV8VEmW~qUdptsdUZ=>;?+fC8!p;>o43R~ia#G+3a z8c0f=3$c`&Et0j7>;G4WKVQEm^sF(iTR~kb-oE})g83xsPRxY&?KnN(=e4iXNQx=1 zN3IPU1+Cj7m15p2d*LHSO*;FFtx51m;ieZoSF(2fNSo=3OZqH+r{i+lr`?j~Dba1$ zVvD!WMqM2L$sBWOFC%?i>{BrdGq?X`b6C=1|EX$W=n4F1N0V&vj;t|bT6%WZNaqoo z^YvCa2qg1ebiz6AY)SQj_>)+pkgv3T@6A7#d$>9GiH#@`u1@Wt9ViWdMSGEIUtqei z7Fkndwdb;RXNJ~zm<<0qCdGH5tlbYb&W;OTf83rQMyojNxY}-KtLKg?trsHtdo_5; zKjH-YGtKfmx<_T8-K{smF4OH#u1R8&eUQ5*GWq)JOA#j$<8wAOk4I&W**xACNj9^w z>0k+Pdd~B@D=wNBJN!b#doQoMy6UG4bIcuck#)w-LF1hmi!Uz#+UAM*tFOhSGA^%H`veu3BTHaTo+ z^-urt{l8U8OqWIe-VT_BXNmu%Pz-Ld6EQZwe^482hqnT@@0bSN52bTi?E6O5s^y4% z0$oPRUXv91R%OWD&2F>qK~LN+ts|S&(L-1T)!Lp`^}do?D}e`sIp>qjgzdX$Tv*D4 z=tyz-XY6m!P`G^>C*Ni8oU@a{+1;QTNC~%)2y!7d}JAThR*w)r|Dp7kHQ_D`bbr;o`eyyT=`dHJ-o{$1|J zZ+=8A-^~gYWH_ zy-1Ot`cd2TWrj;o##U|_`N1czmBdF9YLPcFj@ICN1aUBrmWi91X+NK(2R6?h$ZcI) z{>Wr?q>#?B3A~#jYNQw==x!#PoN(^ZE|e|Tzav+k{lpj;T?lVEe2@9~?Q!qp%?3Zd zc?UA(&IGb`u4~>XzGoQ<;iKJ3C{#u-qENN|zTi<52kUb+%Q9Zgprb<{3YuqZ9&3vh z2emP85))}%YEApUWDVLfJXJb`BKfx2v*Tdp_)H?HnOM*pkNu_HdecXlMBhPh{f0NVNz=RBu zOFSxqUBg#;XjexXr}ezP9{8$PFp}2r^pRul+7nJ+Wk-U}Z!+K4>3F2s!Skj25y5Xc z`9(LfdQWsT?!#VU8Oh!_Jj0spqjF*yPFI}jqH&8AZ+4$o3#7WLtXw^fLBqtRx~#gN z2e+nWY7#X05>kz76CzZe#ov%M-K1t{A5j+3>*+|4l+!_;&6k{fju;P)>=T&mY)dNC z!ku#=g>Yfzazr<^7!p#w0W>saH-W(8q2~_fFI`DVCY2#%Pz8PoHx4zN&)I_R@9xe2Px4yj`P} z*~WrbWp=;AbgL_Hn&_fO7dbk_ANc{7wNY#KWpVW&bHpi&iDksI(!^GI@y6AOy1(WT zibMPGRXdgtDW{7viG@c*p`CBMOiK?JtMFkgyU5`YEa}_|;g;iUDH(S7VqJ^q3qu+C zo(FtG`vNUCpd zQzBXii?8Pt`#L4IxYj+ZJo3e5H}N0Z`F`6tfl0 zT{nXWv11ziJf6PUsP)Gz-C!3hYmP_V_8wY=wq%GxY=^n~`*vNYOHan~a_hrJ^*d@* zPP*6V*w!XJan@GoK|kI8^w?;}l*s1k8}+q?>{ZCulOonb*_?HnRj08<6>>2Zay12Z zgW@@d11vKuvbVnaaC%m)(nt81&;tpVN66`qxe@^nGIjn{b?PXxS(oIhmne{QeAugib|*U@&#bEa*7xd67R$c=DoUpE>gg1@ zC(Juj>piYOKWjdTUBmEPz4d9Q^gVMy|AAWD!jiHJ1{j-3ol^}0je}28zWOI)avQcC zO5)El(U}rCe3xa-g%1O--BZGJ?~xwMO9m1A0%@PiQ}?c`&DPf!Y$-*UWYh>4zDk-( zJ(b$rS~vFg+@#2n*;Uy0L93Qg%1V+Sg%kYsvyA?o3v3$i^~CZ(B31{&dHw5aW901N}HKzQ+#pD(6Z8ijzurt26ziY z8rTNl!0Q#-nEWs}oqpSG!D7y@I)#xI6mM;6?NwSEnC1Xqn1Mu+Een1JyTwG^HzS< zNd4Qia-#LguGro2)y|SqB0QZ^1;#~>KDRs>8wF^UWeui!H~ADqaUbM8#b8%~L<2u8J^m*otV*Kgt_QD$hSv-p54}dUTR?O%Sf z>)0I5SVjvgOvzjE#J<;yF#>a1X zBwF1(?zf$7-Q8=HT#k_JgX95)aqcI(_7_*LQI9pe>0iF5As0cxDZbx{rc^nm#R~1$A+gv!4*pRvi!5f>ac}&8kd!lH|KS*X%0l9!**Q*#Gh6 zx6gbx6x_!mrT6Eagjl0bq547&^y4W>h-X%2%hC|ySu5A z8Ae{%yY?xorSGenlnT?UQC!2eO>1gOcwbW1XP!^2iaH@-EM}p9c|a-~s}akRk!zk2 zy|FUnQ=P;G@-7KC?jN>>9qm5+jT>;=gmSl&vh;SR)zwyV$+ORtH9XR>+K{`QhtKO_ zht^EmP!F-IxumdiVrsw7?J|_$p7FjrqOrzzrijS*Q>q^Zr~hNVo@FDni~v`hvk?~? zgK@0!T1_#Y<`GVMXxR6 z!bt6p{&F#DaBB?bfZ)N$rA6CD8Whmd3j7jw?g?+s>j_MCCv#~W8~R)!yk0xgJ(-HX z=zBIKu3r5;+zikw$YSZ5_1cl$MG*!3*? zbC$bYqTXApj-K8>JiY4iw{1U`;d!OmoAP3t!AITa1?h>_VbjMPY^Tpm)@JSeMm;|K z{Ai~CAU+)eSJ##i)im712NNf15ole{7e*_c{cse|{mwTZ8eJhmY z`+2|eL@Zy|mP+AGhnJymrRfs}6nhp{K=5XDYk-@)?~D+-F0eY(G2Ob{ch>#j^KE3_ zS@2Cef#XniZKLcbLp2qnb$68>7Kn4*^pzZXmI|fIk6uo>UGU=7dpoZUQu~hz5$*b2 zqc`B`-N&vfC2EFNN{*!j`5x|nU@8*eCPMRL;nk|O<8&((GTu|P{bH=is`s-Y6(fp0 zm*c-YOBbCMO&cEDR_NI+?dB)`f+mP*EyPu?=it}by#0{QRj>DjFa6tae63DgCP}Mq znW#stWwI0BzxU|SEp3uvb4=DnYFYKgA-yOxSE?ff90W3u zLZd=Rswb#3(fz3q9s?nrK+y{Pcl84>AJ+izkK#x1gpd?hXBRp|Ac6%UWh??z%}4-& zJ%mP~!AsDAH|`M915~O|5E4wFf+rk=1jqo9pwj0Hev=@iKeTVY6!x1=pi`u-E6s-v z^8y$~!dz<3RooQODDYiD5l6s6Xd(#*p)pu2Tx^4fXj6O~Xs%v#Dh)z2ijDvc02`C( zG(b71)+wO?b#RvU=Lt+TBL7+mgU3Ti6Y@d8>K};$)_m>hjN&I;vBS>S1Lq{a+trco z0z^GmBn5=e7YG&x84Vu?xDZIf0DiT|Uix#g1AM^*!*3KZSfB_{=X3Ufu$VcjSHSO5 zQbD;CRA*fsG(4R>C=d!%D#-y10)aSiK$n(u%0X*bo^z$gB_c!a`AygYKIT&v8;F2H z{r_l)|5rR%v@(PP`oj@Wz~Yo40+xUv;X(ZsoT4y9JcI?GLEwf5bi(i9@mO%uX7u1Q zH5mWD8e;xE7L0`(jAOpxK`MYo!2(dmfd&u(YbO%HZ;;C4!Qw=?f&GFZ;Sr!g1Uv!4 zgTst6uu~$~T0~_)017!F(7e2~>^=%5yNdXE1{$BH$h-0%i(s1Yp?k zTs&ZW4hI+u)@3|naX=8tjD{zY7(Iyy=ml^B8Uq-dTNek`#e+=*e@BJi;X$tqga!AE zhJnWs7(#%1czuS_U;zRefIt!Ons_jWA(VOI;GSV=@JcxN2MQJuOg79K+=Ir@2fW-| zL*Reu>^G{p2SDH)3Jl;FOvA%e0m|X&uo=v&YrY36L(CJxz<>i08?enFAGU+v_~B77 zPYh!MnBd>PvA{&3Pzc7mUkFG95;WgnLzuGx*bWvqhOB{Iz&5dJ)5Z7=aKN@P-(b!OC_K<1pcS@(Wg1Bt=mfS4;P@A|d7GH;VW9xMBN#pWyr403 zJ@+0S^Si-z0c#cR_x*Nq3zH`;h*1EwfG<#h;|t@?2nYv^%MOf)z_@oYA2=8v`@vX7 zU}1bH1~(!Yu?92eNt`A~-WwI~gU zd~OhMtFYS#!{@>m(Bj-L5Ep=y8PDLN%CDdS$3DP21L_O5*W8mo@FsIlj4%m21U%r6 zt6b>ub%D9fA^7utVd&OC&)q!H062bm<3D$2kPc*UiUbpp8kqTEAgInc?Z1aDAYp+% z{;UfV{p+jbAK-!%>kn|=*E24~P<=sQ0?Qh@I>MO(<6eyg9BJq1n7bSFXD+bY-^(Di zz?BrbE7emQz6vCxt%5s%fL{7)2B=%{KYRCi~k!&!2d-bU=8fK z#WZ8EAXqPj!Lf7+42uSFb14j5u=)!|03Yy|jw3FEj|3;f@ZTT(;?UqT=TaCB-s4Ng z;lVj*DU68vdoBt47YvWZ{Us|r4#bTm`0&agPA`EGP#~5sg)L(T1Oo0axe$~=uCZh; z3A2z7I*sh=L7_43`5AaR0fz?`gB_#=l?v~B#be@E%SssI20 literal 0 HcmV?d00001 diff --git a/fig/sp_wrcf_b.pdf b/fig/sp_wrcf_b.pdf new file mode 100644 index 0000000000000000000000000000000000000000..4420552e19b98e4d281651a849a1dedad3db1a8b GIT binary patch literal 10612 zcmb_?2{e@7`*?j&3}q*w&ub^k?8aELh3rcrl)>0DjIl?lkg{bbDWO6OQ6X)1*-Ac9G%|!+ zoV14G^0|SEy*;<4&c$*4&al6X%Nz2AHb>gv)2Au8$b>a z($bye;^E^4DK1X8F?I4JJJTQn9r!PD&?wNc#DJ!c4~6CrP=NW`fE2P1cp@$W(4$fU zd?A=kZA%ELLk{$CCR^wM)ZodAO7ijdB~i&f&LK;jFOCO@kj7*e50Vxo7{G;*5l|Qf z9G-|J;2|6qrJ#s`v6;b>X-l%RAp27SsLnu`u(Sa4i^7EEyG)WWVM~;6_wWY7f{@$2 zfi!i<&J-6Qd?T`t8_gX;!)s&#PxPlz$)tUV;GAoj#uPyUNA$!u*l?c9nZP{c60r7w?|u&lnhVLzvzE?!R?QVX(Z! zknGX=ujIxI%K3?|a^Dc)i0T)J(@kv^S^B&wSBl1mUL;wLC0X#eFtZ>(KS;bhDCL&8 zQ?6>_J8sxYgLpo(QaLP8Wm^ya|$!XBv`VR?sC#d#n9xKR3v zviDGkk4(8p$wPYsYBp0(Zz{hCm#%%haj4w}jl;-fo+=xQv$lS{yR8+|&50kBMtmt3 z2i#EUu@8JWE~L6O>|?pIuZ?x{p_Dfa&a4_S=<_xel{<5J-JGvqML*#>K42g0yNNO@ z5LY(n1MNXY+WINJKAf9!=9`*koP?+3>BBkVRO^!`JIB6Ep;^ECetI`B^mzV8liu?= zQNM1rw0GODtG;GuXyt0$jqGCziZXpF8Qb6`OclLoYkc%u8+xHO zy@Wla(YEH}mpyA0cm!m(#7v1yG&+nkiuFG`dk8W}-m2ZN=vpgzEKm5}zmAOw#!1QY zSMYoTabGu0Dj>4Vctx%CD(z0Thm-1i4F(HX43*ZV=A#04aRv2ojt@pvIA)#yfEjl9 z@tUQaYvZ(b|2y2S*de9lE5|+)YcI*T9+T!kYQJbdk#{sb-B4i4r17=Y;AU5`7ZNwC zoa2Huig(HR=a`2y_ma#XonRw%h#9?o%F=cVsNuSYv*wU`y>|b`5|+L~mvYrw2gUT`E#{ec&qx>H zsg4xSWA3Au)rb4UjU8Lc=7pjRqY6EX#a<*<+1p0f$V*HYU8r2=wdIp_6J|$)!1-R0 z2`AS$hnILm;i+*)$EQ8d+8>B*|9&7Lg7}?l(@9iUb)N?lSxC|JC1=FQ*uO_Mz7*<@ z_}ng{9$c@|G;W#Lx$*NJlZCbRM{N^e!~N56{50Wog92L~G>U*)vg>Hr(Eg1%!eB8g zY!TjEh026x9t}r0K-kxm({9)+JH}sbFHLbJtz}_(qxSS@ea5CP;gMq$+f%Lr5mLu% zW^HA1YWU3~t#oZf#$MTWct+pz7qfgtl~iwSlX~RT^iOfDQb$6LD~cH%Kk7~tcFkU| zCepKB%;y8Hbtjw0ExY2LncY7ub?2I^PmVm1Ik~&YZaPjawzXrlNPdhpKVk43)HUE7 zGXw3d&uP$=>S~X`j+7?j7|%0(6ho)Je>Q-xt?!IuG=28yU3hAAkGgyH?I7ga=Jq2- zBYgMu8&c95GtpLeINQZP&ucs=S3i)AveH{cim)sC8-Zc5N-G6sVVG>E$=rL#^6fvD zJ%6-^koAee4z$ zH~EmHf#70(WW=rb9!z3U#!e>8b(YtTDp@S&rA0aJoDr{zz3Kj5I>EIuyEiI2S#+jP zEhlHX`c94x(;k)qxhGr+0-^UYQYssEobeoC%p~3V66KezxTDhY(U?Qom6vXkq!+JC z%PlY)I{bW*C)+s1!}`!9?kzEyGvl0b^)+)2-kkPTZB>$w66d9#>;KEs^Tysd>yq@q zzs19`ygjoE-}^f|HIfM7WveXB@*w4ZxmFC8uwrR+%?+rGB5XHjWTzvGYGps>nzR>v zTJVy?8kq1odZ9fcBjtl*MV{Pki$qrKH-3xTPr&qkRDQO_*R)dMMMmo(x7zf(yR0&T zZXq3>>4yi!6i2wagq7>JC#9t+f7ZfDJ{93q6T`Gv%lRKJkhx?ra$DN&pu+pK>n1Ak z$!ElP1}Ldw1Mhfu1R8s9F6mZ2lgHe8UE!#5miXB~lAq^fx`^oM0B3yD>~Ry(z^0)e z7g3|;;>lfZ>-+p9^NrIT7>HFN#iiC;iAUAm;`T+?%Xn%m=5)t9{k>(#>- z5;uLV>epx-w-;SSYJVG$U~u@AQZu_5uZ?CKRb%33cAS?B%MH>`>%F74W4mvZ$Zn0~ z-CUVR?;5g|rBVjIO0G2 z4ZD5MJ<9rG|8zKKy%a~szSPM$t!e`+UO%hTenykUS3Bc-A`7p1mp?l3K_vc&p@D>C zMug?og$fzFt#6;}a+m54N2VC#2IMrflbzbmq?*s5t|d(ST|J=}@Sx>c4pBbq+4%V} zqy6kQl3C^>GN;~P)TN3(*_(uqmkU1}K3ll+Th4s{iS#MaYrT1o-|dnx&x(J1KB-c5 zA@20#4~B#@w)ALtrBTH!4@Cc$&S8lw?WdZBp%1X1y`3_Z+X_D#Q*(>@$NLW0oourz zMj#okqf;~3iX=4NCm+QcMSP|@44O~f^7eFlEi$g4cy88)y0<#|DfMBtQ<`=NlottKbw+X>#c z1!h;g2PUMUUELR>@@P&+H>9tTxm~g$HuJ)>GciZfl8c4ACgTb|+TC-AC7IdT^)d## zKHzxPeeU!#ixe=Y*%yNeQmc+Eh$Iw*9Mty ze8mQGdo@|n(|%XdO}%F_WvowpWKy}mmf_ZXe{y_h*ekg>``!;mQXe0BoEPH0bbE`_ z{9z4m!;|(+vN5_m7iy%LBYHHs{r1~5%(&$11XZkkBF6pLU4ny+tF~hdH5J?#@~oe? z;`OwSd%n(=?gUOX>8lMRIlQIkzh7)G6Ut?m45L&erna?RIKtZ<7<%D)r?YT(Q0}*{ z-`6Uv$rJcrxw=mr$p9(rQzXF^}A3-ga#Bm^I<5ayjH3 zEWth4xJHNZ8Gll{V}4v&T2cdb%LPO-({9I}cY@}}56PxJVWFLUQeWNns^ra=K!P@M z>eYqn;BdB4!_wNfg<*30FKhkVHf^L5WFU6y<2i0lS9T_gtWzh_l+~QVZ){sQO_rVg z*3$WDo|RYHe(NgogAbB_;~$Br71qQ!UX$xC#LO^JBWh}<^I(A%+O@E^q3pkDtB&17l!xD*92_4Ti&4C;bk08GQTV7rLfo zK6G6ldzX-?%_)-`W;Pe-tF|6>MW z5rOUvKEg2-7Y&0_!rzBpi!EqA*k$Qyzu6@2f=75!xaX^zg0Br9$7-~9zF~-I67X7u zF!(tAH-!CWh_RR(W+<~#+*+<^K1sxD*L4V)X!~>yYXyEIx%F-TJWTgRh~}8=o%CE zLnh=t!)jJ_JC=^d;J1oCc&=f_fP>ZrL++^-;Z+SDX|zdqMSoe=OWeY)8$(m`1^_drS*smM*(HN{_wv^dH4+RWTiy!_57BXoSXdrlprks7WxYZp9b z#H%rQU0ZXxKXi`Zu16C%_<=ii2v;biz3`;6X_O)6n8oxe;`!UaR%zwN)s4Hk;Vz0< zC+wUfV}zvZY3a1`1A@?w7rv&|VU@~U7|VWAbPQuIn_RTzl&VJ-Jm@_NcR)3A!ZzMqXA-_h{vX z;>rNmv_~GT_Ztp;a^HnbQLDwjm-=Y@cJ{PtMbTTkGgnws!?#^iI%Qyn4!`0QnV%DQ zKs0C5D|G?AEEzFBCm+Oz8G$vfw|7-G4l(tuC4{UZ{lAUEu)m$dFJDHe@y<1g>sdYLM5pqer=3aw6+g;Dpe!NoB7B!*Y+pK)lt6A5+ zCB4>7M{XEhuUda-qIXtc%iP7bmh$zD$Y(PG)*p&kTD2OFV=L;mCe&?hE^{0eEe;E| zET}6Ie>!x0LA}AB{}A78G55R3xi=+Z!M6)^pR2j{R@kwpd+4R{q#qvh=x7}_9F^PE zG&BbRH?5-Ox$EFrR8V7xLIP$VS;vdycDSIi;mhl%iG_>~ZyU)4O8?AdZLMY4k=^Ef z7W&crPUJj>OV7&%Cmtw%;J$la<)77#K>Ox|MCq-cqEm&-WB4?EHv3q1S9j~j zml-nx2Nu?12luc2b5XE=9o(T;svh3LkP1`}ob`MoJ2LNt=hCivj^DX-L`t?)ew&s8 z(zeSmqFbW3ux@zQzcUhLTIz{o*=-gLGkoPdo$^=oIyrC1BN)xO)n+kLyrSKm-EWnH zNg3)4S2#>$_=4A`tXX$uU~h1$$>F;yf|!2JloOjd#P4Mr9yiucRWtZ5JMy_84M&TR zl=YtrqZaXa=C?5OLN--T*B8jjY!T;Hi`BnMy+yD-+Ml#5xyemJQh=jRvdp;R?$C?0 ziX&N>T1>BP4nC%pSAP{UvKcBpGP#w+_xP}JF23l9Yej;yOI`3xtx;@LbRC!3$?!Cm z;*7*cFIdFR=@|!()n2tzoDk8;pTo+f-fNN;UmIiMERN_ZJ;)hJyj6Pa)@xQG-`%6+ zQ`vHC``jgNh9*SaeUMXLNNViK?fLX$y{=tY{wk~Rw-Ff{`P0b+bD#dWGK$L9)SA^4RhdLFU;H$s_@LqA!?SgSABvAloYUm~tq!%YW`CCyQ!~YD z=7BP=kFqrq)+Tji-fvFF+z=eNZhZKncbe6u!-1;n*sq@_moP^Z?IXRHn`Eoqxu>#e zgGQ3!rJ!3oZy(UIL}jeP%il&ve||k6Uhdn*M*rM$Ft9!64O3CX_{-?jy$J0J>topo zd}$tYWRacnDGGPS4EDtePR+C+V!4xdNjxuPJ7G4b8fA6It+nR%lN?USFb$EClH4T0 z`hzW_UqR@NvzJDqSddz%}JR42*oP&qgfgyLkcm z)iyPgg*J9vbo}gHE`zolCkN%P?CLbR3wIQUTCXJR_^L1KW%N8K-@v0yH05%JE`>k| zSF7CiN#Xv1J?)UDg#p4pHe-x-9iAGBI! zY5q1W#Nbwb*pW9UCNpRGNq@7}(Y~Sn+dwcx3J2vA~_)1iXg?hVkT3Z@eW!KNwwBOaW z+FYW_!R33WS9?C^!!V)0tE#+VdUlWh)fyD9&E)HAf=R~LW(ml_S+$|jx$g`Y3hnq- z5#Zm3uV})`eQKO!yirSp421oh?|cbx(fql9*H4xniI^}1bvyFK2qEGf~#X9Tk?*TjKE2yRCX)= z6IY+HL|rI!%COw&9ye&MHgSB<*xcHCUsS%W!t>uo&q^zG1|N5m69i4#VW#((*Bwus zX(`rc8!NG!{nL~$_HK!^CWpWgJp6v=1Oiam@TvIk}q&@c1QTOrj-8}MpeViXS zZN07WRUAqWnA)Q>oy67uZv($@*edk>eayQus>7SLZU7$arW=Cq0?$8@F1gmX0v5dX zJy0QWE@;^_r!t2WwRFh5GgMbLV!y6%r%aUfQh>yV``J*g>_lGH)v||A2OWJkOYS+y zM{s=W5x*Hv8#r`MAx$f?LE>Z9{(!Kzw@n3tJq4(NjGWpnjx3(le8x5vs;84o)($R2 z)Q!sz=Our-pDQ>gm^1cKrQByg$}>>(A(a=?U5;zo#LTU`MKwhCobO=ylc2{qu5MRW zlk~NhO*G;*u5lFIV|(z!WgVhnS3==wN=?%Y`?fWf6@Q8b1o^)XK3XJyGChk4QiPr) z>i|oT83ZXqcM=s&VERMopXp3pACRMi^OLHo2&9gOt1B7K9)gUY9R#cbGL%fEKuC%Y z$l}q0K#S&1C4;srNDG30k3i7&_XvjYiV%|Q;pR?*6bS$eq=bd@kwgH%34EMKgO?Ea zMh_vqAfz|Q1EL_L4}c00X!2(difdT*lZ6^@GGdRxR0dfLd@E8a~#3Mj~6u}8h(!j1!S}cU_K0!s6+(yVjo=7nZXhea19dyGX)n#pxE$SJYakg z1{e$Q(%V=Z5QGxF;0Z)}O(Xz%LBApz0~lPyivxJ^U=zWgbm4b+P%8mp!8N^L;Bks{ zA;2|^pT20Y009j^pa>Wz9?YQ&Wr;YrrfV9E2?sxbOx@yCm^GOE#p(1lfv1Cl!2evc z|3ED^0D+4jFo0t)4G&WVC|^>8rR7?x!IB}C2%$s30XGfUrjrlr!GG}KQ7}(*WdaHX zKmP{>CJKc@(BJ(8KvX0`O9fVhMIC_kU}d4p8t4VA6Uz!+A7GtWDs)}>sS~h1EH5x! z^k)DA){UhCbFPTOgEa)S!aA@@Au542f%O7d`{iXxCzfhhC}7My8>{Wq~FGIf`B;bE#ML8H(Hh)2R-iq#?qY%{hKwo zZ$kGom_<_xoCjEV`dn`a^YfyP4+NBe-baBjaA*J^z}^b;6CV}A{JgpXE(HC=2RkhK zK^Tk$w|o|FrTp}4K)`euu(Jbhgx(H-0NbF20ImrzOz)%nMWFrg!!O&o+{AAO`n5>p zulLIxv?hA-5|1W;@zebNx`u>wCPDO&5~+z<8V0=RqLu!0*fJ89Ex<3l%VMTqoy)$C z{pwsY?)3XblmOs~09r#27dRfEUs1AvUF#wpi`T4v%>@?nSNx$3ZurnVC_Xyyttx39 zWef_fgd(DVRY8F*E{j4-p-@sX2qb+RaL>~FNHkw>3eDTY3Bo8~6tHrTJB{Y6j70u= zp+KR!fhiz>aS3n+w~Ut0@pW;9oJh`Iz}qg)msuv1U@F-a0nC&V0$A*yKVXpYU^QK# z|N3BUg@2IGQXdhI2RidxA65~_`1d{{;QhBg9B~zR@ILr$93E`&-}+FfKXIV2z+n77 z4ukq*E*g&m(acI5K<0noB`B@Zhr1RT$AeZWop0S||U?Fjt)wZ1qkaLT{;DgG$~9N|yd z<595XSqTphF4FzcrvzKJmE#mqu>Jb24-oT5AK_2>2w>Xp;|ORF0sRJ#s0iEFB^)#= z$-|pWrC*OU@Nosk4J-m|EG;M$c#qTDmL8#Gut^qE1tcnszHNvE0u~`5p=-Jw@qe0+ Be!~C& literal 0 HcmV?d00001 diff --git a/fig/sp_wrcf_k.pdf b/fig/sp_wrcf_k.pdf new file mode 100644 index 0000000000000000000000000000000000000000..067007f651299c83d57efb1de616dfa79db25df5 GIT binary patch literal 10597 zcmb_?2RPN=|9C=iDVs!k+hpABx@K0$$Vv+3;@TP4wMQuG?nZ`#k5K^FHr$Ugx#W>-9SC*AX|--XVvU$05WoJ%>ta5NHSm zdD*)mR8%0O3CWr43t>Qy8HBV5@+Lz_EfSUF;pGgesUgUoj_^RmB@=W4sk-J=5|s?$ z7AEcR@}xr8g|-QaN+nY~Aw2wuK$=jz9L&j7$QrDpy#v4}2T~!V{z0&&=I>hTcdZZE zLP&ELlB27qGo-LE-D;P;8`*&h5oo~wpo2z%jzt1AJUzXrzF-M3Ukji@_5@GF1pvAf zFF$VxCR58CLTZ!!T^-0~x?pMWWI-W$`g)TnWKV~nMamb(gN2YrWJgz$rdJ?<3ok}M zVdQamB9?%Ma9EVQ0tQ~q1fEP?NcME5xxK6*9+f}OSEv~>!w&9(QR8N4Tn55u5iQ-$ClA&GwqX9ix#^&YE>0e?<4Xa zf%&FbXpQd-m(|m!KO=zCMGvkCcZ!1I^BQj?0nEn$eAZXtUULG zi!OGaLU8?>63=K(!XU0~?no88(EU32^cTlt+5>wWlB+L8AK1>Pf80h^y4%HP&pu1u zv_#@(#kb=&Rt-o-p#h}9<&UqP(+lcMwO*m zvA(~X*ANIM#PQTe1m0oTaUu^j)|<^x`-&^BOuJ(!FF9Ge)6HR`x*xwaFJh~wx@!1y zwb0r_`Df-6&Z`lbbS0|j%&%x#$ksh$HNtL>++Dz&6Vc!nd%x;D@2e>k>9iQ{)yl4Z z#P*Csq_#)3b#jqn-25y;&R;g>FjjtK3J!HDysed#e_teS12?_0;Hx{nY`vRLcwcE2 zat|DiFl=GsC{b-!WML0a_USF$^I^h2Ns+9{=|A7oz`w<0z?QH+{&MQQ7nNssV zp!@Q+Y684G(W%~9W28DQS0 z6;(E)h6iRDE{vXUc6O?>4}0T%-vIT6m~^Kxh(n_JQ=(0p$-9=qCw067MQ^N*$Z5r$ zcq(FpxMxAIjg-OE=8k)_bx{s*P5nsfprqe$Dl~SaBcI&oZ5k4&cE0eK$ml0qHLSy0 zjra~H4tX9*anaOxXnT>y$BDi2c^Dm?hb7f*&g*5`q&zzn+x&x+jT|h(`eZ9(nBONx zYD;V-PI>#6mswC}=Ch+IGvX)(n@H-75=0Nd!}!(u@V7==S-0F0ulw=ITJw3;>$$0<1>x0 z(6JI8dA+yOE&7hHsQGJ(gj!p>ym=!hP#SJwM~x zcC)(HTNn3D@B3x0Guu*g`t4)s)BB37C*xFO+d7Af_#2Q zo{n(r+tMT)!v)51QFO|urvv!A_qyU3c0GOgF)SszPtB#~W&rX-OGl*PTi*M6jmfD^ z8EA`J935ic=F}gQs~yThS?I39McDWJ3&XHj#pMh$Gf1-5VCuhR{$cGEw_hDW*;$W< ze)ThbzLXom%bCEd*mBQ+)$}B#acj_#38jcz!*5-Gs=bWrJ#s;0?slcCz*ut@-n0~F zFWs&-H76z9Z2smI`-f^hE+!&Uqf+hA5neZNcT2eZpPd9m3)bZ>%2 zPx9up&qFbOa-}s)Mi~O`BK*Wk48E&5X8@D4NmS#JETn(7Y8OwO9#%-%SuQAHAh4JZ z8D4*~4|A$0eK#ZKI`ca_c4+Yh6A`#XB`+^+!b~iA=vx&CZ^zxs|QW zxSx4I_AzHXfAD>br1FNHxo&S6GD!7PQ9fA;JFCnej@Xu6edR1cdj77o+zhj!)5jZm zx}8HTuUX~izT09iX(>F8! z^JQ0;dIBM=Y!%TgjY|HPFU4R9%S5ANs!w4MX04r;nT#m9D>I&B+)?y(-dz@}Z_I1w zj&_ZRkPD0zetf$<0$Cku^Z^%2!1RwRJr(laRVDvCz3qte-L%_#EYbt&k+x6u!UAH7 z!<`&M%Jn)DQd5<_Y2qZF2y>{4Vp=U_eUIi#Up9MtQ_A|V{HN6G#>yv?az(iZyi!C5 zKJx7JH}cqA(yNqvj;Zas{4u3WvGe{UAGe7#VUe?b4*2Go6UHL`&2N5PLJgaWCG|M3 zf8isMXOw13Ppl3qF16f7Jf^n4yD9P$wK&3|uJ8IJm+R~5sRIM+)xzdaZTepQQoU)^ zMr0MP{c8k*!Qq#4&7}6E7MgWfm64ChZca8NCqOT?|CZ{`9o|vG`_z;6ab_I5ZNOTV z;x(wdLqnD27GKmL_FflXltyP{{`Tx|{Op;5(a&~xe(?A1tZTr=5!doH?(;5um^o$h zWGH*RBzxzGDvgoUgaoA}2mhPeR1-pM_&%I1c`yx`=f9}!8J>sUBCm&r%s8X4aJ3H}R542<&;O-!SmJW~scL563G8Qomvq(kf^j2CPSMNJ7l*7*w_6k=ko4ElDe0_5 z;_9E0j$sYMzfo)lO~2H8xH-QQ9+g)poUx)DsEK|;>CUn*+a=hFY^kuYI%oMJPirDd zii>TH-0KL&ft!N!6MPr%^p!?Y8bTb`+U@N1+}@^9c$yJYmF)3(I z@1>}7RQqEa($+}dEZGp7aq($xOk`?O@s^&6xcqVJJGQYT6Km^!hCrtW>`z}Np5(xe zbo2Y{<#1P5{g`KpsWjzhGja}{c!4qd+6}<=w7j^l<=mwyX(#qhKjXc(=s-@t1`B%9 z=W5z6kLe6)%fxX;<@^>Z(iPIiU7mW{LN|7<8Z-tBrpkn8eIA^W+b>K+ECZJK3b zbht0pNil`@X>j?3S~X5P=4l61&^;FAdgLO`&dPbWa|HDzuqo*2OP-2%liDtM+CshY z9I8^+8sBE~lwSCGsiRCVhfN~HtKw8jd;7&mo?idpi`Tmxw)6(%{P_NpPJYcf{=c^a zX6aeze+d+WTW&;*OluEngYEE&+vfF}VfUaM7Bkx^FRfOlguBo=r1S-G-l--7)`9ib zY&VAzcWWIIQb&Kr%Br>w^{T(CZnfaP$y0nf!-UU%V9tf1j+crQk-5MA)hRNoZ|C&u zJoa=u37p*}FMSEVM|D`oyRqlu8#GQ^Yzi>qmc7E$fo&PFBwSM}hdctsxdxloXfr(J zOX#r6iz`b_Xru^TL?kipv+MgPV0z++Ov+iNg_YT93yyr1$XXd%D6zE~3&#yV_J zdiO&?h-~N;&8_W|hROl@qV?m2TpUhpjAof<5>u5_?Za+tpFc~MnfcM$^>vPgN6Kc~ zD*S^_j{o8xiKu1P#OS03=WU3IeymPpmx=a+d1`Ra{DG3*jrF&U*T(Yd9GS$s8K6e1 zFg)%i(ith~w|Ap#Se}iZzyAxPZ+Is9VaN^oqt_;Uj`ryPnDPl;Q!*F4?gd+qporBf z7{W)>f5A`@y$nOu_FA69C?>`SYUXtunxTh3zbWgPv%aG(P!;-!ev2@F?*`8;F%_2# z0+Pc%1y{!Aw;b*Qi`MFjOLX$Pdw)kgWqAx{5LKsW?|KhuBp@s7X@D#mdjjQoHhohIX^@x9POOd z_5OC?n{L@?cE`Qjj&CH z369J$7Wpbgu0rWQhq`Foa>1L_a%h22SCx@vs55kg(A8GZ_UoWncD|;9CTB{PVQWf^ z(*2}M(z~{(8Q90v#k}=&R1n{$gG??JpMHRt2#bBkJ^kWQTDcZ3-Gvy=g56duu;rnF zLYDV7uA1EE4cPA+4pQkYV}#1Ap$GYPeb*sMGutNCJDFT3L|Atkt((70nKpYqrYh)l z{#Xii{L1Xx$+j-JI%Cy%?V9@8zbXF?0 z{Ez^&^SSq~nvg0bPK^0WQgjSM4y$am`NX=+JUe{V4zrVIKIfHs9`K8J7i?bgZF>E- zUH<+)svT|otKs#pQ5_n;+#u^DRKsG^_T8<)%vs9xsjRs>V7`cNc4vjx8o8LO;^xI$ zB}EFK_qj}>f;OHt61S9nB5^%=Gev+`V<$Qz&=_5kcjH`UOz&{j#o{VIr__h8ZTA}w zeRbJ`O;){&|0FqX^kL?#N=4BJ>)fj>DPh|y70>9Kpu?`(N91Mu9}>yl^jeKyH&a^F z$KDh1d76KX)6G3qO>Y=q&=G=G;r_oyVb~StFgY_~ycn9bZ4MD`w`TauM2?VQ?~i$^ z{%%IbVvjbJAxeX`c(`mrzp49R-wvnTyW>|&+M~ww`dgHaxwq)pw5Hv4)|MSY-&47F zWUPONUugDHdu#dnCgjs;e#_5A%x#)YC$JR_+u|FxwUpTnixh_hn&&qZi9LC9VqUG$ zm+uJgO;MNI$l3QLqJcN_b)Km@^;cN4rMc>+a;F^~aqVmyG8mTK)BI)@0&ZGa({0b; z^QeHPAo+OAL9(_x$@yr0Q{&XTC#MP+Y(F%S^A*?5W^TJnzcZ`d<2>}M<)iQg413{~ zk2@uAnDPXCYPBh^t~;ZTv7XjB-of2Dd^hu3KnA9yLpdmotH4-ihCk#w!-g|&K0S5M zjM{O7ct=J&RKY)(@})j&FI#Joo*vJ`8ia9P3%9|Ow3)2qSv|dNL}$jWupH_&x6xadBPC@@<+f|eBlq?gg!hW~7c>m* z**Yy=rm1#nB&*%5ahkWByG!n>ZWqT5IRt|#m+A~gl1HSstM`LaASqpq{wlk%G;iSg zfNiP6OvJBT5AN)K~H5bH~i*S}*S^4>m1K9eQOdeB9@HaI@& z_Ji#50#Z|7PT$vG>vgO{@>Y?;zeZ$e>C)FP3J)5`yU#ZeeknXEaY&WjS`%z$$@VcJrtS-mi7U$VUesR0En1|` zjQcHVm>U8E*Nu)|@<_F~eAHiM9ozK_uXTUX2>Zc z?Kr~LGL|=7Vv$2o!c?oaf0e&~XnzN! zVg6XkHS|I883(B>esWZRU=}N`Sum!ZOC<)&nKBtB6@I`#qDCrFedC66hYkqk#bvMa zqVw%Od;K^)-^5eWRYAL`p2n=9uxAmp`wKd){hE)LJ<2~!ukL^#1p5RUHa#8jHOFJ}ru@^XO>vQ;M#5%#=RQdkVKovM@=8qeP6{@L ze{2&yL)tCs#`?p?puf+Tt8+6>nYToRSfINnyREg6MP~h6UB_)5i_Ik}?3~`W`nBe= zKMxUJ_EeWQPR{K2y;g_fv6^^SDUe`PIYU4W&Zxc_p8ZLGvA~*l6$bum_=+Yh-={_i zMjJJS*^f?VpXWoJ`$~W6tBcLYxf}lDvx7$_4TQBWG|+F+9o(TC-T5J~v=zOvjs+vJ z|K!)Ral>Nq%%6A;-l?fj9_^4tOUiPI+PSAZKds9>Gmyceapd!t2EI+&`R*BB__Kb= z;o-FpZF>v+rXPwTvRmR!SOvTppFC9E_?)wIEKA~+g*5+Z#S}IRzQk)!nWHWi*r%KC zc8MFbR2@69e`J>K&Xn?xRcQX#=vi^O&fw!}IY7{)6|(CN)4CI^NEg`Gm_wO<9@~94P(zXG3uv%vX??vvl5so>Q^?vj22OlVtIOa92T2h#T zids9RKN_eh8M0lMzf~r}a@kM(^ZhI+M`r9?=C!i!Cxdq0nKsSDhKLdwWs~xjj4X=?^h056kW4gil@P<*jp>s)J@8<~2 z3S^IrE0=o?NV@rpbW?aRz2&&(O-x)mLMlNzh2DeZj{_dzID4H~jMM0@7^}x^Tw^D) zfA8VXSG0)+J@Ex+z3Q5$*|x7SU+r`FQgziN`I2dAOOO+EBU$>HgH#~M5xS5laK_RX zLjTTR>Ue^r9Gs9;Q9&TJU7eiBaJmqr_^csd6_CMXiWh|R@&su+Y5-_aT_|MGb^>`o z@bBsm+Pqqk(i1=h zEgXadfBX@RMRq~9xH z@OTJmOgae2{KG~B(%jFUO3Nd|2~a@lLLPL1-FsXesV;!O3;AY%_+qkRsWsN{b%67# zL=2!;i{!1hz&k(}j4=F04ub_O1!+@fUkHm?!1^EPU5P5lJcC5HtAmE8vj-VMfut`f zkcJ>&2Mz;dL?s`zg!%c0f+Z|NTK$LE5;_(gzBQzPLjC_Ji2qkOShOO91Me!&&3167hr&~U|m`pivx^Mq!m1Y zNUMnifG_A*Kw|)b3+v**x_GdO;7_{nJ3Ocr0khzmRxt251sW6J8eX3!G?;+^2f$DS zye1yZp)q9%?NA>B?`Nfc0T%f$^d}0~oMwEEbq@1r#30 z5a0^yz$%5P2xJ251+ex@%c4#!)-Y3m+!3@IZZ9b`SuebY$NX1dy?~_(*S7x|xuwyA z7DUU%n!&CB94BelZ|ot!PFf3i1lkprMaMzQJAkn?r$YN?4KA3_{0wHnlmh1g1W%jm z0bzdM%<+VP643g*APgKD00^+R!u(#30%3mNRRK4Eey;~REZRXBj0M+v7OtWE_H2N` zG#Ie618#)Y_JaV~poIXg2@p){qxnUk{qVyd+ql%k?*RI>faIU|OC7WZdg0cN27vL~ z{QkLjgmfT5w2%_1fms{|yy$|J{(IOG6qX3!&$>%urazrazK;FrTr}>q3q@Xjz!QOG z4O|`Jcz|{%$qaU_3wSKttNJq+SjaygUbVoL9;&OCr#5_zN=jP^gF-8!h$vuHPw~ow{z0CLeMCGC zh-^h47Hp`$`oKn8*@pvP+gJACQGbua!&(jh{;Z2aDF8XH=)(eov9b??0@}TN92z!@ zEBX{sz}c_pBPg!Yhl6*^a(G14-|M3BxW9OXR>c2BF9rjyk*$D-!4v-OQv?=&#W*Y$ z#9k}=6o6A**{2BW9sK*lKP>TYcsMu!T`>-a#r=gdPT_AJ;NXa2#auiJ-VgBa&$@UV z99FOB0}8*g4|p$Ni{|J;!x{_pYp&#&in?wothyPx-c&wY=Wp}M9lS`LR0yY>{yEk&Rq6hyUh zMC{xNAq~lP6b}dkMvNh(=@B;ygj6Hb$<9?exM_m)Zr})qzq>c-~srsu|`_=0}77)_J zo^0dbY6lT!m+#wc(u}$6j$(zGz&nBM)h=q zU^dlEAf!6Q%fXsrtOZbmU#2v&tA`tzMsc-1GROJse1Hh4PqA?zt5SUcTo@SO$83+qPYB~dH zs#C0~HbD4#6jwXCJ%omJWDGC#pwlR17lco0QGyOtNQ*1<VH=%~Rz z#;DxS=-+TQ1^uX<_MVlqCd&TiB)Wz9yrL72ONo2wi>w#z7Nx#b<+8_RH}*a#I+A@+ zHJM=H=331>T%WY|rBB<4{^a(6oow+Fec6(a5oLZQ`g`vg9{=>E?S|&#jn~cUq_YRU zc-Hk!KJ$L_y|COsnL1hh7Tw{Z;CM3hR#8R@H>qo#MvH86X*XBeRQ~C&XH|>CV=n}! zgK{(PtUu|Y za>JVmsH|F!u zNn-j;ac{u4Pamh16T*j#t{#x9{l=GQI=u3zUxi4;ZDPNy-v+6KL!-3M?pz}HYq_U~ zIv<}*uM%)*G%nv@bhG%(L}(-$qqRyXN-r|al5+J zf$OYQN?xHqi^@Hy}Ul#gIIj09T z%cvhoX4O)VGYM%lb$87V>ER0Kx#RS5V~<$ol!!$2xC;w<@JQ%N*?;M0cf0PO+e)K& zS6vu%S^@}QS?hn>-dAd<1rnbc{$h_J%sod;luG{sbhnV8))oU&E zvj)mSB!uc8K9jX1XCg8B{zv^^Z|Z8aN;-2owZwM4WM`6wQd(wchKr1w}l=PJiC z#MbW>Z>7lTlBe35i2nz^1Kux#9-rP0vLNo82EqUddHE$K4oV=f~p?&k4Q`G(EZ3P1*PM3Y%FO^y* zU=(Dku}^sT<^ER36IC9fCNF8?N=?lY9aiC_Xqf%{AZ0N`#d(vjxWL8DtZdOs( z54fg191i8?Io*>7ewt`ZHI$~jc`TK3AlrN*LNUClbtqeQm^~xv)n%x?&pK=pI($F1 zRzsq_B@p{2F9yeag=JI}9Xr_5hp)ch7Qwu`r{jGyzSuU~MzE79h)wZYIJ!IR&Ml#V`5(Ifp>o$285O;X2~OZLgLjb8ry zqgC3^ZH)iWALc2WSIVZJDC8s}NGihM+v?N$Flie^Rk~y#o%G_}d=c8%Ej#RFk3{$R z zFIAo8(3(D($2?Jjz7H@GJJ#;H;P{3)kzD>I)IFK7tJtJt*dqVt3p;W0(}BDKW6auC zcQ<58Gxs*XXJ|6-maxRh5$=flWm6W;+y_gVOT;_QOiTW&y>)%}+k^T^*CqS5=Jbd2 zb$^}t@w}}~Ihq)dzl3V$2lW36Ll`V^foe32bZE@N9Cs(BCxWu8rAN~YTC&GyoMf;% z2K<&zXosL6S)Xv>$Cb@N$P$13cQ}6{rgv1KXN%kJV!5XYO~>u3<16=?CU}=4Eqb&A zyu)$=ZEgGtv|FO%;uJos;>4c_b1RBs8qH)pf-|MA8^5WLG(RRc7Hm@ za^%NSUukKoD6-!Z2z`aU-zE^M(i)QaPwHnut|Xrm|7yCv^Kxq~tHDN)RteM|aJ$@* z^yT1_{!~^8u2z@Wu?W>t9aBDc({y*ev7B3Nk=;RAMa~5sXFmu>hUn^ui6;b_Y@aEV zGT;90Uk%+=PrrYS) z1dePm<-wSfSiQi{G>cb8pURyb?FNKL-0<7czVa#yG8KXq!41hx08aFf5E<$ITDc+ zqa?Jq^IGUdy4A_G@hhY%a@U3@UhTOM77`bev$=gNB6HNd$|9U>Xl~xi>|^_otLORI zNN()#BSH85+)m1h?=y@rMMi?0`gZzpr-ECPUr3aOGoB-Y$DFE)JgR)?w5qpSmMG&-n@mCe-aS z)VFj-aVtvRs(q8nmv`mIwU+!%X`JGI)WS2d&CORs_&U9OuikF6-rVV(_Wj$Bm2xXC z3NGFbnEA(u|57Lhx6p~`8{KtL2ixJr`hzc53^^T1V>h<=LRD*Ii>`()BBic~@qek) z<>+HI=d9>IyGQNl7G?AYtc+q~f2Z<5Nu%ld3cj3_L_-0qzG-{rGJZNzMEU{ii!&4s zkJibT8C(gL;yBA|R2^}Ft}?7mb@;`o8kH2&4c_|eWp41bU>kA_Eoj^6nb9e#J1f^Utv2e<2d|KjeuB6r$%^)t@) zO(Of2pb$RQEr&vR^a2VMoA2@+L$R?uR5B^!R`oyj;dOrdw0V`fP_cg((`I48&b6+a z!wRqIdY=mz^eqa{Y&h0#;&^bQLBv&ufb0Ormv@B*bi2ZpTiV_-h1Cl>EkPK3^jr>M ze>q|-=8hrCFb}tq=LEkvV!(DaLh8i9crG(J0X-Sk=2eg4-4G&at5>84a18_9Wt_$lI9J`YL&uVW8=IkOC-bXA*7u`~J zCG$0{bw2M1u6Uk)X3t}0nXm0*jRQ(*9pdO?_5=@U_UpWxZP)q6W(Z#3Qs8?&e5s#y zd8Bnp%kA^w&szB-sV(;_ZQiU4vHdJH;-9kF$l{sJ(RORs$4*E2zU1T;UdwtD(%Wi* zy}&$@y=i!wCEG(GWC>1}o$8`-3l(p8ms<^_x{569{jL7P#I~lark^g`QZrQvsywmD zdX2GR3J+qgN$uXOq-zyc7WT%~h9I_G19>h_Z1N#uEFgSf{p7Q*_yRRtf;}ma9lJe8 zXmf`yA=zy^Z|Q}nHP~-!UFb|^VO#Rep@*54-M1lHJ?93FswCdiA{@K)SI=ChO&UM_ zsJMxG>0~T@^v2YiiKaH$G6TgZ_0saGQ%>%e6%gufnvS1N(aE*98q_konDL5CPDLwj zJolX<+H27TkA2_`e~ru9q&D-oxPFK!?3D4u65?5IVk^IJ<7!0QU0aD_Q}?@U$s8zd zn=Tnwa8wA|_0(;5sb8@I560v<`9v6V8i&jYld;uF8J75BP24|@g;_?qN? zo@Cv=+sn&cv873HDY}-M)uHhV9kNDr39L4Ck3A}Dc=Ff=^XngZ&twZs?JA_MkPW*j zW|Fg2Lgez(Zu<$;k#*_%VrDW=#BZP5NE6~$*@aH@F+k^L+_{(();UysHK*9qHm<{= z=|Sz$ar?d4bBfjYL5WfQcVE+Y7G}RQzi^X1HsGHk`SUu4=zyD6K^duDM@3RMyi^j@ zN|F+Fw{k^%m=s)LTd}ve?lsG^mBb@UNPoFm81}Don5;1=Y8#rPX&Mn|xnk(kSlSl7 z&hImHojoipInGTx`)M`mVu3Qzy+%&2x;1StRFB@wZ4UjY-P@pW(y2k?U}Jo>ow`gv z`u@)Q$3OOd72Gm)t+}y)wGP=cDQNZ~drgyS-DzxL&Gx98?G5>sLn1kTJ|>wp+1sAH zK0TvU>mhKQze3c$5;^rYSJbB>Q{!Jn+ulNR&Ugo{xb^YD!w#)Y{klUkd+T3MK_E=; zP<7mU>=Mem?uc9z#)YEpM79ggtgHPp@Z?Muv&FkQN~Zj(sif`IOuLesoi9N@8{P|F z!Ejx^@qU-Y9V0&P!N!9HC1vMzFy@mQr&`vx4pk?8_D;m)w(K|(&zohS@m0|8HuKu^ zuLpaal0r4_kgBA`{0UyZv`^*9`#Br4wYB*=N)ZMb4eNEE#D7gbmE7LhH2NZ8Qt;@^ zO6)8Dm5Y^vU3PMZUTAuFV_h0BJ#f}@3u;Zg7m!B3)Jdx`CZy zy;(K=d$&%C<*O>48BT6CuASsBSl=dlQ>%^pjx2)Nh*$9|MuJbIv#s-;f)6=CiRmVn zffT$w%HZ}uJbi8TnW+#!T{&VBCeMy_pD$-1ZYwPO`^en`LhoEe9s2Z~F3O!?8W z*E?o3vhhLtN}jN0N=t3o#;X{veT!C3G&}h`dT&gVYwL@8v9p-I@7ck9P89Rn)dO05>(0#>q>j_ z^X3pLSw;1$ipY*J6x+4&PlSiHqmM4t5PuT7a;@WJwwC%Dn{mF64lDb_XXt=3x*xh< zZ?hV?HSs}1Jm!v2-);TiYtC_|*Mq%wuI9Xbg_6q_nC(Iylo{iw-gBt9eywt}?sf0- zJrze)O;8C-@Uqc#TO4eh4@KaeA?|BO!co?lx-2K z`nvn*)%6T}3gVglx}A308e*gc+#Bz+n0P*ENUGU=If8xoVB6Y;67I*84Vfu%brB(= z`ohNA7YD_&u`1Eb8M#Iok(+7*-#3Y#C+`t;EPQkK@<)TYK- zc4^k>vX)8>(~Y@1xp>^}^{P#$e&{DYZ!amRo%njl<5n4pZ{OHJkx;aL(N`k!)mO#W zLsLJPu4b9@FCoC?CU0osLSxX6)?cS8%oRMDdPx9vah&PQxc$NR(|5c^r(PYO&=pp@ zQp2=a>y@U~iPm>Md5!3GW$YO7Ly_a@5kuRe)(rBwRFxL)7-^9~OUUqwS~|r(P0?Ea zwJ(uf<@kqBH3A#dGo2Et_;k;6fq{2BEIPA1Cp$zDsSQzv971j^PdXIWJ>_Zrm@IzJ zR7x;KK9-m3t+rPvf7=Gddwx13KM~FId~2=1X1^uqTW$)80VR(4-~RE2O>2RhylaQx zzq)=^kWHFdx#x_N%flUH?itm64Y6!TvKw2a-s>tU=yBebyO%G*e%({-!-HffP5R@- zq+9uqp1iVj+bDkM7(dbSokQeCJiYJuWw|)jpjxrfB!5r8cNMz@eH;a8Ud-HTjh1U1 zOZoNp74A%rHdy&;Ca`8iw*O+x_=7Z|DWTNi(H#Y@eG-mdB9CZ%n9c%R{RTE(jV(Km zXk2!CRq)um3&+!G%We?A@`izO#JUxhB8T=L`*1^@q}v{ql};_IpXB^!g-PLJ(SS_y zPj;I%v#bZ;tz$3RG1P@@6=J9vRH4+kFzPk@jV2RnN@L?8kTkUSPH z4w1lOD+rB3Bajr(fj3SN(is$GP!Q4;Km<=X2nhfIsz5=@6Z|GYNN>nuuIlrfFu0ba z=|JbA$hR=5-DjwEw&5MKq{Hl@Nv}a`p_<{+B-^gOHK%}6gW#<85 zF|$-JgWtbN1yw;%gmkc0akX=%Kqyd8E92p*gmcj!-HNP z2n+5R4Fk_3FoXd2Fn)&8U;zRefIty2PCQt{5Xu~JaL=$b7!wZufr3Q@lMS;5_ndUd{RTDr00^7~fdL$YWq6n>Ksme|HiJ2J&GkTKh&e(S5O5$w1GX9D!*=i+ zK0FKNiD66t68!r&6qqO!3c+~y3jm2gg60}*2(vZ-+rh%dkTtLi*e2#RhCRSGG1nNj z^2;V*dzjx~x){F!4A?g28q7HXg$FtWw8A#9L?g)qoxpYhJpKGOXA^ThEEJ%31fz$a z=QW0|XWzqfemB@IV6DQv#cwA!KQgO9jAEZL916gBg>f|kgabxhAA}1CID5v}tn*`h z*amYML51;A6cqm%aRxK%N9trbA{s-^8Pfvda=Y4Sb zGdSnY8P_|go*?!Bw7L#9aP()~5HW^>>1=$Mz2)*}E!h5lvJEwG!Gi8UbybHiwMeQf zU{Gjz6bS|V2nuX$X%t!lg_4j$AQ|&OK$dhN)7_k@bY}-E2qTA)!^%MRbh?`Y68Yza z9F=AVmVk7{#?u;H@|eHI&Bhk8B3nCw_&U2@YMxMhXcSun@GL|G@X^2ifD6V01=>Qt z$6)(}{~*`7F?kYfpMQ-JVQc$)47l^Z$K*k_uxO09#5@wv#6ox|6k*X?6c)IMzvp34 zi|9jRVar|!j|lG9EE>Zs9wW%Z`)=V{c^pXJ{u%>Ld=U;b0l!Etm?iiC)z3wIUj*CoT!lZK)v3VfZPe kF_jAMXNFTVaqy*p4KaHlBGc%MEkXjugAfzb*sY29ALMFl%K!iX literal 0 HcmV?d00001 diff --git a/fig/sp_zz_k.pdf b/fig/sp_zz_k.pdf new file mode 100644 index 0000000000000000000000000000000000000000..2b2fc903863ebd1b7f4f2f8ec378224e71bff8cb GIT binary patch literal 9961 zcmb_?2{@GB7jT7Qs4O8#y>_z9K4TQJWgUA_D1)(Q7-Pv+N~DkqAyJ`13sE5|WXo0} zl~M{VvZnBpeD@tGHy5Ypm+7ZpNkQWz8unlq%TilBNr!X1_74A2f>=$JDo3@U`1 z8MK4u$$+pk&n6TGgG%>=@bD`FX+oztm{S>$HK3!l1K_6yFd(Gfen3;>cdhxm)`M&z zq`3>l(bdx#BFqf8GPZZ4Ixrw26Zv0u&?o?y6+qq7lg97?B*1u0zzWq9ypd)Q=+J4t zUJxv%ra6SvqWZZyP|b7zY4B!2r+E5!QRq}phXb>c&-4d`kYuW(D@B7A0Pw=Zh$xIA z4o|`o@emG+QY2ttY9{bt#;oqls6I4bx&u%qtSun?j51;U&e0^y*evHeTs?rYAmk1Y zpiM2R1I-aA-;nC*%y5Cw@En=J1AQ2DDrG++AoccHGEJDs9Wgj57vQlbi&UB1HIy`} zxt*rRI%?A0qDB7lO3_}r@$H~NRZHk2)^J@;&BPz&1NVZRYrEnqzI%O7t(c6AtH7)7 ztJvJN`u^Ll0uD>H!C#Y;{R3^i+5wX&iM)=B60w)?f>k|@qh|Eu)po8wCn)O&BGh}l zPCnP=MjJns?sn3bXiIuk`N2V_uzhm9z~O2ENyqGbdePgXZ!2w!0-G8I$_2>#tIQPm z&l>U)j`&rDOc#L-xWqLbI0j^zYLgmZ@@=jeY>} z_O0=PR)SWhx2TTDj{tc{;{~ z*ZucBsy%(Wv?Judk-;gozV7cb7P!lq3M&e7RNfD!->khkuzGh)uYN@~#|_KPI->@w5OvF~bgN*bkJ zt2ON;?sV}&VVW@+MDg?2ohw}Q2{$@FhV$ogn9^*v?fGGIy&fxmEmgENAdF4VEUW(G zpvbv`GfI57Ap6^q&gLs=C*@ykFRTBE`NGrm`gZ*l?R2y`pV<52NarnQs{3(GLY(T^ zt$ZZKJg?$-zG8|)$faKYVoO6~oS4Br5!KIqCBe#9Bt9mQuS?#oaaPVbb$y+j^oW_* z#WSe>5!Ve_mpWuEyd(PFMgK^KBx6q6?pww8#f|sp*i?ROhM@R&)$~|XvKT_}OLNrg z)l*uJx7e!UsdX93C+KUNEvggqjyPLizc}DT8A5~r)dvtbvi%8FL+V1mC zLZQ+pO2>E0rj`nthFNG^iT1zS-Q*Tg?jvsgjxMEI-yr?WzGg*Elu}b{suPMG9n?;Sm#xsxnGyT` zGSt%L5IF|zdz4zGE#1->itWiejbpvSHYARY|MId6U-76pn$`H_v(F*%5$&ojCHMW2 zpK2S!4SNJ0>sFmfs7^v#Jm6`R_&%lfq(Jpx3d%xf5hcP7d?^aUVwL7A%*^1lwK{vp z1M^QSZn*twJdm2w*8Qu4{p+<0VFJ8y0!p=y47f~V=vA8!93EBtjp)*h@nG5$0l#99(;bzko0q9rmN3? zGJ1jB3NPMl@C)7@r`~dAL*m!&NMD7#5_WQuu)CNL={5%6T$9#?Nn0S5Z4uuBZv$wi)qK4%s#u54ReR1*KTVv#}yed?gtknilgqie36NDs!r)R z8gW`|?2Srl>S)P>R4ul>99{Cyd1HkFA7iAquGYWc*29`aDf@BMJB6TMWd5w*Hvi^Z zXDQ0--n;@c%<3j@FXXuf9*LkgXbRt^$fU6Wp6ExV6Sf{aHpLCaQqN9K$-L6tysrJD z4LSL`OxNa|?kN8D@#&wP&CP0Y#E|?&re~GWV@>o410XuiJYgm{RFBvbafSqClP z67CpnjX8Zmd|ekUUcBowzrG*YV?%DM@`a1+^>-AHDJM%@@}qdW4JV3bD&qAd%l_&`qHt}Ucvs(YVShks$@ggKP9-x=j|eOLTr zU)L(tkm-}_|10iPs~)fsTSRM14dWObe!kXB?!{=Lx%yPt1ljGToA$__|A*3QY)sm@c0BVxBZF1CHPlr&9_ zX}c0vv~4;%efSqk?1kOTJ>-0!ikZ88`(HMPCC&GrDrN?rz<+i$%NA|V8Y0uvvO5Rf z9JD^yV3C7BvfM$(pXJJyRQq!J7}hZKJKgrZ=}4J}n{%(|fFj}YxD|b0NyH2K(-ixB zIIU+5?(V0Wm<+f22 z6Km@Z)&Qp`+%G#%#qePJp9*>J=5be3`J7>jxos-6mh2on{03w8?I}RpQv2qyrgO7~ zw4Fq+UeZS|@vgKEbx!oC_sv9OkFg}#U8jcFwmx3YQa06jI;J`3oqV)S$5%t?p{K4_ zHu7D+zsY{;h?}gz|1{R{I3bc;O09Kvgy73T3|W6U1#%dS)coXG)^q`;4A1Fo)B)@$!~pW3N;aFZJPD^^~muDeyOx46z?-F^O?b4ezG_FYph ztfc}Bq?p{}Rc}vHxqO<&-equ~wUffxU8Ctq3AUAD9V?UMGKpzY$y8 zzl(TFxd8GAkmP$`y-bVsrC?m6T}E_%LR=Mn(^bT2wmo+3pM_0N9F~iJ&cV3!{8356 zyWEdI{D_*!k#|>10z$a@4Du>IWd+Fx-_Y3HFlxBfUr)Sj=rSLV(^@vOr^<~_)-`{d;^ddH*|LcK;N#a);v)$)&zq2A)OjC5>@0(&V#X#~Po^1xEz|pQ zTi295G+GfQpnZ50?`D7+D8lf&o5&``pMAI!WyASu;L_t?7(K)D5zm6|vK+ZJ?0uv~ zZ}NwC;IiDQz?E;-wrmu$T7*ORe76)1mC*AzRB5=!e+b3S_C(dZlt&}@(AN+7EmPLz zTEa!aZ7d?9LanPkMIsBY8Tg+G`4V_LDzo-bi@BT42BYY!t|8eWZtw01_ZqZCsWmo# zWQnX1a$kfo_z=1j#uhkYEat8W$|MiBoHs&13eoGd5+NI5lgPbGQP5C+Rl|y>iCze? zw3W-!L%41)LKHsUE`=zXFkcvBeklOg@p<~aQaHsFG1HtD+Ol{vd9&B;&eC~db z|3^+<;kB%u@Qx;1>;=|=?2Y|XY}r1_;fqMRB*&g0hC`xy*Nwet zODxdDopm9Fa$>jS2#Y*3Af$M0;VZfDx)S@}>irCsU6Gset)VBGcI|f{dd=GPT;<7p zC&ak)$t$O?)5pwS52|dWT{;%e7`idhGg{xQP->(St5s4qaopYevNA%;Ylqv&aR#O8 zR;^}c8!KLg#r^iO8=Zj@L>C=~(4nt@OAT|_-g-PkJ4U%1-Q z_f|hdv1A&_eE(t19=EazIQX(Q*)41d#%!gMdXV~G3c9_MS z|C*8Kxz9JOH_$xy``D^2#(sX@Dvk9*i}AJ8T^$-f-yv(q6~oh}<+D?rgEx=;OMcB$ z|LJVO3H?IaGKI*SlIA&^rNu74Zg&|)9axi2mfR)(Lh8<$4Rm1vb$xVFfDt-3mOGg{N`ebJ)=^A{~|p^{xqJxtuXtO^@W?9@gdu9E1lOfL5JM5 z56ejPJ1CaA{++6jPO_}Hx4kFg>zL3or~8&g)gRd2EGHgVMEgtKg<%(*!xYR&u@Y#m z`YA-H-Lk%s;j~SLt&`IXy`5}qIUe=fy6Kf#lA-c(9j5N@+jlr!s2IAL+i-MHx1(11 zn0u|ZO340a z?>6X@x2*Xv0f8{RRm08l&?S_A^#R3L%zmntJH`1(W_8t%-WMmcSZzO5Q!|xTOeAlq zV9`%$@VEs1s{Jf_1;c&$#%F!$yQcj9U+QcMic8PyVXVirk2kJs>Z?fp?w^FoZQObw zkuS?gdt4~!4(sakAHKYFPd>WiE~#8jGML~ONFOOn*}b+dTUVF=SqZ`@qjsIai^TDi z<0&nz^+RvZjtL!{UXFbqy!_uu!7h1ohn{bGcryb!Fg67)zm0}gAM(P7w@?Jyj*!#v+2Kxwu?~)v0b>=0QAZ;x zc}>oRByi-MJ^Ac4hxlb3vR{A2Eo;J{s8+@VRzAMGMn++OJq9yMTPZ+5z?|4}+ zCrRMpG3xmgd9M8~lJ^2*k3M{oT98GlZcl6f_G^{4bx_74v#``185+AFLY=H%4UTo1 zgBD%9BSNa#k!@)&e%L9}#-O9!hp%Y^ zZmU4})A6s2UyL>vO9V#cws- zds{e;e0!XTd_S)8p>N_R%hfDvfkhO!)Xf{3INun^apW}`qTENuQZEUjE`DP<`OU@V z^VD6xp^5j0M-4O+rj!#SwKwKldUT&eEXNoA{pBTvTL&8D z(bDpK;&$%wug~eM8}CZuR6qQ6q*8FbR;GIr4WI6NCN%WkGuzfI-?3-nh}7Cx6E0yd zwinM-*1YCz8cdOTU?D4XPAPt^h2W`MFFB50&9XmhzSAZ8{VtWk6MOq7mY4t7I=P6< zOWhYL&9@nR^gSLBnKgrq%h^|+I5}3ArT>F=r2omGO#iXNN0ik^iiBlT6+K^C1`3}% zlP0w+f7DR3|E-;N+lf8v6!v*KJh9($U+q5$DA9LhuhM87Z|CMJL6M+E_*?205(APQ zbF%<=lls-bP2O`x2wYvaBFr&uSDEj$`~D|eDLm5}R<-f$2eRv$WIr3IDjTl7qxc|S zjPts$cKiTzc`uQ^ECfNYKng%0PId?57iOp~@JNT0x| zqix#|NG(?$&VG?FKweFXm+p-2fLt)c zaEk&43see{Th2ZZ7Bj>3669UTD##Clbfl|;x~H=T6+(g393_CsAW#Pm%%eGjx_=j} z&%YAPQ5n+e4`XxWn2jjb5CMhy|4|VCuXwO%B?t%R4@W=&i&KIKSOS8C2MI@TV!(iG zBNiO_;erQz!tHQ>EI3s%Yw$@H^#5N4G24y>ec=M*m@Rk^`_U*^0ZKSf03u-RL?UJPJ|0sD;N?U0SZI_YXlEY3`)RGiC|d~l>h@M@C?^*I~Ej>F(HESFiw&Z3Dh$% zxMm82B_iM&W&#!pE(BoM@K`($dSfvE(zhUqgW4OSrF0Vos!)5L=@Or^{+2iHtXgDK(Q z7Zj`_m~B`zxCVteA27L@g24Ztvp=Y29sq+gC@?@`FbofK1vrO?!)7o$U9&ZqGQ=z+ zObj>>qJh{<_F+5tgCFh%%fvJ$fC+y8g9T;^g+egfej^|eNYHG74PnLxU^|#!n7Rgb z0o%l!!n6n2CT0uMR({(AY!7n_%op<=;DBvow!o4TP+aFhd(qFB5|=u=JTHe+Y;SV2GJ0 z2;_x3{Pl)&o%#-7Q8R4)ZJ!&C)zLGzDbxXu-wyZheGsGr1!8U>k?NS)Zs`Aew>d1# zQTboGb3Q%&1GHYn2Q&R_`Gt~mNSfa@M}$9Oq9LG}~}cMxA^#>>u8N&ubegaDp} zhyXtN_Yb&WJeWWy=no9GPxuFU&cc*Pu)QpR5n&rx2qXMER*3-SVnIJ85E>T3NMI|p z0ER;SI~IinE@ELn4C){L&{!<6Z20$A4k8W*_B0D%n15jeC3q#w@27+#0kfVDLu2v( z&_ELi|L6sS0%32#SPT~U`h_qe2z?7+STx}u*|0cp##q>o09@Kan9?HnNU%?Ve}DCY zL*xJ98Hd9GAF!YwxUcjNObPZs^ZVg3|Jn? Mgrual@eaiQ0sW(4-T(jq literal 0 HcmV?d00001 diff --git a/generative.ipynb b/generative.ipynb new file mode 100644 index 0000000..8003189 --- /dev/null +++ b/generative.ipynb @@ -0,0 +1,686 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generative model" + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [], + "source": [ + "import numpy as np\n", + "import pandas as pd\n", + "import matplotlib.pyplot as plt\n", + "%matplotlib inline" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": { + "autoscroll": false, + "collapsed": false, + "ein.tags": "worksheet-0", + "slideshow": { + "slide_type": "-" + } + }, + "outputs": [], + "source": [ + "import igraph as ig\n", + "import dionysus as d" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [], + "source": [ + "plt.style.use(\"fivethirtyeight\")\n", + "plt.rcParams[\"figure.figsize\"] = 10, 6" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.0.7.dev0'" + ] + }, + "execution_count": 5, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d.__version__" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "import dill" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "import multiprocessing\n", + "from dask.distributed import Client" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "from zigzag import *" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "from sliced_wasserstein import diagram_array, SW_approx" + ] + }, + { + "cell_type": "code", + "execution_count": 123, + "metadata": {}, + "outputs": [], + "source": [ + "from network2tikz import plot" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Random network generation" + ] + }, + { + "cell_type": "code", + "execution_count": 124, + "metadata": {}, + "outputs": [], + "source": [ + "def edge_presences(T, f):\n", + " density = np.sin(f * np.arange(T)) + 1\n", + " density /= np.sum(density)\n", + " samplesize = np.random.randint(T//2)\n", + " times = np.random.choice(np.arange(T), size=samplesize, replace=False, p=density)\n", + " times = np.sort(times)\n", + " return times" + ] + }, + { + "cell_type": "code", + "execution_count": 190, + "metadata": {}, + "outputs": [], + "source": [ + "basegraph = ig.Graph.Erdos_Renyi(7, 0.9)" + ] + }, + { + "cell_type": "code", + "execution_count": 191, + "metadata": {}, + "outputs": [], + "source": [ + "T = 5\n", + "g = ig.Graph()\n", + "g.add_vertices(len(basegraph.vs))\n", + "for e in basegraph.es:\n", + " times = np.random.randint(0, T, T//2)\n", + " for t in times:\n", + " g.add_edge(e.source, e.target, time=t)" + ] + }, + { + "cell_type": "code", + "execution_count": 192, + "metadata": {}, + "outputs": [], + "source": [ + "subgs = []\n", + "for t in np.unique(g.es[\"time\"]):\n", + " subgs.append(g.subgraph_edges(g.es.select(time_eq=t), delete_vertices=False))" + ] + }, + { + "cell_type": "code", + "execution_count": 193, + "metadata": {}, + "outputs": [], + "source": [ + "visual_style = {}\n", + "visual_style[\"vertex_size\"] = 0.3\n", + "visual_style[\"vertex_color\"] = \"blue\"\n", + "visual_style[\"vertex_opacity\"] = .7\n", + "#visual_style[\"edge_curved\"] = 0.1\n", + "layout = basegraph.layout()\n", + "layout_dict = {}\n", + "for i, l in enumerate(layout):\n", + " layout_dict[i] = l\n", + "visual_style[\"layout\"] = layout_dict\n", + "visual_style[\"canvas\"] = (4,4)\n", + "visual_style[\"margin\"] = 1\n", + "for i, subg in enumerate(subgs):\n", + " plot(subg, \"network{0}.tex\".format(i), **visual_style)" + ] + }, + { + "cell_type": "code", + "execution_count": 98, + "metadata": {}, + "outputs": [], + "source": [ + "T = 200\n", + "f = 15/T\n", + "times = edge_presences(T, f)" + ] + }, + { + "cell_type": "code", + "execution_count": 122, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "def density(t):\n", + " return np.sin(f*t) + 1\n", + "\n", + "fig, ax = plt.subplots()\n", + "ax.plot(density(np.arange(T))/np.sum(density(np.arange(T))))\n", + "ax.set_xlabel(\"Time\")\n", + "ax.set_ylabel(\"Density\")\n", + "ax.scatter(times, np.repeat(0, len(times)), color=\"red\")\n", + "for x in range(10, 200, 10):\n", + " ax.axvline(x=x, linestyle='--', linewidth=2, color=\"grey\")\n", + "fig.savefig(\"density.pdf\", transparent=True, pad_inches=0.3, bbox_inches=\"tight\")" + ] + }, + { + "cell_type": "code", + "execution_count": 85, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "Text(0.5,0,'Time')" + ] + }, + "execution_count": 85, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "iVBORw0KGgoAAAANSUhEUgAAAsAAAAGTCAYAAAAm3aQrAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDIuMi4zLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvIxREBQAAIABJREFUeJzt3X1clHW+//E3DiDego7DUCGSSnizEcYGduNN0Km1zmrZoplrxq5KHu1R5k14c7LMPWbYnemqheiuR7co7cY9Vmd3I2+iwI5x8rgb0TH9mZtAYyhaCgK/PzrOOjIMgw4yzPf1fDzmoVw3n+t7XZ9rrnkzXAxBlZWV9QIAAAAM0a61BwAAAABcSgRgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoB+BIoLS1t7SHAh+hnYKGfgYV+Bhb6GXj8pacEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADBKiwXgnJwcJSQkyG63a9iwYSooKPC4/K5duzRs2DDZ7XZdc801ys3NbVbNgwcPKiIiwu1j+fLlzuXuuOOOBvN/9atf+W7HAQAA4NdaJABv2bJFWVlZmjlzpnbs2KHk5GSlp6fr0KFDbpc/cOCAxowZo+TkZO3YsUOPPPKI5syZo7feesvrmtHR0SopKXF5PPPMMwoKCtLIkSNdtjd+/HiX5Z577rmWOAwAAADwQy0SgFeuXKl7771XEydOVHx8vLKzs2W3292+qytJ69atU1RUlLKzsxUfH6+JEydq3LhxWrFihdc1LRaL7Ha7y2Pr1q0aPny4YmNjXbbXsWNHl+XCw8Nb4jAAAADADwX7umB1dbWKi4v14IMPukxPTU1VYWGh23WKioqUmprqMi0tLU1/+MMfVFNTo/r6+mbXPHDggLZv367169c3mLd582Zt3rxZkZGRuuWWW/Too4+qS5cuje5TaWlpo/O85Ysa8B/0M7DQz8BCPwML/Qw8l6KncXFxHuf7PAA7HA7V1tbKZrO5TLfZbCovL3e7Tnl5uYYPH95g+TNnzsjhcKi+vr7ZNX//+9+rR48euv32212mp6enq2fPnoqKitLnn3+uJ554Qvv27dMbb7zR6D41dRCbUlpaetE14D/oZ2Chn4GFfgYW+hl4/KWnPg/A/uDMmTPauHGjxo0bp5CQEJd5999/v/P/AwcOVGxsrNLS0lRcXKzExMRLPFIAAABcaj6/B9hqtcpisaiiosJlekVFhSIjI92uExkZ6Xb54OBgWa3WZtd85513VFZWpvvuu6/J8Q4aNEgWi0X79+9vclkAAAC0fT4PwKGhoUpMTFR+fr7L9Pz8fKWkpLhdJzk52e3ygwYNUkhISLNr/v73v9eNN96ovn37Njneffv2qba2Vna7vcllAQAA0Pa1yC0Q06ZNU2ZmppKSkpSSkqLc3FwdOXJEGRkZkqTMzExJ0po1ayRJGRkZevnll5WVlaWMjAwVFhZq06ZNysnJ8brmWYcOHdJf/vIXrV69usG4vvrqK+Xl5enWW29V9+7dVVJSogULFighIUGDBw9uiUMBAAAAP9MiAXj06NE6evSosrOzVVZWpv79+ysvL08xMTGSpK+//tpl+djYWOXl5WnevHnKzc1VVFSUli5dqlGjRnld86wNGzaoa9euDT77V5JCQkK0fft2rV69WidPntQVV1yhW2+9VVlZWbJYLC1wJAAAAOBvgiorK+tbexCBzl9+4xG+QT8DC/0MLPQzsNDPwOMvPW2xP4UMAAAA+CMCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFFaLADn5OQoISFBdrtdw4YNU0FBgcfld+3apWHDhslut+uaa65Rbm5us2vecccdioiIcHn86le/clmmsrJSU6ZMUUxMjGJiYjRlyhRVVlZe/A4DAACgTWiRALxlyxZlZWVp5syZ2rFjh5KTk5Wenq5Dhw65Xf7AgQMaM2aMkpOTtWPHDj3yyCOaM2eO3nrrrWbXHD9+vEpKSpyP5557zmX+pEmT9Nlnn+n111/X66+/rs8++0yZmZm+PwgAAADwSy0SgFeuXKl7771XEydOVHx8vLKzs2W3292+qytJ69atU1RUlLKzsxUfH6+JEydq3LhxWrFiRbNrduzYUXa73fkIDw93zispKdGf//xnPf/880pOTlZycrKee+45vffeeyotLW2JQwEAAAA/4/MAXF1dreLiYqWmprpMT01NVWFhodt1ioqKGiyflpamTz/9VDU1Nc2quXnzZvXu3VuDBw/WggULVFVV5bKdzp07KyUlxTlt8ODB6tSpU6NjAwAAQGAJ9nVBh8Oh2tpa2Ww2l+k2m03l5eVu1ykvL9fw4cMbLH/mzBk5HA7V19d7VTM9PV09e/ZUVFSUPv/8cz3xxBPat2+f3njjDed2rFargoKCnOsEBQWpR48ejY5Nkk/eHeYd5sBCPwML/Qws9DOw0M/Acyl6GhcX53G+zwNwa7r//vud/x84cKBiY2OVlpam4uJiJSYmXnDdpg5iU0pLSy+6BvwH/Qws9DOw0M/AQj8Dj7/01Oe3QFitVlksFlVUVLhMr6ioUGRkpNt1IiMj3S4fHBwsq9V6QTUladCgQbJYLNq/f79zO2ffUT6rvr5e3377rcc6AAAACBw+D8ChoaFKTExUfn6+y/T8/HyXe2/PlZyc7Hb5QYMGKSQk5IJqStK+fftUW1sru93u3M6JEydUVFTkXKaoqEgnT570WAcAAACBo0VugZg2bZoyMzOVlJSklJQU5ebm6siRI8rIyJAk58eOrVmzRpKUkZGhl19+WVlZWcrIyFBhYaE2bdqknJwcr2t+9dVXysvL06233qru3burpKRECxYsUEJCggYPHixJio+P1y233KIZM2bo+eeflyTNmDFDt912m1+8HQ8AAICW1yIBePTo0Tp69Kiys7NVVlam/v37Ky8vTzExMZKkr7/+2mX52NhY5eXlad68ecrNzVVUVJSWLl2qUaNGeV0zJCRE27dv1+rVq3Xy5EldccUVuvXWW5WVlSWLxeKsk5OTozlz5ujuu++WJI0YMUJPP/10SxwGAAAA+KGgysrK+qYXw8Xwlxu+4Rv0M7DQz8BCPwML/Qw8/tLTFvtTyAAAAIA/IgADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYpcUCcE5OjhISEmS32zVs2DAVFBR4XH7Xrl0aNmyY7Ha7rrnmGuXm5jar5nfffafZs2fruuuuU1RUlAYOHKhHHnlER48edalx9dVXKyIiwuXx+OOP+2SfAQAA4P9aJABv2bJFWVlZmjlzpnbs2KHk5GSlp6fr0KFDbpc/cOCAxowZo+TkZO3YsUOPPPKI5syZo7feesvrmt98842++eYbPfHEEyooKNCaNWtUUFCgX//61w22N2fOHJWUlDgfs2bNaonDAAAAAD/UIgF45cqVuvfeezVx4kTFx8crOztbdrvd7bu6krRu3TpFRUUpOztb8fHxmjhxosaNG6cVK1Z4XXPAgAH693//d91+++3q3bu3brrpJi1atEgffPCBjh8/7rK9Ll26yG63Ox+dO3duicMAAAAAP+TzAFxdXa3i4mKlpqa6TE9NTVVhYaHbdYqKihosn5aWpk8//VQ1NTUXVFOSqqqq1L59e3Xs2NFl+osvvqgrr7xSN910k5YtW6bq6urm7CIAAADasGBfF3Q4HKqtrZXNZnOZbrPZVF5e7nad8vJyDR8+vMHyZ86ckcPhUH19fbNrVlZW6je/+Y3uu+8+BQf/YzczMzOVkJCg7t27a8+ePXr88cd18OBBvfjii43uU2lpqadd9oovasB/0M/AQj8DC/0MLPQz8FyKnsbFxXmc7/MA7A9OnDihcePG6bLLLtOiRYtc5k2fPt35/5/85Cfq0qWLMjIy9MQTT6h79+5u6zV1EJtSWlp60TXgP+hnYKGfgYV+Bhb6GXj8pac+vwXCarXKYrGooqLCZXpFRYUiIyPdrhMZGel2+eDgYFmt1mbVPHHihNLT0yVJr776qsLCwjyONykpSZK0f//+pncOAAAAbZ7PA3BoaKgSExOVn5/vMj0/P18pKSlu10lOTna7/KBBgxQSEuJ1zaqqKv3iF79QXV2d8vLyvPrltr1790qS7Ha7V/sHAACAtq1FboGYNm2aMjMzlZSUpJSUFOXm5urIkSPKyMiQ9ON9uJK0Zs0aSVJGRoZefvllZWVlKSMjQ4WFhdq0aZNycnK8rllVVaXRo0erqqpKGzdu1Pfff6/vv/9ektStWzeFhoaqqKhIu3fv1pAhQ9S1a1d9+umnmjdvnkaMGKGePXu2xKEAAACAn2mRADx69GgdPXpU2dnZKisrU//+/ZWXl6eYmBhJ0tdff+2yfGxsrPLy8jRv3jzl5uYqKipKS5cu1ahRo7yuWVxcrN27d0v6x20NZ23dulVDhgxRaGio3njjDS1dulTV1dXq2bOn7rvvPj300EMtcRgAAADgh4IqKyvrW3sQgc5fbviGb9DPwEI/Awv9DCz0M/D4S09b7E8hAwAAAP6IAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMEtxShXNycrR8+XKVlZWpX79+WrJkiW644YZGl9+1a5fmz5+vzz//XFFRUXrooYf0q1/9qlk1T58+rQULFmjz5s06deqUhg4dqmeeeUZXXHGFc5lDhw5p1qxZ2rlzp8LCwvSLX/xCixcvVmhoqO8PQjMcrKrR4j1V+ub7Wl3W0aIF13ZRry4hXs0/d16X4CD9cKZO+yprJdXrOluolqSES5IW76nS/uM1qjhVr8gO7WRr305BQdLxmnq322zu2M6tfWWX4Ebreap7dpxn98Wb8TX3GHlT6+w6WR8f08flp/X9GalTcJASugerrjpUdV9WNLtPvnZ2fJ98W6Nze91S22tJvj5u3tRznrfftlfvvx/1eL7cf1UHrf/ih0a/9lTf0zrSP56Xfz9Zq9N1kiVIbnvZ2PnYMaSdyn6odfvc8+Y5cfZ5275dnf7fiXrV1v84hkRrsDpYgrSvslZn6urUIbidLu9k0ZVdghvdf19fKy70vDj/mnj+deTscfd0zWzO+Xex5++lvG74o4u5lvny2J1/fnYNkY7XyPmvt69tnsbn7bXj3Od6+3ZS59B26t4+SI5TdW6vE40dQ6l55/q5dc5/3jfnNfj85925+925NkRLo2pa/RwPqqysrPd10S1btmjKlCl65plnNHjwYOXk5GjTpk36+OOP1bNnzwbLHzhwQDfccIPGjx+vSZMm6eOPP9bMmTO1du1ajRo1yuuajzzyiLZt26ZVq1apW7dumj9/vo4dO6bt27fLYrGotrZWQ4YMUbdu3fSb3/xG3333naZOnaqf//znys7O9vVhcCotLVVcXFyj8w9W1ejO9xz6qqrWOe3KLha9eZvVeWI3Nl9Sg3nns4dJIZZ2+vpkncdxnrvNixmbp3qe6kZ3DJKCghodZ3PreTpGnmqdrXfHtgp9/b3np4e3ffL1E72x8UV3aqf/GNGj1S8szeHr4+ZNveaeL8FB0plzDvX5X3tT//x1mjrfz+2lt+fjueNZcWO4pn947IKvG564239P27uQa8WFnhcffPalZnzRudF9a+q4S817Hl3s+Xsprxv+qKlrWfWRA42+fvry2Hk6P8/n7Ta8uQ64u3Y057ke3amd1gyJUOaO7xqs481rf3OuM819DT5XU/vdGixZWVmP+7ro9OnTlZaWprlz56pHjx669dZbtXHjRv3www8aPnx4g+Wfe+45/f3vf9fmzZvVo0cPJSYm6tChQ9q2bZvuu+8+r2oeO3ZMkyZN0rJly/TP//zPioqK0rBhw/TEE08oOTlZvXv31l/+8hetWrVK27Zt01VXXaUrr7xSNptNTz31lDIzM9W+fXtfHwpJ0tGjR2W1WhudP/vjY/qwrNplWmV1vRyn6jQytoPH+Tu+qW4w73wnz/z4XVhTzt3mxYzNUz1PdY/XeB5nc+t5Okaeap2t93F5TaNjcVenqWPlS42N73hNy2yvJfn6uHlTr7nny/kvH+d/7U3989dp6nw/t5feno/njmfXkWodPFHbYLq31w1P3O2/p+1dyLXiQs+LrN3H9cl3QY3Ob+q4/7iM9+ffxZ6/l/K64Y+aupbd2OWHRl8/fXnsPJ2f5/N2G95cB9xdO5rzXD9e8+Nz75CbkOvNa39zrjPNfQ0+V1P73Rp8fgtEdXW1iouL9eCDD7pMT01NVWFhodt1ioqKlJqa6jItLS1Nf/jDH1RTU6P6+vomaxYXF6umpsalTnR0tOLj41VYWKi0tDQVFRUpPj5e0dHRLts5ffq0iouLNXToULfjKy0t9f4ANMJTjf3ftpdkaTjdcUKlpQ6P81Uvt/Mu1NltXuzYGqvXVN3mjs+bcTZ2jBqr1dzxedOnxrZzoTyNryW215J8fdy8qdcSzylv6l9ozQupd/SHM5IaBsGWuG40tb0LuVZc6HlRcdo3b2R4e/5d7Pl7Ka8b/qipa5kub/z105fHrrnPMW+24W3Ni712NPbc81ZzrjO+fE1v6XPc00/epRYIwA6HQ7W1tbLZbC7TbTabysvL3a5TXl7e4J1hm82mM2fOyOFwqL6+vsma5eXlslgsDb5TPH+Z82tYrVZZLJZGxyY1fRCb0tQtEL3/flT/dfyHhtOtnRUXF+NxviS38y7U2W1e7Ngaq9dU3eaOz5txSu6PUWO1mjs+b/rU2HYulKfxtcT2WpKvj5s39VriOeVN/QuteSH1uncI1okTDX8c2RLXjaa2dyHXigs9L2wlB+SLcO/t+Xex5++lvG74o6auZdLpRl8/fXnsmvsc82Yb3ta82GtHY889bzXnOuPL1/TWPsf5FAg/sODaLrqyi+sF+8ou//hlDU/z3c07nz3sx/t8mnLuNi9mbJ7qeaob3THI4zibW8/TMfJU62y96I5Nf0ftbZ98rbHxRXdq1yLba0m+Pm7e1Gvu+RJ83qE+/2tv6p+/TlPn+7m99PZ8PHc8q24Kv6jrhifu9t/T9qTmXysu9Lx4IOaMx31r6rhLzXseXez5eymvG/7oYq5lvjx2zXlOeLsNb64D7q4dzXmuR3dqp1U3hbtdx5vX/uZcZ5r7Gnyupva7Nfj8HuD27dvr2Wef1S233KJ+/fo5p7/55pv6/vvvNX78+AbrvPnmm+rUqZNuvfVW57Q9e/boj3/8o/71X/9VHTp0aLLmt99+q02bNmny5Mnq2LGjc5nly5fr2muv1ZAhQ7Rnzx59+umnmjRpknO+w+HQCy+8oEmTJqlXr16+PBROTd0DHNHeohE928txqk7W9u2UEhmq3w6JcN4c7mn++fMGRgQrumM7nTwjdQqWhl/WXr9LtWp8XEc5TtWpo0UKbhekq8KDdU33EF0VHqyojpYG27yQsZ1b+8ao9m7reaq7Zmg35zjP7ktT4/NmnE3tQ2P17ugVpoPHz8hxqlb19VJ4aJBSbCGKCa1WTHhYs/rka+eO71h1vbPXucO7t7lfnPH1cfOm3rnLdKg7rZuu6OTxfFma0lU1dWr0a0/1G1vn3PO9o0Wqr69XqCVInUOCGvTS0/k4oFuIwkODGjz3rra29+o5cfZ5aw+TTtT8+IPUkHbST3sEK66rRSfPSO3b1at7+3bqF/FjfXf772l75x8Tb64VF3pe1Bx3aHzi5Y1eR9xdZ86/ZjbneXSx5++lvG74o6auZZ5eP3157NydnzGd2iksuJ3zX29e25oanzfXjvOf652CJWtYO8V2bidLkBpcJ662tnd7DM997ffmXD+/F+c/75vzGnz+8+7c/R7Q4ZTWptlb/RxvkU+BSEtL009+8hO98MILzmlJSUkaOXKkFi5c2GD5hQsX6o9//KP+67/+yzntoYce0l//+lf96U9/8qrmsWPH1LdvX/32t79Venq6JOnw4cP6yU9+otdff11paWn605/+pDFjxuh//ud/nB+N9tprr2n69OkqLS1V165dfX0oJDV9CwTaFvoZWOhnYKGfgYV+Bh5/6WmLfA7wtGnTlJmZqaSkJKWkpCg3N1dHjhxRRkaGJCkzM1OStGbNGklSRkaGXn75ZWVlZSkjI0OFhYXatGmTcnJyvK4ZHh6uCRMmaOHChbLZbM6PQRs4cKDz/uLU1FT1799fDzzwgBYvXqzvvvtOjz32mO67774WC78AAADwLy0SgEePHq2jR48qOztbZWVl6t+/v/Ly8hQT8+PNzl9//bXL8rGxscrLy9O8efOUm5urqKgoLV261PkZwN7UlKQlS5bIYrEoIyPD+YcwVq9eLYvlx/tSLBaLXn31Vc2aNUs/+9nPFBYWpvT0dD355JMtcRgAAADgh1rkFgi48pe3++Eb9DOw0M/AQj8DC/0MPP7SUz4FAgAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABjF5wH49OnTmj17tnr37q3LL79c99xzjw4fPtzkejk5OUpISJDdbtewYcNUUFDQrLp79+7Vr3/9aw0cOFBRUVH66U9/qhdeeEF1dXXOZQ4ePKiIiIgGjz//+c++OwAAAADwaz4PwHPnztXWrVu1du1abdu2TVVVVRo7dqxqa2sbXWfLli3KysrSzJkztWPHDiUnJys9PV2HDh3yum5xcbGsVqtWr16tjz/+WHPnzlV2draee+65BtvbvHmzSkpKnI+hQ4f6+jAAAADATwX7stixY8e0YcMGrVy5UjfffLMkac2aNbr66qv1wQcfKC0tze16K1eu1L333quJEydKkrKzs/WXv/xFubm5WrhwoVd1J0yY4FIzNjZW//3f/623335bM2fOdJnXvXt32e12X+46AAAA2gifvgNcXFysmpoapaamOqdFR0crPj5ehYWFbteprq5WcXGxyzqSlJqa6lznQupKUlVVlSIiIhpMnzBhgvr27avbbrtNb731VrP2EQAAAG2bT98BLi8vl8VikdVqdZlus9lUXl7udh2Hw6Ha2lrZbLZG17mQusXFxdq0aZNeeukl57TOnTvrySef1ODBgxUcHKxt27YpIyNDq1at0tixYxvdr9LS0sZ32ku+qAH/QT8DC/0MLPQzsNDPwHMpehoXF+dxvlcBePHixVq2bJnHZbZu3er9qFpYaWmpxo4dq6lTp2rUqFHO6VarVQ8++KDz60GDBuno0aN64YUXPAbgpg6iN+O52BrwH/QzsNDPwEI/Awv9DDz+0lOvAvDUqVM1ZswYj8tER0dr9+7dqq2tlcPhUI8ePZzzKioqdP3117tdz2q1ymKxqKKiwmV6RUWFIiMjJUmRkZFe1/3iiy/085//XKNHj9bjjz/e5L4lJSVp48aNTS4HAACAwOBVALZarQ1uP3AnMTFRISEhys/PV3p6uiTp8OHDKikpUUpKitt1QkNDlZiYqPz8fN15553O6fn5+Ro5cmSz6n7++ecaOXKk7rzzTi1ZssSbXdPevXv5hTgAAACD+PQe4PDwcE2YMEELFy6UzWZTt27dNH/+fA0cOFDDhw93Lnfddddp8uTJmjJliiRp2rRpyszMVFJSklJSUpSbm6sjR44oIyPD67p/+9vfNHLkSA0ZMkQzZ85UWVmZc3tnA+6mTZsUEhKihIQEtWvXTu+++65ycnK8eqcYAAAAgcGnAViSlixZIovFooyMDJ06dUpDhw7V6tWrZbFYnMuUlpbK4XA4vx49erSOHj2q7OxslZWVqX///srLy1NMTIzXdd98801VVFRoy5Yt2rJli8uYKisrnf9ftmyZDh06JIvFoj59+mjFihUe7/8FAABAYAmqrKysb+1dKuuvAAAWFUlEQVRBBDp/ueEbvkE/Awv9DCz0M7DQz8DjLz31+V+CAwAAAPwZARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoPg/Ap0+f1uzZs9W7d29dfvnluueee3T48OEm18vJyVFCQoLsdruGDRumgoKCZteNiIho8MjNzXVZZt++fbr99tsVFRWl/v37a+nSpaqvr7/4HQcAAECb4PMAPHfuXG3dulVr167Vtm3bVFVVpbFjx6q2trbRdbZs2aKsrCzNnDlTO3bsUHJystLT03Xo0KFm112+fLlKSkqcj3HjxjnnHT9+XHfddZciIyP1/vvv66mnntKLL76oFStW+PowAAAAwE/5NAAfO3ZMGzZs0KJFi3TzzTcrMTFRa9as0b59+/TBBx80ut7KlSt17733auLEiYqPj1d2drbsdrvz3dvm1A0PD5fdbnc+OnTo4Jz32muv6YcfftCqVas0YMAAjRo1Sg899JB++9vf8i4wAACAIXwagIuLi1VTU6PU1FTntOjoaMXHx6uwsNDtOtXV1SouLnZZR5JSU1Od6zSnblZWlnr37q2bb75Zubm5qqurc84rKirS9ddf7xKK09LS9M033+jgwYMXvuMAAABoM4J9Way8vFwWi0VWq9Vlus1mU3l5udt1HA6HamtrZbPZGl3H27rz5s3TkCFD1KlTJ23fvl0LFiyQw+HQ7NmznXUuv/zyBjXOzouNjXU7xtLS0ib2vGm+qAH/QT8DC/0MLPQzsNDPwHMpehoXF+dxvlcBePHixVq2bJnHZbZu3er9qFrInDlznP9PSEhQXV2dnnnmGWcAvlBNHcSmlJaWXnQN+A/6GVjoZ2Chn4GFfgYef+mpVwF46tSpGjNmjMdloqOjtXv3btXW1srhcKhHjx7OeRUVFbr++uvdrme1WmWxWFRRUeEyvaKiQpGRkZKkyMjIZteVpKSkJB0/flzl5eWKjIxUZGSk2+2c3QYAAAACn1f3AFutVl111VUeHx07dlRiYqJCQkKUn5/vXPfw4cMqKSlRSkqK29qhoaFKTEx0WUeS8vPznetcSF1J2rt3r8LCwhQeHi5JSk5O1kcffaRTp065bOeyyy5Tr169vDkUAAAAaOMsWVlZj/uqWFhYmI4cOaKcnBwNHDhQx44d04wZM9S1a1c98cQTatfux7x93XXXSfrxHVpJ6tKli5YsWaKoqCiFhYUpOztbBQUFWrFihcLDw72q+84776igoEChoaE6ceKEtm7dqkWLFumXv/ylfvazn0mS+vTpo3Xr1mnv3r2Ki4vTRx99pMcee0wPP/ywxyB9sY4ePdrg/mW0XfQzsNDPwEI/Awv9DDz+0lOf/hKcJC1ZskQWi0UZGRk6deqUhg4dqtWrV8tisTiXKS0tlcPhcH49evRoHT16VNnZ2SorK1P//v2Vl5enmJgYr+uGhIQoJydH8+fPV11dnWJjYzV37lxNnjzZWSM8PFxvvPGGZs2apZtvvlkRERGaNm2apk+f7uvDAAAAAD8VVFlZyQfgtjB/ueEbvkE/Awv9DCz0M7DQz8DjLz31+V+CAwAAAPwZARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYxecB+PTp05o9e7Z69+6tyy+/XPfcc48OHz7c5Ho5OTlKSEiQ3W7XsGHDVFBQ0Ky6GzduVEREhNvHnj17nMu5m5+bm+u7AwAAAAC/5vMAPHfuXG3dulVr167Vtm3bVFVVpbFjx6q2trbRdbZs2aKsrCzNnDlTO3bsUHJystLT03Xo0CGv644ePVolJSUujzFjxig2NlaDBg1y2d7y5ctdlhs3bpyvDwMAAAD8lE8D8LFjx7RhwwYtWrRIN998sxITE7VmzRrt27dPH3zwQaPrrVy5Uvfee68mTpyo+Ph4ZWdny263O9+Z9aZuhw4dZLfbnY8uXbro3Xff1YQJExQUFOSyvfDwcJdlO3To4MvDAAAAAD8W7MtixcXFqqmpUWpqqnNadHS04uPjVVhYqLS0tAbrVFdXq7i4WA8++KDL9NTUVBUWFl5w3TfeeEPff/+9fvnLXzaYl5WVpRkzZqhXr16aMGGC7r//frVr1/j3AqWlpU3vfBN8UQP+g34GFvoZWOhnYKGfgedS9DQuLs7jfJ8G4PLyclksFlmtVpfpNptN5eXlbtdxOByqra2VzWZrdJ0Lqfu73/1Ot912m+x2u8v0efPmaciQIerUqZO2b9+uBQsWyOFwaPbs2Y3uV1MHsSmlpaUXXQP+g34GFvoZWOhnYKGfgcdfeupVAF68eLGWLVvmcZmtW7f6ZEC+8Le//U1FRUXKy8trMG/OnDnO/yckJKiurk7PPPOMxwAMAACAwOFVAJ46darGjBnjcZno6Gjt3r1btbW1cjgc6tGjh3NeRUWFrr/+erfrWa1WWSwWVVRUuEyvqKhQZGSkJCkyMrJZddevX6/o6GjdcsstTe5bUlKSjh8/rvLycuf2AAAAELi8CsBWq7XB7QfuJCYmKiQkRPn5+UpPT5ckHT58WCUlJUpJSXG7TmhoqBITE5Wfn68777zTOT0/P18jR45sdt1Tp07p1VdfVWZmpsf7es/au3evwsLCFB4e3uSyAAAAaPt8eg9weHi4JkyYoIULF8pms6lbt26aP3++Bg4cqOHDhzuXu+666zR58mRNmTJFkjRt2jRlZmYqKSlJKSkpys3N1ZEjR5SRkdGsupL01ltv6fjx425/+e2dd95ReXm5rrvuOnXo0EE7d+7UkiVLNHHiRLVv396XhwIAAAB+yqcBWJKWLFkii8WijIwMnTp1SkOHDtXq1atlsVicy5SWlsrhcDi/Hj16tI4ePars7GyVlZWpf//+ysvLU0xMTLPqSj/+8ltaWpp69uzZYGwhISHKycnR/PnzVVdXp9jYWM2dO1eTJ0/29WEAAACAnwqqrKysb+1BBDp/+Y1H+Ab9DCz0M7DQz8BCPwOPv/TU538JDgAAAPBnBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBRCMAAAAAwCgEYAAAARiEAAwAAwCgEYAAAABiFAAwAAACjEIABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKARgAAAAGIUADAAAAKMQgAEAAGAUAjAAAACMQgAGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAowRVVlbWt/YgAAAAgEuFd4ABAABgFAIwAAAAjEIABgAAgFEIwAAAADAKARgAAABGIQADAADAKATgFpaTk6OEhATZ7XYNGzZMBQUFrT0knOfZZ5/VzTffrJ49e6pPnz4aO3as/vrXv7osU19fryVLlqhfv36KiorSHXfcob/97W8uy1RWVmrKlCmKiYlRTEyMpkyZosrKyku5K3Dj2WefVUREhGbPnu2cRj/bliNHjuiBBx5Qnz59ZLfblZKSol27djnn08+2o7a2VosXL3a+LiYkJGjx4sU6c+aMcxn66d8+/PBD3XPPPerfv78iIiK0ceNGl/m+6t++fft0++23KyoqSv3799fSpUtVX++7T+4lALegLVu2KCsrSzNnztSOHTuUnJys9PR0HTp0qLWHhnPs2rVLv/71r/Xee+/p7bffVnBwsO6880599913zmVeeOEFrVy5UkuXLtX7778vm82mu+66S1VVVc5lJk2apM8++0yvv/66Xn/9dX322WfKzMxsjV3C/9m9e7fWr1+vgQMHukynn21HZWWlbrvtNtXX1ysvL0+FhYV6+umnZbPZnMvQz7bj+eefV05OjpYuXaqioiI99dRTevnll/Xss886l6Gf/u3kyZMaMGCAnnrqKXXo0KHBfF/07/jx47rrrrsUGRmp999/X0899ZRefPFFrVixwmf7wR/CaEFpaWkaOHCgli9f7px27bXXatSoUVq4cGErjgyenDhxQjExMdq4caNGjBih+vp69evXT5MnT9asWbMkST/88IPi4uL05JNPKiMjQyUlJUpJSdG7776rwYMHS5I++ugjjRgxQrt371ZcXFxr7pKRjh07pmHDhmn58uVaunSpBgwYoOzsbPrZxixatEgffvih3nvvPbfz6WfbMnbsWHXr1k2rV692TnvggQf03Xff6dVXX6WfbcwVV1yhp59+WuPHj5fku+fj2rVr9fjjj+uLL75whuzs7Gzl5ubqr3/9q4KCgi567LwD3EKqq6tVXFys1NRUl+mpqakqLCxspVHBGydOnFBdXZ0iIiIkSQcPHlRZWZlLLzt06KAbbrjB2cuioiJ17txZKSkpzmUGDx6sTp060e9W8vDDD2vUqFEaOnSoy3T62bb8x3/8h5KSkpSRkaG+ffvqpptu0ksvveT8USj9bFsGDx6sXbt26YsvvpAkff7559q5c6f+6Z/+SRL9bOt81b+ioiJdf/31Lu8wp6Wl6ZtvvtHBgwd9MtZgn1RBAw6HQ7W1tS4/ppMkm82m8vLyVhoVvJGVlaWrr75aycnJkqSysjJJctvLb775RpJUXl4uq9Xq8l1pUFCQevToQb9bwe9+9zvt379fL730UoN59LNtOXDggNauXat/+Zd/0cMPP6y9e/fq0UcflSRNmTKFfrYxDz/8sE6cOKGUlBRZLBadOXNGs2bN0qRJkyTx/GzrfNW/8vJyXX755Q1qnJ0XGxt70WMlAAPnmDdvnj7++GO9++67slgsrT0cXIDS0lItWrRI7777rkJCQlp7OLhIdXV1GjRokPO2sWuuuUb79+9XTk6OpkyZ0sqjQ3Nt2bJFr7zyinJyctSvXz/t3btXWVlZiomJ0X333dfaw4NBuAWihVitVlksFlVUVLhMr6ioUGRkZCuNCp7MnTtXmzdv1ttvv+3y3aXdbpckj72MjIyUw+Fw+Q3V+vp6ffvtt/T7EisqKpLD4dDgwYNltVpltVr14YcfKicnR1arVd27d5dEP9sKu92u+Ph4l2lXXXWVvv76a+d8iX62FY899pimT5+uu+++WwMHDtQ999yjadOm6bnnnpNEP9s6X/UvMjLSbY2z83yBANxCQkNDlZiYqPz8fJfp+fn5Lve9wD88+uijzvB71VVXuczr1auX7Ha7Sy9PnTqljz76yNnL5ORknThxQkVFRc5lioqKdPLkSfp9id1xxx0qKCjQzp07nY9Bgwbp7rvv1s6dO9W3b1/62YYMHjxYX375pcu0L7/8Uj179pTE87Ot+f777xv8dM1isaiurk4S/WzrfNW/5ORkffTRRzp16pRzmfz8fF122WXq1auXT8ZqycrKetwnldBAly5dtGTJEkVFRSksLEzZ2dkqKCjQihUrFB4e3trDw/+ZNWuWXnnlFa1fv17R0dE6efKkTp48KenHb2SCgoJUW1ur559/Xn369FFtba3mz5+vsrIyPf/882rfvr169OihTz75RK+//rquvvpqHT58WDNmzNC1117LR/NcYmFhYbLZbC6P1157TTExMRo/fjz9bGOio6O1dOlStWvXTlFRUdq+fbsWL16sGTNmKCkpiX62MSUlJXr11VfVt29fhYSEaOfOnXryySc1evRopaWl0c824MSJE/r8889VVlamDRs2aMCAAeratauqq6sVHh7uk/716dNH69at0969exUXF6ePPvpIjz32mB5++GGffZPDx6C1sJycHL3wwgsqKytT//799W//9m+68cYbW3tYOMfZT3s436OPPqq5c+dK+vHHM0899ZTWr1+vyspKJSUladmyZRowYIBz+crKSs2ZM0fvvPOOJGnEiBF6+umnG62PS+eOO+5wfgyaRD/bmvfee0+LFi3Sl19+qejoaE2ePFmZmZnOX6Khn21HVVWVfvOb3+iPf/yjvv32W9ntdt19992aM2eOwsLCJNFPf7dz5079/Oc/bzB93LhxWrVqlc/6t2/fPs2aNUt79uxRRESEMjIy9Oijj/rkI9AkAjAAAAAMwz3AAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAEoIiICC1ZsqS1hwEAfim4tQcAAGiatx/wv3LlSo0fP76FRwMAbRsBGADagDVr1rh8vX79en3yySdasWKFy/Szfyb0yJEjCg7mEg8A7vCX4ACgDZo6daq2bNmisrKy1h4KALQ53AMMAAHo/HuAN27cqIiICO3cuVNz5sxRnz59FBMTowcffFCnT5/WsWPHNHXqVPXq1Uu9evXS/PnzVVdX51Kzvr5ea9as0Q033CC73a6+fftq+vTpcjgcl3r3AOCi8PMxADDI3LlzFRkZqaysLH3yySfasGGDwsPD9emnnyoqKkqPPfaY/vM//1MrV65Uv379NGHCBOe6jzzyiDZs2KBx48Zp8uTJOnz4sF566SXt2bNH77//vsLCwlpxzwDAewRgADBIjx49tHnzZgUFBWny5Mn66quvtHLlSk2YMEHLly+XJN1///1KSEjQxo0bnQG4sLBQ69at06pVqzRu3DhnvbS0NI0YMUKvvPKK7r///tbYJQBoNm6BAACD/PKXv1RQUJDz66SkJNXX17u802uxWJSYmKgDBw44p73xxhvq3LmzbrnlFjkcDufjqquuUmRkpHbu3HkpdwMALgrvAAOAQaKjo12+7tq1qyTpiiuuaDC9srLS+fX//u//6sSJE4qLi3Nbt6KiwscjBYCWQwAGAINYLBavp9fX/+NDgurq6tS9e3fl5ua6Xd/bzykGAH9AAAYANOnKK69Ufn6+fvrTn6pz586tPRwAuCjcAwwAaNJdd92luro6Pf300w3m1dbWutwuAQD+jneAAQBNuvHGGzV58mQtX75c+/btU2pqqtq3b6/9+/fr7bff1ty5c/kTzADaDAIwAMAr2dnZSkhI0Lp167R48WIFBwcrOjpad955p4YOHdrawwMAr/GnkAEAAGAU7gEGAACAUQjAAAAAMAoBGAAAAEYhAAMAAMAoBGAAAAAYhQAMAAAAoxCAAQAAYBQCMAAAAIxCAAYAAIBR/j9ZpTJRDnRZMAAAAABJRU5ErkJggg==\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "fig, ax = plt.subplots()\n", + "ax.scatter(times, np.repeat(0, len(times)))\n", + "ax.set_xlabel(\"Time\")" + ] + }, + { + "cell_type": "code", + "execution_count": 68, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "(8, 16)" + ] + }, + "execution_count": 68, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(basegraph.es), len(g.es)" + ] + }, + { + "cell_type": "code", + "execution_count": 70, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'IGRAPH U--- 5 16 -- \\n+ attr: time (e)'" + ] + }, + "execution_count": 70, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "g.summary()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Temporal partitioning" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "wins = sliding_windows(g, 0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "len(wins)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Zigzag persistence" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "(f, t) = presence_times(wins[0])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "zz, dgms, cells = d.zigzag_homology_persistence(f, t)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "client = Client()\n", + "dgms = client.map(zigzag_network, wins)\n", + "dgms = client.gather(dgms)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pool = multiprocessing.Pool(processes=multiprocessing.cpu_count())\n", + "dgms = pool.map(zigzag_network, wins)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "pool.terminate()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "dgms" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Sliced Wasserstein kernel" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "zzdgms1 = [dgm[1] for dgm in zzdgms if len(dgm) > 1]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "zzgram1 = np.array([[SW_approx(zzdgms1[i], zzdgms1[j], 10)\n", + " for i in range(len(zzdgms1))] for j in range(len(zzdgms1))])" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "wrcfdgms1 = [dgm[1] for dgm in wrcfdgms if len(dgm) > 1]\n", + "wrcfgram1 = np.array([[SW_approx(wrcfdgms1[i], wrcfdgms1[j], 10)\n", + " for i in range(len(wrcfdgms1))] for j in range(len(wrcfdgms1))])" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bottleneck distance" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "client = Client()\n", + "distmat = []\n", + "for dgm in dgms1:\n", + " distmat.append(client.map(lambda x: d.bottleneck_distance(x, dgm), dgms1))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "distmat = np.array(client.gather(distmat))\n", + "distmat" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clustering" + ] + }, + { + "cell_type": "code", + "execution_count": 30, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import AgglomerativeClustering" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": {}, + "outputs": [], + "source": [ + "clf = AgglomerativeClustering(n_clusters=10, affinity=\"precomputed\", linkage=\"average\")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 59, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(zz_gram1)\n", + "plt.plot(clf.labels_)" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 60, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(wrcf_gram1)\n", + "plt.plot(clf.labels_)" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.svm import OneClassSVM" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": {}, + "outputs": [], + "source": [ + "clf = OneClassSVM(kernel='precomputed')" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(zz_gram1)\n", + "plt.plot(clf.predict(zz_gram1))" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 64, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "clf.fit(wrcf_gram1)\n", + "plt.plot(clf.predict(wrcf_gram1))" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Load saved diagrams" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "zz_dgms = dill.load(open(\"dills/zz_dgms.dill\", \"rb\"))\n", + "wrcf_dgms = dill.load(open(\"dills/wrcf_dgms.dill\", \"rb\"))\n", + "zz_gram1 = dill.load(open(\"dills/zz_gram1.dill\", \"rb\"))\n", + "wrcf_gram1 = dill.load(open(\"dills/wrcf_gram1.dill\", \"rb\"))\n", + "zz_distmat = dill.load(open(\"dills/zz_distmat.dill\", \"rb\"))\n", + "wrcf_distmat = dill.load(open(\"dills/wrcf_distmat.dill\", \"rb\"))" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/generative.py b/generative.py new file mode 100644 index 0000000..a916f68 --- /dev/null +++ b/generative.py @@ -0,0 +1,128 @@ +#!/usr/bin/env python3 + +import numpy as np +import igraph as ig +import dionysus as d + +import multiprocessing +# from dask.distributed import Client + +from zigzag import sliding_windows, zigzag_network +from wrcf import wrcf_diagram +from sliced_wasserstein import diagram_array, SW_approx + +import dill + + +def random_edge_presences(T, f): + """Generate random times sampled over a periodic distribution. + + :param T: time range + :param f: frequency + + :return: an array of times. + """ + density = np.sin(f * np.arange(T)) + 1 + density /= np.sum(density) + samplesize = np.random.randint(T//2) + times = np.random.choice(np.arange(T), size=samplesize, replace=False, p=density) + times = np.sort(times) + return times + + +def remove_inf(dgm): + """Remove infinite points in a persistence diagram. + + :param dgm: Diagram + + :return: the same diagram without the infinite points. + """ + res = d.Diagram() + for p in dgm: + if p.death != np.inf: + res.append(p) + return res + + +## Global parameters +NODES = 40 +EDGE_PROB = 0.9 +TIME_RANGE = 200 +FREQ = 15/TIME_RANGE +N_WINDOWS = 20 + +## Computations +ZIGZAG_PERS = True +WRCF_PERS = True +SW_KERNEL = True +BOTTLENECK_DIST = True + + +if __name__=="__main__": + print("Generating random temporal network...", end="", flush=True) + basegraph = ig.Graph.Erdos_Renyi(NODES, EDGE_PROB) + g = ig.Graph() + g.add_vertices(len(basegraph.vs)) + for e in basegraph.es: + times = random_edge_presences(TIME_RANGE, FREQ) + for t in times: + g.add_edge(e.source, e.target, time=t) + print("done.") + + print("Temporal partitioning...", end="", flush=True) + wins = sliding_windows(g, 1/N_WINDOWS) + print("done.") + + pool = multiprocessing.Pool(processes=multiprocessing.cpu_count()) + + if ZIGZAG_PERS: + print("Zigzag persistence...", end="", flush=True) + zz_dgms = pool.map(zigzag_network, wins) + dill.dump(zz_dgms, open("generative/zz_dgms.dill", "wb")) + print("done, saved.") + + if WRCF_PERS: + print("WRCF...", end="", flush=True) + ## Collapse each subnetwork into a static graph: the weight is the + ## number of appearances of each edge + for w in wins: + w.es["time"] = np.repeat(1, len(w.es["time"])) + w.simplify(combine_edges="sum") + w.es["weight"] = w.es["time"] + del w.es["time"] + wrcf_dgms = pool.map(wrcf_diagram, wins) + dill.dump(wrcf_dgms, open("generative/wrcf_dgms.dill", "wb")) + print("done.") + + pool.terminate() + + if ZIGZAG_PERS and SW_KERNEL: + print("Sliced Wasserstein Kernel (zigzag)...", end="", flush=True) + zz_dgms1 = [dgm[1] for dgm in zz_dgms if len(dgm) > 1] + zz_gram1 = np.array([[SW_approx(zz_dgms1[i], zz_dgms1[j], 10) + for i in range(len(zz_dgms1))] for j in range(len(zz_dgms1))]) + dill.dump(zz_gram1, open("generative/zz_gram1.dill", "wb")) + print("done, saved.") + if WRCF_PERS and SW_KERNEL: + print("Sliced Wasserstein Kernel (WRCF)...", end="", flush=True) + wrcf_dgms1 = [dgm[1] for dgm in wrcf_dgms if len(dgm) > 1] + wrcf_gram1 = np.array([[SW_approx(wrcf_dgms1[i], wrcf_dgms1[j], 10) + for i in range(len(wrcf_dgms1))] for j in range(len(wrcf_dgms1))]) + dill.dump(wrcf_gram1, open("generative/wrcf_gram1.dill", "wb")) + print("done, saved.") + + if ZIGZAG_PERS and BOTTLENECK_DIST: + print("Bottleneck distance (zigzag)...", end="", flush=True) + zz_dgms1 = list(map(remove_inf, zz_dgms1)) + zz_distmat = np.array([[d.bottleneck_distance(zz_dgms1[i], zz_dgms1[j]) + for i in range(len(zz_dgms1))] for j in range(len(zz_dgms1))]) + dill.dump(zz_distmat, open("generative/zz_distmat.dill", "wb")) + print("done, saved.") + if WRCF_PERS and BOTTLENECK_DIST: + print("Bottleneck distance (WRCF)...", end="", flush=True) + wrcf_dgms1 = list(map(remove_inf, wrcf_dgms1)) + wrcf_distmat = np.array([[d.bottleneck_distance(wrcf_dgms1[i], wrcf_dgms1[j]) + for i in range(len(wrcf_dgms1))] for j in range(len(wrcf_dgms1))]) + dill.dump(wrcf_distmat, open("generative/wrcf_distmat.dill", "wb")) + print("done, saved.") + diff --git a/generative/wrcf_dgms.dill b/generative/wrcf_dgms.dill new file mode 100644 index 0000000000000000000000000000000000000000..9f39e45f6a0ed2036536f6a90df10ab83cd4128b GIT binary patch literal 119240 zcmZ_Xb)XdG+s5%jNh_hWNP`M?2Otu{vVel5OLxzJw19*o4Wgi;qJRY`U}J!Vg`yY; z26h*=V!hv)-RC*y{&BtjvAfKrUl)#o z;-Xw63QCA_(I_aHUv6F^x5#2qP)d{!i-OVx%5F`HM?o1;E)fM~MY&`Y94^YGqTmQo zE*%BsM7c~9lo#c)QBa{kxm@n)93BM~3zXfnJR%B?6yqJ3AQLY;W1wK2?-6HEn!Lj0B*N=kZ zM7co}9ABV(WbWT{#ul>D-v$$3$5swlUNg46QLekQG=;B-;GC<@LH<#ZIBnP2vc><|TKiE^hXIJ=G8 zj``2BOB9?_pj<2W8vU|IajDn5@%5IUPqM%cOvYYqlD7ZMk?6>!rD7YlQ+}zD%Y!r0PFZ+KTL_wGQ zvVV2LD7dsh*)8(&DCjE66QZD7fwJ4M6QiJefwEhZNm0f_Z3l)DNuIr@99y{yFl5k;Or>qQ=sf-GA9c97AU(FoEruG3Y6VUu8M;G z1|gn1Q81!F*{#VnQ7}@JuZ@CH1L|FpP4nD_Yvbp=J_;s?@`fmw zD9Rh7U{Zmydph?-!Q=vEw*~Kwf+?cBDGH{F^5!U*Cdyl);0jTGAPS}zD7!V;8U-^7 zl--&<76mg!`Kc(lQj~W@!K?yhw*_B{g4qSiZjn2qU`~OuTja}8FjtgciGr&{c~=xf zqWne_TrJ9PMZr8#-V+7$MR{KoED+_7qhO&Ze-#CbMERR2SS-rlM!^zM{w@lZit_hS zuuPN>M8P$p{Bsm6KeU`K!pX?BqF$2vb^eXr#(f^rS5jXg>JL+2DeBKrzn(*|8?uLB zH)euW9D?Ou);7&^?}qeG{Ii=x{a5NYi+XKNmTnRCI@DJesOR2R=@Y2mD(dG_zfIK7 zqrOJe+fZLC>K9R8SD@~mSBm=W1?p~nx=_DE)Q3>NQ`ARMzf06dQ@>l(r%+!n>Q_?V zAnJ3dZxr>p)bA1XdDQO}^&6>g67}1tZ!S=G+h;BHEd}as`)r_oUxB*&_nWBSU!d;( z{TAvEi28lhA1qLJ^Ldo|Lj~$?K2K18Sk#}V{)qn+;8{^GN_~f@ zA4UB+QEx&0c~S2{{RL6KllqII{u1?Mx6WQ5q+&hTmnW{W)NI*pX4N zSJc;2-zVzDszkv%qTZMu#Ji&2mil|5zJmJuqCTs76zmuE?Q|_Z5cS`we<f`BWd@Smp(Yg3U)Q_(n1)qxgJJdhpW%@k(GJTN=zT{=f?M(7F?<R(d-QPj(y9tA&%`YmTf z!Ox<87xiC6{Wjc$vjCo}S=g8edMZxW*q6ETQq21WRgsdUm`*r8HKY6Ju$OMdNH#aLHk+x;=t)7byR80&+B=7tTpOZG2eLmp+qM%=2s%xB{Z zGtsfA*vk~29OH2scg%?Kc#y?4<}SOqCOpc7CvZDAJkeKAN~$L()l+=+)TDY^Qa#;Q z&q%6gCe^ci_3Wg2PEtKLt`5qC=W*XCZoY@-C)zar|NKV1@4m2}&7gc~o|pZPuqVDHVln zwUmy+c3R3rVMXek$k9krB?!cJN$MB&9+Dn{WYT8@mu&RUL& z!Y*1WMIi&Rdhb+@!me7XL}52ARim)GmTFPhLre82?5U+j6!y|`bQE5urDhanv>X$K zy|vVe!ai19R9ZU<`)a8Zh5fYDjl%v~>P6uIE%l>tpq2(vI7mywC>)HicN)T7cJDNl zN11RKx9kkF`+z)u$dx)Z3Wq~NnnvLWEv=$(q?XoEI7&)(gZZqbuK{^V@7;(+4 zREH=WYsBx}I!0ljrBf7!M%+XIlNXQftlYot0y;dm?ca?&LVFSp{RxiktVSaH*I zjlzjqx<%n6D{gK*qj0j7+!<@CR}@aM;_}?fqHwAe*W2wKh10CKb?Xy_R~YeIv~Ltn zH{#BjQ~jcFh7mu_fGC`4#P#n}1EcUtD=zpM6onk$@_uvg13%5+D4cD@ZG$0E$nj~x zY1}p#8igF378Dn~42wbzK9vlQ!pMr-ZX=@bYAbGTBcpJh75B=Gio*F;+%%)3aDkRF zQMgb`5QQ8S7hG$%ZebL1>{?LVa>hmB5-sDSaH$oy-7b&9Wm+ah;Wbv=awbRNaxGJ$ z@LDTwt*1uebynOOOpC%5R@`!~h{BaxrbprRR@`!CMBxoq+}y5=!W*^Bio#V|W=G*o zR@`#tMB&X^=0@QyR@@p~6@{y!aKAqi^4k-$<5wp9jR4Oc$b!2qVR4lw?*N4Eo-81gO;^XxKYcUQFxCP z_sZQBh4*T?I|?^xSs#U)t+?&BISRLE*%F2KY1tly_iK4F3Lnt&R1`j_<>@GVNXs)( z_^=hX4W5m{N36K#^I{ZkO(a+F4f}MJLQ(jrrW(*=ni@fmYdRl#LQ^wno2C}fc1;&U zPeL5@JjGr1pyz2GWx{8;<)FtuDHlrI&m_-cf?kAnSjug_^j_#WOKyhmLC1v+swFqWd!g4f zZH9Jh+77*L$t`Oa^oAw3taqU|HT?v=rRh&-kEWtUqVR1^#i6~L%0T-x)q&p8bUgH~ zrW2v}G_`@=*VF;puc;&Sfuwd7vPN1)F%ZG}G9 z^e*&;rv1>Dn!bd-()11VwI#Rmzd+wuaw}h=XcT^%P_B~yNf~lj6n>}aKj?c+i;73# z51Njp<8c6DxAr4<+1=VtJj#SWbIWe+kag%m!{ZlB&=TlZOSvQR^eX5#OKwv<0sXFN z2lR)g*P%Zxxn=Ev4q9@{dK>ynQ)SvUe_L`h>#R82Krjl$D3o%LE2o}N(d{ouQK?KZw$Brgij(767c z7|#UR9A|Nt-5h80C=;H;?cDHOUp+6Wo}W~k`f9VJ+B~UV;Hxc?>V-+QrLVS1s;!f1 z8(+OBskTk3?R+(rRNE)jbX+BC>A-z9Yw4J1r}+Q#6BXYF<2hXn<%?@>#aYWGS~xcC zY^2$N?E4_a;YSxEer_CnTx!HmQ;fd67LGl-Y2nbLyB3Z-dKhV*UA4SaN&50yO3|0s z!U%nt7KYl471v{D%E>%`KsVot>#8xNPD0p|5gF(9WK(#Q38!+)jy?DG^ZUls z>Gb8H0=;iHujcgSjre^_EBf+UTGN*|;!X%sZRpEeasB_c^yRJ8%C2Rq9esHtehpIe z<&F4!ragUmEhIN{t++KHxw%S9C;IYMTz87B4D{fnNr!Q~C zO_QN7ucbGAc`Lb-uT&rU@>bk4?Mq)?3&&1NjreWNq0=%Wep?TuFK@-Ya)ap0YZ**m z-ill6A@t>~xGg%AzPuIpe1_4Nx8kPZNb7nlZi|kfFK@+7Gm5^v75Dm(o2;_p=0bldO){|FihC87(3jV;l)k(c z4ubE|at(cXD{hNkOJClKTZ0w!<+a>EUtY_N^yRgXTHLSYCi?P5{OfZweR(7Pb9xJX zc`d8y%WGLfU*1Zc++KMteR(Tx>)b(G-iq5F+)Y>Bira1*Xv%BhjN=I{TWHB^;Z$V1 zmWOG`Yk4FJpVG253ZK@pJqn-E@+@6^EjwxAYk8F(zLwW$;ahRr`gJ<^R@@eSg9g48 zH_aaU_g36AZ_~cl@-E$bE$`91*YXj)doAD5x=$pxV81^|_vEzXHA}gHAw2}zZ7KJR z(j%eQAr5%n;4XXW_9l-q;al8tz;nogo?wzan4mZod0W$m&|Xd7LHjfnE=&jBl6z8z zL+@I0PwEKhJxgw?iqQL(+*FmJ{hF#kA84uyeW!B{$Ux z(C?PqRHs0HXle=lsc8~)P}7yrUz(Oee_N`Pm;9H$2KvX6Tf>#mzn0wdx(WKvlAG!l zD6dGoxAE^oH`Q9GkR>m@s!0FjFo<1faqhCa z&=Ne#geAFU7kbD#oI+!z6ecK+MM_(8+jcmul`@vxrdSV^)wB;fT+`>!5t`z}q@1QN zq4Ju(g(_(J0jg-pJ+GgkBQ3e-^&51QrV6x^Dru?@Ro2uHs-kH$R8`X$sG6o}P<2f+ zp&FLlQ@#c|TGLZdO-pWT?1zp?C|B{#bL?(*2_FJWXZ$N8$OJ=0Z(1O{PK7Ow;s{ zTqmJvA#{PJ!lSrS0^*HvA$Qp~MoS)L!dBe!#yI2^Ifhfl)|jBb?&YcnO;tB>*@LD# zptcF+-eA51*)ETBIWBzwS-}){*%fThqfD6QmK8i?qMP~^WugwKz!@WA?5MHF=P`ED zIH+(j@M4g4xrDpyx^(7IChWrP-0)Ig?V41(CDrb}+9RpSajy>p@ReGKeP(H4Af2s+adeIr2E@5qYSPx%LhKW1sYP2~OKsZvTI$f&*HV|Z zzLt8l^|cWDEYiY=yx59s+A<(7LD*+4yzemNaz&}->LgWiZ=4u=V=tmMwO z;!A99vXVQWNfF`PtfeardM!jatF5@_(~}0h6}JYxXwVz+&y)j>HAeia!12afD{gLt zJL{~tHRwx&-b!vcWdDoWW5pp`fv!c!HRo6 zV`$JD@yi)YgI-HOgWiZcv`rC{Y%=2KMoh9<3o*$SBYqo9ph2%?A`N;ilWEXfaql;x zl?SyH%D27Rlk1oWLIemgJxKB3&weTz4J2lRuc$DsodhiX4^mpxSbiAQ{co?8yp{&$y| z9>*lVU}Y&wpfez)YNiu0vEEV-#_L4R6uQ(XuhwB)90 z1^uO|9rU*)H^UClKbkIq{?*h2`cG3YD6eR|4gH34YZxa*g)F(%=nWOt)E6qEX%JM@ zl3UhzsFBXqQ;;ZRLYBcNk6je=@vnhe#}GzY4qX&F>k({iYurn{l~ zmU4$l>5WhWOYY-vAJkCOgHR()KS9T8`U5)7l3R^~(D9bsY80b$)>u;ssEMZX&HGK)4r|B!`d`;g$O*Q=pHPiGf)LheGdWIKhx({lh z>2c^nO*^2Ln)X1gH0_02YkD7Qqv;FiB2C{xZ8a4sN84Xh6DXzW6sWzXGoiGmrceh> zouH1IxRnr4dH%(ii?wVeKdT2ViJXcz1 z>I?PKGzz**(`YE8X%f_1({oTCO}nAKntp-EjMSd(Ak<$|p$c4bq3IlGpr&)7L7JLD zgA>Z_a(%*7k;q2VnoeXkn$|-zG#z;{sg0(s(3P6bxP;tB z(*$U?rj}huZZr*t=4v{P4*XS`&VV9K-Jq*Ab%*9be7NRwm;G=p;87-A$SohPLq0)e z#*)Nf{uAoclXgA$Z4bg2jR*Ki3-TC^FYwD1Txp?kS@k#xU#9WgdNE$3abm|9muuYD zKgMe{o;p3o>p(Wm3huI-W+jg@;q~0IY24QXTvxhXkyi0FlQ*COr(71}jT$HRj&YU7 z?-IO8V^Puw0vnA_5<8IDfIN%U+-0A|tvt$vw{bf+T;r>2lj^#pdb_XQkyP(Ys(1P7 z-AQ$QQr+OI8X2R@^k47CdalO~cXuBU*}+DOhoHD?z4U#m%iGnSvG) z`p319&_AJt(~oUhIFHz_g~RP9wQyAWlopPEp4P%)!ZTVJ)SuNtLcc=`3H@_c+!j5G zOhHQ}G6gLh2)w9;g#INhB=kGAR3lT+LPGzF783ehT8<`D&{C63LCY~@3R-HBDQKxp zreMY8<8{aswA3Y2&{B^~!Ah=mn5s{vprrwsf|iD43J80rceu;$o!;e9CVY=u_OZDa z-;Xh=b4dpvA?K40XlYJ5pyfi+0WBQyeWZn>x{r;x1JD%5MV}b)dpGj_PmQ>7HO~7# zGvcS=$meq-emNZYd|{STO)p& zZX^Rn{91P>7|_y#T)>KZK9>;-B;wltemNPw)vu*DU+OpF*SZhi>9>+Qbx8FkOEBV> z(~l^@h<`r)NfNBMwH`o_V8tzGAUT4T!Ndqg{2B})MbI*o5W$FFw_#)mR@}PrEroxy z@cqhvt+=%wNq}I*&21Fo75@=aONMOXjM;DV381d`2gor@PQW63qes0SM2((;7 zKA>ee@qm_VNe7Jhb>n*0gOJID>JxV3(c*uaXL=6O;BD{h*dga%q(CNr?& z=JpDaffYBmS4j-CyhdQ4<#qA`EqjOyw7gAPpk*&%ffl~|lGgGLQGu3sNeZ;QM^K>U zeR2XV`-us(d_YQ|If8qAC8a z(@;(Ecb$f5iofeLTvPmArxBXs?>ddtR2mwk>2PSYrQ9wfT^<^vsUkGiQf_yWJ`xHv z#XkuhYN`s2(^L%_uc6(T^Gc=8WW@;J z>!7PFxv8#)B1>+nTcE2ot%2rgS_jS7^dPiA(<9JAOKuIfLW?Z9HQWI$*7O{-MAIwK zQcZ6_%QSrfU6W95=|1;J$6w)DuIWwaT21?)>oo0$R%q&0jLSkaErG7rv>LiW)AP`c znmQat-k|9&=q61cLN`NvkZ<8G`$1mKqfB@!w|tP@26QJS>6c4zod=dr?yMyJ7_IO% znsz~JHSK}cY3fpnYdthgfbP(AH*}|_4bWYhK7j7l^bNFLQ=`&c@u8^+v{BQ^&^?;Y zf$r7R8``94Ftl0IRA`H)1<-w(7DD%HS_wU%=@#fgO*^5763Xo>d5timmyZ~74EXDw~I%a@KtW-hOhbR?xgy9Qhmc$-%P4+CDlE?`gT&?n^gD3 zRU*iDxX(tA?3tFlYEoiAm zw4kLr(Snv5LYmY7s4HsZF$?r4G@8mbyd>hnY{K+ivxU7PQnS zTF}yfXhBOuq6LKgP%-YZ`=P^llnIM-%Wg9FLG$BJ>O4XMNJNlL2??|`BP7t$oRC0E zD?$PzE@g>-HMXn~zYl9mNMOWIlO`lE;-~3ANT8)7A%PJ;w@!ovS~?RFXt|V-z=&T1 zhTx-&_~kGHSJKj*kU&dMLIN!rLINXx4f+xiXz52tprt<{ff2vf0|*JU3?d}ZGK7#o z3r7aEjQF)4Nl0MCufZrn0waDJg1Ndz{4`?-3ABtQB+wEN5@_Mbq@k8^galeRWI0yL z1VREWlL-lo_-8tWkidw4rc((Cv`ix;&@zLNK+8-*0xee(5@?x4NT6jlA%T{;galgV z6B1}yKuDlv2_bzIv~w`douZvLIOJ=<^m4GhOR1(T)Di8J6R1xZug*xSGn49-ag{c~Ebg;yg4v1AiT^*p8Q>2q@@U0F z`O?fa0~ms?GUCo1;%_QPT3F|+jrh6ICYYzC7+rWHemS%W7HFYOuuuzaf<;g*L%8T4)n2*Fu}%S}n8*uG2!BV1*Xi1S_@BCb(V;ZGs!L&?dN1 z3vGf`T4)p8q=h!Y&01&^+@ggx!D=nE32xOwo8UGrv3vGgRT58dw*HW7n zy_Pz3=(W_PL9c~2!QEQw)1KEtn_z<$+5{UB_AU2tm)*DA%OkFE;8wK>PNT&Ri3Y;i zblA0=LxWul4TSr(G^f3;r8V7kE$wNpYoSf>uol_`k7&7=t01&o!c`DjXcIi9r3?Ld zEtk=b*TRYYHZ8qr#%t+AFJ4PuTJc)?(TUeGfJVHQf%M_E&xKeRAv{;7pg^B}@rY1 zuVln;9Y*xZM*P-cM6aTS5xuGv_k0+)t7&0$uC9f~e+?sk-9`~G81d^yd%va;KMhU% zV~qHBRY<^~WgG#6mhl7(R@`fPIRS$ew+$u`Fld=bz@TLk0fQB{oXG?XTBZ;%SaEAW ztY^d!b`a2#X4jIR^~{%GbZRcsEelmpi4Cs;sCv?rovD+P1~UEnkI8x-$T=KsHdif zpRT17$S53-#8tAL^s&98Nv@YHA7f(=-U`uW2bRsj z-d8VAsuPmx#JI|N`XuhN=joFZof7|lo7@?2p5OPxUxJ$o<%>V(W`8x!NV5ak$>Z+! z6C3fno_?(s&eN~c!g=}%Ej8%yYvDZodM%u%-(bbPLyn=tuca0pel4}> z@N3~b{bnt7>F{f*M~7caeLDPFI8VP#OG7&R2z#8h+-3JT>v)t2Z|AnadAj?4fBg3_ z?tt>o)7_V@<1eS(sU=0P-iqs$w5L~Z#T_rF>D3$Y=QADX)f;ig0V&S8H(JSEl@R|v z#yv*-+&JgHR|{v>n~eD7aAv*Ph@ab~boh<91IqZ%px>v3bME`KaAy607598NvwqNu z+itz+@LO@)`Z7BFR@^k4b3dY`FCBg>wX(a!_-|-DYQ@cs^XJE`xHFxBboi~fbsI#7 zU&~-R{8rp@hS1@+;^sz2{7EZrn&EW#jrdn?1RZ`YBkAxP@$Z9Cboi~fH5g5Y--_FA zW9aZ(aqGr;`tw%Yb_?k6TXEBH2LGZK&fs6t!g=~mD{iehPk-5pd%tm>{)!d1Zk(s@ zvf}2(+4!qg+*)(a{hF5P{LYaTH#g44U$^4s#yR&JiRAvNKT}IBAYst5kc7dCdp?Uu z7_7MEEGA*F;-=wje6JNZ4QJ!~w5%jy&~hUQgO*h!3|ej?VbF3534@k(Bn(>ClQ3x6 zK*FG9BMF0+dq^0pxb1c?34;~4-8PXhXxT!-pyfUi1}zVeFj#SG@GuF36}JXkNf@*| zO2VM!aS{eC&yX-^d6tABk=%m)scY&F5(X`QkuX?spVNOx7_8);X*$08_$N(gKtDqq z1^mKY_9)<29%aJcxK&+|+nMBd%zxJWYNwxp{;-r=yY%zWpPF8P4r+P{`pc4gQaho) zHN6J?qiGNHucp1wf0_nrrYZ@QvgD>J1(mksrYa4UNhtS^{l%f__}ipqHN6WR zt|`8N_XtgeI0r4KsR&eFQz@u|rV3C+P4QPNkJNM|bd;v}TbGqI)qpB%Y6w-)bR1Mw z)A3L>O^u=In$Cu5Xo|med9M0dSgvfp(YSJ`4hOy?&MG8Q6@Zz z+XCHGcS4u$Mc?IQ%zsGz^`YsT%MvqaDtS0LgQmvNX`0F&LDHb953P?gG);%j)btE= zmZo2zvo)2cnR1S%iqN^5szK*zst%p6=}xGrrV(^*nrYew#mzMFqFh8*=K@V_p%$8U z(DAuY(_~scEj7)9T4`DZwbry1YNM%BWugjA#po5a)zk@Ur|ALuNGVMRq4p4;g*12B z&q4$3YSov@GXKQms119JZ8ZQ?olsm`sP1W?8+qj|uVnLm`%Py!3k22w< z+_Iqmoupmmv*TaH?urVml3+KD)f4Ql@v>I&YM4MI2vS*W4O!C zaV(EAVZiO&F!a@NNp*Zuz1&wPB-M#Yb&{`6PO4Lq>eRSODlv`wY$|a@qSNF5Z_3Vx&7Y}-L&7VyaI7%PNW3GB|BF+J*;cZUmnueDpoP(Kt`<^> ztF(|xL|RBCuGT^-G0zJB7ylQ3dvLy%GNc7s7`PW|VQ^lgg|T_D7Dmz~S{U4xYGD9d zriDT38ZC@b%e63~T⪪yNu1H7m3*oUGKska4}1YNQ2PNF{F6LMpLJ3#r6ST1X{s z)sKQY%@Lyi^C$0xRzMbR#XW;+{`;(gG`PZaqi~jQF)C6L`>w z-)>|A4<+Jzr*1iYNeisxPTAwm|07!ZlNMNU>o$P2z>1sOK+*y&WCD+Cq4WQQ7CQgi zthhDc+jiTnxNS}6|4A#Z2RM?nz>0f^j3OSj7;#6Lsj;L5R@|#F zj1sO)uaVl=8+ay zadRWD*r#P7X@M2DoF$|MR@~f{krr5S(_BMZpk+B}ffYBm6{H1PR+1KIA<6j2iu=s1 zA}z4u){P|N6D=eepIUM6kkzCGR@_>zAuX`tma~quz>529-%eU!#Z7Z3X@M2DoV!U2 zw2-BIqlGNxTP-9e-)Xs*v_Q)i(gH0Hk``!rgtQ=$+|%$){L~)80xf&V3bee>^$1!% z;(7!vKX5&Q7LttLrKICuU;V>U?xjn|zrOmXrQBvZdvhPe=enI2vk~A{D+~-SaNGP4JxZ? z26VV3w;FSyBP_WY#=oXfPSXOYyrxA^1x?pN6*b)m9jR#pbd)8x^7lcNEV-564OO<} zrg|HyV#!VQ4pdcBoV8Tb6#oWCbxm;$Q$y32(9xQ{f@*4tf7Ig`P4O>x)Y9}LR9n+e zP#sP2?|szO6#w2wJx#@ECe+sy|ENa;O_iXA3FTf3e>#$`QIwoOQ=Ca0tEn+`oThfr z@tWF0jWxwTQ`H(dTP_E+t@LzfyeUx)G&4k z`I;I*O*O@T;kTKl2~cxQz3I(dps63!LepgELQPjeEj8T(wbJwk)LK&mdPHqBwT3Rz zl!Dr7>I=2gG!aT^ngX@gG#g55S^{;@^b^!k(_c_0P5(d_Ybr_0>=I3-pw61Erk&PB z)6dYQnvSQ{)>TtGsGFusq3#eLO>aV@G+o}Ev_aEuT3KT>O{SMMR@0wQ zps5gju2568-u&{BremP-nm+5pFCS?dLFa6OraPdCni}=vmya~fh9+xT22Ihl37V?u zX=ob6NAe2pvLDImJj#SKxaA{x$cJk`?WUQSpxdq_Z%HV3a_`fdcJI!M|CsJ9jmIyK zakj=zH^ewc$jB!BJO^4mm2 zB4EF{;bK3{l4P2t+|CV``RX-Eb$L>~)>p4fswx}qmI5xc9 zh@XbTwL6UXX^6@0G~%b>c7}~;7L9%_wQ2NgsY9b*OI;fM zTI$j0*HWKGzZPP$=e0DX(T}j7dy%{Be(oh6Wx}1@vK!C6G5szrbtWx)NC+X-D_T;t z>=VgtEPqrMUvBfNkr{5^atSSaEuCrE8*yVzstYZ9E3R35DJ^>|t|8l%mc11>4Mz}f zS#hyrPg?d?YGt=misOg3t+@6s2LgMwa2&ADifc;urDbo#Zyko;ca6B;FG&rcWpBl; z!9ZH}R@^fkM9bcaTLU7m53IOnI-Hih6}Lr4(6ZM;81}Ii!mv-QxaEwdWpBl;^%z?A zR@^fkOUvGf-);dddn2x8n+j>!TXD~494&h*ZaEWa*=w0Z%ifB6?+|%?YsJlNDlK~} zZW~OaWv_)W><24uZqsSmTXD~41}%FlZkn02?6q)!_Oq5*wCuIare&{X4lR2vb7|RY zAwc^>OGLw73o+S2E%Uh^K+6Iy2hc)*_K%iDH2JkGp~r8p_W$*q!)FH(2V+_&P^;7)q`R@@q_r?szT1D$;> z8)@uoA-*cD1%nImcEup>F8^Dl7_yP9rW|HyhJE>H;+jR8GRTIu~zT}y6;KS1>~#TVz)x0HJ&((%PP z4J^4C#@Es`)buyh$da33d@aqfnvUS4>Nrj1q2o2hiD6?+RiGxCszE1Ma?h&{VJG@V0> z@Cr?X=n+oWG!~knsRsSSnVLpHS85sq&C;}*w&QF~yP!Fm4nlJ^JyDsizortjDfa?yjIh=W4V+<(*$URrY+FQgmUk5pRuHe59ewMO`9&~atck` zp&K>Lr!TTfQ^_m2qT>IdSzJ<~X*bP`TQt2zH)FM?lWAw%s_7i)HcjV4Yam|zwcKT2 z{dGLzSD3iv)jwnde*QFh3nr)sr;&GR`Ubj7)6#uJE}C{i>ovU!ZP4^7v{BQUoV4Df zX&Q8ILb*nv?_Ib1{M|U%+obWGGDX16ARBQDciD}2ACEHO{oJw<51C`_-9?$`0aW0G zw_|)zW9{!^d`RPk2|lcG`ycU?k7zvZ<CA9F*Xr8c!-#j42<}I5NSPsUdm^<%f6J)@+cGT(9^uakEau$fJC*= z`)OWCrg@Rux#3H`x-+T1oK#=&)m=&T)uj5GukKE&uP4Ba5TK%N_H{H6^$Qg z;V}6_EgU6(q=kdzkF}H}7SO^W?nwA3RO(83|qe^y*9z!6kl>4Kka zAM7Qpc@T-E3S>-od&-ZHw|HNB_n>_2#YIg=}UuOOMe>t zM%<}D92QqI;+Hd!2EP&4sYnf?!EeM*GnD?m5&tWP9IMx~;zHb!d`aJmdmj)9*Gk04 zQ@LJAY8;_}6}R2SlL=_yxWBHJNhAVVCKCu)aqpceHS-A+xiY#|5n^K zxSP(umi09Lt+=^ur0=igUfTXzh(nueAr8Gj%NBb6R@_?ON6TN!19begJVe7^%fs~h zwLC(*--_D?Tj};&aqrQ`X!cui(`=*HZ^b>ICu#Ltann3Yr{9X3=6M?ZR@^i%(C63k zB5nRea{tuFp{d{L@@x5vCcl=y>G5m%hZet-^kJM7bkS4=x>Qp&sH>*>P&Z4tS0dd2 z>TW5w@zPD89-2;tdM1?n$G-QSeiP~iany4eciE$!439ElZ*Dp2@!Qp{LvtqSg9#cB z^|ja#O{ZCXTY?rdkD!*0dHHW68}h{>$NGHQfaTmfW)L zhC)kjhU=kmmfTeFk4KKzv=zGClAGZx&;(0vhWnt2n%;vZX^Kona1tbiJkAv1xi6bb}@L z2B=w#Y(P^TXqBc*pqn&xhHloh5xPawz0hh+o1t4Z-4ETS={abPrr)8p3FS6|4+GNi zpZ8e@G4kHdU3TQXgGZV0PHq`_5BZqOwd2j-Im-daxCq?^_s4SHdt~m)(y}` zP4_|fBy`A=I-aK8y_y6);Hfy?(Uf&i?dGU1_nub94Yq}MBK+{9egPOKO4{3T5 zdRWs(&?B0@gSKkAkyhoSnl?a>Y1#-qu4yaugr=XNZJJuq7u~L@1N5Y(;m}i>0_bT? zS3%EcdH{M>(<9IhO&>tdY5D_tUen*u3!3ui1;422WauSLcS1WgZHHdgG=T2%E0%Iy ziS%q}mnHWxzYls<(}U1!ns!3FHRaLDeqGZ5=nYL{p*JCRYj1Iv-L3865%CMR?AH8F z!#$~;M|0^0R)E}-T1NYMUqZQxPXW_kpG!)ksbvdd8ckoeBB#;x=S2iHnl`p2snN6( z`ashj=tE8CwIi(2)B^fg(mKqZ zJT4@L!Tj4YKMSApXZ%~OziM2Z;BOjlKR!;;f7iIKXN-S7-gFt`fbLk*9%{%7g}5 zh+Z3MA$mR5irWT6ug7VrPH3Qo=(VvH2EQg+82e7pLiBo~mRf`cT51y-XsJVJprtOM zftGrN23B0aTA$EB3(@NtS{f1>Anei3;x4;KJDW$D@EmU0@#fxSe(xIpFzmUIkke`Z zYdMSdzm{gS|Fv)=(JYbNi|>z7QWw(x*V2aezZS;t7Frm-FErx!h-upYM%)2Z{L{3p zv@o8wwvs!SjIZErW5h4#QriDU-1%o5y|%TIYvHCCFxwgNbL&p~UrP_#|3-X>*^BnS zm0H=?J#`uFesc8 zqf^NUv=BcJ)p7+1ffcvirV|iYanEN4`G6HS%}n9}EAE-jA|0^e<~EyfAQ2z+JDE>5 zpk)EkfE5?UEhHJR;^wx9V8Du-W-+;d6*tWiVgV!m^;t?PV8mrnsbz!$R@~gKArr9T zw$5@Q0V{6Zt|bxBavgzymKEdyR@`z{5(gOZ&*ys503-hS+&~y$#XX-@WC2=kA_}nL zp3luB0a|V$2+*>c96-yh!~j~>kOF8~O9-H49T|WX_e=@&ueRcz&z&RyTJ9nM&~i8Z ze=Qqm|7*F2?!T5zH2<}1q4#gaJ)Z|?{abO*=RrFER@^iX)A+aIrg?7B$8WM|CNt)Z<+-6 zL7Yh3&t3LJ;sG9I!UwtKM8Xe%x!ra8WF~nCEAVZG+}26Qf1dJTOKz(7phqL(1)5Hfs_7-@Gfg|8&o%9WzR;w97qo;(pp2#q==_(})CW3T(|G6zP0OKjn#z+Ul-G1RR6$b)s;H?ybfl(% z&{3KmfhuWw8mg>mJ#j}BOp&FXDKu2qO396}S4|I&Cx1m~^ z_CvKbm5PHLO=Y0En$CynX=)DD*VF=Ppy^Vmp{A}-BTe0*V>R`Fj?)zXto!kr;;)!A z*7Oh5L{pO^33W7`0iCF+BXp9cUeL*!hC-)kDti>kj;4ChX%Ks%)49v;h0fqnCOnf{ z_Ckm3(|)MVr5%`{7B#rGL(>rG98Hs+#erGZHj;0Dr2zWHLrI*-L)Aq-S zcp#o{bMCUw_W~Ye!WP`}eE)YH+8x(4j`lA^1ujgmrN-q6w$ivh`76GyHNMv-US=DO zoiB>}KuAqfFR|+qvPz zzIsVg?VMD*`0AxewQExC=BwS4YLBGa(^q>X)ytAy;y@#QZX6N}vXYnmFaGnjgS8w++MtD_h@o0I zh#01&Bx!>dzHu-@OKH*uD=r1+@M4sfvZM`KI7}F$g)w-n7RK2?3nNvig}wGTE$o@c zYhh=3xfXVa6SPz!ZO~Ggv_VT1(grPj<6w#wzHuo9v@|4bK-fFY<1V{*n$M$5 zxPV)B`Y!MH`-xM@4Im+>ksD|^gWN#Nx#R{~nvxr6X-RHi#GMbMT9F%QX-jTk#6O=D zxj`bnC7L_CNTtaQjQD9fkQ*5BYtWJ0K+7fM21fkcx{@0h@pJ1&ZlHy453I7{UhAIZ z21fjHdXXC#@yof4+`x*PTZY`gh@V?uaswlNZvDv(v9w~znzZ||J@PrXR%>pt8BYv8NL<~m!G>b?Wv~Xnqlok%` zpVq>0{WDsYkuGSthHyd4a?cal z@)1dbmTw6Xw0uvFpyf|u1TFuPB1lOW;zZ(oP4Ttk`!$t^KG0MZ`cPARS@}nrszV=Z zstJ9f=^W@&P3J+MK^#PV&RzB(>I)ua!Y{eyAnJeL#OZxZ@)ag%KlHVx520@~{RDlR zkn4@Qw`==M)6>u|n!bU4h1l%B zahKifzw;;){=qGq{g6%Z2d8m=VuD(79(PbvSLiQI-JriU^@je@w2(8ye>GhL{io?x zDDQB&@*hBjG!;6Wp1!6MP!UaKprV=@LB%wk2OXxVB~)BfXQ+gx0Z>Uz*F&WsUj5SC zWncX=JmMM)Zs&%F`|1%%wOmpy@2eG(YQ>~_q^};8R4XOb%5jwrN)_(29h9nxR*U~X zzfa;mXel}<)uDW8=K3UjIBOVb?s^_1>qi^$)9}%(X~a)M2jv(od@yTi;j>a(3mud? zTIitE)j|iQo)$VN^|kQPYoLV>N<%HYts80K)jw9t5j3&2&_Ov~3mufkTIirO(Lx91 z1TAz>PSipNbY=w54~gK~-%Iw+@VsY>fw3mufxwa`I1Lkk_0Gqun`IZI1T+TB{{ zpq!(H4$8S&YSZi1LI>r1Ep_R1YoUYEOiO*PWzf=qYZ(ysHZ8cz?rkpQQ6_B3En`jY z1MM61sis_&010WvRS8-yptG%|1#N9D7jjjCmew@1wWR1~YiZ9_30l%zm7s;rMh7jI za#eyBIvbs|^x&!lE%Yxg(L(>CvzFdmm7t{$S0!knv(Z&cKdws9(x0mmv<&2`1TBNO zDnZL&u1e4{gsT#?&<)9G8OBu!TIiGX(K3Ro610pYC(tsQoIneGk^u;xo`KwDKRttZ zlnDoOJ2xB>R~c!Ca-SV(hb1~Z{{Q^(wBSfP0?HTHri`|bCu?D( zouY-2cB&Re+G$!CX|K@2NIP8%Bkc?;E|p=VovDS9_DU^`w6nA@($3bxNIORhBkf!* zjI>v2VWf?;Fw$PFg^_li7Dn3nS{P{;XknyXsD+VskrqbU#ab9?muO+6U24T8IgGT+ zv^1o5cgPUOW2qS{Tt+Yhm2JRZB0OAA@W-C8&bSg(b#euEaq`i)u`(eKg1h<>jY#^6mx{QH3MbhDOG^y!WG z_W>jAeOf~L^jgNzr`K{heR?hA4i9OWM4w*EWcu`4rqHL?GL1gHmMiGfYnefxJ`tDO z`K_~%KD`#Y1F5#P4O>@9?-N4`cczs&`+A)f_~Pt z2l_?RUg%d%A3?uq`VabDQ~W!fe`qQM{i&%0bWl@y=r2tbp}!&auK#eC-MjwFqfGc8 zxBQII5w2Q@NBoQsxBQGyT;(*kDEHaZ++v9y7XN?#$*dp9^5~gE`O>UFL%Dah1D4`6_i!zo<{n|itsAGg<*c~5ahh9R3#Yji zv~ZeRQ46QJM{40T_b4r#=2o)e)|%7Y%33(ht)hj~+^SkQ&8?<|)7IL)o0h11-l zwQ!nSQwyiL$7ta+x0V)8b8BniG`EfxPIK#O;WW3N7EW{PYvDAvffaWu$!TswEwu?2 zwA3M3&{CIRK?|q3$7|sh`>tj>-i~8KhL*PE4y=vf6%9?6*mnhrp>f)`q|uy`??@a=nJg4x%J`a zj;y$8IQ_iPikqe%KX;_1Kf!_(H#bg9TU&8+s3u zD{eWQ%%-$(GTYvYTMj3)X)A8s#u6-O2?!Rna01*(3n#!ATXAbWo?yX>TLVswJ8R+8 zxQh}0?wv@mpoNp>u14H96jGctchka2b9W0fG^~-R5%v zf|dnbfS`qD!%!`YxB$V5TkB<9fRIS8;J=QNx`_)AthnuV3&DmJ_e@t4Y-qWSU_;AV zf(>}9E@*2U0mbVEuwCp3;u;SiT?-6Vyl6y1xE7#JE3XyC; z9EQy0E_)bq6^}Au#4U#*hfMMtlU$7n`W>35>2GMhrlN((DJ_mv zX{rh>)>I8zqNzHxRMXMWGEKFhYc!nzE!T85bgicNZ@^rqDgNz_6_(tF>Ibc~50qo$tF zJ(_w!_d@J6HgT8TX>8_ECfvd;JB>p&d+(BD8JM7n(EXa`Ll0C#20f)|A@sDS>!4>e zt%RP{^Z>L&)8o){nx2N9*R&gY0pd;gB6rz0;Y&Qqggd$AO_-;>?FXI2t?`Zm?@;tijP`)%P(Chrli2t$=JM*u#urL2c3%l2Et>k6@i!VR^ z&Wh{vu~++EOL5xlR@~g^bso^dNBl=Eym5chLa*~@EoJDiTXAb$mIk{PdY!*%q1XAl z71v8EM|a(dTMoU>Kebe#x2}a==U-arb^fh|Ugtkr=ym?9gTIhA=@!ay?Z~k3H zud|RAdYy%}(CaLsr3PQ5*Fvwem=*pn{x3zZ^Dr&+I*V(m#h2){)Fu(oQinu9OI;EH zE%itQwA3dN(9(cJz=}H)Zb%}4upcVNU3NcIo=2Im0=Mk&a&I!fdrO^6Zy(ARzXv&s z-oBP*^!Bw}KyP15YkK>Ma1;OM|FT7@Exmm!xj%=IO3~Zb(w^SFmE3_)e35Z=EAG6W zo@xy%?r-waQ$5;>n;ZSnnpSEhYo8bY;Q29D+%)t@Ygut?K!3Eh757Z(kJho`)~!3e zeJgHmJ?QOQaqHHT-o6z#4c*oTTKdr2*V32Xz7@CD{pjsmacez*-o6#Lbq3Pg*D{FS zz7;pO!SwdE457Dg#chM3Tr^wGJ2e?%9wsTH?wGe`uC_~pzb5isJHGmAvPihDk@Nd&aaArY|R)@?3{fED-NiAV&r z&;@O6#XX;SBm!34r(`~ffD!*p7mx^OSx6#a#BYN|Bm#-}UZ>jzD@X*axOKapM8Jxh z<^~c0EjN+~Xt|k0K+CNp0#@7_tR)f9vW`T+ihIZ3P9k8%&Fu~n0W0qL+({x}#Z5y` zwVRfENd&C8xosj5u;S)Mx3#AgH_a9j0W1I4)}6=OQ2%ipzt)5nTOx%^sBBq6gt*y` zV@*Y!5PnIt94)l`?3MgPB})B%r3ICgwAmuN>}AOk*$LOJNG1GU-#PQ0+vjoL{+OA* z&t|>n%<}%soblt3!``K3HWdLaUs4g!GM9>g760j-Pes6rUxEcx1hg!qBA{gn6#*-L zO_xy-u;S;loQi;!6;uSYtfV5KWfc_xD}D)9QxUM@mtYMQ0WIsP2x!?zML-LA?*J`3 zs0e8Jk&1v7ztp>^2w3q;y@!f`mc3L2wCtxMpydD+0WAlq2xvJ(MIexHk)jkSULqGI z0Zk>LL7HkogEh5+p3u|vc(J=v1~^tOOrx8%3{?a&*V zxVf12FycfYCW5$G*VgP|#!o`Bxg^d$6-rXkR~nx;bUY5E+Rs%Z{1P17Q1 zx~8qr`8bBXua_<$Nsp)R$W7`LPFCZXqKi% z#B85J?09F>OYL|+V~AHE&}GM)<2$}NALRio`qpPJ!|Xzo2Q(EcOnE?4S!j-?bZD-o zj?g?!eWCf9ra}ueeFA;0X&PH2awENG{uf|u~zgr+N@U7D&u zyEQd{e$vz(+M}rlv{zGqXrHF1p#7T0K?gK_2p!Zk13IK>CUjVn`-Sl%nwCR9Ygz#v z)wB^hrfCOsT+=ZqQ&Sdn0^+EVMK5*K_=TZF@>jYXHNumbC=QMfZbWSc6EqS!sp%AS zN>l&FlxH-(Ns@h9Q_toUXf&0*g$j+Pa?oFzYCvZ+)onqMM$?3rRB1F#hR$g!(26>Z zrb19!5xIFQL%B4qg>q{;59QI6(S~A;rgl(1O(UWFnx26!(DVXSK-0_6g_qM<}gVq~@)_Sg$y8!CbPu&I3AkZ7# ze`nWThh(J%|J+Y#HH5OIX$sQZ4|_B+(!`I$)$&b7qH(yiX>24KhpUYyTDS&iswF>Z zz80=Rni=tB%UA)@d@Fu^xID?wQjj!XOCi#HEu4_I)WT_ID=nPswAR8wu#Fb(0*GlT zLYl9Iy8z-^xC@}27VZLQuZ6n+I%wf8fR0xD9SYn9&`Aq-0d&^FT>!UgDNUNMg}VT5 z(^7^sUki5u+@XcL0J>@^OPa5x9BICm@}&7%(n<5RR3OdQQjs)Y%hja$S}Kv|YpG0{ zkFY1}MK84{>&;Li*@rH>-0({i?crlLk;_BkE&xuR?$yG%Q(q(gz!7UoE^nn=YL2m+ z$>ohid#Vg_c_aQuKHZOy_cs!a!)en1Bhfee7FnXQ7e9_xeMSiBheCY7r^62n)-3N zk;+@~mCx>k@>+V5$s390a}SZc5g)Y2dXdOm@$>1;o%&k(a;Lr(UoGv=o%&Y%)E*?p z*YXf4zLtl%Q(p^J^ATF8nvc{%)qIo{|Cbv?fN#Yw^VKy0sN5~;nG*9h&kOeV9}@;Z^d zmN!W3wY*7SuVo5(y_OG%>$QAHTCe3J!g?(;$?COyMpUom3zB*({;xfcpx%oAYcC+D z*YY(ny_Q9!^jek@(rZ~pMz3WB5xtggN$9n#A)pT=T#YDAj=P_bo@OcB2=S`WbWJUw z_aP2}AJ9u30zYIZk(@!7Ltr!`Keg8w`dnro+%@mi&4hfj-xC9Qs0&`$3s6E%{Y;)yl6lrE%>r$C6)++|XQ0eu827b(^L`qUQ;D#lP32L)ys;EIjgBQX~;QE%LqNrYdS*ekyg}w^>WPXD3nW6CX`##Nhpt|4APRknqp8sO&y^8 znw}?0xj@q#vXlZ4d!Y;IrS?Jv8A>Dz(Pb}`V|@!>N6wB3id7|N*A#~?wiG7X@!ZwO z*)93c=UM1dP0gy4vuoN371dO}206Q?`B3qI!nsE|cYJYwo~_VSWh4(*XzIXKSxHUf zxb(RkVzZZ`m)h*58A>Ftpvz{@u?%H4@}vYNXvQXjc};r`63c6j$k3qShOO z)`mfAqp0S7HS6FwQxM^p@o`3Pc0ni?$N?=u9ueb+%c~uojc~W zR3MqxQjug{3pInjTBsS^XT_(*l}Y9i_GI_dOYO<}Gn7aUpv%57{K!TJg%}612cT?; z_8@i0*tIkyW7pD%j6IO(3B~Xd$G!L?X~jPw(u9m%OLH=IE9FwlAIl(Pw-O%zVpJ0z zGZL*&Ych5tK0S)HA!E1Vmn}xdZX}voJ2G}7{s+>KPyA~=C|FPmfZ&V=0TJcjGNXBl( z|9u`IV>c3Q9cmNfwLDJ79!QRq|KDWnT85IbTk%UUjEvoi|H}<0W4GehbOaf@6+g96 zWb9V_wtj|;UCXm%>{k4Io+D$o;-@y6jNOVKXABv;6~8`X$=I#NC@=_;IMuyl=&CgV(tM-ijY*3irQjd6(PYt@v-rR8n~>ernSQ<+V&Flh^VAk-U}< zN#wQ6AduJc5qZ3pPl)5S%p#4~!t;S&Sn+>_ugK!9_-!zkDBg-6XCX|M(?qIWIZN#3>WBzV{IBe}blpNQSH>?3uz;<=zT$B%p8> z*`Ks#c?jJ#Wk5$YC7@%PdO^oEJq%@PawW18nubGJnx;X&X!;8JRnr3KH%$wnlbXJP zPH9>K{jO;hbXwCX=nqY~^Afsi$^-qSsRVRJQyJ)QO;q|p0Lr6jAe2|rqfkCggP{BYgx z)wBXCrYTm4&|OnosD!4&&}EuVLnSrkB@4VgQ{ri z2VJA-ap+o2Pea#f8Uj_-G#sj?X(CizlPmDn&@>mSsc9Z`y{2tYElmfZ+L|(n<=f}cFnG?bjVzNSS`15NWv@~cOhUL|U7sOc3F8zY%P^A1@;}q$xxjXSK`3RJB z;Irp9A`@A;h7^99-FdTbXJ#i??R36aE=S4TH%!tzn-y6y%k$Yj^lo^t`7JAwSyAMn zZyl^JR@+TpB&*GQx6DF+Ha&OFt#_;Kew1$VY_!@fi$xXEx37I?;vY<-(j&>UbhG|m z7Ov-_;BoA(efYU`>7U&CXc)KRe%!zDPsMLu?6>8K&!%T(ysz*4 z^Vr3$Ti>1d7sI$cZI!Fi>&|NaKgC9sd)-8{C*3ZU^Bu*u!{9s3-3pH{uksy^s#=V zlROw*oYxfRzW1|yYg5O8+?)EKll)VUNbcnX@u!Z~W*r_#JoY(9`Q$}(IjytQQEgEw z`R~$ix^Mjt?Y_k4eE8aD=xB(?J>E+FK-P&PDxLdTzZb{7(A%wb!3UKu?@jr{L6_76 z9;iA*p996eBj;;e5lUUi$3XNcpE&T*$3;b7U-VfW=%bI0;)*`_EuJ9+>AYyO?mM;&xNqf`2mez~_k_>xeqtEnUXsr#nh zr}{#9qEl_tk2a3=)4HQi_~eZ_Lmub{<{n7B;eo8O>sN!^U6df!5jie&Nr@g?}~iuSb6Y DGo%X8 literal 0 HcmV?d00001 diff --git a/generative/wrcf_gram1.dill b/generative/wrcf_gram1.dill new file mode 100644 index 0000000000000000000000000000000000000000..98322468f549e949128724a975283b3f12e357f3 GIT binary patch literal 3466 zcmd5;{aaJ_9Zd)z2~-5N&dMq;?L@#ROf9QAKP4iCm{h`xAtB_QgxBPTggo#lf)o&I zp{}K@*cUsY(zVdeYN=Xka1#|3MA4zNL)@Hf3L;v%X*)-KJeQ~Z1k@_E(EsWkp#Xmad;j^aED+x$P!v-<~!GS;mbwbF)98WiTMDKwh7 za@XM4dfKKrHty&$QIp5~D=wXafD7+^^+?=FewB!B`gIN!?|6x3dG<#R{ntX<(pEGi zNv6(M*KAVRo8?rZuSME$HiDUVNKB8X01)SxV18XBf3t4<_&u?6k7HXw^hl-!Q zGi;?(tE5ghk%`O!wYzRzw9=rkF2JNP5%)~jxfj~9=$n96&Dx`R?EXPr^0Dj#4w}{b zwEol@Bh6HJ)SoO%C)dI)flFf;y7)ieJ(bZ}EbqZD^bz%%jth8W`6YGE;&d`;RP~EX zGU$`o^>=Cla;Q-#OY441M-Oy?V;A(<6jbSbE=rY8BfIL&Paf8=_>|HgM4~GRwAKH! zx@8tKS;|zem;BpCziztv_Jf-WGKRQs46mE|KX~uY?Fya1Jn|m%9{fTdQLpLvPo16- zHT-E3c|OIzbV-s<)^EEOh8HL(Sm(%AHz?`C0-5*sxq3?C?NnL5ex9vgvAg)G`GHFM zn{Vs-Fea6b_qVp(&}NaRXs^ZfY9jS8kp~CX>RA1PPGBCvd+-Z=1U}%x?@I?q68|!+ zq@07J?<PXrvs|q^M~6b zX~T&bd#leX$yKm_`5WVDEWXv9hMs4tb4XhBru#^|gm&wGaolw|oj!EVb?<*eMZsV2 zZ~G@EuzC+&g?>RNFpuCpaG;N<7jWUZskLlfxZfsRNFpqdY_=P^A zUciNQU9G&}hj-E_$`$El9-HcK%fs&Sl96mGwCd)2y%SIUH9h?Jx(qt)7j${$btN6D zu`TNEl(7B?AA;UPSD|0f3A`7)2fxrq)C;(RNFpuCp_=P@VKXBo<@0OarJcWuv&Xw}6G^?oD@VU9nreJd+@)vRr z@&tSv{)qFS_s~`77jy#i2;PHV*pGSv7w#|Woo6`Hn?o^eH&*42YS_GrT!{RIoP#_8 z-^MxcA?Q7H75W98z&wKY*pEJm8TVd&zVrO~V`jV_^Ln56oH_T*nfL2`&WubM8<(t1Y+Uj(Pdxc_zrI5U z3>t9H~dI>)fAD2PGgX7~eN_cL3TqX$*jgQML;ZgB%StR^nd|XxuuZWM! zCgHc@;`@o${ZBiI&;OjoJ|xfondjG&_)+5Z zC7vsFd|U&GZ{+z6CH@uhMiSpf{9%bVr2WPck0IVf;zwvFM&dsae?->99@axho}Y*I zn@T(%@n#awkt#l}xwJol_FKsFi}3uGNpD}HI@uE5$IG<;sKgJajgM<3@g`~F<628R zJMlLE=}%(&U(lbn^85}wzn#SYpg-*;o|)%&koX?@`Iy9?C*D!wC21#C;^%mNCy8$) z{|(oScI*CgIW;(yal*Z;gPiRP%l)1Av9~;beuntCJ`$fqKl@7j zYo6av;#uiu|D>1Ms7~I5*V`*|d|aHw^JR*U3rl<(&mSQ1<-`X{yf5)V5+6)_u*7$; zex8x|TReY=#J}VDLnVHb__Gqv$?F;>@vK?mqb0tM_!x=5O8YNJd_3{75+6l;T++)-I;Ic( zl{Y>vUgEzJe^KIVh>w@}V&W4d-XdRo+(e0gn>#*klEl{$pDgh=h)}AM5^q5Km2P9>rrr8-Gd(tLhJ3jR#j(4ddHd)f@mMm{oA|5$*}dP| znv#Wvar7}u;?EGD{h!@k;$c7+K89YC_{YTONc=P6uSpcH+i60`qUgGI#=L?Dd!}B*JeX1tye?os`jgQ+X@gmvc<2FgWFY(P1FGl=JiFYKv zMdHngZ|60c5tyToe~-y!kB#CJ-(7x7&ZKS_UfOMDp5-y`vxJpXHn zm*@F=B|eb&Hxj==JNqQwh3D^=_+7*gNW3TUZzVp3_(6$}C4NZa(};g3@mGl-mUsu^ zMZB>sKUW|{PP7rHM;eB3dKhlwAT_)El3Nc?BwCnY|U_zx2Qh4?9nk0*Xw z;**GhKY{xb1jC4PqZ z#iY0C_TkxuJn?atBz~UwWr_bx{5Of8BmTR@ee#D66Ir^HVX|4ZV>iC>ZUVd7UM z{vGkZC4P|jHHmK}{*S~zC4ODvtBBu__=m)AO8gz-|4Mv9p7?OG6Lh<+#KYB?2jjz;14#@d9Vv!-ri%|}38+rOA#BpYQ|P`d@!_maouF(^ zDWL35DWN-@3PCv{lyGF6bnFu9c1L_Tr&Fe^@!?!f8KB%wJ!mkGQ=uI3;k*$_I8aVH z6bMz!8z0W+v@U0SIKR_LvI;nTO;$mt6HuWDC47xf+Jl5%E)gHTGeSjfy)s3M%E4A1duM z5h~-94=U?a1-i@W38y(iO?{nh2Vz{DHW9WXT zR!}9UUQlJHc2E_k>QGguIH;P_Q0M`tOi*>F;ZO~y&d`HS6QG(-&q1}EnnJamnnQJ* z+Cz1nMnexdO@it691h=5!DAlv8P_yHhu)hf@#eX{S+8Pp5mKUQQ#R-cD1XK29T{z5&&_b+EvL z#39H@8REnJoQ|cB5BGN}OjexJ9w_W|hz18Zl_YDR(`smt)Auwu*eN|(&p7RehB&2# zhB~c+o^|?}ZVYqEN!D{tS)k!gQ=#XbzJ*3O6@o@O9fU?X9jEi7ovuS;oJ!H)3r?G% zu}*hF|ldO>)`>O?IjQO>t@kz2x)*G}WmG^s*Br z!|*FkQ=n;1qoL_e6QCJR||Q)4t?u%FLcnU zA#^B03Db9yDlVZd`QyXiIlTcLc4|-{K77O}20H50ANt;D6w5m1)RL^@PTR>k;dD1y zC!H>m^@CGtvQ9Z&ChN4*uh1E%E6|Tl_p+?BP9342oEFjGIj0B6`q}9)S-&_fB?# zR;LkAHm7#H@;en` zSp}SSlU2}Z0aVDTE)Cx4w3e*GPVYiRoJ!JQQKuitD&}++D(+N~21_^e>we9lKPiZ zd$KAzwSw+YaFRNd)bsD{%+(1T9>p_)zy zpju8LsJ2s6sE*SGsIJpQ=pm78>m6RD-Nor+!c;r>|-7ai>mXb#^*PRu`w` zP*p6N2tiH8q)2VCzZ=n|8ja2dfKVj-PFIFvO>L_ zTGL=}r?pIg>EqOdtiDbipnguXq5e*Dpg5-$P}pfVG{9*uG|*`$G{~tOD{8P)YUmlK z{4_YkX)QF=X$`CQS*Lqg)-b29Y4ACxQ_ygyNzn67$ywG2rzK>KbjnWFD5tYzjdrR_ z))=RAWWC^2i>$FuDWP#rb)a~s4$zBERiW`tm7obu4WWrn9id51*`UczZJ;Sm?Vy*O zazj&{szEP1wTE7Dss~MrP_cx4RN{2XP|ZrzznrQ-Gn^_yGo9{+UUe!7&2lOM&2}mT zz2;N^n&XrYdfh26G}kE$^oCO=Xr5C>=uM}z(0r#f&;qBE_f!9JIu0#zItIPvv=e&U zX$SO<(^hD)(_-jdr#a9Pr|HmpPSc>JPA@_4JB@>uISq%FJ3RxfaOwno;M4^A(5W7@ z(y1==kyBM@l~W<;W2b`9YNs5~8mH{gCr(+RwN95RQvY)L1zP9yG4z?!GU#)sd--!% z?^FT$!YKo^!6`Yk(PPJq&#P466F0icgPK9akg46Fb_^VSq4PJEmm#j-pH_5u}R0R6XsUSW4-DwJ0 ze>epb+W&M4W?cW}R35tGlm@!$R15mssS!7?&^;uRvr&DC*cWOvh0VghS6E5hq94h2gjt1{^+D}$tr{ZK4 zamou7b^443i#c^AtGLr?vPw8zfJ!=5p}|s4TtOyW+UZBAjMHEmEbDZGth=1z$SUX5 zA1d$E4!YYZ4Bg|@9;)EPMTNrmI`x6>b9xx6==3afzf)hRQb2WX9XkEzKr}@r>PJp# zpejzepsG%}p=wT(Gg3ctdY7!~PCLn};q(Lapwk~vO{e-StCrJovT8fM1=VqCLxXjl zc9Hdv(;ldv(=n*N(^05_(^$IE(CG|Wjhr%*^{`WSsIgO3sEN};D8}hi=n<#YP{^qj z)YRz$udA8U38=Z#CK_zv)CFqkG!A;yDL>T8X%^Jl=>e#XQ!S{iQwVD36c4p`Y7cdA z>H|II)D`OJ^fnahG#={Yv>bZe=`E20!}cDftt>2wbb_HtT5R&S?{Wc6`cL{?v?4p2X*5m0}p$5~dK z(?PPrPM4qoPK%*|P7koGK~Bxc8thb*tY@75AZv)zb!e#51?X9)w$L!ApP}cR`qIPU zP8p!*ovJ`1oKiz0oo>*LQBHNq8twECS!0~uBI^aGOwd@T^3XV^8c@8`aOg#+CeV1N z*3bl}fzU*!+0Z1X*PzJ}iW;@+!euh1IPHX9a@qq;b-D(<>~sTq#VHe)YnbL#6q@eT zod#z(9e`#!b%kDax|?Oqa(acV*-m-Mdd=w=S#zA;gI;%91I=~%1A4>hcW9o|A?Qt~ zd+Gdqr$*2Mr`0sL(1|O{gcmt+@tW{kPMuiR+fJLwddKMqwAiUJ4ZiDiiL50~Ty`h? zo>L7PT-JI|;r{AFEPA8!iPFJ80oUTG2I@PE1E1kFkQTQXLJIPw*)EfHO zDF#~Y)CyYT)DHT@sQ|RrsVVfSQx|BRQwQj?2t}1D-lSCVxl@@tsUJBFg}!j=4sCGS z%Ca^(oq{$w9f3AG&0twyIt_=mIQ>n7Tb%}x^_5dKXq!`4XuH#TmbJraCRsb3CPBNL zVxiqmCt21Wr`}|J?KB74>vSjdjnk{pKBpegey0i00jIgpw@$O6gHBVRLlKH9nQbmc z8Oy10amrXuC!ixv{h*^x8=>!=&d`lxP7BF8?({Zv!s#REq*L({)W4j5BJMFT8VvpF^gMLYX$W-5sUCFM zX*cwn)9=vlPHA|T|8SZ>)}KzP$@J%Wyy=t$`q$|!4JJz!jKN0jH?}~@or=(43a3&~N~d@lOyzVQO6{~CO5>D^Wu=W! zR9XMuGSt7EGMAF{j>8ai@o%5>A_;l1@)SrJSCIN;?gN$~b)om37(+-R1N?RL<#n zsJzp5=x(QPpnIH-Koy)0L-#suh3<3u9;z6jBDYFewC!#aznrR& zRmG_YRMn{+RL$uM%X+}66Is=rek7}gQ$eyGbSetfbQ%ZMa(V))?eqdv$0^Rk<-`E!%o$q#!ge9CQdV;7^l~vN1RqbA*bXJ# zGpG4bbEi{K3#T8UmQKf^N1c{Its+z`;jc1ru4U**W$Ir}-$8AhHbZTlK84yjt%lk= zy#sY{S_D1jG!p9Q)DMbv>H~Fh3PF!M#Xy~%>Oozc9)P+!Re+vwDhNI4Q~>Jclm~js zDLvHPDFxKS=`ZG6KJ9cG>gn_?)XQlP)Z1w{)W>Nn)E8pfXFu+OiNyW6zcrCKjz_WK zFt@j-cqVS#!9?N#2os41a(8RK=%7f#U~Xl;XiNj@PLNFC+MJTQlM}yp79Q$!AT4z# zr^lgT0oA$nH~F7QAIG@l*mF+l(o=VG`Z67LC#N~k2&a|MNT+?!D5r0s(N1TeF;2m? z4_}B-RH67^YRF@qvSy|3zr*^U0d-v{~;Qj8KI;#pYWAB zbd=7&>RG?j;H(HmegE#oP}8?L5rN)LT@>BfZld$2fgFelX2F?P7}y_*J%;7#Hj)F zUWAGy9HbP}7z(E?n*N2;OlX7C3}~ZMJhaJa7_`}`J@lp1L(mqdn$T9K2cfT=YCzkZ z9)PwxU19ie2gG62PVR0U4ejDlY7mQugNJNIlV#FUZ)z+ zH%`G>Ci|SegZ4W;O@jxVf~)3#>y#Ec=#&9Ece>)w9t~s5A{&Ct0U3WSI-Ei6t-E>+H{p%E*W|Scmf) zhKo6U0~L2V1C?<43@YjLK2*wSBvjgII8?^z6{xJ!Xy`7db5J>_Jy3b4^U&Q+{LE|k z9;dIM3QoU3_c~pJ?sM7zRdo6ky5DIURLSWARN0B2*$r25O2#-a-AQ<}@E_?i5VnZ{f6$td>qQp+}u!p;k`sL9LzkKy92lL2aGZL+zY`6HwYa&4oHR z1t*0(=5!e9=#-6h80(Y^>g1FMdfX{L)Y<76-RKgbs1e;}xhNkw4S=3-dINgWX*1N# z={oe3(^#mxQ&*^mQ*Y>LrzfGFPP3q1PH#cIovuNBoW6tlI<12GIeiKBcls5IbIQTR z`@>GB$Qs~OlB|JF!LK(AateNjVX#wi=ozQ7&=9AKENiG!@Pif4Mks1v&{(Hs&^V{#P`uL@(2EgD z8V61o9uHk)9C*CbUCjHQ;PePI(Wx~w$>|G%Dkilki_CRu1ij%j z44UWk6!fN3D`>vcbI<~(fzZMTMU@YlGg7_CDFnUcR0(?9sRZ{ScWj~U^#cUM%q_I5K%8^T53P&yvQ#W$yN7=~b6{sG)*GFIA?;00!NBTfr{E$@Upnn0YfC`M68<$x z>_*I7%0-^Eo?d+Av=Q3o^f9#EDJ31;5m0n5+H#hXCk0iZT~5IT#&$dXK-M0oi_q6j zd!W5eH=u6Jz$qVD-#S%<4mzcS4h0n5!3z|b0!e(&Z~s{8 zF-FG@|8IK<0}Y|zN>)dl^0TO;-rxr`_`TC!vW__&gpNBMf=)OcgHAe~gnn?kL=R6n z9VhE_K)3%`6W7MCtc^2HL6z}GZ}1D2b=E08LzX`|rH0Nq{X`FccDjRQ{o-^dbl&NE z8oUrt^h^GSm;9?|Wuw81PQ{^1PGz9WPUWEAoNmy=-<|Fu>kp@()bVG8q6W@BW%d5$ zv;w-~6kMi;e)Ve}`oj~@Q*S;4iot~qUm{&Cs`U3VJBWu0y~1s4jt=@eWi>R+dg zWF<=z>>Q$2)IlhDK)1Jz#FxB@Z9YXLD`9Wbs7@jkWX-4a1~1ZJD$hF0I!x_Z@pL|o zQ$HweK)3gK3EhbKkQ$RG1y^WG@3aTX;PfYy(P=xBDMC>zBP%N-vu7oz?^&FJi-Bcz zN)2UmN(p6m3N8kAhf{heM}(p}f1J+ebUM%5l`BFC>pSTu!a^;XgPPl^CX~miE|k~l zAt;|yJt)7^3s3>48c;!}rcfcLX3(8Z&7s0hEubP!t)QY#ZJ=UK9iZY)k3l7zVxf{w zouE=q!F1x%PMx7LPIaKN5lY&lBo2?KU}L+>vl@_9&gm(ryi+ge?g%Aqy@|^@%qDt| zXZ0Yff>TfEUZ*(dKBvA=MW_1E{Z27ZC8z#SWv78q6{kT^Rj0vFwFpJMDZzypA8-mT zoLSu)e1-;VI1PgybQ%iPbQ%HGa(Wu7?bHsc<1_@S>ogg9$Y}yp&uI!&-)Sb)z$rI# z*Bd&8$!g@(2zod|Q3LqF?E1z|d!Z&yuRt+Q)1gP4ra>X6nNU-wc~CQ_`B3u+C4F!t zPUP;$OK#y=i^yu}v;cb4X${oMX$jQY={=~8(+a4q(^9CN(}z%dr_)der;nh=oIZs* zI<13Zoi;2pwK~Fh-4s~~0 z2K8|I33}S;9Mse4Jk-nS0@T~-SE!HELa49PMyQ|DWvIW?Z%~}mZYUg~s9MZ2W*`i3 zS^*7oIspxG`WPAA};a-bp)@c(o%qf`D@|@FQXt+}_ z`R943eb5M}{m@9K1JEd^Z=ul*2W3e#;cwcOhTLG6ij%V?UafhzUGt~n&Y&c248ndOV(Vc zjL;iSnV@-2nV~l$6jkdy2+em&&V_^*I2|Qx;r}kH$gS@lpF@{)lH~ zAnT~pUC{SV8KGlNcR2By3r{d6grwY&or!vs5P9>p>PGzA>PUWG?P8FfwoGL@VJKYEU;S~JN zz@JVvpuZv%HA$u6|h{>76n`8Jsdg8J#jf znVix?nVr%?S)9^9S)GzW*_>{&VP|)`0o~#B50t~{DwNad3Y5#~FDSRu?@%76-=Mrs zzd-q%&O!N|&Oim6PD2Hqet-%&orLam`VJ}#F{`Zzcef^|73EQExEQxGIW6=o1?1vb zqdK>~Jl(E8hh|fDECJD4N$!FIIc^ zdJQV?)DODbX&7{m(=@1p(;Vntr#GPcoL+}2MkuMUlQ6Iv3X1gi|8G_z&4ns?Rxk&u zvS&?)syNMts(OR_p=uFI8u3jSnFs|Z%|GzJS&8&DS=Bx33RJ@>84W(@be*i4PS>DX zPQkRV+D<80Rvo9{9QV3T>B)M?DJ4|TDIHYbDfm&$22R0+2O2uvB&*T?Qeqt@Iav=! zC}{vGkqSbMJu5ZT#OV)~72_1lf_uc5RR{_>6^5ERm4cc%m4KQ%m4sS2m4#aVFC`9F z-w8eHR19hrp`@?-iCI;l)}9soQfV8{ssgq3tkO_B&#DZycd89_aH-k&{7TR z7@?#uOo`M1iuJ7E5*?i)l(a=9W)+7X_Xb--o&T2-zjOxI;ppPj2I?B2q&1(I^&s?w zQyu8Z2qknZ>3A^IAL`~=)uE?6t0&amsV~&SDfl_krz4cKdJ{X}4(jRjIMmA<41O@R zw`X;N`gm4XsPF&Kh)c;L|3bZ?eonoh{!YOqRpOj_K;Z~Q9e@vl21F=vZ6tN$F=(Ju zTWC-~w|dNj#H`@jeS;AWES}-+)?vyJ9>s=-aw~@^F%M8bf*K{Yl{ghHhPmy-T)I#_ za%n^H$fW_bBbUc09l3O+a^w<6;mGAt>P9Y|C>yyvLDk6R5sF4G-KZJ4G@)eV!W8fq zUD{DFa%oS!$fXD6BA1?2i(E!gEOO~gt;nT2r6QN!REk`NQ7Cd5NS(-~FJ&T^{#1!v z22dn&8AOf9g|jSPbs0>B$mJOdL@pz#54nUX54k)?b;xBX#UYo`)P@2{{PRru0ub{C zr6HHKREAvMp)lmKlDd$~CzOR;7Eu*)d7q+?%g5A&Tt1*AixeG092S`B^S zvG_PNUtz!s=c^ye-!61TcAxAZF)<`r#op&-89 zg`(UJ7wSnnT__psa$$gE_y0)ZMi9d)+T+4;%-1f=Y~343;+*@W$=5Ml;`199PVC+1 z!Wp0YUAP?Qfrum>wkI4@$8ep-ZzGa)kezUd7IQZxnurv+_1@h+`l?5T#-%O=8kaiM zXIwbx>WE8CsxvMRQk-$AL2V|Gr0wm$$Bf4#If;W8Ns^DsjJH;u!i?wSr!Etb#Pycc zS_#TBE+whT_;MOjl<}NW)MQ-BQj&4Gi;9d(X$mqC`M<~E!SV6Wo>QK3j7u4+G2U7= ziZPyZ549MV3Y218?xhmravy~lmx|P3T<)g~<5Gz#48l(CPwu*Qi4Fh7{jK53D?Ew~ zUk(1>C~4bDJV*)t_Wy=N_}jnc!oKVu7e>afyRc`x;liHerb`Y=CN9~jnDE)rDEjr} zq+sI0{yc@t9h6G~Nn9yOACEDOsFt|IP%LrbdsG^iM<|uJJWQp;r9Oocm&VjdT$)fO z38YTK>Ph;Pk9m?Ri3>;YnO!)7&*JhlB@&k&R7hNUQXp~R`@kK6B)zAJXM@G?d7Hy? z_&$)+h3^o#T=*7~+lB9}d0hBTl-Gst5cynMP#1{^H^IN8kII;(ltlu$y}c#u*kjl; z7WAAY6h$JE_!&?q;R7+|3N;azbCg6}u5w0@%O9K&_(Iv0z>IBty3PTN?o`xDa^?@2W&43H#%zdJ~Fq3d)#|IQ4}>P7|S~PLrT! zPC@arxzk9fh0_?QrPK4!qfSGhR!%_`xwTVJ3U1>x0&45@BGk@l3e?_dJk-G{sP{hR zG#~2dG#QF@nhtexngBiS^aj+~X(rSqLWxKBb&5oG@X10!t+K1rDYBk$ItxAN6jbNB zIsHP`Q%*Ob?oL64vxieq7k%34D%8^{C`k5lDggC%N(1$A$_Vv!x&!Lxbez8sJohtbtCspg~UMp}|f;mG~K_;0o_UoPtW=P^Wy*vra{!VNOB4_c^Cv zn!s?UyP)SIl<-$@yAt>wG{R{mG}37eG|K5CXtdKRXpGZZ=mn?X!sTO~g6oWrbGit{ zJN*p3=oDP5eZ12qXoAz1&_t(G&?Kkr&}66J_X(yr?T21++6hf{Is(1y^d0nyQ}DYB z)0~29FHLv)2AbjY12oeq_}zt9or3G#&vLo|&2~Bmz2@{gG{@;Y^t#h8&|IfKpf{X; zgXTH?1-2U_X$I`om#d}x)^0_bC> zh0toJx1cpnOQ27j-h9hgb;JzLff3SK--gLXOXgmydag7!Ea zfWCGLE||90=_vFK#MsV0?t*&Ue(rA#RUhC{Z1`JleNgBi!qq1aad&G_=(|Y5VQy_~ zoAJpb(CxMo2i#()jvRGqNqxqpD)kwcx|}-W!r18vm&Vj*TN74+P@i#mnfi=N8|pJI%(gl2(t-MnOK<8kE}f~*xKO>i&f_wi zI*-d3>O3y7)OlPO)=idP|AHq`=W${1HigR+>O3wC>!xy^t zGM74!%XsQMF3c;+=<+Ug9v7}To7sh`M3z7jcallvqnOLod0fs>=W+RwI*-d)>O3w# zQRfNd*3b_R>Lfghq5hK7b1qWnaiNlt+vP9nJTBL$^QeTfGHQ^|DHy-b?-Yzg7jViC z6?6)Q(F-{R!{~Q9RfGyF#r#RRMS^?eO{qd0${EPXXl95WJ@L9(xAMa#cUsN#p{voFUP(5uh<}?)} zPZ~^81E*N1p;L3Hk<;_g!%m~2#!h3PCILmQ!B8z$MvP|-BI^;S7om{T1gNPmE0}lK z%(Gr1t9gVH-rA)4aVYr4(!weDQr*%i_zwK2)61!-7&)CItF_Y-vf4NWUkKYe1z!l; zIqiYkI|bLm?%)($3;VGM-TD(?f0R(~4mDvNb`0qDyPP*TZ_dfX|v za&_kjMfD;$ji!rd1z$_MI-P)?aJmLP>GUtu&FLcal+*7}cc+xRt{xGJdR=3AT~B*f zX0m!ZWr2D*Wrun@1>+KZoPu$`zD~Jmu%Ashs!3^&ZF9}Pa|G!Po@^aAvJ zgp#(X#BSWn7B#}No+4|cQ(I`1(>u`U2t~c*U?6dfXFW~U3r^jju})*5aZc@_c&DMz zi%tum@lNfa2~I1aiB8L)NlvSv$xa_aQz8^Kg{Cr-D_?TD&So>!DFsyPT{Ar^HCeAZrG;iW<$-29WrkjJ$_mYKDhj>sR1BKy zbbmSuMovx0n&%XP-gF8sT|M6^xcv75r?PZop;K_7;YCitWqjXqy2%Fcwo`D;=y(2? z66R)vl0%D~3PbNkC~ zmOFs2cC5Y4SwiZSy&q@J*yyDA35E{idy9qTo(3Yr&eUGcFMuB z);Ogl>l3HoVzO(Uf-A;;>XecO*F`959cE)~eCAmd$okx=2DIMkVdx8|me7U>MRlVb z-PjnRgg3WQ(p;kuC(mqh`i*tC+36zmWrUKp`69PIhC^lO#um>CE~~fIX<8-$PC9H(ob61*YrC{XLnG*;0I?W~P z8>fL}?Q?2R)_$kphlCF}eFl9Sp{R=duXk`#kyC~ooK@tsIvb}IIZc5MJ3R^=acT)2 zb!q^8@3aOw<}`%YbsVA|cY?cHWwnz$iVgq3tzF^fYYr(-VM$*Klg|AL-DID9+9~+e zkTXtcpdX$7rNOfiO8VnU+$T@wkLxF=ozS@mMg5H@W2^qzDL?d!Q*d##^G?Av+AcT+ zSCRYGDY!i1MW@oxC8yxxgO{ChL%&5R>hG>~7V1(??V&%M=0JZs^@RR%Y7AX*3PV?& zMnZo(je@Q@O@;n(dKtRzGyuBc)DgPr)C>C8X&#g;L-6MiwdMyw$(_bQDIyfLtNAoL zbtq zLfM?2gt9v|h3;@_1m%F(h34cgn9`7o`&&~Qa`PxQoQK=n#fTA?ZXF*47X!(QFr^_M zcenPv`6CGhxV0$_OeiP_-EJ#!7%pZnH6xeRl#E=?P%(1pM#ad5X#+)Fo}^ynGM{>p z%Q?zLF27JMa(RkkkxO-IMJ|0P6}e2HROGUWQjyEgl!{!KK2qL=BKO@c)uR-sB9R6OXkmTw0&ow`G{oPr-cs_m4M?@Dzdlr&tH z@J%+ffJ5cFPQkCCJmho}s^>I_2J1U*gBm#Pqrrww-$9L>u0Rhv{S7sC8ca8uIDHDm zI91_r?vV&34FV*5tqTp~uqWg+6l&`9KGf`gmzCIHaEIk+-E^0&(iaJbPQivLnQ!Oru(8g&OS#2W}bttl|I5i@tjm4-DIZY$0 z1H?z$W8B^PgzCtn*l;Yj@(C4M$e&~FNI|U~c3~>4u8t7Dw9u9K4Ox9qh;Jk)soQl!l5T_Gl4Ry*) z*0WCcLBpI{LeDwXgoZoa1wHT71sdU09UAG>8XD#F6g1kY6*MNG=#SSCe7wHkl$~$- zW1R{^@lL_0!i!G1q47?^4~|Z7dJ>xGw2#*{$*C(@lbwPx&=jXsWWD6n4Vvn7 zg$7@C%1_oSPQ9UNPBozEPQiH245wUV&2-8Dz3NmBn&lJ=&35Vpz2?*sn&VUodfllW zG}oy+^oCOyn&&hKdebTRCEfW>&p`{Ef}hJ>7@?@+#%&x9EpiHe*Xk{&;J1t3cKV&H zcbu+3i=AGF-gOFoHf)L0Ug$lil=N_^Q}F9b?>hy*uC&bQJC?QFDGOOEoPu)62N8-o z+MLYz@P|$xKr5XVK_5AFgjPBAfQh7D74lo7-Rp`DIQwqbO`#) zsXPN;pF6!v)_SM1WPRZ@i>wV!CCS?8w2iDyPCrANo%TUrI_-zHIHjT+Tb=$S>no?^ zWNmXw4{di!3GIkb)c2RS7^m9llm^=66pX*^cIpG|aY_e$?Gy{`b@~SS#;FUm&uIm; z->DmP!08(FtzDz(|YKF z(~HorPH#gOowh-joZf*hJMDmebD9GE?sOCS!|7k>Pp9M1UrxuMD^3~N*seOABQaRlNrFLo$rEz*1O6xQdO6T+fl-}tCozLJj4a(@0j|MY2ohK`^(@iLg(-<1e z>NE<<=F}U??vx(7!znG4!|4xtnA0f}S-G4lLAjkWLV280LV2AYh4MMogz`JR0~K(p z3l({HFu58dh104nVCB2>g_8dNkwQKPJX=BH%k)SAoK7I$g@m2fHxm2~O~m2%on zH%dF@C##IpG_uM%U4`y)YD|OWoN_?roo3PC-A)gab&u0MPz9&!GQ2u>HJtiF4>}ElYB~*sYB}|U zYCAQD>O?52vT%b7G1qm9DMA^`sTWkw=?SR5Q(vfo(|o9*Qy6OGGzxmyX$;iZ=}V}I z(+g0H(?IAEr&&sU6hJ=`z&Z=}D-CQxB-6Qw!)(r=CzNr~9DRPSc<^POm|2 zoen_loEAduou)$_oHjy_IqilzIvs>!ovuQioZf*RciIGXb~*)hae4*n>U0)*!f6@w zq|DvUH-oINVT}?`MoF5g8Crce>u)}Hw_el&9>sSCv$D*mohP-b7^bcP1sb9#lWrB1{kgjri9s1bmeQ32)aJk1d zPQjHsKXJ-N57#>FCF@hCtk62A7og9ag44)9cM2xItal17?eK+DFb8LY)8EiWr$?bp zPQe7C%}&8|k1w58khR6>J7}v@a1qw8oIZoLIR$fzwmYS!hdZ3Ek+sw50ce*~F#Bn@ zQ*gb{Jx;+Cr>~uY>tgP8D#WtBak>-Q=hT@7_Xm`?8%&y+61vD#&;w3sQd0$TN(UWu z3eFWiyh*L)BsMC|s_fGksV@`FT<4$9s6HZy7lTJ0DADrq#r<^uG zr=5mFXPmx(esp>eI_oqI`pIbpbk1oU^s`fU=ohEptorj#!KDr^IPHdhbvg`PbP7(> zzvMIoy6iL&`pqdgKmK>8@z5Vme?fmbEr&FKjAkJD?= zb*EX-4W}@4(`i5SuhRr5Sti{_9fFcO{SBpX`V30xbR9|+Q1k@7ubAPI+NlxKpVK&f zMpjyTQ z9hAdq9+cB*J(SDo29(>W2|di?^f_61om!EV&uJ@J`JEb&RlunoRM6=<4Hj|=PO84s z={_1P?9>b@;#3bR>Qn(L=F}c4?(`s3!l@Kg(&-_nl+y!HX{U}*8K>af?y^pep}U-7 zp>j@Dq4E)mnt1p;Csp6=v>Lj{={QuusVwJ4-0O6WtoxkKKoy;)Lianp3{`TP1yy!x zLJzArO@yjC4T7pU)rTH%N(NPTxv=?gV^dr>BDHF?j*l868+B)afP-wsLxwtkzDop*BwCp|(zUL+zZNf!aG& zhdMa*g&uS22X%BB4#h?&YNqh1oK%6FeuEx&3NaI;v(s~Ab#V%2opg0tPSz7nLs{07 zPHUlVPG8dCQ%-Bh>h6>l>fw|cdfMq2)YGXs)XS+R)Z1x1o$upxh^)R&Euel*Q=$G& zjiETFaZuRlS!jUMX=tF+aA=Uzi_l=F?a(t$qoE;AtD&Jz>!4?yzJrE29e|#53T8hI zcREMb^G?4&BbK{gW{c< zKrcEKr5od&E|4|B>2GMFQ$J{uQ+;T%)A!I6r&iEQPX9ntosL2;JMD&EaXJl6b6O8g zclsBa;gpHhJJYEE^s3WU8l2_y4m8^-Hx0h#R3Dn-)DU{zX&cL$>r|SoH=GueHP7iD zvfgyc3e9)Q4=r$N4J~xKA6n$p5_-$&5$J8Fw$M9H9iYWdy`Xm^6g9DTXmRRaPOlWB z{^e8|TI%!x^uAMjXqnSGLTH84bQ=7?sS;TqI>nN;(&;+%k<%C&T;-G!`q=3V z4X$>27Fy%90{X;h4Yby2E%d3=Tl8?9Q)cKhr+m=oPWxHbdZ%&F7fz?34NhmFjZU-Z z#wMqd&}OF-H29@cDYCXW6@a!n)q}orY6)#~ngeZj3PC%ZRzW+R;(1-WoXU{3+i5kl z$LSO3>j*_nJziFp`j^vu=o_aGp?yx-@1p+Y)CM}>)QASZb(#SkbjnSGhnxyQ-#PWC z!NX2pLPwn5hK@RIhrV}O0v&Uj108o-2%T^m3!QXo$V>jgX(m~xoZ`qj?KGFHGfu0a zADzxaXPs)Zte>1xKXd~BFFIv|E;;3ZE;}`X zesk&x{qFQI^oP?;I{&9rE3*D_ss~+hdJ4MgR1Nyu=?LAp=G2<3f1H{^*PZe~H=No* zH=Q~{|2h?hl4TBRQc?TEXQ1RxcR?wf`amfo6g5X{#J$wNoGwGDoytIIoPLASI?aXB zIZcGpJI#hNIBkP6IxUAXIhBVpJ57PIIBkKlI@N=+IsFS|cWMUR;nV`k;q(ub(`gQr z%jr)jw^K_fk5d@R>$Dll=X4s%@0993>R(PL$tviy9V+DXC3L4#cc`$_45)}xae7$P zX$e`yoN|&?+-V0{C7jZcRnjRfRLZF!RN5&sRK_VgRMu%PJ-o{)16k#qazo`K6g5lp z&Z^YEoNiX3{^fKHs^D}5y4UFR{5>(HrB2?e0Jk-Fc zFx1c~Kh(%68}zVKCaAH~zm=(fIbDNdoUTHTI9-84PUoPePG_NJPDh~TPTxT-oDM-P zo%TSFI_-v9Ieh`Oc6tYDjq(w6yRF38nlaO<9t9FTU1>X&#U4(Dn5^)0grX)ZY|TaW$Y~zbD?(9gaBV)S zM^5XZK28%^xqY3oa>{Byr-Nkmk5E*}VFMR(jC0xzg`LtcGCRQOE@+@rTWC;(qDC;E zqDnoQgs-oU%eQ zoianOI{nR;-dRq6L9?AMK(9INgXTDW1HJCF3!3Y+6M7>;iGO;D9~q&K*+l1g*0ZeM zH=Ra6^C3Q>7I1g#lV%~0V#ABLl~0<`BPl2XVbLEop>5FHPT8S%oPx8e7CQx}k-X~^ z{G#6yr?;W^oPz6GFLhc;*85Irpk+>bpyf_KK`WewKp!~00e$EcoD#OuX(#lN(z(pIUpVE5 zHaIP1SsR_UK%1NvK%1RbLti>=g0?sXC-7`_I!D%5PQOCioC?t3_J9%(B$EyxLp_)Q zzr*R3G!%iHnvu23sV21BsTB?GaXLlT*G|ttd!2%FV7_r03GH*b2<>+YF6DZ_X)yGy zQ&Z@mQ%mTOQ}C-j-#NX=iaP8RoUw4k=`?iIX#@>^?{tZ*V@|;@OCEO$uF8ADDY)A3 zNvG#&@CT1F7= z(?sZkQ*fEzU!8_R7oBE9mzdqPNeiii0XR735vM*J%z}_c^@{RdkvT z-S0FXs^s(@RN3hWRK;lpRMqJ)RL$u$^ng=o)<$)w>`)D-pJ?zwr}I!vr`=F3r$bO} zr>jsMr~LG=uG4k09&*Y_Rz0V}P<^MOPy?q@P(!D(P@@P%4Sjz|@!(;nc~E1gI#3g* zR#1#nP3RG)^-##^JE*DC8&ET+eNc0!6Hp7Mfly1Q@zA4A6QEX3{h-!PaZnql!BAVL zQBXUlNl<&Iy-)|I$nmON3Ipu@8JN1WpI8B0{b_z~r=;>64tX@u6$m;F%23dWag1PK{o$5mU zoC-qyozg;aPU)bqQy3cH)CU^qbT2f>X(Tk*X#w<%QyFN8Q)g(X(<@*g7*J&5D#Hk+ip3{D4 zX@sIG{#&?q<@-*%pk+?;q2*4yp%qRGp%0vXfP`Q!!|rQwiuZr*kapbEnE=t#>*~))!7i$=cwQ8`|hp z724!f8rtl1FZ5-E5^LOb5@uF}8gk{(El%^Gtxj#BubiHNwmD6MwmY?kb~wET?Q~iI z?Q-f1?RJ_2?Qt3aeeE;^+UqnE`X)kA^HtU{HDaIBr_g?+#yES9sSR~;%w=!cP<`e2p(CxMo zOPZmSOb0lr6f>N%lS^x=PA)wuI=MVg&BP~xqIt`$`zntEOt~j-at_Boco(eAC_qWqj=$g|3=pUyEX(=>09iU2f!)X>- zH=WL~tbd)}gpy^|*R=ym?z9U^;S^L*Q#u`_^QoMID>0^a`jMy(zYk`p_-y2I%?D2G#L zC}%*o|H>2UIiVK(edY43;4+fAop$q*^LT?l^Y@k4vx0dI`J6)ZFu&7KvI;~fss>d# z9fc;RDo`P(^3a`5FQli?E`zYI;}O}W>zo+9f$r>QKfqSMRJ{Z6x>N={u_R%NH)I)_yv6xI3mtlp}g zwUlL5b6N&H;0+F-!Rnqhn{L!_T26xxI<0_eI(-DyavILEYDXyQCGX(qjVRwEGYh?*>lmpoUJDp+-)Fp@*Gj^Ggkloq~A{O`L*>5-|}< zT89b4a-rZysvq&JNo0kb7DG*)cG1ITPQhG*=1vo!77j2xt-H-8f@=$0_xy&5_&8`QQcTYH#$1aW9yA| zdK2mtp{U{5k^CO=;}J^QuoH%qLL=x#=l^Xmk>cn^7jJMp4R&>^20h{Q0Q96&UQTc7 z=G1_!r<`J-?oMTc^QD~bg`Re5PJ=z2T0*^?T0y;?x#7ho4#gR3@sTx@Woko*2C_+)MYY#mf>{(;TdL}|i+kE22HlB@bh&T8u z4G#4NC(z)to)ygV8s@YCdd?f1M1#Yf8nZT@_XeM*!4aM{iv~wJwWPsO-r#&1937#k zq2FxTC^R`0gUA|^1DNjA zmX|!k8w{?-JkzNp^r|;lk7dpBtfpkmc4`5==2Q@xdW520@*}*ixt`U5tT&uG zLi3!uLT@@{hUPmx1ubyu2`zLAuGGEAsRs0xQ)}q$2t}=pOuQ-YL?~g)Y?L&79{i5_ zVy91_cb#5O%?$vuv9iXL7lWFjMr_N+8bDB=pa;F*43a8-5?LUZ6(oQe2m{5v! z_@Ps2XrUqvXY^LNqtZ4rv9y3}Xp;C82a&<>}%&`zg1&@QK1&~B&d&>p91(AQ3tp}kI( zpl_V+hxR$$3+;FMe|6n=;EnbF|8ZoC?7fvy_TF2nw?jseyp!25d#4hW)ux2fAe3ws zLLwR>5+PL5PCIESS-<=1dcV){@jdsSKi=o`xqY6m>pIt2*SQ|g*LBr|_B&OF4mgFz z%#WO^LLWPYZrM+qLKEmgr%KSLP8Fd;PNCuSGpAC}=T60;FPw@&Upf_nzH%xEeeIMV z`o`%3=v$|J&|#;%(05LGpzob>Lq9m>f_`+$3H{`B9`v(Q7U&nJGkk9R>J*xhk2uw0 zz~7vjKu05re`UwR&e+F%r2Otx>!|v}=}qWQAMiN_{L5(`^taP&=$O+q=pU#1pnoAU z-s9Y)N45WPFE#B1e`Dx1?^P zN@Sg}yO}_o*Qq>|&uKh#fzv}!ey8qG0jDugL8pmOA*ZoW;Xti3rT^>LI^z&%tOJ2m z5vMSVv8YpOh_Rf8K*b|U9A)Ld!oOHUjuVWRI6PHGrx+HG*n5HG^tKl-PMJAH4`N#kxSX zoVr1^ovwxIoV%>}fQ_NLUez0_=QJ3q?{pp1z$q1K=rjmwJPPW>I${=0mnnFoF+iw^kV;WqSpAb`ax~H>Mp3Q)4fnT zr-@K|r-z{qPE(*uBTD+E@)Fe1DRjYH=ClmD+-WIvh0|gv#c2`L$!Q@Jb6Nm(c6tHo z;`BUpWkm6p&A6i(@5+auu1*g^-JI@+x;xzm^$3){0Pe(>6?)#Tii+Z&4RML}q3G&} z;vZ27Y6|s)_$2McP5SQFHQeJocl?#zuavIjN6^_dXmvDwWm0Y=K61I5^vESfc;wQC z?8v1P(UHqQk|UQZ2##F3kQ=#lAU1MIAvJR8NoeHKi_FNSFOiYUEhI)R*AN)F^d~QJ z=|^1TauaEh%OJucm)>MWF4qwixulU4xeOpEav4TWp>fT-Fg0xy&FTa#=t?Ar~4z?{Qf~HsmsoXvk$Q$&kx)1Vb(h z$%R~&6AQVlAQf_Xl~BlKBAJlOY9b+*T_i#-`v`;$CrImzujjMB2)kz{`SGIp1V3IhfT9*Qq`9p;HHFpHoL@ztg4A z0jCt`Bd2is&5xbJe3MU{u7wUdh1T{@ovwxsIrW4-bLs_s?$ihR!s!<1OQ-9gublcq zUps{pgnr{R1p3x#AavO2a_Bp!o1pKVMnOL~jf8%58V3F3G!**TX*l$Y({0eNPIo{@ zBH~Z@mpBF)yO4v3zd42D;76TuLBBiYfc|hQ4E^a8PJH^8Q+DWYrvlJ1ry|flP9>m! zovK5}ovJ|pIfYZRo^ZMdI_XptI^|RgI_(tB^?JrBoD(%uf$-$w=RV8Dq0CO<)T~*Y zszT>ERfMuSRfe)T)r7J;)qrwDlyu;H5tP$u8I;RuIh5P!Whjr+i_rN_YoNSNtDt-l z#Se4EuXGhF#9^)rB8ndzYh6D5*@;~N<%c)|R)Cw3B^2cL#w^t)q!r>$YFc6b+JUfa zWIT`@2;*V}MP0ZcK`|Fj8dKbb(_NG}M_Q+^dZrX|m69$@dMV|SmvG0W7}<_XaiX1b zCH{klsHmI^@p5?=E(Bh|g-b(Jbm3|Zm4d_{dg9%cQk}U;L0TP6-zsON0#lP*Dl#)E z8twn?+ojYd9dfBfI20sf+n;@Zr_j_{&4teRi(QEGE(wyn)|Ci`yoTG56@?xm(R4gY=ixrlGZ6t-(KNQ5oX+=b__MUeO)i5FQ4+oWJtR~3WwT=s)&E34_LXsMn#soEyBpzvev`YzU zyrv;Jjo0x0>gm#!`9YB+J<`EU4?0&ez86zC+~3<}AmL6V87tedb-dvARGjxXmj!X01EU4%O>qX~Ch#uM(i+)KCE@6PE#mJCS4zlKAjUnMt_g!XfCJT{u6&5SLkmJ1$QW?nIJ!m&DiYBEp?W z63=#ACJ^pKlGp}uA#@q(HTMwiM3VGKIV_syHRA|(yoLj_qg-Ya?)YdE33t4P0ObxB z!jRGDO8NBdltLJCXCxU9y<>czF@?j{V_fDF?znJB{Vo@xh`U`D5bi{hu}X=4gp}ii zJ1$2EcU=A@+);_;77PLFewp5{Nnz0|as{G}f%>7~4i)CLk+O={z^h1AAnJ*kb$22vZB zZKO7l#2;vUE=tOeq&ATxJ+)QY1aq9qLvx+VK=YhRK+ic{3_b5u9hwiZy z5kw>|?7MAr8AU+i!k)$(F8zr|T>6lXxb!0&abd4+v&-#7BQDpGjJU8@x7B3`xrht< zh}&G)f8FkKE1`%B`+GZF*hhTdWekak%UA*tm!ae#F2jgJg2dmRi63a8DP@lf`$v0S zrjdoXOeYF)VUK2iki^$R>x_Hhx6c8ud7K=?WePEf3;Q~sxI9M);_?<5h|5AE5SPUy zATDncfVezQ{^9Z=@rTRHq#rJm2|rxkB>QmTi}hQVwIm-d>j*wv_+tIug}vb)T(**W zxNIi$aG_b`XBWQoe{tdW#jh^Q2s~WaAOFo|2XTiBI|{$MyieHS@&Q?g3(YToxv+Qt zx63C49WHyxIb04AbGRHN

ggdnS(H#5%EG@t@N`=!DbN&`GBlbjqm*blNHOVw`d6 z24yO!D<3*tGCPI#lPpf5Y2`ep>!GYpp=l+X(^XJ*r?F5Dr+!dQr_hX(%jrQVw^Lsz zk5lMOIo~OC_vCd7y)*foLL~Rd))# zGc}yTMEoYC)ZR zz|iRsa|%5sot;7xL>H%y(3MW1KcZ_yNh^N^YuL@JLK8%Hr`k{tr@qitzO2x-bhTHt zpsJ_SJ5VpD4$w8etR5_@w^uc#>RP85)W_)xDAg%Mo!2>ahWa{P4P75m(vuRp%=$Tn zp1b}|t)T(FtO_h^pi@g|kW=Uh8til#bc54i=tieH&`nM^LN_~wCZi!v1E8T!ji6yp z!=T|#p?PXVL`hG|-E7{GUNwTMTOvxNL>U23tVULX9j7oW@>Zu2&?u)cv-CEnFdy}H zr+UyGPW7SDPGJh}olXs*F-~E2?%0SDAItHr5!%-7@~SY;_HM7LM%6t|-Jo$kU`GZV z?{pb7!Rc~nqA#lp%bMg>ovFIlDa<;)&j;+mfcJY~s?}#VIs}J>oP9dekXQEuQKWru#nTGzOX$QPL|av>8tKsVZiN}=@ zg2gW8an1FrXQ-Oz6s{ZpTttb_!}x&hd0fwX)hw#!J9W;^EFT{*%miNGGz?nk18!hh zi=5^{i=7rgOPq#5OP%IJ%bW&7%OgtK@&noOFGiHK4Xg9GUUCXk++X%(h4YZFa9RPa zbQ%t=iYW1g7=J3m#EVzFY8zFnomN6?B1(E(Em--rUNw@cSDn(Jbx!X?ulcfOu&nhF z{olMdmOBRt*0}?gPmc#;QyK7eueye+jZWR6O-}#u!hXZ)B=n|Jb_RSaqQr+od<}17 z4d3>vyi{#=8VtSTR2kY5QR4ZEFY9Ku;a0CY&C0*)RF?s_IW>p2JGFw|b7~9iaLNR| z@6;9A>C_0?a=klh$!)zkFQ1+R{kTe>ddk}cDe}q#3?g$&}j?wsncJq{Go`F*6>2s@H4Oam#WX5 z4zjE-oPMC{OQ%1eubfUmUq_U*hDBJzZ@lUZRo^=8WDO5HWrMzRDh_?`R2urhDL3?^ zQvv8Fr{7rlpPi~x^@~#-=+}r6pHcA_+Y&ybj(AlLs(y270v&Z~3jOYMgq8opsToy& zI<m|PWhoz zPI;iyPPw5oPC21Wg+l(7wDLKi%ubo0EKVo*_&U$&Zz!wNVJMr^H&Aw`ub~`HUqU&Z z_CdLvc0#$Gc0hR|ihl*fo7G}vc>$d7Re!Rf@;V)3z)5+(8#4fnUTvtA|n_2p=!7+BQSEI)1#IP{T#Jj=u4>M z!pThPx_nDkcDaiB~Y{}Rhep`Wga z7lq@*O`Yz6nmL8@P&RkEpQ;vtlGlP>x0YVClJQzOjbgmkPCcPEPLrUvP6t_5JEvn% zd#8V)4o)9Kmj-H`*zOs>W@E4M8>XYvll+Fc%;^K@a;I>B;|iz6RHZn*0d;apVZfME zIKa`_DV)Nsi_g}|Z0k3sxOI07I$EiwndX1{@*9yA)>_LgLoLQ>jHuzr^R^*ik!lg18#PD zo&kqA?T3as{R<6q+Q4cIclsV0;nadP9O-nDs#}~+L1|8>pC4Oa< zPyfV^EiFb+{vhayVa-EUKYpvY-O8G<5+z4IyDr0--u!oAeANBJu|*-@M3R801+o?;j3 zF{g>pG^b_Ibf=xr45xk2<4zw!PdL2|&2-ugJsGHV`s<53@jZ$W9Nl=zDTD-1JI#ik zacT(7a+(Oub_&-&e%2`*#h&AID>T<>IW*5HmUF!4!w9M%-nyE#pwZPwNtnb+#09D&|0VLd?~-`^bb|*oIZqJb1K4s>zy8> zYJ<}g(Cbb!pp8!7L7SYuh2C&F3BBo5nU#ObsU-BaQx0ge)88!X9j9Z^7N<-MxYel` z^sZACXj?={yC`|tquB0L33|^d7qr7^FFOG5JMD*dI@MsnT~0-z51fiYyPb+ddz@-R zd!33vA3EiP_C=JmW7E9|d5=>o=z!A`&__;Vp^u$Dfj)8i7dq&)1p3tJ9q5qLOz1PG zLPg1YoIa!K3#Zx8mrgsNubehOUptM0zHxd3`qt@X=&;ik=sTx_(DzP{KtDKr4gKg; zm~HrzQx527r*#bYi_`niuTFcRBTjpu-<*Dijyi3Hes?Ox%Ks5j(q44m668Hj3!%T9 z-iH2mngktl+712V^au2>)1T0Br!&xhPGg`GPJ5t}PBo!ZPWM8moi;&doK8ZS*l9?d z1LExOmye*#PMx7FPMJ%R_c(n)RaU1jp=?h7K-rzPK{=cbKslXqvxd2xmQ$76DJNBV zoQgx|I~9cTI+cdR76QXmMfGac5*5Um2t`gm37Jjm2=7jm3KN>mc+{G7*x^e z52%vUPtb)<-$55S9fB%5y$4ls+74B9S_D;dnhRa*GzYrG=_#nX(@dy_QwmhmsUuX& zsU=j~sR2~SsTx$*DJxXZDKk{xsSVV?sVUUZX)4snX)@H+T=~k#M#4)jU+=RrsJ-6wJbqDUHrd`V4 zvsv5!Ce|Gh66?#jNk5o&c~o!(f8}6W%1GiP= zjXvC@Kf|fqOHI3uzw!*nLTcL=lczXLguLGAC#w26g$pM3cbWHh2ReNR4RQ)o z{{}lvfNpU5lL2pZ3Ui%qatc>qyxHkds)jh_gN8bVQ&|slx(gcalocA`^c!n9(kWbz z@)oCXTKY7nU#Ys)=?1DsIfav>-{$lPbh}fSba{tUn1ejpDV)9gPNzB07^ghYSf}Tp zyPU$z%DbJy9OQeP=0W3}T0rBSu7M^vg-Kx(oyJ3xoTfwfIz0s4=d=*I-)RB#fYV~= zL8p+VJQOJTTcapF0uMV~1x7Sl*+O;I6Vu!?lc?P=rkAFJID z>rJQ7m;RPhBj|0XJPf$m=_FO}ICX%wIE5yxtxmOB*1Jx7m1N5HL$IuR^ ztgOcSPTi^6=~SGmT~6ho51d|Pz}-&kp*>Dz7;vxCA*w!f`V`vd^bNG%sVvJn;Pe$$ zA35!TK6a|gfS)*3gAO_shCX#V%(4zSHKyt_r`*uzPA3@f3#STHed*L3`pW4d=xe8D z&^J!?pl_Y(LWi9iK;K1_^y_;gq3-uiDa5lsI31_zN2eWB{p3`e_P3v%&ZFuVr@YXw zP8UE&oHjwfIn{-ZI`xKrcgoJn|KZe)sz05EL4P^*hyHfDlw}=rx}K_koL+_gb;`wn z$DPJg^`Fyh=!DZ$=%mv;=#*0xR^znO5~|KPt%5QY319R{uio<+FtgKcsWD38+@40yg%XR7i#&7mrvQ%$Na za4G=hcd8E+aOwgTbQ%d2avBR2jwtEi;Wr#SEaEgBD(bWkD(3Vh0djGt?NAA)eo#rL z-&s~Er*c%4cB%xGaq0+_b-ENP=X8qIDDO0mstQhdpo&h*p-N7RpbMRDf-Z8J1XXq_ z2~}|lfqzw}GEgL!nEYszBA9MnN^4=0i1|7DKh1?uKeRb%5$P-3QfmS_9Q{ zS_0K~dH`zRG!Sa&v;b=4v=M6Tv$ z6jfI^{Y_Ph(=e(!IXwr(oaRHFowh(-oK`|tI%R^oI^}}8ISq%pI~9X^IF*5}a%u)$ z?bHhD=`zq16eVs0Yu6KGE>gUuK>hClV z8sL-$4RpE#8su~v!!-QhG38tt?dy3^@m zR%47)WoWEZP3SJC#VqS?ry0;aPCr27obs@&@lH#rn&31Wn&`A2n&k8pbgxqlR^vXW zy3qYj(;4sqr#aArPB8|2$SDi-uv1oOvQukliqrF~#v@J#phulrGT>CFR?uS+CG{k1 ztV;gnRK6Pdms5RchEq=Hai@AL>j|f-&`hV<(34K5p{JbwgPwN!5PHVx5H!o_Ff`j~ z1@x@bNNA4J7HF>1L(n{@$~573KF1z5wEoT@`FJC%V}IMsw!MpQof!ND(%jLy*5{F>xn zPTxVVIE{u@JN*EyaXJI7b;@0f{LATHs@6GGr|LDQ7_{DLA_H!4+6cYww3Y!kI-RC! zlT%iz-f+qez3H@y0pD`Em#Vj&UZHBU(^Tjkr)kg@r+=ZXPJcu1I&FfsIn9K&JADbg z=kyS?!)Y2@<9(->sM_hY2HNHHGxUMe?<{M#(+sNiIAx-0uTxRzL#IEWeNIcE{Z3Cq z2b`KiA35z{_dtI-&4d1OS_J*=v<^BJQPRAMKO2&NIsFd(>+}V5 z-01-HpVRx$38$^lNvF-wDW|ug(@q9KNl1{6kQckZxrJbIF$~eu0 z$~rv)m2;X1m3JBgRd8wtRdlKWRdPBCUFcMd*TzKjD@RZw%MDs{=7B1-z0AK#qZ$*DEe%4udZawn(OO~{>`nnG=z z>Ot+CibL(4PB$iZayklK>huaL-x1>7a2Yollc2blnsx<$?L}QK3-J+_{GyKahB`S7 zgJMqMLQI{VcJp57;#7mGE1kl%Ai6r8&uVmY3KJT-JB8CB^>7O3Ji5y16m+#ym`c*q zsQ^{IoGL)qI9&_%cACJ}xYj9LQ>%|tCk9M)ngw0w6sC9dbqbSRu6OFnYV>p3LsfsL zDbN6?70^JZrO+U!f~>}1r+m;2PS-;>I#q^la%u@*D;;#3M6>J+ZSGt8+FG~6i- z8sU@`8tD`+n{$iPEGR8d@|Rb*?!>K5UqPdsvU6U}+nnBnZg(mT-QiRQ8tv2!y3=V9 zG{$KUG}fsobeB`Opvv8W(hp#Ar*+1?Sh%d>JzjN`4K>c`J_a1`R34h(G#;AhlnPC9 zS_9qdG#t9mX&7|BQzhsDr=HM*P8*?zoWki`A9nf;n(WjIn&Pw;dc^5N=uxNdps7xG zL613Yho(7&%X&bZeX&>~2(|Ty8(+TKFr@x@5oIZt~cFM|3=w|}O-vx;- z)L0{?JI`{Oz`0FlJFSMEby~}SbDWM)HP@*LRr8z*LC-mbbGAP3^f@%&sT>2o;8YM= z;M5yh=yZ~0EpqBe)ncauR4sA3oT{Zx`=Dh`^`YfXxuF-GHbE~r6@gxM+6k?23KQs8 zI@N(zIXw%#;?x6L?Nkq1vRS5s?(3qI;SqsYfg2c^-d2$8=MY9uRC22ZFG7D z+T^qddc&z5^rq7)=q;!9(A!RHpv_Kmpm&_Ugtj=XgSI;Df!>WMsds)AXO7$EG?{bk zZg-jiz2|hA0e3iUqUwF8KG06551?I66*+0d2Tl(_yPZZb;2x*^&|atW81O@<%cGI89+$zdCKE>WEV+^qbSQ&{3!U(C#v{N?loRew8u z1|4(y4*JLGDDg{;PLr(Do~PRF4WPG3MLoeDswobp4bo%TX!oNj?K6$^W?Nn3sb zl-a2Ul*K7Cbe_|BP*$hAp=?eEq3ll0p&U*ppqx%mLb;s2g>pN!hw?a0ht7AJ4dr!e z3*~d#2VLNF63Xv14=UjFCREUAF;vKDKUCOh6I8@06Mgzcoz75I%;`s{xYG`(gi{`t zRWhQa_+U#V;v=WMP-&;K7ZM*iJx*0wr%#}APF@*#!;a+@~=5z|W*l9j=iBoT$leL@<=2Qb}?(_uI z!l@b5(rGf(%4s{)+UY^4jng|&Tc?3gJEuWVd#9dI2d8JCOP!`e9i4_impLtmE_d1q zUE#D6N^zt=qjgX zw1ZvkRF0~iPB&83%V{%ojZ-NG?ClhKMXz;Af%-U2f>NDA*XMOkSFsv>onEKvdZ+WL z>gTkLs{T&bQZ>M7AXNjMLW}Vrr=e60c6t}O!Koty-sn^Vy2J+*@M>*}L>NckeRNd}W8M?!%F*Mrg zYUoa<;m{bT0nk{dJD|HFDxV&1C3@>(_thi+a+(I+<8%xf=d=|X@07nj`IplT&_t)H z&?KkhEbCsU_Eg>Hw2i9!o$jRS0jC1cgHF?+hnzlOSr0q4q-wI$396RAG@vQ@ms3CJS*O0x9H&%hu2U~)o>Ld-Ij4@$^G+S0`A%)17o1u{3!Lge z3!Q30i<~Zo7CV)OmN=DymO7PymN^xNmOB-LUUVu7z2sC7dfDj=tzs*j{)1LJ{R6FX zItsnwbQoIg^ewc;X$`d2X%+OU(+ki#r}@xpP9@n;>z)3hY6C=WUTWH= Xs3IxS31_Hz1ELf3%}_CDP|g1bfXU3| literal 0 HcmV?d00001 diff --git a/generative/zz_distmat.dill b/generative/zz_distmat.dill new file mode 100644 index 0000000000000000000000000000000000000000..5d8f889074d9dcf0fb083fc0e1716639d7385333 GIT binary patch literal 2858 zcmb`Iy>Ami5XJXmKEh#~a3qkDg2I(+3M3G8oaDllyOVQ1kR^ZZu`b-vBvJlL{shW& za5(cD$#Yr-B3$@s-^_dac4wV@@08Qod_E}te5XZOSCdc`le(U4Q}6nF#jjN;CLz?R zPxkoPV!f(Eu~Z!?P>#CFev@Ur#kMiP6o}R2FmeYRGJNhGe z(1YZ${_yzIuSkA_n#-QY^x@mW`|9vVZ?Kh%`W?DxKJ*dfKF?$hie^7@F*n}Nne?en ze3%RGoH{&t;qg7@UE%|pJiI${kq2Muiku%Gd}BOy>Bk?`eIj*o(HGPGYn^$aYoR?4 z=M}WMR3FpDc=00-^Xr;>W8SuI??ZE;mwkCZ>TB}Aw|?*VfZPLmc#t|Myyik@>YPvS z5kC-J4Dqw|7%zRTTQXZwB*(ShUx2Q<;cGp{062Jg}49! literal 0 HcmV?d00001 diff --git a/generative/zz_gram1.dill b/generative/zz_gram1.dill new file mode 100644 index 0000000000000000000000000000000000000000..107b087107f45163d5e1c301872b54fa49695f18 GIT binary patch literal 2858 zcmY+GX;2df7>2_of`E!5DAub;Au319A)xjHF&4s+1ceY=V+aAk5VFYlGHn0GC%} zGgrk<5t#8g`HcB`gBWH;A!FghH{e_ItqT~-spn$Zo$ASdv=SRmzAtVyGn3EZ8x%6L zM9gd_zLD5q^6DDKIxH+Kcw+K+bK-MYW=_n$fFZvwujc~~JYq=Q)IvY@$f)&k z=@sWSF?83Yk_wBnY2Z-4JKujRt+PJVBFkXu?BK=0yFJ1nN1m#@A3^7B|a zv+T0~(=WEs+6x0oj{H;#t&YB1`QA4A(JR|w&v7}Oxy7wAs?4Bg`xbXunh2=3?&rVb zg)vlZALSO&EhBJ%Yrt*6TNf|;Q-8GY{7*)uG*IFC`7h0RRP}wmvbpkxVeMk4)jy5~la zK_K~E;Re{A&Y_L%2S?jh%7{Wc^Z)eorc+I0eUfv5`gwo@Tn|TW?r1}{l3l5NN6*nb zdZo(rU*NilBG0z%wYZ@nJ2p^#_?eDQsRm{jx(1V*pup6AsTXn9NnG7uZ=}u_3EUUA zGHI-(JUULOq}^7LyCMT(GKmxplTU)-Lk9Y z6+}?ku4>Ppe0B7yul#DQKuu$2ip&vb8C8zN_nT=msc`k9hu?WdQNt>>aN`px)tEEQ zvl^uT>0@dymXZcvyG{6G<)T~?)ZZ(Q@yw@| zj&&i9-nkU_N*C^AxSa&O&l`3-WYgGu>$;A4`DFQ)<8b4XSSqQ0deSf_o0?ZA#!qX@ zBb~R^5|hR}y-uMI>;>}x2e`U_xn5#?P)B`^Z28ly6sjm&V)9Lgfd0BE7kRG`QGduX zRbOA7Y`R3a_&0-Zu1*bC+X4sh|T#hR7?9R*&u|JpfNOEy836+zWn5(`Zli(8Yac>ip} z@|FZL<}_ztlcdx5%ue~{FfB2sO-9p4Sdw&89TYPov*+o9ItaaOp>vCUxo+8JPAMh>w0-Zu1 z*bC+{cZvgCixlU%1+&u0zN~Lcy{(Ea-0=vF8w(}tA)i5s!ybAknz>oSkZj zX`=Dq$O4{@Y}cB~c-$;H;2VB>{j4l~zaZCdY_!fSF zPN5I%1@iz0xQ1s>bFXjDAS;Q&)UPgwZi>xXeX4Wxy^p>{&!JzC>&R2&81e(Yg" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for w in wins[0:1]:\n", + " (f, t) = presence_times(w)\n", + " zz, dgms, cells = d.zigzag_homology_persistence(f, t)\n", + " d.plot.plot_diagram(dgms[0])" + ] + }, + { + "cell_type": "code", + "execution_count": 75, + "metadata": {}, + "outputs": [], + "source": [ + "import multiprocessing" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [], + "source": [ + "pool = multiprocessing.Pool(processes=multiprocessing.cpu_count())\n", + "dgms = pool.map(zigzag_network, wins)" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "pool.terminate()" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "dgms0 = [dgm[0] for dgm in dgms if dgm != []]" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [] + } + ], + "metadata": { + "kernelspec": { + "display_name": "Python 3", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.5.2" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/sociopatterns.ipynb b/sociopatterns.ipynb index 01b1148..8bf940f 100644 --- a/sociopatterns.ipynb +++ b/sociopatterns.ipynb @@ -55,14 +55,43 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 53, "metadata": {}, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "The autoreload extension is already loaded. To reload it, use:\n", + " %reload_ext autoreload\n" + ] + } + ], "source": [ "%load_ext autoreload\n", "%autoreload 2" ] }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "'2.0.7.dev0'" + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "d.__version__" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -101,22 +130,97 @@ }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "text/plain": [ - "76944" + "80.0" ] }, - "execution_count": 7, + "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "len(np.unique(g.es[\"time\"]))" + "(max(g.es[\"time\"]) - min(g.es[\"time\"])) // (3600 * 24)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Temporal partitioning" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": {}, + "outputs": [], + "source": [ + "from zigzag import *" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": {}, + "outputs": [], + "source": [ + "wins = sliding_windows(g, 0.05)" + ] + }, + { + "cell_type": "code", + "execution_count": 46, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "20" + ] + }, + "execution_count": 46, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "len(wins)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Zigzag persistence" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "

" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "for w in wins[0:1]:\n", + " (f, t) = presence_times(w)\n", + " zz, dgms, cells = d.zigzag_homology_persistence(f, t)\n", + " d.plot.plot_diagram(dgms[0])" ] }, { @@ -125,45 +229,12 @@ "metadata": {}, "outputs": [], "source": [ - "cliques = []\n", - "for t in np.unique(g.es[\"time\"]):\n", - " edges = g.es.select(time_eq=t)\n", - " cliques.append(g.subgraph_edges(edges).maximal_cliques())" + "d.plot.plot_diagram(dgms[1])" ] }, { "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "maxcliques = g.maximal_cliques()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "def filt_subgraph(t):\n", - " edges = g.es.select(time_eq=t)\n", - " cliques = g.subgraph_edges(edges).maximal_cliques()\n", - " return d.Filtration(cliques)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "times = np.sort(np.unique(g.es[\"time\"]))" - ] - }, - { - "cell_type": "code", - "execution_count": null, + "execution_count": 47, "metadata": {}, "outputs": [], "source": [ @@ -177,7 +248,7 @@ "outputs": [], "source": [ "pool = multiprocessing.Pool(processes=multiprocessing.cpu_count())\n", - "cliques = pool.map(clique_subgraph, times)" + "dgms = pool.map(zigzag_network, wins)" ] }, { @@ -189,209 +260,362 @@ "pool.terminate()" ] }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "maxcliques = g.subgraph_edges(g.es.select(time_lt=times[30])).maximal_cliques()\n", - "filts = [filt_subgraph(t) for t in times[1:30]]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "maxfilt = d.Filtration(maxcliques)\n", - "for s in maxfilt:\n", - " print(s)" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "presences = [[s in filt for filt in filts] for s in maxfilt]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "presences[-1]" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "[np.argwhere(np.array(p)[1:] ^ np.array(p)[:-1]).flatten().tolist() for p in presences]" - ] - }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Cut into sliding windows" + "## Sliced Wasserstein kernel" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 14, "metadata": {}, "outputs": [], "source": [ - "duration = 0.1 * (times.max() - times.min())\n", - "duration * np.arange(10)" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "#### TODO overlap" + "dgms0 = [dgm[0] for dgm in dgms if dgm != []]" ] }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 20, "metadata": {}, "outputs": [], "source": [ - "def sliding_windows(g, res=0.1, overlap=0):\n", - " times = np.array(g.es[\"time\"])\n", - " duration = res * (times.max() - times.min())\n", - " windows = []\n", - " for i in range(int(1/res)-1):\n", - " edges = g.es.select(time_gt=times.min() + duration*i, time_lt=times.min() + duration*(i+1))\n", - " windows.append(g.subgraph_edges(edges))\n", - " return windows" + "dgms1 = [dgm[1] for dgm in dgms if len(dgm) > 1]" ] }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 15, "metadata": {}, "outputs": [], "source": [ - "wins = sliding_windows(g, 0.1)" + "from sliced_wasserstein import diagram_array, SW_approx" ] }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 16, "metadata": {}, "outputs": [ { - "name": "stdout", + "data": { + "text/plain": [ + "array([[ 0. , 168498.26575157, 142213.96446884, ...,\n", + " 181004.87138341, 980779.00902599, 604002.56924413],\n", + " [ 168498.26575157, 0. , 108974.83210031, ...,\n", + " 292878.72367602, 864985.91166401, 466984.82235283],\n", + " [ 142213.96446884, 108974.83210031, 0. , ...,\n", + " 223518.93608983, 951003.34397253, 553228.56514372],\n", + " ...,\n", + " [ 181004.87138341, 292878.72367602, 223518.93608983, ...,\n", + " 0. , 1153158.29742231, 755045.92126984],\n", + " [ 980779.00902599, 864985.91166401, 951003.34397253, ...,\n", + " 1153158.29742231, 0. , 607164.48834291],\n", + " [ 604002.56924413, 466984.82235283, 553228.56514372, ...,\n", + " 755045.92126984, 607164.48834291, 0. ]])" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gram0 = np.array([[SW_approx(dgms0[i], dgms0[j], 10) for i in range(len(dgms0))] for j in range(len(dgms0))])\n", + "gram0" + ] + }, + { + "cell_type": "code", + "execution_count": 23, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0. , 1782.59876486, 1976.144841 , ..., 1674.27089231,\n", + " 4008.08473571, 3074.53612959],\n", + " [1782.59876486, 0. , 814.44479983, ..., 1389.37805531,\n", + " 3609.13022428, 1694.74694713],\n", + " [1976.144841 , 814.44479983, 0. , ..., 1665.50397679,\n", + " 4034.59792213, 2097.51910373],\n", + " ...,\n", + " [1674.27089231, 1389.37805531, 1665.50397679, ..., 0. ,\n", + " 2953.12379337, 1952.36875879],\n", + " [4008.08473571, 3609.13022428, 4034.59792213, ..., 2953.12379337,\n", + " 0. , 3326.13065883],\n", + " [3074.53612959, 1694.74694713, 2097.51910373, ..., 1952.36875879,\n", + " 3326.13065883, 0. ]])" + ] + }, + "execution_count": 23, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "gram1 = np.array([[SW_approx(dgms1[i], dgms1[j], 10) for i in range(len(dgms1))] for j in range(len(dgms1))])\n", + "gram1" + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": {}, + "outputs": [], + "source": [ + "def dgm2array(dgm):\n", + " return np.array([[p.birth, p.death] for p in dgm])" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn_tda import SlicedWasserstein" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Bottleneck distance" + ] + }, + { + "cell_type": "code", + "execution_count": 50, + "metadata": {}, + "outputs": [], + "source": [ + "from dask.distributed import Client" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "metadata": {}, + "outputs": [], + "source": [ + "client = Client()\n", + "distmat = []\n", + "for dgm in dgms0:\n", + " distmat.append(client.map(lambda x: d.bottleneck_distance(x, dgm), dgms0))" + ] + }, + { + "cell_type": "code", + "execution_count": 104, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([[ 0. , 37.67822266, 71.04492188, ..., inf,\n", + " inf, 19.10028076],\n", + " [37.69311523, 0. , 70.44287109, ..., inf,\n", + " inf, 37.14916992],\n", + " [70.62719727, 70.30273438, 0. , ..., inf,\n", + " inf, 69.04138184],\n", + " ...,\n", + " [ inf, inf, inf, ..., 0. ,\n", + " inf, inf],\n", + " [ inf, inf, inf, ..., inf,\n", + " 0. , inf],\n", + " [19.10028076, 37.14916992, 69.04138184, ..., inf,\n", + " inf, 0. ]])" + ] + }, + "execution_count": 104, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "distmat = np.array(client.gather(distmat))\n", + "distmat" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "## Clustering" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", "output_type": "stream", "text": [ - "1241607579.0\n", - "1242302279.0\n", - "1242996839.0\n", - "1243691539.0\n", - "1244386179.0\n", - "1244995999.0\n", - "1245775339.0\n", - "1246468459.0\n", - "1247162039.0\n" + "/home/lozeve/.local/share/virtualenvs/tda-networks--KypeAmE/lib/python3.5/importlib/_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", + " return f(*args, **kwds)\n", + "/home/lozeve/.local/share/virtualenvs/tda-networks--KypeAmE/lib/python3.5/importlib/_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", + " return f(*args, **kwds)\n", + "/home/lozeve/.local/share/virtualenvs/tda-networks--KypeAmE/lib/python3.5/importlib/_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", + " return f(*args, **kwds)\n", + "/home/lozeve/.local/share/virtualenvs/tda-networks--KypeAmE/lib/python3.5/importlib/_bootstrap.py:222: RuntimeWarning: numpy.dtype size changed, may indicate binary incompatibility. Expected 96, got 88\n", + " return f(*args, **kwds)\n" ] } ], "source": [ - "for i in wins:\n", - " print(max(i.es[\"time\"]))" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "## Zigzag persistence" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "Compute the maximal simplicial complex" + "from sklearn.svm import OneClassSVM" ] }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 26, "metadata": {}, "outputs": [], "source": [ - "def max_simplicial_complex(g):\n", - " return d.Filtration(g.maximal_cliques())" + "clf = OneClassSVM(kernel='precomputed')" ] }, { "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "def presence_times(g):\n", - " max_simplicial_complex = d.Filtration(g.cliques())\n", - " filts = []\n", - " for t in np.sort(np.unique(g.es[\"time\"])):\n", - " edges = g.es.select(time_eq=t)\n", - " cliques = g.subgraph_edges(edges).cliques()\n", - " filts.append(d.Filtration(cliques))\n", - " presences = [[s in filt for filt in filts] for s in max_simplicial_complex]\n", - " presences = [np.argwhere(np.array(p)[1:] ^ np.array(p)[:-1]).flatten().tolist() for p in presences]\n", - " return (max_simplicial_complex, presences)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [], - "source": [ - "(f, t) = presence_times(wins[2])" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "zz, dgms, cells = d.zigzag_homology_persistence(f, t)" - ] - }, - { - "cell_type": "code", - "execution_count": 1, + "execution_count": 22, "metadata": {}, "outputs": [ { - "ename": "NameError", - "evalue": "name 'd' is not defined", - "output_type": "error", - "traceback": [ - "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", - "\u001b[0;31mNameError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0ms\u001b[0m \u001b[0;32min\u001b[0m \u001b[0md\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mFiltration\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0md\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSimplex\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;36m2\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2\u001b[0m \u001b[0mprint\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0ms\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", - "\u001b[0;31mNameError\u001b[0m: name 'd' is not defined" + "data": { + "text/plain": [ + "array([1, 1, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 0, 1, 1, 1, 0,\n", + " 1, 1, 0, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 0, 0, 0, 0, 1, 1, 1, 0,\n", + " 1, 0, 0, 0, 0, 1, 1, 0, 0, 0, 0, 1, 0, 0, 1, 0, 0, 0, 0, 0, 0, 0,\n", + " 0, 1, 1, 0, 0, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1])" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "(clf.predict(gram)+1)//2" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "metadata": {}, + "outputs": [], + "source": [ + "from sklearn.cluster import AgglomerativeClustering" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "metadata": {}, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "/home/lozeve/.local/share/virtualenvs/tda-networks--KypeAmE/lib/python3.5/site-packages/ipykernel_launcher.py:1: RuntimeWarning: divide by zero encountered in true_divide\n", + " \"\"\"Entry point for launching an IPython kernel.\n" ] } ], "source": [ - "for s in d.Filtration([d.Simplex((0,1,2))]):\n", - " print(s)" + "gram1 = 1/gram1\n", + "gram1[gram1 == np.inf] = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "metadata": {}, + "outputs": [], + "source": [ + "clf = AgglomerativeClustering(n_clusters=2, affinity=\"precomputed\", linkage=\"complete\")" + ] + }, + { + "cell_type": "code", + "execution_count": 27, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "AgglomerativeClustering(affinity='precomputed', compute_full_tree='auto',\n", + " connectivity=None, linkage='complete', memory=None,\n", + " n_clusters=2, pooling_func=)" + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf.fit(gram1)" + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([0, 0, 0, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0, 1, 0, 0, 0, 0, 1, 0, 1, 0,\n", + " 1, 0, 1, 1, 0, 0, 0, 1, 0, 0, 0, 1, 0, 0, 0, 0, 0, 0, 1, 1, 0, 0,\n", + " 0, 0, 1, 0, 0, 0, 0, 0, 0, 0, 0, 0])" + ] + }, + "execution_count": 28, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf.fit(gram1)\n", + "clf.labels_" + ] + }, + { + "cell_type": "code", + "execution_count": 105, + "metadata": {}, + "outputs": [], + "source": [ + "distmat[distmat==np.inf] = 1e100" + ] + }, + { + "cell_type": "code", + "execution_count": 106, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "array([1, 1, 1, 0, 0, 1, 1, 1, 1, 0, 1, 1, 0, 1, 1, 0, 0, 1, 1, 1, 1, 1,\n", + " 1, 0, 1, 0, 1, 1, 0, 0, 1, 1, 1, 0, 1, 1, 1, 0, 1, 1, 1, 1, 0, 0,\n", + " 1, 1, 1, 0, 1, 0, 0, 0, 1, 1, 1, 0, 0, 0, 1, 1, 0, 0, 1, 1, 1, 0,\n", + " 0, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 0, 1, 1, 1, 0, 0, 0, 1])" + ] + }, + "execution_count": 106, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "clf.fit(distmat)\n", + "clf.labels_" ] }, { diff --git a/sociopatterns.py b/sociopatterns.py new file mode 100644 index 0000000..6c9c53d --- /dev/null +++ b/sociopatterns.py @@ -0,0 +1,106 @@ +#!/usr/bin/env python3 + +import numpy as np +import igraph as ig +import dionysus as d + +import multiprocessing +# from dask.distributed import Client + +from zigzag import sliding_windows, zigzag_network +from wrcf import wrcf_diagram +from sliced_wasserstein import diagram_array, SW_approx + +import dill + + +def remove_inf(dgm): + """Remove infinite points in a persistence diagram. + + :param dgm: Diagram + + :return: the same diagram without the infinite points. + """ + res = d.Diagram() + for p in dgm: + if p.death != np.inf: + res.append(p) + return res + + +## Global parameters +N_WINDOWS = 40 + +## Computations +ZIGZAG_PERS = True +WRCF_PERS = True +SW_KERNEL = True +BOTTLENECK_DIST = True + + +if __name__=="__main__": + print("Loading SocioPatterns dataset...", end="", flush=True) + g = ig.read("data/sociopatterns/infectious/infectious.graphml") + del g.es["id"] + # print(g.summary()) + print("done.") + + print("Temporal partitioning...", end="", flush=True) + wins = sliding_windows(g, 1/N_WINDOWS) + print("done.") + + pool = multiprocessing.Pool(processes=multiprocessing.cpu_count()) + + if ZIGZAG_PERS: + print("Zigzag persistence...", end="", flush=True) + zz_dgms = pool.map(zigzag_network, wins) + dill.dump(zz_dgms, open("sociopatterns/zz_dgms.dill", "wb")) + print("done, saved.") + + if WRCF_PERS: + print("WRCF...", end="", flush=True) + ## Collapse each subnetwork into a static graph: the weight is the + ## number of appearances of each edge + for w in wins: + w.es["time"] = np.repeat(1, len(w.es["time"])) + w.simplify(combine_edges="sum") + w.es["weight"] = w.es["time"] + del w.es["time"] + wrcf_dgms = pool.map(wrcf_diagram, wins) + dill.dump(wrcf_dgms, open("sociopatterns/wrcf_dgms.dill", "wb")) + print("done.") + + pool.terminate() + + if ZIGZAG_PERS and SW_KERNEL: + print("Sliced Wasserstein Kernel (zigzag)...", end="", flush=True) + zz_dgms1 = [dgm[1] for dgm in zz_dgms if len(dgm) > 1] + zz_gram1 = np.array([[SW_approx(zz_dgms1[i], zz_dgms1[j], 10) + for i in range(len(zz_dgms1))] for j in range(len(zz_dgms1))]) + dill.dump(zz_gram1, open("sociopatterns/zz_gram1.dill", "wb")) + print("done, saved.") + if WRCF_PERS and SW_KERNEL: + print("Sliced Wasserstein Kernel (WRCF)...", end="", flush=True) + wrcf_dgms1 = [dgm[1] for dgm in wrcf_dgms if len(dgm) > 1] + wrcf_gram1 = np.array([[SW_approx(wrcf_dgms1[i], wrcf_dgms1[j], 10) + for i in range(len(wrcf_dgms1))] for j in range(len(wrcf_dgms1))]) + dill.dump(wrcf_gram1, open("sociopatterns/wrcf_gram1.dill", "wb")) + print("done, saved.") + + if ZIGZAG_PERS and BOTTLENECK_DIST: + print("Bottleneck distance (zigzag)...", end="", flush=True) + zz_dgms1 = list(map(remove_inf, zz_dgms1)) + zz_distmat = np.array([[d.bottleneck_distance(zz_dgms1[i], zz_dgms1[j]) + for i in range(len(zz_dgms1))] for j in range(len(zz_dgms1))]) + dill.dump(zz_distmat, open("sociopatterns/zz_distmat.dill", "wb")) + print("done, saved.") + if WRCF_PERS and BOTTLENECK_DIST: + print("Bottleneck distance (WRCF)...", end="", flush=True) + wrcf_dgms1 = list(map(remove_inf, wrcf_dgms1)) + wrcf_distmat = np.array([[d.bottleneck_distance(wrcf_dgms1[i], wrcf_dgms1[j]) + for i in range(len(wrcf_dgms1))] for j in range(len(wrcf_dgms1))]) + dill.dump(wrcf_distmat, open("sociopatterns/wrcf_distmat.dill", "wb")) + print("done, saved.") + + + diff --git a/sociopatterns/wrcf_dgms.dill b/sociopatterns/wrcf_dgms.dill new file mode 100644 index 0000000000000000000000000000000000000000..699d3b90e95287b63a41d35f6eed9f94647066e4 GIT binary patch literal 1202958 zcmZtPcYxHy7r^nOcj+CZN|W9@OFdv&dKaWCh?E>fMZiPFh@dnTDT;~}8+Jv(6D**D zhy@fyQHrP_b_L7tOENQ;m*2ZT~?>IqFQ9IAzB4Yi7-v z)o_gctzfq)<1Wt_H?5$Tv+g2~C3DwFPcuL1*PRJ}OQ!i=p6qZZ8_wZ-d9%Zb?wP^j z$(+8IFA_GbC3E>+{z%v^o!j>cM8f$^mw9}zU?gmp&g*-HBH?0Y>3qIdI1;u?=l8uL zk#H%qbOGPHAQG->!UcV=Xe3} zs}Kp-G2t@4S1}TP5n~ky^fYaU|TrEM438>PNyYO}LKlHHd`m(sg~W zVI*vquIGD=l<>vA*EkYxW!kRqdrcx?+eic7YZ?jL)oJK^%_3pjNF(2C9tqo}8~a|1 zNVvV}vWf4tjD+pdO?|JG5^m;uts~(!rjh2p*CrCSjkNH+wvljKvvf<}YZnRIMq2q^ z`$)K*S-Q3Fb%=y*BW--IVr>*aGiiB+=?R+m03EQRH`(9@y+`;#{M8X}+NILpn z*GSkl(#iL_MZ$LJgzt4%!kvAuMNZ78<2;aLj67FIe z8R>gtB4NAqCB8Q{67Fu=9_4%EB4NAqXx|$j3EQPF^}Pv^uw8nL?@d&~V|{N@G;9Vq z&i5{hhRsOE``+b|a5od4;CquJ;jX5UiM}@_61GcE^1Uk}VLR^2d~a$bY?r>=_pVgJ zlYMVmG;F$@;(ODhVKcxhd~ZfHY?hwtdoz{rmA>ai!gheud@mys?q(X9?t8N$VY~DU z-lg#kFt0G~0ayHBNu8xH5(zAW9Enw;Z%^CDrp z^jzP&RtaC_d-J1VGw!Q>Z$UI{26&C{EsTcE((`=px@g!eeXZ|hM#E<5`M$R(8a7KW z@V)D!VYBo?-@8ExU*~%_M#ARTWTx*ej)Z%dMi%+rO_8u&`g-5)aO}@7@61I)_zPBtAwoBjad$&fycIhR)cUv@UR_7MqTOJLY zE|>b=ifGs@z0CJkM#4Q!_*UOr6$z)C@NK@gIuh<<+FtH^w@1Qu=@q_rM_lOdH!1o@Fgp+B(Px3+E+pL5i^1a6*VY@mH z``+V`u-zdZ@x3P^VY~FBzV~D#Y?t2bdrv9h$9!)~B;3~w@NwUJIuf>xJmGuKM8bCI zCw=ePNZ5|#Dc^f861Gck@xA9GVY~FxzW0I>e#ZA+jE2p8KkIuhMZ;#?&-vcV(Xd(i zdEeWrgkSKzS0dq*S^7oado>d7W5O@_-nK}%uL-~Gd)p)7R9f(p-0FL;MZ$LJS9~uk z61Gdf>U*y%;cdRRBN{ecZuh;N(Xi?AHQ#$98a7L3`QDq6u-y!=``%lTuwD5bzW25g z-syY0B4N8aZ}{HsNZ2;=rtiHI3EQRL^1XMXVKeTxeeXRbyvz6YM8f^d(z|_cZzOD2 z=N;dBKN7Y}zw3MZB4Im{_k8aICA`P?_D90~%na`Jy$>T{+sOOA_faI=-wbe{?|mEz z+mU?Wd!IzY{Y~5ZeeXadY?uDf_YNxIk9_abXxKFJvG08r4V#gC;(LdpVYBoB-}^ig z?w<%2PagEWFCt;P@}K(N;Yipn{h9B58425^5Bc6#O89f%I}!=osrthAzK(=#BZqzO zn@HGB)tA0^G!nK;f8~3}B4OM15#Ku=4V$(6+V@UG!@;_zCBN~#Z=+$e^ikhCsf3UD z-gnV(X3$FVxbJ-*4Vy+z_}&jn_*>sQ6%A*Fjhyto)6uYLfBcM`F)^+E>u2PONg|-+e||>p zm}CZ$O3UGAW+N!5Ena^FoCr z4K!K#pu&;{7|IV7(WwA*fh4+3PZ(X6i8aC2vkC+3!suQ zN(5=CqEM+AnFfnNrDJ5WibG{|Dgl*^QD)dzNvK?mOoOGM@-Z@5rJ)Ksm4Pb8C@bu% zEL15*ronPh)`057C@ajW3Du2JBBYC;dNDFtwV;b*WU^{Q z^>wNPHHcAW*jHVsVT??J^`J&NT?{pjk!i3#)Feix!3I!Mof<;TVq_X@1T~M5X|OTW zLek*0;3w4tYAI=uX|O5ON|McL2DO$nC@XBRIn+jy&1wO)m1MJ8LhW>F1+|wnI1%>M z8tNd)HrNL0s8d_0lO#LBc2Gi+ZLmGmS*H$A7fH6kj!;)gw!uzNH%WHA5>WRT1#6s^ z>J0VJsSA`IBQsH5p`I}^4R(Wi>C_$S9V63V4=5QU(_lK(Cq`L;rFufC7?}opL49@V z4fTtWX)p=(kCADx4>TY~nQ7;LQYmO)jIu)N3k`}@!7(yf{h=W`4SNFI(M3QZA7&JTrN%Y)|XlmT6((=6y}on}MV=rjkK zr_)^MTAi+f=IeAdv_Pk8poKckgRYBFBAoeaq0ATsl9rkeEz)TLbbX9WgA1V>Vq_Y; z4!SW$CMy$K93zvp2)ZdoChL00*Xai6W}R+?mguw?x<#j(prtzb&@!EFhHlkq33QuI zw?NBvS_-YuX&JOqr(2;_I^71X)@eC(yC8e}SZW1yhoHnzvr$$;cM5V@tDrT4T-Ivn zE@;x?jJ5nTelj<&Wvt`3(HZOcZ=Li+&2WEkx3Hx)lCl9yPnesP(p_u!Lw5&M&txU+ zk>Mfeo`CAd8+-)XsMDj+y@C?<)ax+0X2?~ z@LA|VL5V@8ujiqMBsDkm0`zb|W?C!qa;+%Ebg^r0ZP%1=Wdg=E&t9a3I{J{IJ%vY<}{xgB5! zbU={HdILHr$n9)zLZ1d?jwIRZ^)d9BpoBf!JOCY%lr$6dDfGD@H;hBj7lIO|qMJGl z9S$kJl}|xm>U0|VN~bf>5kao6pP{b>xe@*feIqDg>XfP9p`!tr8zizPDt9hF<5)=X z!54&%3re_a&d>=#ZWx83Zv`dn5ugZkQjp6k3VkOiVQR*y;?Va2^-2qVIQE7^O_hg! z5ab%H0G-mQGIUx{qPJ=x0H0KWqT~BFGKC z5%jB|ggvq~hJFjEcQ6^8YuWdd*3j>QT!U?(KXhsb{i#z2=&z8>dL{asiRuZRm1JLE zy`Xb~+%Wn;e+x>OGG;0T{UgX_^@IKmC}~#N(MagOkjw}jje*i~oF!d;UfFY;XbIOBzr!8KU7MRee>M}l@{a%{~%OGP-1|Y-iM&Ff?U=kP&q*f zQ_)X73YC{+&o>^2DuiTbexRA&m!OK0>=EE)sFENzjIB^*onD15)M-0ZB_MPE2}hf( zwDUiy_o1pWN`$lzswT({;{&L=Aa~}lAF3h9Wql0Q6qK-=@)PJHK`!eMR4b&+U|{KP z?>!FHmSjIgx0zR8ObV(8Yoh1H$p7eunA?WDYXf2lE`cDPsw8!^jCW z6y#1gb3u(H+3l4ZYOGTpsEHugS3anzpoIP4lOJj($Ym9Vn(I^qYN1n6sAWiId$|Uy zLahWP2Aeso2DO$nG?8}xCsiG4Bgi#a6KX5Sy|rBgwG-sB>O$=Wx%aPnPzOo&v-!nP zM@ja$(Gcnska-`>-T}Hm2}$;+xl`h4P=87G6a5TmfFyfXnE?&dX%;jnq)hha^Jg-4HkLty1-Vte4H}};a%iX^ zcj~wT8Yaj!xDpyJ$bJ4=1&t8ovQ|SQ1-Y!-p-Tk0tUIAmI<0|5>$DcSRFFGHt%Jr0 za(!)t#tL%h*!Mx>B-w-B!_fGUvciqx8hitqpwpYsL_zLt^et#ojDm*KQoEqb1i8L; zLzfFm3^rNsLX!o#tUb^ao%TXk=(G=-s?$f%l{$R_O$*3eUdui>{0vRk=@)2*Ah+B6 z3eA*cj{v_xo*=i%ze5>1{Q=F==`U!uPG_MxI{gRD739tjbL63n6;dL$+f;?F)~OnF zjZW2}c{g8+B?1E!L?ebd#WjeamhO`5|S-w%1_jWvQN?oeo3K>GUP^yiQ+1FX(gxdQqpN&`Ua5o{G$Z_6TyTJR908$i0Z>K<^83S#zO%I$aHYpwl(b zex2q)AL?{1^pQ^Up^pW*!7qS55#$EH2s)tCP0+!RvSOQZ2lS~LEYnZf2x6^6bSkQ@9B(0@8DhSGAKziMPY z)MUQ}_)rd=ZiaH|v;@kf(=AYLot8p*bXo@G)#+9!pH9o6{5q|G3h1;NDk#Y98+Sp4 zB-t~EwNPO}ZsylPMFhFy{CenukiwU6_RODwiVAYqv44V!337e?3>6oYu$LBphe`-? zS-J94{}PlK67J!tJWwe?E-NooTBm$a8J!A1WpyeDmD8yZR9>gTPz9ZeKoxbm0IDR& zonn=MDhqO}ToSrar!r6#oytR11-Xq<0jeg+?okz?>XPg!Rwby0AUDDbp_)3?hAs*z zD|YzGfNJS98>+3-9H@>?S3z}kx*Dpd(>2h=I?aRX3vw@_`A`EvZZ;M`4Ru-wHPY!i zsIg9&P!mCJ7}rBh1-W4?hMMWL1Zu9+txyX=ZWmn+wG`y~S_QQd-XPs21=C&--hpnj*+$y#ZaJ z)7#KgopwW4hLjn5^KD*``j<|vq3JrcfoAB`7MiJ3d&twN1C*gtCuo*V323%XouN58 zb%EyU)D^l)rykJNI;BI`=+qOMr&9{LR;NMGd_nH;H5ghT$sWE&LJMPL-YZ8z*9mfa z)MzMEr!mkXovwhc*J&zrLr7V%oh?rx>R&qLg%<0S54uT^d+8N|d_iu#YC<>bR0~?7 zQ*G!Lo$5kMb*cv~)2Tjmt4vSjdgidRqCv{p2J*Cq+ zXp2tkp{I4a7kWmg`=Dn9xtGKJ&~t*^%s&D>uhSFI3xeDQlV_n9b$SkZDMsP(IrRec zvLyQ=dI{PZqeQsdyb8S{$PIoQ^r}v;LECiN1#Q>qUFbEP-h;Aq+6%p|)BDg4o%TUH zLkib4`?Xx>0_tBnHH6;OsWJ4HPEDYIm)AsT1^pP6=qgPTimnb?OOyq*E{GV?pi>u@Cf#PW_<+It_ph z3UU)Q4Ej`%JD87xKGSJDbV!hEa5D6{PE(*Sbeaks*6AwfOP#KUzS8L$=!j19ps#hh z7WyWn%-~2ukt-|sCG~4j>R*!Vf#^5rm>@SBe?iA}It!i9>2K&;L2jeuDn|V)Mu~8Q zd7$qk*}>O^z8B<1*cAFfr{>TpomxPrb!r9us8eg`j81K!pLA*q{j5_v=og*ZL%-_O z0s2j+PSEcOVI11cuSt@52v zah=vcB|^#ywr=)K^5aWW|I%q9R7#NRYZ6pirzubwL2i$_5-KamH8>k8C&*>Zhswvu z?1u}W3W8jNnNUTY9)&9Dv>B?b(__$uIz0|m(dh}Os!mTq)pXhdRoCemsD@6@LN#@I z4!TIE=b>6Uy#UqL=_RO+PFtb6I=uqb6Xf>!SD}jqxlOqZs;|>_sDVzeK@D~K3TmX& zQK+#XH^LvGCNT^p2on}DY1-S-iLOpcypmag5uMDWCAlKkkP%oVpL%nsn4NB^CAJj*X z8^*IxN~h7?RPFc_}opwOO zb=nDy(CH0mq)u-_m+15sG)kwpq0u_+hA!3VU1*F>d!Vs8?S;na^Z_(pr~S|boj!sl z>hv)*NvBVs%XB&bU9QtXXtGY9LQ`})1YM!i=g?F^?ge`ox>AsPeSHZ{)9DB_U8k?1 z89IFf&D7~AR&pQg68W~8d{)J8EBzSWufbIDhFliR32KSQx)iXovK1N=u`{3QK$OQVx1a8H|f+A z@^xwk-KB zDxLa4t92R<-LBIJ=nkDOf$r346tqUCE1vTPI zPe|dZb@usTRuk%9Ivs@W)#-ESKApaS?$_xUv`MGq&;vT1gdWuC7w93KeuW;^={M*R zoqmTN)#+bovrf61QvcE^AN06R`JpFtDgZsHQ$gq{oeDu)bSexzty2-`8J$W%&+1eX zdQPX((DOQ#fnLz59rU73!=aaS8V$Xy(|BmBP9F4%PRpQIby^8+(`gm7U8mL1YdWok zvUFMxy{^*+XopVsLpybP2zo=O&Cr`VJqEp{)8o+FI&Fb=>GTY=Tc>BCcXWCVdRM2H zq4#up1=^$2PH3-AZ$R(sv+~M51Rc=n z3+SLuN1#u2ItqQJ({bpKPA8zxbvg-sq0@KJVVzDvU+Q!k`bww2pd&h+g}&D59Q2J& ze?v!g`Ug6uQ;ufTzjVq4ozN*a^sP?$pp!b)gTB+L8T7qQ&7mK3Y6G3pDFvO@X#n)2 zPD7zHI*o>Y(rFU(vrd;mzv%P?^s7!=px<hv0P zPNyBv-#YDt{?X|$^si38K>z9V2b7j4@>heh&nnMCIdnP)<<#jPD3?zELAiCx*_`^9 zPWhp{Iu(HO=~NiXuTwRsfKJt+f;!cN3h7i2Dy-ARP!XN#Ll@}O5GtxuW2l%;O`+mC zwS`LP)B!4~Q&*^zPTio=I`xLi=+qY~t5ZLyoKC}_@;c3iD(Ex^s;JXdP$iwNfhy~C z19YKIH$hc&S_)OwX*pC)r`w_G5Pwv^2LFVARKF&_jn24;|MExm`)38Em+V*TN&c)* zEzJGl&}=HrpGv45komg`*_6&B&vin|j5T;SR9B}5p?V?3hjA3TSf_8H`T-3Jx=PC) zMjxI}Y!Fg>7(I9_sG&{+phf}N2bbJE{DZmWzOf*8nPLpoM5nP((~uIu5VJ@4Ez~R| zGeY+u%slS6ZZ636H6LoB(```8kg{TZ&E$60R)XA34zr=wg0lO9+UT?hYAeV!cpKDC zkZbTBsJ%|FK^=5@3+foq|J{rGCAao<(&;NGA;?{EIstVSPfM(zaW>@4;moIWetJ`>NFS{ zq|o&JNa&?!$1%2+z(gRa!62sBNnqR@1mN={9 zttn&a)D5~tr@_!torXipbQ%lYs?$X1Hk~#?%XNAjTA|YpXr)d&p;bD)1FhC+KXkiJ zN1!`&Is@IQ(@)SEopQCIjHOdyXsu2~pmjQxgVyWR0NS9_DClmTZiMd9X*aY{r#;ZU zI?ZZJ8B3=*(EU2y4{d_@g!KUbgrBe;+(X1f)`uXUj(HT4Vw@&coZ94;f zXn?Y%)0yy$E182jgOJ3~tbmd^DKkh3Q__;Ts4_?~f3oKM-x}X7CBNy1PqXhxu{nIe zd{;^_lf&oB_oSF_155H5a*vc!CWlXad!^VMKDxaxrJTv(!_Ph`RgLhW;{z#`jPSu? zzZ9Fp=ZX)d)HFFfJ@Jv0>P9%z|5%F6;cWgBT}n_^kW$OER+6fM6x&)UiV9Ndn4Hqo z6r|YJ%1}~}V!q|?{0a2uQfzDGC@4rVU;mdZPd!13ZLI?31S#fg{E`)^CP=ZZRic<6 zrLkF`%G461*w!wjlpv*v$*DpmL5gjSJ93UmX=-vf0X{Cpw#Mn|2`SA?4rf~5O0lig zq=+D;xyj)$_MH^lS}jTlQd*dt+Efsv*w*S$K#!#XLV*d^Qz4LITkA=IK#HB6UepI- zVp{7>c_1ccY)PsEQo5L&J`@LZNl_b!iD|7brGc23*7{Kyh>6MRPhmhxSCcb01&D2f46Y-^*b1xV>;axUdj7%AP2jNwU`n4|?i$+0{Lqsur72r)6O zji-JP6VuuR$_FtqITNWK#Kh!GqIeJ!lXDrh11UXB&gGO2q@r%Af=~SpIMX(q}ZIp->>j zuIW7L1X652*HR{sVsqwGC6Hos7EmORVsjQ!BamXg;W2p~B?2inCzA?+6q~b%0zpj7 z99&O*K#KWJ$m9)_2XwiS>VOpUO^(UM6bGc()^4IUAjRhRlm?{OoSUf(NU`g)gu;Ln zn{x|w0V%ehrIZDvm@i{YE~6?S#pc{fQ6MH}54nw+KupYxE~g|QrH_#nR0O2hepXTt zkYdNSih6()I|r*N2T18_#&$c^04X--4vGO%?AY$479horU=5`JDJio)cTowDVsq9~ z2#{iP)=>wLVsqA029RRD#4)*nDnLxk2=1l`AjS4`4>bTOc1<@@0+5n2^L8&404a6^ z_fY_lV*9zD>;F=0&L%GZOR+f*aP?n`-Et3d@n4F~d5CNOQu>)uKg^|nDK_U3uKY{s zYv%1yF8oWebFi7~{!;AN9^ah{H55O zEnM-JV&~v#F8E8aqke|#{ZjfTg25%9<#N9iJA&u9+Aqbf&+}aDmtu2X;97r7GQ)me zOBs+A z=6uY>d?_~P6Rzb;vHcw2QoaYOn`G)KM zG093h|C2n*LntxH4CNTlpu{9Al;b>t5)+eif+tX7VsgIa0hE}SoRd6%5)+g29gm;H z#N>R>(>wDUiyT+prgjh2D*k$;t=4 zC&|oTDnGPG(m<0{0NN{QP$KR8PpTmFz9gGf2-+vfW)+4$kTftWY_JHlUy>c+1<;3* zY*ta|BS|)^81%6un^he8M3T)a0UeNJvr0k-CE2V}(5I4YR%z%nNj9qtbSOrd;cS$J zK9^)0EC+p|Q+epHB->X7=u1hq!HUpVl5AEb=tzvr2rENh$0!jF{zB-R7zL7+ssbI= zsVa0VMy9W7(D4|V2CG9SVw4ChRRj7~r<%~o7@58iIb)nOeY*sz!M@cs8V(5&d!DfW@p`RoT$_mDjY5@HlBQuPK&@VbQf_{}` zN7xwpO_Cj96XjF-{!*xhPGg{&I*o-ck~B0k z9N{>qmLxmE@lfp;nGsHa>gY5Psv9FS_(@Pboi2kej*%JRLchEh5$f%@un3)D}irBHvJmO%q_x)mCz({0coot8s`by@)p(PI3gcR(X`x)ZuYr!~+ho$i80>$DcSRHt>&7@gKbV|Cg9jnnCFXuMAM zKofM@2u;-KUTBg|_d%EGbU$>tPMe^~Iz0eQ(dj|x3Y{K;rt0)Cbfr#@K+|-36q>Hn zW@v^^k3lnadK~f~Zimj`pYV3*S^PFSV>bWg=4x}dDi5ogqtFYa%)!zVwZc6%Jz=h2 zrM5wH12Xr7LMAH>2narziq7*O*#9fYn6sD+_K@66!0)FCJ{pq7?Q(KU4# zS`?7E%`rV;2mdv6y`-U8VT0d5H%PMY@<*W?12Xp}X5aCC99k^M^>qTeDIjyFAvesM zzD_~DAUB7np_>IIx@LwW{1I9bkhwuI`%l*Y4&5TiHTVa#R8V3-B5d$4Xjwq!zQ*i{ zO3O(-N>YC_j2zHylI-;6gqBOPdsHrHg(Op!OXY@E24rq~%wDhj&?-r`uL96&oeDy? z2W0Mi%-&wbpgVLb4&A9!3203~=C;V}2FpTs=~NC{D=5+5%zSxhT|i+V@(lQe(0ZM! zKpO%w_fuvMqYiYpPIaMs1SRau*Ml~O6mDF;{@85gM$o;2+#b~!x=)bXv712mOG-}* zeo{@LO#zu(F|!BX8hSvdHqe7QwS^wisU7sNpoF=1E7cx)BqY1a_GR7$dQ^~G<*v|X zow`Af1!Qio%wDfP(Bpy<>1H-k&=Z1OUwxq`1-U~?KjA=x>!FY|HG^MYJoK5p2L2mF%pu)Ou*2AUBK+&<8r*4ei(I9_T}zHbNhTlo|A%?)JmY(8q$@Fdl zA9VT#Iwi=>#!=|BBzwMb4Ej-$9ma9!j376R6VOkB+za+w=x0GL>m>AxpoFT(pE-5Q71pT(R78+lua3|KlI-9UP*F*PgN>Y)>IM}HDKiN1X*B#L zH5e)$ka>Y*zZ@=sO6W8SDyh?@P$@y~@HGx9Ey*61$3tZVxjCEwl@;V(L=&NMlI%V| z2`V3wS!LJYHBbee=0g>AS_oAVWWOydbv;yBQvXCS=r3nkebU~Yt}NV2CQK2$YE zroo$`YC7ElRS(F#7_+zXdZ>mZyKiiOY6@}_wGp~Vr~9Bk{!lEXq+UwUW=gdg4_sifF=ZFUIp3v;RLjGU9Hm_&^0>k zg60WI*hA%R=vqm3Hr|2e3v$EQ11%8b{`BZxXrUmNwGX;3q|D$YoV~q{LYX=pgBIy@ z9J*dm!tORFpc^C&3;Ik;eGAz#pakz~*Geu9=tvZvoaL(2rY_4*6CHKefj?3pi_hx(UJrJ&`4+{^s@A0J*J$n{ko zTB%b7Xq8Ttpw&86hHe*>u&4S}p*tkm9lIKIryw`N>d+cN346q@0o@fNv)j~!)(UbB z)`ivyawDt{tq;hY?q<(?PiTWqy`Z~w>J8naQxe*!Qy=JFo%%xe>C_*(U#9`kCY^>t z59l-kdQgy?s8P^Eg530uh91^w4D^T~cOEqXdQ^~Wa3Zuhq(rcFvp33(&|^CJ(Bp#K z%i(6|37wWePYQCwxCMGjklPQJLR%ya$qa^?S_VBW$TheedPb*}(6c(Nf}YdqF6end z?f|^lC_97uj3+ z0JKezdqeyT+AhfTbqIP*kUMku9Lf^pvc7;`*Xb~{L#HpHor2uX_7(JoAlKIs=uJUx zdwmVPCCR?sd;`5L$I-P|+66AK#zoCyq$_i#Rdl#*dm-?4ZHK7B7 z+I|Kf zWM8m7q3;B_jnW7DJ|J@Mx& zTd&2?FFM@>{i@T=&~G{|fqvKNR_G6%mP3E)v=aJDP{Lj!SOuMpk=e?tp>vW38@e6( zTc=o@zX3HDMpU67lN5l~N^Mnb)Gx&-R2(2xL3Uy%CWcv-ga1I|1-Y5eU4Z(RAeWU7ny6D@Xp&Avq04kC0bQfms2~mSjJu z-VV(Xr^F-`E7L z(&<5HwIFx(;9=-?L2mGmLU-u&7<8u~Hyc}^HInS$pN8&=QSf5oc6Vs4AUBL{&^n#A zL+f?Qf;Q;11G-zMozOjk+*{k5&_+RSgzrK3>a+*CPmr6a525=d*$a0cLz^Voed818 z0ZH})-2v!9oen||337u!4n3^XchDn(+~9wN9u?#o{2AJ;)34BDAtho*(KUsrf9bRq zdP0yJ#yaRpL2el5zl!uJoi;*S1i81Hd!eTVxdt~u&*=03^sG*sq33jZ0(xGj7oit) zdI@?_rs(*eDGS=B)9cW7opwO4>9iZl(&-)Ob)EJ= zI|RAc@?L1CB>N)z5PCz9+W|g?-W23+Y5oLyOOVSt0KF~9WgUce>GTz}Taat;DD;j_ zC!lu)xmU_5=slfILwf|dzJ7uB>hwGGz984vS!iEKnX#Aodxfcg>GUzQU#A1mhdLdE zKGNwk=wqEehd$Bi3+RAOhoOUl+$x{{p5jjhxj8%veWuef=#U_{i=Ku)mt=R*KcFup z4ao}TIdv8~EXWPxKj=%H@)V)|rBhz$h)xBduR{uZ&ps7-9r{M6ozPL8-hhtj^d@v% zr+1(eI=u^htJ8bXNkQ(4*+1*gmolZb!bovYW zNvFS|pLO~d`bDR-3#fnTlmq%rr<~C5g4`=57xaf9H@&%`KXobq{iRbu=&Vk~pmT!U zRxS_yEy=#VDnb7UawDt){i{=T=s%rmKxqZf*T2l`H2aZ(notf&_H4N>lv9u!Mgu69 zP7R^lIyHjw1Y~Z)%znXkElT}Mr*2R_oq9m|b?OBb5af1%-cUh7ZoQIFAwe#yFH~5N z%jyRe(WyUlfgtz!YbaDSM&>9w5-KLh^)(7AuG46!gid3ik~&R*N(pki=oF~5B)f~w zgUSeUBfJ(WtJ4CgoK6d&@;YTg6?D1*s;JYAP$iufLzQ*96}nKT+n_2st$?cPbO%&T zr!`P@LGI1>Zm5PJH@){lH3hj{^gie!ogRg1333fS3Dwr=8K{m<&qH-}dI72zQX)7j z$bOmsQjGeSPQO9*1-bRgS)BTpAUF8jP(z*aLXC9F2Q}8I0MtaM!cbG4ia^bDDg!mw zsT|Zor}9usohm`Cbh-#?Ey&GbEvSu74WYJz-1Ihr+6i(EHiz0vvR4mULLCIT2HQX# zb!rQB(y1eq2q`nRM?F!3`j;R#!l$4vg4{5khPn!JSuW32Q;_THRj8LvZ$Z6v+65(bdKc=W(;g_L(_W~rP9H%1bUFz2*Xc88fFL&;hoOOj z+-w|y1_^Rm-#~)}xvX!YAv*m54He`XJO>REoHnjTVC?8sKP4D~Oa>OnJgY5;jUHG(p9 zY6;B}I_-dN z*J&qohfZ%pcj~kYTBFl$=q{b!gVyS_7h0#&K4`s8A3z&)+7I2W(*funoen}9bvgvy ztJCMueL8&s-LKPOXp>G~LJtUXugb5W2L-uTdrlL2je`3q7w> zT3PB}I^}>~)G0Ugl1>Gnmj$`O7lgJ7aw9ARy`obQ=vAFcK-+XG18vu-EcBXA<)AE` zDnYO7R2kZ#Qx#~ZPSv0{bgBuxsnbQ!TRPQ&-qxuBv`eQZ&~BZYLhl4*u7+h_-za$@ z^)H=DL+|NS2HK-jWoWNXRiO8EstWDXsT%ZwPBozYI@N?e)Ttiykxnh4k9BGfeWFu0 z=zvZ=p@Ta0g+A4(KlGVS1E51X4TL_|X%O^?8I;zub=$KA(pyN8tg-+5Y!LqF;CI`p$nJD^{5dIS1Zr?;WsblL^|uG2fvA3E)U{?zGH=r5g)LT7b4 z4xQ8KH1xMlzeE4%^au2>PJcrG>GT(rR_J{F>;I0}XQ3QA6|6%2OQ%9mE}fb}xpis= z<jH11(nxnF;qdPo1lt1t%NG+v>vLg z(?;k*ogRUz=(HKCs?!rtHJ!FX)pdFus-e>^sHRT4p^J2S2dbsh9;miX??ZKT+6UFu z=>w>qP9H%R>vR&TuhS1u1D#Gm4RtyPHPR`6Rq9_l6@Z%PR1j*aQ*o%7P9>n`I+cQ2 z=u{qRsZ#~0l};6*);d*&+URs4)K;fzP&=KfL+y2{1$EG=F4R${hEOM+8bb-4nnRs+ zY5{f8sU_4^r&drmo!Ua(b!rFo&?y0>>(m+QsZ&>|mrm(WZ=HHUNu35jeRLWGrF0qs z_0?%8)K908P=B2+fd=R_3L2=>XlRg5mqCMdx*Qs!lLrmeDFYg&(>!RnP79$CIxU4p z>a-5JM5hhVC}ecW`r&)FE?XO732nA1iDg^y}PqAG%ZG%!MdmFK+{7CBiVn)oCI$U#DxK1v)(dEfnO2u?4y= zq|9J`vWIaK<;qN*9)=d_bPl>cq^wwj#mZ60(y2IfqfXVJ#X7ZyZqn%%$k*u}=w_W> zgq8&Ke@CGf)hJ}?)EZi0rJ!{>Rfg82^0cA_4GvPw#zvO$H5c`~bl5fY@F2%H)%tdiS zN-5JCe>^lx3V%fC{LlG6IQhC1o5NqV*&(Hv$>Gm2?37}2I9+%{iuu;aB&P&#N-1Yr z>xgG&I8d z#~vv*hdpwyl*T59w}|(p*x4yXEkjBZlT(^fh7>zH6!!K@X=-w)-Fzs;&JM@X?IkgHYHm3!p3Mn?HC6x*( zHm4PZ3MqEWwWdxX#pbl3Od-X5Cu*`SRSGFKryWHKDR#@Xr$!;g=5(M$A;so&q(ULZ z=5(S!A;oU(1oa6iHm5V?2`LG)A9SHQA;so&r8ptQ=5(VrQ8@ZOm#{hADNRVRIX$RM zNU=HT6egtDoSxJrq?qqVP4=QJA;sqOrYaGW%(U}A$s|RIm;{iP>_bf=CYb>xQ6d|P8oKe&uq}ZI% zlpv(ooJ*-dNU=F%C_qRt->jM(OZ`EL%^64eK}uIM>hV+`q}ZGZ6d$D6oQc#Pq}ZHE zlpdsXOACIImr;3;VskF1@F1m|8QWy)4pMB+6v_@UG5uUY)gdOPwW$;xVq$Wxq~;J4 zlQWHygA}`mOsC=?#g1(T1qUfMXD0OqDK^KW+#to~WKeC8VsmCuY>;AeW>agB(!;Fj z97+vRY|dON4N`iTIk<{KgA|){HFbuVn4D`UGsMJ;S5n3$YvDKbduX>#UMV~}FL zt~j}X5`z?*vycjd6q|D$1qLZLCzJYu6!ZPI$wibGq}ZJ6sV+#dIX6&TkYaOgq_!ZX zx0!>*loq7)G;$M_1u4DE?D!NGq}ZIBsVhjaIZG%jNU=G$P*sp(bCyz6h>027GHMDj zF=M-xl0r;O&TUi_Vq$WZQ&5m%XJ-ZV1SxiGD=8<$#PqX@YC=p*KdUJwNa^8lFQi7DE$+?qCf)tyxhC+fAyFPbON04H3)>1~0V*6P~6+w#4Sx*r`ip|+T4MB<> z!QGS)q}ZH$s31tOIU6Y;NU=HhQa_MlbMB*fAjRg~Pwha8&DlihK#I+IfM;i<^f6oE zK^~ovVsjqi$r&j&=V9s%Qj(cLbIC_2H%PHLk5X-rVskcAY>;Ae9;4O}6VuP*lp11U z*5?T-4KXn}Pf}=ziOG42IzvoM&KAlHF)=w$Q)P&W$$5q%gOrrXd6pW3ls+csIZ6yt zY|isk7-C{_UZB7b6VuO&)E8o6a$cgm5EGO0GS!8cn4GN?7o_wxIj>M#kdiVvuTol& z($~l~DhpC<&UOk5Qu>>m*QhHvv7>&E zQi2pa2YaX_NU=G4DI`d-Iqy?PkYcyOKFSDEY|aN%5v24pqux&uL5j`!kQ#y%oAVJR z1SvM>V=4$zY|bYX5Mp9x^Z@mPn3%C0qg$6b)ix=HMG@1~JJDbB6KLM#Uf|Sz*p`o_vXk$vMG;FH!~=`IhHir1VdOt(~OK5RzT>Hvm}G|XJrBL; z@&nJj#Kg3Aibq~zVp==R6E86_IY08iOH5488J>5EiOKni$6aD#a(?D%mzbEGUwGI> zmtT3-MT(u#-+0tTN`KSZ?>y-uWk4eB{7>=^9(0jnbN=Kx7b!O9FCKG|Vsp;&l#7%B zSz$ltc*rFt0i-4W<{6imB*L73c*G?pCg)$CaM9&I9&m|CW{{Lh%RvDsMqzWQ9MHBH znXH`9_86J0T+nMVGFiEytQeWBJkaYgN(7e53+;%J$;t=qjFHL854{ni%&@@%(3>$b zSp}iDVq~%kL2t*%WEF;X#mHn8fp*8pWL*Hg6C;yV6nZyCS!w5gQpKS6Vw4$DacGZD zC7``Jm4x1pQC8SsDQKUhfr*exLmx;o`*f-dv|p#P(1$vegFcdE`zjB89HU?qX{id( zCowW3tOy;5k;$qA9n`5Z^r=o4LZ8LR^i>5q6r-%5vs6{+^B9?|YS0%tRfi7iR0H}l zMy9Wt&{r|a42N+MbR4wgMQShIdn$S zphVjFpHvIzCrP%ime9|VY*s7i7fCj&HT0{bL78D+ZJ^&I*{rtE?~-g^?Vvv-*{t@^ zpE`Ab{?e%s}poCM#0$AQVHnq7$w5>>J0r8Ba_ty`Zq=XZ)U(y1quJ4R-Ny`VfX$_hG5^@j4s$YhZB#bRW#hCs!2 z8VZ%rX&6*8My9XfP$@}+OR$(jgNjgiTk1XYWX$+`@x zuG8gE4V@-KHDhG@ngU%UX^83T3aFMOJBL%D+A+!u(o$DKbz)@tng-RCG{n$!sGcO- z*9_=lNp^%Yq56_+mIpP^DFbS#(=4b_jIzS@nhiCMQD#VUpe8!ag_`Pg71T_UosFxZ z=8^`RVO#^XkYuywK`kZOtZSiGl5Ey|sI?@UwE$|P(?Y1NPS-*0B-y?)q4qHfrZ6qF z2!g1W@WWcg56oo9hpu9wXD& zEl`gbWd@z4mO|+JuZ=*Ged*(<-R1POG7Q zl7^-QKdIZH{*s1dg>(lrK$6Y66B;PVX03q+NwQgYL4zgPthLY(Nj7U8G*pt!S`Q7= zX#+G|r@NsMl5Ai1KqF(62xns>bV-Z?NlV=ejrt#3cOGa{_5N}EW==9SNt0wIO_Geq zcugnsoJc8^R2nqlR!T*K6f!26DP;(e8#0RunG!-WlOdFT@4NS2>;9ho{oFsI^SaO4 zYp=cbaQ5fyBSulxSg2!+qN-1!`(hMTje|PHD60Al>a1xzbibwvP?s1*%bEy1V5v>C ztVz&=mRd(ulcBDfra%vAnhHH^$t`Od)Xh@sw4fi!>ChuFN)PFC=+PKORbN1lS#ryo z0d=?Jmh~m{xFuKh71YC$tC|TtVaZj^f}XVGs%Aq^X_^D|)bus3_AuWSmwdB@oIrN&PHc{0IsGp^_iLk+y(Ce05 z)hg%>OKw@Kq5hU!)f(tcO>3dIH2na*ZOJWb9W=mFoAj{r>!E>~euUo9^b_>1CAX}f zq4zXxfZo@%5gHVuw6KSppbuh{2hnluPAH^tI)>ddpjMBqpZG(o!D5}~H z4U17!^(*vojH0R?&~Qz^K_fKnghs|FTGlRTl&0O#XiM!4)%v?crzK9aVSzjf^SJ^$r->Tss;^mO!*f#lPaEW`dEMW3clJ_{`mDO{J#s@~9w zfNBP7NqO{%ljIxFN=r?{-%0j|Rs|G&EIYGmFtpl|J8OIhtqI9@BWiFYwAPZlxiJd* z!BVqCP?j7GtqZ8OYtY@BodB)ZG!gpIQuIOB0JPas^KhZbgV2_M z8ib2TO}Lx$=b){YqEFu?|An@NqT4M3AgJ#1f34ajl84hp);1;1b7kpJ4R7AUV_eA zY94K`-q1NizK4CF^M?Gl0rZ9bvD7SD)+^Az0VTslq$b=Lz7Jin)HJFZ1pQ~pUCVs{ zrR2>xJNO2hr3XzX2SXPb@}2((%A#oql+{q8c_M6Z7?drfwBQy0H6zKfP}9^spNfp^GiK?KK6;t!XNBi6K84)1f??K8G$fK%QdZquCV0x${(OB z4f%mu4_&3{N2rh?f0Ftcy4sR^_q`D+98y{^QmF~ojXlscmf9qO-%0L;uC?SYD)vFw zS#mqkAJFxd+_Co{bb}>#t~>-4vE+Jq7`oArAE+Zx(SV}8JM;1&M>b+COK$(l2^F*C zj%>N0;+EV2_F|}nCAZ4Cp^}Dt5A#B$3?*7b!s>GSKao+##hb zbcdzZQG?~63IRo%$$t|=@=oYZLw;gcgeqEcR}Ph-yDYhRSPiOV$sOmbLw6hUqfrB@ ztSJFiG2{oTHdHl6Y2iTCgQ^+w%Swf+hm;6@IrHN7KB$JJ7EyzppoAgcU}vbNp@duI zE>JB??g0A$RNIo<%^!s781l>N3e^oM>{#Zed<3dz$o-Rm$w#47L%zWtP<>5LKn)Bf z+}Zp|sG%iyu6zn=WT{Os%qhv9P-8>B8&5+?O}(Id4EYoN3s4hFZPJ5 zCqur6OQ6n%e1l7&`wjW3@1ZV+60M>!Tn0U0$<2-B(1VuTrd$DawdCf;O6Va=ZeLyv zJ#5JxD%U~XVib&1N^(8)h^3a%82$u38l&`}Ecr9^m?d}O*Z_4mG~`dC=b)!7xl7{nP)|#4p#FiLHsm}1FZ7HdKSlq8p0(tTq8DW+ z#Ki%8`^)uwFDnPFr@?TC^ z5qiUtJF?vc^|$2Cuy;dmT5?;t3iOsC-;Ju!+aaY#+so~G9iai1-1+N%XrLkA-~-S* zhTIodB_D*|HRP+hLhl($xY_$K^nQ$jo~9(bL4yqW1|NYwFy!~j$DqN6d{qzVLqq=9 z`y}*{CHJ=CDQJkMr=g*inup_@d=45GP;}v%c_8`_`q+@a)E@#3H{?4%6dIvvI5bkz zC}@m3W1umH{H4ez&?lDMKz$00wdA()IOx+Dr3ITgIUX8k$glDQ=rco!7SZrd zgvMKPXY1WWFaG7Xw&$(=^0Lz67I{p)jRvLWBY8PF6%3AcZJ2~7u%H3|eT&pB*lTzP04W@Cs;=r551|Ca;9jW0W4Od$JJpogv?iYoNu360L)xl;jQ2 z5=(A--3TqU>ct0CWwsn8Bh)1coB`4h)+4_JtIVPv%zM1N~vh5AR-Rza_WB?t}g`V#qi68k9#vIau=4fzYR_n`uYeAOVRpr#L? z%MAI^7z|w=qi|S~L!m1yxjkh#bfqPCr(y(jl_fX4qoG1Eik3ANx;mhi!KTRk!sg^g zsIVbF=YN5&G2};MGjy#XU$q6g&XRkdvK6}CkZ*7sbc3efpdy-fK{p!m-Pi*aHRPAI z7rIH)A5bwven#zwiW~9`9)L<1@<*G)P)S3+>IhWIknj9asI(<_Gwm2u#*#ajpMc6* zawo*oP&q@s8)u-K4JBHq1+yf14k~ZS-7-B7-D1c$_%C#8NQt1G%(HoFF7hu;^`YA} zHGuBW)EKIuDGA-FsVP)ZQ#0r;O)a2Gn%Y5kYibWw)^sma#gPBxOed(SAwRqiLe&f< z+}-c4P<2bKqD|Qys$r>3uyIn7k3)%&!e7qZUdy1GnwCSg4Efo+0;+AucYYOAN7HJk zuBNq6JxxDAsfK(veunBB^4-`7H8A9>wm=OH`Kql@BTd_(#+r6RNka+usm0%+dkpzy z{Q)&GX`V#7<=_}|FO*5fKHO+z^(=-R_ZYa?@ zoczhT(Bp>uMwtio(6kVGLesaX(|rAsHp_>k|DodWucc1`O&xq>TSp$ z*)skutv-f)RRyT8raPfDO?N@BXu2DE)sWwm)u7i5`EDejeun(rgIdt*hI~~j^oFJe zQ2&t9!j0mu0lt9VwB(MxUqNrhD5y?J&V=5!&4ap$|0eh6Zc;9r{qy9_S-Y`=BA34nRW<`8NoMpkapm7#@W_ z)^rRSuIVpmgr<|wNKL1qQHJ~!Jr9jGAl8e_;;rCdV(Wyu{zHWt< z8}eg#8??fZf8%pEw9=A0q*R7h8S)KQg;s}@7Mr5mp*5O*ht_J^1O1?BFSO2(ze+g( ztvBR*co6#0kl&Y&KtCDsRVSdI4f$oAgf>`mZyrxW8!fqu!1K^1ORnky^ot?ijg(8t zzd{Okkjx`MPiTv#r=hKyo`JS$>IH4r)Cc-iQ(tI@rZng`O|L;a4f&1I584%@aB3xA zhjttC1N8>Qw9k-_Xoo<5Xc`Lbx8xpb7zO=l$=$dc4IPM4 zw921A2Lp-@o|zM%XkPL!O~s(Yno2-NG?j#o8uD|#EOg9Ln?y>+Px4mixFxsBw?iik z`Qfbq{iW$n=%l8*pi_qYeYQ%_X+wTlcSC11Rfhi7R0BGzDFL0+lnR~KR3G}skRRTL z(7%R!=abL{O--Qx4EY9|K`Hq&@~{7yHqD`nG_``VXu225s_8x`n<0Nr=?rBz9~o#3U1!Mmuq|}GA%7-n2i;)ESG9+Vgp?l6 zC{G#x&h?F&4najV9foc)YB~j#(sTwYt?56gjHZY(X6=w3~W zp^loCK=&E)n{pY{$&lZa%c0JiRzde`S`Bs4v<7-W(^}|3O+P?g4f)QmgC5ef0eaYw zU$2c&H%*(MM-2I8ZG#>)uH2~9_#Ck^?| zAA_EXQFOZb3+idecjGklw5GGrGa-cs>dZ^x$py*3G);w`)AR+@OVa}Ac}wn==|boQ zL%#Fr(2JVBgI?0K7WPi&=gI#LQ^$Wgr;e#3QZ3wJ-pKM-RO2X`IjNz zjmMxbGK7G+R?IXpW}mp|3T)0L|6(A~a7^A85X& zzR)*@{K&rwEimLqz8|zu)9cW;n)*YF4Ebff4W%3M%NhiIr)em(Sko|QiKY?IQcWYF z?=_8rmT4LTE!XrJv_jK(Xr-n}&?-%nq1BqEKx;Hjh1P1C2K}IEIxuBz(E{2Y2$_*XYbP04q zQ(ovVP5Gdcn({-ZG!=kOYq|_Nqv;ChZ%u`vvzl&z&S@$Fo!3+p`p1x;05?JZ8uAmM zICMc%3FtpfC83l88Tr@$%)_$KMViV%Sv1`YWz|$3%BJa7D7&WHpd6ZRhjMDV1IneT zB6P8)N>FZ1cSDzGsto1PR2{lhQw=DurkYSbO|_u>n(9CWG}VI&YPtuyOjBFva!u`^ zD>Su-uGG{4x=K?gsF0@4(A9?g?$8A)Y{>5pk3iRG>JDA2>2c^fO+BFNH9Za8V94Lq ze+DX|=~?K;7=`zdlFva!4f*xz1>L0Sd8nAC7og&rUV=(!>J63D)CVf1sV`JoQyNr8 z)2mQfO|L=aH1&gSHst5V>ri<^ehlA+ZZYJy*SpZIhJ4i^=r&CsLbq!g2Hm0QW2l0r zklJ6rfC{fUDFp(4NWtk zgr?b0O-*y4TAJoTwKdI$>S+27s;g-+R8P|~DAkakhs&Y*hWr?=fEs982{qKT3TmWj zE!0@k4^UFmI_Mrv>!Bu^euSE8+5k1vvZxf3^t7h+&@-BTgr3#38G26BHmH}T-=XIX`5kr-^nxKj zqxM5D8uC>KpqDfqfnGM`8$1T}*7O(D$B6 zP(Mu!gLT5BpgZ|c313IgzK6Fk~ z1L(Y_hR{En8bSYRY7AX4V^q;1dP)fld0gK;|XbWAWsU4I>(|u4@O`V`@njVC* zYw8N+(DX2rQ`2KmE=^BE7i)S2%5BJxVL#{+Lw?%41?AE7Hgu_`0Z?8|??L%AeE{Xx zG#DzN=_9D1reV-!nubG{YZ?Jvp=lI!rKYjaRfhcVehL*bpu(EQL)RGc z%bEaPYsfEa3Ur+zUo{oFUeh$_21CBVFQFou=0G=UnhO=xG!ME-(*mfNriD;(O^cus zn!bZdYFZ7IGUNwp9aP$oAC0Y08AHBmJ5<(?ulfxtr)e*Av!;Dec})kPTQnVnZq;-M zx=qtz=ypv+5)xI zv=?fn=@8Uf(@Cg}rffw>z%=E6+G)xKwbyhh)In2T=w3~QppKeufbP>&6zZhuHmI|v zD$xC!5>OXSHK7MI)q)<>R2S;1sR{Iurl!!tnwmk~G&P4F(bN%oRMUOXW16}^-8DS~ zJ+7%6)I(EG=m|~FLr-dY5qe5fZ>XoHKG4&e(x7KFy#YO|=^f}fP47azG!22C*EAG* zLDMkkMNJ<=FKHSBy{zdIsJEuEP#;a>puU z1%06D;u}f8G!=k8)N~c}k*2GmA)2m(hH5Gb4bxN%`dCvrXt<_Zpb?rXKqEC(ghpwq z0*%&G0~(_#0ezyWCNx%49q3a{b)j*ZQlZZ@)rZDwY79-#)E1hksU0*)QwM0WrjF1Q zO%Fg*H9ZDR)6@f+uIUNrb4|}eUufzD&Cv8b^rfa(p|3Q30L|3&Av8~H_ZX*BER0{e|QyFNn zrgG2{P4_@cH4TKm*E9`UrfEI2T+>g`3QZfJm72Cdt2A9#jQmT}_0SqkH$ZDO6@h-x zR2EvNsV%f#QwQirO^-l7X?hg;S<~at22D>v8#TQQZPL^q`bE=w&}L18pe>pPLt8bC zg0^Y;4BD<~BJ``K#n28-%c0*i{Q~XOv>Do^X$!Pl(^lwrP1~S7ntp@!YB~e$)0DqB z`In~Kq5Ycffd16f2s)stD|ArP!_Xm3PeO+^Jp~=n)EhdgsSk8a)0@z7O@pBmnm&a7 z(li7*sc8gsO4AtVw5BhiGn(c=e`}fxoz=7uI;SZeIKwQK=J z{~%cA{nDxY`#IS)eFNptln&(#=zso+r<0bLwY{I+d&{<(nMA;mlYB6LYW z|MM?eoPqL$lt{_=$y~2{`HJyNLrM$De+%O>D6b(uP%EK)A*DxE?w`rJmanYNZ^&2O z02MHlaNi+X2Pznl`}Xlf>#*hICg?It?#m#zLYIe>aNUTi`tp^!R|Mp~|I&YL&lthtIMRF5#gQhJ|k&wb)&g{mu*AQcAngJEn^xCz= zSelMN#WZETju=Z*U8qDzX(<^$nLVsgf*4Cv8dOTtn^0*@Z$V`=4TQ>Sngo^8^c8fo zrdd#VOqsHLXYp;np(K&>?mh1zJE2DR1n1=LQ{9H_mfxljj9^Pqb*eGhfi zv=h2d(;ldkrhQOnO$VU+H64VyXgUQwpefhQ#8{fHg1TzD4thva5$It}rJ!z_nn90f zY6U&2sXg?VrfyJoP1B*rHO+*2Xj%k4p=mAjq^9-IQ<{!LJv9|9PmHCh1oVuiGSIV{ z>O#+Hst5Jb)ChWBQzz&JO;12CYD$A%(liu$SyR?qh_N))g!*V|2lds|2};w{7kWig z8uY5B*P+)my$kizG!}YY(`4ukOXEp|>^Fg9d0yg$8PB2)(0e zAoQ-LkD>Q8&4%9BG!Gi2X$ka!rk|j}nhro8YN~V_F_xy^p&^JAbK$%kGSolkgE+SDelDIsQECec6qIMf)B~P*9 zYO)chSjiQ&#@)0PR$NUE!W1ifRa3@KqnuQ9dq*y5wNp6A^E3W1e zauh2?qMAI!C{|p}rKBiUibgeg2~n)LntWs^R*FS6`H4`hxS9eaC{{{DH3bP!tdx)B zGV&8Eu7+=2`^Ac@;a1XSE2W~=_`-rMR$L9Ygtl5K6V>oI^)@T6hDTerTPYXS@FCP+ zt+*O)BJHqJF{rNktvsYQ}vrDjx9n;^xCTTUHv6f3T#E-{LgTG4Xqk)l|s8A&Q3ij`VX59*Vl zXlX!%qNO1Tik3zMC|VkmpIE6K^({$!V#W3C9@3MTL^VwaPqZ{8JJHgN=tN6%k`pa0 z2u`fHUbiGSvEsHuD`FEXuBJ7qiIz5mCR*B(nOLb4ZMk+tCRW^X+LM@AaWx$XOsu3v zt=&srV#U>T?BBD9mDFe}+(%jxlc=>$ge6w$N79+B#ENU}exed9uBHn~Nlc<1JU~zq zlV~{)l9R+Fs_9BhVx>VO50R2+d6bV|pr!7)iLJ!B(OSEAD8pog~AEU(T-t8CrIdV+0bN;4^!$ml#9KAEX#Y{G2*Sh!IF4 zng_lIf01EmIYoq_L>yX^vst_s);;qN3bgW87_ueuTH zpy?*)UQNZIj)vSOPnLx43n-dwnLWH4>ZGYM)H$T6hraXeq5Cb>O9_6G9iT3T+^8q- zg&xp!AM~K6PEc1(_d^e9dH{MjpxR-_GFQ1D)GZ{pUUj3+zX?5J$anrN=uu4rpvMfk zDVTf*>TbzRfOnzC1B%YznLYd*>Y-@{^n@XIa7%s(J!#3U*H_R}hWvWXgnAlE)D4Fv zISYE)QgpaZ&W4@|sGb``N86!i1B#ACnd`L+dd`raQTw4@Aw>=P9v0-j(DRzEfL_pa zHT0sUYoV76xm`JVBlL1W(axRO`3_KTP4_~53?-tgi)1ILuOYu)ouRal;;TFZdPUP$ z(5sqeL9YeWASL+8?EGG+Ur6y~U73{tL(^5z8=9_$`Wtem-(+Fv&48j4a%MM%L2rc= z@5XrOZA}xP0h%U412s*8-qAD}dRNmF=siu-p!YR>4h_=u1@wU-e{h%y4c0Up`p}S{ zHglklG|h#EXqpEN)ifU(rs*5#V@(U7;hGjfBQ&K$BLj*K7nyV8!E6K=njV5iYkC+O zqp2J8iKa)Ov6>!*KGoD68mH-T=rc_{pz)e|LK8GS4NcVa3^Ym8v(RKs&p}f(^@65q zdLEjl=>=%IrasW;n)*UtXnGZzq3I3iOHFSrqNKkrZLcWnm&ORYZ?nJ(exR# zRMU9qdrcFdWtt{J%Qa1dR%rSXTB&Icv`W*r&}vQT&>Bq}p|zSeK|eseTVBT>;k)Ja z{H&nQ%S8I-&T$#(;T|Yc zYW%faqLE1;q0>#UIe9Nq=$c4aY+W_xZg^yu&5DZ@~4$MA|X9IVCDa%hX<{= z8q&i!M^FR$R?ZWE@uRj7Fyz8HW{DQ=E*$imM?#%x$GY)LKb0 z4lAyP^e~SVci)cm@KP)PFFnj_#nqH00wbTu7>pRCM&Kc zLB?Ul)zl>8uu>!1KDEd=thk!mWE@sp233cQ!%8A8Xs%IRG7c-QhV-zE6_+@sl5tpZ zHKd2-thgG|!<((R8q&k^R$NNih>XLEt06tSH73#MkRIL^lW0xvA>*)8JCY`395IPn zYf8oulc=T{8HbfRku)dch)L913o;HX(S5Tv9@eztYDf=jS&44>H6lH%ZN=4e zCK<8fYVIc)u@c>FY}AEh#EPqVfMg^l(UyCVWF#hO0X6DMG7^)hhV-yuOrn~HNk*)= zl!NrJaZIAtNDq@SiCQB)yvK^mrye62vEq^h(!-`!Tn*`AGb{C@<@6vKvEtIMCrC!D zxSA(PMy$9T?kSQHE785gMmob_>BPLPJha?{{iE2I~_=rhVGlbkDCQ;2$Vvm?aHN!|f ztTasziW+@P=wYQv)Y@<|4=c?g8A0S>rAb=Y+DH-)E3Re~frpi*QEQ{gJFGNIgsqJs z?y%x&J|XR}(kv~k8B5qd%Na-1Va3&aM$%!$)r=?Tu;OYakaJjZH4}+B zthlW(iIl^NtC>v5Va3%**(YNir#SaCJeNI0yxn&|`_F$o4VrP1f)8!<_QWBmp3 zMoglb8KfIAiE6$i+=xkf*xFZQ8!?G$W)f}0B&wN3vJsQ0W;Ve_Orn}O|YQ!X}nNOx+rFl@2(&!r^4J*x}ngt{pR$R?O0u3v!=3DX% zE3Re{afTIFlTMmp#npUAm=TkxZ;Qz?ViK*-5~7TlL^VrEGGY?dd{2-Olc;7HIYvwp zK~baS#27J&YF3b9#3ZU&Nr(}XsAd%zMoglb)kGLEiE7r6U|4C968tn;OMqdec~tWQ z`Gpl%vyS*8CW)}M^`sXu2_U7>kAxR7iE4f#yNF3t^E1&!Orn|%Bo|g%Ml~A=F08bO zYBrHuSaCJK5L;MrHJeE-thkyjgcep@%~moCE3Rf6k%bjkvz^4kimUmRz`}~F*+E`m z#nt>qTw$d}S};6~c9K?DaW%ULE3CMh-DDM3T+Q!96;@iLhs)VRQenl_>?NqM;%fGh zQ&@2|e-KkxX%#FcrO|#;3M;PWPeKYSuI2z4g_V|xu-6B9#>I-OIm9zAR$R?to^i3# zDr)Tr!G;xAbCg`eimN%sGcHzK&2gS_vEph@@QjNUSMwLoxL9eG7Ov?@o^i3#GLlm~ z<6_0toaPx9E3W1Y&$w7|HGlJrixpRMmSAc8+IUthk!>5%>SE}yC0CUjI%3IHT>>4o zJvJ}mwWPa$RrPk3v6@X4za#aPP)0W(_GCm!7 z#*(YL9QxamtGWU@Yspnz37xa#s;+|0$0*vAg`j_86pi84(7!Q?stQ9FViZ+f1N|4H zsOnlMUt-1oqlck|cExD>PP+m)} zsw|YxlB+5Q<=1pGR6tXCsGz1>pvz*E7Iywt=<*l^l9Id)x*|sDVb$%>l`%?$bO&@* zjM74?02PW+RCOnGwWf+tVNG{I*J!E)U8^bMgUQ!v%J^XN^)ZS%Uj@2BQ&p&lrfSfQ znyN!ZHPwJ_(v*OTX{reo*HjBCp{X`hQd1qMRE*NYO<5Nz9iwQV>Oo~Rr9x#j)rZPy zY5?7=sUcKeQ^wQax5Oywd}HWVO-blBP4_^zYia`Bp{XfUK~pp6PEF0BikezLcWG(~ zRnpW7x?59gsIsOuP!&yWp{knNLDe*6e7e87ri@Sb*U*&l>HdVKj!;ca86W(wr77cs z|Ft!BhU!3kWT`HHgdbU|$KN{kOy$3P0IEW;2k>#H7Kz|*$-$J=$5In_M&v$ilpF>% zFyy|RGx;&p(2{F#IMgVhihfyX;j%t~8V7V&oW?`RfZT&di55}SH0YifrH2hphnfWB z9~)|u2r1)J|4l7L*YU}WPyIIw$URb&h%VQYbD-uiN(&qO8fp=ce{`s2w5$bC%NV7H zRSTh3n!bfv2jreBO0)`!Qj$xcHkMoumqKj=ibDC+M60M9E1`BVN(;NO3Thuv6w9Y3 z!lIPq2B?Fjra@6kaual~rIuk?@)xLMKv6rX2{*i3q5EQ#9<-R;26eLJF0i*loh?Oq zP;v)!e@JOTJ1i?|a1YeQk{gY^&;v1ws`fz-T5{7S<9Um&mZFaYB>#jS3MhKTe=aY1 z7<$-H!mZa4sGFvv&?Ay~u}>K>zLmH&nww-h}9 zlspIZuoUGv$@9sO|*#` z%mY0gqp&=ADfCQ?(u1;OUg%j%ZuaJfp0iXZYOny*%Tm*bf~RUi3SZ%Cha)OP)eDx~ zwRiATjiol}DH%V>!c@Ja=^E%|OVK9U>S;153@)!u6^R4Yt%G5mFuKLrZS<)`dO_ zDQqWmpc+C$EV-(T4;>G+6n&H<*%%sT>7KCVWD@$=Qp>1^O`ze1{1`TcMi}zDLvv`P zCATSCLZf1oo|5sCYz2)DDEgQS$Eb)h9!(o#$amv@=o3v{ps|J$(FabFU7=4cwTPDW z5Hv2J=$A7`z6bP~rDjpp6VP}~PeKz6`OZHDO$?|3Bft-tD{=nG4&qRzhp%`oJ9_$u^eNNK^E zW?tL834LYB&5gI9nTC9WZ$q;*4TNTEdKa3b={@LcLkTyr2SIZ!wMYbOksJ)ovlM-R zC;1^X-;nS8N6Z+PJy#HMHE4yMmnytuW*poDZ!u`dMrv1=%Lx~pAR{j(E z)sP>J1JI6u8m9z5ndh&Q&~Ju()hTGFrqj?aO=qFqn$APNYx)P;W61Ac|3Z5W`5yiU z?K6~!K4F(k$x4i6$qiH%Xul=*PAV((ry;+rY|w#_;*;%C=%69LSLTHdS#oFde9&P- zep&gUBLPJnV|ztgIpZ1hqcKVZ+ccT+4Eixmg`ne>+{JCidTvP*y{}8?~Wq zn(9E=HPwZ3Xi9~08uIVx>qEI>6pmQ30d%n?cS39kS^x=zz; z(Dj=7K{sf611h5FP3T5VZ$U*hy$#)@X&_Y0P$K#yZ}J_exFNsF??NR4igw}5IX@aI zX{lu*CF3VK7Aj@PH~1-3TGKeFjHZk)6e+7I<6A?@X_^GxtSRHGLCPCSv<~{7lFayO zkXtM@k7zn{t0BK$8Q&UmTS#faZ)YAVGrmIOc1_s#ZaF$0%IEHbMzQ{uaS6P)$RAS(~9+nzlf-HEo0H7)mrx1Vf+P4%M~fCfl!2Jwv`5 zJD}8%!ge^Dr-uz5hw6uv7QB+VSDt_x#3=Zcl;laMVT=-iB~L?*EV<+18K|+PR%v0? zStx1AU6`GN?lI)o>pav%(?3vCO&6eMn*M{DYq}^K`In(Yv!L%O$!t(dOD!VG4z;q> zCZZfr>yXleml*l9;4jI-P#a4vBDw}@Ysq!vTBu!&qN?kl_LkZNi%Lme4|TBQ8oU9z z*HW8AP?o$2>S(D&M8%=|4EgO<0_tQa;Sz+BP-jEFstk0$rm|2MP352mG?j-Q)N~uv z)sWvP6`+SKwN4L5<4)+|7zL7&ybJ0UP&BISdTC)*W9Sh>ewCBZqnesRk7;TSb=TAa zdR$X0sD~kc;%EasVaWHeE%c8uATxhMo>7{AG5B^sp-9n~k1{ zQCdhD-)!`(rDhRje6!JWF-i}sUW9sCYLy7-W$1ZJZi@DXUWifDV8%Bay=cg4q8Q+KWdPr%(fct;&G@0@JI&WBV``2`+zoll;$Y*@@&YPCpD$j)8vgEERXG3pW zY8Cb;nel}^17Z{{>uYGBC3ifW3%z5=5AQtaT}|_$_cSel-q)1zy+MOCWqfbY2bvZ` zgEcLIJ~ZSn50*k78S?A392%l&1vJ!9!kryfLBkCB2G>9zYg!8p4=LOhnO7-)KqD-< zlkY)jq^85rC`;}t9|i6OsUe?en4orFHsbP5`$=?wIlroW-_ zn$AKKG@XYgYPtYTGL&#T(SOinLw=RBWGDYJTYvHxFw-Ut4kw)`aF7@(tF4=4q+}%{P>29v$@RLf;tj4c3DeXsQn_)YK6A zR#RhWk)|e4x~8Vkcbb|(iw*f1)dE@)qiB^|LQ4(#Rc-}+A5tQiNSW`=pNE!ddI4Il z=|yOTrk9|VntDU4G-dpA;j1;JL2ER<3a!=j8uWvvH=uQz-h|d0@-u1x^rIzr6deft z6r*UPyaW9lQus>d$WMkgXqp0T)HD^^q-h%Ti>B$&W=%7oEt+ORTMZ@L!QpFYn;}2h z=0n>J`D5<_=vPC&Y9X}4kU#c*3;h;Qbc)Qp#@+<&)U*}aWymjU8?@VyKhggR{cg!! zEbWB$81fD7g7z9pv<`Q)y{wQ?Bkl$X%p`(U;)fwoRA^)!JEOgwGJ3E|%P8jkHo`?PlDID<3(`cC-+o97jN)PD{=!_xXU?u2pLw--W8#-&qS5=128S-OT1v+oYS5<}n z(NqokS5pn>f~ExYpQf5n3g6V|bF|FES1srwO|_vcn(9DVHPwZ(X-b8%Yia=H(9{UZ zsVNENGUT^cQ|Mwte&kz1xefVu9BrXX4Ed^dP##16=1hC&(vZ@EIhHwl--GfR@(m7# z@)`06*db7UL%wP_R6x^6sGuQ#y)g>9%#d&J6Xq@AKAzxJps%ps3-fN(0hJ4j^P<2CoD;I@o81hvm zpoF1B%U~L&Buhgz4f(1vP%TYmq1pjO?POkyc7y7~C@q}xk3e+|`DHx@)zj1+O4al@ zR9{mMsDY*@poW^Bgc@mj3TmvWCzLegC%`k%J%;=$KL<52*c&_jm&WLpD09HaDL5R+@6Zif75`~W?o=_lw>O}{{o8S>j}E7aYPU)HbC z1}oBMMJ*98qiCId^Zx%%Z7YaEvUDq+E5=& zb)deQ>OyIn>Orq)st>)YsR8twriM^IO^u+}H8qCbFy!~ICQyGvexRB`ZyNGd&7rpp z`Ks2?+lKr#Ks#uFAz#%28mQ?$=p93eR>5wOlI#qUI4>c`-KGL)h8lvetXsD*e&@fF)ppOmtjj|LPZpe?uGH8UR<@1(^}|LL;jHR12oQ%U*+}CXPSP7#%tOHP0+LznrO%$ zqke@Z8S>ru4VrAo-|pK7O)=!F{(z=x+7C?&DB5>2?-5nGnEXpqb?9?Lz8f{5FAVu^ zB%m3ZYC>OXssnwcsV+2AQ$1*wrc`LQA%FX*J~YRW?|cL3YfTNIxtbb7^E4%)`I?$Q z-)L$MEzr~oT4>16sJ76zF^UeA9iT;q{3>^X(hd0w&ikS74Ed@q(BhC1v7_irXo(>| z^0T0&nr1`a$0+Lj9B7#(7wdctEjQ$QI2T%>X(hDMkRQX<&?-Z|!8OooO>3bwn$|&U zHT?+vV91aBPtZC;z8gP7>oskJe$=!H`pJ-Akx<(1GmLwwWB z$amvs=n_MIQ*MCr81hw{pi4FFh4O0J2j$cB2b5papHKlqem6e=71VSXx=hm%=yF4T zy^caxXgUU6sp&X$l_7uJH~|$hAFm zW#|@7RiIlnRfTTTR1Lb_kRQY9&>e>Sdewj`XsQL>si_WBQBz&$E=~2IN}5ukyEWB^ zDr;&8RngQ4s;a3mR83P7s&2^NF}nwOHC!AR+>sdtu>W~ z+Gr{RwbfJ(YNzRDsJ$US^5vlpnr?&cHRMO?2oelY_ ziqQRqnc_$j~Vit zvKG|ckncuq=y6STpdN;NgLR=N4EYA@K~HL`4?ShbH`oB`8KY?bY6v|Yqx5jsYXUtJ zqo}GW^sFJ@!)DNPhWz$w1@$uIt2#i>8}gm+1ifI$SKSZ2sOe$oB~6b&FKc=f>TSq( z<8i2uA>WN2P+v_?LTMp|Lznsf>xq2iUxs{xPeQM1dI@^Xkndq1sGlLfwgrdOah zG`$M-*Yq0nrlx+-TblYqZ)Rp3VTSy&MnE4M@>L_D z;hIK4BMkWlM?)iH6dh8=K%+E$0*%%*78;}JQ|J>-zZ#kz zQn&>u^YL;m0}2>RBLAE*zYMVdZ> z(hd0uFa-K8M$uLt1}!$^mo)-fqG=?wRMRNvdrhOEWtzr7%MJO7{Ry-pMrlFslVhQk zhJ5G8L8~-<2CddK9$KSm0<_kU@8Lw~2SdIalc05m{J~)|v_3}BMwtTr7^6hE%2T1A zVw4urH0b9TrH3>f+F;1{a1pf8ke@b7piMD~8e9hbV#qhR3fgSQ57ZiHiy>dN7TT)m zXK0%tKZYBj?S_1Vzd*lg+6?W`v<3PtpeSz0e0$rV5c!uOzpNy*OVd5jZcR;~-!-*_ z_GoGa?bXx<+NY^4^oOQ)(0)zrp+7ZsfDUN77doh^BXmg9eb8Y|U7#bH9)ON&dJsCM z>0#)&rf$#)Lw@!?0{s=EM7V!F3Y|3M=SFwvl%^igX+wV3djdLR$T#>L^tYy7&{<6{ zLgzHS1fAFPGW3t8-q63A(x3~PUWNWMl{`Eh*UO(uf7)1x7H=rzr{6O`G zvT7O#Wz+N#lwH$ED2JxeP)G87O$(rcnifKrY5EqrJfv`s%Y1KM|2pz7Lw*b!LRT8{8>KsRl_6jC z6jVslYtYr2-hc{g>JMF`=^f}=P47Y1X?h>JUeh4x22CG8MKleDZq)Q4R8-SP&`p|# zK*cl-g^Ft$1(nb=8Y-#j6R4D?$xvxS{>ot%RK}2>0AE984f$!a6e?%PSFM6>*0csH zujvQq7N{%#@>2A6Ei*U!5xmvZ`R?z4ZZqUNass+t(^=>aL%zWaPz6K2!R*(QfEn`R zkprq|$X8tg-K8l%R7q0-=x$9{LzNBr&KHKN81mh?2CAy*TBw>Kzh2it)eZRuuZL=A zx&caPDgxEibR$$t(@juqO~s))no2-*HI;xjDU>;TUo1xg zX2=ikdr%`oet18C8fzK?B{hwJ?$I;`YNBa8)Kt?1sF|jTP;*U_pca~DKrJ=Rgj#8u z1+~^R8)~Cz4%AlDT&SI3irtO{<|!hWxZy19dj!r_EaE zeoa3>T{NwS9?E2^4v@UrYSGOM_r!-Z8dTQzgJ+0|^=ow8fL(gjJ4Lzsn zRj8My*P!P$y#u|V>0RhWP47W3X?h=eS<_&sx2BJvKAMI?eKie-(lm{PUePoLdR5a{ z=rv8BLj4T+X)_6W-H@L))1fysErj}q6uvdgJQKZEg9J>|1n4bIi=nqQ?S%$t+6N8P zbOd@w(_hfLnodIRX*vbHujw>2NYh0L5-?48nxN@fXriX)ph=oufF^5t37VqmWoW9VKF~BxY0z{{1E9|}4T8SV^bs^e(-7!O zO~atCG>wI3YMKDe(li~Kt!XJVN7FLsYfUSlxtfkZ^E4fW=4(0zeWU3(v_MnVnj~PF zvP0i$$_XvflnYANlpFd^(dLFi{qC!h_QPC^?soq{%L zIt%@x=^V6KQ?^2A&<;&kK)-3a3fifuFtkfkQE0cO zlF;v(NJJ| zj%un39n(||IHz(xsS}iPO^|@a-@^~6k?wLs{$aRZpesU(Z~gLomClu#Zh@{c z6N>Is=(qikC zg-6XwY03_j)^sscMpJI6Y)I*`WtGfBkY&iv!!pp#F$$_vlI5WChWwqGo1t4Y{U2L* z9Vk`N#&LWR5d=Yyl#okzcQ1K?<(#wKQbU%v|J~SDF}0kncu& zsC7c&CLiFdJ#BRQ18OVCeFq_0UX~ckko#7GU)O7d((QHn66&DS9;l;E-$I>qs&YIr zmQFRHE;_YP`*wJp}snu1NGDC0;s=E7eX1G7C{37DoA>GF%${%dt)gyP>_!}S3-jX z`KndWU_riW12jaCui6L=)#-X@m`<~+6JzPL5*ne?Drlrm_dug`dJ7tzP;zi{uSBmh z*gHn2eb9-5{AqI#I!Tb<8-GG4>vTj@Vl161LgRGm1f8N&A85Qz!=VX+eCN-BChC-h zCJFM})w3BfmQGhfQ*^oknyS-wXqrwRLDO~m3YwwQ&(KVrj%rSfrBg>}Rzk_sDtB%? z$Q!oVI=v0e(djd2u1@=*c{-KtNsOgaD`>t>ouJco>I|Ks(?V#0PFF)`>a-17sMCwk zSvu{5&erJ=bdF9ldl6&lbbW7PES)O$A;!|FWi^jEdxoTblL@N)oIWW(kPu?IFU3;r|V88jne56=vIh>bsK*r2kUlz z8asa*e=eDShhMtgEZt$2?(|FVG)wO?OYine?=eg7HB0aFOYb*JA23TF^h+NyOCL5% zAMr~cHA^2eOCR@3pD;@c%+e?0rBlYve~Q2Bn}LR>jXo3qJ3nO~{v^w!2pXWAbUTpz zpG+Zg1|jMCR*oQMkYbz76eeYm;%XSrcu`6*+Zw+TxSC=F z3{uM38m0<+O^T~2PP`z6>6PL~hEKn5NU3UtkCtyr$+J?DY(a`!Pbs1WDX!*Nk_BD( zFuF@hO}m~lwSHowPFLmK##2zWFY-?On_v%uE z96?HJTT_!5K}shpwMY@9xSHC82)fiELy*$OwpN!2L6>?Y2vXYGn)(C?x-=j^kkZc9 zG$cOIr4i|Yln%D0G2wxf_Ez{9^|O?YR``taixk%y9{>(YaW%Zj|5X=Wpnj9m$*!j* zv4IrVS}RfmDXyk9p@EdHwzW2722wg(X-i}v#nrSUF_7YF+7lQ^>0(>!Kwcmvoi&u{ zNL(Pr)pQ~);EI;J`lnq@XTkz0uBHoFffU#4u0#b=y4k*UBPo#LYRLABNJ-lo640Zh zxEel86_w(8%?FEOQd|%CTyeA%SHs7O;(^#6@TsDNlnUZhBu9+bs50zF@a=F=Q6yzIxY~~Yu-VX4aC+AB2oy%)(j?5kkZ2nZ@MZ- z>26yaN}eFa)eIv}km72FlP2ggf-pgfYi%T1f|Q=NZ=;A3q_~>VBni5VAxH?sZV&Gv ztLt(SF@hA=1KvT_kkZTcZ7d;z6jw8j3_+Juh!6s?eH%}LAf=a;2?Pj%*d9zIKhR|o z@qsRrNe`s-wyjMeJdomgFqP~;imRDMbRfmmOeZY_45ak2HK!36Na<~5K6!x@w>_s57wB>ZX@Qh{ z+u8!c0x7PwGsy}9u{8^c3UoP(q(F*&@yMJ_P$0!^={e*CQe5B8B_;?YWgeOHNC~9$ zwS7CEkU)xS?E*3aDX!*1B7#8dda@)0x-23f(B&fXfk15E784HyV%Kvq=|CX1W(nbd zlzz5mDcOK7mk2GT;B^i+7T3bdi5Qy!;a&mz{Y-^Vh3j|_oR*(uvaXq-4P(YU} z$ONQhY-=lt1f;muR*?t5Rl?pTTLDyrN6CNLmVJwK*~HaYe@s7xYpJY21s!= z>&XJ7xS9<_0a6Co9&98D2*mc_DuRGOY|Yi=0D;(=Ylr~?u{GC{0!WE$&2@wTf!LZ& zWB|HsCIXN$(AHc}0w5)_vV{OZ${^c=8yNqW;%aVW_+QFETeFqX|3K_|Zes915LvyEYYDQ>^r!Kl9!w|BNP=r6_9 z>|o4aimTblkiV3{Y18e@os9TPaW!`_;4j71+|78u6jyT(!~IfR&Ap8FOL6<)J_h@x zxIKD5WBpQG%>xYeOK~+1GSVN2-O`5`=nur~f>h>V#`y!WHIFdNABe4alu`abY|Uc~ z@&{sT9%qa{5L@#EL;Qghn4(MpBm9BbnkO0H55(3y#rS?8w&rPu_oWOmt4U>^VRT>0 z;H;s{vkdM_aW&5|wlBriJkQX+lp(gY7Z}->GPodF&x;J~OR?X2%Dlw5z7$vUGQ;{( zT;E<{R9}j#d6hwZDX!)<#`FV8Cw+UJA^kuMq%vaTI|}cS0Z4H*?-Kz8Vteob2|yrOLzxc=00OZ! zA2I$PNI_EbF~k3Xq!ams(f>ef&8H0h2V!eJW9&bWY|`3phW-Pwt$ohOe;~Hz3kLoJ zu{B>Z?k{DSt=Yp(D1oHRBeR!#P;~ikV zJ8nM-#MbQN?h`4)ZO!-Gd=iMQ`GI>+0Oz?6eRK! z_nk-?VIYhq_9wTS1Y&#e7k8TkVr%~9W)ocwbFYam|8T2`F8^|;i7HX55CITG)b$*HB~jP& z{4{p{3;angX~*>Q(@o9Rq@v>}c@fJ`H%ylJG$}eBddX1Zkg7s28)|MTJtAv z4NiqV*J&E`g&{j;oLkpy=u4gEKzjtG?F(u&7uqYxcViy(l_5LUoSz%Gho!fxZ{yyRj7dK~UPhTZ)!JKN_;5(YYS3 zg7)jQ8aklU8t5lMe)q10eoiRqb8cOmpkH*_3?0;I3-qfXe^73KelujpgmcI14(NAD z_LEPv1NtK&+e6>^2cbiT>_Bd=^N&G)>hw7Dmmq)67eIeYa_8Yw&|yjTbA9v-^p7F? z+{tz0Rp?(qX*&iOy#}SK#TWDct9l(Oq|+PF5rWe84QBKvR9MpBlzBvNLq|%o-^`ER zg^DEPcCY=^8|{XUlH}I)IaE}V+fiRY#SGaIUoLvK8{b1mOB!zJ2dH>JX=BlkPzg!y zY5o&*jHF?UB>Z0G$xtO%8t!>UjvLFr*>v&W+9 z(D8=sP;>53)`uz!@(nhCstEE|wnk7@LB6U9R4pO5$#(28Y6+bn$XB(6svENJTk_L( zgL$bfl*heh9KWyH>hSpt{d)T%RsdxxpQLxR6C%gJc^(?lHBnc1l1MfyD=E5 zCn)VYKLn~T$(_9;pazEenFGkRWq8{B6pe)%N^;NTaZn>k?g={{Y8;Sla3a)1knj8? zsHq^|jVVwwL;YNekLk-!h7Vp{YY4a*HOp-e{UW0}U@(sQY zjnL^0Xrv(D!#AN(f_#I!pwWW-$@U&JCLy9hwrS&;9>UTCaN zUqj;z+1w&`Avy$|qSIk$d_uPKeqBWilQ9YMPoiSbL`m*Fz|qhoN$wg|9GWc1uj?3S ziXgvxOF~lx`KnUTG(l;bFhrH0>4xl8D?dFrWgby&Xoe(rvekiRO0q-ZQC;X%N$ybA zgJucxJ**GS)~OLRN2kWnT%DRg^91=9j;7FQf_yhxK=TdRoxl|!o$QT)(CGnX6B+`Y zq0>-kfgr!GVbGa64Tl!$Gy*zHPf323@Grd?>5a>Chsb&VVk`X#uoYP}-fM7eE&$luh=A@BB(= zi6H+I9}$?c6b&?P#pgDw^1*R>v6rqc#!xgh^E-w0hM$TxTuv_hw=q04o;7P>;G zEzrt@lCvdusk|FnCCI-z+zVYP$vuhghgJ*noqq^gqtnCCT0#Ev*CWt6LB7F9q4hdF z25r#kacH9;f8BT%y2{WHbJnDCd*eOmYMnlTuF>gJ=vtjVgRT?gKNRnVHc4{l;pfn1 zL4I$10bQ@tm(UiS_CPlX^5@}R=te<)T|You6G{iqucAkiQ|VL;x>={Ap<8q+4&5rq z_pk(Xn;_rAW1!o0DhX}VsT6dFAph!cEVNyaUsq{phalg>GSE&zzUnyW&V;hTK5PKp zCCGQ9F?6>e-(WN79-W#)_v+LFx=*Lp(EU2KfgaGQE%cyH?V*PZ*)TZw{5l1CSf>fl zBZBapI?ihXLY&=dQPW{q33m40==NqQs_mUE`eSWoMkIv{CSaAOCa1EKQ)F1^FG-6#7M{ z=FmZ%T0p<*)Drqlr`FK#I<9ia=TBpmP;yPUpl@OF3R$x{dT>%{<$nV3IP)R}l;;;%TCCFE;hK|)~ z4OCjEwNM$I)u>mS4$iHxGgvtx@RaZe3bh-wrsMEDjB|&~iT?ZX6 z$gk@LsB%KdvB;eO1yB{8o`k9zvbkrjY8O;3p|m-;Ir3s)P7vy`m56aVN zKU71I-{fDQnu2_T2ccRz{Q=e1=`d7Br+=WjI{gdP)2Yx=CX(`l0rxj37oi2xZB~%b>*AA$+PIp0lbh;bL*XbUpuTJ+v{d9T|>aWuy zP)4W6p#eHQ0Yy3$Km&Dp5*nn_Gtgk2o`;6$^b#~wrX9P7>r_e2<1s7UUZ&4vp2R z1T;>kW1v$6`AsebjThwCRR)@%({a#5oytO!bSei;)~NzCMW;&8RGlhA({!o|P1mU! zG()EopqV<=gih6|J~T_GhR|%C8bNb(Y68vGDW2zco=&Zx(**gW+#Z@Q$RFhn(CIpL zgwD{ZGqgabF3_2Rd^fs63kCUZbc4>)DW0VFY@Omsde70RCv>h(y`b}Sil_EHU#9`k z1v(9dF4Sohl+|erv`D9up^J1H2QAj=6zF1|CO}JcngT5q=n|c#L6-{hhjKc! zOs5&pa-C*Dm+3ScTA|Zi=yILrL09NBA6lu?8PF=77C=|(bS|`7r}LmSI%T1?IxU9Q z>2wLSUZ=~T4GASLTe(j+LyD1q=`<9&N~dAa)jExUuF+`}bgfQfq3d)S2W`^n6lk+f z6QJvLnh0&tX%cjUPLrV=vJNLiNtRcr>fp+S2E_A0(7eIIEbRl%NAiv2ML-z>s+qDF`SEr@W zeL7tV-LKPf=mDKpKo1J?J-i%xNRaR0O6Xyou7n=ZX+89)PS-+@3G&_81U)XucVjd3 zgic$b0-bJ#p490U=qW+I8@EGG3-aB#1A0b~ui6ehE67(p06izjS3LwhFUVIt2ECxu z)63AyI=u?LqSI^8t2(^{y{6MH=yjbwfZot)H}s}XUqEjO^80WP^tMiW zp?3uN-TOVXOQ-$NyE+|&-qYz<=zX1jgFevdcj!Z%4nZI3^e6POPJct6=yVwRRHq}3 zCjS!TcW+^6w;;a{kAyzg=_u$6or*$V>QoZiqf;qpuTIB8U+GjD`dX(l&^J1jg}xQ! z_eMGBJ3)SLl!x}|R2lkSrz+47I@N`K)TutSU#AAp0iBvaKk3vQ`dO!z&@Vc*fez}_ z7W!4E_Rw#F{O;`x{jO72=np}D&-a85>C_kcGofTKB=?5%{^I0cIz0&etFP(})#dRtMmCz~v{VB)jR01lgQx&L`PBoxob*c%K)~PmBMyEQ^aXQt7%Iee@ zDyLIRsJu>TsDe%>K^1ix3sur-9CW-+PNzX9=(G^3uG1nY zPp8FD4V{)iHFdfKs-@GVP;H$qhwA8bD^ypfJE3|y-38Ux>0YRTPWM9%b$SSDq|*~n zW1U`sn&|X8)KsT8pk_L~1vS^{9jJv)d!d#(eFe4B>368LPN`$azjP`DwbiLC)J~^b zPolb^&=rk7Usna;9 zmrm25-a4HQ_0j1pC|{=wpuRe7f%@rm1Jqxq8=;I&TcH6uJqSfQy#)=_=_6>6PTxU; zb=nUN(dkcUs80Vt!*nWAlKe}j63_^pj)6w%R0bNQQ+a5#P8FarI#q;D)Tt44l1|N_ zlXYqhjn%0gG)|}X&?!1~fX3_85t^V=XK12MU7$%ijfN)cbTTwWr*Y6!ohCukbeaZD zhnV+f27e{<-pu5uvGY&m&-iyT+IQ^fAqA=U5oP#NttohHpoi=}` zqFbRkhU`ty+zp-lpQtHG>)eEVRoawA8=-lIT&n9oZrsiw_Gvmj49(Z+8R&GKo`udx zC|SGzED)W_=a&V7d^Z+BXX>;9S}4eUxQNz4X9@BRUIm?YB~li5hIv#@0<5ZOqvQ@3R*lGsRbHI)c#q}U1IGRKqGNNH~SR++d)N=qwMNNc3D zuu_$xaVno0vai#4}RdZ%}DOIwQr^ zG$x#pV&{s>G$EUj;#zA;G$X~;G$WbOr8&Wjl+Jb^v>=y};#zA-EF-0ht!YInBgM7W znovecS6kDDOh$@ptu2v^ly0`B9f^z-*IIi587Z!&19^-TcT77H$4E)r^>iYQk>YAP z6UIpCVQadO#RQTyl<7(oBgMU9bR&t8(#zJQ31XzUn(pKd_rqiiRZ!(xbY)u~`7%A>|DddyDNaYA1vKJ}##XU2S=tY-7Brk#3?HNq)5=hECGDFB+0;zAllSo^n zxE`EL*doQw_>~z;)*{9AU>s446jyT!NlPHMZ{rDC^8Wk&E$wP1kh270YbFx2NXcXk zWhRlbNO7%ACS;Lfr*+CqA!Cu^YNisgNO9|#M#3V+)l4T~k>b`fgM1~BY$|?aW)iRD ziGAQ|P9;0uxPqE^nsZ50q_{0Tk1$1wThIAqDY{%hlp@8>!jrj> zBt?o_PnIA>mqp|#x?DtzBE_v|F)50af!S32$XrZ_k|*|olO<#*x-2C^k>b{K2?>gn z!71~|TuOie=62$dJSo{2QkiX}BYCRaK{%qzcCry&b`XsS@uN69Nk)XE zhh|gpBmPY-gY(ST(h&Yi#+HWi)7bgL`18LLvA0c`N9IZ54Jbd|I9b4??c_sZ4IzH7eMG8Z#C~A*Q#NNlCDbs|E@dA1X*&sX<_j_nDem=rFOi0no>^0z z`I<8I=H?L~u z5MhQ9`*GFxASzslFvCzfWghwI-pLP9d1!iGd?s|yTCzvg%&k8|Qoi{wsi+QBGY#3z zXI)uiQFrK6L%qxbTDFHgiYJ<%l~C4L?h8XhpxJ`l$sG-a<{0W@ivDw_dOXAX+=Q~m zat)pe%`;^CoTFLLX*$I-yw4ZpyAjXTe!3+47ArapIzy5@U!wWY0zvM?jLv}0)M){< zP>`R9?M&#bgtDplk=w3#8uzpF;zOCAjpaWSPvd@0o=Wjt?dKZm8`u1|Y9(}DUR?Em zbR~4YAa}Y)>!1rH*;klo19YJvzc;RevV#0P$X7#)1o^6Kpo?_67FsMQok^KT6weEP zu_1e^=l0E1enj=4&3W3!lpc^Wk7zV>TR_=_PJ(V1+F@uwHWfc| z`!JpeduLv}qyCTLiLmd~X$5qbPVpSsck2|-k$sOKe~pSK!oF9K?|eKF_I-l=~M-JRj2CE zYdYmYuj^C;dPAq0(3?8NlQ_SnQv>L2of<;#=oC-Kyi1V3n8(vGzbnWeujbHuI<ed`c+TbDb$Sr`L#KE;=0iHg6D$8IC_Olx ziXTw{^jBW|)EktI7x2U2q+m zPf)6cTJ9# zf_x8;f{N=D&z@XDkbg%M&z^jYAm3m-MRLi6(&nh-j#nS3lur53u{!mKN(=HYzVVk$ z%Lww_7yuooQv{XOX&_Wir{Pd}oklxnP+dX3DxRpfo=*2c^>um>Y9PpuRK!#6HcY4>I9_|8Mmp_<8te2G)I_JR zp{6>012xm>Td28C-$5+|`4iv=sHLPK$p%J0LahY(-TMpFTBn0h8=ZcG+UoQt)J~8; z%Kt*`1^I5obNF^JG{hW}|GaS2hB^xJn_LI#B*-^d7wW82J*bOL^`WjhHGsP5)EG(& z@;!`a$n7r3_b{I8wuesfT(>=SiYK(~rBggLZEv08scHKNa`y>D@l3M$I>pn)_Dv`q zJX0n>{dAfL^-n09RQbIz8OjLqdt(YTK&PotB*-^74H}qGLD0j6&>%tn#rIrja6m~{ zqw}C4f_x7zfQIUHAv8>`5hI{KRZ#7 z@8KqBl1|q{lXbconxfO4&{RYAbujl9E1sEjnjqi9GSGBEzK8Lor89JjCoP?+Q#@(u zsXE1zmd?^Cp0sqfPVvm7b9AZ#&DANMv~-?M)u7XKisv((uTwmq>FGMvfX>jVCbU41 z-}AMgGX?oQUmIGeQ(fpRo#MGu&(^5{bdFAqpmPQJ9yW%~6Xbi?20CA-w$KGSb%HJw zIN-JC>>m2uY@krX*IN1r!~;UI<1A4=(HYMs?$}_B|2RPU8>V2Xqir% zq2)SV4_&6yR%nGzH$j){bPIHaPPaiTb=n54(rG7jrA~K3t96R!x?Q7FJfZDco#F{? z*Xa~bXuDpJKiM9JHVE=3TRhk8MxElhZm-g*0J>VIctYE2bb1Q9R*>&uJlE}Yf_x8O zgf{6E&vm<5r&plsb$S)rBFJ~+HRuLGz8kMYH|q2Tv{k1!p__Di3%XgSUC=E$y$ju{ z(?`&4I(-b?uG6Q`Hl4nJ?$GH=XuD2(pdC8xg?8%n6?CT{e^B;8cM0+b<$LIEoqmGu z(difHUY!m?_v!R2biYo&K@aHkC-k6Be?brF^f&adPKTjKbovK+RHt~(<;Qf2=UjeV zr=y@Jbc&})E=VYO8=rgkbszMkPWMAk>GUAGT=&vQE39S9JOudR3<{px1QT2feP-_s|eL4MNT)u~$2#?gKG7+jF7{KMhC`p} zG#c8iQ#^O-=Q_=WzR+nN^rcSme5QMJisv)ktJ6i$S2`_&zSb$8!SfrP;u$=@)hV8f z^E;icgZAkZ&&Bz@PFtWKbc(0x{86Wyp#3_vRwFi%$1J2X%TF z`cGTZrr%um8f9dob^tVp0K!e|7o{ zO4W?>uc6`V*Vj-Xo%TUT=yU)otkX}>kvjbX711emH2IfK@pP6&bt(ZB(_@@Spn zc_fSL6i*geLZ=GQF*;R*NR2juc#l(Ph;no=1;z&o-rS7|1;*?kuQpr!TguJ zbMGkTK*#Ac4=QWu|3-lZ^LD6QLg67^Pxs2}vf`?iNHpRt2v&$MoM#AQ<=C%N^dJwNNc3Duu_$5Pq1T#`xO$%}vDIINVEs14xX+W2AJkt#u}hk>XnGLKY*Xo2}_e6eGp8 z){P`aO4`<>31XzU*1D6!Na<>8dJx0t(vuWMifgSGA&f4)$zY_ozV#u3(IuY*CXlS@ zT&6Dpj4u7iU!-)m+tZ);MVAceiZvU33{r>=KA=Z5XMGF2f03r1Z2kBgkB&^sq9L$R!Zlw^1Z6Qe11J30$P~ur*`I zTcq@~aw2g{Ahri5k+w+bW#weT7AdZ^v1Bc}j3a81;#xa}q(zErZ9GAX6jw8WoJESe z!cHV+k1$;M`HB?R zgPFuDf!Ot&O1dJ&ZO<&i6)C-K&1|w2DSfQWAzG2*YUYxxNO3ju2v(%H9-Kz5BE{9r zCsvW-_QC0-DpFi)XAr7LaWxCbRHV3?Gl^6Jv0J*3L`6zJD`yd?NXfTyHhGE^*MoD2 zQ>3_>b4gRAxSI0_Q>3^aoKKb_#noIulp>{n$~@vpB5sk=*Y-L~kRqj@tyx5l5{Rw2 zh!`ahTeFxHB@kP4F(FDIwq^+#ij@AgW+@Sh6t@p9AwiMiw)9d06e+G|8TpA6SF@b> zBoNz!%ScZGvAteFcoK-Mxt#1oiv5tExq|2<5L>g7c@VQU+MLlH5c}#;?Kbj}Kx}Kb6ORO9YqpV&1Y&FM zARGzA)@&ym(PanGh?If0wVfm*Qta(x@gx!NOK~-Kk&8%iHFpz>NO3jykctFidwnmV zh%Wb$iRf}ak%$y~UrXiz5)ml_?Rp+05Ru|)9wHBs;%Xiy4$#E?KvWlK(eN}%=085f!LZC2tagsk^CbN+uBRSAG*9u`k~7!gdc$vBz=38>?07n zp4W&z0z$kcI0CWj z`HEY7borV)d;+npeZvhtx_nD8qRV&WBD(A&7LhW{bUGDJLQ_tPO~5ig5Q^yXBbkU4 z*V=v}5nT?Dhy-Hy&QAm)f!MzNOdg`kFWl7=h;8j4H}&Z9EBEvSk~J&J{KhRkffOY2 zJ9qTx@&`BcNEvQQQt?DQHKYu)t^LXEJi7eF-8@o;r;{H1&CNW4*!3LdULIZk;Z~kN zY-|5=Cr=<*(_EA)L;w^}K|+O~209%9HPk7db*Pa}M?#HtDgrgp=_shFq!Ffrsi-K_ zOww@M`C?FWosNcDNE(q&Hn}*|Qj%-11k_5B>&7uqYe}xEB-BQdt11Px4aj!mSg2h< zrh}=dG}JyITU7??pwn?sN1e(-opdS(b=E1KK&p#Q6`-yWss&{NvJKXT z2Iv$|-4*Fn7aFKjJ!p_l^`XH!HGqcb)DRk~QzK}YPK}}AIyHet=+qP%sZ%p(lupf| z(K@w&#t3pLdejm+QIP)yCas{8bZQNqtWz6kEW~#L#_?D3oq$vLY3%&*{K+>b@>1r( zuU<);AEF+VOu+KfHaqqcctyRTiH4H@%m1-sr)CzjNeN|5JN~NyW~#EuhHOxgqlGj$ zB_Ugt9+os6odZpkWIrE8=R(sA^)RcV8}^NHbRjfdQhw5Ml!a#KbP+T&A=?dqL@tF+ z6_mCE22nis*(^c6YB@ApP`Z!p#%0hPN%@vmKyxM8;l=23Xr4}2K&Kh%nKF;u?p*`T z7v!dciPl1=3-XPF~7owh<* zLpDa?nUYOYqTA@Sf?G(5=j}`4KpE~PIppuNkYkg z&Ye;BL6-{h_Xa-*EtBLn`C(|eAiv3vK$i(hyX|@uS|Q1u0FObJOR|IAQ9Q%l6_V^H zlIRI&WkBYbFpmbbN~b5GD-GFeU2bo@0j(C~pXTpCYXtdC-UY1{ zOLAB2_n{4vTva?h-$qG;(`K8a5233h*$>dsN6^&?*%QD`F&2FbT_ebE*LTphg8X&k z2k1IMzUoJ4lc01Tdr&>er;w?n6sp`C*K&Bo)QJ0;mqwb2CVu7upl z=FZ+MbhjYijYZHsIxU9o738;T33Q(%cX3z--7m=?wwkX?Ij_a20v*D0Q>?gc?^ zBDpA@tM0{slHC%;bJe{h$alj`NGB*g$Ucbr@+hN09%Wlkp69y9D_L>q74e@>TVq_XPQ> z`q2A={COD9i}!&cyE(a!FkPV!1^EWk&_{y&M3z0Ej|KUv-q0t4((dBW2l`ZyugZr$ z6Xa(W>kI9cxw78`&y@I&^J28^WuH0(+uc4K`u>*;wkg?1yqoVA5lDI-uHrh4`)L^7_u+@xr@Vc z=trF{hxQBd^O3ED4hZt=S_Azg$nW{J(9e?G2i0}ZFM@o7>!E{!{DdPLpkEWpnw{Wp zIEfyBev{1} z{KCJb@e`p&-$R82`Kow^yCZapr?D$6$WOEv&sBG% zAm8BcP!XLDK}QMlZ ze{}_=ZORx;g6ios8LBVHZ`Ty4fuOXzR8EB&N*Y{Xo)^(HsF5JwU_9+$V?k+GH3MoA zP&R3BCe&1rZ*UgWOsCmU^MsOia!=T$Pzyo+LbMEODafyDIn+w06;NxPRzhtA`SWl! z)K-vR*BYpuPHUm|I<12`2=cE)>!FU4+;e#Y)G45XWY5QQL3S48dl=6J*+r*#F37He z{Ck^tF34_ze1q|XkMa0B^SYXq=kBzNo`Sjy^84_4sD~im;LA`?onC`_>GTHFTabT8 z^d{6tkYCqZP`*xYLw$962kNKOE~vjw??M?t{!;k?G(eE=;YU!U)5p+2oj!#I8M5EH z;@X=|&W(~qh_NKO!L+i_5JA2h<)ER0e1nytVS;>B6==Ai^ibQ4YS0KlzN$JjQm1$l z#!))OGcAtRDV}L@j3EE&5YM!Dq9EUmhR{iZeDKr=I$4mfisxq>D=6(g6UFm0j+5jr z%T1wE1o;M=LE{DaaqQ;M1VO$kp73#^PVt0~lLYyL(h8a!P&PSjT0>JLxmdp)G*yuA zMh9q`Aiu6o(Da0oQ-Wl~tSS}7(<#o7niS{JP@l6i?OZB50OQ%b?jh#nTSX z(P)^Svp+}ovl+mXW}_JT??Hn$sOf*V#MYoi8ZuI)4*%K|)!xJ-K%d zpF7afLHN^(c} zUucyi_g*x06#18=VYb0S(CUE9&PYW?pf!@*i&QaatxiWn>je3ISQ1*FP=Q%T?mX-d zZ4l(&>1Cjef_#HRpsREm4qYwCpKK$bYXtcQM?%-?Gzz*-kU!Z*Lz^Uxu)Fs}XtN~u zTs{f9UXrUC3vH3)j`Dcu2Aw8AH%fBrnh0%`d=O;rqOLDJ7)1g}g`F%J8 zx>b;mKTd^iljItl1>LUG9B7-NA?B?4&l~A@2FW`F`44nkpzVTu597HYcjy$)>bO&< z9nhUR#S=c>CCGOpp1Sewfb8y#r*6DQk~_)|K=%e@tKz8}?+Ykx_Dd8`-FSaMw(3#n z0ZDGpKLI_cQvvjlPVuac59{%jeJ}SwbhtEQf1!OiW6+H(%o=~!-x$DNU zMajQ(Iu0t(sXX+gPF0|%1o@|VRp@C+!wXCoqde#tN$ybAhMtu)B%4&#g`U%?G4#A7 zmvT0PUeKvI^rB8JpqC`MSE82C%aYtdX#>3?$UlkNLaz!+yVsNs&}#wN9n}$fJ)vYL zMpM%jk8`n}U2du7}>z=?3U+oo<5O5#-l(8?;N1U)K)kT|xdW*4@y1lH56e zFZ8}3-(Wn&;Rk|zgAYL;3i4I)?1vu-O1ncD&wlu^B-f1s=o3M{!6%_l1^I3~1AQjR zjV(V5?Uv+D(dVGg6H1Od8HYLLQ&Ib3eLt7Bglsf8ECH{-{1h~E1d>G zU+Xj!`bMWw(6>5`gT52wH+ej?Pmu3nJagaog8ZSJ3jH9-?ZZ={A0@eiG6&i(X?WV~ z`Y4_X@PH)u5)e-X_>&};jmA>}{%pvuJ@| zUno^49zXoQJs&}Z5=uIjJ19pMC;!r^2vk_7V$hK~9Ss!``U@(n)4xzTL4J&=d5mkUH1Y{%?Rfa0+ zR0FCcX=s5di)up0OLCiB7pfdkI;pA$RgvV*jYd#aLH<(N1ge%$vUY~WvPpy0jv@b& z-06$LZ|PbmOAZ&S_$&whkrw@CAn9J!llT+bSeV14ajbC zaj2ancg~lA+Us;2)IpLv%H^Prg8We~4|NjcM>s1%opq`Pbxgq$RCugP)|X=8+Ssz1f|`Mx)16t$X7i8^%3OP^&pfl z$(;a?LVW{Dn+=SffcgbwBo#dg_1EbcC=-xv@D*r4K(@ixp(vpOvnaQFi4JhePR391^knMaEXt+*opba+zKr_&A4DT4g- z>keqVB-f3*pb0wN3r&>d_TdxIBtgFO&q0$DN_JgtNBvQO{7a`p&{RQwM;(Ty=~SU2 z`Ik!~ z^K?1{ou<>D(0rZ#f=<`zZ|Dr24nqrcDs%$*mrh4O3w0_Aoh8Wc`6kfWI*o_U5#&#{ z70|hc>=Dcz&lDX(e>AP8*;l zI&FlO>U0fsiB6lKOLf`~Ez_w0TCUSm&}D-BHEK7sLZ^yN$iEUwCr>^9N_4^)@-IRD z+{lAg>QoC_rBiL_N}cLLt97aet4|J1G`OwWe z^@VQHsULK!PW_?Vbjm=t>ofq`rqeL!4xNTW+jSZN?GWUjdLyBog8Wl&G<2sNFF&Pmu3?&lAbN63WU~^ZwsXFO(ty({Z1{2X*|x;6pn8Xz*bj z4;Xwz$Da&7s^dX}kLmcU!N+y{&EOL{{%){9$3F}{spBDoPwDul!KZcn%iuFQ{%i1A z9aA&nL-w4Gg$zEgV_}0Y=vdU?i#i@{@Fg9~8+=*E6AZqhV|9bC>X>KnH63dhd|k(y z2H()Jw!t@btYh#k9qSo)6HM2Rfz=eyC%2 zgCFVG)8NNC_A>a1j(rS%s$;&v&vfi-aJP>A41TU-e}iA>m@)XJj*-DVIu10rSI0pH zztVBA!LM~3VelIrM;iQA$1w)K)A1yO`*fUS@OvF68~j1X=>~t)afZSDI?gtDK*u=- zf6{TT!Jl=!$lxzJE-`pe$4diB`d6u(=A`&7es7?ozmFIRQ!~KaHJVlt1e$_ZRHpTkgd$rZNb+8NEg{f3!~VuQM#J(}z%rgbL(4tLQQU z;$sXAHS(Wf-qFOAC3PAHl@jDXGtPpJO(-3#D^2WGTBm7H8J!kD$0d{v8thD{R92_% zP&q+q7kl-B$_w&uk|#nHbXp8m6qI%W)+(ryAm8AX(D4Zs1f8#O3=x}7b)hOcHHNAh za4P!pXNKuvX8 z2sP8`Y^b>)-}&>Q7Lr`TauL*0rxj2uL4K33fLaUkyLS!LCZTL_P~Ic;XsgrLP&=LW zLG5+=5$YhwCrA6Cj)HvW4?vxC`U&c+)2~n$oen`=bvg`n)2T#hA~v0>LERH7NcLgc zjq{&P>d_-0^IuZY5~!yjzsbv?UV{9N+646$02mc$OS#V8*dS93=rfSd0L{>;2{coX?_mq*R7oykYX!}c}%TRs0pYNRaR0KhR>GQq_srbSerh5#-lZ5?U(Aud6I{ zi6CE94!TsQO3*T$j)#`(R1LaJr-sl9LB5A0pv!f79J)fMC!m!&y#TEe-06WMv!mt=sY4eoytJ#1o?HH0Ie6~56Vf=`MO^MiaY7gBi$nV}h&}}-6fo|97L};5%Q=vO_S`Td(iP#cK&dl5k;!R{*cj z)ah;LA)R(Z59{<7^oUL^PvRCco!UT;>C_f_T&E7u6FQBC3UoRVdQzvU&{I0iI+7J%4L+-5YlF|}*umiQI&L=jf{r&Ed{M{S48Ek}HiIwgxZU6@ zI_@y|s*XDizNX_#24C0l9fNP^_@2Qxb$s98TRMJd@NFG;8+=E{&kgR<@e70R>iDI> z_jLTq;QKo6Gx&jyKN|c{$Da*;q+@z^eBOSnG{3Mb zeq@+qwxW~-Qt@1&m87^DvY+Fn6ibRSOb}67imTxU>nc)8+ZuwOs#07Hxlc7I$ZTumur0x5a6hQZX@Qd|uKrgfxnUtavk zlp!OK(mk8VaYO`C>KjO97$2-J#nmt_*FZ``TT`BVK#Hs3+tQ7sG`2O28a0;UY8YH; zBBiOVIi74limRziG$5t9t*JsXAf=5JF1RhEw6MZAjay1_HGE8OCB@b7fv~j{SCdC5 zAf=^U4;SyYQd~_LimPcz6d1J!%F#a#a?a{Uj|4VT-?HK)+;`V5J z2LGj`?Rq*e_AkZl(T)uLOG#%CC{t6#F}NGF=$=m*Q%=GVCvnzm&A?bsvWNrMQ}W zM*F3>J=&MSekrb|A7lN2*!A>hs6UXbp-hI6ekpE`4q%{Pid#>_IKLEEGmv5aKvLm11Aa&1N>5YrpzNVg7JMRu4W{| z`%-$^)r3fv zdoYe+eJQTy6h`%>xP3jIL47H%W&&gSQu^3lPh?16imRE#h<+fpZ<86&55%@Mh4FkT z_V*@arZSu_#r{5!%rr*xrMQ~u4CYI*zo{xSgRy)mu4X1f`BGfXsf^@HaW%6T$d_V& znMP(dis%^ZgDrS!A=U@oKhQe4eE2Jr*2HK#F#FU9_LlFWRD@B^_&;dDmu1F@~0 z!2rIL0ag|;elNwX=S+t0rMQ}fjNVIeHD@t+FU8fI&Deb)w%6w{bRUTA+qsO~2V!f^ zW8gjzTXR0+_JP=%3mCQ!#MWHMsJ)bdR$#FKdMSg`rYN(TA$lopJ!=@D zm*Q&HGC&`Q?ZG<6=L50pScV zv8`=oKwioa(^x8V6XWqx2HTpO8IITG7DnTxxYllEFkYA27>f_YuIF}!;sZ&W&SkbS z60gf048#YLO=`9?4j+hZZ3n~fy6j{OK9GW>wL6*TEs$&?cX1m_AhzaiW_b(5*4)D+ zZ@S#e9B)#Fn$@H-_c6trlp(gY`=eoSWd~SghBsDKGY95Gf?ImV& z)8%C*a|uB zk@=9>+X69=%6!D+ZMuBS+--rRO;P3(rfv(ww)QDAw*_KrK4aoGU3N2XTOiqFJ)bje zTOhWzFPOD05L@#lleX!yhdJA%*zas+_A+Iglwr2Dub8ndkb+eF$b8L&ZBmA(6ZwYu z+N8L1=Ub+0lj3^t9kaCsVq4qCWNr2TJG$>?NXdN9T_L*sz*KF4WRt%A$V_d47)WLI zGf`V0wg(58r!5d$^Appw1!8M{W|p=9v| zBoJHkJ9m!+Vr%~3=8-^b%^~g`kut)pCYAY5up=ZG$UbK{5<*VPYDLfYN3kMMa>> z0U1d}M?qBrvQess&V#tm|m#gn(>=#i8mtm4NaB$|emS1Jww~Hdqp>8IY|i z1=R}3Rvin~4#-xOhUx@ltI9xi1F}`eLG^Sh3)K&(AQeBNa!`YSvI&)k8tPO5Y7|gG zQdJRZ9FT3W64WFhTXj6tG$3158EO`gt*Qbw56D(kg<1q;tExdQC5=p(M|1+zDxh>i z)uGk_*{VFKjZQV7wgD9+4c3I(1!Nnn1+@<-omAC^Is{~^>OdU>vQ>4VP664fdQj(p z3XDbdp)LX01{*+K1Ii{<4WVuU*{ViRIv`us80sF7t!e`G2*_47g?j4L4C)n7K`MSk z&7s}_WfN)v^$DmTp_Wj7K(?wC)K}6dQeK@o6;L+W8$F@X0oew7L1O|+CsnA&K(=ZiG$|lkH3*s)PG)I!FIuV*1P=Q%lbP_aAl56l}=rl>AY}Ht3z9d&Q4mw?ut2zZbL(=GU(v9)Z z0!glF0(7RN(Y6~Cp@ouM)g%B{ zng=bBdI3K!1r_-TJC5=g&E=FfS%OtrIU;(sTlI!7_&}EWb)k0{6Bv*A7 zbh#u~bvAT`Bv*9~v{I6*Iu}|c$!*tp(3Jt%gK|E!TBi%3H9B1gt<@fd=vtjFg|5?S8MH~K<x<#io(5*VHg>KVn9dx@+ z>!EErZGi63X(O~meHI$aIz)ae@NPMxlW?$YTx=x&`hLHFpi8M;@e>!JH}+5+7# z$loY)1N4BP^cZ_6Z-gF%_;&F_{FQvO_hEh-JO2^>EI)0( zyP2Qno5JxUx(|9x68|!EKlHevuE~=8wEJ}MCG>P)xqYBUqg8ad%2)(FNCFmtV{+6uD(94E;nw4{O+##+Gy&}l3D-U{Ary9^} zg3|6iPc7*6gxn^(Ls=JkL(+(XWN*}i-W24!Q6G9srv}j5IyHpe5tQzg^e1Wz?K0HM ztUR8iCvAR;nnCYMayzOy^qwH!!xqr{I<I8je$aXAuV)uY{>(mqaT&G^p7lP7#?RNEszD&q%vO72W zLVE=H?dk{Z)u})9l}_x=({lj`c9{j z&_10;LEjtdYuDu)91s1V(*)>8ohCy21-YCfngkt4$aX$GB>5ql3jHL=cVim#vrf~Y zUv!!Q9n@(i^s6EJHM86qH3#}lr@7GYI?aRr5ae$gIt@A`$$on)Ivx5mq3}?i3H_zh zLg;Uu&VmjL@)y{1pnnYY50CQs(7y?}gW_JKmO`lp@oQ!Ou!omGg>( zNp7s~Ht0A(zK6F%Wp&yHmDA}CsJx)G{eE4v1F9ftV6ro#olr$X_CM!3|1eZZkniFD z*t+jPFX#7<tnD5as&K_a2-L{=Fk z8psO2XP^7Nuk*X^@2fwO^ElV_zV7$^zSrmae9qYlmC&>eD(T369MN{@B2Q5nJD^gY zqT8NKsB}Ql^hSGmH&n(`bX|T6D(lFK-vgD?^fpx9QS?E^ZneZrmcB~;mw75^1fMbp<%RY!I{{06G#DJuRjRNYh0u#9h^8Uckf zZ)Kc>YHB(K)zb6}RNGM^I@|mT)$!Cf7&Q4CRM%5Cl+h5h8OElGhI%=v3b#i1^^IA}6PyI7flbNgyb@3E!S6!&9 zr)azCLFq9{1PSXy-8@CBw*iz4DEQ{AUD*QauBj!|LsKiLr>53WFGq>!rPKt}+f!6w zTd0qxXp`GPeLY3@qV1u60cE5nA?u002h`t@?d6`(07rJY=>-jRWKq4LL7MtNgB{t` zye~AwktOU04RvH^wgJ#EM;0{*y3~=KqXt8ldFq{-m9*p#Xn2f*8A}d@Mg)`@%%P2S z6?C~HySEtwUE#>0u7T778rf;D6j_fRY2)fIWB|Hq>?Z{^1d*~iV7Ih3-;3yHjYvO0MngS!?6G?6k2o<%Aw|WLJk=&=N;h#`(}g zn({yoYsw2P)szoZSnpyy*0meC$stEnTj&QtWRiSEz~0R?%o*8H{5dPi2qSZISI z+vIW3i;nE)zK@4CII~=A$+Z}QO-J?;_jAy0P0vGbIkK_VLVGl=gWlHk0`!ii_0YSHYPD9^2vf}@Q zeh4U$8a-<-7s^5Z%aOe*QW!ewDJr7~^rNT#;dT{;jybY2E`)w^WMdVFes*M07eU80 zm4Z%aDh-`$=V4jHa&8KaOmFb%XwOWMw3w|1@=n(yE{B ze}xyItO|QT=Qy&1s3&x;re07sO}(M)n)*RGJVn>90nmA#qSMzbpnQ&Or%Z?PJF@AW0TqZ*uzr#=p@N!jfG+S9y?!_g zD&)w@xCJWg$j{wn0RnW8ns_4iPZh|h>v>B@8$R69bK$T;Z8En@}P!&(n%VJxhs-B{wavN05 zkyW@Is_w`Z+sjZ5M;5gMs;TKMs8&FURL%TOvfv-dQ&4SB(FO50sE(&-f1QTv#wa6| zIr#@v&yiJl2CA>=AE<$*f1!q&{(~AhvTJ49dGx+`znme*{R1Tq9V=q#Fmx;V0g zZK1B3+Ck}#Y^QX9x;e6hmq1BJ7S$cOdUH}b9gn>Q`0q2FHPg1-j3{W z7!UPvWMxc%`f9ok>gULA0w+TKJw<1>NzedI*Fyt6MW>X>&>%-v;S^}Frm4^nP1B&E zj%=sQfQD(h5xUfom2nGnnWo#I;g0Mgbvra7Md9T*YcDT{F4y!FbcG{JxDvY3kyZFC zG*Z(lXq2Ya&}c_?`dR~B<;cc*4jQBBdFX0QYoTj2t%I(0WQ%P*G}cpem~Vi_#VCMds&~#7H93F*cII=Q+gl1|w2HoJuj<27f8$AsOcgk_-CQT=x zS)QT_PeK`vtir#bn>C$*W^4Kvx+S2D)N0AvU*&Vs|I$3sy2Fu0)qv(YvIS5Ry3>(G)q>_}stwI|WC`m)cR8|z^`N^Q*(TSA?r~&M4WI>% zEUF=Nuczqs`Nq&fPtgKs0^R4x#!5i0oeNi=0b}-Mf+<$^q?av z<9=v~rU#&hG%bQ2*0cm#s_7x<5l8l_{=?9tj;z9^&|{h&fgX2c`|DBY2~Cef%RCK8 z&1G8h3Ft{jR>m@Dxg)#WJPAGJ$fA}*Pdl;-pMsw86z#8PpcRfR;RmZFgh| z>p?GTY69)h)C|fDD5yDW0nCM7(RB9LWxwjk9(?9Quf-@cn2o!josO*dyP?-L-2?5? zv;cZT)4kA}nifL4HQfijrRjcXkETV?+m7tK@gVe$rX|q3j%+p_g7!MHCHgS5&yhtf zh2GQjDD=Lj$Dj`!*`wK$(1(s}tf!!lG(8P{tZ5bWiKaEs{(v%4t0ik49)Uj9bPPJ+ z$ZlXxK%aSvUQ786`rMIiSK9gXzcif#eWB@G=u1txpsyU++QZq?Cbvc4Sdyq2rG1^i>`@;mD#YKqnp9Se2nujx4Gw^oyoy(65^6K)-3K2b~Tm zGdNQ0ZaG(O`d^N$jJ(hvj;#26(4UShDnIm>rUKC4nu;azSMr+5XB6m33re<$=mMvZ%aJc}EtN52_HO@PN$^Rdi$t3qTiZ zDhO55R1~W0C=orjUkFukWMdVFs%k0$Rnt@ws;=oGsD`FeP)$u`pjw(LK(#ehhU#dl z0@c-26{@GHCRATjEvSK}+E7DH4WLGv8bOUUHG`T2ln5?uw!d~lO*Op^HPf^UYOd)` zsD-B8P)kj3L9HCwox>iewIeJ3ZK#c=ccFwMyMx^ewe=Le=(G=N=g7wT5Nhuz5xqa^ zBdCL?DB&m2C5|lNeyF3SPoYkl4nUnXeFk;WbP(#Q=`fV8>079qrlU|&(@ChireB~Q z0R?BRtdsfVy!5{`O@(@Cng;cDWT(m*P#;G&^E08onr?vlIkJQ|Lj65OSBIOR0iL1- zkO2*JWM$k84bn6l8tlk!U~YkiII@JdLPH(d{o!rUFi%nQ?sn)>PtkVGfi81oW6gzz zYq}E}p=lm;xg*=I`Op=PY^?jBD>dB@jnuRV8l`D5G+NVx&{diqg2rfi47ys=lh8Gq zmP6NSS_zHS^ei+^(<*4ZrghK+P3xiSG;M$;YT5`*(zFS>Ueji1azL4}E73*y=zlq~ z)msso>M81f)qIjKMpG4Ng{JDzN=-GOXEim1R%vPk zt=7~OTBE5M^qeC*IW&i!cVx#`3uvt)JHfVu)_IC!?8r_;ouMs`Y^<)(OPbQ5t&XhtZqPPQ(L^Po?J){&(UaYw zmpw(djy<3qj;z9-P^P9K&?}mTLa%BX2EC@~GH9o!;n3@vMnJnXT>-tJX*BevrmLXc zn#MqHX&MXd(KHTvThsN>JDMg#?`oO??bUQ6v`^D4=sit0L+@*v4SnFq*5R$thmLI7 z+zx#dP$G7Jc<=)HUz)yzKGF0wv|rO<=u=JKLI*T`2Yu$qw(EQ7b4RvaKR^dH9f7{k zbQJnh(=q5PO+P_jJF*k(&(JrTPC$oZ6rKT2LWdpMcKrr@tLZfKog2lt zp?@^hhW^!57y8eUO;mj-t>)SOSNNiL)}3Ah=p0QAp>s7ghOz||EWfOT#R}8^(o`JE zp{WFPo~BYzPEDnuT$;*3=W8kt<zHw zJ^9vyE^uT~ji5rBnm~m$HHV65Y5^71)Ec@_QyZw5rUX=6Q(LHnrgl(CP3@tJ9NC)h z0F`oN6V(YS?Z|dYXQ)h!!V_#4sH`JP*cB@0$Py-@@{TO32UI~*PpG1%-q6LG`aqR5 z^@A!qvI+-6RbrHu`jZ?4Rdr;=4~D8~8Uj^!WY@}}Pz_JfMQRvS(^K@a^Kht^BP(Mp zRNIj)fN@YAM;0|6s_V#RV**sqkwr~}>T8+=HE?8QTn{yLWC^E2jWkV%8f%&fHPLhn z)Kt>~sF|jPP;*W9K`k^r0=3li7}QGB<4|i&%b+%zmO}|m&p>Sh%1kZVtSeFNqV&Hs z)q&bOvIWop>fp%sR~P6KP3cfaP2HeQntDK;HT8tLXzB}f)zlA4*VG^CrfC3_)HDL> z?#LGQl~4~yHc_LXo|;BOy)<17_11JP)JM}esIR6;P(Mvmq5hhtK?5{RhX!hz0S$6w z6EzbW?8qkS255*Qi@FgS>d2yILBllN0$u9J65bA7=ExGxg@$XI4~@`tH*~qCd!Q>c zEr71nv=ADp>3(RGBRgOpfJSRt0$mlOjNsDtFf=AciGY?uSH~!fS_WO?$mZ}F=vqfs z;aX^{Ba2!GjdNuC>jh}MBa7MqP0;irbe*P6&_qoyL6bCXgRa-K9h$7^HE4>aUC>lb zZ$Q&D?SZCi+6T?h^gc9G(?`$^nhroWYB~trr0Gj&mZq8JSW^4Kxx<%7T z=vGa?Lbqu;4c)HkZ)lFDf1o>36uuChb@9zxlKz*bg3z6sE`a7~Dgw>dR35rZQzhtb zO_ia0G*y8XXsQa`tEmRGP*Y9lK27zY`!zL$9?;YXTBNBBv{+L+=s`zzj%p7rab#zk z4$woIdO;66vV?u1rH(A&KPdKtN#z4y)S@G9G zPeLR4%}deJw$a9d%UztM90xt6X*~3_BTIN4^h}Jx@+U$oViaDBCPOP7Ss7EHXC2vC zGoV$DENUjSTGI{C8cnmH=QP~{J+J9jXssiwa1OLi(_H8UM^^lu(0Wbtp$(2~th=BW z9a+MAppA|!>RxD*Ba6BZ+N|k*Xp19TZVx~&X<7np)wC4a=E%x;0^07#ieCo3?8u^? zg?2cys5MZgrghLOjx6DN=v7S{pw}GPSlgkUjx6C0=ygr6K)W=(2ECzaC-kPK*P-2- zc0q4xdK22CX%Ftp$|3v0DYwC zXXs-`wg8SppE$Awa01%z$f8a`pE|OrU!enU!BTB1v!b2L2xovUdXlugrLYfLeg*6q1 zifFnJDypdzbfF{Lu8L4GN48xFsJN!~Pzg-~p^}bltU=I4j%=)PP$^9lq0*YBLuEA0 zfXZsR11hI!9#me_e5it^yP%4i?uIVbbPrTX(*mfnrhB0(nifG-H7$m!X?hTuX4r-)nJ=9p!W~hm# zm!PJac0kQEy$&_k^aj+zksW$_pq7s8(0dzdrRhDWwWbfCHkv+!5}FP`Z8d!ZwbS%1 z)LzpMPzOy%p-VLV0(I1M8tSC!U#PPqo8Ghvbig#719f#|GoKAg*OVRVrYQ%M)RYtI zt|>3n!;uw#0o2oxRagk>rKu>?TT=(KH&mR?}6`SWQ<$<1|fy#%r1ZP0(}$ zbe*O-&_qphp-GzVgs#^#51OoLAv8tPVrZ(SCD1fY4?)v4Jq*pzv=o}D=@IA#O^-u2 zYFY-}q-iBIOVe5?L(_WbW=$KQ*_vL2Zqc+6x>eIl&~2KwLAPt#4b9QC2f9Pk`_NoX zA3%3%`Vg9@=@>L$)8EitnsU{l1E#42bdRPw&;m^zpnElSh8AkN0lH7qZ0LSXFGCM# zdJS5n>2+warrpqkn)X0TG`$Tyr0E^#VNLDo(gD*n6naF{6VRiYc0!M7dJB47(+AKK znvOurG@XQ=)N~qJuIYE^DNTPuPiy)IdPY-PJ^EjoazHCJod-RuDJQf_Q!Z$=raaIZ zP5GhcG!=lJ*HjQ%tEmvQPE%3n1x*)1>opaFHfSmVy{M@qv{6$jXp^S0&}L2Lpe>pz zLN95$7}~0-8njJQb!fY$8qmv{YC=0S)q*lL)q!5oR3Ca(Qv>KVO^ug;(^TjqO|zhnHDy4bXu1{Jujx+cQ%&=r1DX~?pJ{p!`drfz=%A*Dpf5Bn zg}&7E2=tYv$Dpq@Jpp~AX&H1#(^Jr4O;1DLYFYt(r)eehy{0wL51Q6OM>K7Qj%wNl z{ita>bWGC@=qF9@K|gEy7CNr!JLrU_C!kZB{)T?hbO!oWQ_lMIzcdwqPHQRy z{jRAj^oOSM(4U$rK!0hv82VdNW$28is?a~0szd*3ss;V0sWy~WJJtV+zuHq5I!9AI z=v++=plq5NLfJJnf^ukT44tQ`4U|(;TPT;NcF_5nIzYKKC80c;xqe>Ivo7 zbR|?k(=|{*O_QMuG~EOh(liSytm!tWh^E`2qR`0OCSJ&YF2CyBYBx_T#=nM5EY9D& zJFZ`RIbFsN3on5|nQ3SLWWBDq6DsK_5&c4*x1ft0+3TfWL!~qwf=Z|8e||7|PkwxF z8BM*QvH>Mx6>f&gY1#&r4=5uR)s`Q&TEUV1G_{UUMMt(>ouG>y*)I&a6sqLNqNYNX zHO+vkq$v97lJ-;Ly7RNjs-`IVQ6Kh7b)JH>u>y+E#-)X5V+9m$a@0LfuIFPnH9SQh zQ%zhzlEJrq09jJ~YOZYofSJPimJx8|5|3dXs6ur0864v3Z zEDao48J9o}9a&VtQnax&HH8{GvV?7*CIQ7~z5_4LH`TNUYNjc@B5f>9!=VNn=Z7fYCp{|-LL+P3tL)|p>g_4>^LESZ71NG1}73!&J3Dir|vrunMN1;BN zPC|V(or3yls?&%zmZtj908Ndcfts#?25EX08mws@G(^)@XsD()p<$ZR8q>zoGzq#) z)9ui3O?N>fG(84gu4yH7g{ITcm73-^p^c?!1vE<2HfXe_kD;qHWp7FwOVjz#)tV|m z*J!E)U8|`wG*(kBXq=`ipz)fnyx7yG(%GzXr`uy&<&dQLN{va-kdg;rk>C&O}9cBn)0=vjisp*G+Wa! z=oU>|p<6XoZAlwTQ#a^#O@p90nl6Lx(6k$xt0`YA+E|*lLi02ohvsX_)0#FG#N)=@ z{3m$axQBlYo4A0#dEAI@U+q%fnA_KTF(`gZ*|!+oC{6vK`%)DCjDf6&l!fi+Mrm3G zJ)o&Td%97YDnW}i-48veX-fyXQJOC3NHMVzU;R@rQ4DVqJfMY#;m^E8*(%b! z@KQglfak)4S}M`H@X{cRsZ8fWOBEUyUK)lmRq0!3sYctvOQSHRI$aAbHE3FRX&lDX zq-Wu!Nhq~wS$Jt03hx*B-b=Gkct67rUZNPf^hdPt0{u}h&BJWGe)yx8XdIrHk7?my z?=l@?d6OnN1agLWL8}|_B#w5(vm9B&q?jo{#X&2Vk zjh=*-BrS=UgyVFlBjKfen5_p52`xS8N5mw|){Az8mfmzDymSc1=|eL@OJ8~sF$u@% zM=Qe1C86}E6XB&}CAbkiegJ?r|=@e!gOc%mSG|mv35L$-PgYXjGVxOBaB&02O=h61rO4Ih)Ec;g#LqC0$4#3T{OlXM-lET`!ZlZ+tdDS8eu z39~&-%ONIV%rkTxw5*`v;H6iXZ6*B%FFnI-&(d!2(km_XCw&#&1}{A`16fV8LCYF? z4PK&b&(Uh|5@mayPJ@>yW-X0|m}CSMtfS8mlN6+-zd)NICYeFZdb$iT31c?UWYF>= zJ%*Shf@~XUF~lUywuufyOfrI)%`_Ndk_coA{e_r>F)z_x(6W{8LQFD)Y};rq#3anN zo!)|%-iaXQWm*efdSwQ(gU*7N-YG~+&!n*slZ+td75WM>31eQRt)S&Kx(YGL46^N{ zsSuMe+w1fcVv-1AcF|IZNk$-V&{2p<81p6#g_wjfyXhxrd5d;JOfrLU_Rvj;Nto?z znh9Fop_kyLPbyhj`n$9eyz~yU?WL38rB5Oil)jHff|uTzfxJf_LCgEJ5xhhdd_Wh$ zOO)+Hnh07x;-fHLqHG`YNf<9twomvVjF%{8Kb?n|gj@P4jfa?|HZ(2$0DXs;WCU~Y z8EuD{gfXAfb%;qAbC9M(Ov0Ei=s9Tll9oeE5~-l{ujn|$B+T|T4F@gX&~J!InC%el zhM0ue4%2OjNf`4j%?2&s(QAlFW-49!_p};f5@!2>PD4yGf|w(G?8QspFy<(qdhyaH zjQNody=XZ`eeAdNFlf)tuxIL%&q)SY~+J5JQE-^`@DE$vU=Ms}J+n;>Q zB_?6aUwq0XCYeFDzxj|$Ou}qu_>7B}eyNbO^ndt>it@#DF^g&j51S$CC`I)#3)Rd z6UvNHMi7+?dL>4g0i6%Mswp@0T8zSkd7zz|@$#vv@1qo!u-%1p8BT>OiLDk z-t^QjOjr=wt?2^jEl>Rusf@`&&>l}w!otwoo}w~}K<{WO3cVYnaI6cVy)jBvk(Mk5 z?Tb-HP+@WCJxwK`_hS@}RTBC@(?!sSF$%{j1$`8wFkxxv;~0feWuQ+y4G5#kLi;`S z52MOKpT;ON?d+dqdFX(q3eabs2Bd=0k`q18~)q{?DipHuB{pe{xn6LqK%v1DB+#5na#VEDKX~{;=&oK%UHinMJD2!?X zozT=2IvJxxDlFLyI;E*O^h=Dwv06aCYHA7n7Nc;iR?z7fg$Y|jzsD#eWyv>|h5m|BMnLVLzcsao&crB8*a7+{Mq$EBpnp9@zoM@r^q;5bUFV&kw7Ra3 z6u!AT*%>+~Mv0*KF3`D}xGrruDV7-a@y^?~xnC`{NF$`_-IAgUjfUsHdmK#Vejr~y#H7=;N3 zLKnm+j2Z+L@-#RRBpeJCj!{a|l0%>(F$$xGLPcYg5hNT2T^OS<>Qbm!jKZkPpyDyg z3=$59O2jCP8UdB`G$a+2mb@Ig$kX63;T2FRPf^sBQ0W*YQW=vYp)xTF#~KBdjZqji z8Y&l~j3D7vQ27{zQDdMAF$$xuhAPG=Ge~$1bg`yup-P&@LX|a*gQ{p64^`DP0jlO{ zXsW=p+d>S~$>)zdT` zs;_AV)IifrsG+7Cphk}Dotrm8jU6S1hTC-$)I`%Ps42wz2b=Mq;QfQm`PZyMj90h>YNzQT zsC|lRhf#^J_ndqL>fkACxFsKjF7Xt0T9S`J9UWQmk3*d_ErU9zh`-MM>68fDWXY$X zE{-hW(@@tG)eEDHo`cd;R6nFdkKiB4=b>&XY7mcl0ZM9G4|R8x2wOYJ4N#91HH^jz z-%XR;1oiaPGc02>)GI}eqNwn_G0Ck^Z%>IZY8%wYk!|wJP~Q|a4ig%^0`=4MD%4-o zYtR5qJE4IoY7!M6-C(~C4T@1l>YI|gpuwK{X9n~JG{jSMIP8XodJ11OOTGmSb7Y&m z2f8#xO;aOey^%KgHguV$cc9^p>?5S_LL)p442$0jUGAxONc*5GJcaK+O1=kO>8W2( zYVreUWQxMKvt^xaK88j)N`!AxOMU{4_7uJoEV&=L%2S_ktWTjao}!nP4nS9X3Y%5Q z&!B5Oh3|JtehyvhsaGO3Sn?n=)>E`>zJ$g(vR(NVG+xs;(1a9)lh7#HPVkduqCV2|qd6hf@UGJ%1X0TmHp~;^5hja{@;>fn^XJ~4Q!rjy<(K91Rcp94K zDLNc}ho*aq&b@y@GdzWF=Suz!&GghWtndtUgCnc(ALvF$iLR*v(~|!|H#xGXv~%f3 zr6@cNX06`ypbSTLQO*h7?5TY?8@Zv`p29blCG$YHII=SGLbp0fM5{MHbekiKDgfP{ zqVQ~-ReTX>j;5l}9gY%Fg~g${p2GJTCQCqfIF4+-!)R9GXh8_zjoZdu-;2+5(^mvTIgx#ShJVi^i2eizQjnxx+(orIO zcVx0Rv^+)OnZJ{jF%WvnQ#95f=xIkb)?nxvN49#0LMs9aH`$^_LMt65qLbbj=vhzE z^j;0E@)T{?HPC8DHrBP!8b^un{fo(Q&~uI~Y6A4Urt6@!DGFCh){!y|TIVSGi5JP~ z&*Yc}qMwmPzzUj%J)WMwRdwmY&V`VjQ8Ba2!J?FcAd;YujeQR0%c)Su)U z=oLqn@HyyJM|QSZ3%%yZqF#V@YFZDyu4x0bD@EZEmvu*!3BBRS#@Y$J>Bt^bcR{-y zS=5`*TaN5}xEtD&qVR~z+LfO|Z)-XLy`$+f=v_yNXkmX2?R8`oeg*Awl;{}j)8rxO zJx|ds*0<360fh^|PDH;!A2_nHeuq9xQF!cRZSud+M~>`pI42uztboF?EMZ~jlN5zV z93Mgri!TQ4cVtnepidnox}~N5B+Ehv99dL(=rc_fpwCm(CCHPtT@9gwni@l2Xlep| z8Bnk}SqWP}UpcbZ0a`;}JF?;v&^IXx?@qH4_J9s)>IofoWUIFq^sOTss~_~8qeS>d z_2eMvdq);E1o|PM_$FTi9dVS1UeLQ1I_k(0j)i`7lnCFUo4g)6=E$O^KtE}k2K}6( z@S>14hjXCgn(ly3XqpS1)N~JYO4CB<7fp+xUjvHI;Rfh8N46_BL#G|tY;1vkPf>V) zWNq@>&>xQM_WK>^PfyWHRqsN7d5T^mdLR1Rk(IF@I-}`x=pRi7p??F4&&Da}KS$B$ z+LOOPX}nlwFRx{7@~_Z2juJf+X=nc=|AfxfbOy@i$hPZWD7&U?*=b`rN<`1F*`f11 zMW^K)P)Hl>Q&d)*rOH*#BqozDiCrw45&W;kjgT0e1 z26b^{6_$XyYAOk(JF+u&8K|45K8e&8Cd)!eM>bYDsCz)cH)k!IwongEouQtZx1rOhSD;MQ72TP+w2IQk#{Q>;?66WZTsn>hCDgJB;cB4e-=ABW1~c&_G9) zus<{?px~RcCTb!ySkokEh$FkHxE>nnDca>c}d*0lLhQjdc?=+*8y~ znFWpT6rH1HLzjDsR_|@l6#-?YrY>tXo`9}&WMwRaMmnvi-FJ8trL7A~k4o zC3KY|OSlRe3Wq(-LT*BRjJ# zh3<1?+w}-^zau+{o`4>RQ7|pZWzZr|(ZYTbTI?xWQBOe+dWtR_&p=BYS%oX0hXP6j zJH@Wc`=N&&S=2#jsirTWM>Kr}J*w$z=rKo$K0!Un@1VyWSsC9$PdG|MSBD>3?a;4L$8B5xrL=AM}hP8>=w1LQ_#_r6XHx#h_<3 z6^B-N>J!dkNochrE29jw#*sazl!cxPC^I#6S+mg%dft(}Nh1lZ^%Skcp3pi+Rz`p5 z1xI%79RRKO6y2o^gf=*`gqK1uYC8M#<~KUBhvF-tO`f7F(MV{sBO7Zpw8c>(dcVz8 z&`XXiY7Deh(^zO*io!>steJlT+OFwI=w(N?Y@UL4XnGdPbYvB-f?jcy7#yys)zGV+ zqMfn^dd*Y6jMVx`u7h?uvaw!-Ue~k{+NEhL^oFKw(3_fGg?0xNY);nn{t3P1DA6x0 z{vT+MBP%{zF8W`ZvP17UvV=LHcO6;6JkVZEd7*ud5`BZMNalmyb7Tn%L+?AXGKxYU zc#8J&h0uqdqFa&T&_|y7hh>z2K6Yefl!iVDD45l(nLqpM7xruF1AXc!5#4b1gARC# zS}lX2&pbs-bO`jhBdc&IbWqbU=nF@7m|qHg>BtfehrV)TN9EZxx?Tc95u z*;p?@$24t)e$uo9`dL#Zblg!QdgI?K&1la8#yx1dv+_Cmj;C|rJ76IJkh z`d^L`(O4Hkzd5q8ib1CxS$nZK^t&UADhd6esSNa|qr{+ar<8^M@)TXoD?xv2ssf#H zWMx!`{?Swe`Zu6N+Sxx@6EzO{Ptyb_tv=rzod&a_ra|XuI{TYX&UIvSI1|d|$cn!a z%I?UHlvz*?M;0|3I#1IaD5oR)l_PgRxjaR0tD6g*@5siw3(BqOZYWPc8L{bo2g<8y zFO<)bT{u31@;kCJK86Z7vNQH4P(eo)wI8~`k)1aVK!qGx)E7`;M~Ucje21YTo}!k- zcTiDJ(Zc=#y3mo0^&?bF(=n)cK$*ex+KU) z$&p<~=R%boS%veUDw^g)RUO&OEO$fI99hD9q3Vw8!m$vl;mD$vKs6oNuk=|8)$$ar z!$+aoo}$(J7*xlRjrBNGH=snY4vh{&^)!78)z@?!YM|)^)X-5PI!B#?8ac8ueuEl2 zN(>Gc_GzezBa1o%HFcC294xKmKTtDI(Hy4bq5tJ+U^rGbs6{}*SF$b~XMg!sOHDnX zR+@T3tsU8H^n=_Y~dFkAymSiariM3cAFRRd_Yj zQPVi6lcw=d=YTR(`zdRBH$h!AZGpOKdI?I`v=!>6X&aQ(v;*p{>2;`wrd?1^NA^~n zH=tgQYz}ury*0f9^>JkP0Q;f7F-py4TJiwY&ykJwIn-a%7tnwdg%40!JEd-3`d^Oh zC7pWEAWzZpRUaDcX-IH1B^y9P99f0UprM+YL&G$+gf7+87P`!lT^%lghC8w{Izl5H z*;TI-bh)SKY||CG!c+fnlatVuo}wG+?$Ah2(H!=GMme$ydqSfFN~Cst*8W-oUFFEu z;X}|EN0x9YbhW0(p=%u394?2h^)xUuRZsG1XsoBGy|@Y*=P7y&d=45Pql_To^UwrG zR{UD%x`2Xj&YF!kp^1*H_`T31N0x9ObiJncp~;TylKmkx#gQfa1e&Vp05nb0XV7#< zwktn}W_XIOuwOtkJq-%y@Ehoc7-a_2dkDHQpx`T6b9iw+`d^wVL9;YfhcYzPfNpkV zJEbNx+mX#-E$9|a^`ToeHGpn&l!z{E4WZi|*;tLCIhvY4cQ~@sa#LuoBTLu)} zw6}!jIkKn(G+$F&=q^XL4%uF$=XEMYpd(2+geB%%9K z6uvf?wW1b5_dBwkvIKg-Q*=Ij2wLRG%6J%BtZ6Cqpr+-}5=XWUpMoCp6rHi3fgW~b zWvqafYFY(7qG>JksHSz$V~%WkUw|I>6rFotgr4veoqIP!%RCKA1ZRM)(36gAyS78i z0}8%5YggvYPyb6(KImyp`Jrbt6@pf1DhjQ1Wc%wv=vhZr{6)|zO{JjKjx1qmXpJLF zSO$7dQ$^@`M|N_k00?J73i%#}R#Wd&zPtoBp16uDXdW5+N+Th5>ngzY6 zDFfQ5=~ifyra91NO?NP^Pz2yEaBbIc1ITV0Q9mWi&_Nj z(6kuJbYux1gkEuE{jVj^t1-$Re=7N zBU^|0pf?>^8Tp~znhHQ~IkKmKqR<{kmasVVwx$x$JC5uP1|^|)Jw@l3Yp93_UP%1KMEhrV=V6>fyS(zFTsTGLkO z8%K7k+zuUbWMgGQhaK5#M7yAG9a+>H(07{NguZuV3t%_&gQsZqz6Ble6g@odfsT5L zuIBGSKRU7sKY)&D`ULtZpp4kss8Nvqm!>+fb{iCTb z^sghE`F_xUo}y*bA4+R*w*M906=YocsEi|v8V;4!Gzu!GX*5(` z(-^3NrmLZfj;z~06}s4wRX7c*L!LzM$c1V^Ps{R&ml^cz%F(`l%hraz(T zn*N4rXgUMcbYv^)Kd6=?D?Y6d{Vzv$GCvopqbVCyS5tPVo+BG82UK6v`A`E*xuJ%d z@6@VIRDgrfeWUIG0)KpVxsF@?%t};+_N0zWG)WVTPm4{ktstC1mWILr2)Y?<@ z%2Fe!jUyYY8I%YpSkGDK!%v~MjuJz{HUAmZ&QtV&@FmpVk&X2=)WMP6AASQ};wega z2Z7S3)K^nss9!*t!AZ~VZJvhu$0+!o&~=WijCs&RM;0|7n&il$ z?uD**WGAA9&}2szbw4yk(;{f9rp3@SM|S#J4o%ne6f`5CL~xi}8I_CD|8iuzvI=yA zBa5mA-KeQLbd#o9&@4wby>*}rM>bYn=w?mzpxKTrVFTzEN0zV=bgQPu&~2KUK(}jZ z4$aZj0=mPIRoD`m>&Pl>1>LEsEi})OEw&EOd`FhB3v`zwTQ*&xyFEppDNcv(abyX5 zK?^kXhVIqW2U_UJ9v=Hb_c^k$20-^avN;?AJ>bZqhCz!oT?Q@IG#q+R)8)_-O;I^-jsSC71Q&(uErgZ38N4CFuL#rIwis}okc4Sclpf!#xYB2Pi zrXkStnubDaHC+a+b7W-Mn_i0IB1h28*37@S<_@_ zi>4{iOPZ!aTOC;$GoWpbtc;tW?T+kxm;t@)$f9n6c4)d4%G7il^opiA(5sr}La%AM z6WZy>Hu+)b^?)*i^M=ve#pr)Ivh8{odPCD*=uJ)gpxv52fZo#dA+$%+N6_1j?9#R$ zddHC!e*k({(?MvjrmvuVnhrtlIkGuC488Bj%J>2LK+_TELrq7ak2L)VeeB4}I0k*< z$jbN$+OO$n=u=H6p#zR=tW(fuF-onhwB#?)=P^p8Ecq*R&{K42`wjZSkrjU$`cl*H z&{vxNg1*-DH}s9BGtePNw#olMhaFjkX~pS(X*w7BPE$7Mdrdi@A2j8Lj%dmU9o19_ z`cYGH=$NJw&`+95LO*M|2s*B*6m&vU8R(>@^3W+qwo@uXzc{j;QU&@|Q&s3UP1T{( znrcG7YpMSJ)?@?2asI8I(iQa_BrwPeC~~Jp<*^ zv3pb;rrc0nPth$*UZ`F` z!TnCwIs4j+=zwXO2sO|&1!|~iCe+B0b#HEh8auN6l>s$zWKlOmO&wX(Y^a&0IZ$&) zHobR1EgV_Gxll_@cS5ZkS;BcxYfn+bYChD)k&SgXl+d&QYOCp9sGTD#<9?{Ur>Kl2 zPzO)ZtL6_wmpHNtmqHyK*;vb2cSzeeFj~o=^!**(^t?4O^2Y% z9ocMr2VJ4*2k1&iHc_Xbk(z#mMrryT8m;LM=qg8cqk0A!xkc3n(LXQpmd8EGtb1Ow)2`f~KdT>ol!^CTdy$)0^&E7)BP)I_ zG+EON&=gG@psAW(gr;fQ1Wk8j6}|+`(6kkr>Bx$I8M;AJCUm2w*Pxp;?Sy7IvI^gV zGBoXhZgyl9z6Z_L^Z|5>rVpW8HGKr#rs-qoc1@o^b2ROT?r>zA{24S?)928gj%<^^ zg6280gkMAR9a+>j&|R7iL3eBV4!TFv_s{}OKS1|7vI>tt3msX7N1^*1*;VgH=zdSp z>j%f62OL?#pP)sWeufrnIu1Rk=>)Vy(@E$dO{buTHT?=Lb!6w>-=Rlh6x?hl|9~EK zWSjga^q8hI(BqD5r~C^&q3N75bif?hSUI659a+MH&~ir>RS0@YQ&H$?O&3DXXetJ+ zaAakafL1!PGA@Fi)l?B$rKu9M+L4V_1zHnOW^j=*s$P~3n5G)g^Ny^-n$TKDmarDI z&XGm6f?m+n8d~qj61IglII@K8pcgfDfHrFC2yN2T1=_5sE3`#ZI`opJ9?(`zJ)v!y zdO_PY^?_d2)DPOBX#kYz$d2W~&?}B?dM|@sb!0nbIP{t$iy8s#)O0!Yx+6~551}BI%v11DbQP*ZiMz|x*2-gkyUsH^p2+a(7TST_f`e z=&+{Gpl>yO4t?jy4!tj-?;Y7#hoB!ES=3L^5l0qv96GA$B=n;ro2XOJF-Mm0Z|EmY zXP}=o{R17>^e=Qm(|^!ON4Cl5l%oUY$STYR{h}!c^sA=xpx+$XY~+GYJF>CzLBDG% z0R5q;Uz&<`=ib7{JT?qZ7sWkMjrt;8#nkqwSjZz)3_zg@I=p08@ zVRh(SO|_tGnrcJY9oaj zi|K!9S_?JS^a9jG(|V|>Bb(mMP%}q1y<4H?nzlhLG;N1kYI+%JrD+G$T2m&}M$;}R zp=lq~R?~-2J53)$?KOQ4bHzK(1*+Ccp@C7}L}Y@#|q z12lDl25Pz#8l-6iG+5IpXo#lK&`?LVT~|TF99i*KLzgt|rhOnwmj#H8qFs)YJ-^=g7)v1I>42 zWpsk>($ojKThn0Z9!*1_1)7FJ_i7prE!1=+bf2b?(EXaOh91x~4qBw?I%u(`Sc|$r^U!0CYyqr;9@q2&^h7|xV^`Mg_o!O* zzch`8p42o3TCV9D=qXJTprCY688a zsT;Ia(?DpOrpux2ny!Ri)-)2@q3KyDQ_}|M6-|Td(ErkODfF7Az0gigpF*!|ItK01 zbR2p^Q^mUUzcjUhc5CVYy`^asv`5oa=xt52pm#LQhThe58?;x`d(b{jUqbI`s!@;r zm!_J~2b#u1A8J|weWd9W^s%M__33|UstE1ZR1^ACQ)lRarf$$@nx26^*R&5hsOf#^ z3r$}_Uurr6eWmF)=xa@XLf>f0*?|6+ro7N$O=X~OHC2MX(^MJyUQ-q52WaGN6OZtp z%da}O+RYP>@~>eNf8=l8-hW9(>ebb(i}Jp6X=7oX5*<_W|9&mZ5$LBBbqdLTA4}eB zw6RjuIi9c@bUZ~};?xm3;mCgYbXVwPin_+j7!I8ZD4uX8^h=7;!zjCZc^vvRpfD;C z{;byI4(K;Wc4LzXola4=co~PG-vf%5kuN)KEKP-=KU0*9C#(tm6;M=Rzs%G(CA&d? zJF*J9LuVW%28U5Sp?^};J(cF{2e1-B!pYFTjx6C6=)V;845N%H=b(+%`0UzILzU!n5?O2iUYIgd7$ zrdm+0fHH!pM6b-$Ka#_t^HbD2^#!)QPewqiq1>JZg|q?6lcGLhl+DI_{Eo`JDe4=i zI{bdBd;tY{vS#B1ls`rN;xvh07*Zgh%v8p#sPCYHj_kK}oq;Y$QU7?tBmDk>LIH&d zqYnWk`{$#Lm7@RoLGrtxBAVWSiUyR3RaieiZ7fZVp<<3~VRwg$2NV`>?`GTpm2hM; zzY!{#qVUH6XHC?>0<^I-{Q;HIl(QghtboEYY^-Te8BMo9Wi`!#$~j6zD{3)RK1KiY zGbuAJppB*JW~ibg+m&}h7ki4{_PG$M6i|GBjW0wSE1>u$rx&J;6;Ni{**~4E1yhnA z5mYrr(T{YpiP{QPb7W`iSD@+vC8C7EKa#Wg5hgVpS;AYOnwoBfYB{oHvlOZwP)0D8 zC0xUgJ*cDUd8n?Y%}_l@Hr7t4zNXiq29B(Z-B3eKUqOvD9fle^vgthqHSrXE1nD=Z zX+W8=*|?OC6gP8Z+cgSm?#PN?4Yf$o|9qUVAfI<@sc96{O4C@VwWgU+n}8Cr;_LBY zhlHl)P+LuNp>~=UKUE;_lY6a9$(;BE#KpC;^x`g+~cGffi>Y`~B z)YXx#jWJNVBdhQlsGFv7P*T%msJo`cP>+BzW7~C_)@@Hs1d;_KHJ~AmY`Z!`LsRrW?e9M- z)5g+Ns0wW?O|_uQG&O~WYZ?TN&@>9VT+?Xi3Qe~{S8AFEjns4>G)mJlXtbs$p{q14 zhsJ371-e?(AJ8?L@>iverKvD9R#S0koTjUx@tP(<6EsbRuG2IVny6_pG)dED=z2{J zs?o;M)DW7YsRJ}s(>Q3FBRd=>L(?7EVLlC-p=lp9GoVE59Q6f{*f(f;ts!kJO$VWy zH2n#?n**x=m9H=ypvbp*fnyKzC?*7@Di; zQRq%hb(+w|(sTzjU(-F%U78j^cWc@L-J|JMXo03((7l>IgcfQ#3EiiuN>kccn$n>M zG+hoY()1X#Skp@AK}|=XC7NDhIZfGG(8kh~16r#oKeSF$0q6xyg`oAC+Cv*O^@d*5)F0ZYX%MtY(|l;NriIWJ zO%FgXX?g|Ps_AuTo2FgRc1`=Bmo}({0dRO>?1rn*NWi zI}f;G`r|l$6H&G(DT=bMDQk#s>r>rs`(}yuMT>+8@l;Ys6m6(bL{ceB3wffbh-guy z$iBANveoZBbI&=q@BBXVN6+)jtM8dJXXehG`#pEgnFxKTX$tg_rWw#$P0vB=G|h+B zYkC#hplKoWv8KV0sUW^8bKF8e9PrRe&oL8auL6E7*KgW8qtlV z=?3UhP4l3dn))@S8%tA@4Bc3o-hgUp>fMBHEKRpVwKZkh(2b?32~=0p2T(mt<=fJY z1<~vc_>pV&0)Fc-pdtSbAJ8bQZ5*%7#A};`wb^)W(|B#Ou(o-;wnejU7+ed%9uO@M5ePTD0qDuwJORXJo5;v78Mvsb-^jS{!qeI0? z4pN!o^ru+yG5gb@mi$`?AiTk$b`$D)Uos;)G?N72(tWhZ>Kp_dgO!xs^* zvvPuq;d=V~(Qt#L6iyrW~CoR(#CS^qp8a&Bc_b>%@wW z;i@yhia!d+&~akL#~e$)i4}hoD$;FY#m7{l*Tf1l(?(0?I66(N_?YAAGqFFX;$u#r!^8?>gGWo|MEXmt_`01$cZn4rb27apR(uRyn0INRi>=U#FO8n4 zAy#~8r_)nn#mAgMM~M}_A{Xz^ne>xbVGM{^&Z3*dijO&)UJ@&O;D}?Y(n(^4zhdEA z)FZ9TA%Fa^mCIadi&PgwCaXh>Ixm9#63o1mwx_!#birdjbZ+~-WUQpeSRdzq)L_|mfUf>`k}P3Z)& z;$xc82V%v?G^Y#1N?lij7W9BvspIyvB^@AEd`v6)KN8|%TGRburJmakH(9f-)O9i3 zW6jahj=m2o^;}GQx<0J<(ypNA!-}uLm2`Yq@iAA??_tHqTurx!mJalKSgG&!^cp%n ztoYKdrOzWFZhtz`<&h9qS|@ru65?Vy)8V0|3;i8deBHXz-C?DkE3F&79aelycRD)~ z;$nKx*O8D^ykvUP)sYYv(~F)CEAC79nd|82u;RYCpXp6MhZT3Do9RP0hZSF1UwS#T z^rMr*iZAVY`Z%ok()!cIVa3PXKo5tO0d#OA#I?bV^lv1@wcAZ}Z)mxh-i?H~(gxDG zkq}qfE%a?9#Kqi7*M^mbP6pAlkq}qfZFFo{anCJeZl_&`Z26DaWxo4H-;5o>j&t?u;ODz(}|G~ zSL+Aq!?2Qd@(^7Z32`+TLk~tmT+CQHFtj{O|Am%E=)TZ0j@}C`8{Z7G`$s8+ygk7XXvc3(#(}MgT4yx!ri4f zN_Ba8maYmb&0WlM^i(7y6)%~YbW~`0o_>mixYB0PO`+uldMOf8l-tg1Iw=z3N}EF; zg_gN=Q6$8b_98tLR$8QU+nGlPg_Y(mW6_59fUb#z6voA67Sc135LenFIwp*S?AK!YC5)t7xYAyuTSCk0^hy{Br7fXT z!bm9X4f-UEgqR|_B#eZZrSwQ3WDt+#M=pa{k>5HDsKmb{ZY#(8&AEGV?w8Da^eaFG zX_pAfXZhZzTOpP+e2jbEFtd(cg;>t=;_u!z(WwxNOM>J}`; ze9ZUsC>Tlm_t_ulP>98)6AIFG3*)+EcG90>G<2?|dWBI${0%fhUyMAiOGEi&TnfVl+|<#)Kt^0P%}+~pyr0c zDS8{!!jf-|+o6_*!a*4fwaQWQc-;%N)^tDA#!z_aje^=53fmeDwbS$<)Lzp=&=rQ# z{yZE5U8!j-bX835O`;%N51)jtHWX?&4eFq2I&_Vur=e>#&44;;dKT(rC|pIKgE}Y3 zy&PsjT?~cFKM!@yQSwkOg1Q+B7ox>bcSE7T*P$Mo-hg^)DuQ}xS_)kklgl~eUnw6# zy)~_c`e<4Y_0_Zi>SrjNHXlRR8w$JpDb!!nX6S|-C7bsrXn>*cHu^JkV@&S-BEQQ! zpqn)9gl^Wf3mRxB9LiszTMUK$`VG3(P>A{+8f3}8FaH7EW+)W+Cv>}^@cy+My2DV2 z`WG5(C`9dn?zH4SI%fAmcNq!=?zbP^Lpe$wl(NteO-DgP4TaVy2Mse6wskagx1qF4 z7i5oxhFkJ?4wayL421$KLnC5x?`ZjRqbf8~(>c(+nyN$hX*w6WU(4`{jo z8m;L<=s`o_e&ZtOAxr+A?NVrrq0mq@p|P4ShaNT*wv~n+$x-s$XbFwe)CwA}sVy`? zQ#)v)rYoRHny!Q%H5AUntDwgWh1R$ldfZUB2j~J#w&d?px4?)v3je({c3i~wydfJlTuZhqznkGRr423qF3_Y8p!nhH* zGmn3!vJ0W-EctCMf@W%33_WisZ0j{>mZl}p3x>k=@C|5oOkoThU&D`~IhK44H$rm_ zg=%bqUNn^U7uZjrd4@vNr_lTyxrPe#H}sOGf1sB&{Rh3GX%FAP$xXtAb)q1OzBU5>^_dfia?2y-a3#8Q)7i)BkgZ&>mdy|PeIOzy3uAbhN- z4K20gvW3|?(3_g-LT?!gm9GaaGZbz(>qE;8g{T7PZA0N2)fjrmP>9MxD-4CGrqIe9 zxiczMqYt#oP$;l3^sc7sq4x}h*K&VowV_bp4bc0BLex#r2MKbAav-!OL8*Aj-U5AS z$-gRZg+7YOj}{d^E)9d$8VWVM8(L>5)NnYo-cX1d0c|i8?t4c<9~%l$_d**Dg{b?X zO@>0$1JEai!X;%i^rV|pzR5AFQWIL9SKUumR$|)wB#@5??by{awk&$ z2Bzlz^hg;Bt#KLjo1swo%c0*5h0520{z#B(!#dEPmi#$i7us#fw?;kauLKq4cDX+E zcYQMeTvIz}e?#FsY!4k^DD2l2P>CGn4pTk{I|Dk

b z>fd4NKk?LmCc z^7h(_{7&9pTPfDc(SN&PoBx-!h`yCl1QmR{N z;$nC(sbQt86P` zSUJYcjT@O}R(uTiF~?c)F^7@}u;ODlA)jF7Sht+RNCQ~$F^$LqSn)B3lLWBhV;YkK zuyUMR&Jm;ltoWEC$pBdKF-MUAuyVYcTNB#^??};?~Tk$a`(duu-$DB-) zzZD;I3S(ZZ`1b*y%8(Z;KISw=yjbxur!(NiijO&i@h(>UJ9nEi+{KEI$uQc*ihr~2 znGANZ;$zNYtcw-@Rf!f1b+O`OS~Akbihob<*$i~C;$zNXoJ&gF9@2_oE-7)_v^Aq# zQsQFHWsplsTud9rxTM6zWEtX;5*KqGE%#R38%44?2Dn)9>(iF;EmnL?JBGKU#4U$= z|E?)ZBHvc<|2l* zSUJa);9^F#SZV3x5(c$c@yofCF)dbF7R5o?%NWvP#m8LEh!!h8rZWRttoWEK7|)WD zcrgXpE(~W$i7P=@MzdIPFAd3dV=#*qznm)>%cA8fhO$`k_12w{ELwUnkR>IqY&{vr zk`lK*y%@%l5*O2(Q7kEOF?|@sqNOimSW@EVb~Qs-thgK9>@|#FvEu9PS_ZIaxsLHG zR{Y%h(ITG`SAzcI3X4+W*5`WK zw0311OiR3$AvDCN#Fbzu?eJQL(F||Jy-FcFoK|=(H_`~761SY2XoF9QEA`DZ!D|^o z3w%o4+=^&`Pl=n`NZQ}6xR)1XZ=w0!ihEf^b`-7eR(#B88sAgmN-&1D_msF2jHT&a z%Q#xzQ{v_}o`(07xVcTB-905P=2n{Btz=!yL|WZb;$kMz=x)W0>&;H4&0WhBn%uQa zrNuoZZaLFvaMv=O_I4|7pkj6g&Fxxd(%P+0<`TH3YD zrJ-HRJlff{%%_=M%k8wXr^J|$EjwcJ4iyOuj?U)ORM z&Fd*~rCvhox|X|XT-UOcwskA*-B!4VrgbgLXj#{CFAeKjmea1TWd+UZT2|7ku4NUC z>M6;@#g5)yyD25EcGl3Oo)Q;xA1&%BaWQLYP)~`Axu5oQEf3I~uH`{m)3rQAW4e}g zw54l#n5J|s>uE_h;+xB}kI;~AB-7rl=?2=-wQQsrUCX1iqHB4KMszKkXhYYsnI?2C zkJEyV&?5OVzmgWo9sJd~@D={0p|x&7{1X~lvs-BghgxM^b3&_3)8v1NzFW7`NT{24 zX$3cu@y~4U(Fh)kYc$9&=QG;CV{s46ysNM%UQqTIn!sZ@Az5(#dw;*t0&d0ML;p_m zw-x{F@dtxNVsQ`5e2331=P$;J7zyjMhoK@yLd@Tc6tUv(gZ^QlNG$I0JFHJ`uM)I& zTXIFnm4rUB#v@ET25skySyCo#GC($+3$1mUf zJfWm+T7{1bo<-CbmRvWETnp&SnA}qq#YpCyi(bC@l_huQ6@SR^>zLd#Q>%=-Rf*rQ z`HdxC!b_Opw=ucZ$(Jzt#^HCCd{htUdrST;ihZD6mfZfAy9W9pAy*rI$Hx%;5mZ-39G76khZhz1s3uOTO@{px+Ymo6@iH zcIbCYZs*PIfc`KPR{2%vPeb9YMmwRu427uZJCS>0a!)Gx_1X>nt?4)DA5GC0AOF?# zCsZ&vI%WA~W&A2fUwkZKD3ovyw3nvn)s`hSMenaHl~8&s@4XiTMKqO$N^2?umC;lc zDyyj)R8CWMsJx+!-^w+h3YOe8ELRiS$55!K+EB%q+(TM^Q=S4<(iFY1v9ck5z05^# zY^-9*zw_=4sH&k*jOdMx)e=hAeDqbr>YC1nYG{hyhgeh7MbN&QqW2-z(iFYfuy#!T zg?*v$!=XBceDAv4P0)Up+~Y+2F2DT~^2f5f!;Ig`cYvi_^8e(fGs6R8a_80j_KMz= zcaWhl);)St-ob`K;qQX#8VZG93e~gZoU!bOj!WsKl=on3ZLB|>j#rOwmmXNEB@Lrhe zB}oq%3Q;wn;|+!C-4{B+P>4DZI?+(Z@AC&iCt30@j5ruNS<@lVDVF>V%%RY!hC(qK zL8oboUS4*3Ozt?%k9Ch;*L8-WFvI9|UCj-J^I>NwV<<#*h0aVUy&n#S&N39LcL>zN zP?%x#x~`U*qStkuZ77s5dMDR8hQbV^w`;Z16um;LwWjD5TIU)HTRD19R-2gInIvDm z^P#MvP>e;;d4@7=lN!t23FQohsHIR_L!lVUpmqtRYyL^7y{4z24w{~ZI%N%MFE7 z%0EzNL!s~`N|8u16n4?Qpe_lew^u8utESdaH%)DzD>dbyt2DKRx@+nL^)M6)e*x4p zMVW%=CwC##OVdSA?-Ug!Q5QpfVsa4&4c=DS^!M6O=q^n!LrXO6fbQ1xIN8_+$P-h!5CdKu^|P47V~G`$b4)bt^=O4G;CYE7R&Yczch-KXgbXsxC%q5Cy`1wEkY8|Xnz-$4&) z`T<&}=~w7sO}|6yHSK{O(Ns{H9F?Yu&_+#_phq=TfgaOT722e!Hndq&9q4gQ`$5H; z>O)UxY79N8DSCO?Q<|DUPis0FdIlm_^DMuTT+J5#>Rh;$f63LjHs1UL(dV>AK8LmP zZ=lYf|9f*6{d`RRF)G~4-3Pr8(|?{0qW7zAi|If2jn6?ZCX~KY>cEb%9irqf@hd6$ z%ly^3a0ma6DSRbNeKnrCGoJcdnEHA=^^JJyo6%JIk-x?7q#ya)vAz@iw`<^Kjs4n0 z{m9>i^3wc=_(m@7NB*9X5JP*$`$m#ADv0}$e_+L>!LqFWhgQnE<*@c2S@Atr*`gm? zsp4YFkioIy`=^#Afn%kHiz!F`#)|K;Se{W1R{pOa`4?7v%swP=OOigk&R(#C9 zq-?A-bTPHa*jVu~wMp1m@msqN`5G&Y-Q4ygU1P<^>`%7F%8@SS0FpIUe9VF5YOMHu z^dM3-R(#CCWNNH5b<3$sqDD(S@-$X_&+q!AX|yyTOJl|N5WIlAN(}f~(P^$jw;sbNhD;noJ>B(itj0X3h5Xtz67U|jj`fmP9qs(#mAgZE=J24q++x*XFQG- zznl!?akQLC9!ASqq+zUN+`iL-ER2?xBw@6iO%5g{Me*#i=a7QY(uxd>71t>s+nNMS zO5EJeCI6BVSL!yTU$kV&zGyj*~7cK2cyjVHQmAV6Y7cCu0 zyI64@8?v3qx>#}j5who#bg|-NE+FS(#m8Jo$|WVP4lW|&k`h{N0i zvA9crKIS%3BS!oKQg$wxkyt|CvJ>6`!i@WgBXT)uT734)?37-o-(+NEpFOJ1s zc=IvzFucS_sGapBMU42aQBgm_%VKet%KZ8ilM*rF`?F-9A|qlXEaw>#B1SU)-102> zkXYPhFTb3ZNQY>7nQVxb9VA1vyh1KS%d4b9wCp4kqUCiGAzI!b52EEA(jc+8OLBfq zKPL;K-v zZT^ewhZcG)78(i5`J3E_k+6r*V{w2HACoI6LFyx+WDP@=<|;sgH0=Wo)>H`^qNy@8 zR8tjbm?2-|xoXgGORmauHK7|d?F-#xD6DcV=w?l|p%I$uKt(aRO_Z;wL!gm{{NbEC z6uQNdFMRYh_EDDH#WfdwjeWGH=xgj_ES-~VxLjjstR>&s>PTpuC3m^b9R-cIlR&XK0?GFvBj;d_(?Iv$?L&?J>E#*jE0uksAyxNRivwhCmA~wQw{PT4X2`V;Hp9 zkiV74-3Z-b$ye{q(4Cq_KzCX4T_8t7ODy>#>8r zZF~kjY$)vWQEU2oOMZr5LXTK-cgVSKpbatkF5zKW`_az4(NO63eIWFxC4Wk(2R)Wh zx_a9|n+*9|-dsm$vn5}>ouJ1pxd)v1W8B3lN*0>CoTw)(`P%3VJ!vScau?_+O+BHf z4Tajc4tgdgcUbYwYgddd(6ffZvZ9X#Z!r{lI!9eQw_5UrkG{A2oTm4o=M9BrMO`~z z&=hs;+@|Rx=tV=}`t>oi-B4K8SI|odxg8+vqCHFU+N%_~is}XJu;f>{5PHRu-!}$A zuUhhlUev*Gr=d{7s2AaDhQgU`IP|)v=%b%+#N_+whZ#m+=zCLB^o72+5^}W>qM}|- zZyO3bKu_o$OMZ`vK4kW;rs!*B@1>|9{>epOD|_FPuc+bB2Zllkqpy{Hs44nd*+((C zYg72nd#+4r@4(3YPuTwP1E(z@0tpsKQs-1{?s%W`pZx#{Eg5aL!s~^ zpub~sr>6XVShXTKB~8_!e>GKy3Wi4QQ~#M^4XA{sn$TXF_JvAn+7BwFsR^{VrsJT} znmR*eGQqoUQ-{af~LOEKAH-likfbKDrp)BRn{~Js-md~s;X%uR87+) zsJfmxtP3xh9AliNp z=2z18TbI8&7uMrn+J4>rXa10!&wWUJjE*PCMKDi4Lk%=l;3|KJrf5*bp$WNDXlN37 z9%>kqyEDlz>pm`&hZzdvAn%77#pJJ{;Z#$N)Aiw+qW(UOWBSk4uw)tXNSdlZM<$d$ z|4-z!c9f>cP!mm4prbX-hMHJzJZR@vpJ8`8LDO^4 ziJD%6PSW%abh4)Rp;I({1)Zwt2k10SyP?xH9bJjklBQ#!=9)HFCb^{Pz$#>yAdb7U z_>~-YE%>W*VN3qyxcg7t_9x_QOwbYZj5!BlZmsy0%&j$lbuK)Yf5#NI2~)H2)brx0 zxiGbDJhfdswSAb{A)eYXp4ur)JwKj$K|J-sF!iE%>c#QYOTyGk>#G9!2rE8jAMz1a z>berJe_w0G_tRn@zRrq|VHfUa#n%D5V}C0?h8|qkTk$dMr-fF0e}`2`3EaLt9mHu2P?k+R70{4R(#B1Bp>9$fRR_!7{AYrYj9b1I1j zD?WxETnnuDnA1r!Sn)CR;96wG$Iydou@xVaA;)0F$DB!u!HSPLiwuJmAJc*agOyBC zyeno~l3%dmW6mbMV8zFrLw3Q6k7-46K}&0L3sy4jSU8u|f)zivHe?p8_!7{AYo!$* za~^pGD?TPiTEU8sX-ihYijQeWQo)LkX-`hUijScO*ZnDRYub^FLQ0Baih6K8Xyr^7 zLl3TpQsQFh!L=?WE`}al52wV%TtqS8?Bt>=5`s01S`JZ z3O%?Uv*KeqlSZ)OW9Y%P*@};$2iN0Pd`wq{PgwCW-AEx=@iAADL9pUut|Eb8rKMZb z?&J@w_?RA~53IPfW7LD|St~xK7s&%FXS?O}CU;<^g_Ay{4y^dH^(Av)#g~8{TrXJh zG1rhcu;OE`C2e5E$6QC&z>1IQN7BHGkLgd&z>1H#o|J(VA5%!iz>1H#frNn-A2Wb_ zffZk)14$QH@iBwQ7Fh8ygGm-x@i9Zl6hNAxDpcdYoB z8_5$`@i8}%Ca~gTZYE1$#m9^#J7C4fj3YT<#n;YwasyU;%mh*cR(#B@WCpDGn296?thg4U>?HC6 zR(#B4(gId|%oMT$DT#NGf~cS2u9UbfH;tTt6_@$RPA4T`#V=pVZISWYxSn)B7$O2gLF^fq8Sn)A;kOLU@|Lq4pd7QnI6o3^Ua~Bx^E3O$P zyMzRQ6(4gq?f+KVxH?!$^S>1za}TZmR(#Ad8vm_i-Q4b_?ca)zSx(cx6(6&Lmj9Hv zEw_?}|CG4ptfJjNB`#()&Hh%-bFzk3e=B}X@1xP*O3uZsrOn@pkGY>Fe=B}D576Ro z#jojuH27QbF%Qw+Z^g%~qq*OTk9nBZek(p^J&pZVe9R-X^;_{V8))jc;$t?_(w`Ey z6&|IbKP9f-9;2Nyav=2_ALR(#ABvI16o%vO>DDRJxb965oMxO#h@lt4;c z%nM`$th9A8+eipl$+?&p$p={RG22N8Sn)A0kqxloV_qg1V8zGmAQxc8$Gk!+z>1G~ zl}vyYAG4E0fR%P`eO@CEV5O~-*GU6d@iA|Z1+d~{-XsZNrM;`sx5xolY3Jl^QUF#u zIC+N*fE6F}E(riDemU>a{%^&{yifDL6(92ft^Zbh%!f4oTk$a;(e`h}*Ura`EV1Ha zK4D~u6(92{BTKCKn9oQUSn)BRlP|F1W4>TyNlG$tm1e(WWJyX~U4O;Ml9afZuNhgA z5*PCg@9av6i}{vUcBRC{e8(HRQsQF1XFQ6P4#ja$b{FGOth9GAKQJD}N(U!DG9JZ> zkNJu5C{}#T&x}X0(!MAu!7q$QvEpNPGaki?kNK7HC{}#TZ;VH=(!MxZ&hLyzvEpO? zU_44n;*f&upNvOINhX=wUyMgdNpT{37>|+?7xOpcQBvY!{$V^yN?gppj7LdH5)+R$ z=$fJ=C|9BcBT`c2qV|HWOi@um^b@~T`KlBZCltL^xqFI=651Q;p{X>~Q&SnJSBl)S zqSrL{PLW$yIjB#HTvU0eZ;D)0H1^`^6uGEq?8P-Ha#0nbYg6Q+qG1`=S?X92|Ky@! z8T~A|BP|yV%jj>(M^%Ncx8$Ru5gUb;d{lMl21`Dw1~kBukBY{53`~(*oAn4{4 zxu}Do5h-#}b)ljZxu|;3$P~G#`p_*YDlUkAat)wSDJn`R8uc)D(@CnWQNiD>GSBG*)Jcrf96pR87%X znQ5A$u`<&Q`7CoM&7hfvLez24EJGpccxbk!6QDVoPK0jLbP_aI)5*|0 zh<*+8`IYo*xShW`7cSsmdP&rdcOv>k_%lN^%4Z>#|AayK67|{8B2DK&i({(qXXswr zkjp}M7z(x27P?bYJLs;M4)HVWP!#`_>j*80$z`kaeVQ(W?vBZ&cf%OjTz_b3Ovm~e zc62k0hS%H^Q!`JlRW=umhFKPq%htBaxYTH_2)fsjYe~(GhL*>4qMKn@<;l>BnB08w zg`WXw$9y642&sDispiP!KW|9)V4sDLfrReheMl|x~aZR5<#hSi? zo-mYg4bZvopeJL>6va!=FRNfLQbn3dKu>Gh3wp*-#@#;WN&uNO@;Qzd)=neiaXsQ8iGZYFRy}|!QORhOQw=cBalHba;pqElq z9Is(6dhh?s2_==lxi|SE*8tjKD6H}!&?|<*>tzpvUbW~@(-F{XnvR5Cx70c= zdqM6f=nYGLk7@$F8Pi$G|D4~WqHhemWhmp%y=OviTk>_-5_%^^#qq3jt)O>Plu4*H z^j?aJ5;_-p-;&>yZJ-Y{MSbEvwB!%i^PrC`wRX$OK_AEDE+xEOE|V0aEA)vazrDIa zpIUO6k6d@?GfVzF-wXO&Q*Y>t6uDybfxfil3*Q&|%23!3uYtZclyU7`xqi?$F}dqt z{)KusL*H8RTX_WZU5Z>C7D3-z%Enb#kQ)W<-O%qTa)pmR7x9Oou&fo( zpPE)ee;Eqb%2m)FOa8RH8v5Ik-zaOKe=N0%%U+OM3;k=!H7n;HgbId7H=OQF!YaF{ zVyHxliet+?0qtcdtnxEZNlni}r8I4U_BNDhQz#=g>ZeLNTIIj}Cq5FH8CwREoAv718m5_0=t#&54vq578mUCL=t153W80XkOG0H~RvaAu1}6(5(7-vRuloCO`9qU8U{ z&4x}e6iPT3I#JU+=p;?i2S`pf6!yaf&?$z(vKB(88VcjN?}AQ?>D;)!xw!bfcRh5v zC4ZjZ0G(mUZ_15O^Mpc0700vAJqKkBg%Z95ovG<%=qyb;pca~5g<2ZQ_>1pb(Ak#! z4b0onIWf5@`Lj**<&Rc|!u>|{<&V~e!g`g0&NUS797;oN427ujP*zg~=sZpPKsim7 zptgp>!((NrouN>SXiR*2P0^V64u--PxoSWiQV3)09_Z;c?I!Le&5&$_0#kk z)Zb7j{Oi#5DRL!z7b>*mFNhyPH)#3<8jw&jpL_}9&&+80hp0iCqA$=4HWXUFqc6}5 zF%;^s1T<7r^l_SDno2{%HI;#G)D(Sz<|a+$p_?^DU!WPGDf$9Uk*4@FGls&|A^yya zrrOMKlqJ85)`3P_@;96ZLSroXz4u^fY)tN%F~611hsJ5T5E`%PGH8OP%b{B}b%rJy z3U?`8ph@=v3KpqUA| zgD9K<)Xc6p)kYep?fsF2rV-dcDC)%y_Q_ht=y~7a!Wo7vlCijsePs(`pHF~ zv{`A%p8=vz+N_Gn?GpJjzyYPne;Eo5tp`GD424xb2)a+x!O&Vwb)ow;9SS|5sUh^B zrs!iQ4;c!3?~%|tOa2k&DCl8BVZE9{>kWlt`55St6uFu|0oq{6*L()rm{3u)mGWN* z$=w1yYA9SQM?sHS@|S?o&?Za%Y{?g6EcCb~zuSz1iY@t5$^__%6lLPI$lVG( zX~`F3BJ`A@P`#6&r!`H6p3yWDdREgcXp5%V&{j=zq31L$fSxxL_NYbB3zmHK-UV$- zQCv?2xfRfhmfAad0NNgtJMi;IWkDJ8Uz$olFB=M{l)a!GmVEP3^ahbv426wS3VPL0 zSmnK;orXeGY3MagWuVtJRe;{mv=8*Ari##8nyNx?YpMplV<@aw4d`7%VZCZX?`hf> zdS6p5=mSmrK_40lH!uf5AEl@$Ilh`eA19Pd$?qG3p-&8D{8eul^r@k+Uc;f!G~Eb& zuIVP|3r$7PmzqXGUl|G|yaoE&P$=Oj=o?LAp>H*fgTB)=9{OI>WN4S6aMhau{g9&K zWTVW1evHW-!ugHzBlMG@FvH!@&zAfN_IKzPOa4OtC$!s=-^%|$zgqG${1^JoP^jL5 zvgE%sm4N;*l<}9Fy`Vo+lu2r%B=nahU-(kc9z&rRdqaO~Dh>UksRHz`rhTA-8>9T! ze>O@*sD!2}&|ZeZ$)PG#GDU8ct3jmrsIs9@y^ldv423$}1Xb1a zI8@D0NYFe9Rk!5#-lw1%miz^AD^$}^D8_TpzM5WyY8eXmY%f8zE%}YI6RKm$cNhEw z+ApDGTjXp0=5pk}424x54;^61A9~ZF0}X}snh71GX%=*_rg>0ZP4l68nr?^c8wyFu zMNk7np@fT}Lkxvgz7slB(-NqmCBFmQ4IO4EENdy$$WYitS3!px3Q?<}#)iTJ!aC>( zOFkL29y-#JFX3a*QJS8HnppC?%{J)hgo@)sIKSI0C{O-N(?aMNO^cvoH7$mkX}SYC zPSXea_FQKC5KFI1$45Zu)Wqor)YW@I@M6vlpCSbEOm6t z+60|$$(Qg+=!_J(sO?bmnB4!I-(JHjkpI#&0y@)B*hO!F&a&jsY!jgtmV6p+7Sz&E zsHoY{*_!4;=NJmd@;sa-y zX*JYN(;BF~rVUUBO`D;PhQdC-1?rR{SBEb`=O>hjDwUfYzaLhpNdC)EsNQ{`3k`)Q zj_94W7a0mshe8)?Y6xAT=`iS0O^u<;G#v?Dt|@wFZD&o#LRV;tUT51y)A3MOO(#Iz zG@T4xsp%BxDoxFy?wT@C4^3x6Jq?BJbuQG)P}p8MsJEu}P#;avTXp*y3MajO(A6m_ zj`zCU_0Tm56~$BXr?2BHlmF6m0(70Glc9cw!j9bm>Tf8l@&(ZKnl6G0HC+nbpy@Jb zfTk|cKuuRcgEV!A25ag84bjva8mj4PXqcg}Zxlkq4TXvt4&A6}9CVYRFvBU(&6?&z zBP{tF&ZSUMisF5wAh!w{nNV?Rw>h^O!?-lHfktV{LZdacg~n)V2aPopZrXc5;|zs5 z>;;Y2)CZcN=^E%(P1ivaHT8ogX}STLtZ5K5Mbltts-|JkG)*@_(>0BNW@svcW*Q2& z2V`!AG)$@U-Dmu!m@sX=4<*Hx?R&R z&;m`np@o`$gBEG}9a^ku4|Ip2aH_0Ri~N_SgQ2@L)q|E83bj!mx?58NXsMxaFWL~g z$55DIBWRhXBcOXV9SJSh)D&8wsTs6V({a!$O(#ODHFbj47z(R=D|DZsu*#F5wVEbF z_ZteEat8E3iZaQOvI=_8P*~O)=pjR4hWA11G_8dmHWX&K9$KGJvh@6ge$qkYzcfvT zHfWjxZPYXsdQ{Ui=rK*xp-q}*Lz^|tfgaa14=Oekw(=6_2}7ZxHbYMu3N`->^pv3x zwFP=w(^lviO)o&tYT5>E(exs;Rnt!BIZbas&ue-UdO_1$&^Ar)K`(0h0NSqUW9TJK zpFl5b`UcuzC~V472b2FwQBiVyHHBVHQE@`ep`DsC&})XmR&D{kuIX&(4Nd1jZ)$1_ zy``xg^tPt<&^wwgh2GWF9eU4DsKXx6`w1mgmp?gN+>HE}rc0m?HFbtQ(sTv%v8FE2 zCz`rJpK7`i`b<-I=yOfIp)WM`g}&5uHT0FHe$dyNhC|{LBDC*4E?UD82UrglhB`w>gp>T5e3)O zvZgjr6-`;Fs;2XxYMOFTbxrM|8k#ynH8pjC_SMuIs->w9R9n;4P#sPEq5Tp{uDSWW z_u@I^zcgI}9iZtl=s-=ELkDTP0yO_iWC zG*yP0YdQ+bXgU!(Q&R>yOVgQ93r($|mYSj$6Q8Z=3g{e7U7%K)x#)6vkynofl-(R3Pgsirfa%QQ8IF4uG()LBywx@p%|N>n+=8A@*0&$V!2~37C>V)ErP~rS`3X(s5rICf08kops8kc(pZ`ff+lLJ4^1)@HcAs{a*C2okUJHc zVkm5{ZqQUsgP>`ehCtH|g-5oVpc#h3vL1kDYI+2krRf=Hwx+Gn98J$bw`uwfnyaZ~ z4boVeszLK(^2x8TUa!?6jiu>LXo05pp@o`0ffi}{7Fuj5w2D`*O&ZHkC}Dl*PD5dP zHHPj=k=t!fgO(TyGn@e3Z79re8no0_NkO)oxz~6rzSek7^nYJ*H_Cv`Nz>XtSm}q5rXU z-vLq+UjWCKCLp~??;Vuhd#DF2p@SfTVgp1FP_TeK`AOW6lr2Z;E>*=H<7Mb zP{0Bziu}GwW@df)z5V03%ZE3aOtRVC_coc85qXK=k$U~QkK}xYPA@~N1i9^c9r{A2 z`Os=XZj+ZmYXrId^$)aGkc-Mzjxv@Y*Nt4zdYwu_8w9xqUxha6G!xpS(=2GSPII6w zI=uyL)#)AROP$_@w&}D4+AheA#!_g9Ah*dYp`AKqK)VFF2Dd=F1-SRi|xGHi!?)m+?>Z zVL3a$4H}z+pL|$0pLSD+Q}Jq4qcA9b7OK{aYLrghp9FE5+OZKgk72?WB}5t&!hpFQt?bu5Rcc#m12M=_sXw zi6Oa@CdJOVPHv}@6x(a^H=U)}7?LAhq}UNHK(bvIvL;=1;iJ2+OJOqYQtF!Rxq?Ky z6x)L$r$1px|9}XJ-k%hAjP&;ous;ymL{eKIdv(vwJS-fOR;lPUqwb;ifyeX z33VwprWW~hDdyJp$=amTV`BPNhitkOb07L-U6SciY-{z%rAx6f^+~12Bt2YF@WqHx zx-=w_F2&qFJ<0pf(Nfx&)_7|;Mv9GTLKa<@rXNWxv0H1h4bbRylZOJ}m}F)<_Bg=Bk7%!nq*wa3K7bS2fUi%+Iqmu@85 zb?Hu?U6&rD*`;(eed|eCj?7H+N!>&s|670HMO@3X9 zonN>=>2)dQp47oSnsx-Qp}TGwR|nRQ(TlUSExZbqEEj=Z`Q+qdgU zt4pylL&&P@asx?qU2Y_&F2&qlH+d5&bt!f|Hnw}+BXkBK>|hLKK> ziHR9bHeHIj*=_PxlIc>+{jZZF$fZlMF}IOQm(ta&XC#?)DP4?=B9Sg7X?lG-d30Sy zlSbEN3|Vwt#*##jiRr-|zx;#yqJSL_G&yXdL ziRr4b*};>WU?!PyDK=&niE$}5W;S_oDK=&fY4Mnt zUcW|GJSL`ZuagvyNk$@g1artAib;ATb4iKEBqNeH$%yOn771}F<_jFjx55rnbtlc0WQVd05kb9 z`EMyEshRwQ^tTjq$C>1(WWS}@n9oRlOR+J_$bCyO8PeqEq`qTfdcB;?cTCKdt|0Lp z6E6%(t|adr6BCm`+B+sDW))fQn3$L^NP5R4BN053tI2uCBt4Qfq`al{4k3|TOU7G@ z9fNfwyeIuPH|W`z_2j#y*q9BZyQTE@q8@A{+bzY$Y$Dk$#l~zV*Da-2M%3CCuGo-b zW43a^MohwxMDk0n*NBN1wYH4}c}z^qcJkvfF)=$xkH;iEYHcUk@tByHT_ne2Vq$ia z8;^;J*+XhPCMIStnemvIn0;KP5fc-$pQ|)tl931=$pc)Z5tH;tz9OFJPR^%z22%o#4n(B&*wW9ae=7h?!<>-m*yF@(7F z{KlmiLR`%6T!|sX#hl|p3|-E19fmG{a2bXWx1K+_3PXrn&tF`Gq00rX!9b{BHRPYD zg4KxMsM7G0ik&HVq9N!1O5>BUUJ=j#WPcef6yj$M~| z;`zaZ+FnR?E%l6k38%(x6Ozf`r+Fs%?gx`xx78__$-12+^Yr&?LhVB`?WB2jpn_?g zJ4iAK13#FcxnoETY!7>6gunSMpfpJ)x#+ioI!Q9QFyDhZ3$llj-xlg3$g^`nwuh1- znaTij=cPy8=mK>O$!rd{6*WD)1@c2`9sXaAACorrpNG1IWK!8_Ze8o4?je~~q^9Sa zn3)PsjLf=%2_Jh(>J+Wi4<>x<6_QE&(V&T14D}Al{O2@VRP;M%p~@4I`6!z@4!_Du znMaU|Iu7*<$$i<|oX7mzvQg;KX(ZG?B=Z3@wXV0I0THE#+moWx&^3bWbKgG$4HV?| z@~_afA(;q9ah9aHNH?kGMaqWE@g zfNl`v8r%ro7*R%SG=jTf-z3O>@xTx6hJABL=GmR<#_iB8g4`GeH+dc^$Zc|PljmVN z1vhyfF39T@ZJ;0A$@x}E=KZTb6&ewd84cI@966}|2y)#BZmv60r{LzgqXfBI3&I3{4i~4x8=J13K-89@Oao^pH+pK~r=(2t6#wGoOq6BhVu;GTU_& zdNf8E(Iy{<9+T9|&?#tYMA4Get{ina#UY(WLyrq`hs_x12}$+|dl&R%NM=cziwbVL z`jj9y^6x=U3v#3J0rZR@7qtj_R;Lf4=X6>MJ+ITp&)fh!x^#?#R1-W$%gl6eb?6O2?&W4KG*^)8{5#N_I=u_MrPBw{+k)J7Eri|?U0R&q|*^-vrfmMEjpcmw(9gP^rcSULECit5!$ZP&(IE?PD49&Is@&} z=@)3XPQOBXbow3ItJ67XpHAnY{W|>#9nk3l^p#E*p@TYQDL}O;qUgDkdWGFth;oxo z`=G-*eGMJa=@4{Or(@7DosL7tbvgl^(CHiK8=by`zSZdzbW*2Zpzn104f55fzIeu6*{X^Bj^{MT0_6;Uw;zjPV|UC`+k=x?1yLjUMA3c9G%?a;qEjfF1hG#*N%2YFHR zI+%Jc-wkEbX%duKrw5@dIz0qs)#+g|= z;~yU66~liM{wmU&Mbm>N=F7EdZc^7nP_d9qB9|yH4D*|js4O0m`FddLNIMOc2+3q? zQ&Z1ZBZpZsr2k8A4uVRBWWF7jYH$WrIwX^>Pf;n-n`J^u@{@-<^8M$avMfyV%olu8 zQLRWhmWzm=JW_NYRGx(lLMZ%VH+dygAtHYANJZr!4Oo$dZs<~!6RM2gM(|$}eohi8EzuEAVT%aF`DA=ThksFhB~q1J-z zi;n*T6r5+==A;^YoeV~Bo>3^69j2{L!8|X)SLKP~Cy!Kv7x<*#K0Txi;J>ttkB33Y zhNz4{{uA{Z6r8ve`W*^RTrPo@I;B+Pt#YS`yhQLwb>l})yg`l3{pS?rxq>p5P7R^p z#HB=ahJr$mLJvVfHAkTtP&bJ4e=xIYbp8*{6NAPEhcoB@o*9YYk?LMT!(rdz{1KrYV!=;15rGwql>%yhi zhf9aJr8k62Zw!~-6fEWXy_@+rx_<8#ej7A)Xz+Jh!aUsO1=sHlgHqD^Z1jJE>-UBW z@ghhB*YDjbrA|aiUWrCX$zg<7o7<$6GQ!KoNGbV^aJn8P#l~}+dWcjOhM`(QmUC4K5R{pVqLrT3w_(+zd{2|50l%o0}#m1DT_#wsipbWJSDK@4or4K3f6X7FS zj>?A=8&jUbhb|SUdq`;%HkL?Mr0gNZwpNL%hZNg`$`n1M*qAERJfzr|s+2sWG)RPx zWHl-tQfy3h3La8yObzNCx?D-QLrUXB_()zwwL^++ttQ0|DRy*fQR|RmV`@|CkYZ!% zQ0b6jW9m}qkYZ!%QRk3idtIM0hZGyrfGUR+8`F>?hm_`t@DW_UH%p3*X-tVjN(&Ry zgbIfg8`G2mhZGyrjQWO@CZ@IKlsBZ;gqzm;7DV~uewjD0Paer$)G_$=Khh?IM6x$!3|;zA#fS-i@<{fjh{3P_ zX{~JtiDW-&7*g69xtbD&6dTi@3WgLLGk^ky6dQ95^$T4FQoe`@fAUCPOZ6gM^xCdx z5XB2AZTXW&axk?Ee*N#3@+Xhr`n~o1`X6Z@LLzxRl?y3$Jwqs5=yC&f3n}gSlSlGK z$`<^ptmh`G7P{O_(IO`N$s>6SH4A?IPiq}QNF;|+ve0E16^oegCy(TC3KsnOpVm5t zkO;2d+bN|3fAR>f-`mBnO3ZCkE2P+%krXR*8AYu^N=N?Wk-VK!1-~lm8BL`kCj7}G zIfg<7zbY|fsZ+#+KY1kYpiIH9O3a;9DRdb}kwQu*n&OchPmLm7w#J`4g6sE=@auop z(}_QM1lR8!<=6j+9fNx)Q0Q_m^$95^JUM~#gf0`QPQ-*ic_i2QiqUYW1gc7A;rc#PZdInjd_70 zgcKX|A~gtIUZMmM6aM58T)&r?EJoC>XF3H4DV1O)2lN9eMaYD7#-YwIXR zNa=1`TTd+_CMISBr3fiKyf7%akxE2NOlzAcMCh`aIz&v&dbUu8h>2OxR;m!Xd`S^P zN>9^+ZPXy7^f2q$P6?}m+!e^MwcJBU`Cf8sZhiuJzP=p6a|Wyn7;i)eIh0%=4URJiHV6h&9ySR zoZ(U#UCwf)j4r=$p-fCN62T++E7!@yBt4SfxJ*Wu-?>UACK*x8IWCfkiD~UT*U0Gd z2baj`@+Viw=<*jA$Oy3o#N-98j}cgn9?&TrdQgzp&W!v6&_f}aQB5`Y2sA~IXFkOGk3tU%a);<+&?6D0hwDf+ z_yY8(PBWm#bb1AvD#)`>qF145lFa*Je-`w3NNu7mO?Bfv=n0+Phn^JV25LU^lq9>Z z51^+dnRKMT2zn->_-K3zJ*(4a&~t)3^ZwXh20bsye1P$nLoZ0OdpQGoF{HNf(O3h$ zB*-0yYoV6~xxKs&nl8w*-3YE_ogv9~egpK1B-_I+(5n%df$~hE)87lt49WcG)UFJ^ zJvK|H!_aI&_7%fF0?i4@97ygf8vf7FYl7S+{{p?P)34AQI{gOC)#-QWO+jvx&qHs; zC>j?3Pw4H4;z!hFnJEP6lpT6kkb5rYfaZl{20S&qS3vLSR0Mior=rk&L0$*b`C`xq zg52;HhZaN>->!<#!jMe1I@QD4(4vUqQ7xgxI<?%pJZPyP*ZH>4M>@5G zJ`Ty8JX4+T34NkdFX&U9dPAS-)E8Q&)78-DI`xN^3-auX?*M3pAh*c_p_LKEM}9bz zq0_C&IAp12^G$SOVAlfy}a;%^b=VqC`qz!mNG-XNHWU>`4H$m=2 zDj)Q_AU7HXpmRDEgwE?!2>L^(BG8{Y6^H)PsRVREr;^a$I+cR{5oEt+>X(Hs#wZ;4 zgkKK&SCUCn`4yo{lI+M=ff5e{pXg0JAvN-?p-eipfimmV7RsViJ1DD89ieQ3+yxcE zjan`fjqGbuUy{kXzRT=n6ru!HG~2 zK`!b(sHjf&L&XHS10WqLuG0fh2}vf^>^}sRj3_ z+w~q)Mv&XCV0PHDIxT?8>9hzcuhU|vf=(Yn6$QEXQJ+GU1i2o5236K+8B|55&!MV1 zEr+Vg)6e)Ig^TP(wlPIQ$oCB*<;oC8)7ZiL4Z+bjk!Z)hR2~OprU+ zvO~=!nHrd%2Wlb76wds7P|J`^K{NH#s|&T#sUFl?r-qQHQzNL2PEDY;IyHsb33Bhg znnUdcxsh)Lbh*#A zh~iJ8@lZEG?sLjLQ1_5b0XVgnAAx!Za<8z{pq>%M*YzUQOQ)Bh-a5Su_0efM)K{lh zpnf{N3SF(!OsKyg_k^7V4G`pZ%53NwL0%7Y(t8scD9A;<16`}ryU-v(sk?4LgJTqp zvp*lYE+n(|)c#rvT`$OO*E(p3AlJhU&<#3mgl^PnGjx+6x2`SF&4S#zzJzYkX&W?D zrybBRopwRPb=m{ns?$DbgiiaR+jKerjnpZ)3*jh1ZdV?LZWrW6;{-HXr*EJ!g1nyQ z05}DWjZsE;Ao@Q+cSPicOH%J(3umMLCCGK-3TT`l_cSj8jThviia~ejR2;fnkUKU? zLiY%A4VHrL)u{|LL8r3NM4ie*_vus-x?iWt&?KFzLFqbGhbHS(1A0J^JDJyp9u(w8 zqaO5-PW7QFf;{^Pu_^R$MCs81;2InTJtD~Mlv|-k1-YmZ&|^A{f~M+pJ2XwF(a_^M z-2pwJ)1AJGdfL%o)zTw*Hq{^L2jU?LC;5&5gYkWpcg_i@2pa1 z?A6eVI<19X(rG>PvQ8VJ={jwKX6W=K^omZ~pjQRC6VY~PrXV*OyP#P*?S^LSvp2cS0uxu|cUxjLPM-qh(k=&gvn*j}!E8TBun>Ok-4R2OCaAL}#?`b3aB4j+d;m1N(3zX*LM$gS%YXqis0 zLZ1tA>zWBI7vvh81+56ltUYx~$)271mrgmM44ra8t8~f-eW6nUXthoSp*1=cg4XI( z7+NRDjk;dC68I&*J(AhL#K7nPMtPDyL8$J?bc~4v`3KJX zB-uRn66hO2t{a~~-|DmyI;m4|LzeG!S`B@#Q*f`AA9Pv^{ixGA=#);opr3Tw4gD<0 z4euW4v`%}WGlJYe?SszhbQJnUr(@8s5oN@7<%OKozjV3?{jSr$&^etlT~7T=r_9hF zA(_fi>a*T=(4T_bCVvn8CCDAv!JTU^2y#)UpuYvVkv{|d6C*Di7XKIMq9E7cztF!r zU4ky@lsOmmuLpzrm)&I7U{)xTPT8T%I^}?}=yW-hRi|7~Hl1=qm+6!r%C1u(D2Gmk zp`3!;$QOYwkC7SqvQRETZlEeaxpk@t< zT0n($Y6)GTQ!A*5PQfjGA8vwb3UZsg1*)afcBr;aJD@s( zTn~3bbp^R~?Sks*v>U3g(;ldSP6wfeI(-c_(&-S?Sf|5K6P->$O?CPSYNpd^sJTvO zpcXovg<9%#5o)DVmb}!zbjk{OI^}@c=#&#`tJCFBJDqYv?RClnbPjt%0k@*xpze6p&o+Vlc*BZQ>SWBFP&;Y zy(5aw38@q8Q~9ZX33AWn*-&4d=0N=fxgNd=U9HpGP=7&gUGty;I?ac!(dh$dpiYaS zYjs)*4btgTXs}Mfed@2%X&H3APQfkghX`^5wF0_9r{M1PHwtnCl>yzP(`x8uL2g~^ zpj&hbZkIn)kXzR#XqZl0q2Yqux{g7&>J;3keuPfJed=!$lEC=ezZ=fpfNiA1dY|{ALtI9G8dr!CCF`8a2NP-f?VgbLF0AG0o|ojPUvo(E{E>X zDK~VlPI;gSI^}~V>QoTAPmtT>LeTw!+$I->Ch2qql&(_|XtGX4p$7!HZWMK2^4b9c* zPv}jZGF?IaOQ&qm+d5^3-qEQ9^sY{op?Nx0f!@=pI`qCyjiLEEHG@9TsRgt^r`FIy zo!UT)bZQGN)~P+TM5i?9L!CN7OLYqFr2LUiy`YbE>J5FOQ$OfaorXi7=`<2rrqdYc zbDhRQ%XPXJTA|YfXr)e*p$wfKhF0nHDD;I+&p@kndKOxv)2q;0on}MpbeaRL*J&=a zL8p1pMx7Qyn{-+PZPsZiv_+>+pshM(Kws*#7TTuMI%vC2>!BSwZG?8}^d+=Qr|r;g zopwTdblL^&)oCxZPp5s*ex1IC4(N0U`bwvx&_SJ!L0{|i19V8IAECoKorR9*^c!?k zr{AGtI-Q4(>+}b7LZ?5WZ*=+#`c|iZp_4jgEkgZEr<~CDI+cKa(5V#kqfWJ;Q#v(( ze$uHS^s`P)pwkey2RXw((d|Lb^4p-XzwndWgV;-2-21DkeE8`#k06%?Isjb^>HofK5zO}SuTCCxNvAX@@lY`G z|JR@oWs1mbvS+W6$x7KVvmn>`0#Fv6f@z7fMwA|nhKsrYWz*?z=rW!DfwJqAi8^ME zkZgI*z0aRYWg({^*NtFSjLRc3o9yUr(q*|Kig$h~@7QzeRIMOotcWsVn>?W?Wh|YZ zg!1W>zZhjKoeDw)bh-yBsM7+dkWM*^Q^taLB45Ej(G$4{zYQ8&RF9Zjf?^ajWXjm$ zE}}#jQIeli#+GtRONUF#giFi1rRBn<<-?^F+|r8S(n{gd%5G_uaB0^+Qv*(hpBi9!;=C4;r4nEM_D z*G|-tQo*c;^GRJP`Hk=tuP3F75uT9sr4%;86QO|=8^iOUp_Ec4hT3)`DK>^@L1QW9 zOiXTyAyRA%MTn+S?3VJxX(q+Sxw95hYz)t}mQt#j7@lgaq|`D}h$@Jb ztBmmJ(vxCicyVqc#oRwB$;(??DK>_uZ96G8h9_BjDRoQ_c#d_DVqHqS_f(xF)=Y6DQQS)XJXQ*Xh>;mVmeXK(4{l=3@Ns?E|fE* z*w&I%Go;v7FMHxeixmQ#$ z8^t6kwzWPKF{Id-zSJR4=4- zG%?pwypYn~#0;W#q03-O7rISLkvp<%*b?)<#gRh)LMBMDjL@ z6)`a}BdJwLF>j8OqbOBKvDpdDWsTtK?So>%$8!; zb0ys7*+*>$#uOgcQ4;NmM4J*qC$*6H?3#NRyMPOGvRX4^WnnVq+ep zDj~(jJVa3+0ut8NyNm&JVHf6in;4g@=*#BQo5L!$EZh0u`yFAM@X?T z)2K#Bu`!QRjF4huo}d;X#l}2IDMCtD)3>LnL`bps=6{+(gcKX|40Q-8Hs)E%5K>H@ zE%_W(2q`w^d5REH?0R0H1`!jpe_o^n5figLFHwPriHUic0z^zq%yjAxF)=YSC_lu+ z#JocFL6=u4KIk%&+Jh8x50~UDN)J-(7|f>fAjQVaq3|HZ#=J(|L5hueow9=z8}kNL z2PrmYE=7l!m@#;hnnO&?xV=TmL5jJVLh@}Y4pQuT-l5Q zZl-VVQEiZ7W8SCOAf>yBnNO`jijDbzQiBv5vw%v26x-{C6dI)1m_^hXq}Z6nlo_Ph zaa%%_L5khd4=FN8vFlk%jUgsxL_ea$5EC;7A5&q7iHZ4y0z*tp%%{{BVq#)Gqr4Ck z6SIu!LQG7|=M)!WVq%t4TaePj3xkp?C@n~_W3ZCSf)pE*L17^#rU$F2E5yXC=L^aT zF)=Z#xvC~6CT0y6)x;z{3`(x$nwprHn03@5Vq#*}Q;Lw%)5L6`5+S8WMk06wvr(Lr zVq-Q@hloiSl1Of*3=tDAq~sQ=5HT?^TPZ@s#Ke3_4MK`Z^(VJcf{n0rA4vr+sj#m4NS{16k<>)lizru;V#Yl}OG3)t?xr#w*-YopT=fE_c_ulY<`pwzbC!!bg{7d5bgBfE738%~4?7f2cu+2+|C>&rI#K0AGWo~U zx`Me7DhP7-;Ajk0lw>|w`c0uqA(^ygs=*deWkH@v&G@aLDw5hqgXy=1s!B2ki|;|z z1ldZA-v+84lATV#6>)=k7ixrL=L~RBU7#y<3g%t7N|0waIhc2$W=Lkgr#86{R77g2nZr$KFWdK_vi$la^`386;E>GeJ=Mbl&~-X} z1zoSx*U%6_?&gER1Qj<3a@!S5P;sLmcjx+Gf{L32xu|2%%{m>2ZV}{}ck2ELXs9If zM%n)c8WvIfI1DDJ7_QSf=vG1QI1J{l7$L}YKA5}WHk~d&BX#;48l}@e(Cvb}4&nJe z;a`MC3v%7K1dY)tk(mmSAg_mMFcWl#AlG1K=uSbN`Ly9@fyTus8fQN%G(Myb(JE5M zVIk-)L2h^pLw8HE>k6jpxJQudVK80Cy*dSRa!k-En3H3oAp04{F9F>r$$VJyOG5Vx za@{BeO%mkw%m_E$FAb%~$cv~9G+B~;=TIJcK$7_!?gz7mJQz`W*iLGA>p>6c)CiiQ zQxoW6oti?A=+q2)RHx?9V>-2frV4T+-x8W8$&P$5ugT+r+{m|vo)Bces_1*rlalOt zqYdNt_AN0IV!3-rY2y&Y| z5PDIkYoV8P8U($p(_m=2PS-&*1bOy2ydHW*k{zfa(5o>D57mT!12j{TN!j@~L$f5A zT&F)2njKO6n4bX6(P<*|nojpYuj_O_^oCB8p}9Ie0KKWxgV0-oJbPe21ic+2FB~a9 zm_y|qNha$V&Y|+IBzs^7bEwRdWb&T=H0V7^_H6S6^nOUDNS8XWgV|8#>+}lrflf1_ z1v<@w7V0z`TBOq)Xt7SOK}&QB=1}=ir?;S`g4`?7+t5dnOjgW)2l`m2ccD)t*{At? z(5I5@2fF#tXOiqE#0Ai@h~me52K2d3tDxmNeF3e|X*IM`r!`Q9PHUl6I<1Gk&}k#I zT9A8Fu?bousaLe^{$^-xj54BU$`)vyBzw$nh1N^5?+>>@8$vSsB6Z9kf;Q@O7}})M z5oog@_Y!an+9Jt(TirhnZIxt_fBp&R%NUu__y*c0sjH!r(Dsnbvpcn2e?dERx&ZCe z=^tp9P8XrwI{gdn(diPjSEpb`nSDBCg7)i_6*?fuy$8q+eI?1Bdvibs1-Vz)oY2=g zT@D=*A4m7!xg1yi{k*QqLWLZ|A`HzApm zOzPOE4}Ggs1L&kq4WaLJY6N{R$jvv_82Ukw8;vH=kAmE1y{6D9K`yEp^pj34p`QiW zt0sI8IxWebv4e?i&Ioer3MRHWt5bXE7o9plzv>iBhx3~t_x2zS`dv~oJfISO7wDWM z`}QFCZu|KdrH5gDFz3x55k*T<2f&TcpE}(H{Uyk~R^9?#5ab4GDD<~Z!=Qh38V+65 z=~n1pokl>H1i9Cg+n~h5L2aQ+e3M5)nRE)K-pMS;ZE`TbP8LZ$%>@l?AzVZHKDpvOh@z3TB7uEXeKU`cM~1_UX_7N(yqjGMG53t4_h}P`*wrpl&*~gt`lIX|Z5- zs2-AR4_iY$b@HHIlI%$@m{Y2^Ah%t?oKk%RxtD-oPN}{z@)E(r59XBWC&}*R4$##x z3WE}U8q_}|bGk_F{P;c^q`DAh*fEOjLsedG^EpUC>}bE-IL$ z>N-JgUH3xQ3vy8tpdo_XaX1mWL6D2OAG%SeNzhF?JqX>bQ!tIzErQ%$eiRz2(^P1f zBzv}*1`U^FKNLR>-5Miv06YPWh>;hX|0HyqB%39E8X76c4b-#HsEE?Tc2Y;w=g{ps zEr&+yv;rC<$nCETXsjUDjaAScI(-4%DaajctD$j{>=SkkG+vU;0|YZ{-6hC%BbZ_9 zZk>V|w(iks6Lhamo1qDU+>2B&SJp&H_GG>tx=*KI8m;?d6z;c#zZ;sQQ!tHIx=wqc z$uWwK1V5Nz>wy?~;mZ7AhOGy63TD`PNRoZkI|xk?52+0F;kgT16vFg@7II+cc| z>lDl!HX}ynm=9(SdnHEZ=q(4ms#7qj*i1ogc!NpBW(jgHQdOYY5k;#=9f$p(IXVr1 zUeoCs=yjd0h2GF<5HweiXNz~&LvIRl+jS%KmQFWAZwqoSZNs5=B-zi)!F*%y#>niH z+n{+d$_ULL3B4DiXfXX?Dzf)=3Z^2PA0yLXFcsMcF)|H~ffnc#%u=>cr(l+{MKKEd zp76&*izV5Yo4cVUlI+XPMCiki%x+2@HXlGsby@&@B*>jN7D68ja(nqh=o6hjf-slz76 zWz@fP$_Z`ODL1r5r##SBL9QG5pf4raU6~)+Cds}86o9r%vM(HkpdFHIgI7R1CD{gx zK)VFFol+Fqty3{*k07^~i$i+_xdux>`*bP=?boR^bU>#v&{sN@gAVFc9{O64+bI>H zLz3)ixf*mhB=gdrI&6Xo=Z@&q7dom_Kj@es_qOM1=(r#^hW()vIt_rn(dioKTS4x{ zcQABPkXzSv(077d)D6)0lI+2DBlLqLd$8RE{TL&2X1f_WCCGK-7U(CPhC)Bbe z({SjFPPam5bs7QvqSI~AuY%kWH4^$wklU`&(C<2pfzIg^OksFlr(g=hKLojFWiU_S zpOWlO2__@_E23y$qz>%)&;^|qLVxQN+(_;pofbnEby@=bE69DI`vkfq$c^DLDDg;8 z|1uxR(_GXFD3c%;wGzrK$Q{^gpe%x1)LJO3Ah)jdP&P?DG7`bV-vC`E$TheT$}Y$? zxCzQ3$VF{~atd+>+ji)3K`v?sluM91Hg-a}b=nQ(5#$=&1LYOu-X83Q@=3BMhy74~ zL9W5CpaMD_gbM2PHB?BDD`Xso3JY@UIu2bS$c_9-s7OTV;T}xgA+dIL>R*CfgLR=| zg52=dgNh4sQNbM&OX$=PDk;bfZ*!=WBs;th)C_8`Q*)?;AorTm0_rHpt*aH3Cdl=$Bh*Q!G^n#6*I*~8iy(J0?+hgcxv1_? zSDpGozE1t2ZaUonb&n`I{8GE}Yp91#hoGK<+|%JO)GJ2m;ix9RjXG*Xb;l_#K4g4`y52i>mI z_t0paet^aZa#tb!1dSEs))h=2dxs#`!vdF6{}SY)NMbe~RZq5E}O2Tc;>zRt7> zN*CmMxC5H3({AVioz6lJ>XbV-^)H?BKvN=$4)xR+cF0HlOOWefN9YlqIzx}@l!PAB z$%m%u)DxPfQ!nUoo%%vg=rja+Ql}fBr*xVKJuS$cqwa&A5#$Eye&|`9CPB{$avu<0 zgq|1V8k`QjpwkTK#fakPsGqK&{-x6y=w+RPDH*2g6imr5Ly#Mdi_j~AT<0?tq5h>) z7HFnU*`QfEWrt?#6ilu#N2h$yYdYnJUe~Dr^oC9ap}9I0gWlAsIP{iI!9)&k>r@AN zN2j{byE?Up=IPV{dQYcop!Ws2y*v<_FUalXLC^;}4TcuzbRD!%kXu(ev`CO!*Tc|a zogRgjL}XrWT-1!p)W39^2`$xW7W9!$uR$N{^g8s3PV=Bob$TEAOsDzKGMzqvKG$g> zv|Ojf&a-kMC&(R9UqI^xxnpBB zv_Yp0&_`d2Ah)g~&`v>a zUEe^vbov(Bt<%rY9-aP$_Ud#A+NV?ID%8Jp$^sqGDJ%4qPT8P?I$Z{Rty3=OkWRUw z!-CxKmWGZ9a>H8|I;vAS=$K9wpyN7KhEC{I4f;l>>d?13)rC%mWIi*dJ`*h)Nc~Hv z)zJ4k?SOvJX&>~XPWz!#Ivs$1(&;PcXPpi~r*--sI-}Dm=&VlXpIi0FO=XGiT{h?Ds=ue#*L4WC#23^ppH}tno1EGI(x(>Ri(+KEaokl~K zbh;NxJQ~!${_p6W0ACIHbeaxj*J%lqL#K66PMr=w zm+N#4%B9mUP;Q-mh4Se18ogTAqti5~tWJ+Z<#d_}mDg!D zR6(aXP(__ygDUB?3aYHrYN(1%YoMw+t%a)Tv>vLi(?+O|&nY4>g(~$nJel(K&b~Bys zftp9;C4xt4yV{cZY$3?yOWQ*&1-TyffLiI)6KXBU4OD-~6XY5k2(=O95=3`HZFPDC zY8O#@Y`YqefNif+L#TsJO`wiCHHFf2Y6f)@J#=ac_0*{?)JvxhP;WslzugJyBgk!67pSjJ z-JpJg++ouPx>}HHa46J2B%4cjREZSv0G%pB*XUFg8mLos=vtj>K!bFu1q~MDj*Z&T zbulu>MkDC@7)ATk?+Oixk%{UK-5|(~MqlVgo$iKi668*>4?{N#at*!%-J;V6&`?2c zS1y2t#mH>eB51fyi=kTuxo)h4MhJ2z*fr2?f?U)_Xrv$)wGA4j(+=o%L9W4Ec_?EE za+_QR8Y9R>Re{FpR1LaArduirxnoMI(-4%qtij? zUY&k{Cg}7lG*OTn!=m{qV+nF&SQ5Hlr!vqaohm}1SxFAh*eXa9HPN#g(^Mc%HRDxa*b*%y|0SJv zKrah&uMWGQ={g;NW=OK%e>e)gBFSDpQ?@8&EJ3dG{h*mT4S;3|a-(r0G+U>k&>TT- zT_d2^1i4Kf1HCTEZr5Ds4M}#pjzMz;xplo+j53x^Z$WSA^fvUiPV=C5bb1eZSEo;* zc{;6t-qUF{^uA7Op!qsgC{7tGqKw#a*on;N0-bJ$77B8Ec_Oq(kQ?3|&|;l-K}&Qx z3VkTZt?L-HRHx(6M>^H7N*PP1E2~k)6688x6Z%xA+R$e@b%d7bGz9uQr2k9JT|1aE zmQMFUD|C7hTB*|tC_|_0*HOmO=|SiVolZlmb@~%pqthj5txm(Qr;MeOH-s{lPMx6* zI`x7!>NE-3q|-)dvrb<_TXag^Kp9J?VmDI8(rFH~O{c0iQO44#2DAer@3E7AqP)j0 zej7A)H$TaHn6JyGk{eSCQjNmgmtIn@HTgME=Q_#VX{_nX^c_`H=o$}sBHA<&OW2i1nt0Ot|!Hxbzpd^w)6dZ{gD4 z-O_X6((~ccKitwk!=-+XFtcT`tAO@L4IB6dRM5`hXNWV?7^H@<=IX zwud*Ud8O1f!W+YUQtWzo8t2!g5TyYrl}u}esSN1C7nll3sbXSyPgqzN-a1_&rJ9N1 z9Yzsdc!Ne0lHM85}*rT2B;{dk!g*$HkG8(u`t( zF3qVGNU>wkf>MDLyPlR*3Z%3$eQQObK#FaxHFW|hHpZh&AjNKJ8>$3S>{z#@NFc?= zw4+84lk~82$@Y{8q?lQrk{zfJNNF2}B$6E|5J<5xY19X#v^DGLM0p@4rnSyg2V!Dk zx=8bpa_hrUzw#n3!Joq$&^-v!%T#3P|Z- zq&GDIDeX*aeJBY?u`zwA2*kw1^rIjkrK4HT)zkx|*!jr&Qx1?~V+K$SkYe5xC9k0v zAf=<}0bgYqpbJI#YjmL=IZziqd|fNW_JGergQVCV@NsCc6gwL@A49H-i5VR}g5qxop8HAk>oSQvzb@&d`K2UHYm>?HOEI^`PCh`AUy6-+kQ{$Z z%wBki6n{+2dZv)!*X3an{JK0seqWbIN$*QBH=;~FMs{C{?e$cW`%>&)m_}}2ij8@k z)V>rO^8}fFDK_Rw68lnY%v0p`rPy9SOQ~6+OR>Fv zl~lfz9*OXgoJl5MN_Qi(NaX7>n>>C@OyA~^#*c|W|hKP6i)#g5KrB?4sMlZ(ImX2#F)=+j&b1`EoZwOtDZNeKzTrxen1r29 zB){cC5?xMm9f>aAaT$p&-*Xj7OuTSK$sf3gM3*1AhD4WBTtX5Pvpqj?1&J;{a{-Ai zr@4Mamor>GBBhTRowHm$qRTH_JR+rcMzp2Ba_xvNzj5h^F28f-h%V>2a735$TsI=6 zj~Dge4=x+gXaM0JVvI6d7xZ6<%M$Vln=@iqx5K#^Fw)c zDgfovsUVbJr$SHxoeDz*CG|7Idj(WTQs0cIhee>mIu(Vk(5Vr@UZqf>dPY>d2U3@bq8bgBrIk5L$u@GC(TbgB$h z)Ts(oNvEn%Wu2-)RdlKjRgIC^t{PA^ovwtc>vR=VL#LY1l{(deuF|PCR8yxqP%WM6 zLbY|O2i4K3K2%qy22eeSFCWzBpXkd64ft))*oOS%D;lOko#vVHso$KCMp&9>%FStB zIkWd$L5)K)Rpm4{vu0bUNl2zdoaS9+qSBzIk{TK60yPWCtUb-EVW=n6JS0;)bzdm( z2SF_ad8WGQUk9}e$t+286Ghw!wF=3sJ1%T;u-=b(3T=4*qXY_mJ9#9b~&qiN*gH>LJNgdHgJyDGfywZB8mGH`Gf~C$q_g zpxz;w%}Mi2$;2-U^^w#*>W^O@>Kl<;muav%)K8H6#!?OFYMrix`s;KRG(eDNyAjMo ze@#ec5a_(=MoVa*AlHpn(6xd*lV1&|avvnfMYSbruprOwKMk1azYyub-C)9{z36O_JmHQ8456=!oLo*awZ#X+JbprvuO(Ivs@W6y$X=qj3}(7n137 zYJZ)B#_Mz*x=W`&pt~cAZ&%?gl#q0~0=id_JJ^aq69lYOIY z6fOKE(BmPQvP^1S-$G9aa_jm5dQy@f?E?Q4^pvE&hJJ#cmSnr}GxSVE(SJ^J2U{>- z;Ikohi&G=$IYI6?Yz#fGQ!pFf3pzD}Ueqa=a_=Rbg1PQq7UY?_i{BBN9+KJ8)OJmQ zW(abfe;9g2r(iO+S9J=eRhucujbShg+AK*uG7`bVpAOBAC_P+~>fu+=oRG}sr05d# znjqKt%-N_l>68U}L#JRmtGPPmgx(b7wkt36mLz*$(O~wew`1gm8|Vi!LcJ4Fv?O)R z_k-TmsXsJNkbAiaW;1$Ek|`YcgQ52Yxq%91Gny~RvpZ!7^g%@FVV_eyoCPfq+~+PM5lSshk{(^mqJS;%7{Ae*)zZo&_{w?4}XL{*6C;H6G2|T zu;D~_LxE2PxdzV=^_d{AkBK@9EfeIT{(wFY$?U<@$Tz->GL%kDp%pqcgI4O)0?H8N zPOu)dN|5VeTj&d&+Ci%YxlL{ltr6rJ>*@w=6y$E{ z+a21ZQ%`8KBvZ2UgV|QLMC3&Wn_Jhb&{myhLSO1M3)-gB9B8{BcO1S3?GWU;@jA3q zkY}nQ{#(#4N%pPCJJ4=Pz0J`(585Nhtt*%*WUo#Op?!kftpS3WLiS6tXVG9{j{^~< zN5kvRHrcXMqmpFP(U(C71-Tw(hrSl%_4dM+{T$FCN%qrCPUx^smqSMcxpn1%j_Q;b zI;K-T=(r$v%wGYWh$tf(4Y#hY&^J1DgTB?NJ9JWzI|KBDz7you6-5X>fzAqY z2iq{{7fHR$x`so)>NE=aO;YcSsE1>q-$OFx;M95k6X={y!Au6{by^1fA;_~m3}!O; zQ<6RAS3rMBvS+rn(1nP+u+OO;{s{f8Q*hUte{}j8x~S6`=wF?Ffi4O1>=>Sd64Qcg zs_Ap;{o#2ilO!AU2b5WmJ2w7=vIugoU%@SVvP!Z??*%BEB>O`DH*}dGx2{Y%C}ZiA z70RJgHYlec*TY=U<&x|Ny4+B%h|*)bvLBRNr>mhnIt_sG3UaS01EG9^+$LWO<=1I2 zR6wU8P(eYSeUZ8aDkRCi(;EsEmSoRS!=Nj48V(hSQFQS8w?aiF^~wkb(;op96XZ5| zG*n!WJ4cOyN(gdMcS0ovxf9VisFWZVbr)1xkb7yn4=NK;)Mu_5HQNNsl9o{2Q zIY~C^7*t-8een%uo~RI#dBc!8Z=8cF>U18eB*^tJnDU{rB>U>{4^%~x-OIt04^<`E z9%hEB#V9@6m06(bg52AzuMlij^Rf1fDd7+v*6@_XEawolFP;E(e zf0cmh#3yyGlc0JrGNUmWs;|=nPy?MFgc|Df5Y#9}riTwhjRm=Z znhG`1=}D-mAa`QRIt5c%csd1B zS+o)44z^#QwlT^GH_ZPPYA4A)Q+|WmOR}#Hze62#ItO*s={%Gs$sY56L!AVVi@F@@FUY;z z?f(?&~1X;c6|$t)agfPlpwdszd^UhC_UO==b+IMMN3krk}i{-skL=uw>-L5~S?1JxXw8Y9z)|lyS)GPM&*?M2wO(uG7!Z4xP?GJ9YX4+ND$8 z!qmTXDi7_^sRFcDr^?ViovJ|l1-S#DDs(`nYS34L+_6y`I;c}4=xd#tK!wFvNs36zFcF-}M(xBryb%ss|a_i~}eIv-Nt2^|qPCcQMA^nf7`wqOR{^L0Q zHIq$|knFv;tZR?2Yl{X#Lq3pYUz(nW{?@b&`bX1t=wD4QLm6{Y`Pct#y{|yI z424&D7nIvjc$MFP@@U!v<<+zo%BSf~D8HtC&?%bUf(mH*6gpMYXHY>+pF@Q-eGL^h z6b9-WsEDC3PzRu*nhrw6G#!G9Yx*84q3H*xq^2LC(+q{qABRpi6gqzbDy8W+sI;a( zpffc636;^5uMGK@q0qxJP+3Evhi60O427y@P8`TS55VyZkk#^-8Hp@dT8nd_0-fA%G8vEdTHtnB{dC&dTSa6 z_0cpE>Z|DzsGp|Gp#GZ1K?5{h0}a%4Ei_2eP0+cTZh;1CnhXumGzB_O(^TkuO>>|N zG|h!B)btoMRMX?oFioqV;hNS%7iroIjnMQmG*Z(JXq2Ws(8ZeeLzig!0=iVwVdyeV z1uK$&X*wIaTvH=xjHV9ISWR7_ahke8<2ChwuF%vAx>8er=qgP^psO{V2Tjm)K6H(y zvCy@eu7R%8G!eR9(`4udO*5g1nr1;aYMKq*r0EW5lBPM(&6<`#w`jT#nyl#oXo{v4 zP?n|#p{bglgl^Te3c5|xYG|6K_0V)p8=x7QHbOHsZHI2xv>%$K>3wLnrVpVzG<^ik z(eyDiSJM~JJWXFh^EDlS7HB#GE!32|68RUzW&Vr#D}9;&o&0O)guD2Y%lzG?xH)r2 z3%KBM2^Ovh?w05q?e1kHw?In`h5g~@pt~aqSBCaY?5_ zliUuiwB*mKeGz)lP*|^*p@$45`lVY=z6w2TC{*o&9?|p~^k_uxDnhQwbv-P_g=UXg z@~2dlh8~Zoclv+M8N>6SCp29IJ*jB~v?`)-v7SG}a3!=lBDYE8oDOs&R}4LsrtD}G z!gNsbZ)lArcQ#S702fv~9Z|nTx+)CRPUsm!iGJyplkY-n)0BQDXO(Z{ROfYu!ZF|s zXnjQfJngWo@|?iAK~qg=W16zkJxug>-IxY#ipZa08kW_TbI&%XDUq%U%X$KOHceSE zs=;|vTO#sjTZO7VoRspMrvA`YO{1abHI0L|X}S)2Ax-hl7vw~d?V5^0*_w($FKQ|U zy`-rO^s=U&&?{+*kKs;ehoNwGLFyKXucj$GHu3{FLu03=bD>?D&WBzz6i&mq0D9d} zcqxZMyETo3-Y^uls5_uN5&hpeBv*4n#a>Mlpf@$$2<iw+w~O-wf^7bT9O_ zq0ssJpmz*~2G>CEYI+)aPt!)|eNC@JAEYV1^``D6`Jtvg&_{;CcgkMqV?&|yZ$Y0J z3ah*y`qWUU`Vjg|(`V4uSk|}DSB64^-$7q%`X2hmP-rj@rz?D$ zrubX$Dnj!Eny!Ps(=-J-sA(#6NYiZSdrfyhKWLf<{itaXbl6bX0G2>UVwB#rlKY^a zG`$5KH5A71ZRlr1;YE1|`o&PF`T#nn>0{_uO~;|*ntq2)XgUe~rm0*>Vk}J!p+C}; zosoLvd@s)?;ykHoIrOKdmC#?B9*6$cv>N(H(^}|XP3xeHxv9NncSd^7zD=G|#8`&H zi;@@0t?5)KkEWtfUQK60`81V>@@uLLoua7$R6tWR=+ub*FS*;u6mdaK&q9SX{Qwm< z6gKP=P!U6641a@)YWf>0rs*H3xTaiZ5@Ts90F^WpdRQDf%~0rJ3Fvf9r$ePQ&4Eg5 zS`D3{X+Km(Q`@q{SeiOOWi<_e%4r%5mDe-`I!n`eP=z!lVsG=R9HpMEX$DkL(>AD* zrkzk_P2WLPG}Wt2jHRg&R83P0sJf<>Pz_COp_-aHLbWuFglcOV1=Z0s2CA!RJXBB9 zbx?gxlb{BgW>sHLW@Rf(}Q z9fZ!&^gYyCQ|W5NSej}>Z8bH3+G*+!wbyhtl+ZLA>Y(Xn zuZ+}9DlamU@V8ydO+H~IT@u}-a-Q0zoxZH}b;h2AnmAbBmqvo+z{&SPcaaL-&8jiunTlvpTDzC8O zYdEmD(u%KPXY?v7zJ?vntF2UYJ>ZI zTk$pQpWI-jw(A?;@Dr{08opU?wBlcda>Ni;{Q8t9g|Oml&LV`c;(I`@eTx-eL*6yn zimzdAdWsdl_3}lWWyQC~7sXU7jocXUDSWFHU&F`gZB`n)8a}J0S@AX1$sVluni@n8 zR_eRfYLYxyY3igF!GjgQrnSi(tTcBub%-6T_%*Fd>R_drtEormV8!>kKAD3RU(5EyyUW zv~YcENkn1A*R&#`u;OnodJX}F761CQCZDk4Z!g-0c*2UWX-hg`#oxZN9pQu(-|O~d z6IT3zrpDsQV1>Q5<*z?v|L2=V8!=s1j&OH_uJl?BMBa? z_?l7V4pw~4#l#L;E+KW$aw(yM6@Qc0%g7wGj3#o3iFud9o>kI zBW}<#p0pt*t_N2THfXt$tig)=(d^8th#F$zTDzL0AttVG69^i#Ttm*F*s7 zWWoh4Q^*#yWDzZBnM$${6W6y}2^O^6My{Y`8nJ?w>7)u;W)Lb^@gq8uOhL=-L<(AF zktkT{>PB=nfr6Gh$P;4X#$XO{LQGt1b4e4l%p*+DGM_9#%L1YVEelB!V&eL?h#*1B zVsZp6cM>CLxr-FRiaS`&TtbMTWhohgmb-}%V&Zyz4+(;m?rubv5g=%}m;6A>a^eFm z_mLiGxu5XBiaVnv^8vC0E8ShMR}dX&SxIs*@4qt(319Od!GV^C$PKhSOl)Aq_w5l< zgP6F!JxXX06E~udkr`-toX9}S6C?&&o+L2PvWmRGN>A5=)x-r>dbnOcMOvU`4Pk+n zr^yPmJVR8VWi3g872mgY1O+j1eOpgX5EHjP8;A*F;%YXM62!#SY$7DkvYCuP%doUVrKhXeMmk`{*StVDV8z#LCmYa`O*Ek8MUnw6 zFA)rAd6`_mitpPi!~$A&kP2vdl~6#-PBMX*xY5}~Bw(eNlh;TDVv-R(GG8YU(6XC6 zASSN0H;4mb;#%878lYt_VStu5$pW$Eguj8X!(!?K+8u209KN2O+RM-KPK+=`Go0zEuS*`ujMl) z|E;)l?J_@S?%zsp*Ml#Z`q%O$GygGhefx@u|CqSezGmKE%QsxTqUBpIUeR)ZYge>< z$E7P;4szv6OkA%Iap8)V@40S8%MV<(qUA@fTG4Wti&nH8;hGgI{`L8ZOIEZT<%$(8 zKXbu~mS4DDMawZRSBZ%monN_HMayw6R?%{TYgM%T#-%D&`noOTcdk^?@&^~HXgSGs zDq8;JG8HXXd2|K=hUE&p(hN=)47{L3XOF-f-;-K283rqoR;FN#sRz33*D zBQ&LMQaMsn>L!(=G^K7*d2x)gGg6Oae&~`IWu+-~lgdjqrEXGrnI(T7a_T0Pqb>E# zPB&N(y4;elO5LP#j3r-{x=H0&O{tqyjh%e2fz5ZlrEfc}0vO$w;PdQhBAO z)J-a{ijiwDb(6}gHKlG+IUz<_>29QMQhAN0)J-a{)s(tP<#n1;H>tcnM%n3QrEXGr zLyTNEQa7obs3~=m${S;&W=%bno>8Zydy@gDs_{}Ihs;8 zshk@l*I?=L!(oVwA{8J(8)LR4$HD zBpJzO(4Cr^LwCg}5tSudKucoe8f*zI)zk{QJ4UX-bD(=PrEZtGEJj)BZnS~!jZt=* z+Cs}M4U8lsnYzj5eU=8es`k+Rni9|hmVAR9pcOGnq`Q&2Yv;-sxo&iV9@NwsdPq|j z=wVG=p+_{O?hyKDj9d@9Lyu|d0X-h0tn_;Igr10zYcO>_$CH|RL8~++q1BptLr-by z1FeaX>tSE$X-%m+pFX3hKeSfU0BD`2fzWzQgP;wX&V@E=8VqgHGz8kL={)FJP3J>f zG+h8ar|CjytESW~VxQME4B7^9Qqv3kl|HFyJO3IwA)7zBR?eOAk#m0X7)oBmx+UDH z7&+HoT>-rmQO#)6`_Ea;*F!HGO1K0vc?0x{B^M_qCqg?Sa;H}0bYl|qYDDhLh8&s# z?bMV7?TW~qr@+q$yNz%b^qM8VFE<-{-B38+^$uvara90Xh7v9aOwNP$7zz!}hxSI~ z&Wh-kNWWP#l8c}>4TY-3(7uS=IS#B>`Xxx-1-+$d3AEo(XmBa?wx+wGcQoA#y&I7` zogrsxD0JgN=mSj;K_41QxWqE~2=tMm(BPxc#}TB;r z=u<Ltz7W6*_9k?|bipezxRS`8DX5h};<`Ijg(}I%X)m zVfRA6T5_>QavyX&B6reBPJ?elCp4vQiv63WccI@ky$AiF>3!&=p)kB3Kz|wv!}}rh zm!YuPd<6Y%$)&-`PoRGcg$6%`{*B0emE?@Zmr%z1)R)x%(N|C|OyEO(mhTHJuJsjL4mlm9rCgCRE8#=tfznvZiuS6;0)#s+v+aov&sne8X0Rs>jHU zVd{SLH4KFwR)%V7ssh#0R28bNsTx$rQ20)%4%Iajx=|CV7m+)8EoVEd57pPy0BWGA zA=FS)BdC$4#!zETO`#@+5`GhH1~s+h=RKN3%`Ew^(Q}~YhQesHhFWN91GO}i@E<8{ zp;i&Oz3!Yb>;RpksUy@{Qx~X>p|G>m6>1x!tknB8BiRjVXDF;!cc{Il9#BG4PpE^Y zOsJ!wggaF)*$e7q$&Y+*sB=V#sLTI3YP%5XqG>49)le9Xi=b|n{IW(s-7WcD$B|GE zLt&ssK|M8H3}qS$zkP8j)JxN4P|}j${T>bVw&cIf$3T73logE>M>pvqOI{E4wdD8N zZh-n33hOly>Tf8~JKb{fMreQ~f9!A*G%!ZlQGb$?p+S~>=chpDTJm2USXSH>va za&jAVm8KV zwB+Zv-+*qkwF8>oHIBtv19--d41^bT}OMDA4RobSr7p~-1VFCu4V=>Rmv zP*~P?P?n~H&{R!_pj!=vV}~E0+bsEkIt)#-Bd)1hUCLW8BCd()KupL5pGhYf|%XbwGMDB(ZMTR@K*3RNwk z$27Hq9ygTe>0XpJ&=ZD2gYBRv4JF*^*vaBMtzo*v? zdfHOoL`Le7><&F+C@iZ7v^Gsy(f^#Y0bBsBGZfxm7eebTbxoHihe8_+g=GzcHW~_h z4kMvWhCf~ z^%C^Hrk9})4236Ua^}aHUWYz06y8L;p-(OO552w6XO{f8`9A1# zL!ldQL0@Qk2l_Hi?(;AV?~l+|hC+jfp|3R^fxgl76ZEa2@X2-zI$$U)>sRPIO(&p( zh7#_??BwszAw!|TlhF5?{)B!o6m~fOfqt~)ca}2pl7ATr%gO~EF%(ugAM}%@zV2f= zKXf!A_r;p?{wfdstm!Q17eiq*&W4T|3O%d@{i>-lblgz*1gHj`u+-OmA=ZF?GZdCp z6Z&0K9q123iA>jEUFc+*+$I_tYz_UXsSWg(rnb=EhQh2!JLn%nVOi~=e+`8mc7QS# zr1CF!43hJDb%b&mO8C8$PEc-3{=M88%45k_b%F943O(!!<%`IDzvpzL7nEO95;{dw zU#Nhg5S#XcPBj#|(H|V9T+C3y5ATIgaZCN&TW=Ut z!cbVR;ZR9K;q5RII?a;*AQ}aoo+h{TCj73*B&d|3u&i64(uTsv@?_`?OZ~H>-Y2u5 zGKNBfQ=v08-3pb}bQ@Go(=@2Ors>dGnr??GXqp9`t!Xw?(NMzAnB4(Y(ligMY$%Mz z0;r0ng-}&ZcS6++CH&#-T~PIi+&6X3TkjdDhNiVpO-<{dTADUMwKZ*o>KF>gu+Ktu z4TaIz0@c&>98_P^R;Yod=b?t0wn2?FZHF3b%7&U~dJ$@BDB-_}UV@s%$h}i`K+P=; zOus#oJE0ba!a(hUS{h3Do%Y>OD@*J+H2p|Gb{ z5b9^ihg^lA{+4_Xi$DV`_05j@kt_-gjL3cDc1sM%N>eRpkfG4SI?%a>!Us`ZXt1S$ zuE9po5JREC#?X11nn34kY6@MTsTp*krsmL4O|76|n$CfSYibQ$WGK-$8p4cZTWEx( zOg9?sp^=8dXe6LfhQfzlC+K2Bp{g@YE7v-O-#@< z3A#qp6zEz_STPJDrT*?C3KvK`$5zJ?sK)*VF^b)|3gosHqq9lA$n${h*gE`Ms|J&?|;Q4+la! zG!24YH54}NA<#}seuC>fXjhujuVBs_b~^N$p>Qto4Cr-3p@%b}-G&nWIOTTe4NLw6 zo>|bI7-d9{Fi$|A z8wx#K1%07uHT0#Xr=YJ4g=MXWzK+Ok5;+_8uh2J!!anwK=vzyEzxOxjfTrJ}?+k_Y zItd-r^e1%4P&iZfU+8;Fe$PDP6!I@i{yQZ%^rNLdZrjKM9X1qtm=8LlDL?d+rb5tB zO@*PKH5Gw=(Nq*Vrl}b8tD$hnSsXfU$-iDDpc96|DxU`Zrl}P4yQb36ADYTQCpDc3 z{b?w?Vb6yCG8B4P5&BzGCFmbRVKk~j|620jDb=8ig{l1O|K1MOpn5m}rb$q7O<7P0L*b;FsZdEnVOh6A zr)jzkI$hH=sFbGZP-#u6+hv}iX*N_w(_H9GP4l3#nifFiG%bY68wy+0BIqnj{-bgU zRKZXf!==#Kn(l@wYFZ9eN>h6C>lVIlzJMxQ>YEWgl3zkq425od1ywZ^K2pAhs>LXg zZtz>Ex}nhEA*hC?@1dHSjzG0E{RGw4bQG$i>1U{}reC0XnvOyB4JG<#r&sw`sDYud z$|sdNbx+8ul>M&rn#_BT#=s;gIu5Xn>|w(7+g_7n)oR4Kfs#wH7+pP*~PF zXt1XB&=5<0S7ZZpo}~eaXx)>Wpz|#abUoYxU0^8m@Hyy0OJkIjnMQ8G*Z(JXq2W`p^G)`gf1}@Qt8*AOAUn{?uIVY^d>Y~(>~~OP5YrS zn%;)SYI+A6XDG}^eE^L&6gvMQbcLpmper?f3|*z^6XaSn@}0J)ns(irzyR$xP@*L!ldepqmVZ zNvFQhBuoByxj%HXq0ry}=oU=_p~;5ACOQb3Vkk5?7|JpfX4;29Qw@cx3!qyyT?pN# zX#_OQP@;b#8pPyCXu6@WtWnSmO&3EmHC+PTuIW-}mZr;~*@nVF)@bMsL!pObp*fny zLvuA<3C+_q0h+Jr8fby0YoUdP68+pJdK0wBQ0V+5XtAc7p*uC*0^Ox)GPFd~RA{ND z+n~EO&4BLFbUU;xP3a9OXV>v3=w3tN6W}Pc+)x;eU!eOm9fR)I^egm$rW4Q#L*WzP zcW9-d(2c*K2Q~c-J)|jDLGmw6d7wu$<%J&Aln;7LQ-0`iO{YLlXetOjsi_#WN>d4F zwWiadr!?!JhQhK2L5DOAhQ8M{ z1o}bK`OuG=hC+umT?8G`G!ptLqJGi4;XgkF^bvH_P?$^k82Z_gKa%GitD!K42chGd4nrq29f5w+bPW1k({bnzO(&p}ntp@+)bu;_m!?0Uzcu{> z{i7+PF!`6Jd{D-sRQ}a3{!-?La%nmR%55m&4;~9ac?^XYr7)CNQ&A|NreaWjO~s*8 zG?jn~Xetezs;MkgP*Vk{P?{3aNHJn=J6r)3w$wj8n8`<>B8I|ftb&Rf3LoZcp<;$Y z)n=%;p-}ZKRKifGdI2h_X*+b9p)kMk5_Gzu(BLajDNQ?|(wbg{&d{_IDx+x^bf%`= zP+3j;p>mquhRSPt2RcjB2T%n~A3|qq`UtA1>0_vprca^Dn!bdp7z(e~k5JV#Ww}k% zpB*uy2>F+x@KVl%sv8RL<;749O?N^y4TT2phH4oK^KAD(wGD-;2cbHe9)jv>dKju_ zD7-5lf$AFy%UTUJ(DW44P}5qdk*4)fV@(^NCYm-vO*L(TnrYe$HP^HiYN2Tx)Kb&S zP%BNZK<8-M0kt+1;>F!i8$)5_-+#@(v<#q z&pGmas3`fDp~Qgn|C4+e>SD=%A+CYC8VaMa5$a|ry!AFg-3^7R?NAR*FG4*vy$WS& z+6nd2^ahmFv={2F=}oAQrhQOfO>aT{H0_7_YkChFpy>l>pr+5DL7F~?&eik=P&od23%c0SfJD@E@;&GhL*ec45p=1c(BQ|=Wrjl40cfYV1)v)=oeE9VR1msRQ&H$9O~s%|nuYRCQ>kq40L74c)G(Av8-8XsU@^PQ!8kprgqRGOOg&oe3&;y1-)y2??G-X9! zB{}bulh8^-;rysPCCR@Gg$9d24{0h5J!~lS@J#3tO=Y1+E%|S~^3Y?3LN_Wvk3*Mm z=OwqNnX_h9!6$TGHRwrA)uC0IYC@|u)q1A0l*9_VFFd!bh}y$S8mv=4e!(_7F^P5Yr; zn%;(9)AT;{x~7ky-I~6D-q7?Vv`5od&|Xd7LT_q10PWLs5PD0~_t1V#KR|D5`Vo3Z z(@)U5nvO#6X*veIujx1F14H3k|S4A&F=+PJVql37DZ!bpZNA z(_!dSO}{{&84B;pW6iqKI_m7t$B zRfc}iR0TSwsRs0`rkc=kO|_vDhQfAO7y8Xm*lg-SziX-w{h_G=bka~*R%7T-Lt$A> zpuaRVh5pvm68gtbcrUkw{!LT*-JP?u^h4>H6EYU35-|71&p9LeM<`c}veF+8C!pMh zLg#azK?0_!Ae2{A5h$Og5>S3a3I97rC81Lcg>IY%6)+S=z7%w-B|ni_4k~CUG*|&D zq^TNISW^wCh^E?5QB8HBVw&nf#WmH3N@!{TmDJP_I!#j}=yXkup;DTfL!~vH1D#DQnlhmZntDNJYf3^DHT8xnY3c)2HWaqr zzEBlIVW0*=RW+RtRns&as-C9wyF2H@;b>VBFipQhH8uSK)zWkls;%iysE($;pt_ne z%8`I+$_3Teln-j4=~SqprovDoO+}%`Y08d1A#=v?stP1vny!YLYPuF`rs;a9xuLLa zOoCb%3fsmssHLWvP%BNdp>s6d0kzgN7iyzvKGasz0;rv)g;0AxpM?^c6%PJO#)^pbmMVo zu%>6AA(~!<&NCFY!`Gqn4TWXxhc3|cA#|apkD;N4!m_@Eh8YUWItUHd^fPpkrr)6v znodF^HT?yR(v-Un37DbK`8?1ihC=7_LYHdF4_&6I05n=tLFjT#g`hE-3PWQx6@kWS zDhiF)R1CU8Q*r1@O(meKG@TAzt*JCLK~s6?8ch|UYc*AZuG3T*x?WRt=mt$Sp^2L6 zLN{uv2i>HpF*He26X<45O`%&fHG?K=Y5`3#6gKSEP?n*vVYh*%YHADJs;M({o2D+% zG)-Nh>6*GhGc=x4MiOEn#U?$&e=y2nu1dJjX(427-t z2z0NeKqp2mdR#O{jou;BTVp4HR?+M+2FdQMXk+N!A!^t`6N&^Ar|pcgdthqh}P z2xV(J7kW|C5a=aM!=RTn4ToMa6h4SXKsyYD52De~tC}u{c4`^}?b0+BdQH<6(CeD6 zf_7`V26{u&b1(1)7lLLX_G2Ysw*5%h_s#n7jk?u0(mv>f_e)BVsFnjV0@G!)(rE1|Cp zg}1|l(AS!tfWFc6B=oJO)zAS=PeI>ldKx;Y=^5ydruESGnl?i}XnGdv=lm~>0anpP0OL zKQz4woz(Oh^rxo7&|jK?2sH7$TjX<7)C*0cyZL(^SQ8BI%|Gc_%R%4)g?DyQjQ zsJy1-&{>)ug(_%T1)Z&FHB?d4Q&1&MYoW@T)n z25P412-IBDuTTq3$Dx**PC%_RWjsdyr70KGT2o%Ajiw?{TTMlwcAAPq?KPEv5}M9{ zI%ui_b=1@t>ZGX&)LGMYP!~;;p{|;iL)|p3fx2sY8tS3xS*WL`ZBVABY^ax}7onu4 zSD@aSc0+wMeE{{<^dZzw(*dZzrlOCNe`zWO4b)T?8lH!VY)C(G}X#jMQra{mMO@pD4n#Mt+G+hT>tZ5>233SQy z377KM$kDlLO`UKV{~9`BG=Fj$yuY(bxFG)G{KQz;f2ePEbV!mM4UI{YJ4i|R`-<;^ z#zypizX;yu6k@E1{I7I}Q%s+N#z*9SFPYuxXi*u-41O`|iirBApUK(5UIATc$nS(F zcSBcM@+YS5fv!$dB5E=Gctf&TL1HXReY2wfC)oqKCQa#Qa=P&%bgiac&~=7F4^KeX zrztyHL{5V@6e7los9z-ixiqi}7pYG)6yopp(2bS`q|1{XpqmVZ!}(6oBt!m!h-820 z<}@W@Jv<8CqA5RD08iG`9Ga4*tXP9bpe#+tp{a%v{&xo(at-CJY08c@Sb(eRZqsxs zG)+@wXu6?9|8&dAVbF|-`bUfU&x_KM>&a$nItRL4QyXZOruNWmP2Hh84299igyvZC z=Os>s=34R>STBU;r6~~`!^^qEXTGMX(1J8&#i~YeMZ-c(W1&Tw#zBiUO@Qt+6ke1Y zpt}r(4SNc-L{k>DRMRx*ZcQ_wdo<02mKh2?ydApNQ0U&>~9 zHO+&b(X;|utLb5AouS0QXqYpSPeJQrl!z?32HFrKSM@ZsQPX;8Q<~E4xM#uC86DhLW32cH#7~0_M|Djra8;n&zX384TVpe&!9IAg=KvW z?bCD^dP~#K(0)yw&nCt)6uQwJddE=cMo;KnO}(M_42A8mFZ6zl646VLycGJtP*~Ok z=tD!H!IjWQ5eLumi8O78zAzNl z>pkd8O~;_GH2nd6t*L4~Vk}J!pl>xbh7K4C1JxS(PE$ANprNo{L!m>4LW7q<-x~^5 zx#|;Rr71mhIq#JFdl6%4dKfya=~3v2rYE4EG(8O+)${`NbDFZE7dNMe8#qe+Mbjqe zn5GY*Up0LU9oO^;bVAdo&~KUwKS7M8soRspSekBwPHGyriWp1N4bWejIZm!{)TZcW!eO^l^!EtFT&7AT*l*P#5G@;pO~r715|K+{>! zshTQ41vPbo3Tf&N71lHmDxzr$R8-S+sF_giP4`1pG#!SjLcCbj_$&QlRp(zrC)D6iUaW!fmFho&Pze)Z^yUMEN}7&AwKe?< z)q&_kUH(eqJlimOwo&wKg=-H;xv(3V@&7)^qM9;Pi&$f!5 zJtum$b$GT-^laPc*>>UC_R+J6=-Ce8*^be(ouX$uhiAJ)&vuQT?Us7>lA#m2^LNc? z60}F8JyZYPE!sx-BfNB(8BF>^Inw@U`hUvI#hky9L`5gLnew-ihK$TS%=lX=?`rZg z;cumYlYGqgTPfp&nbv+*iaTL8wZE0qofKfQ-->UIS3T}^Q&`L!@Xb)l8&u7>G}p;}I3hTlp}SHoPwa4WT) za2R}%7Ors~VWqCC;Q(%=7LKV#S*h=8&SY-iN<$}H-FS(WMou_ty3~rVDbIy1TF&CS z7Aw9r4t_4z!r{XhD~(+b`1Tm9g)fhBR+_k)%47jnnmMUL6kx^IR3!<}QjH+Mif^qt zIe?X>ZaFoG0jxB4Qj-+Gim$0f2w=t6)FuP4(#*BSG062+S~#go0$|0r#;*TFE54>a z^Z!BwBa6~CsPnCiFUYdSO2Z^hSiVWQtk2R8;? zndi6SYq~MbZ>6KF>CP;_mG(}0Fv)MFLsmqYJ(=UT;%hRQ;liEFJdv-?*3n)YLI--=%jd!F}M@ipvS-fyLo>j68L4_NUvgP7R2 z;%m-jUf)Vb*XzMd>s#?PLzvZ%iK{t}N&T3(zMapUeoS1=1x)G3#MNBLjDAd9%}^%v zt#o!WjQM;kotzA3I^T+~xro{Pm}EqcOm>x5$HcWZlDT{lW)b> zT*5@Yl`gKeOPR;F;%hEr8sAD6x17<;;#=`GmotfPrMp|s80PS;_?ody;al-F z;%mk;fp5jvT*3Ukm9DPWS2BHX#n)WL?7bCVb2XFqR(#C_=I*WZbZdGIQ}!CDyX*D!%-dV>H8(JAZ^hS4WY*q_uep&)dn-L$uWw?`-ioi8#FV`iUvo1v z_Evn&Elk+Q#I4U{=IdkPdN76Q`k1(yEN1JiWICD3WWAN1PHttc-ioiejj8&WxE@Sn zramUFwdqXMTXAQqWX@oo-ikX3C37az^j3Pg)^2B(-ioi8#Uy=9T+M9e=wsq~eFszY zF>y6>n4yn}tC`CLeN0@E%aWWS(HE+e8#FKd^ zGxJt_&0RAmd|}1cEMZ>WimzG9w7d~Ni;{Uav+_m~zUCe#<&A`zWz5MN2{rdJC66$B z@g0AqXD<%&ub~qT@h3AV71J+Dw@~pI6YG$W$C+1;q_V3C%U{K`dL-_kG-vi;4YTTz zRFBuJWl~+sI_A{1tY=C+lA7_>HZh~FWiu1%k<^aYY+*h<5_eFVGX~Eyoo>Y+6KrEP z-AEXN7nn@fvYol~Nb0*Dgt2~!sdOWuwU?Pm*YXMz=~{L$j~ zuAG{mnLgL@3$y1&!dM?;@;nlEK$g?mN#@RtgqlB@I*-I1kmc0;%gnhEUz5zp#msp` z?uaZDCG$dsH06T|8%nq@?qq(bNJQ=ct6ReD`6dfOMGg54C|L+9rl~Mg+)%>pMkb3u zB_eVMSvj3A4V8?@9WixFWTs#LWI5;1(h-sPNA#-m5#_APvvx@I&_An znoyaD+|f}^Rek78O%0&3ni@joG&O?CN92yGx`o%PC3KddFdD6(3YuC&XGi1?F2ko$ zG67XI6dLRRRnpW6s+^{*=ymFra67Qc9#9oSp~0R|RYRdFHQ!s!P^jt!RX3DyJ7dWt zRKrlH>J8P@)DNl^k=xXBUdjug+J?f&UkKIFG!&|9D0E{OR8P|gsD7H<7>26Lp$3K$ z?g%nD25K0iba`?t)W}e1a2(WF(|D+frYoVQnkGQa4293AYoO*4xjyF%?@dq(O*ca= zHDy7q(i9)4xzIV9=0UABEr8l+x)W*}QRis8&dDm0E1`CV!q)o`)ZS1S`G=u|p|JHn z0(D4Je7#mf9W||iI%#?u>a1xk)J4-esH>rbJ4j4!gt}RB`-{m=S*P*1QH=y2{_CS3Mg}3=WsIMiz%5Opa(iDHazJ~g1IsgsO z^c^%%(;;Y(rthJ14JF*+aq=)U*ihIGk3d5rav#(=FUsH0d7A!#&Nmdc-hZJB425N7 zdX^OvIXF(%1oehoBR1vyZQ)TE9 zO;w;vBXT=kIV0a1x=d3$Xtbg5Dz}F&x8#n$lL=^yp)eX9p|P4eL*q1cg~l67xY>qe zcjyX3VOc$)E7RmgKGDOyUROd_846WbLsx6M2AZJhI_MfrH$c}K3Oj)}Lf07z-M9(5 zUehG#22D3Z6E)om-58OZUdq`3mO(dZx)++HX*qPWru(5=G(7-K*0cheqG=_R6_MNN z>XvX55Xr63R6}75w?VgRdI7r4P}tSahNfBa*FC)mO*a&l^)fU=(++5+rk&93hQbca zYtSr9z8kMYvkirA?1t{pv&&6?&z z&!#EaV{7zz#UhYDzV z7dlnb2T(yxA3=o-g&uwi71s0_R7BI~P*F`^L&Y>5f{JT83YF0G7gSQy-_U7>!Wibx zNB(6fta2Wxl%@huX-!3-Gc*;2%4jM9ovEoLR94fOP&rLyq4Ju_L1$?y4^_}q0Xkb# zMW~{tN>C+D)u76nszX&Y)qtvMstHxoR12!EsWwzYQyr+Lrn*oqP4%GKni@cLG&O|k zYH9@4)6^8Iuc-~xKvP?&p{4}XNK;3sv8K*YlZf0ASwP4Yq|pJq3LR1M5OifdvUYc%)lA0Dny)``s_0jYM z)K}9}P(MxUp#GXRKm#;wf(B~Z3=Pth4V|m$C1|jwSD+!9UWLxn^cHl!rv18eJ=qgS1psO`Cg(hff0bQf1C3LN( zR?u~t+CkTA>ImJSsS7kwQxE7yO+BHTG$o-)5NDU(%wOrVOK;&{Lnln;PtGoNL1g#= zz2qcjfu>+Q6F)rs2+E4+|0ak=vx7Y~P4TMv>>J#wX%Tdrrstt)hQc2EOVIR){%>dF zTGn@lrisu@O|zieHO+-)X}SlRt!Wu_ho+6t98Ir5b2YsQ&C~P&G+)z~&;m{0K?^m_ zE=?-YIrn%6an&v@wX<7&^(X68H^QwA$TDo7%RS}FbRy6@~&@1 z2w<%Enxf<{R(wq{;ukBvra0+~m5OdTB?w=v_?nVrFIL<+_nD^=y;$)zr<1%`@inCg zUaYut`!h?EyIAoxXArws@ik>gU99+;GYMU+)O2fFmdwS9zYMz^k&6{yQ=Y`dimy3~ zz{QHY9w4&!d|6J6)&q@n7 zI@JhTtoX~YtCO=>@s}XiAZD@R&ePAVNy=iyUrt<$ki|-K*Mr(*ELPm9(5YL{y>G?W z)FolD;x8JmN5Epm*VHFpvEpkQ5U*Hi;riB)bj6CVX+*eU#n&_@Te0G6nh>p6@gv%l zWW|cFX-2SO;Zo;%i!xs#x(gtq4`D_*d>6G8HSnrZtg@6@N)}8xj>O zzNRgKiWOhejy%PR-wxUnr&#e9TPH|UtoWJ^geg}1CDk3tQmpuzPDCkId`)MP6f3@_ z3qgt%e@S&$auh4RrW-Me6@U3{cTyB9{!-^2geX=zXGI%n>Z0xwRysP#Bto&$IV#D> z>_viN#n&VWP^|cx-sC4%d`%zX6Dz)^FX@RDe|dC2!V@dLra#$<6<;%e=){Vz8Ax(+ z_kZ_8{7Lkgg9uKn_?mOcO|1Ck3???Q;%kPGnpp9#+SSn<8Sl$^whU(RL3Bw9w3lElRI;BrC|D}Fg+$VjYobv0v&NVJS2 zA+h3H8&5!D#gFI}R(#D>q$5^*&DDe>S|*TJQB39fvKCPNKD)q%pwGdiL04S1`-oja|aPfOkB+z5|Eg2U%gXc*!tn^JpUC7)Bx)=pGn+I+%Zr2=R(ua$BFnJi*Ystg3@g6o6_N}qzHd7SGPJx(j$x&*Tc4f8 z7*>31yGSvt^v#Y|HS;w>jF`AFc%2L*CW&;-ZX%4BxSBUeFtqF;z=%m!y0yLJ7cp_I zy-9o#lSH~^A6M_hBr7d%aq&(}T+M#2-O=(knMX`qYwr+w#Kg7sE{R7>T+Mp~9$MZf z@37J@BYI?hK-^))zos9Oc3AN>9}#wF`IxN3ihs2~A?mQw&-MCKk`61r<}-p0EuWKf zSn2Q9=L=#EE55ZaNjbE9MaW^ruj$uh99Dd5-w<(F>6e`z(QipOtoWJ(1RPfU7<@;* z5fisQ2Z=Xg;+AuWbR#CN=6k}8n7EoB$Tni)YJMcz&~lh$!-^m4BLo{({QCSvt`QU0 zgQHxX6O*i{3zxHcyyuC-%aniCV(+OIPwtcZ!LInISSF>y5~xGqP_Z(NoW z6W7}BT$N+RkIo-llw-wjAt$*e$BM7{lS^`}_?o}CBFBoa`I`%JwEV;MI97aX|8hBw zl;}rFR$FolO6JN%0;DN7w8oNKR5B0rv?bqQ>Q_&mvE-{#zk0G(Q|ebw)>-lmo&v46 zK<)O`1|aqq5nOZ?G`*tR>%I5on7gUsV)(&XTVx25r?;9D3f8 zZ?FWkEk=oq)FW9EdLc$xX*vzs9-~B>PKUB%Qu{`uRjtBj{600}|g$}9Oyud66vbc&lG(ZBUjZ1I;g2FbSOry!FJI1F>(#Ihkl4r zR%FpnBK;U6SJi>4!;(O!sWWsmMu~Jcx=f537v?MTUP3Pj^ASBs(L}c$H-MBp+7YBhEB#PJ0tZ-_JRJ4Q6f!!p}%63 zm8O2s-!XDk{h@y}4S@cQk!x@ulyQ#fvFMNr`w zxvCLR5lthZqA_v}j)ID5x)>^MX<$b5NL~V!u;gFLOQDjMeAQ*pX_kD|Xy|lJmqVp2 z`3A>8r7ige$3kaV@>S!YGM0SRc<4+`S3qSg4NRm*<4UMpjNCw71(nxyHFQ>tT!Ry! z3NdmGrhXyp>=?PKYoUrUa#hzsl{8%sRn~L^R3%1kSrehEF>=eg5vmp=SC#q=v+6N& zRg<6^no>V+Rx?IfQCad9s8)>JvL-{dHBEu)#K<+6`n|NeF>(z~h3dt~Rox2JkCCgo z4Qili8q`qJbf{5`+_Gjsjbr4NH4|zQBUg1h)HFt}Y8KQ?(`=}@r9m0dBY6kZ!qPyu ztT|9iO>?1En&v_0#3(zxtocyu7`bIFfZD{!RV{?t#>iDIg4$_X47HDuYw%7eq3JHD zgQg`=M@>tiPMYq9I$Ii)$Vfes_ds1N4a`o{GN`L1|9agEb+hEFmP6e&-3Rrs)|6%zZfObRgXgbW8|tH zg9d1N92yuS*WeS-pcrMPm-QrcZj4;jDrj(wT-9o5NQ_+7Q_y*u))0YFY~o)wB*8rfEGiT+;^Vq8PazZiGg}$n|g&G%`l6YBMw{My~2v=weMMh#twk&`p*Gxdz{aCTZFS-K^;?=oU@;p~;%whNf6LH<9k)J5ZJ--@|vIsg``z zd(f?xeAWBVZJIuSrfK>Rnr_LD;YZL6O&>!uHGKlzuIW=~mZs03*)ehh^*MA$jG`gT zNPYp$(ex!WSJPL}JWXFi^EG_~Er^lp;kVGj7`YxEfELBbRec97j*+W62;Hga5OkNO z@1Z3za?APwS{fs_tRJDfW8|t1L-%Mp0xi?@6LhbpqtJ3qKSTG$C@bn>@)zj-7`YxE zgC2;HtNImM5hGW199pUA1oWV$-=K$LXAGNJsP8|H2n!Z zrs*%}aZP_iPiXoFdQ#KB(5e_^r@N7nn+u>~2Yh&b=mHIv1bun_wO8uVhdP{>dqDM0Id%7Deo$DGr722q&AhbzSA!xIv!qBst zia=X56@{L&)9FyQCBLjv(2JJ*vPwfQ zSsLtKuQQ;RW8_}1GSDlU&V+VoDhs`;sT{OZQ+a5YrqpjOzow}I^m>dEQSXzfpJCn| zBez}^p*LdWswzQyV&tk)ztFr_Q|cF*-_%qU+7~0YtZL9(F>=eQ4(*STtEvILt*IvT zj;31ByP9f4@5Lx9>PNB;^nQ$7H|jzk#K=|EgFcLrtEvxuq^SY)v8IO5Coyu%Y6N{6 zBe$%^&}T7nRZXDJH8q94(9{h2Qd4v2D@`q+uVa**k$NOsLf^zFD^0DSZ)235rgNYJ zF>+O{q3<-cfevbF3muA)TUP2v#J`V`TUP2v#D9p9t4csWYU%(TwlpLodL&c7FMh<* zVAo(L=qF97pB_J|sSEV8CBLlHuaf^_$uFxLbj*^kO8sE@ubO&5$2FyX%lw3<)K$yB z#V9L18oi+3V-!h7G70^msW)^|Qy=Kh7$wrn>I?l9Be$%6(BCm~RsErVVw9b3Z~*jg zj9k?~C}Ww)zlJy(1m)6nE|go-U?@+FveMlc0_Ba7Th@6{K27IC`88btof0FrtP7z6 zF>=cq3Y{7wS2YYOsA)JA-2R+=t>O2jBT zO_xF?HC+asrfD>Ex~9vaQkKq(7L}141C_Qk#C2mVbcUvJP#I0*p))mI0hQHsB~(t+ zRZw|NsaqDDrD+0G!IEF)YoN0&`BlCas;KEYsFEe$;Pp^tO{sezRM9jMs;cQms9KB? z>22dCsCtatOF0Ruq3LF*rlwnS)S>>S~$_)zfqqiG@3R?{M=ouZNHVl+^Sf)LYX-|6}W}*S^>OA$HmS^=t|X(gzprd6O?npT5qYgz-UqiHRuuBLUMdYaaQ>TB8nYM|*$P(w`{ zL5(zh1!@e!PXsl=AHkmpYKp%#>Ddhb#V=`vezB#z&s#HqCEgj|b$V+t^)QYJ>r29wyGoaRva(Ss5_=0pE)P|{2@Zb0^fZ96B zZK)!IslElZ)ASvvy`vAkR9^76KpmJGgfhGh>c|xOtqK1fP$weqXOR4NL7g2H_R8`y zdZK_*sJEs#pgu(Q3a_}JzD%Lt4)DhV^>gICTGQtX1)m7i-;poU{jcbH zB?S#|6l$O7dZhym)RZ1HNK*#TU?QKlzRCz1!c;mKk3aB+nW2vU-`frY?^GG4De&Ty zNKJtkrwk|Zd3Oj4fkrUZ2!&AuG%`qDL)8yaSMSN#%t;bnxHB0c9e-k)+wDqlb9-mBJ2v9%oKX? z*&ldu$`nVT13x;#0ie$`4Fr9zX)tK2rXiqdnuda=6WMPBjsVRFlGnW6yfFhblgQ?c znV?xjHkr=?%_g!`vq4`F*^Aodf#xuI+o|(Ga~*|#c%rfs7HA5*=VT#~&%2)!c+bfqBCA*6JtvEaeBL=F@a~Z%K?*gmr8)sxswwb-k!6}r zgO(FnS!X~in7pI%ENCT@*URTXtC+l0mqDwUyn0;)t#MS*8#dKLo$?!KEt8k(DQKOe z(1|s=zy1NO*Yq!FgQgdtFNu6!y*rUZSXDe&TyZA3NzQiHaKQ7|5V8qf|RD=RH%Cy}p4 zl&hFOBWM>>^$=wO?Pl_xC3zRLhsesx2HLABJ7}My&~Iu)kB$7GC{2MkvFz6rcoWM3 zA{!e8K?j+<89VTjmP1V5hzh)<`sz&llr5LuN2Z$~*Aq)7L#|L3d+I>zLE zLAn~~IFt9i#K0R%P7qmHbwDQ_g{p(Hf`$59f=)4cqqi;SbQt+usQz}KGeHXG6Wu92 zL1#7f0-YnWMMZDWc_ItG59orXzMzXl)|LH0-x67d13=#q`D#Z6>opK`iOFlIA)w1l zUds;!U19PDz%bBNrqB;d_(y=QF@=8Zz&{G~J&^@J26Wv~XlWhY@>4-KG))8D)HEG* zi^$q=2Iw}Cg)s|shsammHDQE*F6b_k_q@P7(7iD71zUbT=m(}ckwIDjy3gdDd>4Tp zFok{r!@mUdV;F@pTnhRrNWuS8-savdpodIe7+XP)n7p0wZ$Lj2Swn3H{X*pP#>P(2 zuSAw=59qO@P<5hv`2^?*k@eR}&~HSR;VIBlB1?4|^o+<-1>T(VJCXJBdC(tB-W(Np zsm`BF-kR+q=r1O(E58N(%@q3S4gV$3b0UlIGUy*ofw%PhOXREJ22_Oq8t4U)Wq2L* zQqv94e?&g-fDOFB=M__RpDWCN8}vFzp}}TlJq1O~3*6rbO)}BF{0#Jlrr$v^H2nd3 zQ`4WIw}@;2JO{-jvIt**ViDO?8F*PxY^DaGD*p$H!{mK0@f9d;7zLZf{~8o8j9e2& z_yeyPice$_23|3gz)`3#qT4V%C?S#0+u#ViZzmB`olx+B_w6Jmva+&*l4uINiYKY2 z!25QR1u0ll%r>Da7Xl?Gva$+;QfMj)dRx=Spp=>dudI1TQ*lr#N1-`9x(zFWQfsON zN~5VVD6OU{pmanw4*j6?MAjNLKp8aE0%aufdAB2KgEBFBy<7*BnWd}C@YZ#-x!pQ$Rcb4%1&gdnu2l=*@>e$C})s@gSNb{dT2!T0li0L8TJL` zBC>JV5A;4${b0`iL7?13mf=uP9wMvPFi>75?J`AHMm&`vJ^bwO6#u!jRrdpA~RAWJfh^#fng9;Pb>1G0`2$7|l2r8;+ z3h3h?1xt@UDwl&k(X;~esiu{nVnjZ#p;m#4Yg!E|L1e*y1@Z+c%C%2)ggZbbHSGkI zBJz3b!(E`#L{?Vdbrxkb?FE(9v=3B{$Yz@;Q28+Oxmx%SfhrJL7{@^siF`FesZM|@ zF?kmVCqb2oEWf2MR(;t zpqfNJuU`LxY7tq6FG006y#m$I^cqxGQ$#FmV-fjkMh5E@15}^L!iWWGpeZ(}p{6*X zMnMV|5#1VrcbzrXloixOQ#MdjO*ui$GzDIs)||+0=>%S$)pa0-!cTb`TW=wI#9)3xnDb**Gi$YENXTJ^^*mR1DOS$nHm#0Cgg=49kN$2Pw*p zmguhR1nNR$_38}js;N7uo2I~f)w&Z|7=iby_0ZH8)RV~Poh$o;dWDgzM1+3;s5g<7 zH4xNC(_m0vB3lv<1@$Ac42OaGYl;L7&@>V>P}3ODAR;@K1Fw=BOk`n91PyT%x`Hlm z{k0V|R8!y`Zo`Ny!=0c=O}jwDHSGqCAhM%!4``&O{h(2r0`H3(O=J-s1dY*j7&KPX zG0-?oCqUzgtPM|sCNO!IOQ%2+i7dj?ph=p}fF=|9yjzRsKvRe;!@$e#KGSpw^tqch z4wJVeP7IpM;*bNWElqD{&!GQ;O&2hGz|hB4pNkhIr{k82s%RK^A7W`Ku4Lp4YhAT$A~P# zZJ^_tc7jf5+5{t%GT=5E#r8)hJM$d*_s zK=;DP9WfF9G@u`dEW>o5`)?c^b3)Nkqh)Ik&TV_L63J&Na`K{Hj$OJ z36xUPX3#sD0hLFtHm^+L_N3zVM7Qtbt0 zAoA4@rP>F|$mAUB zKp$v&ACym1Zcu(rc|Zj;C5SA;3Lqbm&-YJ zHBc)e%kT!MwWiykHbgeC?||Aec~{wYLG8jQ()FqT9;iK&*M>iUIuKceKY=leg4=3hK(_%>d6p-H5EL-$C7ptW*91_0aS;s3(zS_#D(r z(?6izM0QSj0qVo#T@$?o^(C^hBI05HOVb;m{zP^MCI)B#lehYc2^z>$&lem3u|b2F zyi{>OgNZD{c%UJg5`czkN(dUJDG4Z2Q!>zSO{qX5G^GZObQGGXqo=O{pi!EJfkqSA z5RC+lA+pvO0UAqWGuueeI3{n*j{=P+vJ6LqCJ@=)=orvMB1<(MG>OR80FywInY??j zlR;CM8idBi=b+DstgNY^&x!0N#x&4WB1<(LG)>bC&~zf3duM@WFnQN0vq3YNyypD^ zG>gc>m8$v1}1L+!~=avWWmP= zZPb(i^c9gcR6@|#Ox_Sp3fe?uWhDb`)|4Eyg~$$v6rin4URm#ez9F)*QiHZ>N(0(X zWNYlSpdCb(VLH%GP3b|qi0pP>2GDLI%P=EokESf3y_&Lu_7PcG*+5ZD-YO+KXg`sK zkppxTrCNEW9(6KOziU@rCAApW)$_F|@ zWL3@&I!R=A^*;oiV)AyEJ_4O)^2T97&>12tt1##+k(E^hbdJbU6$70ovO})~=mL{> znEOB%i7dmipl>ym1AV8dJm^x8B3*+=PhV3&mo-fTUC}fhbXC&~&^01!sF|SeiL73; zLDw~X0lGnCXY)Cro0{f=ZV_2o^FX&X%?I7lv>0@k$o71fgYFSoSt~$4Xj%!nPvrCN z5v>9}VDiomt3f{!Sy^j9KM`4kYe5f*EY&*DBO<%l-w67d$Wna;`bE0feH^ayU7~#JTdW*<1ya|e_=?*BC zrhA~+K?=qkJyjM=fc-B`g+XzN>>w%vipSI-(naqt28vH)!IuCfAhJoX6euB)r78_d zL}aPTfD#i~DnBTRrfQ(1M0O2Z9h8j7GOPniuBjdQkv3% zN)y=-O%EzVWWi?ymDQ99RF24oXl77(BFiufsDh^Kpo&CxyDtx@5|L&20jRR3e4r{s zHXr5(`H3vU0-&lyHb;F3szzj~J_1!IvP4$K@EuPmT4(aLm~^KET|EY4V!YH#!OzlDuJ4WkuNw$ zRR%RBva+gxnh{x9)j-Xeyq&D-pcYKtELsE9lF6G7Yl2!4Ss1lIt%+=G)CRR-@@`|+ z0kviF_P^?a+A(=kWj#>)FbXwP15gJh@0Ly@P)8;&!{(q)L{_hspw2|rysbf9!YC@( zUu{5LnY@AB7SxT%%4!GdPGm=Adr%J|OVt6?Q&UG!FCxpZ6R0rY?t%tt`T;aZ(|yojO+SN%X!->-RMTV7Fe012o`52W ztTp}w4JWeG=wF}_M3(9~Xr!ipK%+GM3mQ#iWxW86A+oam1C1rJEBaTUaYUBttwh-W z(i9gofyjnUJkUfU%P>A@lBNWp$wZc6LeLZ<%P=wMGfhcBpA%U_B?nCrCbBU~ZGlS+4S*k3c z`I_DZEg-Vy%?et`>dXcd!}ssLy;lXva#A!rSgcjEX6w3f;HxyVq^S&Ov!?Q(Et)ETwrZ*b z`i98Hd}YwKFbdVn58582;Qxs}wcP~m&~zKLQ_~&LE+RW%?}By{SwsB<+N0?aXs@Q9 zLHjg421RLl0@|<-K;&`~Du_<9XG zMr0YrOpN_6O|d{Hh-~_b13F1$8O8;j(i9JLT2lhh8BK{nXEh}SozwIV=)9&hpbMHZ zfG!f*qCFGnTOzA+7SMN^vVtyY$^p8pDHrI9ruRWtHRT0eBeHS$0qA=o3qBv{x~BY~ z8=4A$Zfg1vbc@LDITQrlCbBRJf$k95eSpHCyG-7qqA2JdlQ-r+1^vL}-Kr`Ey3gdD z0*ZqkFnMR95}+S7`9MDrS-nbv9unED#nPZhVHBER%YlB@R37vTlXuIs0_ayJ?}S(p z^q9$OjY^;=OkQhL2K}a~3h1e(s-R~~-YL5p=yxVBjOw62n7rU?fc|9iu3>9}{$lb{ z)dKy^46IXP#R5DKxs8q1EnLfRZ4YGdM0o5)&OPDR1=hu$Rex*%0y&qwz{CqM3$-^ zD2t{Bpm&Mv?9dRDmB=z|1j?qVDJZ+9W}qBI)+xqWv;yTKvT@iN^gfZL zY75FuWcLr-f$|Vps`j9~nmT|!(9{)_kI2gE2FlOm-FEH)DnMjm^Z|WHWcP^rfTenY;_|v7l0##(_#}8V@QHMm~4m@lODiWoi%^ zq=}$%Oy0S25~w_=4c@#IT9HM6{bVw*0;RL|_zYB$$i~!EP$eQuH49Xk$d2YOKvkH$ z80UceVH6dt*<4UnCa==-K-HM)hf>W4RcG>2EdbRZvfvkjY7*I9hb5p|OkRddLAArk z7Yu$ms1A{pwE|RE(<)FsO>02)HLV3Ta1=U3qSq-+lVS%vCT{@r0kzZA z57eH>${GmjKx7dP0(B&^R6{_Wi0l!ip`gx0mMRj|g~;kP64aH*QjG$2(=-~?oyb-< zV?aHKEW`1jo|-0tdTE*j>aA%Cs1K3VYdWYelec3z1JsYmBAgBCuW2r50Fljy^FRZ` zC^9$$%m)o(@-EyLfCe*p_YW3=hA?@l7J-H`)sG66wHP#v$m+EO6iH+^kd}gm6IrTd zpb?sugGLfr%dZ5DV)E*>3N)I@>y*`?F-+dsVJ&DZkwv&3G)~h7(0C$S27U>ez~t=) zYy?eYsvm0JuRxQSyk+~>pvg>Ls!gCNVH6qcug##(!pKR4e+%gIFbbvG2AWD_t+5j{ zjmV~yDA05!Z$WneG=s=8JP4XeWMlpiXcm#BIt-ev=?LfxB8%`SXbzJX;R(=OCa=Fv zg60uf7^gt)3+N`N1Xp5%SpskwPg1#ZL zdbI;>BeF2sgSHdddASp42a|UYbq4JuvJAU`b`jY;-xai*$WnC&?IE%YrXHZZM3$;2 zXrHEDpeRj)K>IZf2OS`?Fh+t75?L6dK!-Gq1|24{499?uFnP^89(0t*%9;o|rfCxB zxTYzf6GXNM{0wxG$va6+1D#^>?h{W3oo4b**)u?An7n$;1fA713v`ajTfoc)ooDjq zs4qYlh^(RJfG%p92l`gie9(79)?W)im%=D?hFt`@tZ6amil$|tt6>y8gZP(&u7y#k ztd*eenY{j54Z2Qbt+5t#gUANJdeF@<3YE1HbW76~&}}BKm$!oM5Lp=CfbMGA2D+zd z2j~Y)yFm9f?FKy{vT1oA=tm-pFbedOrv0FYM3&(J&?6?VH4cJ)CbF`QfPT?*6!a^R z-A_FRdQ4;)9tS-kvXk!#&~HHsc5d`4rDAgIfN81%dZx(_`klzistWoej6wsu4(LxJ z3%(xcFHQA9e`{(CdakJn=pRjOK>uoL3wl9h_393Ksi_C(KPK<4UQf^~CT|w)1$xco ztv7muA{GU9z(RLeqx-85=nW!^urDYEku`5W(3_eDg5J_J7!*^}5Kt^l!$7e$MS|jJ z8Uc!{X*?*Nrb(dqnmz|5&@>g4kjR$$(?E%ctPQ7w5^I_TN}_2tD5<8opk$gBfRYp0 zI%*Lp1(8L#1oSqME$5bkQZjjiZ5iktCU5kv1f|ln3Y4138`!HsX*8_`rDgKYU+Y2X zG;IK-C$cJk3Cf^pBPgS$uRxhJ?EqyavNntYWg)UK4uak#va`csP*zPxK-rkQz5S!0 z>_k@9F;EUo$3ZzYodCT@WETi0LAk;xv<5f>dY`F&R7Bw8KMTsuJ~;mHxm4vK;4O~tj?ewn!12`YU&E=rKuaJx29g8KAQS~`fBP2>ZhqcsK2IxpaGgj zf(B|D4H`sbBWf&YFp;(4IM5JH<3U4-?3T_1&@d)%Ejket$>g0zCxM0&Ss0&#MrfJ| z8mVa>Xq2V}pwXHZgT@fqI9vi68%CjVxD+%_(=yO_Chwl!YS08CtMVGqL``c!lQgXZ zO(wEV*#MeCWMypzeWqy_=yM{=a1UrIlXu~>7c`B?%Gw8-t|gd_Q3pY@i7bp$pf5C?2F=lQ7BpAWcc6JhHXmLB&1do=ybM~vsrstsbL{_hVKpTjxUN1mjGIi8_vIv)h zzSpz@be+hq^;Usy5Lt$6KsPn51>MrL4s=`7de9wB8$fq8eFeIwX%pxNOn!Lgk!5%Z^i0!L(C^N0D7tEN6>#nRj2?sD z(DXYfhNizkZxUG;Z=}Nh7m<|}8x)hsZac>T#bWZ#m2p9_!zd~u@bSk3#aaBn^|B1( zgW?id7zsh~h-~{l5hy;Bw@gh2NS$^Ys;j9ZsGg=yp!%9RgBob+0&1wKC#aF80ied327{Vt8UkvnX(*@}k&WI+ zP;(;d<>8dfS=U>AV8FnOsKg1Qn}@QXm*i0m+52I@{^ zsg{F!Xj%d4sc9Xkm!{32-bB{&J3xJiER0>CzM7&y{fMl24}tnKc@1?KG=Rxl!5#q( z)N~Xyh{z&51{$pC1ZW764eXPkp-f(c--Ct`Sy|UXk(zFThHJVF8lmY9Xe5yx%Rhid zF?r+gK4^3pMMVTY{s*8ji+RjDiSYjf8XHDY&is!+0h*T||~)YtU{Y%dj12kEU**y_&j%_GuaiiXyTw#)I~U zkuM_f@lOODSS-iJ6wpCUpMef(`W$pv(^SwAP18U}HBAQ{(=-EgT+>|82~G1sCp9eq zozk=rbXwCQ&>2ljKxc{UNLc|or)eeVJdq8Xb)XBHHh?Z_`V#c5rj4NQG;IQ1(zF?L zS<@EK6(SplTR~TetX|td*NCj4wu8QBsvj8<`1tpNt}p)I(QB!qKsT7`MHyI7WW33QLh8tN+O2Tj*N_roZ{ef-x! z55g!iNH;(~GI^_%o1mYV8n{Fe{@b93VHD}ie+Tr4$lCBO=w~9U*8|WmM3(AD(62<6 z>L<`+B1`ob=!vEn8Lm50v~@o&>xFsFUJS{No4g( z2>MG?BGBJV-snvXdd}os-DCj$Lu3t=5%jO7%%B&VvVvX`+1e&M=szZJMCAazBC;?( z0KL|f4-~OPwqZfg8$@=PmjuPoR1x$hk%dtS^cIm_npFnHB(hX~P%I)#RSgt7j3V5} zUmX;O$!n+@ptwXNj0?rCDYUvl$^-QY6nU|WM%aLy&Xo8!Itj{N*P9>PU!=Bhsisq^arJ4@+ODD zpwvuWR}KNCA+q3yg3@Xl21-X{H!&hX>BGnutk-Z*hA;}%YXm4Gk%ci4lqpD2?q5e= zJJijL{Vz@RKv^`^2feGQ2`H7Y-DEW_ELPc_X06(h3c!2(cmCT~Tw7*ryReC}xSF9G>9 zEeDk(vItjzN@-dNDy?Y^sEnqypt73Qfy!yx3o5T^AE<(+BcO_!PJk*AS@WI)RVK35 z_!d-!$maR0AU~70BDw~u8b*=9PWc{GjmcXqJp@%JvM?TjYH0ceR8!M$pjw)qf@*7e z2C743H}3uf)g`hB-^hafFCtr2#sJl4@){~Or~#2>m;}_2$j(IXfEsDa0BX$Sohvhe znlROOeG=i%3~CxizF>c41vMkG2(yEl6WQu32dD*;SLK|bmQ3CNcn{Qy$y)=w4{EI` zAE-?jh3fSos4bIMRv}P3Ca*OLgW88tRIoKZ0d*j<)+i3@NMr+`1gMiHAEY}L(s4J0$Q5MvV$PU=bpzfNggL)8IhV?)_HMIft($p5zTT=&6A5EP>eI14RB6>yC zJRA1Eh-|R60QC=}$Y6i91Px&FMpP@%Kql{;(i${KQyb7=O>IF#h^!6Ufrb)Ur?dwR zWAcua4xq>|@&)VF88n>8%IX3dp{Xlqq^9nmQJQ*!Mr-N?8l$NXXso8bpmCZ8g2oeB zFAoAuAhIeC22Ip71T=}rj>@5+$wZdnFwhiDqd}i(8Uy-V(^$|{O%p)VG))Fg*E9_@ zgUISN9W;~3>a`IxOVih&*+iD%7SI<&mf=>=98KFmb2V)T&C|3KG+)y$&;m_+KnpeP z11-`N1zN0WKWK@j4{do?8l?IW_$n*tO?WEs8<+OH`s=zyklpo5w+gANf{m9u~j6ImDqK}R$d z0v**<5_F8nuB57ijx%|SirSzPL>5LJ&`BaYU>kr=X=(^MO=KCi0G%PS5!D%VmdH|d z0iDy-4Rl^pPtXNTy+Ic>^#OfLWL545`i{vv^ag=05n1qKK$kU*1zjPsvKD}@GI?dK z0$mHE(2=qZ^gWYzS+O2;oya2G0J=eBVSEL;$>c2p_keCOd1dVb-6pcK4uS3vSy{(G zcZn?3NzgqayYf8+`a#oa(0wK^!ZV-;n$CiL45LuQ&~r^~LH`h0Lv;fE8%Cje zbpgH5)D`rS$b#<<`cKmU&?`*?L9dByL=6H(ERDePU!gf6`f79t=nYN7Kru9p0KKVc z9Ox}g<3TYstp>%?v>p_j$m+EL6o<&#@Jmo!O&dY+G<^+gqpU45^352 zN=#%k+fGmtBCFRfP*P3%LCG{71SQvW2$Vw8VbI%}j(}2XItqG6({WHLO(#I9HGK<8 zqv;YTt)|PMbegV$(rdZ~%An~wC?k({u(@UDG*G4NVt7HHmDN`W94+$ilb^s!e2_ zau-yG$Wq+{)g`hjKLFJWqtGn%BdC5Dh32-0pax9ddiiHiLm~^~F{lxd4bdl{#zdCt zcTf`|tMb2~rbL$N6{s1JmGv6boXAqe$%`E@A}cFCsHLXVpjJedVH!|tP49x*1S!(B zc=Y8+%R<-zWAd7}6{sDPciq++)Sk&p)fUu2Q+rTHA`89)sFS9Spw61QfVybv3hGK^ zR^FQ})cexP2O27`JN*#H;<>ciwU?@&-*CU1g`1ohK2 z9Mqr4f}aQ)plK3lpr*;7K|~h(6wqKID{Crfh^FbFp+uJ9EYL6_%WyU*Qquy^a827m zBQ)&*jnuRUG)mK6&}dDEKw~r=294Ep3^Y#DanN{8XFwA)odr$QbPhC$$Xfn9Xflzt z`~}byO&39*X}SvfT+=nsR87}G(=^=xP1kf2G(*!Z&`eFYL9;a70nH||hPn&-g2)=` zK4^}nUqN#Y#&4w$AlK}$8g1zM&l z4rn=%&De24D~K%kOrVuSmg)o0Dk4jjAGBIiLC_jag+ObGta*!r))84*KG1qiB|#fB zl>&XKsWfOKkuB%SgT5lNFe-q)CbEXA2--wsscL~XYibVKqNyWjtENt%Z!~oQZPU~f zw4KOWz8`1@kp({(v{Ta%&@N3QLA!~ptWlsnL{`=m&|Xb5K>IY!1Vs^9Szmzm6Ioev zKnFC<1sx=^4CjLm5m|-{L5DRh0v*w`40M#p7E9|v$B3+~4WQ$i9)V5}*${mKI;rUy z=oFEa^=1+5fN6>eIzwa)6$f-Sj6xS9@j>T^tgHl}^O}-_E@(;tx=3VUWC4AvDJ$qZ zP1!-0h%CZfpv#)x2VK!r1awtXQP4F_r9j_nDg(M6q^RJ7;5x}zx;=q{0k5eIaS$ij#R`ax5C(0xq_K@T(~1^uWgCFmzj?|>d^ zN(*|VDLv?CO_@NyXnGg)E0G9kB3YxdZ48P2E8;H1z2c_1u0+fcxrmvNtv_v)otOcdhv<{S>$X4d-K^cfF!)>69n)ZP*Y1$9U ztmyzK3z6093g}%T3*#y%tEL;EY($pfV^DS?%kVc)4oy!%IW;{4y{G99P%cf+LGKe; zg#UnYhf$48L>9&qP-9I`K}|IM0cuKQW&HzcMr38Z05#Y264XM|f1s9{B06IKOVeAR z)Qw~PhsYYL7^p9ir78~Ur>PXE zKapiv8Z>~&GOP$1sHqZYkfzF@!J3+ahG=RI8mg%UXqcu}ph!(^LBln*1C7ws0W?xm zC(tNOJwT&1^#qO4)C)9LQ*Y2XO?^P)HT4Be(9|C^QPTj>Bu#@slQj(iP0=(A^qHnn zpwEfya2O4mN@U}33}~9Bv7qUi#(`#N8V{POX#!}Lriq~0nkIq1AhP3Y3TO_I)$23R zTurk;^EAx{&DZn=Xo04=poK&h;XKeHB8zZ7XtAaRpe33XgO+Mq0$QeNDQLN-WuO(B zR)AJ&S_xXEX*FoIrZu27n%0BXYT5)^r)e8#y{4U@4Vrd=zSOiEv{BO@&{vwGKwoRx z589;Z0BEzOgP<*%4uiI8Is*De(^1eiO~*moHJt$M&~y^CQ`2eCE=?CeyER<|?a_1x zw3o<^uScMLM0R}r4vNzB2WY>hKS2jHJqI1s^dIPurdOcDnqqgt{+FiYpre{nfR1TO z2|BJRKj?&}LZFkHih)jPDhoQTsT}Bxrt+Y(M0S#@06IrxU0DTmUef^31x@oo7d0&a zeM@9vEC+q3X*1|j7=IMnL{n|hZG;IR?t7$jrMUa9=cl3)HmuLm$Wj#qWg@avg+Q5!ELCAp79vaK1HDURsY-#eYN`Or zMr0XQ1ZCG$36w)q4Ny)Z3!@(BJt8Zs5h$0Y#-R5#H3#L^)De_NQzuYfOy0-Dx?KGd`U^pU2`pn{rqfeLBb3o5MX0H}zjgP@|Cj(|SabQJW7remN_ ziEL~f2Nff-v2g-aT+>NV2~DR!J|ZjYG^iwzm30PGO4E5zX-$_vWi(v|mDO|wR8G@P zPlXhMHo78fl6HYOEl7d=kN(O4JDLJT(rc|J|L^cDY0ktEt86YjFy{7b_4w^E7 zI%>)c>ZB-H3E&$ z)EG2UQxniAO-(_gH8lr~(bNJoR#QvRI8ALq<2AJdP0-W37f)O@D%xYI+4)rs*|kxu$qqvHzth z6=)+eBYM3!N3&>>CbK!-I| z03Fd(33ODGA9PGpP0(>owLvE|)d!saX^IE>SyKYgFPajAe$|u=^jK4B(32nqzv5_L$F1~fzc(VV1E#T| z!>1ZMJA9_Gx5M8xj&t~j#%T`!)VR&zUmABf{9EHrhtD(lXguIBmB!N!Q)|58Fpb8$4%2FUbV>ySpG?sVxzQzg;b8D>VFptJc4)bcP?bccmC&UIKs<8p^ZHLi8|vBnJ!Khe0+;inomJ1nMgtHa_N zcRDPgagRfv#=Qv0714nijjp-bA)tJp;H;p+QcGsBOVGoUk9QM>$*kLb?WgPa_*uY^Qjg1`k)!5u& zKaK4i_Se|n;Q);t9S+pk#o-{0T^$bA*xTU{jeQ&r)i}W6FpUEpMr!=b;c$&h9gfiW zrNfaL&pRBY@uI`g8t*$Cqw!aVV>Lc@I8NhV4##VZF(hyxP0;wJ!-*PWIh>?1j>E|s z6FZ!uF{#7PG$wQSxyCdOr)tdTaGJ)f4yS9(<8X$?d=6)7tmbf*#<~t?YaHY73yqr` z&e3?@;arWk9M02t+u?kTKRaBY@mGfnH9mH@NaJq~7i)a#aEZp}4wq_-7#bMV%QU8O zxLjjahbuH@bGTAtbBC)mPItIk;|zyuG%j?wR^t+f>ol%)xL)H1hZ{5=boiylLk>4; zJnZl*jmI2*t?{J8O&ZTQ+^q4e!z~)mIozu8yu)uae(P|X#_t?%*Lca{4vjY)?$r3g z;VzAth6M)oZjD(T?$KDr;a-gu9PZOt(P5OvN)GpHZ0PWS#`X>mYV7aukj4QH4{IFi z@QB7?4v%X5+~F~e3mhKTxZL3hjT;@F)VRapDUEv_p4Pa};Terl4$o>l=J1@xQx4B- zyyftM#+ME+YD^Is7`NYQOz-eJjUPF@q_K*_%NnaYyrQv@!>bybIJ~B@g~RVPwsd%1 zV=IR@G%j~|Q{w@Lw=^Dhcw6Ifhj%odc6b-qW^~Vc_@ia}81D`5`2+ser00G7H)nZY z)d=^o?K%I$x3F0WEAOlB3zDyTr2C71ZcJ=eI;s&BBJV|ct7Boa(osz(5z!ew13lFA z9P}tik)aH01^?oo6&stCL5d2J?X=zl{X*pPQauCx>Zq1W^gm&AjDyWeBKuvb?w}_@ z@`aW44D=h3uXZqJ|4YzQChxVwJ#lw1 zOx|Ey3yK@0sIUlqDez6HIjDbc%lSdYlUNCL`6WMR|>W!KaWlta@DP)uE{> z%B3kA=zUE^K)H$RFs}^CLuB<@0LrUrCFlbp%Wyj=ACYBv0+e6VWl#a4=$6lkhxLdo z!(^b3h%8l4P(e*AK!u1b!Jq4^rpus@gX9YydUld3ofi-55m|=y zK%Z)A3MxiquZ8*rRGi2%{2Nq4)4LzwVLc-2%3Yw6nqGoR5m{L=^5J1UBCB!=P#Gdi zl?hZLHPDpsV?3-!WTQ6;sF9|3K#hs4HyLP{ zrsSYVO({XcHDv^i(3BZ8Qd1t#C`}bXqcv3ljnUK)G?vH)_F&LBO`}2MiL9YM2TdTd z=A8wasA(r?5|L%N4>VcR1<({C3;rqSvoP|xW62rV&}ax`L(? zS%$+wGc=6=%_Oo6M}cM$S%zalvo+POiih0YB~&Br|Af2y{6-!4Vu0KeW~dlXd{swdVhkx()1kkwWgP# zO`84#ZPpZ{8y?mpvJvG2ZPnBg^bL^(-xjou$TA!V+D>Gt#)EbcS*i)3oth?sc4=Aw z+O26FXpg4#puI#E;V#fVB8%__D2m8Z{RG-iWT~Ej4iMR4{u}6^rk9{YM3!O9?s!;F zQx?z>O{GCcHI)G!BeHr`0v#u^Fsg!1Xxa!msp&N66p@vcrw1O^BeJrpgU)Cg0y?Yd z80eg)_&xEko~GrX3z}|$E^5l&3tL=7*2_6T-)S1q8xQLRDR|C}zOz&w4@q6tR10)P zQytJ%O?5%nG&KNyuc-;>x~3kW8=7{5Zfe>Ox~1tP=(eUSpgWqbf$nO$1G=Z_9_R;6 z4?y=d{SJDdDPkw~zcgh9{iJCs=%J=XphrY@q$~mbOk_vOQqV7&R)Buhv=a1K(`wKY zO$R`~X*vdas_A>sGffS4VgE~0Q_vrp27&(6Gz|2YrfHzRHGKzqt|``T?0;!`8}zTH zbf6cS(t}=V$^`mPQz_6ZO=Uo@HT45Utoq*{tF&P=74(Lt*`OGju7TbpvLSjG^cIno z^)o1@rZ@Ir|4Y-GpxBy9f#PWD35u(!4=A3d0igJrB0&i>O#mg-v=Wp^(-u%-O=mz! zG|kf_F?}^Q*KalO{G97G?fLtt?8R6?0;#Bw;%goni7LjY03ghttmSwji#KS zw3-To(rKy=O0TIAD1)YEpp2TvgEDE_0?MrE9w>{Z2?w$N6{JXaNp8!7O84E@H?nH{ z$ze8)4;^OL7;AXoyE-{E#&?)gV`7KzX-wfTm&TM1-`Dt#!`vFvILxClox{8uGdTP} zV-AP;H0E`fUt>Op1vD0L_@Tyv4nNXZ!eK#;K8J-g_H|fT;~9S%7diB6T;i~*#wQM|Y5c=sb&WAb z1=_ZT#>x(BYOL%@35Z64@U>8QeR^&hYd7#bl6a1H;0Wh z_H@`-V{eB|G>&lCRO4ue%`}d4*j(dyhb=TNb=XqlYKN^fZgSXK;}(Z)G+uJpR^w%d z?KJ-4u)W4KV*;JsL1Q|H9W|D5*hynqhn+Q+bJ#^=MTcEAR&m%(qu*h7jrAS&(Admj zPmRqT_R`qSVQ-D?9rn@K!C_yG;~nA;b4tN9S+fW z%;8XtCmasbc*bF*#+MFgh1QQ(pcHyY>k5*exb44#6Y%lG>&&TSL1Gn^ECeBaK6T*lLBQf z(3sxgLXEi`F4Fjc!^Ijub+|;M&*4&yr5!HQSjORUjrAO^(Ae7HN{zi8uF^Qb;cAVe z9j?(h!{J(uOC7G$xY6NyjbA(5pmDduFE#FSxKZPNhhJ&D@9=Ale>mKv@lS`FHD;I` z7@Au&HgULBV>5@}XiPpOknJ{&860lcSk&PTja3}()L7l&E{#nc?$+4c;U10i9PZV) z!QnoQ+Z{$}Jm_%0#_t^-&=~8pK-(VFn9|`PjcFYo*4WhH5slLw9@V(i;W3T79Uj-X z$KeT$=N+EZc){T*jTarB)_C3F8I3O;p4Iru;W>>TeIDqQ^BOBTyr8j>!;2alJN#B- z6NlevZ0Ycl#yHag(O%XV-{BRF$sAtQn9<=ijkz3tud$WG>l%Ac4@7%I;|Pa0H6C_& zOXDMlw>74o5h(MH#uBpvcvqv(;XRGh9sZzkhQs?Bzi{|K<6?(DYTWMdCyo0ZKGc|L zcA%b*G!}OFv&Lc$f6@5B;jbG1bNE=}4_^cVdZMwwoB;l&v5mv08VAe^qEr97XHaZ%> z^gtYy8SqE&sLY7JHR+iN|HV<+AiOK@wL~6}+vFx~&zxt&e$IE4i(ey{%QetySIDYTnlB-qsp! zYfW!!#M@fSZLRHXt>bO2dv|NEE<@_^-(p^Rdwoyi@BV+hcTVt!o5mV5Rt=yesd?T1 zM~#z_hGZntJkg`Z$;m>p;unc)oPs1ID+Pku$f9pzC2b%i(MPR>WypqaY9&)pCJhNl zR>CrA$v?6ZmLbu+g_W=jY2hucWDVL$Px6tKu*|*W9$Co|l*vHqk(IDaMlz4AXWlE4;WF?HPB*{fq!ZHt&Tco8FsYO;E3)*>v%pxmc zJEci1vJ#dlLtc@VvZNJRsT{OZj;tapVLRnXDzXxm;cjr0mPbh`vQi~zry?0eS{@^z z$V%0q3|W~8T1Z12ZKYaJrV8s3TB?#vWF_orHFAlxR40|lN{yhM8e|e#32Up#0)&$Tq@_0N4pwRg5!4}xNK0LEh^$0{GWAFyijf458rLU-C`N)Z@gxvwX+Zu^ zj0CkcBz;H=iF?zn)C$Uwjy5Akf(V+BJESE_>X4P%L2XT0Q?ODisI3`^Lt6MKGdD(p z+W2%a&r0o}ww7cKSqb~oiliYet;rd(64us+EN?4{dxk6gHkSb&)tgS1VLNOBb=W!B+VkC&58+k%no*+#q zMuOV9lO<#&9D^Pt30bKVl<7&1kd|Jg2wABc#MYY(AuWAK5Q>qYoxbD;S*aJ)_9W>+ zR_X?2`jH)ErCuQYNe;3SmKng4e=X#pePkt!fK;OmTF6}aI7Wg929Xz}WiV+$R_X_3 zNV(Xog|vz-F%swfG#*Aykd|ji3DUyH`E4;0M8K!{?N)*h2#tr64`ii55CI?acUXxJ zYU5M>&KL>GjO1aymQmyaX?cNEpco0-d67&YEiaJ>WTin6K>~R|T1Jxwq~&F@fMO(w zU<^q>TE>zCq-7i_Kvo(CvAseDke2Zz0L4fU!K>u|XqmtxdMk~BGOv;S6C*(c6G{Hj zGKt(DEt5(8iIJe4DP;a=naTrsD~*E)UMKG-MuOU=k@jPyNl<1wSwB|7+GddSqh%&J zKU!w-_&r8~2xgP<6C*(cb4d7!k)X_6@_np?QP1O%yOl8N`8;pe@&?I1THYkr$4c1F zTcr9}X&l71fJ`4P3rY0R@-}%sTHYbe$4Zl+op*Vz9wWiHy+@LdmiNi=(XxmXA1#Z? z@X_)C57J{Kh;0c^(X}iky~j#4hQ}Ar)$~6({wGL@-SV?UY?|D*~epaEuZlW-AWksezJG8d`|L? zmILJO#7M*&gvJL+-O+N0hvr%ilenYh2#?FP9OYTLmSa39kC8+_w&Oe{*K&eKRL>rG?j>xW*TGRh^bg zys6Gg_{8}O5_GJDwSCEZ>a={tYwE0owO!^dby~jWC3RZ9;T?5auJDRFE#LBnIxXMv zf;uZ!eTr>~VQ`3V`FHL!& z-kS13eKh5V`f7RzdNPJ0UWm~GP(Mutq5d(H;Fl@{4bW5=dMbv3wu(Sc$52pVQD~s1 zV$h%%3MwoP4c1fw8ltHrG*r{W&@fGOd1U z)rBT$ss~NhR3Dn6DIS^{LqYHjpw~4ugr>z%qTl64(DWDzD!luBjv1PoKr>?~!LKk1 z&5EH!pPE9mV<_TNGiXi>1*Mupb7LsMFVzB?7ef)BT0-+RwSwNz)EatIQyb_lO>LnC zn%Y4NEw%9ijElC1-nJB;<{hASGJrC{FG!ohsLqWerLAzrp(GUIwXpg2Bp-(lv z1nrHXpsfUGpQh2!XPRDy_G=mgeI7$W@MEC^n#Mr~V6+@oHMW;fiEwxGXEc!ZhM$5t1hJxTf zfPT@m1iG$iDfFwRWzcV$mP0o*t$==yp`c$Yp+7Wz2>q#P74(;;)zHltN{qYv6I}!S zZ7E3Dh^~chS!x@US_l1ODJ-=f`d8CO&}~a$g&Uy%G<^)+(Xn$N@=NGg)r)d|I zK8At_cSHAT+5=_K^eL24(_ZL4P5Yosnm&W>*R&tX9792uKZmktIsj$WbP&p>=@67% z(_!cVO-G;{F_hr%l%r5iO~;^IF_h?+Iu7NIp`gMOP##Sup$9dcg7RuQ4dsiWAdE9m zeobeghhiv*@ElY?(|M?%rVCIZO&6iUnl3>_G<^XT)$}D)Ow(6T@fZq5<1$o2)7MZ* zP2WHdYq|oJ()2C#h^FtL(weS9Wh{li5$=1aYz#%>?*2r7fXc;?Cvnjqq4Ju3f+}db z20g0jXQ-m4U!cb{U56@Z`W33I={Kl~rW;Vz7>am(j{Xi+i=hOc{(!2-P*CbmsD`G$ zpqiR)LJ>`WL$x&Bf@*8}2dWc8LGb@Vbz>+9{x(!k(|=HXO?RMpO>xOt|I(BUYN#nW z)JRhbsIjJ$P!mn5ps1$QP*Y85pk|uVLd|0+7~XrJ7MjvQEj6WwT4}l$YON^))J9WA zsI8{^pmv%vLG3l&4|UL#8S1Dh3)Crw665avM6*JjHD!akXvz+C)${=LxTYLXH%&RA zCp6`Px@*b}_0W_D>Z$2LsF$X^P;X87pgx-NLwz+p1U;##0Mt)YL8!l`LeKzBg`uZ3 z6@i}CR1_MhsTed!Q*mgprV`K)O(mhBmV&hH=)=%3O{Jh`G(7@6tEn{foTf6+a7|^Q z5t_I#wqA4Dls;L3=x~7KEG);}5 z>6-3lEzi)@1e&QS3eAGZC7;cI{9N)m{H@E7x%^3XdXQS{em!`!3q|H(@sS`K778vX z-Jtm%mGG`G{F{gUzeIaOZ+KKDq#%tZIs|&tqp~3d-#m^Eh2HWg$SsYJ1j#DV;m`t) zf^<-Rw|RnBJ~|RwXesy#c=QG6ZI3F1ZG~$eFGKHG3eviwW1)9F3er1yl}6CkYtVa^ zg2b-qB+;F13CmPwG^a7MGr&EECsn*(Ie1uk0Np2Pkbb#bI=M)L7rXoJhaj$zxDV? zIELRsA6g2>@G7**qoAIoBkC7uwWSt`UOdrXp*5DmBkFf(txsVXExkf<(L2yOOF^1Q zG(`%Qu{;X)AR`~~+sXiaWXS#MgUrwdpTf4nBPuuav8C|WnLY?@v=lzV$`5VQ^boY! zqhMdS_qIe!Lt8Ah41zBMZ8hYAFAIHQDEvL@(eltXpTd5H!PkVgYl=XLmcqw?wV@pz z1-pshz0r+}-hHpaPD`x1#zRLfg%wVKj`@_})e|3S;r}H%13GRg_=VP`Y-girSLSr4c)R7PGA2)|9I5M4~!d_i1)W>ij*v4 z8FCS(gl-#h6H!{|KTF~L#y!v-pZu8PBjN2qW+-m?-J9Fst{`crWPy^!kY7BS4NC4& zV=v_YIV*ERDKzDQQfhh-N@d9XO7j9xYM;X3!@XP{N@J;I5Mc!0V z-=iQiG-V{%I(WrEq@@fgUvE+8PSwH53V_%3)AG zORW<9UHKf8-;k?t1oV(c!Kc5ZTddJg0ZZX*GX^SXDLgjDLxn7b`|DMxupt-51gMCn z*Pxh_NDq|_E@B^rHSS`I4Q z0zGP}X+WPq6)lBl%5LZ}pZtHEH1emQN`@kBg9=YWl`Vzm@)@X#rLbRTp{knBLDejU zm+T8rbxYxgk&93bOX2>y1l6<@cKK^4Vkw-lzkzC53M;$<)i&gI%C}G*Ly@q{SE0Hd z1v4b~y}=mXhU!^rkr;RPC;A^$-%@z=-htvRwT<|tlBZ%B%aDsOCDhPRBy1}c)W}ln zpu*HpV?(aOv``a6?yS5AidqWyS30Pvr7-yPP%}fWt$U&7J|%cPO}g!Q5Nctmx%W@v zqWPefmckEo`Jq-Z0x zumse>qo6xUA0BH$9SymGia?zVxw*F%)Y(#ab*KwSM^2 z>JIfaaDm2hicmTWx4YCy8rA&qf8*-!ZIyA(P8^dYPP)p&b(dp1IOKpOF&48XUonqE;PcYL~rbpcFIQRc}<(3k%rtnzZn{3$hEZ9A z6^~kYqsvFd*8X3je?a36xe9MWuNrb6=x#w1EQRyNKhSH2T!sHa6E*z@O)?Y-Z(!~~ zlMT5FQ>11Y%aHrTkqVmXQ^f0P(h-#ndfkv)t#|;MW+|LEazfKBg*Tjepc$6J10XLn z(~t|k05r>xdmK>^nr$h(2Ph29G2|*N0?pM_6q;wq9rMMY`93B11LbZ-;-NPzg%^$n z(3^%_7!9Gf47ta%O`rvaT&bqeLPKt+w1D0=f?sRQ(ZA=j^t&=Nzg!cNdqO8!d%rf!As75SXtSpI&=yT^LR&R0fIiW*5ZdNZa0kL_pm!j|MYlrR zErkd6Cs3jx7yLG8holmP@Z$R^^r@xrg18UbYsj^A z0NQ8BtuG&hJ~QM>9fI~7a#y`$(C3C+sT0rvLvA!qLI*8{cY3FwLxx<1XQ9JBMf`Kw zohhl)u>NJpl}ZC0)sz-GrYQq-TvJBqgr-c;NkeXCyB|6gLy2B5qM4!7mcm=&EYKN4 zu3x#Jvzl^4=X^@=2g;SI0-e`X6}n(35?%r#&_zS8!rIU!O?9C!3`N58s{!<-Ay;8z z=qp2!c3vmqqD`R7hFqyA^tB;(h&F@1u@ru4YYttBp@`R5v<397A=g$*=sQD^aDTOe zuKJYd)su9KH46IPkUM%`gnqCTR+s?&Xes>gI0pL3kc)5}bWPJl=x0rnpkEBRsd6%O z-H>Z*3iPX{snBnR+%4AY&<#uBhsSBq?}l7kv!Fjb3g+;nmExVypN3qiJ}F#R@`0xas$;W z!9TE1LCGwIT|NyZH{|+t7D}P%9F)?KoAk~@sVub(!ngpXHssp61f}sQ;>DbF5~WGY z`j@8k&^?CSwK4;g&X8*>Ba~j#{m{LdvOpO$WrZ>ta!(zzLHAh-kEjQrOqRkWi5$@V zhFtJDq0E|cL0L5AhO%nP3uV*v5R_e00q6lu1)&^<+*DZ%%4x{;t2mU)C;wK@S>oPeuAcc`da`^p3h{e<+`&aDNSe@*8q(Jq10aX&_WU(;%pz zA$Qmeh6-6~>jfAW9Rd|L zsXWxtkel=>K%HVJ!QWq1q0WX}gw>%gnrcE_4Y@8ypvNtR6HzUwn<3X$9q0*74WRBm z`Nvq&_vc4IJuHO>_VZ9rOX0jR3hHIZh4CWPThmKWA4Be@A_3}a$W=HRdQ#KNP(MTN z!{ZpJzooEWW1#_tTwCLyr!nS1Jwknx?eSL{0ZVlQgA=CTq$FP0^GI znyM))^tvI}uk6q?OKpRJ$_Y)k6n=Kd2hFe)9@s^pnLhakZPIu3r$e(Wg^LTbq1iFy z9rAI}InbOK3L=~f&9xMUF%Oz&$nCF%(0onrKyPSz7kX3Ed(c~&7DEd(Erk{ua-WHo zL2ny!!7qp2F%$`R$_nUROW|m&gx=HiA@sf>*VZa%k*3wqVohtH4>YZXmS|cJE!Fff zv`o`hXt}0s&DocS0W;a-(q&T4l)1Hbp^b)Ige{>>n%Y2{HMNDdXlf5_ z)zlIC#E{#SouF-oT!h`B?V5T(iH6)Gf?m)LOW~SSUudTx*H(XMm!_wo-G*FS1ED>J zT!n+6Pkr*|x}?m7wb0%e3g*N0(7qT74z{h(XNFu`+o1iLc0!+P+6^7hv``wVo}kZbEKbWYPb=)9)$&;?Bwpo^L=LYFjMg1#{1o-BO< zeQC%A|0VR5rmvyPnyx@!Yx)lQM$`Au6+`Y?`789TrSKm62K1e!aK`=vx@ySv>rd!= zO@Bc@7;>k>P3T8We?vbRa&6s$t{HN-`nRE`b*Pj=%yjp))?q-L$1QH z&@D|9pno(?g8tPs8Ms{zxP47b)G%bNLYFY-}r)fEq$&kAVTnpWA$VIpg%52E>>mw+OrEo8AfU;T&51Wsn zY?i`nBOH)%Qx29H59z&6E za%c-ZXeped+Cg~@xd_`s`3$*l&vt#!#rVre~ot znubGV4Y|2@1XM1DyyH49ngErz6fR1>3{^1XA{+}ns%Z*T(W9WAq@}T38Cn0*ln1J0 z$Q|(6`;C?T&YK)dYT@C>Kk$+Um1!wBHjd) zG&vlBx@tNGJ#NVD$`epGOX2Oo1?UMwF2YMtcTHbGJq)?FE<-&HxeC9AdTII=>TSqP z%U7X3n!bnn8ggy@1U;$g8q`nI&rp9uZdYE11{iW}{R%y0$c@Ht(9?!osTZ|8*)#~Qb8jv zg;$5v&?rmcC;Bwd3x?cI$qc<{$SwJ0gI+S^N<9E27;;~B%>j)z**gvJ?irSd|r7;>cwK;wP#uenLH%~a@BP1B(Xnr1?;X_^I1)HEBKq-hQ` zS<_r-il+I{R84O{uWMQWO*7=4elLWk8**d#4m3m4VrZtO51?6w+-$Q9nyqOAG{=w& z<6~&9rcKa1O`DYr6?)TBc|~h zE8X0iHxuh$mcq#)AM~E3@B>{z=zT*j_>#~fO{Jm5n#w{S7)rVqg_gvS*NM1jRcL7p z`KM>J8ni5iB3`j*b!fRE7kmU-p{W+MQd3>%LrwLeRhr_V)rQ=G-2hr+$VJ!?TC1rk zw9b&bJ!l54H{>d834LV9h0zMyV91qf4SlSsEwoWnJ7|-pj?iXJouDn6xCaL+%aAM8AKGomm3j)=qiGQIsiwiuUPJDx zHw@Zm$h9>R`pl3kl>qHGtsKj^d}Hy;jz&cslnKeIgpoi*fk%5%^;O~aw{ znnpkuG(8Vp)HD*hq-hlNg&}vXdGVi zwkASXG);!S)if3QPSZ5#s;24C_nKxvKWLf>{ita+^pmDJ&^1kSp`SI)hknuYCUo79 zJ4D}tel_HVcLDU9riIWAP47a#YkD90L(^jDPeX3{`T+XNkc)5ybkmSK*j7S+8*-&q zL$@@ohyF3-!q@=)Ysgi&3A$~_4ew^?KSQq6C(s>3?jB$p6!+oXMT&6xa7b>RdJ*c=L zH&wn5l`!OncM()l(^BYRL+*+6a;TIcSK$ii5ltULr46|VS3zYAxe8Z9Wi@Sp%4ymN zmDjWds$j?+*ju4T4Y@FOKovFZf*#Yf2dboLFH~96KB$VO&!DP?+)mjKRkIYHUk9M- zhFrf6LNyGz(KrOvj3IB@h>ISEB8FUrN1k;WCx5O> zN>4bLh4n8(F8D)G14C{!PC*SdU4$B03P=7D)Yww^#lOo?6GJYH@1Urr@1dreet?>3 z`Vnew$YnhJ4z)1k!uShnsp%%vO4BWqb=Q<1>Y?c&sHdg^ zP%lGn#x4l;HsnUW5Y$Ig5vZ@GV$hSCibMT0m4NyiauGfZ4bW5yddiRszBKf-ri#!& zO_iWQhFlocpuvV*TQ#8}hFqx#G}MqQRT~vB~4wR1gICkc`5kfM$#vhuHa~0 z?s4d4P2Hd|nx25hYU&P+GvqEfJ)l<%xt{fe#%t;Yy{f4XG(l5e=rv7GLKA&T^sfF% z7t+nySOGKSBHRj1*0c?pqG=~I)sP#F-O%fXTw8mfX_`KTrfb>@&Cs+DnyKkCXqF*& z%I=3|8*&jIgytA>r4B)J4Y^W>p?R8)K=U;nh2GF~40==3ap)~gC!htIPC^Scor2!h zbOw4y(|PD!O&6f|G+lz;*YpLnNYhu)Vog_}4-C1<@_T4W4Eg6p^hao^A-5~9L(4SX zfR=0e9a^F3PiUp4ThND^ZbPdKx#KV{J1by@T=1!&HJVaGYc-{T)@e!$t=Du9^pU1? z&<0HzppP|Wgf?or587nN%{G~#&4%1)WP!G5$_8!KlpXp+Q!Z$mrrgkWO?jb2O%Fjk zG!=z*dK4@yCw=ce#RIH>#ZbhX@S`cA-G|22H+r!;}i8gdavp>vv=L+3TMfG%ii16?%a&gBl! zB||QZj?fpHIzeA*>I!|OsT*`z(-Y9wntDRt7;$=m$+tLqBR72>qmKFm%n3>+&$@XG1RdXQ5v-JqKMkPfatSzckH)ZfcqX{jF&pbW77)&_9~qf&Mk*cFOzE zZB2`z{|vbM<^*?DkNelSPp=6p?Ldi9K2&K@p3QB3n^=mbh%8(0wEtFc* zIw*~%^-x+(A4B(O+6bl7vlp z7EODgteW;h*);8gvTNE8J)r4xD2Jv4P)9>O%z$xeDWTBwd8cLTEys;g-WRL_vB za4S?_(lUWGaua;2_8oizOh zb=LGJ)Wwi%>n7CIkZbD}^th(mP&ZAOO=z5^2=t1ky3lw{?V(qFO7NauCVj5l zkeBr@O&g)t47urRGc?hV8~H8JBu(3($(jMsS31KQ*~&arW(+CO|_tp zG}VDNXsQo=tf?WiQBz}RlOcBiM4`=w++J=0Z879ZwS=~6Y6E>@$W_=D+GfaA*bdrm z$dzgjC2Hyj?al_Qpid3Cemw#0HRLMn4ec}JO7(|6 zGvrDQfc6`5!4HK#H{?nUgAQnV7CNYDJaovAi*Oor*pO>$CUiv8Ea<4FInXgfu3v9L z#|^o*mO&>pt%6Q!S_7TZv=%z8X&rP%(|YKvrVY?JO`D+enzld}H0^*cYT6B5()1bh zg{J+`mzq9@zS49Ex~%Ci^tGmw&^MY+LsvANg}&8v9{NtxMd+%guc7ZXU4eekbQSth z(~rs zeojdbCDU{-lw4B=D21l`pp=?2L8&xlhEi+F0;SQE14^qYCv=adyiht#MWFOP`O7Ft z-#?sGnDsABlc5Znra>7s&4BLHG#ARG=`HAfL+!Pzg;xLM1ibh91^* z2P&m0t_bU2nvy}KH6@42Xi5Q<)szw{rzss&UQ-sRf~LICqlVm>QUI!G$Q{^4p~o~m z0#!2PDl83EHsmTS3suon6{@PKI#f+lJ*c{-22c%6jiH*F+CULa9idv9IzzQJb%p9^ zdK{{&sT)*JQ%|VAre09Iran*uO#`5Ynx29hX?hxJtZ5+BMAKj>s%Z$+RMQBknWm9Y zb4{b57MfmwT55U`YNhEVsI{iiP#aAzLv1y^0=3gL32LutGSorSRH&n-X;3FkbD_?f z-h#SlS^#y`^e*(cro~Vr{7;;m}5~#Z&H>IqAdT3e+_0+Tq>ZNHl)LT;`)JM}! zsIR8I(36_>LH#uChx%(e1`W`39C}LAIp}Fk=b?d`E0fB5rc^~) z|I(BPdd84DHXebVHRO(sGSG9H%0a_5RfI-pst!GG$b}IPjnou{Mj3JuwuD|Vynz}<{HT8hTY3d2RqNz7DUQ=J_RZUMq6EyXM zUenYcny6_IG)dE7XtJhfpedS$LsK=4gkCq~4uCPxG(+wHmPnI_ND!ZZy_I3p9NME!4CT zdRx;b=p9X4p?5WX0==hc2lT$CozNmpyP(CI_COzK`V?BC=`(1lrUTG2O$VXnnhrrL zG#!RkYB~aasOcEAO4D&@wWbr$8cipmwVKXD>oi@2)@!;1eWdA2XoIH9(8rp-fi`No z0&UXtEwowFRcMQ*@1d=lettC9ZL!W9&3GLOC2HK}7E%ceDbkKfH8KBQKWrPlB$^sqKlodLpDLZsnQ%>lJrrgj` zO+}z%nu-N&44m$nhD*fX&IDB({kv3O)H_yn$|;EH0^}4YT65B({upJuIVuJfTp8R z4o#<_oSM!+xiozV<<@i=%A@HT^q{6+puC!{L-{oQ2j$n4z6$GKn(l=PXvzQ;)N~(I zNYnjLVNKbfBAT*8MK$GyifPIN71#72R6n($pEMt*IMSM^i7TuBJXvJxzn4`kLlK@tWR-8faPsHPo~j zYNY8r)L7GZP!ml*K~YWDpr)FxL(Me(3N_dC8`MHmTvgV;G$n&tX-W>Y)|3HiqbVcQ zR#PUZoua3|G)J0PTsH>*R(Bqn_K;1Mogr3mU6Y8#M zB-BIG3s6r@GoW6YHbT8MZHM}3It2CAbOd@*(`l%mrZZ4~O*fzcnle;l{Yz76=xI$A zpn;mILxVKcfCg)-4Gqy$7aFRm9yCl-1Lzq|jiF~XHHDtj)EgSEsSh+l(*WpsO@pD4 znub85G!2Db&@>EsQPXqKOPVG@37Td=qctsrUe@#;G)B{h&{$3Dp>dkFLa%7r3ys%w z7K8IrN66me8A;+Cpz>Y6mUQ)E-)>sRQ)3 zrf$$Xnx25()zlq&Pg4)*eN8=~MVfj+i#7FyKF~A(TB2znv{cg|Xql$L&~i;fpcR^i zLMt^r4}GX1AlWrZLb*nqGl6Xc`ZFtZ4$YQPXSC zCQTEe&6*}bTQp6EwrZLJeWGb9v`y1AXuGBvP@<-p&<;&=pq-lDg?4FrAKI;H5wu6s zV(3#%A3%FGErIrFS_*xpX$7=j(;Db=O>3b8n$|%FHGKpf(zF9QtZ5f?MAKgAsHWr4 zF-_;8Mo2Dd;;*k3d&7m4&|7R0;Y) zQ%&ecO%doPP4Un*O^u+RH8p{L(bN>WuBi?5tEP6)Z<^XeH#BvEe%I6m`a@G!=ub`E zpuaTrf^KSh8v0w)aOf7)Yuu23_)qt~$%~I3@-KhuGUPUY^49mdLDp5Ib)5GT?U90I zEG#}!&)*UsX&v!tD0Ii8`T@BwM@@m^*4`}@AC_v9=$BdpCG)63g103;(#ro!^lK=& zrM8LQzlnYWrSPbUw;?WR6~1Rmma#PTf>Qb9H<46o6qMSdW|N^8h zdl4N7-RDtDuUr2!hF76XhTJPwu0i+vSzxri$|@z4gb^D zZ%|gBBAz8xSTillSUx4h&_XD?rX|n=9tB5cQiW^pVHr!)Iw+@4v29gN$1;|tT2OAE z5@RC#4$9+EFyKjHJa8||SU$zJ^)-}N(>G8)P5(mqeTog^PzIK9C{ zfTpQXL7yUCv83S3^P8CqX{rnr*3=Fv;!_Zz``v)=@k>gJYT5)9Gvto>{ZMg_!ru+( z=rX@vuY{&=pprht_A3p)Kj&dh#i3G~BG4n6>OrM_N{AW5*ZFM`Wi+jZ%4%8*mD6+@ zD(_P;ylyleQGcu4XCN6 z4p1{qouTHM20$$|?Sxut+6A>T6n-Hmx*KY(X%E!Kkn8eZsI4Ja;Tfo%Ay?`$)LzrL zhgin)DRu@Z&sP>ZYH9>^($oa%tf?c^#gGfWGt||P3%(EZxFJ_+5Y)|(D>VmtLeo5` zyQcY24^5Y$o|+mKXBkV=Gf;0$2~ZzRqoKZ~ICp~afkLmz1R z2U?=3TV0m1G>wFoX&MhL*E9uMp=mC(QqxxGLrvSERho7}t2G^h)@V8ct<`h}TBqp> zv|iIq=p#-4KpQlbsmC&wrZ&(eYpPbCWh_n8pskvAK%Zzj0&UZD3fitI zA)aL{O|L;aG);zfYMKu1(sUErttmqTma#OAhCbD_8rrLAC$vw~KIk(|UqJgc{Rw@p zDQ!cRu{7m^4r;0e9fEj7e3<|EkBE=(w=P4D^5?iA$K2NA-qsV|){}1QDR1j(Z|fPi z^{lt`oVWG7+j_ylJV7x8Bz8?r!bX>yiHh Du!`}I literal 0 HcmV?d00001 diff --git a/sociopatterns/wrcf_distmat.dill b/sociopatterns/wrcf_distmat.dill new file mode 100644 index 0000000000000000000000000000000000000000..2f5cf5e49477d405c84941f7c14e4b9ed24a443b GIT binary patch literal 13066 zcmZ{q%X8dE5yxB7N?NU6tJUf)S!>DG!%mbZj!6s*N(cm1`QR$5TwEN-HdLzYIBVoX zZXJ`@P8@I&aLSIUU>5-{DgK7J02fZ2I8os*0crd5oxjL3JGHiLJTmz63%h5|?(SZxwR;}vfAiAYm#^%expevb z)r%Ku?cUQleFM zuAbX%4_t2#o@!Umb(YoMIu8XyJNACN_Hxe~?cp2kk&T_6osFH1>+MnIo!@=u?LCZR zr+fF{{p@&qe8+ZrZnW#C+7lZ)eW!c&dQY?)Cr_UI@qhPzoj*Ia+n#*mgKc|uZ}9(r zQ%|J*Pv1Nq?ZfYPT3g(Tb|%KtSd81!vFJbYe6$0s>*u@mT&F*;JQ?ks6!TV}j&}A) zr}f?!q6MGdk8hj!?j!xy2>5yBJFy=4*3Ww2*!*UU-`I{8`cpOF8U3jm`zrexJ<*x( zBSD|9e>=X}Pr*C#Z1fMqujyz_zb1U>dpYJc*Jz*Vw6+>>OKZ@-{H@M-uElpc6nyl) z;G;L=Jn}*4*7*F30Uvy6?tAgQL@PR&XFb8cG#TgT>zwB(aGF7d{d%eo}55zvL6@1IcjauX9D{)?_g`CX^}KCprbsC*#~7qnrM+ZUegMx7#5X zZXs_rfSikw{|de*gZ~xuvl-`RpGLorycYaJ{_`w+ucL4EjTrw5`F#cboP+;s=ye@= z9!8&}9|No(gg*nw)#uom*^q00h#V~f7yY&>dNhBiLx(q^ZyLG%f_+u#ze8Jt{xRw4 ztDW_Eay$0(3ijz$I^TJi{yE8W;LF&nd{B6xgL#kPuR?b{;P^tw zLAu7eKIG;Ae4avHpmtR>-L}@GlMIZUld^7IGv1Yc=*YAN%k*_9J;* zh;y(_^yQ}XKlIG|fG>MHgk1E+e#<$J2EAzV1mo$rf_QgJY0D07W;Tz(drx~Z;H4i!xaBQ0W&cer8=p07=u*bsh ze~Ny67dR8L8`xR+R{V?jBl~hN_K`<9_g0+ugGR{5*EirZQZKGnM95q(S2`%3U3 zt;W6t&%h&ps(!T&+=PCq-zMWc1y6V$n>P{r(zYMu239o=|*IQG#3o?5>L-A|x@UG$s$$FTGe`IDdD zz@MWB@^f|=JH3p3n~U{n5`Nr_{h5Ai_;cb2A7lMAe&+yo6}#rbM_j7-y!6k3cLx2e zqG$5Q^Wb|DJN8@lSI1spzw%^!+amk6qp3sk9C6JOa1>wM1di;j_B)P!fe&WDn?fFk z(a(dT13P{lRteP zyEhH|arjw@{`?X2%P+Np@9Hn{>C>?vudxpLeHnj&-_Jv#pVDuu<0l4!UaP|=?65r( z{5A0py3z!26!&TVQRICRIa3QC{XmR6{?13>v*yi&JrI0XK1IJ<(C0P$5Ps4RMSqrm zUqp`nfnF$Xt`M)&7C)Jq}+bj~`>Vhr>?fUe0ZqeJf6y!cT1>AM&fjA;pf@1HYr!Hilg$ z|M3yzQ27J_oi^>O`fA$WO36Q#ut$p5Ea0Wjg8w#-zDh5M-^{Qh zRpPXp@Noe>(LBXhA3!gB^dayneg~i5ihcM5=TCnIo-c>qq(Rv~_%Hq_Pn^X*fhPga zDnW-6Cp-G&^YHIT=&fU)tr~jmvTy9y6wl9LM>be*0Y5DxhsrNhZz2w}dE}9}$Y#+G z9Ue zu|MUh@X_RdKZL)k=ipBz2ZlejgTNfwE zkIv@z{v3{T_I2bzeignu@q$kWpOWe?g7ampOEu&}aT)n`o>__gE3cd+-?@o=$WO@r z$)1YOtw-&jzl&TF-<#oId+3*+z(4zMv3s-Nr9SB7>s|@@$|LyoX22`<w$EC+Lm#qdZk~!*{_IJRico$q!LKwJQ2c{Nn4_UBxeJ;8WbL z`ssE06~EwrO>sjF{cYmM@1no*KP$v18~D>X&WHE~Hk#^ehJ3ls?OxcQ62Cb3zUb0l z#St6WIr-fg^yr)7mwDjHFLlQ+s#7iiXM_Ebuar1KaXfa`h-VEu>dWMBsuL>@k-w6E zARkfvRCTFRA0od~9j)|>k;(@JPxeiCsUMVj*h`!b`D5`1s&kRgIC*JmDW5|RRR1sa zEBr+(_^LXRsm`u^LUFR_BVQ}_ggTNjKh*y*Y#jf306(F6 zg6hgg!K?czLmrj)KSy4I|I1_O??dE|_|;!hJP@sofluc=06!Fm=)BZoCri92|0=r0 z#|HXdCx4kGKKeEN2SqRbRq%<6?WWEJ`$E2Fsvqb+R`!SbsZl>j;Lo!m7xEK|3#3P_ zp1`AeZ$1oPs>oXvxdNW%8~Le|XO(Z{MtBQ8`h5a9B0dqFMc%|W_$WBS>r2~de@NdN z&kv&C$rD76#tr%NCG__;^4dgRx!*GKW!+z!;t}LidA{8a{WH}Iu)j8sJjs82Mf^NN zTx<9P&Rg+^Z6F`SHM!C1>{H|Z8_om&rhb#$s}5Epp5*>vpI7mVedkg9#|zj$<&pFF zMddHlU#thZM7Q{+`jO(Ah3(YABfG!08Q-hOG4Z>-kA0lw9CSaYyg~Y;c>gH*+$%w^ z?uWb?`%L)L)Ej(F#7QQ2;M2W`;BiMU&^0)FLA=>q2JQel8@H9>OHC(sqQk0-O)YwXT)>d|N1!g zUin8a@VF;7do=&Bb?hehL}p>fioabsn0@q4<5qCS}? zLT?H_`G4x*r62!T?iu?-j{yn5e2l)z{(Xb~ zn(mR&U#k!|D!;yqUUuoP-rr>DFZEtiT~2(*K3N_4Z>^-x7OAf}?>CIPnc?S6_qXy( z57-a(-%lV9=&9}rOm(^rlD$92ume5h7oT*UhxAwU_d;j4{_37s@y=$z)%&KRhkDn= z{YUZt#K$&*J)0oT(mr|T-~-4j?@vlTh962j_;cN-yd3AF{w%-tqu@{0z3(t`)Ix3* ze~OQ)hk`#BI|d^i`=q!;ctpSMv!K%}@LTm*-Zj|$u#-L*`^bkmpL;=HUJAdUcXOuu zhF->e}X=gdAv_cvbP@oq0qtmL%jp^hwzK|QgBNB>+iv5!AmXd z5BDi{1HQpV-Mc9Mvq9pVW5gk{8;#&o=KX>3Zcy(q6c4)IBN=f#{!?@&&b`d%eV_M7 zyi(%p!}v-0H`T$(A2qMw6QA^+g>`8RduE|Wg$}*vWStYI3ZD4ajYo8w>VOhQ<$*oK zv8oS{$IFgM&QgEGtFl`rd7O#(qr?U9#m40S*-tg(wA?!@epah^0eD4kSBP&lPxy2X z^atV}`ZIFv(o?O&FS`6L`B$lLEyn(&KMp_2eI57OuJ~8-D86uSRNhyyU&Sf9r&B(s z`l-LGI4|^5@t4Vt9>QKxZ&kdS$){};`R5)`@MKqg1GxlG8CRXB5%5d@Jo<(|DR_tn z$~@NVJ1>Wx>sxKAus`Tbm5{gB>&TPjQU0#*1HUQyq)(FDLG+dTU+0~#>AjWmcja$- zFUb9`|0?84_gT6>b@?&bee$=2e3pK2leoOJ4{G#q5Bv-sMvZuNK(7mzhle&-N z{zmsu%A3mlsP1R-Sn?(5J@qwe!99$Ne~MpJ z&lMvZQD;)U&Qx#Yos{#g$ZL_OIC+WQIqBV#=IK3@?!h&#cMf{DC3t%0B)B%Qo%Tu7 zxZXqMqj8Svf6$;_NPod2ehQA>+d+S!<9-(&BM#x-NANXY@cnMYV`=r#_dTLNQ;$$< z_*)+ge6~rvK7!wSNPMsQ?F#V?_mk-ec~dRo1!tb%W!+QruG1D3H-V3J#lJ&GrjDMg zVHbrbuVZftoUoGx-(%zOk@q)={RpmsU*Dqt!5H}i^#j}cwVS)`sgt|y=~L~Qt^WaR C!-Hr5 literal 0 HcmV?d00001 diff --git a/sociopatterns/wrcf_gram1.dill b/sociopatterns/wrcf_gram1.dill new file mode 100644 index 0000000000000000000000000000000000000000..f612418bee6966ab0071955f935019f720e318f8 GIT binary patch literal 13066 zcmY*WrBa9zQY6~6_ulnx@1 zkdBC}rMPAvQ_I0_mP3?u`sgU>D4nsC`0x96S=(C(|Hh$)eT6@7&qB*#IwCrK+$<$G zSV}4B^fT-u{M{v%!*z9aSN8}%{`W~o#M)BY^qhvs9N`!L`v{c|2-$r%5Yv9lICy55 z0E<5S(KNXuK)(^n`p-o2;1(%mb*wo8r3D5~E?w!cde?I3Yj_;`eK_uWC8q!$!}aGc z*;a|eA}Kesjnd$yqj+4yCIulQrjFA*5sD3GK6XAkC&1Lk96^3uP}lUoH?Y}Y6?^GOC?$#3c$`790d za>6eRDak_K1{1I3^{E(m?#J(<#{wK(^YU)xmlzE8+UsEZD-V5DFFoy&-p69zJwOZrZy$9ars(_gCs>q1{tbAo3&ui*)@rHeb)gx$j?>mroDEVcq6v zqf7ZXuqEC4msvIvmaC5qvVDxrB1cwx7*~S05yy(?@2;rH#_^wpNvb);=(;ZFqv)D} zOXWkG^QI)@oA-)`i5CTsTWY&iaZoH4IbUsWtk1_X$*!#q#uYI1kKFh3VJ57;P6(Z@ zmxkT-J-Zy`qOi&>dx{XUh)U{zX2s?-_*oH8m!4~;E`)@GSx z!_F*tu9cOV9v%xHmlUsg_&i9w(bu|?n2UneOXg`m@}Q$NawZb9F*RGi zv!XN)qB%WTW4u!^T&DO+9tJLIIarmfyuyXo)0kZUK1(U4{5Vs-hnP}A` z3|r;c@FK6QcixB_ah$eYHvWfp4aCj&|NU-iJS?MkjvIWr1Q({Q35}4gMEz^`KbJq} zqo6vlLCYZ$R!oBtX?oD zwKk{{mDkR``97fnhpnf%ReY$z@==BkA#2MqD$~3;+r1i(@vCpcvr^c8Q*C}2P=ia+ zxURIi4EfWgrM^6?!ujke(t{q=pe0MCPoY6MHkz$@e|2mX#ukjVUM2j#$;)yiZhDm= z>~zhAIL#syNza?t->wR$Hw+&b(^CZ%qa*vITJPdR?L4F7*Rp!wDd&y25yw*vnPB=vc>oVc=^6$W4`A8gbtdfehcf!~q zEz9;&xggz;m1B>s-Ck3i-ee#tGj%B*x+C(D>{Ab^OHdrQNp1R| z96Z^+;ek8F3rC&Y7N2^ysCwB3$T**A#{FxszYkel< zC7RdmnNfkn7suAFom-BBG548{bm{ZOa9Yf4Nm*_8gfB zve}jRut{&viOwoGSvRVLC0D>)_VAkLKPsRvJ+j_zb}7bRNb~-_whj{eClr*nl;D2( zty>ev*WjK{d0?G%EedKH+#SM7(4d#-=i*!qwG+;QduHVr_^uAATT7tTedOft)M998 zA5GTGDuwa~Cx4^NYB(=ZzGJL%AN>a(^L!eW(R&xT-}p{BZ^Vr_I^B6EUe+9ip1-u* z+m(~xyQ+3!lx`XNZyu%|_O2R*VZI6}|3n~UQr`L%Clg_KQfrdYgGAhqP9HqBPa2k% ztZ82Sr5s;ftR}Q}hoehPGw%4>IGAaB&NBKd6^j>&$NM}8LGC4Ys|5oSp;?YI>W@>Q z9Cp0Icufp!&jj{8yCVW-ZgkgyFws<;@1ALA)+n(0Mi%8nF*v>lUrcw@6W^7!rYflvv<=zFZu&amTbg5~R7lxw!dBD|-+;j+z+nAQ>aM?C4P>;MJ}Sf~!e~O)tJkwbAh%aqT4iPcO#M~fP8k-4QDW;#ocCuU zAx`;6sUQRo20gI#{p5_VOF}k2EIbFta}PxVB(7rXxAyThetsyp{jFS8Dj7*8F9)nS z6pe}>pRcs;429`LF~R30322;S6 z+diMS9vm5i=R+4OU%r(EiBopBJcN64P`_jKt?j}+CP-cM z(=Zc%_G@@qoGO6Vz3!N%MLAGws!wqZ%R-u<>Ed&9@KU|s z-=YJOAYa)Lv$3`aop*+f9qk{72&W0#M%v}!z^wRzTT}{gJYN0p-wP7)Q*3DS(Fg%f zFHLx@F)&P;%Y>+1;MKNR0e+j^@iZ!Vf;0NtH+jvk z?B#FdA-t!&3*2vfr<^z9MjW^7FhV5n*dB@|G*l2C2xnW@qQl}kL_~=pr7lorcZw#%&erTonHyDANQ62HK@Vma}}97i|SBQ8UEmtbrrtPK9{~wvl`|a=bMZ= z%JH;yXZZZ6D(Ft{>fH9K7%^8|-k*L{3&X}0M}ma!MkU&8sLO+9xRrV=`NuhiC^sutDb>ZAlK`{a5|9ayb!Pvr*U7n|Lj-`arf)32}h46laR^OL8WUNqrN z!i2}_qV+K7lr);Ur4cEo4{vF7YlK$7F4vR)+(6AguLqBAYCz^S)9YbPwNU$Oy+qQW z2E3ZFf0%-hAK4o3iyif}0Y}%nCd>3|L|4emH<8!wqhIl{5fcREy?TMXm;8-9g!hzp zf%}c`l=DX1h-1!|q>$gWanST{xnyxA9ZOc~I*`#j9Tj@fB?BEREtIa#iM#KT~G+95r8`~C>H zxA<93^^3qFJwg24f8udq#7*ml_(<$^UwdYzPXuJgoVeb0H5ohg2E075F$j`ltIW2D zL}5UJ)vxy=3HWR{-zEKKIQs5)({UdW2a!kPhnRVVU~%N{nMK>;QROrKVzls{g&mB~ zTW6UAF-aM*Jkdy`yenH7zO4=WDU`PY*7 z<~L-a@z*8W$a6_p`{Px7wQz5D1`M-VDb%5*&U1Xf+oj>#4W+e(!v9aZZl{dmpDjRI zkBjN;>Rx?HokhJs-b?;Q9>ROdyTJX%cglGqZp3kW%kTq&x_sEAez>+-s|eBGcX%YN z4~DG5Q0?YBxtMiii=XzPeC*yJx$j|o8uqTJv-_GW)WL#*pSuqiU{cfdvFb~*F?8UQ zS!=B`ajjdasw^}YXOqpdcgAF5oONsE>V5@iPI}UJWJI!%|4ctt;!p@D-Jx3UIzs)s z>f5r#g9TVoaos1Vx&V(;sx*VD(s5wjl<%T`IVf^ove2Y91(v0oXUc}BBRbiv>ab`G zX`4N-^mD&T%2JlWBC|;2b7PxyRxEJ*HfQTXHhSZ_maPnhxFdl|Ly|! z8{aACjkpoVf-M$W+wb0ha_2+;MCVLc7r9@}75Wlm?rT-<-gF#$yYmJl8bl+ubGXWv zK6%jWe;~Rj^fHdPue@-}ApqwV7CrQF4nbk%92s*Lf7rU6wH&l50`nK0QVlqs4p~L# zQ$b2;2tJolt8?BN_ddvdj>yeGdr|i2#_i`}D66*3O4AD>W*+OibF$$-K~mOd-xbWg za8Os(Bo-$OJl|h&&cmj@do45;XTZ+#olTu=8LTtxyXL7~!YAQPdcCV1mKW_;Jqo(n z>xWR+Q=d|2Q7@49lE0CM@SgH6aKG`La^8p=as0V%-}|UPr7+y~_SLLXq5c$fDbJsM z0|u%yeH9*5;gjm^;t<0sXl`+v+hSRVQR_UPMf=ns;OCG-R)5#vu=e+QRnLz4IdKwe|QQBNBVazZ4g4bo%-4twYe$gu+=4brAca zdgl1#5>(78G*ft53uAem8_HLO{*lYx{HezZ(Jo_naNEQRBq%JKt^Kh8;cnAj=DnJLS9)H{y8UR4qOh;TYh2pq7?{pocF<;F7D7iCM|xBz!`q~G>b+SBxVm3? z#W;&Jba|hCQq__GjaPWN`BE;X{9|#vwJQR@^;D0QYh*)Q;CtHrRwACwALK;Rc z^m0}`l7$kl(7PktQ{k);={Vz1Duzr*_*G;Rj`g_}%GUp;q40Op1$ptSSTLkpA?TO@ zMjwusUkXWsS%T7^8P}em=kl4l+PLao|BXHp{SfMU>Qm}0>IL#%@;CAj-c#NM?l-*IExL_0*@-S=0;Uz2tA?A-t!& z3*2vfr<^z9MjSJ>e}#Lv$0F;aoAgGlJnV?f_5b$g9Q>9}G_eWyL2`ZmwxUNN*!aay z{lo4nu$jI&^qNrwrWNj*Rj!H15 z31!I|UtQp@+w{uZAqz&oo(ydh>c+@5zMAh>#z4@ucm3O~0<1nD6<}~89sNbKqc%I1 zVo-7HgRrY^c)j~*rl)Z`#>-Tw*jU}{^?T`C(to3mL_dVOp8AwJi+X{)m;8-9r1zfw zcNe(d_)a-*#Em${bXBE&^-0E%bG0vwbCckBw0cQWSp+Q9&K)g^@JHO^v2}x=#UWc~ zfu!c7>)0_Z;gs&oY}i$Nyiqf=fM_!wchF+hXelLAX`fv1+=!a0(Q=d|2Q7@49lE0CM@SgH6aKG`L za^8p=aeQ-edD5nee7tq)pOY4og$X4|HjokOV`GCm3m4=f{>;4YS=Pe+b#!=K-q<2Y zncoR_NJ+t|u~FT7_T)kSUU1}>h-?g#d?VBTGzWb`U;70Lf1XOce{+{hE-s0E^L{A& zxuv)4+C~cblD(%$!rS%vLf^1w!|;pYFq)ovSM+TOqKB-y`&K^}dd|gq?G}&GUELo3 zE26SDU!YG;zn8ux{WtnZ^h2oYsZXi1s29k4$=}FBcu#p3xZn6rId8;`IJ()?Vo+fa zOiE6bX4^($xs*sy+tAB+pzGu9rxJsA-*QFe+f$(Q;OUMxp~;y4V55`R1zn3I(1 zl7acIa(~a8Fe>@**iST#DxCFJC3G>BCKs#OucZPugJs&s0;In>-`1q zrDTOU#L4?PAM#7^Y;Cj6TeYir|4_uKk6k-#st(WGc;aSnF2j6*J~{nf`j+(H=p)e& zp{}PsrOu*WAnzrABM;#{>?@V56Ptk6_p1AQ7)~oXu2vB7IGblKgE)v?j&Bfud)ck(>~j7OY#){x><97 zUK`Y^KlVMZ(A1k}F_&S!K%bm`FMUh;Z}gGqhfvp3pHgR0FOc_=zmbRVp7Jhmzww=N z-iRA<V2^xH$Gr}d;|`ymKZ!PKNT0}xkjn)^TIxfZwc-0zWAJ!(C5w3Oo+%X{+_cs z9{>FHdigMkBFxM9HD!=x0A!s;WuzQ!gQCBnJSC{HHwR>%#axE@0)2A&z4R^VztKmc zA3|MEeM+50y+Gbe{ze|cd&;}O{l<67c_VJbQTfTO;N~%5Fh29_o581ed=p*tLe(n< zgH}$gIwAC3?__z{*IY|M|DAo-Kh3&;-%+ySE`zTi#iw#fro1p8{H}YzbYw7eRTZzl z7WxveELA@|P0B({nCIgK9%+zXu+rt~uwtB@DjiX|>ntuf{20;oyA4`476z4$O}+Uk zb3o=<%w?D_&?l$gOW%_I8+|1DA=LHMr_@>03*^1zZ{#7or@RZ?Z+xemH{wPd@9k7n zsjbUEb4Q2r3-u^$*}Jk_(l-jhwzC~Ij-(>$ebJ)og&{B=lCq#|LJWG8Cl0I_o`LM< z+nQce{LoOL*lpHx4VkJ5`yL2$rEi`5So%?g7YC$7Nt&OlQ9B&@}w`;x3(hKN;hd?=SGZCqU9C+i#1vq$4s{eP@hXGR{eE zAF^atJJ#xqQ6ARN*qhfgcV>Rd9FTbya~b9f^vUV>(zm4lMjwfO2z5R6DRmb00(md_ z8+i!tDenUJ8{aACjkpoVm;HKPd|a1-Zspj4>x6Uk@y18Zm#s-SwLUOxLqZDnHSUNj zR*%I!J&PBG!3j_roVj!43qOqLxY%vECKdf6Uz|Fe8->Cl9)TX(**LLVzO+JLS9)H{y7~@8?DEOtr{wEQ8gXMLp7&c>!M*FW67(W%eB`MN|2gR;|*Sc$ado}Eb zu;;+Mp1CvgQ|5rovzW^;U!YG;zn8ux{WtnZ^h2oYsZXi1s29k4$=}FBcu#p3xZn6r zId8;`IEpIR{V{mq4V!tNZ-?HQ+bLHMoP|}KjBF@aQW{CbKG)Z`Y=hxrX7D=gGXj{H1+n8*sEbbggpo5^~{}_pE3tzp2b{- z`2u}%`n~im>A%rOq8~zCPkl`5So%?I&x}N%!I*WRNyqElqJcRd@cY*tj@09aK+=!$89tWd4 zc42s;?XpfMF9%*8?={vQNWs%pS`sZ1CGc}flsoJb0Qt~+BYr+^gRVfkwkfcww>QZC z8+%;rBe7S*eh7OG%I&x}N%!I*WRNyqElq zJcRd@cY*tj@09aK+=%0c*`r3+JxE34fcdv}or^$toZ-+DN&;w)mb-1aF#-!ZMy{%F zYDM6j!auUI^}T&d_6FI1V~>k{B=&094`I)Nc|CJy=BLa7nP)MVVZK10oPIBTOZsp0 zk?4m|*HfQTXHhSZ_maPnhwz^AE^xo`opRoY8*!AMGgW4;&`-3DTCH$UQ|NC`yBKsi zJR539-TiKgwZZRSmE4JXwY@!6_AS{PWdDslF7}bwt6@KcJqPCX%$=E^G6!Uy#axE@ z0)2A&z4R^VztKmcA3|MEeM+50y+Gbe{ze|cd&;}O{l<67c_VJb@myH4a^}NAv{uU} zge#=sw3N)zgx^na{>;Zd;m*Pw>%V?4d#dbPvNy>78+%;rBe7S*eh7OG%I&x}N%!I*WRNyqElqJcRd@cY*tj@09aK+=ydt(bFd{ z=aissA%rOq8~zCPkl# zh*#Z>D`sV!7x8KYr>}A2Dp?uDBVMgwT-%LnW@VI!cp;~uOeO(cX~`##zhgYanK!%CuC(@Y>e;A$|z@y zCuU__603}OO!puOePEH-0cHqrzFIo4fG?Ss6(Y&wUl~JU3pLm2qk8D_&&! z^LC4~GA=v&v>QK^l~M7m@lCE|epW`Mvr2;TBUu@hBcA(;7p`PgR>tLLoo?YumSkmI z5jzy|g7J%48OgD)c;QN3$;!CW7{8j8aaHV4#B1rg-_6RXa`xDjyqA?xHFk&>Zk(T$ zQOy|d%*v>4j6clExH^`Nc&*&ZFS0WDv*Rk`zaGOlH; zL-EsvSsAsA@lRP9*ToJ+yf&`;&#a8v#`v$SjO&f@@vMv#vI+jLc**Ikj5@~nOjgDX z|9>1!D3X*Dk2%-b3B`0c=N zIrDz8W4v(l@0q6=^BN3FBNpd{n;&A{-=i^&(oF`IxiL z2lGprk7b_epNpTrmigVWFL~kl2cjPHamM^6=Ht)qap!9?zvt}pnd)i5d_t_27jE8` z`Mt*cX66&mp698jGxJHtyc6^LVzs<*=le3BY|MKz&pd11#jj6@_F+CH7LRzrd;s&Q z%yo>p=f8?JV?Hf*EIz-7`E+AGf%*N${9fh{81rGwvtqTp$kg5`%x4($smvcV=F^$a zH0Jj+pJmJ+U_P6<*6|`wd!JzbkTGAue2y_+$^7A1JmPirYZ9W*Fwc&C$qP^YTba*2 z`@EY!%Y2@3{w?P7jrpt07sP6Lk*WS2%oiH-cbP9T=I=3I%-m1&=PT%WllhX^m%PYR z{};?3;Y-i|GCtqQ{88ilm&_kKYu?SzB}DfyUmA-?ykPzl^JTFwd7(wo6U-ks<|mmi zH|B?#=NR+T%%3pkzcOFJJb12dnf^ti=bxLEvC^2AVZMsFj`1Q-=gTvH^6c|&egX5R zjPn(kKW)sDn6Hl2M!fEReM0nV=Fb@OTFjp{=9QVRG3Hk=Uwii4)BS5Oe=fF;7j9mU z`SZs4YnZPy=GQXMHG2NX{DoL8FEX{aHS-sZc`N4Yjd_Im2KM@Cer|)FBYYoUI{SQ{ z`de`R<=8P^xOpe$uNdcVV!knUEaLUhqG&JXuNw2-%r`O5^v}i5cVPZn>`PvF{(In7?~gPjG$~^Y@JNi<$2<=8Kr` zGUf}Jzi-T!F#o`q&u0FiF`vUcKlV7h@bvyX!Tcl6XZl~p=QEjqeD--Ah^}P5+nBFn z{z)v(3wJ)3`KQMG1?Ha_^YzR>H|EbU-^1L$CV#$q=J~IpE0}-5ms%H}Z(;tWF@J;k zSFvLeua^p=+nMh*=I=89+L*t`{2ODwlleYlzKeN*F@KZ!x5oS}=HHz?_w>9wn164~ z-)Fu*_Bg!I8xsAL`461eW5(xCGXL@H^Lgt3jQLN-{B!09VsT!$^9Pv!Y|IZbKWNN< zW`2nKc>cPG*W3R+A-azF;aF{aevJ7q#{4MrBgXu9=D)_`ywIX(V$rOOLSud*^WTj5 zX?lJ)=4Y56HRcKQ95d!cnE$~%_Pm+?14l1s{--fdX8zaNJ?{KP%#WXaK2JRrnV(>; zW4v(l>zMx?`!eG7@sB4&>oGrh*7;z5J@Zq>`8v%1Is3fl7e#9`KOL*(g_}2Heunc} z7oVRzH)~Wvkp%wax{bWZR8`}mS)+>h6nmEfx&k^!DfP!wt)X-6!sbv>JJkj%7E0ym z8cm?{M4A4CU5?sA#eIt1u&;k4AzBG4p_C3synwnuCI7oCpr%l%|LzLtR_J`6+=N2U zUl#2Ll@9H4)Df6j4e&aT*G>wdr=~W}EJSZV_n(g_+tl4r*u9Jy3g*4wK4JDiey@G!44drs>da zA<9$X15m2S^C#?b)DP+qN)`BLqW41`MVdss{=V>U0HIDcEr2@vY>o39)-G#G=b6*{{0nQ3H7jP71YzF$Dv*#^-!4kZ(l<6DX4ddazsx< zeL{tfRzQ7ya^GAE^OSlB>i1t7;E85KX+F70#2b(%dL6pmrY+DNA{{1`r_@%czbMC_ z#OWPqfJld-0{=|(J!qg!JE1#m+78_%QcuJin5@E&p+Pq7h6dZT3mW2+>!C1Hg`Yt~ zMQQ#7DiHk$4HIRC=pZy)loO&~p%J12M|b+aCq(~%M%wfzly1{sP=-y%p;11$6%p^w zWPe$-$az_#M%$DCjj`zjg=0gMslwCH-8P+p#)&-tFxPOY;_Mo4Q%UF^n@T|wMCze1 z$8V07hwinh0yNR4BxsUIJrw4tuqJe$O_iX@|E0Uql&S$``gB*OKZ$sE<%#M*Q$z)h z2Km1yMC(ISeHxS;kmtXMwuGkH)C!s&qBNy$g6{Xpy+09eP@bq7^ng-1{v=NApe&IN zLk0esXcU?u(j?*y_9Y?O5qdC0o>JYQnLZ6p_9vtq^@3)J(gMo#UqpvMvqhRjydj=w z1oV(kLt>OC8V}78<@gg)j_!pX78N)en(V)bPKUC6ioH=ob3|34xjqfe^d}K7pqbD- zQGugj{_hFV#n60FUO=AzB03*h;M1_=5Uqd~iqZng^j}1uhZfoN476C37o-Z5dKp?G z%5gN@|2-kP9(qJn5Rm7;h;D`+^=WuoKn0@R&|^N0@CW>B(Gh8)FQBEOOn(C9i1tCt zLKX3^oC9Ip*))wLR&@oeh-BODtr=p)2A_sj>aU5 z)|}K(Do2zinc*JMA<9-9>ILl+6*?N{|DF&X2o?Ny*SJKbT0q~1QjYpU z-}&SYN4#;#N{xlS7ij`{qFK;>n=+vvL@EB^cxpcMqfPUmpF~38U~DBbUg7rq0Xu~SE(gmeD={L8%w@l-xk z#HIr198vi4-$CbwC{NGzD^ygZCuNtT5+(Wk%chdhc{ZI76&JVw;RT9PCD7ULBR9U1+#2fG5Js}!_F1M*Ibj5#n1*w~$WIJ^;bfr)3FuM}< zM)icQvS}1l#io8xRh!bFYBu$Os@v2Ty4t4Op&B;zhick10J) zMX3zvI+5Nw-a|+CLA6C%5vN(u^)@{WrP!1W)vP;;9;fIOQ%gl-aP1-sI<>vO1uO?#o1Hhl%P5~+v6Ocfr1T8C1OzJ}V^sqdhO zP5Ys?HhmA>Y|~HBEuu94V%#uWH~a!>XVaHZdy(!OPaT7zp#Xd7s{~d zc4(AMcR-{6yXzkRf(g-Ep)vnW1=J53E7HXxUO*$EyY0eG&^SAl4vn{Wr9t=D)E}DQ zliSWU67}{@hVHd#Dm2liDbOUFra|}FG##33)BRAUPwx93zhMS6MU?K}IZog5chpoB z>T#fCJ=c6v(`;G*O}A+wbiYVF6sD-~Y3Ko)o`te(dIp+d(=zBmQS9=bb}fQtinN_; zIC>eHWz#Fr?9eWkS_3^4qEzjA3YsI*VRkus6MERDcc5&WwnKAm+5ycAQJSvtHZ)(P z?OelAKD5B5-Oxgj4wFh(;Q?q-DCOv5XtAC85n5u?&(I@w;b+jJcIpuHSco!p!-LRL zkuJvN9UX_3g?2gm6nflFoq(3x^f#0vQV+Ybb&U(p=kqU{%0Vk^N`zM0bP2S|rV7xL zHkF5-5~cYUi{J1oF8{QhN+7jbq{ktZqvxsuJ!4Zf=vkX;LThZQ4XqVr1~+uO&Tzx$ zLaAI`qbjNAMLNt49W{W~*{N%xTszeidcjWBf?l-gI%vH}+qp)bZWw_!gmyWq54~hl zL+E9j8bPm!V&4>3SRL9Z3SXlw^r}dQxnaI;*csYnQ&;GJEhCgo@Xlqbsd569^iXsewX2EA$1aOf>jaKj0HaYA$uwC%sC zfbNCfwo`+lcSL#ahC!+ewB0V82<@*D|3y~fto_Y)V(x$heuR?{Mc5Q(6inM}4M?XSe z+jIc>#->l8eKvgt71;Cz^lgYzb;JG8cQ$9{qchO&Hl0J^QJWH=Vsv*iPK$BQ9IQQDrQp;=sdeH4JvNa z?NAAkF2*(Tbi;J0q)nrsQZ|i+&KIeN!h97@g-Y8r4Js2Vbg8?c3+&W%sH`Z{UlHHc z3Q82^1XSR^hz^1-6ln!1N3)=dM4CW_O65QohfRzc-$S_xIKX)csx z(>&->n-)QriFD_Pcd!3g3DLDsMN#l>1oRM8$tO1m!aq#g>B zRrmpvEYbu@5&ZyNY15C;RU#cGKZ+v<~H?#Jdw6@d6yaq z-DFcb)WR-o2eq_QeW6w%%F_*pLajyG&NUp}4Yjdp92Bt&heK`c)OhG-o9=;bv1uaI zPL%H7Iex?Iq4uJjfb#tp(GgHolpUg8(5<0eE;RwVO{59C3RL(wlq$*#3LVXYI@qZk zsH06!K%MNu*-&RYH5ck)(>$oFP4l5{HZ6d3 z>Sfa=sJBh8L49o64E43?b*P_BTc9+X-hghmDG$0sR1iE@qW>cL4AkGI)zAQ&o`nYb zxhKO{Sl&91IXsAuULBm8T z{^5A)6g1qXgbVom%cdgGNSlsQm~PWCC_|(>bB$D8z7&O{Y$^?n4i&o8KNOA;r3KHG zuEN@+#@ciPbhk~_pm8?c2#vR?I&_an+j*``UBiPW*whrdH&p0SRiKF?O(@J(VFzfE zO}9b!+0+r5EK(1JIV$W1Wr|Y#36v{3$=f?cqzRNKnn-G@O_QK$Hr)qJw<#UE-=+-c z0g<+IjeK2WHk4)4!_bUSp-YW~9<);rLNh~Ds9iIlS)u}e!ZjQ{3(dAE7kWsf!x3+i zpH7Ir1wp%tRob2&O6S}D?mRJsapgjR)8j!HpK+NpZb zQ=-^4T&f22v`7s?ziDH+}QDIf+ zd68DI%TZToolQNV+z{oeunY8pP2HduMOwiwm%0;LZ_@y1gG~dWmu%_}y)4oScID}Y zBcWGp%78Z7ln%WrQV)gsDjWxGvS|YJnoajYn?>rOut0?~px14h32hPSFsVYN7DI1@ zQjTUpc_K|B-hF;3A^HTg)h9QB5>>bsdef$7p|@;$4%#MC4~5Ap+zh>K(`(Q>A{{1` zqSQ`kyGRo#RrD#eL*)6BI30xEwdoM_o=u0Loi=?B?FvzvuJJSUz9>DoMyBY3L_Yr# zX~GS&MVCS!+EfY34;8vp5$Gd3l?Z(-%JEmQD_6Txpxq)(pgd6{=o6dTK%a&R^Ob4{ zeHKbNY7KoZ(h7DtY6tBRX#y3fuoLu!NE4_~)DQa7rZniQP@zk8h4$L1ZqU~@^?<$+ zsVCx1_HU68oe1r-X%bZ6lRHc*QI}r;eQVP~=sS@PlS)?V1?YR5UV`@9v>f_Dq#g=W zRQM+JqfPHZKiRYsIuP3B3YS4Y+w?MYP^80L!_zhPLWgYH2OWk6)`%VFMXGW?g1;!I zrZ^pdj)-&^N>l0&=vSNmgbHo?3;Io@9tzV{SoA_Z0kf$XbTm}xQpYJgW~a_0^@m7@ z*_EkXWuQMrnn2m2^3Y#4T@4+#sRDGurb^J?Ad;A>YC@+(x)?WfsT-hwY^n>L zwkZWVWACZ~B^3Sl6EL@e7rDBj2Ne;;uHooL=o~wB6LhXkEuo?|wSbC=w1R8o=^E{! z^F*3J`J%p1agioafoL#P!lq$RNt=d3rEKaCoi8f%S46x_|M!IGB&f7a!meEH+75NHX(!a#rX5fhk$NcHsKT$Ht~Tw3x`}j{RGw15LEUZo9qM7z zQK+X)-$T7bTEVUz+I1T0ZPPgy^9h(phe_otbs^N(ri-9{qS$k})VJ(P6KO)>9u?j| z>UNvzKzD?8xl{$Hzn!`f8X$^2vP%_#28uM{8U?yW8|Y4(T0?i))B+l0Q(I`TNGsTN zK)d=tLu~2`4YjEsG|Z+B&~TeNK_f(k{&uc$T-TTcjkM`LDBY&fP=-xop;02Oh+a}d=;8#(T?1HNC=Qba|e87j>4Cy?H;=pPh5sFWs9s!~a$X4-TqG|Q%P&}@-< zDD1AnO3*{1wBQvU3(>&-&kq%Rss#Fg2lt>e(yJ!vcw5Y8= ziPLImwVhfEJtI;NsWcUCfSwg;0u2(q3azne6SP(|-akw#Q>pFHb0STk8KRG%=SAuM z1j-h@4XqRDaGbt?a&7t&dLcwhR9FDLDAEcFb41@m>qR;or(d8AAzH1}A?PKMdPwDp zjzcfobOL%sq{E~(DpmRtJ^>SH0__l$hh7zF0_BS;Lz_ee{scN8stdg)Dh%kjs1>wX zw8zo?iK45a*L`x6hAKB?nYPsXkC%h*Csp(AE%nqQ20ZA|2)$ zj)p*Qi8O)QDm4`K$F zrqB-}O`t)d*3gflbbkVk7o|c!iDm?pBkBts5UGchquZdLMcJX$9neA1k`N7q4vEx5 z;cEX(bO>}aW~gbH2iW$3h>dIdToO7d5*D_Og~f)a}T`}vpK&WjY$ zcBqI*6R3gc7w8mME11oiEA>Xtk&bR9d9>hif?ci{~mM$_-K*m1;}s0-J7u z%G%T(N(|8s6-J;7MSFr>1)^TiMIueO;Q>)!=wh1&LFH_^1G>bf{!n?5R?+Uo`VKj{-{O=A)wg$*gc^u+F;X>j!wOJCo06bLA{{1`qEvOLu}xP) zO>DXXY8s*jDy#`L6M6oGU2R1Tq2?kThEhfKATLzts0MVCsC!VDrc@iKMTpWx5vZkT zP>^!e5o#qGA5f-JJ)qX1RJN!C)F!mcQ9CFiS`rlIC^ZmjE7F8VUM)(8ZnkMKbc;xb zN#!b)0ksR!4$(bOd(lRJLdwx(C@RVe(NySGo2Egx*)$zW73Bwod;AyCMNkKu7DF9F zbU>*EP$yAAQ0QnW)Y+zGP?u0)p$g|gT}7JkZX6e_gSy%DJk;H$RZtJn>fna1a6Hu0 zPCX6v@@b|Y;%|VNC3KDVpx!p+L49o63iY+=EvTPOZ$oJ|y#w7YN_5XPGf6kx1KnZM zr%->99*5^jR_a4&fJi-Y`Vtx_(qX8EQr|;&+Vl-{S7=v?Qu)vzk$Na}v>zHQ(ggC9 z`UM(d(-CN>sDXbto;n5%6R8JktHOVv;WnLyM%Z))8X4N<3jcu8?bKgThE2zzQKHzp zk*XX142>3P1($bp?xlSGWm8dTtVoARbywkq(A^?UpfphuG)|-mG)Qy>G~TAmpnF2Q z(v>O;O|U5ux>uwX>~g6qp@||*piC9kgeHk%mv>YFx=*ADscfa{L6dE&4Q1L?ADSYX z;rGM~8$wfUY79*a(Gp#w1vFixi&5z4X6SyKZh;;U zpa(_jiPLy!rcHN3vuqj!%?{B|_!DT4XgQQ^(-Y8K zQGO`(Bs5P{5YPb?z5vY^6*`(#Li7r>z^7S>0VRpHLJLJH0W}bP1T7Nf29zh-3oRCD z67go`i}piHM1}qYIxac_J@Q|g?QVD&deo=c{#pKyR6s|e$3!(;;cQQZ377HtmkNU$ z&K@NCiqtZtGW`jKGej4VdOSo+L}j4mB27r;h^~fmMA`l%PL-f1?9>&|3eoByrK?8k zLMugDL1CVMCVDNjN~8(2L)0F6QltsAN7Mm&DwJ~MK~MYiP@;c0;ysk4)L>|}QaTLP z5cP(hQ7Sn|Im&>Z6{Q5!K&eU4nowbPQ6FfnQf-5jqsh>7qSO#&LeGbGrKxZtv`#cW zNM(waK)IsqfR>0>Kre{WLo^?HQM5XsjY_S9){8XZjoKmF2yL)wJ@k@Dhe_otwFP?F zrZ=EhM0x&UQhSto71}7$1S$}1hhDX52ee6~!=w%<^)d9CO}nAZHtm957paHB<0||N z+9E3SCvo})dc&pyC{LuGh&RViCq$1xTW$IkdQ%i!BS?J?z2(!K67Cvv5_QAV&^DV+ zLT`(bgH#Qr&acSlUm{JoVT!0cv^_)(L=~VNA{{2>s3P=kDAiV}a?pDs&!3QTR1Ml` zQ*~&UNGsy0s?hs3T@HO9N)2{(*ELe04@0RmQ57g(q{HlTR1f+{qzN=gsbXo)|GQwH>% zNQa?ZrN%+u+cX~9Z__B~2T|-A8&x~eH3^pi~!p#!2F!R7N+_!#uFsKC*~ zB}8kWgFZc+7*L969dt<4HlQ@oOVDA_pnx((uR*_vG>Lc*&k(%>9kFRU^s7yIP@zaY z6zaPZeGmFgl;f{}R%_R%(C;>V1|1dYFe$yy(S6V{o4$qq2$B1y6hME9)I*`8gV0|h zO`ts8@K@-#O-G;;HvIzyC!wenm?|XOz;4I2C~s&inWCum6`S0Tr>SBy^6bw7-IQqIO*ZohwQTsFJ7> zR8&+qpa!C=pkg8~pjM)5pz}oS14anWSxQlI9Qa5T4^=zi!jQBpw3q6eXhBK`P9yt$5MLX|{SgH$c0=0lZ5 zO#*U1hmSy)i`oX%Ua95K6{56&28f=7l0}08N*Aqxt`v<4XuRkJ=qj7mLsdjegH(=E zZ$ec?vjbWydL613N;%4ds*8f}@?7^_{s6k#rd?1C(Y9dMF75gXswvVpmv?@@=x68} zpXQZzsdeef$x4-}%;#S=T>#Y<)e3f{D0Mk>eTeFcDnltE9gcYO z994zth`gXsKMBz$&Qwyk`sC$s=tyC)XKbvla>Wk8Xl>0gC z1~m|A!gJ{dGMWZ845b|Pg&K*{gF^kRMu$L+MH2(c^j}0LKutv10WAp zlqos^-7K0OP`0SZ<$V4nnh~ONpmw4q0p%!F25N6pStu&f_ktVdDs>rjYbdorbUt*O zNE1>UMOC3xo2o$_Y`PNaC{hoFc`B?9brJMAPm zC+u?62LDr@P?D${)H6htL|vd>q8dReMKl2FElLik zf#`OqkEm{lhCqEq?E^|xDii8w(-bI8$5qfd-1wLbMRNQ#34~bfunz?h;K5C{wfn8YCJY&X$CT%;B3TA*FKp%EfYprxX3ppl{_{v=M{L+N(vODIF69#T0f+z*Wk z(Q45VXtZcmu*=a&XpBfb6goNzjTLDEtyN)>EBO4&rgNZiqTFED2Bj{5#*5TL;bzf! z&^;nepgd7kXhJBZza^r@p?gI-Ov+I`XrfKmLz8Suf$kIS@V8UAOV?-$O%`ba<%@2C zGDX@Rr^e8f(5_FEstZjG?b;)115Fd@Fok9u?^@sd7ra1wAIx1WFQZhnCv3 z16md;bg5UN$3>b@SV@KNL(4^)K*^%rP>xNXLr>WBF|Q>303r3R_)q6!AkqXH zq}1imi=wokaG0nXv|f}R&_vPo&<4@?fHFl*pqE6Nuxo~>1@y9Lx<83i8|W304nwn* zY6oo;X#!=7xY;Fl3Ui>Hq0}zX!_Y2~4wL#sv=(|_lpv^RDFcFHx<4T8WB5dqiG{%0XXh;Pm6riiy# z--2j==toiT{aV~WsX@?BB27p&5eX+q&_r9OiG5orP~5Pb@rw&^qIj7Wz` zEm7(#D53bjpMNc0>Q8u)Bl;F95~5Y2eb70g)j?{l=ojeR5ao(~gNoX87%C=G57%(1 zqtJOGO`r`b{0k~>({ZSTNQX&nRO)Z2q)jKGQX(BDwOOemSMm9mNE0YebRJaNrs7Z; zo6dnQ5UGd4Z7M7Ul@;yqC(tg@g;1hM6DVI)4!STzpNKAnE)wZ5DMuBdi$$71dz7jM zm9wcjbcs!sq4J{G4fm=r392B{3U)cF1tr;Z9dxNp*Fu+x)I(u`cKr{kXj6TtQi%2| zRS&8x(uBeTqL$F*HnoDTu&FteEK(1JhgH}Xx-yh<)C{^xqzS2GO5Fxk3DI#;6sl^| ztxz?QdMI?Mo=|n0dO=r<3jG!FR7a?WNIlRgU85gVQ>016`}coYgm!se#Z9 zJ}uF9Zs-cLp&M(;BFuPwqQN zVO8xK2{p1Q9crvXT`Zn@4QgW3W~iwsc6qn!S*V#PDR{0Ly2evbbCC|S%h6WI3+-~W z3A!n?%hA(N3y~%i*3zyIp_U>|pcK(=sFkR0aKi?ouc6j9eFL=#6}r?OC}OAfLTyE{ zM{cWKdC<+GR>3tK9fWQXH3_J_Qa?cLM4IqisiI$@_BItl(aiM;Ak#La9up%0it*I!vLX%1{@P zCeU=HszF^vnm{u|HK1;xl%wiUchOS+FsU4+>OehgstffD(JG~`hkA)Lp>Vb67O1yP zEulUl9VWF_sZ^-1NE0Ym)EDX(q79-hP?}9$q1$ch2Hg>&jVkN}^%rS7*Kl+PG(e;Y zv{|X)&_J6;LU)Q{kDRB}ZO~mJO(@(Zx)&N`(hq!N|d3uTJR1(YP( z4^8pOy{n{>MXy3rLn%k!LDNK){KN6oA!xd&YCttqcmlfLrjyVEA|0l%mQuy4^7&UN zl_L6!)C`dhlX6s!)Ppvi2hFspG&D=39t!Jf*QLX}XjcQ>@G@wgDE1yYDhkaP>CQZtqiWCsktR?R6*h(z+SC+UB=Y>jq*^J}9$G9? z57buVK}$rMKwE)pw%Kx*wtIR9)z9=QJQEL^lXR*h-N}-LNrJ;16nK6gk8f#%c19NS^_;EDoj@@ z3tA^q4~33aLb)PMpfO542fbj^^U#YT9VRtisaK)(HswMaY1)|s+yitX+!1$`f)%_{5;?YF51^n*w%*yU2a zp&xDP3;iUDy-|7E)fze=QV)gOM1!H9Lxqm|LkI2DQ0S0IE8>M?pu=`*81##s8V((? zX$17ENEc(*4qbjcRA|#Z&~KvHBfHcP=yyAHFLYECd*@wh0CY^G3D?-AYs`fHuxU2* zr%iL9zeKU0URT&2IxdPma=vy=fKG^Xm}@v%4E=4>BhX2kmO!UM^oe#Yg#Hoj@h9xs zD|#9_ZPRM#j7`r#2_^ph1kBwzUbqx0B8oki+qDQfM-+SK3v`WH(77VrnLL+?5h@m<1EN=<^K9A#6&L9+g@=`T8!BN_9#qn%cc4-t^-x%-!uO!_MFsvOPV1o3 zB0Wx=UWdwv)B_z;;m6Pgq0}kS7N~3}<>(_QQKU)4d(;mlM1O=X6diXr4Cou^B0KdH zbg@kbpmH{S3tbYTqPqNdPLE(ju4L$Hk+ySWI`s zVFMMmf^M*>C3ItmnkaQMR9B=P3LSNT>e^ zs9}iOiiSarY)XR~i*#oS+bh)>Y7$C0>I*fssXx?A)Yk8zFja+Wp=RzkPhv4xi}ZZ>Uzx{Gv}=NhI|9@N98tx!*q9w(mK z1oaZ7`#sPY73M>|ZTbl6W7BS^uSh)a0>M5}|;S{2rV#)>qdFjsUFbhk~-pm8=eg~o?yg9=+f_lQ;p*Vrhk z4^0s1FxPN&3v{nY7lSq{)drd<(&0GW22HXl6}nFpdt_JG1ez?;gu*=S>Ir3rXq%`D zG{vTF&{UCnD0Hd*&@_=I&<+)jgr?h+0o`v?I`n`|1EDON?u2H9XqT=r0(wvsdp8{Q zfM$wz_=mZ?qr0J5B2A!t70!fa+cX<`C`6wqH5Hm8QV)fW7DEr)saa6AO%FkH?ZQRS zJe%e~^KE(tu-syG}= z6{zr4=rNl%K}$v2PTZw-L(6RX7<$~MH=*S=y#?inw1Qpxb;CW-6E=MVtq2t!P-+*n z(xwlfRiQ$c`T}~=rmvuqF>ik$Skiqu-#_HvJAgBhr(`Q$Ik@iem4)D|`c5 zW78IBt-b32^jwGvb@^YR=S5nnN4$u2xY z;cGS}klJh)mW5syX*<_AuIIWG+7e1RDg(V?rz%2uHdTVQ+LR2vY18G+pEeJkRh{Nfsp?uEXyQ|Zw6c4{KD-=_PZA4FQgu0&m97WAXY zAN+d_M_r(w?9?3SfKA!Z&m#WGuXy2P=%7#T4}P4Y&>>MlDD^demJh4Ym$M4Hllnyz zey(ZI5u2t%zlI9S`PI>`P+=(L=ppDg5&z^Dmv=M)`dy^AE>4S}qajMtu7%JsQS9=L zWEcIpY}xJ~Pz6C$l(S0&x>b?9%Kwm>ICg)a3hbjqf+&_6ak z2c5QeZH3O*lm{i0JnMTAzx)cQh)pY@b41}s&V|mkX+2cbrVUUrk=_KZk*xRdJ?Okp z%F!E8aXYmODq+(HP{|Ng)vkA;QZ~I0oiEaMZs<}!LZxjw0F|)|cS0A~sY6g%n|^^3 zZTb?r(5A1Ti$uCJm#?8mJ`P^+`p~^NTLYIdMU8*v4g(&v+I{KSyB-^R# zq^=B66J6s9=qizVxV)o!P!&6MB~;a>YEU&%1Aj%luqjmC-c=vE+DsE(cL z3Ef~*C+J3zRP8c=;Z)d6Z?Q%9(wD15^-s8J}@ zUYG9!HMXfA)WoK~P}2~ls<0Q-Occ9@qajdpk=`F3+0j_Y6X{}cngrcs(`2ZHU3fRt zQWU<%V5pTS_NUTa<9|?VQS8r`qh?SWQS64D^~m=@5mD@Kw(g<}ptd6Q@LY}_hHe(A zCr)diTWoqBYG>0rsJ*>wE)=y>%b{Cs%7JbZ>CW7+x1Q^DDAlIdpbj=|fjZih2Xzv~ z-VL|wQK)k$m8NTKg1U%wm>W8JAL=U71R9{!0jOIjX(5O(MqcYHFk$Ol?RH_v;#-^swSeu$b zciYq&8fQ~OXuL=li(lgw=$;T|>V`K%6KrY+-5c8FQca+VcB&0DNu)P{YfRU!&d_}# z^~9+!G}%sdg);3_A83k5D=3_yU3WrLLxqmIK-28hAZWTM_N|<)!j{nep_HS$pa(=+ z!8II>gR*QI3C*x+JoKPQJrri^8uvppZF&%zWz!63woMbDhitkBnq$*M=wX{CLD@Fl z2h9!90zFq2G*6@_<&hoDh34Bd4_aW;0%&1~mT1=;Xpv3xp~W_3LrX-u7&mlPKpRDg(DR`}N5?2!XQ#@O$_>$G6;^>>u<0u3 zMVrb&>qW7*H&2BpxyA;OF2>~@T}SFAn^K^cMY>o#^*`tpJ5>kTXr~%LuZpyt!fm=? z8)%bF5$H9WT0@&fvFCDyH$bn8G-1~c?Mj8V*whJn!={cOLc~}i8P@wU%LiCZ`*VS^iF7(OZ9-Z+o}H04$&w63U=+$uDhXkMe2#u z2vQV(V~gC--S|+)kf)4xS4pZpp2j~}@eu9pObeL2L6&{9u)vn;1vb415d8jaya&!Xv z&8EMh-$h!%E|)r|7N39FR0KL^7oMW<4?9(q)Sq_h7gB$Tw4G}t>bXjgI&M=*=!8gz zNtILTGU#ucYCjruCNrTf9%4F&}oqlQ<$V{)Pv55V&6(fC)t%y z>fg`5-1c~?KB*!hs-(gjp>ss)A>}9nooiDgsA!0iRoDV5CQ=WDj@m)ziDJ*?s4i68 zPDP;-cB&y%QWU#4RywKyoiEaMZs@2lR9d77R6~XRp)#Rej#@((gbHgZ z)e9Q%ij%^7wKZ$(9!)+1(7CD zU8Np{l5Bbmy40qJpvy$+p|F7pS3wm+)I{_IRLQ0lQ034rmwFt!T%;B3aI!KPEtjW+!Q)wSs~R8OQ8?CPvt7hT8aUpAG4>WgCUyi0vaVS`Yry9yIY zH4LR3{YDFqcfzM*t;$v)ihMtTi2)rH4~|aU5>7Sn%k)>AkR+K zhHkP`$xsWCRw5cJ~DzwX`u7z6Lsm4$nJ9Qlt38e<;8jYZ~B2BpAAW?hh zW|1b)Fi|h)7MprQ?QH4@wHK*}!gLkh4n;#WM${j=RiwkD9Nh!mX43>H)uxe92b(gW zjv}pK*LYoH2Gl8(ax@I;Y|{v+i%5qloT$P@P*+i!KY=nuEue0pl%q$W?jrTXQ!Ak! zA{~aNtMEmrr%mgjUN&ujdW&M0cZH8aeeBfBP+yx?LH%rc5=yh_Y3O#Fo`LQV>0&(c z3_bGeP=A}=fCkvK1sW)dJ+do&47yXK3A<)%*KX)8n?8dE+4Lzi*ruJ(5Rq1}D_gq? zprIm7par5M&@h{Rg@)Vo6Eq^UYl#ZKg+_|Bf?bY|L+K(-pruNcsm-hCCY^E6Xp98=o8T#XtHQe zKzl`xL75>c5G{hHh;*1jM@ylpHZ6mug=oJDmqXJJshm@mj&@7wYhGvU&nAC9ztL` zzSI=S3A;L(%0myv=?G}5#H%#a}=({Z{IdPcH`!rtz>8Jd+z^_8xJp3S5Zx(Rwtazf#0rlvv9 zORgx;olu?RVW_{UXQ3D3^c*xhPIb^6sUq|g3THxdr=if7 zak?D(Do$5GU&pBmS|ZI$Z#ds;+yQ+fc`KuXl0BrBnfd`*F4}_!mXjTBqtQMbk}~++Hu++ zT1WCQsaB>Ahg!s`JG8FkVN$J4^@i4q)A7*yaq0mT$0-kOAi08FCGP42Z74NeKB2>) zjpC^jp_Y<|DQsim0BGYloeOOer}Lmq<8%hpN^%9e+PUjOXfw$P)Lyy@+B{B|L0iOW zDAYQ$tJK1Q(3Y80LYG2YNp9yF35|ocj?=YJNxbk1Xqz|Jd1 zfhwf$pbnYBgg${f#_3aNFUi9co@U{%(B2suAT5JBNlr*rN?Yu~^RGCq0qq;7b)fwu zdng=a;Z9Iz$q6)6>IUsE4Gxn6<)JQ;hoLG{M?eQ;3P(y^p4d_y(N1noN3|n(D8AqgHDLk zlTaVY9tvk!_!87tasthj7C|S*=^dzFX4gDZv!RnDdniokOQ<4FUqdHL9wt?9;g8TM z()=(f(9h7R8CqcK7w9y}9#RXX70~HY)2ETpE6^G7)ZfsVl7}f=WZ{~7^871K&7rfT zrcYzBsV^uzTe643gf=I2j^qSdVyZ1PKxzn+0&NMM8>g+H^CWvnEw!*cbbe-6qtp(n zlsrr-q0Z0+k`ri|siUERaq0zK7^g1KpbRay@EGVK$rbEMs2_B3Je7kk$)r|TSOE=| z?4dBB0nnv!Iu9BmdAKZhSLiFskANW%rz8)P>Thb*jy(U$ zq!Rjt)c>Rb;V`L6Q`?YwI!+rv&%|jXXcn~ccV4LYz86v*XkWniHpept+JO*j421gPsIQ4>Fmh7Q$q=lzJ z^CTzGXz5(&l{lRPy(*0jhe=H|bqVyE66rVSYiU_ZE2KZ6B~p6Bnjl5_Z=i1i)vTJNYMPl^buXTPNlwagHET#4K;Olw z7+M;qwV>~%_0nA%TDTqbgH)WMw$P8#CMmTtwFlHFwN7a(>0sz5Y4emyq%P3Ul81R; z+e(K(zesJ;R9mSWT9zqnC+!FQD%nF}LPtWsN%j=zSm^h7>Tqbev{QPG_U`Hr{UN!6 z!cwU(^rz$m>LgtX{Uz<27Iv0~Lo1|QN(V_}puaPzuF^2*AL;Nkb%Zn?`d2DXsi!mn zDr&Lv30O_HlzK@wK&wc7Q|c$(1+6OePw8xF3bdMZMoNRE`=Dl0Wrn6ht4jkj^eD83 zba6_9EqoSQGfvM#&7~n}YN)B#pta)kI<&SlGEI##wFp{Aa>6GzT55n=WKv_K521CX zv1#Er={sn>Oe&#|q4lNeG&SDTk5IAXcCL}om(T|B)DO^x(v6wIMrb2xLP`_e^%vAq zx-F$UrPcT537Axq(qw5JXcOt447Gwbl|0Pl?>E&NY9%>=rbydEn@LSyl&R7}Zn(MR zgw!-?Pf}Y*PN3=1K~QVyu`q#VNJl|i#;FIiRi^MsQwKm>OHJ2Es3TM&IbqjKQ>Q@N z#OYLM+c=#LZ5OBhP@6a%4{a~aO5gHxUgJurZJb6zJH%-i)GkA_ExZcaQL0OKC3Fq6 zlQcJ_mrPB7c9#5n_@L%V7eehN4;N?>v`aiS2-;P8HQhDe!iS*UGW53eI8+*^8PM)h zeOj2LWazFoc<-XPn>>-_LV*lJrpjn@Hc2bsp%~*mEMLrOW&rcgtp`w`%6Eh)M#o4sEhP- zO3S2<&;gQ%xkf^}Lb*)gZ>DyE4wO7hDxv+LgCr-=a#IIF2TM+%Kc#L^*9@(Yj)D%6 zJWMK~p3tF^6X+jP$3bP1ld|01L5lKyp>Bba3AC!I)1kxSQ~@0>d6-l)Q~jataXJg? zk)btAoe$;XR0$m+H4lf`wYI4-(2;Q(36)E(AjO~ZNB#=vs7xxM5l~Ob6@}DT=xE8q z(0Uf$2=$VhZdfc`109n|C3F*XtYi;`3Ecu67pP`P=qb=E{7lq4p1PUT@zREAs-@Ss z4>}=E_d|W+GzID#rw5@E<1`iOC$&nivANfn0i7hZPH8LYX{aJon9#k@$(dA%sb`>5 zBoFgJZ7aP9oho^_KyN^&#pzAx^fP5|;gUV15;_AKA@xdACzu)nT`3)#Qa|Z(Xr$CPr3&dP=qjn{ zeVrm50*#WKaE;TXiO|(?x)mB7ryHSbBzq`4!@@hEF&XMF-2q)Id6-l}_dsK%v%_I% zfT?NFbr~8cO^3!w9wwF0BhdBI;Iz=c;OFN;)zZZ&4YlwE=mzPEl&YlHp&O+UDUFui zg>I5YW#~g_yyRhSIL6eM(9LoB3Yrk7PoP^Qdng=h;rGzQ42_e%gKm|YE?+IZ1KlP$ zq3}lO59oHu2{c|>WnZ3v#py3ncSs&4HNjLfQg=#Dpovm*=q||#G)Y2O`yqAO}gtIQ`bZF55%bzG)3|- zsr%j49(qukoL(cLJ)x@XpfP!;r~ zuZ z3x`3^Wl{;<3_UM3-7ulCP+gp^fnJb2%;n#3*Im$Tsp);yOXHzAl7~sXElq~zN`43h znh3op*;Ak?&`WW85PDg11*rw@dK8+MNhS0!^h%uWhhEJTF0`-~dQGy2T?st_&6k?q z@`tAGgL}@1HCDEnA9Q*=Rx(76X+9ZKJ-?c-htlEP=l#Ypm!vDC`{-x zXhA&nCiHHc-h$rC6n^fm&!P7vSFkIgAE1TtR0H%uJoOdyVVu5(K9ZU~sKs96V`!1& zgll{yt$;p`)8Ei1l6NMx#8e~nX`Ft78YB;s`qtEj`|Ii)&xuTHT z30f-I1N~;DpugiZ7WyYcYnZwT`d6}t!h|M5MeDBoo4{m6fo_FX zkvt4FxA1OgRmlmow)8NxTAUt$nn@le#jW@wUkk0CNhLH5S|gr%6k1dAFoo+`_&n4+ zPIb^)ahd_G9j7Otb>j3S)FMO0UgKG4UCE1a!wsdm(0Y=Gp_bCC(E1tLM5>31GldDg z2yGzQLt#R1LmNs?pjH-s3~dyrPoS1@`V`t&vWLRf7A}T1k(@wVNxwmxN}GpCftEt8 z;;EmZ%_MtBm00*Uw7KL2+Eyy+%=0g)O_)G!rOlz%QqwisN#9bqWhRwSYf@WDPAJ^T z)Xvb>Qu}n*u2N^HL@G^b59x4d8_B~ICUgk2Z9LTj+D>ZvG&)$gg3Gs&?4dBBqeyKp zIe|KvIu>dx?Umjzp}x=#aq0)PllDzhoh|GS?I_v9t}fDP&`wg!DqwUMcmJZh>}{`lVDM-3{#~os!aN(tS{=bVf=8q-oIZQe{d5rJ2wk z(s?Njm7ak1lt!d9N_r9MAUWZK8ZEsJb(F@Wsj<>K&|Z=gQsbnLpuMH)G&NrO0_r3= zAvIC@2HHouElu4oeGly`IUzMg`W@O&nwqAjOaDNfrP`Dplh)av=Uf%b;FO0&|!B(*bih~$LS zYzy~?4walhbEPAovN)AP-6Ri_ddbu=&|z^p7CKy-7Y>tp)zo=V_c)yi^^o33Q}w2< zhVs(<3=M~lh^IzEM@sf^jkhfv3zbVwpas&c&{1)!hI+VuR;&B#KJYY@cc`10(~nrhfbC3ftE^t zQFvOM{((-H8p7d1Y8iBf%(WS3p0wYXhi%h8m?}=q$;@q!MZkoh>qS>yK0iUx0$Je)1k|yJ)~G8Olj>py3%hNO}PpAsrDWeBUUSK7_864o#_-^e!|~IwPgC zr7xkYqyZ_NCw&Kvl7^;qh4d42wKOKBankS5Xz9k3CQ7Rv!1FI@LWY__W2D5Zk6mQ%MGiO4%>jISb?h2!m8xQ z@p$NVsU#dO%T@WkJAWTENy??vExgEo4&5R7H78Xg-LWB0u>uWGX?Q~KZ^ToqKx3wa z!)3WKUNv928BehS-L^2H+ZI_kgWul%?m)?JkH_y#GFBSI@9=bwRG*}7_iqI91Ne;} z?hQ1_AN2e}mZheu`1QLd2fD+<{Ngw+%|FPmq;sFNBq_XOsi_9&{y2ROJrF4QMQ!+x zS6iCedv~5<1xo&OJolQO8)+cpK6l7dAWz5@uo_jB-coPlK%{P2;#f$ zG`>0I^b-d@%(v~rcj4*0I&t75EC0MKcR)z;9X98S?rnMS1eN9XO69<+@T&W2Ja-C` z49ar;WvHk-Pb(i&(o8D+>p+jkGrX@EL6W1iC42b44Nn9)*g;vYtF_&`^T;X4p{XQ4 zYP%oJ6Q>|$sT`hUj^}|>ki%2yp2!fMH^t==9ybN)Sr^Wh<&MsU7u|>Pv?<8ZRf!y5 zr(DIurXVNe5;>ttxu0iEN?js-!nZ};ALmh1T&DA+N%3e|u1{5X)%{)`GzIBX7Y1dy zzTw-V?$7d^DM;U{RO-Tu?l19}NpVn?J25~}_xU_!3UXpqm>?eMzL1AZii5ITzi^_c z`^P+EvMm=T1)0Mmrg-K9o-hUJm$seci|*g@fGJ2aD9crZ)}rn|@q8&R-}87WNOF`+ zE`+-O%F`vq0pgkN|L|}rBUNU8=h;$Rmh)&yv4pmokjbyQ3Xhf~Cs3WV7E~XnHKDg8 z50h#zwGQ-lpnkb9Da)N)5?*xwnkP#^PR@k^QWak0Hzu?|s>sl0(7SQk9C}ZxNmF&< zMZN@jUvg5GJ0(a_z74ccY6znO?Erlcr*_bX8Onuten;q|K&OcWfszEFeYgu(`CKj^dn(y2j;@?D_M<8%P@MVvZA zizQc-<)ItxJhzlMB7ZLQQ=HC&ewHf2;j-Kr;oGA8+0ZYN6R0G-%AW}>3v@aIHstPailb}DOx|ABE2cSRW zGzI!A&{^RuH$1Dv)I-pUI8BHCwy-7~CRJhTKIk7)PM{iT7WA)F6($9G4k}u2<=;@8 z)kJmSOnx@BisXbd4bn@{s)72~gh_$!hE|KGUWS^Ps>`JAhgLTgWaWJt!mIo=XpMN` zJZQ~$>S3t4WKUVn{}WY|e*;=8PH#eM2RgGZY%ip)fz}Chb}prg@FL#;wUDY(s*%2d z)|DC(IwyQvlwSs|7pGsL_2cv#RQ%sv=TwEp{8!KhfzGK2ld@b&e?uEe9)@bdnf#io z@?+9Xk*F4P+d5a-+;nRBqvaVv?;V{oLWJx;j?s*!euwvwEXYLNDVww9cf<<1RKl-~y``EOxL zJ3!m~w=ktWpl#!Ydqdj=IyV<~u&W}x$R7cJq2xpaUd(xJI3Y6QEq6^PH6BDuWc|2SW#%Y6znOJqR5nWm9)U z2gm6isB66NKIo7*-47iarw5?2I8A}N1xnrymoE|86D0~*`8{hRQbYh08y~bxyKgsPBCbR@PNpb?!nEDN>h|^N&2X>eIwMYNKxf8jO{l+A6IPVvE(qTi<%^)R{+mi^9q4SS zHj`QnIwwxepaFrB9(EOnczzS;TvLr{VL~mT^GrD*Rbr|HIzLXWp-L&27M7dp1YIDN zW~epW_Bd5TlQM;k?wSnUAvr0_T^NMlavr)fPESF1#c4WJ6Q@U@yW>;~-4mzBpnC&d zSe(4&3(LLy9B6W!UV!e4(`@K|sU%Z47kWSn!r#taSP@?3pN6JLPM}KZ6X?M>y#-B; z)4R|^ae5z`Cb@!LRqpx{dN`9x=sjq9JoPp7NSr=}YU9)ZJ(}57?KM7z9+TY84HNnf zdOV(b8=4WPcc3TYg-f9)rKV3K+4U9lRJ?EjG*hYxcjkt*UcRUqPrBmtH>szkruS86 z>RafUOsZb`3z{Xlf?Wx%!LDZ|dkWM7dM-l^7Oo9FFF7IAC~XGS#c6Zsg*a^q&HgV9 z3VlWSEucA)E6Q>yl|Xajv^Df%yl^Y%r9ep!g~eWeSLo$TszhoH&C8?`+68(=azbIL zsr{f=EvyNX0N;aOkqL?LvP0E5U5`A zFsTX)dqHo-=@{tkI2{YU6Q?}1AWla>?@CRVuk;!RLGMXkj2kA@4|+dSm{4zMVTP(K zJP!Im@-T%7RYD)e=>q7ZIGqkHiqjd;$8kCn`Xo;Mp-&|*#to~z{9vd-ast&zBcRXX zG#vUoQ<$VKfxeI`LQkRaL};;;%g}+)mr_kiwc$nnD(EZ8359jiIOyvP)k_ngC6b3p zC3GwFO+0lS^sQ78dPp^d7x})>cbURQX(F^VQ<%_L==(qyg|qw&dr`5eY0wXGdJ6h6 zPPI^DhDt1)3jHLxf?Wwc3;i6Y=b&E#4f4*UN-ca4T9!#A^bGW?@e}l~tZH7nO&@1$qx!MGCU=Oig%|e-c_%s!daM(vGY1 z{7b6I&_+0_S4tZB-_q!Q{xs=4F@YBY5yv{sz< zgVz2pT^vG1`GcT!;&ceqLUKh}?&4y19R{r%DCsHCQP6slhoKTvCqV04SREz>S_dkY z8ZuM{Z4fW)18r!kCX?C_+Q?K8zRKw}%AuB0Nt!ARFY>2A8)qmdRY03a9;Ps%3!qKo zG!SYPrvcDr87gJM!pxt(hysY{{O@zgocmhsdOXe%i!U->~*c#UJAtuuuQ zT?my(PDoXn8Vzj|r)!{XGrN-1vCww$)U{9>DHm3-tIA!2q3tDm3Umw9HdC0SMnF5n zQxluLF+(+8V*<33R2?Qto8D{LPtx*VN#%_eDb|AsX9}; zkvc}Qhg3rQLdOP5{z47an;K8yai%<6p#4epj?;nA@sd5H8Z691CrDLcQlK_aAE`1! zTR?r|h2_wRaXJ#}7pEhjlcc)LuFg<})R0nRc#%IAIyp|gp;O{?JalTHf%fp0lfsAi zM+B$EX&Q8Tpuxq-H3pY>jdLkHBTnZ*XG-BLKV=UtHFY-BUvdKFq(RVGak>aPTPhES zNmZE|0i7dNX6Q<2K&G(T)CJJFaT*An7pDuM^QES1B!$DFN~tEjMyQicv?tunns8OncE|NUV2bIvh(8Y0@3|;bHx-|3^zQ>EcBshp{2prLV^1zj$cq^WXKPeNBnPAII9UV?^Y zQVBf;Rb_T1^fWYFsti38R)rV&`OpZdI;DE)ZRpC(u14u`Xr$DTrV?5RT@`3Z5PqZ# zDK_;5G%8MCL03y2CRJkUTWEA9mC%>aHBxCfOe$yUH)u?peul1%(=X82%&rOxKZCB5 z%EN?R3H<|&ld4jx4lnZSuF3PSIIRa&$7y}&hBy^NH%gW1t{Qi(1>Gb$;fA%+CeV1v z2~;O-1>Gz;f$F7gpb3%_s8MPM-SXeU%Yqc;H-{$1X$$DqK*`~<+-1cU?hf51Ie|)~ z{h-_9)Crm-d6-nGsr{il0yX_-XqQz=YeILLstOZQHPT_wT~cjIby7K0BRL_}ARPnU z9jBwAdjbs&XZhhUw8Yd2(7kc$15K9FPa{qBgYJ{;p)h&NXF&H$xv&B%cUL9!faCa0}Wx314w?+B!(4&Ep2~=$1&Cp{~Nt!B^YM{p@C!})H{m=}_2~;jU1U(@+ zfhwd&p(iCLP^I()^i(F5P%Si5DhY>4RhhaM`k&luim82#^Z<#7d$us#spts}n zC-hE+av`4o6(Ez}KLq+FP*w9Vf{Me7d=Kbb$q7^Mv~#{b0%osY|s|zS3-ZpQ>Q?GW~ka-XF`8T_E4D6 z7-&U?YE4}O{VmN46H@ikbm*TB*Djo}GRh1QfB!(j>& zdKPLPXn09V?ZS)vtI%3fX-b`>h0xlPhbc_xb!eS9y#ck5a%o{V3qOa}jniUiy*Pad ztuK|Qg}p8O9x9I0QfPxXH9{L^sKUY@ppD}6Bh*rIJD)~>Q@=nP2TH!TK$X%=XcJQ& zF3?}lrjm!D!KRw6#q+N?tqyILDNIuTP`G)V{)M*4P?ft@p|Ev^MoTM5Z5gM(p{*ph zbNPv;)}nB0sX9ywv?){~c^H~vYHMg4sU}S&)DGGY(^NvOp*E5ecFi=k z3$%Tlc7@u;X*Xzx4AohEmc5!NEIpdm(GCp zlt!miEnNTc8oO;c$V*Lx)LIGIRrUc%UmwQfe1o7 z4Rg}h(2;Rk0+mZ1Ce_W<&(Kkl6R2GJ4eBX5fhwebp`$aYgjPVk0*%Op!=(C$7x_NW zF{Uaq)NE~@f5mBa=s3w93M(xvhI&g)mrv+db{#J@?Mi4hQYT1Fg;f@=2lbJhuxqrm z4b(S7)zY@miIRs&CA2ftPjUiHG}Qq*DMK|Fw~M(Zchf!Erhtx>RyS zAvFpbA~oGGDZCWAEKZj|L*s?Rpq2m7l@;^C#dxvY8&*Io|Jf9irfVd06*Nq8QkEMT zLPhzTp{fiux9}!tc$~&VBLXEo6t*%o30nD6Pt(Pq66rQ*q$&QFKMHgYbXA=0g+|3` zGIX`nE-fq#FY?o&(Q$eNx+YGKLSr)2$--LbTFD8Q&q@D-#s<2wDohHr1$14eFiA~= z#>MGj=z6I%Q}`HEE!o4aZsAP+8R!Nn3|4-;<3uRym;_7qYJp-CAU zZQ=XS9a3eOkV@!1=uXKARBh^8=&m?@4%Niz3+V0)O|)a`n(TU5s!ew#)B>6=IpKzNrZ$BhiPJ_UG)}j13ea} zEuqIH4|9!$rrJO=GO2`0peLl-bXS9^wV@{^CloG`c7~qHP@}XHG*j|0sf2ce{uifG z=;=7^0zD(yL*a6F?FG&HFI^R+DBlr!R`PIJE~SH@=cLMTx;%0Kr+uN>8EWq34}|7OwdpnZQ~t=W1I-O|m4~@uLPtU`21-6vsFkS>&`YK~47HPv zhhCOET%dEHc~VI@T%Ze~SK>4PdNoexLa)W?JZOHL&WB!?yffD*_3{@(Z)8#lT>!lq zPhA4lOCF}MlZ92#TN%np!=Se%50gr06!cD@6w#qts)N3Zr{+LQC3{GXw(vFR`#8;qe#jIi zskzXPk`oH6Eqohll$zdhLNlSC;;DC_pQWbnHc9Gk=ohK!@(H~REt8yZjfq}kA@r-{ z1geofhklFG7trq+nqq1xv|Q>ICKM(#0s14J`X2f-PM<-4#c46LLh{b+n&~xug8q(E zBlM5tVN!Lb*5;S#{#R-hCeS?TR8mD7to*-1$%+E4MQRnP=`&1H4Ww3;YSY4c3s)tz zn&e>$6Iu^yCOLr`Ol<YCou0vWH!rEX+Y0#OXk2Ln)W;>Sn4Nv{9T6gIdPvaA;$xcUo9sVNYn2I2{9R zD)moOehKm?LapM|586y}1#fw zWp*Wn{h_VnsY<9s@-Ua5;xz_C+el8JnbI(5+c;eYZ5OAZP#eh}3hOMq8roiJ`k?Bi z0Z?1X!=w@#1MMI!42PixQ#DY#3@wo+K|982nGm3EDGG zbD$2AJrtH&_zKi9lS=3XXse5~FEZhV-GDG!JOQ>9O!ZjMC&7q?tKLn^z zS`F$cEf15joL>Qc;dkihK*$4DL~RcvZk=-4>z1|1jZ>ZWTXsqLWN znOzC(2puoAN-tmHu6>{r;?x=HBehFYrKY+V*Gs+ARE4Rppz1h%4c!o@&!HRR^aXU2 zRGID??5@9|@ltt8Rno`M&60=tG!j~EJ)VDM3P+pzjnpmB>HN-0*EDTQ@ON-xJhvRW zRdNaOB()aXZi}b>Aa#2tHPMSSCp9UPO6XTocSzOYFuM{eCUvLecBt0EwV}HtC(ul3 zTc{>Ob<$4I-I9k%&69S9?vb28_0nF@y>aRYO_n@NYN4qEp!*~zP@{ApbbqEWp}nC8 z;;Dn6Dbn)L!*4{^+`{9b2LmM&s8~7~nkt0>|KKO3zR*MQ)QQlvIQ4@bj?+od^bD1F zjZ>gUq^4^m)Ca1SoN&W-rp|#Lm0E>KfzE~=lRONSni>c_E;)fZNf$vg;&dVOM4;sB zPO98g7wAb-z0+${NH;)FNtG#8OSeEXrJ9s#r8}ViNi$ROdtLrs=;=V$7AJJA?>#>i zdL~1q7Cs2glAM&~u1((Zv(U3rx3sX_)C^9ZhhCCuQ<`b&FX&~dE~R(S) zuGBxJ!O|hnds08^THUqH(;v`|_C{VF+O zSA+CD^xJ>w`eNw^==VU^hXH?kkkaqaa;bT+0{sE~5vM<)KjZWl^q1sz3fp;&f1njo zNxCbc=KKz^e@jkCm6}=~`X`f0Xm#k{cxo-EXv39Hz{ZuQyE<9;6xUcK(DhAkIicmy zs#4Q65?Y(W)g-rb!<>biLe1jT3R+#Vhg3IHTS9AOc6rr&F|=l;FriJL=91efOsE7} zE6}*Qu%bYVd0%Tw3p4a1w2p;dtdQD~!WQve+d%6|tulqHLF>f}cYxNHyfeFchj@Nx zs5nmTp$#Mtld3Sa542&N_JcN(JWQ&;sRN;wQl~H}P-|%8OktAR7uqCKSZQGn+Enr| zg$W%3wUP#>yQ)kb3vDKOm{dZCL7T@@J)kY(bOh8oPUX;+aXJdxN^(2b80`)FKwD>0 z2^|NO#8Z8tZ6ps-ECAV{piC*J;Xa~s&R3lvq zwaXMHbPBYi1|Q$wMhGP@G0gm%vCN@y_DK2AfRU8LS&MPXMbXxI3z3!vR3SCFdp zhQpy!$q6)58Vl_nr)!`+;xq=@GedP2UI%r^&^&1z)KPN6HR`3?puHp~&_d~6Xzw`P z33ZCoUC=&ps)6>+&~kT8hW3*h!h~xi^f1&}YD}m)d|Q;Sh4z=0Wats7OQ7U%S+2TS zIFo+@Iv_*MrKh2sHVX?brLtUj7>E#o89XcdV^Poc| z4^!CE!Z)F^%&vsyK-~f*pDL+VrXGb3Gu1l1Mv2q_9iE{!(x*^&3md|O!gkVhsD~+6 z6zC%;FL@YhZ|Ymb_JWQ&y^c&POlS=4!=xE8F zLaG_R#eJ_htqvU%FI-OHv63q&%z2HqNgWp``O8Itt|rwxo?3_0@sd5Hx>~p~bV8;u zq0tofG3A6*H&a`Z>MJ>cdPv(sCrZ7-1nModhx)~-6gnwRyF(Qj>TBVi(8-c3*p<*; z&?)iMZqTWche=gfxG!{CCY8{x(CJeDaG2BpQ(d7m;#3Bm8K-Vg|2Q26oh4PKy9T-I zSm^9P$=}m*jlt5^e7(*wc?dc~VvAp>U*yXF=!3>1?P{a(f|l zGIT*^*Juk*fCfsw9a0JPg)Yn#Ce#la6sMD*i{exPU7Vq6uhAd6L~_D4CQ4UBgQf9d zQlPQWr5T!J>N;phoW?UM z<1_=hCQeU4V=}vv!n>hsB`;RkH4Pdoc^I1IHJ*X4lbk?vr8;PwR2L=%ngd;*p?Rj} zLe-hVgl0oGNKPo6Z|YU(#!M=q7oeNssh6Sgl7}g*x9|<<<~Y?u6EeG!)N{}+($MrR zFR<`TXrkm{b|tg`x>XvVNsWPS%cK@s_zrZtWDkW2eF#m8r{0C`kQSx88Z2A_-I<}q z(pS)3l84!q&{C)-PTxa!OCBb*#KNDUdosJ0O5Z^DN=`^MO8-EUe z{v`E))bwdAbJv&96saLhxJE*a(1Vf}D^N3bO^v6%BlS>*mb>dmXqx1N!WB|6g%8JR z18BPB;j-KfA;d4Y2|e=PR7#sbwQ<@MdNf1LyvAnGV}WjP!mj30Tj=pP?EuY?ycnq# zrnZBg$fOc#13f9ZqL69_Jr$=Np_!6Bq>A0OJM=%v3Di>B8+tmEY9;LfJtKty{{-)b zgtmreN%j<|6ZEXqbotg6?gBk0*+VL!&d~Fj!i4sP>ZGRkRbpW&^n&DJ3KKdMnjNPD zpgD2ML35=xVFiWl+;uecqSQX6Qt5c;r3`hDPJ&*JQy*xa)HyBeYU&*5l{gK6UX9aP z&}))CT)vxy=R@-|sf5miUXN3M=nbhnyyqvWHy>y$>yw{1Biirk;YnmpojckDwniyOLBr z^kZgMLJOcqXd5Lf=Eb#_0#>H)&RS zjXDc|hklplr&KSkvJua}0^Qgyp&L6%YeIiWewQfA-I#op*MY9s9q6>Ss_ zm!{M~+8bI$>Y7pyX@6){saHz9rGuf>r2Z)lkPe5MNfjwoN{2zKOM_CXl8%PfkVdC8 zUOEw4Gfw@W=8|6vJ`I1M<?In>E#m| z1g#e@ycAkr@`n|dPf`~_#nOzlaHiL|8rmRES3(;~bJNs3Q#V5!#pxEPWt?t+HjdMc z&?b^AxP0=xcM`OzRG(gBq1TuKwUV5WS|m+}Hj@^lse~SaHjmST&=zr;3bl^!ng(qt zHGRAdUSkxrm9#XyMx*pJw6)}f%P*6jgGwYP&~oVoXq!0AhPIVFOlpOxdC+!}ld|0S zAVv8%pf-WVHwz=Exv7t#?c?+*)K;>mka`E&L9z#GVc{20yG&t1??O9DPDmA-`T^Q0 zPCr6BXQ-vAMyS2ygu+(RKhQ35Dr(8|uRu2~4u?s#HuV&#-7=|!RwY#`HGPH&y+>;I zIK2<;A$gcxCGJ|2!aXyogcgwMAUPq`&eVFOI!bNAq(B=&dr2OK+MC)0+B;60LY*W( zI#Q*kR)_YoGDCbFQ{ugwHb7XlnW~gg_`mLu!DjK~OI#4EQ^ul-}fr-Z4`DU{Iy0 z%Sat7*;Ak^pyT2+4C)=HD(HBr>3vnX>tg5xX;6BNgsy@5#AyuFR~nj0T??HUr?F5! z$#=^88tFAgLMKU1pwZGDP(_@^Lnp`SX6TeSO@L07T*0of?z$T~Et9I2ZiG&koRAtX zJq(?Zp-Iv-=uF88sT!#c>K~`)p|j%j0(7=CG4vD)pM=hlTmemX*Boeog>hzvDI z>qA#cPDm}5+CwAbv=wxfv?LrRwbayJ(5Or*p`D?tB`2gBP3;GbmYhJ#q(h-=;*^8N zNWN22%S~+wT`M)+FrkjnSjiQI)Dh5iQq$KfNv#TvlN!Q`LTX3odMSI2jiBoP?z%ao zi}HEs2C02gcyqJxBEJ>iZEg&d94^bHR6*({$-_`{Q|CbAGpU45f^L?akZNt}JZOSc z5++a^X$*8rhT2ItKobLvUy-H~IuW|nRErD^g>I9A@H6bqNva=oyVP{UgwBN~NlhPA z2d^;+xK zCr~fxIcT!v1nMol2;CQ_=b`)KR0ll}rx&0pk}KHN*Ih3|4@yp;)1)_{sd1VQJtQ@K zy(&#z3{8{lp)jF$pob+V&|p&^LDQwCFG@mFphu*p&oH5U#wt8T*cFKJSk zKs8be=;=7E3q2z>T|P_gQLyVICX_ymOM;qzNy2Yc~V_k zSTA*fUXh%TS|F7}uVzvUrGuf@BoC8Hs3$aEasn+fbu9F{(=)E`% zh2EDuT$Y;_6>5mn_0VT=s)jz7TBSE^?KSR$zKGKlXmOk#guawY(!w?t zJ`Q~)wM(f~dKUUx>YP$edJ|d_r+VlcsY539GW4y~Ev0e`8=&u`9vS)!S}Ju-sh6n_ zpzkFoe7$;0OQ9d)v;_K5>YEl;m|6xkN=_&|OToJ6IwHqS}65^noAxgl~6BeEy+(6 zT4ZV)Xl=;}v_v``T1RpMEtSrKTEyubXx&Ur2bR3U)1b*X2-goQ6Rg zNa+o4X=dtdXv09agaKdfl&*m`%20Dtqo9^j`!FF@DvgIWmO7-=S-K6{MCy@Jxl{vf zD)mZfv~)kzN=kpE+>+3P&}MO(3T-Y;N(*OLSPN|-%}Z&4^d!_;YDg*hqRfJ}l$`LE z8%@oDwu;kSXlu#Cq?Va_1uBu+rMnWk3EC#m#O4W2^h|yMv~8T;g0_?VT9oA`c5v6n zP#Y=zdQI#kErPa>(+5yn$sP)m)MwBRQrGl`$(Qn5s9l`Chjxt95715->g^4`fp(Uh zaE-pw3aEXY{)Tpm({gB6$sP(%v#_WY&%Y!mP=Bd8R2rwXpxxut4BA7ohr&t=TR?kC zgTe$FENujJkg8JhJAZyNsH5bBRJExRXs*aq51aso}1c7*ng z(@xNS(&Y5=Q%vm!b(W^3R4a9a_LpX)G*jvVb&1n{&;gQ%xnZ5D1EHKWFDxrLaI8J3y*Ek&n9U|F7;SvjvfDV#mz+TS=}PJk^@!71P(D+bq)vs7kepE1%EAHA zky5)bf!a$Wpz=5khmMlkq^VL1wE#)H*HfWa>ib7|98RU8V8R zv2nT?I!@}47AC3dq2BRSHFUh>VRm(M*R9YAk`t(hbT`x|L*-Hp)K}_|UL&Dvp%bNE zDfKor73!CvMzw~=nd#B$;0fbHT5=hcBXKa^cr-I3t>iGE^B)eF0q%r^V1fX?}XcdUyQ> zT^Ofdph1#{x#0p+ze5+rX$5p~h8CJy4qXzbKcK;J`V+cTvWIIdvas1^JpYoMKn+q0 z=&}qgmezuX#%XQna>*VFmzZh^U6Dy8v;j0sazbjUsm-CPIJJg`XQ&roQq$LKnT18rRgx>XVM6VpQIZpAxv9ONtK+mgH2S}ETL=~9_lB;K>?zBov@bM9 zS`khcXn*M13^nr_2S8&pyAs+Bx-L+%g2IHlLgV78Qs{aq{WNZC?yjAoY76b5FrgmM z4W`nsa!Ol3H)c{TEIb^#NwSB+VyP!IUh;5(`am~J9)|c+{>YyMO$d~HnV?qEKL2Oy z-s7yA{y&b7q??egN@b*yB%zyxquYtvNh+x@s3fU$(@jP~l7uKEqnl7kl8}t#9zwdQ zOo?w&2}zRtUaj}q`#f5|Pk-oq*K@t!pSAa#IhE}TG$lxR%7LcZbR%@+w+cxQFDk3> zR_MrFR+1BX>Iyw$r+Prs0?JllZ|GT(dT9347n&Z-@^mfqoT$3%AyrF-!=b#Ou#V_9 z==mV!X(%*9q#g=Ajeur~>cz9_t8hFt%ce)5*&=PGu(484Ky!kWrw5@IYU_=b)EGsUY<{G|#4)(0ozrIMrUW=0OWYZ3B7*dPSto+>MS(Eru2b zDNhTbS8aL~S|sWc&+4wi<5cS>nG zvphA1Hrc6C&}OAdx*k%cRM-mIVpAIW-lo=2flZe~TLU^pvm$7lh`;iKV|eNe{UFi` zR9UHR&~}klplnf3=*J*cU34?_Q;_m>3-mubbuF|*r2E6H`YLP>{Vd|I{D2yZIzc-{ z+MJ;w&@TbCP--}|OO$+3Jhg>(J9>JR+e~45rT*i?VUJQ;fjWvNlKNGY6Q_EJW?=&(pDP*bJ;f<Kj|)Bh31yXY)5Fw$=$L>~Dm(}k619j6TZ>AZ z%JVOqibI7(>fwa#l_~}uXHy}lh)u^rMMWLsW9Xd_Rf3AybShNbrm|28o614Qi@L|N za&-7QP)VC=LMPaCCUl~xM_kxjh4rD6L<3?PENTLkvgsn|WYMrVHA<;8R9ZAPCVgK- zZJ;tXwS~%x#s#SeDreJ`PpQ} zhDbf!!^JAR6RK|0FsO!2!=aj@VAg6K;~uE4NYk0+X(Dv4of-qxvs2@s^K5z$I$xyw z!>lzr#skm=qV@45ZxX!#)wgLb)WD_}p@ufS1U0g09@N;T`Ot+T9gM>l=!A=)CPB*6 zZ0MqZwktIUYAVuZ3O&6IU2M}b=n|XWfiAUaIg|=$myYosbeU*}Tj3aS_UakUqP*c)IO!wKxxr|_=JZK0ISrOH6vMOvY-mZ&OpolU1f*V~j0-5^pAg>_U| z4a%|U4CqEj)AW8ORZpoOxV<+irJfAcB6YJ!o1ywjodfj{WxJIORfc-nR0ZlKN)GP} zt3$Wgv+6><18S^e)PZgdW_hXz^$}?VC-ih4bel*kP*W8)hx*#o0=hjYOexg_>KCLu zrJ(*IjbN6iR?q-D)eO4BPNkuNBK1(%LdUog8e~&@Xs}IJK|^fn01Xvs1hZOeRyXKQ zo4P{7L}lG(Qf-wg1q}~Uo;pG!L>iGvT@Q^6sJ#k%LZd|LA=OcI3v`!AD^M5F-Oy-9 z(^k3_sJrM9z8&s{j{KLGd{YMRBbOUg`rK&f9-DHZF{0!y=4jfr(7ht{Fsp|@2sBot z%^7+Mx=*CrkfGtw{dVeU=m9%50vczh9)}(jC3ms6PIxag-lnn8LqVZWO@$_iw8G&B zsBjkauuZd}iK4!4b0+l?^oU5e4jQJyY0xB*Mr3F{^r&cXT1il5MWhu9$LbjGKvPBI;=@l6eFr@y$_?lP z=xLF9DDXql{&5pPrz&{3cX;{Ulh)@>2K&ooBn}bvgr`? zvM9$Lj1x}N38z5wf|RHI(0rQ?KnnuOQ{k~(*DE6RFw0XpXrWEzp;rT%rNRo(BAZTu zUK42qvwZ4wXt7Pzpx13W16mTynyX_}gx&~Jo@zr&ZOVq;6zO1`aGna!h29b+Z<~dp z!qD3yjUeTz5wy&v#?U(=jmV^$LCbAw3B4=Q2vUo6jBZeVkn(g1^qx&AXoV=x^-#D} zg=azUi`0{$TcDMq_<;sfVDA zc4`jvok*K0T%%bFpiMTt0&NZoeQGweMU))g({s@GqC7VuGwW=qz@GIgv^6MPuM33+KNIl%cy_$6x`ctHvkf9%;{XwBm9f1B4X@%526&A0` z6EK@fK!4kGJakZ$oX{6$LI2pP}q6jujQSrF1H$%}`;H4wj+n6do5)VO`f5 zP!Uml!s(u>Kt&z-5fplA0u{5VHdNfEI#3Cl>O#khG=f>hbix!=GDvx91f5{hh0uvM zoe7;}&uRvhvQxF7lSP`&2}|mPS3#v6`H#U2ea;u9jGgL0s;nrv^55N1 zwq~6ORZ&VKGBg&d8Wj4}K^uP&HBVrL3jGcF-B3B(ebw$bD@H7!R*G?^g>WPv|PN{Gvbe>2n z%xWR}2s&S+5m0N<3g`lx-iPXolEeGdQmBDQD-^a>;kQsjkyfDgqVJ(bLCVuQsIf>Z zq&h0K2fEOv?NF0oRu`qVKoNB5h_?U(KoxMK;xd z+SybKx-ytGK!w>*dq8%5g8tZ_PFf9NKg20%B9vf~p@P-+|} z>>*MQg`P%|>S@zxsFz5aNljAWlh7?TO@(>~G+C*qpj$=iq0rL|sE47$@!eEp~}E){(PjS^`yDNo-)ciFTF8XeFw6>f#@4rX~;2jz-1f?4@WZHMj& zQl8d8V??^rOlm!JuSlDrl`8xT8Y|ND4DE*QvuP)Ee^B_b3jc;45NQO3o{q`p`Invg zmDGbGZ6>u!g~yQ^Z&MNIAyM+B^r=-8P7o#c(9@65!**dY3MblB6naE7&K)ds!Vwfs z5@`gqT8A%9>QRwapf#e3&|?9u7iB|_2ee641)6MARp<$kdYI)?HK8Z%)M?NZJ5?Q; zDpC)H1v*A;=qZs_pzWgbp{E1dB{~;+MwI7PNbME9$32|pDEWI|F@4P6`+8O>Z6>u( zsb&;T7ik1^K$L=>6BW1>=#c0;}yZW_juYy(lW_Hj^r))a}qqHuZyE7O5wb z%7NzDbQ3h+F6;v>5NSGv^>vJa&?};P@d-VRgcgb#$J9cpT@z7#X)40&nz0m76jfIvt^1scXu%ilR^TvKdsrGT9rzxbC+B6kJG3e&^r>~w=c43<%T%}-`a+Z+ z7p@fThQ1W7ifOgz4`{V$Q%nV-f1s~K2Vy!TDs(!}zm87j6%zeT>KjLSZh^mX7gI4( zYea>eK}D3R0DWsy8E9=l#gsZ3S|?Hug`O%w>qT0DN+?wm+7P5XodRvNsUq~9sAPQj z6IFN~v`NHY`N6D8qDIhWQPr5TMJZ^DsB%oTMHfTgi|WKwSJVb72&kUua%iilew=D7 z>I7{QH4LZ=^n<8rOqVEiBeY$Vim8R@7U)M&vw-?QKZ#n$)K;k>(EmgoV(KUw1?>=Z ziK)BjKIrFwt{07kb_Uc-GzR)b)FUqR^dPj$rt#2jQF8cxDjWpu5%q}+Jxzjs6%B}K zuu{)Jdqo2SdJg){rab6((a<=YJJ4SNJt=w{Iv|=Fr=Avl1pO_V5z`#em(an0=88Ut{t+#RQwv2KphGr&2mLEr z6sPn_8~q3!7A=WssS1CA{u8|w(=yR-P*w%^ExaNo|0((}bc{`hp+ce$&Evo5JG)`daiCR7A8oPI)RuVNucgm^La^7Ahv%6jOny5>#BYJ*J;T z)u0kKodF#$+7+kvD0MbeQnVwWGoce~ss)`W+8d|#sqlR0B+>5yT>zD`sXlaaPLZ{l)394*UXQ+xz*FaT8`lX-iIz`903_49zHa?-J z8=>rgDk*gfbh=2JDXc8I4XPHTJlzDHAyQ8!)gP*Er*4L7*t2>=HSNN_(3v7lXI536 z@D8Y!sCsu7z2dXF1W(w=6@JZ;rV3wyxpz}pqA$7h|&q5d2G##pM({oS*n`S@_ZJG%+ z66wptG3x6WqoKw&jf5@~X)~#YN-c((h_nJV7A=J?vgu8zsZDP|7u)nUbV)!>H0wR+ zQc-eUo<=|^(Isv(Crl~zC3KlhtD$D1rg2KYuZvbe%|$I@YOTVxPzzD=t#^f}AJkIR zDo%O&4r&z?dRh;qZQ1~}7HK-yR$?(;nzbQHS_$bX4JCsC_`4MTelPL|S217g5nOc>WcnJpE1TYLP}{QvX36 zZOWpslRc|2)Hz6X)iDY|*NBqq@^p|{U2OUXx>lsG1t;vT!k?k8BK2gb470k~R2J$U zP>u>qL)VF}cPkWnstjFkQ&s4OfNoM@Hk2b$4~3p;KsSoC0`*p^Hgr>v>LaQS-7L~( zQl9EUJ#0D`>KV-PsWYKoqF!!9rmzllOOWcTW1J23wy7p`t4NzE9H3M~sE?>$Jj+v4 z=r)lKmPyrz`r4_BpxZ?QUGDbsKcIP5q$UfW|1*7rIBJ6$;0SMnhvnT7m8t-3#3- z8s}D^@uCNzu|aBr=sxH^kv5a^Gy%FlpovP2haM1Vh14X`G-zBf>oL(i(1RjvCN){~ z95h~}%^8{jJ!I2NXo5|%p@(gn1x*xbITXU4ti3g6=qFW;rq}O(KNS`p--WyHhl&? zB~lNmJQaQgJuT7-G()rjdd8+T&@@r5+e~VfQiGvqMe4~=0W>`*^r>&5=j_y0D9@(v zpyx%&-I%LmdbR6`GNSjG{Di19b zCAW96Qh##zSA$ue%92_n%5|G5^fZLjYog?~e4=uJ_6JZpuhG4z&A7ea3bv{I=Hpk+4Ihu#rs1jq2HrqFUb)c|@| zlzf#x)T}a4zDO$+ek^JYy=T+q&-5WEpeMktx~E6^npz^p$|p5 zacZ?vBl#+SB>EztPNY5#=xe2}hCZ>WBlM{#xvup}MbKv=t#J5_q8`vHn|eZ@i`K*^ z^r>#p7dCZ=z7%bWQ(H7^2(;R!q0m=0^@qL=XuAprLEngeif8Q<-3_g=>0ant(T*TB z4q6+`+NHvQ&^nPua1T9AfYyujWrFr7)dkuh(&h|JhBk_l!~4`d(03xOklL%lDbS`M z^}A>^v{|&zt&rL;nh9+QQl3UZ--|RNlbQ|{1ce7wI1Abu6ne^qw%MsX=m(KDGwYxV zmq6QXdI|c`ruooMHZ6euCra+&Va=Kf?GR}?$MEzP^m91AlANGs`-ew&aLy$}6z zbZSN+&3YZ$<;ZU)<>@nMw@s^{Jt~Y(7^mKbepO066c*O3FQL6kZE-755zz?fH>I>W zL+ha5m5RS%VMEdkyfCRqTSFx0i7uN1v+HY9_U|@dMNa%z0hHiR-jTUJPiF8 zq&)o&Wu0>5`IkRfCiMq&j7XcI(klE9DkRbhR8~}^2G752Dhd@AX)~$vN*xa!CrYl1 z|H+T&0JDmSlH2QP2UJv~9tu63L}4+TPJoJww3$>T%_n}Qp^7%ugDQ!V6V}o( z&W276Ql9EVl|{+j@Kh11BGTn>U7jw2s*1D%)zPfx&}pLNi{j~YDBGrL(CMPut|wF2 z3aVyP8al(K)=+g(a`?JBVH2o^DEWGMY5>)A^!%py7@qFnZF8nl=f_lEh22QivZ*_C zmZ)KzYOGWbsJ2ZvLT8KW#i=Grb%yGQw8D*QD(VlN6BK&70jg_L4s@#-q#kBn zqFIBW^F&&KQlb&i`8JJ&F0g47R9~bX3Y)3$UZ{ah_dyMVLZ7+^Y9!JMg)LP07}Qvl zd?`I$3tebaSEz|y_%L*lO%tJ}B8}h}t#phhp^HUYfm(~ELzjrO0$m}>gDw?m1!^mr z0i{Ik+zQlQv=F*Xq|F(632J83Y^b?iI3H?Z(*mfas6%{=jylGBP%E33L1~-bfm(}n zIUK&T3YS2a2Psc0pet;8A8I4gW(vEg@H42bD7jId=0K51mqV(nQXfL?M9H1^^fGj1 zP}p6mnNWLC7q>#;^`bAJt3>L_&{t3gk$N(;4!Sx><*4vWsAG`w^c~d6POXMI+o`qC zHKOE~fSWX{8Pr9j%i)Bcwm{d4lH2QP7SvUw6;eG^xD)Co(hAgD^c&P&)XS}8=pb~R zo%#d1-cJ1m-C)xJD95J1p&Lbg;$!sH2@BWc`Iks5oUos$2z0YeMWG&|oVaj+Qrnr; zGe~(VPO6tkE6f_GRB7lIQF0Fli}q94TcpjTJe4PPYf$K^4AjS_lF)57odER}sfSrZ zb&QJ8?V{uu!$jqvej;rq<*6FfUzFT=Psc$6Y&r(ILo~vTpm3CCoeK>VX$2ZBY61-k zC|A?~8Z6RgQe#AyK|_MnSW!c0Xpr)B5p<_WJrsIs2@MPAeigQXhKsbB)Hu zXXqMeq)lC*QKIBVjaT70&|SeSPwk=6L7}J4(A^>(jAKkt;dM~1P1i&Bh_sp1M5X#d zV{Ezwx>uy>q$VlV3mO}wJlzJ}Cra+&V@gHP{UU9q(9>|}0g+aq$x4lZ#s#yU6!n1~ z3{sx%hQ^E3L!qZ}&_e-DRpEWm1d%qA^7Ih&uqZjar~c4HQ8LTZ1JENPtxz~kvz~+| ziJo>V8JY?`DoP5cD|J8gSWxKc5$JJ|Mo{SKX=t)d&p=PuG!1$(pgbL8CNxE)5zLw) zdJ&o`(&h}k0zDPbET!Iro(^Vtngu;0(g+GYy$4ORX$ADGP0OI^BK1%>N5}XGdM-$L z%7^mo)W^{CqU1~IQ&XTBcIp#orYN~lKJ^wfOO(9XJPm+m2dTL_{2S05kyf~_mqeSO z7i`)L&9!L@^kOh;o(h*hF9j)21<=c)8QQ&=QfZloKw|33ozoh?cq) z=q*vJ{CgrIp^p;JIP_yO*zoFHr)uV z6&1vVKdG=gv@W0>qU)gbqU3}-Mb|8NrcuyOqU3}=^*HoDk*0G(PkGP|(K3HsGu_Yp-!7n^MTY~L2kkt%Fiy>a zehE^AboiH{U5@FEjLi9fLt4%ARy#bx5)O*lxBCT+Y zQleGR?>2o7{Sg$FR_a}7Uy$O@BjK6|;E$HM6AKoJoBG9V1G< zUcT^CsE{a`RavwCfsPevg~F<$VzqewCDIC%Eh+&WXVdXek)W`eQpZ3=gOsOIP%%4I z2r6!;ibEv=s-;;cLC1@LHeC&! z5>QhWc7-a6k{jiz8dS+nMbN1>wSy|#bR|?pq!C zq*^I;H*~tFnOn)wP^g+no1xZ9-3y%|(h78i=n1HLkn%JZsv*(}skTZz4b`;i8R$%# zra`qt>Y=cm3SWTE5+x_}Gy$q@)5Fl&qDx#4g&kDb2dZOJU+5g0ZiniMk`s1R;T-5( zkye=1S@aQ9&!&9nynwnW^)7V2sHepzB2&p!yCZLn|^?r2GmO@{2z3&sE1qOgr5F@ zE)nTh8K}2Xhxs+-(jevO0I8HnJ*4_5b?jL@{}O3)hKfVYY$^sdw+jz4t3{CNt64=z zwG2|83PG(zIvB_BbRv`%)rs#$KNVJCR%=mmqdffuT^j@YxDaY%7yd?J zTRT;TRAf_GsGUvapesemogbj0q4D(;3iJBCS9Jm8t`E5NQP(ENTK>9i)be z8bTdK+DyvR#ZadpHA1Nipw2echpw@y0o28&v!QE6qudCNF1mcs+Ub8p=p-6qlsG+Fd0)Yqno(Cs!o0`(I;>3S%fs=}wB{x&@U z4X|knbcZPUD0*6jCqM&5$#r>p7#bwf3dfkH)J$lwP0v9?Y|4X%2D7HCZ~}CvNF$i# z=>=$*NGnjDQj4MCHqC=Z*z^iCQluUVXQ=QEXp~J$p}R!dOlp==??IzQT7l+>K7#HR zCHK(NEGXAbeGJ_b%$lphccC#NtuX5)(Q4>ko4$d@ijsTiQ?En!*{Ly&=ip_2U@Pw&(PE$<>?RTsbH3;{m|2*eAh$aN);BV%@Z)2 zibB(DIu?3Xv?3@h22HoAIP_dVALy>H?Ef#4+hFU|f+mwcu1hahMna~?{Dg`YSX*07n>KIo; zZ;Fx=ZW2Y%TOw^H<>?0K?V!+8M`)QyE2Orlum|*xNGni*=vHWXFw0Xn=v_N?3zRR? zW(v2f@OJ3EAm!;cXhlFjDb)vhUz8l))6LLIk$RZrX$bUzNGs3|6%Kkxe6@ zk44El$`@9LJ`p8fFHh~DPet3@^vp2^K%a?r#(C?xLq0dEo0M~MNIhI~ z2^Fq^eiUg1I#IM9`bkvUtw3c(TcQ62v&xG;gLVXko;E{2+q4PVDLN&dRY`@vLcau5 zS@Z|AOQaP}SXFcY+HKR{&>ou(LciMd541O+Y|Z)$`c0%2j!{i?{MkGK6D8N>X*a1q zL|P$LU8&Nf_Stk2^ruLhN!3!SEVSRIa?oEQZ6;M)sY=iRQF200dpP0WcB%rYgCcFF zu#O5VL;r~Cx)rFts3vsCrW(+{B5fwsP^r4mVVll^{u604sm4mxgR*!FB|RBB4?0Ga zoUn;fwV*;G^^o$^1UlBH22f#7Ik(j6neTDDq~X*sH~`Koa(N^K2SN4Rw%q)G!QCp)9p|NoBBbg zh}1*jO)4A;RTSm8l?;u5Dh1R-so~J6BK45+bQe@vq!p-_Qg=gDf>dA8D5$EacYF*_ zM(_uiN1~t*N94zY9?A6 z(|XZ~Q1c+=>3FDxXk(n(q*Q6BrD#=5+eIayR-!EdRe;hqodUHMZ3|M>pv&!4Md%7q zew_Nry@(ESH`<7FFz&pk+N9cw3W8KN6p3`DnN%65ooHi_IvKiBq!FZc=osfg?QOaM zx=N(Yq;@LR66#>nMbOnEZ6>u#sa8-&o6=Axkv5asqtum9XOUK*y`rn2Yl4)gc2F0Q zR!IG>R43?Ko4P<H#{|ky4$Jiq3eRwejVdN==vb#=?3TqQF3@s z*FZTUt#HBvD(nT_XwxmwO*Y*M-E32DsE18`pq`@SZunzd4D~viX1fDsMa`jG9Ql=W zYIY$Vei+o-rs2@7DvaMzajGrUN2KYQ!hXWuwXW>pq#g~p1KyWwdbbe~8E z%cRyr_uGXVpa*RF4jO0EX6Qkiwm{;6zI_)<>_zeF;Q}RJ*|Tt7wOEL(9^N!@chdz+)L^Sn|_0y zwCQ(fNkeVq{53_3P7-vDVL|TFB zh#Et)MOsPUtzT)gqRXKBsRD%h5vxo*vpEs(cbpu^c^~=jriTqW)!giUo0oclhb1p4Sar&d;^n zS>EN=vVNpHYf71 z$z@7uYdRH6U7j@^ozdrbR+~aRYOBUG;2D$4_`w;uj7LmP{MK|T+uye%r&H(qv(4ohk`up>PF>*T9UdXsvYaPKw!F>*BwLp9{K%F!d3Qy z@%8CcBR}VRo*NyViRBX>8yzi;eP#_$jhrOkKe3GEp^=m1doGqccxGg`eaj;wC&}63 z%vPQlIZ3{zu`K3+(b1U;{nn>0?&yQ(z((pFHsdjr#VW#^p|N*n?HF> zDd;>=e2kX4?p1UlbiN~hIq6hP?V$^7x(cfA$Zt-kTKQw#1~qWhLL)MCE!5Dau23VJ zx+@v(-5esO+%rJgIPXxJ9LRnH$s=HFuoh< zEcYY27fRVQ7P`!)`=Dkv-48W)l)TyES=T@BLOGn9$x(X(RO1NC*}zwgtjn4W`fw^MteexmS%$8n7Q zj(iV={*q6I1_Xtkc2jtVBmX&_NsWUBI`ZEI8Tu3&WX~$itihUu^0sFidoreC39N6(6>FonZ4D=a({8sW%qrcisL^PrJ7HGoFh)CjuE zriRdHNB(P(nN<$D+fJPYIN6GDtsRlH` zPF)E-EK*N8)z07E{?J56$$KNF^PxxV)F5b*O*zn`Hr)h0X4B2kvam!z=yWI0KsMC^<$=v;>-E)0@z2 zNB&?OKIJYWS_#du=>zBm6(*PLQ!}Btj*{P0w$D}J6MTQY7^FPSAoY@?N2Y z!7{WDT58ju(3`=md{-U)0KKJ@Mo{Rf6wg%NR!S=w+DmGgQmL#XKQi<$^p0J4GKI@+ z%7Wf?q&^BexZZvKbZBNBfl9^KB`OM3Y*S_-nXe9v{JKj-LOpIiO>fk zjmXd;j`5*Q`=O8QS=A~0*rr<0CyxAEomo0hw1>h^l}e7`=@L?(1%;l@gI3ve0ra^| zXF^|y)Wb3IvyS|Tu7JLD!dA8LB{Pts~z9rCdDf1FdtEd=SNS2Zie$`L9JL6_MIt7v2nQ zw5bR5olQNVO*Zv{Haki_V6WD-MInUyLTx7H>27FyFw4^b=tr9dLO&f{*wKy3ibg~KbL8Kd=~PS| zpdCtSM1~%Lezs{6w9}@E&@ZA~H$GE%546ipJqGP|FBuv?oY;8Uy`mr{+L= zZJG@I7ErEcJrDgZ(g=>>X#wOKxjx?WoqXX8=&(&Q zq5m8u-+FPX9hAkB%jC?N!d1{QHhlpVa+JJn;=)!tA%oO&AN;pb>;fQCQ1RZY|{tA_J6#CR2Qe|w~ z1(kJlRemt*6sVj%>p!TxO<5eHf=$Ojr#QMgH=d;zQ7(lQl}ZJ4JgG`Sp-&ZoP7PA| zE*_PDD%(^Nsv=Sk_t2+mLRD?544r0ERVe#ty2hO%E2;sV?kIU5UXyYb_2ZJOIZD32 zVtNib!;$Yvr((K02n zwS;PGmR2bAR2w?mPF)VwQ7YHY3Kq+egr8`w?Orka(np@?vkriQ>cMb+MJ;wP(!5>%2%ot z)JT-;R!Die3Thk_dKv^>C<;?|LQQNM23;g_qd5GvdJ)|WH5F+@hH{~c?Nm?b5=Z_m zkx6xfF0~8qfsXv6U&%W&le!wZ%ubDgnmM{QMtiYGu<2~)T2;qQLgLB6g~xAF4E?7s;k?Q70raMuxS?5#-=$?+oNa2g-=3J zkkWag*-$%?rgIEW4?|Zv@^AGF4TRb|@*^_z26UB8OQ8-ny$N0I$iMwEg%3d;l}foI zW@s7INvV(?gF4%(cc5#O(v@Zkr$Alo)N<%rkvj$Njrc~*hq~ISx1erEr@AQ~ErGg= z^4(H871Ni{bvCVruD9tc=mtl=hr*O=j@CjsHm!qhRH56;b;YUIp_@eNfpS&&HgvNJ zL;3;gVbeCKrwa334~2RWt$}(4DNo-+x7f55>MhC*3im;`+O!MmW78h!Hk*Eh`igY0 zbgH|XnHBvD-EPxisGlh1PZ+0uhWgv7EdGJw0ixU>wUg8xHvIw(v}rdq$e#5lG}uv> zWLC-zjYdL493>y--L)s`3JrDCU7NWZ`AU`M@OO%|IYU*TVUGM8DMNoyI9w_9q*K?q zzO1M=sS!sP##9*^slqVzABCgrRC!W&IqH~lGcvPY;x}fa?Nn7#cRTXaNhuyRfpSGj zVXkYAnnCxdFyF0^@^m&dCMfjO7`oS{3!$<0tc#)hG)q0q%FjCTBRUnj-%;}C<(Mw! zk{<|W`BVc^<7{dOJ!n%SXuKo;mdG5V4)l;xxkt{$r%il}2$~>D1=JLJ_~_L2ZcA3w z2AX(uDyHVpBcgm?7*khhl1YAE&aR$84$wJ+49>ES-u|=RlK#St++E>H<9x zq;f^|p(h<(ugw&Cx(Aw~R7kC$sYn+8MEY#ItZYtt}j zdO-Q^tWhrXoFo4Y!r?u&h4Pe2uFF#n^t>q7Svqxt_C({L86s`Y&~wmCoARJpHa!o` zw&`(bj!jQMFW58%nk!1hhu4c}0Q6#z^7I(=l1($AmjlXm&C!wnlg~Uy{!@#);i)Aw z-%;{8A5(WeMHe{ocQuoGmDDTttQpWkrF7;@>TT#%k)}iWSx0_EUqOq4l&3eK*X-2S z&|*ja-I6Js1-)*kzJZq5v)+Q z`*z`eXr)aDpbu>N8~V_ugV0Ad9fCe~bVJHr4%ej@(NgFWo8E*zRiQ2?ld5p!|FvaP zMQD`@bK_Y#?nShk!q0=0r?RBJ5V^g)qjEfzfWA~=zOxLiqj0sII-b;50p+@QR2=$R zl!^;I)q%bVD9`PQ&Vts6a@-2X@YDeM)=t%i*4n9t&^l3WPTZLm`*Xrn#r z9Oyec)d<=oa;G?Q=kwjGs3f#GNO`&h+9Jwxn=`2v(D$P3m#u`G46u?73Bvs z6*?Rg`qZP)e@CZoa_Ow-Nhqtzkv~oNuX{Qb(*Wogk$N&T6DlOibwwE(108D@4ulFj z@*fwOR7dDId)6GNh)pj*MQxe}6%*yeC(L#)qES$BNB&AVhNneP37Zx|$Ez^U^<+{H zK_x{60X+?!;K={3fK&7^Xa`V=Y^q&&@nPF5=0ZO)|LfJ!Ts z8_>N_8GF`BsH{yNK;;~DOT~q1jtcmFZ+WG10{Vtjg`m)RKt<~K;x2q;S{K*qvS1mvrF?2cR^>WFy9x(^gC2bq@Hx@ z=4`ho`VTtGrelio{7aPMHj_#z^);!p9r>ONl^|8ersJV=0#b8S463VH1#Sd|p0c2G zl}ZJ4B2+J+T(>7G3!Nu&3w&nY?5QwxzMU!$T_DPFu}rEeR9}=GQ=WSf6^9y#as#Rk zH4F-UstVM|k^i`0mZz_{y^Za{Ge})%Qw^wz$erTICHunTpo>H~&Y*nvB03dn8c>0# zGIX({SjldR}fPI!q@d2T74is>v;mx>AkY6_)nx&*q+rWDl7rput_HZ_A{a# zyYob~pq8S1x5D8)HG*1+QUR5N(vJLRgT)=Cuwsn*ctHZ_K>u<1gmjZICUwl-Y^ zMFHt5qBPXbk-t(7@9A3TN|9EeoU9{1qFbQ$j{L`ahIa7=xGI>Ht5hpe9fCqnw?bFj z)CcM)%5go+@~Ht(C!21AI*YWKR9@DRAJJgwnjqz=AJoOB{?N5{;ZUfnD0O54-(NlQ z-HWI<)J>GHF%hM33he#{wR8O}hE1C@TbmUi{Y-iE)P_LtB#WVrB#ZEl~^|t9*=vJGi zLw!UkH=SeT=os^$+iY3{^|fg}bh}NjK>b7-!K_@(dK>C5(h8I(S_TcUX*qO9Fw3VF zKm$eju7|<`_agcT8gz7FuYA!v&|pWs^4v-~)hpkGL|RFwZgG+oZG?u}^bK^U zBfptcwhFgE!))3N4G#)^YCSZS0lCK*y7sXr~U4dPG#3ryEM}1r$zkc<} zcCVro^o&i-plLR>fSwhlTn~jgD(nDFx2YraoG8zyZgW3pMO~phQ9(f0LC-ttolwf{ zi7G%d9Nm`fR??~4JoSQRit=L0cQ2yB(5!$8L<6DOqFlFgyJ`hcS(Y zUJw;HOQ&wvp6Fp{uA|$tV@kOf(Ie1{O6A9tBYF^eDWE*j1JKKk`nd&;(Jx!{EHp2m zl;{~~z9`47kjfRk2rURGU-Sa>ilhE1w~|iv&lN3!7K-v?DiAG$UbSgCw8+r_x0k~Y zD5ca#&}&L1R8RC8v{TOpMr`U-koG%2P6(K={}C_kW$&>N!F0d0nsiuQWCBjsL1 zKSOUixEstmMJv^p*< z5S<5oVABQAhoZecHOT#(6*Y!Fax|z^Oxf;5)B^h0rk2nrHZ_AjwW&GunMfn}7fsgF ztk%#fQOd1A?L}8XpNq5t<%q6IM_Z$%5;3aNb29ne~lR-gjWAZVRPE6`ri2xz@c zBcTm8je<6c)RRsPc70jV-OzWA{0dY`v+jpBiL?UM6Fm%Vw&?+AizwS|&ZH(n-`lAN zp#qUckZP}4k3w5TIdS0t(R65AP?#&40R7--P@Y?%(9>2DeuNI%^b_=tC?`I~B+dFB zIuxWlZHNAKlzg%c$y2HkbXciux5D8)eF6O!6ngpv%Bp(gZ@l=;yjbYs(P8Kq(WJQ0 z(>|z>O@Bhi+J*l?g+)1WVZM72ZGnyxX#~gcl*PXWut+d#wNm>@6%A6JijpcO+Uqv+ zFE4gKXGJGL#YF`Hod}gUx^QT=+Y=oJ9q-8ZQ0S=?R8piBsGd^gp%ZMX0G$}jYOhog z=p?05ZiPZm)uB>0WkV;6w3$?n3Tr{7Z8{4oBhr~Osj5)fAT>aRwV`sNlv^R?>2#>P zP1T?ZqTDz&$-RggK&J$hC#nxs6lsN73q{SLN+R`S=tAgJkv2p5N~NL7HnoPT1cj@W zY6?{iQl2h{P7`SavpltdvPD{f3RKt`I^CvgplYHVx0%#lrRqXwhzbJg1yv6UeX0vo zLzEw+IzTmTx&k`Wo^>5mOQaF$)Sa$4E9wuOWz!u{?SM+TSTq1STeQ%h@J>%HpgN+0 zfNp`#apb3S44)bW)wSs^=v)=<4GITA^^{T%h1qUTbPsf%O=F<*ZMqk_z)|x1jXUe9 zuse9WdI`En|JX;A2C5_GX$_#$+PP0v7=+B6MH+4L-QnN8E7W+EMo!{_L_ z7C_BydIf4B(q>WvlzJO#Y18{qD^a%FoJmcD(vJMUPd`H!L9Lb22q;&xK7%f|X%%#Z zO`k(;Y+4Dm6=?*sCTZ5UP-N3us9ivLO09ve6sdWOyQV)gsD*Ok!#-@Ex7g4U;Olq}K-$2&}DNl!>t~UJ(brWeb zg#{`semu{=Y$^d=XVdY}^)?*~-C$E;C`Y8}9AmGJQ3|@zrjwzYY$^@i9L(~CC7~X6 zstnXqq|NEnFn5Zqs4CR!=u}K)p<8S!2lck8Janrg-@~j@y5uvUK1wCW@Kgo5O{r|R znN&Tc>O*}++MJ=<(Cs#z4fWHkoS<+8?~VSV0Reph4NzfrK<83;hfVdMfi|574GJjb znxh8LV3Dqr>+;kX8e-Fh&`^;!lWMQR2)fgzR?sk!Hj~Oxssl9KrmLY5B5fw6I~H|< zM%vUF8fDWp&|RWjH=V*sIz|s@v`8Z|bQ5&9NSmQNrEZ0CMOuLtiuyqJ*whyqV^crq zUQx>RP?)d6me5#{Mr7zt=srjO_Y%-*rRMUEx?ib0x00cOq#h9E2XqfKE|}#DheHqA zsgclln?^wo*>o2)L6nM*QQ%%gEue>kl&4&1qA0l=o`yk>h;(Kyd9Ml|fF_9sxRngu z3_U7RPlg_c9y^+byEISsp~oHhm2_%&Db1P(O}1%1^n^_dpeJp51)5^h9B8T||Mue; z**eBh=&2y(>1F6?kADmYSm(&80C z&4qgMA8bm#Wrw$S1$%G^5tNfr&-WEJGBv-Z_{_s z0+AcV9}(hXyac`CDEV{S@Eo@(8o>z{Dy8Y9JZ&NMYA|bnQX8N}B5fw+X)pAeNGnjT zQvX1UMOuL-iHh;xIC?!uc{)gHNs!7@>KIaQh_piCLea_4QkzOcZ`xD_ddsG=(A%P1 zHzG6ZKTfzzq%&uzIH`96%GU``f|iSN;zCcqQuwYYFQD?I@H_FvQGSp*9s0yh z)rCGinnt*ER&+M>nMfnjshCpGDm!%!^tqjC41FQW@h2Qn%Dss8bID(d3Ib|CYPBOj zon!b^3+O95)d>1plpNltE`h!Y3bS>L=Fl3EHZ#jpC+J(7u7K9s)EQdm$bSn{SWmNx zLhFN+r;gADrB=Jmq*6-Nhc+se9Z+}ZJEispbSbn+DJOig#f2@Q%_2?D&;V$QO?N=w zi^5}E4;47_zXzePy_*`%e$Q`$5}9+RQ9Z6QLh%x)=J% zrm@iff>{GJt1q-eq!G;W^f>ghBmc>tpr0<=q%%<`$p&~7_5 z9oi$(W@b&&tOd}oHoXGv4QAyj^%(S z4La6NZG#Hi^doefO&g#hHf@B8igYlJu~#Sj87gMePN;ZL=u> zc$@x&N;>kJNtMzu3i01#Ji(@8p%YcO+HKCHwo`agFv}PI0hO`~4?`y_l^+*oyBEt>64v(oYRM}2dhpO0A1F9<02nq+d>Zm?+nkdJu zWGD?~+tds?-KG{$HJe&OXE^fT-OS3>F$%a*)s@PQkKyTLQZ+<6b0*amswv6|QkOyh z$JV_EW`qQsDLgD0^nP>Lu! zq&!hN)J&A_(S^`iB5h`je5G!On%i_g)WR$1QWrsIi!@lg;BC-3cEP)#b8X6iQf;~$ zI!~nT^eWWw4?*YK^e}XRP5q&kUauk*%!Do!sRg|p4TdhVX$aKH>*Z39K&=Ccf9Vyg z*Ad<}7b~UB^l~(sR2!Repi68T1GTkjEOe6)+ zBF#)MM=wJiZJGmhvgsA*nt-Ao9m9e@@}uLmN~s0CQZ+_Csm=kp?~qWMs1+1bN}Hi{ z(c92)+n?8o_5@|ENa@A`O zlws3e=x&iVlgd--AasvSzd}8{g854AhI)!rhk}k0_LrRMbOra* zE7PVQp!@BDhoA>+`W@F8hV(=tZ4;mPdYtbQXNV2FIG{`IHs0lRKrl!yk71U-5>M~=kp`oI*paqm3Jc+e~ zp7c_V&WEz?R2yiRO>Lp!HeCvhuzOtqjTB{s6J}|`>!7DR$`)M@jq(aQIu9Ccr#eG9 zHpQSZB6a7YT)}i`tSB$&4&?_=Vs}7K+jJ*1&ZfJe@g5bb;O)=^ky_BpQ6Ffcoyvf6 z?Nm?b8Jq5do)skr-RV`NF-iL?S0iv~fHY#IzrwrL17MHHRO73>X7wNp<((>yBG z7z3c^MXJMujz&N)i1LEXak>?H(JnX?nl4hE4rxP!bV4i_nqkv3&`UNw3(XXT6NUvx zLV0#-6g11G9B8&jiNT1mG0@8a4b=+6CyQo7b40-cKRSl=BJ_%#dKsE)r)EI&JW5rs z>Ck+Uy3@;1KJ=jl%px13$2raPbP3R4gx-*6=xB^-jkbAepX*BevQrZlq zYm9fHe4AE5i)?xiTI^AV3Kl|3MA3wfmP1SJ)cepfkv217mI@X@%SGA23Y07Q23lcL zF;o!HkUTGS8}yb^Y7sBE9eP_74exp_gWgfW#IT?$$67!umC|Mk<_CLXyP|)Pi1)4nZH<^gFa#R2p>ekoIKo zPyS8P&__1?1Ff+s;S@gqvgs(Pbsi-K&0_yT9|!cLRv05$RE2`;mC6rR;`A%24FL^~ zhIgrk&_=u9@f7^TrW2q~MX6!0wBSjsG4z>DO`sx?x-+3moeX_$r)ol9*i;AFWK#oZ zvnaZ#bWKQtsZ4)jOx&~fZTtoWei8}^Rwu7 zrJ@NPwIH=ar0%4$RPZ9`8<950sU5V_rYoUuZE6n{+jJGQ%ciTL?>x%Zgq@-9ZHhs= zZMqEFBT5bGa4uIc3EC^tCB*4wXrEp13aCV+I;3(n;hoTao9=>s5Jh9SR4wR7Q8Y%L z3U-AKcqvCUpr1rqVT^pG20%aC^aS*aO#`7)kp_zw%!CfwsVwMMFIA{9dO^R5G#CXP z4TBDO1sy#C{Vvi9sUj7e2>oHxNa(OlPeElije`CZMH3dQ*9hn@o3f!JUcpkO#z9AI zngIPR$_qAgE|=;D{qx^ccCaNOHXiynAh*&XExS@+u^CW8a{1?9|BqgRjo_VnX>NwvcZr6#~jG|9#NZ(Hv68C;!h1sia^}Y$;UHre)9xHZ6oIiByMz z{FX=TUFbxfb9Gt4N}Retl>>4!$7wlKMX7u*H5{sHr(TCn68U4Sf=;&SJ?Ip>-~uSo zP8C4aL@5d74~9<-p2R+fPE8J0eEI@9O~kJ}NVN{0#NLOhC;vC)XcJV!rp-`I5x??? z7yJOK#bUI=leF?J39+xCq-2x6foj{d6RKlVF?703yP&$Fw1n~pV{{Cj#P&n=l7p4B zU?omJLiI(ugg9-38hEMnARhYxN*1XFDMyE)Gi)k@&J;zxTxtu{(59_WBb&BEjcwWi zH4$}7D1R_vM(`w7DUr{=l7khWPJ~iysth#?DE{@8se(7s>nx?xf)#o>DuJ4dqF#1R z&=n$`G@iN=y3$J(CX_#7F{piV(5tX~p?r*W!IRis&{fGM-3(oA)9p|Pk?K&eNCkU9 z9lg{RQ3lk>rrV%vM5;qUm%10a)~5TQ&NgL2F_G#}usEUo5zB(EOAd})T)t3#8zsS$ z*Z}DIxdu!=^FNoi>ey?(!%xq5Kh>0A&O;EGbxF41UWa_6l@& za`{EYDWzNzVsoK;MEuHwJ&xut8PNahRTsKnDZk)M=mDE%LA^yC6UrYnO%I;L)qNhiD*r1oHfx0^MWT~QWs9~1D^Rg05gL~K-;|@u&~Q;{LiwXZ+VJ3?39;JH zh~yv@QKi6QwV;s!4NnbLNVOIqcM3~9dTTxhf?Jo0cy=R-N7!eBGK z)&);u?VvF>T>*_1<$I}1pr`HBWzaZLQJB(Y#yUacMP-gg1piEkT@OtNXhc#-{FX=T zCTJqhJEV;WFKR?<(cMt4NGt3~6Ws$nBkCBeK285IoJc$i}rirpW8VWrxic-13p4em13!>~`gNQ7TU~5SlJh9a4^-g=W|^9(qZn&7|fhls{tApqa_R>!lT_Kr{==vuQRo%cd8h z*)~mwUbbllG)GjJQ2t=0Lvuyi9H)F}o+vuk7NuT>=8IH^ zRIz9o^r}dky)KHzC{8GU#NLD!BnQL$1q+}zM9~C8BA;N{6(O!9V#QUqVYo#U6bKEfc9u zJhcm29+0a8RSM#dV8z3)*98B&L#4@CURgH&qp zB=$G-Ve+agjH9v#p!qoek{^)ppHR2b{w=`loqVSDG}Nr(n;fVBDB#?Rf9gUQx%|3y;OQa`6G4; z^qGiXdC;p{@FaE&RFoX7XmgzEL!aB!0Qy3tlak6vD1XF~piRmD(;`kypv@vbRU7(J z6pfLQQ2vOW4tbvf6?(6=IWr=X)Ws92=qK-mf9 zk60UMS8_0hHpi(m^qnXwn4M7mh+PhSpKPW&K)Y?~2<;JNCzL* z6)0Df4($_Z1)3(h9V)Tu4rsqkcS1jSl$TKch}{kSm>i6eSH4g_;r!r9tQT}3`G01P z(=E_XHg$u37O4)Yd=-2U`bDG_s6g}tRO(To=yB+vO#`4`MNu!8>J9xSQVV)HdJ;Nh zr}{#_+td&GL!>$sT$fP(h>e5}CkGeRF<60$f+w+BP?<=Z<1_*K)24~gUp9?}j)>HP zf?E>GAF)Z$QBl;ZxLo+}M?rrl2NU`<2Kq;&IutA>LuwlIZ*q|G=>;g^43l1jju91? zmnnZol>|>>bD(2I13bDGI?hX#D)kCfL8LkqbhHpU-ljL9iXv?$Ri=VVp%c86qs34q zQF!F1f>1(iHgw{D3x>1|sw_$lc6Ug7s*-voKvhI)5vRAIssXt=ae5azNvUWIRgTSq zPF6}SNI7~RIz^Nij^Su6lxWi$sG3NdDVP$(W1mB(inIcyioS+UvuOuZ-KH;~8a8c$ zYKmG1E$G!zz4k-3yi~eqJCr0!3sa7MhH85S9qoha*i-_Y?)B=XUfZC$Hf@3Gi88`5 zGL<^+G(P{b>2FdEZ2A{Uwkd&vXLvL~y^fMP)1z$B5vZX^gK@o%PM}~Tk?O>$3e;GX z6V!onRj?Y=M3m^!I(jt~X)~#5O4TNnBGL+!CpsN!W>a10EU(~vrA~vIi&Te#j_N}# zY)XdC7HKo7d=*TA&hb)?8bRmUspe3sC?%*v!2%WB%59t%ko!gr6^inp^Oe#Hv`%y( z1uyV=Icf&AwCOD9LQ!5&Ctk2IbdgQE`eH$GQ)z!qKeSPUdmBhsEtT< zDCp>N=n{`gRInY?)}||s zq&jiB6}mzcoy(;zgRZnww?XYi(HJfjgRZhuU7@Q*TilUH1^-NlT?KXcZz`l)ppGK7 z=#Umtcc_z1cR<(J1-n7l1~jTtI7Xr_>Jg~3P5q&mO%FiV+0+}l-lhkkbesA?H`tT~ zbrB_n!zXL_Z0JUjR=B7XQ7+WgrqR$%HswG!+cXBc#ip@PH=CY@ZnbF~bel)18h#>l zyC^!cqo<(mHVuRB5a|-Qjn*po9CW8hD^Qx~73eOT=0X`Z&4cc?>1F61k!Ge>NA;Qo z^|0xAsHaGS#Z#|C_u8o!p!-D8xm>T=P%n{IDA-M7EQB&e>A?z=AzA|6FVYH>DS8Kb zz^0W@Z;>{W%2KKj>Lbz$G(hw*^q@`ap}rz*CY7z!r%*qeK7+DENx^1PIZ6$O9unn- zG)+_tJ#5o=&?6q@DYX;oFH#+PIobm~>ZRr@^$qlxNSjGH+6O)EQNB_?Km)vjj&?y$ zhzf(v6kMm&5on-IN1;JB{S6Hk6@&$gRPa}5h)6By<>;8|eEwzAvCxxVFPHkAg4rUi zP;iTSRUtLZE9mGrXt=k5ZK3ByYC$hY?VuL|8Wr7!qlVCncEMKAbdfewFjc+U zLo-B`f|WR(551&b^F2Di8(^kVtwTx+p2Th-m8X({m zW1H4M>up*KZBVZgH+)W_dc6&86ouysX%+N|3TiWBBq{X?^r=V5qRr4}Hhl^eiByMz zF7+k!xtB^&!Ox*DZ2AJ)BvKs;y3|%^vz^)meJP5@aH+4MuL2q!-G-xgp|6!n4F;oE zYfbngw8f?a&{ms%g0_iNhk|J;co5p|r8^DWT{|n3Vv@>9cZ_xTbLT4R5fUiD8r-b z&|a^gOVx$;iL}DGvQ@AVRN@tMR0G;C$_;zvDb*bML6jQOe9>Nx{G%v8q#{vEQU^rE zA(e1L=@1lpi-4Q>I(g8r>=p1 zQz{6RkKqb-h7Ku}9u`aqp2SXoepf0rq}HN)p+9Wu1sxW33{$Ec8wi!z^f>gVC>o=i zdJTvEvS}!E#HJ^qqaJ0b;1K9_7O8u@;H%InHoXod+6CW& zs@aqeoodq}=ro%aL)Aq(DHG1ukyk-AJjxfn3)K{9Gbu-(L$yTFksZy0lI+xasJ2ZT zpgJBEYK$W2bWuUD!WipB+o8H5ZH`khR8OSMP?1sxp!zoLg&Nqj4@wqAx3NV9KZDNj zQjUIr&a~-AsG&%MF`-M9LXAYxxg70;8hfc?jqwZAL{u8AP_Rr?p(dYyiAp^Bn^cNO zn>(b94Ynl2s*q~--(Dg8OzNzF##V9#$0n**byCf3ssXjIsTy>)NOc$^Nd;>|=Xfbc zr$XljG^QXNBSonlOqi-vvPbnvohM2QsblaY))YG5re@FuqKq(=snoepOVNOkvPBm{ z7m9L2nkKpgx=1uXq(V_UsFkQFq%ERrpw>2ZfG!plhp7^!u7lc$w8Hh4in>6TcqvCQ zsI92X6@0pqQnx~v2IN*cq&=M^x&yk*raPg_Maf~o)=Kq+(roGhwG$w^?EvAsYjs>qIF@xBGF)|qi9P=dI@4f zp-!TLkV=($0=h<2=4f2-&xF`8=-PnB>9y#PHZD=A(NJema+pdHjfY~Q%#gA~xzKf@ zjF5CKv5C<2qU?}zf+w*TpmdLNMbASwh_smr9ZiS2h{7X}D^zM8bfZnLLS04LOu=LyZ)c)>-`t#)cYber94Idr>CE1>Qob*ERc zhJOdTL!=d`M6?#V)1y++YUnPJHj{F+4$83UW9V+LV3`W8f$j-td}6TDA#Hq;=xeBl zC^@7Q(RWZ!QLw-drQ;oa4&5ti9i}=ewHLZil;+WXsF#;YS85NG>7^X)gYLJf1bRS} z8TJ~Wg1m0KCN#iH zm536dCq$)Ts!VhyG*G0K4rvntNr^~|sRa`ztJh`F$biO2x8bNM^pq%kmBZ8t&?ps5 z3F=TVRRynsMvKxy>L|Ji%CYGdXpBgkDVVO*?a)|}R-kU8yP&6S%7Dg+w3$?fQV&4m zMOuL}MSY+NqO4#A8X$TYnrPD_P%d;Y|IbSk(!AV_;4^lvFZ8TU{h;S;%7P||G#X8_ zHDiBhvX{ycJp@e=X)`HDL!hZP4Tq+Qa)Uagrm5hw(DODu2fbj^IOs*2CP33|%7tc# z^1?CZYmC{@OE%4bX4>=;lxNdSXqHGP<;eN!H5HmIif+Tvc<5!Xprh%~98p0ye4z@i zfL^gFADS!DX2w{j)Z5TJky=1SqF15$B5jUSA@r(E??bP7yQeQ!f0~(+2QWJxJ zCd7`1mi#vr(spR6C_HjVi=kzraQKimK+A2~2(1ulunuWq>RYJ5ref$VyWl6#+X1;c z6in2SzlYutRSJ*n=oe_EO{LJgHXVdk1>{~qdL^mXX6QXpbWx5LL4{sHM?XXFi?l+) zWEK1y`aqD}@M2XN^o2o(UM5;qU zm#P7MEYe_cstm2SQ#GLtHk}4-6sZLTJ8Htyp-)6wfzm~1K%d%FANtIrZb~IXMIzOq zprc06=QcHlz7R!6cBvDgO?Iy{q0ORXhIR~KlPC_3_d(IwD#qP#HWs2lXXSI|*cXtyXQOy#R!4B8{oW`=ikJG57% z6{t|Dd!T)yg0P^Y`=Js$)f3w9rPirnFX#u6R_IkE>IeNO$_;xtx)D0y^>TC<^pn@i z(S6X*BCXJCi+c5ke(?%A>H(FCv_h&_siDw8kyfA*(QxQjn?^vtc?Df+5Ol~+Jqi78 zQ#SNRKoeRA-5H})W2Ey9_OMb~fyzYVNR^4yJx-&cKmVJ`4MO~TaiG6Ms?#AYq^Z!6 z{}v2s6m(P+-eE`sp}*~d6QF-=nh5=CQ!bRyu>2D+chdNT&p^in0aX#{ zI2<`i=Xw{aD$)v6SF{E?$)>f?$u_NnP7x)C7u84wKZg=MN)Z)7)ol6#I#s02OxQxH zFQL;!T7gnU+o0-R%F$O)4Lh|RswvWD3bs_iZ=qTutw60sd!Qtn_CmEiYOBUA=`n%Q&; zbe2ttP;;BAK`lhl+s5_U%@}8kqC0eS1Ue_6iIsxEn6R5BJjA!JbCv4qQB!)QDplsu z6bhbary7tt-=;I53v6l#wX~@bbfG9C9HVFOBz75ekw`0?D^qj@)JmiksE?>4)Y_&_ z(8Z$eVK0}u7-}QR3aP&e-UwYH(h9u>h;E14+SDDo)T6;l-3nbMQXL99%78An=?*AO z6b+xPf~}x-BGsXwqaM%|qG)(Ww?J2lv_fj63ig89d%YZ82wmkBbaWeZwOue1>R{9T zP)CvKFh-8X=mT}KsV{VmP5q#2ZF&gm?9n*&8Un>U$`uWUt`li6CUo>9biGJ*ph-%N zgVJpp58dGPa;e@>7dtf;x>2O=@m>?4t~O1CZW5^lscD*U5_GdjE6{Y&Oz0My@}O=u z&4O;VX*P75O)o>Yi=qkhG{$78yGVmEp`*Fb9bQ34FF|*T<^**}%~!z{&|M;Jj?+RY zLlk`naH$)hyG2?dwLk?|LHBsQ@6kiv0_M>Ur4pcQQBJTz%F$2?4)c0B`WG55QulbOG6hH2R0SF-iYDBxF;0M<5~&3R z9o2$H*;Er6Ez)LEB`Vke%CRXK8Y7B^cd2U7SUXi8dRi1s=u$PHaiZez4jr8ijTdQ! z2}?C$6KI0yK$voL4m8oGbD>9je-`WQi3P3 z$D!FaJpsLJ(?DpBNOdUKLIsCHuh{e?G}kNWQiGv+HVuI0dj(snS2pyjC^bBnqcPBH zHjRc}wcmseLW^vA z4qEI{ntDA0EfJ|Z1>1|JK}$v29H;5fGMi>V%SEa~s-p_dhE~}0GE^Xn#&D_Up|?Eh ztb#8P0;Q|q3g}%g+PyB z@}LhyT4BO&qK}~uZQ1~>7HMWu-IaO|`p8Q;S`V!esYN{X8MIauT~vk&E{E2MRELzK zub_`T%2etLXuU|AN%awJg*Mo<4ch1xbg9pwPefTk9SZhW!F|xDHtmK!^Jsuld!Ztc zT2Ro@PUv%+zJ3l8lh@19_t0jMTF}eU573u(!QY^-JQ}H9hoP@UszX6X ze?eQkUXFf-w%YUyv`rMf$}Uv|Z5Ks1?`RjaLzEK?#u(!?;VGx{`Ik+J&`weG1?y5v zDEO_NI*C-VC^zgiNxhPxT{hK)zVm3BQnjJ)Z8{y=ElLY}O;>6r6YlX+j_Q!wD^d$? z!%<^spG{4m5}TSr`#s9j80SGh*mOShqe%C|7%tTiIv|Sf&{2KpCy{0*HAlTJf_}EC z74(Zpbx18x>ME#IG(T90Qw%z2)Ai7=BGnoW zlXCPZ^p8!CLH~-1f;yx&tKbkQp;7tgU#?D^213W!GzdCYq&lRwsNe|bIFVMM9ip*N z1ux}jD0IA+Dpu-gsG?2dpc8Bw1yvHM1!K5^&p;=Nv;yr`ugOqlkyfA*Q65x96rIb_ zQ&3eq^#XK~D0=rEP{BK(lf9Iqnb0Ys=v8*qA4;@Sv!H6C=tXglD)>HB&!*K-eUB5l% zUg{I*OgmKsHMHq-sF6tB>6NH4wn2>pa_{Fjy#h56>B8f*3TkQ>+zzEE6sD)B$!GzUyuHDetHtm7VQNie3F7+OCu2Ml6zWY6!q=M_ARFPJo zx}raz^F*o>r&8#AJM|}YflYrwEp0jiU1-x$=ps>c8_AmRd#II2D@@35dBjet%jaJr ztw1TF+R(*b%F(G%8=FppE(yqeb;k?7#TaevR25Q}iujdBJXIaK%%&R9{K06SBjE@I`LFhsJ%#apj7p00bOO&xzN?3=pE%!hq^&$ep2XHeCnZ zDvGYxrOttF6KRElX)1UJbh{{ey&ScMx_iAG#h^PxTA^Tj6?_!B)27FuyS#!fbv=|} zr|yRCw&@<|9-DeVJ#6X)^|UDyy4R-rq5Eul0O}=bA6x>r(OI`K7|IkyH}9xBbibV% z3Oyj|=oOp*^|omu)JK%&rTRk;+H@z>*QUFmexmka!SvusYzUMk(h5iJDw+*FWYf#g z!y;V*scuS5f*$cwj$VZN+cXP$RHV%m%uvC6=rNCaisnO)i?l*2Q?wWwVAB%l2~pI` zrRG5cMOvX?9~CTs28jj)E6`xkhtOb~RzpKX{k_zC&`_HSp(jOZL9cA}S_fr&y&Qc6 z4HM}VBsEg0xzKP?bYw?wLL)?~6Hk2xjTGq;;VB!%@|GeEwzANzh9o z&CHQkt6&9arcK8~d0s)6It7{~(h3FFsbCFgwoNsmmqi=H;fs_y1DfN}W>G!p6_2)v z8bEVxste7tsXjDcq&f`0Lj{{auZr|CLB*mIq1U{Wqo&a7BGrkfnnMe0ItO~grt_hN zqUfS_Ym8**O_93O%h8okzD@0+MWSdzmr8{e+o_A8C0?pTW3+&lid2U&99<19vr}h7 z%WXOrS|N(w*ay_>WT-$C9l2C=1@x9z@TjO2^tMQwJET2VNpu_ZPC#x2sw&EWRw|`B zP@?EA=v}3>0#z6FfmYen7kba8eo&!JSyT@x;cc6iiPv<&)2q|J=sXd|>!q`~4;0DWtxK7opD`ViV>(?`&EB6X)% zH%+)1`rf85q1|3Vms$($5ov{j-BoZKwAZHX&_0`XKqWSP1ML?@cj$VpfqoEag)uTT z#`n;VBCS9@MJ3PyFO@0!4*E%?&7>TaLO1XIyub@jE zf_@Weg$c7%Frhx5e|afKzmxjireB~xMA}Tj{wi33f``3cj{YT8CW_AG=qKn;(SV>1 z1+!JK8U_Cn4fd!ubVQ`hq(&;$5IQQ-3X~&i3jJ+U3iOXC>g7^N(7!g-ff5>*|78B0 zpE?~nMiiZEoW`gL9qXkW)rF4pC|9X^Pz9UnL&u9WGxNCASx`kUHAw|)K_`f`nUtgU zP$iKDi_-XimnvFQq^sz=k6Y6qPp(h6hbiEe;Swy6trib&n#sZLO$ zP1iux?1C}qRGY4YPP6HHsJbY+-Z>inN~nftez3xX`Jy|anxX|B^?+*GlnEt?REL5~ zRWJ*xZPPoo+(*1Bzjut={+NrhBMK*m5wGycg1rMm#XHaXKilB>a`W$K_QXLAGs^C}9 zC8FqDj@CeJ?bH_NQjZR);5X1^UO`72q02?li{dCBO0#JZ)Xt{G&=sQMpgZSs1wVqW z6h%iqstI>O?L}JYkTxlhgxF8eRUTDP>Hu_gK$EmWs*>m*sDn+vLmh2840ZCTstW!M zT_aKpdL@dEX~5@SHXRFf7O74=RRxOKbTV|EO{YNDi=rb}*BD2cFg>8>HU}&8a`Yy2 zgHoC~PN!3_i%oT*8&xnXESRKT$5F7WmvU5x)J>x3q8ueaH>+S?Sg@`N-bBG$l+w&h z=%_KNZlYi>KTw7A3#nU0Y7wXNN!=!jF3J`BmDKH`=r)oyMr~5vy@HO;gYFQi4!s&F zbs==8O&39TiBu<^x*Ez5MMri88$oy5sWj*wQA*IAf~gv#E7U`zI&q3YJw+|N)UD9H zHr)>0XVV=}FRxcijd2~6>7^WXhwc|e!#hfc9KsJBQbmI0&C@nl!dr^Pr zL6KUJ>L}_1_4QJY9)Y}g>yMd zgOtspQBgR?W)&O=eIe2csV$;xXp=`fM8lxXB5fw+XgKtxO(USMM8!cJ zQU_FU4D_|A#G~=h7SV2xo`$xHqTyY^q0lxvH5S@#_ZkQ75a~EfSgHv}L*ID491VeX ziVlSnmMQfT^sPuM6g(=*gNkjM1?{qFHuRm>%N3jkeQ(orX!n0B?T)H0~VrsdFno0dR7*t7!rF`!A|^@hD(fDS07!9C6+Ds}*sn4N9 zBCSAmMVq1DZTb@W!=pw@ZG{d8=oPz{Ug#~6if~F#D0VR4QSHRFy-iOD4|LD=U?um@zh@E z7>`=2;34Q(QH!vkqu-(9L~21nNB=+-L|TDbt6+sQ`25SJPnsSX7@ zYK(eNqD}RoYBn{1PPHi+I!&Y&^y;i$&7kTwodwmfsX0_rq&gH#SHX*+S~j(Tl0=Py z&GFQ?+)l~&sk*Xt#UN1*SNu6%f-%wqV2BVitwWDA?kyfB?>eUIVZ__nU1Dmde zlD%HtRq%4?44W>4&h!ep)YVW!kp^QzM>j!@L|TC|)T;;7SQNb|j#@)a?9{zbQ=9IC zQbejlub%4lAk<70U9Y1w=qx+c4{9#bW(sDi;1f^_QFJax_dsXc)Dt?#>*Z2?p>yqC zgP>HAHZw*ajWGr~&r3NP44rSM#zGg^sUc8Hk?PPZOT8vS7mBI|D{)%GyZ0iS)0T=n9(_Ls#0g6l!nNa_A~iPH-G19H(=A4P7nLN#nE@ z>R_j~KpjP@Ln>DVw?dt4+74ag(Ilmcp=)j01$DORJ18bncgC2eg5N{eiL?Su7yS%f zFN$u%(Pk*!OXVr`6Lf<}n<+R)bO`EV)9=uYHvIv06{$tM;8Ex%Q8c{k^$T>fC>nl& z#@GbiBAOqpP|(rwXY%=%O%zIs(Ab-PVfpzb2g98Vn!-C?Jy zLU)SPg49y=ssY_)Q%xwtrjwz&MXE!=0u`(S-6PTpv{KX*>fxmdMW;hOMcPct(K*n) z9<5fY8FZgbDNrww>QHc$O>9Tm(HLQVV)H zx(@1Zr&>XeilQUCR2uY{NGlZFqFy&ckBj<;M|L!uI~)L&|35Fe?L66`+^yuE@VYs= z0vae%rFiOgXpl$6DtHex*emF$9W+Fw6$JezDSI|)p=t(=(AIcVK=6J!r&@emo zC^Xzo^@K)<)SZGQns6{Q(x#!%Q#L&bjk0MtG}@yB>Xi-Uh}4}i9OXh|MA3`ls5>;) zPK|+{wrMOhPNX{YD%BWMpz)&UHXIFuCfKQ|&_u77OFawainKznL+UjXdPbxbs7&+* z^sJXUDw+j7CyIu5G#Q%Y6?BvjP5y7eDM7u2SRORxzp0QGLR0P3Y-pNDEjpxysrR7g zZ7PIbuxUB;VnD7A1uN*tYoX~jt%GK$V0edNYA*DWo%$G>X{Y8xd3I_&G)t-I$ZoQ1jjO?X^GJ^}Mmj=m%HhE02*g?7Qi(3@VWx_bQzZ98=;sdq%$%ouewMhdhtAopieoQ6>FU9X@^RVKAcse+(RJk^lY zdrC#O;ZnzvDilS-JK9O=eVe|8J`hE>;Zmni@I#xbL90dnky}6?d6cZ%Xb!CrsRie9 zbS|{krc`L1P3J=&2jqU7q+lcUx}0;ZS4u77)S1)m=w? zQFI%Qnn9n5q8G){H%wS0iY9avBlWpWU7#;S8jN$fR4-_gmujI2J3yOlx)%DrfQ5e{P4I{Db(q{hn?yP zeIwHS#C!FHc8dHl214K3GzcmdsXGN*>RgkcU83lvbkqs@P87X29GwMy@AYyt2HI`Y zSZI$ZI+siJgZ7I2G18%ZB7gX4P>D^?L;G!d0s29t?%YOe-Nu{Hk6y~rROo;xx_L)A z&`+YopiaDCBJ{J}YYFs=NOefH)fj7`Qk&L62W?sp{c6(+=r>VxM;5 z!I;pcHbZ}Sy&P?T4%?}%P???j6#CPqrO;nCErX8Oy|zI|MbYckUPm4c{q3b3ZG!&s zdO2DR{cF=2D4}WjCt&V=c;ZrfpkqW@fjVl8-=Jef(Hp?gN6>Mi=qtt1gHQ##;2+TO zqUiNlB;*ff8-{7pi8{G4wiB6n!H~*KJHDb()uQbQ-DZBHa%c<)|rC!=|&L znjUpkuZB=9k?K&;QAa3A6usFT{mz87MX5oZcxnn%M-;u3E>)d^r`x?cL3KrGUctQ- ztS5@zhpymPP<>Idm%0vWAo7PVgOWwj9lCS zqG-bI8va%awh%>QIBEi&Em8~4<)|-oj$QC}=v+J12THY5-J$bD{uqs+^X=4~&;>T# z1+^4uW`@tuk#nF6Z5jt%B#MsgQdv+doBBho?Sg}#i$$u#7(F${B&dxjdX*h@fG!b5 zx8bM})YdLI8M;&y9oePELzmg97op2-dI3rkMYrJ!J_@z7drg3@uxS8vrAT$SjZEFf z>ri`}-hi$WMPs8d4d5sRx?U9Bp`&~#UF47P2y}x;C*|f{>K&+y-Kzz3qn&ye z>grLJj{FvMlTE9jn?)^y&5WUMjIo7$kGe&q!Q%8Kscs^*h|@0URy(x?y3I~~2iWZZ-egfXn=0M80sNvA6~Dc zLtJl9Q8b~Wg{1BkWq7G+(0w8uhnsh)f1qBX=r#sxi~=arOF8-ry5FWF&;ug1pqEQk zY0M{JHdTfC*mM%~piQSheQipF`q@+s$`VDl;U?VA@DJJaBlNIc@E8g{B2pcWoUJ>o z2lW?q4__2VV<`Bjok}M4m?)airH+z%+)gziHNd8Z&=YpSeeOM$kAr z)f*Zw^2cZiO%O%b>v~-UO|%R4g>vmw2k04_u7RGl>00PHyVp(7B%5x5Cfjr?G({A> z=X3ROW@`mJpny$r}{uI*z_RuqDPZ7MlWc(O%FgbMC#5MF7*QR zk|=s99i0cwv{Nrad7?f+_jtjtxQ$t&=*>1w6W&K^wn!~VIa&_AY|{#8jwl-5rKUo! z*z`O!R}}r3;!-C=^X$}gXuimwFb{gwrdiNyHqC}!x9MeQflYIuH*A^4(F9$~hq2*pL zM;o9OHm!#WJes31Rzq*uv<7yxfbyC^}Z;&UPsGFeIU|c@zkHthc^8Mt+ork1$`unj_i6Jg4T$%Lazmy zFtG`re~F?ybhMMyIy+U3)WvKDGI;k&28Z2Hg71|_!3O!4aSS&XdiUCO(jrWQFJbsdKao^r}jhj zJu23O-$M;Vs>2wL5}NY)mrVyro#7SSt%Bb{XNpvZf{v{Jq|=A!5hUFukc^kU z7mA{{s4MsmcX*Mg#7i}xU@MV7Mti8WP3J)udj$^#m1Ac?ZA9zBUXF$_#wA`sN0*Xn zD~jF#j`oteRHWl@8;))!b(u}KK$qKeHIycbj$EeUFN50Ilm=ZPir#E4bqsW+*UQn3 zPP{$K6n?>mR1>;E6uvh?>I!wS3uZt!+H@Dx zRaD~My$}VpH7SRrmDv;_HkgLOyUFvD*R;Bb>#Ay(8 zo1Gd5-EOCbK;4y63kp`!gma)fY`dRD7p=o+5io*Q~RO8HvI?lD2ewP3XN7OdQsdMTc8}9wnAgPUUhZkKcKN9)uET8 z6I1y7%PZ*UCsN}?(W~s}Q)s*>xw(96*c&>T^6usKf6p;zowIy6@loy!%h3C*($o(0Xf=?v&q zyH{7}HIZ5{VN0Fs0qAv6bYw?upamkWkZP?|f9MUbm!lh@g(80C5l?l5-V{Y+v{k`O zDBq_0p+zFKprA`-LyJYxi{hvYv_upQ@8~gTsokqLv`oaW8s4QkK+8qZMLD_zS|Rd# z4S)(n{*fPq-m+6qKyTZrKF~Whb%R!l{EHe0y=&7TXjMS*@AGNF*<*wGf_=|RIT}H# z(5B(g`=X?v4zHI>Re?SbX$5K@?1{~QKJ*GYdJ+XYuZU)c06w8^7%jj;yWEK&<5bhH)vQWV|1qnDts?1FDYU)u%OLtDI5SBx?SgiRbewp> z1JHLO)q%RJ*Ky7G{L7{a&~C4wOZ`m2J$C9ZXs<^Z>UAsy_lY_ND~#djEm9?-Xn03I zLiCPBnp!*mM?jR203+nYxWKhW}fX7+zE#(H{Pg`bU)EQ9TO&Yg2tFp;_?5 ziCS)E+v)qy8GBD^y9O z7EI{qe&|G-dP9|M>H}4==|QNfO}9WNiK2@dpb68VlSR?ZJ8BJ`VyC)5i8kE`RTJr? z9N86o96Hse0nlk8Z6-BX6OMwadnrdxKsD^tSg58)*(x|1swGk#dO4Z`C5fVoa` z+fF?X)e&hk1xKpaJm_?r=0kNw(UD#1X{eq}IZ%DO;Hyvrn_h#GZF&(pLlhl3N5kI$ zohi~_oXgQNsG%qt-q9GSk)2u&H5Nq|Imb+w?AUjz}{ze6EJy37sp7Zo|P2WS8+O!+GOr$ytKTYSVcov_3*>nPwCW^kLxYQ&HwzFw6bcJ28 z5(TdmMR({5{zj_3NGnV@T@%(Jb(JW(4M)YKt`=#9RGw02km_L5nNUZY8bY0HY6M*) ziY9cuPKT})Mc3=7GSpcV9of;Z3?CC|h2iHUls{q@le*5POQ7p*Y6GR))E2ry6kU|- z)fDPtQ$6TLyI=~`)uywdn?!2Cx#sI!mqIt&bQyGuD7s#ksttAXXn_hQLAQ#cb2(}P z-6m2U#&C2Sbh}6SDtHgn-KK8P9ir%Kd8tw*d@bK8QVV)H>P6}DU9bn#!%G!t!Yrt#O%Fl$iZnB0xYWbYeIl(uD^+kj)XSy`P^L{2q5HjFuHY!> z0Xvlo^|n(vP#=-%Fkzu4Tm(Jn6?F6r)YneE0`(I`@2J%(*ci(4QjQiw581Q?dRV0H zOz2YYLyy?0`A~m5wH$g>q&gH_rwKoU9<%97=y99Af(D3Ghk_eba3}PHD0+)J>IV(< z3OXu+2HCU;8f^F42Mw`PA3{TIS`9sE(??LY*Q-e9`W6~y(|6Eto4$ue*t8oODe4on z;0`yd*Y$j#f67ZaDke2bq^pakeu75Z^fQzrD)f34LSt785=%imumDH445U zimunu7o=VkMdxzVjMQ|IE`ghO)CQVir&>TSiL{y2?u7D3?0RUXP3cgcO*cTZyk4$g z6KJ+gO`(@5hFvFR3Qu1&W>^Xy*rp!s&{Qs`Bi+Cs01bW-lHM0a=}^tvee z2J2`SFXaL|)r-^{UN4vG3N5thCg@GOU~ed2q&iG^Kobsu7Kz3MD{=akZ(ob;R5qz4 zqUhc03RZ`f+NlxHGMk=)mW!f0bOj%PR*0fEwxdg+0#Wqk;HVDtmZ*Jru2LQO4gR|C zZBc3N~FQKUYB|fde5e*P@!FL6!g9*x~M}s zS5N2zky_BpQ6co9D7q*|jiA+DFGoY6kL-dUKx^#OaA>WangOk|>3Qg5oARLbHqC@K zh%_@tF4Jvnf;Nhxn|Cw?`oyMO=u@wkOMM7^W~ZKkibTcXJIbZHK%a~J3AaOE*i;N{ zvS}BzS)>*m`KXS3Obb5$vgtVJE3cqSZK2@TqUfR=O@_AEscq0!J2eT~W~aV_wu}7X zD>2~?n@)hfv8gh&Q>2+Yq)iJhBOz7``c@R)d`O!aqu5TJPHNYGdxfdvq3`TeJ?MLz z8bG^kIs@7x3cp~(UelRyuc*wuqe427)IOU^NtFcTHgg*l^xkMjYQL9qbS(6PojM!( zQK{&9U8**8Kokw{XfSw#xdC)I*uli7_m#U<5HHQv*y&P45ezjBQK)=~^ zE_BE)SOxlBDV>z-b-mg^f7o;hbl9f0P?=4aL4S(Wf?id1Kt}>{ z-xK0g7dmQF9q4ZrjLzkHb%p*B`D65g{zq&gfqQ5Q7|I^OH$=q#wBoq8NP!KN`#C7Z@WC)$(?RkrCFs7gTYr*4L? z?p|fSh^mUB?*NVxNS&mDI!-(_4?0eitpGBrHNDEJ73wLI@#*uquSgB82Gk zobx*OJ>Smv>JN?cIIruv?lZHSx7+*Px}3(*L8_jvYdNW7MDe@qX%f^x6n_WsbPaT@ zUGPiWhmI4)pI%Q-LXAZ67@np<$J+(BLnnxIbh%y|p%a5t1C8+q)L5hz zq&(F=iThuocnnX|Nu6w`{)L*@RGor_HdTX~iqwKJ8fn4cijTLkCfoqE2nu@o3pzuj7F?I7Bbo3_JM}lIv+Ps>sg?m1 zYK(f&*`oLp#CGuP#*l++cX_@F#p3SDWZ20>Sew3&hl^|}S>EQ*iU zQzc_`5f!-2xl}DuT}APA`P9i!H@nwuPzuWa5!ljuuc2=%Z_-VR-D zr!Ihc+NnFBUN#MfuCZwZbgfMzq24x)hWgkv7V2x$IOsZ2{I;}mZ$k1b-j;qr%F_%| z*NY0=W{%g>UQmBKRR#?Z>A-WT`=C-${7Li$2S5Yu)cw#Pkv3DXwT6Eiy1}MZ(BPn; zPnAPMMDb_CQ!8kwUGN>~Mw_02hS~HSG~A{o&`mbI0F4l7FfO^BF8On4q$oZ^PXnP* zcIqo=v?#u0pDKdJh~ne*v=~YURH8B7g2vkPE;KHnj!L};-7Jc~-*{>djThB$o4I69 z9r%b&5NWU+Z6Y;M6d#mNeF;snQ$IqJMY^0^!QY`NHvI`rwdo&dT0ot2$<ZK-9gIJko9==#qIh_pngYFIr)ER1+H?=}nkb%dq{bKktq|3X zj@Q$A{``7fr0xvw>0wfD*fbw{QxspaPtAc=29(wqcSCQ9;_p$Oe&AhxTckRS;b{@6 zcWinBS|y4OGNK(96?n(EFnJG(0^5t+rEdLLUUZCTol((1$_F z)2q-&BDG))Pwzu(?9}Vf$2PqIeIimF3QpG;YoJeUS_`eU={x8%Q9Pk9_yP2}sIzO4 z>(vzc!Y=qJw9cl_p)YOv0{Tj%?({0tb!~yZ7R4VMPcK51cB%^cMigI{PpyX5i{cM} zr$?a;qI7i0o>o8`MZE*+4}B{NhyNA&PLv8#ZJ_V%)Njxxo3=qe*z`N}qbUAt_~Ac+ zeiFrJIMdCOTncRt3VQk(+9J{lZ^~??>NnvISWwW@^Q3;ZX&F>y7d(oBzu0sL^lMOX zuEuzQg1?F4x6;!?&^D0?nve+RuhH6rzoNQ32iHHLQBbQ1KhO(#SD+0+EuX;UGTcVhMqn7>k9%+n>e zgsR!}Kd8DW9^R);gLbo1=Rh@VNWbn| zl&907L+#Xf=rEfmK!=OsllKKnp?aeDx;zbqju2^u30LH0elQ zqKs=nuT|=GE7VA&%{iJ69dFY@=meV5om3_Z<*&a_i6L1)>t9BLWRT21&Ibav3o)5FmJMC#6Ud0G#hBZ}V? zPj5mAJGB8iR}_Cl*J+F;(0L-&p_iwhp!0)Xo>oAu?9^810#U}bpkSqXO@}TNsZNge zDC7>9O*Ns`Hthwq5yhvmQN3QHS6fkhU7of;#X&(&wJ6xmrX8e`0c}#RJxN_8(v@;u zp7NoKMQV|wdQgc-o1x7rcpP+zO^u-THXRRju;~P-qbQ!x_u3!2R1_bSr_EgQWulpG zu-t?PL6?i-x3WsZ?@qx^BGn<~=`839QGCgsPK2(sQ!SyZMDc{%)aysa=qyqldU+}) z)y1ZEP*3pcCsM58d z;12cL59%e-<{Wi_uCb{rbgfO@pxz?2C`#PzTID5&Kz(c)3iaK!V3bNh*V(ClP`@Bm zL)XD;ohnh%W=#l!o8_dz$? zbPF_Iq|J;`M-x^+6GZXwo+d*R9r=IG%%xu7voT4j__}=RAySiVng>m>=}~B^dd2To zT}^m7G)<{^cu!A5(?#megq~i9Zn0C(K)2edH=!9eErH5xdJ($KrlrvBHZ6nh2&kSe zc?C4nk^h60>+;kXx>G4#X^uXG?y?KM0nM^gA3?JND$p43LwAeZLiRg=rxDN`JM{r{ zk4Q7;QX8SUHhl}->&XAq5DPgXQP3Je+nuWX@!D~L_47eM7o?DRY4Eh z^c(b$P1~S(j&j5MUKc|TD;18B*OdETLBYnF@E1~#id2UQJ?%|uzD>2E1&;imp1D+C z3NBPCKBz+VdJ=jpDCnsc1s93p51Xg=NIfo!ugg<4Qcnb_X6p4WsV7D8$$R=0st~CT z!+WYv!KZ>=o~lDni?l+jg?gO~JtNZ5<>(-2v7KrPJ!{iZ&~u`A_?GImmEoVa>1Sw( zNP{tkPn}1>7i_u^deNpLXsJ!Dp=CCm3cX}gbLeH8PJ@<S}js{CiFBC`al$) zp{J9e5AD<_=p&oPKx=GDLm%5T7W%}d@zAF>O@P*lG&9##qD#IL`b-pmOYw9F^tmX0 zzd9;a3Vk8cW(sOkMwsaK)zMe!N>f)7EPY?=rCVACVek9M!8 zp`S!*!GxW4$?rm&9r^!6H%I-szq}>rxk+8Xro^fL6bP0OJwyWmsMFQRb5520U0 zYQcml4gU@FTafa!3fdN=dMdRZ`rW1t&>uE!g#NVYTWGsY-$8$gG#JDCF}6T|+o{i> zf9%xv&<>k6LI2wH1N5IL;SPZ@dh0ZLKs!b8=g?CHl*dOpo|zZ@l=>a2X44-~b&=}i zQq@o4{+CTPpc9wz&`he7ac4~i8`Jz-%u!_|FqWBE` zgs(sch_u3W4R-P5;S@YD=;diYsE(aF5<1AH0_b2z{=c-O*D&=ug1do-1gVHf)fLr^ zuFKPE{?YMJkp{~ZY)R@cQ7TAn<&qD#QzwzCXVb~h5u*5@Mr!zaQ2ij~=}hQIk!EH> zPi>$AQ9PlipPBF|JJpWV(RQyBp<{wnS`)U08U!g%XF%d zqoCJ#jd2EayhttR<>`9p1e^LpC)x$ih8m0F?*P8wpPb=IcIpIDC)>SJP!pSaK!rA4 z4K)?TXE<4xd?j>>NP}_7o^FCpwP^&@ETHKsI1FkoihFsw3_4Au7WDEo0XkjO!qv&q zxg1mrQT)L!Q?L4@&Je}Jdm0X%DViP?^fU`POB9dcX)@H(riswmHcf;6Cz>Agnhl*} z({w0d)2-0CqI6VnrhAdR4mvMLd725GZ_}MnE0M00=mMJ_gf6t{A*e_cPS_7> zEsBrV_nHc|5ykJ9r%_N_kye;+wl4Was5t25X#mtN=;dh=l(Y*jgD$e^W$0p?mO~{r zEr2euX(80!rbSQ(n;wTc+Vli;sc2aA*_f+?DuON(=@2+WPj5q)2L(MXg*w^v5_E-K z@IB~CNB+N=q*uAd*vOxiR|P3gZ<6Y4(@Lm|O>aS6MXE!udFoZ|RPKL?bU8U%Pbw7@ z^r=-)cRRHK>S6b)POqzN`k7Quo2sB*HvIx!W7BWYwKi>odIvOLr|}=uN2Dv|G(6R2 z_`Y^354z4y?F;o2#mDOlenYS8ZQ2O+x2X~uAd25gU+_n$)TS-aK%2HggGBKqFVbo3 z!|*qV)PmFSbR0C;rbf^Zn@)g+isD`s>a{m?qbR;EPdk}#m}rsP%ov^$q=wscE_9P9 z?6n^>!cMhL!g4d9mAc_ylQ!Qwsow^p9B#I~Wsf(e>cB&6F#ZFxgO%xTg>DsTGrcnEH5r;Aim%I42~=j&CD3hl!Ku*gHjRbu5UB-Y ztk4*|S%A*>=Hk(A{=wIy6V5?hLIyw&_Rc8Id-V zTBlzBLW^zs4|>+7ozQbOk-Brq zmAd47CVa`J{h^nGf<9FPS}vL%UDrkxyo*m%CMf9X08+1rREIG<)q`FY#cztI>d2&CAn_58c*mN?q z%BCjJyEYX<@7dH8dS4WOEmvvyFZgV%7G>ND!+V+qeIVK#(AgCHP^8VIwy9tT=p&mt zLThZg4Ek6UpP?^!2K0%Yx*Yn{rgqTUfVOMG_Rwb{wP1KpU7^oy>IQvbQwmyV_qr7N zQdAk8q3?AV^p#DALtonkJ3*B;T?l<63a_g>v|gm{T=EW`#&BqZO*cUsMT?^0ed>HZ z8{gWgk)*y8RRpQaNPTaoMw8kkiih{TdO$zescWGhMcQ1HnB#ipC2xU#+BFr?2xzmY z(oY!C5zrR9;BC-WQS_OQQf;B1?Or{hD!bsF&@VQPfqoS=iYBb#UL^P8U)=pBioR0j zcsh;LwxFP=8PM;J{LCDbr-z|GY)20Q`cDvUd&|jkH!#1a;h93p}9TfERAoNdA z&{G+-Ln+P7@SZZzzjnce(0_L7HE5?zE10p)s%_IIXdh908ot*@(7raUf%bFc|4}VB#(_}2-RlQve^GqAzSm>W0V)`O-|#dO zI#4OC(5sG4V>?vGroW(rZ2AW}*rpxOApzA@uRox=B6VjBPkT4#{+CU)p~Gz22RhuQ zeW7|b?FSuU)BaF>n|6babmae8g5m4wy4rAE1xo31a#WwxQ8pDoN85B1bc{_$Lk&dn zhs}@iDPtTfir-~V|3VEN`F|?NO?VA-T+pjP*L66(8rf72I^L!upcB-q%+;ZnFZcle zAbp}z8Z1Yrl4>k+q3rh!pL&D|PqKR*N$O-#{9V+iULn=Q?$w-Bp-rbjO-1oH2Vd|< z3Z7!qPtd7B!3OR!l1(Yt%%)SI<|4J=l6|TeI?bkb(CIc^1huf~V(1K;+CpdAR05sl zDEFC}jo3Jcg&$jL}Bq z_GZ5vJe5OjMe!MWx{_YSA`O;Hje*+PsVktQD84RV@J8q&JJl7sSQLLP`&2Wi#4b1- zxO(^RN~P1B){qWBBe7yOokx>OWjm#1N*E)!{mF1F78JM|>g-|n>q8X$@f$`||`Dh;Te zCj1l{D2lJk(>Kr{Q9Qh-h0qP6cz91QL4!r{X?WTS4GE}3WBddS6~)7QS_9oEiYN5+ zH8f15E9K-pZHI=7)ICSlPUHTUP1T_hqWHRe!Q~VjX{YueHATptNn~s3SisI|?1^=SpI6Ji`she%835~aDFKB{IwV;UsbW)bx=jtCTWmTWx>Xb(ukW=RG{a6E2bI~> z2)fNKxI1*asF^#u+;!c~Y1|PM?5yKGn$%32j)CqJX)^^=N_B+pvguN2mQ9yIvu(N@ zy4$9<&>WkJp?hp<2hA1fz!|=$hCds+H%NJE4c!+|Z>2gw_Xh<%{SPV^sSdq7-3UD( z($VFp2lSwwx*mGSrvA`8n@XXFMe0tkej0uh^oUKPp+`mWgg(_Bns2Al&;pyrLJLLl z*OxDNEcBQt{5{ub%S4)))9~~-^pYt4a_}@1df84r2`#tjDJWyp)6grT z_zZoo+n`s2)JP4#2zpJV%?$799cYD3tDx8Ig3my2h~m$NFZc-bW>7G#G2Vn$+O!gS z%ci%Ww?%5f@V?+D&^tE03#}4$cHK#h*BBQ>1XJZpx|_+zJ@*(#UE@>Pe5x$@yUDo z82ZdESP6YDiYN4`&CnO3POdw{dpZYNXBS)#eJRqF=2E+z&iyY@v!LK3d>8%NPW?r} zN>RTkRi@Lp75XMfd8$sY^`iK?JZ&Mh!A{j6wb7=(NquY6cIZ2i&WB6(y>_SI_o8@= znHv5_Qkz7j(RF!x2>L;!Iu!I&K*1k_UY-twezH?XLz_k67+dMJ#V%Nf)K*daR?gP& zdC<>6FHc88RY5^d2SC5rsbisEMYrVPn*(EO`FC-d)YJ*swIjqd69axh4vPeyA{Up)C;N|6!bI#+DD|B zbE!L^eQmlE+D{apMuo;Gf%0v-1lnH|pS({U1sx!Y&(PCw=s=rBL3KpB9ESI)`=Ent zDu)iX>3--CQGAArbzME7x+1lpm!}HoP*FU*r*Y6>c4{7UxJa8RxJ12{LiKD~1|4D3 zOHh4LJcchg3_8+IJp&bpw3#uMX^i)vqk@#D40Nc7n*r^rJv36=T)X=66 zpyOJ4z;l9FX#+WJiPC<6*|+VU!b!@+RTKjG~t0Qxc_BS9q4SE>O%hudijD?^g73; zZ=i%-aCZux8_;S^cmQ->P|(xQ6g=Nf9YU&=D1K9XY6qzcL|WlA)~Ht#QWuH_yOkVO z@L?;mQ-!2jL)o9aG$$^(RwYjc+bB0LD(UG)25BpbXY}+pRBY2fP&-jYQ1EFeDT==! ze8E?si$uCsM)h#9$|OM;ZA7NpvX)Pi1~&W1YJsWYICcB&du6|U}vbaO&y^w zqWJ4_lg2n0>MGI~76m=khq{T>B1c`Iluccs?lyIUdf1eLuC}QM)Ke4>zgffY5A_mh zW+wDB5V|HP=;?asTATVqy+ztg!7BAiLw#%-3-uLgGpTJ#O@gkoX$sU&6c6uHgP`k! zUYN;qUNGnB&dz|DY=R!B^S}>v;puwW( zizuREXo#rN70MO73L0wnng!ix(`;y1Ks7Y{z0h!*?t^Z!>3(R0P36!?(XwcG-|I8J z1B`OyuaxWZG>_D1QOzh-TNAztjj?GNlvb}LQ7T`lcj+}YNYxQNOKO}*D~wTBvX3o($q@EPT2jx?zLlq*m$fb&* zr$mL(7@gIt2K020^3)c3Mx+)L^wa@bY^TnHp0(+G=sBBOLC@RN23jIgcg9F*_{*Ue zZ0ZEPXwwzYQc-+eJyozhv`nNH^zzgjdda3z=w+L(g_eur_p7&hHHR`HwV;=$8=+Th z8V0>;({SiDn+8EEY#IT*9#B6`coX!7NP{tmzo8=XVYxxeNoD_$fbHgtL@b7&<8fnggz8$W(p3|@b^L= z1-(2Cgw}|(LTaQ^i=mHgdKUV`rbnSqZF&S+YtsVgGn*DdpWCzu`a-0c89uGymq6=m zdJ+0klyaMMsR7VeBGrM$tKeJE*P@nD%G0q>rA@~{--sqhsp%^C8MNM}&!G)AeFSZ^ zX$|zPO&>$w+4KqYy-lA&n?#zK(JXWHObxq^DTJc>1?Q)NGs4{rOtz@+jKs(TTsxa&V_1-;_LF% z653r9pN6M8&>kYKFvb#%(GJ=(D7Z{?7F1KD&7?eag7&hh15`_-&7?9a*csZ}rmj%! zprB7(0_`Kx3I$iFU{7dYn|eX}1qD|sRRZOUREL6|215Ib;^94Yfex@!eW3$I+DyS! z>NN$6gpU>%@katf}^2BMDcevPaF9%uPa*ZHs?}fNgZm_IOs6Z+9cA9XiUUJD{U&x(hnS zrddz}o9={;6=^Vr-=yL1g&GE_&7ymt zj-DcQVnExJdJJl8(<103n;wTw7O6YEwyWT?P!o|_Ks!XwLxm!3&e1DSQ=67Tr|jBm zuB(@qTnwEmQj4NQM6W~5MA4T+L>u^WXf9gk3guGMNS!8%CX7C@k zUGiJd83EN4y$ziy(q>Yg)<9>8v;yTTwH|6|(+22lQSIoud}=H7zo3_=wa__s!HrPD zrZ1p#ZTb>A&!(@S^F`r=-$Siz+5}x7suNvTU7bd?v$z9hQ+22)DCkpLDA?Lg<&kRR z=$^P&J@xvCudlX2K~FzZuvn?+Ge6hUb5J{_;FK4MayVe2Gm5Lzjpexy_^+D|G_YUZgrXIv(m^r%r@A2B|_7JPx|lrbf_ZqJn4) zpE?}6T%^Gm!&76ZQ$Wqss}Q;(DCp@>=t_}RDA+=&7SL59tw1eB38-^G3DN(cE;gM5 zbrr>D*h;B}P&ZLLhNm;2luc(s-EBGx>LF4chHtH2mq1sGG;@wxLp^P31N9OWxH`F1 zUFaH7d{DmE+0eD3aExN8w@vM!KBAJSS10!(*$e6`Y8R0{{K>A+b)t>|^?~{Y1%0X~ zbiJq`N~PS3Xg$CO+ z3>qTRdqKh88lxjLRHW`X8V}tVP(P(6K*L0;L#k9X9U5-atMX$2(HP z-wcfx#b@Yg7BoQ=UvgThInYFrRv2TvC<9FrsZNfTK$C5H5t?GtQfR73Ehsoyy+8LD=6qwKanaAQu9^tKj;CQc0vyZ1%2uV=pm6> zFySHMszInxJ?bACq(fl%BQ~Ix}Fr3yE+tHp@RQF6{2AgtrRVU zo)T#@DNoJl^|UBHc~5&l&)BKv&|*=1P(D>3de%-ALeGg-MH8;pgy%ue2L(MH4lNOB zh2hsIbpiB(C=(U*bRzVkC_Y0^pK}^ZgMw>SuobCgHeCq4BvKv5@Tu0&%c6LUbt-rQ zv|Oakq$)-2p^QkIb94>#icQ_1S8eJJy(WskEpJq>_qpU1L28qz7pd1pdIuT9(^=3P zBGt*!4bYo54Te_Qy*fj0+0+Gk+b%c|dPh{?W@e1d8omzKwJIp+=~`0ninKziN~tl> zdqK+6RnYsQ_%yaDbtberDClV{^noaTmpyfaJ`_!khWE6R;Xe|oI}>`knbaClWsvF% zeJs*uQad!^6zCJt_9*444Eofjnb2BMbWr!YbY3zIeI|+~jA#P%`K|>cnhkv+Qum@n zME64L?9`pmmv-uI=qpFQ4h3uIk{^V=w&@|LQU&#SCRJ0Z;m|iqsSZ?IG#^@T(*kIN zO$(uoHa!M?>u7HDrbNANhrYAv4(NLo)L=}QuL&1Jn?!Zo3RGA0GW3H@%b*_vs;AU) z=qFKws9+<}8_;H(-h{T;v=Z8C(_7HbqIh`UYbjJEDhS4S9r{J2E9H_KYrzwWpn0 zN2+GftFy+aOKLAsC%3|co*F>4L|TDTN;QJ^4pN>PLbZclo(_Tbu~SDu``UCgw4X?I z7^A1gXaeO2y?TodhV~a}g;YP$SoRAkyfB#qIS?>HYK6MgMvPF0aVXUwS|rljdU&Ol~%6~P<@-)Lr03n zN2$q5b%F|Px&k^%q|Nl2u2gsEXq&n~$Jo>rY9LY_3YMwh)zGm)%2Q{kp@_foi_}b| zKIMz(IMM8g=8A40)kvhxq&)S8j<-_-pc6!is9?DY)__hFEsCf@G!kkoS`yJR(G=(; z(aMNciDp12JM#a;$b_p!H4|ww1*=34LCr;*qk^6mLZ^wgMYLV1C!y0tJ3QUze$Puj1GTVeF?2?j zw3QcQs`RorkK12JuL*> zW)1T+YozGrDp(t@hTA4e!*<{OI+-s5~+}2!X7Pp$5T%em8J%YEEvlB9jLD>Lpz@gv-4vgKiJGdZ~`;WJmIm3fA{Otw79O(sdkXF9vz z^NL^K9+M;;Ny5D-Ud$~fiTiu5r?Z!Z++lLkC6X>)-sA?8EpKywNs@7)qC{7Pi@)Ud zk`upx_-fy9cgdCw++4C{J@=L*QJ-$U&u`pXlBC^AQ6iEbxwGV?OPoo#EybU6W64R% z{XJ)pDsZoowX1PsNu(7hAvy@UE=YOW2kK|14uGz==|HHzNOkCyRRUTnn6QET7k+%t)QVc zod?}0(q>W_rP@HlL@BqDqqCsljwHNa-7DRmWG(0>M?Dg5r6|!OS?(b%jQYv{IC~+DTrrCp5;UUQpW6)dg-hsf2rxydD}WatmD7)hSVL zXq*Zr+)9o*K{qQ^>8WRddyyOhjkjqiG{I5NM3hP?H3FJw(0Tr^LidZ(p8B}o^OBWN`L3ymHb4(J>QfM<67EHE8}y*a zEpQrrJpBkgWYbU3yr7p)t%n}Ad;JPM;^^ASyzDP}rQM6Gy=!t*|+@9nC(36h( zCZbeYbQn}&Q$6S@Q7TB)hn`li@`y6-MRH&08Bt|Gb)dy6SRPPA=vkYNgPs#*qEw}O zk!%7zFVad;;yNdJ$po~-rgNbeY&rva(UGr1!2!n0W4^NHa4=xtk}s0QxeZjA%ae zm7_k|Ov=-q(ASRoyS;qa`WLuY$rqr?fD)pYpl?LlOv=-%(E1>iR_b|ZgGif6d3qh% zXs4D!--=SMPA>HZ^qrl08TwwN7Np8uJoy&1Nu(7hBl-yXA)rdpC(w^JeF*(z(;8^A zNG<5)3w{c15ox6;F`ytX`zyH)+PZ7O0cp_((9ezrq}&QAPg|iXkrUp^h`xn>5fucf z@1S4pf;GZ__fVPX&q9{@7TID5oqu^h= zrXt!&>hB;`pb2Y``o~eJRw&5d@++AS?GWX=6)53eB=?2>wP_#dKM{ZB7pW4Z4uW=y z5^g0&b)mebZgYM>`$5%2szWN}_9W{;)kRu?N<~LOyNTRFb_`Fopc+9zPe(wzI~owD z(ki%-Gu%Tdtx&K`)QHrcBGrM)MGc{vB5lsmsnA|Foe0$uRk%8&R;%DS(B2}gK$W6% zq1rZ`2kjH|@~IP`eQjzC?Pt?TP`;?jbuUT`bid~%TSNQX)D}9xk>5-zU&CJn9VpTY zR3N$%s$?xzu1(iMhXz!lg8iVwY`Pvg+@=9g zJ(0RIhA%i6IzprsD5YM*p!z||(+$v(K`&4Jp#qUsC|Ih3H$z7`Dy?!WIcftPtyDUq zGNo>XjuB~vRJrI5sDVv0p<@HeD0Mf~P*mYoDCp^4=s1y9pw&t}05x(H|B)Th624%M zS1Ro`=Tb9Bogk|6G|2s)ms|v$=x9)WL zfzGq35IWzcrcf(Kz6HJVHDL?r0;MY5N{&u|E>x-@qJ(>qYz-BOv_dK+Du!B%O56%m zDoR3aMB1FAi=ehPT?`eA(ow-O6}${;Cn|`jLUaL?6sbGCJhg`|5|u=$j8g5Oi$&T@ zYPF~fR1);^bRl$!sM2jFRi)ImP+0$py?P^gnA;Wjg2iBe;sD*`GNje)MTDGgmEN=F6Dl$ru{wrMKVMU;tB ztChM1>T1)iP&Y?I-Cn-i49!<+Hk7jIPN=)6z-=a#Q0gA2hfQ;#t3`!D>Rza)s5GK7 z6`T+C5~TxL09_-}X2vL2>KW+TprEHmq2573Pme);L>X6yf~(z&mqUF$a zHf5lGj&5{&Io=x!m3j-hUX*YvP>JY6sDF_1^foj=l!{Vmr9Op9ZCVQr6jem2)k=K_ z4YKKb=mt@FkXi=~7F9-61b%Qs3c02 zDs?P0#-@f)+R;sJFQ1K@3Y0n?8f()D&^S@TZ6=jc>Llo9n@)zt+tdV_AS#OrmaE|D z&_tVBK$AojQEIhPXF-!~Y6(qoG$P-pMieM@4m8!K1T;-l7^MJH7asRuMWpaK=_1>J4aHP9SUVKiYvsR7VEqJoG@ zMAt!c9gRo_)DF5=snUqFCwU`upH0J|`$gqZs?xnkrlE3CCZNgC13^Kb8U{URrzS!V ziB<;%r$X~=ng%^As`9B(`R+yXZs-w5qY5G_6x|O!8l+O9S=G zH5+Dop{GTwBdT;SlCMC|1fJeFE`dI_sXg?Gs31snfIbz)6Sh#ntDv_qo{X4Q=o4}DhrN0B~bIeHNK$)<;(%|XGsDp(F}5vc_QJv|I<4X8k=dC<=y zZ6@Vu0aRtvLg*Kp7D2z-^f>gJO;14EMC#5Mg_`gg=y#F6;&QYc`opFS^ruL5NVQPG z*P!h|%G1lxU!vA-GpQ1#-iQ7cb&4n@`V{&nNO@WX?GUL21$!&?CiHJm(9>GzKbt;= zc8au_f~6|>6_j^M9)Fbh7Q9G{zJsa-G+Fd5R9!U8t&sBcBea_+zGP3IKs7{akxOlc zcDH+d0qtSam(ZRfwV+^`Cj1$yX;T%nmrcJwwM42z!PzSK7qquXD^R)UU#PaIwOh&2 zyU;!&ZHDG6Rbx-?e+5(_+6~%Iq|Kx}?Fr?Jv;r+rsy4L0NGniAbTD*)O@}}S+O#iJ zN2EFwT&aTfp@V{yr+uJpRWT@E!6X$5L6x&k^@RNz*i5>ZE}p-mS<$B8;csoqL;gBsbC zf{quZf>aOa1W{>3!&I;jbfQgtp~j+gl$xwmf9NEUR=BP*(Lm^A(d;NyE*cFr2?~0; z9x4-3B#tG~O-nO?Z4w(cMtN0VE7np`5f z0%|LY3QkUmdO*dZ-chPl)DLPWnjO)6(M?cNG&!K5&_$wX!pRw>#y}U_l!i(~tD}Nz zm6`%wV$(FJy{IxuZBl9`)WN1Zp^ibpDy61Emx{Lgf>Ye@dC7aA%N$Lq8BxAc4?vfT z>PA!`S_pNrX#sSFs6~`&t<>Ytl{P&AT_x%irBX^g1$7qnj>x~2&p};8S}96Q8K%@r zP*S@z^P%lx!ZKhX=QXfFq*z_TEttdLEsijJN4E46@6R3}9Wz=i6QlCM6ZTcL#&ZaM* zexmKZ;57GpUh+HWdYd*t{T)p!k5cp9i{wsdfK7ROasNwH5v7(WwHq|hrW(*7(b_0g zsnnj(4K~$;28%XDsVb%Rg@)Kv8yYH#PGfpar4EK}w5bj>%+d5lzE}4D^24v>;m~lK z>OnV&T12UYdy#Aajj*Wz8YyZWr8+6q7#bz&9nmmRQ)skJr$A#w(VH@TiBip>v`wc$ zV?~>yUfY#A0~%-3nb6H5y%$A^={|K9G~UrI`M%&Sbye_uXo5|xpoxxdZQ)b5CX~7a znq*UZXtJXj1wJ*yr@BB>Z0ZV46_rG(PVPmrJ2cIv9?*1ADoPDgsuy&NP1iuTiqcW4 zOsPK544e8wWunzlYOPY&L$`^vQk0lcDY^l=T@<~QGpaeWoC=b;B|dI5S+ zq|Nkdq121eLpCji=83eKR7<7agdPr3o>oAQh~n$=v;cZkRN(653eJJ%i&{t2PQBJc z3q*;4)gh)sAEJa(NEChLCVu_&=Wzgo=SZUJt@)(*VS8; zSBv{!0reAAgPsy;GbvBIK~IYkZZlM>)R**nMl?90VWNFVEf#5o)JRc2^sG($L(kcC z0Q9^~2SQ71ssp_siYH8KjJ=^3MH-9=J=KMlinIcaSL!HenN3GSF9iiBD|IOJvM3(I zQ!Qw@Xu8`>FMS6|o&;rVY687tQz7)KNHbG#rp9Opy(Ws^WlwuRD?}PBmudvPF4AUb zwhFd@-Vn`=hA$VL1HCDVFL}PGHncKGEfOW5w?y;Y3cWmC2)!*T59mDT9XoXav`Q2Y zU!h(tp?5{P9C|GloejMw(&ijp0ljb2#n5Vz>X2HZf?c5xY)U~NisA`<>U8L%pqHm4 zw8o~3ppQk`%oxiwMjz;tAmynO^rYgZi3bYsZ~l1gT54Lh16=%MCdD#>g4EV=<6W0MyW|qrAT#1dAbGqMx+&Jtx_|f z^`eYh$^sP;|L*I$wgYsjHfW8-Lg)!D?!a2|;o9=;r5NR{1N~Ox7 z9|PJbdI0)Kq|Kx}&4)INv;u8X>PcveO%>2q(Pp=qRFzUMKtGFACr8gfRibzdpIQL@ z67=%45c*XVU-CBfdJy_elyNKc@-ztACWim6z6Nb~!Er<%2Q|P2s_mqsxMj;6|7Lf8=)h!D*nVV9Qcs4aG9?3l^Cw?R*@G_5EQnoz89VsXNtt?7hsItWaxgn*DisWQD_oHmd za62jxKfx>9jk0AKH=~^R#`N)-kGU6RXI|!3l$}|_ohVz@awE#F_7wM_cFp*2QNqbdUXsVVL&pq~SxFi226(!pF)C5vDsbJJAqU;0QMmX|ya;dMNkv6>n zjj|~Njkf7+XpBwSXN9G0S^8aVtVIr4)QB}x*S@B!%YAmu6hK(Ht5 z)T7Xob}IW^vI;wuefZc@Ha!eIZBzDXX3yBYra+5>R9e@SeOB1BHf5hM_MAvp%4zsi z_E}-i+w>x|#HQz<7aYakzDhD0V?XFcrPP96p0bbIT541F`CZFw%04*jC7YH*FWZ!T z>eq6cUV$>Z(j{*8yyR-=6_I8xN<_2)dex@yq1Wt!A44ldYC*w-dzE|;dfkz4k)!H7 zc;pS6vJcLB)28h6yH?utC%xWsn7QLvIHuPuZt_y(3DynRBW7&?=h_h2FKP z5PHw1rqKH~9RjVksQ~&wln5r=3;NJb9Swc7YpT6V=Ot@GYeX4eFrw_EqCU1M`{!<5CE6!k&Pj*@-Qg_BkYm5=lmo}xLuWT9v zeQnbys8ZxQ@UP>dUfE|)ePgG_LhJ3+CC~F??kG@&nIy8 z@{-wyBYkhvlh7ucDxe>1dK~)Ek^hRLS3<+Lf_`$;LEUro9<u>Lv^P(y_|v8u z&~}?@L4S!7u0^ibW_tZ?r}iZEk4<|)J8aqq`q!qK(0`(6jE-)cyyQ2Gu~U@s6Gl`( zDz91g-*Wr&DN00CAF5_k_EAyQZK?b3-+Sg8Xfc6t< zW>OiKPxgTFZMquT-=;p$0it*eU+{m>fp#kU_@+8G^@0u(sZLSiQdLgg03B>o_VG=J zIEw$}_oWFJE8ds8PfmOp>PeCl2_0%v_F+qh*)$0{+>t-;T*1CjJv%iGI>M&mP<@dG zqhQ+2p1d78(xyA0f}o&JO@WTGQ`u)e9c`y3L&w;uSx^I!S}JuIPH^PA=X$*gooLf*P-Br=kV@xe zeOw7SIv6@5=#^H%?4zg7 zR7x%A~e^H#CM%Yxwzm0Ft7NTglPW&_zK(pSpyC7mE@>svA^d zQwQi0o3f8hYVXK@SusY&RZjlH7#);KN4-2>3%04#fGEpKZn0-Xk<#uWy z)Jdf7{D3Z(&P$GiuGqC;L@DS>JC%K2(N#80fjT?7Jnofn&64LpU6fLH#_)6z)HNvR zDf=9zZjSt5xzrpeWmEP6NZnO1?V9CMrBDy0)B@6;WcHy%SKBlX>M4o~X7aMXk}p8L zf|RH11CXw9m-jN@Sf}XNZ9_lYjxXn3Q3k?V;D42FHk~R6yYKA)M>=yVVpmRcWFm$7%Zd&1I zrKLp;p<#|vZh=&)K$Lw9&v21epoA#XMMh7WR+2{I<5ov{=59UI7$u>~hQTGD31SQ;y2_#_qh2YW>XlY1`!t0zQF%le(Ol>@N7rbDpV?I@%03L{c9B;2VOdV{lFveSh|1kk zj!C;qcv-L+S57s^X!A98cwt_36d0J>k4cDr*wIxPG6lk%Wo!tF_B zAH(y2s4_}<%03$B!JwC?>;rWka@4yZNPP{>6KOMJq}-n57U*G{vd@Wm#HNkVqaxMG z{g|@fp!uS-YXOzJ7s-F11wlbiTcL$^Y6tX~O*^4QqLgbvuS)kKxea<;lnE&N?3O2N z+7Eg%=;aG$pJY>Er}iTCl&C!Dm3>^z(~kN$;af_d0{1GJeNN0XBCX_pkXrV!E{knC z8hSP;m{P$bq342BT9kbl%=4mzTgm<0v+NUJme`biPRt9A{Hc;ESHU{ai%O-Uf*Dcv zaWzXtW-UIe{n(}mCqkv5Y`DRl|-x_YJEN{+G*)Oo{Bb%5R!xe%A!SMlWe&`K4| zLKJMt|U!>8VYHi@(XCGxVr zlAl38*t81zQKZeJQrS>matrj6P1(orYz_*hmHHgo5~Mt3AH%a%lyaNt<>?pbXPc^^ zs-R%Gizk18ez9p2^s7iM=;c$}q2EMWfiij7U&$K$-w?Lhv^(^>P5)Bx51XcXIvc7cN(6K&R6U?_w;~;)QwrKwy|kHvKGg);&rV$pYg215slv;t-FvcHlOp@VIj03Bk}B&e=UBcMY? zYC*5cY^%KFbm*{M>HpZe_c$%bHSFUfNvKR487WOEMoQC;RPvNGNl%7CkqlBH8A*GY z_WMjpP5X&Zv>9y}M1v5*AcQa|iZF{P71nR=IUR`D0H+6O0}u%1FPzZ zbeUAD3Jak6npG5>Bxp8twwH=2wH|69(g~?d(W_8Hn_hs<(X5i-GATVqyzJAq&Q&Tk zq@3W3`14SjN4cUx=sb~5D9jh_gc^ymf)l7f^bT~sDBq(`p~fOzCRL==S5Ol#RV*s| z5UC49Iw4geD*IrkrZ(+?(mg6w>RYIpNIm>h#R5r+{{%I+X)n~mrm~NoY8jC0p)gsq zeuY}uR0>_F!lK|ZsZ^y(po^5!36w7S3u>)YZg2v{M8(j>O6dg36di-wh;#yFiON2( zs;x~GpmrinPo$1gc!@VFM}=jdo7G;F9h{JIlnh-eiq>#+0u-~U>~pg^h_bxGvd_)x z=uv)fCtmj9SeJ=%!<3`5p-!S`Lq}Di%S8oYswns(-U8}uQxhn|rlwFAQM5*>3d=qm z>k3gxaKb;dE%^7O_@z)+kCK&&L01OkE|YR}1=LNX6DU=wUQpbo-cWa&%07DPDw}#h znWFSy1hZnARrX;^SBp|TD*IHbYea$Yw<}?)Gt|Q_918Wc>3-;1n{I=yv#IQ}tgg4I z?6a(TiDKdMnZXzF2~ck@<>+4M20K;uaZopkqDRhBVcCa%^%3cWw~;L>`>>^(Y%2To zroP@Rml_Yclc z1{&Z|zBYUb8W_;M+L`4Y)r0O(Dta4^o`mjHDl6zARSa6fd9C_gx%&{5gvOJ$2RB0&eCd+ovl&=8S&NRlNu#b5C0s189t>#LWs*WuHp*fSo!A8Y>FlVVElWaI6Odawn{j95lxpK{+CwK&hfm&^VjQ zKCfuJM=_pnk>>~C`+lb&nuc@(@oG+ zo60`QXqrv8K+{DU!K`e}>JQBjr3NPn>I%)YQ)Qn#G|Q&4PdS<`$_Wc|gD>J`A4>F) zO=X`vlq-tfhD()w0MZr1)}Z ziB0*?(tzA$QprIq{v@8PP&>J?@g5DJ6gtKzBMgwTONBN>O=q-^>*sw@c_9;hidnrff zK<|h&f>g0mji4Pioe#Y$(q&R5O0|OC6X^sh6}5rh7wLq5erzB~@k^j$kCK(@2z?Nc zyG+Va7wAJf)fW25PL+Mw(oT<3H7f)9SfmqXrHihGKC$U)=u?p{lgd@JB_WlHvZ39gVvou`*y&4~218#3G&~6LU(3U@R5%p+ zS`-UT5>)oVP9>u3kaB`A;yKVaBAt-R6-|J?wP_Ocok#gfO^5b~)I*`8SJp=tL(q&SaN^ORI@luX9LBEQ0lK7_tzXp}s^a}L9fQA0G2E|G7a+Ub~S3vFrN)9Yu89LshR8du^yhtac(nWQk6GZAsP<5z6K+%R_>L44Q zXcwlCswmP33S*j87dpwC<)|8TvS#H6mlLV)n01O$Ss`TyU&Nb{swBz`DM!>8s_dn5 zMd?r#kxrPEFS-~y)uwh(vM49GOsYVsmQYo1mZPRnHIYt86)DvNs%}$vsD?+yO7(FpjtNF37sj*b!&`D z)*2Tew_9I?JO}6^@1Kiqw<%M~KgWQboE9#gtkN)f1%$Ckc8HsxQ)I zC{w9z(AhS<4mGgpEvTVLJrriC@B`=^FXd=EbgrHH5K0s2GKJYH`~o`9qa4wfP$Q8} zNac!tht9X@52&$7mr3O-l~kGEf7x^#bb(D3pr#`AP*|YC)1h>mYC+9JsljDZMM^!+ zhRsFlNl;5tEo?dyYH3p)sFh9ipbI@J)*7v#i$q$CH5^?Ewf3k)srJytB3&lss29}6 zPIZ9V+NtZIb~fDzU1C!v)Lx|NtWl~B`$LzCQiGEOJ;9rg*{K1fI(V~O;SEqnJ9P(i znN2rAokZ&4pCKQtlN28eU2fAoQ0M;^hN*#2MnLX_!el*i4%Ee_@z51EO@O-EGzq%W zrpZt@n?^!$kMu2wkAu1gG)gBd@90UsDOcI4iKH?`deTJdA?RwG=0MkYl&%*w3+f?? z)^M~G>S@z*=vt93vqnsXtDx&_S_54#(q&SaN^O98d8sVXYN)rDa`Yl}gGfCTI(iMd z(WaN6J|bNvm91HCKsSk!gOdc!hWdJiF7*m@vq&eTa#Z*Mlx5S$&@DE72;J&Yt_r_~ zZnLQb>L=24)^MrcpxbRa2=y1~GO2vc`WqTxQxgCG%?Emg1xo#o)E!>R(Q%~i6lnyr zij=Ab-DOjCXpl{(L3fKZB2icm8f;So=pLIILfJN*4&Ccfv6in74H4;tHA+Nnq5EuV z2Mx8UJ#@cKF=&`g7ed4TOJjm9_{}~vLR18#KzMI5b*R6c#22U&POc z#suU>Fw0SI=mC*Vpj4&$LSwyI>7uKl2W`3r$`NG;mnn3qZ}>SJ=go37fYf-ArYBN^ zpb0kJ4NbIZFf_@gfzV`;rZX$1=Nb-8v1ueU)uvIQ!igO|L_v-Ov)7zJ!*FG=f>hnzbKVX48+*a+`jF@@*=CR(MpRSzkeqigdynrJ{1D z^7}857E91UQY&pb3_UJVPe$y4ppXBT)f7HqQx)jRfZSzL$y(zKXq8Q8LaS}61wAEF z4~3~JtOGr5(^=4(fZQK^Qt3)f=DF62a)Xlu6+!D%sLN1Hsq-jYZ&M?vz@{e9GahBC zuqm`b6ddq>o%KML=yYhKNS71T8QNr17ie=p?oR=!Y!!aSb3N;&9Cal1oJi9XsqRpr zM>#6&4LvVX4=G2tLNC~KJM^L`7W9zHRpBMj7Lj@qbRYDRNSC2}rE;K`ZMq-Y>J=6! zbuUyT(g}q{qB+njBAq}bq9>tOZF&lN&8BtGHj#QLELGw2(Ch!Dv4JGT3!yhex||UU z=|$*GQFd?}N><^`(Ds1b36v`O1A5D*U!b==N>}Pf=pCC5Ks!Xb%&eGF<@jd;yerZP zlqos^dQX%ZoIqKkzbJfP6ddr!A*4^CVsDm99Y^5@BAt-RR$*o6!+_lX071E;_xa=S zQ9$m87Rnc8Gi#>`bvZ$&QTVYQPsyM3nAP z9QsC-8B$j8Mf`f`TW^-5F3@)#7y^p^^A!c=bXMZ6F?A{r6W zD$xe$s3hF@3+@shS5c`SpyO@Y2bEW0X>gfTvQl3|C)o52R6(>oOrFCgi_U^WRXsw98qnkswg`+NziFfHJfTe)onT*s$tJcfld=?I(1KL!bttSeWV}8V5DBX##YPC^Jm;QtDyoT$>(&(mcviY7TUsXkb{FEqWYk zWYZJS`8GWXH5Rq@3dcfCL?c4V(X92*1vWhcH5KVHuXn0a&q3*;+~5St6K#c>d9+IO z64YFjAEq3=0ksh6gu())-hx^NG;UXzDiU1LchP(e{vvRrn>; z+NQ6eivyaF>{1g_l=>ZNBMJ`qZ~Bl9Ky6i68m3Z}+7Go0Xq=vuRJtezU82I)VJb_M zRE^(&iF870pr|}_sYoY~UQ4_J6cc3!mlJd%)IpRJ(o_}JfI51VC#nWrCR!Dy^c3-i zP$!$}LYLcA59%z6-bSHjr9l~@;&9e3QA?Y*@Ivu=j2 z5$Oa<6WtB4qJ(v`Xwx>lqoP0&@)bzWg>rS62T_X=a8Ay6-oMo{QzB-GoZ zUP=vzZm?+tbfYLUxJ;o-O@aE@G!42*q|2nTG;220R}>2i9ZiOAwrM<+CDLUI2L|!@ z0_YZ-7D2b#^e}XrNIev0t8gjQ&r3O42;J_bMkuum>Mzn|3LQNL4Y28PXrM@!N#&?; zJ#>dn8=yPA!l_C<1>F_Ugk8Z2g^pT7gOth&DOagH=x$MtN6$lpMe3n2PpMa-dqnDi z@_S}Xa{t!XjM3?P^pihA>OR*q9W)%QBjz3^aV6jq!VW8+2db9_lq*al%pBY zFj1+aNx{D-#rHzP19B%Bu}KvJiywqW*i;IQ^e9=W-=R?=^-$>OFf`hu6r~P9V?8)nOCZ{TOAv8^t z7N%mNcF=TDuaL4t9ibVb{E*ypb%SP#ibK+>@oS)2qJ1Hi24BQ`L$d>#qMb8hQ?zQl zFZ7ToTz-mHjo%98iV9re)PXAO56ub4on*wOW{a|+xi;MkJuJ!!3teh3G*6W2(H+nu zB3))yu4df_%@^qe$`g%+7I@^|VGfjM(->%>C_h}or6xd&?9>C$Vo^?*Dh$4e4~LeB zib5(DJp?TkZTDy{v`kbI(mtgYLCZzELOLv30ObcXEjZxsV5g;t9)nhhV!;X2Mf42x zs3_f|r=iD014GJI>IG<}XhcXkq9W*VuTbBe_-g10(W)?2pwv$2Nt=qHRigYbRixAo zXthW$oab`18+ytky|H)+^t4UiKx=IJ7FsJR4%cvn`=NEBypT$QFXC@O>jQE>nQT}p z8V?mHrOOHW8+yj3!_WqidNN|ugTAErztBd};ovAir_|s#U;(+yP(`hg3~g2_e6Emw zq3~IyQp3VDrRtD+&Ze`VLYwMB&x_K-!qzH08+yT}hR}Ic0m(g~?uqQTI69vv19g5DRE1}CH(jf9H-o0<_^Ns8YMeIP1vsgSav4{aI(eH4(p zoDrK*F^I>fKs#-k3Vm$T4CoV)dMHd*;T-5wo905hYogrca^$Htm9bv}p(Q zlTGhJ2W)x|`dOsK*szN>EP;Np=^N-*uP{@okD*eLPAKdpDuwTXiyZMp|KL9{)bRjf5;KoxA71)b>8E~Vx` z6>XXeon+HI=wzGbL#K##g&US=Rz6foq!Zr8KG9Q9Wt-MORXi$H>S^dy(XQZxLPsm0 zWRXT>#AXIplHwbos-nX#719={noTc5)jg`HHC}*f*t8WoEg(07HC*a7sHR8BDtsF{ z-KKY-6q|NHX9P4o7Cu*s3Y+r7Rx2R)L(3YeqG6=YRH06wG*Ky3TcpLHbkSa@jtYx{ zlLSqN&QeO3p_o#CLv=;`D}N=ZLQQ`EC5naACHNwK3RKUgN>F`KW|-=w)S1xPBAqa6 zpr{_yz)Lwg18OMB3JV=Igw7FVhcrTkO`vl{I$>6hs2P-IQ*-D%n_57PMCze%stVge z=ZpAP{z_1JsIe$Fq`csZcqgcdO`V|&Y|4O|+SC5FL^KDw)TX&mOr#zPU1}NBL8KFC zp9-IbI@+`by3D4vP$!!Tpvy%X!K_lv+6r|R=>$3~+6HC(H#IAer1%!7i%6F!Gy(A5FWEDTebO5IQ4HA+RZ9Q_6L5cLXESxVKWu%}3uS;J8Z zbgiAL3tcCQX1UZMW?e6e-r+#a+6(m(>4aG$L`^8{ZPNwN4K|$z-6&EIg}Ewh1N9O0 z3QnLrQ61H0WlLdMI?%3Ci-QK!q95EuvMy2`NX{K)2e|6S~c# zLKXIa`ib(w!Xi-@=yoqvBDx;xFDeaASmUs02s9v|*}(z-n=-qiXcRP1l;TpeQ$^FD zJ4DGLrHLj&cZzhGLPrlncZqZY@gMmsz6cs5iUlW7m*9)|YUplJuaL4t8==8AZHDd% zXjb^hvj-}b4P`5(9%eau0lL>qWh*rp8lsd=NR1G^0o`ZQo6u0v)Zj9yT&3QF?iZzp zlqXsa4HM;rlrMT08t&05(GF;YNGHrH5Pb)Y6y*gc3HlToCCc~cGibC|Sg681&=`?M zQ0VAa=mAktSh!uOf1$B99f2McWrwL^rCx_}MCxIdqofpm|7BA-XuL?5N$pZ$6=;G; zCs2tf1)3<*3A9giCNxPDtx+nf2u&90gw$bCBWQ|9JsGiw0!fNDgr)}cP{rT~N>-{B zG)*b>Kq;aNpy^8KGL$O11e&2#NpJ$CiE2SJMFkLt1xn&%Z}iTXm1 zc&TjB5NN(gmnn2K9$H}2NGQ*y(a=JVMrhVBXpu-GnB`~&v{qxxwWGZH6AV z={e{Lk$OnwYu0PflOml!t3*4YRbI-`HfXh-dJlR^q{|c*sBjnbv?wPyNl-qtMpPJ5 zQSe3lM`*1`C#1HE4nXTf(c35%ZH3m0beWW+U!Vd}VQ@J?`=MtJy;P+pmLPy#(DgFbg&7yrFl~?KnQqKmItCNgaZbea5=sBCJL4_VwQmO{@ zyiKP?ZkVFNI?xuI>OwEslnT9UQ$1*_C^?+fK(lH=MIxQ>Hqu4Sp;ts{ zVaibp=v8l4OQp_&Uh@haT>xzp@vr>FtXS|xyaV*Qs8etPbrEGiZ`gDN^rom=nChui z4`{n6)1&L4w?ujzX7y6)BIs>VpD>jrx)pjyG%%z=qQTG(QNNIeiUvaO+H@!Mo=E>6 z)mbB7sZr4TBAq}hMU$aoo2Eb?h;oC=iPQtohjwZr^pR*&m@3q)+0ahWwve`q=0P8e zbi%A1qJ_{WHZ6cY6%~htyOhd@c6n4HS_XY4+7qVsiJpQ!4`@!Zqd6&}0_Y1-?T}JM z&qBLJX(2ThZGpZNZ3(GJ^cwV)Xm>~@q8-rJA}y8?n{z<)8C2p?spxa)8&UXNa~$o2 zz7-t|E>n0|sc)h0Y}y0u321J4mzrBqsUy%{oBo2nSK+ZRRY|GepdXY{PeyF6qmyd! z`!AbLhW6WZ3iP8Wn81GngoOv0^^+)C-pxuPbwH#OQu=nsD?>kvYJ|(DX!)klFCv|g z(oaIXJ@l(hEum7IE`t8&QL1LOgMJf5YdA`Wez#MXKnF$PPw(6YDy#$jVN+e`Pj8k> zHHQv~G@VCw)D=1`(o2B!!yoSe{Uy=~)L3iW03GotUDO*oD$-?Ajs`%-yjd-kia~#i zv=}Kz*Fpbyg^q56{uSwj6#tRG;@MEr#by6f;-)9)F6cN>v|&uC{!lqlyWoVBqp{HO zHjReL+mr*HVAD9Lf=%P06K$FZRrIKfmY)ipB+||-?`Sr3vYi?Oog(TKKC(+a0#&jL zXF-)k-NIC+)_4r6V$(|KRFN*TVNa#jK*=_(g{pdmeUw@bRTHU)LPr~*>Z0hmvXq(! z)$j@(Jq4X6>J?n3&`}{&Q=}89UvMYB6*^rsFiZ^+eE_A1beWW+x1lqQql=`yJiO6`T}d8sj?Z=m`j zT_)uy=}dnAWz&zO8rbwR)KH`z3Uf580)^+;bRu-FNS8@XR4NTh^JY2P&#d$8R3lQ2 zY&s7*-=-9(u}!B#O>C+OT_B3y;Y=<6FB>)$O$|JCen1)aI_JMdxhJSdIst)ihee>i-tf~iJ~{}XbO}mQV+8ny#ZZq z)0@yWHoXP)u<0GBr)Wp87_*AC;V$S}k9LZ_fUXniGAT!2LDzej+AaD4 z>g~-c5q%EbAkt-0j{bsfwCOjfk4?WrH;JNecn2lbBTs-DcCTP(RUuU@=mq+Ax_}w~KTF9Tc4b_4iVasz3v5 zstygbsVa1bNRN}4bs}`9mpZI9QlPs;(T0vvp+Pp)h3*zOuF2beYsK ztVax#!`q=rqLknS zsx7(~nrzb$Xo^k4ps6DDP?)O1iO@8gCPUM`LYEo}%@FB?!Uigw4$Tzl1WFUlhi2LI z2sB%y%cL4BwGw*BOQnkzL%AYdCgo@~G{;M|RB914*QR;U!y@%i=u(@Yc{Z(w9uc(; zMv!W!S+7F#J?bQS1zI4AzA26-L3yGsVPQ9=-h~#5VjjH#EwbrNXt79-!-knEd=6UT z&FU%I0WB5jgj6rlPH34;A4AJ+`UJ`sMQij?VIj0alogyXtDk5;^r%hWLXUYgP^llG zl_K>}=;&wYagk1-K}!7!Jt5Kwlr1_0J!#Wl&?=EGlNzd2xjOv*OEe-lfyRhVhMuyi zJoL0p6`(buoUm}B3adeDMbR2FMaMzwMA38QivD5w^&*|H;XF}eQUx|Ofu6Cc9<)KE z9t!hR*c{sEr5x3PHi>jXYKceV`XS+9c`?y=c=7&=zl&OZ9+WvQsxfFN<`UH3~IrD6~}+y{Ijs4p5Oumq|Gq z4ZUL180b}zE|V%!;S}gKn{uFSB3&l6O{uBS>o!e;-VjC4wOy%f=uMG&D0DOz+Ah)w zv_q*y&|6-rShN6oTcpdR9Ib%fvFTB0hfT|%cSX_b-Kkllp!Y-?!7N8lK<|rm0_{?2 zEmZ8$ZqZZF2O^!2DiOT|edy61(VNgmB8?#B=s9Sooq7TKSQKrzPlcPHPi)!@eJavr zW*ty!542096R1>l2>Q%RIrUzVPUv3im;~ZTbWH(xyM5uSC)Eu5d5(wMdJx zyrU{-@%t~k@F!B=*r{Yv-`aGT)OR)=h4zRvoiz^Yk!w-7*QUDA_co4^(Q? zP0;^rx)J)#rW>H&ZMq&hXw!Aj9|5_=*s#3b{7C3eFXgB=bjVJPfezcLEa)#gH5xi% zr}{!i?bHL%F`N29e~Yv;&s9;+H5dBFruopnHZ6jZ+LZnN%e|jOVIFjxO-rD1HZ6vZ z7wKm#QFsef-cBurPViEd^jyQC3IVx4j1)TR0G;R+I$8)-6zTmWQX8O?Y}yE&Y}0el zDK@8s%6t>(3zs>2cU+QFMw)`^f)}1qr*@gn+`%} z+4Lt=*QO&-s!hkBdN%Ea>f3Y_I@_kCy8Ql26#db2&ozQnLp$|1bdE1K>MDwU*j!=sG)fKXkoK!=YYw;X_bwn?^x5h%}uw(zX0j=ti5CL49m`47$mi@L0?HDphYee5!zZCzY$n7`nqNbo4xQr%f+HciFTB8YI$_@(x|$N6_7N>SbuKO{<}MYd@tpw0kptQb%gRf>ZQW=&_aj!FilP_g=v-)(o$3RvwrAY~ zJ!R7n=xLj7hSrFp=gQI}$Dp-d%F*4>I-3ST>qUAT-iAw!feLKOfu6Aov!M-kY85)O@dyuQwyOjHZ6c& z5@`gp25Q6g(92%R(PC(;ohpEeY2Y}E zL3-rZpf_#W25qukF+sP>D^a zLEm^ZMjM_AeJj!kmUq+?`p%|wXpdc3720c43iQ2Q*bMr?rsmK-QS@I#Ia+=#?{L32 z%TXm#KZ^7?JeQ+R&`&mXfezSo1@yB`t)O2#ny3vghkg}BKO2rJL!}}u#)girh5lz3 zWt8#@kp`)VcRXOSf9kUCwp}$4ZkAO?HhW-&nKlL;9T#ccBy+TKKLrHCe-+)Dr z>}UXVoJb>h8;&MJ07F10XeJfqz zB&fQbdL61Eir%41Erw3BQ_ny(?bJf(bURf5rFfL57xgA|hDg(S8;*W}YT2|8I@6{S zsJ2aep*lA0fzA>|-xRmT2B@x``W{NP=^dz^NIg8)5lPHmpV}O%%NiM{kfi&ra1Q)kqXQvP+eN&bL!%L5*#y z3pKInZ0G`eRua_Iru{6RZWq=k)l8(Fc^fPBHkv}sZE6CwuqhpC>CJM5sZcAM>OmKJ zv`TB#fG)Br1!^tQ2$pxLtD%cU(Q`R!4z;mUJ)pKW^@Q4qq92bsH2H>2Y{uM^mBhHcf%9 zvS*EiGDXpbg?g^;(A6T1V3wnW&^0zKfqK}q80u-$Qs`QnmP6Osv<$l5rdd!gk#=VJ zEqboCP;Z+Gpc_Qd>vgGV(2XLUP*|kGH=sT?y#?K5)0qC~OAZY^Pp?vP7Cr zYMa*h2)acSJ+h-`pj*8{NAEzld4=0m_#xEKrk&93UZG394fPl4gbjD7@H=RLDB94` zdT5|XizQNDLU(wnVii6O-6@K`Uyde1cZs4k936lLi8P&Aj*`yiH(;WoU_^pGCN#X1Yg2jXL6IJZx8YLf zLOG)7$7Z+I_=&eMP82Qgs0OL=BK1({s0}nhv?=_FDpBDg3MY!99~(#8ph+V2Q0V9y z3MboiEi}cZ>!GPO^@66^)B~C>iXPdmQ5~9Lr+Py(MbYbZsWfPoo$3J1w&^nHAyM>t zU13`&*G^py&GAxulFI&yw}$45)Whp_)DL>tOYKvt9W+m*%cLBQgdVYJCN$rh5j z1$Jr#lxNd}&_a(6Xv68yB9TV0p`+!{Vo~(Sj&6sR*r^rJQkx!ymf7?ewA`kADBq^p z&3wLGO&>t3 zZF&uQN))YeShJpnp7v6XilH?kEyjk9eu387v=drq)6dX)n?8XGZ2A>?#-`7p4IUlS zbNvWy6h+?@M>C*JcIqc+vq(?MBfHcQ=vh(t4j&0dCB;`m&;2(Q(jll&q@IjeNVOX9 z8!(%ap%?7JqZGbqr>c?K5|A6gtnzvr^`Mt*st>(v)7j8gn;Jkx0lD{+m~|%fik)f* zy(-dTq$+B|=Fn>@4F5PhQc3h4kGxG3{4CjW=)26+cXLK(k|=+ePyRcL0@~6s^^*jm3W1Y?t;D%X)!i* zGza?Drd;Sdo901#Y?=@46-9p>+^p8n_adFJMuViXzv7QVKX`?X9)|XLsWhclLiifG8;PD2OY8LJLsrQKS9TAIspAG(gOz&gLPsf3Wjj?5s$$a_(5YTw zre@WIlD(9p`cPF-EV#^ujw(Ra?9|y%brJu{U!-~lU&R069oFztj#5dTCeo88QjMUR zcB&zCx=4#9QkOz0HZ_ONu&D)9%cfS)nWE_X)l1LS0IDsDmUna>RL3iH6obwZ>4fF` zs4yFht27enWZqUBxcW~i|!+Av#dOoy6? z28FX66+jn=)Wh5QM87m$DxZw(L2mhYCY6O6s_UtJ*cfH zE4a*t6P20@wG-(Cnkw1{T_TFsaI^wyFVag$q&|W!73nfGQ-z12m`%Sz9X!fa>JZe? zo8{<3=rU2X{5++8hC12w3v{_ii?N|g9fLaCbo@E|{>!E#q`KHtj?@)49VOM(qdYC2 zMCwXW^bQ^UMXH-fJF~o_>ZIa!VR@*#NS8@1(X86gRW{XyGHp5=x>^*i;R|yi$b+cpKMwg^rq$y56QVsFzL6q24yNf^M+sT(EYuoHpdq5@kDjAy(0!sM z!R16M9U3Z%mUpRP(ETER)^cc=of-`dw^RAh2%DBdBSq1Ra%)V6Mu~L7@>}%CFG8ce zl%u)O7(4YG^ngg0DJ)XqThLfh^dsu%PUt~9^(K@fiZ*nqLTH>wC(PQWS)W1Uy_BQp zp$T^Cb7-PXUqX{?+6_$>Z3(6))_5J7;-$80!%v{8A}vPB(LQLJo%#ZrE{fj94i&xt z&9G@RG*hGz%yOyY&gJ)CHkF5F+jKnikWGh~l`GN+W)*A0s-))FbSgC0rfSf`BK1(X zQ-$Y1^K5DeJtB%;uS@;NhV$*z>7*8Tsa=}2msFlj-$M&U8o`Dx)r`VLqUdcnsst^z zQ!St+HeCoU6-95u6*hpD*{SBxa+_L0`8Hhyt?*{;*4wBDJ?f<#wSpcKX))f0qbs15 zHg$y_wqUZ;}6^@0r+J)<& zBAYfquZYyc@}*k-J?K@N-ho~dMc*%%S_p0PW;uEWdflUgnzb5wL!`^B;pj)`O;NO= zqj#b0c4|NLmOX1D^tPS)33|t-1JDjpw8mjAUktq~ioPk1Mndn|sqN7FB0Ua|>{5rI zVv$auW13Ydjo*LSlni}nQ)TEQQ8ddH9%a@}kxnvV^Mg@I@mi!lw&`@}6H!aIEN9oWPnic-o%uiP8d)C;klrEEU)SA?n zN`N^H6a`o^X<(6=_VhrSEQecxHWhMp@0+M|>nCqdUid%Z%J z>I!{tr+Ps@*mMK5&!!up{T`)g!=BKOHuZ*n5@|7(cc}r;0gq~{us`&(SLoNO09rS6sdt+Mbss@Osbnwzd)yoq75@e&qK*x%FzL+syE9~2~^Fao+|trsxH!H)^K#( zdHnv%rgG3}B3&lcONAAnnl_yXoi5UoCQ^T~Mv9#}iPRaQXu~Yc`kPcOoBoB)6lpPL zxl~;WYm52>JqbDos$)}q=q!MLJ>mY|%|nnnxon%Jp(pbJFWIZ=2E)YMM(htfqk;qnu;#yF^%mvS^1YHp`SLoI9? z1GTj20jQNtW1$O0dI>z&Ol^2CbdgO%pw^=F@VQ*-HU6YrESl=kY*KAR`pHbp>IStH zsRzo{8o5wAkxrm_qCDslkxrmI(W6j%FSSIp6uMNT6H@u2bx_PptrRVUI*4>aYK`bw zsH08KL6?a%B9Ynzb@FBvsBi&vxoA~zLdsDg)LEqI3EB!}*z`QqMWh~5n>6bU=n9ce zphD4mP*+j(dbfyHKv#MxNAE-3L^`3cNU6`ExJW0^HqjoayGPqa-$7T|v=_=0=`w{o zlsW)iEz${8Ecz3=#-`t(9wJ>PwM(hPP*0owg02O(h(N2gMFfun1n0bZe_i=lxcosg=n!fT;B0&@S=1T_$?~t85*R* zonb0nsS}~Qy_BPypur-YFsr3f1EG6FI)Pe??trpAYA3oIx>pnnPDphTjev%TI(ak_ zx=++Cq)er9prIn2P}oy60lMF&anLZ4b|%$Jse7Q|BAq~eL{p#v}2R=U(+ zXq;$jxW-Hsu7k$gv>uuu$_-QVl-dMM6yx=hN^2hdEf(9xUFERjw~tyJNs&}^GNgB}v;GO1Nc z?SXQ=S&p_rbL`Z9Xs#$)-laZ-9u|!WMlfrQW<3VY6X^sh5G9?@@4vj1qZOp)i!_4N zCZ$TD1tOh5g`%1i=81FyZ4sRTEfnbl+9o;+S|ln8P7;&~E%s))RAp$1NGGIrsIV!t z)TV~eGLMRtx&T@(QV)f@L@l6vkuF2KMeU&#B3(|<<M zOQ6R^x=hMZZ|Dh;PM`xy-3mQvQ$J{xSLjmLK&wSMp|Dhi_d-wEGz5CurlHUpj}EFZ z8(J&U2xd7N4y_X%4lYB-l$r^xw`n$1VADg;GykQ$pf4#t587bU6lkMI<+a8%Xj4G0 zCnJ{UXc@Fwq!Xy3QY)ZmZF&@XPNd7El9gHo6^e8M)exL!c-OB1HGhF?cgLqFF-GgbQx-()XUITk)|i;S*S>)%TSt9Z$Yn!qDOYL z7JAhybhH_I%`SW!+Gf*h(CZ@gutsC8@gekvO&>#V+O!keE>aJL=_=d>y=Bv9(A!?2 zOML{rBhm?lEmgP|+F{f8(7PgCCe>Q0eb9S0?T6kM=`yKyO8o{E+w?!^1CcJ1>Za5Q zjrskTmvVHJ)JLK&!R17%Dyf}z;XkB4w&`E!6T9#f3P1HyncDCesa>Mz`_)JEDfF4B zSGb|0b1D4XrZngaQS=V8RQLylyG82Zk^707lKRr7X3$qQwS>O*X1T(H%qkJ}43~G* zfYdi4ov_A0t-vHD*DFY(?vVC~sz7IYbU;)Isx8_V zrW~CH)e)73bXcjgptD2=J*o%Q6&-W5F!=YRcq1q^poJAfN)En=UkKH+sRdMDRNhOa zLuZRpLTaGGc2EP6PBLN((?v0;p(rg(IqCqNBhm?}mP%zn=X$BuqE1knC>9p>5_N~p z6J>=oNYoQ*B+3qHsOU!Me4F|}jXfHn)D2J*QBGJmQPdy0Kr}O?T+tw?sc4&{MZv!( z#fL!Y0WB&YlD={A5l}NxrI2a_U&O~k%|+oiWl?R>M5u+RahP&%emc}rlogVDQMphn zQTU=3=_%s#p$kRx!c<=HMSMAQkw{OP5nH4`P4OjAYf<xV zMXN$uBl;7{5EX{BMRXMEV$%`m3Xh7EIt+Ccg+JJfw~H!V!0*3AyMmL9*y7!yQ=x7m z{YXIjMAf0VNGFi{**FdAE((8a7MChj3A)NFbW|0}6oo%gi;pRF4s^BXaB#vbN9RG; z*mOSBBcLVWkIfSI!`2e&DXQTLm!xP`d+1t^YKz)I*NIZYR0Gi!(DkCUkQ$4wf_iy{ zEk$jh-lFs{<>*@I22s0^VoGH}H+s}f)EDX_>J+9N4S;SEWroyKsUc8bkNSwRp_@em z!_*+rcqq%JiO?;gtT2_W)EMYi(TI>Hie^K%iDrhBD_R8gvuOczyGWNaVoUOrS_<_S zO$`ej&4UJrmV}hA)DzG^(Wa0JMXRAZywncSO6X3}mN4aLJ#?37S4g{+dJ!5VDhX+i z=oRR0QE^D6qC#k}=wL{PMQ=m*1hllgqotKZ#Za~=C8XM-PoR56sUbBGeFY8i$o+`! zhVB!!3sW(r_CZ5MnIZKO{Q})D3V))O4ifzZ4HNYXQ#qo;&~VYrko4`2S7^%bzic`Y z8Y#*PQ%h8MGBiq55R$&#@fy%*QDI11luCid*mMT;fK9cav7%`CA{CwhJt)#iMr`Re zQ5uwEQzK}cO{vg$(ZryK!tE+72Tkx&j?RN7igtvlVx`(ZlWe*Knk?ECrgkgU1Daw} zPiU%5-JogStP&M=fTr8j7MdYC5Ux?GRDWouN5@2ipjkEzgl5}x2lS9A{G+$j6%K}S zMLNldEel2^#qWdW1msSj@>*jQG}ohwqA}3JBAt+`BpL_J6X^s>5sil)5hVvF37P`U z7u60aRjIkq0+CKgrHS&OJTH|lnhz}$MQb>k04)+V4lYyZXc@Fvq!Y;fSISCgiAX0< zYt32(EfwhmYA4zVEfYm+#6**z)3#}08gj6RLJ_kMOrMieVK#z%Z znUtfg&`MGCT-}sf4LvUE8Jv*nCHeq*!lw73Cq=qUs*h41LaV%#qhe@vKuZsVvm6b8 zo>D5)qaD!GqJbd|(yT9`H6op`Mz&}#wAM>G`Wjj%ieA)ErM5xqMY>F(qy12UP5Yo{ zM7m6Bj0%5-Hi&cr<%kYL8*MrQZ4&7+sfkMc3vCu<1t$sm40_fpbg4g~=WIFz6^f>Y zg}ItlDV^VciDr6~480)IW!A`3swVWJmvU4U+9H}47CJf|dP$@c3YVy`7WA@5`J(#J zR-4X-ibT3h;Yy_%L$BC$0raX(O`z92TBE}Ap=~0aFsne+272A5w$K|QT_#niR7dDd zkxrl@QCDcYO`V~)M4N)kq_!z_8T7Vjl}8ss?})aCv_q*Ip&d5$gxj>?M^m8PP}x6u$<0sTbnr{% zqW9r)_d{QK(@Hh%LFjAIf#8HfM~k5nj}9ue2>Qk=JS-XueJj#*3Xh3$q3=ZMNzfC} z9+7$yvQKZFK!xd&g6-C{` z4Kp?CTIeK^E|cmh>JFVO(h1Z{)E7F%rkkNkB8?!`N2xwgWs!QIEYWRH6_HM$fucds zsWuISl5M&Zsw(Oi^dt%gL)AosLK>r4qoL}e5gtu~YKVq<^dNMaD9fWepqiqIAx#aw zi04A5i=s7hMWdh;FXd=9bcSeVSm80WI4V z(h{Zm^GEM2rF5CXe9>d1>WXv%tr9&ArFyhRvA z_3&IZRag<~D5@3Csx7JxT_)0HQfG;(K%GRooS>S})r(W>IE1tEXm-g0gHH2HoP(bxMtdZWXDA7v<;y=r&Qbp`#n2esNp!sEFRH%^ z7eIqWcZO>W7OjTv5$S}~5YZ+m+otuIhKfdn8;(-p zJJ9{2VIhqXZG(o1bi%B$qW7WUUdqvSXoM)*aH3MrLnB3l!dWv#YoJl0*&*eMN}$oA z$sx@XeGZKg&GqO9=mAmm=JS-=2#xhpj=qN;6zPOVUZm9jpd6cigT{$;nbb0+4ngBZ zI)PS-jzSYWdP4LsG*P4zQU#*&E%*(XXkBoUpcA0Uq8CDXS*a?}6w!{5-V@b;rizL~ z`b1OQ;r5f%S6>es;Sid&~j05z~8~HND*BJ<%?>Csk205p%pgeK#z)2!&H5xWDwWPl-Bv^eXhUsB1{wgD>LmLThY#A6n~?`#Xnspmn0mu+Y)x(0Wm7NH=KKbf`dd zT}XXI-$BoadU^Ccv_YgEegOW@)_n&?QFVPBU$6lpMx_L7QPBq#Fjk6+V-0OIc5E0C z5h)tL5~&La($rwZzIFuE*il5+2C))57BDsh3r4YEf4_TwcXs8zXZ}bg_j7;eoS9t` z9_B&%EA<`pXpr)>26{}SpYNmwD)k%mxTqrOHAwU`^n^%tNDULMgPs&=<^ufyEfft- z3i?!PKc0Yz&QC}`$PpzQEqN=2qryZbYMPm~h zuYw(+=WOZ>Wkr*c)KsOqLC=e{!tm2X2SYE|)B}1^q|KyeD0K+*Qb4mrM?f!&^26(A zcf1F*M5LeZ6ue%ka%gElb3{i&wW3?x3aO0fH0Tx4Z2_GDy=qf`=rxrw>MW>E^hiLLKyQf_CiJvYY3OayGYLH_ng+cS zP*yY*dRMe0N!5yOg5I;~X6Sv<3rXr#rLKlPu<2T8xk#INyGQS0j+_)vFTgrTSs>`PEz{qO8f`(ooLg9nz)m=(f&OD5;ae#g=hZj$t> z)HxZWRHkFK>yfO4*e_IIY{jdrJ~&PuRFUY)ZLxLCqj)x z2PM=)bUM^n#77R|N4S&tY-pos!-7YN`av6uw3(Er^Px=w>Z#OFXj7YpL7Uk$9BLxs zBL}^F!E>ReEaq1@Ioj=sFM^th`nnaUTr?WmT%^qf8V5DEX*{%rD1YaVQ^CEU79zEv z;HjcX(3Yap-3nA8ngJDw`Ui9cw3TQ;LId4Nd?U1VK!ZfrL)+MN1JqJ9#BFAb^Od?6 zY9*>nXryQ!)LK-P&}dN&)J8Nbp=!|+P;rjjmwYIj(4f;kDIR~>(uk*D$T?F+Zp)_u zgB$NYapZQKoiTEIKJx$1I4YgW9c7U(+h--uup+mR&H+L$ zkUQZ^j(D?8c!tG!S=29^Tj1mr_c;}hfp(2@E2B!>5+|kZB<|IWXIPFd)mCucJ9h zYK~9s&RO6_}sz07rStF#>lR@ugm!0jBeeVRFp_d zo%G@6cXv{pNP91Bc5>!wZIbVbzFIX8mz?;8{5QouH}h=CiT^H%_{{A* zT5{4m<&Ltbx0ic)vSiDBJXmt#iX@e4@WQJ;r-tYphPo+{ZgpNC44 zbSih0MSb1pRG%k!rWEBC@_iC{ghxtF{6bk2r(LMe3p`PB;up%IqaCFByw3wAi53d- zGS8Fj%o{vT+E9*BxX-&hO>*KF%A#Y^j{1Dg!=w$R+(D|(XFN-iq}@tclzUrn^!buU zNu1^{9ZBaP)n^e;lA@f%?rTmGd7TGIPJEGqtmQdUAX%60vzo_9lC)dkr>6Uy>hm*C zk(~I2{14W+1wU$siulM;pe>SGBE~IvbM%bzCpphaMVxFW|6KIqu>#RT}(1nitW{592;`Y!*oae6;O6MdM zw}mc_Hl%D$QgJbKNt7dBhm&khQgLUfDl(}fbg3xI*4&=s-RD%iKQub}&kDqs9PvTW z7|!#X3v@6v)~4>zI1wK?NTuCL+yfdP{bvQrijIUP*mM+>7V(jT--fx*srU$JV)UOC zh%Y(fW1vZq>y_newk|GBP&hC$Vi{L55G#n5a=|F7U>(A73ghOV*c z66ji+s-Wv^8Vy}9;v+}?xAE~z=mr+^Gjo#7ZAry5pgEDFY;J))C%ez7_&(^y=s$I! zw6pj|=q5*gh2Q);NyQICH;b}vsX$Lbx7hR~bgLsj7%9Hwi0_4N<2-*k1-cEo-KJZi zjH8pYsoYUWErjlf{<8w5b6ZmJi_o2squkf-B<)V(MbKT5TgkeW!vD;97rI-N4yYEo z$EH`Hdjrb4c)Sd{&(SGqw?eP1JBdGs=0>?O{vUk--S5a>PFZxS3#H<>pm{dcLGx8G z>vogkOOALAw1D%nDEB)M4o=eUBwi0a5am`*)e4jqt%DwPPkeua~CPEzqU(36o#TR{sqq%(3EQmvq;BA3eM7O0$1JLu_XgMw%9B}ZHYE#f@C znG?R`h&pGlpp+GI6tex5y zdfujv&C9Z136FtZjs8=oEK2Ak=ru=v1>#GN_%!Hs&UsO?xdl$nOuLhK z59p1^733pFfqFr2vY4+^pbBW2P5q%dNB*vo%BFHh+!J~$`cI1j4TRpdX%O^|D4WV1 zWl@FuoQj7*??xLGOz0fwJyAB5I|`}c(EE{@Iv4uDQ3VkWQjt4}FNBtJ&Ps_};iSTy z#Fs!HMmfsg-h_6CK60eJxp*d(JK|B$$B`?T$t~n4>rUdy&?nJ`R4JO#MjNEga*~QKhd#AwB2;hFBLllU9x&nQ>W zzql0iR15v($agQ$-_YM8Z7z$>PPrp)!k7643V0R-#NoS$7g218p4?^wbU7#!ej#wY2FlsFh7eK&@>$3Tk6h8B{FN zU}e!jH+w4X2eq~7WT>5^0TpgHsShjtM~301h0cz39Mkn+?Q+Eu-@!re%x zaz{J{+Rdi1(En^22Xzps4h1v0di*qpcDHF7w1-V;Xit&qP%xXTmx`}|ItD3E!jVrXAG zbqlm#(95T8fcCd(4s<|3k!u=X2X#>|tuSGQ=zgfHsKl)l=uW7cow^(9Zqq%`fi~R> z9VAkBdZk^{cs_J+kn%Ja>LDs|n+vHsphHBNgtG1=eg=wc%0h>Vw3&kSN-cv9v*}If z@SvbiJr5nRAq{f%Qt@lhk&gUISv06by;ed;iL?SmqE%2?kg5=^fO-bKJS~EH1qD5Q z1@#tbgv9HE*_Uarvxcat)WvzS+}{6Y5|>Qr?!Mnw|f;sX9N_v%JKG4 zf17rI&J>j-V^k=$D^wwh0_p^vWm9KpfJk+?uC$BCU7@pW>IMz8sXKIzNOdTfQNg32 zK_a)no9*1JXh-N=QO2zls0I)4OMXpYv;GWR14QX(R z+Y=uE4RJ5!>x$K;vzi3{9}UwCVqakjAUnvPa2F(g6QtDCY3Q>t$A?0ZibftRL z2lOCxl~NT6rQJzf3snb{6)k~gJ36=CtY*EK`W%`QP~_tAXV8s~e4VmrsHZj1O*XBDZWfie zI)&6X&@Dl)3b!Zz6uLDi=;>?dHk(#Kw~NxQ4!yGOB>oG^h%x~+=KqyrUdX(8D%$gC4PIALvn=_Jba?X@BT(Q92o;USsSEJs~OyXmjYvprB8cLJJ)YcOkxg z4Ocuq3VJG_$Zd*yLQjjdnN)?SFSN*}7b(ql8Fz6+lhC(mfG#pxD_c{ey>d3#J%cAq$6#O4} zpjxFeZV4)JC-Fe&6_H!urA(*{dexDyQ=kdZYc{2!*8_^wYYOy+O;e#aZ5j6|0^J0?7Zl7Wbv5+9DD75AdAb$) zKva@Y)}6%Dq2)oUUUUoep-7u4=xILmkxdJrk8QdO`b4BUWzhw$RVscQTH(mAKqb!N zr=gV_7EI^?=u?{>gz8nW!quT*S_PLvpV?FkeI8I&sh6QIL|UO>z346I%MGd0Nh)3j zedWlnltq=LO09raiL?Smq6X+|n|^>++q4>56HtW;u7$pFbV1gw(92UD^sOk9P_;XW z--NzX!E`_yZOZd6n>L2lid2VQ85L{-{a{m5s39omQ;ne?MOjyeg7xks-Uj-~rk2n; zQH@WHaGz80*3i$6MwBE}>Q3Tz&@TZ+qGIS*o7zIZiL|*a8d0ItcF=l}R-j7JF3|5b z?F9WHO1sUZs+Ia5^ruKGP)5`d`pc$H(BDBppV|%j$B}=TC|IL{MbN)N%F`ZD>ag4& zdHKzpWR*GqY9!JM)F3(-YAmXED+P+6jYQg97L9aUQt?sH#*X|7RHTBvp-na{m{1RB zQ=1NfHVdd!1rLXss8{4x=v6K{5o&7FNl-JJ`azr9bPCj5RFU*btJgqi3!Bb?S_D+B z)BtEpQN3GX_y*AksK};~&{j5$g0^<#|K1IM0Vh(yvCuX)je}a+G#+ZTVXsjYDtH0Z zTB%C6La(%FCe$V%f63FKVv#nJs!{4HsBMt)Gz)4cQk_Do8roK*%}`baZ-BNFX$7hi z-41Op(hAfdx)a*Lrn{gWZOT9;BGoC2E-X>Od!d~iUFa70HJH%-(9WVFX9b!E?PAjc zsJ%!nNR_JB!_claJp%0}(q>ZSN@bz{i6XaBpy#0uc4`r{yPbLo+Cx;C6imC5_zP%H zn?8X$iZmEwR4es5)G0`L`UvVQ(h8}JQr|;+iL?UMh<<}ggMyxxLwnn)AEA9j+DyT$ z3jPW0D{>3DSJ~5CXg^V@vjRO0?Jv@1sLt()H`DhpDc4upD& z++N-`Nvb{6%Px2b)LT^KVujScP#;lwLKW^Lj-kFb9Sy}IZKhzQQYS)3i?jlzMQ1?A z*wh~?x2Xa;Rus896s%Uk-q3NPbU*{4<3$w#odBH>^zsEyhfWj~C8>-%iT8m{5@|DI z)QCnxCyTVXKo>#%f?hs#Hgt+eE2QdFa13;6(96>(=rlVu9y&dsdKDZCo#DuTyP%h+ zCQyH+BDc9fy`VGgg5#hHkp?TICP8P3s)K?a_BBm+SMr(Yzy6Orw)Ve zvFUK=UYm}9?h|E_UiI!I-XEG9q&yu1-7nG#6E-My9yCv+m9pp(C;WW}XueIupamNi zyrf742S5*qD%=VMJ^jc_`JkvKprc7WWEUI))rj&FmbiF45_;IC5zr%!{N*r)PgOyW ziZob(ra_O{GzNM+pi+%76?(#^%b_Pl>P|18x*A$&({<2OHeC-rEs9)s3YKe(2cbnl z%G0&bGj{3$Xt7O?K+lSbl3o?+bs6-Wql>c%Rf>*>vOz&l^P%TO6+x;FdO@VkTvu8J zKY(5ol_x1rFG4SgiUOJfy&UxNsin{oQ52*ehL(!LG2Vu1gM!sA9=`#-B2o*6_p}mv zRiqUtqtqJcHJiSHUJrWt)a%e2c4`&$rbwIVRij?(pk<;;w^E?xP@O0p&2h0qVk05+)12;-WO>z1wC!rl;>X}tw8lkwSbn3 zYTQbJ{-ofCLBR&4HX-#{LhS zYnwVlt5vW%xny7PD{k)^rL@8rC7Q4ssc)2ONK&45fxZoTdFljxXBRvW`rf9!p|v8_ zVT@AOG>)Jjf|RH3P=lR16#CJT|DI4N_!F1>lU=YYsdYiYNMjrV{VY;<3VP}V{i0rV zZZlM_)E3aMN@;U}&VYWi={RV;O(#IV+jJ82hbTW`g~sR!{TZY@^@sivX@v z+onqBADb?O{uSvaP%y261EJL6x#wS1`CgtzLXB)13N;pKutLF$p^ZeU168Zn6lmk1 zpr;YgCP6_@);Yg_;CZqtwk%Q=4vsnu*kcf<84L+T2cE z2{pG<4?E3MIsHxgjrqJ6VO&RJqc|s%HJrTx(V9GPCW&+6y@)R zPc492+4K<9+U`{iwXu6Gf{N{ew?l1hx&vw_ic-0QyHV#(;$xw0MfpqiGz;2Jly#d6 zsaj}zQB6QkLp#{1SD_tkdL1eesXM*uUFG-_XeXOiLOa{^DYT0ylT7FfJ^-~BX@y=5 zZcn@#+SR7-pxs2;TozsGLaF$B=zpSQ_=HwK9Yi&5cOkV9+TBjoLwnf0eunn6X)V;z zk?&5gB3;);{O1!pDW#bUv38S=oBn{h1XSWijW=eDt|Hw8Zj`4sP&b=eLEQr?Rl(NKfg;tR zpr=mIK{j=U4tC^!qLGSJa2&(;P)cQ* zFQ4iT9d4(NfsU~0Sm;Qb4ug(zMbgD zn+vH!p+0uOQ=z_g!Ez`TsRacqHO9Hn(T)n&Dxkpc8Gn1Ukv4D(Ga92IIOi>NN%GCn|9(1?mW$BB}^z2z06_ zlTeL2iEo5X6X|j&=xH`|x}CZiIzyBW3QmRk+Xb(N&J%;QAt31L1&3F31!_$ zJO>&OP@U)|=xmWTb6uXEh6akX0@W+^3UrQ5uR?=@fLCYq|F6d4h^&EBWSotGZ#|tLg$OJL9d6Q3+&W;P^F!E6dGaE6VOOU zqg^Y$osKSYXYrTNs37I(dFVo=v_dLUY8`Y@Koz2&po>N2ZiSSm%{J%xmnaHoW2nle ze<^sWNOdS!>EiL`q(%oRPa8pFMCqhgwNkC1u>oa7EunEDtOafX|MwALFzJ5+I25bYiLS94VrK}XsW2v zr^dL?{J9Nuxu`y%uFy0`esftgrpWDy4}qrJ6hSjY+Ds}^>M&@gNGnje=mcn1Koz1B zp({k%Ov+OQbfrzFKv#*hnN+0;o&{CgGys|%P+F-W(A6T-DuMk=q9`11n6c_ zQPQhUy?Q~n1O+|Kgl@IzO6azrmrsp{ZWn20hObwz*-%EL%>}vzx zDM5FNRHs09LU-AzN1(e!*`#2RJBhD`?g%BG*7r-On%wHjI^$|S?rsNm-O>j2M)N)yV8R*+ik$p7kQ3{TfU&nl%l1=@;& z&xzE%K);g8iZZT6ff|u|-Y&Qe^n#sg483TlnnN#%G&8;GT+_HE^m0J;qE^rnkv5a^ zvb&}%_KpXva;F49U_G|tsa#oeGcHY}LX{?MBn z7EI`W&@xe}D@4H}P53ddSDmAAd5T0QlX}ahW1+WgIu3eAq&oB}SHV-DcY{=g=osid zkyc1miYlP@Z8{73z@`Dva+}VEKD22d^ie=*jWG!NSd_m}p87(ch;*e4@99ivg`J9_ zm7=U`L8{K3#1o-UZJGqt+cX*aOr$y#tXILypwDfZ0(~LUW>O7G&49kNX(sfQDC;&C zQsbdj8}=Gsq=M6-uSF$3HC`ui8MNBbcqjZ!N$47AjZ&E;Rq9USD(IUact@UY;(6ehdm$C^aAYNu(7D zR*GJP*4gwj^s`8tNu`x~2l^#Qd0GPfYNwV$zlpS&g4HVc8MNM}FQDIpf%=HKP8|_BK^O zJBYNIf?1``g?6;55-Net;onj6{R_DP;7-b^5>%&>7ehPSR0Zu4P`y%@LhVIbp=>Mc?o3VPazf8(x?O&ddfZQ2BiMXE!=!RoaobhIdcdn-j>GsZDNK~IfHm5cJ1 z?CEDx#|8zfRPY<KnI=L=SU7;Z&b!QAu$3jB`%BbL}&@hoUlk#*fG~A}a(D@>5CN)bkCm#)>j-r9c-$y%D*=}9Rp1W zdeyqh@ikCdq|NlI6WtC?6lL5>fkr@+L>&TJ!Y`u9BDE-_=90QB=(SwEGSC!}x|8zs z5HwY!6{udRMbPCoErzCv^0(Kgu7#!ty*xb$%@E~>_cRZhY14hsEW6-?&=sQm@T)ca zGtiYHwcxruy#!rl)5}nGKn*JRA~ZYb<>^`IYEk~WJlzXjBT{$9@U#rN)}}h>I-A~t zuD9uJ=myaoH#5D~YxqIX9Fe*g=ria>n^r zJ#=eOu!$!85xPy3+^C73K7?*}wZzGvjVjuHP5Ej z(0ozPB-PKI#JfWaY-$fZVAHP9gQD`F;2zLJHth-3h+HUlU4u2oZ(P^IqROOTm8c7; zM?`u{kn)uKx1Aq#luie!1E9z3f(KCWagpj!Q1SRM=m}B2;51h`?gc$*Q(tIdP|&9i zf}XNdM?g>8bR@J$RGnPc9F1`T^h}V-hNNmbBGL-O*NG-UOKrLgsnouPzU;prEG}P`ynnq0b!oZ%q{Jse*l=&qcLvr9fk$FH}%13bY#fQmH0M zs$2#C;alZbL8_mqfz&FIx>K-1^fUCe3Z~skfqFx$l~SDo{R6GB3;qIqBO06(tWvM0 zMLYo$RR**L^j(ljE7c78UZfSqm?qj5T5Hn|&<{542sPNW6ZB(1bJVLH^pmLCtuThC z1E6&_b%B1isT=f*P2HhiMY>XY&D9utK);Fdx7Sk>XuT+tOz7z-=y#jSpg%-4Not{b z^@aYlDTe;C>1gP0Q8p=9tAZy%|A^`mS}r;j`d6gQTynjrACx*W_veR`w7Ed1Lybh` zNx=rC{^otySd{PO=`>OsiLycJWN2g2>VO77o7glE+EldOrzX44srW)@Gn*=*CL#@1 z7ENyAV)409Q%Al|fi8ubiL@CiQfd;kxlL)Pxk#Hy6)QCb+9IG5(Nw5~NSjG{x(?dX zrkPNYO|zh_Y`Oy4+NNq~8)cPj;23hf*e^r=PAE_Ui=sD03@LcN}Zc6BsqebUR*NNBg9pr=~seROISVuu26lhdPT?r$DQq zy+rvje5xKQwNqb1d)xFGw2w%2=#|zOYoUFEl&96ues<~yXn#?DLZA8&I>4rnpe}Z= z&!Mg&)nUSEn(!B>n@B5AwW!fnJpT$(o_-~Dpq<*7)Im0F0v&7@Tu;FsBDG+QIU1um zsY66sfij{tP-N4V(4jUJL5JD26?Aw&bJeRQbc85>qdYZ+juh3n%}lsZssBMo*|a-U zCQ=T9PuL$N4-=a*}Y*3i+Sj9X#C zdeOGfF+s{xE2vzgI)zks=va|9Lk%i;7<8Oyy;~`ZE_0t#@o~`cHuZ*12&jn)_JmG! zWY523D(?wc=ibcbqGi*8^ z>TlBp(3v(3hAJFQPF}CeO4O?dbe2-;&KRCXK?9V^zh0hV=xn95LaKubRzU-Uf}Tb~ z=ZLgIs#K}T&>)*GgU+>SG&DG%t|~YQI!~k)^zt+X8WN-;r6xi{McPct(-qJ#N0V#Z zW~ir9yFtU1(q^b!bPaTVK>b8lLl=m&nUts7p-PcjK!cUK6&ewwJlzM4wCP@Glt?WK z1?NE*iYi?Ts7k$_fG!eg1*#S;gf13MOH!Vmg)Xt_IjBmMzvMY8cn@@`NGtTph+c+9 zi?jmG6}<+H5orag5xohGwW$soC(>q83zhl^8ZXicR4e)%nqboxP}-(1p@}wq1x*rV zTnlGX>YHU|Z-4QT|2ow1!?++NpM=uCi%csM@COq1iTV4P9;1 zHqbRTwS=w}Y38zMin}cSfg0#Kn|6b)7cKYqa7q*1jX${L8-kRlT}jPxG(|1wMM7kWV z%cr_Pcc@@_a-)jX>uw6(Dazk@PrH!1O9fSjf}VOqcPq6pDEJu#@3B*TN!@Ex4Bcnb z!O&dw%HMfE#-`BycIpslo=p)n-=;&M1vVW9Js?td?na63VL9}mO~*nH1qC}O)eEW- zsSX7_4T2uFX*l$VO&36qid2V!rRp^ndMrqJ8Uj5Yq`E3K4tm0-@z9eZ)uES9O@kH& z6sh2B=qZsllk#*u^t4SkK#Ode13e=uaV;p=Q@t*Q7K`!|db%2VR;2EQ)ZNf?B5j7s zRqz2QYtw_!^FcwMx(j;2PCW#@Xj2XJl1&doFWdA8v?QQ@8h$>sRHVVUE>DY~TALO_ zuh{e~^r|R-dwszf&}(+;QRsD%HZw+rCVT;U!=@LZH$~b^YOqpoLCb7<8>$Nm`qWF% zTQP8@=fnurSiAe(=(*r6RCS4wGw(ipehyo82Uh@I;1>( z1ueH}74)H~#MLRJhC(0Nsjs1rMHNBnP3V&#m3DjLFQFBp{B?Qy1X^j+3g}Zu{*Tv~ zaGDB!%AbnVE2TOG+Grb|f7$dK1wXgx7w8L{euuua=?~~DQU1EBHQ`6lsvza5F%y0* z(&aF`r_G_&HZ_OV*wh00#-=TyZ$)ZBuQ{5q82TP3{){3;5f*BR;0R0f8 z=8D=v4K}rdeiY^JhEHt){UlNgdU@ItS|`#9RHI%8KtJ2m1^UINZqTnmFJG`D^qZa9 z3tDeeDfGKYb(nCWCOjDW!=@h4pQ8Nj%__AU^jFZUR@4>xJ4n@uc7^^CsXJqM>IwZT zO1sSkTF1LLbyV*8*A%rV(D9@iiSh-Pt5+|mu_&7q^mGigkx1PsSg+J+(8fV(wdiPQ z6OlHP@-z(E)TZIkWjaItOYN^zx}e(B?J`hML>G&WEy*i;F%+>oX= zaZTfkpjM8ix&_`p3C)IDE0v6qP#S7ur)ELLHeCU=6{$PDiZsRzP`jX)rwP!uc4`i^ zUC^so1+Rg&SHb0Og(4pc0#Ig?3V}lBAbT;=#NDc2-K=>E&r2 zsa*o<;NtOpPPH(*mf2O%Fi3i!?LC`!ODY_6Vp{!!LyP z6yx&|pvE1+(6>Sw6Coq8WS z(582wgY1H9po4At2I>(M?5E*ZLWhXlLhhyXbTt%-bU6k37dq6YMlE^%CCc9@UvL$v z!|hax)Dfb{%|WjUcM^Y2>PV656sRewqk@7y^*5<9QGN_hzd}9jg3T$|OQg;88muwe zK)r*Mr)E$eJGC9uSES7ptW?2{P;Aro(9t&S1s!A4PEff`?V)1>s?r#ppyNdOOZHR@ z9dA=R=meX#g-*14b%su|Q(HkNi*$duQGSdrP(P7YptOcR5<11E-q5K*L7zGRI!%;+ zQ9SJkogNgNrd~%uXNa_!F+3dy^|z@UIy0bZ6+8y2u<2OnERi1=42 zNSi4*SG~qS!$tWqJY5K#FUpVM=_Kd^J9QCMDayYnKGh!@AqvMB4~?`_XF;Pxs>AR# z8h$EtVL%H-mqQoXG#$EFq&gJzsaen^HeCr-*>n|jsZG_;Xq&Ev#)$IQmDTXmps^yi zko$2{E4qqr%j1HAo~|P`UX*d03#qZt1W`7ihoQ8c8V60ZQ+Gj=Y`PbkY}5VFWup9> ztq&fw93%bp=-UW=h>QGR&eYbi9_rdsIgfL6Ov;}@Z8 zMEMClErYJLQ!hi;i7H$juFI#|Lf4DB2J|-X-Wx>q0ewVjjwt^I@CBcRZWLvM)IHEm zqWtg;ZckhX-7HcaCiL_*bc;=Epj#dJ|FuqPy$X(F_}hY%r>{ueF3P_so?e17qWtil zYM?tr8m!PO)r#j|HZ_pCOQbqw(dBNyRNREr-5aJ7`is;(HvJ9VYtui_eWHb~N1@k^ z&|Ev!h%xSWV|Jf1uD@PN0M4-(^1eKWo;^ho)>j+o0-t3hCnaaG!%MKl)o;Y+7o)oPMrn4Y|{W}iA`riOGRqIgk5!A zqo7(*ehg3hL$8RmLMl>fGW2SY>M7b6dM!wKngqQr(h3F3mAVOfLsa5c3e*pJ(@xzC zEfYmSY6etir*4Jb66LR}pNq#6p|^vAo~A+X1O+`^1HCKK3d2{Z;DgY6Ha!HrFVamY zr0#=05Oqzi%NM*1S}uwLngx9*%HLj}x&r!06i)as^s$|~3i`xOJp!$;Q?sF!qWpw| z-Kg>9(5FE`PY*!#BF)U*@bnDynJ9lZJdK7v4^oxtwFvq`)YGj{(95c3wl*+!u8OvqWq2W^ak{so%$VGAN2C6Z=m0Uf^*dCBj^v2HZz8&rmcDYWz(Oe z{<7&`=x>`+6#U1gM$o@DHHK1Ux#wU0{uCzM2x=tCzvnZ$u9q33u}GIg%2N@kjcnQ) z+BoRtQ_Y}Fg4A5~+7jASRN_|X<>^$$*vw9CMXHG?|L*mvRiv7V(m}x=pk{W#Z78_8 zC=;Z1f|}d3GqiBq>61i6lyEVzu9V4 zuqD(^l%LR3XJ}hd#%-oool+&xc0tNhM`(Ld{<=JMgLbf~JG7%s2SFu{{GS>X#<+s- z*gGkunG19Rshw>)3EIV`lcDxD^?`O3>2m0`TzBJaXg8Y%LH`rwZ?8}71$7WrCAYU; z1y}Pb?=H$;m#5=N?IBVf#_&`L?J3Gn=;>Ujqn#QFbqZ3eQ@JA^2z3_a$MAF-TO{1W_McT~p4eE6jw2vr%H$1K2ZtQEPW|P`al%LS2PK5Rs)w>pjUTNq6QT`tK z)P+zNyVn$`t0I__n@GsYoG%~>du6oZi5c8>2~N~n=()jo9=`T z5#{f^?==~UHcU-(mz9cdfesZd_m`Z|2XbzZJpvtW(?ie^Ha!X*Y18A-QKD=x z#*t8&Bj24dnz%jjBB*Cj&{GZ6%ch5+-T@V<;Db;f^->*rdHNXYYttuCtb)m_oTP4r zj;L&wY(ESD%N#<2pw==uAh2yW!~qs6wgy7+saBht3k^-%*~HLjy#rLoZJ)xvsPAf}fEZXs6nc zI>)9WXpp1A@R24QO2KoL(hX+}PfbY;wy7C(o+$qY@TtEjI7Fls3ied5y+{oWQl5S! zHOx-!O=`GJ`#|U0v>$XqK;;^vBUEWqCuoF7gE72M9Sn`MQ>D--J9P+jp-o+&i$rQc zuYQ`a47%9SHdcCXgZR8g@TtT5qPZtvwmufZDrWKz>a8jO^uv!UrW4T5Hfw3$?;3RXcgZ5j>D zvS|!-g-v6jD{UGFU1d`ms6)5Xx7fYKV{O6bO*m#3?tn{2uUy4fx`61v5vQP8b6T?E}`(sA^r;Z0HWrG`B*^)3eZ>HoXkpWz!Pq?ttc~*Nf0SHoXMhYtv%rK2dox zVMYaeLUToG!SJ5mfbJKi-DYU6QV&D(MEPG|p00xCJG#6kNOk3x`2wZ#H_E4;BlUnN zKZd7e(1W5(Qc#uSPoRf_l&24&8auTTdf283irokyc36Db>1|=U+B$2|X`LyUnDQD^)|m7etwW zRzNR`vH>-w;7dU-UvLZPWt&<+OKd8FmWp&ag$awHT1Wnw9aQh;iAVCglvk9>-(FAa z8U9tJ(r$AhwU*RtN@+8++Uf$bGz37=nK2oY0#IVilkQ)cM=cajr~>7%Tpgxt3>rlsz|9G z(AT2;C3`vxS}n?7vZqs^HIDq{aLJy|hrSW1dx6G4->P8#ZWL>bUeI?z%F`v#_ae2R zpr=XDT02z*{h(g8$tC+#Q>a0dzb;SxpdammBcPvb8VRklX%zIcO&3DHh}?kukNxQ- zx*NlxUqu?MK+~b$f`UFZ8d@*P-zZO$q2Ggo9n@8dMx0&MDX{&z_QTFdy&f|5Qpht%dG zU27p#3pKZCDYS)MFaxy+DAI)YLt6#~J-rAOi8L5vczPS!%1$kTwzhlS0&Nqd_>v=j z9%^aR3s5Ujehi;_3u~GX zw4F#TDA>>KiNA-o7v*1NPcK0`*r~P9jv_vC6bi0^N<>jWE1;c3B>~+4?JQDv3Rbv1 z@o&&BK|xQSK5yV|rG+D%m9HWyOO+VTX>0(G*fDb!gsIJqvLDu(v5sV!70DhX28G5p?ksvW6) zL={2mA5!~@)ScT~<@UtwN$n@n3X~T0fcCfP5aH>AOsTM$&eiZ^pksoRr$JD;of;1vYtsbiI8pxg`hxpF$BXj! zutsC-44n`Z^fVSa(WY_GNus%~4%g*VQ=yY>ngR8*X(n`vDF0IWf`g$`MfrQ^X#{kd zNGpu7P}fxroo>@?=nR{#hWgud4RoexZgR=K*EFcYPF)9`Wv4EO1_YGV@Kd0(ZJG`Z z6sbFxT&vXW&^b0`pg|(FD5T~?=LS@#f^(t4Hr)@MC#rRuDdE%=Npo@ZDo}Pp*whO)rU1HN~P?b$jLzmjL2pVnEVrYz`DJ9A9tKCUl z#oxaltCVKuZg{FAHO{8Dpz$`n15FU+Z?7--3Y4}}??Mwr+RPXYn(%jMl1*!%$pNib z>R0G8QHfijpr?7fqo&xYKS)g#se2*yH*~q3`VyLEr~ZMa+o@I144b}&X4p2d&@U9c%BJ6-YP(l6dd&_}O

J*lfj$vvFm z=`ZLSJM{&0ttfw8MJm{oUe`JDGjqwFT0_^{sm-AqY-$e8QNbq3jq(NCLpO??@INbN z6l;t&&`m+g(~i*1Hth`EB2tS&!9Ac`gH(xnl|Z+N)Pj_!eWBZJ+7HUuv_Eu*-D?-< zPCL~Fx=WNF-jC4{y4x;T4BcZ>Tj*Z9S10JcAk{&4V<%{?NZq*`o_av{+jIyt&!z~P zFUsFuU+@5Efhd2;p7w+ua5TNr4OSRqH{QJuDwUtGRKp)k>LHQpkn+?Qsu5`g>Z;VK z(8D&J20dca8PKCPoeVt|P^4a`LywEpoiRL}2|Xd|;5I{i$r1N~o)krHr9eZVg?1{2 zo)YCR*%v$sdRn9v3YNRd@fc{4O&37V1k_KdOQFR9RfwvfXGPjfFHcjU=N$Q;7tmm( znm}2lG+2SgLC*&TeQE~uf+&A`J@toP6y*z6s@GWPB~j#7=;i4==w(rUcuzB-C8EJW z>N;qth>skFf}^2YQE@=~K(B}fCsgH5;%lH+ZMqhEO{C5AN-OmQ^tw%VL2uY}JM^Ya zcRb6v>1BFE_e_0uAO=gde2VX2fc68T<8Ov?uVA! zG!OdFruooEHZ6cY7Ik&Ej=NEB1SD)fy=H@wj6JLp?GwG{eJlz+YEYWSO=??w4BJbezW6=^VfdHM_bL8KL^Mg^N~ z%M&o0Hi3Q=<$Gn7`iz1`LhNnGA z{bSP}(7!=1pV}Hq^>W|&wL-yq^(uuLiK>#}J!Kf9v1oNd4NCPOwNXIpMF&C~i?o?u zo{oezu~P>@n{Jqz>FTB8BcRP3`IWM0W)t;_p(aYzxD}{Kv<1}ErWQ~$QF2{LsvESq zD3cT{R>42G8_gZf)C#>yM5mJ4LaF6Rs)MLA)Iuq3Cgo`mw53fIP?1QRNtLSLP-rWg zhCy4~bS|__(5tHoo&&WMsRg|}jeuH-bXTEBspFy6j{G~bKzl)Lf`UGE0aR>LCDc}= z%@pjZUTLVEsKl*6<)VSmwn56%1ZX=u)gRj4rZb@(?1EL$jy7Eil?2pJ6HbJ75@|4o z_cR^aS)?m1&}GmrB5j5$RPZ{eeUS1r1==;};XpbP37F`SNDXMTQq&(dUbrh*if#yP;Y`P!n9MClNdJx)6q!twP^e|Lv z(<9K{qMpfw)haj{+DD{16!i2gv~NIjlzIl*Po&MHJiQF7Wl*=ESB>Z;sJp1bt&qx!Zh;OIJ(Bdp@T*0UZ4-59yTq9 z4iTvZsXC3Z3W`LvZlyrqLx+ko2`yLZedsVp{!Cg(4aS6?nlNGCAhlkpMo=82 zJZ%acEm9o{dfEy)Mx>RpXqKy&id#eFHnoM0wW%F+oK0Ip$2;;Z=+#8S?+BfsR5D>g z&7l*6RFP6UKqo0x<5nnGELy=mJXw^#E>CSp^|PrMIz_!ol7bynaBt{Tk?PQ^RMZ(d zO{C3GSJ8gZ=|RCrR0^FDqf%=P7hk~9Cg3c7F4pgqxp-_cQ2SaCxw3*akrOKcI zHuZ$g7O8t7btE)U)X&u^Pz;?TQVXb3y^em(0L+l zrq?u4KWK3kGz+>|q&gH_sDjr)m)KMdRoOHfx>Te( z6wIpNjnHUOenL;vp)o;0PuD|Z?bHltoT$#Vpx1Ksnh%Y)=>cehs5VK}D|H`~4rsM# z9yC#;&GhoL2%2Qmlh9<5Hj`>l!Dpe%f?n%I_d-)d$vwQnNh+QLO?Bi~%AzZpDD?(( zxlOguG?6xwDpINrnyy|NtUxb8GlGIX^(Hh^RP5@I>Y#!vpjkGpgsu>EO;SCT`VzWQ z6b1A(bd{(yp?*qz4pocF1NsS?Ez)KttWfF?=;|OfSoAY=jZMEm*NRk!f|W}B16?Q5 z3RER(vOUkgL~2o>e@We7r<#$PV^dS;Mw>Q)ZW871MzzLhpx4c!X>NrvJhdfti>NrE zIZAy@>Q+%Ypw^^r6KOLA=PK16y4|K-p^QkIN!2K|FLZ|}lk{3B>ImH_(q>YgBIqug zx^1&@U82~wU8f$kM)h17DTj)v~DsTVX?)ZjLgTCdcp(ET=@0nOX6;FV33 zilO~x^IrNxK)1b#i+DxjS#<&7{BA^PVmtN|e7YPvfDdMUmTFNTs1gA`J#rso-_cGos2Q<>@YHu}CYV(n>uDJ!?}9 z^qfr(L)n0)so>+#^EN#Jy&%d@=u>l{7e#ZD;WH}uD)f>lozPs-lhDf|)#184Jqs-n zRR^gh(9)onPrU}!inKz(h3fSV^omXILa&OnnN(J(<QKwW4f_c;}>gWh#? zRdGV4D)<-lo=ty4?~6JFsehmkY)b9G^Dj}9qWbY6q>^NGnj4Xg8={lpo&H7SLy+X>K#AYNhso zKDTL4=nK)@Bvqr-UeK2|l|o;M>XOuQr4E2r+0+I4T2!B;Rx8yVT5Z#T&>BbntRVCsgj$OFK;Mb9QWjNjCpr=OUR0c<+KWzt)`~hL)KPRM z^n*w%6f6~;1vLaIPiH_s+SDKVNwi zUu_x%{U%Z!uB)F?!=Uw|6Ow|SE{1*&=yatnf&LI_GX*_WL4O8Rq0|`YFPp|fe~Yx4 zf&-PB4ET@ysGUfgneY}-3us%BR-n5@ZJ_OJ zDu%WfW!&aMYCC8Lo7zGl{x_0D@Z*j+6UTO zRB#nio;pMO1Pwj4hFS%wm1@`t+E=6s4Off0LHpShLHpa(9cpb;FX#Z9dP4__YLfeU zQ)>)@4ieSBP-{g8L**hJW_eG8p*A)h4IOOL5aNpA<|(Q zdb$ScY12Zemq>?6rPc6ysJBQJXirfdI^3q4p^QzpKz&55Tpt>?R>KFNzBW}uN7%F& z>L+TOH0+>;OQHTERhZR9vBhX-*9)pe+sSgc(>RspWNtSIdkW7c48 zxClBfXgE}~20C6;e_x&+g@%dLhlZZMfri`kIW$6~!=#33)^E^An|_C~Hhl+;5~&Xj zvugM!G+I=@p{K8*6KwhxIx%Q?q8k1IjS;C2vpj8*=J}URjiHkR8mop|LSt=e1f3$P zzpn{O{lyyNMC!vDo^~KLUZllJR0d55X8F{n&_ui8Hqfae9j0NW*4PD_6r`q#wudT% zl&9UG$u^~-DI$$vmQU>koo3VC&{UBQlbWtI4uDP%W}PG26*@zt!=yZQhNcA#Jsk*5 zw^Qw*GetT~!<=UIgwC?57j$;e(5E^;=ZI9H;dyF!I5fki3^X%n=u=&wSt3ot2gTEV(78dwOV#iwXpTq~W>txfgU+*Q7<9f!he<6^>O|;*AmwQk zbfKL(37Tuu$OYj8hC)}_bS!kWXo(xa ztYw;Y7j%tHcS8$px(B*8pn@9S4*k!jMbLF39cGQ^lzJ4pK1g}G6S^TttyJnU=thwa z({Q!uDd;AfmOy!%mO?j+G@{h-Y3LTwn{EWOR^_~q{E~<6`@6<`sF=61Knk(K8EhLXRU?q5!Jfs%=$%Z{0H3|(0b7y(0w-j z1>G;w;Y@U;3#H;lyYu`@^tYdt(8f@8!-iKj(ySD;SoCd@^7J#a9t^0lQa?ZsIl596 z*4RR{0}UUxX(#9ro0>z9iqwaOWooz^^q5E$sJW;Ww8W-;p`|vpgdVqP59kS-_JWp) z>TkJ)*4P?)(xz>or$pMB<@Z#oHT1M-XICjvC#YakSLm65TB%`Y=vkY(K+8p%&aBo- z^@N@il_zVo6&(*fZ_^;?1)By#D{ML%T4~cU(2F81#)ciV#u3mMt4#)rfSMl&2ZcYc`z$y>8Pq=nb2uLvM;S zf>{+>V-EC|P3J*xi|RkhgOxfGdPk%R4Tp;6L2E=BQKCzrcZ1Y0rRGELiRw2zQFJc! zzDS2@=;;P%twO6bAJ}vU^r0y04wq85Kp)w3BUBVsCaI~KwHW%?rU#)1OCNQT=DsIZ91{J{Q%$yq+$Gz7VMovphWseJRq;C3*x}C(=g{%4ybB z&{sjj^F+&_uSGgc%F}A-8Ko`+o4$j7v*`oqcbh(e)(2FjSzkkc*t8b< zQ>4Y%(5HTe{t9S;8vY3VEz)69p8kRUvFTsvUz>i1{tIZKX8i@F`qe%E@-H|Sp1y@P z5UB!PuTFAi!p17s12#DMfKktmWiGvwT(!JNqOo)s(H}R)4|ZTB26!) z+Ctme4ZA|y2lSlQ=nl0I6TlUo7ic$8A(`cAIFt@%d71$2F4CQH%WrDd2~bOs4wq;)w1-XSL3`SCKD1Xr zYc%UpXm6V?gZ8oMa;TL^uPPh*hBKgjMfI<|r&FQ*M7mQ_YqiEaXn&Com*{$^b&y)8 zR26i9=rdO#<>?;iK+(4e)hhJ_bdV??P;;oAh#Zs=e;^$2u`XuVG@aPL#` zi%?t9F9EH94h>R`+?n_#sGXw)s$`-CjYV%j?L}K84a-Dpp$;~E0Clu!4b&-^)m#l< zhdPTif;BvS0(EiZKP8|RN?iwaRZ10TXVLf2VIuV@(K@J`o%#WaL}}ND)Shbi8`M3Z zR-*M#50R#mYAyN+>M2qMDi>|E2hYD8U0MI3Y%5wxs<%=)oS9YYgg=6b)ZwDEE0yR^ zQW-V;C7>6eK6RunTqF(qrFi^>j5&YG5xg5ccEf#VPwB_i@G1T40#QXyy`qYOyXf~5 z&#;hD=T8|>7Z@{q%0S+?a={9&hEF-N?%zwJy7}GvZOCIM$dFBW>QpDm(M;rKrBeOM zc<5wHGoCp$=vJR;%p<2dNeY=rpV6thKT&3g6JN+gWg66v{}*ehE&RsgW1aY;nMj{d zseT9WxT)csM7H5+lM`RaMEd+p^*e-zO%1yxvLDZyY}ubjO?J1oJZZA!P#!cnslQWw zYNq<_$#W(resCsAq&JV5Y-!I^CMW)ACQAF)tuGImocKZ}YUyP#&zNlK&m$&VVxBNH z6n*uj`VHa%lasyGJ`?GSFV$}(&zI^%^|}xHetv^Zc)ZjwlgJ33F4;1Shf7X;`% zY?;hMB`0l?tq<{A&*PbrEf@1h$(BobqU5A)(yg8Eb{!9toU~7*gO^))p5&xsBAvY4 z&Eq5|T@vZ)WeHD{Y+1^~BwHTmS(20b-J+ap*Y8>$B{`|zAdy8pNpccta3)G*IS-PY zbPMHao+H_rXL*d|qDeo*p^zg-q1Tcl()#N49*= zvm;5;t+(&Co<~Qv{K1nWTmIz1krTgcCQ7<}&2uAV)V?IY@Yu*n?_>l19_zZdxakHw zHnM3eXn{?eL038QeKOJEIW=qnT^*!6HG!_NQ_Z1;A|1{|{+mj?3v{hbyF&kKI4enQ z16|i}Rzf>K*V_$ugKlu-53`0}eoyE|QL}~^0_8+wpt~ITJ1tQ+=x#^#pNC1R47$gWf5A(sgP?mI@sGN< z5{-cFvndPRZ__B~0a4C3?C;*E;_*x5&_gzz0X^)f z{?$lQTSJf7scF!oqGb8lFFzA{%%)k;5=Z`UCW`%r7eh;JIv0A}ra90PqGXK$evK+< znN9PdCv92)J>{tWQ*?me@HpscM}9;mO6Y2+(2xfDHEx8SvFRr0Sx5dw$V5r%N@%$w zU*W$4e8c;o=WMzkdS0ZROR0yT7aUbYt`Ssl7jXev;i&$;j&zcW^U%tMvyP0Ex)*xU zkw2V?5~_h-(yW3zT%s4DRd#AMwA!YZp_grX1$srK#h8_IL*uuhS8aL+s>K9B#y#%clMZu_Npbs4R!;I3I_;=_-QGF`s z;_+Y5M>hQf6>a(#`q-xR&?h$i0eu=!L2LXCeI{}RzReHv^c(cKNR>=OUH;vr|n-eHBpThQ&>xuO0b5tl?=}=o_21gTA$Cd+57>a+c8hD z^c1iBZ%P&X8VT(~>UW!3LF;YW7y84|;3#RBa~E+}=ueR=@EJAOQ#tfk(9qL?(BC#4 z1pVWv{_E>#b&h}GzW!}EE1`o){U<88)0rrt!=V&EXJ9e)fg*Pmw}Ccr9tCY`(`cx%O(#N4M3L*m zEZ=Y_w3(e618pwS;Y@UlOQ+%~&=xjLg|@WmB&exPCqrA=G!`ne=@h7$P2-@g1B%@C z@oCUDj*d}<`^t&Vhnm}T0ko}67ed>KTpK>Mjwz_&8PN7NO@ms9a_(>`bq%yb!_*LW zBo$AGc5IkRs0!N2rg_lLqJp25q!vQE*mNzlt0R9n6Ag)6JiZy)O{5Bx6D@|)Ha!gO zZqp-BOGot|l%(NB&>l8j4DBh>^wJuaLwnhD1+=##e>0W4Go9=`5 z6V-26&e^0ptkm`8t70v^$pa{rVpX^Hhlzju&D@j zwCQ80lTDvMoke;PxaESo_xKm6OOW#PHPlt4N+vqig;H^ojd*Hg(`HaNo3?-=o3@0y z+w?DM^swnasHaUS8uqej1E{x68$yTMv=NkX()0qzY6J zl|x5pR^%!r`jY$V7c}&#-AVPg8@7hxhNBK4jOvu0v#=i++i9P+(q0IIwnYY>I@AL<=o*? zsy8&$ro*9QMe37@j(6!)97D&6BHu8fUeNIk8z$5j8WuEEJRSfIcjUhqndND7XoMsG zIaZ=p&`3vqM2Ut%S(}c9M%gq78ZD~7uUx9`Egk`#VADwGL`VK(!5Tg_5E^5rvd~F3 zje<_L8&*JLmC}ezG^}nvHk<^VVpAnF&Zf!Gcu~RiDK(q|O|a=SXrfJ1p;K)-9h&6G z@64>o4UK0&l}f2nqS4S~NB-MIiP}L^)UZC4Q^UE?X*OL1O||J_=yXxR^~prT-TPF0 z6?BG8S3}cmx(1pq$^{MQL1zXOxifJUbe6~!_({cZPqU!29r?vdv=BPSrt6>?HeCkdYQGvDbvdd3aCwPm63VHc_F{{I3&nRpvqd>qDbYjFxi&ov&9NKa37u!t zBIta(;iJ$6Ha!Mi=&1f@SjqCQ@uSULMLQ!of-bh{9q1C9Rza7F zG=f<<&H50!EJ%5J6S~}y|5%h#k3d)04L^daY$`(YL>fWEg4S3E&9~_*=t`Tuh8Bp_ zClify{ZjD{&{dB73tpmUp{woGPtY|Y^(m!RLkk`G5m4j~#p|JKgOsPYq5lQ5Jk>(i z*$w}MuD2V$2;C5*a$4gL=thw$Y*-NO$fN$7Y$}8DHZ_B8Zb(_zFBR_q-D1;D(5*IY z3Ed{rVwosuxEFN0O*=z(*t83Dr%k&;ivmi!?c}X`p^`W6I;?1E4gNB}ZLJv8r z|4PZ`T|9n<&!~r$as|FeCA2@OM?~sVqJhw(qO^;Z=uqe}Q4~;DXi1PNxHEBQXlXF3 zD5`)S7iC?AS)Pu7o(LLxY7Z?Fsgj9CxpXQX2|Xz)xKfFRK~FWDm8AMXPdA*EP&=p) zq$1Zj?h8F5$|bWr4S=2%(6 z^Pw7>E`VMWW!=s!UvL-kS zPIL$KcF@q%4bVGEsX{8R)C15OQNdN9qUb5;U7MbU-m_^b^uA4xLu+k%0{XzFWzdJB zyx;Hy_dXRr41E+(+FAS{RCMGIXQC4#(aX@sHoXFUBFehMq;g8Fg+3KU0lfizW~V-c zKDX%|=nI?HKwsMQF0{_3_n@zAdLQ~)q}$=X^6oC;PoZxd`7g#2&4RuS8WxoL0QxRy zSQLE%eecMBj?vK5L(mUO72M$x)k3v4{Q&*wsD8r}(=Hxg3jO5hL|5QPqJ&Z#^Z3iA zKS}*!(?8I!B8{M7q*7ZQ2A{FH#>G=9JnD`a_g;l@c|D{tPIuRCDOB zprNPDp}$2rcbJ9+cM)#~{UdUPx);jRzufY_!7NW(koqr}Rdo5d36$bDq}2D}!c$9V z1Dp1MHf%^^T)$MjJG7A_U&%yc(wfx?YGhMqXybq)rP@K8h}4IMp1MGr29#5(C)C(c z{b$q|Pk-@3HL+8@No^*|x<1VEsXox=K`QUg#66%bf|REtpe-HwSCxjI4uF~}l}pvV zm8c)Il}-JjGMi$knN0(rt!)|zZDZ4sP;*f}*|6X);^EM?LCVvy&~}cps&HRLrH<#7 z-(IPZCX#B=kWO+TenS|vgDCGxnJA$V(2k;9KtrLOM8$wkhjw;U|3OI_9tiECR3S*6 z3hin)tb}&6X)=^{s(Eg$*Xjlccc2xR! z`C0oz2iOf4KnL1%6?BkIS3~7CT?4fdxdr)xJ*nWX;u+AvqP(k==uzm9fQm{z1huv4 zVdzks9)a4~^Z?Y}rfR5zO^cz9qC&E~-|#W0lPL0ZvU{J3uYfu?Y?#n}P!~tOl8H`E zyIA}Z)YYa{&|zv=bcai+XQ6INsSgynGx4iX6i`<5Ce&S|3aOmvOQ?q^a+MOj4fV8B z>!4mXy$|)a=_BZHn~G4zrjMaM0p+#)2T)&8E?K@Hs)ddar2~2y>L-d4D!PmK9jJeh z^7IxIi&V)(V_hf}Z@~ZIGQg&PNevVg+-Xv2cM<;%RXFl}ph(n+hDX}8F*L}gO`)Si z8c}N46dG*PR?yKlHG__^X=`YRNINqttL0ljLv7j-IyPwNQ`=mb%eq|)vp-T^vMv4Q*G)5O>*R4AMPu1yT*q@l_FK3 ztY`!@*`^`T6p;>-$|*GlI?bk&ps7JapE?>k-A;{#&amkeXqw${C^X$pjfBp$X%uu; zKzZHQ$oO z^(i$x3p&?ModeCWX$EwjO*5hMZJGsLU{emdupy0eo2KIPpt&}k4_)NQAI?PMA{UEq zfG!rLU8O`fLzk#wKA^LqOYMdWpv&xrH$s=&bQ5%iO?jwFlug#ixr?|OnrGAf(0q|Q z%eRzqd8Mw0t`tSCQleX-1vcFVT_wr|sYju!ZCVUnBg!YKg1d;Hf)+aR-$_`*({Sio zrHbxwCK~VFr{Xox|7>~{y3VE==z5Vx&@k;f#xFoO1gS{$E_9GwVK4(WfT3_o;YW z=>CSY68e>f4>((C<8IKCHbu}=HuZ#_wy8Z-u&D#|Oh84g(F1x`RB#nG^i%;Y7v%%$4?X8-q7%N0 zPE5P2co_7&O(UQe)UfCdmr_STD{LAJt+X2sghAnUKQyusiIQTp_+zts*_Ya4SLO{GojZ->XV6* z)LGCQj(i15Yt~HY%^>CJ9Ox}a_20}-%_{X7pYw04VdN?_^mG}icSNc{Id>*r0Ijj< zD(Kyyp-){5y=T*<(EB1CW>#Lau7%c$RDlYjyPyvODvEA}J{0LNDNlDpABj}SM3Y=7 z6+aFYZF&Ow*rvtMCpJ9@eQMLg&}X7#!%1nkM_dhk?#M63hMt~=z7VMbMM}K{eQDDw zXkF0Ir=Eho5~)JNtQx)!eH}FPv>N)xrWMe)A|0k-P7U9LzO(5q=zE*qhJFyK4-NBb z_yJTaQUxlA)7Kzlp0X?@TF1}F0!JQ&<3K&RZ6rYw4tNYhCcN> z8*UUdtW?9@Ni`CwLc^SBe`w=iR+VT6XcLhRlk(IK+SI1@P-9WK>q9E9hTB3-M5;j5 zq8`v@K|@c6LYv#EUeFc+71XdNw53RWnB}QI)YPUJ+DepjeM+e|P?2}!A(~;12B2}QGQlp^lMOCg+qRvnYJ2e#AA)s0{JQmtf zq!BdqG!ELyrt#3u4QaCLmx{+iyEr;2X_!!fU;5b9PK_qDn@H0$QIeVfrEQuB?QYW~ zsHIJn&>l8Tf%X(ty8B^`w7ZDQp}j=)_vPsnXm3%CJ6uW~5AEZ~-wsr+hO?noO4TMQ zPcxu>MTLYScM(@W`vna>oeS+RQXgh{x(R9>%&Jhsv!Mf&(qU4b?tu=p>1OC4n{I{5 zZMqF=6Hr!b+zTBns$bqy9y-LPYoN9^ErbpgmAMhzSEXiM0ksopM2Q}S+S~LP)WN2u zP)CtQ&@iW2E1*t6%F`04vz=NAbrIFS8a{O+)YVSC2p#6ge+ie?mc$fx5Ita=)S&%`UWXa zUqVNSR3TMVYJ(;`|FUU4ss1+o0mU}`2@MeC+z4jXYSzopKv6NEMyyd`)5g$|!7ShK zHyRESsgjANxW=h?3sOflY?#nS&|o{YC3JMdSxM?wW*sA{_RCKxa~JU!&=5zy!WwDO zE;Jk}QUxj(?G7Cqq&)2a9cR;y(D8P|me4RewKFtaq!FwUX^p+15h7Kf3ekbkNSh9V zvNr7pjS{&w{2X#hRt>j-MvGK|Dn%Wk6Kv`PooG{MXpAUweM$|>p_4?qof5T$PPQ9% zfyUa@4mw4oooSfU@)0ynqzY6es({AZbR;yv(d4u{TuNQZXVgSHHHg%yO4S6Z|42=; zQ+-HP+H?doS)`p=qgu-kfu@L5feNDW&}kx7Ang-Rgr_ zRHTMCK^KTrfht6IKo{C{Cp6clMbJee^`T)_4ex_47S*re=|<=hJ9R&FsiP@**N29c zYIp*4nNq4iIngrca+{ult`J4;FsUk~?uDvExrFkf70|q(p{M7d`J${lOhZqPLs!}j zS3(O!QINU~y2@_&Fm$!3kfdtdMO=igvFQ_Np-6|>u&C7M(6u5}pjy#7=zl>&PoF{8 z+4M1Vy(sVcWTL6=JrC5N8ycn(`V_j+rjMYTM8%-tS5V&3)O14S?jrsTx;dao^ec3W z$QAgZZEA(+C+OB7<>`0mHjyf%vP%5}-5yY-Xv58T{v|4R6;hu5Aa$om6)30F=A;&h zRDr5Q&7iw%Y6{&QG|Vft8FY_GeQ4-ud+1&}wJCI;ooWHyFUq+QrG{HT57?=#p=yz) zld5*{cxPy_O}ju3iYk*?KD7z-kf@MQjT#;TJ#153=nwaO4kXqSHO~f|l8-uF#XBg6mUC9SA*TQ#tgs zW@!Yea;=ep3L;gYNHhR?CP-C?4u_r<=`g9RXfU)~ly;R8^@pAlsZWWHg`O9w4^*j! zCqggSbUd^oXqZ##IA~>%suG<5y(rRQW_g+jy=2p=&?=D*lgg{%ENHb&Q=pe^Isuycy(y{+COtkLrGpf#dGGRxCV(7QI}q4#XM7J5IRqGsI)trgX;;b}hffk@NY(9_+}hc?{> zePq+kP*J2lG_2Jci=mHgdJy_Vq{Er$3>V^o8uY16%b?F3`NO2jH0u@UbDLg;z6cto zm0AIP8KgYbKldr@sbPeDJ}vtEO0ZF(L0QRMpZlZrDUcNMROehN~a-hqA=)!%Z3QlCPOUwNsx#zln61R8|fDfPS~>PiVa;?GBTwRO$ohk09mgXXsB+Hb|v5=lPc?N+{
lHSB>{C6?E}4JQwj94NOdUaQ!SuZL|TEmso+V_t2Uhsy=GGiT53}p==Fel zsMm?m8zOaQ3{Pi3%WSHI-W25@luzvp{ZEv?Wlx7gZ`lRAKyTZ0CRA@zSLhv4evDqa zul=CqB6a7!JoSg(wW$hvFX-h{XG8Ccv_iq&>UAmfK~T_BKj=d{H4<83(l)vTv8sk>zCz0yVt4g#O`dOsS1zHL<*z^YUOF#ov za5?m=O|L*}ZF(JAC(>YyF<1pZgnkp{AC#v$XuVC3LciMuS3ny?nz_*HGw2Ud{%QDL zuR(tXG(;1=3;iY1W(s;*4gDST^7JY6k6myH^lwnGTD`u3{u8MVy*#ajigNM$FW;Su zp-TM`6WvAB9NO7Y?R5bS;$JQ9 z;>fosq*{>L)utn$-9-5Z<$G-o?e3^{eNp^TDEL1AT)Bs%|I@3CRAW*8mVLnkp*?Ln z7}`sur%JEMMe#?}1ln7q6=;g+G^mM9<J9W2VHYDAr(Lu^Vxr6Sc~ z44>))9U73n>!N;8Gg1EgaCTAr5eN871U&@ncRhK{vq40N1G zGc)1MMe#>80cs`6Kd4(pBcRqIZ6@VuHgvpAH$W%YGzU6Sq&gJ5y(s>OZiP+~<$Kk} zQWRYWot$$&E<&0Gog%7btJ^crT|{?7shnG>bu0ApG#_eX)4kBCHr)rECd!X7-&Kxo zg4&Aib}RJq^gPtgrYzJxpam`-y$Y4v^bFKNq!#q@sbx?{JM|pYNu{)pa%&Jfkc3-R9qJk>#!Ik%GU<>_Upizxr( zJzWo-DSDW4E?(y@q935Ma&9H0AEB-REmZ1z=xmYdFrlXgsGCSD&?2SQLfr#;LbL(u zA<|}2p8kV+it@cY{S5W8Q-46`*z_mVTeP?+{-D>>?jkBag7;rJw~`;jQxSBYNKcj2 zvr2tM!Sh8LtUz0kN{jNnd}>Fik0}53@-&lzeMR|O_Vg2UK~V7dqWB})fr9-+T49WA zEJe}2(1kg7U)gvezU3wEB031_pK~j(x)o@ts3mlf=;eT#Lsd2%4h;~!nWWxw7f~x{ zpiQlzK{lNL4Ho6^Yq<&@09_oUJe>p$5$R63FHeU+mx#0iy{Cd5pz0vysTp)>korKW zj?hq1{y}*<61q&J6?&~usyj5yrY_KMk-C#wsni+J2%9=XBSjy(&7?k4sy8%Bq&fu} z1dX=od}xeKY3OpB`aokv>P|2Il8@+8=nAg$x5LFM(EwQt#%jD z1SpepE2>kV>!B-cx&fLX%J=dGCqq}+sp-%}n`T3kMES?NrYQc1211iX{K^Ltddfgo z=iEwu3{TUbDK=dNT_gIgDE^?}5AGtm7n+*;|5_C2E@+x4Ox*)b7pV@ZpHy%mbghVA z`6$qMXa&*FdvG`GTJ2L)VGaf~KC9K-b&!I5gX) zC!iZdszbqFi{g*y4QP%i-^9hi(<|D<1_K1Kq|VEBP_jyFJk|==Oj%h?YWkh}509r;njpQU3R`r=d{%`#Qgw zi$7KH8)%+QYoNPC`QIr%buM(bNGs*3d9Gej^gVQsO+P^MMgO|ph17cJUPrzTw5i(@ z{R1tq>0jtRM|b86`qWzJew)@o57_h@^q@_@Lk~InKND_%9u}!P!*5;`e?*&>@&3!v zozJ_K0+o=e6a5{~uh6583cVV+J<;FLLXlP|xSgmey&el_2hqOJB9S(e@^l#VxSeVY zJz=K~fS$DJAZW2o2SZN)py(-dXdX*~G1$s@?%&kDpMctsKqHPjtAu54h7pV>@PiI4Kh*SqE zQ>rJl%%)z@nI1zk(h796=pv}zrYh(ikv5Y$ zR;kONJCeIz>G ztrVyR`dE~|WuF=VeG<^gE*_15R*JNlf}UnUpW1XC^qEc9L!a9;8_L;q1N4PWH$q>E zQbq9x6Q1fWq6eX`a&9I6G(63OR*6z>b0PH*^tCAeJ?~RzL90c22&CG&cyt@|jZL>h zYee~PQJ=a1`c|YCg@TKq?`(Pu`rf98p&vwQLBaM#@kjI|^rI+0yr(;$pB(vrrCdmz z!au|QtW*c8xQE%vT|~=BHRRk%NN+;Fh&sE?6g*w2_n}{H`T$xRP^D7uLF)oKQ}hn> zn@!81^)|f={Vq}qChV$$E1?YmbrXF8{UOo{sUD)Qp+80Wr{U=}=r5aIhyE7j$MC67 zp?~bu8_>U^UPbW-WAt_x(T~u7Ikyth&rs198`F78H9(t)v_iqOXdSevsIOar`icI8 zHVX=R`T^Qp)IUj8DfKV3g-!oKTZ&YNUOx2?v{lf{(@#(%QT}J|K=m32Z5^aMeGhFT z8k|fxM5%3#pnlMy zB5j7ID>VRWX463EFq;NJ%|-d&l`~XuJLqtcR_IkD8U?kmX*6_1(Ca#-E`rKzs)CLb zsRg}eD>V*kDbm-yKo!tYLBTmn4TX*tsXHl8S3<{#^0(}1Yv@?f&8`lqTUBs6bew2z zLbr>iL9IkuAyq5732JTAEa-TfW)B028h&xF;-}dU7>+C?FJ1Jt#q47eWp|iG}xxY zpo>M?Tt2?Rg^HphpdmK3fG*jnU_R9hs>I*Lzy` zJg93n?$g}&*@rh&PMT?$MbT^ zmJ@h4wQ;qhe4pcZHRZ%Fl&6mIlH$#jlh#R}dl9#i1DP>Dn-bp#}Tgy`^pXtUcDJOmb$vCR$$r~wKdhtRk7L|y< z@!IIJVl&=Hxr~1(1!>FcC?{=HzC3lR&-CYQlr0zWGRl@J-bL9mfLBq0sA0v0yoqvh zni`jnGCO?Y`K!RP_|6qC6tr4DpHNTj2exx9X|We#tjHkM8bSKP?U zCnvs0c`A{cc=zO_LgmX-6+Ux2ubwupmdFjfd2-TOTgy|C&)mg}CtL31y^}5Tc#8jkU-OP><7!?ei5^Y219h|oklG1)-%f1`eV|k-NNopw zD9U>3p*_(q&D2}O;JeU7MR-_du zBRUKEPNbFcRB!Ex&W66XsT=fzP2Hg%MOoLPP_QTTlcU~FxaHm%cNLun{VdA5mGacN z?sHL84K;`|31!_yR0aLw=sdST!Shn0@zAf1&dsC* z&~HI6pBe|PcXWPI@cfj!imrivS4x}9Q|D(yS3(<Q zS3*;uzeJfJH4FON?sYx%kE3)+l1jOY=zi#5n;wAvvuQq5^kw|x@&6RO7urOWNqW_) z*W=Kpj`ClWw5L;{&6G;J%~bZZ2-@6H{>dja8QQ{5ErhnT=`m<4QP%hBQ{pb77okQ0 zr9{s{Tif&kw2h-a+FYLMlUC{-Xj_q1pp58UXuBX)D|#E+UZfRLSZXK0sz(xP9XT^$vAWkkYN+S{f^P!pTBhV~Jq z{Dc?iB3jGvO&wiO5>Qi8`zn^!Hm0zT0jTbR0X#99fsP1Lo;pKicIpi1NRc*EFsp)R zLM=tLZUxGTxC-qHIvG7j&#my`kf5Iu~l?=t5VIANUuh+*LFPYOPex ztw3o}AL#fX7!RjLL$O_T{}7SvW$8_;a1oudnr)J1MfQ8Wx{ zuT;*b61p8Kca;C`y{N?Pi7KEDN@=A$mCyvJqfHZ`PL6zwLh25vLX>hXptQS)9)&vF zv=E9!+DxiesmGzygOsO7pfhZ$gDOQCSEo?$NvMlWi=i_eRk;w~y;UXdDtZ?>%cgp$ zt4;4fXWO(K>LyCL7W7K1*9xe+NGnjS=o6@iDC1TN^f}ZspsZ4#LA^v;A(a!YhRz9k zd0Gke-k1iIDD@F^u1z09=Q$ea_VNq|`qWR*`8NFkrEU5V>f`9*T34|=b#c~RME^m3 zMLADHN<>@m?=dfMbctJFj7vQ20`+q=BzT`sCmQaPpCLSt=e2VLQ4Xr)gLO)J$I8Ye1Fs7BNY z8gEnluk|yc+9aiUqDtsWkygr6Lvt$F3z{IROH!WBgs!qvXG0Th>IO{`HTZ&;xz9yW zUud$U%SsYTxr?X@x>{73P+Bwunj)%BC?gsMU87#Pgla|SKvR{{N_pxs-C#5xnkK4A zQl7>@)9ut1(6u6MreIFJGSCc1!-{>uVI`ue&`hPW38h36p&F&MQl1)CDVh$=5~bY= zR4uv=x=y6cP)0NZx;{vGs)1(PGz+>xq|FqpRl(WN97jX7QlKu-jY`$H%>|kZ%@x%p zlyw(TEp(GeE2Qd03!s~WR8Djkbc;=QL$?M6ed-?QHkE;}RO@KCTi|au!^=dELwAa_0;NRHLGx6w&aD(^9&}gG%cmZL?pDFdBvq|~FGKf; z(gD2!%@>sHU zdfL&*;v`k#E}~60=S`PQn?cWtl3N~`R%%P=Ih(eEo)^`)&E=_)wMuORyF$v@`UgO}ju#9F3|@QW^Ey9eT;8J)oCuY7D(1s!IxHRj>*4s!jVquQ?iB=2N39 zmD(R#D#|2OD=LLv7u5uG81#ls&7ozYtWS+8R>79gn~uh~1%5^)bPV)An~sIvQo)j> zpdY>jdfTS`pn4Td1*sFEcWgQdT5i+H(7TQ-=jLn~~GppQg#ZgY9+@~l#o(8o4)fj$xCl2n6IU7?kZ#<~T*USlgo z-Jwry>H&QwO1aI2R4?drQFTH!Dwu|HqWXjyL>E9`IJ&|uFvb-rQ5E!MK$W5a&{raD zCgo`$v`SRtHbb>aje))vRVS1cjeu5*Y6BVvePh#jXpKm9=#_KvXae+Y(96?s=sQQ_ z++J>ZT(MG9q3>;)2K^u^ahpk%DK!K7(WaTuPol~sl~!sF^s^`x&~;FQP1i%eh%!m4 z)?GxmLcfY?0=f-aE2>Keha8xsaj~gO?N`S+cXc_Aj-KqJi`VRdV&Y&`-7D9gqloCA#{Ug$5Ql1t;|Jw98^q);nKt*50 z@4v>UT?;O%)hi2aBC1R%BYGa%)TS4p%|taxs#dAjq0Mc21KPr-Wzd!))nURq6?_xg zDoA-+3N;edyUnC>O1%edZPN$PHa2|-Z7a(9f*JRj|7sJoolWmT+dIk>C#h0*5#^vA zL|Q3NWm<{8gm$#)E2!9}RnShNvZR+UxEk77q!oIl)$3bm7g6IR<>?D(S5a+33*1HY z8?>8951fLFMgKv&2dS)R1GGnw^7IeXSfmvS>I)ZbzXk8VL`z+r0u@7h1++rFc7pa6 z<&xAI(H>9}oA!kE38+D--Jzx;wP1`5qFteVMQTx=y3$Eev^P{D(&hrSfcA5AWh1v6 zDptW((EdTe#-b+B0ZOR_DNik-1A~H|T0;i~sS*`D5;{0Yc{&a{M5H?O@^mUxD$>ja zIvzUIPMrufv*{%0Fp*kNu(T-th}uKVZ7PQj4+{EJ8>odyD-Q z%BEpZYnz5c$BWd0;eEj|&o>W`Wf`D#>+6A=O?TK!H z+KaTp7)wQWK;<^w4s{S^lU_bGAL=O53I*#`@DZp}kn(glRAJLSQ0JiF3Kgt_B2j+$ zoaj#IbdfeQhNowtGi-VesuXFkLTVAz#ZEm5ooUlz=q#I_g1XxDG<3FTjk_JjXwZGV z4t2BX4XC?K%b*@My$SUUXoGsa1@+pPCO9dI-iFR`l>Zh@=x@G7dn=VZ!-O6qb*@M) z%2Nq_0G%gV;BPshIneoz{0gaJP53dC7Bx;%C8E_(ADg~~`ifMCf~87*1zjLgodW#? z^|R?m=t5B|SBF%}T|~b_{exbfzJx9k<%jq5HB@C6Tn`NpX=ZwLP_JL0fuc&c0`(AW z%KwLEkWHIIgGJg*Dy`Hu(8VIPfT~3Q&})cDo1tpa4x}y-X>);ghN^>Jqm*g{T^jVt zi2kM5P*MKAJQb0;%u!~p+f1(-rPlI&I4mgW>2C@S7flILO({4+v>>566>J8L6yU9V-E=a8qwT8xv zw3!J#MNlRvm{aON=t_|`lk(IBnjq2&v_`3}&{aXoQzbM}lpn)WIW)YdXVze7rNG_ z3!oWx!6DF0n=XNBY^sK41=Ls*j)1NUs8lo(x?WV`R=6)u)1cXoCgh)nr!;hfQfg61 zT?Ngt3tkP~7^KQH#$;%2kn%JYx=Ez&^lGKlwb0EXtw1T!jnFNkMs5Y_AQ}$cD$?cx z-3{FqP^D6LLAM9JJlz7_AyNwpdb$^?wF}-3-D%Su&^()Jp}R!+TkfF=Z-(v`sXJqM zdH}k|(S&-pxj>zv`F6oM(7iUzg%*hN&(Qa}6}nH9PI^_ji|7UD{(!1Q&q5D~w3!J# z)k6>3sVwx6oq7d&*rr#ZM{IfxsJs%Xziv9<^Akt=1o;Igo)}}3>7j4=SS|VENT2QcF zy&6L=*|ZPzvQ15)R{~n0f_p-*+O#+Hnn;@&Bd63s&{9$U8Lkoi$J2OSq^C;C)25`} za5Q1A+gzZ7NG(%JEeh0v)SIIG)9?lNfc__HND6My7_FeUY&rpYdt;jDLPgOjP`yZX z%2NrYpm!WiY~*`QELN`yXn9c3(}~c#cB&Kfo~UtButWvVg5DRo1^)f>L{IIZ5A0M| z=tEJdi;*f*!SkUNHuZr%vgsV?qJ2e{m+NLqkYMaJF-`I2o zv__OpCaltgHPE*<&4RwO={o3po34j`uxU2*qfIwJKiM<~`dOq$$1@zI;je-kf>cH{ z6Z%D@&7?ft4gG49Ey_>0K=c^&k4=l9e?^*^fdQbDN%qwh%3Lbtsrs!LOk$16nHj z652|n&7?ei12q!mCtRV_yU^C6dbdK#(_hdwK`&1^Xj?n=3$&e0ze3yFv=-XIrr)3) zZCVc%+w?oMlT90-ode40Y5WQ8BFaDcHKNtft|D#bL3wJ#e`RGio3?>=w`p5w50UCn zutB|cf*Omo0&NiO4ehycYLb(ps2JL7<6a5v0PQVOo$^#d2SZIZ?v>D<&^|UbftuO{ zOQ3xnU6l+!sgZ_1o@ZF%$geO)v8W}f{epsxMTbE92dNU#kjKK`A?R z9n{87-3p!RXmTT8aB{JFJp!F()5B0(kv5m7CO1}UA=J*M$DsD2(xg|JQg1@#HoXjW zu;~@3qe$Huqm>Fi33Uomo|ZrrjwU6KcXFjtv!KpOrQ8YyJ*|WykyfA{N__#Hu7V9o zs!DVxbcRytghq+Jg(^kW0X0BfL~22=j8dzhGi~}BI!iPqDOjV_KTubZ>QHd5XajV% zNGnjSXw$8E|0U82v_P~a)ICUf+63w$%8yZ})PMBqDbi*NdfJ9muYeXSwIg(nNSjG{ zDu#Loy|POEORsZ9+DyvR9;D8*sWEiEO?yFUk?K%zsd_bq`iQgw)r$^+`r33Dbb&~l zNv%+-CDhNRqo4~NP0HU_PN`|!a(|^%hk~AtCUucgS+}`B(@9k+l^@=xN=Xf{=}>5( zNSi6R##N45LxV(GDNkKpEJ{IxMH}2oflh@kc67B9{v4j9PJ@Ps8U?Ag&?O?ZAk|pC z+CkOol^>%-bP9B-Qrb+)QzvMsO%>2(qB2*9R4Wzi4h;*agQy!cT$D;up3Z?rh_ph% zN~O}!NKt8$@^lt7%BHT+=%ANR^@PUQz4}0x+o@jASW%B;j8U3!Fm#2eI-tv-aUyNz zzA{RUg2s!q0!uG*P6@q~@yEL}-$z)~!Gb zL^GkuHqC;r7HKo7I;F0Mrij#{K+~XWf`UGEEi~1p8PGJ*;$*_Cdfg697iooFOGS4; z*NU_P)r;i0Yv0H>N30 zilRrM*#R|D>S5>xk?NGErg(ZBnq#LPfo^oSzlh8|N&n+vo91s93x+-7L0QjMXTu99`o&@W-BO8mU)1=q0682Wl*84ZW;Xv0EunN9Yxi zHbW&!MbN7@oesSw(q>YnN}UBQ4SIR%480x{^wb4{DX{wGqMLh5|zt)Q1L*bREyrtVO^O+BD@>|W_h}uFQit^9UQ+sHINOcOSQP4*sJ)Z(y0DUY{9Vo3{qoGek zT7jxWlc1F%tw7bHDbS}u%F{&XvmiA}scWFmMOvX?jc6v66J^{AG*@&z^o2;93p5w{ z(x#iBuL7!7!CRnJBCSwxfoLA|wMgBeI?-*=YEj0m6sQLJMx@QqVx=C0)`-$c%F_hs zThXY1u7$o6WfNNJE~3TI_ad#(t6uaB^h1#Hv=I8yrbW$3baA=F0_7Qn(Cw|dI$R5kzXlK zO>Lyq$Iyl#<>_tc51Z65X^g*_a0^i?nXpn+ zN@`0{kA%{q!=SB#l&6ECMm8M+Z7r%w3RbJ&kXa}3hpdCee2=tn(R5PepRO40(bQ-i%K($J>g?6^79kh!mn-pBCR2tgVrk>Dl zHuZvbx2ZR@hp0B`Rj*#BLya9xsY_^uXivU3_Ef4>K>L&0OSHk$v|^<$h4!{-DAdH! zw8lxQM5$5GJ~oYpn%Xo5+EYne@K&hIrrV$+MN5;^8l|3s zTH3T2I!d%6NIeZ5?P$6aeh5!*q=HMJV{Cc}I#yKb3r;Un>UHQiQAt9rM6W`vYW=KX+Zx#6{1W+E0p>Q>KqjG^am7)Hu%)F?sHMJ&33&160Hen z3+N0xwG~w9=-T2W)!1D`yFguR+6g+-rk$a)M5Rf=G8Nnt>MClLP)f8nbas&HAZiSC z6P37?^3=6GM0-HpMU4U~hI)w72~{bzKh#sC6$)014uE=zGD&KRs2OyQO@~3fZE6mk zE2>Ef&Q-xO=sZzfLW@PMp!02N4W&idB(+qjwoo6N+ChCqwMnX8sbirFpbJZR45JcU zBP<2`DYwDX4EMPx>JD9KQ#Yu;Bfq&kHKUOV_Jl4H6(8Y`+y$UnoIpet;;85$Q9 ztX8kt(0E5P^26(4MpK}SP1itIs$eD=V}T0JgC^K?7j%_PcS93JbAy8Op-DE~3r!Z) zC8@<4Vp!0j&@%g068?;}-aXPfa7y5@_niy=sa@bTl>S(R&H45N)vlxedZuuS8Xf@dO4W4RZf~DnMC&E zWtE*dkaty1^kachn)zxRWB7uTgOh5_y&TS)Dkm)xY3b!eUQ{{p3+1V!yqwH?s*N*8 zd*M*Tmz*4%R6EW~Ti#MR@eAdtR$kiilFEr+C{OwG3@bYFj%wq~2|m-FS5zBk66wGj zDksMz6X-`{QAHbGP&r8@(kA1s;)4g@kZ6HJ1if(Z;IfS~r+VQS!#ACrmSox%xsQqq zcsXTDU*1hQX|Jsut>-g?cr_)-xRrto=FOCoc8PS+~=bBaKDe7bjc)=br%)4@jl9yJ9r)CoaHkQ@;1sAj>-GfNmmzP zw&YMZj>-E>nNaTIRg{zNDMy?KrY#lE@g~Yi&y1IzS$9$K5-*~hd6pSMtwl0Z0c?rTZbOCR^SsA3iGpd^_E_A?b7ix<;hpr)@TDQrahWCpo z<5o!3x(j#a-LH=Nm$;R}0UA5=H#m|5p>?8+TPaXu=r^18gw~6)Nh;?q zqWG}6-yL0)_HiBP?14`Tq7b(%X&?X|c5byC6pV+pkDD4c& zxQpmQXfshZp`2(Sw0Tg_Q+#mT7NU&XOhHcrpe=)5p87&tIU49fOgON_T}78djYMg; z0@aE}KwFElo(7eO#z5PMaskCBwr%TZP%5FcyND)1+lev>)rzJ;+l#bPo*L|=D4GH7 zAj-NWsKi}Fv!NYDxqxnhiXHjQq*6-V0qx{yU^Yp4iqEgxS*c7yweBK%0@}r^>JoFF}oMdKKE!rlrtcj(ipqsZF0i`-(EI4yjsq5q%Anh|&Rl4((^BRzdqa8dBm@ zLsIS{`Vl(7reB}~ZHiA(JIJQ^NU?)OYEhmVl2)%jphJR`r}%)iQk&w#+zz#=0cs{v z9eQQd>tE#hSz zRoWDvmDfe2+u^>-bYJn=YiEkI0;NQ0=q#J!gX6k7x+Lc|7gF&-e`njN_-MOsHk|`? z52#XOoDcO7X@y>CQG7^U&w#2$@u_#cMA}R$BN_~yBhm^~Bf1>wZPQrjTt|gl_Nn-k z!t?CZ70~%24OZw?4W;c=d{$l`ky?_ zRR)wLHB3~KP_4U&-iC(T6rXxGLR6QevPyjjjTGe)Y7l)7joO%oIw^|2fkun8nIoz^ z{Q!*#s8|IXpv!Ig1sdyUs5VouM5*=A6-w2+l>)^l?2QxU0{R*nuY#2crQJoe8HcN6 zY}y>UQdFI!GD>X)O%Q2?F=|EILRX1$ZUt%(HH9WR^2cg%4poWh2xyY1*ryUY8k%fV zd}7X=rOtq6irfM}0TOBk)rhnis#YpK*lLzd@p)+1iL{wiMyWJ(y-o2!WU~XRQK|=Y zLqN5np3oeTHq*;ff9OV0#%+e`l!^~nn=8@^lobt!ZW3t)sux`j-5gL(6rYE7i%6SE zd5X_NyVa)nfVJBKYEZ#zpxZ^N!wFzcilS-I9X7@1q1B31r;wTh-MMiue+XMN1)Ar` zw;)xlF>ZnG3Q{GavC!Q?%F~U|JtD18uuQ4=5Uu$lwJ1=0=-It?Dn0>hfk<^orBv`i z=sug`1DLzH*fq*Ji@Db?2fYPG)(6fhZdKh|Gq|HoNt<+-Z5s_Lz8Bu&xTAfIn z3-luNs3ZS7u0Y+Pg`%vhQ=k#hV=9IMSfn}>^c0^__LN8~P*$nWpr?bBrxnmMK`&2lLC@M$4?QQ+W_s1D*B8+9 zHpPdYy&$S}n+vHAp{z)CpqvWEr;WX6(>Kr(o7O-t+4L>+vPdoH)u3MS0c)?=6d#rL zsz{qT%*}<0qCcS5Z2AjYYEyh-+v@=pYm9Z!8#et3EwgDo^rj;}7!#JL;3mBP{GUiI z3bZ-&mQ7ngZ;MoiRGA8H3)S1S9rR8>DWw`g%WaB}WqVho7WDF|U7`0xT7fE6aChi^ zoA!l1uxU5wLy_uGFs*{6(25}CDL%37BRf?BeH>7=3LXM|;wb-zrQx1R`FgDkQW>QV zBK4_Ao0-s4e8Adgq8hgus#WS#=yQ=)pgK`}d|6JEb}LX;)C~GUq|F5?hrSGY`P6C9 zSE7uoQ%JRjRt2eg^=bos9rW_l9$GEZ3I%gYb%VaK=?rL%DC0JhYEUW#eJj!m#~wN< ziuyp`ZJbKzIOuy(&KDd}tb*~OXFoXdn<-c#ijOb*(WZXTPaZgY8Rl>1y1y#?(l(&hri zCxGqc$Zv*<)hj*$Y;UEqNkLEXkz!5k)bG$f0hOp=d?rs*kyhwcCfbIBCiWGn1(XtP z0+oogxj^yZVEc)*8LCuj7ij;Wm!}<}14LROl~!sm=)fT5X=~^pJGBRNut=LJSgnFh zp+f@7i1vX>McPct(|*vQq8hgus#PjJ=Bt^=E%0M!RGlb3d+o3wa3aO)^ z!$l>o4wQ8lQ6s2@NOhok(aF#eK`JNO0V)$^-3lpB@o8g6id3gS9iWzuMy7+*i`>^y zb}Bwn>}W@$U5KYKy4YPsU7=%?YVZX|mx#JR$10`Gq&)S2juVw7sgzP_s8vwVQzg{e zPMr%KFRDxmR;%De&dqJqu5#2E8nH3?bBUuppphcoDd*+7P*JoSG)km8 z1uB6?JMx>MV)Z&48e>y@6vpK?#m9V&wdoM(3Y$uyaUykRj1rA;Bs4xqm5JgLz%n9j zCgmwUuNu=(K;pqfuvPdlobTV|cO{YLp zY)V1b*whA^>d1e$&?~J8_k*S>r4^`JR0&NNY32fTg02lx8KvUm%VvmDZiSSm_RvgG zO+vNqB02}Ev8gvS%cgUo>uib-BD>zEG&I|$KF|#|#ixzU5oMF%>ot6Q0@#hBx`5*2 zu;z+t6Uw=Zs0z9%DCj9ZH|%Cn{y{Y;)gQXW(YO+~!sGSyAwO+y6_o`PpY(W}qfD`< zOk;Nu-A2LNZMp%vL!`~+sZ5Dd@qt~nHZ6eev?)H7Yo1N)^Ftj)J6KH2PEQT}Q8g4aO{MEP6xG#|Q86pryAbibX7&nSDq?sYx%V35)m zE{cyzd&s7Hpoc}tS2@#4PvZ^f5u2Wd>TFs9J!(@HS}0Nr9&bv$>Y>Mil&AQ#u|;-j zIrO-w#MPl-2NjG@QF|gN=xG`BWKghDsrWdo#Wuw!fITHr9eVlHH_+2TFHg@w&)BKY zp=WK%LC@Lr1@yc~Ef}MRhW`$FL6mYU1zHJZZHkXCdr_o1q|z$50a{|yAJ9u8eLs_` zQfd+OvPg9b^e6O+NSmQ*rMBnPg;z!S`||WXsn_h(CZv|yv>EieP4SUpZ-~@_F-B>O zouFl+{P3RsVT?Cz`WO12U2ta#zGc%c(A%Q?llQ&WQLtW=|7Oc*!qw0_BCRm|6j3t@ zF1M)^dN-gNrH+K&6RA4|J?#g*Z>J80J`kyUA$1(|p`B_Dt+45E=p#|u4MxGanlL^^ z?PF0{K+iy*h%|E{6`yRjGU(+C9s+$T>Jb!NOTo`X`TJU+F^(nmc~H<(ODHF*O$vJI z0DWOoN9fC-V4ZrEL0<(aPvy`mQGUY3N*x1zEmC)$hNsTZYLV&`s5|tHNYAH0ZJ;%x z;^e-3!C5@0Z|#C-kowN1O6Yr=xZRf~uCe=t2J_&7aQ+yEF4mLdn?Pybc z&Rek~f2W0BPe41_sTZJ~?bHHjmmpQF;h%zFOpx*vA5wR0K%O)hVRTg(_`|kJ0O5 z)A`VuBDJ94VvTVDbe2v1pspg_X(81MI$NYVP*w#mhPv4lAHLUJq|Kz3Ds>6eL!=d` zUNi#g8KgW_L%nRe6go##8B%?1ngCrO(q>W(O2w!7^>dVQ3;ZE4p{wY1p`D5k`s;6} zCXu?x(S#CLu{<@Q)Lld~NmYp|6RHx;f(D4H6B;GD5gI6(o6rK$ZO|am;)HUd_;|p< zj;?Ct>8fJUebB|Cl7vb{@fmo`o(G z^+;%n=qYHJs3svjmMA_RaJZ;0p{!ENpb?__gjR^&fkuk>l@E?*ZxDS5jS_9}G_jHB zQ)slKiIoXy)aWZ{jHo6dKVf_Z;N_yl31!_y^fNS8v@{`&8vPDk5zq>yeuKt2npEmj zlgdQ#xqRbA8mw^q=2lQfG$lzbRcd=E{td-ub?3tO+7+4*P)?~`psO5BZsZG2E)m5i z>`fFk4yXw<$xiJFO%AA31>@8Ft`_M|If<^7=s;+SO$R~O1e8+h0BEYH(ydUiT67pR z&8EYl>7pq~sz#}D=vtdPLNi2jlT@uzU7(qwx`eW#_~5u2kye;+si-eBOQaR3UUVUJ zolX6r>jUy%m=)=k0!*;&a{}5Y;9H7bx{I^q@^IK@W-QlGI|Q-hdvq zX&Lm0O>aVVHvJEJRJ0)I6`$C)&`!lCwmoLk>(C-mHYvDN!+!)l9#FmLL+A;cRzOdR zRHtyz-zU&wk?Isq^ZOinO0*&wBd1pUUGDGLo!COQfr}? zl~NrFdTPY+6t5_iAKue?Qm-mik`ydc!QDx{CMpeR4```PjiJ|rf~{0=H|PyfDk<1O z6rZBDOw=Qxv?x9g?M;zZxUVYFiO~OSIthBqrjw!n$JYJFS3UlJ93R3EhGGb(L_-*& zML7LnV;vS@B^vrM^ke#=Mdg%eDYbsD-$z1}3}FZdVF*JQ@^PXV!Vp6EJa#>=YrDB_ zmp{H8*Zq1vU)On`v-x~J@6Y%1ekV+)K{a7I9eP((Y^HOJ5*?!}^q#2k@Rk}L%l5uk zXz3JaqbTkQ%T#z7^ns| zsa)TRw89gmOeih382TciCV zn6IBi>Y*@Gg-=00hv{kPmoPm8Z4Xn!)5d-c(>mz4Fg*|bF4Dm`VMHfvcmmiCFJ-CW zp=W=Hv_dLNsfNd4{VCE4lr8!I`pZyR(yTx^qMM+dN<|&ziBiztVfqaEM^xZag-X>y z|Ay%+DD9huf0H#O>QY5YZGv_YsfRtqqHmyG4V6{7l%-+NZeF3KhR2sR3)832?jlWZ zn)L&;N0@$u_7s)4W0dNIX*@F|JxqU)+ABRsUu z73M<6hUt8$ouRwZZR)NJrShSyF!g|r3)6+r@uEyu7*XLR&~W7S=FLZP)AY9QJtva!Erevt&pl0H9R=3lb5nI8agvf z4G*b1OQbInPf;^{Y37-7oekON;6eJhV-rc89j4o%bHX$UIyX#rKv7Y;ealm`^u8LN zU)M#H?I=f70d)=2ET~(U8Xi*DT@-bNc`CdgIxkEO&y+hqOv|C%Fs*>{JSxzv1ayI@ z&>f>lvw)$nw0{^$QJpKSS7F1$+zP|g@CdlxhNhXl{A;ag=}K*e`iLTC1gS~_eGe6hid~_l-=J$maYtn;{0q8PRPCr% zv)ZO;rE4# zMR8YHuEG}3^kA-gXC{uI{G+Y#MsVq^$Bj84aso|+%BSle{ z%2Vn@Xq3o(UegOjCqp-jid`xpIt3anTIonvEY<-k4by4R7*W!tYE{?~x1u$Q+hG(Jq-pxZ>5E)`MX`A|GexzGerwoBzGbs;oS z6m^s*>H*y@a#wyvp{OS`DNL6@cZ8|oVRLtiirlPH6emAh1hQddD!!_@E)y=h@;c;?;RqJ%4~RAGN;dYA@4Gep|V`>IlEAXM(9 zlA`ONnWAd5LaIhI6q@Bxt!OYbJ4{2MIUc2yYIyYCTtnp%v%+JN+KNU(^F+-Y6^KSa z^F@V@ibV|%(W?m4IB0>WmrIo@bt|+`r2ofkju974gcgNq0<>5(#}!s6btkk$G|8ie zNAE2axeuj$tx^q--dhGWJkGH^;c^xmo?n+xuFBCm=5p8f}Ke2{K_AM7}bX2R< zOz2)iGh11j84=BfR*2d=$`&nv?h|!z)LFC)x?dD^)I)S1^nj?uk-he-pp_#1VC6<< zCX{*@dQep9Qub;*4m~7FIohVw)6go>7LOX9M7LU0?`XSHuR;%p=@n>=p;_rRHLJN& zuS1WB^tH{6&e9c&y$4l_vRum2`_QA|RKpYY9uw)RQW({&kD$jzd9JXB=o4tINGqfY zL=8{9dqSiYsF&z7=t-}zujpgwDN%p3LaJEQ@cg=}FntLcu3t#qNJl5QN!crUN$t_eU!7KqP?N@q8yu=Z9mF}$IZPW8tW*o)PB&bqLCgo zJX7v9k-PGfJk{ge$Dl;SYgoMB2;=EwzT;4O1KFJyFsXu2*3e z^nRGyK^sN-+?i!R<@V4AVLAc&P_)U-+M-z}Lm!E@IjR?(4%LdbJK7;S3;I~J)6yLC zCyyY2J~1?>m7|Dx5$gecD$+`BbWU5*#n2{ErdesCeCV?8VP;tQ7@%NK;Mb_y22vS1ZbN_#iH@h_oDtTW$AY42T_TmkxI>me)MRp zXeLx2rdiNWqEc6AQ}dyp!?XbUB}@yU?V`qya+;2D9rUYcu$yIR8uXi}!cju0)zI%A ztq?s7?FiE<=ns*8*YV@9TB%2&Kg0Am^p|L@*-UDkQqMsRlHPl?>zK3%ywT1Q-6}nVkrLv*@MExBN7M%+1FY4uJlITPzLsa2tv8W?- zK$to~2Z|CdwNj~bp@YKI1!^I3U(vZ$O65W=MeAK*wdf+~;4obb9U@A))CQ$uP^M^` zqk2(q=+H0~LWha!TuR^7*k#b+hUOXJdpNI|3j0B=M8!5WZ=~oN=m?Q6IH_{cbDog{Qh)5Tl!qqCg0cstl>!CIxcX{X8%R3Z0T9kChurvf}E2?p{QL}D> zjuF*5+9VnY9UG<*P&<+PF`sWjX|Yl$D@>!I;|$GDx3lIq*Q~M7@gjW|xzYIyJtqdB6- zpiW_01Dz?-WLX_jEvr^rlLQw~g&V_o1sSDIc)ZL}>RG150 zDJpQ(OLQUBH%$4^RiZ+d>aWzr(A8e5Sabo@&r4al2r3c{c7-KM^@gqy#T`u&T?bw3 zQMu?^=sJqWOfH;AfTYJ+GJbfZX{Nm+_RgGD2~R6l5lsPSsp)b-F%(MFd_Y1RyA zn5f31sZfci)}vX_O`>g%wySUnG+ea9(t_rq2cQv#>`HEQL565GH1fZN3tEU0&?wOs zS7>P=bh8RG9qA`G_6#&SOlzUiFg*#45w&%NSvtl`&@Ewl8M;-}-lejYdJ`He(h6_6 zgXleIoR`WGy$y{wRN+391(v2jw<)C_3N3Af;^D$Kpb4U=89}PMX8jMED9UrxL$n#X zT~y$xmuM?ANu(7D3q^I%9iqN2RV4Zmx>MBIqtBqpqNqooLuI1=j_j|L?a-7k{R-VB zDsib&^CI>KG}TL4`URR6PVIp17R6oRBo+P(O&3jbG)J^o26wWwT9+|sSPw&q|JPkRZ3++^F-@hVN!HFG~c5QqV`Zl zm`;Kggz02xp=iCEWeZP*7Ks{9XsIoD5rfyIoOx>Y- zL^>GPuvW8jpyeV>Z=wsJd%Z%Nib5+yS|OEE;lVJd*`4^vO*0nsMY(^PmFv{IxI zP@QJ=h8`3(UPDXgKo5zwxI#;Pp;aQSP*|_RYoXPmZ7yYLF!ZojxLv8Mp*13HrqI#| z=n;>0C^a0a4AU^^QIR%NxKpXo&|{*;6IvPsJ?<4+8Un2i(@^LMkv8W>7n)INv0I=g z4cQeaUB{RRJ>^kzQ5>ogwJ3!b=?ty`WSpj}}5nQF}+7HR}cFMUSGQb*&o=b%?beO+OZXfyPhm$LLMR2@#Gpw~sku5hplzlYus z_4nv&=uJ_HqmfGOfHs6_JM>nVeudr^mAb;QD%|A&?tg{pA5t}VD$LI!q zBiiH+pArp$zV%XDL|vfoM0GB;O*9JH=25+91oXY3MP`Bjq+(IJXae*@m?lC$demI0 z@ld@e)2vX~N>mR06sDQb&xRIm_foe)zl2lMpzUG08~Rn$))ltbF&0C=iLyLe2K^qU z1hgYe_dtJ$vRz>Z&3X*_Gfa;|e}!okv@=W(Lw}1jg3FtuSyj+KUdqxM=wDIPov^!7 zFFV2~r8Yvlh3NyRnMj)%TBKAhw7aOUE41_p zw1=qJ(O{*%g!T;67ARd*;!-1(`Ucu7Oy5F#i+Xsecc6VllN^<)@Gq#jmzpMe3))vy z>Qa{Kq5VX29IaGp&jY#tC8~3@O>_v95vD_-13a=n=7&QEic+r7QVZxHLyL{@O<3Ga zv)Vx|l-giZi_=91KrKZ(JZcLatitAwGL$+EIz-gMQKqO9lqu4$3yu*HoeLc*%5tgp zqCDuZFr5z_F4ATSvz594Y89q@=!h`&fQ}4P3_42G!JRNivkIX|n689cdlXfw2x=qJ znK`_rp3u>v&SrBH-2k-}xnFvV?T`6+&@rOMYiKDKI#$%f6&C0iw?geiT47c%(Kske zROnLr$&F2fj`LDQN{xq(7paHB{-QW^f=HX2XbRL`RBSdwB}&bQP7Ko==p@ltmx?QO z4|K9HEB6@QeXtDcZyVQ2RHrFYY?T%qneMt2e{Cbv<;wp~a1}rUq^#Q zlc6D^k&a45bD^POnhgyL(;TQoG|3fCQ{f`$rZ6pphKtHwYK~G%p%J1AM+wn=(8w^| z4~_C>+0+8)=5T5SG+I>YX06q%N~qMMq-YH^Mzr3g^sS3M3*91W{2taQ^&E7oXroKj zie7=nhUrykoHxs+o`J@TQm$}|3O7KviB>zR6Rm>cqHT`0i#~uRi0VD6g(ix2T3TxU zOp9%SZWrxvlx|+cHbavPEzNM$Li96qhbYrgE74BqPLCp@zo5yY<}PLFd#KEtWvL#T zBFb?o{ZPktYr*|5QPfd)^CGqvG*#5YQGw_{Xj+&Kg6w4fV|PIhc+^6vGH9hJ%cZhKbD#%B?&oV+RJ0I!$k0-Ed6)GN zT>-69%6)B?6^ZVLR*U+YmE5SK2cd^Wy&Mfz>RxD#sMw>&phrX{jz%i=EL15P>nJXI z5qebAc=$@uThL>oq*>vFDbf4T__;PXVppX;hn@)2X6Q+g`zRB8 zDD@rmlxDdvKw@vvCa6lO=4ORi`-!$gPb)Rak^KU^20f$H!HzPO`Wt#y)XGsC(QYld z|0O!oqdlPKL~R`%tJMC`^CI_+O0*ZXgkBIG?^2dBp`_?kM;(-E4ZSEj(@|$pJLn}* zS4ZcIPJ~_-UGAu_=rm}(XrLo~wPKy1S41~B8m!d0(5oW%WlPvETORb9XsAn#Rq8yb zS~StoouZ!5>!QZb%Th1sjWAsfy(ubpg|k$6Ewmv_*FkT2G)Jla(A!}e0KFs9fBBm) zTZK}Cp_(uaf!+<%4bXdGx)FL`r2l~eX6eRotRJ*dqLmz}`6!c-3ZiYS* zEjK+)g{4q!n8rXKi&nbSLpsK7&?lnRj@F3ofIbyH=4h?xZfH}Ora_;1^o&wdq5p}V zcZEsOT-v9j4__okumAwG8@3w9y@-R`f9RZJ1U;--T&4v`v(9g=qFK~mwF2Nxq-|&|0mZzEj2AajoV+yfIEh7=Z|ZzxoY^Y z{8_x~aTA9B#*3?l|IYvA|MUHHMRTKP=tcf++^~XjqaB^-w{TiM|C6wP7&*&{el4dp z{I_TSG}7Hk_qchL&jJ53a-kM-qxlBX@(<@`m63~_T&x%Qt+`iaq#$bc=0*#wwBuHl zk)8%PWKV6$Kao3CMlR9T+~_4qvnT&FZd7e+ct4kFAvfAfTk<<`pUOxtCznOj8ve>Z zm)lfEE{mIm-00;|^CJH|?ovsTp5$?p%E%Sknj5_$Znot22L-Iezb`q?j92|IIkLiu+UH%s_5Wg=G+Tr;PN8oBG^npQPpt zzkoYZMv5X%qUJ^ZB5p`Y5>Aqm`?wz^i91P2R&YDY$Td+b*Az(}=5CZk3%Sv2 z;*vGoj8a>pBqjH7FG`t+Ss-I&6}O^{T7OtQxzYYf z$p&sgh2<^oKuNTfOiG!zxdCNlfcbmA2Lqy#_qhM`-!><2a{I~1K$jU9QRWlwK858| zZazu0H8(mis>~+tJxR2H6iHItdNMK~VHOa*$p3&lPeukstPF~p7x~|D<4IEFBrf@x z`%YfQN*%YI!kK#RI!U6YBsV%JVP52a&rK(Z7LcT52lt#LT0l~go!oNzZ$|&RJ1zeY z?l>8-3%Swah{?ou--SC)BCSACQFEx1m$I}Qbf!k7%w|$W=0*O$+;H+jlGv_Xor8+@*9u$Q>_z0pWo>!8sht&oZZV@HTW+-J|#6E#;H8jX9G+ZcA{@2`YQYc}l zQDPqu8fR#5(xWG#@k+%#dKbD)NFy2gQ2R#s`^P!aPk zdQhYuW<^Ckpoc_SfeJ)Dp;aEmMVCUW4V5I#3MoscLk}xe;!z>AMpW)7VP3?Fphv=V z9aQO2rBVZ+N5j+)dQ7AdoY1BQL63)1*FbAUNi%{}jb@cVPlRb0^rR@|QuRvR3_TU5 z5m1$(;TbkHJfhTC=xLEz;JYzAD!LVVMienCO*9UAR+R10L}*<&H6D6S6nCkFc@die zJs+kr=mk-^m%0l|hG{DFqNv8DQkpdzddZ`D(H!VyQKd^+Du>pK)Wg-VG#`2;Ocl_p zhDK!A!VwYkBDNHIO{us?lc8#*vKP{@z0jNC)C16lFs+2%5|y}F zaq}YfIP|tiE4k4T2~idFPMDs6YQpp+^scDf^fVPd4ZSC7JVvEvt%ctAQkI^9Hj0W| zp`}Nm4@6pFR*edi(1)U=OQl3FLm!FiEse|&RYSF5dL8;$ROF=|fj$YRUWGml(`(Qs zLn9-uFx$L{y$5~fQB+g|{ZFKo+~~*xQ7!bjNIgxo5lV@)87fig6KJzH%hJ2h7hbAT zsgI#AMdfCN!Wz*R&=yh3QN8F}Xsbw@bEBh-q{Y65z7lD36MYAL{oh$GwHc~2G%CZ+ z8Wqv3pP+BTR1bYC%66%!Qrn^LG%MoKJJ2?z3LF)g7qK1C_o5OM+v2N;Reu8qQ+xb`kmCzq9U`ILQ8)_zlbUwCC!W2z7%c`(>~CzVQLQj zCaQ6T^(s6F`aMi7pdJ6En=_PZ3H=eK1ED_+-E8*qk2aUeg#PkU5fvT)?NqABtdJ@Z z9Si*(rgqRj9>tY92KrZ|6$;BmCqZf7H{8X#Icip#=qP9xQGrKopj}0AkB*0S3)2Zu zvoN)Xb{8dFVWoKyI}_R?OgYe=Vd?~>dz4gRM`$lmjhmGcod@mhQN5@Ov`?72LCp<~ zb{A@Nkx~seJ@*xrn3de<=!B>zw4W&HNau<5hV~a#I!c)ru`8eqL#5f4N~5A8=m3w( zMg5=yMRBu|8!ffeA37*Z1ECh8q)VmDi`X!zrKsN0m;%u#=wL%*vOOw=4iS|&iYs*| zl<85qXcBa&C}CD|qhl&Xv!KI7Nk=uJ#n9m*t&mEI5>P8IWoaRFM3@#qM~bwW!g>`h zhmH!B{XiSaifubs00v#_(d2|nSf>&r$??UZGTA{GO#A9DU zCyLAhzsGJV5>-JbiL|+ieu7R8)AvxesKoS;imNcK8MnQ>l%?-Tof=O40i716zn~6b z`V%@mOn*aX7_whKPFSuJJ_L1Cs_`u+MD`Giqu1)r6WmoGc+b?HbeDFEg;ohDW47_b)G2VrD{l>@6ED>N0G`ErM%R!P~Ly( zR2gORN&3BbQaW8g$1tA($8GOOO(oX6g4kmg`_SGQy-|8NIe|Grg}h^X;!`I zfiyJM0lM5v6`4J;OQ9>gS(bW3g`&p8mnd}&)Z0s0x*X~grYoQ;4cQ+?PFSwOL!iD& zWtf#F>Iz*Y(ugJ+1YIpkxKyPIZ-e@Y;vSViMWP~)u7$1%7nVZThG`6RU6^ix`iJRO zXh4|8LIcAz4jL4u@ldhIye`b zN^W#)h7NxZG%`%fp;0PKn$4slN=<`q_EOoR70_spqN0^hsVHJrD6~`wjS17E&@CdJ znN)!aAB1idsi%pag2sla3L0nV)|BZXRb*bo=0oGXStX)}pxZ>+Ov=)FC@wO4`5umq zD|H_UG@Zh7op1v**_&ml8Y&ZM zg;YYRkD)1Ep{2K=yS!ATQlCIm!}K0BEllr2cZ)QFW7xtkpy}b%MrcMj^(j;?QV)em zop1{@Q)CtzK1xgXL$kuEt~5)Zfs8F#QHC4Abw>B9W#ut6nGEZFlZ}iL{a%9cLshwimP{OnXC1!_*vF7N&in zM40x2?lEMibBqj~@E~ZpNGni8)Ec@sOc7{Bm=1^TGt~H7bX>LyAK*gW@1-ndl6oLa zhe0bv+RO=~Dr^ru7^ah;hrGf9rP@HNL}r0+?>I{>pw))#_qmCF;P4MC6)`cW$h?Rh zOKOcsD^Q8(LgWz!qgplT%_q7Bd%k_ptWAATyz2SgeYoONLk8( zo)pDB>I*#;rpurzj}j&x>jOO#K+lR&rl*N^h1P`&FNdBJ>FqS7 zu7;i$X#|us&9M^b1us=28VDstC1!<`rHh~!y+TXFpqE6IUTO^VvMBCRFKE3e>Cr9F zD_&vB?1_~^uZpz73F}3Zpw~nRv(iL^q3Zvp#+xl^u{)sG|2xak&CnYnjmV8UngYEU zrfJZIFx?Hk<;}{_;YUGldnrqILGOfVDpX_09*h%4R5%xUSEQaMS_Zu*(q<@IsYjsq z!?YaQ7^Zum55lwp`p}~S%~}I}WN2KaS>YI#Mnknq8R6HLqj}KBqNta88Tv$p36F+A zpN3Pj@Yl!?cFfwqZ?T%o0n(D$Oo!`CbI1@wbgXlXn2qgQC@ zeW+ff5gfzPE_-nQOH}EOVQCwwpG8{9joxOqq{W(%`o)l4fiiT$1EK9oMQov?hbjCu zoZ64nZyqTgI|%wcOwFMkB2DKQHq{dPL)3VTY;&I2kvPvutV~XlFRp8v5Hy zMKx=G=pT`KIH9F1=wFdmpaP{%hSGj$xc_xqW6IKr&@N#*3EEX;Y8v82D%=~|O%ydN zO>_#>Or*_FiBg@Q-9-_XveX9JBb+)5+S8jAS7A1kE>aJ(EOmqS5|z7I38i{Ldxz;V zXdjO%l`4Rmhv^b%-!NSY?I$WSJ)AJ9!Yb7o0<$Bh?Vmn-Jd2Za#Spu0CiAdiK9}{ zOB9|SrWc?yL@Qk?snlywM^TkWZ$LSQCK%y2_Jnk$-iJDg+|`&65q$`q8K#e*vpmXD z>I0~=D95ZYD^K(pbhfC_QL$(%bdE@uj+CV>(77Jzip9Q!qM}k)Sf;{npe~|vM+s3q z)HO^$Lfu3aUg~G4yJ)4ON)`SIofoD*pz}pZm#S9kA1F6We?xhqT9-;Gwd^$RsE0?HqTQjGp@|W*k{g|vE!r2lC`|i67l)}iR3M7G z!ZH;e1oaHl0njC3IuN>4q^rsaYgBj$)Jvr61J#R;fG#t1yDma*^mhA}+d`L%GVBR& zk0^C4bcIMOq_RX=P@%{y@bl&9XsEYWXj8{PeMGvdq;gbvGIV8_PJ;T1^2}yZ1xj^* zuJTfrPK2%&6}wc4QXQdwq6$X|Q75QKROKis>Iz*Grf$%+9#tz9g|73cM$`rBFG`se z-dDXS9~$7%4p9$ipjT+=Txd`@bsBG&9PAXNZ6uK!)W1!(-x&;~` zio025DvU!TMUBU>G#DD?6V7(8Mr3 z3Edv1r=Urq8aJz6vmSx&@KTl@hwe0VhuO<-wmZ_5dKH=+rfR56lwoJxk*U=C&=ij% zqW7S?3{7$;ydzumFf>)EBD2CVibY>S)55d`x?7avQYA`#22B?gdX$1@h)NxmDfJ6f zE~;>p5d96!4AVc*EK#{jtyJnyXtqc_ye~_;rgQ&GROwPxO6?EL4O0d*FHHME^F>Kl zSgpdAP(_#yh8B2Kt5geUp{Vgfr9?mRz7~n<%nI+TUeub@VncUkSh_P))E-(ArsJWd zVLAa?CW^SiEES##CBk$HbdN}zbE9`=D|H&Q+)G78+0ebB9J4~o(pk`oFm;CR6KMpg zJQbb+-5;io&;ufECRLzR6j~XkuF!*`LU+O1uD|4sZfFNiA43X~8nhLRqw z6fJ>X6lsN2rDz%Sl1M91m1sHivPdgXQnUhE@1-o=1HB@uHk(P+D76ZDRiw>L^Z@i) zIQ0-z?NLgF4??etYRw9TmMWn)M0Jkp&5PJm(3@d;653#>%U(n}a+6kpZ+Ds~`R2u)Yaht=m3-pCoXj6Yu z_@$xAIi`og8WoO%wkWm3(iHP&T5Nv`w}vSL`bt#qrS^lqHZ&#OQHFUDYYEkb>0sy^ zQKm~plsX*xR^$#pB`RtSeHW%S&^B+DO|^i&7ZsSE+~|}-6&?@$5T+BLA4NqjRjgDt zR4>Z&=s4)7Fl9kMi%MLoRD~U(U&53FZ4Xl?=vR??cwcc9o&){nr7U%Zeh7lS(g%?48gy~}F&oJdde}(BnXs2kUn^mP*eWAZal^*qj{s~hN^sh)g96qVSYoN3r z8}5HiNw`8wy`f#gR0!=VYCNG$^?`N^)0I#&QMH>@V_w7tL%SO)t802Z=qypTBMpspggT1~92G0o6*^l~=+XJmIpI_kI@hBT6?TE5q9RvlDHrPE z&9c-T>MGK~a--8M=t7ZtnrIM|FN%AqLa2vGJ)~Bua2ON|QwemDNSjGjDpd+yENVQV zr5m7vaB2k9Q>4ulR;h42bcv|(gqCiEF7*m6-30Xt({SiAkv20csaX@D%foa#bVZmZ zL4~5mkJ1)i4fPgjg;~{_H5KY3YP^P)#z0q!YRqO*wMxx_`iisyr9=y$tHQJpy4owW zsku-;kya?IQ{i%`$V*w82VE1U`OvkZdecMU4i&D3t`lh`H+r{`wAkZNe~;3YdJGz1 z$ZjTO=}Bnde`npDq140BATMQUEmSO04~3aZJqum$6!Fb%jcB6ppiv@ih6USVzeA;A`U4u{%_>&mZ_q6wjbN6g zJ@(=LmndR3H_@x4#)ebrq{fA5FKE1|@h#g~^%UObrAlGfTJfWr2p{e1*&d{`Q;Stc?BK2^LgihEEnl91`v{G~#G$TwGL*-#AfM$lN zCp1gcc#KNT>H^Ic#mx%GNQ$zdIif0$u7l=!RIStiXr4$b6xN7tfaZ%DuY9fOSg1mz z&7>?1g%*gk0;QB13oR67nUyAblP|y`QR6Xe>PAwF!-a8ZNjNnaS{hD`f|hwyrxT8c z5+Y6KgqH4v?h)0y!|zaP5wtu^%bKXX^pr?FP4p>L6{Z^KX_0zJ6{xTddd5px+5|ltPJIil z3)5%Na~>6H*4NPUB8}h}mVSX=2-9{bDQbMnHnkCY(MuI+*3ZyOB5h`trQMoy|0_(p zL+ia+HuWxruY^;3ka{&t>CkK8!uKew7HI@0EY{)oCG~ok_JiIK<(SP)sdp%RQ(B;K*-J{D;N$FOt( z^hr3?2Kv;SWmDauO`>u$qN%VG^qEKpYoZ>||3vD6s&vB3q0gZKJT_^1W6okvFr{3H zn`Y@~XtPKw#FMHlg1+#mT68t^WtjRwTSV%i(541LTf;O6`YKGt(AT0GGo8X(9b-6D zCrUUGpRbw8Vh|dYCK`R=qBigFpYqI6zTd< zXj4O=dXYvn(In`nFx>(D9Hz<8FNS8AbMa5h8RCCe9AoNF=?t}gmX)~#aW<3J^CDIC%C3+UxX=r-VtU%eK8=$|v zl%*%2e>}=jY8~{i3iUBjXlW*t#v&_?C$zK%+QpFlCwx=t8-8c+s#LZ+p-sI=YB!Nq zNJVvw8mO5l;!>8Lgmw?7UV`=r(<{)PqC8hvU|z&FL+PSyM}?v!w3jIA(Yw&zqQ=A9 z)H~2VBCYVgid6VB)I3bzK>LccnN+b-zd`$XR3h2|?Jv@1QkMROGQ3o&Qolk6h_soM zr9JlL4w$I1Fs{^Y&_SXMvqH+!Llm|UsRt@kY9CT9MNyZs^d6~$MMWO{4jm$jJ1RFX zV*62;=}|(oFLbD=!lf*=f({dDg%hq+sx5SQn2v#3d4)E0ICO-l%FRlu@Kor?Fr5q? zB~lN^s8%Wqiii?srHR@=twl+XPJ`Nr3LVv$7qOqXhDVFELSe1w98zr!O^dperL+0> zqsJ(fa#Uwt#4aFptVk;q^0)jIi$U$Yl%+faI!>gO+-SLxwAiK4@rKHq znI$M)slLz&BCS9fq9Ulhp=nxaqLX-ECo0w4724Ewq)rkw&a!kRbh43We=O!=Vmg8VQ{qrqR$D9(7RR%}_^?R+yC|nh52D z>2|17m?lAIdb2vK@D}JSkw!4fQW?}))WU3rqDmD*XM2T~MnLC?y1P`KQgfhlMOvY- zhiE<&4buXsi%6SE6)3d~>MClSWoa(dO{5i4y_8xGbr)#`Dip1P&I{8T=zNhjlj^I~ z6HsoLo`Uj3+DxiQsU&oPNBu=FLKlj(LaJEw29z&qJiMg`p&ns+2#Sd`y{Yge=%Vnf z_0Ywl!Dc$C5*_0cs6eFYP4qU@Gn}f0F7arj3O|M}6_vPImOg`eg;O6umxbv==<+aq z1YIF2b+g9m7(YOTBCYVg;-a6S-d@U59n>dG-#}M}>079;N0T(`d*~{WMsSQW(J#=| zB5iJ>zo34iJhQop=0Qbas(`K$O>?Po%}U>oJ78f-gRTqHu2BClHG>9-D%`AuW*q_z z6fO2B6B;C%L(6BJIhDtoDQtDXfCeb=~jHDi*2O-A9um3l;j97`eg>@)>6=N)(q?G2p@s+C@fXxrsVAU^ zmD1)W`W9LvYAm#=FQ7-lsjX0@sK1+4tXY3TkA~?t=rNB5E43YZJWRhrYs2(A^n^$~ zyswce{0Dl{OIi8_dP-E{4sU7q{ka1crahpi!?Y*#jHuKV#&wJXpl8E$Ahb?2)=Ra3 zo)f8u_ccj{2Sd+$DN8M(7erbiRi@NoP%=!dpch5c+%e`TbsY3kn2v{D4pSDiUR2=< zSE#T9^h%gcf?f?%HuPGUPJyaLjaPoPX6+BX?xif9480**>rPmuR4(+UNGn{!q$nTS z5T+i`TVCOMrOt=m7FC-S3Ts5Yp?ADgt*ARxBdT<%l&A~zu4t1-*Fx`!wmI6N)KKVs zQJtmP=1=}-qM(h2W;b(`uGARlgD~9+edtk!Qlp`dL=jimRx|^u6}9qc3iNR}H4XYi z)Y+w?DqH}48m9TsrZ81NpNV?7!U7fE1N~3b-J>PY=i$^cC?zU%ss1W_0NO0lFPYrv zZ2i2)9)`XU>6-~vD)ltVeRa-(xHL?1)nhN%|%PNdDGS}64iv`u6d_~)0S51{Ww zS;nCDN__$SAj)>sL9`Y6(W4yE7N}knbt!$^vG1UtM0t)1l==z!IZVGmzleIdl)eeE zzoG4-5=U_r?v}y*FHyOpIikIw-$d1p?B}&V^t-6W(MF|OLOVpYj#8q-p+5}G&9pSv zUc=VVpCVnK+~{2Wpv8`Z{t`u9%3i1wpq(OJa8kNrv3AhkB5iJ>_Rv3JIuZI;)Wgjx zFfU>qptPSF{w2*^t?JY#XszOQ8M3bSab}s&py+Mv4_e2ZX6Nbf8F^Ibl+>u7(a0X$4v@ z>JPOD)3s1bZ`KB-u7C~}xu37OmIgtGgsB+H6xEs@j%Gz>aSwB4n4C^Zr~ zJWQjYR)*#^v#ELMN|i!KglPOQlImi zt&KO!7LFiwvPR)T%5>0cnDl}^mbh4rOS(fJ8%ex%P4%0o* zDWdK!WiRi2(5Z$NL@h1QM-Y1eI!)xRyrT!94qg1*LamSv7&h%22o`%i}ryhqoi{fsU{k&d+&h|*3PV80a9FNLP zJoXB7u1G7q6B=ZmUcYNMzQ$`x(!=vydHw8>FQse0%FQJtf0qCcPu!}L3pFWTZ# z^-BE)_3%=bc0e)FdY9U+)K=&s(N0SX&7Wzp0}kN+muQDa&7lI1nyGLfsHdTY=`Ph= zbU1WLm=1+56=`#BbYX^4t)O0B%Fc(hBb@OVkDG8>X(%RblD|UG2@Xg*i~aaOzB`C`@NT*M#Y8=-M!y z16?O-@7{8@-q$5i|1ez&4G=}V)alT`aH;?r6sDd~v8aP9%+WD=L)UxMS=0x*L8KKv zl&GjbbYqwXK!ZK%uGBTqkT6{f4Gq(E&@fRC)59?eR5%zlg(ipTDX1(=RnQdCVmB+H!dIcYJX#@o1)3_- z3ddL}dIOr~(Q47_(A^?!CS~beXu3Dc(#y~cQKji2wN{0nLFHlkA2c&ewa~0EeG1JM zX#}&@Y1S9e94}?*6KJle%AL^C7HD3WwnFnoNtar$SwBJ*VXB7~gy|<}VVJ&y7KLdW zv^Y%PLrcQ+1GH3B?GC>|hyNQ|CelUV8d~}aN_eRnrT&EO3DaNDa*t}2`Ukowy2}5=TYNk{adNNEo&{H0zD|I$hB~lNCmM(yv4%3Cu zGluMEL8`e5Bha%-sRzmsT?DNYnFapCJx3j(=TzvvY>QebwGZ^Xm$GyY^nyquD9lvq zDkv$^<|euZdNEA>p_fE@JEU5vun+XINF$nP2(;d#h*E>0S3GJfx)FL+)OdJHeWBMx z>S0!vQWKzRkv2Ec?a=Fn?3Wg5uhg;78%n9CiKakrDphGVLmia*h~FC3IQS*bi{}rZvp&v!+X-e%4)qAsS;SbFEDNH{>KO0(D z?v9}su}Xe9{G!w}k6JQoyJ(K13iBd%6!dGDBG7MPY7PA!rZ&)yFdYs35vI1#pJ6%% z`b)If9X_GMpA78`Q#SN>m`;KI@o0q#PlWyzHD0Kdq9dWSpBwIfEn00>cu^_p2JI52 zv!PwXbPlvzn4(a#Fm-`;7p-;2Sf^vepgqEL5wvHRdO+zOB~^Gaw3kRLyyf+xLTK+W z^@jElX)~#6rLKaShv{l)-!S!q_6t)Hw7*Crn6*K(20RAV-i+NjiE=s=HZ zMMI#2M2%N|lPDi*AxfDQ3b%-EgIbETxrv5D2ZvK*phHBBU$%M`c7`%Vb#9iW$sMc@Zmzjxc0LW?6a=I#$%yY$lbZ)QeEN zFued}dDLF1By^mig?(LNwrC2!%#T+p-J|aNuLQ2Q`#giaLYxKt0N-hxgN zb@r$RI$4zG(I-&0sL+w#MeJMX6j3inMdn59Yv@!_v7^DFozQ7v`U~nH8tGD{N~O2p z{#Tgxg3j;?$13#)g&jqcTw$5$5K=j!{*I=Jej(Ksql994?4p>stEM{7kVK~d3SM^&N|pe~|yj*_A%)HO_9pl)I6 z3Uv=tH|RXkdN-?Dvo3_r7u7i0DC!I4iZ*z3Ig}Sp^@c78Qy=I;kw);dT&r0{P`;P4 zR0#DDH6Fv#Wl&7C$(=Bz!lBSbVHyTqEYfC_X;gt4_zVB3aK4RO@<0ZJIzXNbcy*hEjAPCEz;&D znhNy^r=~+!irhD9NxEj`L48H;i@l_|=v?S3LrYq?V?;y==xR}hqb$)9sGq2qsPW2AQtCNqxM;9hq0rJd&CUY6smGrYtBfTI*)5Q>r60Axx)26Gc@nwO*+l=ys8MIEJM& zp-En$rIVpM!gLCBr>NS^+MrqIL6gIDK2#Q_ZqSr4b%*W}ZFIA0H7f>96={X{wMldt zG)7V4t8fLhOysV-qlHjH6m`eQ zQ|e*p9#MCX9)XsJX)ScGNIe{*hYG8p6<*3xC3K%iE2IjPdKS80)XN>CQ1lA)K$u>I zR)*t+>c)?3gjQF}-IMRTFmqQ=W>sRDXfRP0iNmHGr)6Q)n0M?@tq zHBzZ9P-U35LXU>&bLg=!ZH68fX#`ikRI|Q=)`saT=n1cItWqiHNzo*C_%hLU=&3OM z3RQ`;nPW^->UZerF#VscJCCz^`r|l02q76HNo6WaSu&EOl5gv6`({Fv?^Z3jk&DVLJ_viEZe&;qV2X`Cv zj7@(+&)T#dS|v&+6PBvi&(L$C?AL3)=tJmvQTB`C=~L(h(OpTwGNtyZ%lVgRaY9Q( z2SYE~R1aD$(q^8+I?(b}Zo8%lM6-mvKu=uOd@BvqkQTj;GI<*7aNwn%r%Ew5AR z2&h7&&Cmu>XXqV~R-lcd?$En7^?=^9sVB59=;aG`gWeZugoOMDcY9Y*Wa3O3iP>6Q=v^ZT?u_*(?n>qO_QK6MS9?=Xn~s|FFqUk%8_4zYG}ea z(APH2g|?{RUH-ln)KqG3=o_W-6RIP+1Nv6fAfaZW#n5*)-3NVd)4k9SqE<=4HY)fi z^rKBHpr34d463qeIrOtl4@1A$^a%8;sC_bFqzRvgw%YUp^qWl?==Y$PFZdwzhp2nf ztG9Z+4sEmP4d_o%y&zQvZMRdeK!4e^7W!LMloUKeW2}Szadc1iWz%1@7xb@Exg zXmLP?LA6Dhgx0u=xF@uaO}(Ien|ee0+SCWy&!+Cs{-RaM7;k8d2&yBhNNAntZ0G=y zR`^nG5DkawinIc46pexo3{swkLG|p^Xy_n2bq-WNNL8xWh0wvG?C_ojKn+A%VZzNy zjfWZrq+c}S2~Z=EHk0x+5jsS)#ns8tG^oH%O@bQRsi{ztAXTLar$9|bgOXlbMW68M zJyeu^v3Y7r>ad`or>mgDMSuH(W$trcyZ|~vv@M~X-9>x{)Xb6JoQldk-48Vn3VJGo zjrBa=;WZ6r+1+acIs2;6q`PQBAY6q zj-m$17>zW>Pf#bDs-Vt6!2+c=L0y8Br(dA1HvI~9v*`yYC2HbY@OTeZufL)0HvJ3r z5NR{1!otw7C0wV+-$?E&=`X)~!7O6>#1qU>wK(|e53M^xxGlWM6{0jX1M zIv6UlsR7j2riRdI0ku-E#?a}a?1ZgF?=ayRB5h_uPt8d6v*{@4Oi|n9zS^r`Tj(s2 zRw&p(6hZw(T7e=_7wGID<*5TSK-9@?Ce=l$9?(FMR-kU8-q0YCR-o>pe$e26dWuei zh6L1GbUHLtq!kMG5e2v(YK*ba$bkBbE`cr(WnTcE+Cig41Csk1q|`*{LeY?fibYeQ(ITxd z#&FRr=pvhDLt{kROlpKu^Pr1G*)cp_4V451Jfy-%>6Yz0J3jt3}zT;psL~lSHb+eR+Bank*Wh41c8xu7c7wJqJy(=>=%2Xi`!z zt%7TzX#q_Yy$VeiX)_agdJVe9PQ47xu;~@(TG4dZf`T*D>pf^@K(j^fLbF6Ola!~A zpxHrcj#BSH*99q08=yHNb!UuuO1%%wwP`&xPn7+l_|&t|^`g>b!W&iad#Kc=ub~@k z`Ubkurf;E}MDvqgcc|BI(9Je&g>Dhum88m)+6LWf)1T07K|!DT6`C))KPk9G1@jK# z{L7}DpgTm1lhiV${-fZXHvI$LWz)aV-J*w+f-6+8CcW+n=t;bJ1ZBFQWQ5Wbjkv21ir{2)xcB(7%giR^vNl{hO z>lgJp3wkO@dFl+Uv{Pq5PutWFdd8+Rp=U+ECu3~W7{j1dBCT-C+ePO>&jl$@!=dNx z)H%=#B5kJN-zs=MlnDxYDu!Nkw6KPsaA8fQ#zL!=(&ki@&?x97rFIKaFfGTV%gWeHoGpWOsx)*v^ z)GR4@r08Mjy`Z3{MbJ7swH$iiriY;Q0UfPgk3b)YG#C?lS_*9twMZr`RB9#kVL&ZK ztDuiW+Dt)D&p{vC^a8X|q|KySso+b{C!*|=_jEV(si<`_VH>61fj$eUt>_J?(xwXN zbDQ3VHi@!NqrD0~3wYk$yp)c*!XV6!6Y8~{oP47cn?1CRb--t9A zV?>&86ZCD6>LU6S`YuR$`W*URRM%~$pr_f;52EZB#nYS6kD^XN>Idj2n|_3S9*=uevtg0_oJOHu=rstf&P(}B?6qU`tVAxd4%ef=XEo)jD*YE0^1o0>rX+0+!u z;};EH66YlaN2%Zu&`zR}0UZhLEE=8ASf!4Ib`gzFXp-mzsD|jufZ9O2il!zsL#fWt zZZ>s-b{9<#QeB{$Hg$#eu&Eogr%fqnFVW1T*KAFADpbp+B4}@$`a-n>nxlfJLHpR$ z2g(=COU5WwY9O?)O@pERY#IXXFH#*|3G-EOI8;Y;W75mhNaz63tpQyC)wStD=s=rB zL-j=2`?^D86hjBuGz_XQ(xYQ|pE?sdSaer1;XNui9%^9Il~6;QCPIyDngksZP?>sN z1r>-EC1cz#nhP}+Ee_~{S^KowMFG8~f*(O0ZTcAMBzhwm!>2xjI*Z;-Xq^iF0d)~o1oR8k)lO}Ny4my_l(Ok} zsJm!=(rbgp_!sISS{KltP)||z@%q$ysF&!YB=xBZ?tU;QV4{ry?Fq#JRVuX?)JLQ` zylgg!_J&RkQl4r-MIzP7rShS^qRp-j^py%81f3>&JfH`-uhT`@`|_z>Nu6OAJOJuv zQ(fpx(Uzpww;JPc=q#I>K>ckx6gu0c!=M2HeXm|kp@E{RWQ<=#?V&+7oeT}OsWmht zApVh$xD_ zcs6vNNOdUaX&`jIDEkaOwS-36sX@>MqU?S7)M?Nt(Z8;HDq7?|=f&qi7drAQ(9W80 z6f`=Z8lnrKi)mpc2t;$%Hl4>q_Vnnc2wiT|c<73N@|C&*8ZS~E#_%)`njlhlXg{T2LU(|ypjHr)@+wCMq8mQ72b*)}bM zt`jv#?yHgR>p5tSO)H_fHm!o@iByNjTcCo^L)QnXLq*R(r6O%63~3 z)gg7H3cd#2WYg==%_40k)k3Mapj&Ku8@e?p=u@viw~3BU#_+TrnlCC$sHJ*+2HhS| zE78Z$9U^UJLQh{nciO3q&|RX|Nv}34_$_p|P2WTJh}tKq4odwFEwJeis7$05Oz2Zp z(88dXr*EJ|qP9V=U!Z&KUcW+%ZQ2UmXVY)c{h}!8)k*iYa|2GmL|S3^E}|OH5>fUU zdis%qOGR2C)lI2dq?U=a0(BQ106l2a{?Kxp_J$q`dijETKo5(wLa(0cRTp|BDCnsU zR4(e{Hj^q+>M-b0QSX47LMs9~L#acd$3&+kDNn~hkBhS3QanA)Gkn5MwIKDRO~*n{ zi8M3A`+|oIl7P7mT6R0S#BLKF~`dwO|ZS{h&1>tw1A`8VvnUlzqIO+Cnee zsk5P1Y#IQq6=k2sNcHLsy(&7-tuThC^Pty6*;kaOr+7uZF3L{msST+&M5B{}CF(T> zdQ&tuq02>AKyL*!UNjzhTXbcTnkbqARRk$d%V4 zXk(D_v>f_GbfeqM7&j~RB=o6GPeGrFW(TRoP-Q^#Rd5mXxhS2a?h;)KZ4#9wv`F+a z^o32YK$}I2lhpl6y$*dD&=S#W&{v}6N$O$Id(hV+t?)F;MeCt0L289)9rR5=Pm11$ zz7;+0Rw(G{bLcyfR-lzieF=RZ&??bp=m*g=NkLCPK|hLAhk~BAKtI{3AEBy%GU`47JZ+jeiWskeMG+}v`rL4`J!(V`d8E$+Sk#&Zh^1qy*rD}g!U8d=2Q39 z6b*v*w`nj`N3>^>s-@I9&;d4$fa(TRTd88`K#}S&p{H}9dX5$)_jPZ+QXQd#l-e&D zqmJlusJ>0(p@RdetJD=x15y2?U<1)LP{SbQ=~AeXotgn1Vy7;H3hdN0sIg7cp(dh& zWWvKW;asSxP1i$*iVh7@w?K#4bSreYs9BOaTD|Uuj<9I~)Xb(bsJTrGp(8~tl3uOU zYbkV;O%Fmxi&`hCwn{w#9V2R=P$$u|PzzBM(DTr-qAm$_Q|eWyFrc2ISD@oW1CrDr z(R)x!QE@`UMV~;&2Q*T&5o#qmFG+c-gia8RPH2o$UqP)!LlPP%`Vcx%G&Z0uP#e+2 zgeEDq6*@^YKB1|ipP{y*bU@pocB1JC%}{EWMx1|%<|H&vv_C&N zoaDs^K&OaGmCDk-P-N3SP{(Rg6)uuguRM;wkaMpY+nG&xy=>S=FI_$9lC6TdYT6=+K@2JGoX z-_EF(2>+T(FDLqmjOeF-Ua#hyRaHxFwnTR4sLIY9&PkOM{RF4lk$!?g4yvj}|5$xv z`gxhxYiG`>Y^lL9m8<5rrlLY$?PN}=Z0W!ul`X9~qjHj+?KofUSdOTi`0}Z!rI${e zP}$O%11cxSYilafcZ|GVXK+4cOFxdMszr(FXOLue;dIKDT{)a`)%-}gOb^bcoSYC& zFo2^eTLyA6Wy>HArfeC)xs;O=lRj;9(d%N4rEDqTRLYi1IFxeYi=-lbgU#zTjx#A+ zF5^hb$w|osN#<%!q;`~cezu7mNZB%p^C%~NYbt8*GuLt)Wy?%Xqjs#8WUk~e%86e{ zMJM}e*K-!-#4n_x4qk5KD9TCpi6%0Jlc*j0Br<`6s2!_CzS^yvLpeD`3#llPdpL%& zWdWy9wv=%Q<-`}ETH4j^buVX75-p@6{rZ>JYbi%iJ7yAD%n6i}?42eungb{&9bI*P zE+n#y^CwBz=RuC2oODX0vo3l)#_5wSk8}8B%M+YEIq95CkW_n`qbDa_l0IFvrPs@x zJndMmo0ms9cyiJ;$t3bR=T1)iLMrN}Exq35*vXbRIdzgG)lxq5K8H>__DSRo&YX74 z^vH7`z1DH$2o)Tr;W_ndBH4Iw0BMozs7Y~P? zb~LQOEv2Gik-LaXpl3vxgepZ>L(keY30mc7xZBI)9Udt)1$xe=snGMHVz-%8TB&QG z7i^jVWgMO3_R{N|NU2%Si#E-MR*TBqW>S?(&4pgFX&$u3(TD<{8j*Gv@eR=bY`PJ8 zSybjWr=oKsrEY;u9y>HXQ(0UatOHvu7o`62E=}BmVBmEr(6ON3OdLH^vRNz)}lz~1HX){#p z_QWqi9|tKt z8lwwT@E_=BoBo1+vFUHu9yg?LaGMeZs-82a0$hR{C&6)V*M`d3uuRw!60IuiPC zM;hZKFFpdw`@QIl=DM(WKd%Ji% zw7*SPLUnAq3Oc}1_SIVwxytcDP+gnqLkFs0elmtnT?*B+X&iKrO_xFSMFl~@3DCi! zqJ;FM;_ILWHqC(=+B6qxWYaw85K(c^>w2ibrc$V}s4Pj9yNmd4sEJ4`si-6)DubGe zv;tL#mOzKvv=lnbrp3_VBGpMnm$-U)@q^G2qDr>}<*U~UsF|oNpnIU^qGb3awE#NO z(IrumDsmTb20F^77onqVS`8gz(@RhbQ9;tHSiPQwj3LZ3n%cI=hVCg>DLWAl?# zfxC!z;uIjV=}%G}ZQ2fXvgt3VvrYd%U2OUn>MGJ;sc3AWCftPyyNR>{MWR|zN>t=l zpkh%SsJl%EKs`iJkg5&!v{U;-y+ox+s?1%)heEwYB>^>nVw)O5eMIF+szL>ihfWn~ zh5M=$wT6mB8Ml(7R#4xdpidnQoo3T9(CId{fX;AqscXe=axTqxSMe!OKbs=xOchjj zQjt<^ptD4(0~Lw3@dD_tg4&#;&ZN$^sS7kfRP5@IDpA208fa4=Xiz|DrFubwMOvX? zndmfVh)t(MLq*z5s$8i7P_alWP)2kPG|Z-AXt=1tZB9kw3Y5A4I>(WY#rdKnGzJ=> zR3=FkDs?V&uBbAg3!(E=uppo-p!03I1R5z)3&x0CJe~+$AaV=U6MDKB8YL=r29>yr zcouY_P1i!BMcH1ZN?iqABuXa*Jy{W4P7p(2xt^^g$iZ@x(^!f=(7BT zirhu~7&Jjt7|<%{N|81*MzK<>p{s(Frx&1!qHHfu<f0pt&~Hfack>D|Ee0yFsO*WcbV7?0NCG z41a@7-$6HubUUdiN$o|!n?%ViU!Je0@h_>H9r?|qJk=p}i%2U_fl~FMTLUT-9R%HG z)4|Yuk?K&;ry4`I+td`gL!`~5BK2wp-5K=qQ~=#&riW4ev7jb7&_uAA2T5QuP(0w*V(ETFK z%ou6)IvILEq!p-CR0J&vs7%xsT53~oXql+oZKhyGss7M|HVuH5i?o?kg;K+yhk{h4 zXb|*pkn&UvJtEQy1*??02r9Q}4D@JF(5D7ND{LAHJ+@=PD_pC*cr^65NOe+CLYF{K zh|+F1l&=YUK~L`3E1~nDryTheQUywlhgOQT0u_p`f}XZ%BJ_++S3}R*GznT|(`4v5 zNB)5`Mx-%Hpy!p+3REnb4ZR>Law|ES2W4!U3%#gbWl5?;1MGkjWO+yuQ6^zt+VS}Q7bn@N=^RR+Ck(<11#fHF$m4ZSWZcPkY1 zv=n+nq!p+_sYjtVZF&fLOO$q-NmVL!JM^|FJG`fRpbDE7K<|jM6Z+IL=v`5jYmth^ zyU%&?8t6Soeg(>R7QY6q3sRmk(EB#M2(4Gaf}~fW3VsZIVAFfh2AkGFAKJ7Y`pBja zppR|Z0ByACL+BHc?v$rdq~YI!J{3jDeR=u{`YfOlrM`hGMd>6}D*6NZ+|gy)OfOGw z^6S^8prEHONqr$I4hmL5o9$j(p)W;cNvhmk#JlisTYhCz4d`o|c7?VCRH1@9LEqT4 zGxV(}lZ@e0dqdyZR2%wUROwR_+~>S_f9QvR@}0#8KtDQ~pp{fKp+Hms{S>4;)q$#P zstf&W7pxEcV$;FUuQoM+wu*|}U`$w|2~U82v#B-oyQnxwwT1o&QfU=D4%!x^JavHn zv{S91?E#gl;7QP5K|xO^Lx0<;me4;UZRVECRWOGB6_vS_9GwRJXVV!_-XGQHU%n0( z85JA^?Ig+;^wbyH*{0K>U2N(H)d;9Uz0QPo73p>u!_#1BH<7wSl}ZhRb{A=Ljz&Q> zZMqQJ!_k$l4EKIzz6xFe?WvSnKn0>ppuKDw3)K=;xy`xMWzgP1FJJI-sJ2MmbE)yr zJ~mB&@TY-v1^Pv4~nhou5({)gtfQnUcE_8rMEA%Q6-3ryU={D#< zn{I;Y*>p2>kVtn*ue5s2g6an;Pd7pbiz2s~RH;&Ppavq%oTEFTh9Yf-%9OefY9!JM zR4#f5I>e@jp#n$#^_)vx05uL$85Mj4YNAw;TOm~;Iu>fGlr}?EqNkukgOsNh&|ykd zy3M)NbI{>7Jr5mWQwC~g(`u->D4Fo8LQVK2bflvRksl+WBcY=lU6rLGr9Os^wrL}D zOhCm-eFU`-sZJ`oszg)?9UG+5q7R@#n>IkliOSq&3TBl00ct5K52y+{-lm_SRzblE z75ol5!KUw_)}qR!SCvwKLMPg^9cp9KU(iW5{R6eN>0hXwqlvCL-$f_pYmD7@q1i})C*hfOV@o;Do| z^|GlD>MbfvdKIbH2~ccPYp9Q?I7yW#)ebtIwCCG^rp-6}pRf5OlUpgP{R7 z4S@#QG!z;n%1?Sl>NOA=?C9#^fZ9Ss?9>_1P@DQe#WtM@4HIR1m1vAhq2Z#UWQ?@v z66hS8#zG@RJK9WHpU%f-V+i$0&B2 z;ssENqe&r^K$nP0-DV2<)D_TJQF%ZUpi9*&olu#(h#!N-i7FDR6g>}JCd&4z5ZD&}5rFgVG{x=DzwX^%XS5(d3e(pr_@~)S#fJPoZg| z;v_X*1%HC3i?Rhh{Q+Gg(h6gwmD&!?2vVMYhprWsy3M4@l&Zmh?>kd8GodA-ouFBw z;()3sINMJB3tcD5B&oITBHo9Bb8M;w%@t`g6ILj-A2d(2At_iXss~*!Di3H6s8qBi zp(>>sLO0md2)fbH6t|b3%TsD9)fl?TrY6wMHZ_HAvFT9gR#Cp6a7sP(Y7X5NP=V+u zXuhafl4>Jr4c#u%3d2XD4$vK(T$3Raxnp)G-)Ow-^pp~K|mC#b?>3|B9S`IxE6!f$Nde%-YgI0-}xjLz6 zYM}}~4?SnoGtl!kJqx{H(<&%q({s>^j;2&4V|3RTi=fp?WuJzp2ceflQIL8WT4U2I z(EmiL!z~x7*W1v`BCSCEMejkch_nI~i#~$ZirfOJ>wf!-9&Pf}${{Rq8fQx)`fKueVR0jdy{CIwfDzJuNoX@v^gUmcO``IE{)E18G_77j1@0m)q~KktKtGGLnbb)2ilJXb_1sF1j)i^=Ql(1uhPH~vCn-<;q2EO5 zfCfOni?o?u^Hp#d^hc2LG!WV*(h8|ErA9!1in3#PIvd(9TH-d7DpzU@^jAPDMWdm= zMOq=15nT%XBhm`AR&*Kkuc*YW=&1#? zv#2tmElN#=cG;1pJIRYDLp4PF$VVzlXeP9)BfkRGbbI3Kq1{AUf$~K+Lc0f4PjoX> z)23UXJ#4xa+Ee7pR8Qy&UI*=Er%It(Hr)X2?PwZ5@oc zLMjq1h4O7$2JI^` zX)`HLPeSzqDpqPGbWlJeMUO-EZF&MaSftJLDpBfrsDVf=pz)$rP(w%4D&0zsra+C9 z%HEexJq8^jN++qA?jn8_DzND_sIe$J;e4f@gPMr6!WdXil=>Vx zOjPPtpp~L^(BVNrPai=?h_pf~qtusBvw$i@UqQ`9+DyvR573b|{RkapQx$Y{KpWKS zd*~R^O1DCo=&SD4i7a^a^x*P|#D} z9-M!P<_D?uq)rf32DA&Q)^=(GsS_PdElE;U?jqjIZ+qG}%KpxLx~C(dlN{w<^PbWa zY^z@U$VV!=rltxWz!>cuUE>z2DPMFj)IOkkq6W~(j;8Y?AEXN0MO+u^5TraE1f3$P z=Qih3heMH_stMqh|dU@&&^{}Z2)KjF*q>5EAhI)yzV|YqIy+v9fHBzZFpxCA}p*}X91)XYB zf2hc&v!T8sb!Uw68e<4_nn){9T67+Cx=rUpXV^3n>Sxmh(3v)kg3c0UCoI(%L!thn znQny%JzW8vEh-M^bZCH`x)d5{(>Q35NG<49<|@ZmL4!r}lU|-?LPJDaA+vT!|h(PpmPE$*BEo55hATH;Y!iX(77TFmZMVWJWWQ(`WPB-(?)25O&>s4+Oz?>N>tCapjUxf zbiYlPK@W(El7c=p4O$}73Jh&`8f=DaSTG2Wv6Qn%70=;Ob-h@`$^cM7zO>aYMY^s3% zXVW{-%K>fB@b5vdh$`F)_vL9Lv{s}Qs8XrVp;tv(fwqXggTFpXq`wcDClWB^uA4hLF;Y$8~Q+`Iuxv@Uc2qZ`IpEoR1fdzH&P#pvSSn| zwF{|_99^4sE2KOvCiSsW*O-4E{gc#4r5ZwC*whHxY||mom!jgJU=!#oo0>vji%OEzc#Uxsw8f^Q zp>J$D2KrW%{ZcMb!JVP+9L<=Y^zu}nC;z=tWdWT)>Ia)zLqCejlhjIg5x0YWvZ*~( zC8|tP{39Q6N9bppIzzvRs)AHE=vSLk&{jvYlBY2%U%gI;ep70#FF30}bPDvlQf`5t zDGBw3{;*RKv`tj$V!2c&=uf*~A85O%UXU6D{bkc&=x>{bLjQ=GB?SxJMO*^?Ytwk> zKbs~%d4E=aubY)E*hU4ffOZn81$!dVG-zj$Hs@$2v`bL1yHb}yHAJdI%F}FUSDUVb zcC%>?w7X4np_-!XeHCepvCtkts=ufd+Eb(zCM*%%4ece;3X~Sz2h|FCdAbDJTQt*c zCRM6bIaJ%G2cdmzS`Ovg^f0uqXi3tmT)m!!_Ot0ZX#ap#D)l^6N2C>o&xl@z4hT}7 zRzY<|*(bk2sVUHbq6)V{K~En-^=w)P9c0t{P<@*|fDRU^1-&XY#zv@tXnrz=r>CHX zBCU|BQfdp-NVGOdZ4*^MhXg54-#`UBre?cPUi>c9c*j&io1i8(eE~IfU|c7X~$4IL4rJpBzdQ))}nt5B(Lq2@{@FM!!?M0?ia z{7a-2hL1$Gp`!xoF4`YDTD`IpdRj@ZW0X=I3VJ$_R14_bW~?=Hm2$WTc&u_o2^G7G zxG7W^P>HB9beyB=zrW#wg5yP78Kk9B+MJ^!NgZ#~u}~|K>X1sSU~A|EkyfCYqIOVg zo7zJs1_gbpCDg`Fod}&|QyZwQO(#L^0xH#nCqwN;T48v7>EaZ0vPdgXnNmHW4x;Qc z^mGh#icKw`$S&9&>L}7fpw|-h>IiibsYQ-@L!EM2rp##pN{E{1xEGHxYD6QSNg!3w2DL2*#fQwh|^PF)C{ zDpGfPZBW62&CHoBBa#h%|FwBDEk@ zso`frXNj}|Z4uoL^%rRc+9tXaI$KoaR&vw?8X(HvvQIUK20FUVh4^lBT}>5S3JtPp z88lc0li{z+SL#}5NRaY$FErGq#Za+G-5JBD9)gD1sr#VeHa!5HW7867gs8yHOs{4d zel>Kis9r*aq8Fj_0%{}5KzJ{f|RH4NKLR)HA!7*r+y%Hl}%O9M3GuBMzO}&mx5P| zv;vJ3HH9XL3fxMLUZUV+JJpC(+NMLGDWdGt7_VNtLQ_R0NiR>wL(^JH5n zsSdr$)T;=Z7xePf1-f3O6;ex-Iu9zf>3ryhpqEeeg>JM{L!p~Q+Dxx<^%?`+9Hcyr zgl@5^KXj{2XG6EyGys|}3dgt@y4_9 zSLlBM^%wmBy)4pZQl5T?Ua@H#v^Jn(72FQJDpDN^juh=&n-egbc7a~EsRs0hNG);& zcZc4zsV4N6NZm=5XpDU5?I7i8H>g6CeHxyA zpv@w!kjjV#LSNc62>QyVGoY_+>IZGH=}hPwo6ds1wW&Y!ooKC_nc*um{0QiKo6d!P zu<1PLN706)V5JIP2>m3|3ca?7#z9pgJ@6d$g?=Rhh9}0 z<1*+s(Kfe|isrh{dGQqJcbld{f7mn)+UCgDp^Ja{Q%V$X)`HL ze?kY_^b6F$reC3kBGsW_se1hjHL~eH=nzr%@%q$9P=QD*6r8VuHTU5JOr#a4OjI9g zV$;D;Q=1w{LUjxv1QAr`Jl2(H1%~ zNM%GvLPv?TLaIU(K}QFv4Wj1IF`^Q;Ldw%OJoy%);(*?PjumB}yie^%!9tN%C|K#@ zaWCjN(aNNtrw&j{(b|BzLdT1W1A3b=T8XwKROK$>L8MNwX$aKXref$sn}$PeM3qUe zZR&LXVXxqy-1r=(Y$>1x)eIu(LA@nuR94%ggV%CHFQcq1u8fR ziX8c0`YGt?Y94P#rRurOP&1`wk?LgAOsKO+b#kfMP#2MI2P#y-=}=ckbCWM+LIa_0 zLBTdk&4p4Ttxzx$-3oONsJrM+sE0_KNqJfT^%QBa9Nhr*vJ1|KdW&3#>Mu%v^_mRD zq9V7Fqoq(Ek-9_0N-cy=6=?+;DOv#)iL?Thh@OV}inIca7iFN+YSxm`=uDBiGsaAfu?9Lzq!p-C^fuIAq!nns=pE>6QJGtTmWV2$0U~YA(Ff4LAXTo^ zr_dl#_8EFw2@MVkdin$!Vi)`j8Y(JICiJOtsMs#}J~T{}Nm6UwMZ6UnE?SvTh3H4< zoPa7tzd|EK>dw>HBKjIS*OC9rkR1KU9|O-*N_BFyOFrjcq7AN2j{c$GNJrP#^mKi` zdhJ8%0;RSEv?nymPVEg{D5{sF3RJKTG&)E%6V-+;5@{tBU0*1w4~-FN1!^N|09|ZT zL#V{jtZYG_x|n}S;}WH^6MEX8)L2oNsta8zid=Wb=&msigT{%96B;RM4P9o_iO}Vu z{z0k*bcIdFLgPhh!5Ag#brLi|q!nnq=oIKmnH(z#Dp#r(G)1Hp##kxp4^0hHp1MQRZ0ZS37iC->3a(Yb zq0lup6+<&@8U|hKNDqTwI7(}%;3#OONGniH(HLk}kn(f^G}}&H2wi8>XlRZo-``hh z9rd~jnrqV)&^((aK-ULUPX)(ArJ{nQ*P)_m&j1wDNUJtVq0p)wWx1$tPtIHBdD8vAno zC0Y_tO{m;X-D_o`y^GRR5wyDh_)oORn!s6h_spe^3(%*(WaizYMXjNFNyy4y>4)y^Wp)} z8b>$ONT`;^7zF)Kl%G%?(Rt9zLBV>We$XpQX>%&N!P6*ct*BX2@MxtbLa*910eVf; zDoM3bY6kSWP1izi*fbM*Q=~df7^&bK=q*u~q*rgz?a+H+84OAF4aY&n@@Dkr{i zDmu~6){#>xCw?In>1RV;uQNELvgK^fsBG!a5!H@zlJ7Hu6DlX!uTLWUUD7X3vR~7- zKEwYc>DL{rC2|hOQ%-!5RFudyoK89Mw~>>JIh?XH*K#&x%UF)4oV3+Qsi>Ww?M6 zC`yL!q}z(SLiKFw4IN}tFQ|S%{=Pax2RrgDQc)*Q1EB^s4Tl=qbPm+WrV-E~j{H;2 z^=b(f?3n88Z+R%xSfs&HQ9_qOO>7zmHMQw-=un#`K!@3MC3LtW-<>i1gPIK;VbeUQ znJ5`vzZc4jAAp+Mv;;cRre)Akj(nX|)Wwgn5<1$Zr=eqlfgdR?Kz@u)P$!#?fjWzlf<4?6{2>VH zqF!1_MF};4y6#vop;Mr4cEPiuRFLu$wuib0DNh5T9*%lwB^CA5JaHQ8Y11^Qmrc{5 z-Xhh>6&wx4cIsNFk4>|nQ*F8oDsq(l9Y#;xMX&ccg9<{Dcq*aO9QnPesF%Ov`=HZp zx*s~jre#n+N9~e3?&YU=kRvE3z5}iN6weVl%ccy}-=-I!vu%128X!`ORHQ#e=EZM9 z18sT-8e~%iG}xwhp&^cZ3wrtc`W6~$)AvxZBmW9ZMRA_{h;M?1Ir87>ax<%IU-t&>MM@+%bd6E=p<4GMbthJxqWsV1b(x2Y*K(x$_p3q;9;ee&E# zd@?j@$5cXxLKg-pKVb)Gv?ISc74`Ad1G-40l~i=9Yn2zD3XKWKr()=0M}9LYPko`1 z9eWk|g59A@l+xx@l+X}ptW9S@m)g`H8t2H@pHaHr)VCvFRpgYCw^z7|(^KIr1&&gYLBHaOf_Znn8E( zNN2cKd2vJN9-EGU7Kk)hDoRqvLuEF#h8Eg%0<>opyE#!lS;JuA}8q;wbYGH8`eOQGj%S`IyL)5FjU zj z@7vS{T5nSU^nu9D#VhJ8UBrLzG&YDbZYf8dNPTEiN9ZG)xC?pf7A12yJ%cUzrS_*6?+qFO|~FIXWNu z%BGRf*EWrUwuoGZ>MvzRz4}Anh|+E)M-!lLcO)I8=Eavn-`O+{`rf9?p&x7-5B(_8 zV5z8o)-uD}g0|UoFZ8D){}p76j3%54Z5L_gRCKnJy!aC6FBR1096b&Fy<@K=br1B9 zoq87fR}}Vo2>LHbMQ)CGC6xDf^{-9-sWOJA<{KOG z!=~4vT}5g^!Hg>%e*^7i)3?y>HvItA40`#3o1i^xdK=nPq|K>lfSV#O{vF!Oraz!s zqO{wcOZ^D#ZKwW%YTL9O+9#mMRgV9J@*VlX=%uFdZoEzNz9MbTQ9WosJ5>|fU!*#u zGI`Y>@v%^yprEJyp#$txAyn5+9RwX{rwX8YHZ_3`vZ*OlU!=iO(ZK4_8U7^bV4K=N z4R$P;q#8jD1Bz6z1=L977I@7M^t3y4NYKkuJE*`e*Z^wm$al{b><%@tsVCIbre4sY zB6X)=IqinhaI@+d- zp<_gmYmw_!1hv>PHOOtri$_DpiZVWx&?KnPrpeH8Hcf$Aiqb*BvC#2$Y8uqarm4^g zHeCv}wrL!6VnC6bC!PqkaWu#+@ai4p=_cqTn{I*HinN(j+U4U#P&=FMhuQ}Ped~x1d*~2|t0l*t7}i zYSU*>H=8P)7x!N^S?cZUW# z8laUN9mp7if`UGE6sf^>!5+{Mn|eb-ZR!IR+r5s1h6Sm#hVKat7iEX{bS89;o$3XR zuqg$dYZvSXoo7>j=zN>bf<}ro7>_rTSN#!R3SD5+<6^ zE(<7~SN##+3|%hL3cWJbk{2(9uCQqtG~TA_x2>OG(?aM6)XPxXrl+APB6X)=v8x=v3r!7Dp4LFq?9@7F zdXP%1;7iaoj&cvmQyQ8P6!i2Sbgd)*6=XtBE1;Q573WodK2=JhHiB<%(ddl4=Zq2aXsiZo9aXJcPyBsc7blUQ~N`AC{^rQ z&?|Bm@h1#_r>HWZ+NADM!GeIALU#wfirt=gKjq$9JI)$Lg-$bs^6M?u}v+Z`$TT8>Mu%}yNVBj?iZsQ!x0rZ%t(vOi8oDDr5qzc@gcoOu4BfmKn4fk{}^rT2DP?T5w z5m&z__)|7jzyJ73o2uV`{Art>f}XMIY3NyzYtAcbc;v3)>Nka7<;cIrpkmPg=sBgd zIY(=u=WTiedcmgGp^T`&wa68$e)IGf?bKV)YMY*cUb5*~XpN&`l}WF(yKwJl|39UQ z1KLRH<)ENXRlh^}D|YHbXst~jL9g2MDfF61EqEGbZl1XMjlW;FsroIv-v|o&)F;rJ zc4`~+mQ8;^Z`<@IRAJM0=pB)|GkiwF*W@iV-?eFX=slbEfY#Ym3wl4GO7+?eS}#&} z#_&}A?%p5RRQ>MW8*FL_eP~l7=p#{?>z<0vai8Yk%xp^Y{bLZ8^w68hAU zZ$ZHV*DUS`eHNrV9S>F7sp_}K{oJPNxA5L%Q}sKEf1zG!*PSsUcM)&p1+ZDEf`Iyx z`qHLTp|5Nzg1)xtG-!*+wc^`XGDcVE8=Fpmz7<8ugvIV69teGB(;(=3n+8Ka*i`+t z+CPfaf(g^=Rs9~*KiM<}suF24sWPQ*gMPMYKJ-ga(5I^36Z}_4{$~LNGb-2u+NzW` z=cpX|&8Ekp-$klJs!|0r&>x~=x00jkH{;$WiUJw{{b?6`5!x;)3sR3jf7z+k(BC_z zM!0ld{226)sL~fqXbtr5js-^)xIOVp(0@V7Q}r83=lxUt#}oe$Qc;qsek19fY^r_} zmrs(wr8T^tQ7b1OL-$j`4DcIs17yNX^8;gpxs4UA(a+Y zzdv%#Amyq0U9k5M6}Zj0RP`H4?`apTg7&iMSEyD%Wv+7kGqktJEmYr^r}v=RqO`Ld z?Z&(2?IY4=DC73Hw;0Y3dU^Vfg8SO3>bFkbFX-h{yF>fism4$po0>oe*i;*;Yg0aS zph(@hugbjYkN8-qo+JP5B1aE%UkBN#mZa(jy?nt&(7|@9`hA}p*whMYC{mqNbZ+&0 zOxOo%WYek8AvP631vW)cW1BicO#&*=7=59pHuZ)Mb>wGec%K>s9cI%|=y02gp(AV> z05x;uzk<15CqvDZQg*RILM?2X z0Uc}8HBg}=|NV!8Y4!S&*WqzW6}y!j-At;bO}9bE+jIxi%BE|f69OvJ7&k$!Md@S= zPt|X@e4G zR==xqS4YD#t~^kqrY%q} zN9UF$y^7sM`~=iHNO`J$6XaN=6(&q8Rg3?lSs$DJBXz1xd8CR&szbpt72F5v8>Bq# z4V@OGGD_t`r;D_if}R>eXNa@{RpwQH#EqeTHdVi=?wLClJl}=#;s(%Jj{Hh0I={eK zTm<#EsrtQQ&$g*MG(f%n&(^)iNj?2>9N!X_!XnCj5JFgl+y^nGhD8Wrq)1Y$JC&vz z+l`GPDFz{gMUrb1A%vA%e!?OOVcnDPd(C;Dv-9XYKK}Ua{Lb^d-=8zzoz~?`-=yoI zP%qLyaSbmJWddd0i*!>`-9(8%Inh_7F4U~Nr(W)BNxCnoi$rx16&@9Ou}y_1mS!CJ zo>a0|!o|~thqPW2&GJ&;KhndX9wMzknSzw03r~IR8Btc0 zg)S3i+zKgAH$s=&G#2XR=<-}h=|#E+bcIstq0rMEP;Ze|pnOT;k96TltXGN>ZUw4y zFVZ8SKB9a?g=eZ>WmDlvtbI3}b%jfpq-R6@9Ql=0@`|Lh^n9pNDXl3PK>8K+d`4L4bJm>T}n|^^tMwC?H zIw&jB2nszl;y0fe6{Rvt{Y7fDNSjG{DkU|>roxj)$40Y!sxdUq(G~fU!XL%LmCU+c zR2L}gUZj79Zcw3CNaaM^Q&=U^3X~V^0FAe4M`(gbn@QCvwG%W^q?J_iN+XV`QibcaaOIYzFe z@JG7vpwO8%b%$oz)C0QHrputaBFbx4PbeqKxfPD#X&`jBNGnjC+mjvx-4hjhx)i!M zD)ck}nr+h{=stVaIOzTjQ+?bi_)n;y2SiD?lu8CFJZ*Q*hJ}H~LJx{`uwv>K=pmb? zLJ!+C4Vr6H;kllVIP%k(m2gK*&w?I}Ql4&w9Q{j=i&nTsX6{+wT&Sz~Z zJcjc*n+gvKecq22smNB$=y$H?mN<A}TyybdgOf zpqFg=40<`DoNG>h1T7Y2!z@qVLa*3Vcu?r8qGXhM6MD^_^$D~jqP&ZzKZRb8W_c<+ zUi1x7&TZyGdHMxB3V^|EF2mFw4^_-ts4+d_*OrR@l@S`c#w)sf>G(UPs|)j;=~Z z)Q!~VqC`Z6$EMcVsf(a5Y&sVD(x$>AKfki6@Z`~zHWi+7`n4z%PMCEs(pN#>*i?9U z=PH}7hF04&5c<}p!O(X$4S~LoD5nz^9%Z^lq%-po^;CGE<_|Vaf_}7VGW3&3Jrw3k z3V);vPqM6!Ql1Kr;r!W7&4zxl=|1RJn+ngr{LQAqV>o{oWeexxujj9-b1%|`$BX_U zO1hOI6`rX2XH@7@g~xEN73HJUlh9u_&4<>B)RRi~b?FlKbjiOroE50>tj+ayY6LkUHWeO!xQR`L=R|HQQV)gMlENS95`NFjQc=RK6loQy&FoYoQk&b< z7;0)$;pvjiY}y#wLX-^0$hjBk!t*b;6lEjYiquv%Z2^^u)WiGAyLh_rWW=qbl&3AB zZR}J_Xj_|FK+PTbU){{A)2zZXU$;{#;Z}-Ncu?r}N@XLu9%`XfKBD89)zYRDpdCcH zD0MKjqn$bt+R09B2kk7X^M(D~*OK&E&@LOM0=0p5wdp`;H@mR#JjH|~-;+xAOSoa_ zE1=z@l&8W28uw62E2NT26`tz1r%i>Y6}A#-GpUSHS!getMnQYqG#c7Rq#g>hDy)WD z+f;a3;l4Iaf%c0ir@~3l{x;nRwGnAL$MC7bQ~eIGsqoyv106N|Wb2pLtPlAd9;B3d zDD-p}sd7=qZ7$Me=wLgQgAR$P&c)OBK!=L*q0m#|seWy3dK@}Tq|K>hrAwEjpN9^& zX(4okO^cv*BK1&M=3b>QhmLgQf07jGIOwRT(5DIy{5#sF7ocMt`7=|P(5zRWV@2vI z(%aB+Hm!h;x2YCN+O!NhA);~};}hsakq*W&JbeS5WYbEhy-lm3lWkfBog!*@%Sj!h z@MOePl=Ad7)Ip>bPFSH-;c=76*|k2|0P_c!UHwCM1?-plGND|WmQ;s zxZpV|taB?AdU}q+bCoKOsPHhzu6E(}6rLy2^kU%=(D^nM9)Ea&NYhDGyP@e5pl(sh z)8WvCHnoK=5@o{SeJTN6Y|m;BWg@E4F;0XovFRkJyG?~h5?(6Obl#UQEIbRahe#_> zt!DLrdPXTvU7*WE`S8B#l{ql2^OFlJq#} z%81G|Yc$lyk>5q6eV5lo=PbkFVew^ zsokLoHth*b6sd<)jT@Ri0h$z1UUUpJS(J4vq&zi+ZnRT{C%4@s(g;$uDl9z4tXia= zBK3l%L{z8L<TJ}LDNJvZgVQx-+e7f7ar<%t0))I z(a>!o^%PTcq3Jd~0^M%YozM(XZJ1T&UZk_o9gh6LnB{2!G&3snRCp5Dtf(-d!osu4 z?u=5N3Qy;{%ch5*oFhM-WBAk}=x&jlz&``&U#?m6p?ji2PY*!%+Nr0Z*&>Z77QPGJ zXH(%hTlb4Jf>ct+SP4B~(<*3=O&>xJMpU7~FQJEQDm+ZFBcB8^~HwNBU)dRn9vC@0z#T3}P*nO@ICg+5hy647BdlPl=5^n z^sY_)p=FNzh+^Rs=slZ8L+{&Ec<$H-HjRZo6zO2hO6c(SLm%1n0JJ=!a;0+6$0GGm z=;<-&e>ObMcT|PPj5hVHoXabVbfCR z%V<_cvz~>%vgtW!rA^O6UyF1wPUs8YhrY3CIkZZYaMMXu>KKnet3_oI6&~yMt)u?6 z5nTj*7tQj8A3@)Xw8E^cX8j7SvFSJH2az_Ds#dCG8}5MF)Cl^?rj4L_oBm+d&k^M` zt1+oxL~en<7#UC_swVZTsLZVtsqkpL-$dFB<(1ll!rw)?kn+?5`om7Og#L`ER)xDl zYi-&M`pc#Sv`$nRj^PV`=J0=ubTAI@X&+MSZE6kuW7EFSzasTeSf|4u2mNPL8>r;J z!W}R_y_h-(Y9vw*RIkF5pvE?}hc=1|ed<`KiJj^QZEVx2&?Yu@f;JUtL@GJZ9k3+b z1u7Ng-4ax$!|x4k7NtC$1#Rxg_Y_l?LQQSz1~rQ)p;;Md3!5&1wshpbP0aGC4$xM1 zsykE`rOGwyWN2%p)I*`CfzUQ0z0)G~hPJg+gQ4cptfXe00&S<1Mo{Q!G_-wG=xGqt zLZlT^6)LQTTG})P+QFuqp&f0y1=>l}a6&(8EVQ$ong;D6(q>MW(FyN`cC~3Xw3{g5 zHj}DUY5bK+TD@=lO3t7Qt$D@VUK8*ryQw0MH*2|ErMD_vwUhEw3kRLq^dRR z9cb^U(9`qKK6a`WYHg?T(7tx+J!n6hmO=a5^b*u2qMQ!@Hgtff;c9q#0Xop87omeh zdZ%0spZXjsx2X;~SftIQ@+E~o(tkmR*z_lKsHnzmE~c9BtkAYms#b-+kvc3&dD@87 z;i7yf^t2gtgh(sQs#D=EP&<)UpnB2X(2-H0r)JPmb}9iKz2U4uu8;pv20BKho>VeW zIdrT|2Sdl%bO?03O>Lp1BR_&!WqMzyKquJL5jrs{^r?NIlkC*tPVMc`$pfeo#KW!B$%P)sB?bKvaXNlB9s#1khp)NK} zgU*f$eQF|fj-9#iqyj~JUs-RXVV?f`66v5RjtA&p$kM>fpVg^pl(s2 zr#aAtQK6?Npo{Fncc6=Hs)aIk;nUD1c4{HiUDR+jYIOJqp-V+N81Ku|a;QgCm{;m; zsHaGqN!5zhL6?cNxkyc#a|bM%$$xJ;>*q^`1Q2dJ+jznN6IQoBL@Y)U|tB26!*c7(3htQu!fQiXqU!v0Dn zBHEqQ0FkB_Q>~zZj{ILs6zMa5!46VNBcKY++K<#=kyfCr=m=Vaz9p7bfu2$5Exyy#TuI+0eOTG83iNKu(vf$BuN zLfI(gsS7kplyjSlsT4F?l#QqzG)B~L!g{wSeL6H&R2Nd7E{4W!NJHF~lJrH;^&)Lf zB?I+@Zm{WcsLGMwOsY)B7zmAzQl2h@CMcy9QVFF-LKAHo1x<>mT&Xe8IuPbZDwbJrw3tn1iO-bPsf^ zNSjI3C^ZMV&8CN-=^||=Rjbrf(CtyGPV@jYBcggy4RnV{n<@0P7@BF*LTHvqn^Vc5 zWh#6Xy3>(gffAyn&|NmY1?4uJHMCr*m!Z3rQV)fmmO=MKg-NAqp?gKzOv=+o&}^HQ zL-*PAK6JlGJrq`G)+f*dHm!i>h_snhMyXZMgCea!m7>+qLlI>~YoLcCsuukK&5dSx zs)HU8X@yxirJ8KV9Waqrpc+vb^q8Z;^=<{qi~3Snqm(v7wW1wJJua#UsXEa&q@IXU zo?4K4Qj~X_DfF}>G*6_JRPq|Pr6heI^pq%^Fi=})ew0eMSo#3yX-C(TxfKdM9SJQE zX$2}*>LloyDCH>$J?qH-*|V5Bh`0QlQrZk9RoIEt^CGQ48PPe=3pSkry=c=}&_YK; z>s$|ol`3ol<(0}rbRM)wq|KzVN?i=SBua)MX4ImMbMHc<*5(!x=1|~dKw75VbdV!&4}`vH2_*FQV)fmhCy$M zs@>)yT?M^u7xstV5!HrNoqLhK4XU;2R_I-uCP2$gb-flUuVA3E}zNhMVHB=nJ}%&ipZMQFKAPeC6?RIb7op#Md)JUsz@BGL-8l1jY; zt%#^XR11A7(q>YgK7>BA=_BZKkv5acsPGG@E=pC3K7qavX@yi)v5l{WnbeeLL)TDQ5Fs)D{zN8Tvjd^t3UBYeZThRp;XA?V%rRY6krnQN2>zK|k5l0;;#EDfF{Q(^JV| zuCFA$BlL?%BZ{;;^sA#`Wo|cAu45bo{bo}+^t(u#NhOs!9QwniL!duxIv83jQV)d{ zDojFu+0+hNXVa0;-y-!;m{DPSXuU`)P*&6#`p2d;^slJlE&J4=(0`(8*F#}Wg_lDm zC5`yUYkmYTYDDKjjYJJ8Pu-!$qP*Kos#d9C&_*^5ftuJf6xvv%9t!JJcpbD!MD?N( z(5517P9=vsDM?R&N^KeoZ6;DrF*OO=+|lqdR|F;8i}W2(Q=4W&&7wk|ngVShs&hTX z!g0`+Dl89F;a;R4hPJZl5vVMpN~IoywiabVVOBIB+D4=mj!`Xo5!zOy6(}dlL(QW? zPftVJi8Q^KdIs8Fq|H!Xg^QpTqH?za)rxAMmLhG2>O@PR9Yk7z>P5BCj*dpS1wO_j z%0$bcoi}i zo4$p1S7F|5CY4a?b7+qZX9cQ*_EceYNad9J8ER$IFVJ41aQN%$l==tSTco#>N{)0= zl5Wz1`(HLSf?7KonQ*&Fm8-BRw69Igp#4P2kg8B>D`Se4DAEd)6Sag6iV8h#3zdtsLaIioU7>?*+5tL5q|K!AO6?9ED$)v6E7})oE2?)Z zsbtoDElD2=9p)%o8mP>@NFNCuE=mMyEjkH0LR228ohSvh6KONElA=?fBO|I1oeUi% z>g85QRf^7rjutHllowqJ9V5~TsU@PG(6OS`ZUw3rT?rlMXjGY}Q3+8$=y;LdPAWMn zDH;GJMP1zrlo1VqPOxbxbfRcZNYyAc3_8iC;ZS>#&YVh)b|Icl0G;e;bg3^K-CBiX zpi^ub3#CNmA(d3>2B?EgRZvG!Hl(VQnh2e0(qXnIKHl)4G(Y*RIqwrL7x{F!{N~rK1 z=u%O;KuOU@P!F4yLp?>|@{X-k>J#WPn^r)Vi?lhF96MC0&!Ao+tw34Pm(Ud=tw2?x zZ=l{Htw7bH@1ZLr%89;%`b4ul)j?N@@@_MQwMzXA^|k32sGp;8;qs1at<>*OrA>c8 zSBpCMS>q~{`UmPS>KZ5`+NdS>zeHL|CCBv=Z4M2zX=7-RO`Af4Me3nY-<@z{ifTftPN^2qFp*X$TrJuK8Xl!QwS-34sU4x~MD?yG zmAt-Gh5JGy9r+cgOmq;Gwdp`;lui3VqebOmRy!3Q0gVwQ0wqObE(h7&ycPD)^bc0PNLRF&ht-L;?!W1-Kq!kJ)MW;g(L=DIAl!PYQsm{pqp*#4c%f>A84v* zK`6|ta0oQbrlHWSq9q|!tJFy7Hj!31VV!6cG~K4r(Cs2^Cbe3ranKA=y<36Sif)4L zaCC!P;O~iUC>7lf&2&`N+NY|@MR!57Y|24*IvO7e$NR#2p}TCF4dp~-e%APeW<3Di zZPOg+9#OlHN-Fgzbgxa1K(j@aAvIK~$D#XddIGv%lntpWrJjNwuxUOtN3=Yo>Xcdt zJt)#jDmi|&=w;}kDCOxz=wVT<+f2%TE1!Ypis~bJ9eTvk1Sfo#CzNW|d(fjc)k2Ti z^e$8rk-l;1Wzge}#)lJ5@boP7gi;BA!U_7ur9Xw96qQHx1vD>8CEcF%C(u(i)j{(` z8o^uksb8U|ZTbdUVAC(qGd6t-JuA`(W_8dB*Fn#Tv;tL#w%mdHU!sItDbi=8Ua(V} zl6q039#UOZxHYuUrfs3TNSjIZQfen?QA9&U3FswJ#;uU@v^s6M8>Nc{(5ZK%^d0OO(10`Y=j)IuH8Drn8{sHg$nM7HK-OYBj4T^goeC6zK}+ z6FYSov_e$pdPuES;Rxtco34dE6D<#^dZh+KpW8G9suO85v(_p#7WzV@>8a$zQc)KA z($Pe>z>noX6QQq^Qcsa4Kr2Pzgduee^tGL;g1*tLmTnk@t#ynk&?=j5fmVwWQECSC ztxYqb@1nwXnl%mjK1zAI7g`fh2c_;nUF1 zBCRm1LdSR(`X!>SqUWGrMOq=15xoxmX44zc?;>p`)k~>2p+7`gfht8GL4Vq`99kO{ z`qaD7UpCc3>+Hh!pucT;A6hRO>JG*UvpV5V&_5!rK-Hq(p?_`q1NzUVKcSLFh5KI< z8)o^!)legmR@gILv;Kw}i>lm8k=8;RMTI`~4b()W6;e4BHrkQACQl-$Q zHf;u#+EfB5S2kqMcPa%FWM1mCer32?FMaOr*?w2v{MOaD?7Cv zR3=*DrZcNn$Jh_r+NRdfHa6`GZ7W(H3hPvOFw|VMI#9jnFlf7o)`|{?ws$nC)Tbtu ziH?C<*mNw^QiXauspO=VO0|J@P)a>TIuY7YshTh=q0|o0PD-hVl&4dnoozY=+9jga zD(ndDDk^s?6t)wc1MOzhSx`dMA*3pl%0RnE)K%0C+C!wx%*u!^h4!@R5~!6(n@ROj z>N03A(NMPnRf+mTd)qVs+9#rFrLKlri*liGj_4X_Uz@Il_Oodiw7*Tmp*Et1!`En5 zKj;9_f^dwys0unTN_nb;4iYU1spU#dhRSWa5jt3;&0NDerK+JrM5{w#y=WSAs7RYr z$;nPi(o>ri`}-h@uJX(@Dys5;D=u30OfluaK&9Yos9)yOIJ1=P`|I_OlJ zK7~4o=7eL^sPG4)LBCU{GqSU|884=Zr z{)5gGX)~$iqSBqX|0U99s7|yw)J3GtMQRG2En4k1Lu-}V8al_OZJ=`<-RSo6S4}sT zDzyXDRiqWDOtc$xUX=2*6Lh{vE2LT~wI_6eO$n%*NSjHuR;m?rp{Si(fs&#&&_yD* zP&mA&9ifXw9h^ZGN*w}aL|p@AL`OoGh_phgm*{w?yGScgrRW6cQc=#WKyyTCsD~&U zXt}5})YGO;&}E|9D0LQexkx?Cs#9TCsFz49&}z}e&=n%BK=q<4px!q1fUdNuC)6jJ zwN{1QpsO~do61C&LVZQroJt0&g!_^8XC>=sZr21 zBCU|>pu$_AYeh-7Qly#Cu!t&@ngI6M6J^4zUP?U~9XwFDY( z)9cU#QO<29HAktBp^2jDffk59geHlqBU%Pc7S%*l2i+)A53}+r{1&>&rmvuCkv5ZB zqSQ~&lqlutJLqORRS(@FYB-@!eF06iQ{O|=MB2i_}A5g$gf+7TDAadPbzpq`D~87kbvFe$aEGhPUif zCqvJRy1E_;yQy#l^n$2IpkAU;(2G%OxM(=EP^1wQdKw7jMY&KoSE=#PBAX^aFNqe1 z)KaA;LoeHOBeYml8&b=angYFI)6LMUj;2iYsVOs+ng+dQ)2+}FQGH1Lrqu1w>o(1R z-f(nt6Q8=dRH<3en>O7EEfs}t%FTV0x*K}SrhA~bMFYdEtWx(u@7Q!dR4W=AQdLSl z2)%35L(no&xP~|9lzIeu&!$JA_eBfBtml<_9QwefC!h~S`H<3wB>fchkxlcVA-W`}zU;*`^<%UqqE5HCCygp3qY)2uC^lE#I<^PL(~Q>c+m&7j7j zm7#Er3b%navT19miAX=1Qpss9RFd8f+SsP;p-mi3EA_LcHPftJp-pYt2`Uw}45^)! z+7H@HlnB&HbO5w@l=8GU)YPWdP_u|yt8jm43!Ciiq3$x6={XS;i5C4<|3^?S845k+p}lN+4%%C!&AjC`DtsB*M^qOIJeeQrkD&b= z`IS`i)>6@@(EdvO7E+$xgW8DJM)VP$0$>3B~&hI z9%i)^eG45d(q>XSi&jI2h_ty#KSGDvv<7M$6}D30H_&0Cgj=D|)34CsBCSBJmHHDp zLZlU_TvW0v_rFAKLZPQ7(2+K63>_s3zbbESr@}3uqeaJr!lbALS`3O4_s!bb?6llvFpRHi1qQbq$4{4uDRw=^&`RsNrg4 zRM-qUS=1vG_7a^0of1){=y)h)QxfW6(+N;VQJ*l&7oG~8DjFDQsAioFb+YLksIyJy zLTQ`MgH96-53|N<*5%OYBCT-ct3-XEiYQer>It18(q>YgDxot)T7jl2H5fWeq!nnU zXeiW0G~KNfX*hJYXi`L1L+6MZ4(|(lL+9Fs*FarGxllOUy-1IR&J)cEG*>hMI^U*= z&;_D~%Uh$=Wl%TKf>8Lp=yvGBh!%@(gDw)y3#lcdTcC?=nhIq^OG9e8QV&3vh*kuu z6Fm-fk7%Xn5$IBz9)o&_8cw)Isav6*qSbDNZ>6V&&}B9)f-V;|9Dc0|?}K{TbU$>3 zNSm3pUa6%}Z%4N^@yEEWRP+&arBd3QO5WB?^bXX=rgx#MqC%hg0O~6$3$vQ5@L#B( zO>3Y^n|^|>7O965wp3x0-MIf{)27e>n@XX9(X5?SxQj>?Pg{~2Y*QID#HOvG zp(6EAn9!{4p=)ev0bMK7W>T$`+6x*cYPh_uMe8~IaFJF>wGo{_YD84%sTFjcojMU3 zX;V8W8x@vo)~GoJgBVc^Uv+ zZ__~N2Ac*!RU-9J*j}@SL*qqSfjWpLLK8%~szo{lnrNpcLz8S82Tc}rb|WaP(5%~` z8%0`yx`^(DZnEiqs9L1Wq`E5g05m0<)lHOxZWigClJayjbc;wmMXH6SinJNZsBk$n zO{5j5hv*0BR-1l=ZnNnpXu7E3efh#?q1z+srCAH086s`w7@mHG?r?PLJhvI@qtp~W zy)%{4<|1vK;Qp6QCD5HJTptQ6Rai^mT~W$Y8L6B|)0yRIH|TDg63{(1?F!v%(>Bm- zkw!3UpibBpy3eLVq5DPJOlqi7M?w#X8ZNJ=|G2z!?9@@D9u#Rag~L^th90u%H0WVb z!{L4EKxnQ_2SJb6bTIU&sNsG2!sDUGMDYnbLN!p~$xHt8!i%hqzccu_a%w8lInWa# zZHC4w)g5|Lq!p-2Gz^+&Q*Y=gkv5Z>q|^=2e4DDErz5IXY7DeMq#g=A-3UEnr-nn% zinN*3R25Evo{Lh`MWdnTMcPct(+uc^h-NBvJM^MRn@M@fK?_A%fpSVc0Of6(11*YZ zwo>;)FNqqihNsEU%Ob5XYmQQRXt7O;pjT{q9D3EJ`Os@3jbPSX&3YSJ5~XTH3!&Ge zl&80#H$>{8(9?40O`AT3mWmp#{5;LN8+uEm9tu6JhTgX6Yv>)(0@p+8c@?gMYDHRs z@}j1@a|bL+d1?eLvr}6@@7dHCdS9d-W-ZpN7SIPGtw2jeyF(v}mb(>bh3GiwBhlDE zb)su|U&}=e7s}ID(8nV6Q0VC-3jZf+_yBl%gVZM?t&mz-QurgCCbdGO6==2SZ0J*w zR-iSa3!%>w2KyRCo!8|5BvQMY@gDS2o=atrV$; z)LIqJhQ5wwdCD;B8#{GBsa2we!~4{5Xtk)}gr2IQZ|%al(03wj=7j5Y!bQ;cQOeUp z&>B1SGW3H@^PnGXnh*UX3Lk*!?i3~Iv!MD7Q-KykKZ|s*R5H*~=og#bf_{ytiQe)X z&~J`>4~3q-f_}GYCG>|#n@N?b@CWEmn|_4W+EfqyWz)~lI*~>&tC?o4hyISJO!POj zUZl;WJZ-iIcfcI^PbSn{sXVEFmD1)SwIKDMO*=p(8x`(=`HR4dmMUCJVIxsPp{JIl z8jCcY)Xqxn3TX2W_j8l+DxSB z%<^;!w7IC^`_)>7e{nUMMundCCDkk{^wb{OLZlJQ@^luorA=L+twh>Ps*R3u0aRvF zH)v~{E`+v;X8FQ1p>6HdMNo55xtq>0+UgjCpzWfH$Xd!)I(uXvu=lWv1ul>t4%YY-E6uON{BRqS?x9JerWe7 zqM)2--`e6{w5oEog6>>Y#mW`T}Y#O1hq6 z;eF7)c4`^4pGeb5b=5JxgZ8)Sd#FuR*iEU=paVqeq0rNx(1AAn4jmLxMulska*>(=KlRIEGZ4Dh_)27g&BK?Y^u$KyZGOMkq;qadRfDVfaJ#9td;UXQZSl9wOLe$5N zfGRcX0H~cvE6_mEq0o^cjVRJS&{1~kKN~zA!Nh0+W=>n*|NSmQaN@bvvZR!r4 z5>d5MJ)o3GJrqtC^@ci#w7E$Ap^l=43pG=z6m+Uh9iUD&b%Z+GbSjh<>0lhg&l&}t zCejL&(=l#>PPeHVst`52WuNK=onfbLhR%#=wq{L%&JwAIW6TlV0d=uyCUmw)J;hWG zI>)BFpmU?bxtcWt>MGK73O&t-&WorhI)$B zL(0>4&}E{0IH9L{=<+DFRE6I_y=+{h@0`+RO=m z6CDT*6KQjij)jKXbR0CorsJXOY)V2SZ8`zUigYlJv0f)U6&fYdN-BA~lall~&}c_~ z1!|(y#n2d~y111ht>G^!#zuuc)rHhJyYO7-dYigJH`sJORHa$^sB?@`ov;ZsUbHrx z(9>Da1Qlw9R5PUpLlbQp0!^~15}F)Qa~1Z5ZWNV;V|W?~-6Ya--R!=^`|nKnHN&9dnp=uVqvLwAW9-d7u)a0ZkU z>CBw4T=W!lw@90d^fGjhO|L-r+VmssNj)v<>QMW086&%&YKv=zlid0DU6TW>Sllx*1v# zr96#;KDAR*q0ej@4}BgLF43$pP+gSrG!6Pf)NrAeDm4uHQl!ls-qRfDE0NAzq*>5P zkv2oMDtrR^Ix6(^AoPu$nhUKGHGG%fS7C2xwMae8^7IV!tw<}-a-|kR-`SLhz85vT zFQ2*-T4U2)&<~=93$;SC?uUL9sfT0KiIzY=i5d>?=~<{gO087tHRxxNHdDA-^d|I+ zO-rF)MGaTOrxroKiL^rD8WpaDeitYvZ_rGi^f!5p982U$4?|LX)ufp}r`q!p^p#MagUQBI8VM&w1-}(BU zRC0#vD@pGFHHxT-X0?DCJMx=JdD;cq$fjMPCMpacn;E4le3}z(tdv$LY$j?=Y7>!0 z6sZ-osYsilGNty1N+W76+7H^yk^hlPs-@^!jSzBt>&Tcw|2_55PQd`+{5>zH?IALq0+Cp24T7^PSU7&4j>I7|TQ)j5T zsNsZdH0uOtJCR0kcu(g;+lzEnp>m~;gj$HSxkwj7EkzB7Z>!W<&<;_`(?!sZB8{NX zQ!i*In=XZR7HKo7cAC`(+C|jxzC4`=?J8_YV0FhRpE=tXU4z%eG=pd0clj^F}Lr}R*_d^Fqh2508 z7dk|w9tu4@3LP31dYTQjwNnp6hl#YA!i;9kgAR{Uo*sjauv1S#?L-Z4xrYkxgN_ub zhgqKT&`~x$105~WW>S4r_%d{isFzzQ((BN%HoXZQ7tN|v;X>&6XqKnNP%o<4w1j8X$N>uuX}{RDLqX>*a*L7gL-q||ySEo%52R*Rm5P7`T`!l|Mi_Tm1QO*=vr zqK3myS86SVXNc58p{HF)of#F*RBC(ZERi;o^0YtHB}(O#Y6+cf(@xMiQK3)m2c0X@ z2xfU|3w5>WFz7s++Cb;qbRcwrXtp~uv*zgVXF%OVnqH)%pbPC(N9ZC^mryuYg%5J& zFOCX59Z4z^6?&?GE)i*kW7Mdy2h`oBi=azwx)|yqYWP;pQ{lc)PmxA2>v_@T&}BCD zf-VUjE6{SK zo`MF8v;wUVJq-=9X#q4eDy&m#9(0W;?^Y=EGzz*_v@+0Y_aeOr8fMeW(C~=XDD^rt zLZlUD)r)GO>uh=#8fnuqC>zmlDtsRrCDIDB)`~uXMn@@6A3$TG)Ow{phQ^AtnLR3SDp0XV48B(j9J8N%||ON~95~WS~{h_=uY5gx^3D9NkgsR!B7y{RvI9=~rly zNSjHODYXuoY}4P+jZvXb{SMtEY95Z!QiYqg=KfbiJBv1frr5MGbhAyR&@DD?22B-d zI`7NR+8mlD(h8K&G0LD@qf~2AGw3!^E4M<*)ArDGn_5D*i`s@%I~DE&&9JF8bcZMz zQtg%6ADU@X8)%lOLr8U2>R{+jn+}EUvZ*bU6IF!5E-E}8x?9vWP&ZLW=pK<)xKJ5U zXXsv=PJ?Dg)I+H=p!=d(o=%4Dw^L_A57?;`G)L5Mq55dnLC}LXl|v7S2D;6>uc1m^ z3_Wa92AXTrCD0?H;h`|A!YiOhZR!m@CaMmpsY(rmYHS(=JuaFaQaPoDLr>T=0(vqk zoUK%UXr5?JD4Z+09(u~AvCw?cq>!pnsvq>Us4CDr(N)lbDCMay^o%GUQj3+E0X=Ke z9nf>4=R<0VQnx|R+cX_|L9{fa>Xf<Q_1 zT1VlBBCSB(MB9-1NTlgdM${Nu9u<1}i^7jZ>LJxbsqIPqPt?J!6loLa6OlGUy_DJw zT47TH`cyPD6b@IaE%cdaV4y0|{?O+lZDy9Ic2J#YW=PFe>Qv|pn>s^Z+LVUAvgtHv zrD#r=HCMCFhrSlg3$#Gg1Nz3M47AFoOQ6-F=R;v$g}tF~ZR!JkXVX>C_oBt2aES^B zLu+gr0{sxtQl$n$KZ66{!{)#l}RP_wo5wkJC&6|spQc?^wvr`-OoKNCptA-+GpLKbWJ1fVcGNq zw5=n(MN*x8>eI&D!*bLm>3UMhE}qV9!aXcUmuMxGyd>xLq)#s89+so-Zh^w?3DF%; z3r9V*l1lbWiu!EMJuF9;<=sjud0Cx%k=~~%_pluG&3WpZ7wxen_plsYUG3@WoM^W) z?qN9^l=L*HLNt6^?qN9^n)fucRH{+(0lM{lRkae#*ZN)t&Cnsqkl|0!C-;{%# zoD!sii$?4jfN}le8e?W1FlZvFHRI(!PUUWKu+f7c+aQ~m< zpOKUt%H1YO-Yuk(XX-_#Be~h+|@pOQ(~$)#T)YtfN%& zg1mdtsS|gaoOE;lpA&RTO3vU$laq^rT$GiZ%Y7zE-Yuk(7rU<|oi5}ylaq^sWD<@# zUCLc1Cz*^}NF_5l$rapWlH`NbN&0b*$;l-Nx40amM zQuno_(3jWeG2rB_+3TcS({9l9$}h%_S#S zXd#unqE2!b_m-UW)F;;xb{^SP-cN%+iFdeP|t?kPFB$^oC9Ad9%ABuR!$#=YqD z8h4Z=*&sQ|>)cS1)OqQfkbJ=XBqx2{|7T8+<=jqEChrJIx)+_^FuCiqKZHn(az8nHth=ajwq|tF3^>t8n?m;^P+vBJ`vT5T0>Wf>f8#c zdeMPUUz^%M{cJh_s&v%9%op}gsPIteYEgNhr08&nN7(Yc@SAzzsVy`>R1s1crH+IK z+H@2&NYro)pE?8@EUFBJSrr}!4H0RDV^oWdhlYysZUw3pb%w67=_Kgd4QYT2@w>o4 z!))pR4Y%o3XoRTFA7enmy-1${UFT>(c*}v#g+?k>A5!H?oe5>5S)NkRsHo6WS7@}z z)$olQ;OQ)Aj0$VRtP0JlfW|7N6;c_|<=pc_S5x56w>1E8Bk zxj=dMB0UVM7HKmnPa~lzc4{bevq+ms)v9n5bc;wUP@QNTG*zUPRC1t`l5`a`ZNpiC zu7z$D)w|ur)I{hunKYTC@H!Nx+_X~ng!)-x)ZuPq6!txgzgckhgqKPh3*w;1a;dRg>N@)ekiC%&pwdrN(v1nF}QVXD(DCOw|=y8!oFw4^t=m|UZBJ`w9 zd1#(Zi=d}OmF{57%IkzrLGwj*f$Bx?Lr>fE0kpuT520sl`UrYfl=rg+xvwSZccJG* z)e*f4J@3eGP9+DGxjpGmp%-lW40_R~&!L4P^-!2l;g?X}(ZI@Z3{Ou&i=tGyQeQzY ziL{wQPphGqZTc2kY||>}6-NW>+z1Mj?nU}N=vAfM0)MUy{}g5g^qNSUi}X9R#HK%? z*CWbk);j2oh;&)fe?xDIvTif8s+DTWKjc~}(nToJPo&-wsRzm_wK=J`MH#nJq>Z3= z?9?Vut)t@it44+MnDuUy^0YCjWl<`x)H9^sQ%ajTMy;qhsrNhkhBUZL$JihG)X`wKz=ti+ zq0nbGwS_*n=`g6yk^i|$VM4QBGXi(m*K;@!6NqwopL_|kJUn!-FP)xOfR*Gt( z)V9#qDs)nKUw+mh&^IEjKoxFN`Z#EnC>aVpb%a*ibPDvXO)2O*Q6>~tx)7O zG^8w|A<#NeGEm07NRNg77L`Yoh1QEIA{qz%<7lvYIHAsy?gIU*R3fB24TJu(X*g7} zN#XB&{X6AF*2U9D5qJ| zpiM;CP?#50Lz{|n5zT-~MKuxK4Q*zp?tnIT)bJOaL-H=3K9Qd`O_j<1b1%}5LEG5$IJB)zPe9FWdJ@{s z(a?mSHMCr_^3e7+EreQ#G9gu|)XPvyQ9h8~Mfw$J2T{GJYuwk8^b%;th{~L$UxRjX zbWKG_Wkhd6J3G3z($lqB(Ob|iqS`=pqW7R(9Stk@G%P9l7}`yg38dz9;RaqJqO4M% zK)Z{oLn6lPRd!cD3DL=_P=g7%M6l}i0bVH=y)LkEbeLt##-rW771atr*3 z8}8{>QU}?o%}JGuYFvy|-n~d~108Hr8FYwETSJF#NF!WdNqQ@&t)mfTe%6SDX6*tU zCMpk9A=(W(T$Blv73~cjA<6~PyGZW~wTn`9O6>(5>FBzIPhF>>=_8<{Y&sk|T7~r? zm2@xCheF3FRT-#SbR2Z7s3uTe)E+u6N_jdKI$l&8QguqDprokY(@6KVB;64@!O_TM zpbGaQeL8fas4`GibS`v~O=m;xZ8`@!SyUYgb1Lixog&goDmgMQx)4f<>f8#XcaiQ6 zb+GADsH07nK&NgvE9;6&(icIU9A(45Uy@BYOZSC3+teFMi^|>RR5I)TosYrLX*Lak zPPb_wR3S=+LfuJD4};DSHJs4XmC%_Yt#FJA9sWA#EJq{5mCx!nfBFKbi&EN5%F`(5 zY@0?y=ZG@lguOJY3Od)O8=$VDs*swl)I{h!(VRdvqMM=fMGFEg7u^P35T!ib0(BGB zh16=LW&wAQCaxv%{DtkA`xTtri#jHo`MyP-=QjVcXP=3b=dK;0ush#r70 z6}1kja?xW@51ZyfJ#Bgfy3D3Wq02?>!mOlbJq7i$X&!WiNSjm1Q5}?;5A}{_^%6Y{ zT`9`C6;f5ASD-#3tw1@^YtU7q>X4cvdJF0s6?$3>^@|E?lzJ1Yv}q}HwMd&eMqa58 zq5h&JZUw3peE|)y=__cUO?A*9Q8pC%Pwz|6;3(zkb7+W2D;%Rv$5;gojZ&Vzgsu^- z4zt!O^(%C(O}|0IMDEi_!D5gfx8{s@h*Q@=ykIT~H+3rCmf7)|(BwMN>sF_ev{ zrBaQdQ8sM^jgBax)F#jvN24m;N-8Gg?Xhapcyuu3EdIV5~a?DW=69-oea&2s8*?ypgTqNZY7l*aNbqO?Esn+2b?Nm4fx=++0P=#nD zbiXJWsF!F2^nfT6(P(InC>yBCy+}`l9<*r!^pGeQQgf85h90)*CTOl`Xh_v4bp!NB zl=5^V^r$F&Y{ul3x(#|vR2vHQjZ5dC8qtzKbxO^G9v7_+R4;lEdcvlMp(jOaeM`YY%KQ9hz?pcidg1uYbXYdEe{vwnc`j>aW?;W&Sx zeuWl^+679w7wNyCmqg(jj?-mH{|CJ+(nUxm$7Pk;cw_E=iK^TRR4r->y&?)%V_Z(O zHT0@zj$0w6%aU#Zy(X#+q&Jw}1zO_h`h=(J%iW9gp3v(eojH}fJ|o%-dPAgxK{`)* zALva{&TWPkD77!NRFn^-^P~@g-V)UXs&_BaZK1bC%RSxTzbOYp?>M@lWuSyo$3V5B z)`9%{N<#12bON+Y)GnktsIWcso+uen3VPqB4$udpvXH7!;gQgXqOO55qBQi8s8^s$ z(V5V4n<}7>Z8`(`UqnMycslfnC>v%~iMm27BB~ah3wNq-5IY+AVgH9n*Q z)j^GH`W$L3(uhEECxHvJB5Y||gmCYqIx3YSBhDpeNI&rqqT zU7)0Uk#4jJ_rGjv3~eqdk5d0p*wm&HQq3ajpjrQt+Co$j3VVsRAho3^6VcYtRyJ)5 zl|_Y>D%>2}S~N5iW<~oz+t}0^+SaB$q2@NVg0{11FKBz4_J&$SRHYN{0kw2AKIc~W zL{*Dk;TrCs)bv1eM2C^uQM4pbt>{>2CsAFX)uIm2&Ng*~cCqPHXjhv$LAym%uUTm* zA<}f-mww5lPltAoQl3)K9*!ou8h&|BELGuo(4Hc#KxLu}pjI|@gZ8rNLTGQBE`s*4 z>0+q0O&MrkQN!U|>V)S*`#GAh#I106Pe()h+o`Tl8&QXl>Z-!N&;g=kpp58B=s=M^ zNX(ip8Uh_8stGBbCp`ix7cCF8TB$M6!Hy=m1->bhN=4(LLqwH6HEF2mCg@Pnf&Pj5nLKbH zQW>Snp`N0Ohz^7BL05=+g;|w4#!*mjn~sLAjA*D*heLgAY6o3q z(~(f$h_Wg?0_qo0mFO6#QdI3$_dLI~f7>v>%}x32HYAK%XHx?j)d>vc}2#QXF8 ze8L)QwER`jZ8lvE4HM-?sU4x=qK%%$x*xMrH$Wq7Du+gj8l%*;(Cs!|2aR$xHYcRC zPwFJ_C!{=0hGvP>lc6;9pk4SR^pH(YK@W?nqFFCP zwKly1%@%1f)~M0)i=aoM)O^va(4(T-Fw4{1&>WF^DD<=pnk%Y{Qtv>IiLxWQ1$x|0 zy$jXZ^d9ttC>;uyx)-Tc(37J2Kr2LFLr>ZC4Kyz*Y*6Ye=xLk2gq{&?^t1Gnla*Qv zJ?p5dS)kS`{27`r$_>;}^bho0L|sIGL(hvkg_Ngk{)=p0uxT4;flbY!g`$F}um$v@ zO)a69Y-$CiMfstyP|G)iUKZ&jnW)l#1xqRydPUUqX(W{Tlehe;sOc?x+M3iNQFnKl z!d^=411+{`UucP_IHY1FdRJ5w))=DH0nmG*vWR*>@7r_=v|Lmk zQbSdE4)lRdy`c|9y3B?ZO7(+266pjQA-WJ+5v4r!g+3Nly33^WD>gL%`b0E3qD!Gq zMco5U)U5rWm7=Ei<>_4LGdtB0`drkshEH7reIcq2v!-j-V5lLY8qxL8mo}9_t0J1E z)V0u8BK7cT)QWC`R*Q5wL$^R*+w?!^8=ESiZ$)$52ny>os|s2Z(LB-J(03x8keV-= z0DT{&7Kp|`Yi$|}t&0kMYCQCVsOc@IRX7~_QKS>rSR}d!`pKplP@_#Vp`S(iz$sj& z!V%CfBE8cLO@h{omb%LsdIZ`K&GLo+{nwoRYSVP+H_`G?xI$~pgMPQ^DQKfe9|CKv zRO$if4^e$6^zG&&YNeis{<7&gXp?A7NUc*U4gGD?i_kwdy#)OmQKJf9hO)B% z`xjhQIboKk-}yVy7NVwKm7cC4wWX+OLr)8#tsISWeKe2D)~vUnW)Za(y$NkC(q&Sf z-hsBUsUB)B(q&S57peE4Y*91+z5=}swQy9mDWcb*mP)k?l;>WgK7m?^awGa2Y8_E0 zr9Ok&i1I_q(^t^8(X0ZcK83aubqpy_tDu}{mZz0aTRZh7w7sZHC@j>h_0SGB{RFkM zsS(;y)GZWtSK*(~PEpF!254tH^%sJ45-R5$=SPrvst= zqgkGEp#wxiqtrgofi~?6b+Tzc=pdW&q0XX;Xx9GF!J^TDs@;p!kx+rCDx#yILqroJ z>IxldQ#a_asBpSw9R+m}>4eX)Msxync$AtYDuj*@>4a3Rs0cdJrXEmXG;5Ah$3sVn z2D%dpJ?#h`Ez*b#^@O^Lnm$9HIvnaIYTD3K5;{gSKg?R7HO_^Owdp+QIGakKgiYr_ z$BXL1th8pG1)U&T6lkev0Cb{F7en1`>JObHS{@2lsPJ;=06hog3gRmp6-Tvi^4D1@&1?jWauoB zPAK%hDyKkwqSP#HI0-siR2!D}U+nv!5}T$$=h!qII@hLqq4R8-3H24t3v2jaM025j zHa!NNZ_^y;0@3`a@NuZrraI_Co1TO&5~V}oBKIP-5W3i=7oq;5r6ILUsin|>DCKDZ zbcvl>3|%S;zXOb~SK(}EpeX!;9luia9&}kmt3~famx~(Q311seA3;}$)&yFo)R)j8 zn^r+riZ+DQMy1w3SBV+}>350Lx6sv5p{E9@EGqQ$9dwOIC&|QwW}3AY8f?=#=vqe; zTKhF7ZyWXoM&q zs)$mRqTQg|qLin7p<$w`P&iSkLTI>XbVNr$BSh7KrYm(kG}5LMq1$ch4vi9NI^QT? zcr;XLrxMT|5!Gmo6QDaqP0M>a61qz?%Ux#H9HmZ!MvH1ADu(X1Qz>YSs4k@Dsqidl ztVk!!nlI`DRf*CewMf(t8YfyBXqjjLG+v}03O$_%O|VlJK@)Ad7@8zf4~6xbH4vIC zYIJUJHaRnQ9}U8c~}T4;ft`V3kqs&GA|MyPN-^rB6_Kre|ZLrUM()bCI_N_qMjdRe3q z%<{AWdPP(f3MXofzo1t|vjWwM{)HBaY68s>{S7S^EeMnrZO#97#S)vgfnF0W3aO<^ zwSbn2mIbO8wSrz3>GvPr*CtUL=nY4c+WFL^4x$|BO`EoZmWlF1s*_SXKyQf(0(BGZ z0=;chd*~femngL>RBuxU=v`4!NEK^VN9aA9_JrQIX)kEGO?yKhh?ZIhqRGuP>mKNLrPPz53D8DS_zXj881#oId^aX%tMD@DPt9uQ zPAKdknhpIWY8}yo&?ZrCM023OZJG=HBgzk{PMY-$^sgu{q9>uO7XLl}njF(p&=#Vm z4GUEG0JNnj5emDDUWT@cs7RECnu&UaRIz9&w6&;rpuVEFp>0H^f%=O+hMJ3X!n+tK zS_x%GsX?OUPz#$rfLca{KJ^*Y%1(UI6|D=@DCz=r zu;~bBH_?WW+Njit(C#)J5A9*o2~eJBlP{d&e&oNQ4carJW}20R_HyJe^FO5JsVB6z zO)02jRM=XDMbJJLltE3Ja9F20F;5!BA&Wmyjw{>IUdwo64aAn{I>-vFRr0P*HxE)lIX? zpuRLtP>&5{-fmx2Y03!lpZ*BSpQ!tYQ^bL4`JrgO0LkJan{8W1y}!jfJ|2 zO2Qg_wZ=5)7@Ml0V0#(3k$NaBQ{f!wWSizfNt+&nibU$6aEJ=$K|O4G8agE^^r=Uno}#9= zT&}{|P_L-a(^F8&PCW#jDjMo~*l>gjUxH4HQl4f(#iEKR^(u6_O^cy3Yo95B2CYvK7-B?=`u83g{z=*Bbp`p z20Bkv<4#C<`VQ)A(^{yXP3xfZBdXP`pP&mwI$_ov(VtMMNYkM@(J#=2B3*{&iT;Kz ziV8h#f-bgcBh=rfKcE4k1#Seh(wfz(4Nt&C^CQ{@x>QsXQ6q%|?ZW1yF0&~cy4nS*yr&(YAtH@nLr?oa*NJojtyJMb(DhNFr*_Z{qNe3N?GBaOh568pHti4H zBvKD+G-!>^(9Mn}H!Z(f)SmCgP^Ct@6H=Z&gl-Y3CqqY3_&?E_kXon0BIs6|PJ}9K zItjYXrjwyzqK#qJCe7*%4Y%nmXoP4(lsX+6X{XMFZg*7eLj1#Gbu-O64;p1tU#QZi ze$X8eWvlR9=+1~*i_VAciYP~P0W?~q%WUXrAau7)mqBA}x*Qs7(-lxvMD4W3CD1sV zE``R6v=|%aDs>e!L8P7xT?k-lof-yB5p@iO`6{f0s%;tt zO%-W6vwZ4y=pIqi8lG-~ripYys*`4ohNjzeH*~M4AZ*x0sj1Kmk$NcfR1M7(HLc<4 zdZ@-ujf3v9X*_hlC|=_p=m9%50h%Q$49j=d@()4}in>MgF!WGFy_A{_JuE5;DNl7! ztxZorvqieh2UV=XdC()GrVTwk1U+ig{m`6fmQOti%@sAhFHg15V&hKSZc zX;IVrDi^&8y&M&KS`ED-QV)fmet=#TmAak`eF!bG=_6=yL_@X4N@$6wX+uv-pw~nd zVb%zx{(zQ7R4Lj7y)M!T8;%xj$^RVu8&S&B-=y9YHLc<46=<2LI;=5Wh1*j2mZ&OF zji@>FwrFBREunWry3B^Nl-dERk7$l)d+1$JZ7B4V2fb(0uF(57?FKCu)rG=&nsos5 zfk-E8IA3%q^kJ0pv>)`5ojMF!VW$p+KDJW_L7&)kF!X6e3$$SuXk|3Z)BezBBAxKQ z(n=i%eQr|%`a-nGT_&|msUoOBv@}q?=v3&-DCMaKv?@w1SE?BL%BIty)uI())=H)N zL0{W+KJ<-E7eL>N^!4L?`NCXijY#h_LuW$Y*@b!9R!_)Xhv{tE2o~F7V zvr<=(T4&QB=!b~1Rd^-zqfM7XKRKG(EX?w$YoJC^PM~%wEQfx!=|<=mn{I;E+jJeY z!BKV7TkfD)mqEWO)wH3fGUzu^Uf8gsQg=YV+jJMSQB)98U6h&z{bAE|=+CIor$#}4 zi8@7vlc7yEO@aQlsT%r6ln900wP7vvuT8U|td{>h0h_AJyeLxYQD_TMQ=z9vpe;p( zVV0){p{+!{0u`(938sDCINsKV!==Ax27gGA3l*`g7FDn+kDEo^!N zYAG5WQdLU51+|J&6Gcm))}mPDLQg+Ixgw3=d+6ym zsJ%_UL%WEUheG|F!Etr++0PSbfZcx4` zd{7~k4ejsfo@`e{VQanRj?e)joj^IFeCR-tPM}=Tflwz=yHMz*6{QyUzON|EYz$X(BU?n0v%z~ z$J+HA=tSr!QE8z5qQ214qCtVmL>EI{MSUYW2kK_0E`p8`4GAfI zn5j#lV?{#)jnJ$sq2ol=f#!&=g%TqDmdnqwr|Y5PZ7PRO5G@LY^(q_*ohVunXr<^b zsJm!&phnR+=p@l5Pt)9wS*dBz$)XJrO@Wej>K>@b(X{Z3XqtXqq-H`rM7g1`gL{#B z5IRNFF_3<`Q*)u7Ha!aUvS|*K5*38PLd|*#I@P8ppwn!65-JuYLSc6mJ`0^L(w8=w znAS`59CU`LZ%CDjUV_dP4Gc6$v>56w8XBlV^d@wcs4mbv(YsI|(fmLQL?1zCim;4C*HeU(so6L_a|1 zi`Kal3L8bgLKld10_nS&`Uff%=>*!ORCW%}zZ^|>2mBdwdNa{>&_$cinw}$CPvON% zwR0z=@M!aTC||TIG(c1ksEcTK=n|XufG&;5e|vX>28z0c!h{OjLb1G-UE z<$5TrR^jQ;O*R!nH;bl+RE<)-p`oH#foes4pj$*bVb&bc+0g%@S#_e*pj)GqrxK__ zG(XH*pwy+%Z8lvD4YO$gG+dMpg^N@;1R7z}RnSPAu7+;6sSFxr(=||~XjxdJUTX}4 z?hq{xv_ez~-5I4CL>16oB342_9qdAb!ED_Rq! z#zIwg;dp4AP2-^PqD{W=UiV{G>V9Z~BY%=i+}lhW&VnXJscg{$&?HgXosjZ$B{W%u z>dDYU&=gTlNVQYp9H?598>oZm323TFCluz1o`UWXwGJsyk3!R;LQi$jbWwgtb#gCK z3!!^$dI6eY(*kH_L!ibqT3L6)u4uh^U+BHE5Pdm-(PP zErlMm>2>HKQ6kLhuEKigVUbQKEE2s7)!OtPG&?Hvsdu19M8#oNZxwzDJ!;cRXpTrd ztl?A3p}BVI6X-EfNto4Fv%Z2J7paHBQqkv7U6k^)8hXN}RnU{7fv$(bK`LAaJ!R7m z&^%H9DD@rmv}j16auu$Jo)IM?dK-FHG$K%?QdwdPOunq-s>S6ZEQ0 zJ41_X+8$bL(+b`c$M7 zQfow)LMx+`r&8!MkxodhQ|c<{^C;CQIv@H%q!UsbMAtwKHVuZp6zMXljY?e)t+MF` z=qsDbq186s1br>i2xe{4tp7pZh;))n%y5#Gx*ht~(Try92+CIKZfK22mos!1^j%cw zQzN18?ZPq8TAM~g>qI$WjdogNGW3H@)zFWk4k4AN)GX*HQKvu!qFSgiqAsG@(9bqK z0{tQ?429j4s)N?s^aQlQrpKUPZF(H~O_T_;iZtsP=yy@~h@OKs+Vnj1hogH(hg69Q zTS0#+)jOhBpua=|0}WED9@=En+tA-4UFK_3rqsL8KT*olJJ7$P{$ZAE% zKLx4PP`0RVnB{3P)I!v>hNsVGN)3(qKHf;yBv#AxdqfM=$okSYJ zta(~v2WV%JPN4asTqxJ3_E7tX7AVyL+C`)u3e%$9p?cHCLb|1OCCkxoeEDpd&`9Tj@2 zfV$eL5l}aqMncDk)WfU}nsq01tSHZ&KpjOBpyNb3f$~L@poC46q2omwkx7k*POxbV zbfQgTq3$+SK_`hih2;yh;VkH6QC>t7p`@Lf0TtO)1NE?JCUi9r*rpet)1$)fn)NhvhDbdW7KvVh z&J^i#hL%9RZF&tl%ceJ>J~q7$oh@owqnFlr5h@XBG1e#+eE^*!YUWNdbS-qQNIg(* zrB*}d+4MEkSELc7N|ag$^%JQF>MQyYIzKA(vHU1ZaG z=wgvZP}pA^{sHwDHNCGvqP5TfQK>s2<>_DO5}UGi;Q5zmV3cYO4Ya8lbeUbaiCLG6 zv@>gzX~V5ZT@ld`(U#C4kuH<+)E2rjqH?8nfUXkhGAU0xLsyFm!~60yj}6Q0!W>f9 zh;*64p_E?G9aM(;m?EqDt38;b;|hhHkLwAgElV z%cQE5It04WrbD5dL|TkgwNm-e&7!8a?5QI(RHPA^)Dh4v(JY@Tfc__%7~YqsuF$O_ zolrPkYb2lwkxrl*(Miy4QK6@!p8q6*3(d5t3aSw`eGk`ZjeDW{qLimG(EU-WQK{+B10r4KeQglU zgl38KPN9vWsnCO>mF^@%cR&w`)RUn{p@&6HKg+)GMyOV##WJY}q1mEMepZe9F)KA6 zdc;vpvq0Op7pXU(M{Rlynj_jWq_UM-2+b9#Cz+`6^d9tBROo3D^ternp*p*8IrM~` zS^_<3r{02|vgvJTUPLYRzTStPj%Im!6M9C}^l5l{33}E}y$a12=`tVGwwm=7^qi=5 z_;@{i3q5bs8t4U^zJnIn^gXoDrnS(EB28z*9Bud`^iq`av<^y(bV6!-rT&3lj%X** zM(7ohE|ba?Wwqn^mq?d0v=y`{O6{W57SQ4-7mET3utEw!m7^twow zN$svR+CguKntql&t>P`eDQf2~XHr{|T4opS2)!lh5K?)XwI}qpNFylpv>)`2NGH%< zN_B$jMNL0np8jCNccWRJ@<_cG6?RnN0nq!RrZqh61uYk;hc!GM1btvrXXryw(}w$M z)}L(nQIyITbs@Dvq!G;WbOiLVO-DkXi1J)dCUqe6shui>R*IT7^s|0v!_Pzqgu+hR z@HA4NN7Px=1Ny?IQ=kTsdf3pX&Vs(QQ$3+ocB&Zq%BIty)gp~xR)ID=8~R$L6X;OU zh0r%PT?~C|Q-5epH0uZz_JO_=HGPJjPKCY~X*z3ox(r%t)8)`QM>CuLhUinz@$>bA zQeE8iOko+RAMMn$q<*qf*N|!yHGNQi)qUiO!=v>>K^E1(RgU1O?N|o*fa+E)26Y|U!qgOtYXcY4sEjOUg&Sp z86nkMsYjrHY^sI+wP`k#)%w5ZUp4CCMIRN;g|@KiF=$IsQCP#Lrb1hZdPOt?Y9?x0 z-lrahwifjbsq?kQ0%#kX7DCNMy3F$Zm3k4%7L|s=OGGb2Eo^!PYAG5RQkN^W1Zri| zYfx*^xgj-3spp_JqOw4PMa!XWZF(Ep&Zc@OM|6ECELY)|P+OZ;LfhN)8MK2p!A*! z%0PFj@Ly;*n>Ina+w?cIhfV)Lc@d4)tiPZ=MH98gt&Q%-tW>KVdH!Wn3utefnnNA` zBei5@B|~A)EFOO$14a(smme;=u;1YQ_;KKt``9YBG`Mcgy1`l@ouEOz01KSv~jRA(bur@{G!f z{+z}J`qN!j&qH}c<)rB|2*OY7QMT;F11h_%6VIn?If%zowshv{)aIf;fn@bOgojg3 z{7T70ki&U4^sIw}nhM z9!uGo1W%=$_^Zi8f&ZC1iHA~7{6R8th?i4%CS^-c9!c5KiziaHqL`Q3W(G-`7>+{@`ajB?UN2gyW`^LQ5J#2+LRNBB%%9!1&Gk0()^%aJ})%7Z8; z{vesqpUSd&4&XVI6JMW99OW|?@)*jAe;XMo;VG0Y=kO3}^EsidKhL0?_`%79{y3P` z^9mk8Iq?U{L|4DT5S~EUavcw#Y`KQ#Pqqx^@skr@pG@QUndv-jvgKYLHaR&VY;dA~KM(V)$%+4|OeTWd!J{T830=*|1fDe6ZM8gTvgIM3 zGdbyA;p&o!lk}qJ(>!Lf40IXT%y_`UaJpGotO$(EOS#$?L^9x>UnkS9z|lB!Q8 ziu|0VJYcfrb)GN%C)$iZj3j#KWzVg6yyP-HLfa``KIZ9?EuZjk$%((3Oq`-{&o6kk zWJ?2&mNswe>F0dJlO-oT!v?*4+YdZga*_&is?TiVxsok^^H|BrX}X$BoThN9*%mxj zvT1ARc1Nd%NyUn%wuDC6v=vn8$X`w-iW4rz-xqkS6j55#3c6EN;Z8_-Y75;Z(n&IL zy1SBc)bn?qDmghb$e9WEDwQNO&88w~x})B@oJ^dhc&aCKuT8z68KMezJCjO5GadB_ zg?)4{qK{srE`lDgQ+=RWcB&urprf-xVF`oy zD|HL>kf_3)BoieG_ab#2^sr6WL$!`dno?<{Mnbb4o#PJp={hGNx*K{Vq6*Pn(4(6d zo|_g8hvqo)C&|QlPO?(7pt+9x2~?rfL(pTJ7X}&uJ?^Mq!d*@#&ex07OHiFnY3K<@ z=U0SO+Pz4<2|a1kGUzEs7bJYDR4-ERL-QP6=!6gI!aVmX^(FMQO{<`1LHsYk>4a2;=pblGG|N*9=ryGh?s6uz546;#{h-%v%7@+%l}3dJKyTV~Ahawhta0(w zzR+7Dov>kAbQJWqO2BbsRpGEgX%>(NhbO`$x0PL?`~cgs2lX2ojM+R-=-6x zl&1mEr=rq`E`nCt)DQa1rVF6YZ7PMn5aoqgY4;*^Hq;=}3ClN#u7|#~=>}+( zP36#6qJ-m2zWX63o&)E&?dBAq}9Q5E!KM5UsM&`%;=CRHJt3N?y!0@a9S zKtD&67R`iy5$Q51PxnFVZMq-YVABK8ucCw-kxX3Te#}ZufqoM;MD!T+`{soq^&qs- zrW)uEyKoNlr%iLAzeHM$4fEWq)Lqafkxnu+9{StSB?)&KDs?YX3!#5(dKvoHrUg(| zoB#gh@c%1(3ED#BCj57&LbINLwiK1R6R1YC1lmee5z#wPGn?w6t!;V}+Qz20pynb? zXN|NQn)(RJj#8f9g<9D39@NrN{|48SDZB-0Wv7-wtwkC^O7YYuP#aMwyfiQCzrRvn zL)+T)4YZx3OWj>Q`AZY-RqA^v$ELMVTNS3=Ewq=Y!d*@#^prCz)ePEOln#{VUZl2zIy&-~ zNqO1>+DD`lD52Co(7sX1)2`5dc4|*3KT4IVa5rfGDCH>+Iv`3_DAfTvP?T^dY*-`8 zhdPN$BRT*&NTkc8((X>GGt}9pgQ0^(dG0c)2BkVe1yRb=q0k{Bog@>NxlmT>Na#?T zx6105mKWm2U|od_K%O1P5@^?(W;`OgQcQR*=0sAyJN zbUbvlO(#HIqe7qR0(EnAX@l!wmZx0k7!~RynYi3t$x5989V=>ZM;Yn|9cR-yP$Hr{ z7fWGy75+sK zbh;ydl1yBYaF&`5ong}y=uDfYLcK+Kt|wD?FLahoGod~aRcMX-ptD6fp|D2u7*rzC z36vH+37sPMPPoGBLM5DB=>#ejEr%|Ss6zBU)L*2_q&$5D4TxrW zdL6pNPJIAf>gWnxrm!aKzrRv*p@B+OxRVTh0$nDm36yp(QeQxqN7Nu%1zjQ1WePp5 zh6Y8mJbemXX{Ww|uCix+4qYu$Pcm_3misI99aQGXpFnw{AE9e(`Ux5=(q&Q!rG9~~ zwP`&xM5N24N|o9KT^FT1{R~|%a(DT|?UfZut%GieQl9>V%0)UMRijiZ{_`z2Mk!B? zq;9fP+mO0hRO)&tOuHAUEuo>Jnuyv!w?wH1rM7_nC(=nWag~#-)b`M=Hthga*whZX z&5`e+Fi*2OK*OSxr(9^bql?n+awfG6eb~lVqaINmlB5=s}xqfF81`9D3NM8=+cJ+Rb2Aj(d^17MdNUJPm;!vFSSK z(TMU?cr!G|QJGGdRUjG#&9!Mb^q5GONfj$~7xcJDCs3(q0#p~JJXJzZh!XB{CUrOT zq)lU>r|el{p?Nk{K~LK>4thqU#aN@v?UR}aJ!{h>Xue37NmVFyKlGeU4?xe`Gz)q` zq#g>ZR5%-25T!ib3oW$iKIlbJf$O2LMunrHm!g!X8Bp4$8t7%4Wka7jXqKm!p*L(=1idNJ zW!7j^;k(eXDCOxD=q-^>l8I|vC@b|5^tMeapm!q5(X98OdYhI*@7nYM^qx&0LhnbE zr&*st%N_ZhS>Ds<&<8es0evXaWl{+h{s4Vs(|6DcQGvUhNi{+rM^voBAE8fd`U(0p zn&ne#pp_ym#w<@iL!XIs0+njkAJFF_oj_%xtgU(e6{RXfzmsZ+Ql7RV^`%HX6nfek zS|!p6RHed}&{razKsBP)(CVnrQ#0smJGCwJjU)f-G*kF0%YUm>sT+}@f1ous{R@33 z(sWXFE}qI^*7qWvKxt8XXsxK}eR*mFtrO{lRJ~HWK|e&)AnE}9DAHw8p7wx#+MEWv zP*!Shs8Q7Dj*^K$2S7jDbRhJLO`V|iB2A|-$2F(+g*G_yCs3Z~Na)unD0 z^t(-6pp6j~XjUQghe#t>BO&Sv{VCFAs94k;`pc%1piMRbf$e#zH&VR0ZuMst75qnwkLZY|}(2SEP5EOkCHfSyQ0)HdRBrIJ!ZX zlZkQ{%1X_IcD1Pn>fq?cJiplYl&8he-b&^9HEt@<8XrO(ZTbM(M^qM46-s>y?JKGZR3};m z?I)@a)FAp1%D1Tz+TW({p#wzf;Vn0+a6NROsLY*YXeHFi(akxYZZ1%28~(q(4idQo zejf|;FR9KpWsy2qln8~zDr^lE*t9Klh)9>2RjSlZ(4jWvK!-(Crqqs57m<1>^pp!7 zZc}^c2vLRWAyuWq1E3>CiHNp?3Pl=`N$m<9Wm5;}=xA1rX6+Akjb?dj19gj1bxQ3A z9V5~SYt)OnLdV+F4LZ)IW1xg6?RqF|P+@oIc$-dwP7vubsYa##`~M?6(WYKdcbihs zNh0+m6GL-USPY$P)9FysrZb=-M?+l=U+hrW2kK!{33Q50=R!Rr%F~AZpk5-KFsndx z1(b4hbDcZM&{5E-O6f9`Q0f}!G?7lAV$lsyaYUt}YoXI^x(+(Srt6_IMP;ssSrsZA z4fVEZ40M*LDx~U^ngI2QQl2WIvqd!_Rj<@!s6^Bds8RF)bdE@ulZjiLWTozd&K2o$ zhUP%$ZC)5sv!K3q>OrWVO%Flm+f)l(AZpq$Ps`s6m5LhN2^)I4AG$CqELQ4K=pskA z6oizg7odwpI-#&ssU=WNg|y<3DIz9vP~nPDG?PbbsJP|(=ceN$lc}l!&^(0x(>QWq!Xw@G!2?2Dsv|p zs)43Qg+6r^bZ?ZZQsE3}hDetw^fU{aDbfj4r_^kyCZe?Hap*pgE|c<92iKXQH4vOS)zJR74Ap=b1Be+HoXizBvMZ@5mHN`hecJPFx$OIJp$D_@|Q_@dLNoC z(g~EK)F;p*Hm!snjb`~&Ei^}|+^|NT3V(s-+Vnm2m`!V;$0N#D;m=T=NF!L@)34AI zBAq~mN;S*o`Ik+9kb26dzo2;{^-!2lVG9bM78SS?s7TZtdL}CLv=#KMNGGIBG!&5%A(58K$7b7ZD;l9vIBK1({ zX@4jkQMpnFLobUe+zF{F(UH(AqRNPlhF-Pl7-*45Jrq`}@FZxlO(#Q3qC%hQ3cV(( z3v0|*VLxc8C>?02XaMxOs3y<~(V5U2Hk|>zDXNcB1EFQ2hCpjncs2BvNGH7IM$usC zZJVxz-Vy1YlG>=$sZf11%hOfRyCRLqq;7!Tv#A_k2t&Av7h1Jk! zHcf>-7wIyy@|AiJ`ogA%p@xVGlzIsIQdHzn|GW3;5J(*M;wAxO+0)1_# zo`k-!Q_n%)inJKBinZZlXpK!vpzlOQ?s6ve4)ncE_0ZagN;K2RwZTzE zZbaWfzpAhzP^Ej3+C<@RqUu03qUJ4l{$*1(v{9tXY*?#QYv>P=PM|u`cF>?A&M^QzfN~Laub`t4?pXDmi z&Ct$Kszx*f$`$E^RIO+f)ZV6%&@LifCRL}@ozSjP%2OrOK~(K7XHvI8yNR?jG+%|c zLc5F9lcCYj9-?$8T%ptiD9@%z(4IC;hV~NGM}^a%y`$7d&AJEbC~EYn;qJ$*)ML;- zHa!CED^gD~5mJvs`$eg2&8mg+ZF(5m-_h`#utu&@FF^;0)Wa-K&qD`_bOPlmwFK%E z&GPgRbdV_RE|V%yYAV!Oh4~S^2_0{v=Hhd(g>C> z)bejbhl_LqB}5-XM?_R4`W!k^q|2l{t%eFkI)RFn`W`w;q!Xw_)Ce6Nr9Axrb+zeh zsGCjSK*!khEp)6XUgJmTxF|JH8?J*ABAu{&ndmR*c$@x#PKc;nsV!Ra{7Y2oPAK&B zC#mitjeshY+KSXkBAq~$q8*@rDm6b)TB$CidfRk3be2s=Kz$-ws=|Yzvu!#IDiP^28`djz9CVIN z3FzFYaD`F@(0L;DQ0S>U)YqnypnjqT*F$QJ3eSYj7wH7rC^`$eK%|poVuX{d)cH`U zP3J-vIvSDfXN|~F;Z@K@5#@?5hc3413aGzkg$+mKDRmAsAWC_<6uQKwfzYKkT?P#l zX=mPYzGjs{mx(k2Di95UF1P7A=n9c8lS(LcD>TTa3g}8vp}U+(jfAeUQ#V0Z+o{{2 zGMk1$*F;pL4TnR6MLJ=PVo?=ztxcn$AyHw8QX`=2M5XS8!hxdc(DfpX$k2G`21mmi zqEv6F+%CKax=~afQk9zZ0CbZ`C(No5&4z9kRk)K3JqQgI=`vKS)I8`GkxrmG(E{jy zQOeWP(5*H-0ae(A&p@}?^ei;Yruooto1TM4h^oR{p0DNSLL)`mnfH|zrJ>txdKnre zS{e#hC{+(tis~a;0o`HK2hg21eF)uU(?`%~k*2eJgVy*2x?7|ZXpQI#XpAWBPM}87 zo6y)O<>^bPN~9A~8$bP7GK zg(lmnpP?xtT_%;Q!at$vDCOxVXsS((&^=LMo(lhhra2lBz8fPwy$elOs=!@ljY6eb zwc`1gO|79BA}vNLp;Q($Qf=tkh1>eKze3-5(YDRCDM7JGC7&%cdOY zL7Un_4~dGx@+I0Z7kb#H_E4=zmw8{MN_B>2+jKDWh)wy>qayWCSf;{5p*f;~?j%E9 zp}9642|X53xeAYl9*<^uIt;24HN7uS9ib;|+827#rv0F&MCxJrO097MG*46!-j}DI z(93C#+E;8UVdu(}mCin=XPD+H^7W zqDUi{RjXN-LNAGQ0@aBIL1|Ib2j%Hh=w*>kNX=L3D(DrFKGh7J2fZrNWhkxG4bUQ+ z%Av(J4ThG8)I(u|3U7j5b2Osdon&Yhzeg=qYDGlDNWE^;aOe%unviPLth=B$Z5jhD zvuP~!mT03dyggfm)zI6HZg&U#JtfdI=pB(RLpe%40M*+x3wqb48PIz+&4k{!sRmju z(sb6y)fx{&ABc1U<%#N`52KW)TIeG?^#ruS(a7-0hr-d&$98HC^odP#p-*jk3|c8F za67Ynp_X3=eJ08eln^a|J{RePRFP;I^o32YLJc;(27PJMQfQS(BbZgJS@qCYHoXh2 zjtYHhG4!=aClr>da5?miNGH%h(I?QiHhl`MiKtAe70`D!eGGjs(q(3qE7bt46;-$s zs8aMTw9cmQpdUm{A5@i6??69_bV6aZ=nv>8o7O{(HvII=x>`kLjTybC-iSLYmH{@0%hg=_x$U2o$#VjbP%+KO$R_* zifa9aquh^Ksg}@IBK0H_fewb6*;D{+EedZrr1pZg5p9fS9SSwK=`bkUk?&!RY`w2S zs6|9Mq9dS|HXRAIvgs(OwWHh9u7_E^unp8kDNWDNvCy`n+>pw1FH$LJJDX00a%@UM zZJ`1A42dg?!0qi^4`>IGwkDphMNWX)MJZ3cpdIbhiO^1>g7D4~DjWdqEK(1%JY59k z+Nn#R_I9cS+Qp`GpO5#SJJlcBT~rvougjo4Y`PrEv*`+GPf^pSQKS#* zVrVZ%{&zb*C{No!dyCRx4NtA1j&@-mXdj!-hV~UDLSeCckt&1s)2yn9Ht-vBev~Rz z>S|K^iw1^NnP@C@fK7Km2a0r=w_L8&c&Jm9@>B&KO>f!L!_Xl%)k24gbeZLAR5%AZEK1dh9)Y@ubeWW=XQ0DHI)UaZwE#LI zqO|A*=tz++lk&6>DzxcE=qORG>mjvNh0j7qN2z*I8tN+2Wm29NL*1gn2Bqdh$B1-7 zYK>?)bgWHpL&w?l4wSH|9y(s65zK1TtPi0RL^bXtLr*~`iu86e^cvJ%v?5Bq37r%b zZq%$Np_4^vpQ_9jy#ggSFAVe+R3xg5QujeU97*`QcSwB&onq5!sHaU|L%l>fVOFj- z`~^xylqdQbI@PB2&}ky|u%S(*prhI5XL<9AfJ3*I- zbi$`mCQ3k;+SCmiDAHw8Iz*Er7D%`2@MkIGKHQ_hpvnY zJsl5SWfvAfS4UK(Sv{aKkxrOZEjkCf#-?+j!J?+m(5H@ut`%vqOkp2rh^Xm<@~I?r zok%C7YP81r(DgQ50NvndRMRY2g7B8^~;v}Tn<{}as*Yj_$4-D=Zts6wR66fRZaDCo9mmZuw`VRot#8gA1a&%wSje$ms zG(AK2L3eLnc!vvRrKUn-MCwT<0zCwcwW$`WvS~InE}E624W~fkBgz%kKocC@k?l@c z!_(8y#E9~gdJ>u>(g;$Xo`EKd)RUq4&=i}VgQ_FS*Q_)&RiqIVdU^%AN7S^ur+Lsc zNB*ZNlX@7Mu9PlAg_`v?bg!ssc~37xGeiaMawhd2G}EScp&FashwiiK1L*#U658-1 z=mAmFTlVx6G|Nt{fF2a-?XbL0eE~gWr|O}H9aT2C>6z3$P_0txfr{Ln)VI)Vkxrmu z(J#;=Hm!#qji^MaU!gfR{RYjosS$ciq#o8NRblqFJOQ(*1ypC#-xNM!)4$M@Hf2%x zlucVe^F&&V4F_t&9O!AA+CtBWbeU9{QhCs`Hth(_x2Zk!oJc(smaA}Y=y_4ohMu;A zUa(X9KnrZz7g{K4`bqJHfAJZ4a2`Ql~<1MzcKq&a7p2>U2_X*{PpMy=|vXA@z<;J)wG$rn6z4Haru0S5)gx zGIS2~o=xXN@7r_%wA`i(p$|lw&aC-b;}YmYQPXFb7M%utWK%J;BAVq>=RzObbRP7H zO?{zHMOusvec>QzrA=2tpV@RZ^tnhq6fV{Kx(@onrt6^wkuH;3q0}(wOHsW$$Vc9ar0E5JD{H&HT``#P&L0Q8otuYJw#gV_9q1n*-XqHb+X4VF!vRzLmHJ8+{Ha!OYX4B))?>5yz8%3JVtXwVs z6!eEEFRYO-dK3Cnq|2l{y#W1Xr{J^1+fFTp{;_EZ^sh~?L0N78djfW6y!=vV z3z2r_PNCk{yU>=Rg7B6TqK}}hY+3;|6E%GrKD7|q+NKwwZERWqH5X|yHuQxbL)oIH z<%_jpJ=8)}>5AsIoQ``qY*Do#;@d@&e_n@M=nxmC87eQ21AG2bS-p*s4&b*D0MS*q)kJiLYr=Zj*6&Qg%!}zBAxJQl!z*!t|Fa4 zrJ~VLH_nIu$+zb+>6AbdqRkNHr++Ds-|a(WgecAG1<#LPesDfwEQj4%EZZXq_Yz zqjN+bL#K#z0_BQULOpHz4C)ol@~L_#70vSW33RGbP0QzL)*H}iO6f9d?j%D$L1)>t4(emm575~*{RowaG@V&RT4OzQ zjwlh<@U#&+H=<&t{(#OC=`w|$HbH%D`Wxye(q&R5D%>WA=Uf=B{~ke zBuaTY7`jxX6H?Vmb%zFuYTOA_E9wPZW>X5fTr@wV(n^&=SBUB&>IV(7sRX)Gv^1pZ zRoEZ8N;EK{ouR8m4T07ubrn=5S`pFZ&^4lsp6+%(W~FX~21k^w!keIL9r?@2#ND25 zfrf~3LSe2_3XKryGP6oG>jh|}NGH%h(M!2QT2$dqGW0%lw@8IZ0&Xnvry3jcv7+w?m$C8DKD{Q*^r)WZkm>0fB7O<8Su z{uR**6*hyWMYBBpM&Wc(gS*VEMy1-4y4R-dp&5?GxV!u-i!s?s?Fh}ZX=kWLq|2mo zl-dot&!%0V`$f7;Dp#r9p$9}df$~Hhp;m+aI{P+HXJdMMne!Yb%xo5n$}I2!Bj^2HvTt<((YRhwo)i$uCiDo3gNp~WJd zK)Iqh&=Q;GLa#-Xr_^j{sYpE(=8K+$UXN0q9){i!>4a3FQqMteiVECGhF*e}MTI_9 z3%wPk5-NNVdOMm`B$^Ms6BT-T2&xyUhc!Gcf!?+0HRwG@W7fD4q>43bH1xhwC4ovs zUqQ=7Iw3Vs^eyy3l=8F+`Y@t$r9Ou~vgr$Gg-s36$2NTleIhDzBiPW-S_^$D(g{?h zH5#FnQK6@m&}X8`Q0VC&=yOp;L>r+m?9`u7gH3-yUq*%1+VD4Ml}INnUn6RH zI)Q3M+d->s%7MO)s7|Tvp>LvDo?1fR+Nm9&H6l%Cjrl6v5&BM~o($ze--~n^N-LEI ztrh76S}N)ct&38g_Jn@0Q~N_d+H?T)lT8Og|Hsz7$9FydeH@>pqSHF4rPNANDJ>*tM~2o z&(&`4`}_HPy*}T~`1$;<>nibP6={ve&~IL9m#8`PyGWN=-qEGdVXv@QsYcKdFXiYG z=ntFPKu1Ly!7P_*2OYDiJ#<{8%cS;ejn2@YUdmBN=r2+1`&FXU`Ox1YU8c}c8g#;& z<>(6NAG@#~bW#+1E|+Qx{cF#<3QDN@-}^5&oiC1S!|u>&BAuj0@&ZYS_JK;-)E7EE zAa|KmX%*fGmA2_x=nR{#gUZ;{A1W)-2xgVjtec^7BAq}LL=&Miy_BO&=qx*x1(o+G zQH2wr3L>2_tGehmsA53w_fMQEL6z)OE>zj3+o438rbAV1%7LodGy|#@Q0xaFFGUb$fOQCb^)Duu$kuFo%ScPk$dS1%WN+{W;RZ#ta++T4NHdEm>Py?l6 z&*f+_be>2f;;9#*hN9SpF0~FiUljYx!O=LVktp^-Im(AFuxSO<*rvy!CL;B)VTzvX zRj8>=uR#}zbeU9Jr9Oa~+4LdQT+}+a98Yb9F0$!ksD)S9L9@0%DWcfN>u5dH(oSuL zF7{?cRJaXlB~lL?b`kA_T6=|#-i9vm3e%J-g4&2Qfda-m5golv+|h568Aj|xPOK~qG!OlrO8acHVY zm*cb+nkI^Uyc?9d4Vo@e4=G14Lph>V!R0tDf@avMb)KDiQq-EfehzKMh9}tMmTLrb^HwHdTfmwJ8yL%%&<(zDUzq{)jfL4Xv=L4zyAf zd*tIv9pbqjx9LY{l_>VeE>)hw)izato)DdIAJhZEp9#@RpeIjFg;W(rDpKR>qPogDXgx-CZwMAC`r^9dQP)+ znN%H7FQ~w#ROoq|xUS6WZjZ9Cd+S7sWn}wo3Jf-Vn78KMhA& z(3>`mg9=5u%o-6DWvhBH?pF^RI@-;9hYyt+7N#S30n#n2~qDi7Kw$`03(EZGut4-8v`Z9Q-q91#m!hp<;SQzVg}$=sJ!rS6 z$VzRR^bU~pO-2p`WyPerlZi0Dy$IBs;<--XY>9`q!VT(i7G(* zZK??UB+_M4b(E?O9q?v3Dgzx9rG#s=R;nR%$fjiIXHnZQ)j_E?&@VPMgMPKC1ymwZ z56eeX*cSRtq!Xx%s0;MFO;EXO{t#H5m9V;M@^tVL_LGcq|%k@10D6Kuc$9{ zOr*=C9QA{aiw1>-8A{y({b|!U=r55jQ#eeiTcN*gngpG&X*~3gNIev0s&G1VQq(^< ziPJFXU$4-mvY>=&|GocuFt(wi3D9XGf7WEElqf5lm8~`AL#KstgVd{ud|3Y;|heA3b`Uk3K(@7{(R|P{gL&pw6P) zuyBr2^Pwwjx)-`qq|2-^U#W#q7cb@LZs;meUN~!^QjbDiJz6YU2Bq5c2$UvL4{Ny8 z<4`x7RzclGx=d=hW<3q{5a|TU7ZpG~ZF&KU+VnhhwJ7$;u5dZjOB7q)(Ml-YPCW)) zBU%+K#)fOO;pSxmq=vvW{Fm+t1@1W~!`X1^p z(q)!Eq12Di^`iZ*aA9fDZfHP2`keS%Ku8Cnfi@k228qgrh3@zK@6ceI4nspk)x%Vh z*7z41DoPBgj_7YF!%I0j3Ekk$N>=J9bYnmZVvp=-4|J1K4TH-(a$}_`)#Uw`O_ibH zHYGwgd(=#Y6`>IxrHINynIfIAMr%=RXrxUwp;01TCe>D{deCT(I*95*V??@4%29o2 ztSI(rIH~~MBI*+KkV;cwD`=c3;!zVQOVl%@bfqHDc#ryuE{7(Fbi%CuqBLltml`JO z1Z9hKnUtgM(5*K0fF_9s1wHXp6q@W&re<9YO%cVO%TWhtswg`woTAhKXqreT%*qiB zhNjyz5X$iibCv23%@EBCPAHr&8Uf7|=>*CXje>6TQjRjAT+!mNFkh*0(Cwn-9*u`) ziFBD+tCX4w&9*5Unj_L>QfrjTf$k9L1X?S)4Vo+35S&1pME5{c%L#0D17km-@3R-H@m(Vg%g)o(<)Ys5*o4$b_vFTgrQBhJ@*jR<%Lyw7? zh15Z`AIcX+Lh2&=8(Lx0ztBpNE~iEwN>i$067Rokssyd_3SBAzT5YE)Lr>VLQqYqk z^{_@ytx*kHqQZdPVhm!B+_M4nZccC7g8^a zbOMbLT@AhBQI@C|v_YiHq#X5zHi}|D*pBwG#;bN=4^pp*ri9DS(X64+Cegf*@JG1K#N7=pf_zA4;6~$hqGL2H1w7?%h4F0gQSAHW=pJadoq8MEBhqCGcd76_=xb4I4M(p--`Mm9^sOlNt#qj+P_ZcXX*hZw z+H2E`(03wTX2U(&@FVDZQEYif??d}UIw4i8)ECeXqW!@MbV#%h`q8Ezp#OP=F0~ul zFVcv3;U4HGQK2_$Ep)&x{2V$c+UKRdfezX9E%dWZ#n3M{?S+07>2X;8crY}204foc zgljlD3jJo&pV053BVp=<3jc-uFPpzx?jJ*kn0gHZ|5Gf5o_ z$elo?wMHfAxKiPUA^k<+pU{8*pO@SjUzAg>3c0^jsirtph5i=lGE_mS^Pm$pHH7}L zsTOq7qeK;+4gG6V4Je`de{aCt&V1ogHKEf)I)SRIFa;_l(g~C#x(qr!pohXAfsl^y zQI%GzPH>r2vQiOJXNVex)L7IDD&wUbb%x5?sZ^+(O=-}XHg$u}5@`e*Hq#o{K;^wu zYf%)cAW8|BcQgR1DAEaqZI!was^p~{4TLJ&sUc9Js6#j_qQWsy6_HMu)kTyIRrOMi z#zWOaX~AVuJ(ZdVRkvvlbhbz7O5F+75NQO3j;2C2MLL1{Ds?}U*FjLv_8BqXkeskxocuD76Ag7U=}a6g>&mw`mR3 zAfSh`gUj*MK>i{+PpR0)>k6lkYA71!rJjP$x9Mr9kti!nX=wBn=mMKIK#gtM2sN?k zRj8>)Ir=nSgf6t{C8(K5m-#eum3kLyZqr-PMK-++weV<;3JakWkw!3Up6COprD%C@ z0_BUof-bgcC)7%`&`a%rT6?qBsBjB(iD-V9aDvkpL)*>n)Zay4C?e8jW^K}}KcLPw z9fhtC6$Y0{ZC2`xb9e)0QyHj>M_ZJt09_?g4~32rp{_Pnfl@`fOlqqNlb|$_PM{)D zGStnc22gjK&V_o|R2S+g(gf;p_tFS55SF|Tw-cbjrpQzBIQqZ*`jbKBUN`bDk3on8C+tdcS z-lj{T0XDUT2HMmP8YI$UY`8CYif9BHEYb4Y^-h%%s?y+TL5p%FIqg)&9@d{QHeN~w5phvw~gH*T!dQ7Af3Nu8% zLHS;xqwk;S!KB|z&$V}i@1vXrU(dhR9)y5QBL@2q5tn;JuJinJIT&eL->hYCe=f)i-I=u+q{o7zHei()@)E_ITh z!*}ddds3T4u}?lvv+6C+wXp2ZaJlAp+4un3iX%O_GP5q#c zyjl4w>;`QWX#}%Yi87#%MYf8K~PQxy9&9F2u`*{SZ(mm*zeR)JP0v6-h%}v9MVhq+`cb44Xou)c=zpTE!AYE6gZA60P0&v^y$&7l zXqRRcLI=HBj@CnmM6nNQk5W%TKZ|sk4U0uvpp0|GocmBlzNk zX8jADCORI@a&%@L-hbJ27IgZlg^Po9Li8ksrA6vVjf7O0)EPDdN?aMA?0X2|5CS#Qb{4zQK}cIsv@0`N*48ls)=+0H53his(UF%*FtC8 zsq3H`HuZ;UdWFq2s}GbUY8;%fhNIz7Em7>b9Hm0%*oEm(ZM$$NRL7%%4)O0A>rW~lgO}9b~Y?=(6C(;OJbLQ!lDM|VNZL^>hWQ>kT8 zbCDK{)4k9|B3*|1D)kuD!lryEMU);~j;B^bEp1u}U2N0iP%Dw9Q`lc?JO#D3>1pT^ zkuH-Oq*MXa#-`_?OKo}qYAcF;@~&_p)J_!ppd2lS+KY6;8W~#S73eZ=)-cg?PzP_8 zqs351k$Na}^g7f@q!TDpg&#ndi*y2w5q%0pL`lI(oVr4t?bHtF3Y)e;SK3qrbrHoj z)Gy)a7U(LG7Gn)ZyP>Wkoj}=I{s$=4rf;D%kESTK59%gT4~32nK;1>L4=P8g&!8S6 zT_)wI1nTJ(I{FEU+J&D$SBqlL&=>{S${zNMCxIdqm$6J-YiF-L)VEif}VKlHK@Nxm!bKZRpwmYf7w(P z8emg7XrM?v6y~Y01~f>d6KJ8R7BtvPIZA|v*i;1?>d|5qR)#V>S}v*t-5}Bk*2ovt zgKiYXegGUD<%7D(D|A$z)G)iSJ~Z4;Re)~xQmeGaxzGraMzEoy3!qFpl?;s(=`yJ` zD!d#TWm5}iv`s0{7@Jx`V{N(^y2Yke&^VhefwDx}ndR4N`KzGuBAq}5qU)du9<3K$ z3r!U1GAT!cp=_ImK)2d76q;mHe`vBt8??qiXo^VFS;NsVXsRgo{c_YCnr72Q&~#Dk z({QPDC`Y6dW^K|Mqo5h0*cyeRo1mE@T_)uy2fEFsTcKQ=CPTN2)I;HB&AJVmWm7IR z+beXb3D6unbvty2NSB$lMYHaM=GrtDy3?k4&^%G>)7YxQ>CjzX%F+GM-6BnA4Mz_` z_t=Hwq4{=d0d%jOnh4$JrHZuS1JM1Vq~L@#9ChK>SDr|VK|7RMM(P2PF2`vl^q@$W zp3hNQNAz49 zpvOhA=W?_aS|y5oD;+%#t+rDiK~IQckL*(0peIE;!cXJ4)_4wDM|ItO}Hq#g<#HG^KWsX4Ssq|2nLtFSHfx+u1xqXy6$qSzZIHoyY8aeAjYUJCts-5H(?IBBn+8Llc+^aV*F)Px8bP6>o1h|* zPM{Q}Mnl`ZLPvw3Pwmtg=reDYOAUo~h+;p7Z8hss=yPwDqidlrM6H9%Y}i4msnAZF zra`+zu}5~P4CqUnZh*cLX?lEC4z$~*nb01QMv#hV!@1DcHr)k%<53r-?u5P-sfR*G zOQB+sK2<19sVUH2kuJyS5$HRSE<-()dK~)ROF4QJ+9!&wk*?GN=m(K5Q|M?F^rJ_8 zm0At`&!hgLr=a~dJq`UN(g5|4&yjkloR0*e3AbMyqi^nO<=w!EVkNgehIGgbIDbVQ`fJeQ*)=ns)j zpfO7AhK_nEM?0ZoHtm9r+w?K?r%j(gf7!GR`rD@M&BRkEonRM{(>uhhTHN))MwH5}C?RYjB=&T>>4s%ldrR817y(50$D z)$LhH(AhTCf@+A=!-jcUzCKh_q)#??#SE@Ty-<##AGt|IN zT>+gZ(gQU%o zuh7v#sFi3_aG6x0Qm;U*y+TKiK$nPO%R9OkY9rE!c;R~JQhU~GP+OZ`g4&51K?;H)X`3DggV)&>Cok(*dx2bC!vT3P!|dO@_LP)B|nR8hfBro4$e4Z2A`JCQ=WD zJ5=}+)ZI%t`WosXDhfArbO`Ec7w&_iHvIryZ5JMZdU>=<8~zNXi(((IqsyRcywo10 z4nn;}h2ip!HbZ?x>fzIHbPVe2&2rQZ>gT2QY1UEbT9GbO=;$BlI#F@BhNCl*dH-co z8R&YOPJ;%B)WfX(TB8Cq(4#}5^3WiWPDquA&V~ltR1+FvQxY^(q#g>7s4yAI5a|Ru zE@}wf;L!ChCBdPr4Q z;q}nefR=_}%fToLL8`cqB3gvhyM>jw-MCzf?(M`}yn}$KR*)$x= z^=2h&jiJ!(0mYxoQFUmRQku>hj&6ZwE7ddTff}lC4gZ)rM=4#7(-cy7D7DZ_UCJ-L zx!x>SIF8hvN)>yle@V>~#l9&nRgKhLD)iTw3f(QzWj1UaG)HrwdqkzfS&puN=8JSf zs+m&vLH7oa#KIkctPM|?r;{f!uDE2d- zAzA`GBhqD3j*dWUMLL0oDRm55C(<`JPFta8?bM&pbE4StuJ9+QKoki^#0xh;&x>L| z04}u+dcme5=tWU%`AjW;99l2ZH!FB=rxmji7gIst;|psR8t^M>$%fA@rV2=R@y{a)ZmPF-NIZ&=!$;p!uSf z&<8eM41Fk?7Z$qI70^c_jffX^hPHZzd7701eJoNBDM#I)Pei%lEJtmiZQd+L5va&c zwS~6Z)DHSo6#EfftPN{IpNSTRYdGoy?GVL2Lr2Y^&uwZBeIe4$JhDsmgm#KzkL;*5 zv`gf#aSimPO}(M7MCxJIay{2|&~7i~s2{XPq!Uv4O5Ff`?WG*`g}xE#gw$H4hC$!j zG#n}xtqLy3QzN0hqBS1f0(~dS4XGgbBH9W1-Yax87TPDu4^tbI%7lIpX=m1ObSw0u zXuX%34gJrXwMm7eq5WRU(H!U}krrcCp;9@}0h?w(2fadFsKiTcRcapeo0lpQ-4FdP(q#&Fh*m&{MOrLQi=ZPmEr$LO zY3F!qDRk7PWzaE^zs94`aho24{uJqP;|-v^x#?FvpPbhHur z$EKH|lO7eTa0B$ODE3^ARze9i|9k(nG&al8dgwHfrgO*9Ca9EXe=q_%6nqig0-Y|} z=g~V*X_3CU@zfgV4AB@bRS_y<&w39kYt#EsIZ;Victjf(L1)_ZDRh=dm)Y>RQoEt@ zBAq}dMBhRcY$}E-o?5sp2qi>6hbo<#3h8U8vPdIRBO&dD5=F&95mZiV6hc+Jl%su6 z)qs|j_EP(yYD$HV92R~7Rkvv;bhb^qpc2jP>pw`~3)=D*mF7Z;1E{58OG=f4$ZJ$h;%|>7p2mmj^3;^QD>-=NS8@D>H%FY ziaoNU_E5x|<)|Cf*`9R;bcHDPTrSlTy3#JZ3hLsedTRMgpsQ?Z0d*DWGS8K+)OAp* zsCsY`r!r8Qm+Gt3wNN*k`a|7C8bP5;4TO4#`iHXysc;z7)25rDs7Dz}jexEesfSsP zMnb*p)Nm+W6x(o^3Wq?~h;%|>rYH;QEz${;CAt;rBZ_^z*`j_>Uy(ipQjTtb`iaH_ zm*X@Uy4I#C&~+kBkEf+LD!37YdE?Q8X$^&8jc1)14TLEhPf)d4;mzj zeHwE_+0bAw<>-EBh)wgLp(2f7d6!xMW!R~^p&M+v2fEQN%!6*S=>ce%S2$14buTnr zq!TurFIo=WEYb;-Ct3xK@KTOeLYX!_0*&-&u?q8{QKE&x39}rngGSr*EHuWZ=b*73 zE!V6Upj$*bVOG9qGc?YoO;DCiuS4T)dIOqZ)0@ylo8E%5MX^s~jW&E9x>d9)IAM85 zA48Mu)Qiw$Q5P@O6Pgmx;v|nc^S_caRjIWhtq;D4?j$u$RN&EWXu6%+1?7ke!_;OK z9)xCyHh8oTn(3vsDD@+Bn@#_Naz(n#2ennH!_e&_oj^sRf1p_&?GXJ1%@*l0DMu%v zIbLd)Qpce?Z2A+LE7D~O_b65VJl=nKsbbLyQuDl&qY9+%5@|6C_bF8dx?7~naXK5i z$EF(4e4CP>dp+8(S=FKYY^n?0FVbSHaY(6TC{LuGIJJTvu&FilpiRx71s;`XR!eB1 zNYk0+s2%i>ooWI-Y*SNckxdsui$xm2tRq_Ea%hQ1$3-2Xr6OG><>*RinMWs->Iy9v z#Xdtv7eJ4Q)RP*~FTaFnH|Wt*Qz12i9utMjFE6cGouGV?Mo{Re7qr5g<)}NfG9WjC zR5=y)h8`E`a-0T2t8D5At+we}=n0#ygPsh?{rEAfg4SpYtx-yg#VG@N$}4oKzR=TN zDp7?uK+lMDLSc2$cxbInW1w{+T_%;J)MV&ckLrlBq31-pOe$G44Jz#2DCmP_bWF}$N2U2l2Td>YNpgoQZI`%B2KfQS46rDr6@HY z+91;OINbqlv{Uy$uX?H0Dx3?w=A|6n3vIILKInCk7GsUJDtrifL!=X^gXj_HO_5HZ zG|@_^&`UX53cck~Po*A(-u4O|t$^OKDIeM_N)LKiqpu3rLGRl1EcBj8i;?QD)N1H` zQSAFQNOU)}MWoB59K8U2Ac}p48A>gLJ``y&QjVU3J_=~rhTw9X_VUBFRjFYiWvcK^ zQXh+SLTZfY1LzZxPM|E&HfWnoMNpAVA41!0`Uv_|q!G-@)~wH=&qT519Th@5L^;7_ zQn^a)g+3R}32C0_cjyb74nsS=SuXWDw98H%fWEZpAoP_@KSR51It1+z<%P>H)beLG zDLRibeCoSuXVtYwU&o`~SSOe0hlZs;ooqJLP;j2l`&L zDom|W>OyFrP3J*B*mOShqfHk;{}X8htFG0o=FonTPM`u&C+H`eE`bi%bSZSurgqRF zo7zJ^i!_}z)@zLj^ouC=K{;vw{VIz6)m*4l52(bZp3rZi&B0}6ZB?o_^t(;Hpu?gq zUaAjtM6@TQVigX9{t)f(Xb5yvv@fLnN{xYzd2~oL4mvK2jQ=Lw|XN zE;SnZ+b$droe&)lH$0(PcSHZ2N{DVr8Ur;Bu%RH9OkL#0I(f|EF{g3j<#)sBB#};- z)mF3{s%6vn&^b1J1=Y6c8>o&=-$Lh#G@Ug%XpNtsx+0xG5z%i@J)3@ql5IK&)fcIU z!Y(R21~m}HJ`G3vp!00n12q)sGKFa>JnekmfO#oLUz2KNr~Za6u;~QU*rtD=CLZ9Dkx>RZCB9Trg?61O_PzzDt;3Q6Up%k0yK`m`M z2fEm%+E6Q->OieM8l(-Api4Z;5G6xxM6nObQ5EP?QS6Z&RfF1!G=fJSro!e>JDXZS z?M3?NNM$P32)axZ`{m$h8$SRYL>duKwI~^F+g-G?AV( zPQ9UScIpPGyEkjT3I{fV%qY+R~uh7v@C~8v%bhSvADa_NX(NHg&#z5&JT_&|q zsR__EBAq~sMKht^Hcf&0c!kTA8V~gq>4d_3(OjsXO?N`q+B6Tk&Zap~e^G4tRhl&! zx?ZFc)>tEY5E@|90%)KpH@F;64S)uT^!dao7aAV&Er*8M^azw8 zS|6r1sPHN12AiISZnWtc=q8)iLc>JbndjQ1S^3a#kxrmO(MITIkxrn^qBo%tUdqvn zP^KvMT#i;lBkjVspiwrx3XQgD6EsGo5p1|c8@>yTwdpZSH5^&K=#v@1BF(9r>Cx=n|m9GiZIX4v#AG*c8?zF2GQg>DmRI%_!k1IiWY z1lp(63FvlF?BjK`3z{X0J(r_{&}`BEpohXkDlF58H((;2KqaEHpgX*jqq5LkkB%r+ z4!YATbW|RiCyG6?qa$p1mqhcZ+la9oMYd&^Pd|} z8c0I)TO%M1R1eAv$n{WITC>_h4=APSacT@bXs0fO7TDAbT4+;q=pmb0Ko5(w z7;BW%h8>_qHg$v+i*%V(1*N({OT1Z*nm|i!Y6>m03%f$gMe1QzqGnwUJra=nk%&_w z^r%f$pvP2LJ?J5oq{1OkzD?IdD{LAFt+Z(n^tdRtd>zf|39S+Z2mDKwM;*0;R*Uqc zaq0^_A<|_iS%ssZCp~H?%7oU4Vrw|+1wAEF4~33yfu6Q$9Q2GR_8Gd=0BEh98V#)z z#g=cZ4M#%HdZ`rASm-%Xv*3gc9ZiP{MCyTBD>Vgr-lnP03jw*mZN*bx@Z07^Z zjEI&(Z-_bsCvjQlHdW3KiRhe?faiy3DL8n)NUAolOZB@czrD z)1ZAem4bc{#U9zsI>M|UMLJ=P9Ia8F)cuFngN};S!z`D&1UeSb^5b6N zJpP^DaXXbl>QB*{Fjb&6(xAU=x&r#!rY_J4(b}+Zy$X9k|9B}!ouQMW4Pk1NQUjrX zMLOY;w}^&83AO%v|K(2jVykF8bec#fP?0DbDka(+oWyA)bh=2Fp&d$1fl7O`9Nhw) z;mvY10V-n`-U^i!=`yo+Y1TBToK4fAGex>gYL8O0p|fn71C{rvSgE_93L<@~6gnCM zRkTyLLzQfr1yvU93r0}5U$Y*95^Y)pRk3L?R8@2+EG$vs6HqlTr62z2BT#jl9)-^K z3SDXyR6}$moaJaORMVz)P?Am0LbXIET;XHEp9#@7p>sSct>=0Ns%_IIs7^qS>2hl1 zv2sdnfzI`)g6Msyu1F`O5=BK&J&}6iv=vGY=+OWgB}(m`c*D zuc7lisw4UyYG~89(D^nMLyc_O3tb@6be4Cs_Cbwp`Vnek)Bm8RqU7+o8fy7Jp$l#L z18U|KHdg8Y)Lf(t!7i#HIGp%uYW8Qy>Vjq;FgQQxCV&BTv zN__*h7NrCyEbpi;g_qb=4{9UQh%N+`{y4p29nIzrt=u?^j< ztDqhtEynVWxIp?f{ezuJ4bt)%(A6UK#HlaTOBDMqyHsf?-AfHqVQ=UfQARk+ z(MYJbC^MuirN%>jyh2BPpuS$AqfDruXpC2w4PEQa%GRt2&~+m9@W_rPL;Xe7!$L>9 z`H8yTE}TeefGERD-3$#BO$jL{_#!$N8f4R*&|sV9K|?&sRpD%Cs7NO~*F4dKP=;tu za1y75&%FVdJY=l6*^h~ zWr}n{YPnMDp^@G!M~_3JyjhN(fku0jufhUoj7XQ6<>*yttVe5gv?@3uLlf-OThK(&+Hj2mZMXx%%o16+=^P`VN{V(q#%asqlZ$bdL%}2caCB4nZ?)`Wc!j(g7MXqHGP6mC`O1T@<#EE4?z%@JuaQjU&8ci40cn(NJSsehn5 zMVe0G4$b-(nkUlbIF)L``!73{0NpK`67R}B>RiQkaszDEUg@;sF5qeOh6ADX2=Rym-l%q<}LOWF(dPsC6 z=%Mhq3eSTc_UMGD5wysrhR|Z0&WDx+lpoaa?+WrutFQ&M)TWluGEu4Eay-=vTJELF zsjxZph^S1Ma?}ob)J|OlJtnFYrmCv2JCtuz8ni-`=%sovrUB+?0~u1al$wtBN1t%E)mrG*=I zSL$u(6Pwf(<^Qf=rQ)q`xpFyA7 zv;+D=q!BFNUxnX5J4FM+H3o@(fOgsRBlM+B|AW5rW@V`GYiPG9_Q*Giwn2MDy3B@- zeulml4GS(qH!JlI^o>mkO?m$%(q&SklsX+Mwy89=sRzgqm!)hy`3sU zYM)JIp&vvO!dcmxRSWvjrgNbGiKd0A9HkmV`#qW|Y6ATv(q%r4Tv2oAfJm3)bP;sW zrWVj4(X60{)EpJIhJF^!4QZaJJ@kuciboBgUq$mnx=*Rgp%R-S&~G+%hJF`47#1#6 z;Wf}2jQYf|5kK4DC{?1ga&{ z3G|id2y~7}C(s_zUr=o?<>(kxM-=-E9eo9zYo~sL>e_S|swes;n9dr-TBGcRy#KPP z98}+?Goc2eAH%}^Dy#yXXH!+Eq3A%E`bDX_(D^pih8l@V!qo3dHH0n@>4fJxB5DLR z7U={!E@}!j@#rs63e;4j%cLB&hAy;I7edWMCxf2U$co_4gy`i^bB{`CRs_1prp{1{ zfL4?a3(F{#3Z>YT2DS7GU8)mwu~Ir=!*VK&LajVHOVkr;t-|n=Ur|X^AG$=T8o>#L zNunE}Ha6V^T`D>!Ow~~;3uSWU$(B&RARBA315$S~Gn~Cm)I*Tp}XQhZ%LRZ-I2y~^Wb(m_S)H+N^+5n}BbOLn}ZGzIgLPsw^-9%Remq~R|Y75j|lpIo5(QK%P zsBcIEM0=o~Hhl?2MVVo0lv2l_t3|^+ItcX=>7TmU@D`=YG~@l3O{YQEh_b@MY^BOW zy+so|stENF=`yn>DODBfYg09-pGQ-ass&vuiml5OBRd@k(y-kgw z0iro!YOYcjLjy&#JZcUN65Sn={y99_4jODzduWL0zA%-iSskIFHg$qBY>GfP*wh)i zQS@*)Yq4gfLpO;QdK86*iSk2QsnkGdxJ`qgoByNWCjTS#wi12WBZ1dn$nZNRWb((2 zHw>OIl0P#`HMxDlD83jxVKo1f|N9~O4a7eKH*&$#d0_>mMq271HFB|&ioCB1q*W-b zoz&uWl`ZG+w(3;5#ARyovMLb$(qLdaC;Xq(9Uq8(F(4hC@Sk5N*up=BOgvTe8zbSr z|JGb~AeXBoH4<@cEqPBB$d#d7nHzl7<5FHz1)|?AY|zC?N8VBea#e5>xys3vyrc?5 zzjTl^UFp${cT|D&2s1rg<{Dm6+0vUgRHsT$*Vc;{RDncQk{Y?%wGHC^lr4jKJrzhV zm83>`xy&fuPT6uZFQ;r7!MiEV3ER^3MUU%wH5EvDBsfWpq~``-^q9z-DO<96F%`%) z!A(B5Ya+@_;k}eCQ+X{VDGaWrMtTQ-CiKYVt&}7;lt}PJj~re~*)oH7Qi1f2WeSzK zi&s(-9i&G31d!0<9^OcunhE6&UPuMfClcHxqi~Nr-bYDvkQ(V5+(_uLfY(vBJjC0m zQ``DRf>4hKco`K)?6dBhD;dwbs6gBSa|$I-@ha+6=@&pkkH>ivWy@+_L65LIV z^veyt=&^zKP_}I3HB=zi>S}7_+CpVE^A^gMcXMpqE62fu%-<>Q3|m=w+K4L$7!g31ZRnp$!3L=p;3gks)dUZM3N+^r}r4L$8VQ zgB}VCRd^Y+$)*m_>jB*m+~r5(hGeDEpf_yl0=;R|RZyWQ67*15sKVaRTQ*${y=_x3 z=p9k9E4(rIGa)(%+H6yQ=v|wxhu#b5#^kUt5_}OI2EA|7aA=E1`AXdceIUvWPEsQ` zIvNdqXww+zBd@S9h(|M_tv1~VeH>7RMlh>bsdmsOO6epua#J7)(QIg&N6AV}go*;X zNhhQtqM6Wko2EjadX%r!4CphFPADuC-3{&VQjVrTpNoov%c&9l=eC6C{m>Tyxf3Wk zxD#Cj?G)vPseDmBv`bVNQn6?a^yR5EJdlLwTIegAo`80rI%{~c3Lk^^1msRqBf}%2 zjnLONt%ts`=_Tk}n_h;BZF&XTE6NC_vqrAgcnA8QBAuj0ZcY~Mg#H(hJAopiVraijd!e61x=boVsRPgfQEqSo<%|A+4vI27`V~54 zr+$Ne7O98A!XO^~2l~aPlhCi;ESD;QN<=!LuvmqqOYzFdrZUj)qTJweJoP(;hfht7 z2(BbVPbYOmRP0hAodx}2Qw8X#D8ow~WY)2OMkI$63BHIXlREAdIw}wSsZ?;6zo(4I zRjL~Fmnb7RiBnVPZ<{WJPH0vT`hSJH+3+7b)r{0hQL;Cy2K28@Nl-%V|NhhUhzu`v z0d$%uH>CXFi)ag|lt?GU3q_Yfr+ZW^>I9XxsV#JdP3@pEHnoS!2Bd!<##3Y_YgQUm z&Zh3rnI1)yx&}H+q!S7=L_?wSHVuF(*fbETXwx95l1+o5$|6l?jeM<<0VM`BLML(R z2vt!kxclFy;Zj|ps-nWcpyJ?*=oqNlsWdW>gy?9fx=5E(BO#50&JJi~a&Q}p1YbmF zKs9Wd3Dxu{SE(E*Nt6+sQ0QnbRLiD2p>u4S2i3OeE~t)3Bbb#R42|9coh#A_R47^i z)wL-Ps^?L$QV&4M0qNh=@=Y0)ELs88w`nERKokislgd!)8R$HbPM};-0o2f@=b`g$ zdI4%=(|YIvQDHD5H8MK*Ga>pG)cDlY=;Xkn&p}NBa+gUtdK+pQko#1jh*FE83%yy6 z3ZZ5y)Cs8!rFKHiZTb|t$fI1Pwm~gy+76|NG=f?AN_`Er6y*jdarzdzSftBPVQ?pU z5Nc)9A*i)Tmq`^Xbp*P^OF8-(YGc!W=u*4zSE#K>J*kl~!Kj4jQK(%&?gUB>ELw_x z_uAg36QnM)>0hXWW)%iK6h>5d80x5$PM{1?MP_xfsWNoAC^@(sPnCrtBK1JI!JTL| zsIym?FRBDxA<|`1j?RXzw5bNv#iK$MCP7z;GJ+Ed9aV?AiXtAJ38jki9gR&6zKEU! zrFj$))rPtSG*&06k+B(~=1_N=E`oY^g)UVG>Zw#v!|$lDumKdc={)Fad)5U|FOf!2 zm>X0_TS4g}ok01bcF;8e#eNRQ7K;Ai$ELTJa@3YopMYY&V8<3K^%$wX0o@WD@Labf zi~5l2XVcZtwKnyFuCpl}>K~AMQf5Uo>vHINrE~)2iUvXhL^^@;MT4P%qQc-LH8L*v zGa-5tG$^2Pk&rTiFQTKM!5-y`MnXeGI-xLMlno6P=>#eiO@=aTngZS66}r@T=tetr zD|C~nI2e%{$qN2Vh|YqB1>{bk#K5BWK*Nrsa273db5 zHbCP7uWoNgid1zJw-=a>G=f=zD02O+P?WZTbfNOQ zil`-Yw@8;$BiWAHK=;^mDKy`vw$QycwS(>xX#}$(TH|u)evwX~3{e*-&!(%O2Sl+) zcB$6TgCdvvgumrVNpStDpG1Vv`AFw(FkaX%SDO7<#=ie^oUJUp-1h)Y0zUfO^5PDk#JVJ zHk=2o5NT)DaCAGgQj`&qQwJy$ii0$_pt! z_##>az3fqeXdCp3s3=Soi@t$2hzdh05q$}53}|w2z&}(>P8R(Dy(&rxPM~zrLFhG` zeug%Al%dow(CZ@gQ0VA4=napulsX2zDbfk4T+wM~@czrAJW&GlmPnUL<%`aM-WKTu zDiECoy<<~(XtPaap?5thRNdm^1Mt4LHGdS9gJajFDuu~UiA2O{;PM)Y4vONiEl zKC~$b`bd-&Opm8d^6_pB$n`*p+Ax{a$0D6T$)fY1PekcqVTPy)v`rM7l`Coi6^V30 zVVgVJbtZKG1G2l`HB2?Ga@KC(OzdT@QWjQNCy}^o>ZD zNfn5OLf?vX0u_ozK*cs?LVIl*34LeNDCm2UMlh>bv&KUEL^^>=MAM-kY|4Rtv}p?T zKbxjP`%k55!Kj4jBVFFit?bJZF&Iu zMU)<<@|3z4`c;%4Qh{g*RASRo=r@~|LBHFy96Ib#p=K?Dj);nb6CSxlvxgy$t;+(n)G$dYgwC?*5LDiy6s3NGDu~j96ACj#hoOq1+>r7_e?ygQIssMo$SwaTlqf0=3mqkt z;r*9Qr$JQ%nwjEKGb6zl(JD|in<_!oMZsM@sF_7dRfNtKX?kkpHrzk zW77ptUlr~TQ)x=Aqp+V+>S0!YQ43PnigW^Hh$7H+qV(V-PHmw6cIqjNTd@|d7|FXV4M0tLqxe@;bNt(frfgs9Hl`SqWmzmMyVmt z4IUMU20=I4G#I+crlHU<(S~r=78Oo{hKmY4nhM=)(==#=P1B)Fk9KL+ZO}-Ort|SS znhlMzQp{!F=Aw39<56GRQ zMrN1OhEGBhL^^>IMbASMZF&aEwrL%7t4+^BlLDF*ewSw_Yu0#ZvQkOG32QVKZGxtV zQbKC`e{9`-oK;i%$MI322!p6p9E5Jdcn;A)OsT_2NWwvqgh3Rd)ARJCNe_k|93&wO zLI?*TgrN|HL6L+}A%x#&ukYIDyjs7jKYp|C^QHcj3O1zR9RV#CZ3j&h<=hG>PrE>s zqHIhx?jrR!y(Wp&f|RFXQg_IFS4(qIfa;@Gz^+=r^Z9i zh%_@}_|#p{vvz6}^jwhY>zbyfK?_7$pRu@LF7&pjuj>v~YmA4WcY=bR-iF>4 zX@%4Rr9Oj}1e6oiLhp&RLTa(-7wG+fmWzIZJ`ia$DNnycHKH1~xj=tIAByr5`qbyp zM|NrxwA7|Qp=F}{7`2-459s5d*Ba5M&?h2oX2LqrwvBlIWm7|FxhQ{MKJ^y`KXWv^ z#MPnTCKX)7XXA6Fw7Eb#P;iA!J3=c(s#BUA*-!q4gqdrdOGIrJ)U?PHv?@S3?^E>Y-FW=r@t-kn&Ux{Vvi9lvZjG z^hc2LbR)DW=+#%LYoR|yZXx>2d)f>7OQaR3T&W?@-;Rc5-AaKj;CJQbpw}R!t|9f0 zC=;hDMB|`;McPb3Ph+6}?9^DOs8#g-%Wvi)tAgX9twdUZ7Ko-o^+b!^3REL{5UMX) z9#gI8QK*4PE2Qc~^PsIoS}9GAa#ECf9NNawsD^F{Dpu-AXj@Ucn3AIBpoXFzG4&O_ z2sILw$23UvDzu$wO-z2mx1jAsn>>wnUyD-jL5&@aZWdF*U8FvPb`X`s)K2s@w4th zO;)(C{7)~pS|d6M+FMi? z(>LOQbV9aM71%k z5sicn6~#|}%qGzUsKll_pu@JLu`X1U8V4QjXl%kQl_tlwQNgLu5u*6}HMWOnI&`F{ zZ=BM%AayTvlqh~0W3x&<1RX8X3cd7LQjbE%h!)2Mmn-!o)J|0EX`K67lzI+2*3r0T zF(uqZ>J{iXkyc8R<4Q!YL&u9M-3p{pQ*S}-MH&oRpwxTN38FP|s!p^NI#IOA(|Gr_ zDD@fC!KM{Z(x#QrNscD8@dYRN;a5W^i_$Umbr-2$pi?4p|B?T*#R+B|5l%2Wl`qi= zW~cGBjXT1ul&cG`?-c!K&VI_dFb6Fq-9?vHys?5f_bB7VpB&VMBfn0!<#66tNmPVm zj&#xG5MEa~@e73mklOLK%9f*eSrtgmjnd_4-c?Doz|lw!in?^*Rh5%-lWqmcxQi|+ z-c;Gri5FE8Z7m$M#L;4BJ2}tQ;98cV%*p3UUr_sgy~^qAgw0yrgo{!vWQL zXiJxVyrZ(^Dqd09(uX%xwp_srDv8P$4o$k6_ft-~#}oJyin{F2>nSJa=Nxg6khVmJ zfn6xc1ad1cr=0Xm#*%XvT}JV4YD@9w33VCCt0^ZJXlrS*S4Nq;cr#_oG+sRczKDJ zQMSCyyC_vlx+3|5jk<8;SGg_k^Cn7?i8EPu(d83fMA^bYST{(tl|Hq~tl~9PknzHS zTQ}NL%S$Lp&J`(C`<{1Dw*0^=C|fx4>*g)x5?8gT%UWJQNi-72BYF9i_fJmz0+Mvp zh2y&h+p>|jPpYP^WYWsK!^wqADLMeF($S@^41W&v&ZuAuXp&NCw^E?!l&d>M+6-mg9(VH8G~~ znkmxE9CGCDxG0r@W^I{@X)tuJP1i$NN0)^KPlN7rLp!@P}*Ijra%wcG!2>~(q>W_rJ@719ujE<%8DL_<_0NGGoXiqR8Fbr z7_LV|+Dt)DPeYH|sr#ULcIpx6F_G#}u(l}rm5Pq5dOS#ZijLuW!cM&gRok=xdQzl1 z9MBYXqSq4WDVyGhp0?>jXueG~&@(nIg`TzPBj`Dsq9eZ+IPx*XNjX(RNCBmd1Uq&|Rhb}Bjz>{Ywh zAJA(yZGv78D5DAggBAt7Jbe$nA<_yHW|fK#o_f=!=FnR~FP|!c7K^k(!CX=FE43H& zc2LmMZqPf9{BPkxYBm$TYZu&y)Dopsr;v&ck$X?6Jk=IOzf#fRUGIw$ZiQ5>yGTVR zs(m2J1k{vNjVK#XbiCMyqFPT^xUWU2=s>NHY&r~D>d0^A7_Nkir8+~)f|RG|oT!g& zIvo1MrV{8=^->*rCDrR}Xt`1${m#?)Oq6w-3#q+HeJ;ucbP%+{?sX2dQmJ&D(nYEv z^o3GR_}jr1o}$yhz7!>$6{sKdl}*vnShY6wfWEfrJm?!o{v$!JjBA>TjxzgJDYpRO&hCcbgVKe>n1WIHJv`-i0
QnjIuHeCdD5~+tmpQ;YsAZi^IwpU>z=ti3wLY)K3 zR;n@7MWhpEbriLPZnCL4)YYaK)J@bf+OV?<8$dUUbi%A|qE65)Hr)W-D$-)9R4XXQ zPPK!&+teQFVN)EsO_UQY-%}gj4)qizUsP|=RZy=W<*7GxyQp7On5)!1&>aB{77d1a zi*%Vs9xl2M>LW`2!uIqRzp(EVjfrMWP-+UPz9OAaI7KuA>L<#JQl2J4{ex7#QZu0e zLCVtvXrO3DR5(kiC!k!L7DIQ5G@T9SDm5D#6r?;YfbO=b02*x5Lg*go$iI1ML0+_D zfu@ZEhbXr=qGh5Np?gI-A--JnGBi}A6R1%1I&`0CbyS!TeEItkMH;~@ zU-%C6fM{(rYlCJLK_f&PBiba|0gV*tgu)_GF_dT1PH0p>Tb0@cJt$HSg`U2GMvHU; z6)Uv|8Y9vPv`6$kG&Z2UqMxC0B3&lssRSBtr@n(G*r{KjiH-`~1b(+HD5Y7YYx4=1 zQqixCh@K}kS*g=klrY&WjCgB}+pH#}Q~HK4g7o$y>4qUO*%kxroVL{~!dZE6862nv0w5mX>b zu2Efu7eEU|HQfobYK!8~BAc#(p0Ft!T5MAXXo;v^H0uh@>JBZnsR#6AKn;}Y2`v-p zgykEF`an+w)I@YA^t4EqNqOoAJtJ!7E<-V;?uV8K)IxMG^sG%op%pgW2dxw(*J!E2 zT&Pf#d{Lfmg`N|&a+le#tx}VrRW?n5p0{Z#wA!YJpch2h(X8t<>k;Thkxp2nqi7cN zQjqdA16pI#Oz35s9)(^J-4LzOS+f>Hui8`qt+i<(^qNhJpmm~d(X3lEYX$VWO)H^< zNSApVIZCa9){Ark^$@)Tylj^C|tI!5fazjtcp|?c0yUV0{E43ba+om_5 zcWinS+Gx`T=v`62Xx0GDdJlTfrcKcMqTDDoSgB8;O#uxNZHGP(=`zpdX&1CPNDWo$ zGw4H+E|c=~B~&ER2{c@(z0gNCeGh#s(q&R3lsX7)5hb6?(^b$ zQ!VIQyRZ)QooH6H;T+9s0`0Y_G4#Dim)UTxQq7GiY+H@tfFPJr7g-xNKL>j>? zPg&5DkXZwjUc{O zvnE2v+B69&9ndeqBqDP@J0c{XH1|4tHEU2tVBiPWV@}Y7zO^3>hG(DAi z96G_Kc~AwBMv&U54HrTuigW_KCt41jBzoJOK$}HRK_>^Pt)i!)bdfHT^0X2C7VP8I0{+9rA#IxV2>qBT%OkuH<+v=*u)+T|`o`;^)MRTk|C=nd#}QE@p!1KWg{4*aEmYmnLU+Jl)Dis#)ex2Pvlf<7 z>M(SHDEd$I3oD4q*WnW|&5B-BL_0{;R4P3xJXNWRq%N}QRH&AyVw9?^)LGEQHdTdc zi>gGaGnJ|iT@p}LQ4Oe0PP2*gQrALPh;%|>1JU)+|ALgKIMhJYC@O5C)J;%BQ7obs zqTWy=QL})0LXAZ&BWk78V5o^r1EHp(_EG8@rN%wtzsSK6sj zPzzCZlo@=O{G{YAxy!74{S@fZB)# zL^N1b2(=Xr3TQRd&ZZZj_M)LtYPbp$P+X)FezA=Zt%t6$=?&;wkuH;ZP^ovJY|)Tt z))>)iPzTY3h$e|Xfv&UZQ|Nlplqi+2)DEblO*^4ZB3)*~hn3m`-5}BlG(+?wbYnn| zihhPVi*%Wkr~ObDQF231+o7B6!XKcnqFHVPg>y9P52%|>e?m8l=0>UcN*#u75fwzV zSXAm#J^>5J|DE|UP>x8KS;JFVsJlobpr=)s2K5jn*YNZgYuqMU5v@_ER7FxfZK?$I z3TTy5r$D!hR!4=WGp4HxMIDiL*o9uVz`3O#jzMmSnj+S8&kO7(?C+SCuq6P+EUGL#w!jj|~hdQj9V zO0`z%ZfLYkgP}2^oG8^(se7TZHVuWwiSCS2{gfIFjkjqGG(i;oCbdYvCB?@>6K$FR zO%jcWX60$t!_Z`#ra@CgW1`eJrRG3WZJGr=B$^bZrYN-(nr71zP`)VovAk%JQmdiq zqQz0+QqddG!#1sl9ueusU{-9A|H-x$njwmQq(t-~G*cA)&|CDPW_=DlYSVV;F;Vn` zXi-9`ozN_sc0sd6o7`nK^gjW`##c8Fdg{pkpB1a8vaDErebJ8pxb!rX6}uvm|9NS^=T1%IM0K|XSF;t#T7F)x$( z#L1R%eBflu1U_$a;!9}Db9L<=;^QV;rtxW$ljLquW;7o*DWj6C*p;px zmz?-|Ht_N>A1>MQ5uYvDbKc{lB|Ec)PnPV=2Yj&P#Qz1A+Mo`fE2&K@WyP*ebAPn^ zjE|L^_yfdm{Vks=+43VFDjhBQ4K}Ua0X|c*d3!8H;()XDPPzb`qoi9^<>4`dFl&& zXHyQe*QOrO_crx{eh_IyR;;~-#s@(^9-WG)JG9S{KOyBe91i{DDEVA*Uw8xb^U`5p>A&4vCFMQddHHI_hsJMt%4vFw<$ z_;Tp5NGDK2^c?h$qvTIXPwjT|fs#Ub?rtjdJfZ)N?(5*Lq{R!Nv_41vPRF0{Ma)@z zJ#>snCs3YfGgK-_B}AK`V}q2ZPodJHJa;)Oc3sSU5&r@@&e3)5fPEtR2`VGfWhhUn z-=O1d`U5JfS;<15+5nYPN+%R1+@<&dsJzG>99hHDKInv_Q`g6oItW#8nr2#X5Pq z96HUWi=m2+Zg3$AZ%{nm5~`$B!dZ%1K$UH30-bIbUIkSVX#|C8j<^XCs0DP7iwhFmr!Gy zc0)}Zb#pcRis}|q;h#`br4sHWML$E$jxLN+yP)QF;crmPrr)6}gIRf6<0q(vQaWLc zgsAkfe4u1gS*WE=<)Et_-Rx?38#;X z?V)xeoj{4SBY(uZKqR<&5~68P$Dq*DM5vQZW1t&Ex||iuaeZm=SSNP~(4CHaPgX2SeG2szsRxRwa3|DHq!TDd^aIr2 zrajPrU{;<|UqAyz>Y>onPf%`9=;=r3E}M2kg90i@JMu^Td+2VFPMDQAB5Cn7{xR=h zoBkqoPe8>=9fXF6bdnY8;Uq17Jcai<@+VM+Ql~&eZ8{OUPZV>PN#!V21sWF2@>CAG z-%gzg4Y#Qx^ngv3pb<7zhDJK-UhEcQ!-V@HUKYwzDkq|1(b>=_Q6iw4(1SyhuG1##Go8n&8MkX^Jj@CW?yPWhlpe z5zmAssZb|So+t~NY*TA!iYVqTr&2ATsgAm-Cq-%eI($f}M3gFaU&OnTnr2fsDBq?o z&~%$RLk~OZ=_c@VzGsGJ^@JW#s=%G3=z3^|s5qb=&`g_dh91?dj3^azU&Q-DkJ;1@ znq^aeXtrh*1ce=-IZEY3q&xA6(Bn3ZhUSX$g485vo=82sjfA@se+Zgy(==#7Fw3V# zK?RO(FLpgyu{+$K)8gx)g^v2fJoU+OU&P;m7K!pADiD1DJt0bXy3_qRExrX>?C8!| zL^AcQ;z!Qc1FaBgL{@Bo8^Uin~SLj!}@DTKyO@BeZA6=O1 zW~RkUpg(N-4*JuPznm4zO?R>Q>1Fu%OQ~YNd_-lTgLbMabjYT&pugEt-8&lyD-eIXA<*6R2 zW0fj)mudD?9xAPrUU-UXK*x!+bBeBp%Gk3SLdV;M7eHn0)Fn_kdsbtpyiHA@6KrY< zRj{cUbYei+?zO~QK_`jyet2Y0*Fz`U)Co$r=|<=jn>s_M29%>UIzXodlq>28RTSwm z8+y72s$|nxsIpD>LZ^%Lq!i|9)*VolfbvB>p)*99PRi31=*(c2r!ml3b}ApLD$?{+ z;p0#>o904i+w>@Ojwr|NoGKg)Wr&i?7q~m|>Cm}Bp{F^}c_N)qSg2G2I^U*eq3SlR zglgEd3c5g)+%Tb8lc5Vmn$8-YK7eZ4^geWvDBty@Qj4KlL8?fzHbNKMv>B=`Du@bw zYCUv`C=t*{P#uvjvqrJI6We;jtsvl5^ zmj4>M!lpgY|3nFQnMd}ikD&%fr|xoB(&FDh4Q=`sY9uQ5g;DAksPWOWA}WHK*t7*| zD$-(Eu_*Ni)GU~l?uN$qL(Lue%cMM&J)Y0MY&ssgGN23<9tX7$sfR*ORiUeFItglN z)5*})Hl;(YY&s3f61lzjUHGm{ZCD0s9i%*+3AM3P<)F5X{P#UomU89s1qtH_$QrC(y+~pLV4`tg_1L`134^n4C*9Eh(-JN(t=z38s zN_n~(>S(8$K%H!A4BcQCwt;T6sWsHuF1!@#VpAq`lTDXFUF}&-p>8%cgKoB|IdqFi z?}u+nj^5$5(5*II2jv8XKGh29Zl|t?df2Hf=r&Pi^!>`!8V#VHB8^}}Pd%YtHr)>0 zZc{Jlj)3ws>kg>5NF$i#DG%!7D7U~}hVqqK$FKQ2mD1%DjVIODrpZu0n?^zXMaeZZ zG(H>}5Tra!ga+F55R@y@&TQyYk3o0YGz%JJ(`@K&o8~}+Md9)TpnF7`&KiYjNB)Q} zhKAU*6uQ@@C!wLDJlB&doC@71(g-Nw?!*hBVL{5%IOu*mwHg|3(+ki8HoXXq5EZ!T zsWp~CBSm=uO@s18iHM5a7x7o2QNb)vtDpyMdL9}r(q+~tR^i*w7*U=(NznvotVoxk z5~V(Z#vM(AobX@8fyO)XCt0yU=}LVDO;AcbDcS-}v}r3eNfa$VC_{zsK$A5~ClqFi zzJsPHRp3riv;>-}lom_TF6be<@Jnc#3X{wGS)V}pc4{{?-KMXhhehgPjhL3-4?SX2 z2{a=p^r^kjOh>t{hQD)&3M=w6>QSY18Om{&;{TC)EGYE!Jv7Tsl`6~UUp5^eHAj@~ zMleeY#mkU-T%-{xItiK^6#7&eG%qO3bItLx(0q|DQ|PHOw7{mSP(eWXDm({TC{hoF zo-TkE*{QRkC+yUP&|*=#8$n@#X6@ufEfHx%iY_6wG${0`8qkw=>QZQ#O|_w?MCxHy zq1I>$JsqSx)q$R|Q!!|{P0gWaZMqU#VN(lerA_sqLYwMC&)IYZv?`#49{F^g>Wrq{3#^tMg2p?7SW1#Prvjf38`Q;$RMi8P%xGPL1R=zW`( zK$|qH*j-MghCv_Lsi&aLN+n;fpEVl#Fi2%;jm1!rNSB%A=|$)xn_hxGw&`VPi%qXW zTSXedteDpL5c(uYd3pu<)J}Z_eP+|^&^DVA(B}bVYmE<}?IKNQLr>eFFYHtiv_quJ zq;gbP0`0Wv7id>7%cnktz7*+%!dw*|fQoH82z_PKA!v6n%NKqQeJx5Z@98^ek4Pu1 zk*78OgT8U(e=C9VMeU$(mD1%DRVc^jUqPWy9RuyPQ^!Hy+f)YnL8KmL6=;o9p&uO$ z%62CyI-U*p1*t-%Dw6ssnC0n2=x32eQ0VDmXunOhp%QymW#|_>bvE>?P3J(r1(eY8 zHKE^wS)M9Ee~5I#@z*unlxbq#kB@>ID52%<@zV`rA(3 z03Eg|4*g@(HPFAJe76{DlxV}#p#Mago}!zfw7y3^|MEMh=oaW0n{uF1qC_yOIdrU@ z>JF6_X|b%>V3$sd4}gw4x-g=vpfX1nM$`j3-jP3{Fx@rA?}5tNGz2QA!sHr0)gLNv z(?IA1yYOD9f=$Dq6Kxs_ofJ@pmcI`=S)|2yE>Gj3bekqYr`R+RI@P8JpwmPe!K_TJ z@i0_Tp8 zP<2uAxje0gYS^h_=mMK|Ll@fgHB?iSd}KfCbLb*bPV_cBy$#i}3%`OcwhK2ywe8d% z=n^~iAyh}C>Aa`{y{Ns=r8fNlWr}o}RH0I3%Jcb`DBGQ+=mk=j+o?lP-GCA*EKOlO zkw#GH=@h8GNGDK{Qq`a zY8w=0YWeG+b~fDrwYRA=6c_0wu!b+}30-4T59nHvE|ZFBjebzJO#`70HVuNV3ugJk zUeNVHDo3;WLmh3(g*u6{-DNiPsZr1kqF6+^?u+=n(2YT%r@NreL7}H{P#2L#Fw4`! z&`mZy0(G@%2GmWY9t!ic;XLSOQMNlt(NyRbJGB71)usX{$EKN3_ki-X#$2d}NQ<$C zr^V21qRePRPj^E-ML7XYhkDtCOQ73Dxj||^bcdaK66zgLfs4nNLVZM9jO9HgpgV0^ z3H7z95b9^sb5MVqRzU-7dL9}WP@$H89m*AHXO{Q$HguOL&s|Q@)6gKBo`UYS3*UkU z+w?AUk0|*L{TeHvAweqP_K9zR?zL$nG*pyazDTKM(0wBH@La{B9ndh5rl)8tbiXLM zVTn@fpy5Hv(qP@^aQ6fm~g!1gv_s}SjMr6f?xO7_l0Q8`! zz!ygJCNx?UZ5YvRXpCKW2pVhCU(h&FaWLx}XuM7Pp$Rtq08O-Kl|Yjm`JH*>bT>49 z>dGId9BtScS}fAeZ0PAW zXo*cdp`{{SCY7tgT!C2A!bhREL>iHz*P*uqDpD!| zy<^jQXro9YDDkzKe6`dCyDq@IMf*r^TB)}vGRx^!B6HT22RsfgZ(J{1-F zSrKiAJ`?Flvtki_4Q&fj=`J4s9Qxdmzf8*0PtbOy649(orQU(Qu<1Q$hYB--)FEi6 zO@BeV0*YzYLFh}77GpzCzd^+!Ee2&Pb!-Jb{|Zu`ekHZrPL(G0wMZjUg~vgAY$^kN z6Ht!UCjsGjy^ee>p`E{B;=3x)(Y_DZQW68q1+GZCVALrNSb&GpU%CzaOd^ zq&%&Ls@e2BbhaqN^`r`4gU+#O9h70y3(&bXy#$>n(hE<`dL267rUX>oru9$_o8Evf zaO8ifGb>v!Y8G^1kn;2%R8yo^M=D3DPoaxMx}2hKpjtM43tem%egf6DQ@fx`M4Ha5 zJgu=8suQFWh+V z_|%`!6*m0}{ZEt^t>IG#p$0Y`f*Oi+nMW?rhUHG=^DmK3phD3}P-9V!J4w;^6gCM8 zeX2aErgmXE)J&wy6ecvQGSoaMEE1K4VnNDN73fNvPKR39bOv;lD9?>x4PRIaYAH$t zbQW~AO;w>*0TsJ={2VCDrgNdzqJn6aPn`_45#OmcBst;Xf(-qM5B27;fwt_m^ zbS2a&pmZ&NHFSd`zZiv{u7Pf}=~}3>P1#Tv%_?#uQiXM(o9t8;)K#SEq%ySO4Ny0m zxLJnyW_cP0-DanHLp^Qk1NE{C zM?$yTsXL)NZ0ZN~whMJ<=rey1FbcFgk@_+5{$e!v#{enVI_e1?fdOxYu zSZIKq8V(J#Q)8f9QHEPARd^3{mt8ml8f2$>L3i79J2cp)JD__+$rqL5_KA0bhKTeM z*wE87=w4A~w7jPWprIn2kjiy;;>)4?Y$||;+4L-Qe?WOETm%hwCh^hDnrjZ8m1Avs0?j*8MIpD4*17l!!kv+ zpch2CoT8@Ci+1W_=p{$~ukKXpFW$x)rIKs-Sq(|OtW>U>o=O#xdPON+hGN>VEvZ*+ zY6q=VVNq1*Qx%}slyY+9kv-Lh)`>ElrKmadx;?7}l(6Y4XuT*sD$I6Y#2Y|wh++X< z2fgXY{}sm?K2-zSU>7!m-mH>D+<;)4%%u{8R!$6j)y)CX65O*vZ2pJ$>;La8`@^mozUkZJt=R)r|yNe z2dR9`x&!(`lDL!g7AaE(`?L!$6)jD-HOQ!AjqZCVK( zwy6;M$EH=#zcxJ&{U_2}<@;6S9x(nUl-B>qCt&^;Qi@)IjuC~a4NxhY-hz%5X#|DE znza)uZPPC3IFT-sDp6`bR3=DyDu#}?Q@=oEZTb}|CsI#V?0z>YE&d-=-jP3n(zV91 z{HtqEu&FduAt>~zeGjK)08T4ms9i)sfu>$98#5Rst8rKsSGF7K%Zlp)geRO)KzT${3>^K5Db zogYxH)@TV;7il`PJlzP@u&E1lflWvLbpx(&KSlze1As}od5q!ZT2PdoBQd;oN*O#`7!n+8FbiPS@3feJ@Jm)kTFs%z6I zsGd!uq53urg|4t^2=qUZ7GuLgZ8!;PVAB++p-oevMxs2|lPb)G8jF(OWk0Js)Wj}) z2x=_N- zQDLygeCS${cILTC+@1IaC|jhHtk`fTY4J@^hk(+R`T)A_=)&Qi-h{4qXEZmxE|`RlunqHBT7%_6EIP74NnJ1-6l$R zms6>4pq_SN847#ZR2sTnq!AS6YK^m?JA#y_Q=#6X|VKq{B+J$AIzBZMI z`iV4x4fC{N9jL!emq7zW$>;K^s?b0?bvcx4)49-HHk}6z5@`e*=4->o(A_pQfd&VK zK2;aGN2C)93sl$|8e&r$=-yzKPc?;x+NpNXeKxg+hKZ7I-WQ$?-EXJj&~Q6-4)j2f zD%5jjK_f&O!6SRR9vW%Wbx@vN*cKWkN-m$!tV^K>ZOVj3i}KuM*6^u@&=`?UpdxoC zemgW)q!XxE)E63OQ*UUzNS8^KD0Lq+AxL=|0!_42_d}Cx8U{_aX*e{+rU#&@qU3Y= zHSUBSI+`AEyQjqmLeoULoE3{`3Y722pFrt)Qsi$TiM0a7movpoF=t+DAC3SSoKGP8;_t1|S8 zD7l8G3ec-IodB)13r~bzv*{#golWV`>mp5O!(wfCCX^5*H}q5q8O${HEk@DgZ~QrbC1t)UNWY71?)sWJ4SO--O8o0>u&+0+dB*rw*t7Lgu@ zUl>Sule?6M2{k@`}k9#T1)H54iqWw?_RWkX-tsbSD= zn}$PQi!y`4UeKN(m8&)GhrS6?d7?X^Z-bPl`=IYc>S1|Lk3)NHnge}r(^TjOo2EfO ziZp^*`Py(kv@b|`dKCI8paP|4LO|*ahI9pQ)8hLkw!p;DqI2m;>iD@1V2+M?U}ZJ$#WZIshFb%5Wzs+7FeosRTM!6bn-SLZw9-L1B)&6EA-% zpMQz;I4L?rs!UMmQ^%1y-loH(%G#7hs+=gfMy}R45h^dz2-fga5jw$6Re&l4sXP^) z3Y}=vY0ya`jbN5fodKOJ%6C0bfeJ5y(nZ+;odBI;r)oi`iqu14p$h9lr`c2=s_4l7 z#h6O12g*quZmLlK<5OMAsPZ@h;*5hr~9FEMLL0MDm4K* zFDT3u-3y&B(q&SfCPLM1ngrDdW;IaZXy^h_azjrKKoO!X*$p43+F<$ZJGyNV$*!6j!g@oOKmEEGHqH2T_)0EY}i_FVe;EMq52|SW>&Uly$xL<(h1aAv8ry{% zp(a5pM;pEaH5F+D%X|71Y9@-g%PD#eYA(`csJFWl{}PG?vpl^8T^XcumD&Zh5Y>!k zd3p%C%1-TuT8ffy-lsN0SBo^A4L$t{wX*3)D9fgOP-{{0k%wyeVyKNsBbepsU#P7p zFM6&CN>w?H&%c6Mo_;6Q-cFrCDsI!s&^0!l3SDc{X;8K(xqQAh{D(C@?9 z*V$AZy56Sqp^hTGpH$&-P$yCHMa|M0CqXxeG@X>Ey3mb5sz9mJq0S;*CgmvxbqNYR zT@KwOD(iYkEmL7%-bPoEE~lsysctrPhHkd$M(7rsZh~$VX*#nCwMH)}N2C*Ijo%RJ zZqq=hhfTTAZ6fthm{8#msArJ!bQjc1RNyYBQd!XLHnoQCunYS@y@S+7tL=3Uu)L=Sp#CDAKt)<(EHogP<*7e3&`ynma%~y|-DT5w zXpl`4pu0uMUjTlM-q2vtvgn(#P0M$O?h)xS&*f=4G{mNdp?gKi7v)pKp`oJW8lL(= z_XUN;T4NeCOr*=K;b{(Ze?WVcnhgyX=`tx#OQ8pBdJ-C8(^Jq$o1TX9YD2`=|gC`O-0bd zHhly=V$;Xa44bw3A%~nd6 zQ}in|N2JS86{QYCj|a0neFe=83O#)f&9mu8Xudt`cW8l~+6NT`l%WlOffkB1o#j21 zs>tVGcIr1$Pl%F_TvLUAL5oG|q0mz$3YXYa0a|L)Nzjuvod_*+4a1Rr7nY>5ozZXRfU$@sk+d!Hk}8pu&Fw<(x!``LYrzq&xy1%8^*MJ zV`x>7@>BzQUZfLJt(9sAtqux3HGy6bCEtdpv!EA68LlT)cslfwovH?{5hdTeFRTx} zY|{nME241ume8vO#NRscO)#cB%pNn@tU&-$fe1tYuo`YUmG} zT0wu>)EYWqQyb`@O40a0#rIkc^V8I zC(;S2ZAwjr$^MWo9VdU_r@)uz?ZX`bYKl&JgJ&EB2t1wD?BoOq7+o{w- zsH!911Ep)$W~iE|Y?Si!Idry7UqI*BR0L(%^bvHfOkj160B`O450HdTcFCrW-(d}=?-HxMOXRJIELff@#do=&5%kw`tP;prl% zu}!t0CU#*ZsHvU07;0wIIZ$((&V^z&Wk6TjbUxHVq{rd8I_quJgRZja3aF(`^`Wap z>Y*@4h1Wx^Y`PK3vZ)2s+NLb1jZH0~wl=kb+S$|^Y9CN+jJ$=(Jst^It8hrdgKn!4We9k!XtaS54zE&hoH_j z4THMaln32p(h0QK=J2-D}gy&`?MIAIqmw|M1Uy@3T|sq=t!- z&*f(wWR3gnRB2MfMY_zaB5ha^dO)NTXq%`eG{UBfppiD659Nu}Lt(KB>p-Jyx)gda zDD2>dlxU5H&^VD!po5~Tq46S}WW`386=gvaj!s3?44UX@ zw7bjSa7NS?nq*T4XtGW1p(!@Sp{b7i&djQ!4ckBuDV6R{QgjP6El6c3)f&oIN++ah zif)Idi*y2Iitd6Qwy6*Fh)9=7HBjn)XogKApqVy306iMaim7lA^jMJUEE)#Q5@ov+ z*6=h9nr%})G{>eX(BmTYP?)1xGoiTw^%gw_&2!{``H}L}1ezbr@-!J*Aj)+;q=u^S zNvOc4r=W#4t$-GZ)I(vO3fDqU1gQz4Wzb@gE|c=~Hnc>f6DVJ)Ezr^+<>^D{Nl}iw zOlp==bD?EHVS#8X^pr?Fq&$5EJ#Ew1&@&>9NTq&;mIt&~ul|V1p^b7Q&NQ<#yq25NRDt!KBQ)y_8 zO~*kmi_}Bm8Wo-ay<*c@(5p73Lu*Cqp)jGsbD-Bm$>leSj)B$%DNkoZuZwg-VUbc- zKna@~K7x$_iVZadf(BQvhH#!)d$*SQ(x!<6&6RSDw=g2v{@9r zs4WoXuL=wp#P;J55CHAS~WTY{9Q2cWGY^^nR` zYCQCbNS9OeF!ZUNngD%f(^zO*P}o4TrbC~LG@V(V7C_r=dIb8yrWw!-Ht}*x|0+w=Ev99O6fABJMp(k?Gfcf zDNmcBZ$!NV+6sLu8X8fa`y&1q^qozIp}jWkhQ7CHFZ6>=KR`cg+D3QX47!IY`Y?;W4E4i}ItCr_-Slo6dxO322!Lt3kht3ZgHAQ|PaNHma~b^tVVOm{lZd z1s%323;IW-o>ZzW^si0rp#K8erde&EwA>?~fBBcd7saAx&@m!ihDt;?LZw7Hfewng zL&w_G11c@r>n^8KU7_Pd>dA_Ybyw2jJ)tr--3A>WP+6@p04ghrHXQ5eW~iJ^w?O3` z`RS~YuEJdCgn+7u20;}>x=hN`aOlK(=6z;pwOpgLKQ{H4Lyy6Dv4rl1hZOe)>BYro1TVF4=7uyB~TTSMo`#U zQ~;eJ(&ZGr2%YI@On$V6PgRD_3TAnF5~^w!u7s-DR0y4I({s={Ha!nzhi1v<~B_o4Ge>fvqp)HbNPo%#T(Axf^{Q(K`6Z2APcP&6yrus|D@Ks9ap z1-eL-{HFNSk5Dbqgs58fKG%i7wIy~7b$ffR9B=EXq%`ORL`c`P<@dulPXrK5p+dBdqr13 z{}bslDNoIy26pOyP(zy=(>P9Yt|mZKsN`Jr!~%jZV@Gy_f!G8 zRiqP^pP*D7C`Y6dC|{Hbb+_p%sszg*%soBsy0W}ak z1`QEqMk!Bop?gKKh_aPh2o1IA3FtoP$iI1MeD5eXRJmutVakQH0=i$68>RA;dL9}s znh;UG=vC+ekxm#oOO${{*t8BBDJqBxmnroYlqXsfQ9|@SG|HwApa(@8qg0VnTcFW4 zeFBXUl|-q7O8o$hbu=Nv(}YaXaaH*QOw=Hvn5Y~yUX&e?-gCSXG(nUb(NLvMhbD^h zBGP+~SA`}8l&{qJ&}5N%vSJfFRe`36W<`YsN?is`wdr!`p@0gNx)howO1Kkd={?7r zK=}a`Db);`E-H>vdqr1458Koddc>xyp&6oszHp-Zb6PwO%?v1Av$CN_ZE6QS=4fKs zsL-c6LbL2tduX;&RiadeW_5+;1XNRWEA+TXCt0zHnWCQ1T#-(o2BN;uJe%%-<_8p0 zsvopKq#g=A4T1`6>JKfnX#lh+pw^mo7xaWE`8Kje-Jr#yJa@tx6GRU~OGG+>@^aZpsDDPn3bVfyP)SpHKSQE(f80QQR|4ZMf;)W zMLMCdv*>qdwN1Z5FNk!RRBxsJgkBWs1j-d1hF-GiA83sz$6ZdP4ni-B)B_Dw;eXI8 zBAq~aqB7O^1k9#V&{~_0gxJ+td)+BvKEBMJj9#eGsHPHGwvZ3f$#Xsw(uMXj??Z?u&Q_sK}j>LOX4m4DAwSM}lo!zi z(E_Mg6upfpS~b1|`pVIibf211MX6_?-J%8&#YE3RUyC|N)LZltv`3T|kzeC==o`_j zhzgZ@3;I^HETE0hccL{BC6xLM+8fYD(I?RNqHR&CShN%R!KN>vA016~clk|fYFVXz zg7(?8ANomD#a$+qq0}MhXPXW}`$f^4pITF?KcEs(W>gpx{RjObY7kJVv-t!}lpRrL zrA~u>3n)i)GW5Gmr$B#*dPjv5lsXssQyg(75Z0{5v6LnFX98B|7_|5rQLPp z6R?NERA1;Ak$Sk3slp*pDVuVkV}n9{yW<0)(jxUx=xI1~oJc27OtVHoWo&v7I$os9 zq*^OA9x7|o1gM-%6QT0KEMGVVIzg1}Mlh?hW<3T~u;~%#M3F9&%28@IbW)JY70rT9 z7WH-~q&yWs>HlZz&f~nC_dbqKR6+>tQq!IkZM5RoqDeJcltRn2N|LloH0`T4m1&<= zl_XlVFbHiFC8;nHrBYESit{?x`+Hr#hwtNa{WR}l z=w_SdLbuq33!qy?iQcSkP;NUlAIc*d7^YH#FOpY4c|95`4shvc2ifXa&Y1{ae$s8p6Bya5xbCr$}aIZ?Wo+Dl=1FLgqN|3G(%GQ*Uk>=fQD(h0N9 zDRmQ6!Am*12C69138{-p<$)@RbdnUC6i7mHd8qP#XN8mts$!>#LigBI47xX0&m_uT&CL-KGXm4UsM;m8eu(sHRQLpjtLHhwiiK5$JwVFoD04 zCY8~w3eW>0O^;JYC??XyPz9w1K(%e^4b>6pVp7$V8U)o9=>&?2hC=m3I)NI9ra=$d zG#;w&6}r?gC`lA8-&BPIp#~yd%q&N9pohF!j$VNp+Nt?aBatqqu(f6_g&K==0;P!F zhLUYs13l~&_EPFKsEMdsa6;ig(PpTrO=3dIt7U&U?PM9@WsV|@w zHtmO6+O!LLRHPmX(^U8k)Jl{RoIvTK4Nz+@<>(Ofm`FYG)DO_(cIs>B36Xk8Ez_(M zP#dq%(NUV4h z)+h}15b1<9PKYW)&)8H2>gmxrr7A(siY^8xNwLYnp9#rLpk6jLg`Nw@T}&#g3Lk@d z+w?fpN2H5M_i!_2+iCSYGG{&P6qB+o5kuE0X zXazLRPR)nL+o>hc1W}n_1cl`^YYp_WDEa_Y5DkGQdWDXbLzBEhN1LF@B8^~{qmQ5| z0Zqyb*Kkx3nrf#uL$8Q*F@@E%;SOk;s7hGq=nypBro+$-k7}v#AoQw8JL@fI_Gu{Jyl%@Z{UH+1wDG+(3>Qcab* zwkYqvyp*F$q!!qzf1!mUT})vM72ZnWBAfC+i*3pWEwL#twA7~Spx11=9$IEoPH4GJ zH$W>qYOVXa1$tc+JzhtD^E6h9^bmL&ZImiV>J2aD=rXBQ9;GOC1$tAY5fnNqN#Sad zPN2?8RfOIWX+)e#L2m~%abR$9oR;%11J@{}9;llN?;*8T)GJK&72OA|6X}GMnv)wr z>ustFZ4gCk3|3(aXroQZ&^umXs!|Q1O(ONMhNH)z%_5yZBb4d{ZLz5{wACvdqf~3? zT~Tz)jvj>G6KMpqCMfk3lwnhM=zXtnno^CS4@8rL6AB%rLLYjRrqmE{1UvpV+CP&~{OJxZz^0F%Q~d(|l;BO|zg~HqC~1i{^y0mTA^Z=u?qS zxaF0i<S2v7T4NQoPqZ;yew%0mwBM$U(3dv7 z10Aqw9rTq=>!E`pEyjj!jZM(kBAr0nwc-2FA<^z|`Msjgpu?iI9=#165giQah*Cd7 z-`MmM^sPu2vqq*;KSSS%bOId{{R(A@_6H|%`WpJ)PW=WQwNr!E-q>hWug{ccl-Ad|&O*cb7i!_2;zNpl7&`FVc;*A*;ElaZ&Nww zf=E3S=1^gE=y#hcLw|^LF{zwN)q?&M=>*CpstsNA3LVveF4;j_N{J z*{QbB)iyl>WwogVluZ=fR|&1r6v{5rbT)L90$n3Y3@(mSPbi07*bKT>qz4{PwSle+ zXma>t9?rVV&+_$3X*#Jg+OQX?oT75!8WluCpc_QGn3SUd(2X8dQR;c!4ybt%r(>+5{JqN>OSzR6-Oz4M%gKl6LA-sFaoBzZ_`=mE{_JP@Dg;lNF$i# z=pU$pO<9Wb{>!GTpi1_vQxsPAQiHWd0;wvZ=$C_|{-o{^r3M$X;RvNllDbzkIizKx zJE5wg)gf&WRfMXEwuiJ^R0FCm+8@$EQC+BpXs<^xsHP|*q|D%p3Dkxp3tnCM~X zKAW0A_lu4M7spc#pa<;KLr~17Mo?|h1y?vV_%k8-F{n;JQ*(usJNP2G160?hPEb8j z{xDTYsR7V~Ha!p3x9J5aNt75CmQdkXsDUW_Y)maDnhHH+(=@1|P1B)99#v3b8r0aP z$xyOKRg{_nJuFgBQf#WDc~BEkwcuhXrql|ksYm){mAnjU<`uS3Y7x|2)Fv!U5xoaJ zBI+EH`$hCI)WS>kRq6w%rAR;cY&cl73wl&ECM=vFIsmm2O%7?A=zFNOXhcY9qA#Jx zM7o$+j*df*dxefNp(jM?Vc}vGUSERuU!pl4ohQ}SBlpYUSE!w6b(mVK!aNkV7i|kk zza^4ygHlBLb;0s`l`0B#5FHFtnWEBAN71p6PKe4woou=r>MXkKQmLEStmqtt`YQ=%$iVKq@JsJp0ENHI}c=xI^CkQ#_OK|Mr` zLux8|3VKG=CZrV6vrtb_YDgnQ{h((>TSCeZEr5F2G#h%(ra4e=(YCN~y9$>>eMCA* zioK#wLh?$euT3kUexf5`VWtY#LH$L?LOLPZ3=ObpD>N{mY5Kk=#ir#}>Qm@>oAyA1 zM1|a}X^BdG3BBM^8PNe~u&8yI(sw8M>XN+wvMDR{l1v~6&fn) z7N&YARTLT~>J?I7QF&;%NEh><9F>7a*r{^RNYUW1aDoaeLZd`uJgNzewo{d%F`~&~ zYMKgbLt|~K1C0~uVwQKm4;w(^MLL1zsIW0K!KQ}L%OYJ&YOzueLlZ^I!VOo89)Tu_ zbTO%oqUO+Ko0>vXL~FxBmud@56>SMALxs;kuXyBszIs8^MBBrZqrT8|n|ebtZ0ZBO zD%u+s9@HAcp)}Eck48Z=?bM6VESp|}W{Zx5g_)W)1)3w$36J-LXgV}kq!Z}0XeKnz zrWw%ufTm{+E>4O~&#lxFC|#5oQVG$U&;pT8NL3K6ffkC&g{dl{by#KQ4FH);*x(vN#(-r7#oBn~;*z_;7R;0yv z8r`&EHa1)*(h1ZLImKg{`1HBAr01MeU)zqK)CKEuw+Y=OSH9Dns-P z^o30wp?zMVOZ9{Hi!>r$I2QWSrWc_DBK45krZpx(Ux}g(9d&>Xiq-}f$5Xwauf4+U zDx3@*5~+ujqm|HMo904CY?=psrp-{MT{s*1-cD_Wj*6lO zwO4EOfPN5ZI%_!k2s&od$Iy>9?SOu=X(x2trrpp9k*2f8L2Y;#`dPF;IEm9q=%hzS zlsW^Q66u80G0_dBdH*HSh&W|~ei3Dcvs~(S=!{4wq)w=?ICNH|6X>+43Up2s-It?p z*zi|Tw8lB5t|s-HNEcJ+s5W%oraI6CQFO~LbrbZvovI7{VN*TmPn+(AF4|Nbx+IF8 z#s%G1S?Dj3PPng&qIS^VHl;w9MY^4M>JjLQo$3VrBhm;`mo@7t=->Yq&IlwSxfztu z=l}1&+{H<;korPdMB(xwb%d_6Qv;x@ZR!tY4aoH{E2}mf3}qAP1j-?r2xS-P1j;Fz z4P9f?6ex#Rm`kabp=(9zp)j{-K6IT;3!v-0SuQmP$|=$bh51#u7P=vz_~Uid54uq) zEf!C`0o^3h#ZVy?egNgNX&ZF2NEeezRBA7DiNHf)rc=;u-Yl2;4k{$l358WucoDkY zroW)VHeG>=*z_-yXwxOAs3^LxYFgtLsF+BLv0*Jywlci`66pkri3&p{Y)XVm+LQ+> zWm5sDv`6(c>vpJ&O+}zPY$^(swJ9HTr${5XuLhb`4k{#7pWT$FEl|{OkSuM0iL#T>Pji7r(x|mdJrCLJw+Vm(? z)utv;HIaHKOi^JwsJf_4a1y5{p&DMQvr=uLnjUo%wSj7hbTNgF`at)IqNm}gF?7F3 zC!~6*a4__MNGDKV(FiDJ(@3bcNEeeDsMIK^j!k2sx*}anYOqpMp?Y4*(P-#Fk5ZMI z2-Wur9ZiFhL^@&C2&Lvi4Llknngcx~(#514&4(I_bOKFKYAMu6G&wkdrioTTjRSK3 zDhWyxrSQ+$l9fsiQ;S7=NIh)RPN<1U7gM-Qsl!lHn?8q{*|ZO8E>aJLD^>U%^oUJI zp%xykR_c4Gr6@f(p)ftHTwwvIjZJx=wj%A!8vC`zO;9^;mZMTody!5^9aQQ;D8;7wPzRfmppG`(19h^g zD%9Dg>QEP(YCv5@+L`5#X!+*QlQy-0y4lnUddj9pq3$A$U{PDtnocU0QpccCqMX4=oK8cdMH&I+R_Zu3Mx>rNorT8Q^cytJqx>q& zQkM5$B8{NX(KXP7fM%qJ8#>y~Z|s+q(g~?TD$Gx6q9`#;l@S$(CfQUPnk>@A6qZw} zJTyh56R3jd9%!maCr}kpb?6l@<)|_=&7*2cRfDFBbV6Y*QC(<;NIh|S0D4uVi=miO zO`$ZKnn5#ddJvlBQ9TvbgJz2w1SiaDEb0Tzv8g*W*QTD(Jdc{HurD-Ur0L9Z)B#Gj zQ$3&sB3(?Xg$jp53q{&FPR~P&?9>Qou{W!=3ZI6Sh}r}v6sCyQKubkBfjWzJL$BGi z7Fs6K#iY6^brf3er5x>nR*0fC94&!fw+oL$D{a~fyX-nQv1w8krRsbkPukxnS=rNSHU+RG{q&C>}FR6_p^)Rci zW)&s%j+b(j3)Ok+>R2zEFqY+9y0A+~O zL!qO3(EA=uP^vEUflUuWABx5V7gOj`4@28*Y65*E()4($0rat*Y6^W~Q!=z&r0En+ z*7A=+J48Bxrir>jJ8fzM?Gou?QfW$chjxqRgtwe7>I;496)qNahCUM|1}79cD#?d! zk7!v)E0r2SYOhTrq0dFD!_-=(UV*+4>4aGuMJu6wHm!p8dxb7F1Nu^=6AHJe@NMXT zO>3a9yh4|n3LO+>1U(dPQ{h(VYn$GM4%ze`bXc@MEIg>feb5on?vOG?d!cVcM?Crx z`qric(03jkQ{mT8rbs8;*9pq zQKS*jWzliyCy_3W)1T0BQS_i(Y8P}uq?4prTF{q}{5SM-K<)&}s##gf@&3!E1n88g zP;fD+M5S^;r$zZgDj~W7`bAVBq$;AK&>5QwLT7C%1f8?#cIa1;MzCQu%_<4~CejI1 zOLPZx-lLeP9CX2^yP)4i(S5npZO|X07C{fQ+NiK0^ruaYp^G-vhAxTJLt$qXwt)T; zrG&G(i5`Rg7U^PAj@m+(MLL0cDAftN;-z|tIzs<=DMwwQe?<+#H5}asCG`FO`>!;e z@WntCJ_BVD=>!@q>IYpV(g~C*8Vp@+Q-3I{NEeeDp;RiAO*AGrfhLH?K-p~?3teN= zI4FlrdL7DX(<0~wo0dQ~iqyj`Z&Bf!&`lzp zKpCPfP%fL+LpO`I1s9XruGBW@7Lj_Oy`l{0R#9ef0v!{53gs5*1Ue!53d&>CK`5_H zUqku4S*~yol;2M6g9?aFha2kmbMi^3piMtQw~5YqsZ&rP(Pc+7gFh3JFG084^fy#E zpqYtbszmTb^0no8|7Ft+P@+f|C&gx#Q7SJ~)TVq;F|W|2u7`??bV6Y{72Xb&5a|S} zASwZsw5cRi%BEsaX;JtaduA;a-U*cvX#}%kqB77OB3&G(a!^^3E{5tUbuVH<{}>0(ljxD+VsIV7Q)tlw0GgM8a6H=X(>I+r3sUK9so8?l^ zK{Z7>p|G0@pNDFRbOQAdy$Ids&2rQqx?iLdQoWQK4m}{!3Dj3K3X0h@2C8k-IH-;& z`q=32xa0; zsJTcdq$VqM40^<-AE6dDeFL@hW=&J!C(xr_%F$7%l}OWB!_hBLYn#qOkJ)q%dfcX; zpeICW!D7ssqYbm%#rrRjrpM_LskWk2FZB-8PNW`E=_<@lVS8_uqpP44Z_rsINbtuvgu~1vq(LpmZ`8X)J3EdXr-tk)YYcS(33WmfV$aK z3VKSU5zJbxSyiF#qP4*Zv{6(adfKKWsE0QzL#YbTGomeFp`%Bjo_4A@^sH!GnA)wv zE>JIL=30q#O-``rE1g&;U`i z;Sm)+2@MqKgu-K@anSRk%-|$Wlb}H&T@0O2YAW=CNQ=d3BsAD7bg2o@i=qqRtcxmK z483I2GH8fMJ0D0K7`G~cGDp>&&4panK{gcjP=30fr5&a6>E8@7WMi?mpr`a?@R zs-je1XsJj&q#O-}Uh}A$Qp2ESUZJA_&~h(TOQ{#36*j#Dy>8PGXr)Mtv7sxR2)!ZF z^f;wKt3=V$aH$^9n|5jvwA!Z0&|5Z5f!-Er1Z%`}%jwV>n-)N8ZCVJe6Gh(?S2!G6 z@1^Q#)_iD#NEfq)qt~I0BAq}Dl-dftW7E6PCQ!lq141F$&9?eFp8fX%F7Wzh{9ts`ZP=PmKHr)t) zXVXnkrcJq^?`_Hk9knSt^n)mR8lAQLIhH>r(#|aJC?BaGZORY*WK#j?xJ?D26Qbxr zxmj7EpFQfP4Rb;#MY@;`9VJ4iMA5g>(O=xxX^~Dy^-y6&Qoq<#2|8m_W$3I&eN|Wi zIw#TyW;v<}{VIx$adK!+Bp{zDN3}v$mpM|oEqNm{sdqCHSq7T~$tx*fg;iVis z4P7hJ3CoXBY9w@>O{1XeZ5j>b6lpOEC#diR=mwhxLpO>vJ)W8j-Q>-3g+riRc4{hg zvrS{6TWlH!-73-u)|jm2Uxjkplm_LoX(p7{o8<~8LHTT&0_7L!V%C_ZHQs;<*t7~N zD2kSMsoBtNUMfw6uS11Ix|msxRztUobOOy$>OH8iNGDLbXdhI>ru|T&O$VT&-Yi%6 z0aVPU5250A;V!6zO`k#~ZQ2c$vS|-gS`^Wz%u!Zc((nOT7zK5b1=%l`8xPs^}Fu`W>od zr?OP!4VX<=Lsjg;pDDb@ORd%#SDn?B-KLwN z8lvd&x>+Y#qo$q8N~)Gk*`WJu$`0Kx(g>Dct6Ri zi!sX;wuD;P)Cy`Tik{(atx*AbRHPmX9i>36Jld;Nd#JTY7n5?-7kW$-ZRn^4^thes z4?Q8u2u8#UV^AAA)fsAQQx~Y6OLQAshMQFv>MDvJucKt>Ns&%i{-BnB8R{mA?#ods^pu^N2z3|fVhWF_a4Gb( zO|L;cY+4RIW77(#r$?EZwFG)rr0J~TXfxEyrmfI(Hm!zw+w>OH$ELTTzBa9a`gwFr z%Wr}Di=v+|M;)L6c4`$gP^62wxmyX+5ZKpb<8G3yl;-x9n2yL8C-^2s|i9 zC!o=G>J4a&D0;l-w8n?fSg+90acG<<`Yr0HA2eR1>8#=CFKB{Im!X$!x&loUMYrq< zS3;9SI$_oYEq`q#-hX*?QIrjuBGSdA9OZ?k+LRA^#iPqAEDBAtsQ@%xq!G+=sj|=v zn~FiN+EfBc6NR@tJJ=#2IXg7drfZ;CHsyq7|94hcSPq(FQ+a5vNVk&|o1IlpqXIO~ zrb^KKfZT|9sv(qaQw?Z=O*Nr~Hr0X_*>oSY*rxlTB{n?(EfwibSw4quxheFTmvZzF zw9HO5gO+=gQ-#f;6&~dhHGy6a$o*KchNB$NN~P2jr>@W&A}toD4$vx*dZ65z^&Ir3 zO?{x%-Yl1T5_-#<<)|a{wq5uXw8p0H&|0rBzcy?KtrKYk%R71jT5r>f(1w8A4}Ls# z7qrn!71FHdp?5?YLCVosXp={YN{xm#dxee$Lt8}Zq0rF;XsbuNEfq4IW7M_^l3ouFQ7OjLZ2xWE$>q6p*^DL z$yZR}B51ES%h5;B=Qe!;ePPoF&_0o-vtbp@`W)JC(|+hnuh6BoK?iL582U=2idWMenL78^y zFX(%l{)Ud)bP4)F6g|V3);J3t6KOgdI?7g=_g@~>Qz|R;lQ+xJpA;S!sfR*Gxk#O` z=@#f`n{q=ZJ!+se3P7hs8o?|_MWEAm>L%zHk$wu|sjpf7j7U9DW6i2c>Z~`*QDNwu zH_K5$=vTY2JoKAQrJ(aRm4PmJ)KnW*hkh4nI?Fq%3;khJedte*TBtAvUG!!-ss>%M zQ+1%fM4HYTF4YM7+fLPkF59Wb&=ouNAoPzY`hK}tWubp|Nr|h_k7|THiWW> z)C0BF(`X4@Wz(b3)i$+;vIgY-EoBPZs4y4*iX)p+(SvgI5UK1UO^>HKLDzV*QdHOi z%3)J0=vt9RQ0P+6Lf3h-I;*fFbiFA0L^-Mr<+M|6p&M-K4Bco`JLo2n7GuM1TB9G7 zOB5~d=xOL?n|eUE*z^o^t4%$j+#-LC=b$_yJ%sp%&qH}_8U*F@sE6)rD3o8M+o90W zSg3$a6QF{k=xMlA7w9&do`ec{g}t=K80dD9dRW8JT&S=pdK!)fKt=4-G$_%dzM3@$ zDr(a_sF)~v8ZI>sDlUqiyrW@I3A=DUR8pj!xi6P`4Jsvyo}r_zP-#(g%Z_?MW$an6 zKzDev2I`gAL*?w$5~#dLi*a8r^%iuOomvXrZO?icsvuGig@d(x z22|0TKP&JV*CN)B99EPfk zqG#ynO{j)QC#1$GbrPy+(`l%dH_N5Ih3*qY%RAZu-R~7n(5zF?176C}=TOW}oq=kL zqFZ*UeNY{drgLA8E<$x}x&+m;XMGPnXs6CW^+nMwPu6{X0wsx}4IO;}HLz13Ll1eg zrm64`sG&`NLXAYaQ*PO%5~}e2OQh*>$_*vksjHxey;PdkxCLq=itfwN5!Prb(sX7y zDn_cANGH%772X9k_fn3EK#$mz2(_>a?}l31R1tdArZP|~k*2d@x;Cr^wH8J9<)|?9 zm{;hiH1xQgDh@p%ioPi>l?Q5L7gm7UilPk{Ys2bLJCS-=-cfU?y-l^D6jAiCaj7g& z2Rro$)KTQGaX-|_PQ{?kHr0W;c(hFS)ePz?(qi0~qxR5~qG%0AHKA^z==xisuMIqG|fvDg+_|}HC~2Bd9+2#kAX(pG#(lw(sVX-sSVIr zn>It^Y}yEo7e!CQ6|R6Lc&Q9+xDI;ROF3E&O%&;b4Yw(^51J&>h&b(lCflj6p(!>U zhNg-%g2L^ZbsT!drW4RKuh69qLDTKjNoa;m-$1Y0lnJGYG=dFxYr|imnKu0f%@Re= z(53c6v%Oi4eun0VqQ~nf1Db2kIuFeg>0&nAs|~L}^KJSYO1J4>Xn{xjRe1e9y#EqK z8#>xaYLT6~k)%13IcDEe$TIzs9-JC&c*GEww2To;wUe)&Q4W;*4tDC+ThVK&3XXZD2kSMR2+Io zq}$;^Icf-P5^1qGJppaDQ;nc4HZ_K}ilUE=n{_kvu05+c^qxm2bYE?t43T=+(9x67 z`=aOr;HWb6fnC@H`p~AP&^DWzK_7{t`#P-+b3z}BG@T6{^@Kk03LQNLZMRd;LOVp! zExS}#Xs4a(1MRY@7qnXxeV1L~!_cQ5ozs0i4t*wy9oR`xMfE}puM7Kc}Gt{ zpL>NDH0yro3sJP8qqfjKk$RZrXe_kfrt#31B3(@CqGnBp4tOa?FGF96bVBN~QVXGj zUdqup=xb4Q%Z|E0hwQ?o&|#aFK}ST<@~&_O^o=Nb@{UrWZ$Lv4ci9zIB=x;0dh(7YLPtgZgPIHd@ZZ#&U}i${80eTtJxQ^U-h_VqZ{eJ*dh&~) zpKMwT9T$Z^dSU80=!7@R6|RPUwo|>KlL5KK*wCdmL8olm0-YA=Vp2J@{3p;a9_1A6 zfX;|?F)2s;ptBz3QtAkF&MV9<`WX6Eq>CwZbQ=22reC1*qM(L1HDM|Px?rbHLca&( zen3d&*BYy!Ka|q+I9-PR6zNXmbQHR1(=q6hUHA|5mngbrx5gRhZ?CYBHv9p)EYiiS zktoW3FYmuRDj~WW`bQMqm!rQa{8tpM;pjY+FyR01zufcT3rE*bm_?-Nak?40N>nD8 z4wcgy#h|N2(Hf4fFe|G_BjTyNq_WwCg`n&nRnV;B&^0!dfO3d5omnn*Cv>e%<)Q0D z(PzGjW*uVr>%EktQlxT=vJF*Lb+|K1?3UxL(7J>bYC|>d2PB8$|ut8#8Zu-{G#X?y25*)0;1??II0d6 z6zPP*nAUg#y3MAxP$8SzLAQIeTw!gfu$}4z6|t!^lxR~ksHjLISiYW?e;O)gQ%|V4 zSLjmhp%PxIfeO1rC2i^fl@h6kH5x1R5>(oo<){Nx#-@(Y9U@JS7mk3++B6cn)22~S zIh#g93)H^q`&E3Dvi07nCH5HgtsMPP>EI(O=4?_KHst@(IDG3@N(sT-^sjvw&Fre8f!AYF@^Gf}BJJpobAdwb}ryhk~ zu&EU^*rvyz7e&!G#cfy=ddW^b4h^wW#h_F>)f^fs(g>DM)6?hx4HHEV%26|DxSi?* zjj*XRG*T3O09@e%&?t}QXpQ@!(IQ>UhK~9}W4u|8xH|&iQjUf~FWWR6nrPDiXp&7Mpvg9kf~MH?JTz4lJ*Z_`z9008mvS@`nkI@qy^dN# z(?vSr8Lm{}LTH94`q((?2)*jfax@G|6Y0^#3#UOd?ODs9SvJjqW{aXVR%^o)XpT3_ z(JRnguh7vFXr4$rv!SCmq4^@6Kx;K?9hB}BI$8uRu<12up&@D)!W*H_y_BPT&=(?&V3wnb&_0{)g!YS~Pt-xp`itei6sdMbIBMr9pq%G!wdL(=6zcO|zlDY?=f8Ez)9acv<(g9J*}N3h0VWuS5Tc zqHm=ud=dIrq?4rB++b8f@_Hy?VDSEHcW@M^{7@E=pLz$nDj?TGDyx=%AG+G65236o z48JL1YB7|}o8<~OLD}uXtqC0OjyzIa&x^D+)hsa~(~Gt`mjdl#o_J*W0NX zP)cZ?kVq%2kza+Eq1$cx2P!PmV)4`|sED2V14^{%PpGIz zg|x=sP%%+-UygP`#YNGBa`Y8cLKHoyL=_%|N_w*#{SK89=^=1mC6vlmeRS{AB8`Ys zPN)1Gx)ZA46;>0Sq_Cn$7n5>Sfm9`%%0rb!x|mcg72XR~v8gI_k0=&gOsbwz zb)kE0Y64ZYDG913QV)d{G3aTkm52>a~wS#Ke)B(Crq@H-H zCv?9}U7!bS>I%hddJ?K_Q#YuNNISDe3oYLls_Ug3^@8fz)Cqdfrp{1(QDQKHS*
  • L>dxLjV0CCrg2cR zO~asvZ5j?W5otQJQncX|sHvB7G#YAVr=~*9?bLYa5t}AJEj;S1HO4?Ky;+W4fgTlU zF_w3<7;0q~4ux9VsaK)LY)XS37ik2ux@p4|&=X$D(ITjgomvUC6-D1=mr8}&d8rqfPHYokY>&?W@9tP-l^LW|pH3P#3Sz(I%*? zNGGHQs&EhVq)mIFZldVPyVUE@Q=(`?M+>0tcHtM$)1v4>xzuK;hn?C7J!8}7P*0n7 zLC=Z`1$W9V57sST2lWy~_vL6A^qfeG#Zw2M-Zp&&^$|ti6j!(&>MM%=B2CpAWubl| zUCb;;C!zi#eURd`9U5S#zJ~_dbPRf4q!AR3&>DY3gKWACz2FtP)G27Now@?OXs3=s zFWITn&=8w`fl_Tc0}Zw5EHuofbI@>+ZilBaMo%MK4c>s+lpPvr(>2g2o34XKdo)3_ zu7$>kG@UgZ-2#oZsSq^Iqsb~P0gbn*Bs9UMGSJI5-2qLsDK|99raaJOoAN?aY{~~s zwJAUJicJNfX*S&kO&6sG&xgl5O%LiKAAlJmJ-RsEOX^jx(4|U4X?ChQG}BJq3e6I! zhgoS_BMF*qQv+y@NFRxKsvI=eo8<~iLGwh>eL1QI&9`SYgwjR2m|1hQVH;?HmvZzF zw9rnqhZfnC0xcFrzw}(;4}4RW*r~>(mfDmIy=GGrXqin-q2)F;gI0*5XPB<1aS!ym zNIUbO96brGwCO464UsM;wOEBip;e;j$vbKXz3HWvDK!LI?agx34SGwY9%eb30KIL~ zL}-mo!=SY`4Tsj*G!j~G(-RO>3cdy;&Po_y+WzO{<^`o7O<@d$U~O2hay1?aYRbc0eDB zbOLSB8vCGaqUf(SM>(L6?9^A#$2RSUJ`qK0xWb*#b~|+d+98S_uS>0icG`uzpj~!q zBedJ5cc4#2{?phEeJ0XR0S_ue4{AEJN2JB#bO_ojif-AZwnLwLsckAe41M9Hwu?T2 z_KDQPEJuGr`$g)BQ`VZi0ki26sRLf&Zq51w`pQc=N}%wdO?$xY9 z&|#1Ei}FK9M7o%iqf*c}Hr)<=Yg1w9JDZ9?nKmUt-`i9aI%-of=m(K@X8D70)L%x(_-bik_jP($LSMBSB9*)c`tar^-O5MA3$> zFc);%D?Ao7C)bC55$R%PIcfr(@lq$0st27F>0(ljo`lZX)D8O8rbnUQY4|#Fu{s$|6z^bW!)U0J_Rc zIhq1pEsE~T(HJPJDEd}98U$stQ!hZ-Z5j++BT^3=Ue<;ypd2>64qYpX?#rbXLf6@p z4qYz_m!B7mN=WVv<+P~}bb}~-@?mN+bYnp7Bq=s8tCs%+y2+*;P%af}=XmNJ=w>^$ z6S_sD5u|cx);G|tBAq}vML$Bhy+TLZp*&upqa#pWn|49@>{%zF{5G9}3fP5vpn^8- zg>JJ8zl93f^c{4&O_@+(k?xcSl}ium98| z#ucc9mvZzIR8pi9Qu&q2UyC$IyYM;+%h_}-RNkhWpu23!1>J4ajZg)Vc4osudQionieAc50jQEq*`dmIVJWDJ zO(mdvJWA9W#i4seI$^^SqS{bZo9aT*6&#C~`wCQfBmR(o_x=*B? zDJ-Mq>qGa8bOMzVwT2$B=`ko~(<4xAn_5D3L>j@Y3Yyg!s%ujhsGd!2pa(_jp|FYy zdqDNQl%vO?B#}-?Ra2@r)W9or)E#=rrl+BXqUh7>QYE2AqFTWSX2mos6>4nLOHi^$ z^^_V6JuFfWg^s2`P3+W*P*agECe>Jl)1hV}oj^@ROQGgAr9+R1S_c=CYNOPfPz#Yx zpcK(ssHI1pMeCqPMY@=jqm582kxrm)O1%fQ_EL`4Lyw7cLaLWiA3~3ddITqN+5tUb z)2C1yn?8fu+O!X9C(?9g_0<}gP-Jv1upN!7FsBAE1sl9fdlHG@UgDYt}`m zvq&dUs_2^gc>iTn4ydb5*FjH;)I;G272XPU6Gfj5M{l#nQ=&1!#iS-El}M_)N7F>5 zpr=J?VQP-3GStJPbWsK98Idk#mZMrwPdilwde%H@teQV)gOmFfk(BvMbD`awfPX~D&DstBcu)C28R;S11E z(e5ynDH;k56X}H1G0|jbxR-L23XKq*4lX8jPN@aZNYRCmE{a}*Mu~Jn>au7RG}=o! zS`Lj7=_DyOKL{lxzYUEIXnuY-Ykmn8Zi2>%3VE~@8ZS!pCgbiznGNDN}9fT&^bO@RvQV)eO6&{DC+VnH@icKe>X`*^T4}}d>_y;uI zqZXno&EB9Ts@5u%5o z#UhwSkt}^a%8tH*2y|jiF^CjbN6e_Rw;#aGFwWp%tRE;Dpp1(M!I>)tn|44S ziqylb-I{e6+Gf)}=p&IXCbd_o@1c*qS^GtMpijJ%qodGvn~p&{MA3!^Rrn3GQ>5vv z;ph~!OQaETItT5x=~w7en|^~n6Gfk>BU)o4v_}-J;pi;1SELix$W$uV1HAvT>1OB) zk!~lRx=i6dJC%dfew(g?z7%OXg~zl;0qB5D1);A*(dW>mK4*=CcIq}#U)xj&I%L!B z&|y*ZpxmtMp(A$cR_Gg1^j$uo`?|!2--^`3Ejubs>N}fCK$)Uw4VStF`rb~JgpP`I zF|$ra_QyeN8xZdN_$ zf=8FNMhyC0q>I_mQ4i=3ZCcV6g?jt)S%ZTbqzW79z>uRZG%D4(csI4e2|oU zVxrHX0$$3|k5EC8o+_ylN@YN|iF9$CPC|ujIt|@!(=SkAkw#EhO0&*GMMR0gNt}Ly z5=GH1yHqArRHPG9WmI?tD(0me9fOLCqWg06D^x-hZRqF%RMMXH4^+ygf1%PM^{`<% zZJ0I2`!7-1@Rl9j0NvrG?ouinR92)D3M+_igYFcm2dX5>4VAMg4^&>Ho_MMVbeAaF z&=ux{?)D0+XjWdRf=DM6-YcpMRkW!rRLQ10p~@mnr?8p|OG8yeI)Q44>O=R~lmy)? z(qi#cRj8_+x*w`0(g;$uG^+_z-KM5c4V#)lHEn7R)e=Sbb-!lShVBz-I%_y;0o^as z2^3SRBlLimsv~Lx#k`cG&QNVHRZpoWpgJOrV3wmNp}Jn7qfSsgkw(N*-Ju8VS#6>E zqWZyfQVq1mi%^o6YAAXfY9P|Zq#O;09`Xtuy#zJ%sIdx%LXAYam_kQmpvE3OtkiTU zS)_|eIhqGOY|{d$iB0KHQ=1k-%|y|LZq_)cxkx9h(Nr5QfgbS+9nFDS*r}yZOE1-2 zg|nbXMe1ReqxDcLn>IqNZCV9ACQ=WDEi`L0^thLDv<`a0rVUUVukcY7Zh_j0)WfXS zqEDc9B3&G(uc7ufeF~-6^cmE_rae$cn?8p+*|ZnxY}0)ZcYmK|17i_8k4Hju5$#1r7ITuu?6c5jM4iMvBx! zp-Z)aM%mOB8f{ZMXpA@OC9Ux&G*+Y$%t{q?fyRk+ah$qC<8A5-O|T2QLNAM=Pp_Mm z2byRX_JAgNG)x=zfhLR8!-kHAKvQfQ3Qe_X81#xqBQ)zpXqrePnB{03G+m?e1eziG3R>tqP2dmP=h-hxcD1O^?$hQX53khA#C7w9zYEp*0dHe8;A%piLt6Fw3Q`fi~N8 zEwn|Xi%G52tOC$hn+ihj+EfI3Poy3SSE;Z#l;Ncu6^7oo>2~M?k5;QNKlGtUJB8_0yTCGt7+G$fwXqQd3pxq+% zP`F-&b)ip1I)OHd8bhCnbOLP>wSo57^eD8~rdH7B-mEPuYzckgr5rs0?GtG_YdA`Q z_S>np(3f_q19U*79tz*p8a<$|Y(#34JTd5h)QIU3z(^%*S zuh69?LdQh=!!-`5a2fQY=!=jJik3h>i4KMIt>_KtxF|EEqoTFY37ghKKZ}lqsh^a} zfKG~Z!hM|(ZHG?T^dWTGD?F*x2hcAf^-$>ObLfm$=x7^s)=qr^ofBmSBjSbYpkF;Y ztu;15zlqL-sdJ*^(0P$ArqI!k&;>j76ZE_2LRk2R3eQ1**mN5D)23gbi#DBsE{QaP z4gb=t^Uz-bEy(KDSdd+mr7rKkL^(pbPIN7FS)`Ms*n*s*8=xzqTw&@K(aq35BAt-R zEy@S|Yg2wG;f4Rd|61Uuazj~c$^%^`${VhcU$YXSt3^7YxuB>FlvSh?sF0`TP9Mv+cPRSluHynd6y~*-E5~Ghi=_DyOrJLw5R3V`0+BqpUU4Nq|A1uX7tbk^Of1S)Y zr_{nbc!?Fz%xP}c%rw#Y^1Q?fXqKK&Qf!v{Nf>iCFR=oeyV9lHf3_`o1^xX+Gz9Cilqhpu0y{qwOncy2!ov+&VuJQl>Jt?N2JiZTAgJeP@R;dXk z#j5KdDW;#Lghu=~q0|bbb||$|gRdI#AG^EH7XGsi_Xko(mnOyPD%_|(@0e^!_*DL9VEr-xwdA!ZVIHn4w7Q-lijF0Z<{=E znWuQ!BuNPVLB>f3-Zk0Mj#o{AxcYdeCvTeUIURY?6i7YQC&l#9O=#4L_e_Df1H^4G zl-Ep>F!NAC@Q+5Lc+2$POein#lF7~t;~kSHZq8_4F$LmEl41?robkM2lIYU7yuu46 zTPE^;DG*me#?5(^*Gsmf@pefP&S~T}n9s|lK-@u6tdVP5%DW{m<0PF|OMyHTwKpVnd6Sn)l5n@=gy0{I*7Hs&5OtVwXA35^c(Dk%_mfVka$;7yVw%;@)eLZef>NV4TL?~wwDetyEtAYLQc znV)!z6iCyIV5g*5GkwwMGB1$=X%_phBqwCyC6XQbgLg<~sL{W?LJFjLSl2u?=uN(n zy56GTfX`y{4ABixA1~$TW~i@7CrPnKf>1(oL8#wMaCH=*jkX!*8VpByZ)u!^$ z(12V|QmlpcNv;MBv#BaHToem-j;CrtBRt9ou1UTR8X1s#KBOF#hDIr+lcZS7Ae4|? z4;meiJAq<>B{zY_*whFb>rtvw4@2WbI-xK_)Cn4IQ%h)qO^-q^+teDGDAI_e*rUOy zgye3}r2nQuY5`65QZa4#Bs3+URys+FwMrHBgQkiyf|I0J>zL>T=#_xn38ZV1heFdt zI!TH>7K9R#M?%vBdMq_KN{T)1XgV~*rpeH&Hcf%j0(v|a7N!PYBrk?$+B6rMWz#%p zwoUV)IX0z3b8T7x%@bv~4W9`9Oh|qcns3u;DBYu25KDdwT42*EXrU-IxHu{HguX~# z4lN4Eog~HD1eYWvZ-y2J)F$RqZ8Cx{lD9!i0&1J;sI8-~p{1fg_}$x1UnK8=UK7QF zqd4t{mIc%h&HTWXA4793?&BFB*&n4ZF&HDPld6t(4|U48A?Tz z8eEgy2zp4a3O=tXEpKwT1plcZRem}nBT)24CIE{{@_8V~Ij zsfWT;(G2KQkxrm=(R}E$fVw6ICrPocG0|(#9#LvY>7otLUYp*AKDTKN^hH2V#$4f( z87h1q+9yi)=p$%rbrhsn9d%{uq~<8{vZuIsw*=Lw+O`Fzff3(Hmb0+cs>*T0b* z8`C%^dC_ywZjQz!+)*kyuE>3e-h`^z^cGY-ptMr2L%TaFb_WbC&KH$IHEj9_+QX*R zP)(aYhH8ltZUnOmH0ukfwxe<70et|~u~X}yJw?elRp>rMo1nc!nV3pNdAsu!l1L}4 zQ6{PZ)fHvql&4xyJ&{gGl`B;j$`4YWYD4>obV8~^seEW(kxo*{@lNuhhR}YF{0Wq= z)WOjHqJ%qv3Peqy`l3usS<%tZ0ix1?j)M-gsU_4vR2HWyRCp59P^6Poa)Oh*=yd2H zNB#uLSL!V2U{QfDoRAcCf*Of*LaI>I4LU?r>`tH((M8aqqD)Msq5)82Q8uPB(I_Y( zDvzl`Gzn_rXrepdx5LDI(Hy9$P1B)fHqC^ZixRGf!lVjsh7J=I#8fD{4LV$;%cMNr z2_0dlZiQOdsoS9=MMd$fV$FIOI?AR8p`%5b&Kf03-3=Wh(g~CmJp~;r%D9spJqI0U z(=$*@k$Om#sqh7;KveDvFL8g(i{61++4Kf~` zZHG>`X$N#hKoy!*ompp!bdpL=a*`MA10@~#6DVJ)1E8}+I)M_RgP^l*Iv8pv(q&Rf zrH+8k5f!+T9JPSj+jJDv!KS03R6vEAbu83Tq!VTpiB5q!iF5)Li%x?&i*y2|MQ1`? zL^^>=MCU+VgOsNv6a}+9wS~^L>2&BkQNoSL&1wu4iqr#Tv_?m$TR^3v6x3a$%cMMY zgL(v%Rq6t$r%hdM>}Xoq7@~cI1DxP*|unWop$RrU1x>W+8R!z5o`oif zG@V&RTH|eKa**=00-9o{-h-yv^e%L%UHB?=nVotEnkLe8HZ0bL>!9h5{2wwo>I==V zQ|qCbHhl(NuEGj8B3C#MN-L%5P+Dtz3(d0WJ7~5@mr0c<^(%CRO}{}`I?Dap@TsxT z96MD3%@ye~vof0XFElSmdD;NYw^KWz1p$?+a0j$dq#kB@sT1es1IEq6nd%)-5}BkmiKfRbfYNkdUCXpt(~ZzGqRL11smq~fgH%SdZh)Q>=`yoC-3~1mCEev5O@^MgQ%j&1 z9Qi*ka;amX7nLfF3$yM+^a%7)P*^6q4SLz8#n3Av^)Sn)9)(r}RIb9Opsc8J4NuFU zSMAi(&}$-%V3tok54~;|J_x-b(q&Q=T4M$DW>uP+FM0)fOQg%GWK8cvZ#$am?(%P7 zV)_7DY14<$J2tI?-nFR=de5ehp!aQB4SgWe9ed5Ufn3&~LZ$qCdrRh2P7y6$~JE1l9tPRjwJM|y5&Q5KF z*4wEq&}TMng+3SQaag`kZ=+UCzW);G1S%3WfWEZpVCXBG_Jhi8+8_ElpkmEx2z?{c zbk^|H82UD#v{Fr=??k#x%2RXbdz%h}eh?*H52+Fr?g9N6P)1Y(+F(;nXro9y6#7(4 z=qHg*pi&i{32n0JEa+#O&W3&wrCm?1@JQ%aQRNzbRx9W?yYOVF!cpbFkD8j*hWql5 zbH6K99MAI9g47=(ov=okQr)0GMdj`Ust}EU{u1dVmAupm|EosO-;VqVl&@48+FZ3T zrh(8FJ9P!L)uu_%KQ>Kb9q_-?X+nj^q*aLC6qT~ z*Y{t(hYtmsbqBOtK!u_uP&J$GgsO{@?lOfwwG7%_q!CcD3h#$%h>GHrr&4GSo1TDb zI+|J@q>7+gN+kn&0IDt02-ZluJJE8ejz}j^iRd+G&ww(b*P*>cx=hN`N@#C8^$Jwi zPQ3xu6RC&7QqB4R$`1-Xy$tOm(g~@oQfr`nZCVTMXVYqEf15sn>WegjS!J5F4m!Z5 z_0WLW4i)JHDp0CsEx!M0|j<=~3bb?4DSU#&+ zeW4R=>Ia=V3sfJ2(`AU3)IFgEQC(6sT*{vsLbum^5t575_FnPlcBaYO@&Uk z=~C#7fGRZWa_CHvrn82pE1{&Fnh2fcXqv0xPk?FpD!d6gTdAx&ffAxYP`e=I=?3T= zkxobzD0L6i-llt@4nd($-3X-|T~_9LC`_twCe%?Woj`@6C!kIN6^R~!I*W9fl&2@5 zE;c<4b+zdkC=zLB3X3&sDRgd-^7I09o=7L8(n`Gv725O`)J>$zq%umq2X(jUeW-^> zmr0c>wFc^G(^{xkQ0P-1LcQ(Odgy$cK7#t#v>Lj=rjMZuMVij?SuOt+bdgQvP+w8n zUCyOGfcn{~uc7`TjUZK~S(~7XMaj6()1y$4NGGJqmHHhTAkqm`A=Dw9V?{cFlA_koIGfr)#Wo!ajkoDIXo5}0LlZ@s z&KiYU<1FZsAmyn5nq*TeXtGF`DJ)W9XK0Ej-<{;BJ~UON%TTdW=R=nUDNp-Dmx&T_ zp{K*4X`*yY8TTO?15Fo|#8fIOhGvL#nKe93fo9sN@zCYLtgH%0L1~drC@d4Dp;;oG zK;@zZ&}^Hogsu?jGN}rsu7R$!=~`%xNS9N|87`C;ErRBXvhFBHv!HoZ3**#6Xue%o z0xhuVdT60dH$Yc8@*`LyU(a+IBBP)R@q znsq01y-gYD29ZWEE2-3z(2XMXW-=xvdDm{q1Vo`qK0v>bXTpmL?2gWeUXheA)UK<|lk0#zvW4)lJI^7Iz;flY5i zAKLUXv`VC&RPu5+DlhsNDig(P#PlxoQPskj-h@`$g`Ywn+w=+aiCy>-^r<61f(`Ta zHr7M`6X^s>h&DoNL^^>AL>16loBn{-+4L8*-lk2^XCjSYR#LOJL!aC9FZ4xF=u>|~ zUy5`>VWA3Z?8*0EBAq}*qIytykn&U$`Z`DzD^&;jMx@IWdTIoHYtuf^cQ)+@eJ@fE zg=x)d2K``DbLdA=<#YMep3sJ1mZyAZqo}}*U{;A{?cg2$d#o(_V35$S}&Ql(CTeii8i%8E{feha8fbS6|G(q&Sf&W3)ssU7r(DC2r^sgt2U zMe2dd-JPf>^p~i@r_%1PdC@fJZ<}U7n{B!r+G0~0+A1m!W(|e@5yczEYjlFP+0+@@ zZqFJC?XYPS^sgg7B9%4C2(0?}F0Oifx_5GLc$)#?Bb`z-wYM{al zR4t%{=x(UGNS8@@dIZ|trpKTfB3&lcLWR#kdx&%b6^OD>O`BeTYKe52R2!w^K$`|G7QBw7S!akby9+WRC zj0-(|4((&pSJ1vTeGTnr)3?z6Hhl-x7il`rHC!A11RWqMiZ?74{Rtf?(q&Sfc0vto z`VVSoQ?!F3=wOjXFl(yTs0B5$sWx44u_hGbeU8}sgt2*HnoPD2eeG7lc2*y>Y=by6hVjEbOv;UP3J%@ zZ0Z0VDbfgLE!V8>&`~z^fR47QCv=QWy`W=7deYpi^PuBIm5=P#Xa}_v>4a2P8(s_* z*i;0y3JQJdOz3z~0poI^U+xp*{g6wEPdy1)>J-gy-_~ zA9P`mYN6DR&_w|ih`xvVigcMmPx*WE{g+51a+C-4w^KEti*2d}71>l98X(eiX0_3V z4WNNGHG~F0oj_^P z0BEXB7eSW>G+(I;q02<-p|C_W1ezw&tN*56udwRI~t^Em9Au<)X`=D@5wa(N)luBK73x8fZ>1E33j;(A*%kQgj0} zPo&Efdb$^yZ_`p}fk->&Qnx`1?bIF6RiZLCozz;b@gj7!NYiulG<1zfm!Wc{-i59W z3O&69U1!q@sKhRO4Z7Z@H=r9t8o?SHw8kpvMw?bcH;FRtaxOI+y4j{Hpj$*5L8?Nt z)(1XFOjw);fJtRuF6J~j;1wAZE22=n& zV$<=^qayWCSm@$W8|bkh)ko9{dR(N-q&%GtmD+R$^h7{KDr^ruDN+xGp1ML$+0+Gk zIw%~j!Vb_gHl?6vMH;~@pXvrZXH$1*xu|l(V$JFdJ@2UUZ}hW0HRW&gFDRuE%<^;* zsTXa!5PC^ex#3jJDuiAZrQHdI^F?E!S8N&wt+1&W$_7-T!qL#HHjRN^3uu{ABcazt z8F#{lo-Tvl5b1HCy=~KcXr)aHpm#*-p>U-NZ-L$o zQl92P@7byAp!aPmfj$tahgoHsbsO}dNGH%*(Ie0*o9>6oY+4F^BvKEB2~N-QRVVJbr1AEkxp2nLbG0k*4XqCv{t0cq_!&c8nn))*P-|U-T;UwW!pc zkn%JG`bLF1ff^|F1@x^=UqauB++F@gAE!Qrz7Hs&!cU+dL>fWL)3?x%Hhl+eu;~YA zqewjzw$Q8!=%*m%=@)2|$lcwwyr(tL&mx^b1uEPQ{bJJ&=+|JDPkjUZ7Npv!a2r$+ zq>`eaq2EQi%o?6*)#Ljwn`%RUiW06Tm->UkzwFfRr2ZCZ1gSz7kMg0-qKS30rL!fPTYCmYZP5VPTY^o3aD@w%657!#M@iumfG@Ug(9Y*Ru zQRRl74u$eA-}U{M-IKygD5F_@p#wx3!5W?hLI;X; z0xeT&1k@m)Qqg#*VL;18#n3?_U8c~}bm(B4ra_Gy%}%?XTxt}*i4IY!@*VoZ?xYSC zRX&%e0Z?O+PAJT3!&y*5q!VbRXfD*mrt6@l&=CGNlzdYzR{}P(a|@y7A`Kx`rfIiB zhlz9otrabW4!7w6=m?vZK`m^05IRy+xrU#$1Ukx2-2okK)1A;UHf5k=ZMqve&Zc{y zmLe_2+bGxDcmgUAW!*`R7C@~;x(sbl>Q(4?kxrlr(R(1~{HUFam6K7dZP zX%*DkrZT9FNYmMHt2X=`IweSX`Vcy`DqZP9dC@1(X(C-tC1d&tY8y~3&H52K-KGuD z8IG>hWeW3^+6tX1()1kt2_;n+zxg=zK6F+v%NKqLoo&zh2Wn@hzJktCNL^lAj_N?2f>ctehEQjbdPsR{40W;TAgHTN z2SZUn9X0Dv=v-0d@}3TW&J$@mYj|n`6^dL9|L76ZZ@j2(B3*|1Xx5RWx{GuI6^YtF zJseg3Q5n-b3VYhAQ%Lm^6}p~W;c-xJJ9PqdzD*}WeMGKr*KHqC;HMWsRN3TV7dbD;?~&4VV2 zvT@-`_aV9;y2Pg2ph-3@fhOB@2Qrt?$w^aM1^rYE7C(yMveF|MC(qg&7wNQyo>!Isy`V6|krq7`pZTbSbDWF<f=uczIt~b059|v*}+_ciFTP%GmTDbhk~rG3y?iszLYKR2{l6poHGW9?<;(wGh>S zmWp(l7gZoS5PCqQ6R3@-3AD_nX3&EoT_%-O>R9NZAmyn!^st>e4tm5+9R@vW(;?7f zcHt4w<2JQ`N(1Vn<&S}$5b4$NT%Hbwo)i_j%Q-p&dP>wWpi`iyMd~3{q*-S}&xmva z4HsPqJu6DOlN_~zp0iV3q2)FeLeJaO4SK<*?$C=OEyfzf+OR+Ll1&#wF9(HFmFf(= zB2o{9o`yp!fk9;fisYp-C+sKF(L;n-$a*j%&H8w4S){4|as#Jwf zL+eD#+)0jJg4WygGW3~9J*1Yaa2514xH)PH)e2GxrA~%wi_}BPQ(LHxNGDJWr8+=+1}RUcLwnh& zv!T63x=dk#3Ohq}gOsNvR4+)iQK}P^FRFYSo?1iuh}6R@PZ6}QqbswnCr7vN-vagv zQc2C~N@{>IWSl>gX=#QvIO=Z7PBq*faoYDAIHa`)G|3&_O}U(_rXe zkxobzDK#EyWYZYv5RopE8m`o2=un%cK#hY!pPB$AM3ryD(;%pcof-`_wP`HWOcZW7 z5o#`~d{M<(emHcPNGCkkRM9->aFI@+`J#o;5u&s^$x#W^!lvt?BW=0?Ix3h|qFM8y zqeXf@%*u!^g^m&Fa*pnVjuq)Lv`ndoq2ol0+)0j>LM?+rpIQtR*oBWlt?a@Kbi7S> zLnnwTUvH^4ycRl9r0Hzv=^5xGo1TSE4rsXwpN3kC)I*`C6;KV;dp)*CA&KhM(l|f0HRzqjm^f7d{NIev;Rbe^Q z&Zcjnb8Pw=YA@2`E}zFsqg}%!hggDNnVbUUq69sJES}2A!{zdYF~3SqDRXl*+o39DT&wxIiggh8if< zjMRkzB}7L;7uj?))K{~n#c%p zk*4S96lkEGIt?0R)9KJ)o6dlS*mNc|R8;xMZM6LH&@fTuhMw9$!-GOk?Vu4NJt@!S zsWUXvPPKoy2Iw(wP!%ol`M{{+;EKj}oQI1tg)Bg{V8YikubyVTSP_alSqzXk7 zpz$`1fF{^95}Ih!Xy_7~#z2#78VgMhsE;p67DBUZx(b?Y)78)wBJIqE zX+76X(3PU8?j%QdL32d949!<+88p|X2cda3Jp|1cRsK5kg+rkQHVuasiWbEiX0*l% z=qiy;*l?NX4d`l{UWKj^mAcEMmMirEbgfOFLf6^!4pd^(`_T0^l|eU%G@UiFTH|x* z#vrv)^a*s6NS8@@`T@GxPQ3@+BGP42Wh(p`x>dB+oj~QHKcPi7ZH8_WRm7>SO8o~d z7U?9FobMzr+GBsd|8nF{pjt}hLra2`r<%|mHdTl2v6y*4GF`$P?b!e-F@qJo&(Xx8!2Qk#y09tbF@)UnVqQOCHjP;@HvV36|E z3VO&+wS^uQ=`ugBJ}PVnJz~>2(4!(lWxWQQDnA%S6+l*MmY&H$rcSbV90Bsr#TeZMq+ND=74-o1nLY)N&Org;t7mnOUA5 zgWeJ81j;J)4D_x|&qD77g)5bM9C}|=`Jz1C41FNd2xfVD1^UpY70{|+R+(l!0F{Z< zL*ZJ{o6tu=p{JLj)pqJF=wngk+wiGU=o68q=VpBXeQMK((Emj0Ayuvo*FkG+`W#v- zs{DER)PvAEkxnSwpu+E<^)`JEeHP5}sn4L#MHQ}x!mTR&1^Pl%`N*C=fxfIt3tWi* zZz-X#M7o?x#`G6dF4FWI{RDk&r+$ULvFSJHTStBbg|)Q&4(L0Zwn5(qh51VT3H_jy zdMIol%B#=!Um{)3QFUm8O}j%IZK?tNB+>{96Pi^I+GJB*=;xrYg;IM$zlhuc-#aWQ z5N+qVeii8iY9nev>NlGbP=!rRpxnP|?kxrnFqLZM%Y-$7jZPO{x zW}8lhwumZ!UWJ-f2ihvqbk^{cg8mWd1nQ$ycW9eUJ)!LZ6)DvV+99f3W4Nd`^sh*l zndNB^v{R(%IqC=fXH#z|Z`Q8wzZQgr{h{4N8o`}ntuX?sX46Qhx~TF+`BZyocRMu- zsv**4W=++sOQ1b$ngrDp=`yLbQd6K>q9S*aqrp&ZQ9(dQKy^eVF)eZ*qB+o>qWJ;M zg7$JWzeP+LrHb*PbDxEeadruU#jMHTUeTeZgLP~#xw=_4p%r@nxi z*z_6Hv})nPTAH;AYF0HB(|V}6qlNA+zo}#T2|CQCAECoV8bK;wv;KsR(5z+dBu6(x zE$q}^(2>C`U-$!bl%4t+I@+dRpkqYpVT}gba5HqQNGDK2RQCYB|FWqb)Y7I}P=QE2 z6t+;|K~O7^PM`u&Bk1@b)kf41Izgn%q&yuCofs4*l{y$YNu%gEUJ8DPc@*{ zHr0gMh&s9v6c%b$N9YurIzy+5beU90bwnKl(cNs)S(HC3}lL1zUiPyL{??bKkXolQfabArOOW(|be2Psb@p$;OQu;F~A zWNW1C*gO|L*bZCU~K5@`f$RA|;4 zP;XIryoRR_pz}pKA+=Sh)leVNhB)PE6?8$>)K%^Z|HTKo(2+k$C9kTb!u8Na0p*Lz zp}rzrCgtgCsGmqDPy?klLH&c2r*EK(9W9KPk5eB)MRwr^Xn;sP%t~n1uh2jhmb;T2 zt%L?C)h4E-`w(q|1_yCi-xdPrrIIt98!RO(Kk<)YruB%98ICW}_asWPPoKvP6Ip>VBe zC^XfkG0>$p4S_DRX&5w3q!G+2*R09VbW!Doo(4iQg4713ra&`AI-#&av;ewXq!VbX z=n*Jw(?ig#pwOr0L9-oQo$q>5$*Wta@HyxTQ8K2Eq7~4UHf5nX0Tn9sGBj6I6c-kY zRzmYcI$@2eqK}~YqWN*EM6?E4AkyQclGij4eE}_Wbd4SdDiD1OT_qas3$O8OY=o}f zMedycle)Y@AG_r7^%pW^&V+0E%fR8)j+`~&IzIKAP{RM^|9^#Ax|mAl`^3R~i3RZ! zDsv}%SnEDSqZo4oMA?n}W#Ev06K>j7;!1DkQ@;tf?D~JFlE=lR1-a5&p;Xczq>`WoMhU4>e8Jro1FNPRProc>2faLH90vu z&YbNtgZZk-NxN9uc^SqxO-{~<BOtwtp`z0rpPujunb`f7M zIq?Unr2k#h_exreWnoK!wfC)IXYz_&_He0?ez%QC)HvgJX(Q|_AN|&8{ ziDb(^e1~MqHoiitDuur7KfXb7a-I%SNiR{&-S`Gc6t56dJ!q9pb)hmxg-O>)q2kfO z&_^~kf>zsfAoQ_jxjz0jQJ8g~qFT@=LCVwq(5E)lhyEwh&uIpLTjqd>XvjC z?G3GUuSg-yMoFKucMeHBnr zvwA?~j{FE_dFl^+ZBsw!8<8%PN~^F4`Zk!A74?L^Q%aXfc^VFV9~62T0R13xHT(jI zQ+=Ty9rcK*N78+Yra&927REFX+GwYWp`UCT4{fq(BJ{InW!>~tvPW8LjDda$Ql2h@ zeiiA2R9300q2Fwp3sqF5o-ULZT?PFvQco%w({<1vB3;hWrO=-?O@;mn3X?7$T?_r~ zsHaXSOpES=HrsSRw8f^|p{+J8hW-(01hcZ5^*FRGNO@WUZLgZ@r%Eqa*Qr|4GMkgKd7EaBXWhmL;1n1 zv}WzitbIf}A(a(1gZ8zlIkcZmhe7*0@-HD*xRW*N+o^`64zTGU=s=qqKn-ka1T_@t zaZ<@X?y>TsBcX#F`4cFqM{W%rY}3h5BatqXN-Nb4I;3jq0w;M<5;|0rbw{aWOodQm zNB#s#x;s%3ln7FuxG+*{L2-bEPzbHPTvRG<29qCs0;289KZwUFak) znhqUNwJ@eJPzy)?)uoa#b%Kr*X+(}9=qMFdQqm2JE{BeGbfHd2=}vSNbc{{cLdS}9 zIhDM~_2otPLC4wj0Myc^JE4Mrv`@4YYURj}V3wyxpyO?N6gt7C$Dk8~S!uU@bU$>G zQaWK)R+NQK4hlUz47IjXuR?7!E9rW2h1Wo*D5aiMvajw$Z$YOz>gz)MZ6c=6q0?;o z0%~j1YUp&EK7q~KEv&Am!-;=*z`A)a^!m`^r?TLjv}2vSrz70=NlxEJK%@X zUmv2aq&hqDCs0zUJxO&5C@rc3byZ>3osiOps0I`%l?>=W=vWi(H7me?b>kO~up|x=56Dw@D@3hbV&j1}RTxLH!*0%cPP@4S@RFG!VMj zra@4VsL1tDm{#FPXn;s3P)0Nw8YoJ-6DTVh4h^zt1T@%D<-cz5sV;x>1(HIpg&$Yk zcRrz^jt0auAmKhmGoWE2ourZjibQjv;i9BF$s8xdS#F zkQGgXMmzF93aDH(3>u@9F6ZcGXlzv)=t6nXEzmfTdQ!=O31`u5P_ZL_IY)Ow<84|D zO%SPvR8ocaLlbRU23;c3Wl}{-JqAs(>2YXsQ0P-jp(!>!08JI?GPBZ}^&)hsO)o*0 ziIVPeF7*U7%}zZ9O}FW3Xog7BDa^R$XazJ=q!TDBdJnqXrVpUBO{<_;HkCoMMdfZp zDmlpgH81)Sx}s`oP{LXCE_7v(^7JhuqO$E?mN4|%`glmjWf^H8|o=$+41XQHd@z5PA z)Cq-YQ9I~Po7zKniIVPeE_E7|u~X+jciVIpbdMwdyPLv{YmPqQ*T%g{=>*D(3Q653 z(g{>9>IK~|(n%^g)Ja}+KD5-PKF|Y>io(=X)>u|`R$SPP)Ps)v39}MzSkxbSNTd@e zDH;VmY||j<5u1iWkJ>aCdQ4R0MldU_S(Bj0ZJGj=ijr|EqtpcG2~j$r8PJnKp-)YR zp0ZOjp{MOx6QO5BiD1@1=vh&@r(y1|{CydE&XGS!C5I)PMR!8WMLL0!qWhrdZMqwJ zAt)?T>MrQTAm!kd z^pR5OfOfCJ*I%McOj-9Kssnu-%<{CA!cT%iPrH%&R8;PIQppkSuX#}e=zlgfgw}}E zlS}Oft#vda85b704^cB{ohT7d6KK7o%HJs?vPvys`OktvPfbaEF475Wlq+>S^o30) zKwsK)BJ`C_EunIeMx>G>-Ke~%E%bFj39WG|^i9>mk)BS1zIEhJC`>BV1^P~@v^&Ys z5zzN`>MZC7o7zD?+SDG}AkuVZX=oHd8%0I&8lEnMehMh#?nDz@qNOHi0rDh+KF=`tx#*FgW+sj1L5 zn=XU4+l6zX9U_fjRwi%Pf1(?qe{H%M+G*3R(0>7CRd^GWcg3!+zx+$!gQshu-9$Qp z%9XkoswUD&DmmIoUbGCVF3Py094&!%cjSMyKnZszDu!xQofXsF&>q1opLznS>Bvvd z6+Q#ivguie_4CUMODYTDBms!5t#iK8weXFL%ILV9FL;F=t#qM7m7MQy=JPn>s_s z*o8+y$J(h5&~Y|(fm+(s6)LbPf?C;h9(24-h0qD2gnJ1*a@u`}&VWt~Ql5H2C)v~+ zI@vBvLapu8g-{z&k(-`dV-R$TO#`7*MJ~kOCgSCfhE5A+W!$Cce5h?u=xH!?x+v`~ zQ|Re(=nRogpsc$SErQOpX)%2~NWM`Oamy`i&}O1crbSrLb$SRC1gPNXO>Ohy;v?p|# zUDzC&X46s7beoQbX4rHLG&7*AmOlZyT%?_OE>EXIX`9+YvqTBklS^&q_0G0uH6e9{ zU3dm`rJXtgnqyN7Xs%61Li0p=95yU>t45un`J#+F$Iq$Er@BBTqI58;8Fal}cs_K4C>f{n-G^u| z=*A%BsTXvUqsrf~#R;W8<&kf8RIJOq4Nqf8-D1-)=vI-d;WuoYDuNc-sd3P4HVuUq zJMw>OQCOf2>qECIrNwe|8MH*C%TQ9O+0Y%qEKj4MJMGjJ&|SeSpPB+??9^Q7Zkw)z z?y+eabgxa*q5Eu_0o`xYOlYYn;a&o7qtJbbra})m^1rQe)EinB6#CSB=s}TQLN0X+ z^pHrGp(4$C2zoe3dAbRD#7;d5J!;eA&|{*?pRzBU2R&}59)n74%0N%pbT{;*NF#Wz zVm;Rj&{IJwEqWMwT9kArq&(dSJ!7XHfu0pfZh=0yXnj-)f!`=H-nU?U!k`|8j(wFh29P*tHQsbl{RgL-mz&5^sY$LndJ-r zf!+(KOtW^Y#rIz}Z6o!8NIevmE43G?4{fRot+Ht!sLZB)p^rpbEH^6wt+rFup^t5< z0excA?$D?9to@1AS}!UI3V)>VGf{a! zEl7PXDh+5msV_ttkxGttSMs9MNPTJ38PHdvVqZ8u-+hSQrLf$Q@1f9BPf}mo)C>A1 znB`M#p>OTf`OtStrQ^DdMWlWZX#^V>~1 z>{+9rO*UNw{cIPGgMP8882Z(wOQ7Fungmq@l+@cuL%)kEUzDd|&>tdqmwzxD@2NNR zr=98#{Uy>1&!w)1{@4x)?Tf3hge^3A2jbo#;cTMo{SKC1?*jwF;_fQyElCR1mM>3rnEdqWpkH zLUruI)zF@H>H=slQDIQH0@~Xy{1~b$(qg=gw2Mc7K=o|;6UrAQ;#od58rsKBZHD%> zX$!QUT{s5X-%hQA>f7`gbbw7?LI>JZ4mA+zad;ag?g681P{SbQ=`ZLYoBoClwhRA- z8i|VBh}^7?phN7`PUujZ{(~Bel0o6aP(qX+P+zEtO&3BIb#4QyrjF>{JnSs!fH^X(EkC zB`3Ho@}gl-TT#{><){sGx=p7*XV`@!p)*DCbH%f|LP?v>h0e062XwY0-@}IaZq;ZS z)Xt{q&^anBi=WG_a0YaqNKeY^^{IJKp-uClZkkmQuTkJWM5CbYN~woJ zPfMX5L7}I)P)|Fx4C-amBB-}bi=p!!`QMDJk<^BLp*~9GyOSJU30)x4VmW#ex-gjK z3m(DTfMlj3MT4=bPdJ`I9r`AIwMe3ojShF@kqk@#D z&!N$F>MLlBDBtx^m{#E&XsjduXLyc=L*tZ62C0=$aWKml{tS&*VR?}10!^?}zd#d3 zdYs%EHS6&GmrWI-}%@C!7!UIXov8OGiNb4xLZ3Q{)O8}A@W@#eo(q-ObRKlQO@+`6Hg$t; z6s6-0{jB=XO`@WJer5TaMY_y}W$sQil+-PvOq?ngoete9(q&Sfra+5=LQlh?+w9a- zXtAB@0o`s>PiTov-Jv^d>J8l~s$9N8&ovRcOQfB7E>D+3nV`_qFz9Ya6I~7e4rF4! z3h##QsahD*Oz2)wnY)}zO@i*TX)<)bNYitvTcD-(tTgn1qyKNid!c1E-3dKt(_PR* zB0VW#iq}o6(U_GRix+o3CadkEZPXY8Weh33%w>%4~3ro zhF*8%|5gH}RoE7KBS?Ar1A0@Wo?L1x^p;KkL2ui%+n#*?CDI5AOSHxz&^tCYgWe4a zeX2V2o=7JYW>k0t^uA3kpbvssKGg*JFqq|Oe`u9WTX^I$d)85;KC)*ug;v{z|4{g` zP1~VQ>{&-s_^F-RLF#{Y>R3{1Y&r&7YZvB0>ulP|to0(jI({gn`k}NY^_eK`PI7c8 z^m$O|Q}v-QM3q0~tO}2Wz6?^H_JzI@sfSr*O7(!sZR!bqEmBV|)ff6kly*HiNomyezd78v_TXu-v`<#Dvp;gcORm9&`%=0AD+w8P-s(7=;v0>IMBF(n%_LiR;UY z=0JZ|ofXq1&|jjgyPZq*gZ{Qtlc3G^thvw@QE5wmI@U zv!SO&&~~LN;zCdJpdEH-#Ui7#}<>gLV_S z(5^e4ZiA|cbOIH)OVP7Xb(@}tcDLzesD>l|=TEM%J+z0NdJ(FrRMt(;rTRm)lyb6b zdB5R&sJ2a4L3Kp>S>#d=L3`S%YoWbFiFl2q`w+bZ?Jd%D3O&6G)eUBOdJw7?qzYBI z63Ta!dr_X+LHj6`aF?0o=@n>Skw)a`D`-EPzJd0)=~Jk_BmWzp!Xh^`x&k^NNO>xU z4isszTxt{4z^0#|hIZlC&_QJ5TH52JFskD}_Lt%59_Jj_zX>aIoQGx5p6~4!;BSabj zm1x!>q*~b27&N7<j1P+^_kJyA#deMIEnHVUVhTP7tL7I)K6xMd9+zpp!%eajMjPh~A;_g zp`==iGC`^>)J9YsQ`UWmYD1@pN&;#Lof;JS)XC6kHnoA;+H?wZx=1_o=6&Hn=nOk` z8g!H;Ng>I|J_Qz3M=NYh!P%sqQF0ct18xRV^63Y`-a`cw*PZ&O#OgH7i_DN(q_ zB~V9^MzBV?+b6mP>J+3r6+@jx?(VKXQas(tFPkoQYCNf~_N?om$foO|b8Wf-I!{#j zQ}$~Nh6)|!eiM0`#)jSO!W&6-x9Mi6hdrx1)YDF-pDBREo@(#S_g{8uJE>_RT_%-O;jyHq2Psc~lA2+sT9KLw4dH)5$f<&|I4uL-TBE4$ZgeFld3O@+VfPcfTjJP^4GR zJM?rmbX8F3sU>u^O(#Rwi1OWtT;ad`Fs}_}6={tmsp~`o&4j{GCOrCsRu=Rb-C07&_gyo1U+oi z!_Xr(JqkT)(__$MHa!kKZqqGLsZBRSPlyukt@2zM_aUkUJ!#Wk&{Lw~Aax`3v`B9? zSNI0>j3^zXmO;;o3InaRfM49-JOWlX)e^6FbxxAtZL>V`oHOjTdT9z*pX?l)2lKRM|eQQ%o=sTNEg1#4p8x}!7*s0dgk2bY| zHrR9mw6Q8pc5fvwY7hNnQwM01O)2PSQM`Oycs}%to$3nxYNsxMeiLQgW~pRc*aWJu z3nS=vn+}Kmu<0=9PkYur&|jkPx%xwYJMxRMVZK{6x*OUYq&!^&Z4v3$b1pRs+G-cx z5B+1)9B7*gD_>MXYcztkE2Zho^7J&c!%iIn{cES5gLc}q9Qsd%Wo~+IRu?F5?yhgZ z{GX6H>J9BC3R9h-YL0TR*Dt>msxAtj>qTgHn_h!z*z`KIhdpaPRMSqq0oAfo3!&O} zY8h0=rU#%s9r=F*KcT zVLiS9v*}={iA{~5rjByID}7-fW;GL)#c#t?C#bnycqoO3iCk#cuS1`@kJRBREDZ{G z@(cS2yRbQhEkp%DY72!&+Nqt;Q8qQB@Myd6Z&JtDscNK-wW&IEoK3q!Ek*gk@~<+h zK&1D>iz;$=q5@K_f|RFcNF5){^3<5r33g#C=tMi!6gtUHwSi6!QpMWv5U6#K@^m89 zMx@1fE>HcTQ*62zI@P8k=ro%KKy5`yw^(jg6XH$3ZEPo|L!YDGhbBQ{$md zqWpMypL&+%JBtbfI*C*lQBgpBp{^qJutvt+iEe=+n{I>76{X`spPB=mXQ!@)3T?Uu z>SohIsJlob*s#GJiJWYUl+NsB(UcoG%x*h5*DhLXH=k=a1N(VHLR3A~e z#w6$hQ6@;;30-K@UC>1~WuU$RWnFXh5Y$hk$KgeJdJ*a`Dv8(dv>3YBPQ45j*{M6A z0YR!vYrFsr6s6-?p00of*)$s(Y!|)+4H0F6!Y81icIs7Vm`$%h!$sMk@LgzxP47V? zZTbKjWz+l6Xq#3+V?=sC{JhHDKG6@*SW$kwp{E!4bvQ04^t6^#u}z;r<3%Mw;Sy+q zo%$S_C`t#ZxzHt|aQRKpB%6MQCOgXgvyET=LY`}iQrTeEN>WpU!U}gM`X0Jel#WxL zWIo-McJTmJ#=~1SySAVyyy`qEh_Y>m`;Xf ziOK`o4$T(nNmI!p?NkXp!xQ!m21?l&4k{mISjrHHEIX zsTp*GP0gVj?O83Mn?xGHh6Q=M{u32KH`~-5x<#`x?s6{m7|(U9o$5hqkxf0J+f-N) z7be|@s0p-KDJ{k{yJgWePs1gX)`TcS)rTcEdX z+6t|-=_lwNn>Io3+VnH@o=7{heAev~{Rh1tq&)orePE~Z_Tl?4QAzwr$gV^bOiLRO)a4BY&r`1-lij=A8a}X`cYKmU({6h z*SzRXUet!FshCb9wNX?Sq#8p%*>oth$u2w<`dOr(U@95U>H+;?Q+Mdsfb=UN>ID53 z%<^;!RAHyOK);Jh;^*?I4ZMv%9QnoA(9>{Ie=1cLq!Q3yqSAn>Lw}310o8;y+p|VM zTa>B@Qr)1fHg$#m5tRq2GoWpnrN`m967Ehk1==1Idg=`Au<1PLU%PM`w9}^P(0?i{ zchhrgw1x8K?fU-9FUE%gZMYcPO;owOr>Rgik-NJq?r9iQ-7Z`L?e56`A(Kl*Pz^h^ z0NTT*g-}hKu7+yabPZHHprju8cBqa>kHdzZmO*>ksk@-PM7m6>P=#+pdyDejNscas z>ISoX>OrWUUAPj;7bX55TlXGj<=DP)e2_MZCMBbtNy%tu+G!(MDAR5+2$g8s8VZBd zq|&6K(q>8s(UhW68Wk#GsI-wx2~lcFh>AffN`Bv-^Iq#Y-urj?=bhvJJm+~`_cPPx zeb@0Gyuv)Ff}Pq3oi7SPr@vorR)46XUHCFoDIoVJb(pFIU7(bIug9RuqKLQQyU>L; zt$>njS_xfb(<-QnP47WfJ<167iEf6fiS!bETxV>HAFgrazqK|^ZA!I z%h4uM$=)nSUqChO!eh`SHXVm*iPXayxmx2~)~M~J9GwAOYSURz9lJ0Qy39_Mgi>rO z1zm0zR)Fe?GJ>7MOUWrAQ~F3WIpGGt|mUIcf@BC5o@%C<3(>WyRKTbS8AQow^okW6!!0x<=%0crz5S zQ

    6+NpNXbs{asm5X%cuF&;1b%WY^vs|hf)Xtmb=tk%Un{I;AJSx^2=}>!7d_zaw zp$;OAV0lN6KpjQ-K~G56L7o0LH8gmHfB!1f*`|k}s7NEyBC*s2=ti3+LO0oz4W-*O z6uQ}?M7@o1&@DDS4c#h=y^WzR#UFVOcL~Vt%<_(AK)2cSB6Pb=FF|+Mvj#z3MR~!_ z;jB7PH#^lE>Mn}EUbo>S=uSJ;2kK!{Kj1#2HoSOBHC~blqu5A%yP5^ zy4Oyvh3>QI6KH^4xD6U;(-+YFHhm5~5Rm)bm<`jl{GHH)UdmA+lqE_I9u8CMpohFv zh6+D}9u}#Gl%svnBce#~a7eqLL3ZI*=utbh8yalSIsgsvC`%ju2xWVPj&?#rMcSDS z9VJxc^DmozBQ?yMm7`fdLBqXSj=qCN1myn0z${1CLys$^=^>S4jgj`Oy`*wP8Nu{0 z^)oa|6p2x8@I~|+=n0#?g+_aYF7+QY#->xySW$d=mnzNjPl|H9HL5{R*{L$nID6JF z%o=Z}&LuU$P8}lkv`vShi6ZUHJIvFIx{Sg}qWJQTsz8(NR0=f3rn*qBDE^{cVOeOZ zNGGh3pK$u0XnSaySLmo7^o*VA08O{)O6XaeT0+m+)CzjurmLVCA}z-91zP@A=mnc@ zhh7xr1`mg+`p`?>ELYeGnkmu=sY1;f3cc*ja?}NS#ip*%EStJRdG@T~&}=((Cp5=S zjeuSiH&!dje+oB?mo`c>IX|c4(W5FW{(IwEk|C@@@9B74|S_-YSQ?Ej+ zLaYa|BGMAt*BZQ2OEufq89E|m{`V5dHXKD22QRAAF*&__0HhCU9+ z{j`M3zXh!k6~(UXHk=EswNr0H>qG@!>K^Emfd1c$dJkG}(`smgP47b+ZTbM(Q<1L2l~YA~q0J&a9MVzfGnTWmTEeI8Kwdflw$P@z)6aQ>IT*cw})t#;wR z&^D33{P)lo_N;fH?V_S!7_%b57tuWEOK+B=W6)RLEJypGuSL2}Sa=HBVbg!mH#Q|y z;`1+?&VY8>bSAV*lpI`#HPVAGqW>`KJCSw{sSc^#cIt0Zd%Rh$urjG4yRZSY*QSQh zKASFwz7NR#nHz36ku~<)sd}V-5XIlT+wel@$AH}bgc26^;xA@DDdoSY6U;hb&q|^2 zXFGL>)GuBtLvOw|se?Avg${}IFdJqmbr*ElraPfuJ<3t4JM^1PQK(p?5zKO_`=H-# z>JR^(w0xRNbke5L(7!f437zsNUu%qn{u5;dC(Lrx7fKj+`tvXM5<<#>&Jbzm zkfuOq+NrV7S$1j?R6-Pqtx*ts5xopL+eY{>RvvAf*s763;I+PeZ6Ws@0Y}0-yS%vZCla=}k zs;QKED0K7-bcs?K!NVcl2-Ol5dbA#@Eh_S88+55X>o=&5o%#a0OqAypPJ~iK{u=K? zm)rCKRM(~tp?U$iw;Epg2dKVHKSB*e!GiogHY_#xD!LbHC`yhk@8~b+3On^ZlxnAr zL5)O-Ug1Hgu}z1eCU)U*sHvU$6>1ic`z0LS>vQNzuP_qq6Fmww7wLplx+v)aKL4`m zQmCaz8A{cLT8Y#{p`(V-RW_wUt?k0f(A9RTDb&WMI?y#XT?R#LN`bDm>2l~gk$xn& zSC+0^0=nKyIcf~G73n3A%2BF0)J~*_L+S$EU{iZ2&87}edz(5!9Yp>bEuoI0^kA`Y zjV4ehyYL36vrV0$s7>k6joz$Wy^RLYO*UNtrF(@g)egE@loMOtQE%uLoBBex+J!ek zU2M7$y3M0JEgyw$_hvcj1KlCgV!U2Q1E8)pJqUFZWdtKgIvy_=uT0N zm+A%euu~(UyF~E~-K;F=Zkry0dfJ79p$wabK)pOF2v&_g0rj?N6x7F~LZwDPeQnBt z`q?xZ>Mx34*%dwj-6PUsyk1B1piEI#Fg>JB(7mF3k0wF)*@aV~0X9v82HNxtbiYm0 zp$BYw7JAU8=bEAhi!>rF5~ID)NSii7IW~O;jq)fl7#7_FJrR%_!7N9=LZfXehQ`>1 zTcELa>UZc#J5>lhWz$w@oL%@mG~T0R-RmGU!7FsM8+zKNB50yrco>>wr`AK0mC~!@ z9lBZnKvTTJRBiYhlHH)rRJXv>3~01p7prL9co#NA;n(cB%z5PZYm$ zmJ0vk%CCu1gA-;sx`@>40lD9`LfTAfzBkLIT9R5I(qdt%1GG?-=*>D#;Tv|UJ*h=@ z>IA990figp1kKU!pf{C@-^)=Fg-g6yj?$ofn>s>oi6X%W?&VSqp`~`J6ST~x&d_q3 zu7%#V={o2go34l673q5sZWx7Dc$6F5BH9gFX;XJ-l}IZmaN227wp#0#AXhl*Vi}E~r3R>gMa;ag^ zTAM~d>qI$TVJ7s6mnsOJi4KO=+cX5)Aj*mrx>Q$aqbSd#vCt-wcIL{3!86f`(5IrD zSjtg9XtSumqZ!a=B0WrDQSeN39<;?PbkrC6Tohl!(IlwQo8{WRJuR!0~ln3p$3l~6p?9_ayNEE+UVlXuN5wtfT zcO9+t}ka=a=4y^x%u=FVLT&NN^HT$qV`X%PVxLKS}*%r%pjfy;O!~ z{S6)SQjSV7>$pfGSi?~T=x>|OhyJl={lTmgBK1(1r8TOPIvJ4rJt3qur2e&2$)rx% zR1^A76kp!Wst6^FKmGZayG}Uk66g$3YOolTqYaO;#+jmIkA8;E@(Nw*VhT%$G(9Y= z51nmO1E{1Z;?4SxS*7e*HAt1VsS;GirVF5RY^n^Ewdq2roXEddE$CcPdTjaJ;EQN^ z=sZ!5N6n$~UZG3XgA(mjOQ?cPt)TPm!c?fDooWG95=FcX|K-hJ;1%Wt&qN!Nsw~pZ ze3u=iK^Ka20_7{!2THQ3J9Lpv{h=y0-2qj#sRvX|6yLBwYqW!^i?kRUI^zGi_HYfa z&{1FLVw-M(efCRE#|d!b8hx(}-3QK8<(Am}ntUU0(OaMTY< zu~UPg%k5M*sIEw_E-V}c)w5{~RNpSV6KWuef4|&@_dpFrI$>5(aEoXzbcHv|Q4W-9 zr=~)U?9>xbW1B`pO+*^O8pT>;4%F19*Pv#i`0_3_4Z6}!y#O`;UwS+k#lJNOYGKn{ zsHIKwpjIMHPm9C~mqJ(BshLn~JGB71+M`6hjeMw$C@(l+mZPrFH8$M_MFMh*g{hU$ zwMrFwh0j3Od6XPH6P*HGFN$B;(GsYwO>aT%0t(k~sa4PoB3*|K9c_ZrY}yR9*Q}g` z)Bli44Zet833c#hIeHK3=oLEp6zU{O4tm1Eols|+zJsDR?SgK!X$N#uK<-yuIO|0y z-KLkIn?=RmhOa}n*t51kw~7*DsYviebUoC?OF8-)x=p0_!-kH2gl@M}-#~YGsdUZy z3F>Oo4^TIeMlj2z&Pd|(FPqMU?zE`{)WfE;pu0rDUZ;O-GPL0e*0|eCIZ7baQxtz2 zj`owv5NYSI@H|qzY)XWB+f*LvW7GLiUr{93Ih=KjHTv19vq|-bPXC*i+N3}=|@KQO!GtvJ@4HW5NHgt3ysrzlZ0eZlj z5lw)s=6B9`#a=+ChVDY6}gqsS}hf zN)JYavnoPEMgAJypvUaOhR`sN^0fT*&~TeNLL+Qy4?Ql5ui*;2KqEzwU1Tq37+?tI!OO zii3Fc73c+#7Grrw1<;FjDi3wdPSt^X^|Lhf@ayN zIZ&RcAea%Rra`ksv3tb|*FbaZ)Kk!_c4|H}*QN!~ynx&Y)<_KYiGB&aX4BWu>t3Nt zeFV+7Q{O@hY}yGe^e9 z<6L=*NYg{Qlho(-ta4DHP3J;eMH#VKxxp9Fj?gxdrZdaYz0enS>LzHrof-&zY194C zSE7iwMp@`lHfc4(+s4_dvVsS=rEcHVuV# z+l2$5Jt9qK`Ft%u9x4jR{m&sGZQ!?*y>@B>seLw0guWNWUzD3Q7}~E{@ihvx#$)`j z{h*W{W(`NLlKRo6snAaz6{_$R=zvH)6gqkX`q@s+fqt=5Z$byXRFP)A3?1@Pj^;y$ z?bIyjS39);`pu?AP_Za4n9jZ2tf!&h?OAi7KSX*7VQMM#r&m}UG)E^vM?@My%F%l0 zFHu48a7c@xqju^&=$I(BMoy4Uh^~Z=i!>rF5~J-{qw)GVyV^82|KkBI%(6V z(7#?`>0rg^I_Q)rKR97SM|seHcIp!-VZ!N8z}#YCY7cZqK<+0qq*c(FqWIfzv%ZGT z@+eUoZi7l_mL8_i(eKdNHvIvWwCPW%lqi^R`WCLR2r6x-jzVSZ)IR7OJ9Pjm>rs;K zbp$FW(sb5vRH6!>fCUu)t7D8d@>|MzO2wCVsofNo56JyIhlO83iQcSat#LN9Dv08* z*U?|3&KGF}g^tRQs_0RQ3M)aCM8U!7*X!sz3NNrzNu(-^G$Kr03|(laE`pNmR88n2 zn`%K-0veeftQgK}#)ehxSyf3@Q>w^IZ6H-$RN&Dx&*3iry4+)1{D58wa^-0utpuF)Wa-CZAo2bQ#&Zd zn-x)EL+EmmdMI>sGgMcU96TISGE~n_b%g4R)I+L$5RcvsHL$5C)X=70&=odiK&dwM zh8l@9oi)<6#sH|XD1K!}w?a)s@z?9<2B@iBct6z4F6;zdDN+w>bk!Qeq2@M?fLeI7 zToFpl{YIxYdi+E7R7&h9o2`f7HI^_J9-joW7AX6HQuaD%^C?s zyp*G{(6u6sV3wm<&~>8rK~G3o(Dim|GSt?lDNs9`a-kb+ng*qb;y)W%y4Uqkdr?ws zLq`>%4ql<7SD=ofbT5?yb+Ty`)L9gN8?Nv{C@Rvc<3%}o1G-U^;mw)^-6TqhQFib} zv@VqH6*`&+-7L}wW;t37-D0QaLbrO9qgnHzE;cQIZu4fj)cerw9*tAsd(a(Tp`(RR zS5f@UJ9-@ICen4dm!r?2?lye{-6_&yVX6@7VbfOVE}OPNcYCvPb+6B$o}#4SgjtTN zKp9@4qi>;JqEs){3hFIt;Zb|2k0?DxGlDOoL!rLjEJr(_ej>d(HgvQX>TjpMhVBvR zVN!XTbpp!t3g?T8pnFBSDJe&Xp!>W+NB=+ryuy4H?t=!}v>&?PrthH#MB14(T;W+& z`TR>1-_X%7q_Vu!3awFs)I*}o;Dka)uaSD#PMuBa5t~XugGBMy>k5xi_^3^PLxV+n zb>SLiC>&zbIZ(DuWuc)qm4hA=#WyU_+c*;%Cd!Mw4M!!R;dbgM%a0K0rYyffg;hyC zE>cfOmqR1%R5d8arW(*Fk-oWM;f2r>qU_l6g<4}18;%yme>NN)gvN+;Lg5ajZlG|i zO)a4(ZE6KQWm9WtoG8BG0nOUX8soi`qjsbwh~lr;QFZ8PQBlyt@{aC+CW_|As93WS zp-Cb=Ov+JTXtGEr&~c>(KvTR~j_!hT?bLnH)c>VXL0>|2Ff`4kA<#1-jYx~cQX`@1 zHjRRwwJ95V&ZeQz^P#^m!>o~{!nx3Fo901tM8UKCH{V$5N$6FP zZVDxCZGksc=1Ua4=OcfC})Xe+crloXthap;QsHTBM$kjzjO;bO`!Dq#r+0nJQcjeJF~*C`W}*fk@NC)LGT|{7V#H z-lcvd^|75QL28XCzPwBQN@}g0`Wss3QI?kf7y3jL2~OD1(GF<6ol0Ph4K|$tZM5l3 zXp=|TTH_S6J{4&?YdE@?)Mk%zl&S`OW>a-&i%2~bx>P;rb31h&RA{H_LtE`sd1#xR zY6yK{rz%3*ZK?!)X&2UnzVc|C-bM=awMaMR%8r^rJG@zrYCzxEsVkvxZE6nfv*!K)J*7aj|xRIpntqV zM^m5^cIrjwq(~!}x8pjh0YMgzbQL(uhGz% zUdqt|=qyqEMLBu_Dq*JUZcuoBn{30&*irmDZI@ zRp;|BZw9=gP)M5vZ##lFi=Bx%-KX4Upmjw+D4RHPBia+Czs@hDk^)uGF5ssW{l)I*_5 z)q*Y$Xw-qA2TD=lZZ@o|RQ$@0&LdS%q@FMpf$H1T2x?$c6R4p`BPdMO8fnlKUdmB@ zDAi7Ngc^zBS8k!gWT>&1a?~DbVpC_RsYekNc7U4M6osx7X=m=`Qnx_OZR!HG5NWY6 z)e~xIQwG$^re4rhHuZ*Di?kTC+Us7!psPjklsp@=Ac zFGmkT*LsDHvZ3p28VX%+7iK|i19E@Lutry{v5_C_c1k4&Cm~%!>IQF?OAUt7M0yEf zYC6g=U5HERhJ73tNnhNC>_Mmv=c-6Yb8 zF!dpnZWlfa-E5}{pj+%&bD&%8)KaL6M_IbpD(E(wRztUobW@ghsZXFgY}x>IwP_>N zO_Ur=r!ZS^k|&c*a2mT;%~#z zI;fW@{v+z>O{ljh67;aVqajcqk=|-ZUqXFF8D8oGsGlguqkT|+kw#FM8$1&|4&7tZ z2`E#fhe^#)>iimf{^g|{og{Uiohm_UfK6vZ18ph^-EUKA=mDF`Ko8n<4wNO*&fF_c z_o@Ls@8YEH=vm7;t9u>vca8wf-Y^Ul&Lu_gYWqXvbHLiq) z+SCGiOcY{KggxF|Ci!M$8+JwE^=L^^?1XpIh}9vA5ZDiGZQjr3@PC>_f2 z3LSNXMtP}1rEZ3v5NQOn9Cd?6i}b=nY6Fe2Q+GmRMVcO_GNC7Jx)*xNrXJ8ZoBBiJ zZR!b45bX$V${Izw@CkgFO@^NL=(z6n3^YTe zleEa_K=}6>K`+?!7WAS>)5Fwk=p|8X`B>o$Xr^8GI`pzlOQBb6S^&+mX(5y+ihaLE zm)4cXL$ke~OP2WSW+w>(g-=?pj z1s)}9jcw4vfZQLEY?vat0D40yJsi>zXpu+{L#axgfEL?y5_(glhe@?is>H>7{^g|{ z{Yxs}PMuBaEs?$#6h>6Ik$i1aXp zjv7NB+SC*(5b0r3*(!`cABl7V<%n*AKDMbNw8on?PN^%PwIcOU=;&@}olRY!Pi(pk zT5r?s&<30CfHsQa_sZ3VH$$6jx&`{wrdy%SB3*}jxx#y(&qOnV5m26H4TZLd^l(Un zpwGS3e5JCXLXl2Ltq_fdwu*EDZ4f;TZ4>DPDiq~HUx;)9?GVj?wu^KE6^UMkz7%B# zC(r>=I`ow&ey?KDBhc3(osc>%S`6*5>2>HEkseNqj0r*s(bdqmB25ozF0|85|;S!_vC)XV6|R<>&)wpQwHCFsVePE`Yul6~-t@^gOg* zv-B`2M~9#vL>d7lE43T?(WX7nPnxwOHp``ELI;%6h_LW4=x2{oH0ucTizqnYe+U}m zXbW`Erq7{6qWHaB>JR9!O$VW0MS7T7sam5{GM|6hR0b**>0weWl)3==-Ag$t3H@QG zlAu3rssbIcsVelBP354YHkF5t*^~$!x2Xd3w@BCF$`M_;7W9voa#R*NVbi(LNt@1t z{uLz$Bbe1*vrh5-Iwgv);ixvL|3sQjDqX27poEF1KmT$&hm;DPVN)aMOp!)}sn*b0 zHno9D*whp{TNMAX>8cGcf=YTRM^{6oM7j=ZWGK}ZDs59csEjBQJRGJPL+6MzBBYK` zS(`dR z_;)#5saDVhqDXK;%25NTvPeB44TUbW=|Lz-lo~6{3BHJ42wf!72nrpIgsOOjj_!x5 zdZ}?L9067HQjW5r>UQdJsD?-nvqr88pMfs6DHlriXogZRKs7~~!3l+qGN4OD8WGYg zsFp|%LwPD(0M)i>F?6X%^Oc$p)e)(OLPsm0%k0!5D8)`KfiCwbU$fqY>Wbp;(9w%f zJ&~rfhNJhP`l9%i9W8_!*t1qb4MlpG!WCNM3+M`)wnM2lt%n-f^d;2Trca$t3(>XtU{#@LajyW z3F!oMwJ82wcBv1bHg@U=bd5+4Q@BI3&aTPlU!wSx9ql4@t(_`G>N;?7 zO{5-X9oMW@(CuEKqq@)?BAui~#s;B;Xh*24O`V`_HnoPj+tdcS)23^o9s#-OtWjFa z-v-@f(;d*=Hg$!1+H@zBVN(?9Wz&sNZ<}s{`iQhM%O`6245)8F?iWZ%wV-}pp-bHk z^|uRqLHDRI{{2eQtj8moSBSH5^qY zwOFJRC{L+m=uMkyLQ6#Pd%0A3DBqjq=mO|1n<_#}?OD~JWuo}&ov#fKalHe>3R)*p zPnfzB`ou2m46PT%*Vv$0ji3#pjNpVqM_c%@+33x3)PvL}o9==>6~*u6QXQbpcB%{X znW(^9BNN(UQ%~q~n=+t6Z&qQ@9PI{e^-_-Rg|^vrAM}M?*d5v~ieK3kMxif7I^p&1 z&>EwmuS9x3Aw3LzZKuXUJG@kp3Lk{Nu_+7s)+=E>0Rg-QT#=@HQs~{ii*7DpMwtBsoBtBk$Tc1PX_6P z=vwGko7O?Uc~m-xMb|*Z0l6Lu9eoY`Zqp9v51YP){qN5_RRDpucVU1^UM;bg9pw6J9Dwg$JOMHvJ6!D^d?@xKuH8%A;fz{s#Rg z(!-=2{R<^bI{o>VJK>8Ir4noL`Iji3a+Cm_X{RbcXW4WOTrAc&UgA>ytWPq!VVf7j=Xx+SC@RWK%on0*}&F z*a506(qhbV)B?KDPIZEkL|ua(Qkg2e2fE0nOsI-i=u+21RYe(I;Q*+bSD39?{h{ij ztXRs?NT`NQqo9jD%28nslx)+ZP)(bLK$nO#owwl%pM+}Jsi9D9n;wHM^$N#n!?92u zkw!4f(In_Hk8+io2&LFG8M<7g9tvIRS*Wf}&qMV@Nx=wGGc@ZIKiKuXRG#P+QVndH z1vM0DI)yIvDs+V?{#|x72uc-cdYD=PHL~dqsIg7&LQQO13^ldsO{keoOQ0)l%7>bZ zbRCwTuNU<`)Iy{aC|~pi)Y7KyP%DpCDD@q5l}%fr)*_8ymP-{uSKG7~YU33aXx1+1 z8j*S^bo2)lu~WODYwgsZ&~-K)fUXy51hY11jlZC_HkGQ)=U-l-OZ`OZ20L{eO0(&2 zsJ%`9Kpkv40d@4KP|KgqhMh!t!3p2 z3cP9OKQ4`yG>U>ciNN+^$@9t!eTAo8oEmqe;bZ!LU-G# ztD&AYwSh83MX|Tx3Y$T_L^@%O<65Hw)Z3IB_mQxwXy3nS3IB8^CkJQZx35WNMu&!f`1^3BkIfS%F`sYFppa^X&%2)9u$r9C=bfA3m>BJA)ER`58HGP^oUKF&>)-cg&y@NS@(Jn8Y~J9 z`1|rxj(S2vM0yD!WkcB_Jq)F&a0)ckrqR%2HjROXd6cTcNzibSMlh>|Xc{!are~nX zMd}GtFGC}}S*~y-lw+r6L8C-^n8JwGSO`5~(*kI;O|zjfHqC*?+Vm>)q$oL<&Km8t zMlSS}C=#P|Q9d-zOF5bhjTe>nQvIL_cHvU!X_2P0hAVsznkb6Dc}K56lSGNJSzWbZ z7BtzLl_6RJO|j`MC|9Hrtl?6hKvQj64NVhidYIY>J!8`*Xu2qV6J%rn6yIFf{rb^s-mz zXe;!JSLkRjG|Mjh9m=!m4`{YMYdbVYq!DbGtqn_G$|qnpm4)Wo^bdveY&rqGX46UN zb({W$=G$}%S|HNSET5z06WMT~O%AoULaIQ8J)w_m%78w$sTZ_Hq#g=4sIVWj)~5c@I-Bl+J`t&h z!a@}eg4WwK7}{Xd0BEC41EEbe-4A_g(*w|Ek9KIoN1)Ga%7(VsGz9uw6#p)}!fsHZ zNGH6FBF!2NZ58SLgftA=CdvyQhKiNy2z?w8t4a)l0_duKic#$^ix3Y zmoSAc^(b_}OQovtL+EEwN^nBT(WlTaUaEys1<*mw%8#WS-2oj6=>80kPM*ytVBRd3 z+C=JC6&{bJ+6P}m=Rm(H74c{rR4hu5QCFo7Lcfc2!o4y?e?ouQ^cVD}O}|1%MCze1 zQ-!CXzr2*AKcJ(c_=b*lL&xmY5$L#`DuVvDX&>~DU3eHeA@Y|$3Z1m+81%1A$DvcA ztl%Z^HgfbfD%Rl>Fp*B6Tv1ghVe;uuz{bT>juN3WY&su0Q#3B<2@8{Xv2%4k|Hg}tUOU2sFX+#hg26TEsEdEr7A#WMDv3lQu!)u2AyM5Q>d&>S3>1H zTA{)g(784>fzA^Z#MaoL)b&t#o7zH&B0bFVg-WGC6+}9Lc8EGc=iAf?swmRVq>7Zf z8mc7H33Ncz9lF4#JE6)R6)V*Zx=^IWD0FlilqAv#bX=*P&_yDhq(#ODk`NsLRk5iT zRMnItZJK;z~IJs~xQE>%hoLn)f|G*m~F97{Qx3SDN?6evZchbe5K!kN(JqSRQSqnDw& zHqCw`n%iz@v!Pm<45$RzlU8z-2Q;)ieRzS@}dYF`>_n|B8)JmwiD85F93MWG?L|MTJh1sGlP)nOO zL9IN>QECHpl}L+GI8L+{YAu=(oIrV^Z=tJg`UYxa(=O;5n|4DH(frt~e9ig+x>lqU z)+iAD3|%M63r?U7qVJ*Wy_BOLp|&EOkSbK_H>jOW#n26+_}g%)@1QhML2M022ch<& z_`MwMhdPLK!WuiY#u2EaC_h$MBsu_f66s-5j!r_IMez+C?S!Is>L2JvkshY-fM)#% z-6YZpR4giU8J~aIR06u$rn8}2MCzgNxC+mOZuL@*&Vss#bdnaC5QGw<6`|V#awkw} z6;^|8x2Y<0hfNniU2VD$>Sj|C)ZM0wpgTocj13dDVKUUiOC^aaLwAYvFsWqG<TA>0P(QD*y;9Ag z{v!2Im@aAu-6PUsAzcS$iqsQQ2k2grdZ4Zc>Q0hi#phyo>=;#*c zevwX~Or`FG9tg<&vI^-;=s~4Yf`>zD3}uP3VwA1IhoFaSx(|BTrUB3+BK0sUM}?0- zgKQcEJ!;dV&|r~zC>*E45zr8iaz&$|Y>^%&{-L1;i3(} zbY>N5jj7NGQBjNzh+cpm7wLplv1kr7(n~pd3CaoR>EK!Zi`dhpm0Avs66pj=6s?4w z@KTPJK%?!{+t3(Ma?nFziVD|5V?{cFQbnIaPl}RaDMueePua8v8t2V&sddnJn?8Xi zi1aXPw9pz`pr=JTfg+->p^2jQu?^EjJE2LUt})6G?Sm%U^gT4iru|T^N0}^7eaZW z4Y5?AQq`f^q8%|R5?v0>5$S|09}ry$y(%gWPSPS1ga1s3wt?o_bPY7mrU>+!N2N9E zYUuTVCML&brHIm?`J&VqMMO743qtXo)EHt(>?)g^xk`Hf2L^iS#gqg-Q*FmWp%&>3bS|0$OI%16tkf&e`=ZnsMMQI<4@50IdJXzeR60hPO1%UXh;+iNEYV8nBb!!1AB!?# zh1p6ih1Q7FLt&0+4YbxvIm(CDiN*yFlgd@sB3=QjNZ6$Ui9 zbgVE@Ym}yNt4Jf#B9oIuC7^90oj}Q=^3WF^MMM>$?IN9!YA>n|eQ8q-=qr&PCe>A` zTF}>`^x!0LjQT)_ZR!jC>J=twjjqsdO2xikQ&L3tLB%4SFsp?q3;Nxr2cSPhk>Fuc?Ui~I z`csr0qa4u~=!i!%M5CdFfli2GFDf@x^geV_q*s>~$!#tA2>MslHdg3f)ThuXn>IoJi6XI7 zXBDo85~iH~{42Ldj50)9p)*9WH=jFPv==&4G$@vGv>Q50lo_KOrM`noh{nWdoaiug zwn!)JqrX;0e}zhVr0;3;2vkZmJyz&`0RDwa+jI&lBZ_@1b60DPbL;Z?mq;h9Q6M@W zD(lf&Q6f}Mv^h8-RVbS702j^ z=vwG}o34W@+SDAXWK&D%0-LUaDvLCow{cu++yGrD(g}1@bSso(Qxv*Lq=(ZYQ-e@K zv@29a6uWYann6_qawnupXjWgSny6fG0ws#>gR0wfFI2;(fzZV^-47+(^dMBzqe@z1 z0Cb5+i?Lxf(W6i;QBrJqM>$Y!kxodZD)kg}si=M|UpyqO@-=!4OPt%t7isIO9mP-~mELRZ_g4QeCm8uYM+ zD=dJnvFT$dVi&H3t`%j*3I}S#1JHFMjbPRw(Ra}GBAr0lqJvOdkA{o>g4)@16uLna zU&Ez-g3?4fVOEX`k3;Q6I)TQB66*2!mq^zM>1R?My~1%y{R?#xsfU!KvJ`f<=^Q93 z(!-=Cs_4GIW!jstKiw;#YR5Q*3y%NGHsiu2~I9-6F~jPM{g0me8#p%@j3< zx`=c_Do@l2y3I>DY60CYihsWx{m6!Q*oAFLbroqbX3f>CYoKl-oj{93J)rJ3b%pK} z>0wg&N@YMjL^^?1i!!0RM9YJdkOn|^i}Wy5pj0;0)24@@44bl`ULLJg;ZUfzNGHtN zAQ}htv1tO-*QPO0KaqB(aI*??p#CC_2x&5Ok4;mcOpgjxI0?E}6kp!ac<4S+{LMS+ z4Gj?O2zpp!mkQs42HG?ay5FV+&;vFtgdP-akIgF5tl3bONGGguK=dK>kWC*z4~zB( z4~MDGp+`JAq{1!GAdyCpa`Ywis7NPJu~OeagGD-lj);DMhKP!SlaMw-*>>tjXs9>K z74C!{6UDzNj$VU?iFCrOlUn0vXt+oxX_0AxBt(xvBW(H|dfcNDD*Ou?Y13~|j!nhT zsDRvb)^LUYKu>t7(wcP?8ZC-ld77iS&=?ga1`ktMNvU({^ZA!ZCs2~89Q33})1hS1 zNeZ75>EV#dlNu+|!%%IdDnsLKx)7Qmif`yrWuT`;)q?~>l&G1r=Izlhl)Cqdgrq0kyHnoLjiZp`dyJ(Hup_fJJvE?0g zgIcoSsXz3pO}(MHBK1(%SB3XM^So51 zs1Nj-M*~H@px3=ZN14!kk$RZrXfU)uq!TDhg(IMaUdqv9&>JG1kQ$`a1Za_$ax@HD zEGic~9HvS_Z;FP;C`W}aLQ8CV3Cg$WdFU;hWYgL#G?XW2c`bIQ2c$m}%rGDUTd@Is-5ZWv{2JIASL`bzM+$GY( zP@z%{q3=Wm!3nfobTPEsD|A!~+T#^EN`Z<*8W9$@g7(^U1+>qm#?bd7ji7LcHjF^~ zZMqKnL8OOC?NTZV{V0mR4Mz>2pG5KHiI3~MioYnAx)%CPbRd|{8i%yTV5r!pA<*w4^@OPb&>wc{Vdzhr z9)XUC;%}o^Yh*xwiFCrOCflk_~r=Wj5Dy_n?(5Zl24~6AKv!VZNngb=|p8ovHT_;STI@_N05>(QjH5V#n(>$oONH2j66ZJOUg38#m6go$w zhe=gZ>LaMEO&>$$Y+3`IYtwtsd7}7+Nt(3;DlgJ>)^M~QN)+h?s;1NzPz5iQEcygG zU!;dgIob(T^a>qqgDQE2wN~R)))N>U1Za5 zP!*eghN_CxLt&~4k3rSER8!GmsJbZrO>vYD)d*->cJMHTj;8Zx<;8a40aD4L7O_-o z%{r$cpMTj@4!T67hndw@sfti7FXgB#RNJO=p-V;WV{3F#VRfjEO&3F#iPF7PEht6Q zHAX#Dcm;I1O^uKp-3lCrYH@%!lQwr2$U+) z!=$oAouEb{oj`*`w?d6=>H;;f={BgTD88X9Yy&m3Q#V0Ziu5pR4A&Z6q2?l;KsllZ zp%$X}Pp_kXP)j>?FVxDW`=G0A8UVExX#{JG(Haj!SBv6nIO+wpv8fMqjYtnuI8KEl zp@^4qlmT5UiocDCN@YRUc_~Ldq3cEJVV0w(ptd%Rg4%hMt65J%H;8mX;dIe-D9xs4 zq4pw84^tDN4tDA}sG}(UdflwvP$!X2D4eM^UW7V}W&|f8&4Z#MJq*oNYB6-9O>aUs z*|Y>o7v;rfxx%-hn?>_uv`Di)f^HG%gf;R-o1k00)N;{!sEe0!v<14&POX7%7ik2u zTxuJ1hfQBVUF}&Lpl&vO3UwFhB`|A+mj3{{Q>5u3eGT=nX$N$dDE_T0$1*U8!@g;PWq$UP4H}k-Aru9lMuH-3{Gm7oJVw0Gmod14TPxg}byyP3V4+ zPFUlB=u+qb(f(M<(dE#CHr0i)JUXPp6zCz5PMB3JY6d;*(GgK|=n=2b(Phvek$Na} z)Czjkrk2oPdsZW8i0F9i$|to(dno&VX?h?D(Ho(mHr)h0CemVQkyz>)XqcT!hlYz{ zZ$6f)1C6j#*F%rn)D9Xc(sjZ$Zh>-ax)mB_7q*3-u&E<7I-uz#+&i3JPVewOXpBvL zp|Ljghn}=46M9Ni+M6{18fVi$XuL>^@ir=H!z^fmH_OpI(9@#C*epkbpoum;3Qe+U zFf`etB&{(7nqt#XDA%KEN@YV+MLOYL$)d5)G@G7;p0Q~ZG~K2rpl59w4Lv8)bk?Y? zHO52Fi&BCUsJ>__G{dH8&IcpAW;x1*UKTZtZP;3~ zWEpv!OXQ&4FGOX))eLL>tbB=8D?J3fqg8LGwg9A=O#5 z3VO{;Ia&_AZqwV)e4E~Z7KqYgYjn}9kD-M&t%2UKX)UzKrghL_QP&}vZ&=wq8& zLTkK2mr8}!+NoyHI-9P9J`t&hH43ywYiPY_ZEyl@5Oshyh;#yN7TpMKwCN^jlUG=% zR6FQXkxnSwF6s(x7U=}qA?g8rCejJCOLRB1#iIkFp3vu__`MvZL4~6I!NU|f>J4qR zsSmVGr0JxNXjU)i3z1HslcEQp?IN9|MV<{LAvzTLQgq0z5u;4#E75U}9)`XS=-Co6 zDjj?g9S7|Y>4aJ3M7hv6UdquJ=v$jcLpw!!n8HLAPKS1RDMwF0--)WlHcVD(5wzQ; zh0q?4Qj~fFDiZ00HR_9&LVImm2JQ0-U1|aJy+|h%HdWy}(0)3!%& zn?8hovZ(+%AkqkCb=Isk(9a^BKMPm<9TsKA zXrSn4=vPrzjE0N;gnkp{#c00h1XL`V>(PJE?_O$=Qh!5#i1K5p<)TuJ`25SJGSCs5 z%0hpM3Sxz8Rd^9}RJ1xq8$=gC$3%LVcj%}VbX=qpXtPrFp})P9qh#nGj|!E#6gnX) z2u>*6E~)~Z6zSoRT0sALh3>b?+R!PHrjy#G!YiQvM6usRpDhx#ffA;k{`~7%pRR$< z5UGb}_A7M*bf%X&Ai5elOQaK0heUm#5;paP&i1HSseVvNk$NaRBDxP6khhsY%eeHjRPKv*{_Qd_ZnGg(bB7 zGf<+Jax@XDV5g=-=Zo|(g{4(E3#w>S9#qMu+0X?x&4DW0^dfYjC^7b;Drt=mp(If` zkKTkXvQw*|DkAl8uOt<2fU0^aM+HzdkxoceQ)&lP-KMQj4R2PmQX8R*Me3ojwrD4m zEYiav?SpEH^e~j7)GyE_0l8m0Aw2-qvQvkk+BO}8F16`}oBo9Aiqu1@sZz(FdLs3NRI)Lje~IERs)bTNlWO3l9Gy+7p-3YrbW|3) z!lrUiszl~<&NGB9VMAe|iB8>>CGStLQRfn3|bTQP-qqdq=1G*AA{cm1!^ZCMI z3fSDvB||Ml+L}~*Rn~!8iqsQQJ*bsU^`Wao>LJxxg^i)s-YiF#LRSam{`@4Bu2dtw znQfHP!y#Qo>KdC`LlK*rLf48kg2Jwv6@ji3bqP+O9-p=)eq~2ZpmqU0 zTi_KYajzSc%7{_l;EQN?QfVTcutuinZm7LTC(uAqZ>WPuS)xp+qev&D28jkhoxGHz zUQlN{bw3pKC|iXCp&LayVb*ZbaOftR9)r?FnocT5sYjrjZ5jmKBGQO3H4?hjo8=0J zL0xPb4BaLg6HKRYoYr^-y4|Mf&>c2Sgu2=^3F>B3F4SEVe}@yb#!%=^kxtk!SF{l7 zVbdJwE}LG3?iR(bJY9uPLp?L-e?;R@e@`rD}$&^t(;;Y( zD1I+j_%-yXD1NWinzauaEXoK@Si?~lXoyHB&|0OALfImnKpRB=K|^gi1wAGzh|O}T zzoB6^{R0iR3r|2JY&r=&?iFsmr>%siJkze34F|rlLL2 z0-HXA7K-#Rsn$yU0=;3=L1>Xk50i>0bpl!}if`y>J@lqm=;$!CM5Gf6+p4g1Q$7Ln zQjQLhddp6gA+=Pbhbe5Y!gHZzHkF5#i}Wz5&Pr8=-u6Lo%MS7T252bE`)_9a5N{80kbPKf3o8?m1L!XFr!mPe3%!Jn4bT72Qrn{kyBJE6J zrV4vNn?xEB(u2^aHa!Gw_GY=lp3rA@>S1V$O^-mI+l3iWp`E%9+G^7PXq!ljaj${8 z@=)jtQT#{LQ6p%(sDAKpnEHfY%U{}s!%2PRQI=*s27N8k2nq*@#zQ+q@i*@%3;IT+ zo-j2H`c{-3+iBJKqtLfjt)WpiZp^*j>=_RoIauwbMT`1BCv_doL5UPDmAMRw2~H zD|EC8YHFvpLe0F?b`@@ft`zBnSvy3BpyoCmhFaLP2Wn~4Zs`Bmy7Q>5$MyZ=(IAzi zL7`|u(mbPRo}cCkl_p6lMMxS6(V%EnisnSKk`RrkG$Di#nrPOb*zfM+e6D-#Yn}b` z+v|Sa$8nz5_4z#U`#yWEeWyqxn6+24EpZXW7;?w07`2CkCoXckI zBXy6TIto?w={Qu)rxQ?hkw&omKAr1I)~FGs_KPl(s_9c2Qnf_k-LO=1Qnf`I!K?!+ z%uT9}NMBA;UZ}1}Uxtn-RTQchrHt}H^+o!G)G?**h8p;EJJisp;!uiDWuZnQjbPR( z&8h)4j#5S?p(Z|+hMJ1@C3+}4tHL}`vuKu4O{lp@pOCts)O}D3pPE7~eQE}^@~Ju0 zTBH$ms!mFbN|W*c)aL(Fsni&{*H3kV?h~axuSw~&{5{b939=q$89fTMRZ6#-r20_1 zXqKfqL+$-prJx7=S&u^S2wMTH`xtvrl`W&wTn3`rN0Vpf5xk!K^Wwbr{+r3fF728QK~Z8hs6I z^Jx$CrBB~N+ePYOjd5DzA83b9=b@b|>(D@!GQ|0U8V&@53tXit=yC&~nU8>NhHfWGr7FZ8`gBba5Wg3w-{3PV5mbR+a* zL<_ZH0q7@@Mlfr!s3^40r`w^QMe0eW%0s`1!W~*+R_IqhRUF#yQwiudpGrc%`&0`0 z!>7{F0nzfrNm+iCj@$@37^RFVK!^NPQ|Pcy&7dQq;iByjJpuhA3UBXb%_;|75b4XLjK)D1MN<=BPEt1L zUq3Yo`p>6lp){{u`u&$JmMk0!UFOp;=<3o_9r5EX>tYL+3K^a8h zC&j2PbcJ6y5X$J&Am~b;hCrD_VU6uN*K{azM7u>Zpe#PU30)=9&Ya6qOQ5ViErqW3 zX*rZlq{Whjo1kla`UJ}E)2C35Xx1K`YY~*wr^Qe%k&eR}mf8Vb>(h29w@3o<))}K)3sp5h^AMkJ1YNU{-N|R(4V)MEWwbj%dTeP{}A|bRAU6r@T;Uzwj2Q zjGxK}l@*2MZPsCyFXtEDN~*kHm<_7n)74N#(XqryIr1qTxiVBqr0Gej0NvrI?uPF4 zQ{|w${8Uw_a+Er&HA+KOMB&{qx*odQPnCi05$QNAZ>joFRZ%#yQ8lQVpQ;X3k7ixa zhUK9eQK3;4sHR9GSi`6_RLiF}P;HUET&L>f#HchWk3w~P>I2mk?M-|;nL5C0Q!hc* z1EtgQ14-473XOV04WdG$^AtAp3kQ)(@o6yB$fu!DW1pUdnk2}sF1dU=sA)tQb*{&u zW>KNhb5L`i`a&&4Iw`ZVsBje2Qly?FO@vzcsnJktpI(95Bq(_xj zhkaTGbr-3J!aUk=9rQ?)GFlAvNYJEky?K>7%k}nDN?)eX=yOuNqFF{8p+{A?J<*d) zeMn(%zwirEef+}J&|^M*06i|!bY|t(^4p=l(JZ6SpeOv)4(Lgrc0y12vK_Y#^tYTUt!=3#8 z%co4xkZ6{rj!-z%Ph}?cte^Ue)N_97JT%Owf1u~1!ctoPZ|DV|&O$Fng_gR44Tp>J zCwjOIqu)urB+^Nfl!MgEeqlyvgh)N4%4x&m(8#FJC_6Mt6kY(MgRC(+nq_n)saO12 zH$Y>eR3)vE9vU0XGCISoSEE9sqNHB)>2_$GNQ-e~OO=PlN2$tMqX;xXq%V^)ssl}o z3XMublYA-zP4)}xLQ{OY8+tt|tf~#mLQ_SW&W1*9plLqc2fZQEmr2!BVOMCnPu-yz zK0N}x=~FN0Em7FeX4Qvg`qTiLPMIs%Ca~TbV7W?!pw8W?9prt+y zgO-Ujf>}*;u5r+EQ8<@TOK62C+=kIZ(0hL21ZZWHYN1&@p;aRFu!hl0=zX7NL90dj zGO0EyTnT;P(<*3}lzp^ts~2wE%Bmq~TdtS!(dK5d0Q zjS4Nb9$F^~NA9A+_n`HnaEC^Vp$#JSu!hkO&_ zqm)r4=r=!A1Nz-h-39$23a_XY9_Qu{i1Z0-4AB}*Nged58FWabFOwRkR4eFklrm}z z9r39N^rtA?hNWske?_U`n$-w8DhlT^x*R&@rAdKS7|6duYXZP*J+E7F%K zG@1gXi)I;(hSEo~jD|uP{K9F_6@K9`D5Fo$LsyD4f(@r?`MFRgQQyQTNva5Cj#4v} znh$01X#sSVDBOmnUWc-ZG@V&S%b~0N!ndJpqOhT*ZilWBg}2wJ4V2xVwFt`L(_$!R zM6=Rd`jfH@$|VZtGMWrsE7Ek%WwZv$?Wd+fdHh)`pzB2a64R4~)uHP};WlhmQRoIy z_(_?Uh^LH#@`}QSMjt@=MB&{qng`t|(kHC3P=!08n|#_0<&S1rYBf~APwjyUMzmP7 zzJdyg)WaG^KS70~)N-YEK{t!^Wl~0`p<5zarPOig)@YW|L8yqIItAS((gR+g+ zPiZRi`!Ao)kSZn$M_!{14?x95;ao;1pb{cYXAPr_%qr;@{z$5nC@gQO|De($eL~?{ zt&y3+G9rBftruMfm5owH*Ffcb$_|zHDF;-+r<_nlpK?K!MDd0f#qZ3q2?b zH*cx(P**?o9Q2SVUj7NFn_qY*^srBNLES}~&bjvKHpW7a`1C5&BclCEjfQ&qGzRJ= z(gUHQ*KlK{a+fPk}`uH>rdQ21^rOg@!J?_(BsIOl*5qd%tZvKFd+#7mQq!FCU zXg2hepXv+s^HX!6r+u0W_4jEW^o&32F=&7&+`Mf#1sW&{@1aozXpl&saIPad@?vPP zNS{E*L|;NfeA)pGjS5dGwFG)LN*Qf{o)c*Vvy8rlhKckEbXJ8wL(lv43-m%X%Tk{} zFZ#3&8t&63=p|9u&l~e*fiDI_Oou@HmC9`Kk1z#`%;18ZSzHqf*z{NZ|xObpe_v zO1+IK>2$q^p-Da+gC-})MsVbeO66jWDL!2bz3x*cXlg`RRG1r@mLPjf%rZL18gKaY z4>VncS}d6=M&XQTRyNJb3B4JmjBbJ65@|YxM)yE7{ZtWXR)UhtTj~mEwoZ~L>ZgBJRf2YSaZEC9VLitn&Aw8*D2 z&|;s;LQ8xq4=wen0<_GhiqLXVxQ(28H;O_le7Y5SFDkTDb!eqXpYW9PsIVur%BM%6 z_oG5fRfATG!iGk-Lmwo_{wb53wVoGXjVSybWvTPfhbq)_Po|nt_>m~QqL#`JeJqO4 z)dyND(w8aBt0NDFK8a=-HGw|$sVTHBnw4LLk3j2v>H%#KX#{InY7Df|PxXQ}`Kec- z%|1#vqoVpKLh&0r#GQ3QK6+KKwJIPThKO9xOq!G4}Iwuj)%7UG!EL~ z(v@1#(O@wxf!fhDMgue0%mq1^O!nrIp4En~O^%}G%DlDcA7eU{O z)Wh;dpFrRF^eObcPwSw)J}rZO@M$^pqfaZKpF~=W4NGbHEzmwuxOtY>mm-QE2DOB9Z5^dYIgMB&Ir`=O(LVMYp%iNf-hI#24jC_H7O9nc9; z#>CFa4U0o3{aKlrb;>W?M(VUEUgIG2w_kVxI^$C&W}OvjXEv;=>&*?F^C=H>J}RuK zR9fhtC}orjy5Q5b&_$7^vxcSag8ubW*Fpb@!V6%jE1)#vFa7?@-mzrimC$9P@NQUY zEf;mUC|;u=skA;7g3|d^7)tNc%}|Dj>goh7|S;l)rB&O^yMVAgRb=H0VtDC zouJGFw7 z6jVs01F=R2r6xj!qmi`JMA-R9F=sHjh?q1#33 zVU2Do{2D4I(s7cs9x5&hw_&MCP>E=k(Hf{^luu;RQM~+C zsIn+t{%5F)pZXHI+ox^NJwEM#s`|6`K-EOLA0B0IJ>>&Xb)ODGHALZ}EVT}*8O<`< z2h|ek6K3_*tjq4_LJfRM4>j~D z9hBnFx(aIKr_Qlq<0v&i8)hQaM5M)7-Y6&3G%6gTR2rz6NM9ypR0wJ=3Kum@sY9&M zB1#z*Ce>0D?r^wLS)f)TjbN5hDX6tbJxQtvweeG>p?m$*9ngJ#>K5pJpNc?jeYy>5 z7tu(as|3_u6mH%q2lRlSDhYKEg`2lj0jQ%$_rq-%Rf9T3G)8OO19cYZ%cRDMT0&iX zN`W5qsSVUsq!G!&zR*K{sxH*cr+cA?{ldqf?mqQ~9`UIU)WfIFP*0y8gnEf|Kb&il zE@}w$s3_c_Q7fo-RA|%_>f;vpnf79 zhufH{+n5AB?bAf4zfY5)XGGz8t?)T$fKSgt14ZFwvs8O%kWUXlgGKr>%g@mAGoc|q z&4q^gG#h$W6kY%;tPefsrxrlNMEWvo%+eampyz#B4!z*hd(ewMt%Qb)!t=6OuR$+~ z!fhDMhhB~f=V`;G&ZiVgrisFBSn5OQjVQHTYkUh$7wOAvXmk#m;nN}LO;LCc zSE+Co^j4HI`Wu=l(g{8T1VZ;LdY4cBVJ{Ln(53PA6O!p&Ri4`#jVrwWr=Bno$EsSMC!QMf3hT+k9f zb)H#E{nWLjmicrAv|JP)`BrF!Pq#qtiL@9OwLZMirp7qVSi4(f7>y zM5M)%h4n~%>d$Hlt@BfLp!K3~8#e0zvo`pJ%}H(aQwK?H@>2~+Z5FLfTms8)*KL%6 zJ`;s=8P$e97iqC%>VD`8QFz%bRS4SR7uJQgio!$Ltu>lK+eGSNmeEttmp*lewu{1s zdsKKIv?EFx^@Dc$^fa`~r~c4xkrrb^D;x%W<G)3m=B|iu7d)_i2rp&<{S%gMRdBF7%U6^Pzn{y$$^=3fF6E zya@dw3P(1Y0{!Y2E`av?sh6PNe0mxBJ)-@(jfv17K23rSh_o1YXsKn;L7$dFhax(l zS&N~=BK1&cv;{gM3h#!|Gti$A9Z_Ld=&xv&(Q@dhpXvr36KMo%Sn5aUxKG=m6F%*L zPKwk+;W2IaD|AW}?$BrnbXpW{!{`g>Z=be8XGCFnOZ@5gZ}a9 zOXz|qyx6C7ji^)g z^~6`wq!eO}oTAhXQ|W3bmrvQCYkkTN<&I{h(;XIu@`zI3sMn1$Lf84Jo1yEYR7MqE z3Ehw&+nIA2m4@<)G$KhApnM{I8Oox<2GEU~6>h^QD|Ay-Xmk&h-!Dvo3izq&P(eS{ z2r3k%vT4JrP+^g#v%FDT=w_eVLAOM+EY%pg)u)cQK1KsIUf9NieMzFjUj)5xssR2+G zp9VsA`-Nkndqm-<(q`3ys`{znP&HBFp!~NyUeB*1mxQW|)RUx1Pz_OdMJ?46swoQ3 z%jjvSmMGkY(P*f)NS`pPaGFbhQszN*qFF{gpt@0^(I}{%C@gO@8LIE6UV$2j;x*oZ z8b(w^8@>&th%|!bjoybE`Kg6a<0w^3h3`R4d|C-L6@_zIY6{d$r0J|-v;k@^3g~a!M_LT8q@f8b*7dHX=<=(hlfeKlLqipHF+C`+fQmYAXu2 zVQZ{`+WGV$)Ls;CxEXpNN>$R4*Fhbkl+kvmqe#;^ve6-^Q$&?jcmV3`(?O_9D5 zdir#hR4>14;L~-`K#`sWH(yr|r3^Gk6y9E=zj>5{eL4dT z@e9jSI8+pV%$sP|dQ#7dG=epZs*!pwDl{q!4fClK^t?}{p%mq#ubxCvSPs&JWYLqg12Aby6Am|Oha1=D%PYr}-_^Hv* zn?4PN-ty@MXr@RzbFOYW*A!@$Pp?C>qe4r)0?qMh3^Z4yFEgu$X3dA@`ScDn-={^; z0-vTqZ;QgC?5$aSpoJn$XAPqj&^vzWap+x9heS^@H4Iwh({s>bf7S=k5>dDfTVp!3 zR8%;1R$nc@g1;)4iNfKuii z`>Cr)ec@A9Xp2wTpshY#18oz9hhl4d!x~@u^dq!gq%U*iVLEai3U@@aj50$z{Zu|^ zSCksA!VJ)EQP|Mv7;Ahb(g@ZtDoN^VKXr!GH-4%tsXZd~P&iU++yQ+n3P(1&4*D)C zG%5vsFADF5Q6^}wUwA$AgI`!0`cc#&u~>4$!JO+Skw!pcw0sj%`$XYfMt4F#`*aud zi(l9j`c)Ke!wU04`+d3r`b`x6`m)s5EdRSG-mo&MKSbdvTdE9nKolRjDs<4NYS1B{ zszZlG;auZ%hu1g8ck^l2kvq`0ycQlt~n?@hp_tr(sYQQNP4VlWQF3=C2Zk+nA@@m_;h9NYhCfZGf)!X%m!9 z6pp-5h0CC8MB$+rwS}@rg+?2p93o9;4Wr+ooT4tN=Q5hgxpIl(HCB?k)-T)%<@RY8 zl*gy9pzD0v4PEck_s|U@?aa9r>!MCTd83rkZ%{s;{(x>2h1bSX6QG+!`h;1_H7k2f ze*fiDE~tP{*Fpt-$_*6~h393n4zNaHKb4u(%|2y;ZV{=68=+f8;SP;XF{_B5 zDnRNsKXsZ^QJ>C0w~N9Z+N>)nEap=tsJJLBzedaFhe|}VjQ(a;Ns&fyWTRrFN=1ch zRd^FrTBI+NGAav|5lu~eIZ1PwRaO+9m!%Ft<@~~O6qXl-zZ@*JnN$Uz)a{ zpXx$YBif=3n?colY7SKwh2^E z6RPV|EvTMPwW0bx)qxs_!n?6u7nK8QC<;e5Y6qo=bO{{U=pm?)pK1#=_ETMGEYwUCe)KF=25KJ7GU^7k@C%1QE&bHPP%EFhL#=&!1ZpD+@4T(i0=ice zANfh>KA)a~?)Rx5)Yhk`p?0EKsjsN5@hN{fv=`|UZhnt$ehjGxqC%tRpbkF00CkLL zuL_@sI*HW7ETiR6XHi(g=vAnTpPCLm=+m1}SD$7=4@I-~X~S2bZc)l;5%jP~i?O`X z`%rg3wG4X1rx{QWk$NcHuQfi0dPXUuccEUQu!hlU=uuI)L!+@!Z@+K})JGJru?2d} zpY;LsxS!ev^^Im7(76^vPl&V_M>hHqdNL|B`T}~&r!S#?e&KfLX`gmL{e9XAJ>%0Z zXn;?z<3QyVSCun$7XmkO3$*0rM%OahW+pyF{XoOE`YVrFozwivH zQBmrwmcN?RXpu%R%jibvm8j6@B!y%AR6bH;{nQCkuljTxdQBAGs0-TgH)xzl)7jAI zHfD_%h2@Q|hbD-^9U5hYCW`hYM%1Y~HSzzZNm{Qt93DGxNoryHQx zMVg+RRUew_Q#ojwPvxOEe5wRZ_o*T@BcgP=-n!76KGlQX5~V(rsg^pxMa>k2J2ct~ z%}S8n4@Wj?LE&tlT0(O~`ZB4E+OP*SH%b{bgXa0v6q@fB_JS59$o`T^&dLV8t&~PU zS+qt!XrWKfK<}t9^*u~Y<%Qn$Qv;zzB8^~HHq9CdE%xaZXo*i_p`{73zb+`uslwdQ zGNm*kNfV*vK23sFsBnLxCz;yEQ+`jWa8Wj^H>s7Pa4w@E&?(KimeVJK#wERqH zbyR3H3i?14)-W0Xt?^T%p$|og3H;yvQfD=XJ`%-i%z-`@g*&ualcBXfO@TfUh1;;y zVCYkkK4Fc#I`R@|T~uf^0a`B#8yd}mHuy9f+UU<(25l0BA3ZDV3~lyP??Io5!nrIp z2>Luq<=45ELSKmVWsYq03ADwhbS!?tAFQ2Z4eiMc3wbVume~)Gv9f1Du3$sypz)u|` zbm(-)L4%tx+BNFG?9TgVId8^!qP6 zDgVK!CUludizVp+=yE?*A4=<|IzZ|CR0AlzpK1+d5QRIet8-O_u80baT0t43LZkN3 zl_H&#a~VAZW%B6}D6>DS1(e078qiff)q=8$G@UgX>Rc~DSBt`iMqQz7qVQ0R+CkU& zg(INseqnbgho2e^<@8ezL%BrZ6}2_$Lf86*uRytd>J8=bsSk9WPme>_i{drvK{xoR zzEEDD`a$_3YNCfS3cAs!kx*wjh(Ojs2C@gPO8!9L&m6%Sdh1SRi z6%y&oN%{mT?9->v&7!bI8x_uhZt>|Y=vI-YGs{xnLPdP~9=c5wHnh|RsAx2+t=4!G zx?Q9%Gt1~NsF*1Hq!_&n757uep%OlwfJ%zOhE}*9D&?p4L8X2A87kw`eyFS{++hbD z`75ZLNYgp8(Pee`{g+RdLlt~V2UQe>r)-5YnN>*?ukj^xhbY{ImndF7 zJ!@3sqLx zD7+iC#&>L(BB~UnDnpI@)HbNGC_Yy$W;OAtCe+lYqEIuRZikxtR03+@Q*o%JPo<$& zB3%L()k6=Z3DjB??$9U))W%P>fbJFP%M|uj;q%aaJ`IQN_vvM*txuz%c0Toj+WYh< z^ng!&pbkDg4t4aYFVxAWC!o$gJqdLY>3+DVzPhN_pa*>#2Xz&N=Vhs;&_mHIqZgrW zK8=7L_6wUs-9_<+6QM_Z8V~glX*%cXr*o}^dPXUuNl-68wE%k5r$tb2k$RXlK(jVO zeSG>1dMqlm)F;s6ergBQ*Qf2!6Mo^l(37I@<1j=Uz5qQX(sY(L+5`2AW*L1BJ?+yL zsJ~zME%c0^+6E2qQ+uI-B28z*VOstWG$=|LeFqKp>3e91Uw9B2DhiL%3crM&6@@oy zxYqa>dQPM-v!T%iXqZp`LC^bid0l@0<+m;)Lo(kB#-)2u4ccu`p1=wCLR5EU9_B{fkLmN&W)n&i*A8=CB= z3P4jt@fvBN*F_q^@{_cDb7-nht)OW>wSe9bg^RMnYoO_(a8XA0Kr{TpHqe_s)r8*i z3(G+>{Zut*mQOXH*&;2*ZA{f|JPgh8=@DqIs72}YvNMB~wEUhsI zTISPSXt^kCXsN-_3Q>4oM!li;{M0aLr9bO!Xq8V3q4)j5;m~S7H39m-r%BKnk#^=b z=IJ&*fIf^;M(;o$`KdL~$3A@wt@UXw^odWOK%a`jQ?@lqL+gAh1FiR|EVRL&^(nMb z6y6P+H6Gd|(kEQhLS57rXmgY@ng@O6(|qW2QMh?aeFS~s&)NoU5ry~AQZGVVqts$; z_&Kyqq%X6)(O=M)erh|k-B0}q?GUMl!sVKE7TOsV8ts5~`Lq?xI?2KpkI9Y3HsHam6cihMd8S6wP6P6H&Hm3(FF>B z7il`@GRjBlk7$LRJbqA^jb7<5DwZ+IhX{3+66 z%vzs_rxb$z5{26^N(UW{3XSqY$0FLS!W*FDB7K=zMwOuxK2?EE`cxh|C7P9b4{yV?#?dfX@1<63{t6RTVn#Q#I%xpQ=L_BHFHV)rT(n)DZet zv^MoNEL9l#PZVz6s1%fDa^m-2G2H`Q=2J=Na#6S_D@=jX`l&KdI+1Rb>$TLqPOt9}LZd;@H6l%C4Wr>uc0ctDl*3QG1m*N;6qHM( z5zN}B<==v?jZ#Jvq1--Ag7Ww@8M@A=vC#FRc#SF04I)iv!~NQDA(S^t8O?_BiNd2i zpwv^)jZvY|JJ3y{aPvkZp!_0@U=5=Wp#q|?ywMz}pg(IdR7j*RQ+PxhZh#8=v=O@5 zr_InUqOgV)&Vp|BQ=dacMB!YPS`OXj(+a4lC_I#7TK-+=c9D8Gm(gyhn4ek%6^~|F zY7JDvr;nhLqHu?n`T{B?3Xjrg3{={uSD-SYu>2{VYZp{Dnq{;JDi;+RjfBeksn4Ja z{;aQ{iX!dI9a`bfP$i%CL3j9td!Rd`)LEVDC+IGbMlj3hBvd&nH2MarA_^~?(M;%W zzwmeH9-sbzs*1vUctIO}09A`pM#rG)qJ4=kv%JyUPz{k5OVT;0reAmhs^zCHLbXNV z-LP3-Lv{Sr1*on_U#?SiT4K{QDOv0D8?gURrP5ha^+l-bPaT$Qek;Z6@l&-g$<2LLv2Ng z;r!Q^rsdQcw?OSgVGX1DQ2VIR=uYSXkw#FMM}^Iy4kCRyN$sJIeySzZNfg$w!n#mr zzpx|J#i!2DgFbbDx{BiE8$b{FsWwozD3w=7ZVf#grHnd3-ThQ6=n+wPl=)Ry66zsJ zd~oS`8QlQ&6ord2stxrLX?il%A9_@zTTN0=sJEYb2I}L}0O&E1rc+orv1`gG=y9J$ zLw%#dB1%0CJt0yLg+^1LCw-a*J>}EuP(M+)C@ZW3J?*F7fcpD1271P)vCsffc%zEx zTrHr1qHyy@J)l7%Eyj_J=0by`Sw>T#A%1EOG}NEf3wl-*o|hF4fu0kEAJ|e_z8y3y znq@Q_dS0X+mN!}oy&wwjVL27{gI*McHH=0=!$s<$&}cpMQZ&nG8T7I!+@aAtXoO$5 z0UGJk`_L$#RzstG`T%;xr!~+RpFV`fiozXM(nT$YUKQy$+=kH(=(VWOXcII}6n=<| zCPCx<)JkZAPphDbBK5FFWo`H!G|8u*pvfYAnN(G!4nR{x;ao=Bq1U5SO{M;Tri#M5 zVYCjKCQ=Wxj4o@yZ@@%hd7~dmP4`nLp&34%gWeQ{TN?8k+0Rx|~__d`bt+_bENJz^4q*+YvR?ZCnK{6lrH}!zd5* zj!)M?@A`B-w8*Et&|;BBFsq5yxD8q&3h#!|DK2WMPiLWJ(JV{dNa1onb)M7;pZj?Gwa`VCg4Xy{8v4+uGSEk&@RY6a z2Iyl^_|Y@^f!kQ?r}B~dL=-NnjW#R_eJWB9%Nx~&*7>Po(0V^r1==7|4~1oqD1edZT7gg*DF5%h&mO`$D5HHWtP)B@Tj3U}B+N3H{X=~F#u zdsJwtuFwuq)kF_>Xmp0Bywfkdo766!?tymuv+6@%`IG{E?NbBj8=o3OdwgmFeJj#& zI9Hd%0aFG;-$f~-F3|TPJ@;hlQE0DEy`dlcSwo>8MH)e2H?1)p`biWXrBQ8YpP!lm z{T$7*)DY+wQTTB%>J0rV3g&lb}N)^{|G~C(vO(H4!@E&sq-s>C;=#Up~!*j`}nUI_A@C=(taFpc6jL zg--f34?5-3eCV`K3!uM6@g1&!&P3E#59K51tWO_9=R|rIJQPc9fzJE%1@uo;*iW-Q zgf2uWqfO97pEg7P`t%v}pGb?bp%wlCrI~W+H(>T6C21>knJ7+u4_z)&52*oK{sfdZ zDm3~WN*5Ix{RXA?>31lDPd`9ch~hO4Kp7(%q76?&SNilflqs4uOsQX?%u&kd6qH4z z<8T{BX&dtUFQ3vuSw&hbnYs$P+NZ2gHoq`EbWKFVwR{>VyC__g(MguiA=1vQVN`%r zPEpv<=xQieG;5@0T?Sn%(w8YTss`nbW*HTP^7yG5&~-l5gs%6g4s?T0H$!=SDgx#6 zsVH=#Pq#xiiF6!}JVv+C0m>hxjH*HfMB(O*3PS}&`h>!9DtrKpkg8|#%);YC8)Sh zqo5K#jfP5!)I;G^Ek7PA<1TM;G zA5=SLu%*KbfG zpAJBcMH<0vEYuyQOX2rl(JZ4cNHvWLjedoiiH0S5l7%^-=6-5F)It=mk(o7G`jiD~ zB?=d1YrIEcYd`fD)W)Zy(7ht{u>4}(Mj>Y1=hMy5{XX3SwG|Cdy$vh8m09gX;mAf; zkZSK27J(k{sVLMz6kfLFT7Dd}Iz}m@!lXKhG@Tj>wtF-+6P`7B7Q9giJ#sFzO6iIXOeoB^6F(sXFMZsQO% zB`P%90=@3jm(Wzd@K0!(PsgA)d^!$I_vt7!!>8|{H+}jZdMl#cI`TnircZ~VS)%aT zSZW(ITNHjAjMhSPL~B!T-e@K?SEO6z=8Y~w^ZZ%6p!pH)(ehiN1tRrOXmnL0e*fiD zR%oG5S)g|!+N)WGpm#;HQqN`dGyf!7Bnsy;I>&~KefkGl;?KH;SxZIX=B;o$sbzjD zGpXhNtTfOHzwm1c-}4KLkXq?ec4(C-{1ENaMIE8={U~L0GpW@+-3oo+7yd=z8j&6@ zPuU7fllsu7GSEjNU0pKO82Z>xRe;ut!W(6?u7N)BQ{|yg{aJTG>wKyVt@o)4v_Yil zEWba^r9UYTLK{WlWi$GZi`wL;dXd`f)1%O5qHw)dSP}Z%PxXer5QXct)E&^4hz@A^ z2GCYfSl;LY%Wo5fHH^xV`ckwn(Zg*RJp^qRX?l`|Ks)?d|1xW*U-$^AU7~OB(p{`ToKbVd~3D4X>bbXJu5l;23qOq23CbWWr%*QuIHX&dwVFH!2vr_z2>|A_Y5 z@~PAay5JY4r|_aE^)H9iRDV+cic(re+jZr*f5=LJ|~4~UQhh~EA@I)=@_ZY zd^!PLE(+(e!atz25oOe@U!imfvJtFdREjmy`>EeaW$;slNnH_97R@RRWfW-yvy3W3 zSBetf<#&H?WK${^lu4v7C#fEkIYIXNB`F=0C7NZ0RiLZDsgh6*KXnI`Q>5c0Qw^Y8BK1Idv|%UcTAw;YxqW&N z$|DLJT45RJIzQDFx?U7Ev{Y;82EXtoD6e1G4a(=!BhZZz<<*fpLN|#to!c;a63XvW zKd69T*aa%+r=Eri`Kj(uVL#O$y4g=X1l=Oi&Mco_=XxHxRTO?4jOs!~qFF{yLAUvZ zFG59q8V=nq3O}$`cqdfMPmO?z`!o_N5m8~C>jkK!NFzA1(R8SkPcxv>K8=COh{8n` z(X2X9*(hc722@TIZrWQ>7DWi-{`2CkCyf#Mfk!s+l z(vxcF(-lyPDBPhH9;L96NT0AqC2g3GRAZm=LQQeJIuZ=d=>eMB0;tR|W@ z7JAI5SD?pz8VB`_W?5l>=m|eH0D97=q0mzz^{`8Q|BW1#+iYB}_b zPb;7Se&Il9pr2X^4f5%AXs}Pyp&>p^gN8=bMz^sHdRC;9a#2R>pyx#4DI2{84f9j$ zq38Y7c<2Q`^%?Y{DEtt$)rK9R;ZdQ{tI$g#EynUj2ceh!)C6dRPm`dLe&G>lluv&_ zqkZ}ldc~jh95g0Mbibx|kSC=%G{-k7T%J09TLZgkOri#J~U~~wYCJGm2^dIzw zD4fe^A~anT{uVXr0?qJe9fscYQ(d9AMC##O-E^*eoNJ~iY-n_b)GVLQL9<0252~NtpNc~tiF66cSskE{eR=>|>r)r#6Q8<5 zpGMSAci0D7CkoHYC|)=o_CFKzl^t$W}NW`qrPd z5c*COUbf-dus-yCG|OlXv{$4NEN}D)^n*{ILO(_{QnNmSeiEsNLZdICeWLIJ7|n%# z_Gv!!i(j}2`cl+kwRH&HmU(Z|s5KCOlR5QXI}H4Qo-ir4r9Iw%Ua zVX0lvAwP8xIxLDeTn8QTX(jZhKWjbomrom@qoR2EL(nmwzJiYX^fh$Cr*EN?qWCs8 zLZ_nCI6cY(&}osbj;CyN2Kw8lbI=)|&O>K?`Ug4}(Il;L8agl1bk;D+-;CdXiNd*z zc96Q@rwWm}=u=_nU!QV9|M`>)N;CD+@4xIPj{h)K%m2}+^2F-T2VN% z72X1+^Hb%a^gfk^GKkc}8Z)$E1Lz8$8bcXHVGT>&3|$$`GO7S&5`~9iw42+=?9aNJ zR2HAAKv#*>!}7DzT>6vJ70Mc=j8dSheQE?{^9vt>uJNfGl-;N9P!4}qWhkegY6j)< zsX26QR5(vZt`FsoQbrF$c|^JdF3RW$=sKUCg0A%a;oY!V*FgD1GZH(q z#zHOsAatWB{FP#KmUrW(XqM3cQu#$1kt`em74T^cR4^)BtTi5o3W+p=LZd}cVNp1j zQ32>?KeYt9MHDu))I8``KlL6|L==81Ep-=ko1a<<74>J0hHm#$tDs^&t$>RAg=3)- zKD`2!^yxLIls{`VRN7CCgUX0>2|SeLdS0JGWuuhQY^Yo`%V;rF-Y;ASRS<=zY^iKe zMSs>TsFFWxDRhTV%b`0(8o{|%>0CcTclq=aR9O_>C`-+Os)z<8dXj~2@I!RBU-&br zdqm-St#AWWRisZST%!$-LDhUZ0acF*Ewvu1Aqqz}+6UG23;%{{`GuRH+EHq)Hrx-@ z@#zdy*Qc{kJ&_jU$X1x8Iluq%=>n++K3#+w`t&c9A_~{LUd#UqH4;rqe8L(=m7vB^ zp;2ZwY$DRm$y6?=sZTkfWr)e3sVr~9BDeqnj2r%x52ULuWP)^08T5cH@|U7_BhS&1(v zQ~kN9KBDk9n-%^7J?0m7rttBI_GpccP+w7aC`KnKe8NvXNa{&ZxI;^|fSwX*F_t%a z3hL*l?uDNAXLX1AN2$G9z8UmPG|Q+TG{C3+&_JJ_h6eewT0?^qWdEgf&SkR(@eAuA zQEHzyY)NXUNS8p$=y~W_QMf3hXQ1aq8j(y*hKBhx8hYNRQP2w!?bn7=pcj359U3mu zVyt1Qx1pE()ClNhKeZSd;ipDIBmLA=Xp~QHK%;${2EF3b3}}o`Z$e{5;dvdq z73mVV4Wkv%Yd*aPjq_>i z&qE9R)bG&Se(D0W(5JtkcYHbly(Z`qHNg&~~3HLOVoSjODZFT=zjceYzjoB?`A;sfN&Q zKh+-k%1@<0UyJn8CfBG2ed8B)g7)~SGSIgPvcF^~%%*c?g}zftJ140R^nEnTQXQbZ zeyT6@gFh=9^kY<*Q)@f`{p3?eXrD-5X2U#6jfH-WQbui|UlNpj4~=etepO1xNfy2g z?f2*v>CeK)BDgxpVmPC`t%|6pHCk_ zX{KHJ4cPSf4%b4LiF7}Fr--h14|I8yGWrZk>!-ej()p>aQ2GQVe`KxjW+;PF;ZYhb zg|6@m--9yxv=X{9npI5aDgk9uN+US3(FrKCPbZ-)B7K=uDHUdI$#1}Xx*EzF6v zg;)EjYe;4DDLZtHPdT9MqVOnf*7wZH;iqzv%IVWZQn`Hk7rNG`|DfDHrD0YcQM}=I zq^|Q*X-Qr0)8)_&KBb59`ji36=hGF?jXq_BZW8HMc>&7l1-KE)AEk`4K?VHOO;ABm zcn>Z0H@8tJN>$RV{G^a-iTn$;XC;!_LgwrG~6 z>Oe((stw)lQ)#G}Pi3IuKGlRuh~nj2LM8oFIjEGMstc7C={Vd*RozA#s7#bHY6g{! zQZ<#j7b+K}jG98_Me1ReQBSCXPme(red-HU^63fa4xgTc?)2#?=&p$B>Rbb%%A)YH z8C8d>_*4VBTcne6WJ?W$?(t{!hN}A13#t}TLv7d{sxHz9W*NP)$EI3aaJP zXsEVNuRwKt8Vl9+={2aHPp?AteHsrn@M!|n(5FdIiYPpkCc4AtphhBH9d~H70BRf+ z8qI{7MASlsZ$V8(RTH03Xfz0F=F=lkbH8vF)Iy}`6t>ZSRrq%SAw zU#NpmhoFw4aEDenAL`_%jzOJ$It+F3=>+tkNF&&=imfD(JU+c zi&+o*sZ6B0`>B(p9`WfE)I+2ZEZO zp^>8S^JSC+8Wp96sIWIQI+|tl4D^a9JQSnW&=`?Mu%Xe5&{%)g!_ccfb%$PyXqYza z1C0}D1hb6BL*qr^qKpPY6GZxi)NmC}g(ix^@eFUunNJ&_+181%kh_${>BPo021@aZJ9Mx^PSYlhC1rZv9-i)I<^ zA@z};x{TDv5zSKJf27um)Wa;J9Hc(+QwU@vZSd(@Xrn0HhHaP@ z+T^FwL7RO_4}IoS2IzC2u7JMq=}KsePnn>tK4pfsiF6!pex4pm5$H>wZiBXq^kq^D zm1+p>5QQHHqvJf~oucrRjdGLPQh_6NSPpDqI0w z?$divTAx-z=|q~&8dmrnlwK6pFxm`d@aZ$?3ZFiQGK$p0tnFIfMg(snFMViird$fF(HvIle6dsDvAyRpKIt*Rs7hXl-^`dYaR(P7!4SwnZ zl-H+=P(Gjjg>LleKj3a=BUu9?!aS{E>zkL<+3ky=Hi|(deJT!>66t=}&{B6mrTtV%sEkjgp|YYQspmSTH9A7&eCh<1_o*{f zL8Qgl&MV3$RA}@kbibcE2etL-BGk^OqfmRF zjzJGZlvf*`hdPL~7|R=FyqDj9`IHIjBjUIBFz>C2?@Yt~KB!#?GQy8Be{e{9`(yiIlA|M8Qga;bzQl_aE6nG@1B z9@7>wC38rUOi3~vLr6%JOvzj%Nh&Eiq(YJ;NhN90BuSI;ep&C&Ui;yDfBf;g-0QjC z@6Ts__de(9{;kJ#U(mfG^-x$$h2^21qWBDpi*iEuiF7k5qnc1JpDIE3`&0+&?NbG) zk4Ph!RZ?p-h5Gu`4C*I}pUYC$LH&bSMmIqZ_=T;Y0X}6y4+gVJX~VM6z#wJR9C}Ek z={%QFJ7|!fY6(3Y%(_;y%0YvJLZi0O5RpbO%cuu5G@u()crP?eR64ps%4jf@C5pcQ zWt6G~4Hw1Vd7~|S=SKvEMng!A6lnyrj7CDEd>REk5>PpF z>TzhSC_X5od!R=}xC2|mq-Ci*lFdfcal&?KK0K~MPf z95h*^C*_f==#gK6rug(K^rWalbTg@HN=<{F5~(Lm??O|3+5kNrP<0h}=|SX1;J^sFd84Wmua9FeA{ zQ@fzKqWGVPEcG})U-Lw@qYR=;UyI^{GMWwT z^;2&_-vp_inl%sFC+ZkoVGX0{(6@eSKJ=YPH z&`&oB_CmkycMO2ZEH*PUv@0{Eaet2|6g!(Q$@G2cSPh zx&rmptTXQ9{g+QUpg(=e2_5$7Ea)$vjTM zM5OOCsR1hdfLTXH@j)5=1|1V=L^^dbg~xrm1Uey752=BgRUSGSq>Ktf8PA@2|7DA% zQ&&T0_*4qYA&NH~q*;ZaGesIfp-~kmrzk!{qYI$3f>}nFLAiXo5<1(TbqjP(kQ%HF z%R%RgG=dF{8bi5#x()iDDE{SOsoi{Dc|`Fe8&xB9o+$oMj4p-F_o*0kfha!Sp<2Em zlvku4mN&W+x=<9aVN?~$=cn31`9<-DmMQ`j5a|lDvb07Y=pvu`LIp+f@meYgT`Y>1 zH);zN@(cSzm-y5VD(uq$=u%O*Ms4UaKh+7kT%^T#R0-&6k#6QRM(H%3 zhD!M~1G*-dWvK_DYyH$S&~*Wg)~uOO>7dYPAauP*BiPVrIdnr%I97$zp&LcInUv8x zP?@06=q;$MPphGFe&GhFyeKQ0o}M)ps^Awcg(`|Pozyrj|20%8NEy8e-Q?36sIn;j zC@nP`y4j~^p(>*IduXZZP*qWUhDIBqYNGfI#iu1ub)ObPw~ExmX^hut{0t>T z@j)5wg=+Zp4OG)FJP6eisfSq;H7j>p-hTxtqhCnX@#%M{t|;EnQv0AxQC2j9S(7wt z6jU!LH2MvyFN!xb`X3uM@acT0VNf_(vkp+$NTeRtFuICVQWXD6F}i|OV^RF;%cui% zn<(DU=sXIW__K;bO-1q7#!_o3Y$nptr8mq^>UMwD8BlYdGN2Zs@R18ZEq%HOY8B9v zI>RfV);?Vc-QiO)sEtTZ%5zy^8R$-tu0T^Yt0B}jNEuxZwe#slsJ&m<2CyGzQQmvt0eyR_2zfXOk-lF(N z&kFNEeMIpi8#RXdisDC}rR8sc`USI$?uYvO)Ejz0q!FBkrN%%5e0m6a(5FGrKvBHm zY;AZQ^pHp+m}T@7G{~o^(8IwjOO1vG`>Cg)AwE3@4Gn0HHhdBqCejEtG}n#NWI{vDwA3&ioe*F`kvH_eyRwmWj$VN3ty&{T_*XRVPm3}Id)T^TS8)d2Upx1)ba;;GddR-Ks zywOe2Dp9DT4NdX zagZ_^3vKslD)fn8_%gJ^PdyEN>ZfKyJAIl9edg0VXqQj(q0dEn93FYK9yuG@9i)tw zLtpr*4bYc9y$5~e7p{c%`1C6DwNKANdjon)%fAGDBht=1m(gd?K2iM0M(;r1`h~AR z-}&?m^u157K|hGXH9m)a6ve-7)@u0y(0)<8q0zh0PonrI#b_qX{_trZbVwARVYUwHQ|M1od{9Q~pu<6-(eKb- zB0VXOY;*$p+ozMzKR#u&=lz!`{wS^RK~n#T;^Q?s3?1=PcR@#ex*Iws3QuDvbUc`~ zKI7D%*(*HmL9zsWU{nnUql}QaOCO20Bv|pN6Fl zP?*zCl_qtTpZb$jE>ZkX4pw-Se{wim6fggtmOoDF9FcBjd83<{b*@j9pxl1p8PNX% z+NfDanUyCfG^#-AJfA8;=Zmx$8(OM1bb+6`8Okft&7?MKjkeH*L7`C{D4$Q6P=3Gg zcBp_zJbNVOh5G* zR8ORvnYCN9et_!x^dr=lT5HiXP;_AcZuSIveb1@7g4;S(bvrC>KE1{)y*#~1KsUY zS*W`xelDAJj9K^isY^)p5b0(f`8z#wGw9wRWpoYHQ?xg_Ii0Ej-RGySg?jn3T0r;v zg>|9cB28!3587}9)F&u3Y6bQ6Q)8iiqWBwSsr4LGe?Qfm)B`^Cfd=^07kW^n5iGx7 z%TIy^`t&&TkWWuQgM69{JuHep6q{8C8Z3&>&}bwy#4mgj8Y(QXl=n+!mMDZCKEruQw#Xqn{7eV9w)br2;QMln-&_t1XSpI;P-wZwO(mpZ&-k-`gJuVGSZn+QJsZq2dIOpx z(g>C}IttAd#a{rUZO}YFbrPB{ikG+4m(T)Hd>Tfrp@pLO42=#zi~L!?L(c{Dw;uU8 z^t?~Upv9tiLrd+3mWVW+(=a->Bk#Zb!V{#H`h}lEFN)$%*$US{%S79wozt_j`3>-r zC|=`VJ=a;Rv0S7cQbrd+FZ)ywTHzO-1HIx?ZfK=ncro;z2?&u(CZ@I zOzN0Yw?M0clu>!;4N-g=CzQ$stqux}YC>;{)Wa;JrqEk{ss^;iPt}Fi`jiR1eLBsJ z7R*Q{p=_TTL+eCZEHjZxwT9MNV zaw#g)CTA;QT)hOI2-y~6n|bu z1E7EWSsy|FisBzVOJza-1*v>`R17-Tr>mgcK9zv}=Tm+tk52`l^L#1@oiB=)w++vM zF7Q(qLV1143ti|_At+x!m+3T$L-|FT&OsSffC`A>4UNu*F7i{Apn^W#1YInOKNKsx z7%Jq`CD0{46^07?vnoTE`l(By%luSH=yH)3<1~usplU!xe5wmw;Zr@Rs7O5&7FA(; z=*l2vR1+%Zr|yET@>BJp;(n?#RKllDP)VO!LRb6L3Mv&)F+Ep1=o+6oK-c=z5xP#K z9uBIw3Wq?Yed-5Y@6!P22A>{;ZuF@yR3@O3T4NYgRuq3XjA}vU{8VqKyia|g3L-rz zk8Fh_po&4Nl-3vuRSHr@6QG-X%7QA3G=f={ngQMH)6-BDpQb}qMe3pOT5b3uR4qsu zJqg_+iXYkNF{rvqpI(7#`t&SR%cnU|ZJ*{rb$pr+)%9rslqu37 zaE7IIhU=huqWGYU#zXb})Ox6aPaB|yK4n9VMDa&yvz~#HB3)s_8?@mzsBw@oS_a+b zr#^<7h;%cBWmLEyYAVtdsGR6Os9BIQ`U$$-PaTDti{j(8)Z0)CKlK~b(x*S5Rz4kq zT8lJ-ghD*Kr?)r3(XY8CvT}K&@4Z-2zo}OQ|06> z^%6AOPc4R?^;0iHb9`C>&Gl(HG|!*45SlNFe;jPXe$WD+`a=sv4WgstxfB0@rVt>}h&=NoOKJ`!3#q`SdrbSA04Gt@P<%=vAMNL$CRC5_;XI3^rWl(;3hk zA{_#!(Oi%G3x%tF`W1RJD74f$6uu>jzidXIkXj?s(WPfyKx(Z|7ea6Qv;LznJ4m(E z@_9+E6X^=GT8nOk*85ZfddH`7&<3AMLhp(+f>~`et2*?aPZgl|gF;J{hc^1D8qg-6 zZiP0B)WaHWwMJv;gJ70XS!j!&x()i!r)JPrpPEA-`BW3yCem~^Y_AR5K_83auZ_`1 ze9GH{LZjPBeG(LQRAGB)he$Uw%cu|ZsZaf&odI=LVSnf|k$NaJ8UgJR#m{Bb1^V1i z4S;qBv$|+jZ|Dn=dYEN24*JqhJpg?b%(B!VXpdhw9{O6Oo0-*3Ydi(*6~#Y9MrELH z{M6IXK2dy7mKq6tD~g}XXae+IK;5;*MCkiqmeCC82a$SM-e@88qo0}%?e|l&pr1tX z@;$W1aOmeCWwZ$TMHD}m(PPlBerf^qnY>o+4d{?4Uc+cA^k*=umu9^P9Tw>dg}p`Fpua@wNz;1hZ&AF4rB*}#_=TIH ze*@~PSsy_E`Lqc-63nvHo6u2_rn8~ZZs?dOUcSF(WkbhBx|x*GchCt@d>Td{K_~sf z4N%6s=>1n%_$73PPhUYfeA)w@8PEVN{{@s&6mMwsF?5zlJM&ydzd*VC!tbH8{nW3} zIsUBe(7B@c2X>$~oDby|#UF~%XVCwA`W(t5ikG+4Z_s%nJr2)hbXFJMfBC5cq%IJ} zABv@Zfb#l2D~%Pk%uL0ve=)I+Nuu62%)DeM_pKpUOq*Vv!z))38)N zsE|(=L6?Z)uZ^WPGOMsC{v9<~8!m<}73pSX8C_4|Wx*_?ywK%7<%f#+g~gyNe7XuM z>Qiy(%7BJy`O;7^krrclqnn_sMDZ^NqjfxTaX)o4sS^II8=#VYstR;1=3J54y&uOz2us{GnLtM(8?`u248avsyrVF(Dgx~QCa8)zpxc_V?d)ct0h#% zr`AwepBh8uM4Ha>R@eqA@6(-71)thN6@6+4RSIadmhTGPB+_)&FzN+W_Ng~?vtM{O zR7DhjC{~z+s`{xrplZRavD)xH=$0U5)D5aG(iN5;r_>1OR#E(K+2cj4_|7MSLZiD# z)eyzM%#C)Dsu|2O8bzv>C_Y1@o=|N+H4>^LiVtd{Hf#>n4N^wKp-hpUlt(t22-OqC zYZ&!`>Wj2kI`u5nz^6G-Lx0xOP$QovK}nH5cVmx*pEf{kMe*_4td&qZKeZle@26geI{2wLk(?4r;3CC#Z9f zGI|BN%cobNE`H(9P*;(jG(GEMsGBJMylmFn(A|FFH&Az1b={u;0NF!KdnjZNu zbgxf;Lp^=^3%W0$87e#k^%BL$YxE0rzev+r!zg!G-hcU&0re5-W>T{>D?ilNrvgyF zpwLq1Lj8R@2YSG#GoS%J<$xX(g&XF92Ksa!^iWVZThDcjgBld1j4meiu%9|fYOtRw zL~4jgJ)Gej&8h$m4N^u0p<#ZiB9tZ4siq5yK*Rl1C1`|Cm7$S-;T6y*QT(;B4UhB4 zkNAZ*lN#+)DQJvO*Fa-^x(<3&r0G2JJe^@3Xq+fMjRm61p~r%hQ9Wq9NIeu9wS^}5 zsrt}FQT$O_>T2k5zpybh$*0?(CwyuGP4=lNG$o)#dgSKNlcM;bjA}zq`KgxBR6kW0 zdfHF5fu{M?3Ysp``Eb0pMn`CdpSlB@>C>IiEWfY=^o%HcP^2qtxLh+D)LWvZ(5s@g zDasbDfnM|JUFdb6-iB8BlnuQh+K`&{o@VWWRtL0Mv>SReC^T9Ny(QY1Dm2;yt?}t= zXsu{{Dz!zkc0g~7bcHkAD*6@5_UQ*`ooHLCaJy1Rq4gqNp>T)jB=n9*BhvH-v>_<8 z)IZR>KK%>5=g-RM#``bPuGEIRwZ;X|Mp698M&D7mNwhOaol9!7Uzi8_K=frQwMVnA zgti2_4hPL@s68hLLyaL)T+7~TG;dk1w0`!Sb<)Iw` z{h(A?=u?q;C^V`L?eysu=rg~t60}RSKege{npGeA+^2fbZl4-LUj(y$RpHIhmm-Z| zd84M#S3#jsCbY*dtO9*4ioY9{Dh%!Q3mZY-h~l5G1KRKeU(tP{gQ?RvEb2t+ThXC_ zdP3j%)E)X>q#hpmZx!AT{oqq?=*OVYQeB|^qJL9s98uwL=%K}{KJ=TYXh6?F2SkNZR9va)(C;GkWG3bry#O8bQ!}AIL?u&& zrBwJPbSR+GqSv86Mc1ZMMsGuhMY_ToHz>6p`YWI^qIJ;U0hJSNg8mVyheD$dp?^iX z0##6IC-k34SD;Fw-O!O>R%Ovf=xC5K`VujZR`PZ<>E5@|XcTIy`*Y>}=& z2^AKA&hhCY=-i;tQn{eqeySk!Kap-`R!z++4(0KwBy^rng`o3AwWA&i>#DFSbb&}C z(sVtP*H2Z0E)1xi3Ts38L>fV%Q41))pSl$);HTD22`Rgrq2 z)>>l=RL!Rkp<6`pH_B2^K-Gg;MysJ){lbr+gr8ai)$mjALN!Gi!SZdi{4S_gP-wIP zsvQ&>ZG-BFbcMpUD*PF$>(eh#rcb{@^+fT8R=69g@27r)8u)Y&YUtA+P$QrAKuMqW zL5+R-7P?KOojHy6I*lVxlOSdEJJi%q9fg|tsRPjMqWF7gg {leo=3!jcbE&W-0 zp;kV91GN@uI*;5@kNm&xy#Er#AEnXfq}qt$UtdP!pgaA-^C@iWQ(mZ@NIk64S!-Md zwfE_AsDn=zK^=oxR(Ju_$xju4I*W8OYjn{X*FksrbUoB1D74g-P*fV%mGH$Zp$ zsS;3kQT&_DX1&G9-{Yt9lj;#rH$7KT=w6?SK|MwBccZ&fd7%45>fxY_8bQ5+LZjl) z{eCJ5_4cVI)W@e)efQ)tv4df2Cq&|sfBK|_4%3=Q?^E@+rfU7)Ohdg;0Dg@*go z78)VaI04RQ$3(j0rl3bd!R=|@mJL7JZQ8i{#iCE4UG}SYZ&!~#`?2*LXY~? z4jL!Y;3bsscAq#g>5MnMyUSw=&k$Nkh;Xi|{suUUhkCxVpG zXlSxeW1uOb_$xXJDLYsZc2YujEerStN1)vW_ z@lVP)9n=(--zv(Au5gA%e?T7vg+_%b+$Pc?kQ%STV$jE;_zaECg|>^-lTO_TeG(K- zRN+<74xfrcp9Y1NssQa2=?b$ZsjwRKS&%ZS1nu(adgyb%@K$KIPt~C>g2KsK<0k0K zAZ2t5^p#Jwpglg-fxZ^$ad>1a%!Ky(R1f;br~1&ofS%OyO`&f^8o?~1me6-TwSm4D z=_^5MstT(>KLjbGR?v^4_@gwc4eb|cdb+SX^pjuM8v5B!-2?q1ioc>Z>jvmoKXo_s zn?LIg=zyPU5B(m{G@V9Q=%7zMpg%-fj7PRqf9Q}%SD+ax90UCsq>LVb4vTb!)GVbQ zhyD`9$7|FD`dbu#*^HV%|A^u>j7CHMigblpvo&ib^j|Q`s2g-d6mK|3sY%e$V3yG+ z=vXkz=o#p^NLN^6o(dO3Cq$Z_rbW<6k#2?-DD@hYu^@W?6>n(t1ayWdOs#@)`1BHV zrccYEoIb69&Jt-l8!pm@*-)+^^}OhH=xmX0CS|k}lzp*()-Gw3{@c0uR+^bvG{DBf_XHe3kh4N^v%p$mQ54dwIcLnyybTcH9X zjo>tvX^lUii+nl+6%^@w(y1Szi~ZD}P$8cVLznpU7gSiJ#hA5R8=ljH_g?|65aom} z^C=f}xkx<}u2d>NRK%x?p(}hU1Qiu&db+SEbfr&MK*a)jO>0~RT_uVi+2|~&xF}xU zr~p*Lr-D#Pk)D(dEmaD-I-pfrqXbk+q?<_@-3(phQx)i1pKgS%6RC&7)tXfcD(zEk z==y-(QtDRd22uQ6MkS#eMe$eE=zG3VW&FZAq{@o47#mvZHmICW&7kt4_@FFR2CCqv z>O&Ppx|vyP^;~VBN}~9njA}qP`BW3C9L%y*Q|M-Y)}2rlKh*@P>ZjU4)%?`$&@CcO z=ee@=T)m;{qWHOt640$8T_LqzsfVCMP-xT_s^O=GKsEhTf2fvEcSE%U+MqT1L3M&z zMh`=EMOuvIjYdG3LE(EU>;u&c3XKLq^+oET(CBfffu9--HS|;Cp+-JUf|7n=7SuSP zjaq&nbem7Zpe7>i%<`6+2{jeP2W2!IYUZaVL$~`h1!^u*53@FF!+B5(QGA9*6QGuU zY7x}RPfdhc`>E%lJ4Ep#+pJko8DFOQaqOx2bSD)I}73UPcR`u6}9<)Xk?)p}T$B z33V66CvUS}hwkxHo1h*(ZHDgk=>w>zPg|h-0@|+A_yp=DiciC6K6JlGJ9CCc-$T7c z@fX0TE7T`Q?a-{fP+yU*P`Fc+^IqP6`E(Z4U!)P~)bA8N;L`zUfG9qBoAny>pg-#$ zXrL&5WJ~RX9`aMipg}$zhaUFn1Tl`0Gk^Qj1w zC5oTRQs1)1a6eU))CixhghqI&>bY)( zo)BqgmN#k$P4=k~G)1JFN$peNozRn__#0((8T3?8Xq1Ge28G|L@DAu{k-ielGP)X? z=BL_2(|zgy%@ApNy6_%orbr{8AGF2*XqG7cl#OnIp7B!yq1nMKOZ9-B^{G2FN2Hrs zW53oI0nH6&89fBe^HXD?`2qc`!qLzIk$RYAGznT5q<&RuB(x|<8BK(q6RC$nquJ2& zK23!d2eS@n));6>kTQA(dO@TS%raU4Ee#3}s_+r$#UN$05LzZu4~0grKri{U7+N08 zI;2^npqEAJq0ndzv?53yR%$r(N-)dlWoV^HJro+f3%%;6RzR=$sm;*qK5c?l`Lq#w zLli%kt?@Rr+NYJ!n?Ah?y(Ll)&-J%XV>`4)6hE@jd(c|w)PM7m9Rq*)SGkYDw}VQf zPoQj(u8=yS)DO@)pMHea`}7m^j!*lc4I*uwp0y8p*H8Tnz2~RCg5DQtX9|yL`G28} zLCRBX25lDUW(rTJFrz1Lz=D*~f26jYo|+$pGLk2u4}Ho(;Z~7)G83uPh0sS4 z*%c^<*0>zn=F=6>$3EqUwrf`Exl)B^K%e-ji=Z7o6@)$&X)!j;sSU4!c4}7qTt@kz z&qS#&Kq~bu2er#DEJ5mXk$RYwOS8&ByL~DTeW6*Y@5cOdl=_ERUn->@3XN)#`YI?i zDg*8DQ?;P4{Zs{Lub-+4edAL#XrE8FK;H(GThEn%z7xd`D2H(NoYFqWGYU?tyan)Ezogq?;)$q*<>(IenT7o#oRCD3?$3p|gEj z0G;F0Lg?Ip3TwmVP;QYvca}GL68fJ=kCUd=P#&MwLg)GP7IeNyBPhH~Yixrq5XEa4 zO@Z?IsqN5(!7NLyf%5sOPoVrh?SKl1;*Zh_=Rp_wsdZ36pVmVc`}8hU$fx(9OMKb@ z74~T(bg3v_zKD+ZW$3aXRaEpbbh$`3^Pw0WfQkf##guvpx*|v!{R zpZbE-bt3hUDyhPJq)PjgAG%%?AC#p|Qh0-(%0uc#pU#8Ih}6RxrL@MyP+6Y}LFGj8 zFNbTDdV@8}i{fvT(SJ|{kw!4f=t>GJ`cw?6y>pu!8Gnj-Zu%cw3?%cpu! z?O>Lria>Ql@$yEMp}KxyeJE2De>ci#!@v1%)Dx+P4UHO;sxQ(NsGL&mpawoQhZ_3S z0&3(_ODO46E2yzgcR;s^v=|#!(1snMCZhPDjBbXS2B}I)b%L6S;?ponLbv;=yP)Qx z_*1r2Ce%Wt>1=3pFVxbfo=_`Md>N<9Fz6UA#7jfUEb)RRulf;x!eS(bVV>gcCtL!Eq@3UwB#hgmhX;X>#x zpB6z~MDg)jY82Epm}T@V)J>!-%&M(ftDw6@@lQ%!QG2L+kTQA=y2q#2p&lZQV3wse zK=%ezPqWrRJw>{il+g#!eWIe#&1pKpZ-8EY;X9=67sZckg>OK;gH!{pu^#Fp(#^~= z`V#6Z(iNzYQhT9(L7~yRQ2(H?u~NIB2YmVh8X!^+vn=%^^q?qS!)PBg&`<4$9`fm1 zXi!ktL>qn$JuHe(!)P}&*iU@}4H4;PmT#`YKcS%_?VP6HpkbnB(algxrH(>bBK4%{ zBsAQoT{&=iq&W_hEE(33u03q2*$&7?YKocfbYKvR9H0X^+gO=y}Z zK0_-k1x@!;wV)Y3)rDsIR0o>nQzhsbpKgL?`&1cvR-~OdjV?Nk#?YJ~WmFrQ8>G4` z)d-p=(#;eawSne~xC*)0Es=Ui4b>Vmpf#ew(UmmKgVy@A5PCbHEEO(*vPBv} z;Rw--(7GUHv>00N(_H8szi=6}AxMqVtY@KjMH;~xqeUyB_e8omO>aW)`?MC?7|>W1 zu7@^>;xjaw18w$GYoHHAx|ub`sc<{AMWmh6v=REyPwjxV`m`DPNTd-Ij@PVR&^DjG zfIjx=b7;FL-f*G{--A98#m{B*F|@-^y$^lrr#^vpisI!bY1VG&Gm%E{Tt+`ayF_|Y z=t-saLZ6G`FM!c%Xt!u`bTg@`N*#v25b5SLoq)dd=_K@(Pk%vseEJ9a+NXb^y*~X1 zedE&+XrD;u!}8PgTnC_UMS9XS<-DKwUp}1$eeW0kPT>!t_zY)g)}PRiB28zO(Rmc^ z_vw7-r(l+)4pR8DXjba;nyp!vllsM{BG9isT>y0CspYM(By`B9tD!&r!cx%Th~||{6+W*G-{AkE-d{@138*-!zeSqPb1hY> zJoJx9SD@vhTF}3uWvN1=Oz6LWRw&g3IuaBb)qswQ)Wa;JR?sn@T0_TuY6_hY#T%~F z8g-$Q0lg-=4a!&)z5j~WFlq^%A&Lu)>O(n18o}~L9icOW!d05p9LgD_j589Fzh)!OiGD7Q#G6dK(R{m-Y~P#&N9KPJ(xF8m)s$_^EAB zNuNH3uJ&m&RLZ9<&^4m?G`4BOH=%1qy2A3?MPEbLiQtF{rFhe?jGZ`Uff>&~6nThboA)7_+_<{SH+OQbtFi zN+KONf#-Re^jC=ty1PO}O_HG-7Ul~7Heib1tR@fW~Se{xW@MS2{TH!4Z0jwt?> zVlQC# z>ISv&>29c{Pu-zbqWHP2um#lGPu&CEA&NgQOVx$i_^D3NouU)b&Y6h?(Z6OSABNfn zlta(;5Y#TB1-e2ir|1!=y-%Z|4nB>5I{Gvc>LkjQ+Az0fJppwVgLk|=x&jEIE~9x_#D(-q$^Mn(Q@b>pI(M~hzh4RwA2gGy*@34 zdWwpsQpGgub?Cl;ii=i3y@EocCD8pMO=tO1O1%p87U||Rt%mxDN~YGZR5sK%n02iR zmqGo4l+hZfzeqjIGTH<^;HTC>1AJN!Js1?;pfxr^14X4%%Ny;29unyaYm`xH4>TyC za-y%Ghef)Xl+iwDa4@TaQeQwrM7o)j(NEA&KeZDY7R<8LUMNeXD->4NtlyyFLCWZR zXoN^tNL5klFf>x6D^NAj-_R&gyu8tm&?A28A853wK-7~ioDYo=RSM`2XsoDuifU_( zGy3rUOH?zUT+ldCBA_#&$9&2GjrR+4LKA#C3z{gZo0`=q`b+XW=y8#*@W_ot`JqWZ zT?jo9P!pvJK$CsS3r!K}W@a^4sxb7VNLQeiqAQ`NM7jdC5tV?ZirPk3p!TBcp{GT< z0(BIXg{Fyg1?nuS2u=5?JTxPqE=pB`W{Px$!fv8lp;-ZS7gdFx38;stIy76P9tw?W zK+pPA6PhFH81^%C6%EfDDn)LV2Xv@l2+HHH@X z)C79YFKh`tA5eeIY6C6ysV%fb)Hk}B4K39bdcmi=p`|``hh7xLr!hclw1Ae0bcI<1 zMGr$S`Sbv^+@}H1%RW5_tq5qaW(|g35$OtR3>8g)R{Hcf^r}yzq1SvG3%wptmS#MSD=ZaH=wtDS`KCVv;tZunv_~&vI^gW*88*(dPk(2S>s8iK7ls)v;%tAr>)R? z!K|q&{1AFyq!G-TCfWsU3}}YvGiZ}YHfq)3Q`M1-$L6&y27mIMZZHI`*Z->?$bf&6ValmCtY|5+Tqim(5F5f zhIab&7xbA=|3JF}TB7Ir1NuCmrJ|$IZjr9A{4!C#zP$hPDL?e3C_Z^hy-(p+e(Hau z_V|N@Cqk$NaJDh>T0 zS{~h;ree^K0j*MD3247aJ)~BP%0WMgbaR?2K|cqDmMRMU;?tGTuOi({;ai$@GxVEC zSD>|`n$Q8CszJZ|bPIIQr|QrjqU>k{v({@?bLfyyEucSrNP{uOOVEpOBX`p>5h(2;;Ps<1P3)Tge{F_A`aP?owEI_{_1Lni{-tXX$K zCq>z*<+q3$K^f1TdjGXRH}e;x{?Hi#ZB=RzltZK|q_&C1LTCCk63Xe*DCjJadMMnk z!U<3=k*+{HMAM+NeVPuPBg&3$PNy0`=lZF~q1--Ag8t{z6Hp$Xrah$)bg{S z^F_J>?GmkoE)eMov|F?a%Inh`(1kv&hVliotZ*rmU!*I{`ckvjK?Ov*0__pK4_y=# z8ZChe`l$`j#Xh|Y6%wh3S$j3>1LzWwu0Z=lpF)Lw`WU)Yq?<{7r_|@rWuo}Gj5b1- z`?Luv63nvHHs}g})^4b%PdlM2Me1S0AGF~fs8}#-zvv_ADv@p`W%NB%+@~L*5X8B*0Is{!OQcs#rLZwCVPs#zMo`!Hd49aCXB=w^|6G7}3U$w*d!s+^um(X~)jk$OnwP~ojmwTSHI zG}VS~@l#cy>ONJ2ZuRLFD4|(7qv_1br8OEuHIzCSP#&nJpGrctM0y+wbE_~Dsx8tL zD39n4sE$v!Lv=;Enbi48b$~K`>Il{IsSQ*=n3Ye3&7lS&jbK&*(OpnOpSnPeg2IAI zwT6-+^-ySZAJo{VUeIj;6;fdzsEJ5dC@d^`5NhhvK&Y8W)6=Pb(Cwo5L$ShUP;*hd zywSZ-3!i#IEk(MSSw*$s!%!Q=}dWi>vT) zsBMrkdJJkO(iKvrlzIwkFDe;bNz-(wgHJP{j-vRHtuPDfh9A^&^@AZsaX{?>kX(!kTQA^y4O#= z4)yeD6?C6SkHaHZ(X3aYUZTpWHH_9l_xrRS>h04zP#>Q*Kz#$MrZuvmegRb%y$AId zX)%^J+6X=1(P5Bu~p zG}xzKpdmi}3Jvw?H)xno2cRrblhlUIwBdiyaFMR?$jwD(^ymGTPsd1&^yvgNO4Kqn ztBnftQTT|cbwCB7(LP-ajqwZfKx6$>e&|u33P9t0x(Iqqq@6j9wpzY0G+xv`wR}g> zwa^5gNrX9MWh~{%jjn4NuR1hPx(|0 znkrHch21r)HuSVlb)jjZ__-`q5t<&%>Y>6K(2Stas17t!q${k^Q>ojbSt5-{QzPgZ zk#2^1Db)&^Ez%XJx2P@jtWS49b40qCR9~e!LUTp&BO8^6=857pjG9C9MFXQA3J0mM zKeWK7`=NzC^@SD%G+2dwpyxzcsaYdL!=dLzqf<0i^cb{Qq$_MVPBal(;?sEO1<|Bb z;bf(zLrX>TQnWy{1bR`VE6iFXdI?(Q(^BZA(+Y+Sr2jc1BQr$}GkE=l zbbX}n3jU>Y_Z-&@@B0dWYu9%r|1bY{`})j@Li{B=`b)CpxxB@~G86rp81?HY+Mk=Z zSP>20YcyCpBws1WTdatN%rP3WJo-zr$8359rz6;W14qb&OYnqHW< zSP_lLG8$o@)&9$QixttRQbwc7M1M)1S(LX}B3;Q$jH)au0Ii8=^f{Iqomcc#G2UWD z^z?G0r&o#wROBsIMAJtZO}8~VROKy}Xjh89RBA{y-eN^GV~f#@ZK75Q-eN^GyS345 z`<4846W(G)^lV3?XZ7nXnX4slu_Br?+i1?5=r76V+wvAGqPeMm%%59Gl%o@Gu|(4> zHFt*S?5@1UifCS4qtt)B{q6jhxo(8`&TQgeI(Kc?cQgN5D*Enxz~9>S-E!)G&P?bW z`KIU`GaBaQ#S;`?$V?Q7$}<{r!doLLrVE*g;wH6t?c_@x-a18Mw`L~vac4Aa&P%6A zN~YRU!eedsr5&%FeCfa&CtoxGMG0_z6|3GVuWX7P3@61$L@s9>4Zyj(iHEhUS1x8!FQ^J>YLrMy`>T`Jm~ zw|KD>iPdK&QnHEnN|D%w%tR&2e8X!cU%uz9k}vyssT4{4q^Y(wyi@WsJ9wq!%TC@X zoh~=oZr|}jDH5yCOr+!h?~{D_o!3de9OP|MBvz7{sH{23Gtb~{l22zrMYF01k8WpArLk(#v_x*;OF z0@?DLp&L)9+P2{)sEkNAXC_j#3o7fU-iFHgsjX1?fNYJOPz9epgDOU3(^Zm#SD^%_D!W4ZE-4dh}PyPZ` z_vrw1Yed$=EK8l2gLg?joe9LGEi&3 zur72*L^ho@?Bu&bZG5^5y3?m_P+OlmL+yO(4z>5GG1S4Q+n|m5Ru)SnP_Ndc+Q!;OY-S&QjZ6Pmf8kQ@>97fe8Q*0q$c}x1ezjBJy)ZQ=ufgR zg-=Ele*sdokJMA5F!due)lY4Op7!Y@Xj(*eKADNstjkzqx=4$q>0eSaeEJWX8Ikpn z(yGal6wV4}8C?oJWwNLvwv90nHO>vCKrO@D^ykPt~9W z5yfA&RO(!4p`W@HTI5r8=sCae5XbwxpQ=D=aX@ywRiPyjB~#DU*bb^Q^g=+Ex&vD3 zQ!D7jh^!|w(b!Twpk=4iZ8qy3=%v#OQ`7-kF4E1Ji4@g^URI$-q^UQw!lypaEB>t3 z&`PDkS$9FNMr6~OrJ>1(q1SvG3cVf_TB-}Q%1;f0-tbdhq16$^pH~yDn(PFwS70ddDvu4Q&v` zYh>w>2Se|wFcDp0R<>vc^qwdype4}zKFxzRiqw;tXd0z6k}IH1KD`2MKD{uNnh$;8 zrShpsjxDW#}V6wHVqKQB(EsTv?j66Z+VvHPCjS)1s3%?cHuRlecn*c%`*fVt4shgmGL|M^{G~EpS z>!)sj{`2WZ=txAi7=;>|tOp$pQbyN9$3*cOMpdBWK2?QI__L}*Cq?RE4K*j5K^cor zz5cRagK65shjKqlFH#z1L#bjT0%K}Y7Lzg(e3eu*%_z)Br8L?f|OBH=xkAR zFHh0js6KR#C@Zowb%M_IsUwuzr_Rv-BKm(DmWA@1o@$|ek{zJ)L079rU-%JJ-luI)g@|kfvl7uB$^B5pV3yH7 zsFG5;LMltCKcSm~!feq`P~{+HbOgFNm}RsVs^X`PK~;S^3{?|lMbp{P3Xem#_;doQ z?iU_{Zatk^N5vV*f1!j=N1+-K+0B`W)`=*Vyy`68e<`KK(sVXd%cpao+J51sP#vEx zhw28Dr8SB}nW98=g*A+Bfa>{lJyhSP(oh3`*2PdmKXoJ2$fpueQl!P$Fgsc`c{9}5 zrz+5GK2?R9h}4srxFhPzNY;az`qUU|7LnadDxo#nL$~|X0cx(otmx)+sv6Y7Pc?&D z`qUh1l&wNEXfJA7&dwTZ}1l?}COG6~%&igxGUQ&LnAYOBIT>bWe{6>1k0W=HoV z8$j(viRcQ2M%O_dB8qMU?(fjG925eQFBbCDP5Ai8g9Z zJ`8mcWkr|L)DPRVf?b9%*dqnZcr`Bi$-J?{v#sg4~fD+NF$-dCN5m^t* z8%=j>g&@~sGm>Mp#DBhhaM1V zF_zEP^2?zCLCWYk=s`cV0vdQa-5K>|B$q)C`ScPrNTd;&iB#%+=;4U$3Y3T%liQ)e zN@+xz9*2hbsh!YJpEg6oL>fV1mS%kcW%;xl8Xgo{>Jw;$pZXFS8BzQ_OwD=%8YK$X zcpiF0g&M(z*%_z)Bo9NQgOt$%XpBcWKv_{d znID>>LR}$c^cRIs`l)=Ro>D41>Pe?glA7vM2C1i2mYIjY7e~{k=+dGp5z$lHKnpsDWm(L z*EK5=zP+i`h0rR$a4htO3e}TNwS!jssd3PoKJ|g#@~I!R#-|6MwLT4m-WJ6hW<^h! zoDXG3WZyBCH);#53kr?KL+eGlLMl7s)Su)!=p7YiMOV_)4cZVCW=HoVAA{aiN>|dU zyP@}d>JGiH!bH@QPA!Bsin0RQ1Z@&Ua_Upgj{cVH4Q)O>)j{_p*FYbfo=VZ9&=x=S zF7%-&5fx=7I_NLS1<+Pec0eCO9|eV$dLP;rkxfq*?uI`0>1$|vKv~hyQB1x4`^3J_6sdD(J{IuBiRM|{Pa|c z4nez5pOvDopf5yOQBk_^Z|KX2?5hqHjqXXl4SglbPNj^tLVHvgQqHq^{}oZkD8zGh zOhkW6o&)U_6^*W>DIfGrP-v-K&_0o_q*Di3<69NR)G_1KpJYK&-$j&ut}M}7Qr`!& zjB=3r!KX8!A4Q3%hcztqJB9lrvMbP>=$>S0Qa>rBo740!sh^eV7~Pzvt4aMLDjLv* z(66FIKo>*5MU;NzInh1I_n39SpH+<1?;_pI8re!!gboHNqms}cB3&W1SE*XiAyHOz zB~8~ufBLB!(BadmQv`mVl+u;VM2hm0`Zt(m zsjAR_K2?K`L}b&`h3%lD0VOg{{Yl;l9rLLzbX>FML^o5|G5Slg0(3&OH=w4_NuQcQ z8B0#R|4MIYg?B(__|yi<=meXd zhUy+#m`XhlooLgG&`F|%n~@t$r6xfq+cX)9*o7}a^&I&g3L~yL_BK>MNO>xP8rZ2# zP(zU}Qy9%U_*d*x=#(Jk=^dz%o%#Z5?8v|HOyN4HiJdBeP7Nr2aEq+iXHZj{K8Ko# zqV6)Y;_i#sw@`DDJK&d9iZ(*0*{ScK(;fLg_?gsH=!_th(5!Eu98uhzkV=a7L1)^u zA8H|r1gY&%OHm@A!z%IlmrdoMvjZx2@z}o|sv4=NP1(>T zHdTi%b#$ZKou8;1BkrqM6X-ILPN1l$Db(iB!W-kFW1-7MrS61O+CXCVwXTy ziIM^3L-}?p3SDid+CkUYlm~UR=?bWmP3@u1BJIrbrEb+&H>itE-JxrPLZ7-C>UwCZ zkL%;V&OzNox||#B6LA*15$bN!P0)2V^?`ag@*^mWs_+)5r&1b`p=MAor4sHklyqOj zra`?$(SXK6aXU2~x?U7drHb7bu?f%(qGUi1K{wj;0MthmNu^5N7qQ{cO+m`jgV4>Q zVt1M6^7IJQ*QS|JKanoyMsITItk^S9e^J~WWoQaCz)mfJZn0@DG|;Ab&>%;CIQn44XXs(*c02VJG{l~@92#n;Rzt%Aio2n) z4bbqQ(9=uM2uJ=q$cCO~LnD>a36#h>_*d*}XjG8$v=|z#ROH}Ye$S^;Z$o2jdI!40 zp0yRa)240ESWz@JE9t(7l|bWyl&5c?giWQ;U802RVR@h01>GG`vAYxd0UB@9PG~|f z%cs7DCWiomM z?m2W;iuRMb*G|E@0QmF%^rrD_qq^8?c3A*2=%1~iI5j|H8Xoe#{o#*ltfgTX) z1d1xv0D91-Q=o@zY6$($rl!!tA~%7b`P8hFp+_9~KLt=+YwX}f%@mcolMK})H7h9e zsgs~bMLHpsaPim`&}^Gx&>T_3UCyMMKy&TXMbJE(E`}ZxX*z{T*Bt8tC4-cwE1}2j zR9EN;J9QQGq)q2Q^KEJkEf8rs8y06B{3|v9ddj9-pr>sb1T7RrTn~k%?hE%%&|4Iw zJoP8_jHuXM&ZLGzi$#fmx~6IyN4ENG2p6}u5E?+ZsjuPGG?=ozTkE}RFgwNuYQ z>uh=qT5nSldR?T&*f8$)iLHR%uxTaqrcJLvZ`rg8+F;YG(AzexhTajmz4+am+HelE zF-Rq}{L9cLQQV!7^0XOxR}=|oG4!5I&qD9pg`YwtHoXab5Kz($jeQJ#Xwz2cBT*u? zp-=q)ZMIX}ppR{O1KJW$v1^Wf1brgX2ws$@KcKC4Y74YY6mdP7)Dq}ZyYMgQGrRCJ z=yRK1hrSSLF=myzp|NuO(@VFD67D2J-;nxJlniJORC;J(KX)Z7b{K_UiAsGcMJGXD zA37^V-&6RFojRG+w{~g=sqgGmHB#T(R2}-krW()=n`%Noii%Uu6>(q0j(~OsDNl8w zU3RKGwA)Tapr0K1_mdm#7uBpr(9c1kr^BIN>{Jt|%uZE+epO04XJ(xX{bm=Q3jH3W z;@a>W=ns(=qc9-mrYkddu{3f?F%TWH9AB4ZR!I3 zZPT^TKO$GdZ_$3mDr^k>D@wYP4BZO-XVY!afnb&|>;`2mKKS`pzp(HosGLnhpuJq4eC>hZ0P({0N5>&~i;ZS9pMnFf3O8u<< z?mx3)_d`b=no7|`sEVC>06JO}4+`5uRqfP+P&IqjWGLHCO^2#G@{8q0`$yc+*lehV zO>?1|L7`6-LbYs~0o4u)qnb4bI!2@(*6_3*I#z{AcR51^P#rt<5_FtROQGX!S_Yk9 z(+a3=KykNE>~-iwn_hrU3Miq}I_P9k)Sd8Lo;E-co8E@%iQ++OJ5=9Jy#qB6MS@fj z)X=6Ep;PQxTcAdwWU8>(eGxn2C_ewP>2RotP356eZQ94IrZ(+|nu#=>cUY=5j-;@; zDB(^rbnqXEewv-CM(T8tdUB%!TskXOA3EdEREnxVIgb1ZsfdfkPJzy}sS(s7m=#s3 z9@H|J<>_eXEEVd6S#hP#fzB31+)0LVpmXfh+0eN*oeQ-Rxjug3r)D*V&U55nc!ugg z=PMOYt&wnF#M(d?1SwCoq1H<2gufePKW7az~kW=;;`!tv#y?lzS-M;)?lyT7&XL>dB3! zXeiXqkw1YVE*85Bx*|wLMMI$WO6f8wPvfC0l}fnF8R`hd?9>FPgUE&WiAoiYhOQE6 z1Qd6dVsoK=FzYd>mrYZk-l9Y*m2_Xk-h$$e{NK@7-qTKg z_g-(OHjuhOq|2m=RagSuXw!#KADcdgZn9}BbhAy{puVEGo1R(YDX5>FdK>B=P^p&x z1R7w|7U&jHacY)NZHETh^d&UNrmvvEHkCrRIvVIk@kei9#C;Xp3l-RO0J_blKcU-2 z>Y*^I!kSh1{L7|V&`_IdK*MY*2MxEWJT$_l3eZTA7GuM>Hf#uuvgs6Pv`vknF~KZf zcm#BZooWKzX{RbdV@2v=!-O_G6B-v3dTInE>{JWrE|D%%m{j4V(A_q*fyUd^7MfsF zE;P}mi=auOh?~wD#ag2_G+7i6s3kNdDDri&8pC^wp-%b@#3r2*Xx724Dfn&HUzP#AIX*Z}B(Amyn)^k9&R zDm4OnNTkaYdb$hxUyzC`H4=I_NO>9uJz~?{&`g^qK(j=e&Kkb(5$I8oPM}2A!M|ej zq1iSqfaZwYU4DI~Qlp@`qKLB$jfdvhg$tp_MA1|#>Ar~l4@!y>0j-7}w`mRZL@>)2 zJ`Fu-rxro;ZCVU12&mZY6I%&A<;edI=aD^SK~F0cb(b^rFtkvV4CsAmkv(e_^h}T{ zb@A9HXtAg`Rp{vpXo*eRp=a&FccJG*@u2W2=y_2hpjV(GQK_fF?mx3)KS3`z@+Y~` z!4YS%f1wwHl&7Dem+aI(&{F6o{#{CgN?lW?ayPh4m5G2}hL+ov2cQ+ANGcU|U&N{& z%_m?sRfAp@=`w4?m8uTCVpA<>mB`)YkI~?SQvb2Wt3k?BeNwAMad$bBY6h*bQw^Zk z9HoCqQ?m|dR2hxL)`OFnH57V3ponNVRN}~ACgo`|^np$HLLZ8BnN(DTk3b)3R??kh=o)CVoth1O zEK(1txQoZ0gtpi;ANs_m1<+QJtKpABs&Fc_%}zZHeQMJ}=rfxZL7xYd(DF|~Ux?!F zgf%>^hPI1z0wvv@*gEJ-QN*2OXeLxD(q*XF-HC05z6uIGy$*eCr{06UapeDiWD46s z-zudZs8qAIL*E63o<4!Tw^Lt0KiH{l&<;nLHGE-P=*L3~3)~i2u`i*Wj{He(v>;m> z{sQe1=>&?1{)2XlbOPmwPO8c$U_r{$-=u!F>0js`Ci?O_?r=VkkLQjuC$J+ETR7a$jKw*hyJqR5a%<{AlI$op^nbb?r38IASflA#M zu}M%}k$N)pI&`8f7`-)WD{9poWLi zZEg$x!G6#wqSPa&XdTo@q{aBR@%q$usBw_W)^n|gngl6NpF^kG^aa$^ksrY#;PjnAOdRHz;bJ?()`w`m`AhE4mS9GiZE&a~+ls6{|I+Hfz_Ql!P$(9;ps z_yo*O{YC2RAeFDea-_}?McoO7p0c5HMNaswo}%3pwi4+w6nB?mCy_cYnC0m(=zK^1 z4`U|v289pM7PNc`7uvmrXLRX05 z?gT0kHG$fTiUaBnT`5Wg)EbJ}sUA=VQBjcU3SA{i2Gjw{w+nkhSKEbGL)X}J4b;)5 zj!-9?IzgRn>I`)e>DBQLOWjk%`a;)=ic`51Bxg$61qO19MMGR21mE+GHZC6 z1>GoecljNaqWhsfHcf|a3Mi^s)1aG0`R;_mxab+EuSib{B}5NG{eqOIg;0M{fxDbZ zErkY%bQvmC;cDoXpwQD|XrM?Zq>@UlhXw_Oo?e9p+o?C8TSdA|VX+F|g9=1N?j%DW zLbnBlKJ_|uyQn0UDs^APzJP`VR3`c!8YO?uQa0 zosh~A9m&7Y{w|x2g6_8IXlT4mRiOzY?aZvGW|fB~+Ef9WB+_D;)bY?{n@)hH*o8+x zQ|(j@=pK<4V^+R4YyjOWin|l2K-3<(Po&Ekx)7RX)0xn8yYOP@emivrRA{FzgJ#&& z2717z%b^EtY70H&==P%2BPaC8AMj)IzaZu5N>UHo)B$=#6m>nkD4%Kw&9qZjL$gGB z;h9u7=uw-xL$ht_3e6E|I)#O9pV*DiTv6PeWauhro=y4CV>Vp_B}E!RVN$b(K#z+O zsac--Ku?HtLQ3C)*f{7(n-b9cV3tn}g%*f(LSeBR8oL*IN|f(TGISC2w4J&eT4>XF zXpu-GC@j&e2cc&~I)O?>3!%j}&4ZSRbeU9{QqMup+Vnj1oJ~d0^T8}%I2S4s6}b_a zS<|2wM7o?C9qO)R#g;)Y1{BeT%b}MX`OBm{6+=r!+3s?NN}y#nZG@JK)I%yqvp#`V zh;#x)Mc+UxgH*m~3-of3DiD1Qy&{Uc6ABZe1JEjwE@$Yd>U{oX(-F{Wn<_wSL>fV1 zp=M=6uZiOBBtzw(Vv#OGNu`d5*4k7TS|>^`?^9Kv^&*{6Sfs)T^mKy1@kuEc< zOlw>Uy=T*9(EB!B4wZ=1lN%l8`uH>u`oN}Zpbu?o4}Ijw_fVLv4Ld`dZR!GjtisfD zrBZF6ElR0}!WIr>jQ!nUqkuEcOniz9!TR7A5jLuI0Dcaov)(62Uq0sUsvC(!S~tQ^hy z82TefdHNFi(~*A(tl?=5v`49EYQuaL{ssMI(>`dgNS7&$D|G2JN@$cj#}s za6j~qNIlFd(5%C2@cEZb<)Hs;It)4>(o4t`?q*ijvj;!_8lG??_@Yp=s*x%u(g~Cl z)rAfVQl4r+hl`5bWm3gTHHVI{sTovWq@GOb6sUroY7A8jQYD(z0IFnDL#VPymzhdB3c$W~zI{O1|nT%R*_~s1vRwkY3P(-mQPKA8i{m5VX+FIg&K==0+ooCLrrX2 z37sm^Wm2U|6+=yJS_?I^X+6~3rZ=F|M5zr&x=~rNm!Z=|nw}dSnWHs6fzEI=GU84$ zv>VD%Dw(2u_eE?0bf%~*pdC;Pn|_2^1{7D}PUtL0BQ=6GJnezb7U={kQ0iakoFL`t zZ|Gc+PDmw`I;zr=x2Y0zfk>B`l~n3jsCAI?R1vyRq!Us_N}UK@ z6i~6KE_AU?CqPkA!d<4&r>a1g*s0^8OGPEARGIrC)(E;xq?6p}sEFtcsEtiI(B+Q& zWl}jxod>lQxdZ-Io1zv_uAMp`%Cl2vLhVHPu93n5&FTPMA&Lgn7HThw2Xr-brA^mB zF;OCwDs*4OxVS%rx(T`_m{lz526YtaGP6A026eJ& zAk^8WK~NV_(v6_7M6>!q*NSukm5D||U2Pf#brY4Q3VrG>sJopS4P7Tn_|$0kpINc) zP!CZupuSK~kw)Z3Q>jT%FGv0a%69SCJy36@N>YXSq68EV3O!APu2*3+NX>3;aku!kw&m#(ly7nLc?v^28|G9r`GVPLTIF&`V<-^(q(29Y1TK;Xq&!< z#@O^7bVoqND*PV0Q=}2h^0X5gYtt@hoJf~Rm8ftJln7>d`WCv&PW=Vl9nA8nU!n1$ zLN_8a>oaJAo!S9SwCP7^l1;xslSSck?S-a@N>gi;xi4bJ*W&XpQ8J((NZn(n>XN$G zrmE0=Hf2N8Y^niGx2Yy{zfHBELXjRPH#){W1pizCXvU$bG1+?Llb{D2`OBm{oen)1 zP(-P-p@(cb7y6$~Incv4oe4c6(g@bb(X1#m)22(HSvIwS9t~#s!sgKIAQjcD%b_^| z<%=$b=Gt@_G*6@+miMV1&|^0BgpxL02R$xw!}%>bCayKkfu0a)M27l6Pug@7G~dza zQrDA7od7LRN+X~G&AJVG%BI_)r$xFV3!;QOq0rN0=tWU7pogHBf>g1)6PpAr z6{&|pPxGN=L7}G^&~lp|fK~)lqFJ+{mBB1ePeLz?bix{?O09%m5ovmcmO!gS33oX| zQ=nHx$rP2jFJg0{)uPgXHb84cMFBkly=JH0hKfb$<^8OeptUwFh1S{hBDCI~wHkWe zrZvzTHoXSDX;U%umQ8D+4I({GZuAcKR=o!;N4|$OJpBN@7ZiH>0D9jpd>JZHp)OMx(X2n94{X{6eQ48e=p&ncf;NjZf>}A5 z^*8jfP5(e!MD8xXmQ$(i&?h4GKv5M|t_#dgyMCljh z3->^u+w>#!g*~f0v$hARd^a@qJE<>48o?T#YLP0nsSfm&UHB)3UyIa3VO+CLA@xmA z=;;{f+aOh-RAcBnn;Jpi2ZcUW8~Q<{5v<{2zq9O=m#614`(* zT0%dGv=|!}iq40A4k#%)5Bf!<%cMNTpfXXyUCz)&(60d%sqhl$H<5ZsdFl-PZc_*7 zkD#zvg;D5Fk$NcfbS<;dfy3QM#`M`(YL^3)aj+otZ&KQ>(l z{VUSWJXfh^^@08iQl7d&2SiDCIg{!HWj%NB^DqB>&rn;aoJc!o=qBhen{I{<52#EV z4up=d=@zKGNINsjr*4BP97=b(zN}aQR8geMxzQBe2~`RxTWgGgDm(I*NqM>tI?|@; z&`~NZaXp#TAgGF+8Ven5Qv#}L)7?-to5n-gj{N&!jfkG>4ybyN@-z*qA<_w{9HpLy zYTC3As%6t6sJ2Kw6y~e&S?Cy1)SYB#DRit&&p~x;dLBAX6iF4v-50T^pyNfF&MZ$W zp%X+pfeMsb3)Qu09du$a%cmZLP6}ovRQNJ356x1pP)t}jmXe0sIi?YgPPd%J9Mf@BPcA@tiPeA z!7NYTLCx&c9;kURt4xKzLZ^w;!z@pgj^XpKpwQDlq|UGlcSAXLVFe1$vxztCAW{Rf?WD2;VboE59c8s~`gIJwajRfEp8QDbN zMt$fqkxrm|(dAGZn{uJcMS7e}>O!ckDB^lD)Dp@SX#^D4tgE0rkxrljQ8%bvkn)rd zU18JJPI~(JG=k?!=(%oyt`1U#qU)e*M7m7M z(?F=BO=F=>Hr)nww&`}LOF&7j(I2{2r0J~TX)@H+P8C4i0xDAB7^u5VqoM0;8VvOa zs91$}LOn$q!G@mZLA^vtcR54Tq26}kASiC9?t`wkXFUkrVADg;jW+!c>Jw0jo@*|2 zlPLY>Jxzda7Nwud(=@2Botgyo6X`Nl5g96_&b_47~#l zQA&@Kp^u=Uc4{LuESMG5tgX;+o3=qCL|Tkl`AU^SBW?N$8YR+YQgNmBK%;Hi3yra9 z2Xu!`KSFofv9DzaiVN@lA+B|A}B0W>M!W7pwQEQ(A^@PP?%Ke*kk$p z%ci5D2{u)QCfZaTnk0(45zH#mtZ!LkvM3o)T~bp-@e~!iFJk|ankq^JRE5+%B8^~{ zPc?$>73l;jaq(D7=)PcPC@j?)7eOLJtL0rdbz4{}X8hYk10q9=541^oUJ)&`g`!L9;~ZNA|NWfgTkV zyTvkVoC?hr>2hu~;jU!GIzn?C`4gy;v)J{}T$^r$=GoK-dQ7v5Tu-L336vBS22>4t z+%D`1JrPj0HoO6PQly=k4CTN{>7jT4vKcXt^l;=6z~3v_hm43Zp7~23i>udYTQr zEYb<7Jf+q_uLLPibD&khEKiG|SM9==pw%|L0IjiU8T6V+BiOL3HrxOe+w=~!R;0_M z;!1r6tqZ81=v!#LO1R?UHtmK!2q>Y#3KV`Q(p%;Addh}A5@~vd zPJuSt)Cl@m6n7&?P0_3!tg%I;5g9s%)F-0!ciE>ZLR)RxMd3EPuobCKZE6jDX43`G z=ORsK!$K{e2Yn$*Z|G?!Yith+XDW3rsV_ykOrfXFP-!sB(-qKHqV${h)B^h2o^?L- zjYyZ7mDCyopl@xu1^UjW{?PX}4T63UrJu{s>H_Vs>00PVyYM<_rzrjAePMfOmz|13 zy8~LNM;-|MBua1SsVnreP2Heh?82T={3C&;gqkLRrrr{QN7C{-$iu8k3-MB2DLxr`6D5qV$HIUVsj_Q){6k zMCljhQ?sG+qM2@bX4YV+f<5a+sG>bwTci=J;b|LGJt*|F5vpMqu7hgYgiW);_ z*{NfovmN=%q$;^#v5TN{f5o>Ha$^`>U+<+;wcQ&CbE*mM@u zI-qPVe<5_CNQ?1Yp00#0vZ(`fv0Zo>6t(FR=n_Z%hc+|oROnKB*45Buc3}&sjZH0~ z%Y(u?dgK_?)=_2+Pfej*J9QP5C(`?2`G^X8L+wQB$x(DiJQz6vdE}RElXHydDA<}f#h-$;- zP*0ndLA`=PpLz!BElU4Hc^V1DMG-e5GwUwsdQtlO*@dg1o9)8qpuTqD{ZPLkmFFHXwg~EP(-LSvQ0P;0p<6^c;YH=E@Jnc*NKcxf zcc4L{^o#PT70_V2uoSx0POXFr?9{i=Z8m)a-EPxI&=8w8Lql!)7#e2N7HD`tUG<{A zfJTV)5_nObc0wa<+6|4e3%`a&i_}A5T(h!|=kqU{szZ0!R0F!xrkc=LQTkiyXT8iC zzH-=Igj|QV(lPaYJK+pqW9+ zQ!i+iow^lz)TSGt*+F5UX7z;TKnMTLOMX6IcpL@JRW9FM&(JR3$2^f%%g`O99uuXX z%oh%Xk~R&79=GW>=m~q)IOs`{MzF?AJ=s)fevtAs8d_k}ozPRF^zuGc06i_z3A2)# z^$4_3lwQNr6ljs1dKh{}lzxXkH3nL2r{+LQ>{<6h&jzW5+He;1oK3T#=S2y3ndkDU z>!Bh$H5Yoprb6gNksc>gxCDC1rX;jfr0JxJwES{tnN7=}<)ZXA#it&HRs^#=ErwRw zg)5<#?ZSD`DJ?kv!J5l;u=?g1E-`jK~^n+b^Hnc;OejC29A@rk7 z4WON(;^4Wy<+*l=!VN2t+AY!u-eH;EVO!`Yn{uI_MY>FCuTq1cUu+r(mDzMF^sA^e zwY)EE3H@fLIzzwP)E)Z6re4sWhtl0{W>#!4v`3`rxzQBe3H@c$XlSopcpJ3OrfZ@7 zHg$#mwy6vBk0ZYr8&=YrpAG$M(_H93o08B0o9>0OiVl7P=11^Fwq`AW%GtCKI?Sf| z(BU>c4ILrU_aZZE9#meW=};Z5@iJ5)ponNaRMCJR96kuEbUU$g#!P6$$-eue4=vpjtcohWMJdMNCw!cU=-f|REn(8(h8kcumHWL-W1 zv#ByvPo$nqss>cwrkYR#n`%Q1?OBIGrv%hb8&-lEiL^6oc&ZCEw&_HuiA^U#r#kX~ zzsMBc!Ha6DRQi$qtXia+iPG=TQx&MWD97!bDcnxsX?E&xQm5Oqj)u+I&#wJ9ReH%BJ(6 z^X$TQ(D`<%HFQCcnxf^~L#=JP61q^N%Pe20RA1;Kn{I|Kw&@lqYEv)hl7MDv)&S^I zoBBbQiPGOnpK1lQ5ou?Z_cRQ;+%D`1wY8}?lxtHQ$`fe>vyxgq0kyN~F6atTdc%cE z4T0JRDNkdeD{ZH+8)n;wKZ2DDPM z3ZYISjbM3CPe7eTdYlZ+gu2+NC!uRa2{$5>>H>8YX#`ZPHC~3g+4L&Z-KN#hbv7-5 zdIYpVvsOVpMVihUp5BLg+4LdQ+b&!T#qHD@=z5!qp&LY+&Kf1!@N?+KAmyn9>LW^j zzdS8~ZnEhq=w^FXDb!b#{x18%Sx`TbPS|j(Hv9|f9~64}5*iSsN|pKpx<#bR6nd(8 zBAvo&Uks2aW4~1n~<7{ZC zP3J(vY&sVjE=q6c3+q86M8$4IX4VI6I8u~;y*_musZsW;`C@P1iz+fGTNLZ|E+Y;?UhTb%Dm)bUiddlzOi5 ze%2MxL_5_Tnq<>;&}2uxheyuV@`Ir%HWffqZMqG*C!jhiycN1vq!G;WGzPlQrqR$e zkuH;psBi)_UE~h*GO20M3`hQ_B|}}I2kg`&=s}yNKo8k8 z75bk@i!m!l%RdA?EK0wqR-#eRBO+ZU-6y~|+*eYnAO)H_tY(o(c**y#hUL7rp^445+JSy#*~2sfRT@ZGoP#X*0CgrjMZ|BK1%h z*Q`&WXGIZr0`(K!2R$c>2DBV{J}C65FQ6h(JV^Zry7?S zohpNtiL@Bc^RL#Uk~vhNlytwRWl^w9Zb|h1T1tO3>>f zy`RjiYS0^YVJ+xQn`%RE1+!-Akt;wOY&sfxTcjstjigc$=pB(xpoOAV&_+@EMR__N z+GMBBgWk32H0V8>&Vb&xDF-UCsRi_bDE)J|Qp;C{J`|;w_jDZekw~wONA}bl+AJz^ zJsG+J`dE~Hhdxyg+G3~LL!a1`3vIP2584(`v7W0P^rJ+1vFZ8ROS`7VWr*4LR zw^NTnf7q0S{t%uc-r z9WF{gmoI!3I>Jt^hsxWtK7%UQsW+jDcIs28l1(L0Wt%>LjS(q&S4TBAO6j7<%oV}nAU%7*ILR2e$XE<6P~-cD74POww8pt^Rd26UoG zi}76fdakC>NkO5fhS13(osjCPR2~!w3OzN0>e;E*P<@*&gc{g%G1SneD0GTV7eS2z zifj3{P-B}ehnk4=I6SgXT>+gMq(-VR7iucfWm2BHLCr+{+~o}QhMJ4ge^L@E+|N(% zX+fc?r0#^yw`nYNfnC@SYAs5?D8Jz_=t7ZBSiVrp zPlGNJ=>(c7dJMYQrX&=#>2c^1QTn-(DjWx0D$)pMd3p-EEGYE!1k}b(Jq=wh(q#%4 zYSv&0Tn5AKa?j*zYS0Gpmug@26Tl;msw+_3SWcT+q4Y2(x&B5%%&Ak z2az6!S;d-F1YIRcKeDGnC|{(-GO4xD)i$kzt`Vi5%NMSOI*N2c;Rda-1?pteCs600 z(5KcwT}0^(J*|hXwF}>dy4ti6>SoisPcmh%<|M2DzK>ubem1hpxbR~3JnpZ-=UvX2^uQWNp5taTQDou0vcvhOK7-FXF($z z`5p=@>5(skM%vT{8fDYv&}f@3gvJDvtyyiMJ4Bk!8lE~rciNN-jkOC~L*wk!6;Q&a z_Rw7-O=pcd+OQXNw@tmF@iz5F4q^5_%vg^fVfJ(55?}hl0YWW{rUUCrYp3X$JJLDE&?G)DLJ7-c)L63>jkL(NkL&+eOuUQMA$3?nK zp{M7dCj#oK)br4jB3&ls=~ZaHDE)KjX)?6HPA!L?3Mj5wuRu@Rv>IAy(^6=WNIh)W zPlazm&jcw?FF}iKdJ$S8O24QA6&69yiu9z+^0Xd$PNWggNToJG&)c*SDiWzDllmBX zA()j=;X3F=QTm(WX%+O6NYg3w^eMDdl-_WP3g3m6iFBEir|+QUHhlxF2xj@zc4(!Y z`Vx9sq|3}I)EYlSuh{epv??g{sc)fIMd^3wX&bcKrY+E#pm3(v_#S#qq#ic(RIVPM zf7x_6wAQBb&^nubW7c|`{(xS$=}+hlkrrdaq?WJBtT%&{r^BGP>{NAVLqH2vSPgnx zq#kB@Y7D&-P?1unKpRE6Ov=+a&?ZrVyPToTJlDH+>ReLqiPDek3$vm3Md=MaHGxX( z!qcD+Y&sqKP^2CY=b$h3%m&Hg$kL5v8BYry4<9gVY8U z#-ME?U1pZ2eCSh~u7y4m=`yJj750Wcw&AeJRpqW^L81K~Skp zw?bdpQ~-S~QV)ftDx3s;W7A~l+n~^=Zil|JQ&XVtZ5jdnVACjQhe#vXaECUW1N~^z zTxh2#{i1wo2(-(l!O(8Ia31uNDE*>*;Z*2nkxtmKOdBqPez9peRA$o(=vR??DBP>U zV(2%U-hh6$X+88uFv}ONg#NTstDrrH(xggSV;%IDO>3dOj{N1^=%hMIeFNW={F5CwFW78+lzjonw(0`&PsWo!6;Q{D?P37wI`PYjFKmVE(rVfM3iS(r0 zX{ExSDLl-kU!cQ-LZA83{|nI7Id^t$3RtWssmLMX=gUf*Yb^^>>%Z-22|aqnotdq zE>qZ5g)O0)Hk}RCvgs_Swn#k`7O3z7=op(?L&u7Anbb(7@}W95wS|rgD52EF(D621 z0-Yez2xd)DsuNV#rjF2wB8|wT;?PL}6{>Imbh1bzNO>9pMMOG*W-2ujs%O(EsJ=~O zpauaYRX71^XwyXK6jA!k`&1NaB+>~RE>z)zP-B~>K}|%uOsYt!nb4^soj@x^bD^dp zoj}E+MNl)Fo`9N*(#!kQWzcDMYCd$jO$(qiM1^iTYm{h>@lcK^{jKy=0G%n?5Tuqt zEkwFZ;Z_x{fm(`+QYlY!ptD5jx8Z3abhbz*6qc&+P3Rn(-h$2*rPuJO*PvD+olv+# zh3`V=1ym+_4?5qb66gYvdMNa%El_KbPN2Oi+zDM6q&$59U1ZZo(8V@=3`Iri$&F5S zqq1Uqpi6A}3%b;%eb8m1QddM_B`v=JYU9X{fU-s98}Rv;NGDK4R0V2l)6r0_sE)gw zNmYgNMCyT>sIU&yPUH^w8)AwoKv&pQ5o&K29tT}%)A3Nuk^c^6X6@x|bWke2yx%aJ z)KxZBhw|-NHKD6*ss&vm%1OPbR(cyvp^i2+gF1<{7|Z7=bt2SRq@E15fVzmHsaZaC z9(1iu7eHM_`KeS_&1w&IvndzqZc`p~ohbdtaTVr3J#0D?>M81%T4SVAouFPeb%c70 z3W8J@C~i|%=z5Vx@D3B2)f>7YNKFxShHez;GAU2}pgy8PcNvvn5G)RLx8+5l#A420r>Y*^A!f&AoHhl_B45*1xUqh2@ z`UaXT(g&KS1}0)I*`C-=KSK`W?DY)XMdcimLGFhJ5}Nq&#Io z)9qAM=zg23L4|f<8Eee2=~w81fbz8AFVKS`ov?hqs2;N(vZ(>|Kbsmt4+pb+VL9j# zkzN9`x@y*O&`gm|pt$H_XqHWvK#vC0PpONb*#Q-ZE`a9P)Eb&AQV(nRR6A&%NQ*%u zRd^ZnSdj8`6_ga|gj7PQ8==QV={N7GKJH|G#Qx9mqO+BFnB8^~;DO#f+^ps8g zp{H#c04)?XaXp#BpZSSeB+>||P_u@SdPbxZXr^csv^Yq48VW5DB~r6I-2y!;(g}r0 z6^@0Tv*}Lgd7JKribU$6aG?qxfnE@$m-jRpdeKfj3cY00Txh9H^Ppv-^m7$yjTz8# zQF;weW1tlxEynVmo`F`{v>19hpp}~SH1vu{JrsIc0j&yB#Y!!NUKQywDNnCLt3^q7 zIYYCcHFjzZ^qNhtLB%!|Lu+kX3#}8SU(^OIzX)0{(#~w?>0Rh`o8E)ou<3p1O;P$C z`oia+w?sN&R*BZw3~jLK6X`>SH@qp41kR zdPwb6;jz#sHXQ|RwW$iU&8DNFPi?9SeP&ZN=<`Eqs#`ECb{zDDNIU07Q**`kx6Ql)g6l&6-^S0bH2b(CraeH|2fIvM)LruxvgcHw!@cS@~vBQmpA z^R4_|sq}_^*6E~vu;~nFhdt{o=trB*hIR&pP4viTLc2to&W4^^L%T(h)bgI%LO%tC zIVx-c{T!q`T@L*sQV+8{T@97lln4E4Q#te5Kv7X&=uc6^ zon)vDw8u{Mg8s6pH?&ujUL#MlxSd^oO|L-5*@dq`$JB^r@9lM5Gf6i&gkNR8ORrkfF^`eUUCh8jcwWkH4$k#8OO$>tPal(ND$)t5tx8oV)hsCVbQsj!PE~?Vvr|Vv zr`xF-&>5oi>n+t9zp`OYkn(gCsWWY=0<{q7GS9U`g%PNwP4%I(Y-#|VZPO{xIimDC z^s_2M=LS@!HL5|aY&sG;Poy4}_o>sN^KHt3E(i+uYF0MXTBIHdJzWf4Xj2rrD469_ z=R+5Z(y!N3BPeR8PK7S9sVQ`+DBQ3ObeWxM2DLeq?r~3?6*~{Q+@=elwujD2r7nST zMS7gvXo@;Od3NejsGTE!nN%gc`5w>}HeCm`x2Y#|rAR##W~;D26tn3TsDq=asc%Xu z)eySMP7Q|gMH<1ZI+`^Oy4t1$bWKp`Q-h$6c4|D-$xdAlb+%IlP#2qSgRZsdZm6qG zL!fRp4THMdG#t7vpom`7Sg40cFM)UHX$sU+r&JU>Lt=;sEG=bP;Z+ahvGKP zg08n|HgtnXBbb$=S+O!DjBTD~l_|#p{O``OVXe$*Cgl-NBJuQLyiqyjzo>oBp zY+4ER7o}g6PtAb_1gWUjSPI=D(q(3OS`7^p=>*DCY9ll#DD<=p8XOdQS_R!|(;BG2 zE?f@XCW^S}nKd4TZWo0cz77o$X*#KVE&m}j)TWQ1VL_o!y$cN&)k&@4=^ki=NGHtd zs#&GbNSnTdMu~KpR9vZD&}dP5c~6_6F{1SM%hRjS9U`4j*iVK3LU-Eq4>VSkUc;xp zfyUXXpP+UzDe>NR1CtBbBN^Y65id-@N3T_`>5c;6&xr zl%eX-BvJZ(Bvkny(|ytNIkjH z6it8@JMt$`B`rS#S|ZX3lr4G)dNxRTng%^5(g~?LO3j0w4^p0{Lq&G#5$FX`dX0z* zAB0{MsfSsf=0h*p^fL+>=dfBGep;rPbQ0fh6RWQrblhCW8k*Qe;rQU^B+w>l^Ml>arDpcwN=(Ql_X(LoD z(h1KsQ>pFH+Mv+WW@w#FA4BU!x=i6h6@CT19;7^d2)!XHN-e)qsh^=YMO#x;D#~iY zCtx=1C$+(*f1tNTJ5q&ZDm;q9cY@Sj(LPceMd|1A^fk08DD-qBh3|@Vk{i9x^<~BC zK=0X<4ZUwub*RLq8qf!h{0L@cYxxtQ4{bUD`Y0&$scO*XAQe$zUFc&`9e2VkPmQ51 zHZ_4h38;w*n?hSf>Y>onY0x&CPKQ3V=?v&INB53QZJ483oA`cxu9QYF%hNfezObnk zv^}7x3eSbU6sdbrJN9NIj%HwS~SF=>*DG zDj)jJrYoWEZHhrZ1k_c9S3^5QI$>5^bS?B_K>b9$pq)1LhIWY}?lOfw)e_omr{d60 zqIi(%1O05Lx~UYkZj`$UPVQmIFve?*0;LQfAu|Jw8r^q**9 zDpjPyxzGWTdYH9R^eB|Iv>gAJ5hE>Fjk zI^Hg<2%TW3YC&~HT~o8-?u*!|(21hFfEq(5*{NpG$s#SrhW%7{A`}S!jaJFLCRAf=nOkG3d*rleW5dL z8UVGh3vY#5+Ef6YCDLLnzg5eRgU%M|1S%Ch1f65k{m{8K6+*2<>Y;Fl3THy+iF5+( z6(ynb52fjqM6;m_Y?=eLcH}STMyF>h^)z&$O$(umR9NCJld7ZCebB{9MN-s6v=WMn za#GYvv?Fnx!X&@mO-Ddi ziKe7dg-TU}@@>k7t`_P2Fl(k#yIA8Ik$N&zn^Z^9!qluHrA~!9+0+#3EJ~(Q8DMqT7BY&A$5v8t!dW-6$3O)6J;-Z`swNh#%biJraKm(y0MENO- zD|HWaqbM(+Nl+h~CPFvag;SxMMO}l!d!fFff)tI^8Z)7OHa!CM7bQ}uDN4to8E>-+O!cG<*2Zdo1PmjtfDo( zfkxZ(Ei}fa@1Q$G*{Q->D*Oq$)25%Hu_AYu|4CI?SE;X{aW;JoB}8>nvwZ4T=q{Un zgYFhJOr@G=R=H+;0%p_U(1d`RD|Hw&QKS==&kPAF_6Y5`3PQl1(>)9qAC=zg1; zLxm#sFe^{9&VyzIvph9~9ta9OHH97wQdg?53G|RC{SH0Vg8nB`4{Lb36nfaEDD;RZ z;zp3_q*;IQ=4Xn!rl^OgJE>VVT?aiXQV)ebbqzFIl%Fb$tFQw!Cn)SA>ITgf^-HA& ziuyzI0vakB06iv3q*4<^qoAZsqoKz|ccfBNlo}2_AsQLb5a>zKeJLtbY8*7*rn{g8 zHjRg#3TTcB?}nZh%}mYmG!0s4({yN&XnrcSP=zz0XKb1UEe>djQjbDQMC#$Y>}d}4 ztW9&F=R`%RHCC$d8R&VDPAGg;^c++q(h0Odv;ulTlz#J`63~mHVs|-{S`EEq(;8^0 zXlp9Js4PW)DD^S4!lo_I%0p?!5lVdoy=>EF=oLpZ++F^jl1goZ zR@w9^^s1E(#-{I~*KGO$Di+mA&8n+e`=PZq?Sa;bBB@kErT&A~ z2Psecpx5oxzt9^ZUFJnKQQ?uz`TWbK1Ek)vsT`>dHXRPVZPO9ZJEBUd=gQFWqUJ&BSm@m#b(RXNK=0XfH1xhmmzmW{spe3LP4%D;Y-#{~7*J~!o(6p+ z(gn@1)|~5kD`I@gw#;c6lkYS_dvTu zx=d=MQV&48gOsPK&`+X%saaE$nh5=D(s?9{7J*0O`2fBET|R0&ir zprxAiF?5(sTcE>5x=i6prFKF`*z_$_-lp%M3Zi1yL*eTx{0pjR)1Oc!oAyAJMe3n& zg9;BoN7}R>I?ATMp(-NvP`F8jho8phU!tL@ zm7yA<^oEP*te5sMKACb|`fMbc{`Pp<``25vn6fZ@629 z<)Gt4`axorr(L|m<3(kuHU3cQR8l9{)D)^~Q#0s9o0>x>*>oCovZDto`86J>r8QbZ z5m9zPmq7LG)CEv|QJqw(t_s^h4IIt*Cq)s_xllu!T0y4-g+7%FHL@uWYAkA)n$<+J zIzdfr>Ij``Q)j5DP1i!rL>iGBeW1B!^@f_;)Ezoaq|2nvQmPMhdO%Up4bT}jT@U5h zbR%@8DE&5kVHc={sEr%J8hM&E1Zo-3m7<~0St4B~`iK@om)i6cbeT<0Lv3tY2wiT|BB-q>y%lla?pnRK_ zL05}(nGNsI@*AORY}y2M6#bvAI}f{ZY}-E`(mV^5Mx{y8ghp=7X&y8q4Kz`aG|@b1 z&^)WVltO8cN-AlfNrMJGgeVn~BuXXk*V>PDt?fOx-j1#>H zwGl;Y7<~=36{&{}jm|+&h@zV}S`9tvr+$K-5>1S6I8|$0h1&U)wj{rQ`E;FBd!PP+ zI{5T2)X}FKP$!>mW{qb=+L_y!spT_3&-#=R>MYXBq~6Y3JoN*1Mty84s`>L!Xl zWlNo5`R=0Hu^wg_4T7E%EsfL4*gw=SLgDkGWdRk3diZoN)YGT?pk6-R54|8-6Q8wS zYgB<=^yy)!w@;5iFNqe#3%9GVAk;?`9ogs}=;ff$C<*E-+87kpfcgc6J2k5?)L*0? zZr-RqG{C0@(7<4prK&@(_^H~^t0KM3ti4*J2{cHgC(vP0TWGN8K>S=rPeMZiI;PYU z&`^sVEq_HDwu2^#qBV>L zK$Csy4^0tWiZ5@ex1gy$&4H%*G#8rg(;LtXpXNa`eM*LA1$13UUIfh+X=gq!qh-(> zpWcJ!`m`K+Lv$g28&)_CnkS0?eNBnIlA?ZNXue1<*Gh`hIw;wv_0R&*BAYcOrOs6d zS{Nhiq0ne6^rlbSphZ4yhZg&^1A5D+PoX6~eFiP{X&3Z%KxuTYgU~x7J>gs#L?@wl zeL4*-^XUw<+^4h9dp`XHtq^HCYh=+H7oe3v%IFldN|ZhJGN~L&U4vHpbRBv>M)u7l zm0PK`&>E%Glb{>W2O@p$P=2KjL2FfbD)uBnFF@;pR3W7fL+eG+%^RJEJ{0K*g+-Oh zb3ea-1u3InNqr=WmN)tb+9=8&-_R%ng`0f31==hM*C+se?59#fTYO3ded1GUXsb_Y zplzaXjf~KCpE5%`e7X(#)TivwX91Pa&F6!5`ji*iCDN_(d6iPC2((+Io&?o^_V`p8 z+UwIJ(C5Lda+*~b+9%Rt+NtIV&E9jt44WTc5Y789;sIm%MK!<&5 z4IL3h%O@#S2RbT>?$D?T^rc8Uv%FC|=$J^;6Vw&@UqID0t0(l8NIj&CUWUH*Q@x<$ zK6Qq^@u>^+twBE8HSMz2Gs zfJ-eEJ`B-KVdi ze|-7|y5ZBe(7&SIv7K4Iua>_IrC9sl?_c(We;6oAS&HAkeENsf%|6|LZV^SZ2CMKA zlv1P-%rZ*HtXqS^;YwX6l}e;1q(+NwCzaZ#JD@ZojYy<2LumsVr@|~yI*~?@GAaP2 z7wHK!QK^DZ29cgXQ$=N=j6OX8WeN%{buX0Jr@Nsne&K^qRzFn;$|j1=HB%erhi(&T zI?EeXfU^6k9MJ6|y-aGZ3hO|3h+4*;K*^$|e3W;J^m2k4lFAX#BBdHbIYrSo%IF$} zxkP$G;ZmiZB6XKY(-YJN%I&AxLwS5^3*{9>pYk%zDg)&cX*#ovx>uED)^}- zP(`1XLX`sAt6A?sl|`D)ETi|KDn6}(9uDY$3Rgpq1hb5mLrEfyV3yHZ=uy$(SPyhe zg*&0DB0YhQi#~^{1%)R>8=>kVjUZ*T1*#Dg8XbaaiZmjT`Vy)oiZ(o@S$m+`LCWY` zsE$Y@C^Y&Rdd#O^pt^qH5vX2}I;S;$g6fMjf>}lvpa!C7d81uWL(zp;52-6EOkbMc zzkEsyH5Tb*QrDHb4Qk?3cBrXHFV{+%8VjYUe<##T6yI=a8Wrwk!^cHuV^2sK-9)N+ zjI1X?d7u`eltC&l)Y7N?P%EDbK&@kBpCGd`Xv5#wu#G7GwTaU=P+Jx1Wl~v`x}U-) zf>}ldp(jOpLMppbk3diP^bpj}r}EI#K2?C)`&1F?5Ks=SQ3dKK(r3YjM)yLUM0x_{ zR;m&7j3~Mdqf*ebeyTRq*{8>#E+X|XE5Bwv33UxpMs=WWeyTCl-KVC|a{(37thUhe zqUiH7dKl^vq)I6D1k_WcCoEq|^a9jNq$f~0(Lm^hAZ7F-^rEPI>}67wl^Ox{_Gu*a zlBj4rm84Wps82xEMLnRGMbU=!L<69{BE8HSMpK}EqS~>S6Eqd-FKQO2mMWYL4e)6W zG|;CvpjUjF2fgakd}xqQ$jCxEhKHbuB8^~{(bv!Mo z+~%(uf4T41Frn z%g{=t21B2T+QyzFXc=GZog%#qtx@WAQoDjeqhZi)pN2zwd>R4m6-CQiVSngzKQ$8C zCki(l1MLrJy_TN<9SCL_^??rhsY%cmBE8IQY*gVw=unU{ng|{CQ;VP@J}rihiqylb zEt>Tn^rcTLpkt!w4lUIW`kyE{){`h~0Da{bz6E_PijKTpYrF{^7ik2AMjt@mi1Y;7 zsno~Nx4|r<<c{7U(CR4nseS^aqkCoB{pfr?x`pL>fWrfY$f}`ZY)yZG+ASbXciF z&~GBWOrgTYl*TX21Em$IhjX3Nxk^Im0=gi&A4)IM%cP7Rf-?B2Qcy-w^p|3( zt9&S#{M3D=P`;qh=y@o=NKZ&*P~jk`fKM+$cl*=_D(KV8P$8fCLifbTK0(&V zqBS}|g?;J>6;YvfPNW7yMT1${Rro4YOoj1p)U+I;R#0)J^fHA;lc0NjnhurlX$Ewk zNXJPOPJl}Ksn?De^mGWsZRNALmP#K?QLuEzLhWRz?HK?3O(^+ctWi{Jd=9sG3Mmm{m^n4OHEyZ=o6@ zy-cdSQa?g9MOrLDUqiJ-(YY-3IaFH|eUwQmd=si8(#sSYoq-+`RgS$3Rafc)R9B>z z6Z8*MPZVuvsjr~=e&KIW1D`HJ4Mpl19$zg-Nv%MavuAAl2GW zaJO1px!=>hh7Q_dnz>y>LZH2I7W4$mxDs1u~1);p0Gx56(&RdL|QCCGok)|Y5_FB zPtAe`ilQUitO?L7B0XVNU#+nidNn9CngI>q!j}MMoYk znhy;X>17IyK7xk%v>h7m(Wv~L32fVnbaB;-UGeiQ(-rbs(8%cvBzNEF@1My0Yri$!`uYK!O*=q-_Y67&GHL=>INQpKR9 ze(FK!ZJ!>3-VudsRDj;~sUoz@r%KRrpDIJ|`BVj3A<}U;@^;-uO=zV^PoSNmX3(l2 zWmE%N?WdYU@B7pMS`*M-&3YXAK%^0@VbmI0>r*Reok%Z}I-tUy(0ZRSo&?cXHL7RPg5&Br9>747BX7z`*1aw@~5Bfx;mq{5-fwqdY zSb|1D+eFdLTk08TyI(jK+Tj19&6RhS<7N>nO7tGuW<^tGsHK>4BLBE3vuWu@+ezVWFf^sPuQ zlS)$R0q8qX_4usXq9o{qsArsdi`qcn`_vZtL8OVo@jgrRGAv`7{T*Ai5M!T~TU2^m~kE#2)aMG9#sE33Sn?rO+QL zyl#av(kQhEy7d2N#VHy3Q-ww2sS--P5B(+56V@mt+6-OxX(M#Sr%lk`KCOYSips~= zsH|Cspld!IhOUeBG8^jeqW+iAKcaf^!bU3m0lMMSchJA0X7N-@rGA1^tpD#9uo-&7 zKeQE{gKqNaSLkMuUMAI1sf*ApqG*=U&rr&Mx+`@Cx>eLU_Jl&CYfvhmu0yGP`UgrQ z>KQNWt68ZY;ukQHo-k{mC>NA2puwV?P8Yij>-R@I$=nj#llbWbhY3NRo zdJ@zS%HdNZC}%Ls3M)go{8SC-E}v>bxqYeymP`^#XK{PcK1*ed+@h@u@ph)Tig5 zVxs6%UaB?fL&Zf}j18BG20-_U^m2kmLM4J(mg)`N=ch(MC4CwM-7kvPSgAGoL#2Y0 z(Qv4=C^_~r8?IOCMW~EuO+fRZvLf{)Qj?%^K23oh@C#=_5BfA4ddR1_PitdF7EA}z*- zM*E>UB8^DUQRp$h@Dr$RPLGPpg_od4 zKK%(b_URndB$#D|r=X^O>O9m;6rJmY*7y#3JV+V+0W}wC1j`%!4Ydg9lnSpvEk)7i zWpof~B~lNCXO+6CJima6^m2kyL2Z0W4Yl!mq}$&>KSODPwk;sM0%N2cBMK)ulm## z8st+qXs}P+p&>r?goXx`Lu>SdhWXSV8ZL@1%2KVM5u)fejGl!?igZ$rY%~NK<yNK79=>_USnEmQUY6OMLncTI$mY=xvb}W5XnE z_&4;9PgkLLgF;JPfR_36JG5LBec7sO)&}UkV3yHkXoXK#pq0TaOZ^6|5@|8cWt6c3 zzkm63EA+ldFO#aR4YNaQf|OAP=mSy8*vpAjQ`T53ioO7rx(KZkMK^DB4O%Y>*T})F z4@HIIv+8NX)uc9v)WaG^1xbD6Qz2+$Fw0W6L!126Jyl(t4~FtZ9Wx)wu_=QnrT*gXh)DTdJy_l6y2fG-Oy)#sywt)q@7vb zQZ=DneyRwxTNHiDmdXk32~sV!d_`z)Fw3Yq^tnhqtYOp|+UHXnXn!!Pt!6z09S}tu z8r=aM6lnyrj5+Z~ z1Nup%#aP~G3G}m1OQBzUdK)_D(>u_wqUd^U)&l6fpL!SiEufw{*D~mWPs^d-MH<1m zEcFp|(Wi~j9|85&tXc4njAAS(Z8t{VUQ*IkM3OD8+~W{r+Y5lc2NEO`>+O z#S%0ax>*!`ZLDw%bc1_cdIF?V&WHXhWm9 zP+F08=3GX9LFs~7M!!MnMOrM8N>`EJzx=|>q%!)cTS#RRX#|C%wR{#RbC5Dh3uO`M z38`^P-410Hb&NfMCW_{;Mz&y zQ?=m%D2GVLVR@qh6y_A^2{cowhoM}e!SO<)G|*jssw$LQq{R}2g`qq?6^HWrbT5?8 zrxH;9faYrX@=yU$w7gMj=x$N;?}ltpnF8>;mAfUpu#@2 zhKl&q1}Z9wJ`^i_6e{MYo`8z`)Cjs)q)#xhVQr{HkXoc8w}S5TsV!7eq{S$-R5$4U zfR?JT3sg!JtzlFPDlJkEh0B!c1(gx$;L~uZqCe|RsFI%=1y%NGG*rbeoC-Z0&>Ed<9`uMPx_P6Qpd^uw z!)>fr>RsqjpO!&YgIShJhN_7)B2oAWRNYT4fNJ=(5US}HZiQ-z!sS;$wf)p~sE$uN zpvOeXu}erS-xaFsr#3+KM7ji08+C_!p!y;`fwqXwLk)a70X6jLd#I65r=Z3GZP%=C zp(Z|^gqn)97#mvZFQ}PMm!Zc+dYRNt&H5K=E{Z;sy`tq%i=fcx52&S27ok>u;d@YP zk*2eT72Z;b-@ioB%^Mvj)mEe@qz-7q^rW8fDI@fxPnn^oe98p1^C=tjv`@D|?S0A) zbr5N1mOrfJ3qT!xx*O^wiasw(-QYH!5p9X}Bnq!U&x)e!wNxq!JBy<0J*G8&CDlcw zmnk%=K&q=KTHdH2)Ge50lm_bV7gmIx^QkoSyeK-?acy{s4SNK$j8c;7DT>Zz^cAUI zA}z+bjB1m5K@@$XjPgM*`l-jD-hL`A^pYsLC@Z`N>f;yIg zgeEl%+;N<3%Upw_(&Bnjng<_kz|K0KG2K%M=>Th9>%{fzTvB zH6EHQiq^QKS>2#1LCR*C)2D^dERjaA zhNV_PvqgFWU02~cXpT?op}9V7fZh*Wr zHMGD_ZG{&4v<-UGr|r<97}*HcNU7U61T79yMth;R{L~R>iBi$>mRbod6~(_B@mX&| zZ>vx*vql=N@dNZuFe`)TF!ZhpqnkIH0WA|n*K4!~TCPHkV3yI((0igRu@O*q&AJY) z@adMy{Ql+BtjHfXCTTHYupw9PLp3vCzaWi~9N4XZ#qVr2iKhKh>jbBCV> zDWgiHJ`+V7mQX4)v{R&)DKx4F?FtHw9)@-YsZuJe3+)L~MwOwxA{~cW<&>%geJ;`y zsJy5-v`?fbP-RgEXn&A0Y7HF_X=hSNN;QNIiu7`Vo`=2&W?8B|bSRi*)CM~27j}e> z_|yqHDvEBtx;A_a`ckA3Y-sc{bj+u|(Emg!V?Cs5tMGfi8()dklb}(gz82|YN>F3y zcreQf`#|6Lg`=TwMbY(Ist5F)DEgF*T0kd6x#P>%)AA*u??rmThK)q;LO=Ml3_9u4 zJm{22Jrp)m;cDo|AZ4@wIxULsu%%KXpfe)9Org;>=&VoMp`S$28kTw=`dJhm*=Qm3 zi(j|{I_IYrLBIN`wa|H=)Y_$M7e#u)MYR*1f&LKbqzT#s zUGh`kLVt>)uT4i4-Vgm1q>N5Omwh?`UGeEV=x>pBX2Z^!^&50m6n&INtDtK^q0w3B zdXVa_!j;fJBE8HkqifI&pKd_^`t&c9V#9yGf7#B7!t2mYqUc;U>nG@DQS?3RsSV$N zZV3vF{((}8qCbb;N^OO173s5J4Wmm?s-V#5DwJBJ5s6f`D*XQC(``^%QQz2fQUkR{ z9w?np`JnV7y-aGbQpKSR0Sy=33uP4PWl~1vpiCm&Dl}TDR8VG7w4qT!D2q?|p{$~4 zLrWEdvWcQKjLJf{`BVnV?$dqH?LL)+?ht7N=NhMTRfq2MsRooID6~`wD5pqID4eLm zMo_MRrivOuclp!=$}NgEv{W@Hk4Ph!W%M|dSEMJ;P zCltwpGNR~uEj0uxE7AxyG@1&P6Gh7})2uPj13}7Y3iO~)lc9%18o?|}ErrVavtENL z_^G*2MW5zDl|(CJJ2PvImfr?d_USXIichJ5)y$ec6nLLXQQh zEt>TOR96(;q0up@o=81huhE}SeV=}Z8u;`V)KH`z3b$*GR1fp}mrrS+#y+Kon)q~; zSxtSq4mA@+=h~??ELQ9R z$|x<=RivFcvQa&#n<%;sqnc26Kh*$w&QDc8K0Och6>W?cp4E{r@=^8^ zX*#ovhLh?qiZ06NDQJM78VU^*Max^N3-pRlU7=Tf>JAMOsfP{EY59rJU{UmEZd3{y z;-@A-LxWkCdI1_Hif-eAW(|Xe`!oa^;nN6cq$pb63MWIOM4HaIjFv*91G=O&7DHov zdJB3@q#g<_wHzAj(+X&uC_1vGMndC7(eg%9pa~*9Vb&FGxC?qcNEuCqCiU+5}A(MMu7_b4`F|h;$r|Y;*vcDT;31XcaU|q$jnKX2<$c z)c*mREsEb^oOVKUMDg!NoR&ayMe#M_v=4g2r~S}8QGCOA>OE+_DBSQAlq`xiOsU)0 z4K0X~^>8kuKcR(wY7g|LC|cf9hoD6&)DsHRXx2@S@cUOV%jhpsZ~62iv_!L_b7fHB zNoZ*>%jjliy)DuR)-cKlz2j3R=v|*OL(6eS`(yOts`Pc@;#L18(~8Ur2iX)JV96n)t&)dc#|PmP0) ziL^7zTWSgPKcALDU-^X-psz*IM`?vGLdX5Wsn9n*O^3eqX$JJ2PqUyCKFxu?7ilq$ zTwd3^68gcX70^jhbS_H`fli5{FF<7#z6Sj$(#y;;+6$cyW*NN?oe5?c4TH}5g`Yz| z`Kg}J&wgq<^ovhBpmQQkXZa+Z>oD}IDEitMEr!nfsUy&De(Ejgf}i>l`dt+LE5&AY zfi8-o>#eR0_dtJ$^fJpEorf-oqA!5aD(Fw2RzrXJvZh`iO6AjSP->BSSfi0P%nzmUsQ{GLr-D#A zQS=3{!W2+?QFLUZtWXBOuo#rlry@|Mps<;i&je)_X$0podJxJI6dK(PW%a2jl+7=E z2)fOu@=$hB^qsd^C-}T>7e%+xQp;x`bw^NWR2I6^r*cpZkw$Q2OC>=$eX0uO66s}9 zZM8;2=q^$8-7vZb${iFMJp$$NQ-z_t{;bELd_FaY@(0vT8#aRqh%}w$jXFSg`_vIC zD2gu1Qq`bB{;b;2JwDZe3J26t8#aQ9_|ya{DvG|MmU;jxCemV@%cvVvTofI-vt~U7 z-RslSPzh1=WwTUf=suA~Fw5v=sH9K*p!-F7nN)YJF$5|lioQ`sO`+1F=v+o!pfbU% zo+|7El@&!t?k#EumGh}R^guAnQk|g(MH<2KMz2E;`7{wKA5dSdF$Jn1(h~{?iWWf? zgOt%^sFI&r3|01N9#qAr1<=DH9fvgrYmJ%EBRlA^xuE;k_}1VIq-4i^g1+GxqqSNL8Z}osD+WX8D)gp2DDVEoX`^@y-doeAoQf4$^t#*Q&y;*PuZZSeYy>5 zFACSV3+mugZm6S3JG1;Uo$FqxlTRg}XMDO3dRC+!3RkMIGSu0pDo_`nDneaF(T8G% znV@bWJz>@w&8iD^_o+VgoKFp*=Y6UQ^$=+Uv({@?3#g}0EumgPp{43UFZlE@^rBzb z8tUz*lAxD-dKBs-(sY*JsO6u9UiPUI)K?T8*;1{bej+`gaEl6GhWh)|7aHJGPiUY| z{h(KTdLDXJr0J}&U2BYk1_ddj{?K5bxG4Xu}22WS`!GrueiNn(EV=&@`VGLDPL&3e6Ddq}+yW zxE`A6(}&P3QFKw3ngPxBXT1&05$R=S9oB8^hvxdU7ka~|gU~#mK8NOuG=f>jH0wJk z*{2iG0-t_>7W#A&def&<&?1qhv&M0)aRpi|if+T`0Q8oh`Wadh%sQdM@1dnZ%IGTe zwn!sb!|0}}`~v2u{wDRVpGre&nNPPu%YC{=;d?$^hgJl1O6R(T!j(RyhE|Dm9L{B_ z+o07xWrN=LDLb^rpLH|zfuFh^S}Te^Wn1GM=UOMy6E-}nbLA$rUZf|`InjgAhe66H zFSJ3VC!{VYRT26~q$kiNQB!DRkTR+OZ4&7TsVhpgf;I;!qXy8&qG)-e`=Kp<>LKV8 zkzQujbHES7kLZp{j!)QJ9y`NeP z{otooLMKJ)p)iMLZGuh(sobKq(2pX$Oe()<7j)XE-Ow4I_CRMv8j&d63;iV02&j-| z9fy7vMIVaMo6s-8ETe7EIlu5b=+}UXYSy>Vd69Zp!{{{hn@?w;3nINts)PzJK)?I+ zJ9N>fi_jmU=*U*M2)ZPSJ`|%Z(4Rhi0{!LB`UAS`)1S~4pZYR8^1 z%cusFUZkB9^bnN6PgQ|3`jiA^5@`g5jkHF6D6>xupe#N$g0lM57|P~T6X-UPrn5#f ztwfeMPE4Xtn- zRLDS4p~+Hek3#HTl)qN3<8#Zon)V!dzY7bOFq@6jJr4B$9MS21a)*5G^NKC4as`;tQP<5ZKKs5pytquQx zYKo%kHTnjsCDP6;Z*+5YegX3f{~}dKq?bvJ)2us5J?2vysBSW&D5-VP%BY%8%718)_$r!)JCM2DV(dq)=*oY+CWeE^aS*zPftQm z`P2kz=TlSYX`h-w?M2aTBy0J)PzRBY!?}z)K^;YU0xeQ%2-L}^q0loTy-aGUQsba! zeR>`0EQ;2!)H6^QKQ$5RDvCC=R4=GoK+Cj7PpG?3J)q};S(cgtJulJ-&SkU+>fzH= zsHacUpk4v3(T2&;3!>;;>qW0ZFN*XsYZz^XdIyC@3!s-oD`P#0)N-hgU-$v^vPeCo zHfoK1P+!sLc%e~Ns9#WMv<>R-7w(4!_^EZ!KtHt|dc~(5(5pUu3JvnrHE5zpJrwTMtlTyD z{Y$hc_9Q`*NKN)rc}Pw1DIGM`r%cc^pVC9qMO%V3eq)UpBJIqE2ekaXq-F+%MtPxG ze(FAGwofIXIeuY2Xs&2!d_$YHkPYAP3-2d2&!QpKYllyNlloMoomt*e1xbA-ioO6BG;2Spok7YdFR5KV<%4#MG=f={x)0hT z(i7;CX4QoD1}USG(C4D)=8ZB#`~1S%(0-pDgAVvq0XpbYCFl#EDno~SssbGrX=jdn zMMrK99r39JbkwJo(3d{7f{yvr2Kt{*ZK1D3(e+-}h8dx+MbX#Br~q_a6n&INb)auV zIw?ms>IHr4(~Hn|KDCEV{C}DoTQEia?$Gx>JqP_D()3zM@zkr(Nm2Y!?`T=2K2j6^P!7AEr9+IsfWT0T4OzQNu;j?ltnZa`qQUz z&|g8JrPe@~MH-PP{200tBl{N`lwGrGL4OA+qmQ7gK5c}qiK2_LR5Em36dl><1Lz-- zc22CZ8@l1s0q9?!4niq5{rCHqU0tH^3+N`FjzTw!v>2%zx{aTqTYUNjN*N>jcS0id z3UsTVItQil=~pPVDEho?jm=ORKXo2T>!-Fr=|s`>TH#(Oy-%M*8GPCYW%Ox3lu4u! z+(vHQ;jOj!{mZ9RP!^w3Ls@-F17-6mEp(et>7eW)EyjlVwP8-^cAxHo?(iuubZ0Qj z3e!V5M0&!kLYj3ql+&kzP%fVeL3jC77|I=^#P_hMW)0*+$)i;CS7|g4${Q3K-9uqM zpNc~HMLG`WvQ#CgKtLt5Mn&juQFQZ0xuJr=ETbY&A(5UitCR}sL-+X92r4YnVu@6B zsE8<9qnrxwgo^r<11cucbP6ri94ao-6R5ljpN8%Y3XO6>B}CD=jG93A`P3LH>Cb8n z-5;bXYmItPsUT(40V*wuF3PAHR7Rx5I9HMiyF+DzSw;<^a(?PL=mAl5QI={CJt)!> zW>wd$A<#p?ETg(m`Cyh&7pQ_r$4M0Sg(~{g52_>z*BAy>4pQ~B;mc4JpZY)#i)zPS zW(`ZtfF2QP=LAiFl0?xOmKqK{8q8{>HTpwUMbYPF)D@~GQV+9?7C_ZS(S}B|pcTspavrC%q*i%poSt%PtZ1~kxx6I#-ivpI%PgUfsEsJPUQ2C(+KP1Hqw=mylzrxdmM{VSlpnw1)AFVYAKjj}=={M1!ub@b^UsFPoq zjlyR{(e)108b6SFHYhYoL#ne#PuOsCDmJ`lX7IEhoG1I z)ZY~L5$R=86IIxV)XP3KhWh$c3+gA*)loQAg;k;cqUd`#Q>{Y-ltYn&KDsho<_esn9f$dMI3} zHQt7%i;`nc5;Pu~A<{_`GzXd)%(B91&@6w}JZN^1TB9{4L32dWcf+V3G*_e%tYNec zdLx)+lnl-DX#q4pC|s{KRzt}?t%4SaG=eoO^%1mC6n$PsQ=m6R(ajsZ3oQy}ZPXg? zLyLX-0D4QLmsw+rQU{&@xfD;TOc=zwO;h1LbLj4nazMVihUM*lz`2D6NQgf@txujpaT+5mkN%rd$NZ4{}8 zSw{atn?%ta8Xbi;`>7Ol`2EYD^*gC8e(GjYpZIhWv{e*+0c?%$DcmNCF6y|Bd=1*} z({*Tv=veG!j(kF?JDByUPdTB_L>iGu<%4#L)B~MTVJT>rPo<&VL7}DcLwo#G8ECIh zg`v+y(YelQjoYDpB0XWlbE0O@{-DsPEOfw6wSo?cv~!}c3iO3f4?~Ci!j{lspQ=Ge zd}<9H^{F=WrB8LBV*y>zZM22{CyMUSC=c|NpK1erEz;F-8WXHKg}(P`4D>@#XsLnFNk26jIwjJ}%(|{w)1eS?{De8}c&WQAKt)w{3h0gk^*Px&L)NJTyQT(HPBc(RX0sRsqd%~1k@-^ifU4Cs82GI}5S&8Icc1)r8czl*dO8(QJV&_zGB6#B!bWzZ$R@B`>i zkw!2pi_WzN`YT5E;U;JfbUB!1sm0J0zi=P)w@5Ejm|e5Jgs%E@47%piSJ3rfmKE-W z{_*K^=thj}4}>*xXpL#mze=emK|ew%HvjkgSK@19snyU;qA+zDy4j~Q&@CeM(41Rq z`~jsDMHglCKj>CJ^(T}{q?akoufl(z)IR+Sr4dETTk0&7)=%B^7{7n{lmbdGik7#+ zqZDQkMMo~A4KG0%gF>SlP$p6I=TKCs%}{2MUgpR~xmY8MPnn>sK4pfo1yn+_azeL> z^n_WZL?xl@L8_c6H*~v5i;*(A8@fZJo&=SK?)0e)lp`oCuUQ44oFa{&(5MoWD=0K7 z58V||WfeXI3XN((d3>r3<@Ko!lus0WURIb9$}fs;!{~mffGBrtG1f@ZhS&K5 z+%1Ye6r=k{6%?r_k!k=H3aGjY>qGa5)I-XsEmT;PKlUJ>b(c=s{8RwXxJSzBUi}snMj$`!ois;L~`h zqE8c`N&&Uh@-v~zA}z+bj21vud|C)SEJ}*?BvLJ)NBmjiprnA>YKZe9Q)qHvlsxDFw8@AJ|51|@9ZGvk0v>B=;iZ03u--K%WsgI#LK5c;>6Y0Ve8?J`x ziZlZ1sO5J<^@3Dq(F&-(NH3EzIs`TF=?K)&r!S#KJ{^M^i!_2+-L=LKP!mz~mtr&> zYATA(WwaA&=F=|daZ&V9TIwUHxhOia(YH_wQMlocP|G0IQ_Ft?wF**3r=ZpW^;YU6 z)JCM2xecQmP+On=g`N=UWm0`rn6)mye~EOQ1pPtkDN%G}OMM5m3knCSFe8Oe`;-}K zFN&^ruu>Z->>$zz)-cLJs-s9F5>y!K(oj!7^(fR! z6kV^Sia{@kM#n}ZW>tk=^rz9PMx zpk7cvpI(6a`_vH{;8Q1PU_djqMi1x}krrbOqkhnK&i*L+^^BkJ3{6C|nk#4yZ66spX>R^D;U^>OE0(8%CF*6{6@ijM7lJ(xY|oIKg7tUb1tKG&`F=xL#I?2|GeU<3DA$C=v-F#CUiQW zG+JXObVjrEGHV!p0iE^fF!Ym8TcDqP+6w&=PzJ4W06Hhqhszp9YoTBL)IsRHpZXB` zO{C)_3crRf_;eil-Jf*`x+v0O6lT%#7ob0aLZfe>OEI#qdLp#~`ZFlZuEO)sUqPYK zSI}jVMo?&U8M@-9PC$Q)^fIX&nw6?Pzkm6Z8oK6Fdg!_+TEhyjGV32dbq%`V({<=y zk$TuLw>HemtP~&r_xqQfG(l;gn?zwM8+5ZM`n;_0cV^wHSm{QW<=D7|Iw>QO&9V zWfExwYZ%pqGW%2y%HmUfD63BmplqV($Tq7obeo@Q1ZDT>QRsG`szP`8R1LZ_M)v>gL3=y9F#{CeJJI$#$!<4V3tu! zD4$3>vxdfXeuVv!Sx0=!rtqUPgS9|BK5FgTW$Cl^h7}IM9rWleR>>vDwt)dYEU~r)e?GI z6n$QnDg(6_=?NQl)Edt~9Rlhs>Hu{NW*N1BI*HUnq0zI@GXZs1VK?a6V3tuQsB&s^@O^M^fIZQ+Hf%RoKHib=Yv8^^@V!)sbNr0QFKw3 zdJgL4r-nl>1gYNIusigkC`;@K%Nt$c|Hsi=q!9_4Na`h@UWfXKqC4!XS$&|FgOt%Y zsIRD9d<~)d|*wAP` zG}xzPXox7fUQ3OKhWa!C8Ya@q%o?mURzbr98ZO!ZjqvFsXrxFz6k2K{G|Hz<&}flf zCN)~Kc0*%=Sw`!j*MdT$ZO~YswnF0q8mC#GK;uQ~VGW}r&;(KRp%^WIUJp`JRd^Vh z=+hx+l4xS=WoB9G3^duN@1ZF^orI?PbPAd#($379sSS@q(?yz|pkJXGBE1YHEA=ll zQ#3ce{3226hWr8+q>OHYW{Z}^Q!ACq3(fKAPH3)AIiNRu$_dRAt%=WCuUSQ*`65l{ zTt)?;WIt5|THsSLXrWK{L2rsQf>|52Mg?e5kTSX#TI{DPLT~w030mS)WoW5SWudo4 z(M4_1h9#kQL|TmHw~MMl@A_07TIN#?Xt^l5`JF1v54{(pjA}wFL|TkBjA}tEMS245 zRbg{zl}JyZ1ELPlYM-8f-WTa*Qiql53at_85)#w|`oK?hgVqLgOod&bbs~+R(5M%* z-lrbWhd%X$Hu$qTLLZ4Vf?3D4#>>z~pZY?Z0y?2oA84~kJro)ZhCcRb2((3{mr0#c z;TY(XfX<3ugSLwFGAW}e&^DjOL)(3t0PPT|hr)B3H68jiNL>+4hCUNrh&>@?v=G`U zx^6T-_PC8Li7!E zM5HHBdC^(usHjxzNrHZczVzuA=$KFEp#O<9g2Kw0brJeXq$g04=sNVZPnV(NBE3wi zx>7fwZ$$NCPoPGkjE(pO%%^nFcR^t@rT(Sxgecn3=uhbTfLbbb3Hm{#C#=y{RE$|C zeJT!}3aFz}MW7!8>MSY>ofhe3W*I#Ioe}8?)Lp5X&{>~qLq7$DJ(a2g{T!r>YC*q< zG=f=1ji7UW;e*hxL8`ZAHGt0h)DZg3r~1$Zk$PC8uL?Utzl*e3f*yx1`l%NLCUBbbWNlu zEI(SQ!O(S|20{Obv{)k57rNn7Kj>ePMvxk(S;L?dTmJh6Z2rX96aHbQXgqY2NG~U7 zEOfJIYLJ=?-Qv>}D5X!+pj$=JhI6&X2q={(TEl1@l-f^?gwlxgGRr5ca2b@=r{z#O zkuD*TnhT{DMMt*6iBJZ=@GU5#NH0^kNNcQuGKusAS}NKBWe#YWXd{%xr_E4SpFW1N zi8O*)D^<7?y3ME0pzNaL*vpC3O6c}rmKAP*?hxq-sWqB)5W3T+Lr@NpUM96(sS8j} zpMHaK1%;N{58Wk-mfxtt)llvrWpoV&8OR6?YeNf|v1-RILIP)VPXp!NZaUzi*VrKsNosw`4Zt)w_T2UYRudFbJQZq^#z zp+`jVBPScRg_2@qBba5>8+ufvCs0Ziz5-QM;q};)1oeWd1+y&G9;&XwRPj_A6;6a| z_%sQsDbmZ#N~hEusFp}ipbVk~P;H+ULUnw46MD?2#ZX zyEW^kCj9>8)6LLRKHUPf^C>0tw5U*gR$slvyhS46er^q8mv^r}xCp+P=% zf(HBa3^c^2XQ81YEyj`SX^l3}Fi}!`!zQ98&~Q zNKaU!rDy~+TBIjXYtck#j8BuG*L<1+jrD0NG)|-u%xbGyv!L-l&4wn3qUGBuH41uN z^knP_g+@!Di2=1&YAG~Hq?bu`6fK7)i}Z4WRzOpHS_w@RsfW}vDqIUq^JzUaUDP%9 zGO6d4Itb11=?iG4NH3G>snl_3R**8<1KFT zf#!+&$6jXEK&382^8nV@$?v*W3SN@azXi5A7_Em3}G zxkyj=P?m~{L+|-?546Ik!qCcK);lUJ2(1!n1hb4vK&wUCIYDL67G`Y@PfsfVBqeySq$k!WqaaJ|;3 z18odwgQy0y$)}poW}j+7ANy1r+9KK*Ut_aoHG@70Xp5*Rv{ke(o;ob*1Z@+25zw>H zcAvUHI|4eY!p_jAqGR#GuS73FpZU}W+9`@Q{8p)Fpj{%3;LB$80<>H7LwwdLrKUoA zL?;3o3GMY$W1!D{8VBw3>2+v-Fzd9|7y%s+X)%^J`oFgBJY2_eed9RGJWJ+e{z=H( zB8f#MluSv>JZ8$2sWPl2gbv|sA`>3ZQv!VSWoj@0rS^^yq=>)nY+72DGX*qPrrj^iPk$Nb+qQXPa5t|M} zM{PO?9kb~O^ouCGyqmQGI&RY{=!92zO&jiqPI{^9q8-pFkuLLGj?P1;MK^-W&@H9@ zhR)b@13D|Z6H47z>H+ktP5(gWM0dSZ@+N%$vgskI^EM?R^}9`vNL>&;2+ew=4KtJa z!=_BoMVp?0{`_B>AECmm(4~Op2M2t%2vI)hvPa34$_-r+>4a2DQ90mr>nE4`>D^tVm5pc^7xCY4dC80e-=^`KiKT_%-TsV2~En;JlOM7m5W zi&C-BKO&t#Sw(TsU7OlN_iSnf-S;TF3fn^eiZp^*jyggQMBxo{D%BEtDAHw8j=DpS zL^^?TE7cGB&!z!Tl5LN_f4R&2Aiq+>proR_!AT-bfFkVFa44CVDyYKoP;!w*Q0QnX zltNTEG^>bG3!#)YeFCKt=`w}Ilv)g>78MN@mJ}_8(uneVG!05?({w1EsDzhV4W$=_ z-@KdE1Ii%M2^*Hy8tb8qBAr0xMc+Z0yp*GFpv+z>QmGx#6QZ)A4J(Sihq8#&!z@QX zK~IX*165LLH7e`~O=pc-qHItBkuE1v zQK+Cz1))MV6@m)eR2cd{k)|`Nw$>;P6%px46DcqBjHpg<8LFpLC8(%KCs2J+P3T#h zqM%|nRfCF)8ir;yR$)`9gh(gMY9eX{J?BwVQERBANS8@Dii1ko)D9|bQyZv^sCj6^ z7Mj%+Dr-|0sGLpRpz=0#hn}~o2NWp^zo^z)qXASw6dT&mQ9M-9rXkP^HVuO+*)$w_ zQKS*P-nLp}0#w;cIT{STNX`nFMHHYh4Y~rBAqa+hv;*trbs7HFVPyPmQ72cXped;wH&G~QV)fWzJgw{X&qF@ zqdqF!0@d|qIa&tQ6X}Fm1C-hW#fbU^Cy8_js&CU_sDVg3lNzYP?NCF}pip7F=p59@ zD;y>|2sIYzgu)S`%h0PLoj{{R*PtdIjS<~~UbE>Y)KoMsxJ=QH{(h0BkYf&SpyG?bW9$w)F zrCx%1iqu2lM$v0fFOe=MQY`eAO|78b9&J`(d+2SEMo{ReBh*Kv6KJba{h+>Hp`#X1 zKReY8>TgqbXn;*Upm%KQ2@Mp5m*1`pJ3;SysU4!Xp+PqFf!?#JFBC7*2;PP(90m=x zX#_OHrcuyP(avBo3U_J4Y0xl{MnFG`CPKqSx|~R}pb<8G2#xd#cdKv`G)feHE=R+m z(IQP}mZJsG7?Dn(Ju3VH8f#MmG|nsBr_?9V`!>yo#)~w9SuXW8G{H+9P~peWM3F9& za=SN1^E=^(4{( zXoe`fyh|;DKC}xDLNi6-w{cRlHbb*S$Ac4QIXVT+wo_Z6Idd`qBUWXQmbeWW+yU=GMoj@0qifG37FHv}ni=rc>KKD|Nl9F2D&2n^`)KZ)7 zK+8nB%o>+8D(O;>m>*gvx)Gc(>z1e-^tDKr6R8Ze-lnq92D`8V^o>mw zp^Y}Z0By3V60}*Qo!Rh?mahhF@luW=p{;i6WoVn|Zs={?S78fiyO(lQ9s1TzwT5=s z)C&4eq{Ud?71oD#+NlQ6_ck?#cG=Vj`oW_Idajnxk2b|ZKZ(K{x>O9bTci_~f26{< zp`X2!qk7ODJJko;E7IlYs0Be^l9+d)eKx%V?f>7xP^t%Xz)tmr4hFO!BACIf)LMQd zbjVAk6%B+AE2YIqIf{pl*r`F#QKfX5R7Mp}gpP@H0%aCWgMRU5IT{Qd7i9@9lgg^p z0_cQCc|`M|lcMaQl%r+PDN$~Z)p3BiD z=r=pH20Aa&Wm5UI#&^)~BAq}5Mf;%(HtmD{u<0Ol(WalEKW*9#U9#zC=(0$Qv0-6t zcoe$grHY6SKvzXNAyrKDD|Ahy6R3pf8uXW!a&!*5F4769l1e3Q&i5~yl0Y|Xihyp4 z)I(uu6+Q*svMD!o+beXbzu54ONGBAQRbfF=|A@*5Cs3rQG<4UdQqVn{%0l-=l|qG; zRahJP*QQsX2R7A(9@dt$?1iX(g0ZG%S=Fq10+9n@ww=?4og@)I_DWKsjvM3gz@@ic*`PTsCcn za*K4C7d1_(z0gx4oj@~0C!jnw?T4QBXr@xfp}ZpXQ0V9klux7+Xtq+(2F)TfGUgBL*dsdY!1C7(h0Od6bn@m=>*y+Y6VrbsSOlmQ(LH- zO>t0lk2Y)8o6yTPb%AP#wg#8kaJy0ip_(?m1Jx3R-^LE5nnBSbJt>8bxj^Jj#fb}Md5eoXc`nN(g~>pD%=FMvS~Ba+NLc~8^$*n3qthz92les_9sLQtCDI7iIIC1d3%-Ae zbQwA)N)Np)(&a?T2=%e)38=44nW26njiB(nX61wWdnre`p#e7Kf!?tx12oX13!0S+ zdRL?q*0?At3k|ZV67-%;rJ;D6%0Yu|Dh~~@DH0kg(qe3QNgGyyhS^jV8t&0GrJ|q_ zBArlpUDOmBDY_DzBvO57lt|MP=@n?Sm%5?C2GAIhPDtGnb%w@@bOPNGb%VxvbXU|B zdf%ouq46U1Q0P)Upa~*9X(Gi!6Gh>-;ZhBuNuu!bj@m(!?O8pc54>3qw0sL_iYWXJ z9o2!RitY!O+0fBoXqrv&&~%$dKr=jgq&3DuABr@BS&pVbGwsv_XqHHqqoWoEeMw># zK(qfh6{7c{Id&=mnkx#e5lT&mKC%mkLLUd@F0)32o@)j4iI;Np9yCuWosded)H-Os zORq1ATkDzrwV=@e$s8V{kbyp*FG&{{k72wEr7WeT&ZFkMT&f7z5CT5nTY zXoEM)75>MpZ|qbiQXB2mEmE88R0OHbHYJ0$h%}w&%C6_i4s8|b1j;EY0d2FXD74+1 zpkp?*hkmi?b?CTF zEua%NwS-QJ!f&I5Hmnbw5@~0achm(sEz${8QmJ>LGd2x^&WggX*QJ_6zuNRFbj~h( z3;NBb-q3lQ`ar+i)EBy7)7#J=HuZ-tio!3dwBAN%=uexvLYKTkm+A#w_Nc51--E7* zbeT8rXd-k~q_>(#!=Y<-Y7+F9NIj&=Yt}62x=pj8zr9&5H4M5T3jdmS)B(CF(h0L7 zHER)c%bVqB4s=_j6H*nGS_<9q3M+}`L;u*60Nu6eQ|O*I%M~t%?u#^?H5{#g{GhfP_aoHnI~a@mvy$}I~2d^OaDS9wuSc_~Lvkjf*{ zsR|oFMMdFLlZHnoGw+Y|>qFVd6pT(No^ z-JwXEdO#IK;TPpnuR|4WY5~1q7xsiIiNdef6}|zzDAEZVw$_G&pvoehKy5|ipqIRq zqxYaHc4`z<)l0>xFdm8$sfSsPCPURk;a~HPszKFlssX($3je}(sYs}XovI4e6ontz zrA9)vJnEq3--n__;pH7of@+I&!gF;}>Qm?yuduUdEL2CN%cLBA2Gtem1nR2PGN_(6 z%TWRpBhm?}Zc1%}>f5v#YT(UssV|_0cIr#0kxi?i#x|{iUbX2fsEJMMpw~p(01PNet4+i-LSiW7x@**IDWwHN7xR6otS3U#pQ8q`sw%cKS?mx@74 z{cOqy^|vWMG(a>a7{RP@npGTn$EIhYfi{(Z-W92b!tp9B4Gr>Aj*3C=i6(~Dn5_Y^nzh7tIT$7AVyK8X?jNvl2wjp^;w7 zQA22yXh*1Ums0JZ(Kf|FV?+l+sY6P2gvQ#`2^uH59!lL%stfeKO5@^^`gRtr6)m%R9OQePz=>&{~`BLF?>U zzd~P&!apf)*7wkQJ9P%yV9&Y@eIwFaOerHoYXs0Or zHr!toNd|o{3jOtsgr?fC475w65zKN_1p2|7<>+bXN4u~b^pj1+q1`r>g?{#C>CePt z@@kgvte6NBj~V~ za#RyK;-%u0Y789}X#|CinnK4!I)OSU)gJmqq!Xx<=nd$&NGDKdQE%vkSLmn%bW)@f zQr(p52b~h>1nMCg4xP4X7<9&?UP_IC&WhASp`(e=uQpAB&e`+<^qWniq4PG4f_}GY zEObGn#n`a7mY)IrVbh1uMX%7MCPROU!tbz;3g3k;iFCrOexk+DWt%>SuGq8$x++o+ zh3?NQS3uW1a(`aA9QsQXe&j(~V>)zQq{pGq(IV(?uh7vt=!PitXQQFiM(CzZo1j}Z zZGmo!G=eqawc#%4j+b(@1Nuj#mynoR58V~%GBiYmhoO5m9f9tP!fUwH5757M>L~QU zroGTZoAyDEY}ya~C(?A5AED(>K}mKz{sNZZ(@7|)XjpKWJEN5P9g6Tse-;^Y0ZJy) z2vUwNL&-&BLWPd5Ln%ZWL2A5a{RO2I>2f07hEjJ-!Ur&<c**d=Q784HSz zdOjqPPLA^xE078ysp#YZAF%>)2hmY4NMh0^j zR#YYpAF%@Ju9N7f?n6X#((@53p#Gu%`Rwm#L>4|`1r)zExEvi7ub;7)h1vOp70}Rm zj)pD{eh`z8n@?B)joj*JHq7EJy7$UX6`TyehYpQb2;$a z_Wbq*zhn7&S$us(9&~2CM}GXv*h9bTvEQA_#GF-exu(nKeLLm% zWxZ_dvERSo52Uiqx!9$2+8>;ooBQgI%ir~1)(iZhhd+LCGIFW>;P*CB{rrl3o2ZGx z|2OoPVb>3rcl|QG*K2gY)$~B@A2s>upvf!ujP{Qj%?&s55891SN{?MAyL?xpeeGl8 zcSnp?`WyA>PUFFqxnul=a5i-tpNbj%zRzeaX@37SW|a8MbQll5(?R36T8vg@9}4$a zlgS^n8?A{C_5P=_PmGwpBD+xXUCG0k>2niC)15}^xQu_-ZFFnEXiDo6^1JGp99&zy zhL`w&r;e{tUsU|+_NL!gypWRz@F!ztm+ts`d+ea#s_D5wpZQ%=y|gIK*yDH0r)GC7 zT;v<^!5)15P3BKVc@*9?{y=%?wHRM&Ho7Z2PdKI|KlP+n9(sCzI%)EZ>H=Kk;i2-u z&BG%--y3R-*NpP{SoKs>et_#@+};Pij*pB-exQ6m(t6}u@-tL?>;5(3!XDb+WBS|T z3bmgZ^*i$Lu+5(HLi_kac?vG%-~r#S+7I+e)i3-_l)e#V2d=u_;!)JT*5&wb`ssT{ z$)|nwophJU!BvXex}@?2JmAYnzoWi4uYDrFGs?Fe)x)9c16(}cQ{LuPhv2Hm+5B?z z@R{N}a(HhDJA^$3HB?k{2_ky?4=kLEY~oYcOtE<-$o@0HeZUtqqbA2Ppr>ZeuN zd)g1;70PesNcw@N`XS$l8~zYK;&q}r{kQ51Ke#V|i+Pl}_*{J>dEfF2Txs=l`ZfKH zen9=WxWEIxs6347^HF_cMsqpOd=U&M@tD-*4Iq_0`9^R$Qldjz5L+82N*Dn-D z>dResqWno}J|KS2PH_1&oTXUaSD z;DdK*N78WZ=)OFrbDsIXN#7BuFY2260Qa9aI;ZIy_4U?I;1h}uJd}7WlLWJHCh1dGiyV^9w$Ta(=mb&M$DedU)y&o;e8K#mD&tF75^7 zKi_vg(|kxDg}zpQhfi}))IK9;9)+J*+|JYwnG?`M_cd>3R3FT3X}^j+<_>cP`@GWrg4*NMK5u^vjFf`{^*Eyedez5lu9K=KfOp@;aP gybSey4t&4qI~;NQztAguej@OP=K_CZ!5^Lc6IuoX)&Kwi literal 0 HcmV?d00001 diff --git a/sociopatterns/zz_gram1.dill b/sociopatterns/zz_gram1.dill new file mode 100644 index 0000000000000000000000000000000000000000..3a8b27755c43a1bfc6393093e498e3cba9e551e8 GIT binary patch literal 6098 zcmY+Id0Y&L8^%jH%9##FENPJ|vLdPV$dxWD@e8e_Lg|_@Ig^xfgi0t~Qi@WhnN);K z(;*_FiL4wQ&Slpwtt0&Aw;xYFzy6p$pP8C^=6&Di{XTDqn!AUWkB_nI{~k46-G!cR zB2QO0q0nuUra;B$|6W|}DROlaiG-R0)&G0m%QwJZD021n_Xzay)D(1b)>Tna@eA|~ z*ktVPFZ49_4fGLt{ri>zwQzyDqoA{M59Lp|3O(KZ{nm+uf$kzfmk2>uM?p9De}7HW z&*R&Fpkb>LF3_B*x>C@6r=W+Ct*WiQt$u`{=eM8p5N!%j{>5I-os{pl%1qGPR>f9z zr=X9cK+DKh%~@6Xtc9SjgM)+3SLN5g54I{If%eMXR#ke+7r%YYuMzIWh0`TpLQ2v3YL%y9$R$+g%vo5XC&!q=)oYTX%Mm+i zWn@?7@84}Pb*%_3#aZjdAxjEmc;3~*%tuF#oQ5whdtb=l?qqR&@R}0Dn6DpWpIweu zqsI>XG)9hz`+qK4e76+ZqUK$78|3)0t&dC1hFTc^_1h3pQw1yytLGP?41O;UcTw1t z!hZ8)6`4&be15u;^wY^w2#k{28}5n`81tyVW|{=lLw$?KUn_LzCPCx4o?GLVWuacQ z;;4z{KD=C_`DBsZK@34*aM7Ad>`T0{Alz*?%Ii)99Y2_kL;0`n^=OU8WHZg^+ULNbQ%J<^EcGqh=t>aMOG(x&{a2nD*LuLjP7r;Q`v#7;#KO!b|o_oMF z20!NP`g!icY(%c_8sP3tPz---G)8d3}oJrlOEAstb#dJUg`QH+XliAUyoE|)LoB}i|L>Rchejfy|5 z%jFIE@c%L^X~NY)+;}*Dlht1mptGrdk*D&zMPvT6(mV{QIiMNQ;{u8r?FSBAeX*n8 zSRd-4KHX_f-F=e97<_DDv6osNOvUf)X1G_urYY{>YC|zRdb%$156HkP)2xuRb=int zbWM6|q!?dRlP!;h<>1bzi+#7t#5jEF;kwLJG1i)!HUWrbv z&!_qaMeE``^q(Sme&u>DdYwL`=9;I#lt>4^hJ-u>ME;g0*dX)N128C|>Gxu@d=ZF2q`cMz`1vTx~nr*rf=BIwPL|P>Vi=6d$ z%=AIZt-8lgEVEGFv(Zt#Iv!5)zFphKZp1xXiI=~AA|^|NvI^X1pyE!|psCHFuyWh# z{3awGYk&FqQp@22m^AIbYai@{aCaSBvv=MQ4zEcyH5EfPZsVv~L+@a$edKbdc~W%U zYd0_XS}Nw24ePP*YdkUyHbh&EDS+YfrOl=b*P*M&@U!yUCGgVfyHTN8*5L=7ANCvT zLp{_t`VWmqBbQyqwIRB1M!SZ>Z0(;#`JJ+1t_Y5L*_{y?n$X2oW1c1#DU&L_+OU`xQHL z(BD3$uilG##0>4UJ9uwC(sp{N=&nsd#OL&^5iv)w_1?%(!|sKsdyHN0r-VcJ$Da3h zgD%2vXv(UUE94#iMnB;Eu-{l8>Y=`#ma>xO*OhqUH^1~}>t=6~R-#js>9i*M z%lNg=iDjP+EAY`)9PxW{B`ypWp6Vg0fQ5BnYji+45>w=#I-4o|YqVf$I}V`o#Kajj0VTK3U{BmMiQy+9 z#C?rB+brIKUnV;_hNZBR{x`;BJ@$08oBy(iCha7e*``g*OY(saDledt>-rwBW&I-d;jJc7%CF^vO! z55ZzUfX04@O!!Inbql|*fK8x}mA7)gcpkLg*EaDmY&=(si*F?%ZsZpIvMKqPtuy+m z`HVQMw~|d;T6+OQri8C}+aT-U1MXAqANn=@jefxSVZX6H)I)uz>QdjFdz*|^_ePj* zOWS~%I#b%6llLL_?d@PcmpJsvjxfpyEW``*G3%Bc+>Dk}*4oebjD};+oC}dsB-fj3^J%-LxnUQ`G+c{loJ!ur#VNOnVoCWXm~;Sb7nK zd(DeN=gB*GhkU?&%KbyXroYh-I6v$+)`xni@8N>U1-0)J5b=kuK`-G!cq^hVPgQ>I zx)s9@r^TIxs&`SjbwMJs&cwJLu1-dnU0ChwUYYRf9bc*DuRxwb`#$l1r05x{ab?c< z<0$O&bj7j*arkgZ!)~Rq7_kpz&!0FR#<^OFU;CHyaB2V5Wme30ek1RY54cacf9Tir zH~InRhyBL-P!ILhG~deqoE(Zdt2-TExI7*iFCw$ljuxOzU}@mF$Pp)FEl$`x@*o(A7aoA?dh^lmYNWU|J*;t(NhJEr+k0@?h6~8h^VgEzFYVxK@+kR@yhA?VKIQ(Q zU(?^{2b>@F8|yA2CAs=v`a{th;>2LG{&JX*I^`Rc>yK`LdQ-oguf^J0GW%?ANMQ7Re zK~Y688`3&UJF5<9wk7(#ON#J!twx~cr1OYKa7qvKJd4Cmty_jV6l3f0d$A*wJgjIl z9Pu{46uvH#qCYD067vu90{NOeN`52nkPo;|xqs-_^f&qe=ZF2q`cMz`f1PW z$>NsqTvYEFmvKeOhpnA2CAs=+?({KBSeocR)A8>xyZ>$gX zP@iajpUjL~w{iM{cz?I^+1NZ|!;Z7@nJD_Rcym(J35eX@D0~f0U_$QRh(5JBC~MA8 z+1`8}^D~}gUFk0C$lJ`P%yY~?%nRge@+kR@yhA?VKIQ(QU(?^{2b>@F8|y^IhjdZxyZ>$gXP+w-l_+_`dAI0=c6>tA6DYE?E zLC@-~#A|bD$9;$Q5Z(`%x0z3w=a_$(7s%J-QSuvkhkU?&%KbyXroYh-I6v$+)`xni zZ^vHyUi1HuAS^Z3>ZIWzG~P6C-8Sa}-p_8m>KLoMzkIt_@xH@*2=52X+svoTbId=? z3*>9^DEW=NLq6a><^G{x)8FU^oFDcZ>q9-%S9SO0IfD=Rm}~YX;rNzf)aviu_CEY# z$Ni1>D&BW^58?fQd7Jr^d5-yqd4YUQ9won#cgP3ar`$jEYx*1gfb+wCV|}QH`r6m` zZ!DgC34>S1o7mUMJMM|Rzwuth`ws6RydN-cGoLcgG5;_xkgv(3J#XQ1iB6)fu5tFpYeYI%_a8n literal 0 HcmV?d00001 diff --git a/sp_wrcf_k.pdf b/sp_wrcf_k.pdf new file mode 100644 index 0000000000000000000000000000000000000000..bc1917396db437773f954451d9d155b54f0b493c GIT binary patch literal 9860 zcmb_C2{=_v*cGBn*-2Cfk^SzQHTy1GT2L-7uI+MNYnE102q7eusL&=UB$cvdYnQZ< zr0k_o$v@{xA^-Py{^!4*F>~h3%)8F}zH{D@vD7nAMyucuGUs1Hh2;n|go5bKo(Oey z2x&=irv^Y6&|?iDZA1O25K@=IqLc0o|7g zVW--b6eg3(@P+X3BLZp3pu5;mnUFnzqh|otr-m>gq_Gcxsq?$m{aqVFju6tugW^i_ zb%zL3)3zv!S*pktZrOrzxKr4*(&}sjf7N4m|{{3j-sf@hT)ViHL`A zSd!=Q5{RXH5;D2Qpj$FJWc@+NXF4vv&p~VZ5dhH=ua~UO`9$Z@^4Fster} z@ZOB->(2Cm(6ETC;fVoE29@H22+1l*ulJQ8@cqsI+K@qF2|4Qx%}9(G>_oqd`*!b(H#bWGIp-NkF}sJhfa{23L~ zqT=w=@9W?W`laoI+oP|qjo}JXbG5K7?b^44SiIv*lEbdfk*_V3QgL;y?MVt~o)CQU zvX_m!s!fWNC0gTL>7R7BtP1eIa?&o}r1Tcz*1j8l!#bG~(GuAWryMl8o$reT=>{g> zPy0gIEVz%m zSM4aNowbY*!4Gmv^tLLEYq!K@6&Oli6LuWp6srv*3?EM0^J;Uk>Zgpl`Y?u!%gVx4 z?~2y6-P7teQ}C7L)W9+d*6drJp?5I{t@W@tHj1w>x8RIRWE*gaIA1>GA z_no%LaK67^hJ&+oL_1D_rrjT)GI-DND%*QLilu92r7fO>d|S8Mmho2!KM zkg@!Sn%-6lJSNnBb&6?|+Zi9&_PKFL%oW{yXls3GMDf^3uVXH1pG*vlM=vz#wC-y; z#jPfkQupleozBWkpZ-g-dFAEGf#zcp<(3Lw-_p~MRdYJFe>Y8>IE}<<-Qw^lvi}iNmCa||JtRwTVEb6 zji1O{HW75tDA?2yOi)o2LPNG2n>zPijGx$)npkgjJgrVbKHpJaMKaUc zD{_eYisglBFVTz24VOa(?xb&tmCk8x9V#WW6W<@mM`<*OxHAdcE)7@rC)>ntcPK|? zJ`_3>!mGSOQhCo#RJ87W5;FgMhkkd~@|RxW6a&AJt)?c9E6szPc?@3cw?9y{Gg&3B zJetDYuOph>J+#8xitlaFmXB3gNp^Y(2|riaNg8Ned$PYt-t?fGV@PK6PE@3=_MT1^ zhoqL=gMkl(+H-{*O+~v88W`tvtEijzX{`KuDTk{dkYdPw?vSTwGY8{}VsMATh1GE{ zwB2pOc|~M}(xl3`3vH@sY9<&j5*lsMp0w9J1pN{+kr&UDb9}G3{Mx<~dvn4K!pUfPZT5`56CiE#mLaRz(767wbM2CX zSWbYuLm?yJ=t0I=bzbjsAFD`LXxUn* z?3L2mPn96!6Qvu4sAD z%3^PLe3DCWtI2HNADt{U`br}!Yoz>EmLA9UWgSY-1QNu;?qk-gEjKyo`JO$Ua`W4M z|4f2Osmz~Vz9(nqS3c9 zX0S{0+!$3H*_~gdIFxPCl>cSYO9^XiA>!nPrtRLX91<(}>~`aBWLda*4=$XDX&+K; zTjRH}RORK-hCS|8X}34q9u2;UbZj$<2#zU;baUNVY}AyPnyUI$2PgYnl3zm_Q*Wmf zus2u!g7y1KIs08IpHi<`sKqCrloslsr$~2v6gCMm_g+=_MD^q;u7+zW2UIiGA}(Mf3D(aENj_ zO(^Zm4mL_{zolVf;J06Ln^y8Rf%F5nO?iq^=$(cJ+8W%qME7@M@3n~T*KXdIyCLhV z7+*$6^a}&uo*=*Gio4i2@)FVNZGLASXMA&b-j&6J&? zmiX4)c_rS(kCXZ&qr zgc1KMNrr(B>f5r&${B3~XZy{W5u9d7FM@O}tJ@ z`z%$`e(LGR%`#RQ@lVetma0$2of!VbmT+<_D?FZUR53Fn)Bn^t+-#jQx4Pk@2e|h} z$l>jxUa!z>ZfnPHblrNc#46|%QvR%r$hR6(o(@iX-pa0|O}bHQw9tK6C5`&7CtBTQ z^|nHl!Uf0DEk&I>COp_HM3_h^#rvFZ4pVsonn&NB<~!;ni*q_pHXy8biy>a#9ZY;lz;?moB#)&;r*6oB`YH^e}Wb)E)WBJZfRRN66 zYf5wsdp3_!w9W9+jMGl|QUmMw<9(+u`|b$b-5q9A_;r+1VPjB`zeZDo*nD^`G(N+T zXGsl9xC(X!3WwrMHi+JkmK3XVP*T)r(Y?m^dzN+Y+PZYZsvHvMMcEj|<%?>1mdnn= zkcCDcX#8wXpr2R<>x*8%ChcVcm$^O_)jkZK%oiOuxk_K89CJy=reN)QsWUHIJw{NW zD^8fp*eN}iy>?_3LtI4L1f3pYfi66K{ZvNGlit#E1*L&*sgG$5_p776cx=WV(Wt_I zT0dmoGj>A#YJQLX$xGZR5gSTK$Biw~5tp2IpUw)3lFC~7R#VI{Ltfh7*%#3_Dz?b2 za&u|TJC0Y2iJ|jQxzK0is;Ny~gaxk4dKSCJv4Q?*{cQ z#$7#`NTtMfE3eL01Gke^LzfC0_YWGi*Qp-xs?&FVL$-SGu?)kezlbY25qI*Otr9EyV z$3GNGhg9b3ztC`NziQ8$Ml(zmO558{Yi{T=?N!=b`)(X+do8S{w2l`d_QSvN?@65%IChMWZvCM;+kDfFPy*WB67B#sT+Zn$2U!h*5{P%=e!6PPM(TH%NUc@3phk zLaxYsAIc}CVVSgYbBaq2)?YL6}0<>5f8aoeGqz2#wMWUsUc#ZEu3KZJx=|!XFeIcah5!qwWuu$mGG*O2jk@ zs>fgjQbr==B6pa|mdhn+tyq34YR8(>aal|0ivu2>xOR|DbhwRjNy2IWqw37Ahz$yY zVNTyCTgO6w{bZB4w##-N(JV9)!r*2feU+`q$!ywO4IhNVbOIg^7BwV|PJTq(U%WS3 z7gAOBx2)O7m!|mobKRz^9fKJw?*!jD_2zz{xCog~*yzzpTk~^{6>DyC21&Rr`I3uQ z+AG$}rsaYlhWUq>)wJ~ois9LJwt8)Jv&1Nh`q$s%unBx#mvMLFnKm zD|3&f*2L|THkY(EI`v65AFG|ne!9@=bi71$B;?~1O}%k@g9<4*)0iHyAQ*zrkT;OJv%L{?pbC6Blt$MeS; zD_#mT4`#~VvXvJ*MoQte6-~O*wru~oJm;e}n>^w=?KB1tZSNmneCM0mk9lZbXuwFC ztuy$z8~h+n(A~N54%gB{hezx4Ouo_g_CMH_8$7yaud4RvQgQh#72meaVd966WXmop z8Zp!Df8(V8^w2gTs>$_NkK*;BbuEW}fc5yZ}~ zTko{Yvs}b{%T@Igi581HCnN6;D0iJo{&GKCd|W)Me@Ly^w`09$kkmtlFy=`yu68At zp#B>5Q2jH0oyE_BpW+0bxN%#gExu@>6}MuMlhpRDyZSEbkxd^Ze1ZX zsBppsWJ&BH905Z5Q5iJ4D+CM#GK|WgLrA(WNP;kfL5u0Zpn|p=$f|(+-(AOZ*w z2@9uh$Y6#ughrteNGhnn8!rgy4e}-^2CW%=|$N z&h{A47y(Qec|ai&CQD~3^`neNffK1Rj(~;GL^2LSW3X5_^#c#lqXxJzXnssO146U1 zUtk%~ZBAh_Xsoo63JL`~FYx!L1*V!&enZ0G@etC2;sa>>%R&UwCeWG5%EH0pFapiuuG1@V7f2a6^_I3Pb90R=RU1QDl9A1tQ=H5FQ*ONI*}CU@s9#009(e!!`UK3kvw&PXzPfHOVA0sHghinnetjh=6Mt z379Cj5P)LCbMb)isWre@0GHLq;s7H^tb!+!Sv8pm@CE$@GzJhj1s4b4;=v}ulHqwc z2oGwINoCb=8;^m<5m-!sYZyLDXfOi-4uGKu7$zRfVKHSIIk;wN8Vm^sKcHY1!Dz#z z!8Ir>dBEVN3IhLIW`CBNY5)YMmcRgt!88_D0CRXctOnEKny!J!5YvdTR=@!l4ajDp z59`67_2E%4O)O;sE5XlyR)LX1p%AQhzZW1A$k23w6=6yTU_F>!SiA;$0qew!!qNv= zC#DNaSAOdRtPe8_j2G(}tO4uBbb)n+fWiYA0$gDon5U3QKqjzW082l!OzXsS4KoGE z9l@&M_Kd=k_0)TK%%1}51uRv#cKl=HW_o5_h?S|bhFt-A>Usd|4p^yo2=)l93jn|U z2J53N7|L=btS^ipJ?{l!rpzet8bIi*>kqyV2KI4aC>;W7In@FV2?KxJ0KLDx6@~>6 z0lW+5H$ZTK;x|BW69P8*VDOax0ur2h0xk`3nAHvh%0AT!h5*%|4>9Ha0Lk!xzXoxp zT{i$qHHF>Z_we)dHz{rO)I|qv(D&Qs{=KS!bfG}37!s+CnI4Az--pdWVFuU#!kzK4 z=WpkXFD-vNr!6|`4hB6CxE}!4l;#Qt0IX{q*04XFauHKkQU1;a7T_;=y5JfFlScQ| zgKwV5>8WB+XcCHy!lQ8*6rP}nLa#@m*2^Q1tZ~36%lS~4e%^GZH_aKss9;pEN{|PW z>8FZB{(YfBXSjnYAYyS1bOBc}X3p_*b%UHKE?&UJPR*B}!ITgN)eQlR3lRa#^zR?A z!gwG+H|S3vtfKG_@}2G@kzn1K(?@`{VQwD*@O@4nkpRR!w-1=QxqT$mKX6f~f7e4{ zK|nKSE((JJ8a*2Z8ul!6`iNLqHnYbO(f{@li15~#Jq~PouvcdHfp1{{!X<%7Z_YRj z=3ksK1k^utV94<1o(%(w0a3}^KHR@^vGdT2B>>MhcP{x~Ug6Nd^3EBD!-7=L+&&!P zA9``Hm!C5Zj|N_RZXXszyL0=9u<3(;e{~H60RQlrfcclF1RU-k7$g$#6o1xZGAJ}} zDuZ=h%-Gir7&0JK*u+`W>F|DLwQXo&RInkYKB7_>Ox6}5qi|@1jEw$91H}IT-u@_& literal 0 HcmV?d00001 diff --git a/spplot.py b/spplot.py new file mode 100644 index 0000000..a520a7c --- /dev/null +++ b/spplot.py @@ -0,0 +1,18 @@ +#!/usr/bin/env python3 + +import numpy as np +import igraph as ig + +import matplotlib +matplotlib.use("PDF") +import matplotlib.pyplot as plt +plt.style.use("fivethirtyeight") +plt.rcParams["figure.figsize"] = (10, 6) + +if __name__=="__main__": + g = ig.read("data/sociopatterns/infectious/infectious.graphml") + g.simplify() + layout = g.layout_grid_fruchterman_reingold() + # layout = g.lgl() + ig.plot(g, layout=layout) + diff --git a/wrcf.py b/wrcf.py new file mode 100644 index 0000000..77d2b25 --- /dev/null +++ b/wrcf.py @@ -0,0 +1,44 @@ +#!/usr/bin/env python3 + +import numpy as np +import igraph as ig +import dionysus as d + + +def wrcf(G, weight="weight"): + """Compute the weight-rank clique filtration (WRCF) of a graph. + + :param G: igraph Graph + :param weight: name of the weight attribute + + :return: a Dionysus filtration. + """ + # Define filtration step 0 as the set of all nodes + filt = d.Filtration() + for v in G.vs: + filt.append(d.Simplex([v.index], 0)) + # Rank all edge weights + distinct_weights = np.unique(G.es[weight])[::-1] + for t, w in enumerate(distinct_weights): + # At filtration step t, threshold the graph at weight[t] + subg = G.subgraph_edges(G.es(lambda e: e[weight] >= w)) + # Find all maximal cliques and define them to be simplices + for clique in subg.maximal_cliques(): + for s in d.closure([d.Simplex(clique)], len(clique)): + filt.append(d.Simplex(s, t+1)) + filt.sort() + return(filt) + + +def wrcf_diagram(graph, weight="weight"): + """Compute persistence diagrams of a graph using WRCF. + + :param graph: igraph Graph + :param weight: name of the weight attribute + + :return: a list of persistence diagrams. + """ + filt = wrcf(graph, weight=weight) + pers = d.homology_persistence(filt) + dgms = d.init_diagrams(pers, filt) + return dgms diff --git a/zigzag.py b/zigzag.py index ed6c6b5..4692028 100644 --- a/zigzag.py +++ b/zigzag.py @@ -1,19 +1,24 @@ +#!/usr/bin/env python3 + import numpy as np import igraph as ig import dionysus as d -import pickle -import matplotlib.pyplot as plt - -plt.style.use("fivethirtyeight") -plt.rcParams["figure.figsize"] = 10, 6 - def sliding_windows(g, res=0.1, overlap=0): + """Compute subnetworks of a temporal network based on temporal + partitioning of the time range. + + :param g: igraph Graph + :param res: resolution + :param overlap: overlap + + :return: a list of temporal networks. + """ times = np.array(g.es["time"]) duration = res * (times.max() - times.min()) windows = [] - for i in range(int(1/res)-1): + for i in range(int(1/res)): edges = g.es.select(time_gt=times.min() + duration*i, time_lt=times.min() + duration*(i+1)) windows.append(g.subgraph_edges(edges)) @@ -21,10 +26,14 @@ def sliding_windows(g, res=0.1, overlap=0): def max_simplicial_complex(g): + """Return the maximal simplicial complex of a network g. + """ return d.Filtration(g.maximal_cliques()) def find_transitions(a): + """Find the transition times in an array of presence times. + """ res = [] prev = False for i, cur in enumerate(a): @@ -35,6 +44,14 @@ def find_transitions(a): def presence_times(g): + """Compute the data required to compute zigzag persistence: + simplicial complex and transition times. + + :param g: igraph Graph + + :return: a tuple with the maximum simplicial complex and the + transition times of each simplex. + """ max_simplicial_complex = d.Filtration(g.cliques()) filts = [] for t in np.sort(np.unique(g.es["time"])): @@ -46,27 +63,13 @@ def presence_times(g): return (max_simplicial_complex, presences) -if __name__ == "__main__": - # Import the data - g = ig.read("data/sociopatterns/infectious/infectious.graphml") - print(g.summary()) - # Segment the network into sliding windows (resolution = 5%) - wins = sliding_windows(g, 0.05) - # Compute the presence times of maximal simplices for an example window - print(wins[0].summary()) - (f, t) = presence_times(wins[0]) - for s in f: - print(s) - print(t) - # Compute the zigzag homology on the window - print("Computing zigzag persistence...") - zz, dgms, cells = d.zigzag_homology_persistence(f, t) - for i, dgm in enumerate(dgms): - print("Dimension: {}".format(i)) - for p in dgm: - print(p) - # pickle.dump(dgms, open("diagrams.p", "wb")) - # Plot the persistence diagrams - # for i, dgm in enumerate(dgms): - # d.plot.plot_diagram(dgm, show=False) - # plt.savefig("dgm_{}.png".format(i)) +def zigzag_network(g): + """Compute zigzag persistence on a temporal network. + + :param g: igraph Graph + + :return: a list of persistence diagrams. + """ + (f, t) = presence_times(g) + _, dgms, _ = d.zigzag_homology_persistence(f, t) + return dgms

  • 7!>697;EqaVilScyicTKe$u8KOg2gs%4eczd^#!kVUyD-FIZ?Z8*(;{? z^xD-eZjO8%&gk7iH+O%Q*_AH{vy?(VAfSmMdw5v5Trashg`LB z@G5p|&>N1|2L)2ffaN4hbmd_N4klhXw^bMJHL6 zh_Y@o!`Hft)HLWYo9==R4+{F!VCV=tRRtX>%DEPWUJpV?*%Tdeb+k=)L&u2HLBVsO zc3YL#gMvwo zaX-{Sly)l=^mG-J6x9awBy>{H%cr6vzfKN%rCmG~oji7mDC1TN$9~=fbyUG*Kue)h zZCVDMX44x`sZG(jUY%@u3+ims+tBGYy#sZzX))AQl#cH!<1SKPK`BT651GPArvsrg zlu87t9CW5luRvv@WRUt4I!ly^DeEp$(FtAMY+4VUZBukmSa(r6DEKvWjwl(>C(yY; z!JONZs)NoGW#g2mzn~tDuG9(-%F}G<{GgYokD;D+!M~vkMEQcXMbWR+&YV@!%cfnS z3vJpOy2z&Jyt0e8q^n%3qSP)>T2$+nI3LwhbWqqOHth~wYEv`lvVanSNQv&=rpS%na{)wTJrJbOLmxO-ZPqNOdTf)bL%Qs~q)9yOjdf@~!M26!fX% zNL_6gJQKRcrZVVSyWojXxt%%-y3SF*+F-)ye7Wm`RNC!HodMmTR3=V&icZ@b;3)r> zz^gnR3*D%K$spB>f;Wk@nFp0|ds5}lK$~uW208M-tw?2+Y69IHq&!^<-D1-K=vGn2 z)hQGl3=I|~W6HUUR8QzOQ6iuebh{`UP;`{p5K%gyYoLrM7gMdfNL4~ZMVWx2bJ&L2 z6rJ8ST$Bw`BcKs>uSw8Io9={0iE4ep{_bm0Y8EtFlnE$04z9vZ-3yHoWrNf(Xsn&e zLgQ?T&PE$=Q*=bz1e>Ch;_h(dZ-?W86K~*!n)}bWkv(f_p&o9r;fS1wGY=o>59I3UnCsY|zW6 z+CtBX5=GH3QdxJA+6P(?^zzgIdS0oF+gwO>fL;)3Gn8|CQqf^+FREazTPe^E&_bmW z0YwMay(CHo6dhRivM3!;3G|BHD>|bur&K0LwTE7Hba^(QM|majno^0FYTZR@Z&I&| zashRN7KyZ(le*oOqEvL)+8Z`ShpoM7Q-A2KEqlcUqod~*+o`Ldw{40Jk$cCcH1w_` z--6*2Zu-=<&=RF`ZlyqHLGRhAa_D`L>X1shcq%%F?Sp{Qq6(-$0BVeHa!7-CQ7(Eg@U(3 zpWCT>p%pgGhE|HQalxFsNIeIAVbcQW%b=i7WudQZx(}+g3qB8hZKv*sz7f^B!3qc0 ze+hkS(|gb=o1$aWRtJ=Dl~Z3s-#NP0E%1llwVu9%z7JAKrM`mJ*z^tbg9@q+1$}BG zwAQBRl(Qf0f;G@OrCjr9LSOKE=qEe%A@sA|>nG?JQQB3cV8&gfcHf5gUp6&_ezj>k zXnjCg6>JJ^5UB;dJnac>v{TKY-)!0*`dyT8Ehw0C7pe8!*B>Ic5IrbQtD#MzjI#o@ zqTru4?FIcMN(ZT}p}$4hfZ9NtMYW#F-PfX2SLmNDd&QK1{6MSDf> zzpf2?b%VCD=>(`=K*esv)EQ8HN4`bj2Pj+wHLxi<0BviV($F?GT>@?Es4%=A<7B8| zKnYD)1~szjENDCRQXPi(sVkxFZMq6-Y*RmI2fJ4XXh)^oTzm`4OEh6GXs4i{rz@ah z70kKKg;aFf-p-Ezc+g+51dzHD1 z)BvcdNG<5)>0zjuow^BXZqq<$54+$KPz#&pLoG$>&KPM;_z~2~rlruHHoXY#Wz#|^ zAyNx^m8;isXm6W7hxQRA-R43nI$v&II~5(9*4n18p#4PoTlQl_2fOWWr@n*^u&EYm zV;780rTbq%8Qt;{=s=s^gANjDFmBnWeumoG^b2&bNSjGjs@H$eA)>TfDbQ!op`zk| z`a&h5vVfv<^9~awW6HXV)FaU0B6X*ir^fsbX^*gJd+10}+SMUdt%55kc$6p;P!Xx4 zMcIJ%g^sal52&3;E$EeV@zf#Eu|djHbR67qqLR3mrJ=S5cY;WD z7{k+%(1|u31$D3~I`b_l%HNkS7#$*aQb4sDqXarRDCp@J=oFDwn6OT%=-9N5Hbv*K zohqtyn+vJvsKC=4U7HT55znwxDYf8-*SIZ3sY^+966tmdbUM`8PF)V2E~@pt;)2m} za9tev6$%!+J*nHFt~L#V_#Xg7|7^;Skx(i+0q+b^et1v4p)*xbE$HQG0#s(xFz76s zMnK(c8U>vlP>CiS4|Nx*J7aj70-a-1bgPDN+goo~}n zsHdayT33;RNq3PtAG*Mi|0`&L+VQdJrGkkd6`e14p-6XHNIeK$BvK2gOue3fE)G&@ z(QGI!(q>Ygo`Eh23VNCcU20P`bXicaT)m!ydW-VIdzu4XE>a7|@bo&=C+OuVIsxwr zQNpz-q^3fBMP&g!4_#^ZdI9Pua-rx0;CtN+T_w^AlyRF<(OGu=MI~`BPtl=&SBvsv zR4O$ey2hqwp=(8|Loc8D1S%ILU7Z3&hyGnBDi7!_=z6=?0_X;jT2L_S;;HDsx&fk0 zT+q`O(2X`lN9x^V7hDewwCNjYkX%s|pHwIt#knPF)1u6ZA@|;Azlwk?PRP zQ$J`%KxInxfo28;J)Hv05~&UaJq>{F4GN}J@Cqm!q&(dK-6u-8%@p($9Tj-LUGPfi z0g<{FQnx{~11fiwQ@2151_eF!h343)TcL+U8jM~(H3ph%)9uj1Hbv(FJ|a>b3T8B6 zCG=>J@>BuMbL4-tVj*<|^q5`nPUvx)ra(`KTyy?0dVQtFI0>p&ubf*cP*dnhr7{6U z=jJ_S(;Vn&o1#Pi=G$}+^o&i@p=WKH0X-+u?J#`Sjhd>476d6z(J6w@+Z3H;_kvyU zDdw8DMmL?1#qn`)p}ZTbj$&8Fz+ zxz}x40WAusMq{jj-mvLM=uMkGhTalYx;orftqMK~Ef(bh`VD&9rs!n9cSIVjP;h4s zGJ4mhU7#g4)rZ~-s7@0`C*Zwr(@xL_qS| zwN0l%-`G?NeXCy8aW7x+2PRx)r=o-SR@M*>g=-j-Gc4|2Eo1^RNTnkdw>U9A0yHcuCpi1bE zpkR$sqoGZroLeE~X(sfiNGnjSQujlD1u0K6pug?Z1JGtWbvN{ns4O0%PQ7k|{uQYO zV|bba{U@ppQg=Z`iRfQ&`R7weRY6;c%7at}s%NL}gz9gZ8c?hWqvIAEI2zypRw!5^ijI+NsFXGrC^|*3Q9wzhqEiI7v*~?kdy!gD(5IF{ zjYV34G*9XiXa|w&5Z$t;=m^9eMa9kvvWi-YrXm^{U(-E86^exm(q&nPJr3yCQj`v?8-D!dTBDF_AS*8Aj zT8PTr3Mo%tK`ljUQJ^ODY9-19shyxb?Nn1}FFREaN(8BDS2?viw0Ds5v;(w{NGnX3 zQ|cIKUs2Yr6sQH%+D^5D_6vIXg3-~A``f9u&;d3b3bhfb4rA1~c~U1r|FbCx9VpUf zQngB*1s!BlH>j`OW;Wixz9bp&j3>_)T`7v&EUyD*5prb@;!B3s`6dmn&bdV}`mO24CCP;a@6l&+l z*P)=N{?M@^tw0GCjE;6Z&Ze87<82xUwYO;ybb?J+LnqpF4b;J==v>OANY97iOEmmd z&`FL4)VY-crJ<9RN(3|%Iwk1k3*HQMRKe;X)do5>D42A6QqdWhr-`(}7-gd9T*^|L zra_$?U7k;+eTx6*$<9iZyA=v%L=TWU-KJSk7n`DkF1y;4g;FBTOs`7yx*Iw}ly)lx zx(7N_q|H!PscNXqrbnQ&Y>E!m>?Tqj3RbJ&Q_$HqJq>jiX)~#uQZGQ~1XLr+LFbCJ znUtqDq4R8t&fDxE(q>Y%D)=FEzD*xNJw@6~s!pj-p$lwU4)qdMyUm5v0_egmQ#Tc> z;3v>Uj&5=b{8c2TZ=s8AS_P#=3E%6c5*7Rry2Pfn(50eeoGMf5SLiaE)LRuc$bluw1>qhprT!Wn3_;f(^Il z{g;WigiKQQ5SB5j6hRWL#7dXZM3 zI??{n4O`McC!8t(4X~*-bfZXh_^Iy2D%cjf$x;4KwwNaKC)+?r154ayQc0ywBsEBs ziK$X_3Usqg9idx9$vBl$ssnVZC>u~IG+0yNSmQ@^%@S17iHp9rKl2` zVADA04x7e96K%Q!suX48Ue)S#A2i9Pd!RdQngLA~>2|oUoC=PGrUWTZcR^D{HEuJh zTBTlqrrGoobeBy}K~*+A4c%?ieCVEl>NLheXu3_+&hn@4~ewGglW+_Xs$>rP`T(Q=wXpopp58O=n;`tpi0r-(4zrmMVp~{ zB5fvBE!wIv@4rOaT%fI?$8FjMdcvl9P_<3Ii6|dTB7mNQ?G^UJ6p4j)Gpc=`iROkv3DXTm_GVa*p!< zB#Nmw_w}k$S+|)~wNf2Py%tbTbSm_^O{YMML^W~2TBSNeZ#cTuE%2AyTZ={KLT}o1 z4)m5N;Wm>hQK~1j*rxNLw?)Y~Ri;!Q=$(MlqU)e{ZAwE+MB2<4oMOn8}po5{!LBX6-t)YK{RE?-D^sh)QDCp@(=s%I_ z6sQAKw0HFW>$Z?igtoHjXsDh|$3XQ(88;Y}Yu!ca0H}dTgF$toQ=zRz+FYP+&^DrC zx4A$Kp>0K~Q<}WpZ7E8f12uHyS0Kex7ekFialzXYE|$6y+RoA7oLeE~=@&k|+Xn?b zT|}y}s3cA$-9_pKXa}1HKs(xWBeauEH$lZV4TN?UmBnMEHO4q-7m-%DuX53NXjhx2 zK}|#%x0zI>Qgfi)M5+U2Mbn|(1ImeJKutx}ZiSSmr=eyxJqa}zX)~!B6gOy4K^aFHA(90M62s%`h2~z(;CD7&k2qiySpbd*i|Lq`WxtAYnY$B5K|;p;?)LhVFa zDNSaaaJ)Bk?3M*%+6Ou=NHtTzJD|V=^Q8-^zx}Qp_4=n<1svSf=(8d#MDV+^n*^ZsW;RypdLzH37sk`iwmYjH$tb` zbQ4r6QXQU#PYr}RiL?ThtKeX$v#76IDbR4}^neB_H45q?QXNvB#z0+d8VjXF+Ds~= zf|H;#f?l46LTB2k$xxY{8U~#u%1`JERzTf?RE5SE4V~?1NYuaR(6u(Lg328YcYFC~?C^$4eGgq{ z(;Db{QT+WHK1iuL=mt?=w?aWr>!1O4>SyRin|^_A5@q6o73%dHG|;Bsp+TbfyF9!~ zsXw8cZTbtkMU;(u%~k3j=vJHlg$9dqajHhC20QTv%%=L#?T$ti`_zbLN^J`bv8f@H z5tYQLc1mpz4YjE;G)&YfPL(OO6ExhWVrYaY6Q}%>Zw8GNX@wudUa5l3p;0!qfJO)8 zzbX4b6{10LFHcRNF(Q30=(Rw-4u!_rR053)D5uoH(0I|}xL1wnL})^g@^lDvhiG}6 zs#WR~XrfIWp-R!3I8~=q7if}AU7MUroDB%l^Y$G}knj+E)sS;67 zXlju1bS^Y4=#^Be8+4bblUt!+nW!&RWm9kHZksNL?g=QZf|o(lMLptPp00srh{|Ic zq||NDOq*_pW(8EC)UD9HHVuZdqD2v5Ykv3DXTB&cK$3^)u7Kq-2o)Bp>DNk#l zYSH3&j2fjjLr;owF)bJU4Lud4JpBVbEm9qNdHNTcZ_|I!Gd2|!^9D?$Iuxwc7!9E3 zL~G&+H;I}+3vAjAdR~;C9lo}4bFRG5IMwEd*2vVMgK{cYt*AOkt%p{LaxpDd!GEFEHf@H!6D^NZwMuQhGjG5GS|i#PT4PfK=m(MN@C<#b zA+*+}M$nIr#>9_zOjf;GKCBpT-#f4EKV5wkZMqB8n#*vq`;LLv@bECfrJC za%_p{DCk$4j)vBY+Qq3(N*xPru<1BxqbMGJtRMaa=r@~AgnoB4u9@#Ou8n$~3jHC{ z%%#b3Nl{m5lTD@2pQ0Xd!L(96p}$0B0i6f^Ey~1Hp;RAevrU&n|A?yM)Lf;mhW-_8 z@-*IkElQ1q{er@3T-da z3Qw#`1>b-g2L(Mn1MMKHj0<{t3))eXjj37%mq9z(^Z`^XS`eoeEA<()vrV5vyNGf@ zY6Y~bO)H@$qS`pM#$BYogLboN4Ya$cE>3My>JO;tmNdZ$=b%H)Z2BE)?r1_oUvNS* z75oRHgT$xs4KjwJ=n!Zh(V&{x+Qe9S{_(Qm^Bn zHX_Z;7@iJ?{wGp*Xs%KxK?jPmZlyq7po2u(3{@+2Hq_fP!~})E;v^O7eifbdJ{^CYU5O$ zQp=z-M4LQKbYF{7E1)wSO>7oZ!d;}+LS;6sfzA@ePh(<Ik_isEnO#6e2^2b~vCM)Wt-L!`~6$%&q}*_HQSBCSCFTe&^dQxt!f zW7+|_z@{CcUUtF8(1oJ>@V?i-On8wf>t<#Q{{d)0>f(T^-JVneN{h6al&5{5OYGDh z(4``6Cbd8XTSJ$Lv;r*_wS{_%a&DzShe4N%$^+WWef6I9YB)ETC`!huu1Z}C z4H9XEG0H>(pqqn~r*h~PJ9Qm&t4-HKgGJrrF?y)iVCXhcub9%JA<*rjzA^O|je>@V zddDf(a_6ZHx-($S=ro+c$! z@M~yPK&?ezLZfZ^3aSt_i3|GFhtL>N+n7pJa2+%@NO}4I8Yen3PPJ3&S7^LV8=(oJ z_Hiny)W6UjHvI)nwCQiCQlvVi$w?hmu&4>|zeM>7J*_8or>K+LOscC=jY&sy*ynA&9zfEK@SJLe5w!hh)vf)kJ<%qgyxA< zhY9s3Qfd_RSdj8G2zuO3-2y#f)2&doO}9Z$+B6t?N|b+w{*TH5(9-&|3p0jBxw7{lm(DOD`K`)5%!_QZ*vCxYmb!QAu4?+urf}ZY! zUa||0hh7c}E>y2M&?}+^ZiQYs(bG^)q|F6-8G1FKMM}K{y(Ur}Ql4IiUbkrxw8*A6 zpf^OSL&3%BRRg^#(h9Uh^fC07sK%{8%S7Kmi$!{LP_5`O=xx!;IOXX-=pCE3-HrEO zHf<)g#HN3s_iU<9!S_Y^TVACJ-zW7!kn;35RAbX$(1#-34!7)6P3ZNJO%0)?0j<#( zyF$xEszX6fdq5xC)B^fMlz+TFwH5TKooWd!4^rzi#-H5RXCl>M3{MA;`rM}dp%r$) ze<`?9l)o=uusNwO>{Jo-rAV6@qfQeZ27P7I;ZUtjM?hbTREL5aRj?HLMwGv0PpzSE z?NkS7l}#r=t3|3quTAQ84)mQ(=Rx1wbUL)grY_JABDJ8`X7%a?t+nYQ=*KPTP8TXl zT?nlcsZMD!roPZmHuZykwhLYY{bExZsR%#|xv~TqO>&}E*DbRh; zR-!O!4s;rDj3fh*XDyo*sj?6=?-3QEEQa(57dg zMm9YQZD-Tt(DpVx0W}t>J7XNFFCbW}HuR+D4WSr`# z)DmcCQKy)?iavvO5#=A0r{|zugH)MPpF>S-`WV_xq&f`mQ!Am}ZTbRgD$-_B-PLO~ z)J&9r8lK*Qng^*KO09zS2zq&{g<6PIhhCn3f?C?N7HTEZW>US>>sM&cpqHnwp}m5F zp4LDKn|^@y7A0K^di7SX51@TSs#BmppnXN@AoUN_T9hB&7u*2tC(3`nJgtECw+sFS z9U#(&mNEKj!k3{oBGoBS{oQ&0CCZQCQ|n0`D9V3CJuQO{5^05k1_W0u2x~ zfesdF1sWu33LRooGw4v8_JB%6{aqaj4pzZkpuLBQ7QU1w$+6p?x(WEJEb0O7@zq7Sdsv@TGD%gS4u{Iq69cRmoL~EIz^O! zhE*E=JgB2h=R>F3)D1dKq&f^gLj`+5r9sM552%x!x)ACt%0CUCItw~olz;M`l28|s zRv06zF|LHVinIdF77c(>Hr)iBVbdV!Oq;HO$^x3JUROb91vF1|Bh*clAKp_x=xjT6 zGt^zA7Tj003XX=(5vfjrCPC-gsj<*`L9h8LI1uU)q&$s-&KKoB0G=*}dWtj{V|bbY zU0~BpsFz6Jrb226bfKM^1zlv*6zF16{_*-TE`ib_t95Y)LYP%K|xQ? zLH+F1OVCv!ZKmL26?`A+FUsGtrzfGS?bL_RH9;?*dK&D@u#_0RyDzJqQIXqgKB3f&}99SVB-9U3Uo3bb6Q`b~NN6%_RJ3#ps! zR0C4C*t89Ft6gvd1qa*oHFTRz-$J*G^7rK@`~w(YG~K2&G(!|W-pLKr>m+EVNP|(((>c&AQ9NNx7eMz0y?p8-C>u~i z_391X=g8Ngm#2Qv{Q)&r>PqMVkv5a^bR9HXRO~iGO_aI~deElZp*fE3j6XJ$n<>=_ zdPphNpNus8adieXmwqeu$8DMfJz>+GP<23U)oUvBWI!dNDbP~^9Vxm4dRnB-+_I;c(0q|rpms{lhMo~= z1!^yv3q2c9N6|d!IZ@KBkn;2tv_Paf1$qp6UX-7(lM3Dky&zH@Ql6fLUJMF)dJKczxrh+->rGR>fUV&Z~<;U=JKlF-7D~!=gsU=WOq!lPFS_-`?(qK?;(TmV)qV8^` zK#QQ)ZCVU1vgs}84N-nV-|Ic-O;LVAPai>V1*yK8um)Nz(q<;~R13Ww6!f$ldPkIw z@5|HY(7Ph7P_VyxeFrTG3YLpLf!?#}Q|SGmpiixaJ`lBz$M7@(suAU%`~dZO7y3{% zC{7I)6*c4imq?o#-qU7MOYPJ@(6S(vQNh2Vk8S!B`b4D7^ctbmwv6$qqe+!+r9dhE z{l;>oDqi0evgd^WhoJS88`?m1sdc#zN5v&}y4bguWBypS({ML*I+k zf?l4EhSrF3aj(VdRSNwe(h8|1qBEeiBCS9*qB7{mprEHt(7K?Yr_Rt%Hk}UrELs*% zxLm!?hkmi?0;o=;%}lsbsVkvhgOsO>p!Ig@GH8QMy`hZ()v8xt=r@sCFovi8(C>EY zQs@tnHj`SVf;T{$f`Xo|hW-o+db$MqOQaPFu2I23(BC%Q3~jdQR_Gs_Zh`(4<-cFP zS1;&4(K^?iG3qqN2&kxa^!{t|#+WvVCPG`;R0-9yX%bXlwAmM&;=UH8s-Olo-3@IW zP(zI|6WYenl*VzvV$lQ8wl+NoHMD6C)F|lHOa-Sy+bNZZd$kt525oQC^H5`(UVwJ6 z=|yNqn-)Sl+4K@rY}3oo&NjUQ?ILOt-&Y&m*R#;BHa!V7vFT}OH=E`|yNg=Jz1phR z0;s7-E2YUPC8Cd^W{xK3KQ^9bK+S{HkxDIv_7G`>g6%{rpcXc*gj$NUnN)kFzJXea zv;rkXYoR@D`VrbIppHtdh7vY?2kk9V3wrs~PtZOhtw5bruwHZCe+4N|zmaNfr+$a_ zvuP8we?VQ;Yb$ykAj&^pPhXH~BT{!J^wf~l|LlSdpabpHcF;j0)uCXS#%KbywP`o# z;Gm#SHG&QiTGcrB(27=xCAZ6zD+cn4q9fwSn3NsopAh5Ol0aD-`T2IuSa~rVh~Y zHYK6vCyeO!NE%PfKCevdMbrV?bP{DCp*;{>MT-s?#mbK4V`XNAE=8> zS3q3@%4qm&pp-~0=;f&#I>V;xpfg2!;DywMP?;$I41K|N&{=lsBB-04Iu1J9PW6Ji zi`0TKM(DmW&^aQlKoz2~(7B@g$EH$r9(0~)yjvmV=}xGJNOhnoN=<;y7gfcn8KNqv zr%m@j7uYl%>LpSgdSz8G3tcG6kKt)NbdjC954u=1+ts1qTors2O4~FSy2Pf3p-XLg z1iDP57WArCuP311qWpvMG!wc!DClV()JHTg9^TV@=n6;vue*g_75rh|SE>1NYJtXh zgVdEay#n>KDFz#BDJ94B8{;U zx=y4OXt8KDbiGaAK{trBnbZ=ceuW0uv>v+ArXQi30;*BLAE1FEtI^uMVs7aXtPp>L*urjsZNSghd|>+YEhbu>3`6KAk{zxkAm*7 z>1b%8NZl#uQ^!D+j{FMLPz6tdCW*8HH5Q!;-D%Tl(Bztivr`?RyX@2%P?b$*LU-F#2Hhjl^I?o;8a@e47wI7ss4FxhpoCJVLo-GBXXvRD zG)trw6!g>!y4R))p={8rwR&}d?h~mF1wCC3-5(V6bUyTeNGqh;s9-rX+otQF2W`3@ znqyNR=pmc>LUTpx&KPYq#!b+}BCS9rq73wiO+%qagMvOa2%0Bq>FQAMNEN&YdQ7Cv z1sVxGZqq2}iJ+G+I1s9KG^H-+bpZ6FDE`AC9-{<$N(J-Zly;i%TIgv}`?z3IbT2eN zppK%c&@(nohn}@*2K1awGob}G&4Qi}sFTK+1HE9=-O!67-40LQryhY82C1$p_#pIB zkn;2}^s-HJp;zpJRZvc(I*d`KUe80XinIcC7rh0&78LaK5cIl8E2MfT^$xTsDCp@m z=naupNcB?cL+DML-i6)@D6Q1{&|;fDfZn#L26{)7|FHRjQ=oT6T4BQ8>h&?SMAX-< zK>bBuL+^>S0+owaLGO!H2O1!%g+8!pB~&BQW>SNcS_^&XX!0_*QlOsvZTX|1piiwJ zwN#XeQzKMxBeYCZ5z~0l)-8Dd6{IRfn@N3Q(;v{MqA78~Dy51kxIF0PsR8tvNP}@- zGnD#|f}aPyJpB%>2zq(inSv`tTA^T81^0x$2zq(?hk{=Q1wHLT>MOh8UQn%_+6nsF zPBnwRv8g%qZ9ua%d@E>`NRN*D^3)VsEz-=;T&4DfzO$({^u0)R3aNvkH8vdx{SXwK zr(XL(Yeni#K~IN4KL%8-R0*_Bq|Kx}wS#^NXueWMLqChOnUtp!pkHh{5vsGP1N5tC zfonm*h3eH6S}#(I0-X$Puv49(jiUU0EmFZ_px;EfxRXknS)|Pcx(52kroPa>HeCt*7f_9QT@4lO7rph6;OTAa#x4cN);RlH4tfYfo_Ag7UjpNRca8lO;FI& z5NO+=;3}nVh8l|0onD^qfEw8}5!%kC(a`oHbuSd01T_}rZ+VTz7zOPRq&!W7b`)ta z3VNCj?Ig+%zfJ`wK*d2pPg9|tMXEzVPY*%6*p!8K73IgMQ?GlVCL-0Lpr?7zZle5z z8LPv-+GXoz@*{1f;=^{NJ#%QlG4uQIe+PReiod3k>^ zP*Mdig3bu2qv%5DOp)%CUY<^e%0wEhK$k;jiPWM%})dxD;ri-EOcEKy4b8PAd zoh$0(Zig|t>b{0U=h-v@>JdQ1k;=s~ErNSh1v6m+?r zdI;)cr=Etcu<22#uTAryD{XoV>L~(q>YX zN;QCP6XlIK~^(h9UhbP1FVQl2h^?i1z5@YD^uU!)ZZ z)~H}V=mDE9g=UMinbb0+u7MsDEq5!>O3^LQ9FaB`=z8cOkv2oMN@bwAHVuUywrLpj zh$uhdDith;9u?)s@H7CLCsKFD@H7s3%%&00<3X=A>UA~rM9|CA%}{kv(9>AxNm2f3 zcp45pCDIBLu2Zk+(9;3ciSCBxi*!4rJWYh2v8fVzR-_iBHmYD2dM=<%q6eV`K|xQG zpy%z>T<8Ux9)eyJsXJqAR46nZ@cEfQ&SY4R>NPEqOw=nY5t31iy8gl{^! ztFa&cu3~qQT0!b9o0db1MNQ&VGo`+P-WF+vFZdFGzV>3%xJu8uuzws^Olz0TVS0Xep^0QTLeAO6^GMLs9RT28)_QABi$CjS%ez zEfrP9G(~h2w9KZXp^rsXacYKAN$8Ux<>^T1(;$^qssprKR1p{SR04e_nio^GQYq+j zo6dk%h!(`D#Y&w8t+c5d^o3|;oLZyQInb9joeO>Cs4D)5R{0Ox`B1G$AKKDnOcz35 zi(2|#RsO?vIrNPv5l|oKTRU|bv`W-APPKCvsjHyXqBb$L7xja_3sRo?L*I*%ajK(I zw?k`e8UpJ+E+2~UlH){3;k)9|19khmgG!xn=(h8*CgQ=&W z-$YezGc-e~SE1hn%8Fix{;+8gv`Lh4na&re+4v8v=sW=ruU%D zHq}7?*z_UvuPFaC=BrmV^q(mIcs<<#7409r0jpXV51&)&7icS+>Y#c7EmrCWsJ=~W zp$0bn2yJcCI%pf4euB0Y)x^Uu(-_8u z)HtAZqTQh#L|WlF*NIv|I|jWrinf7v3R0e0LdACKKc2?UBDJ8GPwh);7g4QiQJ`I+ zUF}o?YGTvg&~Bnlaly?R{%B}-n+}GW+H?ri%%(%3<~AJ$?P1dqPzy(QySey;-`!9X zo(8oPHSoj7)ER0e(q>YPl`4bwwCOBpFOfErDpu-TC=v8(CMt#Y7Bz{-@RWx35ov{j zEtR?g+SjJuP-~GklS(Mn7urvhzhzIIp#4Q{+-6d3l^OsYAkqp{BDxuBBhsBh?L-$q z{}Z*23wpX9I#6_EOzo8#0v#mMW(p=n!=SbzZ7xs+bg)gsp+iKfL#m?+PJ|8(Ql3Ua zC3b2obXY*0RIm~{T%Ygvd~dB&47-!X(n`xNOdS!rd|(0 z?L=CEx{Dr%jLP?vJKquMs9(1xz??b29^a0dSlpo%Y@fvihNGnX(TN8c?off1#<)Bhgf47-b zxl%ttokV>DS_O5sQ){8qMXE!=0V?Ps7#b`R-mmYc$P>l3e*VdW~b^wXNxN1f>Yc@syWm>peoUB z&^b0Wh0YbJ4r9zvss(gjkn*%U)I+2eg;Y!Ed{Nfbfo7{<8>pvE|AQ_FXs%NGLA^v; zq2N5xVbFyltw7bHW1x#fT7l+^j)N{1X$4v!>IkK6Iu*JkpoL1E0$nOn9SV9n9lFe> z)1clWZ6=jd!LHEdHl?6GK|!DD3|%483I!Lb;JHv=QP!;#s5Nw@XmLzSl)4z|XHy!w z%BD-8{-Ru5uto*Xfvy(iKfRusK-Y+t#i`{=-2h!{)74P9P1iuz*>o**y+|#18nx3MqPjS>QK?DLO(Lz(Ym=x78feoLXpl&oNo`hYI&`y0E2YVM zoD`+9&@EdQjOlLZR!8?VaJxx0R>8-h!8Sb(-DcAh(Cs$Og@)MlFq9FgJ7W}UjQP+| zkyfB4q6N?}kyfB)qF15eHoXRo2&kn}Z$Kl1UY?$ZM%k%XpwXg)tHT(rRd6X(Vbd~b zj7=XyV;%XAU!mY&Xq-}Q;$Cgl>kDYSOgF$CMPUgDP$M z37TZn&(NJB)#1K6s^EHPvM4`>r*EJs0d-YsH8j=H-OJnx1wHkLrYThxQ+K7d+MD-Z zHr0cwY^o34ZBqm29#N0DS6aQcho;-q7@8sK9jE##)dZSp(@xMV(SSHLNU7G)y*BL$ zWdjdPTG>pb1b;v@W1I(5oWV;c0AE!AGIjf`XpLL9dH8#RWY*4J~ps-3kA- zVtNA=d=Yv>q!p;4=w;|ln_hw55@|E3#!9^gEw<@(=RgG`V9IY=;i5os3s`rX&LmPUGQV*Bbz>f zmWtZO6P9R<)zC7VzK1>*X*0tgsniDOlOW}374)f1-$Bbo?cy=ot6+nDc>iTnJ?L{$ zGEQ|=su8q8q!lLYBx($;3{sx9gT4@z#Ra=7)dc!dq!kMG5bX|qCDIDiOVkvq4GMbN z8Twk(JMPtAsr{gDM12F=ANtl#C7@L{?E|eA4UP+D)azjAJDU!Nz87gT_ccPPqoFlH z%F`jx4>pxRYef~V4h6@n;3?3LHk}5o3#d}5lc1kOszX6fouQxYR7dC+(Uf?MDith) z>O`tT!5N~i(62V7p!Gp7pE?=ZAetBVs#d|C&_uEk3T+ZCic^b~x(fQ!roPZ$0WDFg5A?UA83|u-Mr+Y%XtPZf&_AO1gFT~Msd3Q1 zHjRh=6Ag-cWt5r-6&(=0|C$j}CA5_&{%p+9_cS#bs%O&_sJ=)a2`c+<3&?)}+Ca@ko#Iqi z^*SBeLzE2YRH%ihET$exoe8xR^^Qrun^L`?RyOs7_7ugx9cKC84p%{YiS)orle6Zk z*9}m@rUC!Q*1gABJ@suIAB2z$g%Gw=LKuYP^h4}4ehh`A*rgJcMkOKI=^&v7AqrbU z2!kYqjS#{hgs>4pZsVNu^J!gc%{;Bww?FRrS?_gS-!*&o4DNM5&p^W zqfH~BokYcuTBy_|(9SlEf_4!t3aQ0PjfUFTl!tZ|EeWZmN{xluinPL~yi7C^+AT_X z8V~Jm(*$Ubh)OCP2elI|cPq?VA-WdY)6wnW=f>^+Z8Hnn%chyo-lCm-;q7fzcrR38 z(|yoBqC-NelTwdE``R=g+E0{3sVAWJq5**hsqkrNf193x4p>cYC;yQhU9ZQ=GOoXn ze&dIB;6tAQYwtE@=s`U78rpGnAUQj68+pjNhxDwqxx|8cj~{x->O{X@Ll5Pn3m(Qp zuc3$YpZp(Xrg@({-hC{qE`~L&$L@2If}a`i58H&q>`&9TaM$V$(CceXp*QTo1CoL%Hz3ba^e>dKj### znUpD(t^U&}-MD3Pa-xI(C%bdWWM{f^$D}z$7s@85C|sH2ipj|-K~D8DfE%VYGeJ)0 zg2~CLdAB#4=m&FIWi|IpPW%FrxGj~#xn8nmD7Q-zZ6%XeW(1c@QO3*p+$~A8K&Gh7 zMO-aOw2)0sb5K?}ikl@T4W~XWQRX}@mYnp^LN@7*sc?c}R)y26!H zxK)y<1Sz^bmA7)KWXmnwDM_?7oAh*%vdY`JQgY%Kki6RNc>zQg^IElapQiX>6yJ#LRATA-~U`H;&aCygiY@-}xz%H-YF z#>_`t9Z8BoO75ZZGj5KY^iI6=&P(dKIFjTd`H_1gTYlo&$d;eEHL~RwE{!CaFsI-i zD!=2-NKy<^au4acYjJ1fsE=FV8?{eH)EpXb(?-w)QQ|g}$|3K1uBS+gl-gR1uBZVKsSl< zZUridj)tb$bPRO!n$*vQ%F?5tTWsnCO&1m2?rhR8;~vr~XojP+N)hb~-Rh`cK2Xs; zq^Co-+0+xdeNF10Q|dIR;K;9Jlm2;8ALtHI;#L~zOlYP}Ip|K2dPtRAJnak35^05h zIL(O8h3;~6wp-v^@9acW4c)C&(XBMn0O+2mFsIZIXtoNqLMku17`j)a6{sM(9JDHjRcJv?&igB+|h+VNoZX0M$C`ua!nR8+ur&1}c@U{*zt}JtERd zHqpO@l%>~0k2-32M+NEu&0VuF&^6FwqTK2Ue7ypVgyxCz5siW#7nLHaf#%zEE%bz= z0hy3W+(UXh^rTI9Ku_5;6Ix)?ozT-Z&4Qk>=`QG5o9>2+BAuBRDzC%OhMp7U+)5+W zLeGl|fr{=Soe#Ybr93?fEfi(kW(qwOpcn1bL(of(&Ize=3ND@&p_fI8TgfKp6h+TL zi)?xxdPP+5sdL@OvUDNz>YB3xJp;Yw=-ecva_%903tAjeUi2>Xx~Sk*vdOtc(WlTG zqI^UjLT^TeK2-lbP)!TFk^rKCOK|hIfuxxUkJ5E{J3HsTQUx6~t(kkc|n<}AS zBTAGy0s75R!@Ku9Pyg`7{#~iO+sv$jdq__wwaTWR&>s<%lsXOiQ&e;-6ng3l{bkeY z|0eHmM?+kQzxfVH+*3LL`bVS{C?^^O{j0*fTY>bD_JICVst~B?9@3FeS=-hB<=>E) zE`ZjuX#}*kNIk?$D!dq4CrWu54mEL9opGD9Np<2L($UbmHszu9MAadcSLzyQeNir= zE1{-#>MCdhQB6n{+(UXjw4tafP*F4%+DKFvs3e*WHH)ZTbUU=Mqx0PYuk-okqWhrc zHr)+v5>bUx_dw+$^-$<(4z#IAD^Q};_B$?JlZ!o3qKV za;3H)wTDeDpmvUixxIW7h18bNo}wfaR;h3&XfK;G(B3xf09A<8!>pVNcY*e?sSUKR zs3IK0r?!Rmi)MM+9%?TtgjB72NcV^Kx9I@r0FgFx!lF_gpaY|nr}j_>QJvdNs-)E6 z&_OmG3U##UFz8@Wy)PW@K9;4Op+h3dXx7otp^k(BU?9g%VLd z6xOKlROkqsxZOTE%h${T75s6Y~ zL0OynLY+m`A(dC^Jm^@P20~p#wINkh>O!c}rjgKbjxNmj)P*`~Iu1%jb%9FmA)N^w zFRJ%6(tRvT?}tu^s9dQzP?b#&KqopHnF)pd7|%f`+4Kz5Riw??WMraQFG1aGdKo&| zrsttkY zeFB{k6&93w8#+^@9#Wn@hjKQ30rj?NIn+l~8;()btnZ<-L=7kO^eNQWPOXIci3+ZV z6PDaVx&rDis*C7n=xm#Qfd<(08+4AS-WOg}u31f*aLwiDBDcU#fIu5S18rI#8e~&b zXs}2lD9mV9Gw8f1=t-$1nLBhw&^G+uR={HRiVNT&={q( z0#%7lfG)SG3L2}zdbhbTbvQK6PIZCC+f)fn5NSGvIUVC9=n7Fj%&HOfg(ljRgRZox zH#EtnKG0R7+AyoAS?57l+cX5a#-@SL8q|KyiR5%T~&8C~7+eO+;s-V=ZP{F3# zpgTm`OsZC?yP%mOtw2T5ebAjY-4D%*3VrHs=q^#i2|dk#?iSU#5zH#NhxAeC9-HPu zvu&z{?v1Ekg%3mb+4Kl>zet<2$tV{pOP_`2*z^SSfFr+|RJmro06iE{Mzj!mNTkiA zJiQ9l+Vm3iuuU&RkJz*bdQ?>5rZX$iG2VgZiZs2EUWXowQaPpGhUST?+zKgA??I2- z^gc8{Dy&xFThJ3Ctx%X3eFi;g)927rHhlywuxT0ev`rsF&)D<{^lU^mI$;SainPMv zYenBc&xs0drIEgeo{y-c)DO@L5!H+S2Q3t7Gliahg!F+NxiCBb#61M3Z;I6UW-zm{(%;Yv_dLTswuNxw`l|D zji}J4)`8x1G^*hko_=Olol;e91haDPA#F+Ot%#~cn?rAlv_dK`+8%mGq!p+}v@^8C zQN!Qb0*&Dq??#0_wGFBF?7|H6zNp|vFsoLx_JNj0R1~#`K8UDJv^VsjP5VI~iL{wn zC8Z97mPJ%AIu!a?q|Kx}CD131E^~YN=flg&mFfb0D$)v+5giAWY)YZeBC1fT3i{lp z6QM6e+RUs(snek45mkx0Ltl!tnUtqq&{vKwEx65%Q~`Z$r+PpuY&sqKMwAPM)$SoZ z7y34$yy$%BJCQbX3{S(Lm3C?{^u0)%N!6%uB=o;1P59~rIE%! zKiV`F`bnf7QgtdE5B+S@1n3u$Hj}DXYBKa|G|SUC=r>WxZO$g6-ADenBGB)SMwbW5 zxQFx(Xw{m9qdi>?{h^fG%Nsk;&Cs7V-2(k(&$_%~U7O}Z>xs0P!dev;q4jNg3TkT80%!wK(e+SRr^1EMhN4oSdeLHNBT?RyK9;5P zpk|Kptpa7-L;5kau}CY~B;Qu_8Pq&Vbr5|7Z6eZUQl7qo%57Q!Z7ND!52-2@{sL`g z)2~nqn|^~@M$}z}zeAggw8E^M=pSecoBoBiwCOLXl}J4lR;#dVJ?_6miCck2ihd@w zwMd&AsR^lVY+4U$EvgBH(^R+}w5_NRXtroKXgiyBhqf1~hhr3#+6l^t7KOq(QF~|y zQNuAjwT5;SEe)xXQU^gh+0+r*S+pXg>XkYI+Qp_Lp*D`jH1(-5d4vJ``QsbeHBCSw3QFJ|Yu&BnZK+{CGLxMWWcW_fxHI##3}3O&67b+HSdgeq-X039c)53^S3 z81F-=O-rHU9bMkkr!Fs7>Lcg`o0dUUDlCOmMyYq96K#4AI!T2UA(bfg8PwIL&!KLj z?je;^>PzV4hz5whf=&@>b2ho$(+cQR(MY!$$}9B;)Lk?&P>ra``rLnsrUfd9nnOKo z+88=rR2x$Bm1+g`6fFu=5@n!XqS+C(fX)!r2U?}nF3_1awSjVu#=5Tu|6n-XY%sC!5a(5&O3 zb3|1Ub%D-}QX`d0p@E{#A?4{9XppET&@`n^h6dYo3Ur>R5K{A%It>~ks*UJ$s9IDE zRHsyb==`YAQx9mUs1#E5N)3dD*)#|mE?VVN~TP1Vo{N8|KH$|mE=HES4j zVMMJ&!=aI)j9VeqR&*J3kthkIFF|?*bg@knp-V&+A=O=l6QEHxjfXB37R?T+TBWXo@*;h4`Mipv8PFKf(vT{N9)vCzE%G$peJo4whQ>M?uU9pjjQ20p zGtf9u5>i#}A$<)RZ_{FEf+!bK1C)9fy27Tnp@|}G<{18kdLO#drlruNs4%Ztb`++i9@1Z-Yi;@&x=vIV zQu>;v>o?{8%cixUsiGAjRj*mip&LZuy)k~3XhY~mQ7NQ6Z4BMyXo3@dm``Y`R4Ztj zO`AhEM^vuV7SJs=Z3#^mX*080DYYXsL!=cbBib3d)uvsb+oD3BY7N~kYU_F^tWe<| zP{F2l&>f;Aq&h3LKQz;(1E4z{`4^m7KGhPMrIc2nDiwBw?ow)EnC0m+-Wzu-)jd#7 zsm`SCvFT`Nwx}kgrYUs_bgxY(LidRZAvIg6KG6L(^@8Sz>OyL%Qp2GKY&su$(9sp; zK6Qn@-039fA)Bs(YDG<>)Hvv2Q4&b6b9y86h^RwE*Flfksj1Lhn{I#}iwgbMYYH^a zrW)vRQTK3+oO?)TLi0sh$tG6}5ZwbkA*yyO&`8mP(3276MGrwwMYB8=pal_4Q|eae zX`60?o)Hz@W{$B)sb`>PBhot|T>uqDt9)vrzHsSV&~u{tK;y!Ml@2Xji5T4nn7=g=7(8JmD(D5+omm{ zcSOY~wGFgHR2NZe=v~o@K&#wC+7^1xrk$Yo9Zf3tsY$Jr+7DVP(n>a&lo1^WeGsKQ z?E`%%>fkn$N|ZVZ`pBkE&@xfykm|0~vCzk&@Kv7VsSET;lp3j27W&kt&QM8I9cKAd z3VmkN@zCd@d`Q)3R#)f?o4P^EMYSPSr&KTKOPkJsz7o}k)GDQVLtop}2U_9iDz}$^ z6uGLYQvINBZ0ZkvYtz}#ccOBCjH_Cya0s+AqKs%T^u0~zLH`paZZjv;mpi=x`oX3V zP`#)sq`GU?Wzdf{jfQ@*DG&V|QBH-ILcfR_KIH+TfzYou4T63X&32plylR!24E=7? zRnRI?T}YLbx)%Dwrt6?TMN6a9_0V6U6@lticoX!uP1B%%M0$^9ldGF5H68lb(baB& zcT}L;q5tgE45)1PwN`KL;E!>2qQbkNwQRZ@T3eI}sVb%Jgx0ZX7Su$fw**6TN<9Fr zYtw_!dLn&sNsUzMVQ77u9)X&QCc4d}YLt2m+Q6oH(1xOh6HZg=erO|`=0MFvg)nQj zQqMvg+f;;_i{^(^QK^N{CZgJiUVzF)ivlfG>SbtCQC&o@K%3e0D%2t>EU9o2)Y8#4 zO?}}t<)U|>&23r&ZK1+KNL4BIG_<8n&p@qI7+(2ns+IZx+RCO6p{+#&!YrTq2-?P` zWl(F;$dH<-S)W1M+VnZJooHG}6_olK+TNxWP)1Y}QnQu%657G0ub>@8#gJO0)c4R% zHvJFUSyUHNE0p>X+Qp`ypf-*syS@Aq7h3v>vpt zsMc-f)tIl;CeVI1l|$`C#gJO0R10W-n_5B#M1@P0+88>}rshxwQ7Oz?q13j}K{jm% zb&P10QrkcW+teC5WKEjlLS^Yz(4mf|=slKAresvu20Bcn6{xLfSLkq?+Cqt_soPAd zLaCjhBcfTJc7cu*X+&dccjzcl5(=wScp%itrVh~2qV6G;Q|e&o7@H1(vZ9e8HBqU< zq0XY3Kn2k;(6Kgkg1SUBTdAX=%4n9S1UgRCA3FD0v?8SH-9y?HI?<+X&`CC(40Uy+*NGorHLX;58r03E9?;2a7S^;@>O|-in@)mG zRbg9y_?q@godtEbsV{VzC=*h8ozpX+9yaBm({1Vv^|YxE)JxPU%<8NY4u;OK={)F6 z(IFvqoKgd!oK1tE-lA?H)m^D!P#>FyLuZM4hE!jrE`j>mGz#h$(Ez0`g8JKZF?4oB zgOs`u8er2%=p0erZRQ;{QK|9Jxi(FJ28whE)R?*g8f4Q%Xs~Ehn5Fk|Iu<(5rg6{^ zk^WhqSw3|QRBh8_=zP(PFl&}RubZHuHcf+uMKnjL8=&Df-3VPEni^)!RqA?Zgh(qK ze!i#xT_~yzDNnaTBW=13x=5tW6fRWZOz2`!!!bNfg)R{-2(vuh1&y-lZs=0cqL5mw zS@%Pi*)#_lZPNo#-lhkkF`^}5)>6%S6uR7|xzJdf9)rf&G!GgtS{Y{5Yt~cH1e+E> zS2()X?d50hwdG1Z3r)1C2wf>^sa&LMT2QXfIr*|ZG0J}T^{)Vt7Bkydzldx}cX4N=O| zd(e%doZC#QuTtMZH`(+xG|i@OpqoY2p>U)Me}rxkjS4hQ^ba)MrhlOsHm!ng6{&~A z`=7mQZ^ZqVNGni{W~~R^9+AG^(+!}4NGqhKDb*ahL!=dGhG;WrrbsJLL9{t^r${T% zEKw_HR+RFz1$39F;WhO16QACw=9n~s5=uqg{YX;WwD zDM#0>3bQmcO`!!g9S=S2==x?pb$z*eNKb^GvFRk}SyB6t>Y!9lsAy9U=sD4#kg8Uy zH}t$seV`XaH6i7{m(PY4io$p0^#v7o zm3j{P)TZa5l4w*&<&}C7`pl-6q0dDVL+Wa!UWdN0=?!RkROnNSpf5!=p>V1Smq1_H z^e*&uMEcH6--A{}vpl^7eIqJ_S+g|jBj{V3mO?R)ksgN_`F0+q44u(a{a7mg2HXQ~v6?F)yLzFre z+Q6nR(1s$tC9=tl`f{fyK^uwm_G_dQpk|`*^}2D8W}OOcY*TlrxlN}*o7mI?Di@6m zpVuhOIuqK|rW~}HC?8VelsXG)VN+kIr6{~NZk(pn`OxMz4TZK4%?Ps!N?ibLY10U( zl_>o9x^a$D7eQOubTPEGXhE1&RBAM|jZJx|wWFJw`P5B%Yo*sf+eVa8;Z@LfHeC&E zFKQnO{hRF$C}Y!1Xa|wrW7*`Uo|<(Rw4*2&3jN<ir$x~2qVRRT$$y>Sg!Zth z4r(Ww>qanZzGl4x?P=2zXfIKCcidD|>V0T$o0dWqqD5iWVx>NU_OWRhw6ADsNR^cO z6xz?G64YL_Jfv1A^#!!QP0OJJL@Pt;7p1<24zy_n)Is#OPfcs4)c4RqHvJFkC|VU# z{(I#+=wO>xLWek-)-t5pY1Yrsp*H;j9VTiUrGAAD7gYq(w_5rKl-Tqqbc84gsZQ=8 z{SP|Qrm~H>0TWe)R5zv8g*w@^9(1%w-^AHuT284Apkr*>5Xy==hgpM^S_kTEQxoV| z(SRtmG1SGT=1`?gn?T3eR1T%0>M(1RPPip>yiKj36GRmAv zMcT}3=xH11B%4}8U87kwD*TsO-9$6Otb%A4QYYKg20BGFE2L&CwHtJ*O}j(gMYSO{ zSE=^UX*TTx^$>-h8`G94)d@OXR2K?8B~VY%@<1z;%0j(t>H?i1(q>-Xl}a54ooQ1F zTS~rP#>GBptD5v;qdy|lAZU`)tQFx(3swXr= zh3cWOsb-CYszq9Xnu+qz`4P1gT?!4g=`v`TsN8L)(5EIs!)>|}y1=GM&(uR{|f>Lhv_x-y#O=>=$#oq7YhN~96Y@~L;At3_IYI&0SZ&^0zK zg(iy{K4qVJ5t?GBK7?u_>ZVyAK-Y@2!ZEsweuu8JX%%$6O@BaBZTbni!KR;~8*Tap zy2++rp=lBI)ZzbxZWcAXP@Z0bZV^?v&3ww9RzlN7dJ&+U3jc*>h_tzpnl$GI%ufAB z>b5A=SB2}6x?Q9d3I~X`f(j80619Tv5NR_hPdh?0ZQ2RC)26MVSvIwX?y_lH=x$N9 zI~d0pt`i;v-DA_f(CmmtD%AnH*QSopeIkuu)+nV8f$kSIe3d;df*!Z&Y-qk+I0$;eroqsYHk}7OWz!I7fk+4A z@C6-y1oX71;Zye12YN=N6;iX58UsCR(TZLCZ&)YN+dO@Vkq~<6! z8Cq!56zD~pCP6RRbQScnsNqwt)vU{*MWTi`fTw}bDO^y)r6R46S|VBkeIU{bv{dvt z^r1~(Kp%-3j^R^JLd)#ba_D1G!!dm7P3RLl^)B?OP47V^o8E^$vuP>xxlJEJU)Zz^ zS}rQN*M}Esxn8JsH{k}%ruCq&Y$}7kwrMSBg-vTi-`KPc^ld~dbi%(m{C6UqnZtY9 zh}24vR-lziwSc~l3O)Tp;s0#<5Bfo*%@o$FaB~Xlqm-xhp&vzBA@z$=+d)6sl!1PZ zXq8gCK);C8L!qZVpkM9O_Rw!O?Ew957w!tJ68-I_XOmmp$FlT5=ntDZK!2_|>y~CZ z{Lau{j&5lh3OyYR{cY2s&_6aE2K_5i4<{_wtRtZRL|TDbiaJ4M?N;A_`OS@VG_;mY zS!ivMdPucW;qlNqQOeVCP!o|>NVQh#RA^mM!>i%x5NN$9wX;&)q4h=DOrfXKpr#_N zKov^$hBgps1!^ykdZ^PwF@+6+xp>SbsrQNsy6 z&4qRrHJs2>5!xl1J#7OWZc}S05ot4p z^(x#QIzrTNcu&otBSpW2S*w)V7dpzO{h&@ZwTF(5=x-J710Ay_O?Oh3?hR#as(?B> zn%=~paC%b}9u6IAQv!8~s9dQdp-PcfvdQ$8qR!B9QL2^bFenviGbvA%(D61M2b~~l z?RrRMRM;J=vZ)7jqNr_1wNvVB=p>s4KwU)@A=O@~flxP_202fG1 z>Kh6Nsqh-8w@s6wJ~mB(&a$Zn>MN=avxaNdjZi;PO`xfwJE8tI&4SJrO$(_RO5Fnu zuxU1Qj;Ih)vy{3YI@hK-&_GdbNX=F1A!v|Iwa{SEf{-dI^%!)XP4l23qWK}UNU2Am zYMbUl=ZnJ6!|8QOJp~Q5X#q4$v@*=9SL!)vxJWSa7Ig=@LA|$rOG3E2fD3;qTByn^r+rih71rU#0$nCfW2ibd_j8NDWfz zKj>TY!qg(Y;E1TTfOsS)xyKFiJx?5E4Pk3u9rH+N}5w#4|T2u+mw&^(N z-l#C6R2S$z(Q%=$N^}Zzzoh?9Amx;Z-X8ah4=ieMbRv1p6Hj5S|yqX zJ-#O0=Ad7g~AI?4hnLp7f!g)$zeeb_p%MQRZfn`yOnHmq?aAIta5T>kfZcaxhr>7PL9&n zY!YO5uBvR=gPSTRokH8uzHJ{as+=4X+WZSyc_8;xl8_0~k!vbj4(681$+02RMYWYj za7pE)GRW~>vfNQQIZ+GQO}ZD$R{yCS%;l7m)7)S4Ryi$k zPnE;Cn{v{l=oYfc>3PXTTunLYnRw~xWi&TaPI@_@t(TYaTueF17Dn|yCAuqTPaD&OCR^Ktny|qrJS6V@p4w;9x89=PD+vsl9$}Ym6W6y zq$IhY8!3qvvWb3RmQ_B&g;XRNWgg@{YR$I3iR50cqn!8>+Ppl@ZImSAwl>OqE~9LD zg1abNp5!XZmZ!LhlDIK^efs9yQ{`h^MA`Bv_fQgTC6iZX5!X43uVhoTteCM zGIvmtj4NSIQEg9i1tlp&QpXLHB#ETR1(c*1q~snd-{t;El8Y0uSvm+^;fl<&E5 zlH^>dQGVgV$(CQaZ*tPN6f#BkQ27DZP0<`LKXTg?wR!oA%O;8ISbaz@%eiZ^?5L&7ciMrHHnMHnOQ4YG%`B(8e~kfSNn<)3Ztcj2oJ^ zhBk>(p0FcdcZ#yKH?*rwr$B9O>JIH@(`nG|HuZq^5a~t8CTC~#YV?EJIr1w|A{q_t zX;U8B%ckMb-ZotTRoFBF+Q+7m(7rZZ4DDyrB~W`u{fq9?;q%J5hx9~ff1A2O2dGe+ zN#&Kg9y%~ec{&N|U{g2fAiHo1)KRH|8^J6+q$zZ8l=3tcIz;3`d{3TTbWiC(=uj2L zv@LX)Qh8^MsT-lgMTLlNgA$tx&=I1yN zU&$r|GOjs&3OXh#Ohk`ES)1lVomHqF3Uf*op<``&4(bw7Ua9AyN|Aaf^zQ(K_}RSFF{o{y$qdb7cPcQ5*5M;i|!%)80zZi?2=pIghls| zJ_>bHDj%pMdJj4|n&qhuIwhLr=@aNwQPK4<%hRV&cbiJkX=@gq4)eIVFr&>aTqEtze$+@2Pg3ebe?>0A5D`=>l+6@|}R4Jqq_mH-QhAWkcXdmbToA!l9 zM6+@#+!MMmO65fr&`43@Rye$;j?hIm9SmJ;(;?6$BK1&MaLwtl&?r&Ptw2T5(a@zf z9Rpn!&GM-Z&}dP?^-x%H4{0|j9~FAaLSsZlx4ALZ6S{m&8tAr^rKdw=(;i)&N$u{+Yrf62Ox`v-N1M}`79SYTm+`|8(zR@L6}m-~ zb0ZpOT?S2e11ezO{YS)+OuweZWHCBS)-xbBPzK)>D5qSO&a8+ES&`1A=2h- z66ii?rcHC8J4FRo)R?*+nq{Z%hVF_eo z4@W6aFF}upGHx>`^fV88RFseC9cXTpD!M)C0_d@5mZwF~JW;`IW|pTfp~r1n2F({~ zGpUk`rz@c+L|VxvgPoM6ze7*jv` zr6`qGs+`ozHf;(m5@`g5KD8_KN;J#UpUisIPHj)>HBq5#^&bk0?jb!4T5Qwd(CebS z+uWFH2fbmZj)2}2B~hv+RA(3N3B6?(?hn0f(}B=CHg$xSh;rc=CHIiFf!-A*5p4#& zCn`pCJoJ7vtK{~i2SZCmTFEBoIVnrKLLb=F4f=4+!jL)=`p8b53@x+i6zF3|4e!HH zSkHUo6FYS(sZT{kcj(5$p8%EY!k;MoOsPVYI*8Qgj{I~AGj31X8~P%mM06&!JfgfP z2Yo5ZxfKdMT>^a-QNis=M?+tWw3(Er%b^vH25Y5}66hPdFb{nzO3GIMX-o}=zO!ir zv{Faa2E87O?N@R+H^Pcn@#sXzuPn$T4mF{&>s=y^eNAQ{CgdKmgU zqPz-gp?{*ng6MweUy(Lb=xHJJpG_}9WqYl@^coVUUWV2ZsfRtqvekdmH=wnnR7vza zw9c9-{jY1v(l?jVPlNegbV^ z)2GmeBK1({Q}xhBj)pWG-qZU~GduMKw6RUgq2@My32h?M2#%4It^Sk#3YFXR8?>pY z!fkF$HEY7Y1N*xaE7NtCOfOZ#EyUnCZO6>ye5v4pG1htE1)hl%vw5Ld$v&s2R`2TGV?Io&l zON~?k?JX)qv>#L<(ul^?@z6e^T$I`o+Sg7U3+-o97pT2WmC*hXmAj#73LPLShGTe2 zpaUJ9p9xgq9@1V=2b+3B2St=9bq3T?v+{0*SEEYQ4mwyVO>d;rphHASlo|mY8qM;B z{h`BbIuknFE<6uPY^sKi5aq%#s@+361v*mHaClEWprh>66;LOeCPGKsbR~3*O; z{|VI3rca^%HkF{WMHQ}x6Z*p6p#e6151nJv574Y>o5x$HXRMs*p!8?b>v@g zj*)2AVbFC^%F}Vs^&(9tl~d|;XsW2(tu)d}&G}2(`Mp0Fis)lZ|>3nFKUDyY@ z*-j0GZn0B+q3Mo>)`VkJyN7gpXhxLsGzhvinw3}TJm@x&R``_FoKApl7pbR_#zBRs z(5Hq#cSMB+&6)_!v}qD_r${}_s#WS5XqHGljdUAyS5#P3>I&%YsL<17=pK+lPqxi-BBJr))E)N{~0n;wN8Uz3KrQDtcnnlI8yHVJeT z^n|F^8C0$l-UB@;()31J0zGBZyU+qheneyHW9Vs{K7pRG=~L)gn@Uj8rq7_~MEZ0% zMuk4FmC*B!hULSj?CDDA1*I|({R}O%=@;llk$RYwxOn;p^iq`aR1dvu(~r<1yYNrw z6_I+FRi#<$ugCS5NGniIv=Q`LG|SUZ6fTZZ)kUEo%L2uZ!G4!TLBRGaH+zhG{ zmAes*^gYLT%TBc*^|mAbBeyX%jnq3zB~f8hQcIN5^v2X>q}~f! zXXsOV)}c_zro*An?82j<&m*eW;g5m75b0pqk)~6a(J}f%-;1;YRfq;d{}X8i zN<`;FKSU`{L!f$_20=fHs$36+ITc7fH**@N^Tjo>CeCRVno}w7y6yP)_s`)KpaMR-nA-O=ts=R-l5Y z4%$#u<5n7J3AB+-??TONdJoz-qFT**A8IbrbY^+_0NO;P6{x7xXHdDL3mQ_MYM@OW zHQY*v)Xm%zZKlFH*F#~+J*3~0YGKp=pq3HUEA<_;xuXl+0`H#-%SC@cTiEm`w53gd zL#;#^*F#~23O87v`!Ac;gSHlFGpR(WX3#bwtw2?xEuhvmZ47N|({)rn4mb{A;{Dv7#5dqgQuCqnI_S)PuC_OuI6hW4^kU7)?~ zStmdhjz+q3@x~rmt`iP|_OWR&w69GAp#4PZp)jMuYN)-V3+vrVBjup|qf~`b=R*gG z)I-YC#n6E^T?BOyRfSnO6;6Q;5+xB`0d=%fS3w8cbTxE{P1it&MzgAQjIq#RqFgve zUQ`1eF4AT`Wly(2NklbDO^1#UX)`HLw?apXv;q~Bnh6~xO56%m6kQH=vS}Q2w5T>p z-2)wC)4fpEru(7JHqC*Kwdnz2!+4%bG}NcdY`(;eJo3tkUG((H=vUo`OVqnqH-5Y--o(JDNl7!H>I>f zDx=hg(8)G^1f3$PaGOabN-c*@wdrf9yG<*g(`@<{>Jd?uX8i=6F4A<4;psQ1r=9u= z>J_DOD*P2XBcf{2FVLA$p{LKGoG9-$bBr3Lnlvt zO`(1^Z3gwXsReYlO)a4TA{~qq*6Q%BpmS{63OZL*bel=lDb)rVXw$CHAdxncDk-%G zG}xxL(0L+lCRMN0KF|=G+CkMKZO$eayHHuWA9Q|1I99j>1gOen~s4-iqu14g$hrFF0v_wE*5DssYIzWpi82Zrz&WaojMJ= zRHV%mR;jQzbeT#fMx@OY7F9R{x;9GHiEe_f6KRE1N%SCey{PC`8tHy$ zs;J)6CGKNc`UG@?O^-r1+VmK7lTGuWX*N9$-R$U+@^Flddq|&yZc(Zf(Ie1wM`%=D$#Gyy*90a?h|PSqcch-P{E1A0)T6=qdy);bhE zWK$EUR#f9QlPW0H3VPV4me3=PE@}9@YL$AKV>}wAJhdP-S5y~fm6X~GdQ4P|XcuUn zo!Sk0+@{^3`Hn7ief)dnrRAD+5cGsi9ib;h+Ds~=)S=K*BCS9bqNAV%5hbEd(9<>@ z4m~4sdsm;ZN~r^(XGJ-;0#%DrsOac2w?OJL9W~8C&xsPBy37}z13hokxzG!uiYV0= zT4+;0=tZ0QLobPPp|Ic{(xK4HqMC??LyICRDs>_Bil`7$b)r$wtI;e^!=TqhrI4yu z>KbUVO_QP59gTK-d3i^dD>W5*Ln-w@6{2gQHfZmQM(X8pv zJ2u@4EfHxm$EZ^3A?RI^R-l~dIp{r`o`BxB=_zQbNIewhRk#rPz|mzTx6(*gLLVws z9nm|`N1}Y78uyUC4=uB4DfF>TA3&do)Wb0fDqIeID$2Q)MtTt{i5gDmQ*S_@*@YiN zpGQ=ySzke4h}6TZqUc*_xk#HE>1XImn|_17vgudoYf;1D{j9~%iYQg5WBdYrBhm`T zs28oXA@^URl3Qt{CeU||@=o|p$(OsQbW>=hQtD}>4WRFB+7SAmUAQsygH6q$dYd+Z zezd6^`bpH(e_r`kI{aqP&mw&~9NyEG&@YZg*F>o=c@2M6Dif%!3fqwS&8A(U-$mNY ztO}*}fL7Vm7W%`{rNuBSQK~D)_*1FwfpVhur2evLf9P*fRY;9gY9Hty(SV3LK>ylw z5cHp@I!bkf$|_dhf93Omrn!goXlN}_!^`WbGqko%$3p9f=7++f3QvNX*whtTSG3Bf z#<-7V=_$~9Hk}Hs?`TYT+l(pKtR7HPn@)!|u&F1sp{P|jMn;AGp^YN)@2I{|Gf{Zk zjHys+Fto8qE7@dB2hj+qc~t1BAGC?6v)fFnN~sA@xlLCvapoD%>7ANYo)vB5DV96lrrd zxqN`A4Rml+=xICX5K;F~=xJZ*P?1(BtXAOx&|x+m2pujO84B}C9RVdGtxz~obUbuK zl=757N7|_)p`&c-1a-103mq-0anm`*G#w)c9b;2(C@U(2)NG{&K%GVN0~JNp(6Kh1 z4|NgMhSVaZ20@h~^>D(aqG8Z+B5iJ@i=kAc%}`0H@zC*6%F}4*1d&!qtx#$*R3&Qo zygUtoP82nDn@QCxwJvm$XqBh2?qgYcJJi*t0@Tf>nb66O#)esA%Qfph=oC?_Fe@Wk z0G(>nGf;P%=0T^~G#~0A(uiy_wykD851k%Sh3Gk`XH@8EF4RlZ!EL56QED-ChE1(_heeqS+x;tJLPrxc{?vD4X_xE){7rsger!gDw+k1zI6G92#v?0_8>8 zOsZa~qoFaPh7)?)6}nuc6;i8|s)WWyg`SRq#@VSXG~TAp&;&>0+ywqraa>c)>H}S2 z(<#uzh{~1f30*1D3WcpigP}<_4S}w*X#jL}G%KUR9?&&W%2R)6vPho}$EZ-MA2daz z%}@u?MNmyt=;=J@T9H;rB}z?zuCwV1=z5V}gvQiRXsW2Q>w&6NI0d>vlnXRKbPIH& zP1B&8Y`PhmCQ=Wxs#Q1xx>?jc%o-`W3A#n3&7?dPpy@Wvgl34enN(hd_d&Oc+`{TN zo2Ty3ZBe18+0gAGt&o~nw)#&x7b=Kq+zK>J^el9TNGni5^aeE3rZ=HGMH)eBwo*?( zv!axz*P**a8qt_~8@k&rd=k1x)NpuT_#8AF>c_83@~3XBdTJxfnKyJ3%z91vCzvlb%7R%5;vV$opp@v z&?`3efL^ufbm%ol4gbzDzPk$V<)6P6E7c*)@^mt(*KIlldP7tdrTRc`igJMlxQBEI zRA*B)^p>bPr1DA)hu#*AjOaq>9g#NkLQPcaQfP^&CZr0Y@zA@XX%S6?-ir!nD|IpS zzDO&~sufLvmWt+w!lLMA=mVQ>fj$&zGlh$kngM+j(NfW^&@z!Wlk#*2^sz`QP)Vt~ zpigYN2l_Ok6-v#4N+PXLSTA}M`pl-spwA;(rPKoG3z2##^z<~eT-0!QPj^FK+J&{y zS2jHieQnbt&9W0wna39OkhoEoPOigI2!#@Rm>&R~=RW5oB`YuX&dJS}b{UGWbQr(sM45}C90u2zYgno21KBmFYPf?*ym7t&P!mpuU zMENjlqGpvf=LXECb)erwH6b-ksZF5YMb&|3i~eBNs;JP@dZhlaQ-6~BQ`GRv&sX8r zr2evL8|ZIQF&tx&QrkiQM6>EdzccG!(bAAAiFP9OpJ+v(deI(G**>dpz$V1B7qnJH ztCZReTHB^}&^nH;XzFKOQLfaXP!mzBKp9aMTGysyq4jL)0Rgvv$JLTa`O zuZK1j6$332-4AUhnjg_jsD-G;)5NAqO@UfEn%FjwUa|CbXme2#sIyXa&=#T&f%FNc zZ$ev&W(U%F(hs3lqLG1?s_+A7E778eO3>D#QlJ$|eGP3Rs`qrI`&gEK1GRQ^WqF`h zO8o+DD{30i572g^wt@Vs@dvcMs6(K{J*0m_8Ie}9$(5Z&Yi+^}Sd{Yg7pWcX)PK-U zqAJ%zVRscar*LP{fI!uvEumdRxj-XDTR?3@+DxIRt)X2b$}80xYAb3uMvZ8FXgASp zw?g53(N56rqPjp!MY}oxR9KI(TPAH`Fz zp`BL$b;GYj&L*ujw(>}Bo}g^9qZYDB8!yLl@#JK`Ap3hclY1v8ej%G2;N>i?otzvP zGWsf(Ri4eQlaqsk9O^UUxO8%INGub$bFyVTS58h23z@@x8^0|#b>bJYN#cdymV3M{ zQ@L+)(lNA!48O^@YRx%8uHm-HNs@P=#^3ckoy#UCM+P~{?I^3fle?x!w54(uS53Cu z#Z8lwBUIA(`=M{+qRGz80)1DPRX)cBlatOtj`e4Ii~A)fU9^x*x@gPl-%*)!QW>Pu z3%}d7w?qrsB-NHmeiv#VC&!13ew>u0>+;)f&T>>0LRCe#Dcuz6>*&P9t?=8c^P(M~ zevVFZ3w$q~l!*3$`iqKgC7X10AIs8%p|c%z{Xe$uJkILz|Nr>3&?1V8qGd{vgo&s~ zPP9>ni6j+93ze2>QBg8!F|?Q#H62lWrBdn{av zzNtF?D0H7Fk?P@6)1Uz%xs`UY9$BHqgKt9|C`zR6aH+Y_ppe`O-*6pM>RD*8NGs8o zU&mj7GDEskb=t-5bg7r2A)>6%pn~v+`0LQnknYk7-D_-9J^{bXZ8ax3j(J!7H8%kX^$4~bI4l_Zsi#)`BVDhT()&ww7bDfs%g zESpY+#)(vif<-DAe8<}(BCWKG^$H~=el9dVB)0-(gcd&^njq2&lqI?ZnkXs=SD+$M zQ)rS%D|}maC@Jx)p+`eoGoa&&L_XG(k`so5d96~3c1HMDs6-CCkpxB_K} za!KWiQWKOV3cl28u1G7S@ zxsconUuzc&ExreOUX&58Kv|-L(87@J3m15^-Ipo~zToEtn|^~9c@$IXXK1k~BV3_i zmZ%ihr7Za`x$obKmw;XjX+X@S24pA|eBIGYHdTaP78N8?MM~9xmWuKmxi3L#f(>!RcC_UUvs!*xmyMI0wWq33WS{Krg zG)IZM^WTNmD^--BobZQu@GUMIl*&s`zGwsViKrk!Zj9iYRW^!>91RWsOo{J;Hih(m zZt4C3`c#ydFmYw|kI-h32ID?pH%9O^BcF*16206QC!j)6QG$xYAL1u*WAT>%(y&lc z;-#R^McT{_osNR<68Rz|w*pmC!E(@6ub`vgdrQ9bC{?MF&{v|YaD{>~(Qgd@wR)u| zC__|})HaW@MD?I=L^Z7J6w>gp4F60SUP%SJLVIlL4DGe)R%o9nHLOFybQSCg?GGt=g`}h4 z3q!tBD$Psvg1#4JBq&n_2SY!IvJ#Xd8Vw!rC{OeNbWoI^NEL{JuXi|PQ}7)Qhebt+ zRIyUQmnR$%X@!gNLg9a!3jO%sf{E)7Cqh4k@$Jy>N~I?#Lj{jQf7le< zf`43;lSt($Rf5|<|0mK)@|L(V(4V4MxH(C|W&D461@l#~B&ic2MR)TgZf*-Mt^Zr8 zLRWC4D#wFs_5blwj)Gh8{}rWqso*~QluLvEHs|W_LwdL;elAo(l#xhfiW);DJ<1nd z0+kZwBvOuoTh&X8@;tf9JQC@=bMGrxz ziHZ_bEE*4049Q)g#Jw`9qTp`tN}^b}0;P-QK&OlH5>y~s2Av^NcT$dCfhyaS4^ z>-?8ShoO{sa7lCBkp9no9_K*kDy0_Ody%SM!4=5$>{KIn+&=xt`xP^h^m&Gi}+Q^9f2l{P&BU1igF zsD(`vpsQ_~2(|PmU1K~9T_ef}SCaRX1Xs_-MB1FB;6C71qRd1pEBqlo54zT-r=aU> znh&-1dbxtrpf)0{Fh-7gJqNY5>3OJ~NSjIJDYY1CZ_|s=^&aIbwFJ6Bq!kJlh?YYg zYzi*@?P$|7C~niM(2XLspjV-Ky$9VSDhgMiV$o(O-KO9^;7&GefNr+w6X+J3HbR~M zOYUZu_&VrTo7O^ILUNnANu`p8-vQlbQ*c#qSC3Ma+78_=Qk~>AFhx)|kv1o3AJp9| zn5Kfkjm14gS|Jq^1y=>%Vbgceoi^=gE1=CgV7?fet@6g?%=v*%KE!5La1-DD~ zvgtU~Ta*!YXN*jZQJVXx`iRs5$`Sod>K>c^f$j}yOi`ksORb0cDy0<)=BZ$Ldi4`& z1#j!6}5ndiYkRGNs2+kY-$A!7pV@ZG!+ak7{1@8;6C6HB5fuWQ|d-& zq)qA2D3LakN>{2g^ngvlwZspKw3$?fQeC0ZHr)=55ot52Or`oj582cM8f()X(8D&} z31x}Yf?iqb)gKyX(|yn*UO|`Y4viOSg@QRMI24*-(=ceFNSjIJDfJLE$)>T;qc#PX z8E1=Bhl2Sk7+l2rn3r-i5_(*u6;g#tWkZui1>p)*BnmDwo+8o;R4iHuO|@weG|i^D z&=dcqhr@a)@fV;Rky>!QjiZ;K=_1XXq~K2F88!u1JI@Ts-5NzIO~bzj%@SpVD^R9r zE%c;K>!H~;eFDu9WhDycsNg;**QTA&Tv1*km9Ny#&^)hKfhf4y_bD&ss2G|r(hBD) zRO%n-X`6y8br;z52lR|bMJo6&lqbpySGYwc{4*tf2zpjjl%Uk`hjm1Eoqq3zgCelqL!;$9+Mh6{wl$ENGEPD^N@nTywkFqxPa&&=OI4xI(I{ z=mO|PQAUFLiY|vz14W@wvIlc5i7ngV@f(^P1+D0)z?U|(pBC>q02aP{n3kyaR^ zNMp=^J{D;OIv{!)TIW%*XaTfdq|Ky`i=Klvh_pFLi=j_!dLG&s(zvh;|MoSmtO~vh zZL%r2DfUyFmP4C8s-%L!)w7?4 zHgw2KlGqF;EueiCT~$`^Ga^|MVkL&Y}T z0R3W92k2Li3e>AT^qXi!xWX8YxJA?$5n6+^rub11*m_Cw3+{((_kRl}Qo%i}|JbPo(7$#n z2THjt{2#oRb;CbWO~bzkl?chb?o8M~bQ@GsDb1XuJgAf?Em1J0)Z0*Ln}TaoPqOJ< z=wwlPqF`4QTo08IwNFrAQE(|~S<$EjWr=n`TI$fmAqz))`HgtwZ zdauUMfhvo%Lh86u^`R>NrSYMp#Op#;McT~mCXRy3JI}N!xV-bMklbccW!39asG3qm z;YyOKLe-VhW~h=4yxr*x>DCdwMFd{ zV{{b-*Hxy9qTw?{!EK;*M5*BlV`PLs#A8rhkyfC-q5;skBCSB9M8lzaqRen5Nx|)s z^=%4nmpsp=iO~5r1(#el@F+`TjDao?X)wlc^c>XCPK|{wv{TPRjqFqwbdgPuKo^VD zoiVaCVQ}N)C0?%_Q67}$r5wEsH5RE31s$z~E){77%2mNa=rWO3pghr5sEJq5(Rdw5rru;#7C_0y;Lr^=BR!FT^suKU-X6Ar@CH$IWJkf(m>ukbXHc-C zO~IX%ahrmxF>kc#6zC?Ax^u2VovS94Zc}h4WhbwoONEyU+H^9hTWl%=b+#$E^7B?v zG+~h@tO0cqZ3|Zz-cb|iHk&Six{9=!)BzQ23EeKzagr3=(AiCtndnul)M#F>?jqG8 z<){s*9yYaw?(pci3f=_WX;V6Mmq;z>q#)ya(#< zQ6&vO5W3H%LC^q^HdC;gQsbe4HUu@vo8E;cilX7$Ym7IbNg@r#gpPvyN*}dT!HuffAtm1% zE_DU;m{%}ey*5CP+Z0@YI$5O6jL}u8{m>MVS|lmBd336s+73;#X(#lAO}n5Ro4$pn z+q4^+A=1oDn4#f=TTW++V&O`XK80p^slG}D*QP!x%1ERfrEodhY*F-}90hly&aqR! zL%BBn51MP!pU^y;g1b?l5~(}q%GB^>nQ*>GqeLe`Pup}dv_Paf6m+TJzS3tz%@R+; zQE*3Zo}H>d>RFLCQ!q!%=Xh?q?#cK*j3yJXGivbTl2>V$%%hbGzU|=nGNwcwNEE zp{*i4pX3<9HMd{d6kJ&Qm1uo9b21g&w)?dxJ3+^Ft|rhnQ8b35E1+*g8jQ>I!caU&YRmk)L)rYaTOfct|;o0D`3 z1rK-yU1|-fgEp;&4vC@(8>rX6&|#ZO(Cdgz!Ns#bdc9o1;6mM>LUO-W4DaX#=x0$z z*gZ+d`PYMD71VK(REb`{D3$G{8dLCBFO?SViB}}`nhR-SdxNEZjXt| zCVIKlccgw7X@yiX^$ISY{lliLI z7eRm9bP4p2O&3G|ilPVQ3I_N3rZfpY|8gz(p}l%t4wVo^DMx2RCGAvjLvJZj^mx-% zumM!sOF6m*I?1Lhpp$KC3Y8IQFot&pV^CR}T0!MJ>Z%FbK;=cMLqSJz=oFDwpbVvg zOKvOJbQ^T4*Q>8m!EL~&iByMzj_!gg+H^ZqNff;|GF33R<@j__G`ypZ&>5m=ct^KD zl|`|z4r7c`!Qd+6DxwUJ?u4p(1zjq*dH76`Rw$UIf`g#5MCzWTeo!@$HbdD;JqT6z zQjYpUXWOYU&^a~@foj+^6sl=caJ_IXo9>5d+cW}76}1nK!?|*FuJ%wJk&Xl9iXMjQ zdIcSghRzlBO%!w#+^Aen6g_!I!L`ZtMe3gHH3d3Pq|H#C#+V14?-g`37;0drf}4jg zu<0qNp(q-|6`TrPXwx*PkzFvj8uubEm9ODvKo^VDf^#`~4!T6NB;1^&;5Ohin}REU z8+)`uy@Kn7FSY3v=rWNu)2l$K_n{^>eE?nV6?CcKQsOH_TA|>26TC0yP&!6K+!~xQF>lkv5Ym5(PI8U*#2av>s|<(+22juiya{+zPd{DY(k`8j)Hs zhD+^*VqPyt>!4P4YA1B9O}n7$Z2A^zEz+9n{uNeFL=&(hggV)D7Id>s)u3B!st$FwDY)4AR*_E1k(=qr^`I_Z%27?|Hk+zI zT}9eV!I%mLS2W*l(7*Rl(F@Q7QS{z$)DN0y7YuGJpX3!>p@Hq#V5kO%ds}NYbm&RFPUFX$v&Xrr>t;Cv4gX<#@DB z69yNjPZw!0dO7+Unjy*zHz(;{Xr?H7hA#C!G)trvQU}y4xKsT}kyfB$(QnXfkyfDN zqT|pUFXiY6lq=FoyV#>)C?)(Q)TFRkE-d&)u4qUJp_hN71e@X5NUIg zE`%1@)CgK^Q*d$m5}PiDUbN{v=p~!Zhh7#n2xn%(G!5SpT53~p!T2(dnkm%=dc~%8 z(5p5D7pLdj6kNCdnkY3fVNAV(3*lcEX=a9Z6x@#fhDd`!?UlL_TJEJBT@Sq}(h8|` zrFuediPR!Vw?l7>v>EEE)F5buNGni=XejiKO~avgZ5jr>CyFL?1$#j&LvnvzBzqm= z7j~6W4Z`k8x{}oUqP_{r)P$3v4{RC_71%Tp`cR}g^ctmtInYNUtw33#+0bg6=0Iy~ z%7xb2G!Ob%lpVI9SB`qEg4T)DJxPn9^>%7Gw85sgpie}(iC#<8>oaJhNZsk>XbrSU zl$S{5EA<8Rsn^TV>(FMA>QKZ6>usz4k&|yk3spfIb&R6Ba1-IrN2B z(9u3ZHlT@M-pMQB& zq*N(rheroQC83=nZKj~3>d-DxLAW_dKQYF)cB&$&-6GW?Rjgihp&~Eks0OshPMr(w z_2{??)`9kkREJ)U&V%-gw9+n?9fnfkjiK-Un@Ugv=zEctlBw4?@(&?p=eVblovSfA zkvbqMN|4STzYRJlN=%seQkc7;Lm?%<6ed*#?}ZMFw8EE+G!PAhj)=4ZH4_bneiX&R z6{x-Fe&{EgMnXS}(i5q!N{xq#MVSd2CCY(*@hD3)1Nzmb>CkVYjBqm(x@R~QIx5Ob z(30?n_>0gnkyc3Mi(Y|#7p+gE3Pr1+KST!-R4iHx9Ty#U^mzDZN_;EyKan=`ttE~= zgZ}()!33>_{<3KubRwk3(-OU!g+Ii1K!4k`3;M^V-O#@x)nUSz3hsweE)PEcdc1w2 zS69)GPzjM%*pneT29>nw7pRm?ze1%&nTcMbRItS9eEucMPEd~M9Oz_`Rv05sR2wQI z%1@+Li0VUSMe7r^O>`MlPE_n@a`(TLzI)CTooJxRTeEtP`)S| zsv^orkRE2d4^&lD;L&vGOq*svXW29pswPs4cCpEYVdeM&sJfSO^aOOaO*zmxB5kJN zHWge9)es$b!%rzIdIzc*(v)fmY9RUmswIjgsJ&<{R9lpupuVDwP^u`yqs>qq(WnGv zEA=&0SEQNS#ikUA_CV)~4!G3R@XwU^4^TZ(;#>(j1l148t+b0xEvtgRK<9}PN1mE0 z`U^T=)IMAxr31!GoWbW`qKpLfRq71r0-Gv84MmxWl+GTn4P9u{IZz`g_#)-0ey#?1 zk)5jvT`baQ#IrQxnb0L7tw7nL3!pSnPPhW)iY|g0i}Dk+LUa{$sZA}R%S45V)HbDV zg_?+p5>zbe0bOp>-Ov>_-3c`n9qcaD5qWAuft6ltYhY+5KO@nO(a zAx$gmdQGdO)Wc87TCqmbX zG&9sdG!DAXE7(l*0MuHfI;0#;hT4eI!p%vV3bnOU*-$&19)sG8)PjOBjWGkdUZfSM zy(kyDL6jb@KwU+Pp$?)^3Ca>JgF1?qBq(3>9u&7}1$3h*JCRzU)Em%EqJjh!iq=Bu zqM`&H7j1+(h4e%-M^CtOZGmnUWhAJtQahkqMC%h&B&t}MPryXQj&e$iszbMilv6fA z)kO87E~3-~H4?RgZWE;?C?@IvbroeMNO!i!2ST@tvJx~wsbNqzQC@-;ipD|RMN1Qu zFM15>Au3AHe$g`M4v|*c#c~da-h}Q9X?ky$n(m(A2hd%jZ3)_`)LJM*RFojsYa?`b zNHap=-y&y}R_Z9!Q=}D0&pBSQ3ZH=4^e3s_Hl2X_cvL~XN>K0~Q6)Fwj4GmYpnFAn zaT%kAs5aEsqf}8{sGmriNjYi^^|w>!LigFJhR^^}y|4uZ8>m-vXrPyJZ?-gOkVq?} z^sb9v4Gs1RI%)=G+NrCcA)+RUG4zWTPltwzv_h{Iny?Er%u6}C9vW`b4bc5|!A{T! zJJlWZ*dXpvOcR;R>nVqP5WDHoXf?7DeZBe|=4brigkZ3OafdnkpKQpiK4J4NVhi zX2x*z67+L4^rq!kKgi%M4I z6EKgai2fxtTcpjT9F-z9$EMOyu1zOHbG=?U>Qw@oCsGS~IXV@3$}8yT6llIkE2L(r zV0Gwek8(xTpamjrCN*DF8+yj3R47lRI>}T$=vg~e1A5M;n$Yv2ys$e37ix^A&_bJ< zK`+?U99m@4CD3A<8beELx)gfRrput0Y`PqJS)`}Rxt8c$4WXqXtw2jfH$lrpdI(8s z3B6*c+Cs0|)DFrQsRae|)$3O1HIY`J6{4Qd>t4!H7w8Sq@^Eu9)f-wa(q?F-3J!wa z^m;k!1-)gbGNHF^>I-myKwCviq4hRB4{fmN1?Ur-7DF37+NNGFLz_hE&KQnfgFdxW%b?Ao z=tXg<3D9SD!PlWe(WbC_ve$Fa7E$z|c51>o(B~qpkSY>wguW1|dy-Z_TkX`x(3c|B zA+=uxw?JQcbU^eu^tDKvNjdr&+UC&_rFKEz*t8qkE{e|OQk$S1BDJ8GqrK2hkyfCi z>U9v>Wz!+(TTyYinbdKmeu8$3R3}NtpdzoJOC5&xh@#;gt%dg51%H9|iL{wsCp53f9nsS3-YylqzZt9T#acDMuZl z|Jl?E`qQTCpua?_L&19L)df0X({0e-B5fwsK&hV4KQ{G&{gA|6RMJlMgG!0CnSxDJa3oaPrcuyIHa!TP?DcX5heKuT)M%)zD0;nIDh8Dk zrG*eSHsDh|PqF_v^>CmYm&DiPDYTlx!*{R8-D%vy!swC2J z7{0Z7je|}XX$5L8dKNmvrnyjMo1TKIh*XDy9aV4O09yNdR!oo&-A&^b0OgKF6H8dTG!*P&WAy#dv>X*rZ?(_2s-k)96^snqZ ztw?o}soSCJ?9^>gYdh5)YU8D*XpGKKTagB%m!m#VJ3G}LYVW0TRIn#>y-0N^=x6|R zgPrOHb?|!4Qo&oHj$T1WgP^!bEA+}$Y7%s#O^-r1i8NR;^&pfkQXOc%3QmVQ*)#*X zSrolqF4YaXMWhu9=BeOQP-mOwL$})WG}J{DP3Q_f3Ed`&p1h-hP*;&w7-ONvcpkdl zriD;9kv5ZBqSQxFcbis2J#2a#y2GZ|p*wAQ3%bjul~9IFtDw6@nwjC3YWPi1PcP+Y z4b;n~%-hlepv;w-vrgxxwZF(2#E7D*LpReJ!Lj6S1xg328^|w>sK=*mHTm`>` z2H5l!G|;AP&>)fOFyRUn`~@0p)2~pbD0)Y^)N9ZXkya?UQUy;yLv8vS8s_zKsRPh( zkya>Jpn~P9@%fiXk1k33NR9A%xzs<F-@eIlXMfQCq&V?T)_@djz}w{4rsz| z&~%Yjpd+He&Jq_iB0%)PAY}kTc71V1r^ny)mphY$@n6Qdy2lTQ?D^NAjK4_^;-$Tnhs-e^#=oOoeK(C6_f?h6F4CRaT zG9~F1=rud_3-r1uI#;U3*af{|)3?xaQFLUN`U!edq`?@&(I3!THXVoF7HKo7dK#ld zbw2;HsWkMCC>q11_EPX&oAyKR*#-ZER@(Fzv`VBFOxQpZmS>Fjy_BPp&<7qhQtBkA zK%~tSbW{cU(5ADXk8G+2trkU3BTc;yGyED+G`yn=xHi=r`H zsxkDLC>q02WvEc36~>5ZjBBASBCSBJMIE8fLvsJHOVYi(C|`J~_DXdiwN<1#q#WH0 zeQDDz&{rOHRKf1h*P_&Lg@TSsLEA)Xk))o`H=>xAibLD&RBvd9O?{x9qUc<1j84!l zkyaQZJ!~2u41MdR9QA;9d#TP!WkN+FZKj~35zro+MnQXRdH~wzQCIc4AKEWc3wk-4 z1bt_xMnd076?_8v!J`aO4s<}I&7^vZ7C{F^+MJ}9p+k0RF?3iIy#ZXoUeFOQ zH9);yfPNHdgD5?Wh^iqzlhAN4)Lct|UwTDi(sRML|SJ0)d zfGXS66slquj6qdxY6YEX)3wl99_4HJ8=z{UrQr(aa?}^9?$L6k`aoyfbT4#{NOdUa zQiGuy9<5Np0Z>hmHj{F6KUB+34T5TWsg)`?97+|b4h0=$L3L~z2h|ltPs63ULFbAJ z!WI- z6uL~L6==U`JJdu}5UwQY3FvasPLB$qE4*H=;AW_)NGlXPpk8~SW;X4Cnv0?*?^3Tp zSBjzsqT8h+y;fs~}8M;QK%}F`|#q896sFj`i z6}r}=qw4iHbe&EAK&?g5<8`SWP#aM+{Bafh5o#;aaTwlFiF5e;OQbqUstC2WQzfD6 zMJK`*?P5=cf2PD6KsSigB1vaL9qd#ssH07(P~4_E(2X9I){)PLZVJf_#u$z+fzoYC zgF4yN7`j=cIutCcUd^CeL|TC=h;D#7+tdNN)uxtE7g43K4h5^IU?1og56FPbX%J2$0 z8V23%Q9TuW0O~2yW(qob6zb*max@<5?NI|290&FB3OdS$?h&aDy&5Ss6S`NV%}L6I z`r0%X>SxnDsK4E77IdGTdI}m~(|l;4O;19DL^=+`r|DdapusjRhB8Ib+s37aKtn`Y zpZmaeLXV0x7!x`=3T2C;r{QQf^q5`nF!Z>c+5%1X zdZlZOU!f^B{RT}HX)_acR;qjrKL4`m6zB<&Hk0bARBb3HB=>JtN&1O@&`-Bh6-dpn z=`?7jO_iWoHk|=IX;WorwkSGs4-H=qnj_M27~WAsDA%S7p}8V$CY7OrEuncLtw6m+ zZK0=ZY6s1?sXg?xP1isRY>Gk8*whNj6Gbm&UrksSdRC;F8Q#%N&~qZKKm(NO20d?6 zcW9v~dQdKPHS~f=D-_IB!MmYFHuZ!Si!#E^$y6I?iAZ&z;VO79^rAjYuode9>-btxa2?k8Rott+VMXXuVC_pba*C1AXFAo+d1UHhQ#B^f|Oi zq|KabiRfqOQ;}AnrJ|$IW}AM8J`?HrkjhtTA5`e29Q_7uvFRA}xoCMDfFe6a#S7q%BFLmukC`(plx=lCiIO>snB-2U;}7}O%0))BF)UX z*63UI9fB#8Q4eUZNZpgEkoXW12!#y4vLDx&7}4#wF)}qr5wEi9TurY zGPMFaBGP8)fC{dGeza*V^pi~=LqFTJ4l1^3J@kuBA3(o~G#C>e(S)0!-)#B}Ix31D zuS>lO9TRDVg2gKMHT1hp+n_&01>xposvC4%q&m=172E^;@4qxVl$3Z8^k+zJrCn@x zX{C-rf7$dCbV8)fq{=GwC-k>Xe?k9*^yGO(#R8Me5FkRW!zF&`F|di7{%3YCzVWOXxJ4T0j-OUM|%Dsw7HF zJdGwQ*a14-rZ{wlNShg>nNr=L$~JX}s@QZhRMn==(3v)MfzA@CJ7dH&MlYzEs71Jv zqYAV)qB&4qkyc1$i1MIwMOuM+i{6Cl+4L4v-=?>r^K4oHoo~}p zsDUV&u&>5=2D-qbOwmhFLy=Y(ez@ox=t9wea3x8fLybh*42@FiN9ZD(wnG=&v>Up_ zrXncKrae$&oAyGN+O!Y4%%d?Heh1XVqb$)*=yH)Zb7V&+*XHvtn@)n7iu8O)O;EwV zDA>$PWs7Q&YA(`dQjRWwuC(bq=qj7ehgyhKhk{eo>ssh)QS>T1+QNh_MLKCRRhQH? zUN4ur5Q^EUdQdA-^bB39EOf0+<)Q2BUiG2YBGqBS9G$Bp)J7D&u^oNEx!Q`Nr{U;2 zQtiBgvsADH)Lx{`^m5c4x?U8$%8ve|*9~^TIH?YH!Ol=eQS_i(!BSA%OXX_99?*>< zZDzvxqJGd#HuZJ=xIv2V{q`{H}2SS}~8U)>H(_pBJ zO_|VbHVuKg+B6ip-J`tl6!GCuH<3=t@Q$*e?sn>asD~(e@-B5JbcaYQ6kMoYPe6Bi zy&R2$?(zyc8UST@sU<2n7P{M}hoPP#)nN>mdI9QX(>$oRO;166Y?=?ns{^|ezop?+R3m&%3u+cX!tPZYf<`5NOsXn-hsi#i$s4HQiXH#4E5hR`5U zG`yo%p~0dtUaB;dDbmaoT&^+RhK7h#CrK-zp(1UDRw%U&8Yaq1^jayJ0Sy;Lud<`( zq5ExG1dR}>1-)Eq3p7#`jp67+Xp~JKK@ZpkH$V^C^a(WDrj5`Tn>IlY+4Lzi)}sPF zsL!B>MbS&?=oKhS6dl>odT5*|dMVea;9JlmB5mdwI@$}37wOSK>y`QnnjngvyrV*B zqSwpO3TTqo%h4X_QJadOY@7B$kBKxh6K>Lkze10DDMv@3$)Yjg=47fQG{sJR3r)3q z{Q^xBsRacKHAab4KL7FxIyy`$$4hNhswAoDB5kIiqjJy;o618oy@K0RFa?_Br5v3G zJt(2K1arbvT!!H0XIz z^bC)vU@=Et=%pN8O6moX>QKzm@uDai z-qB^GUJ|JeV>oIBy=>EU&{CUPL(6Px1HB?r3wj;bgf~L3ilQSsst@IhqBonPTF`5D z>U`*Rk)CR@*EP@^qUgvcG{*JNaxdkm1@xv!-6`nkF6b>$bS_6XL2ugyTS6;D(M#!4 zWubRO(UBdU1-&bZ-ZqXdhu#zU6Lx`C+H@PV%BHT+`y#by7n>74r<8av=!1~l3RGIp za0FDKRO0a_=mzLRJ2edYNTfOxEUSW}q17rFjp67XXpJcG#!jS~Kx;)~!aB)Ox8UhuHG&8AcDmV+;B8txCXgu_}C_0y;9Ow(LU=0;~ z658se98HJ549Wd9$QX{UhQ6{3&Vjxbse3Z@BD75f6Te@Hf+s`Y*adT;?V{*?=*AcW z?eKb~>RgMUonAplv!Puf&5nK@9Cd)cwF@qRc8k=VbGg*3P?49ar!f{od%TpRd}yyo zbtu?Csg=+^kv1o3Ewo>x%}^tyHbdWeDMzcJ?`>KK{UD0QaH;p919q>C&_Pl3G}1K2 zE6^d4>M)_BtKZ2BHL>QM_7{24kXik^m}_0aEjYB%(UO-0agoAyBe6R8Em$27*@ z(4V5{9p&gV=r2))aC0&>13D3s`;Ws(`j-Dj^tV#cgKDi_Kau)J6ul^pwnP7lq6r=S z1En+%KL47d6@F;1g0<`L`Ik)a5iDP(?50=vt_fC^g)i zOs(RjJY5vMlrD7|sWU{;gk9CEAynB*IXVNX0tMf^tgW zrHZ20+0hM99g$Wza&M*Xhw6%=Us*^0@;aX@(h8}*N=`d+UAN{xih^HPq+ zKeqfPe2#j z1?NJS*fbMLvuPI8*rq3;OGVLx8l~YMhb|LEzYdOWgPM2+9X$nIF49BbTw_!)54u96 z%}II{YHHIWsF~Nx6`TPzw^J`bSBj!1pQSPSL05^Q2^~EPweSi$%7?BNsXN0vS_QSV zQ;VT%?9^*e%u7wsgv+2-qK@GTy&ScIt`)^RIvKjo>*Z1_q1GN{tJix_8lI{Fg2Srq-{;AkFni>OIrj9eA`k-sWCi}YGh(9vO1w~Dg7)JISk zQS|%eQm;U_iPSw=Fr_Y^fQh2t6qmY>)a|0yUav|}H&OJqajEa2?sl&d^y(qf15b|e zC#gF`{ul$GJMCUOpu6mXN1+UxjzM>e{HO63)YGH+dQtv`dWoVVJNg0YEz(2aTzN{B z<;Z8|p8L##o|)=Ro(_ zR0A3yQXLAqR3m7h*K4T?o(ByQX)`HDO`ySEK}Q!snKqpd4Y8>KG*lFwD_>)r4Gj}T zPs34tXt3sM)Cw9c z(xXe#mCzWkmrK=x9uh@wQAg#Wv7**t_hi9Sd9yuiQ$;9C6iv87!(T_iaiZu&St+Ux zJtER(dO7L}jTc4da?~7}Ac~%RfeKy^B+^OgwMMBMp+`k(k)&QwwoSdE z$3$w8Ox+7TZc|@qvQ7PjJkDT-b%M=@x&NHg;^96bch5vfIzCPTSiYO8vU zhUSW*2_4-I%@e5w1szR;o)Q&=b)ao3H~^Y&(?IBHk?JH<&p-=A(HO2^cjy^WG=`%b zD9$mYi;@g`q-ue&^ntALhEfh z1Z}YCF!afPDK|WEO8i%7qe#bT7fa9yXj4dT1uCrvRrOpx0rOIh{vx&6PE{xMnN203 zLYvA!TSRKX7-cm^9q4nL>Ox=GR1ezf^>PKvL0{Tb9{S3rQ=qTCUKKQ9Dzwc@RT7;A zeIwFl&gJM*XuC**C8;5_!z)-t1*<_jLvp_bq#PaPMcJiP^b8%HOX^#@U}OyG0*UM2U=sS_>aAZfv4E9g>fp@Sl|NEW;vI%KEXK!@#K*FZ-^;aq&&k(jUq^rP3So`!D+{bW;n=x0&% z3|;C1s8|#|`35T382Uw|&5YrwEA*=L{8E{b|!Y=r5b5K__g=f&R8>I`ofCGogP) z8jK0kHQ_T*%9X(PWGs`QXfHOMA}S2M;oBBHhlt>vuPt#-lk2^DK>oyRj_F@bgC$NynQwND(EyX zl_X@hy9_Va4^(S!ffJwE>u={QOHgH&yiHbb+NI*nASO{YS2MA}R$SE(vcU7M;x=ZdtM)O@ARhU(dL z4pd(hP3Te;q4Px1ksXzS&bL$LpavpsW{fLXf$~Ldp-XIP2c_9`E!0?~Iuu;4f*qhsMOuMYh;D{1v*~uI ziAbACtyC%ly4*`Sx(&L*PTd7HwNvR(Gn+a=&FzBSp({n|&V&V;un%;VNGs49(Fmx8 zO@pDUZOVjNid2V!>s4?xbd618pqNOTNo`VUBGk&JNzk>TXn2O1%elu<0$R zqfKu^agpj!@PG<_0NrTQ`_N4yZ63b}B5fvBtkh=cW-sOF6X+J3K7=~k z^bvHcO{<|UBDG+QqZ;E&=r+;ua0NOc+5>eBX>MspbIXc~q1*qPnp;7%8|tQ1xWK=L zCFlUuU8K!WC8hp^df4%sEMc{bgxJ)7{k#OP+yyxLj62y zrh+Y?{vvg!pre-1eIl(uEtI+e8emfgXrM@&NyU`v0u8dMD>T@qj!>peH$p>fN{5Ep z)Cn5qQEN?j8#G*`nHkH=t_NGlZVs9yb`Q6jBC>7q>N0h@+F z4|>#DsiDwlk?K&et7tSd#!K}OJperR3}N}poc};3}vX`Bq+;EIT{a* zvuOhKh$wm*E;R%iFVYIV`l{D7Xo9GBxRRtf&_s_0D3uFM5~&WUOwm)&qatli(jq9^ zrab5|o1TXr_j(Oiuldkqk-F2%(M!-2JM}a))$8R_3!rIs!Iz;Y?9?+*j!n-&(?x2* zgrhY4YtRgj#)w{rW{R|#l%oP@mPjj5mQrh>CvEx|nr+iMXpYy*6?_lM6={WD+3NKf zG*=Y8Z5+*j=81B`&7@{2wHU@7dH5T4_@pS|w6<#wgYp zw?glWv;rL!-3@(UQ%|VCqvJ|-hdvak4h0?chCcG>gi`&X)go;sV!8OoU zo8E=K6sZMc)YBO2p|5P(0DbKhbg9+QHc{!YPO@M&^o^)Nf*PsU5oo(jJE0vm?SppO zv>)1K)A!J~qG-Z2jWHG4?WG)j3l)hpGv{ieR57$iq|He>0qyk)y3`(MpPl*#+Hcb_ z=sS_>(5sooD0@Die|afKf0O#bOSMp{456DnQ3Y(c^Vg8~UGJ@M`E!QFN}( zny?AM(&{13HgjcYuQrAL%i?o@Pqb|@tHr)pOE7E3CJyfslt^_b=x78~+D`R`PO_;Fbh1cwDA-rM9)!wxDMy2$vUX}TRL-U` zPIBqSq|Fp`l+u9DzeHMr<|}nNbeTtaqSK%z zUO`7Cpvy&Cq2NNL&V{ZJsYQ}%Kuv8r18Qbd6{xx0t0r`%O|_t_JX)d&>q0F=(bI5L z5xUw=)rVS&qI0>_+0Zq1!IPnwNSk>YOEtz7P%DuhU6L9?*V=R;be%|bNad?wE2ygc5k zRPYWcE@}|2P|(qC{^j;YJ9Q_io4j6YR4@*ui`1Qhj_!s!iL?T(S85P+vrU7cTWrdN zI@>e^x>ckW^xC9e4?|tNl%t{0ZFXt|)K#R-6f9K1NzmZKfg0}ZojGc??$Lg;>* zK8Hq#{4useBSkt+a>B#VC_A+SdcaN{fgZF|yP(lF?S{s91&``M9fBSbX@v=oi^^ZX z=U*Z{x+MKZ>S0mz25_luP?nuK3XQXSokFiiY&r=VFH#G}IH3uvLlbN|8=B}9bg5F% zBs+B)^r%f0p=_HfL63>lqFwB%aKMy!9q4gU;_)V^G&I?!lc6c1#9u^DmDZ78;2BO0 z$n>*Z2e(90sN(5s$$&4HGB1sy#BEfZ;l zR0E}+fnMZKYfwE)WZQjT(=*F>sAFGowD*G18Ta+CwTVfUH`Ew||@=uNv< z9`u$?&q8n8^c=Lprstt|M4Fj%rRizB2EA+3>(F~%L6>?FT4~cu&?-^%W^<`=(EFn3 z89I6t`aq-=CTyY!--ilBT7jC0wm=`+^f~mAO&>$6MXE!=7Ap8Hv_=$-;iv#wYo~TY zAKSDCS|?H+dd1Z1Ahh1=<>&)wgICZ|5%h^jD->+4fn> z?t(Upw3%LxeuqA@Q(r=bHhl$cvFU5*b5ZoR>8LTrKwpTWBRl#T+A4}BbaWj0(oX#X zeI?Rn&XulSWg7DNmrZ4%Z8nvIz7gs9P_VNK{zI?rUdmBw0MQTAWmudkWvFU2)N0By@ z8lYZnp`S#3!<8i62>onR94fY{6ZDJMD^tDNK)-q^N1dVHY`PUX8q&N5i3we57yohQ zm{K|p!#ld2)bFBnFLeg=hiG_$Mrpz!&~cjvK>xF8DDj*g#Hz&1!FjR2uf)YeE#JI_pp)&?G^mV6Q`BoFRMso#=n<%#NGnX3qf{PL-lpfEQ*3$`svwHq zHm=}6=u}bk3>}SwP7`T`F=lCuSD}g`tw6b=yS!xj7-s%fXbhH8nlnK71XjD1jToAyJgHhmA(vFSUgu1GEDwOqY^g3cA?hbu`s z2GtWqud++6gX(*!6)JcXI?wCn=m>PaO+P{nL@N_x6sTb73;Fy@q!lJyBdP>76sbj$ zN_y=RHPMBJ4IJP&1|{`YHm{uy3(T}6>I@r zCDIDL_KR+UT6n1gqAQ`RMOq zwKnyFuCu8()Y_&#P#c@>f!d1n3NpqCjnN!xCrZ3t`r9-m-WqCeQyb`dkse*USR!=? zbb}~yDiq!DM*4or)=+s;)(i>1;so~X#^bmBK!zbS^mOY!$`lAx=6A@s*?>jC3SJGVL@6Q z8YFp`RHSX8OVYFzbZKr@XB%z=U6z{_X$`14o!SJtTyi>V#MF+^6;i`zInp0I<-tU7Mx@pzG3fAT%sZ zMQC`Mxmi{G+JsN4mZ+Wd@9FC z9)^0@u#(h`Qo|Q^q>Z7Qa0xM+)bNyJ!wJxRk`-nRaKope`z0&T zKqE~=?#%MB;m*(t z>C{Hhi;{;)O>~X@pc!e}A9^X*Fs62dUQVYvL$9P$>p?Rm`>@6&*EkeSy(xK^SyP>LCiIpxGE^FA1*k5Unr7-O=xxag zsp--s&^wY9s8+fXdN-GfbQv@|O#`9#BoEVYrVX!!-cQqY&3ishH2nbmn5IS0qBQ*s{gk7n zuJH%-v*coI7-=c=i`4K15b14bv1FxKxGnT6E3Li*_g`sR1Ntq{ZB4>yQcYc>4fK1O zwt<%98phPh&>yCpPQzw4TnqYBvH~@ic7y&(Q%7hiwCrzQik%vBdw_qNvlG<9mit2g zNUqjMJ3;?S4Np3zwuQ>}T6P20I4jcb&~lO$&a`w^5n5id0=1I5K`W%`5U7dNuzYJ% z1!zU7JXB~H=`d)eT*Ee|O3=!Zhe<{14mFjmKy6K(1g(;zc2Xs@s#G2-q#_*-ttQ#0 zkxqk}NgjsU+ps^hx?~0FC|w4vk)~>B%`}}4HBZw(Xst9|2(2wSoi#eS#N+Fa5S`DE*0rqXnn~Fsm`XxLoKE9P-&zipbexZIob}|P_hrHZZ^CV z+DK~HFwz*Pm1Kofg{cRijU_8kcj*aelQcaJZJMTOP-pM>04;~G<^r{AUVA;^&YfiIyDb!m!|p9PLk7UIKVZ2 zgLamzKm(N0!v({kNZju#fh_oTpQK}A= zMkQoF2SdmG*h9gw4r z(%sO3QXxxqmY#r$k`MOkg9W3?EQ61D(%D#GU_lu@l)miNB`c)-A}Os29U*03Hn&eTwKmi}P3u5M=4iU9=Fm}TS_?WlN42Kbhk8i%VZ%t9 zLB~i|pc$sxK*y$O8|b(+Z2|R^>_fwuHryWSCHcJr)kz(o<0UK5Y-um(1j!0CN9qh! z=BQrUA39O8LTbKr7<5vax zPK8dDx@A-$T?X})tT4-Ow9?hkX;RNDRcUGjbb6X@fX+p`braplNN`7Use588lLTO3XaH*+p zpo;?4tQx7Nx%4Y^v9v~xmO_K1oil20YTcc<0h12N$giK$M$o0wI~n;bN{2$1Eu&E9 ze~Ona@?qC9F2ImJSN6Z04=43qew)ktU%{hZ{Ri{E{1ULLHk{-^U3gHseFg5ZuwvoT znn;&UkuG1Ed#pg0yHv4oc@OE|rrcu%8nPg!hPXrN_Ga8;1-jbLL$Ppmob~6L++zhA z(Kn_>RN3&8wYkR%G%A}ls=GA41@~BiMi*jgbZ2Swdfa0L8Z#-6l zxN!=yZ~+Ap2*sf6NT!x=FE6EckgZ>pG6xrnHRYvMEUC zEOS6v_^0cA+%*L`Ad>^5Ji=8|S{~%4DMsfQY;)4<$3Oz(()qL zOhFFLG6%=ZTii1JSGszn>l<7$1&M`Xp=->%&mB{cZWf9K-$Tl}e#I4&nM@9i-R5z_ z6y&f>4yz5+^+zt4f*f85g<|3G>hPe{d^s+d(zF&dB~2?q52tBm=n<(l&N?D|EGumR zJ({MCp{Z%w1bQq@<iReLOZKx+ zEco_PR@#-&(^73X+en?D>FHEE=$UkCH|W_waRdzup>t_p=sBr6n^h|v2GvSdiiIPC zl$DN$o=;PE=!G;L1-%$3_Mu_HS$&}yxm2Vhp_fcmhr`9fQIQ5gF9(Vh$TOv(&?{-W z2AU}~G^{OK_D|`0=+#^*(zVcQX}St}J>Bp+XqIH3V&UjzlbCe_^oC@mkp@F=28xHF zLO4{q8G0*F!)thSwR8$pXUYnxTIpWs?KIs1y_2RI=-o6;fM%!ZF6ceU>BWLST$Yvo z2fd%B$;p}$rln6ZEZA8!E*@ z&+xIVv={VUnhMauKs^gtsyaL8(t3mmZrhb?~>D5Bc_Hx zOQg_-FMy2tLw`sfE*4JkOzC>)&oqsI{`zmjEOidFG*GP2un;Mdwx$qG~>y$dy!tU$HW2hb|HhV{}cXw_W9NVB2U z()2deEYOLe4X?(D<>683CusE?6{JPb8aAvC6;hGDfYvl+1*!~ZN`FGl)3g*?D@}hx zYp3ZSXdTHB%&K-)6Mh}rLJEat&nwc`q}EN-0%$$S!=!3LzO*V0*U!zWl~#aSN**Q^ zX?g)-JngR%20u-rDLH@({vnE zo~EAAW|DnqSYyLVX!Beu($UZsk`+?5rcQxcr|DE^%Ur{lIttnxzt=p;ultJ+ydLTydu=~`%esWKdHObv&2kg7AP2@gs) zK|AJBk*CZCRJ_f7iiBM)kyQ8PLhX7 z)k=Rud*xD*euegyYQkYs_2EIONfU0Dq(Y9~BvlC1CkS7neage5QaP!8)3hG6Uz%D% z`%CtrVZnymK%H}`NG+fP(zGsgV2&zn*cvJZik}N+RZBnfytYz033LPxj zhg413vVTfNsB46?8(HhC-E+eP~!y zw(OtMc<4l_JXE0C@St=#bW)lILnjAn+%TrvL%mH|p<%rZABOr!R*HpF3(_;tDS=Kc z50yrG7CJSTsx^beavV(6HLnOz3pU3REM#0iBViH=%yHhP9?%h0e^S zBE1fsC0Susec7^qN*_aKr)e%!_1}ix3zU`Kh0c-eQ!HdOAL<_{R-p1_qsmI(LFcAv zAv7RO-$Uo6=}YMRG<^+S5Ga1$S)3!B1l1{Bj>dG`VhptM~TF}*!(~E`E!WLzv^`W6@Y6)Epy0$nG07^*b24K&P#)uGZzt3bnZDbJMJK-Wu^St?RHXhfQ}gGNdoW>!sz zmv)10$fY8+g+>Kx_`*J|*3{E{Qby+*M(RjvOqzCuZp_V!scoT~r1~(TSU5d=4XX*vwLBTa`x zHGxhqglEczmEl3@Y-mE7s-Qb<=wVXTrgntxGGzs-l?Fo-B`Z+9G#tA7zjQ_rei()B zkqV(yEM#;hbZ?r@f+pn}mWO!hR_MM!u@4O+-4ER_S%C_srb7Qq(?if?sWKcURc&f6 z^gxof(9GsS7tfojMeHR;mmmXjmN{lzKtWNrfEsfNIlJ0X?6l!=M+Wnyg`M zcu+bGdNEC>Lo?FU8+s{CeV~`qbPDu}RETSwRqh%`Lo)-#O0jU3XG+7NSEX>4uc(Zw zq1S9!AFPqigGe?zSXz4oWEvb;L5osh;m!=WW+fq%IstpfH z6QFmb`bcM&OOv2?1DzcTyc%a$OAkV`r9!AQ(j(A&Qe}=FgWi{FBKaFy%1X~dA4s)1 zdI6dfsH%{Wzw4#+HuRxXnUNh!bD)pX^bz#2RGpivZL_7bxw0>WqvQw=Ye9SSU9I#S{<4vS%KO~Eub&bv<5U^ zstAWkRhrre`ckUSs7Bfh`bw(Js7~4%`Z`emP~dB$e{*SjXn|A}Q~gIuyFlOMXo}PU z`c|rqsdK}}veMqrcY)4zM6qygd9YGvXrZZ^P=TtYJ)rMRIUVv$sRaFyrbD40B^M)A zYr|upMN(a;K#Qakp`ZRs1DZ=GKtBf>P##kQ+DT_Xzep7sRY~VSi>2y}YNZRHU!_Hn z&I=#QN|!*t1v;;JM(s=uhJKeSGm5jWftE;F!}G(DveF3Xk3i>VsqHA~Yk(CUF=pJHKPb2t18 zT0^n|l}mp^Yo=)hewSqP9JMpm1X@e74-E^_n$X&khZ|{qXq_~z2ert}s<7em(7L%) zq;;Y7r0Q^(Sv96QLhDOYGOCrjKrN-39322{Ak}45A0Ct{pbaG}%vvOMhc=R|6blyy zDJ%7WS_QhWc_=~Urg}pgo2t#IopcDaNv>g}qo7S~XoZFaQ|CeDQbpFVQo0`6EKOHJ zn@b+1VU?*Hp)Jxh4r-mIo1rZw`_OQt4QrsSr0P&0ehX}TL~lcu|%ZPK&ugtnEY zWV33+gVICLc7ZMm1>TV^Dwk$MZPPRd+FoiN4mYMgfp*BH+S%|!Xh$hq7l zO4C-*PST<{>*DaStkeP8Inc%B8O2#$pf=}4%(RFzS+bRyItO+BGq({wzv zn=~?OSYyL8ppJnCHIFo?Tsj-tJx%98d!(s9v}cam*>C{VNvaH$VquU^uyh@?msF9X zYH06tY8bRnj;cevbUjp%9KozeqoIA%GzQu)O(UTFCHv5Dq_b{;I!jid8tG2xfE-Pc z?tu=JJWMLm|Dd8|1*$dmDAYx&3l*qddKo$>O|{U$l7~qxGW9ytRkBhnToRqWp&?U{oX;S4joC_Ty6*8)jzK0H#sxulX{Rvg1=~w75sWwa1nObjE?!VHsCUiua znnT^wv=($^pi8UbtV^q%wL5f_sjr*@OtpN3tW@ZiJ^I8`=Q?f$C zIX2t`I!mh0QVXOVptEzSNb5sYl6`0xX-nvwbi=Ko{?ejs))Hs!1)VEd;ZN)YDJvZS z4G0t~P*YRgp!0InTsjasU-B@iNQXfeq^SfAlsrtTr45gSE=q3T>JQYCb`WQ9~mQ|CfgNQF>=x=5Ep zgC#3ag>*GEBuzu0DS5|S=&D>Q(qQOn$qK1TQ=_4wk`<`0bQ^SyWCa>1-3?tU zRfS3;-3wiprb*B+$v&j2Z8#Yko|_fvF6jDn>H%nkG&Eadqz#{kMoRW!R-`AP8zd{x zSW~Y;qjC)+y#S3)(^JqGX-c-nG#h>f-6$=IbVXC?3+SdmSG3HiT>1vOS*prtp!6d& zR+^Jhz4R+IPFj?aLrZ@_w*(rTH5}|KR$7ifvv;dh7gK}nTv{0#A81HTq#={SgVO5I zZBlJUF|`hKd!Q?uN4m0|sr{ilq(Vkrq;sJfsYgbY(lyWoX=FxYrOD8pX?hU4OPZ3U zrkQ#PnkX&GXo<80x;ssap?d;dMSHf;k`-u)^eXg-WQ9K<8ie2V0X-ThRv=&J(g)DgG|hn?lRQkS zxwGa$kEiKF=n2Wgq*|K#4w{yuHqy7ylTy1-A=Od(8+uAAWYk4kV-4=VBoC8{)C8KI zOI4U!3wkD(inJp1Y?@Ywo|AfHYgF2B8>m*Y!Wvc5j?nXx6=DX{2t@OOl77v8H-JFH2USNzzHsE0Psxiqs#PnM+0L3B4-Sgu{)gQ=!)+ z4@1*zcro<4WCf~~u7GAqR-l>EP0$;X6{t?Cf!<8hozPp7he^#bbq`dROVvx`ptp0W z1=1ww9m&Hqj5G~;S8_xnJpj#?JPa+eVJ-BY)bP9_jfLJ%r=EvCNYiuBoHRWNeJCvn z(~E_n;bU28F7#2F-i1C+(`;yNn&v>C1d1b=)zqi_1@vhy73qEGvow7G)!Wd+G;D6e z@1f6g)KdBmnkRXfRHR>^FVgfgG+!zYeMq&l;a|{~Qkxt#S(E!O$-|^Nnpzq9TCxHa zq&1-hX=)CABYBuq7gOs&-{z=7S{M3GstgrUeWh)og*mE{+Ckq-9wrrOXXpoMVAinO z)Sl3fIT|YM3oT019?(zH$gJU5Q^!C*OZH)n8tG8z7s(1VN$LwNPSdH-uabvJO*3^i z^qVv#R2u0#=y$1MjhHGzOVZQ@`Xk-&9OzHUKFq3hjSHc_q`GX4InqdIX)YD%BIs|) z3Jn*S8Uy_!S%DTwcS8S4R-h%)eNb6p+5K0n6bsh`;ZH6=%cbdm(DH%eVNy+P_%O7B zWCdz2Jq0z%QA_DjXhq2isdDL6Xr){#(o|^Wbm}>%spMfAwz1)x&?=G@sGamaw5rrG zRG@;i09sA50(FtTgPKY9X{1k})zhhOpfx1>kgBlZB4|y?3e-dT4Qeh~fhwhcp|zyG zp#lw*)^5)Imt+O1mNtOaNz+D9i(JE)S`AuP8XEf0aHI`)f!0gYw$S=%Y74bY)ArB? zY1#qWP;xqJjCGBU&_-$69cm?cm{g6a1E7u5v=_8Vn)Ze^mFz>qNj5wPDo;~aXftU_ zI817qsiUCH)6^5%Lh>-FT2qx!Ysm^UQ#uveQnCWoN#{UYNmiga(s|I)bG^}Y% z4Qp=dOsJF8GNW?oTxhQ}od@kLWuLEM1yh$n`$%0vrC1mipYoMZLGqbGRi>_k_LZu$ z)KKXLXg?`?HHJ-+Zie=kre&#G=?TtMN7+w<|l)i+zN>ehbm41P`N!e2#9%(UDl6*Qe ztT(kj|9PoH0$txUREmY`TT1PqL(|k2s*uXFR2x%!LWkw3qqIA8xa3R6tVnx9M@Uwn zf~ozX?vfQKzPv@~NU29S3{{#s5;{t%%4nc;GIX>wGNZB58BmWjoe3Qyd6-!>rY?Yv zl_q5kr%8jMzSYM_zLGiqV#J*aPvT1xLir%7$HR9k5tbh=cYQ9J1~=nSc2MxCVZpng*4jJim_ zKxgKtLi!0hOX``WDy0?I;r=U4%RyCXS^+vo>YFv}XT#N?{!&#&1Eh7KbESb94U#s8 z2Bc|Y=sd~8#lpxTrnZ94mxg8y{XwO)J#>LolhH&|dqM*xD>R%Wb%rj?r6P5LE=s2g z(8ambWE*yb21!ibh$JwRG=Bsna~w! zIs+Ok&CF7>OkD>JNz*{+$~0XFU6rPbp{vt$DKs=kb*?cSx+YB*LDxzi<|)rMbsKb@ z&^1)%~hlx9HJr|BhVgfu^wdIB1mrfJX((xNQ2*jevGqtf&? zG+L_9QcFxd1dWlbu>4Z#8|cO~&4X?VbVE4HFYRw=V(K^OX2}ZFR9b=mBIH=9JXE08 z(#FuZG_4QalBNxyTcwU!!!9=54jM0Y&e5*WZIXvsqnoKt(Cv~Hs6yHwxZg_ov5FG|_h{HSR*d;yw~re~m+BoEVYx~bQpmvgB|FG8=RQ!ha? zrP^$HztKuxLa(OjW9YRs&4pfhIg)*7xWtA<=)+tp(yq`)k`+=*O&tM!oTl#3TxoGQ+?YBP`Xtck zApGDvx`_=>fIdxACG=UEPK4^6H_G?G+hFHm7^BU8U%eUIf6A>N`s*VIVzW~fWDDhg$k)iBcX34`!v#U=({vs4K0*f zXAL_#>kjC9seO(nK|iEvBJ^XL?uHggj$p%1&Uyg)DNPSTKT94aRWS7w^h=r^fflFf zQRr96J~ZrX!)Kx2()1kkyX0X~T};h@mZa$==ntu3`EI73g#MJQ(6B;!8~RJK0(F-@ zfR?6d4)k}L-i7{2(`@Kp$q~%z>8wwovVE7`e~s=DDvk6lv|O6Lf|k!wr41KCE2L>Y z)I{(5+0P=L+eRa*l?)S4O%}<`$H`y50e^csynoSWCa={odj)| zrasU{Y3dEN%FT)mkAyZ()8Wu2(%3MaHO9NfxzMJP6{toU1eK@hd}uRiQr2*?sgcm; z(!?BH3vH23jeuH9_F;`FHXH?QnQItnD72Mih1672W1+1jE6_A)BGe{Lw?o@V)3fDk zO+5{5E7^yJk?w`IOQ$A7ZPWAsw0)YUKs!h?vNdM9#@o=2(yWZ?q&ZN#9L<*Mp`9cT zvwWll(9UW49NHyK^Pu*UeP}qxS>Hh&BrDKd>1SwHsXkPo`O-hoZn;#XpP-KE)F069 zY5Eh|Lt2o{TIj6iExG?n(`rzsG&O_vO4I7l-Z@(AtftUDX<8L3NQ<%!V`^P!-!!cU z?I(Gd*KmomHi7n+tUybp?V!$SY6~5ZrZ&)l|D`dZUs-8Os34sZDhe-{uMr^n}ba-x73zy#?Iznn5Dy$KyJJemW0<|>N2RbsBigX-wl+-F~SZ?ZU z=;$1^mCk~CNUgI}JLv-GnB1&LM?=S^sRwkN6`XYwbW$!A={o4-G!27#OPxa>8g{YaT~MDi-3gtNrisw0 zX}TBcD>;H$-JJCZbXqPI=|Sjp$sxP?glMModkI&Pk_cK>Z~TGpnbw-iFRi(>u@r$-|_2o0_e)b^b0gl@^B+9fi6tbU(iMAhQC4=L(BdW&92B6*mG zgKW4ybfr`oDp0lb4Gpi7Jlsg-q^?fWrqIybtk|$6bdA)oe56m9b**HDSwmc7Yf{(c zW<}Zr8YT@5he-`H)d3owrd^@y)6@|fA&tx$j>4LQH%nI7aEep~jg_oGQ>AmEak*5a)1h0^ zsq>&)rG_=8+3-YYyks9{MYKW+Cbm}eW zsWiO}JuNw%<>$Nnd}z941zI5e2|bghzo2K+v=n+SO^cygsbP&p&YA~3FFBnxA}zL6&IWFHzv>JNP(HEbBECp14dE7EDum+6LQLtjZAW>&dtTnv4kOGO$0ElAV3&^J=U z7eGvPfxeZjFsrq*s-f?shBewqgP?_yhe<`c7WzI-*Fis|X&CgQWFH!~b=D2gqBMxb0Xc*~L=ufF(jY!j=za%T9I@_=gTAHSJpuZ&#lj>sXL+GDeD$?7~zf!|fj`TcK zw%@XU#TEPTpqmZrq2Mv;3G%bZzOVhtlGs)@9>ggJ*v&QOaS`%7B z@-V4NQyW5SrfFlSd5(IUY7MQGrY)hhB@Z*Juct1sY=NLTHOLodvZ{)7j9LX*vhmDn~<| zbq2I`nl6IcNG`^PF?AWVjbsHHX2X%twrRQ=+AcS1q^W^WTgg5&jC32ceLB?-+95Y9 zrmli^Ow&-PU2fJG*BB4&Bw1mNvC?zU&XN^qyi^PAlBVaO_L7H5)tGt>>L9suBi#+{ znrk@G)XUIrk`+>uq_?1sk`-vOGzZ!}O&>ygNDWVUim7LyJ#(o@^Po04+Y$-|_knOY1L()25|Z?0iX{Rr)sPA!7=Pt#9OXURUSG2JzmLI+4z zpjv6=R@{K4sSGNnX*sBiWFH#Nu;HrELAlgSsR?v&npT3kN)5}$)ZZ-MO>zXYBCSEH zly3MhsY7z9S+211gO=$-|@; zo2rC*=Tec5f%>FV$3my1={V?A$v(_l;;d7kzLFJasdO%M+JEV$AZ4Zg(CKL!0G*Mh zeo#Nj5ye8*@FM8UG@TEf73iiWVLYj(Za4xuJ55(XRgycCYG!IMbWSc6X&BT$P<(wF zQ|CeFn({Ez+=jP619A-`4TsK4r^Z9)r&Cu#7o<~Tpn+++5xP)vIvcid!#kmi(sUPe zahfJVg90_a8nNN&&?V{A-O#1!)EUrartHIpE#2@Ts9LfDwUSF`8=!!JG1PxBp zG-ybgo`$YW({$*nG(7`dEx9wxm%IFH(9kr^g07KThr^`WnEC>`RO|7so_g_+%P@!QrX&q>kWCf~_ zHiJf|sUrr`h^o(WA#(^=4cl7~qRG<6Ylzhng(BvnKI z%cUY+3{6g_E`c6M)1}aZl6{y}?W`-IhjOV%S3pxFE2M^)x*mEsmx^>b^oZ2(wGru1 z=uxTRlM?APXsTp|S;L$)3VKW$8Y+!+JM_5ZVQ8eO2cahs&S2%q30zJ zv*ASPE$9Ww!_XwD9(qyoa3jr!W=I}}CY$;edMQocK`*E2d*~IZVU5`EBWR{%g;`Ua z^(*vhntp>`%QcLt524p3D>R&H!+)SzXf96t=7D9hXR!G&D z`VCqtHEbB^E9mcZY7z90Um{wp5l!6Z{FZOZ+ZWCfZmtqv_O zO$ilfsch=6(DrwpUT2*Rz zUNN;Ev|4Ufq*hQf$qKV(IBR!kb*VN~8fkxMjWl(J)=bj@Q1dhup|#S~1zKBjG1i#r zhKE4wNDa%+lJv9Hj|oX)Ka<^+FWXpqsh<~QtOP`nR*&(Em>iW_R=h9OUVkD^06G+XWhzy&B_u?xlmEwrT1B zZ7-F_HOBd}lzKxuNWQAY!nn4saU8Ux)Fw+sItywiWiQmY_(BbVc9N{n(3hoj4YadV z$Qt^xltw_ir0E8zeVRr=9nv%g+EwxeXN_(?uL;m@Qbo2#59vXuqhy6tPw7c$_Z(G9 zPe6M}9wrs(8E8+bcQ_37HT6E!DNVDXy`+9ws>;+nXm8014F^hJL;Fb8St@=-{R$PN znv5of2c=auwP z>LS%2V4uwjR6+S5oq#n>AX*wJ_ zR9cudTx6;bR3TZR;Zo@|=&(SyG>NHOnn`Cuhf7U!R0SO&waloMsSBa*QrnE$N!8Gi zQub|rOGjxubX1x~LPw`*6x1V4qoHG@PT3k=oHZFbR;tLTyYw=2T$-MRdP*KH7H;Wb zY9`bxM?IxF==dB}N^e0YNFJtPq>rG=bm|r8#B^#lbdqEr8uoV9r_jlg6{xTDGt@gx zUqgM;v;aCKP2WJLN{(PwKWF_4_03V0^c!@VsR1@zja0uh zHG|HSJWOh!sg0ns(zG#jcA7SUswDf+aF7kRh0c+zK-E%vsDGMvh0c{4UX7Ugi>Evw zo!Xw%d1=}KI$yF6YYcIXj?e{C!}5`~fd)!eNDVc00CZuFhDirP7v*TAv@dkA1t5tntn|0jicJW;97U1G-$YLTa+q54s{pQ=|dV zV9CRzB3%XzNz-}Im1#O3x=OMS4W~NmD(GryTBtzNr5mB4k`<^{s)4Ra)2-08X&Mh* zCpA2;88*BW8YVe{S&{C6hD%nUnWp{+U7w>_(qw3anm;FsVqFK$Fv{D(C^p!=!rH@G|H@ zsY|FpJ*Bguha?X-(lyYObm}zd;dE*U^hlbnf*zHe&a6t;7y(U{tU$e`anNIFx&?YX zM}1A*0X-pEpy^&sk zp3OCksRy9v(hXmRYSZ)z^n99LgZSNinI>&wq%9WWK)|$@1$un=-o7J0L_-{L&GUHYy-WQrfs12B@dID zYHA1Q18G{QK+~l?pgC#U6Z$YsouH2-N6@g=hPyx?=Teb&hvrH%!eLS~O_iWeBrDJ? z=?Lgk$qG~_9S41urk+r}zvbk>M; z8uXRq2&mrF8PL~~ha0I1T9Br5pl{ODANp2u1P$jq>k{a@94(YCgBD5)LWNYM>!9z` zG!*(FP1is_O7@}QB4=F>Es|UeS}a`!{Umv~k#2&1PSY6Z7s)=Pme}x4XtC6=Mx+tY zuhP=^l*fmUWu*t8-_rCD^t)uAVj)ZY4_YE+%V#tS`Xf!Fp+5t~!!&H_@{d7(NzJki zn@e9nOC>9$T1a0(e@j-NmeTjoKe<$-1<=3g)VEMs=VkX_u@4Vg+3;s*ImrrCE-kku z_g`sR5n3TlztONsntq2?Ow%9GN@-dGt(>FQZny$#G?lEdd>g41v`U)Rg;tf?hQp-V znc5CoO|k;Dm-c{~qA z(ArX$P-&#&p>-q=LlvfaLoL#D3bd}&BWu{x)CJIbk`)?ON|!_HOID!X($!E)sb8o- zRnll^18HDJgQSO{4bwCU+9*fWrlvrxB>ONc(v#4}(vWZ%8fxklXcK8zMkA$9piR^C zDO4_bn1*9aeFtrpOGWw`+FTl+&8ji=2egGWDWl2Kx?6Gom8SKfEhP`L#uQU+psge; z&{U}%v~`+xf!gF|#ngJxHtE#P(6&-d7{RP*&RP}PPO<_`m-d9(rl}LOeU55P6`&oY z8KFYMnNoLXN68V5RD{~4Qx(uoX*vwrS#ksoXF2N_Xcx%}R41JQwNKNDP=_>~1nnx> zhlaClcrLVCn$Ckd<{HLSCA7OVC-kA=TpJFB_DIuUXiv#Lq~@Et9O@)lffh*PpuKXm zP`U%!Tkr3b$$qLj|`VKl+vH~@eeucV9 zR-oq6pHMfcMW{e6rDj`m|COdD&>?AB2|6@QO`!_O5zK1ktTmy-Br8z4v;lOuWCdz1 zZ3rEaqc&1G)Lrs0sYq?0Bh$1kbX1zQfR0X6Yp6$>wuFw6oX#3;-Eb%9Sjh_1PTC7P zF4r*9c2G~LJRELJwSs!3Q=3D_r)PD5PRLPv*Vr4Xl&mnTqjV5-Vww(yPD)c(=;Sn& zpx%I!&?yb(8u-r>AKE zbVi!agZfGKp<#s$heBuOQjw~lv(j`9basw<*zgLdO6nde%!)J)IwzeP4E2{hOsc01 zZ-dU2tU#60{m=lZcQ&h^^e}W@njVGD&ozvxyPylCzPW~vLj%+F1azTfA2zIVji;cC zqybsOfzm6`#gY|LgQVA?L6Q}yT6zPzM6v=6kv@YiP1C2)WoeoNRZBxd9~us`;SbQ| zk`-vA^apf>WCa={t-pL(&o@r($r9arb*jCSEp$^ zXs9$jOVyg{09})&-Jolw8ChzUsePgAq`Hh|OGiM%($obSo~DDL>(f+%Mo5m}DbI1% z(a^{=^?+`WJWOh?sS}`4X{v-qr|Cp!jAS1g*4wZTbYq%Mfo_r-mXE1ppqr(J*Dz8y zXsl#~Sqq$X8Z<6Vr$e`-=?v&rX<_I?!$mf{2pXTJ^P$_)bOCg`WFHzXw&7*a9g;gY zQWaDqEy>ncYU+AuLYhWEcm9`d523QsHPBswVx?HPy{Qdvg(gZ(;;f8npt~gxlWJz_ zZs?xetme{n(7mRtkZK`KfhI{-pqA2e(0!648tDP({#?VDdJy`b6x#4_gl=zT!yBQ= zl82#k=@sY!$qLk3dIx$?Y7;6@TWKEjP@2Agrle^;^sv+}YuMg~e?X5&PG?pp>3!(Y zTq@G<(9|?7fgY0z*{sesY`P8iUy>DOb&*;?Pe_hvq!plP>C~Fglet;lY`6;aR4x^1 z4d`jf>CB3>J~Ta-s<7dD&@+;UNp+VtgPxT<+(vh)Gp9ZX=)GsER|=eHqPn{{gR`0(!S7Qscn{OFC7B? zDp}!qb(D^Qev>+7se)7q{VsLMsGD>Ov_!HG4SP$ypg*L(S*o9OHuR@tg;bSv0rZzN zC`%2IE`^p#9ws$Zx)}Of8kVKTNW-Cjq_G)|m+pf8m8{UPM!F9wJ7C%USFG@0lJp?7 zoMZ)>EIk4(FEuobbU(C$WQEjJQ;$PUq$#1&NKZj4rfE8~QktHDR+bz=!)eZX0cx72 z7ok-o50jd1>SbtEX-2l;Ea@X?HOa%IBF%!DNmiiQrapyMm*!**=Sp8fYe-f|Es(y4 z)|3`ysm0QA+j0LTSs}GVS^-)sP)#WCIjvb z)B;*BM@^lzF0_7{)`MC~9%hYIO|^wKkX)>hwuCm6JPb86wJWrdWCdD7+6!tWtrsd# zOX(13<1|%3o22P5Xj92PG~CdJl~B241!^Uo0&ON)fy$*SXmiO5w7GN%w1s2^YAp?h zT1!@-t)y$9EhQ_^w$gBDD{1dgfeO;?(AJU_=wN9I)J8faRG`D9uc2+E?iuxv{(`oZ zj?bu4TDdLvU(!h#^_JFw+DcZKb&9k;w0)XdLOVzvCe_!}CeV&jziif7()Lh0$qK3X zj@=I0DNQ>;JLjms4R?ihNz;x{dud>{#zm%1hB`>q8C@X_hIW;#u;CEtYG^lUXqLKG zx*qB%Ss``3bThPjn#MwVNMo~xx0reo+Eemh1kkWXdJ*a*P0UjFNbf;=NmfYRFTD@# zElti+4@$p5`=n_hRFFJOLw|57Ers@#vL9}0rrNM(z6-WO6{P| zY1#=oKzbod%`mkObf9E~4QEQnK*d}t(%w)PsV-~yj;S-DgQQtGIte;BO(#QLrP*2P zeH)$&b(5^H;T-7_sFX`ZItMx=P5q%mrH`^%@khPkP=%EJs8{o;vmSsB%cUX>gASLh zuwlKasn8KQnkPL5b(cI$D$>)?k!gAYI!f{|sjqDK5_Gg=1zI4z3iXhzK;KHUpkvbX z26U{nFdQcJgQ;(!XW9v&?z}u+tiuR zsge~MwvYxwebaO&Qjf^?RVq`OzM%*vC_U!e`!!g)zZz-xze>64U=Al z21r&|<9g{W=sam;mKr6!4V^FDl+jq}Q|N*;&4mU^HCgITQ{O`uO4*Mp6DCQ^x8nvZ zNB2vAle$>4!t#@))kqDJtUwP+YeSbvkAw;|RoVo)RGOAi{86O?beS|gBY$`)?Fm&& zvorE-xYQTAT$+=SZ>XhnperORtP$U0FM|e4*_-8r`VcRTgoflOz9ZfQT`6U6dlTlH zx(&KYvcjzRj(8Vzb($tZL#6B;al*GYd>Xn&vO>d!(reJQX?g~_E=|uu!_xE|G+g>2 zj9}IxXMF%&pQFXnTxf)3g_Lior7xk8k`-u)sc)bgq@~%cf21FwQIeHn!7tvj(x1@i zH2ngN33TW3vEiL7*>J_3xB-)zX4Fht4Z2C%B%^X^OXy~4tBicxDeVM}P17#WxHPqg zZjrM0s5|3()V|QIl5b5s<@T;ogvLvIWNUPij(~2HI%jmCbPRO6WQB&^q!Xb#q%K)1 z(n(N_WQEirrusn>q#jx7SZOeHr*wQqmC|VFF3AcFPm*qgCQAK61v*Q*8@gMv0#!*5 zLieQUKImS_!=%nPH3ga^4a{a;Bs~e;Cs`qNsq`FlzhnifmS#f#%h46mE6`+VSg4S? zUaEs0kj7+mlT;5qD0!Gvq)(uSBrDK(Q(r(+q+7CvkrqG?OIAqTZt5545y=WvBbDvU z4Op7~B{fy@yOGpHQ>&4BOnN+2pr@p@pvR>bGMXW+4?Q8x%;+^~V`!Q*E2B51Eubf* z`i$mD+dxlA*<0nE3#A>QrYnn#7 zrn&S4G%L`^`H@C0ke*$KYpgUq2fZ06{++A*m0^{pKId=4d@E4=YqR)objMlU`72lI zq~38>_7|G$%zw=MZ7Ey+M!z#lcS7$38dnih<9ax2GXEWwcLT*gR?nYn_FKKwg+Jsw zJJ7A!Ync71#(VkmZtn#e-y}B7{(Q&F{Mm%}rPdj>an?rs7VZzEs*DCmw?K2G*%{4| z2JyQzKMeH$en;r1&_{vd4LjF8?M!{oMfS&m;=gv|S6G`!XYwzj=1SSSWX&L{Z(FXh zr0ko&W}37vzb^Y!vO>f7zOX6unPdf;ZfZ-YUh?e#@?D^GBJ{bGy)V?n_l4fjJjn{F zy0{_qh4g-?K=FmT2%0bXCIa~dS*nG;l>Ewsd|N5iL0?IKW(}7*Ye#-X@pX>=k=j8E zBrE)6C`egp59pgf@mE36hNcEX-%71Q1&W`PQP6i%c}AO?x*J+3WnWPfwvwKMzL)$O zqv5vFYtRqUS6M@!d+8y5cJ(8~+vFlXoYbdR|DX8SCcIt#%%fiYe_8hbi-ndU$-ATL zmUZQgZ!uIXlxN~fWnI_e;weZ&#*NCluE4!hkR7s&U!!GR`QH0INc&7W_@FCa*h_-= zY#5jc-^zak>6m49kC_hKIi-c?`&W>7v{=|9W_IPqDM&073wuV{n+vD36u55+5|0)O zonoef>!u*FP%P{fm()1Wbz)j zNkL+Pj7PeD#${4k>bXl&vTj|TGDP?+gWL(HK6TGWz^Mp zX+x;(e;am<4O>9l2a1P_g^ad`c1TleXvZ{d4Ym6}w(dR7>Tz%5_(&0=K@^HXm$v8fewu1&3>W;V5fnmf8W+I6+xbscox zzSKcy64yiL+jIkTK|sFnCMesH?}^7ccKKbw zCEbg}45*bz6Z* zUjnsvL`ip;RGCsgKwWLx0p;5CBh*c#o_MU2>q|=r)q{H2bQIK6q{F0=D$Im> zi8O)AMA=Ypo6dy#h;%p}>+C{liHo7W`=%ml0p0A#Pe{eI>nf<9P3@rmHno8Uh}1)2 zQiYwMfkDbs92#V&+CzgyI!s}i3cEo=_N6XP(h}E0w>at&bE9~yOVYha41w}RZou!? zBkB(g4GMkgMrfE)nvg1U`NRllxJ|c0BSbNGIF-5uy46uvCtRbe&Lr-JZnG%~-EPx3 zs6e}tepgq$NDPNYDiu+#JCc?tf<`&=lXxsQ<}C3jG&&%~6D80Xkq(pcv;?{%pt7|8 z{*`zVx>J;N6H;aFMWPfME7Bw$>*gda@jR5YX&E%mrsdFhN4|%`n0CDc-DT5CXo5{I zLwAeRLt#>dZ$T4nS_9oOu2tIvSd9Q+?=RN4|%`m}^d)43&s9 zfs&%LpalVyiB5+e5$P}~Pv=69?n^hgP+B4zT4+-X=&^lwMX4<4aYudFj@O>>qzP0e8Uj5Vq&y9To)c*jkKN=#X^GL$^EM5KmhHRi zrkIN*21CpD-4)Rw=mkf9!mgxJlb{zxZomf>(Ku*@sLWYBmZvj`Y0yiK`~=EymY55z zwCQ2!Wswe(iYfIRv`VB2lqXsVt+wf9Xic!or=Emf5otnUQiX3pWj4J7{m-Vip;v=l zzVIRFHIXLlD$%Zwp|zrzo1|zp^tzq;1bQQ&G8KLZy(ub*3O#Lw*4gv}^p;(?33}U3 zeGa`N(u#PjhufK!_yt<;$WNdQXNd#(r`7L@G=XBGL!tKq$`jRr-WTaGDNpH8xlKnv zABd8!hg6Ask!T2Q2&hcd2>Q@bPdDIuzGqC-6xwLhST(eJ0X`RHf)LXtPL@c&wL`v_u=|^MEpx`tQNR z7mj*qLMkTe2z@Ei1j-X#2UUtRfl5TZpsz$pH%ZZ8=xdPc@_aafF77w=^^$h7kQU^Nf@6Pfr`e!J0AgS6m)q)PP=>X_pQM9Xn zr3&jqhuBmXsy(VO_icUpd*zkaT8LWVo*It1D){k4$N?`5;@ROqL`aNd7^I6(KcNJ)ej1jN_Bu5 zh)Udq!ZJ}W=onF@r$O$=w8UWOSephw$2l4li&9DVA~6DLC@S$Z*!`H67!NfPl?8Mc zbi7Rypc5SVo_K6rqG?bEo2ElKqL@2ODo?4oP)Cv8DU=i~hOQB50{OSR z0=hOxd0Gl}vgs+Pvt9Ts)Fq%2UE@WltEkdVxJH%eT`1S4_n~h4(r_0_OKgO$6R9U2 zi|8ZhdPjZ&rEAw`Q1^f`M4v)8h;*2gr>~$JMVdfaO8o%cWYdpOo=w}K9-^4*p)f~< zwGQO@mrZ*~^%ChYsXV3Xkm_yIAyA)y@|8Lm>MPQO!ldXZ=w^{7P?6|Zs9%us)Bx%q zP>E7ULIXrPOrfVn(7=F7l{yI;Br09 zREbh+p`=aELgPd_OsZ6=_n`4Ml|y&gv;mqRQV)e?D*PI{+oo@!i2;=>^$m27D9=qO z^fVqS6loHV-Rh2{C2H_LqMzi*PoQ)a9u3`VQ+?<@n~s4d2fKV>O=yZu2S8Kp!n)A? zBK2^?4BhZFsK};F=mDF~fTr1WIy60?EbTf4nqkwa&`gmo#tnVy9B7tE6DX#_*3fL5 z+CarNwS?x_bP@ERNGsTtqg~fP4~a6|Bt>UKbAv*kx)Pda7hVg^x2ZGquuWZ{5}U4q z7KpT+8|LZqdC(&^^?)9=sW-Gxq#g?MRd^@#SdjA63wqp6jfI}DX&ki3roqsYHVuIm z+msJ22`H({-vKQZ>CU__Pg9|%Y$}4DwrMi-j7U8cmT1>}s8m$sCMkLvdRC;vP?=Ky zgPybL1?YL3RzS-{>Y=b)h3`PiMVdgBqK}{#f|RHA(2F*`3#|~9xSn|IHuqy%;x*_c zk$O_}9kfzZ6{Nn0Ubg86XjM>{?&67Wpw*82c6NE%1+57vL#f}PS428YDoeEAK|KEw z>2Qh;hW-~6`qUp3z8a)rDr`vVHIWWe=;>@|txe}ZuiKOXy&+N$g*n=F0raL#+0Z(h zE`;6^rMn&q^Hf*^dRwFwDY_DRN0bqy8bRxWRK5!1(7U3%DCMaG^j<(orMg1z+ms8H z+teQVK%^cnU!=m`&<30OKp%>9m{f^Uw?G?h%7-@DGz|Jkl;?U1 z%G`^@J0gTAooVdzUybotv|h<_jn zRf?+IC?1RG73eFQo`t@)={e{dQAt#o?p`EDL0f{9r!~;Gj&9e4Yh)<30s2nl2K-av zh}J>h+o=zst-&r|_zbj7DNQKM(yp(dA8h&t`cb6Aq;izn32nFO59lXR%pFdpc0oVe zsjbisn|^?*Z2A%U#gYFB!md2sa3u6=kn;2^^qWX;CzYykFweh4It=Bj@G$6io9aS; z*mNYcE7;`=_lI`dsiUAjZ8`wj6Hrn&Oo#pwX$6<})Ck&Z)A7*XA{{1Gq{61qKfx|f zheQ9`sVpe1?SId|{Pt8~GiX1X&Vg#!bRx9BsQP`C=!OlUnnB9b*-$N!?#wkjwSW!~ zX#$n1uq$++O}S8Qo34Wnvgvy0V4K=OhuCx#R7a$XalRJ&}62My0NC7j%?O6QQGRx(BK+QV)eyDlCQ? z*fa+^#-@j$V{N(@I?ks1poTV0h8o#41v=iQsn7``y`6Zhz`d=s!~!V8k)J^6ddn-J z6K#44I?1M|p_6SYg&K>rf?XNf^*VHlO>aP_28BNLEOeTkS_@@5^52>4%F?b0P!pT( zhE5L(ed;yn44dABnu^>8ez7WuY1hlpnIiS1s1iEMrZ1th1Ikh1H&B*H6AJT0ze4BO z^gDE}O}|0SY}yGmx9LadJW=)g%GWi%fX)}i+=Lr?+6r9|6nfePWsCBHR1N;*h6_bH zOkvWUNgN8b2vVNXpo{F(VNgq(4u>wb=?Lf&n~sDowW%%?6X{}HzDSop9=gn?6QIj& z%7Cu0=_II?sQQEQyJ|wMZK?&eu?vra;z6oJmp=q*Yf~NQ%AnAvPK2%!>0*2up3Z>U z+0+zjZ|_Qn5_alz=<0w4j>Hu{L zs9dSeP-mOEKwU&y!7iV=3F;b9r3&+)T#*iw@^lN-&8B?lI#Koes#4+A(DfqqQ0VD) zsC!W8X)ttyohpECv}q)ClU+Cv%Cl3Wp&t9vNO$+N#3-nzNEeI8BANvCvgtmkw@s6w zKB7{$BUN|})Yp+;0j29RoC)1*(=4c;O|zl?HWfnyY?=oRv}ryxD4-18a4s}hq&stY zPfMU7K`KkBhoD;=`R_4OG10A1zNpGgQd9^Hwdr1HSg^|%&Vh!Dv^`b$JTyX7efb<+ zV=;8ANIj%Hy$;=G)0@!kHm!pSMCze1PrE*WM%wf_G|HwgpwTvMhQ`?R8FYupE$6o) z(KQ}~?i6J?OVKK5tX=pel(bW;p>d-0pzuj(yj}PKbeByVpb4V9s4(BXNc;fZZPU-t zM3D~jzLHA)1KnfOe*6(lg*MfICW+KTVUY^cp?iarr+?XXpH2Idnrs&y0Zp-~HZ)bF z6h=~D_u8S3M~y%p6-X93U+yV1bW&oEQOx2 z=~<}MrpKUXZF(Gf&XNDdPm!YY&CxBCX&Wo*I$* zAfO_p8bTX_U7iktKD6mbXrn00^{~sQwsMV4B5hAm2C0v1IuZIDi5eP`2k(Dx#3XIHsyI0)Km(-3Hz zNQX&PDm5DV!KNhiqfO(X?ZGZzI1u{DP7Q;84ya1k7z^#NX&h7~(h4r`Q&XT{?9|=R zuQuHR{bmkj-39Ft=|hOeqSSQg zFPmmSdqvS_7^Nmde>?IM3e)vPSq%MS(-P=ko1TW!uKe%$*Z(Vg7~0RK5~zkv^P&Ak zx){w_y5TaYrYOTrQuF~-D=74-rO*L3Jp~{SF;%(=MpKO}n86qUvk-U2j0g*r_V$Sdk8M!+hQFALzIs<>?Qo zVUS8H^)J*&q{9??I^-~(e+5*e)KSn0A{{2>sR@)}(;3i-HXRL}WK(_UWRX^|t3=nh z7;0?Oe}63WDK=dSohnifg{3O&3!P@uRZyl)?Vu(i^-x%*!m-flqI@?=(LvA|L8@G- zJD{c_O-NOW=0ayW8si51IyNR<^a6C2QdMq}qD9czcIqi8%ciB!IX0C-=ZdtQT^YK@ zYfv+rUWA(4v;sQM(dg>SXQ}XU==>n%=~d_go7O_vB3+Cd`qX>Sg#pF1>n*5-P3xhH zMCzf?r#3+?MXu(*FG`LImqQnebT~zup-X~YKJ_+qX|T)FMkprIgu*=S`X0J0NO}4Q zy4+4}g{~0kFopRl`~zxb(=MpBO}n8sHf@LEBCTLoQoHs*ZG)7j-=Ql-nvg0|>M;Hs z_p3xDZUU8xj)K~WG=a)QCqV6O%779+Y>GpjZE6d3v8f%@RaAXLzw2x$cVD{0-6Ab<5!6kj z!|_-|ouTU-`3aP+%jZGY+tdT1a%eo22MCs8_Jdrv^d21B$6|Fw{q+!xZL-#zB2WI-H_H=w>@L9_lAj z52-vAPKEm0R0ItOC|{}jp@AaxQ0Qq6G)SZglvJt&8f?=7Xh=|4q|_|v7Lj@=ED*L>TGC^NGrIZr*ohOZE6NRB+_A0MY_gC&|HxwP>HAmG|#3hq4^>m zCRM6bSLk7zx2t8&OUI#rMP`PfH z2R$Lu3a(Kp>J2Rt=`d6!DuAA}X(Y7RrXkQ0k$U2>v92#IF%w!EP`Y+agPyW!HuUtq zyT)cHH41vhrqNKTqp@1SHGJwh=vk4g;b&z;4?)j~bQsFgu9eX9Hm!!11%*Df09tNS zG4z66_zLu*BmcGF8Zlkt0ceF%)$hwwDfCjX%hMy!%3znLHPFi<-8r>uJ+w-s!%$Az zfB#BUK&x%~6j~D$`qVn;6_F+s=Be;IsLZCV(En`O2E8g$4~6+E+zGvA(;v`UoAyAj z2b5IdF6a%BR*edp4a9y>C+ksNAMwpbr8n)vj!4gDB}HT*K4R(1)UufG&hK22|$GBsxHw zZ0ZPoWK(D8W1G4`6{6}7%I~@W`b1P7-LO*E7zKT5(=g~W=)b@0cWia8O1ay?&C02X zGoD66pW8G6`XbooQ$wLI_obv;m6jL@Rf=>t9*gLH=qsBhLtoo875c`eDbN;2eg(T~ zyL%*NL*FV@=_V<<8~V;p&4s?VX%4hiq!kpVYu6%Zn@vwbKLpf3smGunMe3o@(+kjc zo0daA*|ZG$S)?8cGqh_Zw8N%VP?b%qp98Ys0%lWPXm3!M zr^3G|{9B|R3OyZ1>K~gLLjMNTPld-oX;=OC1S}bI6JB`Q#jgEC)w?`3B2`1A?WxpB z(Eb7CYgc2arcI|nwQM>OIzXfzb``0x8FZjX6R21egKCR3fl5Sepo46RLkEi%xx=JN zmFf%~VpA?u$EGgOp(1Th6(*p=91W}tcJ=2EIjd_Ib|jT9S`nqn+>1nC=x~uH>?#)x zf{w6hFm$9%L!f%13fDv7RuztfjuL4FR3*9{I$ER&v|BUq zuGE9jF-k>mIifz$u}WpQ!=y5mdICDmrpKX%0c9yw3N^CnS?GA19)(V@=`konq!rvS zTf0_4CyF$IVxqU9lWckiI@zYzp~g1737sNp>sGKUN4q|SPPJ(hbec^cL7Ad{QDK1! zw?Iuqny@P=+6kR*)6dWuHtm3#2D=JX_ycsNDBn%kRV4ZeI!mMpR4hv4uWmg%*yZUr zQduHRNR=p6i_|$mp{MH)QQl=0hMc426Tz2 z!c9n3irPSz+7yRkA{{2RRjI3?%Ysyus6BMKNQX&zx&gXE)W981(ZhTit?X1MQmt+3 z47G7I-u3Y-+xXhL#t2~OMfM!A+Y?=k-1eC49*-*!TVxnT`8j%ijjkcm^pld}LZUW_qra+y7 zl&5E*&LZ`sQm;c@0?Je2YN)FyH`?XtQz$o}eo9q9-2%!NeFR-6(qXRQ=_ly=fC`lQ z8R~A+x6lnD9i}j;)Njy@qUy^RiavpE3R0eSLU}g*4)qXe1-pFeU#O=|e?h%$I-nj; zz(neyut+yN7U~mFvFI46uSkbUc{&riS)>V6qSVDuzo5`lBdC9nTBOt^(12i4+A zk$TwWsWmi6qzP22!fT+xHswG=0$QO|N9Y!jdMNaCJ(O=#H)yD+`i4H$3K}NTgu*iI z8UPKqX&^Mhra{oH0j*QvVCc4h%0)Lrw~KU`Yj{dR1tLwL3Z?FXMh2-$(RgT-NE1?9 zMN^>BLCVuuXpBe`QdLS#h3*h(JG5Ig5xP^PNj!E}ZP5Z~tW70Q($QV+EdT8grItbC zMCyUkRk#KkZ_^9VT{gW4O$exg3SWWl7HI{$JiQA|wCPpo9-Cf+3PtLnFhjdOg(d|l zPwzqZ+NsZ=`)sO!CI^(MT^~VHL|VZ$JZ*ud2B|EiK7sBR=`blzJD?(wCQ!Cge?kw~ zvixste5)=`g9bN}U81+jKHC z$C3Y5Po*B=8V@Q}{b~5Zzo3VL!W`{7g~GWa9j4IJrO-T^GNJi4HGv)$sfWT`?P?E| z1SwCKKnv{DmCz$LT@5`dQV+ZGw5vC?(561nV>Wey9=EA4^n^_}LyJV(&Nce!8bhHc zZ7P5k+jJYW#L@Ty*F#~x3V-FlvX?5Q6)C!h)KfvBPu&VVZKn#MXYADNP^q1|8+z7G z^@E-hX*)O6yGYE0p0}wOS{6`JZ+SMfTvYvOczPImL8J-03YA(0y%?lCErwRush6Oa z?9>uyrJY(1y&O=HuCWqYCDMc&7K=7Pt3|q4ie81**z_9oie2~-RA$q9=zli71HCHJ z#kfX^ZnzzK&8DBAwKjbWy>3$l^oC8JLT`$+ookfp8oxv9Y}y6AWz%lx?O>NL{26*j zw8*VU?K zEwsN#he^eh`T(kF(>kb@O>aR5h^jB&R)wpe14UZFE>9mpwMCjhIZAyE9c0tz(7^%a zD)kL?h$zoZDC{Tt8>(Z|uh5}3{RSNtP`(QHLUl#em-n;0<2ibOxzoZ8{q|&Ze`VhN9}X>M7_lrF0m|P~n%*!C1Pg+D>9ZQ22~ zv8f7*i_}A5Ooe|!ZAI0eMqAOF(3PSLHzDQeE9fdwETSCuB2lve&%Z=EOv+OosJ%^x zLJ7OD7Id{pJrw3?*WpkHQEqe%PbWb+B27s3Q|c6`W03OH5V}UB38{RgnnBkFg`Q4> zI@xq8)Y&dP1L`6wa4XoA)UFuRRip`2Bx()iiZp?WMeU((L8?S_1$3QAhe>(57P{W1 zPEdEdunlyBow^#jQKS{@TBK`qfo>9M0+ot-LU}gzf_enBLa825Pmv}RmWhT!y=)o; z^|om+)JIg{dMI3{!poq(HeC+gEYjOar3OI#M7mgthC}^DS^<@7*PYM+ktR^3XdE;! zpsk__&>)-ch6dYo4>Uxi73}hblc8Hgnm|?BH66;gX$CY@q{F0kD>VliX48YvaGM^2 zMu;k0PpYsGx^>^wM0X@DF&Dbck)On46Km@lk3qNF^f*+YLftu)DuG5SmF}-Gv4IMo zhDO=+3^ZDl5v4MfS`Ce{X*qO!C15g)c*Q*|Z9pAky|!>Rsq=QEpV2r@}4JM4P^a?y>1Rs8Ez26&9#)4>U=XjHpm_ z_%S^H5^2H>i$wLI`$U>R#iB;gWSfqMrr2}>G*wjMdMI3^!ZV=zMOu-f#!!)+Y6?Bz zXx#3ga3D_*rYTh#(F*OlfYfwRSw!WcOQ0DdO}Iv-s0}nTDBLPKADSi7VN#wF&}@+= zP?b{GK*d4I)78)%ktU?{1{2po58BiTdT8Imd)%tDM0;rNzNvd^>l)pld5-+ycr2nG z(0rTvK@W@6Ln>W`L!c6y@}UKy2JSGa45dawkBHQhqFbRygF>IW1zIR_HT*-BsIV9G zSWuX$UBjWrMd~5tX)N@Fqlu;NFqEZK3uuv2I-H`3(33XZ11+|x5LzPA3JSBe>j7w~ zP1B&Kf3J+D-r zn~?If7+NOEkElSY<Mycp| zXr*XHlqwUw54|iZkElZQ0kq1d4bW;)Rg~JT)MjXnO`k)rh;%p}(>qQ}d;yi&R0;jh zQDL^ zuCt*xMah7gLFN@B> zo4P~qJGy6Ukotr#O1YiNCG~-*G)k3eS089YK;@!-(1$klf;QUJ8`>mV7wz(egP@N@ zl@aM(Bt}6W+f)Em*fbLQ#L*LefhD9no z13Jj2CeXn)oemu$Dvt^)RCqR2M^qV+zJC(uL5DiJFWu998SX{mV(2iNE`sXX)DlV; zWkrSAD!dFj+@>p_BSiXciO25CQK|!Uq)iE^o=sOnM~RZrHS{?rZiJ2ws7SkRg6fNM zqm-v>p$4MTh*l^y6goy!9MC}MSUZ&u9Ve=cQvQo_JJisoTcJia-3A>m+U*M`yC2gM zL#K!u1gZO>Q$=|Z z<*V>P=rmDQL`l&cDAT6dP!pSqq0>dtmvVB63Ll5g2xyV$NvNq!i=i_`MecAsHn~ix zN1?Ms6%kd6UVzTF=|w0@ROM4s+>dFA)zCRMt%1(9X(iN5R2~#Q4>fl*B|Rd2brS2K z^K5zxI$x9#rLx?M#Cqrgo8E=8MbUTE6rXw>x=<903fro16VyVK9Z`E8+4gXzeAUcl0j-ObcLuWq7wHaQMVz_ zzic`jYAq@bQb$5HKk^6rL03DPnjTRDrQ%Qrn=XfP0?JV8GN_{{D=N$uT?<`fQ%C4p zo34R6iDFSS9wa)K!!l73Qh1FO(ZlKT#j3njEki4Tr9` zX#~_=loJ*D)D6%LqGUh?(2b(9h$`KS#5m|C(QZ%oyC2gM_d|J(?ynt@zTAlipdO+I z5$Ow;m=5(6#Ug6!ULhI%_H%JiwCrlLonKB9&Z`CW6MzM_^9#guvh zx>?jbB7co1p?;$75%pH;O{l+ULPUk4FQ5S;{da#nR#YU~0u2eopu&LiRJazJB+`Uky+waQ_lh)u`iatx=lPdN6KIeq1DY(-1j-kk2~81c z0*w$|2u%&BK-3btU!=pNJhg+0Y-$ZXAktw{V^nx8G|i^Y&~%%+Kr?L0g=UH-xE1Uw z)UG?BSt3oK$)d^7>>%Z7EL3c#rb2UUngBg$(-i0-kydbx8M?;9&|I5Jpm`!4CRMD| z8fd;~uA4w5qW7VPMVdehMHNtqDAP@#MWPOTvn>#nMzl@s&`UNgfmYhI6nZ(> zmX)CmLUz+AZX^Gv?>mv2UV-fA2!SgRiegf6huEx-tHXRDBvnd^VOQaqOYpd`g z=xv)Wh2F906llFjJrvea;kD4aHg$sD3krSeV(5L5CKRTt@J6WIrk>CTHuZrv1XNFj zH$fkYw1QophC>@|8Ubw*HE=zo8me$A^pQ>Dp^t5v09A<8Lt%yrAA&v+X#zDCErvd| zX$kb1O;16aMe3n2Q-v=;pNp#Bm#6!nFGSThY^v03=*wW2r=?J(NImTGR0e%z(<{)| zA{{1`rCl4LZ$z3v%|)L=TSS^b*`gnzZv$#6+6H}R(+|-1Hhl|i6=?;#eBn>fHk-CX zKZs&(JE>N>Mx7IR{$+g?_T>Fz9EIE*7ueRRh`~s=mCx#_!y)DkyBL8y-aJ z7m+3uwilfY{c2NV=r@~Afp&`2Lt%~zn?b*eG=VyaE` zFDvt_1&45l4ZH;KVQZGO!i>e~pDOw3N7VY&k z-Tj!BSPPvZ+8t3HrCxLaq72an=rmEofHp#zqQ((5RqAV~iFQTrYr3cD(CJEL zMX7A1zK6~bwT-B~=ohG|C^w?+qJNpV?>L#eUO+BFVL^GnoVxqY3YfL4iKhAy{h1$2c-7vmabN-c(3i8O)Miavl^+q3~{ zW7CIFT%;Zf*Qu}qYHQQS(3LiQ0$mmC@`Z0h?L?ZeYrS@DhT4l-xd~J*`iY-k3DL%g zDnx&gy4t4Sp$-9UR;mihvFTT+qezFjMx{~*Hs<-4NE2wQ=rHKopm3*X2Zfy+&2R&L zlQW~Hs1d2oHXRFf5$Q0gI!c`cbq!LUj)8JT>FzM8dP@ zT?};(3VrHq=mtA=9(1FqVRXX`?YaiKDWJxp94Jqu2{+6Xb%%P0G=Z9m@}QnJ^?-Vb zn!CfKvX$x&^|t9|sEL*eUshA4KLj8kOE73@3fK8*I zfk9zgrS60ViL`=U?M0KI!6Hqd9MMc@h)CO0GzGdvq{C1rrHY~afO16-LPKqu0}T`D zFooTfDuIRvlqXsMjSy)eNAO;WT3x=l19q5`E}fNmF6|0GI^nm`3X%F{Av zq^Q^(X4hP$-i1cl^d>agrnjImHoXnqA<_zVEz+)X=uXkX=o+3jL1RUw5iL{d3n(dC z5z#8q570PKSww3^zd_?|`W?DUq{G~Bol<+D2?4Da?SBf-zig@jO%$nzLZ3Piy2qvi zpu&L4wW}61Nu&vd8$~BT_u6zcbf2jDeN`y6A2eB{35AtFRq3Q=|!0CF%st676&o zXtyXAnr+i{P_amdN$pjt7c|GF-q3?K-3UD-QcpZK)Agk#`a^SV8UW36G_$6^{LI?A z#xQ8UO(UR(MOwiwpSlGqu_+%~VACMz5s`W*tfOlbK#z(VL^o_Gx(iw;(u7oo=pN`X zn+l=FMd?wYPbHxzM41saRbdgd$fjw~lOi4F8d*veLyH4yE-HbRh;*2grv=c`AeF7u zEa)kb4wGsrdJ=kCqzM!gErXsBwRaOJN3;eibu?o_K(F!3*Rx7>im1C%Ye_vP$_;28 z^t?^)K+9};7g`?d>aAUGLNAE4oy&XL1idKAi>~3R5?UeZ7ttUURzWX`G@&qG^eeP7 zpaRiv(95C`QK6?@&?=k$gjUY;Fj3cEq? z+jJdNZqxP92O{-QxJrdLLK{SyKxLxapbu>t0By9XKeWlF!O%yd>i4x)yKP&ZeiJ??qa{t_tmX0orQQ zi_kWa4wKrf)H~1*B2A!5(Yw%(LCVt`(00)lcbL>xr8Yr71+-oC8T7MAhe>(*3ff^) zB~%qql?uOvei5mMLQmg8zlt=0b}Cf`{U*``+AaDO+G*2H=y#D0liI7)ey8yS%%;Cd z?Q%5Bo#h{y%&Mu>!K8MJG=XZ1(xE?XIuzOyP#vX?fc~Sqh7xoARK818S<&4bUOME>E4HI(F(N z=unZia}A&B4IL)Z1j^E`e5h`a^3)efx9Mi+aJz6AbVNYSwQDGJq(~F4kuACxs%O)E z&`~x`hK{yrEL2~l73^xMUGt#^HkClf1Qb(hE_AF&6AD|2RzSzu^b*uiq{F1zDpdwG zvS|%;yr}wvYOmBC&Hi*A6L*>oe+TvYu<@u`3Lc+U%VdFn#ye32&XD$=e#&;>U2g|bCDOlq!D!=MXA z#cqp({iyB3dPS9BSogX7yLuQ+X)Wgwicb4Bn&aSD{=}=Fl%G?C1BYKw0_fjf7qI#n9NcFa< zIn+m#5v3X{bs5xG)G(q0}>L+R%rLvStK>Y)1E@}r25XGWYD^U+=73D)iMC~K$F6s~6BFYJ9Fq9vpdMkA^G*pxyrACPEhKAWR5gIP) z7o_fhMu-X`8l%El(5*JjhHkTI8g#o&4?qPrO@~I>Gy@tX(#7~bOzMVnq0yoV(d8$L z7D8i0nvg0IErRY4X#&jv=N#hs{T@X8V%hoS{3aoQ|c>dqD__1J)#v+YMoMFLWQFB5tWO!L6bz9@V+WU zKSTH0v;(@&rYdN%NIeu*s&FSXMWhL|MYIQ+DyqJrr|+TrMZ4W$QhSw3Kb3XO{q#kxP z(5_pd1vcFVJrWf9)IjJ_oBBfw?ZVrk$7~u2J#N!r=n0XwbNPn4d=gq@(>Ul!o5n+n zMe3n2LxuN2OKh47EfrONhCWpQJr(R~tirL-(?Ox9DbO>bOm~=TG*#+Rs8pm0lqFgS zJuA`#YA#v|Jr@*ai{?Ymi*%Tjr&4HHu*=h9&~lL`q+%*u4!vO0i_nWA9VXREsnyU5 zn^r+D1=Lolb)Ew(qXRQ={M+gN3*v^yZR|r3wlE- z9VX>zFZ8BO|3K?(`WJdjG$`7YuU&_o!SgSXChQs^Ivje(rX!&BHXRAQYg0Ywy?_d| z>p1BBfX0Z9g~~;`7&lCcPJliTsV7CJLmNcuNl|m?Ly>x*2`an*+GtZYv`M7HqzaX~ z9Qw$nE1-`>)i?C1GoT7l^$k5WgFXogCu>(L=u?pna}7^zq0dB`Kr@uO8rm!>a+4Hw zfIb%$M>JQdfzTH=s3h98P`mDgz7{QtXsKul^o>n-Lt8{T%=;=; zY8LdZO|zlzf4zp{8c0CMj6D^A_ze@BR^n*=HpdUr*q0pyRK-+D4 z3Hr&V=b@hiD$_Mygm#Fuf?b|ofvRl!AM{H=YgJeV{VLLg!gZoe&~G+<1nm@QJE`?b zt%H6KQl375{;+8Sv`eJz6mC@Er_gSZdQ$Wy^rxuY9Zu2L&>ow>!=n$Ju zgzAWNXRhH>r$L9>)C4+Aq{F0kYgcoqu1FJTuc$4QF480(o8yE(SRFdtk)J>{mFfx| zVN))2q)3NJ)mEwpRL`cK&`~yZgN_!dhr&84><`tqX#mtfq{F1rl^PBm6Qt^i20_Q# zG!QyYq#gYkw}M0HB@Rmbi7CtC_^*_I>Dx?P=-zSLnn${4L=8?!j8~M zqUvij)~-V6WSb^IjYT?4VWv`Zpi@MeKutvtL#NvG2y~iF3!zMrdMM0N;ZmrHO;16m z2ZcUW0-Yh!gu>=3d=+YH(+cQJkq(o}R_aaYERiNqOVQ`h*&!ayP)$#I!vm)Qv09D^DmofKo^K&?r%^x30)$p-j%Py zv!P3E%7S7d9j0)EQq7^uY&svhJSg<3rqC6lG12=xW@}Zo7<|;J|>S)tY=o*o>bBz+EhC|niG=Ub1ra+xUnm~(0Q=!g5%F}&N z7m+5UmMZlS)YYb$P_Ag1J4|YYQqMu%M5O^Ogs!tw&qLSSvCRk!tqNB_c_OVy(MqU?O{<`u!7g9;1k}q;y$tmht&2XWa$VzHsECliM<>?^k7Ez@;OsYz$9b6;dreC0;L7`98rf`@@D=6Hl!g|nfn~s7; zh}1)BuTl-6TOB><2K?UU!J49`&}~ZTFjQNV3Ei%g4yWi`s6eE{P#vW%fkp)R z3JN`)1&tPILSecJJ40hc_1pw%AQ}SQ5u`j_3*Bi`Cupo)I21~X)WfcZ+BFUuXVXMz zyiF6JyKEW`O|WSMbhk*`xkiSrF&UZ|P-D?l=pK;{lk)T!RA^H%G|8q1p?d?$)UHRM z`$Ss7E>F)xlWkfAO%YXpDVwVB7HF!-4gUKU_0$BqU!)0?rPNzcQLxL?v(N)JJqJw_ zWw@SH;aq6Coq8OaAqubYGBi`9?G!fG4L^fs1u0K&L$mGFW~exzY!z;T<^OSayqPbCFi3%TvUJVKtipE2)iFBA7dU^s{ zD_Z0ZLraw^gkKyL+wo>oC`2ed+|m!Wq= z)!!SQdO+(%W$rM$)++Te^sY_sL+{!20rb928=!L0s%Y0b?Rp3LKvW*lM$tBCgH1m| zAKJ7X+9*;F@2f(Ee?XgT`W^a6v^ly)rBeSu9|yEW^eY=c<3a^BIu<0u3 z$Dq)sT0`6IR6FP=kq)z~j&@xO{Txubs3Ww)rfZ-oM-Q%dhbgS5)VF+#{-RXFh%!Vy zN&PBn98spIKlEEbO+|yDogz)xl_eSh{Vvi3YAzZD{UK`UCQwW?9@-_+1ZpLk0__f{ zt>`}JPn#w~dqg@+VSA;Dp}$0$Kslnh&|aJ7L4VscANoh69tu0D@Db==Q3E$gQ4c6B z=fCG)59LMFTd8NE{cL&;sv+tgq?SPY+w>GvQ`9d?4brZcp;`fr5WNH)AQ}^;3PtOn z14R=8dIzd4(qZ0Uky7Q*K{kB=9W0t075dah=n$JWL3Knr%&r;QRRJ9;(gZ3NRYHf^ z^c7TBq{F1X0?5v9shSQlz2(u7@WMaM#o zY&s4)-lm4o2{s)KWr$X}73^B4T}MJEipnF}C^`!|Nu-OBst{#BCyT1zm#0Ia#-jC6 zp{LWJQ$$-Ls#4*_(5V6K6kPZTj)6v}8zHn|GrP@MG0!kNkfKIn52RcLK&hjhL z+y+XuhMI~Rx(Spa8U&pgP-D>m=qyoYlxixv4LaMV0w~L-QP4Re^>B?W6;6Q8wdroC znMj98HCJj9)Lc~kzC87Z&J(qaE+13sLFjyuCKR?3l|UDW+PVqUUi280Ez)5qN3;;S zP}Dt2<%yn#T8K0u)myX-y2z&GP)m^xlj^6`O6X#nUWP6aWxKfI zRz$Q)v=eF@6ngp!x>8gYrPeC-7j%_qeMIG=n&S;22Ka; zQR66;snnTJ7g5uQ{Lji}P*+j(Ejq8IQWrwGqJB|I->ZpBp>8%^23;qLz7Oa5@52tz z^)|JKx{Gv}_ccM+=mgy$DvYi%S=0}@(WV~IO*Zv{@BvG z_agBvlrQQOQLgA0XlOu#L_48jHdR5xMLAJnzEV4&5u$>K#)uAR#`CX$CW~r8xBW-% zKk{$!u~mB6E{(@uNT0ih74SpPel?nm8#a{9n<<-#^k;G?Bj*=uT0dn?SuqKS5(f$%rP1 zhVs`8B}ICZq_i|K9~x)VJZQYAI4Yd0!dIcY98GKBDf$aC?%}T(m>^0<}TPEPzF9y`~|zdUeq z;s^1VKBTn7{`>L3$x$<%O;K%VmZS3`I$tjm^`O~~d`~wZ0-uh;uM)8Ko)zt7j7 zr2Z&GO`yjeg?~z-7SL>)nnF)F@_(e_u_k_21U>1 zlX&cMPeY+OhZiQP6ExSR&d@wZ{&GBag)bZl&3EKa;;}0|-3LAG=*omUipQFHnhz~- zbd^rxG5zw)h~9%1+O!5*BuW-0Qy)N!gOu(>??BHuYLT3EwZ4dcf}XW$C$z+ozZ{QU z?F)a0o;y6{f00H%LeDFu%kfx}{(@d`D{;AB%pXsILpcI1y;OP{IxhCD^Hc7mmT?@c&xQAYzeJ&|MSj+O&>J>Qgx(bCaym5$Dstp| z;<2{Aa4xjkrg_j?j#7`DOkEGX?Z}_RW9|HNJqNvG)AP`~HoXA7=g9xirVIb%=WvZ9 zKLYa0FDJEDlzikIzs73leMkNz9?OY2i`GLQ*i;Oy6X|k1cC9Zgfj$%!xuZ1gg+3A` zk`!}aL_b0w2PscKLF;YW2^Bl?)0yQ{zd##o`W5;_q|2ld8HfIgjyj4DoPt!5=nqmG zgOsN-q&A5X?lOg*PJ=$P=~U=*M>)EjPVHdUW~GwU-W6v=)kuBe$e+Yx?PJcO+R&Fa zoddu~bx?EE9NK163+P)% z{xYeA+b8M>eP>fAXuC~apzlTMp|D7WeV`v~>I?lC6#7&fXopR0p`S#$9FKK$qcWl) z&`w7kW9|q_xG$pd(9fbGPo3Ot5u(h%SPTbL3Cru^vt`q7KmUj{FIfP^uGDL8KF?NYoQLL51#s4U^OqIx(2# zQ>~#)nD1Fu9i?Ict%lCGQwyQG!K?xok6wl91u0KUpbL~rxXY~J>0{`^fQsCm=p!gw zq|2mAM4v+!*|Zs|FVf|B>;@Ogh<=0`*t7#`=*V9tmE~g59_V75N})?cx=bpj)L+p5 zZ2B8&WYaIur8fNvHMZ$DsEJMcpr#@%#)b)Pcyw7la1!YRDiCEsmy2`)6^ZIVSJ+e+ zirI7lbfryaLCtJB8@kG-8c=haYCP=WmZ!#08=IO!kxiFFZ8b|h%t~n1D5zaP1)?!f zj!2hDd71)UYtwkBy-gFK4gnQu);&;1n;w8Vi8P%xeCjc%vz@vZ>LSu*QY9IO{)(Q4 zx{7oXkM(wv5iN(h9iB?ke5ku4|I?CAHGz64m2gFAx*O_g&w3HM&YraZy56RFP%lwI zFl#E5Ytw_!4UT$eB~vl?MYJBe(WZ@1?|^cZ+5q*j=@Y20O`k&jY}y3fB+>}pVM4Pi zl;Z;@QOupB=_qJ`NSC1kcPFX=-7L}xR3vH$4Ya8?G$<%6QK~95SfrkKtWTDx5p;{F z#GRz+3TVjTvy!QEp*%-@T!??RNm2|NYSWd_Fi}==R?K}7wSaCF>4d^uQ7dS;O|7BZ zg2IGS&7l#F{9C24Ky(gtdr;`<8fc^_;VzRZa$iKfpiwFesTwponB`M7p)o4d356vY zhyIHCLw5wTJY5fsb=240<@NT>a$iNaL3fID0>wmQpu23k14@W=nN+S)lc8}Uoj?iE zW6<3;Jr0cz3VmuibdOEJ{k0V3sdj3gwG*5|8y$bMzK8 z%~3x$il2=neF9BCyf8_H&%yo9aQ!ZMpz@QKS*f zDmXMMBWek)u<07;C7W77FN?BVPr9%gw9=;2p;tt?L8>maN>q@fBKJjfE%a(YC88YY zHBrKy#AE%lL{~$vJL>Na`16&dfzTT^-3YyDQy-|vroPZ>k)|^%rZsMb-U?El219S# z)Ejz7q{|fMs&EYSu1F_Pk?3CNJ)0&#YeWfmIh~patrZmn^Z@j}O;e!{Y&njHWfmfYAa^z1)Ww}`NDYPY^m}mpE)uvCNuSE%WnZg34_Ceo>a+6df`Uxr# z6$JDbw9Te}pl@yZ7y8bo{m^!seuuud=>YVDO$VVLMS2__xx_t1bTt3_U^_%QiN^*y z$%v{zKRNOzP?l2XLOTPBiOz<87U?o6PZvPDY^nwA4k%ZJ^`JeD{LU15Iv(0 zQy(a!{h`ml(uFb28UY<)(RG;1()j8chYp{LodC*BBo$%&MMC+iF52wLSGNL!3Q*8PGI#r~ecr2OP2%To9 zRzVf*)Q3VtO09ptEh-4b>3oGO1jpjyQ(Tzic{4>Ku_SlS(LcG^ulg zl&3#P)v{AZlBzAray=9lxG$ogNu3uIddeVGCn)q(7CPUia!_4+)*fcnvu7QEE)Z!1 z8y008`YXz$@IsqTg0e-rOseEiC?l!~U1U=wsJ>0-Kn-lF1~s&)I&`s3r$d+6bO!W4 zk#>&9ZgIP3M0KG?Hr0bJb>uIT%5t%&G1NFndAa~rT?t8|v!F|B^{lRj8X% z>WRmOxO7JJFx368#K=4TDbbzelwpq@4@hOV>eS?GF^dRQZ&!k3|5LCVt- zDA%Uvpc`y@9=g${7ogsv)EY%v<0Yt%sKA}Dp{F;Yz9OAKCGJl25!BD7kD;4vS`YOP zX8FRmp#h>SHzFR(bN|VwoY2i8T~5+J!rz;Wm8--6qmvY?!U(_dz2Z`EPET)2v5VkrpGBqYcX( z%jaJroj|#wQ=xG-Re%xJO(#P4*pvy~E6Q@yStCzt{KoPVM7aS~A$6alAq4@w zLu#U(szz#(NF$h)aPjCoXtF5vHawjM-EXJPho;zc7W6bmG*uLHC#>PA9Q2?_ zCs2V>Euef+BAN2k0Gbx03YEGVnr>4gXogLfLJ!&071^m{MbIO5stGjHPPK(* z*{RE*M@4zbM=sKH)qx%h3O%)f9uKHkscWFwHnoDD5b1GvE}yyXuk7n*BRH)x(s-J$s+?aYQHdgPm+r)}yFEpU|nL*!Gd`9ri&DVB0w~Wp-*Pv^+><>K)z>z39jQEEPTvy=+qzYi4|*d=d0Gj*X{XjgMK-O5R@?Lz z^p;2?SR+SktcTvVX#@05Q0P-{K=0aA1idHHWoG4R*5}X~o4$b728BMg26|tV>w40K z+n^6bx(p>WYcI4;q!TD#^au1|kn&UtePq)w(8r=&*OM;%7Fr)rfoA;x6^k^2l&2$( zv zQP3Absz|Bw(3c`zrqEMW=qsD5L0d$whJOf5re?C?R!6B{=1F>sU*=!ig{M;ZjZLRP zB_b`xtYR&n1#PqGEa+RC&W64dsfWT671o2c+jIf+y-gQFKZw*rVW|omK|k7bDYQeR z%kkJS7s`lQK|k5l2HI&;Q|M=#nnAk)%G8EeK)W6J>8#E1}<%(qe3wt-|Y}eIi{>Q*UU$o$3YsZc{FFz%J|q9Td6Y z{LClU=nDPe$ba9{bQ$!gQra1cY576WUp5Va{#Id$yPQtdhyJmt0ram5HG))*W{rXV zvuP}p(c#eNU;Z**QEH7W6;^<128Et#L+6Ne z!W!91HG|HzsX0{3riM^$n=XdVv*{A3j!liA^F=YY7#rqj!|qVsfO18-P(6_@lkzkS zy1=FzpbKs417+LP54uRC5zNZd8l#~40VPCZpavqHkjfY3Lk&ghNz-KLVv#OG1xh^% zU1HNr=zlg%gBsa19lBJc5zH#otS6zyBAr0RqJ>bCps++V3u+pqJS~7Ob2L25U5>|w zXDhV|x?JQA_*+tvmO@vEa+9fq`y%=Xiiz@*R3O>}U1`%6sF_HYnWYDec0gB&bOIHr z@F3LOroW*UHtmA0wrMvM7ik2uiZ!cj1wQ`@s6>L}7>QVFHHL!E5u33ayVI;e|CJrw4vupiXbroK=&QGvTms!*u})Lo<# zs6;dg>S5DlsHaGmYiRe$Lk4*=mz9L;FRjSm#P(P7Q;<4ME@V|9`0-t|5 z@+VNHQYS(EZ8{kmVAFBX%{Cnm4HRhvv$8a+3N*;3s?cDOE|bbu>TKv1n`%NsL@{@n zRE|;?L3uVcfQH)C5E>>@4~2OuY!2NTq!Oa0&~TAXNac&JgKo2_2QBSkuaibS_VqXH@xjf6&vbeWW=1T;pZ6R1R~`=L8TI)O?>GoZ0HJpkP)(&cz; zqzh$4v!S~j`4cEpg-<{Ukxrm2(Hv;p;j>0&i)KQ1E2Yb%JS~LAi*y3TlzJYz$EFvc zdqt@=d}=NeXDq!G;Wv<}L*Q>&n9K`Nob_o3-Q%F{d03_JA!^pHrGS))LO zUqKJs^ab>YsL)*|RixA|Xr@RfP_gJQXjYK&^egnJo!SRIX43)aahnc8vu*kVdLp0_ zZMYwLQl!OLzEpI?iG2Pg(&cz;l#`68JXCOaVUm8MaE?el=~O1Exi%dG&9muPXucyq zg2GH~SOa?6rkc=#pwOpIf)*;J6AH6bm<=tmsXnyWriRcnHeC!oYttpr5|O5}Mz+?t z5_&F3d1?SX@5ul7rBlE2=3lT=7m_LzsfScdv#x=b+SD3aCeme6IZAbdmfO?=deNpF zXoXGfp_fD&!K_@(>J7adP@bp{v{IzYq!OYL&?`a8Q$J{xNImJ)Xy{eDa4__mNIj(T zHETTdx+u$?r0FW?jiAt{210KJg#{`c2NeZWBuYT5MTPE!S)QJT-V*5qDpqP4^tMPR zP>JX*=pCEhhTgSlCG?(1JrtIza2>S9rVpXDB3+KhM!Qf(^dDUF6BR- z5|q*L(C1(NNzyLGTk20M5v4--@`0Vk3(gZD)KKXNxh+R zcHte+(RSfvsJu=0L&w-O1v*xw#n>=Q%RdDjXHx-myd(ePmrjj_Dg?8#RX7VeL8K9+ zJiP*)XwxbvQ>4qJVk%q%ofORS^cZwwH!LlPQ4CQ3@Aq%z6VvZ zX)RP)l<6+>Ts}1ys^VyL>XAMD%`c*=O6hUZsZU8&Q>rj1yb-Eyr#3;Si^5s2L1&0G zomsiAIr;`VGbr@50m`!J6X+~aW^zNHngg9}(>$n#NS9e7&&8uZpqe)Q37uopZs=T_ z_CmF6Durr`G@UgPTI0x*`25SJ45*Gsmr3O-bpmw0O_@+#QLek3PVHfhdUmQDsSAQs zfo2^fb)iVpDfCpCRJKi3po>JQNA{_sp!#;ID%3#ahVz>?Icp|sG!*4JOVcjsVv$Bb zh3-yNgThN}ItTh+Q0P;CQP{|l|A&)wVLRwjrF0o8(yY1^HV$TaIu~kUr|LmXMY>F3 zu?jDTF0-jAbh%CSp(|`^0L5&&7`jrV>8w$rHJU@sf>f#KGUzIiE|c;ULCu3gPgg@N z>{MImYMa_Y@x$p3w?#(O9%?DlhI=0EC`*O6LhT&+A6jO4x&X>iO4HMHCv>e%!=d)UtZdC10(B5+1cjdNhB^j? zp2k9*L^>fAQ{i-|b5Q7MJk&+x?(%0jnd${~wNv*(-RxO2pze0z4Nwo8`anH{Svgw% z9_YFtD)!&ZOY{Zl`lghY+4E3F4Afg7P)xz8#L0UU!hT={Nya3+5(Lh>4d^!6_z`hPrz(C z8oDE(5~a#OV@2wr(9@~Vop!1$beEkv7E0K395l|R+H=n@)u873pz! zu2Ma6RcL}pC-K-=C;b13hwgLaPoPYt>O&I`FHBMuXp)_308O^3HgvyD=Rs3!sslY> z)A`U;o9aRj+Efq97wJiP5KQp3xq17Vw#A8YN9(qeu6r@%|Z#(jrNoBe_(J#mZe@=eiX7Mx>ot z-cx(1B%nN{+CkfbLQjpMZ$<7d|EhYYr(gLle`gn7OKQ7F)6=OQ(Dydo0R3Q7Pv}QS z{-2R3OlbL*tg%C>m^(>RBT_$!Qg6eja-f|eJx)3`82VY18x(ejb_JrZdaa7*cyhI)MsQ_z+ZT(k`X#}%;ssP#-%<^EPTA99ef7-MH`b(7SE~itu(BGoGfCfST*oCX0 ze{Fgd`p>3Upo~t3J^}MP^F^_iUk4o_N`N<7E&47-w3pYSzM7qqZ63zMv zDjTFceGHWoG7j&X1wY)D}31!-;ub`9cS^q&N+o^A$Q*7D-ohs7wcO&^h}Xs1phRmrB4p~|9?pzt3Gt2px0nU(48MCXyJYEvDknn;&PWhr$rR6R&} zss){HQ*G!ByYPR|nKm_ovh2bOptD4p&W73A@M`F6n_59Nfh=0mV+zj`x#9e7NfurR)e-43l;bW%y`l3R zrG615X+1vxb(P9;m(!`1r0Usp4RnD$>n7+z%_nk#=T{To;crI;dD?I|)X1jWpi3S3zrXWbJ~e?i-&m8N*26eRQTd0#w+o8@PO=pb~*Bt!~brIz!XL))H>T0KU zK;1-%Ahj6kZl`uaJ#6|J>KRa}YmWYat`li7miKh*X?y}E%1f@{X(p*&cItRixi*~u z-5^p=JeF|98BtZ}Mw`xndLLexOjUsT*r~IizIN(Fs9%sO@AinQLpRw}4eD>x>Cga2 zsUOjVFI>Qn=*>zMyAeFHryqHT14TJW%G4USLxUV8+yQ?>On9optiei^2B|ZlTSSEc zeL>+66>56AunDO=o0>vHMVd~kvTKf7LBlkwBst5|anP-z)P|laL&H_*LWiEq)A`VC z_N?~M2%D~jZnx=jXko#a?Q0OTK zy3xQg0($%XfwD5xIjy-!D(+LH7oQo^FRG*fa{d z&!(H8i8l3vCI!?;8;*u1i!_}LJuQIl7wLtk>27F>omvPzAWFRrU)U3xD#~)x(}iQ8 z2W{#L<=e9!gr?av9hz>_BhU<+WsnBCKPrE9%gwu2t94npU?uE{(=_Tvo=7B?9?`Bu}$AX z&)D<>^sG%kK}$rbcbKcUu?2cANO{^1J#W)*&($2iYJhy682YSP%^Px9Iskh-%U-QUCcIqNh zt3|rZtdW}43VO??2zpzTdWQ+6&W7F*sfR*OU7&YGsps-k4|-3O`T_8CfaTZNg}q3v zwdq>u{eUKF!*0+AHg$*A+0+yIP^86pE?+np`p8bTgFdz?2U>4ad#Ko+l?!bMC|}QY zGxUi_i?N}nTcJ;F8V+p~rM_Q2bse-xl;=jI3!6ZniF6s7r8UMwpWAdVv^kjNQ$3(B zM5&(*PZvU8ic-(z={D#qNB&ZANod=dK*5~ z7Ags5Ez+!^&^D1SGt1K)=v$lSLEni|Z^Nguq3t4_P*|v0h0ymlEroutX*u+xD7B$4 zoCWQ$=~3t>n;wI9+Oy_EKijkr+9lF-o@=F^>vd?iDB(`hG!WVo6#CRMXs=!P22?82 zWeSTlYb*4NP2WJj+EfDlCQ=WDYgM=l+9yhVzdXGN?GFk)eF*(-7w&-$*t8cqXw!D+ z51YP&{uHI&MzNOP0{tb@Vmz0pGL`uJ%cio>KQ^21>7XueqD`%!N;c&{m2K(>RS~5g*{@L^sw&b6 z8uWa=iUo}GFKxjbi9>n>IjK*z_qBbL4-Arwb$KO3`LFB2D$7 zW-3g*4Zp@K&{a0Af|`rM#nB3E9dXpl|4puwVSH=R_j)~E#CB2rJ9MnFSsx*f_B zrJk$53a^2N1}RUsLc>Iw&MZ&)(5*I2gNECMw?Vhrsp-%NJ2eWr-A;{%M%pw18fDXc z&}dQ2y#$^sPj90sG)9zqy`F|ccZgEoN>78JvB4})GoU-|S+$|Ng2ItnV<40esfP_c zy$X#J>3fl;`Ow{>+R5kgsZ40RUAPpwC!mDZcm=vwq#kB@DuyQ5v;n$LMR&8D}Z>7vxP za-!b+Q_u{X3ZREXsh>li8Vo%wO8wY)dL4R1r0)ga6i+`xGex;>dYT@BX4$FT(4!*t zkjmHcM^)kTFPn~l9=9n2nr%}#=n0WVFl&}(oee!{Qw``TN9li9@~IE_hou5LRg=^l zo6d#iin5X~$`|hD2Ya4KCu~@t4eOJd9~62z3wqj4T?{R-Q?;OlqLIlpeBmd2Qx=JI z!WxU*ov1yj#Wr<>o)IP7<#cK%h0oflE~J*&)C_tqphB(D0ear1PS6WBT?Q43^f+wj z3x`5WZ5jqGvndZ+Zc{htMVqdJR@ihs^in`8^~eLDmu-2$x= z6(ql3KGg(z)ut<;*MeC^+He%~dN9k=KJg|&RNzLWsVTJDPCX30 zWv4EO-WF*Dg=<}NG#h#+DD*TPde^2I(0ihh$qjvKJwNkn?9@Y~){15YsfN(|BK5Fg zu{K-|eGt%Q(L!jQNS8@@dI|c_PAz~w3aCVdOQDZ#dJ$SL(goi8eDjccJJZ0Z0VDROrY#eJ$ibd;Uy2$gZ<|5&9{6```CR%nn*jdd?P*bB&ecIlc7pB z-49h3rQWM7gctb)2aT@>7vwg`NFBt8Ft}J z=uDetL0Ka8Fsr3DEQHRoX(@EJP0OGfqSS`Ia0*m2NabkO3(z?tU1kkWYoT*Rsn_di z98^n`<$BVoTcO&H{6ATxX$!v(&$DN(BUMMKMM2?UQs*nB=@fR=@*7Fjwdr%Ho=uyf z3q+|$_Jton7m89pHlCh_vPG#!_LK)*%)#nbl`HVaY-6&_FODv>Tz=;^@LZniL2X2-cj&1C6a}e# z71o8?igcMmPYs}UBAr09l)4Jav8gF^Z9oM|HG|p*vphA1Is~*xsYX!8pwLrusFO`s zL!Cw1ndN;d2kIiy^fdK=y4tCBP&b?6PqGCY$o0{x%JT28arhvx?joQFrKOk)D+2@-zh+Xww7GAdxPUTC2k6p}{sSfo`#B zHZ(+}9t!oIqgSCkQR>Za)~vPAP@CR^h6S^H>PhIsdX z2vVNjhi(@Yxy$L)9B5>a+M&WV&?u35NO{@VrV7hY_&_krQw3{@p&2$^06pZ$ z|2(HtzwpQpE2SPNONEz{dPJ#Wcao+LNX=Br3IE!jOr1b#mQtyASX+fq*nK&_a7wCuosKBS^J$@n{OP z*ro@dXB_$8#_7~2y!mI9O0D4wJCIr;NhGQ+ zS`NJ_N`03-&4h|TP)X9{O68 zdM;0Upl?KZZs+tG8=w-KK7qE`vwncSwNsx$-`TVY+Ah*!tT9XP@L%YAoBo4-2nv1b zOXx>Y*W`0~dJftl(h0K)G^@hteEwzAiO^1)PJn(EsfWTvDm(|;B}%&q!Xw_sY%dDHcf<17Nvdwe5xaKik%t{ohs60 zX6?|d2cgpfDiuwIDvETOl&7blN_J`*RM}2F301La7F5-yN1S-b@;3#jf2j%>29coJ!>IUQegisJq!TDpv=ORh(>kcONS8@fR%#P;UXb#%2C8GHK7-B=Qduh8 z0M)hWJ*b{YBUrL?J zU1rmH(B<~5GodR)n$CtTwc({u%%;ZBl|i9Toenh)Xt_cP>xM^K-Y@0lZAOItPHgm=}DR8=_aUyNYm3a9_kp(8mYn&P$!Xk zNO_tDb+#!V>SEJ$sH;6|EYwX@KKWdJ)>{57cNfJ1YD%hyT{sBp2_5>symU`)kQ)qM zr(F1C6QJuwiDYV``yyHf^%7|{n)5}EK)Iq>$<#{GN6-zTMFDMrZWQSkJ^{0-64c+Ovd{pV%0oBXbPP1mremQ&HXR2I zw&{527Mm(SLqvK~UT=vWISb0O>1=3dQ0PfqnZ!UDVNGCjUWzke{H5Zx|q&zK#ri(O!S)N{jX4t7`poc`|-3U^RH0w6# zVMqQCW16mj9#Kjo()0#2GoY9Xw?MN*8bQj_4(QP!)l#XipvOeIOv=;m(Bq=iBYRo} z%@*l|RE`S&gPsVetLR_oNs%s-@^o4jpMcq^BcKACj)Lacg~vm41IpDJ<)L{ZO=k^H z6`}beok0DSstY|Gq&!uI7Kn60Do?3q(83_)=^SX0ovIHlwy6R1j9pj>dRC+ntT9q+ z#GxfY%2Q3~IZ^77J=KGrw+pX$+zKC8%cd4nibGe=u=U+#y`-;fQno^`WxCL(g>FKbo5z#0v4p!Ds_O==OSGu z<*6d6%{H9|ePL52=u4Y2p|3<5!K`AfQ4`t{&}LB$Xsbwu`r4-Rpl<>yQQ<{U ziAX&ZdTIo13sO6jY5;vJ(q&SfnnT~&)EL@sQ&Z@Bn=XTX5TzcuRBL2IKZ;Vzduj;n z2ns!23jHL~&MfaKf_92@0v*(>4$#j*p{HihuAtCU8)&y(*csX*(&cz;f*X|)-2m-9 zJe8!5P^q1|5&FfZ-q5c$^@M(NMKSer$DvQQIf7vt^`a7U3r4rCTHjRh=wdro?Kbyuu8Ql(j z0yaS-_@cIEO^1#U=>*Ca&4P{$Ql4f&N7<>_P#IC`ZTQqEsH{z+p>iT!W{pN#V;*$0 zP4l7hqSW#}^#pW`NGBA=RJag2HlUWGCD3sqT_)w}dFXgM^&C{ere~oOM5(vo3vY)` zv}q)iDJt(4V~wuba2RxwC?}wIp_6TT6*|SH*Pv5vdL25=rZ=F9HoXZ|vZ)BFY}0C} zibzk&Bj@Uo*FjZn`Ut8f(q&TpmD&VVx9M}}belFqX9Sd|!f&86ZQ2H9*;E3ZB~lL? zj#S|u=xm!xp&B;rg=&h_Lt#RN2cUCAdI@Rz4mwwq>n^A1Q>a!j%NPCv)wbye=sZzs zjfq<0AXG=B9%gwedp4hd*>p5iSCs2|(y5IU*0bp|=mL>OkjmE@CsTN#XjZbYKy)FL zZBsUMkxdst^#fX@!un7Hkw&nFrzTKCn;JkD2eeX!mqM3_)I*`CE1>_0bOIGA)f#FP z6nbh5T`DScm(!`MpvE>ehnm>4u7;Y5G=jplTB99wSy1Sy1$4PcC!~s%>IPk5Q+FsP zN4d@(72XIn6K!@UX&MM!Wz$VibCG&T?NH%uPz#$zKvxHaJ~ar6i&Bs5 zsWa5lF1#JOMwEIkpXvd%vS;;!THDkgYGcy?C=!K_d<)c8r0KkkQoW5aP&-j-Lr;C6 z98saWoK7`^t`();hEH{Z+KUeQ)P3$hGotBG2S@%S9=or+)|d}<3{swEK%MN=V^C+C z9*4TvG#lz_(-TlPo1TQa+w>IF!=?hLrz8L4$0KLzk?(-63sRn*hOW110n|%{sn_dM zGof6ibi%C4n)MQNgGg^RO^cx$?bORq?_icMd<5#Flujtj(yZ5@z5&%1y$B3(|?2T*^T-h&3%vY=cu3crQ&f>e&^D`==lmq~fr4Gptt4|JRm+F5C`{vgvzhv|ac+G)APwSUy+F{|DV+Q$`Iw{}Smkss2hG2i<8?S?I2yFi)v} znUx4qo+^+UC(;OJc{&ri+osc@@iv_S-DA%x1Kn$1kJRm9W=|P9OzMzo|H$Pr5AN0^jMJc)CGE6 zq!UsFN{xbM+cX+_!lvQSlQs>3o)T#UvleOAy--1r@-zmTW2f$h=Gt@*G|#5-(0qH= zFz9KUZiN=ug?B&;Z5j(L66tYxSEJ$UkunzRONSB%AsRgvzrmLVYf>}OQ4f@ii)1j~I!v8^AY-$8;wdqpmYmuh2 zd~H2fTj(2`BB(^9%cQcEx(?cAQ!nUSo4P>X1=L7|J)!NQ)a#9jnnB--vfK%4cxngz zAW~17217sEbQ840rvA`RHVuGwiZq>BE!{rRZP3p)4TE;sbSt#mrs2>YkzROu)(y~J zQRpt7RW>-DL}pmHLe zuwg=lJE5a(`WY&3)3?wuBK1%>QH7<@u|dkychGSnosh~`YCm**Q0QqdR3RwzR05qK z(g}sLRQNA+Vo>Pm7bw%FU!jwNSw8g*bh1s`pi@M;%o+t+que=s{w2~0v`AD5I?bkv zP(_=nK$S!Z*OM;%jWsIUsS`+55#=RQg<9h?QdLD-j6zQ}NmaAy9H@FQ%co9+PPbE4 zp)+i%2AyeBbtp@;GP!(_mTv}~Wz!YV*&;2*bNN(#sD`M(^`xl+R8yqO&{}sV>HwW1 z(g{>7>I|JL(h0O#Gz_XGO0D7PBB-{V8V;RjQ$MJVO*cX32UMapZiVWKM!FL=^t6>9 zfO;Y=mZq_!E(i*DsBj2$p-3mBN=0*^Y?~g2E)wZ7se?)tLiKH04mGf8Db&!WxzNQn z&4(_r>1pVHHZ6b}*|ZS4)TTvHY(F*~&uy3(fip=LI%gRZjaL#Vk((^)=K%Wr{N*z^^2bx>GYsn4Le zNIevK+6lF^>1XH~kuHL$_&v-*p!hPsRL+zB*N)E(*(%$g{w5A_tSOs3X~ zMnTt!5=kl+-3(nX+MJ{vqKQy1QE8G6il#!jhtuTpqAAb~jwWaN)Z{GDEa*m&PU5l2 zwMFxw-a*RKV^ANPWcOe&$&FVF~4zB_?tiOSUC^DoiJBo&DEks2w| z38_V*ilj!_R2dpA(q&SGN@YP~Y&sjd!=@_G*no;ucouZ0NGHr%E4muGOQaL1Skw|q z1hiSy8X9L)9J*Un;x1FTL#YnXc$+#w_lSy;sZymHL-z(LPaUBNB8^~{r*6=FcB(Tp zQKZYH4r(a;o;PM}Ot0(!uvanRJD(5Hq& z58A0apnOM@OWX)%Ro1L7&@`pglcsy2>A@_Y8V1b}>4a343Lk+U66pl0Et(HK9L(}G z0eZwv&4Omy^e8mTrpKU1ZF(GfOr+^-n5_+;fgTs>1d54Xfo6*uxf7_R=vC+mkuIm{ zP3Xyha+G=(dMcRJRkRW+5a}|7xuOlw9FZ=k=?iGCO?zvPjdJRj4&Gp_M_Qr?Sv1BAt+0sZ=#+l}IO0 zk*EgrYLHqhIvsi~NO?K~dflcop*KVt!7QIT2YNG@RjgUnp(2q^NNpB1f>ztq0D8-& zhS1w0^-x%%!luwWBAq}xMAty?+H?iH}>O=`yL>N)3lTvuQB&xlOk~n*(a3!V%CHB8^~{r_s=tHjRP45@oxd zbZQ*5MWh}mrdd;=tu{RfeH|3~)LqawBArm!QiU_25}O`{wgr@<)ML=MHqC~<6X`Ou zx+=98+Ah*`C|9%y`d(DoousKR^n*w}P=BSCKtBeBd7_2T4$;VDVM4SD`bjh~N%^9+ z&`yy~m^DlEG4!(|{~HooB&q}LQmVk6r0Fwgw@sU&JtFmxDpcVXXs=D*L8Ufrg?*D*rUTI5_N*PyKX$4V`d6gISiV@x{|EgiDsd;!4$&#+@%dMeL!W<5DNWKr z(HYPYBK5>$4>-w)%0owrbU976p`#8jOs2A+GIr`*sH`J@nZoi~qaIW)NO?LBI@+c> zPhK*x!60@W6^hK{$X4OBs-%cQcE>Ij`+Q)lQz zkuH;Jq*MZ)0Np;JXU0riJYvuOZS(WaZBN;VCI zD%&&&sv^>2Y?!MJ^PsAt)a&gp>I792=`tx#qoC>{y}C5@f=(CdGL)ynvCtW!k?sVV zD4GPFDaub$foKMlC0d!JwW3F%vqVJ!&4$hv6(?!4QcpuQL?ubuA$kF-Y10bm9GjLv z=Ze(BbCs&_4XBn)uR*nKdL24Xq#g_< zsGdkCP^Rcp=mHfcpDRf(K^KaW8z$*ZC_9){S%n**i-MG=HBfz}bix{0N^ON2*t8jH zXww(a#Uk}kSX+hPL6-!SE&3MvpGcQUdD;mzvgrrtQjso`YNWzasIf>VP)xKBYGPB_ zI(+_R(|%Hy+4MVfxlIS4D{MLl#Y9?+4O?o%6IkO)n@)k6iFBD%j#Aa3t86+QYA(`c zQeBm*1+@_A1nMtp09|deUS3h3F;uy38_U& z^@cjy)CcM$Ds-1gtyJn(sI#ajNoz%SL0v?}N!l#B59(^uy-+uiE;Fk{sp(L6n`S^g zY`P!nDN+xGJ5)Fmx=y4Ms8loux?ZFc=%8pG)Jvq3cJw;)O`k$}BK0tp5CLNwA{CN)v1)1cc$1xZ>dssW93l(eXZ&f2yb+G+IDjW~pD@s1{w3uiiG(n^jQvPi$hVB#T1Zt_&5@@2Rk2`_-i?%?MM7aTN zf+mZmBq?91&;z34ByAM6hNg;2lBDlWbS?Ctqv=lg zVVhn?sV-2yNUsj6F1ikyCejZQq?Z}>hNg=;`dQO^Dm4I_AsU&aJ48dEheQ*Tq}LLS zf*uw6(q^OjeDV)q7Rd#*Am?i%@S=+Qi=N_ng%^8+7i%1&|{)qN!q8> z6VT(1W|a3dBU7{hnyu8|NvbZI2R)(GsR1p4o)pziQeCB9hMp2-C#j+64X7YUH5ILZ z=7?g+RCCe$&|Fc^B;|^>L-Rx(1Ns7*e~8>U|4;m`QhnJvgO9(EzW-N#|jiQtq=`0MQ5C$QH&0Ps$Bne>-q@DK|sO6YUoMV{{};u)3`e^8XrhnLf}JCCrO=mR2iw9mZC6D%i*lshR(wAYJh z`ffbIa#Wn~RP5=)-Fbo~(n(RGIPLC4UqVkh>R07XiW2?ZuQ}0Ud-4R!(cqM)!R78n zG^Zv{upC{l_gj=0>m(=YQJW`Nj#4qDwkvf_1D;?xy1B%i@V|tZ6jkxR-XU_1M&OB+dr3(+5Y&nbPOimJU zoBy8Q`Qx$LN&8s*4?)*{JY{myA(jp)_p0k)9x~Z-CC`{_xr#?jPR@+m&h%}iJYm{3 z(@|HtUcmzl-QA+Z`3d);>w`Q{lIQ?QN$%r$k}c&tPI7WV zoVg&a%p*Ka+Eu#iO4mnunB=6pt`;RO^sD?vJi3d6KkiriX8P zfd@%J#>*Q#N3vxFkCB}8NV)o=M31z4(e-nlBH8i@50NCgT9mlRMRK}+$ulG;{s2j+ zZ6lA60!c|W@dQbtt7N?V$O9zJ(E*aq+4)D;^*leaXUdK0`WX+7ob*h%19p%^`!VQW)j8qMCvoU6o*O9?NVGShoZdVC#O3euBJD0k z`$M~lbW)VKI3cPH?e6GecR)O*hR`0nrh4g4R2QnDRN5UCC3+>?i>N8Ir=wn}n9`!= z&|bS1>d)l-Q?=0Ej{HecqIW{6qoJB2oj@tk$f>jf z1MM$z!}*|MIvYAbly+8>xI}lN^PmGAU6P0?Il_WVMtd%4Qv_&_6eirTXeiV$AT>urphlvU zyG+W{Sm7bQ{#fk?)}}-!(>4p?swh?gY|{Xf)JR zsr-QEK+S?epPB|8W~b&t&2739I^3qapd&;Y!G=kiGCz9Bv{DgtoKosxmZ#-VE1RB&3T%1-I^L$2 zpc8C*89LFXSD@A+EmoB1>vqqH-htCV9rS7n>@ZZ_b z5~br=RqjP}Fm(2=)GuGu2lXENqM>vx;&WWX)rX%PK|@E5G8YV{*f&l4P7ZJkEzPNh{i)# ziP8bx4h^sBkHColP%5BW-#S8fDWH(CC1Yn)N(1Mx^Pi;pr9VdYjVF zSdlK1O6BbQBU%aF5Trc43f(Ajclov%;OQY~oJc27dCty1qIaQGFe@#31G-66?oLQ~ zS_|E5)6T!xdy6Cg+aReb7mqqX;dG_k1im-o!mZF ziOZbiL`Ooi1Ikyb1vJNzzf8*0anM|)bOI%m`j6%31%;lDCUv(8!&F;nzD)(tJvN;H z-7C@v)=1{;{3GfN-RH=E2w6G`Dz{T-LHFC#1$sb~??z+`PlO%}QYm*Q>I5yYsR()~ zpmL=;LJy17!z@p|poJoxKQd-YoBBeJ?OJ%b8IF(RpF!ZENL!b&rzK2;pbsO}QO*cSKi*%V(QnO}3 z&)75vS`rlc)EMYlo34kRvuP~!ygh3!wA4;bf?lv`9Q2}HcsulxO?N=cL@D2-#v_h12Cs}#}TDdC?a##4XIrN68%BNy_2U=y*yU?2f<-2(FHuRPw-&2$rln{Li zy)Dw^ENy^Ri*y-EDzzDU$EIrN-JsB?zJT7dsS2vJ=_}}cksHpRqz0w5#>dbakxrm; zQBDn>Yl#x>BuhV&T5G5Nfj$(ehg90dqk|}17ZiHhLh2(sRiD&)QPTBf3x6Z^u_zVL zztAV5{FtiTi|BjkQ&A$IpP&t*bU=++<1c|iHjqEnzR9Qn&di7PyH zhN?t5ff7n}gT55$1WJk`=qsDffxZq3Q%ao;Z4|i!z5%ZA)Cu|~DD-qb^sS@Ibwa8< zXXhW$(|l0h1%;kEklG|l?Yz5lR=Il-^@Y9{CEZDudO$w}skBo4pdW4O4{a8e$Avz1 zHT08B1EHS-s&esY7_`NvQm9&#a+g`&r;^YwBApZ^u5?#&qT8XZHcf_pwP`A}O_X*; z*}`$qZvo}IJ5dVy-I1S8%F`pzA4-+G%UK!@ZMRd8LVwyc9s0|ryP&^qnhEW&X*Tpv zKnb^M^bqu~O$(v_Y+3~6^x63rxcrB}3t#vYw3{RU70l8!Xm?S{P0vyZw1*1S10~&^ zXgO5FrWMehHm!vA66L#|Y+(how@4$Pl)Dps3e~jf9cUk$-h=iPsfWUH6>fy~v*{bC zmMGyaXH%=7{YC15((X>Q4LU%SbSGKb03B$jeur{JsUYR-!)-beI>M$F(2)V9+&)n&sD(`@Ku3v^@$%(L zwS|rrr2@JbI>x5nP)nQ6gpReTD|DQr>}QzP8v8@7lq!$c@N^|q5EOdq108Rtu7Xam zQ=Om_?bKkXwM|2zHa3+)C)qR%I@zYHp+ZqAc*~ukQ*4T$wjzB9e2Z4Ocr*q&)u!vA zb~fDroo3TG=yaP>&>5nXo1R^xBa{$nv7*FacO@s91-0Kb6;m&$gPocUo$1J5rZC?% zMo&N;l}fvlEZqoovQtk&oo#vwDza%l)WxRzp|c$MuLWx)wBbzXY^Cz!4LvP|x{7o{ zD(UV-??K&cs)Qn&-iOW!X8FQp(7ASMB~&bO!}+Z;UgK`)Jdt{!l)Dst4xMjP6?8!` z%coXA-93p$l#L2I?WocbBuN7odx5dJ!tI3pYVMZTbPaSfs_6m3Bj;?NF~E z<>_0fx1IV6>SL#Vgf6jDe?ynr^b?d6X*wHLX~W(2;`x^-=}xlr8L57DY7bKVMfpMM zB~kEZqq){Ae(AJSJ<<@W7d_sriQq6a-!WyT_vjW8^+WC z8f;S@G{mNc&`?LdrzkNb-!(^t&@h`$fl5`Fj@R(18qn2t>PTp~O-Di3h}6Rx3D+F8 zhep`c0lHSC%cPP@b%(CA=|X6vO&39XM&}~7=(@1Edow^yCWYbO1?IQIst4g!(fF_G{Qj{3#BqzEL zn&QZxK>127fbOvAerW2hvxX*=nhH&`X&O`}s&bc^2Ga z$VR|(CxDGlA@XqXG}^Excwy^7v| z?hPm*dK0=&q|2l{y#tlo^d5A7KuHz83q2sx356-qH_(GNeG4rRxw|`;_o-FTLpHqy zJuJ$1v25yXXrZV)rnGwz{Q@l#Re36Pzve{Sp+{`m20iM?UoJ|N=Bn^d=rNH_pnOrz z-aP&as6ezE^ms7K({B_$p_FV7E~e92~;Yo13e|u36v5Y3Oy}K zx|1v&3_W9~nm|izY79LqDvJxt-HWI>^qftHL(e-Jrpv71Q(O5omMWEbU!HPFy3kYh zqS4U$AmwQs^sz`Mq^gyg0DWT9t5h}2V*7+#>lsnBOOO@lsn zcQm}(on+}(mfu6E;((4JRU=5HRQM;UJ(VhrQ)Qx4N$q7*J7{l_dRW7!PJ?RNlz{dT zCF5D;?nTrJ+BZmf>Im&8%53QA6sVRc?Rr?F(!Gc-f%X^aa+c164iHrYsh-e*BE6k# zstc4W%BflcK~3Cppm&sJ^4& zS}aRH^Hpx($X|x?Rd_Y2JW;MY$c7fgVY^RGdnc{I?Se-P;-%{vqqWL zxEDHHq!XxI^cZx6sMwukX)<)AO;ey2cHu(kD3L}`SfN>uLq|Kxes6f%%=gAIN~Pm9 zDwTSXRLg*>M9)LV+O!lpPNW{zs8(tj)GA1MdJZaZbgjF~Z;aRGD)kz4yiKn|Cx{a6 zGO1#v-iA)JX*JZ^rgxw=BK1(1RN-3aBvHOQfl5Uypp%0_Pwzp6qJlV;Qfd`+ib$6! z^z;?f)}}9^Q*HVbYG>01=rmEeo6f8Xtx*k~F4A-;E&2vJBS?Ar4NBOw1!^zSWeO`* zxC81Ss&Xe#wP??Mc>J|1UFRex+8gR9%J-?5R#MnWq!C4lnEr!0+mu6Lk)!J}g$1rT zsta`y<;JrTq649`Y|4eswy8GM)uuX7H&JmsE2&vcp~$9Y&^ZB>Ds=>Ou1!s#Vo}On z=7TCz>R9MJQF%-iq7$I=gOsP^pbJFlI8~|C$x!!zszq&~3q@6N%2NXBVW&=oE)wZ- zQDUS^=S1zHl3i0V6+%57jm-74M&`R0(OJ;NqJo%;MctuZqC`MFpx!~DPj!R(*r|)4 zOYBqxU23N;gp#6Uyhf>e5%q=o+SCu~XHydDFG|IQWh%T38X(FI=xk`9s3NAcQiGw( zM3pgBiEe-{w`nvqD4=SkMnYHYN~4_QMAt!A+B6EfN~E5mM4TEA4Yp|lG{n)U0yl$H zLTk)~hKh6om5SyOVHSWidFbL zbc0AEiV~werJ)-|Np~44Rq9P>Tu_)2y#l2~WpS!p^e%K$kn;2_bhD@;PNkK4AG*b+ z51{cPU1q~dr9Orx*z_TEt4-^m+eB5ahr((Vehp0&Wj6G*7Mf(IK8J3%=?iGGOYoMu)#<;uuC%u?{gr?cF87dPM__sVJp;>=HciOZAnjTQG zQvX7CiPXayo^tl(@s}vyU51kGMYNsN%%ITI-_R_PPDqt1wHJl6gF;W+NX-#xdNx&q z)Z8GIQsHl;<^{7n?M>=#QJK3;VYyPZq4^?Bhblz-LH7i+JpIb7dqrt?nN+1x4N2W+ zQzNK6pem&rL-z+%EouNg;OP2XcT$wNzChFxdQg-fPyw_cpoCJ#Lk|UoNl`24VUbRl zRVpfk7K#$?BulNKML{a1)XC5zBAt*b6SadL73l;j7o840CejI1Axc1tMLK~hMV+9> zMQL}ErOwb3qTGOvhMu$wJ3tkpYM&abc+?eo%BF76(~ia##HnKUBI*e}V^eQviA}wr zXGNuPVM>JqpyxzoF_nw1f}R&81L_AY6{P~Y40=J7S-#xei7tj-v}X;1Ub5*5Xqin{ zLNAM|;x(!@>w4%Fkxq&dH#o_O#zC*zbOV%jhX)N@*Qu*#ODZTgT zcIbaLO@x+-PJp#QY(h2XY zLi7amwn!&XTC@aOEvj@UP?hLK=pCD0g5DKn*6^uEq4(_6b5NyC&qMEvs{I-_x?lO{ z>L^QYS-OZ7PI*4QBb&(a<(WshYkpm8-(Dpx;F9fbWe| zo~R4-yGXGHZC62-Onl1e&PSWN3ep zPM|W;4Cnxx%Af;9x=gBEso7AjXpTF{(mbekP`F5`yP!HE^^o#(A5_<-`=NRwT_#nb z!bhNkL@9TYr72K-kuF0^m3j(lVAEnKPo&GFRw?x~)KHXJ!_%WsBT;3%MwL=&=wOj9 zQ@Ba=GSpb46R2AB4s=LR=;<}+P|+ZFIhz^-H4$z1bW=?gu7mPL#Q_b4nmW442|t5z z>SL&xO`kxA+4L#YT$CHn%6BiK@1es*c>(n)pDxeb0Y6=zDv_EvbDD$QCsUx5h z?9>6!i8j@STH90yY7@-TcU^QibdpFXd>W-%{!HlPfJTWd*K&RN$9%?Jn2xg^J zxbt7$eyT_(&_q!msGUuhK&OdxnN*ol{h`xENq3T^Q=l{K)F3Ef)1^>*QRai1qgiJ` z9YmVWEKgTKX9k6y20|Tex*X~x(q#(EHESf)*``vcNTkc87AbWD)FqhZX#jMVD6_n$ z!O+=u;W((PDD!Ff)EQ7WQD%8h!=NZgRcOPrp>sq!Vfm$^8PK^lO@WGSnhKp~(=_OO zkw!2ptyy!R3q(nGlBKp#_n^?HWl{ouFu}P`dpx!pU4)w9=Md%WnmO+<_G=k5tTC-L|Ns&&V?V?JkuT5*A zel~pw_1~3lc6~X~8fbt>BlzFP@U#vZXw!P=GDrS0shZmG8|ZSIHbH}I`VP86v-D-6 zFjs{Y(3PV2(}?MP=qgcWd7t_M8f+In1r2eOUEZg@g@!6s<)&xXcmW!wlrBSg+VFR% zRFog5T8L`w&+{*lPDmAq_JM}mv@djxO?yHkM1}FJE-K7}t_`R}R2RBVR2-)~wSY$2 zln;%vsVOwtre@F>Q8J!2NNW^A*NZfrPs7u(&{#Xw8oEKG%cM$G*dDquNO@`tjkBo@ zl(Gv?g>DjMKB$yt9SPkm8s$z{!&3y^63|4Yx4d^c6)uKmi!yI{z35hGj!2hDd0Gn14X8?~m!NqfT_)w}P3UfsPM}RneFV+7X+3n0 zNS8@fE42Z-*QU>)`+~ylO09#+MVSpft%B|sX#}%8eGfel%<}XF^q@_jLksM}Z=i>u zf&5P=`8QOQxW%oQ6Kw(?R!&2*v>93`ioYyz>P2XgsKOPI%GH~`1A4@fzYOJx{(v48 z)r?b~{(~M9sVAG-;{cw3iF6stS7ANqahnc;p0KF~^rTHSp$eP!fu6EyU+C$8T4=+% z&@&?K%<`TNftJ|R6nfUCCeU-D%x74jS^x4GJ|Cn!9ZG7co%)m13nE=+!$K7nl6q03 z6DT2ypqFeq2U=#+snE+dod&&P)9KKwHYK36O&y@uZ0ZQTF4EiKeRa|Mx&Zp0NM9zX zSacM$T%^lTiKs8M!lr)EN|Ac9sX@>iK`N=j{?ICsMv(F}6nfL9E17u7_6JG!}YCr0LnzFzDTYMyc>x=sl4}kn%Jess zhYfw|HRv;uPM~rXu7*ArWj+m04?|ywbV6#8QlCRrHm!xev}qmml}+oRuWkAW+9=X= z)~L`LUqauA=D3qAeE@wMq?RhR5&BM~9#WoufHv9mBlNvZo1q_U+5-J3(go2 zW>MySdHNdq$xiKnehy}>QsFjeOHkryez#M*L4Vk({h;k4^-#E8vl>Bv+H^4VmraL2f7^5@v_q8n zH2kcZ&_8yn3G}Zh^Ok+;Am~54FbB#>?tB8~zgu`wrT4Wrw3|pL&?eEz(C&_IE_5eQ zwWtn%Hs3=jUCvTBQZ;OfpgnCWhW4_l1GINQ+qK5IP)(5*V+~KepnYuW1MRzO;ds}_ zKYk7ECsI#QBBs7jEt~p5`|mm{PL)6h*whm`P!xZLaq2uM*Pb;Hs%@v*Lv?~wO?^-U zpt_>?gBtItH&oB2^Pz(r`NjA&d}-=@o<1_9-2jS*0uNIevK8VfbFQ`bR_Y`PXY z*e<*QYAn(SX60#(NzfsV{C7*1`a_2Xg+4U~YGTv%P<}x9nl&0~DpC)#Jk5ogi832{ znhYIgr=~;AgH#L6ng|_k)9ug^L7`8TK}Xtj7t}(e#aO;Tv&x~PY2j7{f{wN68R$4szUv{?MTPf4t%8)N7oY;0UWASp=`w}IDqIbn zVADI$iK0ZjhEKf;wYF2sp*BIPM6+IjP7jifZE!$ z5<1nUH=uT+aKm?@)9lnL=yW@^20A04q&|&LpoA#%y)j6%6lyQh+u?)q^aa#Gq@FDO z4V`JzuTaN;N;T_Gs8cY@Qx()%r0LA^R3n!sU^eXub+PFm3eOU$hr&@>V?R=7+f)nc zYSaEuH&N!(@P&UdE3#9$q|UKZ+en=&QV$!Zv|(dX#Wo!Zoo7=M=zNSt3|sJ|$)MupoaY6T4tX))GV zD!LRJDAMID-2h!C%6w2h)d{-XPTdF%vS}oAML=n-F%G&ipjD!=&{ZN`WOtsQ zo9>6Mv*|u)q&;f|G|Embf=1h^r=c-6Jp)~D(-LT`P0vC%h~~J@hfiaZKB$YK8%3F~ zm#4YVIGg4{sbH2*{SUfHqz^nh>s{z(JGC6TMWh~5)!OiTXuK%xPO>x=nh+HFR2sTf zlzCsC%AworSwBM)MVaM&>OE+Zo%#&A-KNi>$)e2i+ugf}ra@DJl&2q|J8b$1nrhQ# zXqrepMTrS+R8DkYZJvOM*1MxDy-w;*QB^>zq3L#EZ3^$QsU|c-q>qkSHC=P`8-+6+ z`NgtSpVTZn^*gEAHvIw35oO-8pOs7DTzghSXr4`tpu2547@BWWW9S~6@}PS~T8y`x zt54%_=srjOcgQTg#``L_Q%91zU#ZO3%NM>w>H($P1pe~Kggnh^K`FrF_Aum zEFBLmwo?~CkK3sepeIC`_vL4u3O#8TUIbOxR02IEQV$yz=zR@@o(@u;E`*-3sVB5V zl-bay640|Yod!K8(q+~t)Ea}K=WQASEe#5NDuP}RWxgn$xi!#e6wER%$6_G~pzC4YCUUlRj%w?$^f8{ol+yBFKp)%m4)lpl??Rv2v>MtV(%a#E`B^_f zpV_n-`rIyj8~VbgwNRBvBbYT&@2eX6(xzXauYy9Ks)D{2WtR8!J+#rLAE0mSS-(Qx z+NmF*@9fl8Xp<=E-cI&?Jp_F(%6!}S4c~%(5b1~BmV6h-~30&<>kU zgZ>d|1gW&vxB&V$NO|fE{b#2xgmU`seE#L%PPVWIw3|(5LA%>@HnfLLU7;EQtuEi=cf)I$@1UZ8!qjPn6lvQ$MIy zQ0S=y+TSi51RY@0Xy`zjE{Ae$x&o>l(0VO@9aP7rQBYlxcIGYn)U8mxfT~n@3v`f8 zaa3+)|%6#&k#y}12)Ll>`n`T1?+cX1eY||X*5Su1Lhl;cq%Wu-B zaUawqNO_tC<=ZqJYAVWn@;-GN)J#<2Mr3DofesU8KB#J~aShbmrjgL$B8{NXryhrn z5M|!ib`{42>Unn8cmnob28ftGB{sDDx!6Ny;dZE#D12Z4L7i>Nsmt>(NB+MvW@k;~KZSm|vLXk+9DNLyFVCWo?PM|KLeCXVu&{G|#IG|#sYD4D* zg`S#1=Zi9HcxnJ$U{gb=yGYa7(5H@sF0|8w$rx7-%G zSd@8Rp7NkxL7}H3px$<2JE)JHY5`qh(^1f+HXRNngIP%}e=5{hq{Vn&o;pGOZ0Zd4 z7wIyoK`I;$4X~*fG|;Br&}BCDfiAZx2@SHTA9RH%^KDbA4O>H3inKG!d%6y~%BGRf zV4FrmLu?uY4YlcdXqZUTS!0wooC%eRG9Ry}?$FgX^?-)kbP;roJ!=*;!cLVy*V?H` z&~*W&wEPTcq)0pSzC6u^Mu~I+O;qX$XtYgFLSsa_OsY(&mC*Gzt%And^d@wJD6^q2 zoCn<~%53OqAvDe|d>TsG^b~ZHO)o$<+w>xIi%8RX%X9RWKZM5Hv<{kJ(?`&)Hm!$l z6JrDAyXlK$C3x6}nxN`3!yPVQ8|Q`VE?5(;v_sBK5GwBCWA|J)VEr zR0Eo3)80^7Kou(77rN7?eW2+!?FZc@(qe4r3-^a+*mM9i)23W#mMHVdFV%)y`7~yW zG=f>4nvt3l6nZ)snrl-dXr5hoICOWAN^6ZgXnv6L)D*f$RPHXbp{G5ddqtV|pqco&ZbTvRW8bWygtl>9ta9O9S=PyDsh)dRVvkyH5LSgo=zq8 zkSMc;r-snOqRbb?Q*&scNYk^kdP0kA>IOX`QV*&1+Hf%Rs3;vT@2MU1SWxJx1X^qt z_JJN3=`ypbG;196L{RAIZ0O0L(9^t32kBLzKU7hVD_u~Roe&)TU= zq37(>)zI?+ZPKT4J+xG$cghFlX$tg$O;e#4ZJGwXB+7i1ec@1OnN7W*mqohF8r9lx zKJ-d3%hM$2RXcSLloshSh1*s567*V7=;;pVbvyMq^go-PgqGX%6tqI55k-mH+!i^} za%iPZE1)+-@uv}|?t@m@sa4RMHoXbGC0gaivqnvQ8a<%5ZMq0rEs8(GIJFFVM^qUU z4uRfv!8XYm8aCV(EB3wkn&UwtqBS}eE@yn$ba3lsg=-L zd)9Z*hxV+k&^kNyJ@k=Ho1pbUVZPqi&(OyO)`JR2TZnk^kwYuuz3Bu*TO)=>$rMT9Ddk z(^1ejHXRLpD^d@IT~yc#`YuR$Y6fkxsVVe*K*cIN2KphO5>Y<%qez!o!_%qIW|5{t zNu^ptKLsgI9ig8^>dB^xpe;6afvWAocF-@P%o>BV#);5YQ44p%EKhZyUxUI@rOt%5 ziL^5*Pv=0tiF5*uQtDFZcbk&XA3>o{oeOObQYjVohyJu_0Q8qgJ*?qV1EIe~I)Nst z@LFg`kn(gD^p8!0p?_@}0{s`vD$}eHP)@&{&%gXf#|uw=q1{B84Lw~4?Jm+{+0@O@ z9yX1KYS@KCp*`)?XlO5yrZa1fmY)XgZPQ&)&49|4nhxzFQV)fm7C`&j^f0uaO^cvf zHqD0iw`mS^fKBtD18tfQ<%+a3%P-RVs(@+-DNheUb?nqLP~CtkRQMEBPoy4Zd0Gw~ zWYZf^eVbN74MggpaH(c}0Oi^AA=FTm`DXK}kx-*xmZw*sgYCjMp~eBFwMHd$h^W|| zu%V|8(4iuY$kHcJlb~>w3fDmSBK45+v7KD$PJ{>$SrN>#+muXit^ z_er%B>4a33D7QY(zig@t9cNR0sFh6zLj@v@VAdwhItDu4rk2nNHnoCI3}*Sl22g98 z@}M>%U1p7Htg4SlKu)Na?p ziEfLWs5W%kuBn)cpwmUG-0h;o#9S@Eoo|3M98IhlP#;nWn=Xagi!`0WJQbb~b#UbW z_SY;8;K9?Gj{Mg>OKnMY6jjA*_`+kMP9l8>+0;2uXVLl~bs$va$S+2!g*F@lbrI#q zDNoa&vuqjzoo&;NP*2LFd>s0Xo;FTcKi`CPL@gbQ^SjKn41sMne~f z^!e}^dYT7yw^L)G3q`t2s!)X$P!F4yKo^M;@fW3wQm;WJHoXq@3<`^tdJ4MOrl+A^ zB3)*~5~Wr{y+!%%Bum#reF91MxoYr#$@x4X|koG|;AM=(1qe9L?GQT`tOxXL%Y44H7MiX{k~NHsJY}O}WsO zj&8~gQs45g>AlKM)gm=ml#WxYG^;)|L{u5mdQmfIXh2n>CeSdEPWa?EiCRFVLCRA; zbhT)^yIho*b&(+SWBn@)tTwW&39ov1oqqo$T`1&s_+p4vd8?9{Q) zXq%3K#yFZ3f4wHIut2FZp>ZOekm@3e zpj43Z)E>G?lyH}`sq>(lZ8{&i#ik3O@ituuO|Yp4bgQU1UZX_IUk2S~Q$J{;P5q%s zqGVh+NQFb8+ifa^CW~~LPoq?+(a;o;PM}eu3D6xj-3U#!X&f|7lyW^3PE_G6sLZC> z(47I5DK!I{9?bG|19X>2BbYTusk@;WBAq~sM2|x=ZF&NlCDLV56-vDh&9>=TXpSi9 zE|W?tH3XU)%<}XwG*7fDPE{(k9=bcA^`cLq`64aGtSZq8=pK3j|YXG zYLj|GsrZW$r>aRkDXMZk*}`w23KgmcDsXqALn(Yp)FMuKY6(3pO2pJfsZ*h6M1?UG zi%y1?h;*4*p4vmt+H@N9TrjIdh3%l{gIS*1Kubl*c#T0yoejMp%DgX6$3QOzvr3g} z3%w-L3CoWXoeM3qsTg`$q|2mIN?i!OBGL&|Ch8BpYSYC~+NNI6Ya;bfI7fwpq1Q#3 z<;z78^godE30lk)T&^g%$IlzJXoD_ZYPNO@WYeQ2kaLhD2tkxjh>orr)5i?ZWqZL53};MVHNbPNGDJWQO$-t|FUTx zXp>F5LEqc7JM@E1dq6*mG@UgHv_>sxvq&dUp{O48lSn5}LUb7PbCB{>AKDV6x+v8Q zst!_~8bQCX9^tY(gosjZ$0klJ;6KJARCD1i6+K{ zo_av1i*!O^xl&g_XNWW+OZ}jPP5q(vcHuCngGeJNT%=joL1)@D66z?@Wl|MN-2!#8 zX#&()q|2n1Dm4)*5@kLOPZ885C`>DLGjvu^=xGvkwn!(;TBX!HsH>>lon+}+sGCTa zp-QFhfg+Jkp!K3f&^b0e0-Y<;Wl~j2Jq{HIvpn4kohM4W%h}W{=zP2IN$3JQH5=+K z+7uU7yBED@%K|LM$%cN>*)`!r= zBAr0FqEDe-DvZ~N=@qEAo!S8P31<1i_n=EeI$>6xW>rC#YF6fbd0Gu6gTj2J)O-S#Y5YK|w955RSgFF^&`mb=fo=|Hy;8lPTSV%iuu9Y)8Xu&#i~2$n zM4Q|RDNjS8TSe;0(v{F{qUsBS_ncbOy^6*`w~KTF<%-5blSO%c z*3^7a88pSF+o3z4f&4EoO$~FC!Kuori90P+IRly|(g{=`x(6x~X|*g(gzgmSGL%s2 zK4`kA(4A!ILFg`<9)@Pvv=Evpa(z2L#V(pP7Mf*K3Yr}h`qTnwj;J`^utbF~L32fk zfF6hDiFBDYl1eRu?zZV=Xue37Nexme4c+4?^Iy(l+Q@(8yjQ7F?lP&AQfo-vXVV8z zxu`Tqt%B~iQ}03#*z_LsplD)TSf({TgBFN%!iIB1UqKIvbOM!&HbM`J7P%9sLi8iF z(5B7MB2i`ypZXkn#7_MHJt|7av#K;}8}yiHX-u0$zd(yc+dWNlzve{$L66&%)0ih< zHthyIY18gdg`;V?@vMCJBH9;v%BH=cr$sH|RDn|Upl58V4J{EB#;Jr-heFTV)ChV` zq{~H#XPYBikuH<+ zbOQ8>DCsU|sStYArc67-r#Clrnn6+y2DloEA;{wFGQC!{>(LCft_XK00} zJWefgFQQAKl_H%`SRuL!dc&rH&?=iQgWeRWhr*>Q91Oh`q|%}*p|?fl?u3-50nloj zE`i<&X8F_*=v|RcC|u>5qfyX%qB-s)OFf}VQDsb3O5F~Vg8k@?X4{Vwa ztre+y&4)e`>7*!8<|HS21X?eO-&af%ppWg;Lg*7mWi?z8 zg*7$nY3NgtPM}(%XP^x>ErC80=`yLtN<9aCE~*#L^7IPyg($OzrzfE*JM|LurKova z*g~^bKwsIk68hSvRnSJ8-h{ppwTx#KXx97Cw>GVTz7r+lR7a)0gf`jq74*GLUqe5L zy2XXXD*Orh(Wb4?W}AM7ezIu`^s`OX&=#A1fvQExc*6nO@E_aH^n`%P8i&F8d@tUYTpnq&?4*e_I;Zt|IUvr{1(0`8ZjDITc)X!ja3Y0To=M%91M{S|q z9F@ht+uWI_HCjWv+tdo$Lxt_)H4;jdKs9XY3GFE=j8k2d>H+N~(g~~Tn?FiIdyC>9 zhdcd`!{t!TpwQC=&_1G)cvf%Cx)$0uAphMv8rsjM5l}7B;J8rV#?j5t{-Qwv-2@#F z6#DP^QP6>+?s3Y~P$*Y4DyEcs5#0gR4#&DE5~?rK316?(qNkw-BAq~$q8FgNpwLqV)KC=vINVvK)T>Y0GHZDH z7;0vxeuoaT=?|#6P1~WvMfyf!!%Bu*_=sx@?sXmLPCLoG$CWAfh{?V)2u@%P5`DiwBvjuUN+Q=3H>LaiL#RqE+3 z|MS%!DzGUD9dA=#=me2|;))V?P1LNbp%X=m;#qow(L|_qKov^e4z;mqGIWw?L0srl zH$x`}q|Z4@L4_iH;B1)Ith=F8Y?=?Xwdo${RME0{4PSUK)K0WKrd68tAat5d3!u|& zdI&m0lv#eQ3gqSpM?E}&`NwgU1AksGysVb!&gU%G`1k(3U^fc5_q!C%F zfI5jX8~W5dsIy4lex#~3>v^cirln99M>E`A{scXvhElIVX9ZMK^g4953U{~@Qnf^B zsB1vEqL-m=D$I*hjYaQ6kxgr$b3`rTR7<5khR(I=6R0>SEKuq_=scS$q4P!U;#nP) z`U1MZrYfkrC=sN-gf6t{E2xL4OPng!tnZ+UY}y2sh>~$?fKpqao;FoO7mG^c)L5l{ zg?ibv4eBkL7^n1I66G}E37Ad)kh(-PCr-`Rti4HHD$)txHszvyp`>V0obtbY)q(oj zR2S-JQ$47^NIlG|(5!=?0iw)?OGGuHfui{5Yergh1az55CloFh9SvO`q&zi+28mX= z%cNE-RRCQf(g{>4Isv*eNO?LIx=OS*E?lovAvD;glc6D^&2eg*QthFkHg$l8Iht9^ zr)K6V)d?!KsWWu7s70J=sZ<0F7wM!ZF|)O(7`i4%c{&FgAu5OqJ)H+#Yt#AAb)v#J zr6203Cp1!&h{^w$_k%{+)E62p>K3Pp-HT{2G)9z+$^TT2fUXZxp00q#iU!B25h@%F z-C)xg=thx#g!v4|D|I6@P89#Z&YU8e45e(E0^KBve=28|D>VzcSv13)Fw4_)=oZo9 zm@1UI7aA{G5YT*Rf++s^nz>A=hoM_-dI-8rR2dhpRq9D-qD>XhBvDnI+NjjC(Cwnl zF;$CRfhOCu44Puo%g`OW(k$1P6TJjYbu_DnpEawdX1xJT6XnI!So9%OCW?QEX0;S; zg6Ggm&rVTdmVPdxt3cO=1U(aw|L$D~ zEfMK*QDU~IN11pT%kw&n_SQS1Cy(rQNG+y*F z^pYs$PO`KdT4vMh(90tAkeaB%mC!4qWL)T}9C}qWC8jc^-iOjQt%Y6-$p2JULa&R| z!y2A8K>xGpGibR;mr2dh8ec*yf?1wEfK~>n`AStmZv?4w(R09Vc(E@iF zTBOvk&|5bB2E8rHd`DF%^$fH+NO{^0y(7{HW_kJ(de=_<0=*~d9dGDUcSDt;#R26s z<@uLrX-vzsVSQ+gXh}?I(LvA$B3))fPX|M5gVb`RYC|8|R2Nz&QV)eb)g1arq!VbB z3Xg@>+tdpB*rwy5Pehrw>D8RmIDD>IZ#m)1}aN zHYK4=HuZ(R7j24XZPpq?p&vv#;WMljjf8#-Ql17wn*-XW)V0u0HeCn(EYf9WZC5G< zZ4v1N+98?*RR<|gVME~q5^l4r8Us*qLwig zD)kPuhbTXwSD+fA%%{;#spp_QMe1Rer%$21Y}x?rEz)ID2^D??)fDNSW@#m~kEmn3 zVHc&gK>G&NO|%)>Po&Ef7K{FXYKao=BuigI`-{|*rGKFV0_v{99ngUyoscRK?cI#$ zUqQ;#-=u1bGViOmQa?d;M7m62QdEn=x}wbY;ULjsQuRccH9YM_>LAeocbP&@4WRlW zoj`+Cco@_mNO?L0$`k2?RH;(OKn-m=8fp~G@~LLf!J-lIhNDz?Jk&TS94k5sIwVMW zIsrOVq#ic(bRyJ5l!|9fQQ;X-zD;eRrlPVqHAAT)sF_V?Lx%-4N2xAQbJ6&?aK5Mm zbht<-EMG3_4jtiW_L4ZYKvaisfFqUCWm2AckZK`X6sIbb>I)rZQ$Ofv(c&Q0A3DaS z0Z>bu213V*GRrU38bhJu0$L^-4z;pr2vlIxFz9%ZM(}C)!fT)tM62TWwOX^rK_}XD z6VzH%8K>4NbqCbOrm4_LHcf+0wy6v%6jjBuHfq*f=oHb0n6`^%Lv3xE1Dz_W4pMhR z?QEJ4ohI5Ar0#)E7wzygx2D#36gtDv+!_Hr1|@=2Eu|iT+6R;?S_pMep)MCC=6ZS( zI#X0Ho|UK6b5KW-E|c=~G}K9?6DVJ)Wl(2Fb29JC(;}!ysmvOlo`Aa8h0jB0iJH3+ z%xa-oE1R1g=oR^j_lWYZex98n@pbx~?PbgrmlK%YRxL8_ZlA42B^ zR3cgjoiD103zvw#gD$XX6VzR_G)}Eo>PP58(b|B1gL;T6W75w>v=zE2NO{@@m54Ng zFN&u>pq?U~K%2D2-_XUP%!ZyeL%l?s<29<4+Ve1;f7!Gb)JL?#r{=j|bE10CC64CB zKSc9ts<0t+X^`?%7fLFno}xsYItc2k)b@Cmeq^FLP(P(~LMl(QnnC@8l&Afn0ZQe^ zh58PUj)Mk@;_vx+EmU{{bXkz{bPRO4O)a58qL%S2ee*|cp(|`U6}r-_8=_2TAn@XVJqTX>~QiYd6*90^` zG!Pmg(q+ENo`yl!igW@EQffGKolPU4ks@6tHCU-J(5PURr^}(yqRgjJs#JGqj7=9p z*NaNrWoC_1>Jn(IXhcAhp&M+P3f(AD4~1h@I1d^ZP)alhN{Mutl&AU7O(LB@U!KpM)leGHXl`-2>ek6nc6Lx=o}W3Oy}_CI(cd!e^mLqRhwZ zX$o|^oq8UcEYf9W%~0X%&=iqQpgE$|&>cacr{|!lcIrK7T0rwv_%2i?$}I1x47yXK z5v)ORrxfc7C(E>aI~*{5nk_uI55^nhq>T)1Ad>Ov2SbVA_RN=^tXcO!uZS`mdKw44YSYb7TBOSq=Bw~g=rx-jgI;$uZ;881s<~2I z`HuRZQtHXlE2Ng&^eVK%re)Adkw#G1QnOx%-Vn8j*YLC&S`|=%Qg1_VigZF@YtcIB zEt@`q-WF*DsY0dJK&wUS$uo%#~06zMXB2^Ibdy>HVt zXiYH7r#^>1uv5Q7Yi;@s`p~97pmp}F_0UIl>PKk3O+P^&+w?Q^iKwId5co8@=+oHe zaGrnJv>&t~pl(Xlf<6=J^P#X<^e3}E7iGSbo_>J75NUcgRfobVkuF2sRd@vSrA-Z> zuWYIheQi@CXroPyp>ISbZaQo9)*2^5-`aE%^j$znrOt*n1+zRI4t;N@PJn(84RAfI zF-V11KtGBG$5bjB3T+MwM~KdXehLab4T63asfSsfN}(+QjaA_=s9H2CUc=K^=ogW8 zrZA<{5NNANC(wA&bm&)+dZ3A-3DCA+mZw{w-$d%kre;CE2eW)?D)fga^YMDR651}( z357GX#$4!6QJFi*(!UN_-$Q$gbONmwZHH=#((WWnRnR`7%v<)UmC(LHVWkTHfc6vV zGKHS@I)dk4qV@5t4N5hJ_7|-Us4jGXojL?M(541Zu1F(Tqe`<{K(%c;6sluW6R568 zJrr(K;jvIXn~sAHvZ(;7FUq{-O)9JdH4te8vpltj@Vn+8J7MCze%y9x(E zhlz9o?GTkh%|)3FJ@teRw^LU`M>v}AYWS^Sehn4g3>|6H7^sC!W1*u&>Y=cv3U7ms z4pN?OfsV0Llc1K4{5z$vmI_Bh$10^BC|5KMI!>whr!uB`P%EW$nN&Tc?uH7Kia*}@ zd7@#^@k;43DNhTb6Kr|_I#Hy{q#CR6aj3OTPe5%%x=boxsr3J`b?;$Tj_n)AN0Ley zR6;Q*l4Pj7?OT$j-D09Bg(*d8H?m)UQY|5<|3U?SWkstK`~Ks`39nG z(3OrJ59vMrhO>oI>Y>o5_K~{ErthGZq9)PuG0i#%T^&$M(VtK&QS!N3ihD~P9pVC z=qVGr!A@NS-55}B71oA2i_}A*r^}%(qU77~bbz;UlU;ZLsjecu9}4?v*7;C3kxrmo z(bdq+HeCtbBGP42gOzFv-5R8Zikd??B3&ls=~}3}NGH&6r8+`Af-T_S! zBK4$F&p`Lvv=ACDNYBu{M1IjkD=9XuN1sG^(1I9TuGmJtER&miJT%n&D`kyUX91&nvCexzNm`3+I&;RfHZ@N++Z$h^~Mh zv*{9OmQ8h_*&d=v>>3W zD$IroMCxIdr!LS!kxrltrFuY%M9Jr>E@}%sA<|`1HATIk#g67izX0ad7M%<&31)ff z4lNa_heA*NpeJn_04)iHKJ;o( zn4`jvp|zrJ?u3-5-Oy_`?Sa;bl56x-;iu5+BK1({>0c-j6ngp=T5r?$&>JFMrm(kW zopKSMe+4N|Uy<4%>gO(#%2lc{skdxu0=*r~8miRE&^scHpwLrwXrpL&G%HW3?$En7 zb%EXsXpB-h(EB3wFw0XPXj4EFlEi!Qnn^r+zi;|DLTC)nEJ)+*xhMsCb--tAw4L!XCeH+a3 zv;z9hQR+9uHJWu2e=YA-N|!10^g5~UZAw5th?2|u)I#XTAhlMr)5qv<3Rf zrgx#AZQ2Cww`ns}BHG|aFl&=$6+^#>HU{)H^lMO9q|{dEw;<(dH}tzmC(PQa)DO@f zB27=xx6q#=U50ijwI4bl+7@l-=~w8WDEVBTzJv~ml52SS5&BD%T*K3M(BGosXx1LB zacnI<|FY>{QvZl_ndSE?RhrblHkE{DT7=opbspc2vfP$^Mz zjo(G5K*x%7nUtqmQ0bu1Qw``iJ5>`ZBhr&ncu=z{LC1^KlcL&CSy8dOoT7hthvh`- z$%@S{t-{Mll@}fMsfezCPB^-7eg<Q&=G=^mI9?6CKSj8x?wL4xJ>@32UUQumyCo zNGDK5Q5KYLQ)}oHo7zC9id+rf?x?U4bebr+VO7nFK@~+++zBa99iU1!T?bVb=`yJd z6?TG74^p14hpLEbMzd-w)eAa9R6U>^=uA6xJ9L(vx*4i!r@BMcZ0Z4>9TaA2!&{+q zMB150ZYk;mWr$+Y@}34m=LXbTsk@=`93}tzQS&{O@ZXO*U#Xm^u(wiUNL3FgS2Px? zA?g>UJWYfy5DkuKs8Tbb3vHSX)fDM6k33wd+0aFzoT$*#XsDJbFQPH-i}*t5Vw)C0 zwQX7qU1HM`sE%ktG;4}xJqulG(+Vh4lpm#LDD@n4nN6#p%SE%I)Lf-rfa==xB2-UQ z5T%wW^)gi7rdOaVM9ZVp8l@7@|3o_Bo3d8)4%8q>d0GcG6eXg<4N83gHL__l)L67J zN^MeVE7ZiMkD;cbqA0ahsbZ*^P1~X7qHR%Xhf?1|F`IsXt`wC-se?-W1huf~XXq-? z??Gxm)Y7IB=xRp`T!oYE2

    *XX{?WDy3eA{uOC@i8f-^eH25lNpL2ERH8ap~Y?J6{^5yi}E zqEsQELr85FP*JIaq0L3=Lqks;p)KrGYiLV5)d^}EP_1TlfVL881hYK#hRQ^$WTI&< zl#2U7%^Ic>>I`jdQ&(skn+}7T+p`Xbwsqu3utu4d9{_EqRKZnBbSSjFQaTK!l^O%J zP^vmfdD<7+K~#Usp87*O+6}YNPC>(R&1wbh9Hcy*1npwe$HEU zv~Q5|G!5F%rZb`a?S?a<)}pi1iNf)2E2odq3ar*craD4WcxbQkf}P#c?W zfDX3lM(B`$a%y-B)Yhgep+iNQ&Mo`YolrYFbq&yW)J>#5tl?=H zRQG4c|NqN-x((_sQiU_sYWOnL!=_iEp1~}iS_<{DQ_n%YZCU{xZqrIA6Hq}Lu7>)E zG@a!=y#@6Z)xR2^o`sGOWnG_AY5~;GZulnDUz870%c0n&=b-^My#Ngq6_SQE?jl|b zRoL_)bfl>MzIV4J>&juz=KsaiGs89K(MU!WnPf;(JF zeE=X+$QP?$W9FUud{ZsV#T{CQ6o1QXi2T zDN5Ez=m{w6$XA$E=7z2A7**l9U5;_OK5^kdq5K%O)I()rG~%p8lI|D zI-p%iO>*Ra5?V_2B2}qWMUu+8i?|D^$(of9=oL~^>{MG)r`gmFnrc&f=yZ{$vtgyy zh@dlU>JCj4=`g9BQb$441F8}o51lE}VN#xkLuc8kfza7D9SNOd(;#R@Fe|S$MnE%z zl&5~sERiZ~Sgq9QP%cP$Is%#<%)KsBP7(D@=ACgo`^ zbb+YS9WGG}U1+B+f#%w?WbT4$BP4_|92eW*`>!2G%^&6%&YZi2)Bfl8SN1`Rr zO(GpG(F!OpDtCuVvdsPl;|Sp)}WzJt%Pn9sX{8NhHpc+i^^Q3 zL{C9?I69*`p#Au^e5X>C3FX{H{3oeJHq}CRiFBA*RZ9H@-EGs~&^-a=mD*@ao`40j zJbh2H|e;n1PmyRDmi)G4z~G1EJ?_s(@awX%Ms`psZ#MfmYfy6nasl z#n`Y?spFuRM5;hJ(RgT;DC;UE8U?Mk=>+KIfU4B+Wat%9lr;3zA9~fM0Z@(IFblmV zQXe+VYu4$|>o!e;-VmjeHGHZk^romfp@O@J=Rj|XbeLH+qS?^fA{~Z`qIu9eA{~Zm zMOQ;>f|RGrpm%M$9D2{DD(HQiu7K8xv{-44YoQNB;fB{hAKEk@`pD7Q?r!)>IlD~v zwFoNObQkooO?N_{XqH|C8m86oCg@Y8RDsGxPe7jq6p0>zJ{PG%szUTE^o32!p)YNE z4q6vbRt;A|Ux~CBvphWmeQl>+guW4_U7u3wA?RDX;WFquQDu_Kxr=x$^u0|VLO%pl zrPO;+Z7?e@DnLI5scO+0=qH=rg?qbKE+q zxEb_c!&E{|pj1WOuOIpf7iGGyouCawsz7PcKG23i%G1u!Mxt_em{g=xIn>CeHqgd4 z9Sm(EQXd-fue`;bpiM<(u2Q1ip~gWf>(0bop(Y~!$s4JxyNG*2o7vP0+T5nz&=vtz zs$m~!OHt%1%<|M3YHCv#Xe&`RNcDrtY&rsJCgPvGm1gyTwsz#d4MI70CSJ@Z+crv7 zx(ZY!8ceFWNEN7BGz!|*rqR%LHjRL`7v+;#zTpW_3!BD3JBW0cH40i|JhY=t6QG?$ zI!vlYsj1M;0To4)pNHYmQB{x{4()E!NT{VqBQntp zmrliJL3=pz6{yTvd=a##O&3FZiPG*csdA;Rg!T?nk?4GApCILFKGaIYKY62JrMrl4 zg7y`u0_8+^K>OKrC$zsP>kgBuQtB3{wI~Z+R<-C+ zs9cnDl@i?xwXstVLI;ZqNvh~B;uX*#LCVu(P+L3oG<2v<&p_=&HNmXaPZD<aUazlk&7B4P!^=)Vjk^ zrBdgT8sNykbS3%$8Yohq5^Y7p3Y*HHBW-F14YFx#=qQ`Efd-2zljWxvy%aHh_kTssh>vI##4UqzX#y4;>ezJhg(37gf8%q-vBp2pVQn z8)&#leM+fz&*%0Lqx%_>V$o{ob~wdr_hk{T9+R9C1{DJOgfnB^PB&}5qiKvV2l$3Ulv z)Q5)Uu5~;dnrhPs=yXy28j(^*Lv_DVvAz!%o=%49ejg2$GIzK{$3oNX)G5%JHjRhQ zvS|Wzwn)>N#lP|vPl3*{=`?7DBmc!nDyvjSsP3CB6<4Uc@H7~zYhFL1L^GkBO|zic zHszpm9nH+UVKmISi?}s3N2$tyu7}REsR}yZruonXB8^~Hm1f-mU1-yt(A=P*Pc48h zvQsxe7mLc1<@1^~8M?&Lj6y&w`Qhf$prKFQM(Q$ARgk(Dx?H5g+*h?b6EB6Xu<3EA zN>rINEGTsyG*48WP>twGXueGa=t`0Lu!c`9hZcx(LBrdjtL)VC(A74*09|9#3TUCI zCYe=q7x635wW6wk?uPy+Dg?9&y3VGTpzB4|LF#Gf2AiIOZWPt}RL;Fm#UDdA+4LEd zx9LmhW}Ci(Zn5cW=vJG)fo^l;7t2JsGPh#K;&cH}?DSfiCvud>EHN~uqYb|iJLO}Le20bjQ|DbsKhgai~pkbtjdy#t7(X3imVV0*)NIj;MDiHt5 zTil-15|Jv)<-AFxYQv^L_Q+McTn|eS6 z(O9=LYgB6aEcA>`$3V~8G!$AcQXd*lSHscJb0SrsoMA8hTm^eQeV*=o66+)38Cv@!ILsQ$kEtY2Brzi8O-F<(joC)JRmnyr)0eaO0q% zr)^1XVmI6k+SHN%4q2M@1PvS84Yw!N#BP{|HWO(&4LfN0{h`fmY7K2+(}B>I!7Sgf z1=Q3|?G9~aQ%k7Kraho$B8_1AK3cv5w6!R5l@c8WZ6nfQs6we;Q1hVSP*GcGTbtTJ z+XW4MswcF)NF$i#DTZ3u4Ld?R1eDbpheA6B4abW5LpwRjslu#E(O^C|c2-J#N^}gV zT}1V%=}KjxU2Pf#?Pk+xC~eaT(C#9=2&~~}4T4(QspFwNY#Ijb=_prlJJT?y`Fr08#yhd8JN=4iu?EYLRFmbdXK+pmLk8gxZMIhlbT^cpY?bkn&Uo9U@YN)Dorc zg4zaD5Zw(OYSV2{JCXX((5LQ!+S_z5)FEiNQnMC89YyLxLr;sLPIl^MsIyJCKwU%~ z+z1-hXjXfut4I}Sjc7S^n5cdYPt{O2krpeZmO_!;@F}RfO;1BT0xD{a=b@eftrI;5 z^%ChYYj}Dc>MhdFC3+D$JV@25;j2)_rW&Y^Xo)*aL!Y`I>T9Q7gN_hQ4^ov-Khb(m z=eqZ)_#>#lD4S4YcM%^4#g6>pOmwcNkD&oJeF_Z}=`g7>HT)W?2&jeV8|cWOp{F7= z$kFWj9i@~;Fw4^q&|sTtp`!z8r8RzmjtORY`VbnTlq$^Xpwz}&^Zd)EO`u~% zecWME6-sRn9Vdzc+8R1uq{F0!DwT$Y*|Y;RTvVPk%qrCc8WE&C?GBB!sRfi3=`d@I zRl|LuQ6g2KO3|Uv=pf~(96G^HwTDi$sRJ~|rh}oAY&rxwSyaFLbZvMLG&V?iY6G1j zQic1>%aoL{jI7bUUOLDRl-kL!`qcngPwUX(lu)nB^Ou3gtxg9~4g` zpxJh6G<2>=hgqXq8_t2|II90|qJ$pjCxPcFwZt7JRZ!|0Qs>+BKj;FRu7fVL=>}-7 zXk{|1MzijKE(%g>L<^yd11gHHhAt85PFa4PXaRJoNEN77^dNMZO%Fqti`KitnP`rC zpNgM{uCQqZR25KT%~}r4b2O(cX_ywRh31P|1XP5swCNLQflZ%6S2;Sje)(3KRRdkE zlq%d;x#)N38k^Qb3vK!Xy4I%eq5s)b3teZ^Ptf(E`WLE$Hhd4dAxL@p4!Y5%AE28= zk?X@P_ff;9+wlC$rZVVeo0>tl*t9itt4-TLw}~o~HKuEgy`kG}+6THrluc4OrP9!y zLCVt}&?1pWaLb-rL3fF&Tpwtm8n%b-wy7g@k4>GRdjra=VF&0wkt)nuBqTckkBii&L}Q^R?9_N@nN1U+CvBPpJ!R8m=;?-Z zo?DQ=HVP`(G#z?Iq}$0vNopqatfTW9`&Z+!Fo4-2lC4(~ZzeHr)iR5@`f$=q}E5Y(6Cao-hkc}O?MS2C;AL}FQB=i&!P84I!wyb zSI}CKDo~YD-#{PO^eyzEXrVhyDzDT}&_^Owphcp;p`s)IJpo!GngM;RRJE&=Xv5|_ z{}SmiR8VRo=u?{-L7$0QB@I_9buY6%7pX$S8qrpyz7VZRQtL#!KwpZA0kwqI*{PkN zuS6Qbto3TR1N5~>l}vQLlT>^F^o>miLf_hS5cHi*<{qfO62I|Z~xsb`^`MK#GR zPcK8ei0W_I)4kBHc4`&0n@y{sw5XWOs?{1FLc81a4%AY#E=YX@?IBw4=>qpY75@P3 z>F9zM3AJ(;@n+ld{L7~QNbN1^lcXw?+Md)tjxI@FjY}4ahCr=Ed7rvuk!U!yuV_g^ zD@7+j`#HMQ75KJuX=Blu(Ec`^1+^CGFsU-7&V~*UrCkMTC7KN#=;)Hwm0pdpYB(M0s8s!{;psf6lc+LTW4cneL7i>71L_h`PN_SguA;d~ z!zxiVbXY(OMGrvTf`*=Mha!>s@IrZ740RXflUdbj_$1Urv?!qEP|tvtDD^DVOH}`A ztQ6e}^%fP9hMr!54!3DFlnJOt4PS=(*t81jD_WP#s#WS^=m=3Upd!>yv?ibrp#GwK zK+B-mPOX6kh}QemW$t|{{uUbO$X7DaWo6FdTBssOdHM=EvX0b+3;!EzQ~gpr{zAr_ zKjkRijUKzbLn>AG zzif|yO7|5t7WLbZ=T3DJHCG`MweZsM!YNrNzL1Gpdg;egCnvs;iT3m|oQFRXeMgyGn07YUS=Wo1FNg znJAHqdD`T}7cx;B-)%k*o1FMUCOX*5jXY~=D2I5thDS|Kd?6FH^|FX3O-_6v6CLX1 zNgg!W@*vNdYa)CMUj-i8^?BjfYH5IwqM;UcTTNQ^RhZy{zI9 zlM`RaL|wi7#SgU)Q&FiC9= zoz*ZE`G#9VXFKYibEQnw!_&^tIgWfENN3`0p&5>P>To9N>1l6hrlVd7_3~5>&2rQ` zq28XlLODl=tCETQS7O{7n(gTSeE%2@oomxzXpT)sL+9Ca40OIIS);F3jYmTlII7<; zphBv~2Fd8t8-IKQbfu&J^FzTRXhFl&06!}a zUFFDEGSL9P{Qc0?qGZ-UPme&?IO306se8*r39Wz@+NmYbwMylDsv>e1@oUikY$`4Ba47B@^*019fllx6q9?eGc8^$R8#ZDfJ7Kx9L~tW}Ci; zZV{;u4RdPvCv=pma9haR@65A=vleW6E18o{iBW(|TK6RDDk z20KZ`S!hW>ky0a}rH%&YT!mCYbSm_?C<@_-7Obusi@LmHx? zaTWBuqal$iWuhTDcM;zPy&zHrDv0ifR@n3aw6bBtp^C@1KrcG-l}t3$H(Uz6BvK_4 z9qUG=;wPb1Ha!ikwy6NU?8x__VdOf-tDskGS`ED#H1w$#pc-&75@Ug?Z{W4$XWa!^o}U! zDo{bR`9?fp5=8+uf!?)gGw3~$`edSEipN_+?>idq`tgZ9+*3^|l`Owcw=`fUYXX3@sFQT-oKn2n5(66FgK#xMdiFBA$ z(VdB(gnqZ_F=)L=hcnS=7fQv?Kz{_3R>K1Hr%lg7e>w7fXy{WfK!4k`0{TY{3vNUy zwG{eSDfNLOcP3s1{U=fd%8FixQv7_P{&0!jfHn}N-Qg0ghBg$b50rCf;twlPViB5E(RNNKXreP|fL!su5PE5Pgq#}0_4}!K8xdNX*31y(|?9^ardy)E( z%BtZAsD(%sC?`4@+QFuA(2gPWOg*r*ak3xIdbPu$5Kt-h4BiB5KsihqL+2`H`9Ur<{|{xB&|jW*^9lSmaPQfhOkolToS?Sol)rT$@7halyt zDXESkRhU&!YImrUNEN6k+8^p{Q){S;qp|KR-yFuKm1+-lwW%X?m?(0GNoAGl26YqV z63UA*P~CrWb66EF3ZlMHcSonBT_qEp5{ZUEJw(}ra-wliPflnWP9Vv=j1I-OysNgCk z`W6~0(&0=r(H%*}zeC5`^doefO+P`$JMw*Km~|cFKcHcvw5yb8!%g@CM%fLUL8C?LL#pWF@lMbQj!tz2zEVz2i}r#} z6sZD5qSnxufU=?kpp$Ic4?5YApH9P^QoBQA1Imk9LZ_&qDx?acj?g%pIzi)Y>I_W? zsHleBp@||@GSMU_srYE z7^+a}bZClA)1cEtl}V~fsoBs}kt#GSh%SUq7pVf(h~`0Oh*W`!qWRD?kt$HF=zq|3 zo34Y-wCQT-ERp(TqRFmbD!vgq+tK7QSAx=-bq92gNQX;w3p680l`C~8G*hGssYtXK znk7;Nst`Q{n@~%>% zm!Jy*Dk!xYx=^G(q&&R>&9zf2p^HR1OsYl=UxzLhsR9*6??RV|RLMkBobZ1LLzg=8 z6{t+9&!Njisz7PcSJ34mRiJXwkI)q&RiH@pJ5&`=RhjR=G*gt)iMFRdg3|4!X^zGoagT zng-n=QXl?WCf6?&UjW_NFm-0RX3c^YIXbhf@s5+s7XgO4EQvq5m(g+$Bm3j<%P*m$G{GB&t zqL-nE9Qg{A7QGEUY}4z|BR0JOJsQl?KJhB(F{QF@1hYJS1TC@YV`!;OpFod`)Q5&u zTK;S336UyLwdi+fnJAyE;b}eeq(~J~1*KB_<;PD2R22P3>SPM=v$lht7p0Sio_2*^uqh3#5a}=tE7Y(R zw9=;ipcif07kbI2J)u>iY_egcX0?M>i!_}zszj}!mxGk2w$LjgRY>KP>IS_kQUxlA zdO|g#YF8=I;m~WMnuLl<4TN5|=}71eQLRs%AbWT~4O1q1AJoL6r z6QOr(ngp#8sSkhuN4XlF4ZUmAInaAH&4AvwX(qH*RKL8RH5vNAPECV86zMP*V6QiW8NXd(2OP1iu5i}LO;sT!qjg}!J= zGs;9aL0{T*Gqlc;Kg{3ckyh$H=qr&bP`PL^^tDJ8C=xA$zOm^^=v$i}g}xJ2xIQ$@ zs^N>!_cpD9ez0jZR4Y;+8dj=d4fLZ(6(}cK1N~&v8_>_etSY5eLcatlPj5oMid11% zUa4B>w;<)|b?A3dwL46zpwxfRdXWx8MbUcb4^geF@OK8d_o=u^6P|xL@)amjswwoB zQmR0H`2r39Rw`*Y%QxJS)IW}9mAMjs9(Sc0rlEh8s!1p(+8+8(sj7tXqWz)N;JRNw zoRv_{Nh;nK+Q3n+u`BUMXO<~-D72v{olq-LXJ{i)lu(7JJJd)tHlduTFSKz$+9%FH zn~3HnDNjS8O+~7(;X*Y$5o#sYt1}p&e~n1MOtftI*Ci)j+%0 z^cu9QO|L_{iL@9S_R)rGp|njOK)Z|TUk#sn5o#$?g@zSs_yx2_Ktn~JLwkzGx(cc3 zqTivtZ2A@2+os>3eMGKJ-DmGyHM|XKCCa)=iE5#JMY(|fg7y1?RGP3J&8 zY?=Y}6lnyrhH8yDP%lw7S!1kd0o2>3tDwV0>O(`Hx){pXsVkvAL8?--=0kl&u2A<; zo-P^!9TB8F&4c=hR3Vj9Y7x|5qzY6ex*v*zl&8C(0d}ey8Yr6U`ji?z1XYOC2U@6E zPe4c7vQ!he81FF`n z)zGm4EfKv89Vb$SH437&(D5SmDbX5em`I1Al}ddM4Y%ntXhc9YN_`5A6s>U;8Wu%A zKv|o9ghq*UnAAF@{(?q}RDo(mn{LkYFPj=eCyI2K)Ow}1gvQv^6go+y!~7{cjg@K+ zo$P2%3s-?!iFSm>iqZk?0-Yi%PpE@Zdqd-F+7}vc(|*tdN2NawEKKT&Xe8OCnXE^`fcJ%c88HlBCz6S427tZBptjXq1<7G!1&yrZ=F`Hcf}d*t2Fr zV?`sw4YzBJzR+tTO=m+#??B^3szBLFt%SylRDlkN)fn0l5m4R}FuKUbkrvG|i^ppf_y#8Jcd> z4rqo=JE2UQet~9sR8Y(Bg=UFV;kt^7PC~P7`U9FHN(~N^Dz8-T{5=1%=`5+YY&r+M zZPR&Zu1zV-nkUk9)~KpA@<8u+DMx2$_^wD5QZ<#zPinp>x*IXkKcwChH3%xC+K38~ zS`d)?B^T-<>PhN-FXgB(sfD5rVM9kHp+z2bSHsfKVw+N-B{mg@mWtGe4g08JMQE8w z)01>9^npl+p^-}641H)*HE6jgJvf|9)qp;-={D$Nkw%ajt66tLpV(9nT4B>Y(5E)l zf>w$$!VNPu>jCI9o7zHI9?ey%1N6B_JG1;kQ4?sDNEK+gs3)}Arl+7aqV2(9QrSw4 zf!2yPc{Bw2!cL8X)``@Ih6mJe613i?3}}N$he@4OYC80#NEQAtpuD14&{qMu3RFpa&ZF+4Z=ubi zE@8^ic4&)86_!s|Y7ey4rrpr@qCR0mm--djX478i2hsX4wMnziL)&dS1^sB#8R#dG z`mp?VHOzGx&%ZLNDV}#q1`r>f%b^ngsBcnRe^pLH4mwa=tgL-XkOG6}C<4ailX zyqfhjbWT(-s6a(U-$Um`sUcMr{S2k>|BmKxgOHkwc0(74+Jw|WbO_2NQiXUQ(J|;k zQASXKGDZJFxkai#b4912i$n{93X~+jJ9DFd)~5 zhVBDU6S_jA3RF}Z{tvp+rdrTd9+g)r1{D&iLc^+}2GG?aRiK!tAyn9=Mo)g3A!QU&TG>I;<=sRE^o z212DoV}lBmAsPym_GqDKG?Xfu8>Sp(KxIVBL&{R>ZK$khQ%KuIA3)cN)`xUJvd}R~ z`?jJ@=Skft$_i8K)$m$Ul|-tf#a?lDqXJY}qzZIWshglGB31aa=K|q%ztBwqxj)|! zDymcrswzqiDv+)s-VC}~R5PSl@I|~WRL!Q=&@H0wVXBW(PeIj1sxT{Elz5ZOV3fIV1YBE&Y zqa4vh=nm0ImwGk$Yf5}3R41TU%ZF4|sYOs-QJ0Xqi#~@Ef4T>MhF#5&(nTLacZ!;O zlz314T_W`%?o#WayG5!%Bh_#-R8JJG;b;|fk4P0#W0l$l)fa`|uU9igJD@a==8ASg z4Q%=uYA9M59A=jLejR`s*_3!`dSj2)Yt~_?iA{;Ou*XGN;VhTRftrfaL)sL45#Izg zv*|mixk!gue!Eh+cmd44HeCp{@F-iU#H-ft6R8gk9p!~uid2CPD3y4*cq@@AP>v|^ zX7tux%2DEd>h}jUIylRxZggIyZh+b-buy?VsTA~pO{q{@HB=u`Mb)qp^q?p;Y*=1Y z18OJIVNz8^w?gf`R83Lh9p?{;)Q6O#n$W`@#gwWAbr9(=DMxoekBC%(8Yoo{dQ_we z)LhgQdd#N8OVc~r)Bx%vY7_LKVFxvA2Xz){1k^=zAN06Lhm+J1>LSu%sJl{KpeICq zf(kTJ)EjzIqzW`v)DL<}qzaTF8VGe2ZE_9AtEGo;$0X3!u}gOHktT0w(tx*rPsRWCe=%+q0q}7^$`t$UJ zdTo`5t`=O|&WTV$n%9C0;B#S+qQCn59{XSA=GWR(SLSG)1&Nq>W1L zho;(;cme0@A|2+NvPr4K&@`J4KyP@YpYQR+3pl5X=7ei(SHlmX8KUqPhu0h(hcazS zyh?MXNQc>QhZ>%SX4!NOnr&0!rG0a3`Wt%FrhlNfJld-@&OmS5bQYQ`(qWcAtW-hX zHZ)I^9aNH(A9_c0z@y^OyCU@=m7|8&Li4?bjxL7Y^HL|2O1xKcfk+h^o)jfs!1=yS zi5FEav?=id&P6sQUck9nq{WzZMza#{%Ut569MyuBilR$)R1R7u($2|-w?iL@q7R!( zC0^ZTK;?MWhN;U6goH zZQKSk~Td94}Pd0rI z{cO{Z&<>IM&@iTkiI+$2wCPW1mrZ{`zj(7;!);KuO+Q1s?S}iIJtFmC!+P5AH1w-Y zXP~{_ESK5}{U%a{h7Hs(@uJFoB2}O!qLR>ln-VXoJm67trHVnni`0jPjuNk&JQ&bx zdxOJJOQkMn!$V5xaFP=5uske^zF#hNg47X_Dx}(|VO3H`ZMqpcW>YmN$EFI!-mkmHZ_7yiK6AZYK_FZIZxY^c-iL}QJ3H_%ez!3=&VhNS5BU@>2c`1NPTG7 zU2AlOQuw2LqY+6;yp8e#QHO91mue2>5~)I}ml{3?T_{oo>Mt4r+vFy zDx`)gm3ZZ39-AgY7mK3n8mUw_D6dF;Xy|Azbcs!g*FfeI=`g8LYPblx)TSj+eo=$) zx?HLRbeWw>yauv>D7qUi^%8WsD7qVt#y|x{`ed@OnW#lz3}n zHIe$zaD^HsUb1+LD7uG^ibB=xRCDN7QS?(UOAWViqiTrMhgpsiZ#TS66ny|3<%Me6 zsTR=xY)ZTavX)IPq1!!LqYV=;bgV7XbT)L<6}m&DPfLOBV04X)1KLN1K$&fa-~&JMX9?bPv>tw>`NbeBm(h-p2aMMOWr1 z9ZIulFw{V#t&V5p;=!*&23r--D}f&sD&uHhpyp3=sr=jp`(wXmZIn*kgYYQ zK&?bN%!ZBUD%BIVqt~M2fp0?=< zsGCUB+3H{9-UO`TBwIj<)EH6Re+uqsSj(MQNuf+UN+T%o)c;3Wa<{^ zd2g0$SP|-NH@q9_W7DlrUz=(`FW7V&)bGDEKDexucwMN!NQXu3#!Xy|A)G{dIEdr>oO zS_93rX)QF%rca>R0Y#58##hqvP57_V<|w7b*w9hpMXPVxvZ=rYX)DO^nn-VWteNUu5%&M+gd!Yqhs-|cg z^u9=kNjdr#T4>WLXpuL|rS?FJMXJ!Swq~Ui<_VbB(9ua!OGT=XiYb+k)H0hcg+37J zFsXV*XQQ3FvyXt_v-NjXY|KC-D4^s!B4pigWn0<92f1hblGjVjQmqUe$xT?no8 z8alcf`b-pkmz%3$;+?r!A{}OyquWV+E>Z<*sZ<S)CHf57?$KCL7WAV?6;cyKTcMw9`X2h( zrj5`Jo4$s2+Vm~7OOz2zXN_rE<4@=pFXiYfDBDi$hj!a^0NP{I@6fNJ^l*(#t+5E& zE7Ei}baV##O{5AmN2z>8cmihArOO;f1YFGgJU8D*$UsN1AXj2jBkVgxZ zDh3@EsSgbur9wwUsz6JXDi0m?C`)t$bWF4&sE~404ayO%32Bp3EucR<+A6viIxbR$ zhTBCwp+9YU4m#mcwo*?*e~DC~;a<^D=x>{bLH~GkK&esCNt=d1|B4O=hnbb5)B@;~ zNS6bh5cPvji*z_iE1)x?lVQU%O8o?#wP`zaE}#kdU1~x>rE;M2B30626N-vXKq>bp zo`6lr9i|-Zhb|D62q{&m3ySgt%%(G>E)?l7oy#een^bNu<>)M_i$vvv!=$P!bp@$B zqN*NU30*9Tg;YDQL{OVCv|y#f^yg}-i0 zSg3{*p{s403>6kF4QDM^>OH84P47cRJ<_i&@pqwXL~Fu^>(y{IRLrK8P;sx}4yEQn zB}Ca_!@Z&%P)VD%L8U}G%t!QqQoll_ZQ2W^igcKiewBzHg35?gfpXOFI8;`2#%(w; zx9BW%Z9o(Ahg3*(#Wg$u6RDCGo9KQnSB9<=sRETyss?nuN0mg?p&LXUf(ogQqUKO} zkt$FZQCp~jNEN87=n<%*Xk^%Ml&BwcqbM_^Iii73CDHtl+-GALR9Un=B==n&4^K`^>K~F;jc5rt)fed@dV7K{7?;>E{1LsX+&CVlDiuhK{Z7hk)(pq|3o?rxzAx?sFp|- z=%hBh7P?)eN?L4kASv<6P;Hy4Kz9V>4wK5QhBcr%qWnPxDk!QC)fK4%6%sXtVj}f{ z^a+pGh3*uU4;xle>Otr(QT31-h#rCN7S;2p6I4&6!^~=;R5$1zkt$Gg(X&u}QOmGl z8&O{<&8B`(15w8?)m5ocP(zRUh+cvkiF$=8N3TPTMXIo&KH>4VpeCa5Ge3Ex8omR? zJ<1R*hMI~dgtHv2fSQRiLz<)1MyR<+hgrkXYUo~@)<7-nhU=jFY+4Vsv}ps>N;E&* zaG^H*0ctJMVr;lv^c{4+N9#qKpf(~^NNp4ygdVWzFx1wjBhZ5)^`YS=H9QWr^Ju&1 z52(E;{JA_iTXY(F$fLuef1!s(sxT`@l&?6?zihe?dc>xSphs=W13f0v2xgtoto%?% z(V3u<7Sm@WC4LRm$)ns#6@@wnl%Wc#=AsJFCJMf>Cm%wYBtnM6n;cAHfh6U&~r9@06lNhhfr^iwyNRh zP#=*hT-SEdCaAAS6=;WOGxUN@TcCcT^x!b514=c7`iu5@^c(b|P5Yn$BK4u6`}uVc z8tA1Q?Sazm)FEh)NQY^tpEB_i&|r~%?m#ECe1Q@?{|abIP~hL}rsNjYgoge%H6_0& zKQv6Kyg`MOqkEv?Hr0nl*pvp1^r)a_-3PrS(gsZP)Pn$8*x zw8o#%TQ;45-nQv4Xs$P_i5eb-=80Mc6=t;&6)ws1FPkod-W9bAQyr8l1I-ty4-Fj^ zf!?#JD73(%j%rvMdf%p0XrV~=hgmLlj_X<^imuC10aA-aU4jv$x@y+V&=Q+&ftK2I z8??-(n$QO}{SW$3r0J~DU28OemfO?_`beb1qgh$MA{R(cIx>R#wGn_56wHr)q(F6tjlPtJN8S|u79(nxLCA6o4-93^T8t?^Qh z20&|V8VG%1(;#S_NYmNSH5>}97pVe`)f!`<4PMI8aOg{sDx@YTH52;ErVMDKNQX&f zDD@WfwMZ3cnrJ2TjhAw?82Z*ueFkl^Q?sG(Y7Ci+0YtzHfDX*bRwSi9C)C@W!(qU%p z)vS)tS&t5g9)r$_beNQ*XQ1;ob%9daB%Xh{5qxo24ZA}Zh}0)Z{h(Yn^@J`IsSl|f zH5?4(wrMzYktkZ;rFuYl?9@o;VmtK&lvkuatZ_nXOolEIoeV0_8PQxQpH1_iOaDt# zb1U@@ls}-UL4lhY(n9Dmn-)O@Y+4Lmu36fdhIut>CR9)oGDlAe3Dk$0v74cGqM602qA{{2>XeV@yNEN84 zQU{=7HXVYBi*%S&38juhC2aZ&DrwW-P$`=ZL#1sx0;Sq?6e=T%Zd9r^+yIsJQsqQ{ zLf4AQ2NkZXlBjTLo_~o{fvSosLf6?;8oJ)5ROkkq%0lHu8o{jUnpF*|AW{XYDXI-s z^is7&H$yjyR3TMQ6o)F=R1d0bQ+=q4NPTG7Kn+_!H`&w@sw&c9QcaZV1l=rB1!^vO z2CC+z96bo#VpBV)x=rn&TfJE=HLELB!=`S~Z6Y0JL;jW@@gY!6oBBZiv#BpsOQb$D zY^R1}q1$bG4XQ1Q?x9OP0No*qHgwb*s^c~6pjo4#x*{EBjgF$pP)wx5NqPgi)23O_ zT^@B&!%XOIkGhJcL-j=6g9@{Hi9Ukv5oxg`y$jX1=^ZFd)F*7%Ukz774Mgc7jTC(a zH594BtWl!vP$Qdugc^&6h7Dcn8>oq$+6={Q+5$DTX)DysrthKVB28!cv08p7bgxaj zpcWz>CN)8+{m^|j{SLJh=`g7brH(+YY&rS}3|0dPt-SsimT8poeWL26YhWFsbEA zm4qGd;dn9cI>c&1wL3wW$&Gv`B|Z?NF*Y)J>!clr3rl zJ>$^<(fv?&(cYj!%27M0hv;xfIZAbcdWz0CdOi4SO1vlZY(TD(7JEInQoW#F9_1B1 z2R$d!VN#BIL(kjP2kPxnK{f0L^%3O{Dl~L74C))u)M)uaN_B-^P)Ze2B}8MPej-(% za-zvle^F{sNzxSPMUf6e<(0~W28dLFDv92L2HNyCly1{3XppFCxJGp~TnG*JsJ7^R zXoyG^)@UI51R8473TT)p7938dK81#h)CX#=hO3|vq9$R=(MD*bP3xhTJZhZ4R{ zXo^S`sK4k+XsRe$-cb%~ByM$dm@m?mDne?SM?*zLp*KV$g9@opqAJjIo618oY^n%l ziqgY|8ERMxnkgFVQB7!;NQYTtno{+k*&bzzV$d9s4wG_}2E8d#1)8H&3+OE`<){(# zwoMJ7xpu=Q&^(d)Fl(-6wSwLeWdxNZ-37fXik5e&`p|rlDx~JC;iJ%dqG*<*`=JFQ zRY)yVsvGpaP0v6JZR!p!vZ)8OSfmlmTB=!npd~i-g_eqRnACEm20_bg8U}q}(-7!G zQFO_!VP|N$O^-t#+0+I4SmbZmANs_m7oin44S+uNXoW6$FtpO9q0na{9p*-5DK!zw zvS||Zxk!getx+lyT4mErXthnVpfxs4hSrKSf?4Y|YaaB4NEK+KXbH5=re)B2kq(pE zq|`^y1~294J?KlD7C>Lw^gguFqwSit6#7~eU6-SGp>IT6gTrj-XbtqOOzmRc@z^>g7%Aam|2c0LkC1ng2PaArRqVy+jJ*%P}DL^wNt7IbjYSg z&|y)>Fx6G5me3KKT0lodUA$Cl=$NQ`Nd49DQ7Ffz4$vQ>US6srbX=4k(nvLY7W&hs zZqNyvx=ZX|L!2bh%CYpn@VDX4V0v z4nbFlRDp6t$Dk`khr?Np{)DcwQ#nu}(TOm1Mh(wFSBp-1bRH^fr_Mk{MCy|kdn30R zUVJUjzXEabd5~~pkkteZjCnzDOCz8?xjkIu7*m8RAE**(Tz|^QEE_0(#=pQ zFI8TtN>FJp<)|u@DpG}pm6WOtl@X}|RTbS0m9?oJbgf8-NmW;>AyiJJ3RF`Rhpw}! z8Fal(O`#h^wSzu1Y^jF#L*+&FJZcM75cLYFk5W%T6-E6+N*DEjZWIj-X{4w(R7o@; zq-mlTp~@m1W3Kz;L3emmUi2wcM-={am|k79&Hs>hgx{FLsSjAPm~>0_yFhw8Ltnu z6sZCoP^tygN~8*OQq&e|EsCzoQC{eN(HS>uMnR=IL2Uw>Q8c7f(R0uPqH-aX7xjbM zio(zQjH;rc(1SLOfZB<4I4w4#x>94H_Fk%{Xb|*}sCG~x6%)M=J?v3E(R)w_kq(n` z^bPcgOZ<*DLMmn zvFR-Igh+=;wNdIE^rT1aM0u~{`IktCNjbV4>S|Ly=xLD-lj@*`MWAlptS+KF&@&<( zCgrF!)LqmuIGm(9P!F3bK|Mw4L#nH0HHMz`QjYF`dfBNs^qfeCY1my2J44Ug^f=Vp zrnXQYo7zBqMH<1ZUYhkB^ny*#L;XZLOsbDk=}>>0hCwgdG!hyhQXd-jSHoAKfi{hT z(nZmYN>{22G)NR(m!m$=V39^J%h3dAh)olrp`z%LhicXkXqZTSXgE^z4m4b(!%6xa z8e!8aXrw6GaFiNOhhFkhj^2k}7HK-O9DNJDVy6~Cqik9Ny=v1^XtXH0y<@duZ)l7t zx>1gXLt{nJh7*+f3VKbX!z}OUH)xzq`=IgOESDMzO|VnHLlZs9&>H)pNh0-O4M%@L zlWqDN$`I*>lbWW6+n^~T^-0osXsS&YT+j0_Z7YN3-%nZ;CX6H5`?M-m<9_^tMfiwT4#ObU*Z&D7w8_+ORm3 z<)s|8gFY8&G1hSOD6~p6E$EY^%b?YE>M>}IO&y`NHg$r&5Jh*xt4wKrb)KutOZ`LMJ z4``D}he5s{{IU3+z12ce^)==M6=3LO)vLh680r=T3K zp`%04AEM|UI@$vrw^K)F~2sS*d4fEc>^Dj~KO>y)FseinNj*deo zy@okzn1_b{+H^5=N~Aul;Zj#Yr|nce=!|G=FoM(x%{st8&YksACqwkbUSa*OfB88y5CxrfN`bdsYePBAZG=c|_qF znZbf7@tdHFMcF|qEf&%dzF&Do+Br#glDZ@ycNoeQ#N$n&d^R*+u_J*knP<~N% z&?njOFl$_$$zQXghH%7Dt+GzGfWrk9~|BK4tRe$9Fl zy3R{EnhITS(pjx8nk_+jQS3|dpG@ZNQ=xeC9 zP2WIwh;*1#VKv+b)v@USRM)1RP)wvgG%TuyXQ4Z7IuG4t(>dsFZow?*lXxgDNqxUDl{yih83W=N2NqJ zKutwDOv=$sP&1ougqn+Vm{h77-U{7oQ+23?s910~nW_lgXQygFEk)6WZdO&Om7Tf` zYHg=(hVB=s4{Maw@^zs$9+eZ-fgTX)Feyh3p|%0d$PNxC>34psf6z|dO{$$u^`Q1P z)rTGuX*#p6*M@QEVNq(hMtRX4PzR9?lXBD^dc>xOphrbIOsb+9c84Cb>0zj&O^-mG zMCwDsN@~~}>g=T)^?)81sY0rXQbVCGUPDKHp(kwW2R&&w905Hgif)u^*c$3;r-nmM z+msGsxq4)m(1e%P>qW}Syd zi!_~Cj!r{kM5;iIl)9_}Prz)t0D8@)T+le1E`-L5G=f=8G^+?S!KT8{M3D}YYN}Kj zXp%@3sJW;jG+Cqy)IwAh%J8VQ=q6~2NQX%|strvQwG0j?=^p5Ho6?|ZHr0jRuqg&j zx9Lu3hDU9*{2frHC|cf8Eoi1lm&5XoT0yhyhIOFXA{{2h-|{2=6f{Sq3e-;28+y~G zKG0jDsNq9OJp;Whik5eD3p7`x5zOkKR5~=zrXkQfBK1k8MnLb{Gz^+=(@W5MqGPFs`b-pES9j4GC`+Wn%yP6J`rM{{&?=jDL91=bhSu1$8(J&U zbk^vp4Ua)zcqvB*pmicuNcB?cEVSNBIob(r5b1^|Q$IpqiaG>+k~9T6N7p`&xqH=<|_N86!q?bKh;CY%0-z7s`1zxrsyG0;dgv#c%0oYUl&&>y zg?5NEoedqupq-)t!C`2yQfbgGkq#%RIrNJty1gz{1j-hvLTacQJ_zj=MQb>^6WU{^ z+CjgHqBUHq0kqdnwTFJQQ;nc~9u3!q_d@$c(T0xhf)0o@o$GS+IP|+n6=k{3c3+q4ME>rsYM z??ab})Q5(S){KCA*Ne1svf%~L4R-1hsJtjMm`>^)t?>u5 zDu^^aN!O67D2i^BOC2J0qc>~58eT!Fl1PVX=%^f2*{18DDmImdZt`e>W?c(a6-CQC zDhk~!(sb5vR2iyfQzhsYkq(nus9Ck3>Z0h*JIVvy>NQ-f)QwOLQD#t~p`+v6!`npa z11(jmE~%O#9ZpgM=zn(VZm5<`cR{y{qU&$S!_ z=pj*b=N)B04~sN{qqD*kq(n`bQtPt(=q62n{uFT z_N>j&Gj{4HsJl%&pdKPE#)g};d`cyrf7x^a^sFfQR&G{m0}XqL)Q5(SE+h4vM_ZM; z8hT!&!=xOgLcMJ&1NE_~EY#PgqRjbPR`tx*B$CyKsbj*fC&{q59^q+axByBb!6 z28h&$S&nKz14Yq|`bnw6P`a0LbSpGSqzVmpDAfoW?4=yt1`V-OO`xG7Ek?s#YFHN< zCW<~Aj&ec6?NkgJA&S10*=krC8Y$9Z%yRS~^pZ#;lGFiuSrpwvm#PfCVmFLKqikvl zz3R~(ZP*SPEs8z>j*jpF7$b@{bo2ZoEzR-A^UVtWubQ6-Z zo`fdasqWAun|eT#y@va={1Z@yDEfXK5VeJ-h;*1W9K8fhwdrN(b(>y+ripaxk`2?L zH|*31Xu3$#NgdRNlc5=2Lq`LkOgl9NnrWv7LbF8C&lK0N4m4X7{d(wVJs+Dn-mJsg zFoV>aA{}OVM>C5wUK_A2heDNQX(~R>R`ZdYei@8*C~8eJN5O8s<^M^3YeJ zyg>!ZC#nN&w5cxiwM{YT8<9rPFuxjBgT57MM3T~=O*S=zz7s{uyN0Eq&7x>|M>U`= zUc&-fqdv4%q{FP?C=PvZQ&VW0DEg)pRKp_B4{W{rmq*fb9MU8KXLN-6a^bWjvsm!pBu zA(1Mi$|^MzIxJEJx?Z#hI^t1z(L(5`C|bkOROpzfUT~O(jgc7O6tRcA}2Z8Jk){XKiW=o%84+HS7eP7ik2u96br8 zP>iN0=_%*}o4P@{JnEoXPeT`qG=heXdPBKI(Iq>20J_Mg2cbM(!$&piIp|^$|H%(# zbrf}l^4jzSbcslPlBr=(KAT2Bmx`k0-K_he{B~*pbeT=*PyvrRYx&{O<)Y{wI(i-| zDAIJ6ck~K$g-8{siyBUWuC!??bd^o7LxpS_2VL#albV$Q6&7haYdD$#6%nZdbyaF1 zRMewxqD9a(A{{2>XfagGru9&9n?8g}*z_?}(xdKLV>MLDrgczhQFL7{^%j&W(#|aJ z=o_ev-Eb{b)}|%UwI2131r;`x^-`hN8n z<&df+(qU2qL|2o#U8KWFstDD#sWNnjO+}$PHWh>F+Eg5h*;E3$)25QpT{fjcciU73 zs%KMK=pK>o4|gM7H>w&`UliR#M@67Cuc4z#Py>-FG#spkO`wK0-2*ie=`g9GO0|I+ zdnrdvp(b|fUMOx;bEv6D!!_#xsF_U}JoTP^Hpl58F0d@Bpy3}H*hfPbMo+2&AhAy=Rde);1t??z)%chOc zbKWeM%7UI3X#}$zZG(E-v>obW&sqibwP`inx)jm&vc}6IRcQE@Qsqg# zB8o2AQ4Xn5UPDJ`pjSoFbve3%hNDH%@{X>8#)x#K$u){WW4+W|ZCDt3O{6}g994$K ziJ~y#=&@7v} zL9@MvF4Ym5W2d@9Z;GNDwOF$nL2rrFhcz7agx>a2OOO(_EgQ0gs z(Iq>28hY2JXQ26Z!(q^SqUgF@!=}&zQFL97o`v4GsTZ`+o;3hk~KwV->X4rq7`-Y+3`Y6R8gkSE=E*(0ZG`gEoj(1c#HUCD50mXhYXZ{ns5zAyPRJe zZB*(Mv_quBG<0+h+G*2SXqQNbNqwV+d2i=)puM8#6SY|l_dvgiRAKq8qLR$oC(>d`x&qp7)0NNxyI~pVcaauL zHY@}kv{S{QL!#)qwrRuDEPvRhzo8={T@JIhD^-DpM@8zBq{`4SQMBPtN?ilxcqvEK zp+7_#K|@EkL&xn@4d_ohRU0~Cr*4D(vZ)gEw@p=`f9zQ`p_5)}hc3Aq^sgwo8;*)W zr$nl7$-9)g7dkD9Zm*+Tp)(@gpJeJz=&aqa1$0iNKBTfWt1WcirU#&u_Q8{*=!5N2 zrJxH$(PzU^MJShOM=&Bet08ouNQa?4!I^j`D7Pru(9wg?MRuw)lt&b8=u)Mji|vN( zpuD1JLzij{U1F!&L-}lK30*4kuj?Twzeppv8#-z4uP%~Mc))hsZe1rbx<1)f{KWA zn1+r6dUFbxlD)_AD6C_AV?M@1c>5+WT=(k!T?*U+UVLZ$4~ z6sWXFhiRCjSxcZ)FXd=9RK}(^p|Unjg|4;fb*P-kUt=kBolS2+*V_%>fNro;bD{D! z&4Vh4bfw&lQ$CDP8xHU5BZw^K)<+9FLSbw=0qFLZ}Zr=U8b==QqQZm6y(`U&f38Wa<$!mM+e zm8%-hzii3_-6e`XqArz1!@EV{CC>`_rNncfdI7mgT5MJ>%_>I2dz1=)3kazzsrpLk zFsa;1l_r&DQ!3QJrZP}No616s0&+KjS$Q?236sftkCo8{;R zsHrG8%m4T!OqGC|*;Ep0E{fK04XZ=<+H^D2!lr7_eWGaj{93*O)KV1Pc}L};Rw7Mj zc}Ml2)^@`iq5DPACA-vBP#c>HK@Zro?t$9cR3Ca!grKZHGBc9q1!3<)|I>u}Jra8|A1I^oc0C^Nt!oE9{2Np-*kP7g}l4eb8s3 zXpNYb?+9gyG@T6{^@KhbMH@P53a#=|cd20yXthX(Y3S%hXpKz+ptUv)gubvT9a?A8 zAZWc!gP{#J4S~M2X(;rSO~av$HjRM3_Nbn2)N9Z;9@Q6(fxZ>#)^QIVWk8!m>XW1; z(04X1f;QU?Ux&8Xsd>;=o8E=Kw`nf4O{AUKuz{{?74(Bm%b@Kxt%ZIRsSgbsso`em zCokn_HT1Kc+6wKk>3e9WOn@)6h{_=pUP|g-+U34Eoom63{7;Mlh?5)~E!X z_EL_ngU;A=J#^Nl;?Oyd+G zX;yvcLQ(VqaP$}7<=mp^7a~X7po{E=|D$0Zn`%K9i`0iTI%tgtpuAqnQ5tlKi2vkA zGW7_Q&ujQ-a3VF5sE~5>G?ZTy{fg~q4cB#!Dk0`Vy*c(^t@~qUavFhD)FtqUcv& zM-8Fd?1melnj#%$!#-MmGxR^3zJqFc^ny~GpxZ_2LqkVLpxQPah3>Fv7gWclU!b}+ z?S^7D?SbyJ=~w73n|_1t7U^=huKv2@KcIRx9f$7m8V*qE5L92JJ~VWc>sFqCiPD3^ z&|sx5h8lP@RFofTDAHk4jtW4HywoVAE`u6-DMwd9O+;hEHO47b4vO1U7HTTW2vbv) zx(8|&(CnbV@3FIUiC%}Aiwe2a?82gX(7mFfAr%w72elBD2&t548FZgVWkpM%mLgSH zqnv03)JmiZR9=(?wN6m*xBN%iz#M(qIE4pbNT*>v+whl1yX2}csOJNG)xKw2{*&Jf zyJZF^`64U$B3>sC&#|zy*tmL*#x)RKb`{UD0vaFQiSfGb_>il4jwK53#CTnId@S^k zsH$r?zPcJ7gdP^9hvYsN^9%DFOB8;u#!pk~5cG&BJ522rjV!`*tbj5WI?7lo8d03* zSfZ05oe^DCg6CK^6@oeiG(|h7#irC$>Px7z=zwcD<*?|vQar~BXohYbFPv>6+RJO8 zyNJ?VYKFVy*}N_HiGbYOPWcmp@+#GfSLi({(nk-{eU6`ko)W17xzFH5ycVddNLLD- zQ^SAxqj{bVXl5O^#>|*#KYzAGH&M8J_=ja&%>TXinSk8CG4k_R|0Wa9;U65kLwwSD z@RvtBweQ)Jzm^X^anJHq`<}fLf1g&@eKgZFE+wULJ{~vw%kW1|y%0!^P;PU=RrRxlUnBbm za%-5;=OQKXKUaIv7XCZn0fE#CGq<}rF&;SmS86-Cljlu={4dOeQisP)f!q;F9hYgu z(?h)fw(5jaq>LRnCwg!9x(+H-2?qXm(n=S6Q)31AuU$V zbsNG1CW#7Zv3pX2AB|t)`BEURfVj*k9xqA4jQ(varEvyNmuz{Bhf9IDqiM1FuG0+u$=EDg9R(s%_(yJW&e771Cl2U1kFhlx+Eu=SjA#;c=2A z+)e*|SW4sXc$yT5E2PC5xj8@ZFv*r5d6x8FY3#P%&ZDIN&Ix4;Pm*l;iU&!7xT9&Y z#%_abo+AYk-8cQtlG6B79wPF7r1}kphXXCzNeGMEdWXP=4VV(to?f-SwR0 z5t2mh(_&8Ic`x7*Qb4Yf7SnGJDe=po_iZWwEfj?f!&F&lQ9!OjL!F6NfEL?S4q74# z8#Z&PD$r7!Zi1Etpr8 zOcxD?KKCd~ln$*Dsgf3J5lBjW7PQ)?InWxL#zSiZa(!qR)2w%(FO*UxNrRwucIsVd zy(m5CLnG7sSgda)bKF0)utoR_oCn||1=k-wnE!P z>XR00sWb5t&<{5K1#SQDtT1&H`Z1uEv7iwR(}OSKSLEUml1LROOH>&8*`{L94x5TY zJO4|qf_^FSBG4|8DrvD+G0i&9hQEkZNz&z{vIBB`l5{P!+nePY7KQfMsdCV-0Y(4B z(<(h!qj7VdASo1WA&K8W=r^xlRuGDph4zV5NsF}(Bqd%S+HX?~IuMXMOe&^^Eur7N zl%q80pq*+39kQtrbl9dibi}5n&{2=lwP6G3m`D|t&k}Wqa%}1W{b5s2=(tVKLVw!S z3p!!bqtIVAb%Or3sWbGCNSBiqyFa+Bl=vX%WI(P0#dOJIpnp9|7mbEa{g>JVk`jLv zIxW)Sv{*<}p)&!w3KUbrrO;VXl*$r)2c5HN8+2Y23l7uJrIte}4=4VuvQ4^2KR_4Q zv>wW3(+225kw&D&9*6~<N zfG)8q2g+yDLFm$eq8rsV*disq8Os0PR7l65%S4)<7HgXx#NvNL1p;!1la!l()xSKT zR(`53se(#{^q^~aHK{8Ca+S2$gE|wx2D(xdrrM;5CV^;y5`y7t<8rk-b>!$PQ$NGnje=ryQuP|#Bebf!)7p|eEVoR{k8>SaaCptEgy z3u+okXQ>b6%=zj=PAuK%H&s3UzVRITfUuLtS_86&Gv| z-QuWgI!+b3i|7uhn@t5!cTp-%6)V*fx>ckVhA$P}3Ed_tcPn|RTT-H-P!C79nX%CP25_G!eQZDCkoUKn0?5S0^vk&HXbgng;c94vMq1zM9gZhYy-3nAHdKtP)loM0A=xM00O|zkXj=H9Ns=NDVR&+bm-%K@W<;f?J?bj(X(8sX})V?Y%cY+_GsO z=pj)$NL7c%h)O;6%yAb{U1+SMp6QqhMW;YTN)-oG2O4KnZD_m-rh-&GXo6BXF%`Ru zs0uVusnVFrMa`gxMOxuMv5+Hb2~FBP6;l&vvQ15)DUNPWxjGa~tKg;3Bcjrn%0+FV zsk^7{aFP|ZfgW|_SMpMKdgE0uP2C|K++qMlH3 zK&7JI&(36gOhIBSG(@{aT+f6FvE~5LPr$jjcJpj$JX*l$> zC^txrfM$!*F%`OtXfpJSsKQgP9MJ;kSy6dF&qH%WWdY5F<~r(?iYe_bqSv8$HkCrp z1yrEa66kr6R`OE43PtZhB_gdrMWXki`68`A#iEa)7erctN<^PQFN(_C3REuo9$FBj zDnx6bmmKwW3;eCJcaCTS^s-1RP`>C-=oOJxpd!&WXrZXYtw5!s1Ne^^y&9y-ME{cd zpGccYd8$q7HJc8F7KyZ(RJjV)g%;a%B(x+b=u?M4uZxOZ9ST;c;66}kP|#By=#AY| zce+qkv^VsoNSpIgF`WP{6_xm2G1Y*UIr1x{vNc97^p;JhL(5gLJT91{R1WlZkn&U? zS|L&kdU-knddH?l(7OTUs#kO9J(22AFePdUtqfB6qNdRMBGn<~=`!d8n=Xew6sbif zbq!Qz)78*Nq8!&flez#}B~o`N?e;|Np^rrcajH<%6IvZmk*GKHiAb9%SS;!TeQMKP z&}Smm$)x&2YecF8m8jrI=yRJMgubxpUg%4k20?3W8Vr49Qz7)VsMHO{gk_rWap)VH zra|R4&49kO=~3uAo2EkFi`1Pl$~DGZXq_m>tw0r`6trGc9?*Q~2b)TuAA?@L;1kdW zJ2emb$)@L^jUv^_OZ9Q%WJL?1pLb97$=2{MK$}FRe)v8)qGIS5N4^dPJuQcRwNsBl zzbT~_nbe0+g2k38+ zR-k;*&(KzzHbL8hf6QpH)7pXdl^@3b2u+pT2i zeR}O9N>U|mPgIB0zM^8cLdsKJsA@o^ZclU!w4Y7&p#5z+4yqThqH?ynQ9Ydx)l9pU!b;)3?sEUkimE|}rvI}!Ll;7a*^~#>vZ*yxJD}{W z%1?APbhxOza-nhzPc5M%(*GF@%BkFv72O2YN&jbahHiuEI_jf4g;HclT>~AN-aVD7 zl&q)#Ix4+;uYA$<(9xolTcMz*K~RoOgP~(=>I)q!QXLBNTRzb+=(w~SgJ1bTh3+C6 z57kS%m6Th_(7n*{qJn@PhE5O_#Z>GrqS?@iHqC(Qi;{vRN=<}L5^04oN=5UblSNvA z%0vsHQ$$*U%0)||1_4!wmO-c5^cK|6rsdFSqSCC&550WB|3SIw|E%Pt`ewU5(Msra zM}6G_shCzlXNa^J%5j^bFQ7(_{Ox3D1=QG1t%lAN~V-=q{qoP>b|` zHfLxnbWT7;O6`Kq6&1P_Ql9p!%Fn-S+8;{Ulm)dEsSX8;vnoH)LD2bWH(^KzLKldN zvnoHNO58gul1GNzq$5i1iqS{a-(n?;cpOdWUZ0Iskxm$vA+(pz7 zx;*U;DoJ^20_8jEm+dxZQZ1k>0?KuJqI01uMQ(wI($7;f=qj6TE*|~BD|)R`+MJ<_NwpJcGnB7XJLtL~<>?aWdOLL`bc0Q8q4ojs zTRzcs(2ZOtgK@!c`9%59OE&SmN zbxi+fbB6AOI@#0*>TJ_pP?vy;vMN7OZ>X!NuyUbt9#8i`x1@I;!_%!$H=AyQy4%zf zy49xJp~@dmBzMY1aaQFgx*O_|{?A|;8U*ze6|>dtDRCFkSm^fj?kP`$p*uvyZZicv z4TlPB8VU8XX#~{UrcuzHBDJ7bX;$SY8V~hJS5DZsymF!P-pkxYbSiXLdiUWy-3wLz z(Ua84q^3fZuPZA_ukx(QPc#AQpZ-q^_LNsjR#XfPNSibRx?5Dv*2+Eo-9NLUnb19H zm#T0}87hGW+Vl)`uT68HL88*E$`1vz-9ET>t0YhzmXjjdIjKKPynNXa_V_ROnVRv=b^4sSZ@)_C(vDaiT)ElA&GDcu`S6d+o>1zeI&G zmAZ@QUs4m(ZbG%7pr;z79u_49Jyn4wiL^qhEUWSp9SluQyMl$43zer)?k=J|p(*Lz zdwHr3Jt8V_n=`5HOgL3k8qh(c9u+0Sm%BaD0njv&Rw!5@IstmjrW2v*HXR8)Zqrdv zu}FuIml}}eK2cq0hDhC^Y|$yu6QU&LsSfm{ooWcpbmUuP3Z4x;Wm6+)mPjo~B@)VSGdR(T>#A%xrNF-p3Z`vu~V&}XGPjfD&_LgrO+Ik+CXzf+Ds~6skYF( zAm!;2=s8FJ;bu~&LeDFe%BuWi=xV4W?N(Bi@*lb!nx8f)A9^7me#FMY`PtKO_b$66fANV(V5U9QDH#+pv5A7cj6Gwgp%67463G``@^0WZ@OjPbRXHv7EHI6a`bKIWjb?9@E z>X7oZ4EiFVT&3QGzO?BrXssy6ZKhz#T}1CfU!^Ng!`}`U`J$!J*CMsZ(8tg>qLka5 zp--T4JM{tdtw=3M@moI8=g@atCv~_e5Uqi}7ik456m5jo+4M8C-lp%MA8h&_`q8HK z(1w7DvMN8(x6n@_tuSG6rDR1}{EtIyOuPGX3zaum?5?6kq<$8KslT92HvJ9#V$(M0 zSDUs&zXepDRr!f_LKSH@VR7X`<%H$#BC5jhzo*?wiCf7~HRumfc}x}VB032AQmAlOp^mH(^MdXAr?$JfGmna}MWhxKOsimXXm3%rTY(Bh$3y#w)ICGzLHpX2 zf~tyChg6{oM$mqulv~MAGiZN1bs1DG=;aIMLDg+)4IN-p3#f)o=RgOFisA{2-9^*^ z%C_ky=pd0cb6+J&-3lEnN>0O5K6Hqk>H*cXsWWt_O%!$AU%+c@^=3_T6iw`mS^l1+1=lWm#@ogzvm%-0yjP=g@lX%=*4m9^TWF&}kyAkV>o93Me<|wV}fkyMJcyALkplLK`)>BAJkNo8>fogMf42RETCdh3DjJq&GhoL z9%>;%1^0G(^okI;D{)uC63#@GZ^{?iu<8YAMoYs8p%V(D|Zd!ZOh+ z=z<{SX$#a!q!kL5E46<$e*R@sb?73S_JHzi+6!uJQx)i9k-9TRg~rH+E)f;Dl?;8% z@Ry281Ii-RMpPKkH>4twTI8kfbz8EcdZaGfy{J7&Z9q9HcrtXgNOkDtsTFjMO=m;b+SCMUXHzriI!FHXqgSrR z_?v^eK1g{wlhh41odvZQX)^^=DtH}qqfIwJH;HtonN&V>b3pkjco~!yX@yi;Q~-5w z7onkcY6*0o$c6ZmaZs)%d<_~V(h8IkeG1(# z%5f_hdJlRa=#{V3QfPQk(9>to2%FYGBSqRwue1u5Ll4^Y9W=_OFQL&Q)uCX43a*15 z5@`i06#W8?vFRshtSHBACRL==yHJrR8Q#;k(72$Wr;X5fQDIQnr2fi=rNlPho;+f1oXH_gVC!(y{bXQj{F}b85+WbGlGIXbug(XY^n)8 z>1c4aYmt{4oTFZ6Lo-EgfiJz7PKTbd=?rL=U9b`Kv`vkn*`nNdjC_r89`uY&Dd<^8 z{#h_#fl|jnbCl8wR48f#&2>~z3Zk|QCVEDT&Y{27j5bWEpSv=+ouY1l)4>yNt7E?6HzbdWt)0KuZUD9FICu1 zsRC%BDCy;?2lT2a?KYF@rc^)Ze>U}pUbATcw8*Brp~a%vaW8-JL!c!#4TWA8O^H(r zHQ`{W)TTn{4bhr7Rj$-<=uMkOKubkieQJpNXI3;8T4vKj&|5Z*ftCl9tuaPHZ#x>I zmAurD+M-F&3Q^T~3{MlFcWjyny(`jY3g)Qb6zDyXRv^7v(R65KKuwf-6nfvLY0w8E z)uCX%QpM1RjtaNBl?;uB%9KjSQndS zDD^G0&Zh66^`e3}HASiQ&<{5K0R1Rh6Q|0R`U%=#(?;kgN5kA+{umvWt<*2jMw@8>h%v)Vbc!icaa_wsWPQ@ zL4VkkbpSvA3JU5lqiv)%+q50pBH9p7xK+KXQSdL3R`OE!JK;YT4*l)OuRv9mIt1Ek zQ%z`_NRNqBu2OZN?V=`b1xksIf&LM-jwxSMAKD?(3aNIYM$o^GhLy*uw5TeyGbre( z0klh`Iu!JDCY05&^4~x7Ei!Z#w1=br*K0p$PoY^1ftx>^V&;d5}hH8k)g4CVRfsQgKU#^1tL)kX%3mv3_6>-6>N)3Pxw&`x@ z5JwNVy}StzR8?vuR5PG#(J<&xQI1<7RbMm?I!u%sQ)|&wsFp}8r1C{iLbU@*iyns# z7qxRMq&&@rju2@D>Za5@sE$p~L3INvRBA4Cq)2rr=;>wXD4Sk^juz#(I+@gXD928f zK*xwi#HlInB6AwL1-0JlYRB-H~6(OAXguLtbJk^Doh+4bN8Onj0irU4Lb{A27 zsF_VCLCr7Ep(x1ji(XWqN|~cL|X%D59Ns}0=f=r9Tcps zg4aM7I~tJ_r*cI-pi4yc1G*i$)TW+L8&N7w<*VQTC<=Oc>JD9Ir}{vbi`vBn(<(Rw z$`|#IsZjI~bcIc0pet<}3tc6e9TzN7!KqMN(Uh1LiY7o;i}c*{QX|SlbD(Q%nhRZP z(>$o1NOdUa-;Ecc>w=W0XQAsIjjZY?9GR^#UW0BB<;0XLdJAd~RsO$Mjtp@*c%yP7 z;#`q(A3-rv>xhe(+|)sqHI6mgSA!gC#aiE8=>x^oH&)M)GyGjHvJ0SCTbF=S}XNC z)WfDfpq@7U3EghfX6O!4e%z}-y|zIGBCT*x{Y5*VUZN>+YN4q5f&2t4DClWBsXIkw zacYfHhmz_eDv!y(06EZIjz(pB8kOTNqFku2O{YTrL`~vUN~va0f18>^18iym-7RVt z7fh?*1<*Y(FgI=DRLW4w8;#9FxS3`qEMKR45T?G{eDNk*oA)*m+ z${+8Q&`_H$hwgJU+J*Q^8LdYUb%TZ}RpAT9)ET;8soF8=5kx(q2W+|>8ZOEWQg=Wj zY$||8idx4hJ)Ni@^q@`sp;4k#oGNe^(OuAJoBBcziPAyp9%zhB1EH~^!Z=mrE}|h& zkxfIPaiaKnjrOVgq4A>PxL}D2PKGAfGzFR%P^nT6Ll4_D37RBY829q2N1@3!O@pS0 z*2Jj_^_l@aV$&1QRFU3HUN)b45_;68nb0)RR^RI(_fP&8&7sF^dIp;A=%LziD#u+! z&qI#~R9`d?Dz@o4Xoe_$43a}j>cxkDZL5Ndguk4et=#S z<;1D_>h%+}z^0AROE&!sy&UvPso?j}D>kiz7K&QOW8^FKJM^kee?b2e>6PGk(@JfD zUbE>hXpv|{+^a~bf1$-T?Shtw;U4|+$W6$;i>!ONg`9gQuGQ=V!=?-TsGI0o zXsu1{psz$d;#41{=0IPI3IZyDz6q$mQqMuo?eI6iByMzo<4-ui?jlbR>9Ap9|9^8eFFU`(q>YgzJ@l43f*RCqEhccKZ&$C zLq9+pgI+%MDfF{l@NH;QP;i=ht%H6MX@y?JqCcQtZTb`XO{DIb)Xz|bXo{zvc3VM0^mx6x>1wCbv z+A7it1xr-$P-t7wYk}xMXuC+8Ni7l`4*et2W~fwD584qFTqZgI`Zp-(>1b$YP|(wH z&@Pcy=(SP>Pld8NRsICbch69LXb+J#L#vg_h4!@R3}~-_)+p5ssv=Sy3VJ#Z+S{h) z&^|V`fc6!s4h7e$*M(43kyfB`(G}2sHswS6i`Kc#q&6sZJycD!BBo8EhER1;a!{U{ zLI(r|J>3A+u&F(CpiMVI*&+?bguY-$=pd0+pbAac13Flw6=<`lKXiyq1E88V^@a|$ z=}zddfVQevKd6={nb6a1P;HS`m~e+u4?u^Dw33$^=Oil{2_0e6gHRotMniQSjjQ4c zQLwstjfajDsYQmyK}XqC1RbqjbK`=wRqzlfN2%<9rb5SvY6kQebgZMX1u@lC!R`Dd z@HnN^f(bp%AXU#%QI8-sm+x%HE0q&dJr!I)>V$ymi{?Wo2Gl?_52`QH3S;DomP026 zDNoNsC)-p4onjY!18QK?Qs`7sW7nNAT4;<9p@t%@Kq=8j&}kyAK&?b;pxmIKr!wet zQNG(us;yE#L1)oQ);>K_*zC_3n1egY=aX3lV$Xn*M3prEH66g*EfF)rxo zP*N$;%$R1Y;L%XafJ#J1Lg(9b6m)?|FD(-;P-+EZv=ZgGl?*)xT_{=nX%&ZOW) zHk}3K*>pD4+NLJZ#iG@5uQlp*4s?l4=R%i?%Hx#&1c_QgZEQLpibOknYJ7F|x){35 zrc0p99gUB_M~$zmR0QSQbQyGoDE|5y-&U!v(3PS#@fdpfqcn7tO&y@NqI8_n8y?*O zU2RhVbd5+Y@>1jdmqQQeT2bq`pr;$5b|QU&km}?1M0Y{g1=L^E7rI_FIxbiw8VcQD zQz6t|G&fH9SF{Ma(WX(*O^znG5P#*HP*uI2gKoBI9+Vc<^Svh2SL#iugH21Jj-m!} zN?%RUdr+q!)kFoCL!E7U1L`7b6&KVah`xckirUANR>8dv;pbnXR6uJ3vO1y z#n8hxErBN4^g1+Iq&keTRR!OGrUWTZi=amwO>}$tgJWV9rOKeGHhly=s)9S*W>Qs^ zdIy>oq&%&J9<%9vXu2pnE?83qzl9#R>3gWyrghK^k?JsEZ57-AJrSfleFr@$svD1y zqtrHNrcHl9Pua8?nq|`#=xLk&f@X{A#beah82i@b=U*bNa9<5X2SCpTsa(Wlg zf#!--hk`zJAT&>;6{xWa9t=Gv(hAf>R113ErrJ=6O@~7BMJZQ@f~{5Xc<2RDtAOf5 zFN#_Olmjgg<;T=k1)D%G1u0KQK`+~MH1vvHuo<*a)F$Ya3%zQm&V>FKP&-Z76nagh z6;7kQ=pty5O&36mZE6KA5vdLZ(<;~+dR>&fY@Vt>rJ~MmGpTM$QVV*G(1dqFABnUAjTQ}tR@qbteJn~& z!>77JtL@a?&?h$C1AQtga@`qYqQ)qKKC@{&w8o~9(C0RdfWEM46!fJ{qoK8;De;8U zG~wgWS0b%2e6i>$=xdv1LEnh9nbd5ho`=dsGu=vt=0o3#l7pJ7)Hvw7pqHmP(DydY zgw}~l;$90>a0#?NNG%jS3H=~a3npA7S_u6p(&h}k3vCE`l`6Fu`pKr(p^ZU7pIQq2 zEK+xRdHNXIWT)PMez9pe^s8O)J?J-^Rzejvy$}5^N?w~~y5;H6A0o}n@SeVe{uCu= zxI(FSpv^(b(-+Vdk?K&;(>mxcyWm^U-y&@$wNkx)gSLva0+osWhPK(X4cZ>iYNh^y z{t+dwji*Fv^sh+W8N;XcJ(Qn+*{R=2?Xpw9x0=+Mm=uHdTZ6wW&H(RiqY-u~x$$3+*RLzDJdd zo@I>vMcPct)9IwD*>na}U6kCHPi>;$0ixtIJRMG|hD~*#1MOZXL)kVpfDW?hROsNK z*E-#DE$EOS<*5-=Q>2+W4NocP(113mU~}j&kv5a^bO}^TlpL?8#!&5mHmP7Pbhs!P z!_&FY5hB&0m#1D(9nm^hCqu2Fx^}83bflfS2|CJ7^?{DIQ&&JacIsy67@Imm$J&&J zj@rs@xN?uW)I*inbqU3lz6+rcEx&t~%R37wd37u@G z?t)Gct&3Be-9>aG)F4QCx*a;zraPgABE1s406sMYI?bj*P_8IB4WBv!I^9kUhRzV_ zd@{YJL5*yB2x@H8Sm;cVx>IngPGc5ymMD2Bo_auM2L(M%g__s}pMjc+l7sT8La3RY zngcbrdp!!Z2vR#V{A}o)Am!;1=v+JXEOeet^PrSSGv}oqcCE6aSD}`>r(&85oo}ZW zK^NHcI@C&}nKQkXLl@e#0=g)mDmsmipgc!@FbaD58ftA*Idrj2-$Iu-@^4F~;1cLk zJM|sZMyce!s%pYAC{n75TcMz*3g|MW;&(o#DbVG1>JKPisrc=UQ@x=pM9HJ{yN5QZm?+s)ZS6%DOY!;qyIrSijvdtvcqw@MsElwdnxpmY`Qn4Zo9u-GW}8K7qOi1w9=_ z!COVTQ|`;tsnBf!)mE<)p&mA!0`;`10d%`aE$HP7o(tU}N{-i44XD6Qod@-@QwKu5 z?bK<|oi^n{eQY`dy33LO8zaNl)oI+o@%9yMb}Jcr8tSKl$$k0M5ftoi)8WtnQF2f| z)fBp0l)Sy3vY>nHf_0&RcERS*y*8Z#4HD^DWbUgqG+3nWP>xQcGgK%_CiJv}(-oBBiJY#IcO zx2X`C5Ksg4>IY2}B~RH?6X;=4@@{yl4^0x)b9Hzqo*sfG+f)Qi5$R4dsTt5CHa!7N zwF{1c9<@^sL(^=U1U(iM%++a(hNcH8Pme*5JDRv7zGY9V`64P-DtUW7bt5%HloO=x zg`Ti`6+=&obgCRwV@)_4ni&-IbT{-=P|(xk&@7P#%M@G;J#EwL(CmPkXpBYBGa|L1 zpr<#WXKh*v%@JucsTL~uIW#v&c`AkGiIU+xErFi1Qy)Ul+r7%55}Q^*^KJSVdcmgE z(2JtvG*Y^+mCyoF@+dt$3%wK+^z;?)9|!MEq?xGr`{*ET$H?`ZPe>E=xtGQP@cYk zR)~`0^|S?g$ELracSWt@34LlGCVWq%nR#BGszEDlst&y`N=`ms!~a094@9lvUY_!}fc7NygD81zeCizNN0GWSyr)jk z2D@Mt=qFKf%RY4pw9ziu1^U^huFxi%u7!TFsU7sIP1ixci8L7ZmDWKOKovIig?_iG zKlF#Fetf+AmQOT|lmAncyz`!FlG797A2?A&7E`95!y$TJQPp$pnXM+tu174e|K`&25 zr1rCEJhZ=vwMrzS!Ni<0kAe)yB1LquBPmV3CS(Th+`QF8L0j)4xfQwyNOM9D$aQ`@L&w?lBUDe6oQ6-m3>_~@PTtcB=meYIfljpPU8ufD zcglVFf`3CN*{S!TlWqC{I>n|ksDa(^g2frPIxGEu1$wQ=h;*XO4(Eg zYH3ql=zN=wgf6h@D5#Z4r^-PM(?hucx=@t70G>YOG%gAXdTK~2&o0;sYAs4m-lsNG z@M62*X{0W(3tj|WYNv9cHg+lxitN@=t7bS0$r(F!6FG>!|(-+Vc zcEN5Gyi$~${Al$$AG#_?dFlkUwNn>DSBqM^It=eqhcU)AA`O29cMl|p3VJGoZVd{0S_a)_r#^&w*r~Umo;JM=-7ZoK#+a!Ie}?W5B@e~ZV^D#e`UUD` z(>G9WQGshgui5IgjxUEhMagM+`iN8?Q8I?7xzJrA4VEdm=i&VP%cd$&KbwB1V1H3^ z8opOKG{8>%3EgeeX6T-P=IWMrK?6m}EqnR^x>uy`+?S^V8Geu`nb6a3qz2o)_9j(m z(>~CUpkRq6+(f~lBDG))PsfwGFDU3~C#hkgj} z>O&(%$r<`FvY`h9TA*950gVa@dO86bEm9p$!_!&NLw4#2XpEgY2^uR>9SSbg80SDm zLCRAjXq-)rq474I2~Du62{ciZ9Pc8HQ4e}JNO?LNnj}hw_tX-aEYi%}m!~{vicJ?o zkJxkxG}Wd{p+{|M15FdDJ7bjUzS7WRqGWha=R(tMIuCk0=;c%GpkkY@hh~VvF*-s| zh>|zT7iq$6STmlo1vFP8jSn$sTt7AqU4r66+y4qbRV?P zE;t!_RirxfTCL&dK>rgZ_vNV%^qMGnl%57bi-KOBo`4qH1^YrvM9F>m)CA~tnU=nb1*fZntV4u_VCl9TsiOoEn)w8BBH(LpVS-V)7pD;dgymWz^u@~Oel+d(f+ zPeLn1TA|=t_4){U$EH=#yQ1VYd}=QAo+uf^Qz5icl-!r6H=y_JUY|f8*z_s%p-s!7 zGMnCpJ`yFvm+O}2L#sr|gzH4FLm!Kh=jEvwS}jW6C{N>|PejS_dRh&ADpGe&-qUZ; zXF+O%#wdfzt9gh?Sy_5C1)~&slRMG9s1j* zGoY=a)$VqYLc5GE9wkY5v}!S z7}NI*zqcrUUX!Y5_=cqR5yh`fO#49l2EBZ$6I4|c-&dTv2HMZ2YoYx`@f#JVo@2sl zcItXk)kVoI`!Q~T4iLo$6&E}Xs^Q2V0te+&w?YTnbQ_c%^s1_Z>Hr-iN^aTH)zHCq zsta_8ow@<4DN2U-1y6+z6(x_dy2eJs(hU(b8T0?d1g597aRnXlH{}Lviusd{=-D@y(v`s^x9Giwh$JjIsI@YH9 zq2ok)TbM9gCqEFXCrXC*)C)R3DClVnbb=%QheD>{Y0!y5!J6uIJ5=AMJD`(9$%H<2 z4|K9fPmo@oW0PmLa3QduR+a&UOqJuYGL(uX>vBW#~MSS}?q)txzf`=;>Ri zr6@TlPai|)i;}18=?UlpJM{_F3ab2nUh-danL%C!FH|mh-F(TF&_y=A59NuH$Kq4p zL#;*0W2vw6cm=vxq|J=sY5zL>1S}}%X%neSZTbajBT9z%srR7B?p2*$m)Qk>C3U%| zs+&18;dm(DE_eV1uL!7tZh1fGN|6Smpr;d|t8A(dwG|~Vj!*r=7+2f9s*$?JE_f<* ztxefbJDU!MuCwV7=z5zDg>JCvFsOY%xjLwN(2XM9DF@}L8FZ7KItjYjrc_cPMr*O z7ilog&=L&`v z=m+(;>27F%NasVZl!m_g!-Sq*haM6o!+V+!jj;=kgT~sam!KlM*HUPl zO>aTtMe5Fk`5OKsXhM+k^aeCh)WB`dq?$tyi<0~DsRhs^Q7TA11x*%(W2}az*z`8^ zh)69MqpgPj3Yu!uH_)S^W{HvsJq?GR7A0eNdI6d((h3iy zy~a48EayQ@%q#f3eE|7d3q6=E7Bok3jPYs6NO`JgPsd0tqE%| z;qxN3prEIdp^~7Nr{5?z-!8ZndciJuDg|G(sUft$F1V9|FWK}j^s-&B76o6isW!CG zrX!$NZ8{wKUqGF8h9^R=*;F4|BuZX3pIXK6i$%%v@^mn%B_gfxP`asCKJ>aMc>z5A zLcvlybtS1cf?hs#81$x{x(ZqQ*EKQ>|Xyc;c`2bBK5XSEuj@QwSwLe z>CNPzdg!1ULGOw*bA~!X?}?J{8$R_N6Rs2`55?1=q}~^4g@Og@H3<5^roqsMK|!C& zhRSR@1o}vnoV-t+02HKEla)nRx~h?TCO~UNX;&vxurc(NO=m)1i;}M|U+@a( z8@t!TP`M}^{(0zIQF0o-;0WkDQM+Km?YwN?+r1`{T4xu$16prWFX#tRIN>AEk2Xz( zHrVti^pj1~pp7<7hkmx{F=&%b#n3M{&47LlXrNx3XQAIj$)ogiIaDFiv*6wE^eXhb zUGO>R4^b+9UOqLG=k=#3dCH!KklHLtUQtgIp)Gc5DD;;oobZ3p-!?6Twu;n(`zq9F zdToDqRP0uunWE#MgKRn;I@qQYphE(ht%4^*HAQMcFHfgKhX$#+N}U27 z7Nk7oLbU=aQR+0Pwn&@lI76Ox&*2#TIN9?prZp?ExH!U5ot3iPuD@mh}Oit)+*HlI##63q&#(kj(=;g8riY=^MXE!=9V$2-I>V;N zp+=(k3@5u#Rx}i9EK;4kR7}r6XFBpLP_}w4fX)(CcPkls3p!g=HKv+MErpuc^cvJO zDCkqmpk|IH6~_f@t6&b)Tq$j43{M|GEkv3bs;ksH&^bZM(}&QxHkCo=iIV&Bsl`xA zq!oJQsMi{(rARAKJ<+$&`9Z<@qBo%nMA}Ts(~nRqn>IifijpxJsNkp2MIxZ8;d&^4lNF{x>EDs-()r$OyR$%F${@LcG+AmyncbiGI`+;X8(=Rr5v zl!Dp^G)$?Bpc?}kA-WK{Ni^E6(5pz458W(E4r-$47$_YS^mGB#L8Lkq^mH}UQ8Xp) zHBALOLY-{t1a-ElGt@7=mDG7L&HUzd`e&LS<&Cn2+@v!_B@)Oe+8*3 zZcp?NsRu<{JDi64iAp z8EOno7HKn7U#TY06p>b-2BHg~M{GI|ni>?$RjMiUs3rXuJ$ zN0}Gfr?&E9KX0eTkSYekx9Lyl1CciKC^xC#KhTFFtw0r`olu!bE6`@q-Z}jI%cgyxRU&OBwNn@`6NqukA1<*QC%{Wz0sdJ(ABCRk+eNk)ZhalBJ)ExRzq|Kx} zwShJS1wCC1{Up)~sazGj4B9Aa;#Qy*qHCa^MX8utiP}S(M6F|LBkBtMVpAvRSDQLR zzlj>h1@l$#DyTw~j;XWgZs>QL`ayq)+QzAFO7(*N45)|b4rsF|d0qvgrqC9Vj*f%! zbOrR6NGnhurA9!12h?9Q8rmw-W>TIWg0_jY0u5AZ0<=A#VWRQSKQ>K-c8ChyW(xY$ zW6-}gJp%0%C8trOUM-+qqS0|dPtQPE95pRMngi`2O73f-3XX&J6pe@rdYT38C7Ke` zG^G|nRcu-e?JY`%_o-&kKBC!i!MQ5<2DGnDZ$ec?3*yv5rQU`1v*|r(f6<~iRjSk~ zsG3b5LDhqTE0y{HI>4rPpcf}Zw;jtUBT+8;Vv)Hd$bP6dyIa%?&p zI!4qvPVrkl(W%g}BCRlC4^b|3TtNCh7BzzEiIRez8bZfAdbGBylb3q5t_n7XPOzy3 zbfPFHPU*o#=Rx&tNT zXeiVoNO>xR&JpFu1^rjbaOhl{MnLC@3ggrW^%@1GY#I%<6itj%Q|)1Zq*i{jJ@r5=Ya5ov`n zR*Ggqmj)?M#ZVhjd0cRvQZGP}P4l43YR=4~obc;<} zpl&w(1$7s-iwm|_!R^qkBCT*=Y0*yTwxFP=%}@_fXSbOYzvUC{b1XmqvZ)GmyQoK; z>Z4RO=nk8zLj|J#acZDa2SUAU%7%K2hQ+B7N*w~-X;V$8kEke4O;oBDbeB!Fp}wMN zajICUI#55G>O%cRC2?w@Qb$7rY|4S|7A=ZXE0j7By2qya&_GdHoLa5asnES5ee>i| zmWxh-2HDgA8Z6on7xdrsnn8s&odFH8sWCLvrZb`YL=|zb&6@B+XqZhGLH9eF?)LJR z_UToWx(a&0rnb;<72M%_#ielp}96Kh2{k`Lc_lU zJtvC)OquTKBj|aXRzW4A{NA9i-KOh z;CfPv?Sea@B{uDXUJrWB)r8gPRVtbtPw44L=nb3dKyTVq8(M19;m|UXZimxYpfL`C z-VznZV|dyRT5i++(AxnmRKcpy3X$s2%hT!5J2ssRy(`jYQj1iu8T4L|Dixgut+Xi@ zdS9eE6!fW<&<8;;PtBnZZE6IS*#%obABj|lUduFLD`=HX7eXJ4w3*ZjrLKln+jI@| ziAbACtyJnJ=u=U0%bw1IKC@FdLu+hGL!XP134OuKp)YK@0{YS}crCQnrgqR*LBTTJ z*JaSxL29+=M(7)xIzZ(jZRViXDAgPKHlVelyP)qxx>Hh~xIwZ|)9uiYBF&sB*bmwu(qK@zhQ9~;$)4p(;T^Pj5qei`1Qhp5BG_vFSZ%-=J4@^(uj?1}RTv(0(?pg7z1wJ7f6N zXHYde^$t{Bq|KzVHAXpffKA^*HEjAGI?$2-o{%Z{0F-UhNa!F@@|67;i=l(nODhzt zsR=hghuHKJRMV!7(4nH_dHI4LLx+j9La*BD^%qpjroW-uB5fvBSE;Oe{QS$NJ)k3O z+7qf{(_TgtK3_4NNB&HTBcp_Barh3pxB5kH% zN~v7vWSdTcPO<4^sDVulpi@OUI(oHIuY;h5qU1C@)qzg4=}0KorlX+KMY^3#uSU=r zHZ_JCiIUUsW7LNli<0AQt>KS@&I}5+5uE{@B~l&6@YE7ITckP}x)^F=(}hq|k?N4j zSFbiuv!GX7Q3`4<(q>Yg+CnXYUY=S*=h&$$pmRmqOu^3T)ebsOly)l_x&cbr)E;Un zQXNv=RImedzNjEB*hh35bb+W!O#MY4@wMDaluS5KbS?1}ZJGzA zMaeDC)Ga>-br5NV`pehq{WA2|Z1N zZV7sMdK>Cy(;}$5NZlF3r@n-4wdo7!Hk(#MJw&QQ!4(?*YpACv8GfZ`26Vefn@M@v z4BcVVMySB1O;9hJet~+6id}blm1&F@p*uzD4y_h#gZkLC9lFb=f1ti1wa66Q?|6Rx zWm7e%zewFltBXzG$heCsFstyensRhHY z)$m6{g#nd|j)H~+1wGY-hKf{&f}W0r?z8DQXqaf7Ye8y*dNqRXx2YlYfK8`C!$s;& z!A&Z73N%7g5%=0GNh?T&VWV-y>_VJh0sGHZDvAGmq24g zTFFZlyHHlt78+~Q)liX5*FfWT?^V2~#<&t1A5az170`sBpr>o0iH`hWOz7z*=wXpo zpnX)Z8#KwL?$BhB2Fs+nKvRNVRaLMP^oU3;NO|fBO||KE=uwe2liFVe`$E%f>IXd* z6s)dPZ)mzrcS4Vg)Pi0$l)4uxwrKz~BcN=h20~AW)SZF{iwdD9McSO9B50;fBcP{5 zsza)#3O)?Y3R0fNLQmVN$e(I8U}Qc03jD#;ewDJ!Q?iE^Zrl13!Sk*SiT zNv0f0k|>!f(-G1nAtK>OrHLoWP{{M?zV5ZwtNZoskH>!2`@XL4cdvcUk=FD3QQ-<` zsZA@PWg<;yL!bHqS}xMtf$FI6J7|SShf~@Kt+eS^=wnfG=Y8PoiIjVRgBr^-R=?NnvxTRT-6`p%|9pzlQ*!G;aAVKu1O zrlX-BY&r(oAW{#74OLhJ`q8FSppByBM)_1FXp<V)EekmyKotFoap*E)mv+9hmIHN3LElY z`4#Pks@t>!I>Dx2pj?r9D7;aHe?ceOv**>op#X;A1>gP}Z|hCuD@!l6(Hk$PC;F|BbobeTw3 zpeICQq04O=4P9Z=7^tHt`Mjp7um{vhq!G+26pe#Ai*yB=E_xigQk47+$I}*m`gRc| zx7X7MQdil9Q=qGDdIah!N^aCFtuYenCejr)oGp4Dx+b7GqF11NN7GunE2KP4=6`^8 ztx_`rdX7|gn`S}RiC&6R^EB%tsE0^bm^ELt6zUnIUKPC$T_2=8ErWX5v;yia(gMPP=Qg12s4RoU@dCNtj521ddcia_Ho_>IC66p%GSgDOr zf03?0ABZ+V0|Hti+6oP{X&W?1q#g==>St)MNLQexD*P215~MusfNmBgZ+VqcOQ2gs ztKAg}KNI~6-5SuBqQ9Y`A{{2>sZ?#AfZ3D-4HM}wsdXwm1iD@HRlJ6$a?o&*K0#97 zDOJoGcZk-Ef=fs9|{XZ>S30r6G+`HSBR-{jm)Gkp)=s}SVr*sK4PPEM(PU&puA)A^&<3+lwq;_l8>CnR>U4i}(b%iF_ z)D4;_(mPF4t)NMEsuMKXrq0k5QSz4eYK^wgBSGpP(KXOik#=T{eWD)FqayXB)DL=0 zq{G?F)1{QU6?)v!)9wO)#t_r(&=UcbR_adZ$pdFS?dc|Hnoa$or$osbK6Nuxs9Czg z8f7%=e&}hDu0Ul)W1;Cbjf0*EsDe_Hp&2$k0zDg0MWr5qW{T9q8b^v|LeGhG7^*Cq z1_7MWs$Cs%2n!fXue2Spp!)3La&HwxGPXi(T~upB3*%M zi?%|q1%-7)-$1X6beNQ<9nc#A)l+Iav_PaQr0R=yLkmT@?n+AQp+%wwF*R0dFZ8CU zVL;_hOvpbR1f;lrkc=_U{(vwIvV;&lx&z09SJQJX*wIW6g7sHiF7!n*3fdBE{0av z)CO89(g+GK)T{{lSfndZD^W*il}+uTPi*P{trqDfP}oL=Euc?D8j;df&}X7c++nDl zQhlM%Me2br7xjVGh;%rm{?He8sypK`}zO`u-^qozkq3?rP`6|2@Di&!3vphWn z{b17r&<2qXlj^R*iO`QWO@=m#beL2Rr5=MeiIN-TX#})c)Y=^;b-hyEpr35I2HGNO z6Qpi{wu{T>v0dIS2yPOXIg z6lp|S_$~C8P2WL#M9EwBvp$CQ+NrhB-vJHR^6R00MCxG;Pn)5CMZ?_Tly*Y2OLV>hJ_iq{GmCN|lBVvFQ+~jOZSBI87Y|9V!|X(-;-jgvtgqR&*LvPNXXojuSP8 z%8SOwg%dXHB+=PW1(B{$I7M_3bhu5epo+n)sY;y-9U)Q=g`V0#M~ZaopvROt z7OEuD73c}kHBe=n@}Vj=b%Lte)EPQTG|i1*R-tC~hpLIRGc;Y)0XjNJc^U*A6U_2- zIdrT@S16pJ!n>j4M4Fz`&Cu}y%~a}ksJci!q&z(Uoe<2LrPN3$H%NIJ1Dz;R4~3o{ zgiaFa3N%}Vk3c5}g`P%3HSE-*&?z=O2Gz9baj2Fk+0f5=2&x^V=4ivI(5WIFW_eGA zP@SOA(?sYrk*<(>Nrkhax}rjN1)3)s2AwX_;gse<^+cV6)E)e^IYXo#Qm?9T0jc_; z`EknA+t8Ud6+sO|I!xi~DqI4cCDIjWfoM6@P^2r+BGFe+Bb!!3jRSg1sZXJ^Me3o@ z(+^M+o7O>1ZTbdkX487;oPgfZ8s9_BMaf(CvOMnJ1XWuS{ix&o~hod~tD=~$?(O~*r*h}1*jXDU1yibO^33baP_7k8tbO}n8> z16r@tpHQA?U0mp?8ME3uDonnYJ$=BR5_hmuO-WrQ`YtXk)~xfP%WY~2T_M^Kr#33p z7U~$#W>Ficlc+dOZ4q4vbr$I`H_Fpx(3L@cJ1 z15+^#hk7`gUdoNgW~P_ctjD3AHcf@D7wIsm@=84k^$Jp+ra-+#W#d_%o`G%MyDrQ$5ia&;U`xm>P?| zfd<;N9vUQS6{p%LwF4R~Y8}u{Xo#KK3f*j{eui!lwTlb$G;0rZtEgj4okfS%<@uLQ zWueZa7;&~Te7LU)L|$EiL_Re?s>R28~Y)H_HW1r>;H zifMofPk`>SDHj?k%8yfnl&S>XZBu3F9?>mvYN%4DLH7nUTy!dQpJ+s!DiAeLTa?(b$;Ai6UsMXh=*GM75y@MY_Tdhe@LL&^Vhq zKo5y@nA9|-Izr<`kHxb*b%h=lJrPhoG(l7tlYZ(&{h)~f&2VR;8=*`rQ!goXFZ7sA_d$<~=EbR3l^O#*Vbf^n zNzu|cwOpx(p=mZvgr2f#GE^v99T$G4!r9Q%Ha!DPx9M5v8IgMU+E}B)SD+a-y$U^R z(`(R7k$NcnQiY44=S0c!o}Pwg*{L_7=WTimnk`C}_l2)RFW58(nj_L-HvCE(E`eSY zt#el(|9iF{p_gph2+g%=9W*bXV$J#%dRe3q%<{AenlJh;USoq&d!bhX+9=usy(-dS z3O$uQo#$UR{KrFu1zOGMK+xTy%*39tx+3VEYfr~{6$m`dS9d~&`wcH z=mVQBfIhUT5wygni=dBeY6UH|>1=43O--QXHZ_G-*whSKDbhRTE$`A>&VxP{B_E}y z>d>m7&{JdR6Opb^_=gI+LaS}M7W!1A!=(OFst@#8klHKi27N9{J}*xfLTg0oq0rOK z&=)rKgT55)b|Xmrqgg$mwKnyHz7lCfnz|kOT9n)kUw93)&Mv$T`X(scr!|H_>qY8e zmZve$w<2B1W}b1OoM;;KolO&=?*l5SSx-R4Ha!Xb;K+|)mQOtoZLsMD=tmXC%Rf^} zvmSspDy1F@JuQSb*|Z4SY||X*r+`Xp)*H|kkw!4f(-LT_P0OHdcHxWA_8?V8vz9_T zL>j>?PoF|R+w?i~i^$dRh$K!GLjQB*zfYm^nw1ajR7xXK`U?70RMs6%X#=!Nq#me( z3b#PNY1Yy>L!qZV(7z&GfvPH1wI0vEY&r`1FDUe>a!}5V`=5XLPcSXq z%B&J19fqoDRt-`mMahQ8h{{3-iFBBhr`k{{(UI* zr!^WuWo&8;9ct6rP+6OrK;=Zq`|`8uK;`Y!Y0zOJ9cIJo+AsrE5a|k(E6Rfo4^p1a zgDM8IJT--munRASjuh!Ivrf{iE1^m@b%83|bQM&^rmj#`n>s*8i8P%xYG{ofP&H9< zH$1h6jMo907} zMH)e>u{K-?ogJh+y#_TA)pdu{R3X$Wj=h;*QWkgzx4V!D$$I$sAU4dGNeu7%sR194p(sWW8rM`qN z6eV}V(+cRKpwQELsFg_5)57gg)=qs3wH767T&OiZhc32h4b;Y_FQB%;EMK@8xsRwbyDNYh!vQ!S{oO|_vb?ZTs>E~4c2`ocZjsH<$+3tb%)UZM>v zQ`l9cD{RqI(Cs)JH_P!F3f zhI$5cxl$dV>jUa2Y6tZa=`gcAT@CfNQ|+M}M9Gcvsd`W!yRb9VSERSYtj=2Fa_B~p zdQ$2R^$QApsuOgRNLNU8QDJYWzerc0t3~~x0l_R!*FppB)IeyEC|Ta8u7C!Ml5f3k znsp>JBq;PW0J>SE9yauJ8+40Jw?ntuGzc0hQV)gsTH`M0HkLJxzYdi8XKheul$OhgdPl1o?e8;iPS@(r}v@SFz9?DV zQ+4PSyRatoYEXEO)@T5|CQ=Wx?h`eKUbm?Q^oB@1X{rOXz@}EvLYrDci-K9Bw8pv6 zn?cG`9`u$-JF|wT&d}R7T?xG-(qU3#G;1LAu1$lWBAdEH@7dG?T5MBK=zW{6hdu~s ztTxPtJ``zZmLDe?1}zcka7y<%BJDaC!*x%hA%7yt+r=PggzDN?WAi=g+8H4|DV8tbN~Ym9=v5hXv_eBsH^ zdXcV>nyTgJLf_i-GW4BI^P%rW$(M~UyaOs0=?b$R)2zkN4>o-OZ4gzA-`5jLmEj*A ze-x>QLQfx)+87ji`ViVA(iKwERQM^h*{08-pKMwKZ3$)-s&EOk)uy+gZ9(C5r9OkU zi;@q;(<{&pk#=VJ8A`2#eirEpG*k2o^ovM6DQ$)RXQ#G7J8jwy{Tk3L&Dsg=3TAow z0s76RVraKWhuLtp3V(-w7bTza9MKBs4^eVAJbeZIY17xxU!r7|PyGY!5otPWcq(-! z&%f-{AEf@aQ~RKQ0(wcyA4K85B3)tDJW(ZRUogwl-xU5QO76ydrItfE{oHTol0r|F zDJ&sMz5qOJAyv{&RV8(hXpS4fhCX#DR7#}9QmO_WEYe}=RR0+kUZ z@9T9HR)G!`X#}%8)q~24l26&wUfyy!J9P%B@}lHM`P6r$4hvEXw8rVADu{HLH9R$i z4!7wXsG>-RNi9-g20Fr~^PwYyLZ4~|RTAk6g>R{_HB>n$^mHCn#io`})u8Yl6{<6ibwyf?HI{3`N1)SfnhMnmX8F`T&>5m4*OL}r z4b>MVZ+WF=jf2h>X zZ&qp*sg6ORr@x_2qU3vdi&FET&LSOVmZxgWx>BU+DOG{Gh>BfLN{2#MiIU}g;bG9# zB3&W1O=}zrb+zd@sGCTKN$pUoCUlKWwV-^F4wL#tsnelrMahPq4u`snK8W9!r;*&K z>qNx?l_Awblx*lzHK3jW?bI5lLD!3tFHui>nbk|AD=fcDsVu490qqvGhHkK_1=L5R z9twTxVyLeuxlwS6hR^u7i|!)+P@-4PV})Q!*xQS!y+={)F8JJk;=uu~c6E|Ge&nHg@u zoTvaAY13WM-H!ZWQYH1i9)a$$X)1KDO^-tN*)##V-_bMs+z4is(yVdND4Rw@qgANI z(o`WdCZN(Pds)t!V^)fWhrg_jqcHtOkyq%f}J#5o+&;*;F zhbG!I8=552&MaS6Z~1j-vZH6>FSeMPLsLY_hf-dt2cbuTS)S%XQ zs#NlMd74J*F-Oyv2B``BkCPu)s$xt>YK?D5Jz>*&=t)t9I8{}tFQ92Qt%aTvRSr@= zL4`JLg`N%yt7+D!&~%$Vhn@)vedY^NIwn&Fbc`5_FV5dq#b8I>YdeNqT+3+QMRw+_*MVihUCuzgO zp?Nk{gkBcqy2ELz3N&A&9;l`YbD>vkIuUx+rjwx8f?2+>8uYrTM!bfnlc6{4!lR)D zA{}PK+S;%-w9uwgp+!Mq9i>iy-V~{a!n&d}pto$Q54|l?Pnv2By(3Z&R8NJipm%M` zLPa*UhTapYhr;?QY!5BAsRQ)BDA~}bnm`}e)C~Gilq~O4Eukg$tc#(KL^{ld4Yc8v z&{CVaK+9~p3R*5o*6@YrLn}nO!mNgxbv?Awre4s;HuZ*9*>nT+iA{Z=)d4lu8a<&; zMOusvn}`NMpV>4R`rM`=&>EX=guW1I1hblH)*aB7HjRMR+H@!Ml}!cE*CLHzR&&jI z09q%~6{v-10`!ed6QT7sO@h7^C11V1uqpJNoq7=Z-llO-u}D2^n9+t)pdV~{1lk}< z-m*`Pg?<$23WY6I_$0K^rb1|wDEYiDRBAZ1S(MyEPvfDVfax&UVwfRsRz15^a-?Eq{AtF0sU^LK860U=_BY*o0dR-*|R=__5{>U8?J@+igbky z^F%*De+MZ~Uqb%`)Iq5=(7z(x1PVQU3+)qK?hZp8mHHj}Poyi*)uMl(oSXJP|C*7c zx`}o{B}7_`GoH3XB}HB0S)NKZ_#!Y%t4HX{ek?S4ds2!lR+`L7}H3pujAsH#X;ApR@AqI036f|RFoplYJzO?x^XI@(S(f{qa->krVZ`p~f=^{~bu(fQDE zHnoI~7bWk@rDn98q!)J>3j7w`nMJ zZZPW}tuYR2Vbep+u3ZH<^7wIsmQKILdmNw0TF0ko&=t7%jLl@cf z0@TW;IZ#%V+1n8qNIkseF?!2yKy7VW09|6!LMRGm`N9{WcB14< z)YHAtr6OHnjj>weT`13{BB;Gh??D}GS`1w#(g>Jp?pt%0tx=?my;yYO46t0?(-=nHRvx`~nxWrEgt zAG$`Q!))kjJCq;Hnxxcv=-MFVX)Dy-rftx5B8^~{PyGq?u<2K*XFyZ5#{Zz}gIQBW zTcBPdjbN6if1%zs?SpOzX8F`FP@jMv)2zRsz9L;=))S(Njd%iP(~(d=n<_y!*;EDv%l!6nZ)W8XTkwRd^UQ#HRAl&7$Pa`_zA|aZ8Yz zuEMgUZndc#G*qO+EI&i3CeUp*odFHAsR4AmNIewJRAEbKc#!f`AG*U%T>y=+Q)fbV z+Nq{cflbYzyF{AKhO@L`D`=!mS?F$&4wIU#R7dC@n>s=F+SDGpPn3Mw%u(T?(EXz1 z9(u|^qii}K8ZFXdZ0J+hLSsa_0==YJy`cw!l&8+nSeved9t>!n3a^32*_01GB%1FI zv&QR6-4BfysRvph8VWsZ({0cMn}$IXZMq$rBudusv+jc?i;_>-Qyw%$q$_N=NE=Rp z9tjFP6+lyi)LTkTg&wu(QRp#|dYJW&QcppT+f)cWA<~F6H5+=;PECiV*{K(xr$ot( zD$*KvLWM!f({s?%B3)sP#Y(*nO&96yr1To}Oh6wfH6NN`)2q<4B8{NXr;4DNHZ6jl zv*}G}mPkDmF3}nvLeJZ@1e$HrN6-s4ErsTYG=f=6HES*OqD@~zFWIyXnrqW1&^((~ zLobUooi&zgjbdoNsK{MO=?&-=kq$#EmD&QmD$*5bm1rOInoa*fuiNx1^oC7;LJLHz z;tfC3tb-c!1T08-+C^%SO@BadidF}Ohf?^KP354sMH<0dUZXXtLhl5#JpInBcSWn> zS)NLfDiS4Ycsc@lPZZ8N4q9xd%0lmp)We2fYQq}P2SK5yqo5CMss=5w>1gO9d)6t? zQag1Fw9KYsq2(ei#`5d5d}C;Z=&Sf1dTIu(wCP;vyP2(iIA~sPI1M`=HR% zaH!a(5zr5!r%3nxKa zY?=&h6=^za{Gtt?hPK%>9oilg`qX344m^s}9M9QsA19@f~UHReM96YX?YQhE*A zY18Y_ucF;?>JJqzgLc`p82U}5!_4|isgI%EHm!nw4+?$i9q136il9GjdJp<5puJjS zDYQqVD{T0W=tpR;OoR$~HBGs@QY}RMn<>&`~y> z4pkHBt0mpA9CWm!8UAi08?NDhWp<2BpFzj&CwJfYkEF0|4v)W(p7#zqp1*YOUGmhs z236-(*Fh)npFHlnq`-x;nMmQNWC@;PVcATcuJ9t`UPW!86CDlGEzM>I`_w6=d5Yy| zNP)YQ%?uf@)Deg96boX98vLbu&#r?`;jgvbE;V`8bx^JS|2^IQJhkVvEyIH+$dIx; zcRD~aZdguE+k<)Rv|r+qY$8>8>U5y!dm^W86&^b6m-uKl6U)&&bF$?a9y!@^EKi(l zIgSTT`^E3dzCjcnmD zdSfU4Xf|`4&+wDy>;p5g@NY3`;>2IbW^#Rouj8h+wB#|9Ef?^V$(9Rw$Ye`Xo-x^S z4v(0e_?5Dmll*R%@`UNYOf2W}fXS8?JYPDnt%h%lc)VmwJDx5%@%7nEoXO+ik}d6d zw&Wzaqj9DQkCtp{#*-x{{%AH+)9==m2TQheiD)^JXNx#HxHGZ z)Yj27(}!nDPJBr=Q`ff*=8@8YnR;Gs;)#+Ie>9tkWq-lMZaF@7wzGILVd) zJWaCY1|B9k@g>>JnZ9i_&yt)Z-&wKn|J1Uh6MrF_Y2Y(sd6MMBzl~Hz@*v4ca^D*H zOh29@IY~B%WfYH*oSdbj*-R``c#7o2U&v+}`?f+JA|04H+sh=LAsv`$;$<3-kZgI1 zCrD0wNj4K_X7d2ai65NGbe5-r`A-6JJ7`m*03$ zWXo=z6G`ITF3<+<_cz0AI*8xj+-_4TXt+sjf9ElgEr0Tq$dZ05%0VM-Di7Ul(_zp(HdTP`6~*`OLVy3NLiagJK8_1@rtNkf5jpV}vYCr~ zr~#o-B3((T1~l4E)q%zwNUeO~na~3^odu0`jAh zp;Wv@Oaq`NZ5jwov*{Y>DSOskP@zcEvzd$ihNGdUZ5jhjKd|s(zkC7ojHBc&$8487>ce}dUeTfhAM&`XZm#LLGt7n-Y7ykSgtLh~FY8^+WXdf6_V0nNAR zS?Cp;WY>3cX>|YtRBm$&I?i->Cbbg-XRYDyAjSB1is8 z^3U$kD(KB1<=0pWy`@xK82^L*2Iy@^{-<>MX8?_$cMdF!Q!Ai%ZCVKxIZ8g|I5iJ? z&(S5}8s9*R1MJ3s5lk~|->sS>o> zrpnN#!7N|6ky)QP^7kj3xzsPe5BfYHpZXVCRuuc$q=#iq{CR+}z`w%ODH+Ahkt5!p<8_t%{0LTJZH+O?l>DZmy{BP(UcWi=Ur21|=^|3Q?ZWG!-$fZW zB2C>4{h>njq;whdr(M_!`pYit1MLwdg+*>?bO*FINO>9z{cWf2g#NKpL!f_cx)s_d z(ui!PgWDn}ngIQ0(_|=T!2aJ@w+~Zep%MXQTw^p5DrwUs=paXaI%^at^*B^Yq@I+X zfeyB522|Rnnb09N&4S9<^gMK^BmaGxu8{|owNp<*1} zNAsW)MHyF^(zDP>D%6COwm~NcvwYzOsK$Y*D_n6-v=urNxV#)70P4X+dFuW_<_MRVta~>0tg8;B=eHK=o|O zfzHq@^{_@!&i-G~7G~8CQl3haI#X1z|16(>oT>mdu<3Bt)p{Q;fr$REyTI%ZrvI-bHNnw1oKstPp~=}MY91ZrldszK*C@;{l< z)Vr+FJV+Jf?Ee*2A$6`J|6M@J)9<8O*r}sPo#)8EoitSo$~a1XQpSagC_G;&jUZLT z60C7Lsg{n?H9Y-B>Ha+i>{*RSwX>-)bg4b- zd??SR3!wG^X`d($>L5xsEOM(x1E9+sB_B#BPxYb8?Nl%53Y%_#I@;6+>SR-2sI$oJ z#g|QIy@)P_t`uo8DB~;|0(CjCFs6afRY9RowTG^D$n`3JcufG&KS09nA8DPe3=QP*+GP9=!$i31)eE5$bEF-iB_p=^dz_qqgcv zXMM;&_uS+t`IO@|Mv&^S!X#Ccv;SAL92y|fm29Sqlbq-qXrQCy?+!5?2Mw}QYoNh4 zeE|)z=}YKlM}7orWZWK6F?5SaSD*sXZs=BfU|h{~4Y!B;TL(-u;9+Nn~c3T!$Uy33~0&`6sO zf$nzXZ#WwkX~RvdagRugrL+gS*OC9>nbOVBeRkny=zd3jL^gA^8d*sr>Lh5aO*NngZK@58v*}dmA)D$z<83+(df2AZp$Q_r9qvYf z?#8*$M3JsQMWP6rWK$kAIhf^Br$AF|stG+}Q!Qw!J*yS;s7+buF_ETcGhN;8Inia% z<2GFmJz>)o(31zw>Y8zlQ9EdwBR_&!p00tOQcBZPIuk0i=|t#hn@)zNYnDb(Sm3Io z>!4?B>H*CV=`g7xr3ORK+B5{3Y17Tnb0YO*Gu>QYPBa3VWz(I|^EMSgvmN;!3NzYp z9Q1-x1@1~pH$rn9b=F}>XQFZZ1b8th^fZ>#OQJ9}8Jg=T`QZ>3HiG6k@;5x4)fal% zE}RO@w^RL~SM1b7(5p6$hh7uu?XX5s&i-G~lhErnO@rPLxwHHx@EW~{#y|^1Meb5c z^Pq)}lD8bEZh;mlm5Eb&5lw;K3<^EXh2C=Hdzj^EA@sJLdLDWwNEPJl{}sIfy(`MN zD-;&E7twoAkw{mdBGF3dy&&aj5wzH*_o4S~dJFpCz*+fjR8F)E`p~8o&=Q+gK_7{< zST>WN>l&jkprwxT-330%n0|nk1%*EKF|=Hiaj`V@CbYsXTnnwV=_}}Co4$rti8P&A z8XElsed5S}7Er$1Ct3ro4pN>rL!XLtg;ar3`=HNk`VabCZ7L6aWf$(E@M}?iFzZifon2Uh!f!-{ajM9@h>nET2Pscw zp>G}e?>OGFr^U?rE+{NkVP#U^+f)TA7O96qpE?El!KUM(4F}S-Zd6WG1Nu>QS!$T*XFv$=o0=Gu-TFCq0rMgq<&Ii#vM-S5AMbmJJp=jR*`y0DIT?l zw%ODH+OAne@vMCJB03q`Au0~&Ea>N;(5Ko#zu0ss^gmH1DC`97w5bd9t0Vsj^1l46 zn$WHwRp6SV&d_g46}c;QGzL1vrU#)inw9THP?&KqqVCY4O69sMDNTjSDpeHFolrTYGBM@5 z7tym&d7EZJhl$)-?sIpanhaGC=?YZf4n;3Ohl_LtDipm6RSXI}O@fZFQ!heC+Vm1s z$)>qbWt-+fRcv}0sw&cAEMKJM7eGgebOkCFeF#+xQl1tSF)KNE|e3ML>Wjh+_d;g|l#-SE>xu*pa{C z6nZ)sI$NoXI}8=L7f~+MM5&CslG2yFuck`n22_buGn*Kl`2iIx)fj3iQV)fmnn4%X)Ev6drgNc-4y2xL zR8G_qY9-Q$Y$m1)p{z|8L9HG6!=!RuV{|EWu}D{-jHnmXCP;aTptb?!E7cCVM5MzM zdg=#7L8?Hhj!-+14wLe9J9Md?%7gOk)NrW1DA$ch3p+s_Y`PMB@+VG46yV>A!C#-^8{d=(bD!)fYa=vq59AL<@ZMziKZ z*NJlDLQii&J#2ah>M7D;*2s79=zZvVM?DMOm6Rqyy_Cw2sldI6mO;IP!a~sp&% zf%=Hl!z`a#1@*OQHFTp*pF;hDSw&i7F?3Uq^0Wr(Z>K(l28eW+4U1Ly6Ex7KEzlsF zwnBqN1+FJ8TnP=aQ`?}M?bOH6Eq3aA=vJGGp`iyB_HygwL@S`%M8$r?Ub*f?vQx-4irkB+KJ<7{=;;#Z36ZWat5~T) z(37G&@_>g{qL*Ty^79+p0W%3K!rB-g`T#lA2i*jo1kYzg>HH_bA$V9PShKk zabPN@!O*j!;y9J-UPQM-GadQE6nYvBJ!hweLbF5#t|v`(gPs=^1#|;6+n!Yby&%es zQyKRndI*{mq&$s*UbN`}=p~U3vthmp3!%9-Jq^tZ3Ja7P1-&fFbyq0#G#;8S$`5D` z^omW-La*916M9Xg5zH!d&Cz`5^?-^*uRw2zbeNQ}7 z+@@KDajM9@hMW zq1`qOhJJVCdnn9x!=gK(KWr+1{&bXlUN>fxTFi&?ms0AX z(9GtMa4mCAhb`j@?$D+FQUhx|3sO9CP6ua z_CNpfZ-*B?H5n=)(iN!C#iOU8l0nMTMCc$p^$b)>q{9>zsc=4YaFFse9V%_7o`Vjt z>3OJ(NIlFd)~q+6LxYs3SD>b$ze2|aRH(w=q2ombaiOQZP<2rzppDQ8 zHf@G-gTf*gkM=+(iVEXGPlxdT8Sf;U%0MUE^e=@qY}yB%BGL$MRIwWxRiLn@NLR9% zo1ElC$3V4gIu@#J({a$L0p)7e(NG;negv~T)r3w{s>mHq=`g6SC_kV-d0(g7g|$f4 zv*~!~44bM$^+mbytc-gR)q~Eo=?tiWNQYTIU#TY0SvEC;8rswxY7|g`3NL^fi!_2+ zo-TpTwo|R3CN^cErZzQ&nu#=mS%o?Ke?^_3b8PAiHMi+X=v+ts8$T`F#7EgeDUE=N z_K(Vmt|N7xO+BEDBmeu%G}W5I^F``OsXx?GRJeZvKPux{-JlCJtJqV2_t%_g5VJ0{ zsXug)O#`7;j(krx(?8cWMz=v(n}$HGRaoc_lgcP{Ep%~^@^mxQ#*zP<9jSb!mhryY zDwXT5q;vzx_C4NY9FLLje|Pa zsj1LqqFmRL77m9l7dhcmj%N*quCQm_4Rs7=6}fyg8R{e|bXO?!^aRv7pkj9>dK|h^ zq{E~<&4s!IvphWlU1g`9gRU0oa5lsLxM}~d=nbf=O$(rIHZ6p%apZd_tf<0wp?sT) zplfY<59)5yV(2=X7C}91dK2m?(qe3ws|`PbuD59^)XS0om`K%E>LsYRQtCC5kfhIdjzrQ@q;!~cY zl&&zVShG5idc>y7psAvr?r=849~kWa6^`Im7vhmZ0OY> zHC~0&pw~n?%q&l@K(E{MD)dG`g(_SCEfDFQQs`+Ov{0lGDZL3TvI`eNZ;I4IYMy4j z3%zAi5%jiA??LZ4@;@#pT&=>Zp?8%ka#vDX0~Lw#0-6E6XQw`a7TfeG^uA4>K_7^c z8&&LvMvI^iMTPMio|ZvNY+4F^B+_Bt*G?CYeu9>YbQ4lq3oWx#TcG7OZG~3YR1B@O z=?CazN6CjWC|4VHfmS)G34I}|9~b)6VbGVsEKl2*wbrKZps(!0QWSn|Q)y_ONF!K2&+QW( z4t*oi6=;Cy6llFD-(5+m7W8e9Dp0CA^qojOq&(Gwz8C2VRH#$~sMw~npdW%+K9vh? z5aqj`w6G@hqg{9=v{5uZNHv5u+0+QyY}47$Pom^4&vVVu>Cl#dibQpxt)lwz8mmR+ zp=}}^=6!j(7}{=A9<(E%Vik6Teio^RLQhvizu43j`k!6c7TRf31pR7LJ7`xhYo|86 z3i?f?#nONM%=OT2M}ys2egX`xs8oOGcbf)4f7mn-`ZJi7tHK`8Um`8WEKmKQJwai8 zr3OQLMLJ9>Bf1UxTcpD&4Tt`*X$=QWfy#)q7_$aw!>6G`ZF&YO zE6T(h`qaZvIgzeVSfIlBPr>F(GKWjNB%c!DgDat0%{ys7^jw#I>n|HP|aXg zMQ!*qRLha?VV0+VpxQS52c2qDiSj%Fv#BI>nj?RI(pkSySXWf&7E9?p=ybbq7gW!t z-Ow2#y&Vd3^_CB1jrsxA7nOz1w5c4_K%~PIW|TSsIxC<&QBA0!O|_s#B6pUb&_jIc zAgHk@*I7!Hp|eGqnDX6=s1DR5NEL{xLrp~k+!YEvT?93=Q^!N+h_qOmY6dm8=^W@> zo0>x{M44cX+R%9-Eyk?z?o4zkl(8ufI$x9@7y8r%P|IMJr?a37Y-$KyDAHlpDAXFA zpo?tk47Cy!#B2CeJ1A?XxCkBhWQAO@;DpdK9`=6fb|X+dU_G2SY(sgnHYBFG4risfkb@M}BA4sOW}9??QcTdJnoWDDU8f4Q_Xs}JopdmIbhi(q2zSdX=-D1-> z(5;UAw=m0Rlo}5WRVvqAN$Gp&Hk&p;!))3F-7eB%6y|Bx&(QE7<>^Q0j)3x&Duzag zGVTh6o^lT3378}Q!!xB@NEO(r5~S`5XniS%~T!sDR(MY+Kmn^|L&NYhCbxHC~LQlo=eo(_e^*s0pk12)xx#@ci$^q@_r zLE}XEZn1R3BcO+DssxRc8Av8sl ziQkt`{l|y$h@Co{)KpP!klIME#{r>W)p`;3xDu@e<+>7W;QcsI?m|33sLep)^hn}&iJ2XS29tu}$ zR)6T(AmynKG}BHEf}RtNcRgw070@iZuq*VuT{r}qEz)!fi?!hx=mnd`LUTj~@ftqW z1bQ);<>_YVCDFVfbu~2Co^=N_&!z(CWt;AT<~tgq>AbIHz=&ih6|M{45$;SMWXQmT>!l)nio(v z=q;PBf!-E{%a4HG5$Ww@Gq6ZHLRrC(@S&;Jd z1@yU1UqWl_!VjP?Z2A!T(vknsl&&!aTC0?%Lm6%OJM@((*Ih~JN9b!6CLfAVeZ{xl zI=k>sQs0Qe)Hl$2JGBG))~27K??jr;hIww)=+Fv00dwSkYNhl7sp6o}r~ZO|unWsl zxIv`D6y|Hz3DA$CTz4g zR#CY8;mq1*QzdA-C|Q0$&i-FfBWOpE@^m8fv#7p1%v<)fmotoE*{NF4Zz3(mh6OGjwSsor)EfHTrZ&(YqGSzUcoOudooWmHWm5$05mk)e zmoHqwJ=`nG52z`rzeV)}+D_^pQMln@r2e(30<_Oj`b{+6HAk~3{72P>S5^EfL6OR(L>O2qJlW(sTXv-s3@QXP<5LYK_}Ss7L;q# zJJ5+X&4Es`=|$*dn_hxy*fbY9#in^sO_6Q_cfQ!Y_h>m(OEfRO8=jtoYTGmoIyIQ( zQ*T0bMD>HhKlo{LnkZajC8@eLeGHu*%-ZRiqlHjCk*4#$JgtY$u<1Lfz9auf4QZ+s z8=k4ufOvUd*p5^Kk*;Jjx4I)a(I)6DNB#;_Q5)`t8U`s(KS7O@(iKv zfzGq(Unt`!`KOy(>+41p@p+xEl-?;DdMe93Y#9`K`h&s?M7lyMqr&4!U1(Ev=psk{ zYb;G|p|Djj%NLd;l~tiCd znKkm2YQh?kQtC;m0jYMP_)`i;JvrdOP1T;V!)`u<=<;I1c z%0rjibU1W{UDy!n7^Dg`>oBO3O%myHi@rmuMHIl6&Y=RY_fC z(^1gXA|0l1yf(~(x{4~gD=F>aqwFTi59nM{*EsUO`A<_9lgbwr1*x~8YgL%MWxqxn z3cK6X7P?MUKQ1hEFQVh19zn`eE2yVPBiPVW59oSPf$K@B1Jo;+HP4-ij)i&$g`Rps zH;6QXLQeysK6dI#sIN_3pc`$v3hE~s5HDY(4KIRj3R0e~gZhiK7#n)J4H_USa6Kut zhX&fI+o3_C!Z@|sy@>ijgGKoPHHU_X@&Y;&y4f!558Wav3R3q%w~92K<%`{!Xeu-` zNO`&&x-FRHX#h0LE_@Wa-7dTb8g8dXL3h|R8X95K1JIo|jfDzC+L^b!Q*XHtx+_R| zngWd!6}iJ{Y9w^GXkI`=p?gG5_Wv#07yi!o^1Y&BpBkz&(bJ^v6AcI`3*B$0rbDAd z8j;P!g>OQmMXQ6t$DlEG>K*6-QDKm}2^wpsil7HYc|qzdXq=sz13eT_MHi1=hsN8q z2zpqQiD%_1RR@~j$lnC+hNq99i9w;KH=s#2Er2GgP>ZF7YoIAg4RF&_x)^%IPOXKe z+Oyt<9<}LR=rI*)XJ*xRL!%#{$Aej(K8KzVxwCv7#;K*ylOi34GAjHVnikCRv;lg` zPW=lNiYmIEwD1e)X}j=8Xu3@sp=az_|3NeC)F$XzJC#$B=U*bd9X8CuNB+AzEnEoAwhOCL_<~)yh1487bu_6LZ8`>e$u8VU;aodag48^l4uW15 z>7DYv@^zzXK=XrHp8jFhD|V_TsaI{P1HEP!Zl~~do3=r3h%#=mbi-;CF0fNSlUgX! z&ZGvocytb_MK(2u-VA0HD0Kw%mPkDmdTI^59Ta*x4|+$G++I($p?4jnUs0akV)-IF zbsDMnMBy5jK#N8BIs1R58)l&Q?NkJPVADm=hoXYGaJ+jFT?s7_Wdf=KeH0Y>R2yii zO>LoNqU1*T)Tz*NQT<@nR&Laa|Fd=PaaPW2AIB$3qr#L96Jc~v2t%bJHHeB9gAl@$ zLrIuOXAGsH({!Q;lS&7tK@q}8=*XxL!sskv5IXXF+}~^6>$QK+)gRBE=YHSc?{(e3 zwPqT7?bqI-aE&^oRt1GcQ9RKIS}oED4$7z}^odWspif14QBNv$4pi!=Zi7DasW-GH zpki%!3$)g!TcLF#?aUgM8UlUp(@^LOzwi#|OP_9s)(3?p+Hf%Rl_)p5!WyNb#?aRy z-JGI{&^IFOoTA~-hJeac_z?7MM5*r-qlLTyz6)jtVj#3blpjzh=%q+-4WTT zvV3+FPb`P_C{>&+G#Uo&RVpi>&!Bxul?F5&+OJe3{OypO^$v8vFI)@#qr#G8VNUc# zq7eEwNEv+!rQQ4AUqJQ>@`X_;R6&#x^`vM8bdV^L|KgT<8#-8|Lr75>RMDqRP$iLi zNaaS=iGQF&L|M_56s>_O2Zff}2&D&wc`7^r9qQA+P!*ASm}RNV>U{p?(@{`0zc39t z%ugK+9qy+pKu7qgdQgT>$3WG6stDEasSH0w29<$6k~Cq?IzI>x69pkqZjQBNv$5OkcM z>HuZ=)EYY8r?a5?BJIqqLM?v@)IgM*T*Ig~)G#PCIuB~(7v@4I_^At_#-f~HRyk+b z#4o&@)QNs!E9j&kRTMQRE`?4OX=fhUC=Y7tQxE7ApKgLq73D-DQiZ><{Aod|SZj1A zl`Serri?CwP8a0|)E+uRlo!y6P%}|cKzBjSMH<0|CDA>Ju~3U3WpoF0rYJjEXtb5* zYUvjaB-P5N`=HjrtWvGf8#*gU8TE(G7Ud_`Fgh1%Bhq3#m(erOIU-$w$~5a`sI90d zx{{(kP`jYeQq!OupPquw^=B=F&J$$^vwq+V&-V+TCe_|AoC#gv(`@KMk#^>}%A=u) z_n{6E*{{1Pn#CF&mC8+SXsNoSIt8DW&sCt+5-rS*hY+ zjls|@L7^Tn@d2KUIy?9U_fL6=p$q`gA;WS3tR1qaKtm%80H|Xtawp`ueG3NZswzvCusc*$?Ve zVF`u(l!`|2PXWnU+n{?zS-~2IQP|&~RUaDQQv+zAD15HJnKdY)LB+wW0nlKj;x+Q3 zdlH9IIK-za&`^<%j_0z}nb3VcwS?~X=`84hh*D>0g-h75K$IOVmYTJN@5%>NsGFhu z=$^zy6h0KpGHL-0^HY~Y!viW%;lErx3pBx}TcL?Q^@Jvg;*&4Z zX6dHAcW{TqFjmAQ=MEODLT4=Ukm(?O0JPi&4ykVL^l?P?pC3!D zaV!63^)f$IPHMSNo1qmE*^ed)bM(lwpp{B#=M+^qlFz?<`kmBjpZLna0`WNeA)`F^$XJ}To+KDHarCSJRD^aH7H zgH(YEo09rYq?;);Y7Tub%1ss;9SN01G`KjRLT3Ho&#F&qV=${QiYJ;un?xGH8b)oQ z%|W5jDbSXP>^I?5sxxbBRVp{Rp`~h(+9t{m=uBw4KkGE;M^U(84z$BhWkEmrbUd^( zC@hNhNwk4}_URnx7m*%^N48XF=vPtvTt+RRa-Uj4zln4+g~eLq2IzO6ZiN02%fTPA+eB8&oGETZ~6GdLPPEswhbHfa?0Q=0ZpLh3`Q}i!_2+ zSy6Lh8B{Mw8NCY~CqA_%~C?~p-qCeQMjYu~`MM|AV>KvagfZFapGsf$ILo}wF|&VDKZB}BPF;lIqfM3fWIF6dHGRzROaxuS55uFSejRFX`U zMqea)LYD`rGST(W6(Zfta~buAy7)8zx-ytmuEJi>RU-9JXfz1A`hN@Wi$ZCMeo$AD zZtjqiq+!rCerh0eZA5l6sSK_02y~rKk3!vi8UtM)k^OUbs_;-w{suoameh?A4K0nP zr&4{PJW=vAk{b?&x{HdEsjTRW#Klk#&C=sgXfzqRDVSw+FLbk?ngZP-(#;fRYu3}y zts-54azyi>o|;u2T}jbHP%l3<6S~c(Sx|4EW<$4&G@V(wTH|G?k0>L#hS4PGj)+nx zZ*&iIr(gIgbeAYQD4Y-F`!oaU>(jH)-6BnA`8+NEE_6>s_r$Y|?&rTmw4YKr(aogt zl`1B6Z%}CT4%A;1-OJyV$<%0QKt%Qv5-L#PjnF`))RUr8Xpm29pus+^gNBGSg2F=0 z+5`;^QbylH_xY(U(EUDbg&yz=S3?Cssz_^Wh8`5@3L6%S{)Qg%X%95ar@hc{k$NaB zQDIswKK}|*Mh8fZ5EVo>r&8OXk$&nQXp~R?LXU`as;R=A(4#*60*w~sCD$m8zDRro zjS=Mp^a?aqR1#1%9(kN7KcKaw#s{;?qI(h_LxmzuXL+NV6i)D|7BtbPI?yChNi-r= zSQVNq(g>(Lx+l>Pni8apsz8tVsYcM_qWF<5^%>7K^?y_MN2Agb^+`<=>E;eONje33 z!lzTACj-jR@=c-X5m^s~MlGSIlq!vGPEl>>X}|C^=o!DT8B`?F2nw^b#>LPK6_zDu z88v{O4GN9UfM)vC3Yw+D@}Mvqnypm0##zvFKDB}7_|z7f>r*>uUPShDl}FBw_DOug zt2|#RJx+?QBK3SwXsJt}7erAFKe3aAt)UnF!mFW|g2EiFk$_$nX#|Bv`B1S>eW6!; zx&?YQqWemt5ftWX){)R_qWpk91w8B2oOv zwqZ}`O`m!}Z;5m>&y^SLlXw_rE_kxts zV5lURWi%3cUzCw7EQr2HbcU9Q@&cLweIQZ~8(QiKXsJ(6LLd5t}?4a;wXoW~SvwUH6PhtkNQk0iW85KgSL^%NsfK~^EMbSNpBIpy5dYENY z41MaSo`p*N)T_{E0TpZ3E6^H|Mlj3hO=zu8i=lNsy#swN%8Eu%SQ34a=mLEq$_c1H z^kq2XqPtb)GrQwyODKD_~b8x)pC`y^IC-}$r>`d*~R zVGT=t1(k_(1u9cvIrM{1ze5`%vfpV_slWK4x5-cKBDLA4&CnK~wnAHd+6HYCX=m0b z*YbOz?LO^;ehdmN^&7Oqr$3;d{K5m!PCvB~`q`&V&@Vo1fqoTfu?{&8M30r0IHWe8 zfB94y`pu_9q2EQxgGv_eXVxDP*%fAG=nS(+?FtHw(xE^7)bY??KGlc*hW`6sUiyF2 zYJ$6!(-7{-(jsR-dwgmJ?G2_`sy4LGr#jGnzpy!Uz)xjD|M;l}(7!%4gwpu$=87MO zFS7MqXF(MrvfsN?bTTi?K}tpU{uj4YEm8;jg*i~gfO0ge9aKrA9tw@FfDVZ${)H|{ zEBS7&?58@BN)Kk`YSuZ>p(2f7R-Wi;sESB8r|2H2s!#o(YJTCh&|#wZxopM)3P=-i7Y-p+eP<5XMLNx*^(5zw5ks|d_Xfz6{Daws*PEl{DmQQ`4+9LIk zD%7lrP#sZTve4*3C{q-#VKfq|>!%)qjtWvmnl%DCT9lKVWz-d_C(;NuGIY7mkAE}WvVd{;K~X*|?Og#}ShDm971 z6GXWI-3m4K={Bf|s3@5#iM~k8fll;kE_9MeH?u~mQg1;g`}7{v)Ta{Y6rbLQPW5RC zbec~eK-nTK#)f6ua5Z$gPoF?%i1ad%Dp%?ys97+}Xc^SpPZdKgM4Fx|{02JHFMJ1T z8Ik>>(IKZG+9EAc1!@(MU4hagOZ)=0R-qP4Q5kgB|ISLLmP2Rzg}*{=lq!oxqzb== z&hZOZKy7_m3AOWQl|%piw@t=Rnwqs4I@hNy(0M*>gU%P}d??J&LG6Ls`?L?bAfg9K zl81JkSYt|*uH9lPmUF%aWbe&H*P&c2>g|7GMJm?0W&WCRFsXdhE(*;m> zQGC3u^vKyz50MUm(=fUcx=9qj0gO(7ZuY4Obc-ndCbCpT=vJR9Lp?>|8dpQTMB(yh zK)3m+u264L{3_cTZK2zP!W^B(X;2@LZss(MZi4Rc>1OCok!~i{QH4XHyL{>gv88uX-qk~4Na5Sm=MES{-(JbhGQBFX8p$B}r z2PzO11gT=^L6JtVMqzYM;tl8_QO9Izs^~#zm`JY$DWm70;iCAUjIM$n7U>G9A{BlD zjqvGHXrxacL!*3J20bFu2xiUIthLaiKCOdB`}8?9Mx-7Ji&eM@8Y|M#rRW1_oS)hP zjTgnIVTGkop-)Sp34Y-QXrgFfv>0nF(uT94Ng|C%(NEB1k#2@cl-dnV2~tKop~pnJ zLTZ^(|3HuX^e;3um}RLw&@?|)A(KzQ0xH$4L!l>wLZja)obIQpk$TFfeWafDX+QLg zNIUb$HtR?Vi~Lj?G((gX?M!ODmOqukXM;kc>ZE4+R0En7%qml16==3kRiWoZ8o?Tt z%7*6n)CijE(+SW#pBh8+1KO?)PlKKpX*z3^i<(0(h)SX>&~8yW^kPtGbSm_cNF!3I z^P!i0Y6}(n)DC(@q{UK&?V(qFx&V4jlsw)CqutXIr$7t-cUF?lgBFVPI3045bSd<@ zpK1fW;nO+LqKK@A!gQVCHPD+rb%oyY>00P*&5Ad)!b_mVO6dx-GBoQJ=pCPKh2Hh4 zC-k0Ay`hqTGBv9g^u9>bS;OcqXh}r&MoLiv`oK@+LrX>KA(f?B1E3Fm8U%gh(_rXh zpN2roMDZEgtQ(=_eyT6DBA_PPus^iYr-9Hakw)-bmU<9cEz%VzTZN;bPlA+D0raV# zdK4-RsFeyIfj$$dhgn8rp*22@gVqL=qr%D1I+1!PG@1r|?x!Ayz6hwJ3P(d30s1Q<`=<$> zYm`poJznL%mC_ZcP*kBVpMQz8bBcbZaF0*FKzl{GQBNwh5ZdRbeuegn!Zi*+2YmVm z`bQMM52tGR66oI`WwZxM<6Xh;5@pE^ihRk#Ss z@#z)lT%TTp&J$%uJruT5;UwsMkw&EGEvUUui=hjAdI!2tloiZ+4(cF^pR1MDcp2*G zQ!&&@q?_3=N2w2?i+uVRx>%GI-JD9zggW~)3rdJIf>cM%S`A$i%rg22x-_6%rItdu zBHc`((OT#-QF?MiqXOu1k*<*Hs>0u(D}4GL>LSWY7Un7SB6MYtGWr#|%BOPZYLRYc zjb19;3v~@rMn6N>_^E%OYkm3`y3Q}$1a;4> zQ}j8hydcH@%b!FgQr$)BA!T$J)WfI4p_@c`QBNv$fLS+-;x(*r9dwIdcm##F`l&BT z^%SXxSq0J1L~T;NBC_93Q`CgiZGNf_sop+iLbr>$CZEe@{YhaTk*+Xnl-4+w)Ez#Z z3f<|`@z7m9)rax}D%7l#p}syfh3*zx4Uwu1(W;xn|uw0<9N~fW`z=CVChe8x$Hn1dS6d zif*RRs1Gz=q$^N)bWdU&ROr)qXo63L&_q%E-mt=}ph01~-CAQ1G)1JI z6itU7^XVz*anbsqa1=DvPdx@r6YaLtu;^dY63;^*^oXpdL(Z^tJ=X&0 zDW$e2XBka|p7v9(L(llBNl=k!cTo5=G{Y}^9(q=!>1>#x4c~@l2B}QZLTHvqHC-RJTR!~?z3o#uv^bzV z&DssUBht<+Z?q43*H7($-V3Og3im=KqOQ>u3XLiq&F5b}9Re*8X?iM^4t?NL6=-RecB1F5b0)S@&EECaU6v!MbQQR z?jBYUeU*5P)GCo~PSMGvR*UkYn^ROB`b5+upmh{}8WfJwtfr(&eQE-ICeqE!Dpaa9 zv?idbqE^saQ9*Qtlu>hNok%??Y72etQ#qY!u{*Wq; zzDP8Nz6w%C9iXp8@gpx%>P+Yxkw#Ex)CJn$r_O@D^-~?8?|kYEeJ|2tsae-TWqv9F z{UBNt?M$jf%Xf!1isF+uItSV$if0*J18o+?k8IQl+9J{wW-Uwm?@yvPv^6L+>I!WO z3XQIWwu?qZJ*mR8p&v!*Nh*!LNW94#dxuCpq>KiW`pKsu&`!~!ps)w@vq(J@uGg%Q z&@Vm>g?{zveyH512cX|X>yvAgY1Rbj_aJ5TDD;OYeq^J8&@P|uf&TOh?}PsGsQ~(0 zv_4vl)38}%pxvT)jqTAri9ygFk!~hs^f8f1gCnw=Nf|AJD*Chn zs^rs3=n$WlLX~~`5K0$mI%{NT!&2x_pFV@C__PM9DpC)HnJWAmswUDEC`+^nI?Sgn z(BUH8Osa`eKSDRmP0i}x*2Mv)ZfsNKK%~W6lFy> zr&2qhS|as8IV#)@)%IyGRL7@1P^M4&p}IaDfQ}MrI&0)=jf(a7{7a-OP*+iHsGdky zpn;-H=$Ig7R0BFz)GE4}RDn_lLC5)YFq9=KOs1wP)dD(RG%86&qLZQeJ~f3Jh;%b+ z%vI`qs9`|Gq6?r#BHc{N=pyKZfEFp$5o#PziKr9QM6@irLSd=s2Ixeeu7*zX=^E%{ zpRR?Piq0k3(reKnXT&lUegK{6(^9CVNUsH{a;4Tl zt$bPywT@_HbT2QlY5AF?{|Nq~?ltkvi9>KcVv?QXh{zDqX3X6rS(X5m0-PZYGtX z)UnV7J{<>LDALWOvXp8Fb?~VX)KSzVx|vkAQthBl0olp7g)Z``6?CykJrr81Bh)#d z9L>5AN{DnbDWfZ(OML1CT`JPeq&lkbS}512>!8a-x|vk2Qnx~v`_vPhe$U=g-SgR-6Wct zOcjZWpqm4lE1Ct}A}WclP`FI=B6O=rH>YSG)YDJRhkA*$7^zYfPJ?dq=?SQ}Xnk^x zGNs;yZujYJs82+Xq+9Bd45gMscZjl+)JpUfbf+jYpf%84e(DP-KcZ3Flc`)4z7O^F zX$f?<3cDs#c}i`A?(u0W)Gwf3N^ODe6{)8~&Lc+UQ2&7PmHHJL;L{Fhph!1UI8dp* z&>)enKn0@x(BL3tvBsW2D2|B1=6Q{cBnx1DYTj6;NepqDUh;Fx|u?wu~1P^Xfz0#A?h0Skjhix4Cq;(o`q)m^aM1^r|Hma zkw!49muAg|o)c-Y6itEVh%%#_Q#1gYE6Pt&fePP%=K1s{G+#6@NPPr7@6!_K1(8Ou zMxkbX3cV=O6=I_dS9fQ zp>h?T04)hpyG8Y(4@A0|luwZ<4|y-%Z{uSB`YRGv~(psz*oBj<~HLEnh7qAScY>H%#K=?XMZsTt6>qF%|A z(KP5gKQ$ftUZk5TEKuQ0s7y39Sy&``ANnDnxuTDtjiQ3+3WY{5LYqWI0WF6%i*z%o z;^>~lXV8{lmQe|`)u$!UHotHMwB4sw(2pXGV2wpuV;!_3NExkxeiD@=pKF;?KSDcw z+6w(FDomzIm3j~QMHIg%Mzf$_gF>S%P`OXrpx;Egnde%sS-(NQi}W}t+6evOr+$Za ziPS@?Ooh9lKLaWk?S=jlZI7;W$Qcv;Yg*#qEI$7d>E;wwf_95`2dQe%o`}YzCn+=f zB2gRK8&H<0F0@b7B$>(1I;Bl)4)_G)NiU22~N|M>mrisMP&X)gWcm3##U)3ZTP$8U!8g(-7zgkw&ma zfz}uSWr%bI8YP+tRrhHURKusy(2+ikg=z*=s9BStT0TvIYKycO8(L~QRL7^MpiI%! zXauPu&6*F@73m5zSM(ZmRFE=y9y(eSzm!G~K=nk$Q4fWSRJaT}CZH102hg!1T_Lqh z^aXUBPhUb=K79opFIpeZy27lEq888@K`K|&7-}Zc&7_RZf|~nu z4%EV@w$PbAwS!vvlmoRAX*z4`pfJUkCE~vdoBba40 z5W2vpLC}Rh4Td_1)I(vRW{re8`ZNma6ck!&7<5rUQ&sp7bg@V`Gs|ca)LEn}P?1v4 zLJ6N{LYMe78@kk|C!k!Po`fzFX*z4n)fz8Amx~IbD=B&qy24Mr1a%Rqhg7i&--fOX zQbsRBSNW-h(A5DgQsFyLSCM*{W%NFDO^_;4>Rsqsk!~hs^dWSeNLQd`O09sp`Lr6k zUKGESmYNFP5Tr^~xDvY2r&Um%NH?>_dZoUEx{GuLDidvhdITw>_0Ua0YP(Y3LN|+a zGlfRmp<8?^gKqU{Bh*u*9tz7f>u0E!NLQfUqQ9ZrM7q);XIvy{i33n?pLRpH`?MG8 z6VbTzsEEQ0&8k$N&%Z<(0cD9QKz9a(M*mQFmr}Yys)hGtrpaCLHC)G-8oB<6KWhD!ZGND0!su?ucrxwr< zpPEBMMe%9atmB~jM7qL;IohxdbiYVfppK%ep$9~|0_BQsfC_xdgB}#=W>Q_1x(#~B zr{2&oQM`twE`){$vy8e!5BsT(&j^Jd0M_N^oURS(4)buUP@gB zjSf;q_dsJry27k{rG`OceR>!g=hFyiyhuBz3Jah@p9Vn_M4C=&pw<`*O$<^6qWhpp zK0N?U7O96qOBF&>e3}3~CW_Y>rCH;k$3^O)(CA5Mswh6gLZya7(?q(Nl+g_63DMN( zW~fN1*P$nUdIOp+Qco&14|>W^ErOm7Xs%{0gq{fsjh=^!M7qMPVx>x;89~aZ7uJi;^dwq?e)RMcZwSByELWh-iFzlCq*N5`RK3iZTPL(16dsMA=DdrBo*La!{Bf z`h&t^k#6pgGv4S}Qm^=w1-`4}B!6nM~DF;WX%DpPqo0i86!KlhATe!z49P;cRGyC@V=#MKht5 zKFxwwiL#Ta=1RQ`tq!P-=tbxgQLALiXd(2ePj5h_BHhgK=BTg)`b^X@S(qzY4Xp{N zi)baZR-`Kwb`yOGtrK-k7Uqf8L!XOuGby8Qpf3WtS*h=!FGadSs+VX7v|f}GU4ivXsA-z&`&-!fOh(H0`zl01u8ra`bDG>%rfc-{pwRIsNAR4&~L%4;hJ?S z^t(tSm}PV+^hZ!=bSAVbpiwHk0Q%FX4$xmB^)Sm)H$s2=ln3n&3dd+xGiZ-bEug(3 zjbK)xQoW&lKHU!O7saPxsmq}Q!7QVe&_5zA#;nPjH3<4w6u)hZ>O*Nm{`&;X4uLPG zD%A_BAkv5wJp>&jif37BFm$j;BT}h}P(`1{L6v+O3mp>BbZs~Wsw|2R%IGpEU8KcW zqe!WzphJT~qX|$IKlLm;)We3$wBfPP*+I&v2Gk}{K6}sEguQZK-UDR&6;&7bgf7|tYOp- zy3VJ2p>Dw}OLc>;7sao#(TUIvL2A3!xE{JOpq--LP@YeBK;1?0@|LLJnyp37(g zbdzX7Gy*EutY3JQZx(6i6pbKti)d<)Dk62ONF!3Isib;};tg$9f2fxz-q2_~bem6w zP;XJV;eF8Ue(DjZPe8l$$YY^9fP);eDX$*LH7oQMnzD6pJqSvft$^+qC6}L2Q3v%h^gu+`L!r_4P=QZn z(1Skx06ip94~6NP^&>RQr=OtVKJA1aj>vxgqzXqtBb3qzsG4T&hDQ3d2O1U3veeJe zBYtWx^r)ZO1daA-Gc?98`~@28)34AtpUR=}BJIp0XXud+K7mibB1#>U(MVDgl!{-J zno8|}CW>@3g+^5#6WBmY)_B z8XZaM36UO$=Q64VJ?T?zXu2qxz`yyBOl@S=Q+}!rsi#HSIh8sZdd8=EP?1QBk;>9@ zHHK#R)C79grxT%>BK1(%P=#%wSw6LcX8V)_J?GQ;&>Wvmhvxcp1~kv7X3%_}nnTa~ z)Dn8Zr&iF5qWDE=qSMHNUJ~hiI4Glwp_hX~qw}C*pH78d@#!?^RiCn<*F+k@8cns~ zbUFL+=K&jBbbC3kut)Z~#;yiXYkNBIx~~(CBVxiC;Jn z`oO2b&{C0lc&;3+F&g?%6hD{IZO})4YAp0|KD$*;+h8^`>_d%ti=)!+LdyT%~XYXesJx+>dkXjSWveXmM zT7TC4&^o{HS?F_7{8C!sL(mr@U15#RTK)~_OHq9CMo&WPBP!e<-JD7-=efR8N;gBf zDtw33*FJp!eItrb!%{P$4L;3+zKzH}vPsQq$Umoir&RnFwZa~xz8C2VsV>@ZIaKD; z3g`z>{9KlL7up!4x~gzBv?)j#l|Y+C>S2v;N_`G(5$R?qPxJ${H7GP%0&VkC>!Ix; zjYt*#1pOG$&6>3h+Tqi7=qFKp8kTw=+9}c%X7y5GrN(^z<0Ia#k+9QGD_?>u=sshx)1Zq^gMG_lBj8hN_DAzx+w9aXM7Zr!%0#d};I)qc&{P%P0Uhhp zUC?np^W@o5ZnqDa#zoTW9MhE57-uBZq)S)`ju8O?*5igX2fL8%X*Q$%_NQ&a$* z>Zg`Mr}^{-liZKzp5#aey|)Lf*;VR@rvPzzB}baRSkKxg`euR<+- zdJSsj(*mfqPYa>5MDdHVK+C@Zoh^!&UnE)%wGruNmN(iAog>l}Xt7d1LT!E80ksPX zEwu^C@#$OWT#;^OR*7cqg3c4g%NwnL&KJcSE>-F$sJ$pY4Ws9w3q*^fo0+vtsXw3# zMH-Q!eNYFHdQx;y6F&d)sUp{Df^vrp+zLZruG!&Q2&TF@mv)rKzh zsScFuQ(fpXQG8G~>u(O~a#4IxrCK9{)D=O>r~=f*PgRGm^r;4Pm0!4*HLezEF;2r~ zH6+#5r$*2SE|dpU#2u zd};@E_vu`yhbTU%4chP&=q8^|g>Dv2k8b9Xw|fUCZxa`Fnzt(Ew8YM0y;a%V;EYuPA2c^Gkw&BnXF$V58UgLnthb=yLCWX_=wZ=@=;l0M}aFl)aG=R;#e>S1}K_0U+6o-{=tL*sl}4vqHNQdPdfD=s&;q~k6$%&ng(s7G zT@-HkJE=GPR8vxm{M0T|Z;G@SkDQ?wr3I=zF_o*wiL=>-)sacJo4gg)|9w?H5J)CF4R(^b%Nk)|`No|bT8pl?L+K{e5=5zq#a zdRW6~5%jGneo>4rg}(DsZ$jUT>O~_`g;St1zwmPC2R}6p+9(P)TnudrsHvW7A+*`2 z*P$&UJq{aMYB{u3R4=)_(PPjyKeZCt9?^uI$yB!1c%C=*k3q_48L1s2jbII6ipk}Tj)clZ@j)4_fPNFjFN)FI(C?!7 zxs1Mm{t$(0Y=d@*;^(r|70{o4;d1$}ONQ-fX zt)k|{Z_vIVWwZ&}@6%@JfKOYXe?;*aTH!kAUq7`KO1tmBPjl?=+|-7-Pz6!A{4VGq zQT!^m(Q|za9UP>Leupah^aoT)q@7vAQt2o0`Iksnpd8I=1XcE_F_i986X?)jmK9cp zs)*vZsL@+&SXC4suhAN)nm_Ak3J(irwb$~Mpu>Zd(FxEIB8}jYjZTL$MDZF%pR-1F zKXnGF8Y10HVMncTJ#?ffK6#@n*+D1NS7okl*?BuE+E0G%k( zVmz|Z6zC*Tyu48+bh1cSNOjSynNZW9&}ck#iYVUDs4sM?UpNOkO%$(TsS}}WKQ$jZ z-A~nl&Je}#UMp+^HS-H!fSQZK<@-S`{M073gt^8R7pw@ojbm%Of zo`TNy>1n7t z8&+5wYA=f4qDId{7l`6-Sfduug?`~tPzO=`wz1UNP{&|aH=W@usFSE#bcIJYI+GtM z7m3u9qLrjB_6z4iode3#tmmMFC_Y}JH=s*In$9evGU!rKyvEHcTmj{ZbTcWVLr&)N zuV9wZ>!dFCQYH^%Hc1pV|lA=+k~EFDUG#m-1VvyGTdJOW8+Mi%0Gu(#KA50J^fT0sFzPoq1${q1?uh7snG2{od)&sDI2;&q@&}Y z@^yyop*wxL5V}hge-l|M9m*HQZ)~H#dA<6I;_phMRnXmj>U-!Ok#1(ge%dgPS^a$K z4&Cch52(K=es5S|YiNKdUf$?C))?rgP9`TPIBFw1BT^q44q z+Zf#kJ?_&GXsS;I&@@rJ#wacSI`o97YjlMTjaGBKPl_}>MIVuxF4E1=7!{U5PX)7# z7C}$@^d|I-Pj5j*qIeA}{1BQU3fK4nde*0n&`h7cf@X=@Cr_hL&vhNAFNkEOh}iM-(q_v=o{v>J=281g!Ws)j@yQ!~ zK(p(=pH@zwl!U-}F<*l6p%NKk{^KxSQ15qIh|uN~9JCg+@n1?}$1l z-!?`Qd5gXq(S!v7ZQz5a_xxE^C@k@*D)hcc=fgqStk%#HpU#3l@ab%5sXyy5=tDo% z2Kq=8zoTr8uQ|hyMd9&ohL-t-4JcghQ$uKlPbWYteQE-&^65lqwNEEOpZIh#^r=rx zp;D0!ffuDn@2C#YXFgp5t??-Vtqo|F3NMD%i8O*)M)yFU`_vu!!lxe4mp=7^){Ejd z+gz>D68b7g8Ql$iEz)9aX!HQ|jZX#82EXto=v$v|g}w_4U(km4LEnqw7saR}ROVAB z=m(K@W_e4Eg*J-f(=ciUZ4$*Vicvpkvq)DcEY^n4KwCudK^ff-ZS_+#plt!^XG@|8 z+AfNJiW=30eiUg0YZ$!-?GVL}Y%~V?$xpoj?eys_=x3jvgMRU8KJ=?d)7fy54(daw zJV+TWgnsi=A3?wSsYTEqqWDFz!dcKRzwl$|Prq;;^p{9IEWcRGuYvv!W*I#T?G6f! zUWfMhh3lZbK79`D^9$dE_KV_2wpp{G1AgHb&_8}^67;V>YYvolfAsm6MsOM>I*lz* z1yOuZOGRs;gMyUNHt1lVwnG&~8o?|}9drtxfBCeF)FD3o303y#FDTuozoA1#n$8-_ z^jwu$qe_r6`iE3iQT+Rc(V8ajhM%ej9qChbsHRUfpjskLXN^)V-w3KLihq0=EnxXNqWI*E(n)3dbSPBU zpVb69N)#WI75>hwql45sZCIaFJ)ast$B5L!b6KhxbgWNjLdW@qjiD^j^k_PT>$S#3 zYzDy zLr`0hZf3(>Dx3TLpgqGB6O}uH&eJ#|vfN=8=@<0XmkbCQB)LAUtY>iBJG??6_dKipEUrwSfp1ll^O$e_6uKw68}q+ zqIJ>|FGH7zlHXrRIsv-$e`h6WER-uszRF3O09__ZzFtY12VE{oK5~*?g{~0k=sM&i z=}oAMPm7@|gTji@gC$;qu8PQdC^Xs(U9D7^y(mfQ26Yt;4Cpa_vRxyJH?+c4q^{L0 zU13(b*7ys$&ZobjZYqq=&{9u8*ZcG&bc0{G7rIfY_~fl{K9r|av={$DspN*Mq3%9? z2K5N2nx1P5bdzSq%Nvb{ZdNKj4Ws?gEg~((8b;MmL)4>Xd0<|MaiFR$y67pzdvg? zG(e;g%*xb;=dj_xAZ4_V)F4s(Tt-z$4fd%TG(;4?UY4p04HboJoD1FOr;dW|7wHvD zEuRfN;1`|;6$GhzdgN1~2Sr+pLZi!}ha$4S(NgpZr!mY=T}EoSKkF3eVUb2qn58vt zhDM0ugEGp5M*68+piw^cgdP#a&t-+V(4!IAU;U{yp5nPi`-NAN8sk$}Xsk#hC~TJGzxlBq#o92sx_X0riAl zM>lhZMu$Oj{le#Z5J&j*FgwP6wTf=@G{7k!!yy(G#=u3?3z zK`)Cmo#!(85GoeMFQrji=oL}CywO9@t3hEaE&o3BT97h&99kgKi_02D3!#NUVH*{` z2fZ%RbW%pEpf^PEt8DZvv`C~8sniDOO@G!>=&fK@j@DQSy&V)9eGM%Z#Rp|H6?#Xc z#aP4Wd+6Puu)St|1HBidjJ81~qWBDr7C`TdG=f=1`=KR4VMoo{3VjfyjQ)a_`m`7N z(5HRSMg{yr!68glan$V}B_;t2f+nH4=iqFI75K^CsbcN^2)pIp~*7#H(S{oEv zsv@*b6u$+GcCg0h0d>)=-Ov}oETe`Le(6&qXuU`ySl&`+LtpvS1o}Flu3FHa3Vr9(<ucG+%vQ#UmT$B^_qzZTP#{NwdFK?+ENd4~5dKCIY6d#nO`a-+> z)ZNgZBHhdyz4Tnupud8Y(Ie2`e(FhRw@=fdJ$_+-Xm3D$w8ltipQugppp3rbp!SQj z7|R>YBXz*1=b?XsS^1hZ0{T~!nVe;GDYMcZ`0o=id;9T)(I`?Cd>RcMP`W55`N&rIBaeKjKWi?jDxz@1C!ngq ztbuy2PoZj}=E+$`tC@9}sAfPp(BXdJXA~YG((BF{TH!lThA1Z}{F}n+qWBCgHJ?ti=@85os}=%TfoROrQRN>Wab* z*Fr~$@{$`CL|-I^Lq`XNM*E<8B28xvqr7SCI$ji?hRynsS@nI|0X6XHC#a!MKSPat`UN^cr0Fa_JbH>mZ8mHyiciC+gj5qz ze1=9ef0TYpw(sGXl`3g!5zHqf~~odcaG z(sUkqvL5+n=zLLp8dF7Gp!Pw^C=a^8PhAaND2iWYOI-wY5NSGV80AA9eYzLw6wq{S zco%e$PY**E`!oXT?9*T<5m1q4^@A=E#Rp|{6?CbnAiA07GCB&%6=~-b6+xHzvj#wy z`>AK4D}0&>b@6E`bfriK&Kk3#RTC4Tt3>fz)aXp;YCkmv>MDv)!%|(LYeYJP)U4N_ zYen%Jz*7C8>-<@dL*4w;An1C3)LZFbEY|W%pgVk83f&nLT52tHmq>@eBO7gm@_pI_^%d!6QVX=kUg+*1WmFE`BPxt; zPNi;w`ibJ_ved`Wy+Pq3&H5GUFVf8v8r3+RPr!Vt2@Mp*%UkLIg@Z)#d&8&<8tfO= zp>T*#m7t+MRfg{KDIL1sr$eC!L|TkTUaZr|f(m>(9(ph+v{Y^AAyHBCMKOAvM;_*< zDv%oP&uRcY?57TfMu_5*FVXV5nKe?R={%QFb5f&%LZe#HBYvs{^r$F)DJ}H_vqp<_ zg;`6}{`-@-l++l}(CA8vs*)P(r>-D1&Zn!O@uK+kvRMtGLQ%Y-(Hdq=@C)0Jn&?wo zXp&FoLX$=D$uH9*?_t&y(ZJ**8~w{~m5=$UeWV@_W?AZTW=-|!YG|4$ew9~gjb_jj zqWGYU>O)V8bUwT&MtRWmV3tuA=qZsFOQjxyp7!Z(=oz2-K}9|dfM)pAA9_}##aN?M zkNhY!Q&f;Vd84`hEm28w z`7*7M3%wnrj7p%zB28y`qc5R%{M1tDT|f0T^qwgGuC&6wP>G*f2EFgoa%hQ9E1(ZV z8o~0L)BgLDD1(*;DWi4JhdzA)edHHzf<6{ajz*+r-NSohnP2!7spX=QAk`IGA&L*m zHXH`63<|eL@x&Tvl}~G-)uLI+S(f^M4L=cS1j`%!O6pTlS&-TYm5OvTshwJ*+8KQQ z6%-onB(=s*?St0(bO2iC(?8JXKK%=Q;ZqtLe(6&MXuVGdL0^gVI6QK>9=QhewJ1I) zqaRq~8$VT()P`V|r4EO_6~*6rM(Zj3&M&M*>U)uHX2V_D@D!*lm}PVr^g}?qm8uGD z3}zV}32hRohgnALpv`{aUY6hDr*cSb6~)V2;qlNmpBg~h{lZhBAALFv+Tl|+^pj7g zLpyys1NzygX3#G_wSayV=}9@m{W|&fPydjxX$Aj%{`LQ;7gQl4 z`({j~+CT@1=0-hGwdjk)*Zf#MI7k_tMXF*%Ha(TP7pf%E%}_?#e}59gphHBu0@W0a zhANA6bSb(GN*C!#QKBfHs)#g#RA$1n8@Peo8IQT%#Y;XtT%Kv`-3 z{Yex+bqb<4Tb#=JPtp?q$JU+4Svj|H96tz2mq(`wXj-+=AVkq1gklgjuKPY`MxNuT zaZrVXBlTg!^b(20UxX?q90j*Gy+k7MX;7tvqx6zO$=kTPdlFv@RZf`nCRD|y0_Z%O zUWU%M=@sY#n_h*|MOusvYeY&O@eR<0Hf@BeigcJ%&5}?gz6Gjg(^jauOwv;(?A zlpZO0utq)iB>omuE8!|yEJZ&e}=fRL^es z6?By-_=0T^DS5;fLsyG5g6r~h6sqsY|I1p6zTlq@4U`J*hEM%Ms-Y-7Qu0WpUV^Sk zxJub1HF8hlW1(wBLBptMKh(&k15jg;rZdZ@O4sG{FFW-ssiq3!xSw-JcYl3f&+Ir>a6Ro2o%A zZK@94XwyYdD^WC3@?ecN?n%5d)H?Bh_a{XcLv3uj1d5BIk&*|gO!p*S0lF#SD!K_N zstw(2QynN%q&}qDt6@{9txeZM?L@kqRH{C7ODNSz4Vy#lMH)fM(~VGv5Oq_k9dxTG z*wE8;P)9p;3)D%Z5zO+bE>LGtl}O1WMKAEi?jj1Ox{~TD3U04&SQqLh3UAl~>Mjbt zIr!8OX7#XVbtBc&rtVOdDEJQG8xEskFHvxNJ+&s)+iuta>LZFqN*>&eEcYZ{5$c=x zzx$J-+n|1;tVqcN>g%4w6VPpm|Lc>YVbJY1-3w)hC|eE3K>bC*C40J`OCBH!?!2dF zr0xjOKsAg)14TN_hMwj@ciOZ7y33}i(A_pogK}(|4h^zt1~gctSC9>JA|;P_A83du zSl-ioXs9TQqwXab>Yl_$L-!=$*NEK+fQZGaIid2C{iQa^UiyFB~ipoOw ziF8*}v;-O<3O6i(Mv8(p{H#^bC{eIHzvK~L3617?FoGxil1KbKXbjJ(1ZzwXr>)RLo4$k|5b-0A zRO)kR62)L=o=kIR;@hCfqTn8S%7-2l@gt8^YBMy2VlW~_yP&Bd$}LGp;y*ysL>fWL z)6dX!k*+jFKSB@LsbXk`NPS4niIhCz|3bNJMm^NQY@SpLR4XRgcfV zY&r>=BhtGimD*0jxuRg!V%pL07&K3$5u`koqv6A%a4G`Lw^L_A3+&YI%vu%F9nB2xpprlZ8dp$h_eU@+)-Gmf91AQ(E zH+%}(Y}1p_7ouQ8KkGJVi>M${@<`2^0c}mV%C;o!a8Ke}plvpN0DWoGN6=RxDvFdm z;+vuEiT}O`ke?kXD#gUQ+8y<8|;^(o( z&x!xL2`T!A)Gs#u3l)pP4bP|HuXgG<=r=o+4*hOZ1?Zqn6`?;wy5TH;C{pr>p91|U z3O4j~0rZzmXG4cQS#lJOhusMMaeIRB>lh}-~_v2BT}VoY7Cud zQxoVUM{`S+TqtkRxuxBccn|1gn|eZ}Lk-I+6@yMu$`wi)db$ZJ6Kd$G8+58j(^IM5 zP+6P$K&RQ%7dl-OtdXV-S3!#EL1%?h z6_gqYl^3ZGDNo~}v+dMq=p0e7yieso=h_V?Kox8n3srRFzjj!oiZ;9fs-#qK$(}|* zm2DaWRS^X*Wx5(>L+6RKGqXHB2%T@!6zBqxrl(T5P`XHcpz4~n1iH|sJgBNDc+dM( zXQ-N;dK{{5(-Y7|qTojPhC`u?MZxl(rbCz5^bk}dL^X6>3!qCy>cb^_dLFvWPA!Bk z7nO2-QmL*`O;PZA`G&oqD@3Z0s;M>JgldU`H9X}*SBg|2m7&zfP=-zKL$z)C0ICzB zdTRIyR96&i*g*6;RL`b2psQ?J16?iB2$uH^zk=$AsF7yvgc^u~+v}+l)KH|GKtoTP zp=(6JJ@m8^y4Ifc9n?sq#ZnFTL5*$N1vL?A1gWT&{}pN~3O4lg85FfszeCsAbP&4U zraz!&qTriebFFbd)I5~(^c&Pdq{UdirBcUV&F5bt9Zu1yP|T*XP)kwp7WEC+G3!QA z@CNX-9cm>CuW=F$TidA}q}tf2zo2-C+UUBDqv1^=P3O8iodw-23NATQsZ*fLP(x2A zLTyFrLqkvLP`l79PvxOo?1rVF_BNdWbr7i!vpQ+R%b;6D?Oi2B8Bj-?YD1lDsta`% zX#@?sX;w3+ONg>W*F#-JI!wybtxz{R)dK2nr*4LN*pvzNw5ctWWz#KCuMqXs@*Sbx zqTrIVMNz1aNSDKPdFl%F6{$~(`au0eIt&d|!(q^Ep_Hfo(Cs$$hO$EqbJXx&sJ~5j zLIZ5N8@fZJK5RHt4Ih98inLgY#z1$58v4{g=q`~eq=u{EEa+~VWa%i+o&p~5C4JT{ECD2%rrZdaaDku?Z=;>K# zoJbW?)70>F=>AYcPcK8`MQz++Qn^Z908J3-aEjiBCW>?zny=Ky&;z15$%dXjgC^PZ zIW$?M!!%s1hF?Gr+O!3lV$(KgswjB(=BeQ#XqqUvE>G*A>7j<6HbW1ImbyM{xJ(Uy zfo9lL4CRW{CzaX@&9qbdp;BfREf=kGhf}G#(27uM zlNz22JttBhQl74Yo)@VC6)M#TT4_@gDBq^0&G z*;7|&ZK$EAj?kMn-3YxEq9V<@6)F&^!mQn*LD1Wx;2wIa0KH?U#zOCkv{(-7!=n}$Lk*mMuHUbN3$4r}b!buENG45d7cf;QNxN1%-&-Go%biO?oHwFLUe zPECS7wo@~pPeN3zXS+pK-+A38~W0wSD>$KdJWoc)9cWV5FOL z&|WoEA5xz7Lf?mGdHM?4XQ#f0ez0jD^rKBXp`Sz=!5U??;V;mBk?v25il74_N>l1f z=x3XDK);AIf`&eI6e_k;Uqipz^bPcz-S8OnyC}FWKdTrz7)q7b@`s>5Y&s16DN-Mn z_o=_3zd}?&4a+p(^Dj}bhNquN9Tuq%4LwyPb;PDh&{3PJK*ww<3;k_V8uX7%<)D8< zR7KZyE)==HT+UQKVbP z8tK}wI&_jv7eOc6R0Aq4()3irdeA8%jex3aRuiaNMzdJ9Ra5hDe9mu!c6g0ZJ1EH_Fq+P&qplgU)p1|6MrM@O^$ue3nwdjq(lakScFe zUFd8z4Bi_)^)j#WIZ6d@08giqI#(3jc~4QOf++Zw;^`m_D~eQM`I@>Lok&%3#yX%tk$PW6E<6=^!l`_u&JGMgqs zm)rCJRMVzO&=odKhH8m|m$H$rYbbPODCKDelwqg(LbXM@9Inf!9)s%GseVvhd)9cU zUMLmShQpw%LbIBS7C~2wG@UhCik3t5ZCU{}5UEcpwHj(@(;Lt=HoXpAYtx%hBb(lW z8r$?X)I=1#+1lv3MnX+R!JYT?C=?axCU9MzK8CIf&GNJXx?ZFTsZ7l(hML**JJj6K z+B$Y->$)04twSkK zzd>z8T8!)RbPS5y^fz>qD7a*w%7bopl)6!!v_>vBD$}OfP+K)rAJ*`x(;D*mmne9> zJndxGEq3ZeQtd;jZd&6YsScvx%fZu!(5)g>SR+fR3uxF;6x^u3q9dd_iL@9gPp6aW zEK;8o)r7i;f=l+PvQSsM;Tcdjo6?}}_N;WMhfNnjJw=+%hS|EVYoM%9%F`84FHx|( zr&FQcqTn8Sssi<~XElQQhG?MHxEAUsQXe+-6oYOP1-I8zE$DVp@S=Ds2W8t0Z-n~W z)CwA4&#DgHVW(O{14ERf>uL$zDN=>&8Y=1u-DOi2bhk~tpd6ceLxXJU3Jn(N{;Wio8E=y+q4c^VAFfhLYrQL7TNR$wAiLK&?7dz2|X&(<#1i| zbzPr8OG2r|qIaM?QShSViJC!=iFCth=;>AH@z5+!A3;yp^f9zlq{B2^s#&|BCvDmb zJ!RAP(9<^k04)>gN>j78LC@IqCG@OFi;-HU4S$1{i-NncLi7r>B9!v#ZIM@dQ}vBUHa4nQmaF$Ra)abQm=`0m^D0QK(C8}yW#0H=nYYD zU7ijyYmG=18m`u?x}?^IW_h|2decrdhTakd*X2_WFss0BSew+_qTu%WR8{C5J5>jI zR}@~p9<R{H%7+7CY4w+GT6MOU7or_--uM<9u_J!75Y|G;3_E^02SGE2ei{}I1BpDrYX=ak)|_i zv({J)?GB|pO@{W^sYju`c4`{*y-m}heW8Ziw8nhs2b&f_KZ>*%%lp(5&`+URo+d&2 z?bK4}Kxozut+4?5S)@M9DiSS+ehH;KErg0~dIb7aq{B4at%h$vzlCObS^@oT({s?l zP{Vy{xCZ(|q(02@^bYi=NEK+mQXfKpg;Jj0gAR#;cdw`M&|$mbCg_NrngAWOXT1*{ zvr`X1f7_`yp?^eLjO!}ab$tT;8%lY47mAE`pMV8-!_x-nIGZ*?$BT5BSqC+17j%M6 z+n`c5eF>dt(^t?*qI@@kS%);M7Ibnb<>@=9v`ssqQ$(vn4dYN5k@_&}m}dP3oodtX zP+5^~LMpWfI?Yb~0i7;NzC|B)qayKj&>8fq@z$dn~p(e+Vl@} zmLuPXhNU$t?OHwov#A_(woPY4=h$>IbgoUMp$Z~RXN|I2qXJY>r2CVilb}kWhCX!` zRN1ETP!+r3zub-UY&wqA`67*AjWlgo4Z1)SEMHz!5lRoGJXMD-bmZU9H1u?kHLBVT zE0L2GFTs)nl2u!?3iq2XmBEtaAyq08;mbx=*4u7a+x>1wE!NYj~>t~FxNm7$cU zrcj1WQK+^^hiO<{4R3|&*whiKD+=zsPn`+X6RASO8fw@Ry2_?r(AA+?KGg}TZ>M@g z4eZoSP(wS_8M?-%F3`0iO=tOU8aCIg#n8FG)J~)kH1w%Qp<6_%K$&Xz6x3c6yk4HhKpjF2+bgvcy49v9 zp^hQyq|_5oCsA<8p5{ZHMH<0|-IRI_>LSu&DS8p=DpDUPOQ|=ZZld6lJv|L|7imN) z^)}SQrgxy8qF@c*@Odc9rj<}HoAROFHoXA#5orV)_SJQ5g!+nt8UqS}eA;RHPAX=;orOnZh`Kz=?iE?sG(04LnCea6&e+ygk~LuM%#1@8Y9vO z?uJjD)`(BQM7lrF1T{PnN`z9L%0lBr>O*R>QWc>4MZul-^fzmaw^Nl#O%MfZ_|!?z zL`U-q+z4h()2wX%f%t$@I-H`Kq$b&P1vFWd2sJDZJt)$ZrW#g(rq~UuLQ_KxbG2bb zXj-VDr*vp~h~_AD0rZe4c)dKG4$ZLX3@BHm!z@2v4O>AoMZt~obU8Fjq`R6*)rMw^ zv~!9YL33Q3lMQE;O?HHV%O1=r=NH}tekeV}Ec;PvvUcF;3+st5F}NQb%P zd|g)pS}qFihNrur6(ZdqQmd321U(mO=xHqUyhs&NtCd;+trTfQipE3vHcf?I5C!*e zjT$zCUK9lzdKwJ9BnsB>v=CY)(qgRP=@IBaA!W*uH-m+7Rp#qVnb6x8qC6D;4 z(AzexhTakBFsb!QeF(j4)2Glnn>Ir4+4K?gzNo;BVAdwhdIkDG6ubdEJq4`~H7r!> zGw4H+cBY}Ht=yOqU54UO7QfRYCBUr=J@6Z<_RiGV8{RM3arHVwqL0d&SOv=+yXq!#P zpf5$iH@)3zI0pJk6s+Ot5VT#C?G7``(^h_qwIejk(_vCy+jIo_MwCc4+^01vLEnnh zhgthYCky8JgwkMCdzFelk_8hEtfeOBB3&J#B$@iwZ)im!Ul(jbKBc zs?MyvqIIFv=cK+D=}J?nilp}0R2lj~6x@x2TK-JvN0Fw}(9`A6Pa;*IV@h2E?H3(N zZs@5Qbihv4fqu5B9`uV%S3$)#T@C#z3a=4`ezWO1=y#j0hYmWL?=Fk~8`Jz!y5zRd zA2zjz{J8#>OB|6)v0HRyOzu)I$- zflg3EjYy^LflAr4`ambz)E7EQ6fEy&-2t5}QiWL+wEP&Tv?Kq0HASVMQ|#1OsEkeH zpi@Pq+=x`eZcte}m4HrjvdMkv)l z4c9=IigXj0<>@`>GLc54s1Ul`rq7_7cEb;#E9}(gP%V+BGpms{+zDN2(|1rtsG(1N z3e~n#TcA2NZH4OE^d(eJq!DZw)rLPnSK0I&rLHg&K&0H@2r2poSt< zSfjbtI1F7AqL!jV(6ypqc~ASHMk4j0p{IYL#-WC7)bLNJiAaY@Ws1r);qxz1@KSo( zMJg();SQ%#`OtNu;ETwo)D7f>UE`U0Sf`*>1fo>J4 zLc?q|j6of3Y6*3+sTtH+q&_qpsD?K~T^yzUA?4{>-ceocR9jNrM8Wbt)d1=)>gz_N zX59$&up739dWI-R8)iaTqF|P%hEOj%)eh=yQ!A*CNISFPP|fNB^$pGPR3GXm()3iS zH*}lbuq$-CD0qtw*Q`sSY>`IL(9-~@zfA+70ip`Y+dE1Pr|^2+AyOY2dKyY}!4NIhCBF(y5$Q^~E>CYjQ$?ykc}i`BrrER! znr_qk&_f|ws)ipyGejD}EKh|{u1%joGi~}DnkC{#9yDC$p2X)svqiymd3pz$BMRQV z`ARK-=89Ih3JpE|1kJN)KlHFo-$5nc4d@eYxC>ff({5;?O?#k4HtmHL+w?v3h)q90 zkBW4qth!2f<4)f(bD8S^z;SvxJVUdt=6pLoAUXWO{JivqTn9- z)Bzek8A`2D!;?roCDLJL6^PQHr$suPqO+l8HkE^(5vdQUb!u1%de)}O&~ls3fmVpr zhlcCbFdcf%rmE2MHeCR%6b0Ai8=eK_i&SCOCe5k=y%1{X=|bp5o2o%CiFBBTg=$y_ zS{0hLS#&A%vQ3vkuY?-<)aB5tHr0eyi!_}ze5x+=noaef*Fz1rX~PWY4N;z}(9qMT zyxG=>=7i{ZXst-oQ>g|td{d-8&<@RN0lgJUd1?q1h=P~W)0xoQcEhI7J2pk3cSXVL zwOeb{hSrHzC9iA0=mh9Jkq)!Gr}ohMqTu^Ru~L69wHYA_hNq6uW|1n)I;J&7KwpGrc^U|9u~Q?Vt)k#Y`PA*u zHc_yKr(2;f?NoQ@D|=QBwB4pb&<>jhLtoo81p3CNq0qM??Hr3PaQ7(^9}5+QsFd#E zIB2IMf0&e~8PIoj>V9aKoth5q4y8(KRsz~1+Tkk9^3)RAD_R|*ve5UMRVqnk)$n0x zpGbXZ=xH(ZgBm8^qDdM6{TNE6so^8gPa^f9p{J$Levv9rd8M9$4unz_L{C6Ji*%Tj zr{&Nup@yEGg^ESNb$MC>{c6*r&~KtrZaTB7XpOnh@1kINPtQOHMH-Pxt%Uv%=`d7X z4c9<_hNy;UE%cX2he_2GeE=PDZDXTQsqUeK;1;;p|fo|8#+g%!=$p5ssx=YQU&TOx&W$R(}hq)o2o*UY^nxT z7G=8;%o?a!S3p&4ss)`FYM7(c`Ox_yRcJU=R1dnqrrJ=tO?99PMZujPu7+t))lkaQ zRZulimOIQEqm;TBsvc@ML39>$kw}M0d5S_8i*z|DY5-j#3NG2Fu7+xeR3SB4vtrPt zB2}PiqMM-0M8O)Ku7fTYsX}UwQf;A{p@yDXL05MJ9QUS-%fRd z8i=%5YSsX#p-p|EYebq(DqkB8fvyduJoSefiBuuATB-Y>#v)aqb)s=llMrnZjfR?v z*1HO+&7z4=R21ApPj^DsiMAzEyOo*=U2oGgsF_XEq2`Vjmhuf3mRG|CPz#$DLN|yq zlBs%1Jp#pSdK79YYLHAtm3j=i(Wb|tRwd+4@SP!ky$vfqN34cLJYcVX^42EKkF7L^V(6Q!Gd06Q0IT7S*oIr&x|A zm-aL{O?2LQe2V30O7c!j(Z$6dIG<0kMEiVdiZ+j5egU6iIhvW}X=YzF{N-Xk#d0(| z`GU;W(D;EX_!LW|!?Eb>Y^7#g$){M3{9jDSpVD4aw3@&0tdk@EA2{r46E z$%!w-qE)@HW0n(Nh()V=;V*md<)n@Zv8dink=D2Ip_47W_{_g5eSZgO&c!c}6?W?pviX_J#? zNolSpt$*jkCMUiSi?)ckNBp$o_^`>*4LTc(`nP=id}yGfSdv=$R1N4(N4^q^-sq_o zbeBz6LU%jzhe@e(yfu{bUuxwk4h?eDS|ei7)}97HgB`__6!$a(8X{697QIPl;tQam zj(i33sm0JejxwX}bS#?b=}TysNR?Q$tvkZs$PL{qDsZI~?T3at@`s_QI}q6jiD|^ngf}ShT%Q zHGw9D$fp`ZlO45BxYMKx+>`jt(1W6=rw;DtNc?(e%70TyY6VRd6@*fm&@`LcLDL;| zh$d4B_auHh^pHrEShPcdXc{yll=9Rc%C%DuK{IU{1aM& z(=*T`jyk$F{DY}u)IE!@f*w^$eNvPUEwNKCLwPp60zGEaYUpvBUWcBr=?!SgrA;$J|^M5?5Ile86jMpWPq$D*Cx&yo1I z(6f$w1&TV0?}3)vv=>?-(qU2wrGA8-6BW2hEZW8W9El%KwladPSs4EZR+H z;uk}&I_l;^ynB;WA6jkG)zE9AWW(-?$J;=!+tdPj!;wE6i*}E?SiCK?MwDJP0GCEN&R6=>FI z=slapLhsv@fIbkZPb}Kg^^3$OL+c&+3KZ3>8PJC!RiK3EVQ7O$l~^>(NhCfW+Gx{4 zXp^YGold2eLmxTveV}xACjJrhu}BptD%u8pB1*UllqcE=6^c}W3Pj&SpE~Llb(L7O zSC*(4`b<>hski$%5d;q?`X;Hbr~1%#kt(rh->gWfqN2)2UQPXqQc$ zpxrighW3Og-F1$4f%ZD;mzA8A5ZwuVFH(gy3PeMpeKrk&esFYqo;w_i-tJSAp&xCU z1pVYFJKd+UqwYz3HniWSxzGVoUNTjn)Z@_4qC}F4L`$GwLMcy6p<O;e*8ompiEXr~fC{OeW zRN7IFE3igRhG;uFk;=e+tit>|GC_42dK5TL{C`p3~L=BRc4k{AGpwmNCENTOt;b^ccu>9aOQD-PkqzaTS>Isz-MO_8T6!nA76y+o-S9Aw- zmM9UTyP@(T9j0NvQp2FLMS01Tr;*S(HjRSLwP_4gL8Ly+D$uNnP(_g{P@!lBRLQ34 zP-UB@K~+TRL&G99oClp3N_onK&KIc?iw<$2NPHo5fukX5t^}pKC-JADbdf4hhG-dd zp-2@dDq0Iw6{!Mciq=EbY}x=-7wIsmETuk$E)uB%B}7}Gi$$tHxuSj0B_dUzJkfrr zMkwX!8|YFybpX1|PJIhqZqrVvrYPS{XN>}_QSM|uY_jQisFp~FNfjz}9&}|W<>@#m zL!=6+BBiQAwQZ^f)e-41sbZySLUlv4Je>g56R8r54oy=k1G-97;3`nMs4{f*e;Xz# z0@ZgkG@49hD%A{XAX0^fS)v=Eh9Xs<98ny)MwDIGdVO1SB)k*_s6L)VK`feJ*!p=P2yS4q(zsCkGAmCAuyh*Tj} zB$@)B^!GB3+f_Lg%9@J zkw`pJn*XzvO@~Q!3sIV89Z#yeO@~PJaO6iYD_yCRNc9w{0%eHKhq6KqqoU)WUP|dO zDNnVa-Xc|?Or`2VeMG82S)yy8zBXM8^%LnZsT`$lfNm410wqN4pxZ?mt^(zWu7I*b zDNmVDf1BDu14QYrPpaXW&>f=O5OsqFiZp^$zB?1|58dhLo}y&R)33Zj`M7O-rFCMfu58u~LsfPua8t zdfL$_ca|@`QE5s&2Q3q2xeDYrd__$TcGD``T}}hq{Ff3=nSR4gjR}Ffuf>sp?sUZfnKm_JM^N+wc$pM&QinApqE6M zu9BiX&?=kuLND9&J@krA`=D1vImubMTB8_R?PyeSlJZ5LK(8s47otPZ>oy&R-Vmt| z*Hxf~|3GU(DNlbwYelM%DpIOc89x6K6}n1_N<(jnlFN@tQ>q+PVAEO9+m8IoVwln=XYuu;~hDy-l^C4@Ei2SqaT*1Z}XX z3AE9srqCvvqR>Y+T?c(EDoCzTs5M$apNO(T)DS8Z=`b%!ky1B9pNfioYOMP?67LRu zW>ZJ#bCLSQqGQw4usyWd(b%Y~K$)Wc&=;a2Pl?i^yP++P66zC+CMt;Tfwqd$lc^e_ zknKW(}U`pc%vp+h1~XN_grupV?+qzaTTY789_ zsRFGQHG__d3S0#$6vd!pqHRek65Rs*ZBu*bpAhX+sx9=d=#X!Czxz27?*m09m3;m+ zE=;|l;~e?JvFQD!)v!Nwe2CISw?QX}R3Vivx*IAbs^BV64bd>@L`UO_L(~&GNhuvB zm7&yF=wzD`Q0dStpBe(4B1%ur@^mj$M${llEj4QvbgE6Wp|TnW(5NF!LoQ$BR2NEIkYsa4QfB2}Q_qBo%OB2}P-=xyk1 zo7O_-*t7;Z*QU3i3L=eQ)@0545ULnTd3qD76iVeP^#N2ll=AcrR7Io;v*s(c89L9V zEztQkZG|ofQJxxp3#Hq%6S~l*FQBR-^==U+CJfi4y4Fsb!QodaEF)49;)Hk}RC6sZplx2fUz&=sOW zS4q)jP%WFPL08&T9m=rjVyL!A)0tJIHR?chM5;jhL@l7YAu1N#0M)apF?5wpO`)qr z>cgx}KYyUednQ8(x3Z+VG!}d^P zNB%IgJavbfgc^Ek1T|GE&GjKwK@IuFJ2)C@=&2iYot?T3y56P%P&1MGFe_cNMncVP zx({k$(+KE>&@A6D8;XfkVO9;zdH`w}q72al=thwalk$`cwX$g{)Y_(LP#c@3LvfKt zFsp&qm;>DuN_mzh%|x?v$XtLsB0+YX%*B>qzb8QrPe{+ zMXEqKqEDb6p_HeMP|px0l-dAgiBzHCWYM=!FVS#UNzpc_cPN#s)OM(kNPS3oDuVjj zv=izVqWNmL54ugH3Jvo_2cg?TDNjE@*`j6cFsao_{R{OMsRFGRMNZ@MFOe!xp{Npc zhe#D@o9KLKV2JjKE{5(D6}bv2Pc@;tY^nv_Eh zjwZOX{Odq6bt^PPsUl}kni|%JhAO2IDe4B@V^dFPScod9VRz_Wn|eUQ9gPpx@Tn`H z`;^jRtWiS^`#~c_I-H_Appl`5K6N=X%5HcYG+Ly?G|bSfA8D36wQFfi*%Tjr@7Dskt$H8Qj4I8qF@bA4?qvtGzpp%YS>8) z7ekXp>ccEgdC-G4JqAq?1()noxzJQmu%V~>plKpin3bh9o`$B|v*kq(pc^eQylPCW!GL^@1rvQnF&g(6j;T+t3_kxkz~i*5QAdPEd#=o`KZJ!;c?&=R}hRwz#t zEI(fxZh;;XX#~rA+6_G}QU%IW>Jaoqh?a?tKubkBOv=+g(35uRDD;#~2cV}#>O;eP z%{rO?yZf?G%F|Dzo)M`+YPC}3NIff31zInv3@s1M@>CjHAyS1@p;DJZ&)IZ2^t`CR z9ZsdrgI0!8+tlzfC|{%zq&!^-y&wvfFH-7k=tYqZlk(IUdP$@Tv`?w#(5g_%Qv>K_ zn;Jr|h;*2S#cJ3RdNq{t)CgK_r&>X;iFBBThtx0=dfleB&>NwKK6N9sMx;tC%76S` z@`!hU)`qCGs6F(iBY&8br!43#kt$G{Qg=ZGp_HdC(A#$EZs;AGdO`1s)Q4FWG;0jB z&Ze=@d!dFtl>@yma&7p%O|oG(=mU`sL+P3|6}~d!ZtmzK3>-v=|#s*7Ap;??Ne0zd*Z0 z!HvpQY8SLyq{B3vFFN@QKK~NwaEi``_S$p~^t~v!hk0uFGqd)IRH5NAQFT&3*i;4j zQIzivlUl7*Bj_iQ`lKiW+Aj(&*{8l@jRT^BWW)7p*pAfCA|0lorKGUP6}go3fxkMf;KsiqQVmx_CyF|`3Y0DS5IRYe z6{1bh$s!#lm7~<>P-#b#D)`i-8lpYWDUK$$^fWnBbYdExe~Hv57M(m?lm?w@Q#q(? zi1;Os`03DTqAXXTVXk`;KNUJ%l$WGsqVu3LM5>U=7hMXa*>o9HPP97Nut2GL(3v(} z1)UY5^-9%&%8N9eHMWUrLT8H#T_r`0pmRhz3>7JL9dxcp6=?+V9Q6^MT zq)IIMU};f%sFJA2r;-$dDm!{GJxMj(lXwrPiYP5f8KSPxd7=hM$`tj3&KIe|8l6OU zLKld#lBpcgFeqJ=9isc73vC(!RTXIjvxckT-B2}ABH55%@`#Uzs*9E-X|?D<=ps>J zk`9SxKo^Vlg=iLZiK8i{JxxhdY6(;$L={9!p-V-o#G+HuMbAN(iBy4Vh*mlD$E)#ssJ^y=`5(J zP357eC_6bTp@wHb*NHTOS)Qsu*Naqv<||bdY9`8a6=<30a;SNT@NrJjMhid2DCi&jA0MES{-r+lcpNEK3rO1%#C5Uo$9JgtR#ic}%BO{sUFtWZNw zYoK1DqGZE;N^ORE+w?KiN2J5dI;7M#sIRCv+0auF)K8>JEIQpCiNyCpx7oB0y4|Lo zP_|9qLH!;15zH#B4G%yAZ2B3xL!`r`YAE#wG*Fb`uWNb((Q#+;`Ikr)Qk_I6LwDI! z8oFDg!=$p5It|JZ<+uuzC#nby66J=d5;RyeKSbw2Lu@)98YrQ<*61lT%-!A^-48>?z5>OG{UB9ppiD!g+__iyAjMP)U2k^Xq%$Y z7?BQ>+NM-1Xsk`Gp@dB>pm8B8Qp0A@{Wdj+#)~waHTEf$2~Du6Ei_T2!=#Fp>H$4q zQ+H^RO&y@gHr)z6Xj4aMicOuMsUj^Fi#}9Z8)ic#-@SthPtrugpy^5-auuk8i2opP z@Iy-JaEk7OW{7kcN>^$mlxx!{Xl95SC^Zh6Wz+r8Y*Da=PmO@)*mN&6SCrvKu%S;) zgyz}w0Q9h^Wipki4QE30ZJGrw5OqqXvXq(&Efi@wYYZ1ngBIB|6L$8WfC25UPouSo^W|s9dGfi|i^qNgM(Cao0fZh=4N@LNP zy1@9o&>B(c5S^(Sy*NqKqWzw!|NW-m+-{R3J*eZDvN*@M-96kt%H1 zT(lB;CqykpuR!mLbeNQ<*P(Sby#~D}(qU3<)Nmv8zDO0wzm&V64{Z7vT5r=Q(1$h^ zLK|%Q6xt}#bk=CE4S#|*iBy3)iHL>#!>o~|H7e0?ODN^(AgQf(stT!XHdThc6sZrh`f65H z=qr&bP`0QMv|XeMk0ue$YNq zB9s~p{UFj|8cuU(;tQc4MZt~obTjl*D3zt^so{ob`i_|BTIukl2lqyie+w9Zvh zR0}E_n&nexL8sZN4Cr)`4%2XxW?c=P5lVTw0!kAF8+xh^l@qB#!$LJ|1f3ab=&2@j zmMFMUJCr&DDlgJu8hVOBXWP^gI!ClEd82%)9dxc}bCQZQtK@GasUQm0@RSBs6sf`* zyOrt#RT2f4?5QzS*-rIJ3P`aqtRiJ~S z1azTDhf{PfR5e70lo}3I6R8iWW1?KBx=k~oi$uX1J~a}$SfmlDhKr#~?1tl^8Y1iVKDOK38 ztY|%yVbf};woM;Gb!>VQs%z6)sGdmEStCtrY=*9~X)APfsG(222GzGy+n@$EeF-(R z8@>)*W2ZJk*V?oRY9uP}E{E%?pzAsSHMZ$bsEJMcp{64Bp>)*@A)dP-dawF#v>RfggsRY)~ZswQ-kO;NPVC- zq8p%FMLL|KHc&^AMx>|})Jdd1P^KEThdPHEddh^lh*TlfUa787SDU&)-E8U(br-1* z4Lhk}Kd6UIw?jQ`x(&**sRz`{rk+r5Q8zc8HL|qEXsC}(_dtC`I!vmsQj?&5Hcf_Z z6X`IiY^7#Ex7+j(lr0+Q4wK4JDi7)}QUw|+S_%yiX+(-Fh*Tk!Q0g^kP$=bTB{bNkC!rysh7;6qH8j+wH=uh& zligv~n5NV|XqZhuLHF9U4H|CKcIdtkJMm?NPSXN_FO&z zvr~sijj>Z{q{iA*4ocYc4-LnOv>0p5*M^lz-EY$c(0H3JgeHV&u^Lu_CWC5QLi26v0xb{)*R?_$UI8r(r95?j7TI(wv{anMpxaC?2KGxVgL8V@}s3hstab%ma`sT;IRq{D2u zN*m6Ep0Q~T^sFejE}t3;Ew^a`v_hoA%v!BkFGA1Rv2pV z$DkK%dK`MurYE46Y+4Gfvgt|aWt*OYUa{$E=v9#}ha0sekAp| zO+P`KZQ2igVbcLjoPFebrx%E4W&FCA+^m;olWXXkq*=y4vMB@FAEF(a)eJfyQXkgv z)EoNQrasUwqTmfsq=qL!#Uk~gp(p-?v%$ZLg7=1}tD)aSs*u{PhGU`MMZt~o)D}8u zr^Z8n*fbIPQxsgXZ`c?5%T7&z4vB*6@~I)vVVj0RM?}FT`_whiQJb!Xj)}q>-U|IK z3g4&)pnvRCC+J^Mc=>)%WJ<{=VE%Pa-TB*~<3!pS+OHR78g#rUSi@5SIzhD09Zsbl zg-V5}SPdV8P7F2lbU$>GNF!+I=?Um$o0dYQ?O98pQ|#0-sEkd|K&RUDEL7H}<)`4P2K&#oBn|=v*};xa!3B1$t9Q8joJ&160in@)i;9QofPF{`ZBXwDk7mC}e5T|}ymO&3FT)iC*`H#*Ce+BLE1<@qSw3|M)WoJ5P*b~MEhuWIDni%UR0+D?rpiz=dsbbjxhQ-$ z>On1Rx(d2Mq$}kfR?t0c3B^LQJY5O3w5c|9qbPVOed;jps8%)|fm(}#SJ|g3(6Eh2 z6*jD*4Ld_|QLwzHR?tm$sta_pooWqb+NthPTaiYvM!MFx9cmY9=&1#Ci%mB|?d^vB zp$?+pl6}Lj(5*IggF1?WH$Zi5*aYe%QXiK0G#ct`)16Qko9=?TiqwaOH8g7))J+t; zD4uSBy4$H)P!F3Pf_mCC6Uq_=-%|XnI#4f>Dr{I&8|Fd1MZt!iVo;yZEKj*mUr}%m zGt_Vt)K8?t%<}Xcbeo+T3*By~Rzle}y#V#M>3L{?O;12~*t8THC<<;=Jzdvh(48Vx zxUL4Gub{g`y3!QA3Ek~zR)IU5qNDt~d5)bbAT`LI^({156nyFVH3mRK?9>Kms7)K8 zdqnEPhK+PxKSIMoDNkQR_u8qSq2V?aL-&b-8`WI1) z)$j;3+NPt>7@Piv#)_h@4{Nkh!xJm<`Ikr|QdAKdC(>dmDg)hbH#`{{Z#OIlO|a=K zXrfK!p$A04TQpP4Z|Axug;Ji|fHg$sLh8p%&>SkzODCMaG^sq=HnB}QEG~Z6$3M~)?U&}uA6L)^0o$5kr zkxiYU#iHOv@eMD691!bob` zPbu1OwBKM*8iYZ#5k^8Pj8sB26rxZHN%H-4AJ=_9FW2|%k7d^NzK-KO?|Y`K^?Sa* zWvNYrp{H#c0xh#C7b+0>Ys`h7v1tPItW6W4=WLn;E%#`UUes*pd68ZMZ^O}J&zn7t}r)rXVU!)hFn01)c z22r%UEBqV!z%Hyp;YN`zQ#eDzPh}1*jVin#1ZLui>`qV3QsjH!_cB%!m&8Ak+cAHv5pLw(LwP9muhe*>| z-ccs>xhVRkII0DGVW)0_zO?CPXs0N8QLeBh^p!_Tv|&5wYmqLqp`)JAE}L$LN^H6V z`bHG}UC$NX$B*c@cB&Jp-6CCPjRI}h7uqAz3A9|43w>wPFz9=m?uUM`X%Mtmq!G+2 z)T~L+k2Xz)ezIu_w9lsD(0-dnLO2Y|j6?(2mpo3n@(J1IQ zn?^u~M7m7jDitn;4%@T@`rW2ypg(MS4Eoci$Dt!0t<@R@&|jkHksZx}j*7H1%NHs2 zBJ{Uc=x70S%%+9VKQ=9bj@z^t`d6gI5^Jo0lK9^N8KDYW2e4=&Jsm`q!eq72cWW|=(!v%gUX4bx8dj=C`Gg(=wU-gUqffxvDhbr2I2cSwe{RmYS6^6_2&>FL$Dk7b*;ZD(U=v-0s<{do` zRrO{$ItW!0Y3D@YQK-62N1z%u{RPz&>HD52EP>7wEeW5iM9XJGsiNr3JNgYeUlcvE zqonG5{w0c*cl0Nz3q{cnfTJ&=TB7Ln?nyfFD?SUlNE9vaXfJfJDB94`uh1o;XhTQ; zLbXNF8jf~Cmx{C)FUrx`JlAD*VJWDNNS8_N)$$iYb-lv;L%~tY5+A9l>{fO;piObDv=gTP*bRpohlDC_EJYQ zs|nOZq!AQ4ia||nY6V?wQ){T1D0+v-H0uhexk$emndRto=o*oxCny7IA&MT^rLKlr z+Nu9RF;Vnm<5CwxtwjEY4WZVe=xw-EJLp=``tY0L=p%lx+t{g=q^|of%?{E@@wU+Q zqVSPJibLt55;tph>EMfa3e+|rcR4*4(rr*XrLbdy);C=0q-q!AQWP$B;;$APzq zbU8s|pbj>Tg*tjvMTL3Lt==q0_d}iR)L^KyD0;osRoEBmB2o_B+ff>Hhg~=a>ZMfl z+rg#UL%o%XzRQm8f%=I2HKss)MS82eLzh|v-RV)Sq!Yj53!rR~E|YRp0QIv|3!(mY z>RIS6QM92eoC*!F>0#(@kuI}FZEaWx-DA^B(7mE)d6#+y%CS=~L-&cI4P9yyG*DDJ zn4VbUPUwEGu&y?I5gH`Y38^Nc&CmlPjeweq-h>8=bU8s=pdlW$QR-7DR}>3QNIBXG z4HdNwse@AALBm9u9_@vOi+YEYt<;~;2%C;TBSl$ZYJgIQp;4mFAq^58ghq>UJUR~L z*_2d+&%bOc1&tNuhJ|^Wbtd$nXi7*kMCU-`Y&shnFVbaR?|h}sgB}ts4hxrvu7Vy8 zXigbNb5cZ|pb4TXA-O;F`aly!;cwVEsY>;OCW*qIs5uQq_d=6JI!TYsX(Ac{O|fYd zG*zU_q}$fo7c zVv)bbE6}4}shu=Uih%|x?9UX&S6zK%YQL1!JKL4`mROltI(53#N@MSx72B}wUIulx9 z)4vqHYEu%a*F>7m@`JQ|1!$$0a&$Vh%1h-cRUTR`(q#%AT>!1IsS5PENS8^CP~k<; zT2b_R9VJ6=*r`jPH$}QkVV(+`KyP`4j!uJ$MA7n&QlYm+SwRnlLI1v|beb%ui6^VG7?B=`yn%wIlVOO&QSpHpQV0HvJF!K-4~bE;s9G*4QZ0 z32RKzhCN7a5=GDD=n81FH_K6L=tEInIBSLqTR`amCxqBR_Kg^KM|Kj;&i zvY{;=&DI)sLZ6Cs!W#2M8mPn0-w%di1q0dCoBfG)@&<;B_75dzs zbszMFM~k)mXy{9u@}Qj}O=o$RS_pk*rv^e_i=r3hQV&AA?80eKiA~d?Z$#>0jeITt z6!fi4OQ79ep-U}*_K2bl9ZiA0vkR9&-`lhl`az@~He8|&UxW7Av=aK!D|D%+p`UCj zfcA-^Fq8=zlA(ef_!D)g&OYoG&m;b!QdNIk5vTpMnMeiKay zP7>4wI%KD|L5D@rhOTfG^t+wf4*g-L-hloTMK8(~Zi0^3^da<@O>aR*Z7PEP7HI^J zT&TD4J#@^bAE1A1+6x^QMX%Qteh&R>r+$Qzrkwcv%T4Et6QtNdlRC|&pP^)rR_VD;qVRN)rt`>aMQ1{1cqvE!Pp|z( zbOlu2F02Yw5JhXO*M?_66-AoP@{SrqmAqMw>Ohrkx*V!v7dC^=6-AHi3M)ZX?ZQi; zY9d``!wp*gdZ@ZL%hA&Sj>86X}Evw`#-T(B(Fbfv&J=1e7LH4~08aI2o#M(-i1Ro2EexMCze%rwSKA4ZYMJ z(In_9FXdGN(Q@c&QS>$(O^2G6Gh7(P~me>E0KDb<>-B=wM`#D*NUPIU8)dj zBZ}UJqZ!b3c4{qjy-1f?l_+jW)(SG;HA#H{_c~n}D{2tU<6fQs4(N3sKK(2>b zj*?RO{7b3u9fq`zR5!b@1nO=VoN{0~#pOWl~j?>JHs+({0couh6C1K@Zq;12ot!>O`=@q7G)}7EOo3f$NqUiP3QmPx2C(?9gIl3PjW79xr ztVq)nsRy73?O8pbadv7jG+q?_3EK4`9J zMM&#KXPwXIU!u(+6^qJ4^F>=j+99e6EfDPw>42yXv@oD~$&Tig5jBPuiNfEN^HN3W z&|*>e=I6B+Wk8RL^j6bj^E!)ef*uof4^E&gQD^9JkzP17K-34y7wH7jw;+Bu^n@rk zEYy3BkAR-^C{KmMpr=HG!qhm?P-uxrC+Va0o|59zp`|A%xXHgnl##^8Ur3+v1DEla zJF-u@bj-j4zUndX8UB_3MeSC~@I_wmRmS^#hy|s`^uu}L3rYNxQhbON&~?F8=sHJd zL(4@vNsnExJMjw8^8pP`3y#ubgJZ!L@e7mr5G$auI!TX>)%Ps^=$U+oWz%A)Fre}C zgP!!*`266D___S!*Ix?A{S$xq-`npkI*)(U#mfP?k1qHRl>A$M#c$$o$*=G=FKGpT zxuZ{yfv@t{+QG|ujjwtPTzTT(r?+%3JUtc!laew{;d3V_J*J;RzNjub@xMf{IuJcH za+MSQgUy;i+(CM*k(0)J=oE-MNRKsk65}(cKZQy}_5;JvkTbNcZ~Qy>{SNRMT>%s@V93gku|q{lL2!JUj;K4%K#hDh{9 z#=U&Z6v$1%P3GL>WDK7&1#)vJH^+jnG9Knbra(IAYI>|gkz^{LF$K~w`1iDR)Rl}` ze8dz;mr%MmS->YulA?gpV_kJ6<8eM<3Z!c+l%n8^j3@YfNs{Nu5r6IF$NwW%6(K!qh?Dod#of3rI1r5sg(eiP*fm(ydt zih?iVwV*?yypT#n7ea?ME8nAX(CYh*!X0&+iNZ0M*7be2s`p|W;i zPpF(t-JleaMlh==>BO&if9PzHPSRt214)Vxg3b|@1V;%P3YE8M2votQT&SWqD;6}z zbD&B#-3L_;$SuYic}k6hs)*E+pgibYkuF2|N=<;O+B6QT=23}K4@1>OMZpP$jwVAj zY?=bq49LCk^w^z2Iw?LFIxir10%ZjjpADsoV!=s*7DMNIg?UOn0A1jv94&+{v}qAk z%cFc1&WA1%>4Y_kM9)DN+q4|I#G?|WUV>@|bVq)0LSaepMLY$%G$8#~I{s|QP8F?% zE>mGva02Oz_>)i_r6S4;?!@1N>e}=UR8OSK6y__n5xU%_P0$r0T_#nc)F)7yC>ER~ z=xwOJD9fYwp)2jeEl>lSHbV_XC9bev@YkgHXV6umSV&pH7x6ctMgh6Y>9KxAqA#Jw zqWs__LEl16L?w>;2Y*e9?}M5K)ISzdR`5mqAau1zC+V^Nd7?j{W;Xo^HMi+7bd4xK z=%KJkg~y;4q7p}U1%FM7C!fTpNFK!ki=PU`M0vqUdTfBBqZGCZ$elo0!JT*oQmt*O z2wiJaC8&)^Jrw4vuqt$&NGDK{C>6Tirt_h6kuH-eQK}ZyRumlYn<%8RP`iNcNewJL zc26w$B3=)=L6qm{UVRa70A&O;w8YU+{a5aIGpPN4X;?~dC*Bl_2Q(}=V2zMkL;n+{ zy24>;N@YMdigZFMCb}8Q6zK%Y6m^Df@(LZrp_@fn!DUi;O5G0KBFgcoFVsP#%cN!~ zbwAY6ra{oH9_1@F5b7jS4~33~L7hd>8jkLSx`=c_swnBiulN|KtCuPk^@F;JbV8~` zv>57c)1y!iQDJa7k$MQa%}&jMZujVbW<3UFd4-N1hI$4xJh;ox#_$xSUV`orr3NQZ zn&?%imrbuhy+yiADyGz0sE?O&^g7g6lo?zmm8H~s(48WkKslmKP_~zH^gh&2q!Utk zN^ODqi*y3b5N(6*@=}gALj&y84(M(>^$~QBo%$5I*Q0!`u^q~>=`-j)kuI}*p;F&N z18pjS?)RuzsXfpjQBiP0p`%}*2Sgf?pdX;YcIqc+h)q93xgw3AutaMdfri@j7c|T( zbg6yNaGUl+BkaOop^-KnfJTWlf(;L7!{g9soBoCJY)U$rPmx6GNso;P`jX;hps_Zc z1w9y$yG$xYYgB;7*;El4uR@I=m8#T>Z1|8j%h5Tc9#)}7BvKbb6TDe2RSBACr>a4d zY^niGwy7pG#isM1sUl5h!!$itU1*w3^`PlCT@K9d+j!@JeW|O%0%V9%X9zrqKL=+z&0!l_e?Z z*qb#3TH~eCw8jGHb(9vNJ`!monN1<;- z+L^)_=^~wwDpKkm=nR|g zh0gS-Sg9PSj7U8cIvN6GF zl)4o<-z#+VEOdcLJ&Dxw(1kX=0M!!Z1tUn!(5$u4MIwzz&}-1eqBJk{1ayf=J*4tg z_!d;#rXuK4o8E>l6RC&7LKSX=>e#disw>iEQbkIA1l6Y=b$h1;Pt zkxrlz(dSTokxtTMd4VLwzlE;+Zz`l+Py;))8)|6N9_XroTo1F7gJJP~P$Qf6Lyf&c zmnwmpD5Vn$tEli-sHsf{psPhG!R18iB>vA6o7t&@q?+5QrSYbP1#UyQCe_0kvb3RBZ{7Dh6=kteMMPe%F#{G zouUaI4T7?5x)16n$_rETgD>LuLj6VgAr**5LwDIU1{xqL3{$I=ng-qNQIY5o=pLJ9 zLHCMunHRM|srgWjmns&`hVHXz3N%op%M|WVYAJNTNF$&U(G$=hkuE3bY3Ko)3ZTJW z;a(L!4h`{Aj-G>ZMVihmM=wA_MLK~FsBjfD%%;`QaFH&PI-=A&&y3mUvoiHm?YjlJPZMqeDDWJp;woARv_v>Xl)rr(AqSRnS zVpe5ng(!MtSJ(=A)h^6{UbCq^w9=!_dahfbRU(aG4M$y})gqlhSxVgxt+D9==yjX= zL2GU554~a20O(DRvbDw_=q*w7t;`W!3KfZTndKdghu#h-@rSviNBMrOvr`X|dPfw! zD3|I6trtZv%F&(ByLRDd=slapK<|5$tLGXAZ4hY$&*f+e^nobaFi)v2&_Pb*Bw9}?{ps#Ft7y8(Toi5S=p5)@QS@8~G%FQKnttN*FZXTY3rCfqQle-> zN5^@GCy7deoXg);qibsu0lF;D8^JknVsg+SD7WWK%X&S+l}N9-E?BF{p}{a+Cv| zYg13Csz^Jtp-T;es@ZfOR9&RYq^f9*@lXw$9)fC$qPO8vcS7gcsfVFdJJk<5-%bsO zF0g3?bfHZnp;|VLf-dqXRgXLlx>yuFSDNT<=n|XmfohAQH}6up(50fM1DAPCW!7P`dIxG|(|b^JkFr$wE_97e>!B8+XnB`<18ONs4SLwn(L5+7(#{F`1Zri|7O1r- z<`upGU2D^eP#e2&BXpfjo1p7O+L;ZrgQ4*+p>&Z>pd8URP+Ob6h1z+uT&ftl!A^Y- zW!SU}YA;d`YvgK;pP;yxaF!HC4Hh0slQ;eP05JGB_PMWn?j z%+vA*p$?+VaF(O@p^jc^f>OUhw~C^ls2QScxgbyuuwS zj8T{?(g~>&Q5R^aOpejutzB> z%!MWd< znr^4YK{G@eL8`W9JqFG6QjQ*k9Y=cSX1xS05=Gw>M^m81BK=4tQlp_q?ZOq%W1?tzS6Bc&ZqFJI z<$I}^He3Qd;mvaNGW4WPuRu?UG@a#LYBjV(q!XyEW_ z&}wg%qpzSfBAqZRN3%{jozK5K$`zdqtrh7qDM#g@H$2Kyssi+;NS8@DssX(viUpSw z^fnt7*@b0Dy=~K3&^nvSLhp$DH7Y^tZK?vj>(K-~S54?WQRi@ZN58QA`(A2>Qq@Uq z5a}|H?C1*U1DmddHrmtx+GJBhXtPaMK_A*wANt6qCeX*C%$$$*k&C^Qqn4yT z2`KS5L`S!f+M<+R0&l}nYf_&ob;O%>7pblGtTa;FM0sHCAF882ZMhA<(zptPPsg8`>?3mUom5?ePj7-2;6mir##&3U7qI z7ilpzbTk_JL6jd{PEa>!uc*MI+n^ssnx06Fhkg=8%ez^3Li=p$5A7F4@6e_0g?{#C z?FjaXkAr>@>4Y^(L<^x`Me0e=MCgE>S_B>RXs-$vK)>0v7&>IrqtIbdQP9I02UIu; z`dy?E33?v-!=^&$PrEP=IwH~t3Xf>k8tAY87LE%fDgGjKRHV!4v5?+{{z znzbJKCm`2Dp`(wX<4T1ahV(l0uU)tSN}6%v^Dp-}iNdu|seoJ$l%h30gHE#PbLeD| zUP2;O43)N1UqGkW^d)p^K#2`gw8s0;X`+(gBr)qTC|QNk8da3q0-Y{W4=G1KL1(CN zM_A}+4s@oMs;$DkP#L9Gg(*japtF?H3A56aItrB)X+(m4hRWHgLr{uMze8t>(!w>G zXx6{bIbO=q-%xowRq6~r{}QEyg)tTWNUEYpJuL6&3{sUu(IY!LMyj$%C#2e{umY(n zUZJBip>u6I6{>0%mVv6-bQVNS7(hQDHh%*QT~mJyBY4Igv_&E*C``=BV&m=n9cPs~wbPQwCID zlFXgBybd^XwJeQ+ephh-zfEtT*nN*%;^@f_* z)CX!Rir$7x-2h!}r}{$8M47>e#H`v-b34@)y2hgk+VBpjg(xd5bkqiFDa!Py78JAT zVyKl!J#5Io7vz~x5 zMbYw(rb0J~G=f>Hlv)biEYjr!y$apprHYh#3hLmc9Ib#liZp^kN3TP-+VmRKNyNYM zi`0hTi}(bnvzKzT2I?Xz3N9y7o1v~Yy$yA~qOT7WzVW+l1z3kLVsJAG3QLgYUsEj7=9nV{N(+deEj?(22hT8f#nxjTfbaZ=;Gf zYzRGMQzPi%fZX?;=2WFBK@*hHt4mNlXrfJ5K$Aq8o=CNXCW}(S4c)A(pedq2PCTHa zn$T3cFa}Mt3mZez1Nwi@RSueA7dD4xifV@&rUhTbJ3)`w)CHPl(@oH9ksgQVYNEn) zXpWb1)ESy9N(#ey&5ZJ|XX zov?gc(OuADo9=}k73ngmOr?fHk9jFagQ3TvKKwJM+>k_W1ekB zEiwdp%BBI(5}WRZmWtHFhFL0{0zGZhG-#Pfmq}$SH4`fEQjVrW&v=xh)KutMkuFo{ z=yB*dQ8dfZLTI^7k3i3hqQYFwI`Plhdcmg0pclPDms$W7it>UUHk_csRnSW!T~5#o z(93q}Rp=Ej#lPiO{CQ}FmvXckdex>^pw~pY%o_7mxB*&e(n|4F**|Z0G-=^=N4K{rbeIU|H;B6G@ZTt#t6h*Js(Kcw4D0&;Kl-dt% zw&`c+Ly>xzS+zP0HxXt$`u zr5+0YniOvV?Gc5~71CAEccO6lkgkQk4`{5P%H$)^AG}$~!LWEsQhNh>NGIvBhf+kH zp&xDP0{vuDS7@J2-Jty*Rne?0=x2{oMIE7EM7qp|js`%#igW_iR_b2pfG8z6Nl-87 zpiRA@-#kiFVISy_NFyk8G!!~)(=h0FQM9~E^@skjQ};oC+B6V4B8ncli8joE{_;|e za-pN5wD4`jlo|v5Ez)J4%h3erm`Ep3Tcu`0|JXDUI_^=HQnR3cZJG)t%{=knirfgk z$X03|R7#|t1TBV6vguLiWKk^WNu;JhrR~%L=oBxNqct9ZPPJ(=bec$)nU$+l0hDah zGtlWGJ!vBKBy@(IdKNlUr0+!{H6JP?N)8{{t#K=KmMG@YB&e(?T4REie*!8e$_rDD zRzfK@y#bwV(_7FvHWfkTJ>o}&U-5NN1)JW1D%$iqR7s>BUetUQehO6<>2VVD9#q9E zbg9+Qxi+nZs@k(QL)C2h2&(QC=4-<>Pz{l$v!SD}pqiqB;4)OG)FJ3Rn|_BR9u?_D9fmFw ztqPyZ(dlRL37AJ4luCx`+H?j~Po&FyQ;L5o zX)tuVC^uM)4fC|&Bq+<95vM)L7^auW*72CqunNvEYQ1qg$cgB8^DU45*JN z`YyXvU#PE_nxR?Kp*ux7p>V!vF_bM*Pl9Gb{Y0t33@Dcq~nUVZ?cRH|)Q=;&fnPX#nF5Pl9PCM$J6w8W-C&{9zqS2!_M zsiDx*HVuQ81vKGEm`YP>AXFea5K>HZFZ7HGn|Smf^sG%|q33KG4=opU4hyq1YcBM> zP4l1^MBzJ}n61=w=tYrwc!!P_K!tW{CiIdw%cbT(FMEZ#nl&GKMU)eqFw4=C&Ry#cKeZ3xNz%)bl0E;{09Qt;QL zcrmnA6#i^XN>Sm5&>I0wN)A(wwnJ}lrQQ8?GR}Mq~90u9?<8a1Ht74WkFvAG&RrBiT`^U ze#QGiUyA03lplN%zZcpmDh#Pe^Z@jgNH07+Hr3G(=xfo2FjcJ7XlR#5J47R)5>ZK* za_?|F^i4q1^y<=M(^8b041Ft#xzw~Q(M)K!sIy12p*^DPkaCoI6#7n-8&aNVDfGQZ zdiMBJ&<~>UMNM=os{ysIEsx zp+h$P4ILJRZ)1jg8-GH-i<*apG0i$Hh0ni4dI>DAXOEu+{V5s{rgD_33>~rQT<9-R zR+t*3RC(yAsJBOzpua`AA>}D`5p>L^OQ3&5BfL~y=(tVwpnpaB4)VzQb0>Z+l=R4n z&%b8O4ht7+jrLF}k-p8`$rrVQP7*B%Qw5@q(8)G+f=Y{)hp9rPdO)X$ib7g1>It1H z(g|y97WINo6BUQ4t)f0qvS@!u2SoQlr;Cm_nps-(0CYw`ysZTRg9H_OpVsEU_rtJFH^T#+tQ z*j}_Asw&du1Z{$@NBN zI^U+f&;_Dsd6(J>T`1BCg;^^68LH(KI{F5>NTd@|y_Nb6y4a>e&?PnrR-m1ta;njpFmYUHJ+h^j%2 zMY>F(qf4PCq8VY~Y^BnmrZ!y(T`h{%n6K3NP&3iuurOcL9BS?rE)g|^t`QZ4sX|dJ zsD)^4NJXM_sHJFqNE<|PC}z`*P%F{aFtt~yj!*bsEtkcK-Y2mssM>+8;J``#jkUN1&i}Ij$HjRL8uxS*O;Zd>*M?&pIWr7oC zrHE!jaho22{wJysrm86Q7<8je3!zM#7C|@Jv>3WsR6U%Ps##A#w}@(oR9Ey2)In6s zqoq(sQCdh1m0AJaDryo^bI}^8lSr3&QEf#lq0XXMm~ylZ>LOB4BK0QJRn*2yy#sX< zwGXLt@I`zh)ZL~{P!Cb`$S(CXbem{USeUEAAE4W9`VqIi#(kQ=nd=Jt6HCm4kYVbi#|;FFG6Q6VR;i2VhpJ=v=6;P1T?~MYV&=>9JY* zcE>M-vPH3w^eu>A3iT7U4JkADB3=*bFVYEx9Ykr+T{hK+2H12tbhk)76n0l(L+Bn+ z?{JN5QB&w%kxobr5Ve4Eyp*G6(0wAEkQ$^^3>qlP31>NK4c#xA64Gp?GN3`C`5`S9 z-2y$}QNHLVXs~EWm?{wUfQE=xgj6Kz3+0NIhqOV|3mPg~?@=~1Or*;^@@A#_L&I&l z3mPHPWm3gT4TMJ8bT>3gv^88~hf*V;(KZc*@iuQ+eK&h$F zgQCMB9TUxg#{HM{olJ_)g2o3lJH@4DS5WFH=pj+{kWxhj(8D%815NO#mQu^0iK5zJ zVVdYgXp*RTNHNiBXtGVKpedpzVXBQ%uR>Er?L*2Gt%IhC+J@9Y^cFNdpgE--%}Ew* zgl5?EJ~UGlzQZ~09d3ahvFT%ImMDC^bKHyi0-9~pXV4r`_zvf|cla$d*QQ<2JW*lz zTr2ckze4jx>qFWgIs`2cg})u<6pM~R3vK!nS|rl%g7ny&ol2cip3lETCBX@_M^qkq zRHVz$UeQ_5V_u=7Qqbd~@VCR914^9_<%=|eLPwRMCqz1d4l7j)deSR&R0DcSq!Us{ zl&TFa@#vW7QfR42C+V@d$)YQurvsW>Avl4mh?+yoJgP2g3Ke*iDrx~eBPtV|Q0RW5 z8bQx`DM!~p&)KPl&~lMRBnsO=&)akz^ny*-Loa$%SIf793PrWUH(7Pf{Pox$>@7bxxq4#adhc?*s1oVMTPeL0- z+L<-7wfrm4CXr5{0ird~W-pZ^dKvoAqd}rV=p&IXQ|M?N^sz^|O1%pe+w>mviAX&Z zj!^0YXp1OXK2P)p^r@F}v;o>G(vwo?=uK#wC|cf85wu+t%^Ig!YoX6XT8u(RA3-}r zI)NrAwH^B0qbZ`#p)YLu0{T+aIk-%rOU;9J+NrJ3S2k^fz7}aQ3TJ4IFQHu`oj|ii zyP*=BzJtCIX)#jsmD&Y;>!lp+fp&}ZBSES_sSlw&q9wsef(}F9iSj-A4fhjzvreb*SDVg&4%l=ibWl_j7Oq!eIp{Z=DnW-l+MrZb=&(pVybVX^L%-Xp3eX=m zRfPVu3#&m#Y^o0ZWm664sAzNe$i-T|4)nK|a+C@k6BT)>v!Q=PTSMBR!bZ?>k4i)h zpnpX>!<3`uP|~auAN0)C3193{str`irk2o2qNs4MQZ1m9Me3o@(e+SiJJk$2MWoB5 z4y!N&I#qNeIDw9dIzgw|)E!E;sS9+vO4>IYB$1t3nrk|juHtmD17O98A5t?-n zYG%`KP;*gUaGBINrB1HM=U*cABoW$DwOInxN%R zV)-_r=r^pRd{WnmW`vJCTd8WKuD7Wolx|aHsI5pnyr}sqtO>OfEe>bpi!O$4u&Fkb zVbf($dy#sWwM2ziKyjPWp#OP=%aytax>2MP3JXQoK$$kRfNrv>5p=UhD^%DRy2Yj@ zPzRBwv&Jf=u7x^^)RUle=vJHBLY?fwHc)3f)eh<+ioRcNjZ2`eUg278*c$34(g_H_OqjP%k@`1N9c^ zGKHH}_yE+$rd+76H_N3uL3i4z`=D%(iZyF6)Xyt))B);mr-ndxiFBFex2kX)G(e=q z5;P3D+neQ5w?OxZbV8~`g%hBAMLU9%1Wki-L_0&;qtqkNeWDVN7C-|`UIL3koyiM zs0f;@lrBS6RQLxp#in1NsW$xzO%rKn3ahJdKQvvW6DU=5QYAkB@=}iWk(w#eVx(#* zbrgCeAoqPw(8tg$QAuz)L9?ORD%6Msoyr<>Y)XdailQ}YYmL7toF~#^6xJ1$B{g59 z%L%FsE$~ulN|l2aiqu2O(Rt7!n^K|0-Yl1@0zGO|Md&fRuqyPpP1T@$QNv(oHf*Bh z>p@T0bOrRJM=_=9LQi?rMszu}M5N2ia?}i3>QP&znm|vB+6O13GDR8CGLbGPs4Y}r zQ!D5hk24A zS|!p6g#(lt4Xw6mD740-9HmAMG^1{?Ot?@LpQ4}pdK{OrOB+_MOIVylQdxegkgg&(CDd;1S zE>k!|vz~`O7EK8^oGp3@Di-N7srjO{&?h2YPS6|B7LhJP`AThsKJ`+L-h#H;sZG!} zJ5>a2w^Q#!pLwYzT4O!5Llix7foLW4xoB~4!t#zbLtl7>j^2a5wCPP~r%2Nig`YxS ziJ~=@YmHUV*IuEcccEQ&Y6Vmx$`6+>RN+U^HzJ*|#tKmh^sPuEpjD!s&~A~QG(p>; zJzk+p?Sj7ZXsrsrg}xW*gu)`xe&`30PN4OoU!lETYJ=!!=tq%GNEM6zfqoLHCqajy zeO_v-QpchFBK44RRJt;sf7$desb6eLBK4~`YlmhXBXvNe5zKOQ8mWU`p`(+b-|SQ} zbVw9EvP&Ie)?ramFg-ErAoROOCED-+^oM9?m~vE+S$}%8N2yBC5s^-qwO4dL^p}@% zR2e!d(uhQ=3iP)}`&C#2I_AwfAWDV)5giUrC_Eyn2Oan5n5aJVuQ$t4O(<#hiO;_l z1b0t-QCg|yP^p0C>vDpcKquL$tD%!UN><@DP-&Z5K&OZ_omno`3OY5Q#2SvSf=*LP zC#1?~R$C}pq!TDblmVTtLcP@l)q&2iQ|+NMMd~3{L4_TmG9sNoRYaYjvplLU>IRh+ zMTM!NTcL6yU8c~{9Z-r_SWBty(Ai$fQBUX`kxnSAt<+smc~P{6qfDrRo$3o!wCPT$ zl1Ftlt3Om(q!Fy)=x(TrNUttIw?XHMbQwxh;R8@rudtzL08~w+%cLBQgsRmeJa z9#qq&G0=IUhQV}ZHPIRqp;RyBXgGAfNGGIXO3i{U5a|SJBU%JqDAEbkUi1`HOQaJh zQ}ir!kxfrS7u&Q9xU!zAG%%?y+cPoK2>L^`2xi3%@;I@@#^)J2pZuHjPk zpswC5M`uIbyi|c^)rGoyvmDiddIU5-`hGboji4-%E|XfT zR74qJ9Cd}V zMLL0smFf=l^HN(yU7-FVosilg>I2;+QV+CKbO$s*6s_T?8+5lQdM-yDp?mDYUeLXE zDig{PX))F)(Hi$a_la}@?GX)y28wh7?G=rM?iXzhP7>4?8srta)JW(7n{uJSB7fFs zXoyGqwZ?-`u15z%?2qBK0Ivk3o6=rG-IXQv6Y9j7THWV<9~ajkPHsdeEjPpm8=m361xtw4Q4j^pGfA zexaj<(8JJ)fAW%h4eaRfad1MAb0<(4RlW>O^e9DC2u%{{HIS+xdKQ{&({s=ikwzp^ zYoMtfRZ-zeXqru{py?uArZ82h_0SAah2SJXMbJ!9^^j^Q^#SyVsCGzoMO&d+Hf@7u z+w>_kN2C|d8fhwg37Q*_`=dHRZJ>Ed=`z$%sh!Y#o4$fh{JovaO~U1yE43e5Xw&!5 zBAb4I7K>tGVH*|x0X^!a9PNf46X}F~+A4JvdR){#EX)-B3+0PCgw$Dd%DH?3Cdvw_ zx2P=iq^NsH*`hO{r$jnojT})0Xo*b~p{1e$VWCUafS$IgCbUeH8>U8RRz0XdG$EuZ zqDIg&HZ_2r6)g@^OO%R1&)L)(T5i*|(DNP@sIU$6f=w-<7d=|8R4b@Zq#jJP0EX#}(OXx2dJb&*b>y`rJeTAPMJZ`d>(def#M&|4ynVAcW68U+=JbOId~ zjf38{X*{$}6um>2>I=OS(4x{oPkL-ovI?g|>us6|y=&7W(0d-0QQ<7;eVb-O8$7C@ z)C}kYk$Tv$x+ovoD5?^iBa8{bucnkX2rXr}=rZvzf zHm!xWh*HB@4K-^e^r@F}vD@tpl@tC3;I?xBP`_K@+)2u+AYctPS|jH@I|~Pw8y4u(08K3FttLd zi=pprx)Az7v>{AwR;muPS5zF*R#8LfN1LvKezNIGXrD+uJeU4#i8q1vi^4xD7ai8D zYoMP+N8B2VgTE%luZ4aIXmR)l(c)yK+CjgHs)wmm(aq2SQQeTzMBSl-9yJu*2K^?| zNqTH?6H$NYkWF_%heaAeNMR!nPTLr1)nqx+!0yi^;d z`awrUT8vqa210*})RUlG=$K7Ip?_=|1|1h^1chz2#wh4tkxroYqKBZQIVb+Zt-G9{ z2~a6fh2S!jsnm_oNnXm)H0WfJMkG?Rpwgn~XTzm>K&RM+=Qvz9<-c_~NFLuI{Gwo=bR3YE-mC%Iun?*!(sX9!h~9uIiF7$ZA3&9D zdJn21QV*#?D*O;S*GoBC4^_44U8tHUdKyJTioRcto`PzKbix`Vl-dT>6h#|4 z+6GQ03FRL7=Ypt>H-&>Fu%^+b8W2^%{45xQJ7#iNs}@d=ns z|By=aXtrjZM5?|>BbenV1-jCv)1U@6odGrUX3f{E($G~RjbN6eicljvbqdtjo3&Vl z<)9`uB|}YZIvu)Nr0J~T3adcPJj&Osnox65^kd`b5U=+dQS>{-(N|ClQS``;DpAw1w! zQ0S-yssCf^-UFHu}J3wDEYMA}TR zHR{zHxim%txHBf)M*EDE=D1Iw_>T+nH zO|7B)px_1#KNT7zQXPihD4Gjh7oIXoyV@KtpX>0u8fiDO6z7 zGHAF+Gc#eC&h6>gMyy!g+|#0OQ0L<)FS9cn~I^)q7`m1CfuY6+d*T3 zl&9s;*nl=G^)PgkC_b{MmC(%rZBgn8Xq-qb7^7VD3UrH2uR`NRs*_H=4^0rMdz#*W z3Pth9#`n4hnrQcW37Ta0dK0?UrnjKUHoXl^v1ubT)uwl#X*RtJO&4u-SI3dJ=?=@G z88&?l%@oBKR?~DC zR4m%yHmB)63O*3@@&&(wme{?jQ*fy$x{XDya7HQ;Qj?8s!8f0 zN4`!n5m5u^VVll`mIqW-z0QFiQLpGW7I``pdNfE?Q>s4nm`!IuD@5ANgqcb;haMNH zMVc;zp0HCbp_M@|U+{FOM5L>uV0HCs0zDZN^wa`+DoE8(sxkDmNSi6>>2he5BmY5y zYAID4dPWp|Y$95~TluUCy1o3PvxrV3wOXV)P?idIhSu10HT0ZKU7_bi@$mIkus!sG zNG<5)sSmVP!Fu}l&8K>sZHIXS8VDDy=qf0=rvI| zMn7nsNZpyRp(Y#-trx{d_H+vLx=1UevXz<$y%7}jGy>XS(@5w|Q59DwUGO~UEm75o znyA+W(Ay%lAmwQWv@z)AX%zI1ow^NrR}`Pir*4Mcv*{M7Or*_>(M%H-LGO#QqTxMV z3wr`MHIi4zTiyg3sF|ks~hyCC_b`J-3@(Z_qrb{ z52&@PoLUNfEsEdDHlo?kHzIB3T%O*5zP0I1Xsb;xL*I$w;XA0;Lg;&uTF}c=8T3O? z(9>#Yo1J22s& zk?w~(%+d9J0{v#wXV5N@Hk0bC)SuArqWA;gX#@0!o%$L2)20e&cR;!7wG;YF6c681 zv>Ezar0z`U=^tp1NOjUwwKmVcY&rz`$1a!w{VR%Z!}r=wum9}Se^AE!eb2xAg{Q~Z z0aX&k!{_N-|3Z~TYC+1=k&JPGNGni3rD{M`MDay=`jmnP+Nonn9TZT$3Z4KREYb?S z28$X%Rc$&0I>e@W(4heps9+X!m`(MeY9e)K44*m^Iy|6JDwqu&A<_z|F`^5hBZFR^ zPKPo@y1I0#HguF-usL+JNQ0$Qji6)f)Ok>Ko0>w$+H^j2oK4N3<3)Myq>M36M?Mj% zA&T$N(>c%yK|xO!K_`l|Lcu~6Y!B5G#a{Bt5L8E`I`s0? z4XP`O-xN=Epsb*mrzCWeU9b~W&!!ycWSg#p>f3Y`bc!gxsOdUa2k2ChRyfxz(Gcjg zprEJjPy;(P5IS9?4=n|YR4@UZ5u`ljLucAF2x@54bYWT6xxuQb1lBQg!kw|ZDntDTxMe+6ef&-u?L9YesbrW=+O*cbLMS0N}3ze!4 zoi9=g#_%)~Y9>;PG|ho7uxT!Ip-uCki)^|RYA%Y8T&xKPLoI@or@Nt+HqC}Ewy6k8 z*mMVUi75WeFVh$)=u(loa~sP=OQ2RFZBElOP-{_qE}t3-U1p~qfiAb{Q7CECV^ABL zRzPiSdK_wJ(-Tm8n^r;{Y$}0LHa!V-wCO3RlPJF46}sLBpd3;BIrMZpbVX3GM5$HK zm7@5A?P&&dRZ!5=0;sc1v!JU*>dw3DQ?El^YTok{R zKJ^a0M%by!q(+K#9FAP3UPnNqY&sIUK@`80KJ_=fZnS9+G+GpY=6z~4G)5GEQ#@^k z#)@>D^n}MV#!Vt^hBj;XI?&CcO>QMkXF}rw+M?7M&@DEd4UHG61qFSo1vJ4{SWcu(D+qJS!t>I%&f>3t{V zDFMwDsXMewsR7VDkv6BP0J<~iwO6TJ=&qokr+jF>o$3zVEz)u5l) z5Ol9db&`q2ZorJx1n53dbgqa-LJMsg1ub&qH&d{RjyxM$tkf2_lBP?b`|Z>msMw|= z=mDGNLQB*ux~OQ3VbD@h^j1c6Ews!oI0bsprm4_FHcf*b7U>c=a#h{NUC?qzi*`r1 z;b}DVh@F}bJ*rgvepOS!Lg+E2REJ)k9*0)g^aS*{3dXnLQv;zV?9{{1N~Kmr!)I!Y zxA|dSB8tASi#;_Y^`r`_1rvID8hT1pJt|m31vfxX2PscaL96UkDfEm@uRzb*^eVL4 zrq`e~Hm!r6vuQo_yiKn|FNkyr+(s=O`2}cgkn;34^rD@55qc@0EEQY}y)4qz(aY0& zP^m~OP<^GofnKrcbLdr(Hj`?g)c>H@Z2Apa7ZmiVEzo*9^&|AUNSo=^P`&hk<6=;c#Ck$THc?S|gA=`UzwP%v8){tCS#QVWLnbTDJQYttdndv?L^ zDOhHw4kh)zo!U<715td3evHbbKD1NYNNuuHe?T9JREKjl(UFg);KxDAQwH>jD9ddo z)l8{xDY#h_f1*5Xg+3LjPC8YWf}aJ{Tm|bxpNrxNJsksW33_?@onBvv)SX_Q&LH(= zkV>f6cci`&#S?m}L#o`SEa+>SPJ+G>#bdNquhXG#MH-9=J!L~%gH#)(8bIHPG#DvQ zjiK*F@y&bM#kqbERd;pLsh6N_B6UyGB^2B)ia+zdU{&bHAk{$=CZL~ex(M1KQXP8b zDAf+yDN>y@T><@U)0NOKcER>gg`MgG{ZAAh*^hA{^s7zHq2KI+U7=less;3Wkm{@> zUj_YPQ)lQ;QT*BPsdJ&-qWG=MRlzrTEB_MdINYJ9UZnmOsZN@PLVJQ(C z{t?CRS5J+R1N|#f9eQ~h4*h4-2q@$3eb2xAW?tl};3TM$O}9doZJG=nAd1KE1#f|> zh~nGuQ~(_)(h6hr(-`xigKWARI#{HWrc+a)s&;AtbciUvL*MIa=+K~GzQ&jW9VUv; z!FiGs>6}T=r-Pi z>WShb7m6N(P8N-e#_&`Q)emU0QeQ!*h}42!(?y>^r;4;0nkCu}o#x2@m*CR$DgUjO z20<^M`jXV?cEKN^Gi=%looUl|P(zVsPLJ^ube2s!ptEh-37sQ~@32Tm{u;^_#c$=E zqBo&)MLH>Cc-jRuaFoYLTX@Sv>!;=@96=pw|M8@f*FGinKz(V$rdr z&KE6=#_&`FYG$X7f-VSB%T(}q=t7&0gDw)O1!MTs2~cyJYC|6Y5}zpX@%4}r7nY7i%Q)}n%Y8_+0+KQ zT%T1ptd&ULhVG_Os_3U^@Q5n)D7w&+8XuRrc_@j z70?dRK&YcleV|S@^@DOmo156Ttwj8geZErPm<`UO-Bb+>5=)I&5l zN)@Q!N~mW*qePEEy+qoaOx*8jHPkzxF-koPU1QTKC{Lt16r8M7DRiwUp3u|dP#;mD z+ni3Vhx&>ZM6^%^KZE*-iX&PkDu?=uiXtizeFO~3nFkP0gS&qGr(;7pm8#(Aa>Qi!O$45@|DIc)A?A*``*|IGb8Sw}|xZrr>qz z)gBrzS{O~Je~6#D0-7LN6466Sb%hE=`aDzcDN!G2VnF&Br}{#ZMA}U1S)~R*w~C^# zL-F&X>!Hb_m)r`eQqdS_icL2_Q$?>wsSQd^gr)`bmZ%V#E{eWi#s2$s3p7Kd6~=g1 zsoSBMq7R~8`l6-gK(~p$iD;`*_d~Pxk^7JQpX7uJy=k4Bj)e>&&fn}7obKBy=Z?Z51ycSA(_yZGNb+BJa=;97m|rApW)wFdyg&ruhZPS zztr;?{)b5KbK)10iTYmnTd#$-@H1_ZE&NGyu@ircWI{hUGTQUM4uAjtnMmqQ8&T{; zKeRY<13$q*JZ^I0x2EMBo;Er0TayX>T*_#F2@jiWxs+#3`&WxHXY;7Z&NSmmlP!&T z(6qnkhh0YdMm%S7;>#x!k#yiOlPxKpGTG9RhfGfV+mcM^$74qOGkC`2B))@4&f^i& z{?)Smjkee34}0T;FE`PnT@Dm4{2VOyb#+ zEt7e)WXoutEIElkJNj!zMti=LtDVGCM>2xvO12E=vC{s1qRbSYD%moXhe}TT(UXZN zGoNQlcIHMNDea$W?C)(3Pn4X*Q%5p{2TJ=_i=>d}Nltv@WFnFWd7NZtM)5SsNj!Cw zxr>KMPU25h6F*xko+UYnXNzPokCL3k6GT$XlO$V~@F2;SWjsf663-S@yOYOAPW(bL zah{*;9iAfXpNV8H50UK5yF5d(u(ZRmTm zRVoAe!KTX4Hk+zI+wERQKtI}aB=nO_M?pIr`I9CS`m=LJ>KtgNqxi$(sr^bG7CDLE z_((SLtjJ0HCPwllkBXeccN;Z2iAMjksSfn3Oy6r{Hx^C7Xsol^w;`8;#KwI>4sRP!+r2VCXnP}nP<*`szNAZLa>e;Dhp_6TT0jh7)bI>VvuMeS9ZF(O%&8Cl` z20^bvcjVMF(CLo+aX6Q!pP(~rs({Y4={KmMqx41jf*(O=*{MIEv+dMo=o~xsCzNf| z|Dbd2f}cQ*Y+4I7whMj+HL>Y)=)C>u5_h{9sqIixkuD*bi0EJFd^`0c)XY(Qhf(SS z=mMKIK^NKucR?2gDgUOt2Q?2;o_0VjZ2B2$>BtYpxqPZtWu6o{ihq_z)P+>SPSquK ziQVgWQkNN1;7gf0)rpX&rD=_sM@$;73e zex+9%N4`ax&L!1W1+_U%4WM=^7*Yn*-Y(b}>Y!9O#xIPKQm>Hekm{&{QLk3ole!e@ zq=F$;hH{jO3P!2(pey$86;W;IO1oEU=qkHlHq_asCeYPEL5-Ta1nT0*|I|t*T6y}1 z+vsYiT9L{Pdihi%sGB2yoOHonPcfXx*Y0hQ(LH)O_xEvZE6o)V^a#sbL78q z$wX_tajDawYxhq@)Enw!Qy$dUrhZUAk*+S?YXsCkAb-8XpaC`&Km#55!6@iccR~3! z-3<-0X%cjudS$p@>4N>C>+RIN&|sS;LPJzggC!G}sd8#4G<5$|L<^u{HZ6h*R4|$_ zO7(??D;4&73>sk zbhAyfpmCz`T#KPw9Qj-2{nDP)OVIeBpr?DF33logsL-bM&_ui7G-#3||D!3HxIDxC zN)3i?-9Hu4eb8i)21}<_KvNv~I>IvN*q&$5D-64w4<>@tOww?L{DzfQIXpW=!r;UGhm6{LD-9Hu4 zC(t}ce&%E%q744|_?>oYGpW1m)B&XC+o`We-R-EgPD(F-aHH|XUHeoE>-NB-lNPVIyi+NsZ>MK*1L7OS9IqzhJIjQbt^p9xQfifuXsdcdZ` zpd~gP0WGyD6Iy1|QP6{q;&-`??m1N%ddN}yBPF62Ir78%7mO&2)N)aD8xfrgJz`TM z=ux|1J?Jq<|7XI3pcQt(CeY(Hod-SP$PboGwDF&fcF;=o(j}znXO3KAr#g~)(xxk* zr)qXq6-XEl7{i7<$G|b%37TpW6Dj@+xSxD0)*O>J6>2=^E%cM}BiM(biwo zXy|!I@tYFSzg*M{c4{1{wKm-Xz39ll7wKLjpqCuQU!tg2edy)=Q|qJ>3hv7Zmig0xGjp zi=g-Srw*!|x*PhyrUlT4`}c}ck3*Xr#UHka3ZRedg7-lmD;1q9N_B!hapX^$OhoiH zv{?mp(lnJopDGm=db>y!unTY6PXsb=1K;MbfBAxmk`reVR1Nkxjf_`um zzh4n;fVSDGozQlheujRusRH`RreC2QqG2l75dGlL!ezY9SZ&K$p4T@COY{ezr?xzu<2#!PZf+Vs*^wR z2^8Gz$k$0Ga(uzlp}%Z88Twlk6^v31p*=R81?{yd8~P`pgqtIEKJ>3hgE66}Gok++ z`Hx?k_HyKmd-gs4@+VEx1*9rD@-st)>eT|OY*S0<02PeK@TvMx6{Ql+(goW=2invg zIw&Yu>f)(0po4>yrz@eVHno8cQNco2Cz-gy{hpC(1|6zYNL`@AM5RHhFI3H@KG5NI z!LHB|j(m5ey5W)fE-`BVVa`QZt||kyet4h;D#R+P`2#6QFu_!P}sd9mQYRDAg3IuT*I;#zN>6 zn-)Q*I`VaxFyZ2<2cXkLT7e2hB~SyKRzauR^fYvaO{<|Z11eRol~6;Qo`lYFbd}r7 z2jHqgr9Oks-ai%5tI#=0CEVt8>I*2_rq7{sMQTB+)WuWVp++|S1T_}9z56Egsm)Lm zN0||I){FKB^7zY%e=Cv+FR3R8HB~*8feKwJwG%o&Ani&03^jA)HzbO$_g4(HIsoPAdP^q(^_CY~UO`r~!Q+iKthhdy(4rnZLrOcF>gp zl`7R1y2?>^x4=bpFBDw~b++jW=xR~IZBC~;LtPy8a6-Wz+LO8l>Kag?+mz}J<%+bK zl&67EH#?OFbq`XdD%c6*u@~L6aHA-o7 zGSMrMvF}&v1}M)_FSkI!h{i$J+B5;`6HuYcr=~-F9mUt%%Tq6?pHd08nO>e|LH%vI z9U9=Mw+k_0Z^cvhLj#p6b(W@uP`*v~LW69&54ujh3ZsImoO%elet){gZOKSI3=I}( zb21UpBhU~>eg#UnSn3IAXpr)>92(}Rdt6X2QazvoM|s+uOyuQd?E95^1{y9Zbt_Q0 zdy#q`8X+q5bglb6BefbD>FC--M1}4}>Q!izsN7Q@_j^X_4d@0(eexnIbT3lxKsSnt zBPtbr0*zL|tbksI#@MM3ps_Z62;F4UCg^5IeO)U)HhmNBRq88foG8z&K!u{Op<6`d zp8C1pGg99|;~n)&L{#Wrq_#s791U;_^cs*Q`V}g)={IPiqyD9CGpRhKet{+_RTxpR z=r8D2QE5cwqCL=LM+5Ub4J;H@;=jc*MN}G5x#&=6s;D@igQ01T@)Mr&^W2NnkyMKz(BqT+~3MJGYGIU1~$WMXi+s6I5y(Ga)5^$y7roekY? z)2YxM0VR|=9hx0bo~Qv-Br0?(^ePvf56uZuo=$`2IvQN;HYXE9-R~Kxlc9NzhUP_7 z=w75+KzE9YBPtiQg6?uOEa7Qbo~Ru(-=?-2^>i z)6LMMqOz!9xeDG2Jtis*Xd<*?|AHgjmWmb2sc0GWj7<+h&x*>TRJl^i zq184$0<956=Ng$%>K^DhMy1|dJ9xAozb?6mQVU+R{ZiHU7=^f~`prB8!gVx!p zx1jYly$!uCDvieQNB$IgLsTA7g?o|u3fdql4(LPZO`A4BZ`lREfZn$0OK77g&-c2~ z{hpC}1$xJ(*PwSD-IyJv67EInXXrhfeu2tFIZ-N4sXw6iZQ2EWVAJo=he5AW72E-B zvS}yukx1`FGI3+MQU@H&^ogj#tt1l>9SCi<=^*G+N26VcKORJ>gQ3rC zstSFsf>}{7y-00m_$^9hN0e|cQq@U)A<_!Hazr(tFGU4z1u7KPfxZ&u1yma<7ilx8 zBBkm=UyHN?6^rUY-`I3A^sOk{ZBD0-g0|Xp4D_9-G)k4b7pc>s??q(+odNw|)0xmV zn;Jsf9gWHK1;=RA)Va`)qO5=#K|k5l7}{Y|6KJO>FDh8*UZgI7ezxf%=og!sLlvT; zs9>=Qwu1gAiY{tQxhMtw8c>C(BlMf7)U6~FV?4EmcG;;8(C?1MX8P3FEcYVS8T!Mf ztDrwc*-NKv6r zMgJa)N1@DsidAqqbd*hxKu3#8qJpJLl|aXcw8FnL!%z4WR6R(QEA=FFtSH;9kg5+R4n=dsv|0is6w<8sw*lBr~=AzG$G5=glwgLhfWeD zBFYi{3)K^8C7GCzC(5YG<1dj`paM~4sJ=)mP?6{$=#-$Br+?^mYCy$G?SW1cmADlO zmWqy~U;|NEL=~cAq0=1|x&?l=6lRKQLT8AYxfMwN&w;6vp)+l&4>c5xiBg3sm<^p3 z&~#BF=xmWT)63I&&^e+7ZZlM@R07Ht6-BgM)Dk+^ri-CQK|!Co1ZphO3cX5H@G_{0 zNGs49QAg-Jn{uG0B5fvBs?=4``8IWinu+2ue5y5cfoOxPL%}i?>wU}3i{Lw(6x5z z6{wF*uR?uA3tV@`DApJop?)H@NYfioe^E}5S^^CaEsv-~1vfzh16m{64CUMO5j04o z&5Tj1)Ys5;Hf@2fx9JOLut;?%xIqQKg@%YWyA`Nhv>h5MiqGZgLugpgYnxK#P(hHY z5Pbp-7ilxSJpBxfuv2BwNSoe=Mu~R27RkgU_j^X_cj$(Is%nhA(2X|z1C4g%>rl|A z4mgD8UpDzq#6=^fnMg{9YlSK))0_BM6 zK~qH94CRVWfu`DYDl|=`I;8THIun{6q&zi%W{A`xooWcp3<~C};2F?uBCU`bBWeWA z5*4_WG&O;4x9L3S4x5@nvqgnb!RhLC5maPTOK46&3zTXB%@q|z1wCB`&9mup=uVrG z&|M-8#*vHFs}(dqNO@`p-7Q)ZjZv!9HP8Z^@}PTc>H*zrQ!nT~(ekKQnR;CTEeukg zxTJpLB%!|Ko5v2Tpd!oRq!TgiD+{`L!hN1wMZsz zbz3r0H$uxC`4yTebm;ya2(qK&JX&UsH zNGnhcrHY^xHqC_|7ilx8ETtAfPuR2=S{W2@8p1)E-m){3;5RIUoX2E8cK3REB}gI*HlyOlI;f?l@iBdAoA7p2Ci;QP=kBCSxc zQ1k`#swg{3d3pkR%}#v^trJa;QVUe@J7~R4TcOuQYQY%AN_`2v;VAwKeMGzXtN8|{ zmb=ZQN|gGM)SDu$Kx;%hp|@=M8G2i^Au3p=)GlbFO}|6$1hiYJU!iwJo1=oB_CW91 zso$V7JGC2n-_c}Ok3UpQuBu*D_!r%N;Ha>f?-kKWT-1klsxqlfHXQ(cB#H|r)ax+l zV^MC@D^GL;^ogiVK!-z{MFkO!QR-;uQ=5)~J`)v2sp(1`4}C5wifDo8L}*Kp@>B!* z!lvV(FGbPEX7U;ptP6c*Qyr*Wq|Ll3rAlQ%UyJhHN}7&>z7cJXs9dQA(6=_74s8`} zh*GIqo<>4{ z+jIl8M^qN|+N^@NKzl`6;loxg8V~&wq_&C1LH~-hnUtqO=s(eJw>g=Z>VD5iO@lJ- z+xPryN=Q?oN{*&hjZ&HJMQS!wSyUsUEYUsC0V-G#Q3KHwsEShB%ov^?gboZSTdAec zK_Yc0<>^l7VD&0?o6~eHR8(KF{B3FlA3smr1sD@4D&8&q3V;x?07qtq`@9h)kkx}x}8rAmDPWr%N#opfps zbh1tVK=nmxL8?r>4&~qRe~Ku6zbZselR8zT&7?dXN9r`uX16&_CqfNuIsrOeR2-#t ztJe;Cogq>S3VJ$;)S04ajA<^EkvbM?=*X`m6Vs}y;F-`_0cDCBLuZS$nUtpspmS`x z2+9tqh6*-=&J}5ef?1*~p++`c1~m?-fl_UtCN{N$&I>48sjHx-B6VjBPhFw&?bPK^ zvmljF!7k7RBCSxcjc7P@p-m&8i)Fq)Xt{Iq4uI;SBHYjRq%DFgH10&DVtt`ItEmtg6pA9qImcso zkv21ir%limBCSB1mHHgIQdH_z()2xal}+D4okiQCRD}xeg|4>gKd6gM8P$0HCED!^ zPR~-oBcNPIekGZh-au3f>Sj}IsQdoCqSW7v(Zi-aP)`+93wmX%R|5+65@`i$CTa-v zw&^VB8j&`WYNJ#mD9@(G(6u%-f%@2V9@JN)7WB$duNF{0n=Xd>+td;oAWFD8>4Ht6 zfg-hla@DI9lrPGUQU#)`p+O?8kQyWE3SDPYE_A&pFDh85)D_TRo34b0h_snr)0Mgw z8XBZLb%2J6irr>X%as}g6^OI~m58o~hKsZUm5N3{BZ7jSu7gI}sgckqkv3Csg9?s@ zZm?+#bfZX{NtG!z0UB*nAv8v`*=;6OuG9=@tW7han{2ubx>=;|6x^nQw?gA=nhf0% z6!fWS(0Hgn|3gW>5-%!LavnHAIjumuMf0ITNB)mO$;1pN8L3nFqEB?>SD>m&6_c8z zg2iqnP5IERK`K+J2cXF!)gk3+2{c8d6{vwyk3v&zdIXv#su7LhQzg)JQC2`tLo-Cp zB1*Uyskfk+HoXGfX47lXESuItw+ED?UZv0-BCT-bT+ye{Y*C(DfeJ)FKt&?0Kx0HZ zp*bS0K!u{c&|I7TfaV1>U8#SdJ4N|!g@T@bgzgfl1yrQeztDU~Q?-(&E&Kue?x2@X z?IE>5R5j}5>0#&|k?tp5@Ehn}(Sj&dtTCz|&J!@3j)fMAmPe@)rD{NnY&rp2Y}1L* z{h~Ed!3`={A1W4Uh2hIY4WS1_rBQ0L=oDy4kSZ6Q2`v?Ei&DEqji6;VHHID(RRpOf z&_j-9I^iG2%&e+{Eue=*HGFDjmZ%-HJfH@m%b`bXN~(Uv{s}QQYE7K(2F+R1-%qdsZ#Txmqlyb3I#nag-UID5PHR?hoDzQ8=``n z)$3X4wIEe4S`MuXQl3^r>qTX5GZSu8>ILX^kyfAz(MQl5Hhm0j5UE8v^$zr=NOhpy zD)s*|QuNPQ+!cW8`Kb)nCLl&7lRHu?k)dZ4+rTDNnti?Kbs>ehg^23ig105~&UaJq?6*1XQBb0BEO3n@M@P z0s7gdA26+jgt)uG@T^%@8L&(Vzd$fcrV_=x_hls1#vAev0-H=CwGyF{v!PECh? zw`m6SM^La#y>5m63{swMgLVh0%}Pyy{t{_3V|ZE&{cY2o&>oRClPXuihoQY9tw7sE zE1`dal&6QFe??j$RiV`L(0?|)0A(!P_XNyuP9|o#P)6!ys8T>xRj?GQEQ)%~^0XE@ zz>!~}V5U+ZKvito039gOW>Phj`U*P8rgG?Dkv5acQtAh&s!iLVLu~pHIyC6z3w{J0 zCelgi)j+*IgsO?OIZb<@!yWn0GnB2=9ncX>K9VP30X0+V04Ou)<>^lf9wkx> z3VJ$@)X_n~gbE%A9V60aQl9ET)orQ|9UJs&qk_jk$B9&jf}XOW<3(D5a+JCls$tV5 z&IVh$HDMR%6i5E~8^aff4&fiOoT`*Ir)e0e(`+h$8i-Vf z)EE^U3!N^~U}@?LonfbLhRzhJ4yi&FoB%bnX(Du%Xu8`>YJpPop|eG*0~L#IgU%6Y z1zIk80Lm7rPMQ`$=ZfM9OOz^v8U?8}qWhr6qC&SqK~FQGCL(oD(-P=Bkv2o6D)=bW z)TWit`66v5wLz&Dpk_9$g)RsR`qT>OLYp3kE()kzy;eibMOtBuZK98$7B+nhwG?SH zsS2gOgf6zJ97>4F+-6d{m3jxdB&3W z(RS!^M}7sWstJFGk~aMUwXvxJYAaG53TCR{pHRDiYKZ=T+B@?1Ln=$O4eFqj>ZIvE zC?(QnsDV<4WbyeUG9 zA&Q6hR14}UiYLrd>SU-_P%vNA1nMo)3cU(MN$8q@#)vM5@@#4iT`N)@3i?zVsEeT}pXj4xp-%c(5qB50va8pJWYYdh*XC$JlzG2 z6=?<9pn^-Fn`~MN-E7lC&^VFmP_Rq|ABS!UQl1`!#@ne9XhJ}nRqzR@P^3EaDi^JW zCI+-k^ei+tLDNL4LqSjPL(@gk z7@Jl+NmF*d7=ic4h6GSa5r?PNGnh?(H`h7oBo03+w?DV zw@v>+3v9|bisxUVL^NR=jZqD{R}>HL=`RZ2XQvJ)wNRwva4w&!3M~@FN6t~ND$wE} z<>_GPevwuvn5$Gxs92;GC{L6HJs{EwlrO3eEpc>vky}Yq0q0t3r%olcOcamd3!VTy zDAEcA3)Jg0=%Jujp=cPr9#(2hG=``1NG%ts4h21BLyy?h2zpdBJu0XJrdmOd*_41* zh>D}sa`z(D9(vrSj?fb}b%IukREOc$s9-Ks5~NB+ouMafY6m?f+Tb=*uuQ4G(9@#$ z$eTqip;bZ3(;(;>kya>Ju2cc^tWCqA)j=s-e^z z=oOJRlgbj^1-&ZDb}LXb(NgHOfD)pIpmic`Cgo{4v|iM}ZBEnu(CeZ$5#^}hv(OtN zt&qwSt${Y!^c?i2C^ssYuhd%TEs<6zSRh&ty=~L$&_zD)fC@GI$IvF5HbWnYG&AS&sjr}q?bN5xC!+Xz zed;}EvuL{OPQfCL@hkMHO}|5*+4KkWxlOyFEh2TNSFw8i0DTdpJne$M6lt(@>L2JU z(E?WoTCRcz9?kQwprEHcq`nrZMLKl^sc&pL2>Mo}I;2X}s|K{yQT$iE*=s~Y_$$$O zN@+7GPjyIr9~AU-BJ_hzHKA=b9SLm@dX;L7+R%?d%F}VsPa?OMCmORo&E%qXh%{K5 z>XX`O(<#u;qWH+ZU|r}Jo3fw^(FQjMy*9fSsm9R%Y-$euYEx6_H&IzsaGMIYfOd(> z18NKX?&uC}W(=Pi&u#o+7i>xDPrG0nXtzkmNf%5)e~IEF`(Eckf7_``pgp49e)uBy zdq%1|v{zISP%iXOKvmqHR9EO-Ctw7a8 zL!inw4TTP{X&6)`=#{C0{h$LyYC$hgqoIRr8Ur0{({QM&O(UQ~L~22=>Kfw~=un%+ zLx&-Hk?K&efqE^5s*AFs;XU0A9V?2D>}e8ooTx^Snh6~*Y8X+rdy#q!s$tU#=meV{ zhfWk_1qJ6rHAPJ#YNlSRpjslWaOCEq)lhAbR-lAvEmS8c*jn@qR9B?Uq&$^ESwXKh zN<9yq6!hvKdI72@%5f_c>@0c@I@wYB6XmH3R9`8zNT=R}P7%c)8=oqIP8F$pI`tNG znoVy*4Me%oggrIkXVB>)txzye^aXT=O21kZ^P5)P-8pwJJiIcKcMq$`V(qu({AW|Q9QT`bbAGW;kFUkOTxbeuHR zg)R|kGc-o2lc7s(st>ga3i?zXsI@4*Lr;f5mjwmKsn;pcB3+0MuPnZAO|zkEMH-9= zeQF`p$EHP4Ur~HypBe%6vr}`S{x;nS4G5@M!_R>RinPLn%S0=o{2=9NF*L|dt$?nx z>2c`#fR?M*YG|-XCuIyz%b+2m_%=KZhlYycpKP9LL&HRxIbCoAR3M6v>{Cxd!|l`y z(1?ImX!!NeNRjH$%hS8iD4WWl8$|JuedjC*@ovI`V7$9pX5pv;wUX{YmN;n|4FvZTcIUVACF`(5Ai6L{a=M`!U{t zCfTV9=vJHl2Tc~K4(D29S5)ja zliHxv8qPIOq!nnR=ps^g+SDAn%chple4Cm=cZ>3)G0M~{gE1C}bR5R;bPlO|Y-$AE zYty;VeWLhWzF-Szp-3zA+N3eML5pl^4=uJS1>J8`N2pk&7WCSzUcI3Q0@@<#2`vc< zdg=--wNt&IWkIT31-n2GiqxGkJPm{%vQxRx!=m_2@u@SQVfMnNlWx&bN?sXN1O)48TXPuesCdMYUBQxl-4 z?bJ+Yl_i>OQAJE%2N^aoJe)jsfEz< zHZ6i)5XJBEF7>(@T5HpI=tWUHyid)8UJ}JO?`azJvPd&Cp{K=AsZIAouZVWL!AR}Z zglnKzMXHmghoIL)@fbce9a<-fhM(i=Wu)dn>qXj}Ow6gGUN1tg+w>Cjh9h4moq848 zpj0$`RPZV2O{LU=R8{qQ2YSnh)*mOAbtxZQjTSaO?!TRcTJoKF?{;+xalrg>+#cztI ztW(Rq$Nsry%9&3}}ZaK9{E~Xs2DU5%ja2 zssa5XQXR&~))+0I3Q>G6Pp3ow3wkwC>Ky3TAmyn6^qWX^=;f&cv@0msOa-%{-$mL? z%2QY951X!l{uF65spcwp9ke@0dFl@RWv8x({jK%w&f6WOCPJk+jREIrnG~ryRvQ6`#18kZPRk7)A z=s=qmKnDfXL1Wwr9W2sdOz3GDR8s%EEF zK!@A(ICO+fPe4c7v=Yh`#YgsIJO~{nijVAR26VJ2{$O|3x$>c7Y#Ibr7pV@n;Zx5+ z$BN=HJS~Ne6KRE1u6n%(9dA<^RKuoq&K@fAEr~O8js*S*iG3 zKJ^2=>Wg&JbZQ55iYT7Yr}jdpisB=C`WHG)q!kJlXu=vy*ubU}pwmV1xqRvf=nRoo zC^$+5&xOtu#pm+$En_saQ;kTSC5k8XshZH)cB&3^j!jumwoNBN=h{>cY9vy3&NW8o zY5_I2DFHRH>0;(G$8z z6u*_8vZ3apcz93MpcWzx#)O`(gId~jJ#?`szFwbd2_;1Fkv&}lU1HO<(4}^-p-?M3 z)fQ@Pr-nh71vEKh->=jV=yH(;21D&c@t0`2#`uOWQF}-J zpEWUtryl%B>7bMbOVjNXOo`&*ed<=IqfL{cPNMinickH=7&#)X&})_^e1g;!qIe8X z3!p1)x(~Waq|Fp8Qo%J)XHopw@YD;sIwi0<}Q zL~6kpo(>~*ok%OtauqxVy56Sh&|pz~E}yCl4YBC}XsBKAIB1wibr@rX#;6Sy*i;7^ zE{Z>FKDCh}j|h5sI+oN(yI@^tluh-Z8*Dlrx=|Frl_eVfE5;aYQ#mvyDCkpJ6dY^Q zNzhFq9fynZsSBZ-ZMp~=XVb~hEh5#S;3^H@1{xovJT-+T*r|?Cp-pX}i8ghDCW+R# z?u@ZkWAuk^6{&lgdP9>%vx3y~T<;W7d{Lz;cs{AAK|xR5p=m*Col?!9=^|}r3{NAV z89_l$J)oI3^@MH{#W(L$Nobax>IL0yr`kbxh*XCOH)!}9q1mFzZY53ka8X4;YNJx4 zNzJio3^Z4y%@izCY7R6{r0!{&0NrV)=0bPbG!L3@(^Tkgo2EkxL>i1SHfh3ppnGh( z7rIvz55HNdiO_wbQnx}uPs5>wc4`W=DCp%=_d$zA8Z2FK33R_rOQB+$mO&4Q)PjOr zH2f-PiA~QyOM`+wwE|jZr`A9Z+Vnj1kWDW@4+p)@*w5uIp`6Q2IE{?mD&J3 zYSUZLV#fl6Z$PU>YC$hght}ZvS5VMXCFnUjbvX3A zO-Dd4*ad%OjI|=QV2oXw@I+ECisJXn)AyuavQsrly)25~6rWm4s#Fvo*;6%AuZXn5 z7`rvb+0d&toddmQ)49+(n;JpuZK@BwE{Z4It1+rVZ`gDQv_Yhq8Q!OwLT`%V>-AI% zddp5-0KL6`ueolDjMQP!Mv>|y6A@hoy|aJ8h|Y)JwW%5OUQn=#j(j;(=E&Efm!~e! z`vFx|>MH01n>s@uid2V!KGhZ46i_u4>Yg`amDs)ED~1rhd?7k#03zus!st zNG+gDjd30HnN8P2p9fT3slm_|k?K&;({Shun?^ui+B6dS%BCBja+_|1zP4#J^o>np zp>IX;`&C2d>IH2T={TIr(uZdj(9WQsr-jhZBCRlC1Eor!Uqot=rsYtDO^-nT z6R8fVhAQ|n^s7zJLBHAbJhV%sIuy)S!PlVQgOsOI=nqkRE>BNFe~RLBHBrHbq1_^F zrkAJppua@%7|oP=75ZDG&7?fN5A6vGdU_YyE7A(7<|_Cd^iNRG)0fb{Hhl&CC(>pL zCRFe*DC7Qp&%b<&H2ncpax`b7+nlB%{;F5mPW?&h0Gs}Xs@SvxI?$$_&_N>2%owdT z{J|&i{3}R#+D)peojQorAvRTo4i&{W-$uQ@r{H0t%;+{eO@OM2)SU@E9ZSK(Z8{!0 z!lvV(BLnK7F{(qEqIirP(RjuV!S3sxPbQRRVrq0mmqIkjrjd3P)hDd`kp{GI6nE{PbY9Q25q|Kx}jfTz= z=@Qb^4?5eXzR)>#uY4%m?llHF*QQ}mBb!D*jYaWNKj)HW#S=^dz@NOdUa>0_w9o!SU>2vQ5wYZH{R=_9D4NXMa}?aQpHOB z26eINcc^PX%ar;9%C%`1)J>!o^jfaeUZ}fBb<%Xei9G)jX*0A!se_@OqA_kIP4`l; zmz_F}RBusy)BtGT|MHTbI*n(61B2Wel{^#57pW2{PtBk~cB&zCot?S>y56R9 zp}_&I)fnePLqzJ%7@jVHhT5qMp<#CFQmDYDR?u)!{670$b)gX=tuRKZCcF|FY17rv zD4V)MH;7b+g6mYUA9SNl1EA41Cv>wY{!DGqgr`H}f|RHJ z&@H0)qC9nh#)~uI3LL zn?8gV+O!E;B--KXqzirmEf%Q-v`f9dgYLKKQ>ZxTX_an|9IbF`NE? zR@k%~dfcYJpeIDpTRG3oo{{<(S}D?Tl8J~8Wx^7h4u_s}IA)Jr}{(df?hs#Ikes`*adpsF4zxx!=|3l2Ag_8Z`#xYdP}6iIC7SbJPdkU zl<8K|)B)NU6!fV9&^scnkgBhO6QOr)ngYFN(^RO;rs>f8HqC%O5XI;6V~l`4v{PfD zO+l)GhA)6VvS~QF8e>|JJDZ+_zPAgmg?_N*#kL%-PcBUEA24(NXYwNbC{pwsNfptPf>gup1y!~i{jhx^b_=#D1IwDtKbLF-y&^h z3{S__;t7~d$3c4?`A0pZa#ipc{yya&rQ!)aeNL}`MY^AK>QD;)CsOw`)qygK_dNmg zx0I|U2eo>VXBc#$@zX$(}uroqq&BGn-^ zN(HAtCyL^?(o<8YrYJs_r#z^ZU2q0e+oqeLIyQ}m>e@5`$`Zv#9+R=}*Z*Vd{sXL< z)<2FP6+#k?f%x=Bb=XsvJ=QOu#-FphgLXAbyeR-M+9VLpV#zRMobUQo^ zpDKZx*afFSO>MdcY9>-03QkO9UcoZx7*W*A(<~_0rrV+BqUgSSY6{fCPTc_=D~gXX zA8KjS0_ZrAS}=S%k$D9xpjM^seHf?5pw^@=7L}H3hL3T2iFEQfO?9eTjrO%g6$OS#Wkro z?SOiVG;_Aso)o;mrkYS6oA!bF#%Nh0^9l}yE)?-kUi9*GG}Mp9sC$;0LH%vYg$CGk z6f{s2-SYB8<`pEMi$u{ad#Vo=iufll#_-ex8pI+i@q&9m7mN5OFZQf(7eQ0#lG5E% zWuh9;V3Aso@^lt7M5H=dItRKmMk^DUSI`q0YEy5h$fgUR%S5U}uT_+z;1K9?kyfD9 zqRXLSqA2BQC^Xzo4TG+*X*e`Oq=!JS@|LU1O*2gC^Li>Ci+w^&oVuP4l4ZY+3+aZ_`~+TBMn|uZl$G6_i0Y zh{`hyncqa7u7PeWbt}=+@N_S9lT8mmlSJA~!S&Ro*SpZ<(%lPsS`JMSMH6~@0-7p{ z7p#D$+4LTCvq=-vg)9us?&@DE-2+gpm9GYp<%h0W&4T;Q)F*do2U<)*>^nV_B zmfnF%L{X|zsqdlNM5;r|)34C&HvIr){oE%hPwz98o1(UEI@l zXm08MtWa=^+Y=-jasDN$bSqifL2AB8b+Ysav>--XT|B5p!8=82LCVvC&|Nki1TD0w z26VSgdqImtYC*56MCKJVfEJ6i0&NpDhe}0J%G2S{645%hIh%TnTV5*CW@x9|6C6wG z9-CT2%VM-ksU&o-O=m#&+0+5L-=-GOa*+mOLf@+!^njge2|c)bYIefCf=Q3AP1iurh;%y)?+e}lJu6DMSC$4s&xy1ds^j(q zbD-5W&4r#9MGwlSCO|LPsd>1^9p7|FNw6mg!M%aLNANdJxdFrSM1b% z&>EZWhhDX5IrN%H-RadZk$DAW(Caom2CWrE!~4|3&>JGHP%tNvc?GXRZHb=JE6%R8i_yax(Hi^e*&X>F&e( z)N1H`Q4SfmC)ZsB70?HzyQe%o4XqdDxXp~w(p?1aKp)!lHuRAwFHE&j>O1ITo4$uO z*z_axiAZ%Aqn!%=3T=#~JpBNDYSUI|lPD*Vc~LOwE`oK?XQgf>8s5{l(C4D|ZgV#E zH}r)~e?gU^=)2s>#e;{SFJmcByP&UZ`Um=2luTq^jM2qi1l5k@{Hrvx;{RoSmQLco z6o2E$-)WYrlloSq?ojtc<`wJ(eP`3&&=yhjG<@n$Cj4Hc!LkKwk@~@=+R%@VZeNwi zyhs(eiy+DWRA6hVTTzQFH750wDC*@?^`W0d(S7w)!9Ag0Vg)@lf~sN#Jsk@DD$)vL z^ijc9&~G;7LBHE{JhaWG6QS)Q-44C_Co-=f7uq3;#wg54A~*&5qx63s9jU^MB!cG9 z&QeFJlci43pQ1vxx;=y4MbHKMt9192r?a8IMbS6K(~;0FMWHE-N>p$%bf8Er=;i5d=pa$_3}-9V3p!Y& z&7?d%0M!*m-!D(Ypn9U{zC7Ip9by-J5IR(pcHOhRZiedHse7RYqWNKJp@v@r9cI%r z(BU>c2Q`dQsS3Ud9U;;R6D|{d05!7dL+D7GK8A8cszbr$D)>3n*rxBGqip&DI@+d6 zsEJ4|=(R$)Jhfn z4{B*sB8T%YQ8b26Z6Vbv)@zjt{tmSkX*0b%?M=Zvn`%PGi=qjAY7giHkya?UTD|H( zC)#u%)F#%;r}lwP5=GC@(_ajKvM3tE)89~AyH{-rwi9VH6P9bjy3i@H)EdzN(5bPM zr+Uz7BGsXwrz4>DHZ_7yx9Lde44ZPGGi_=NB}Mby%#5*C!#~Z_=pfQyS!zM5W2~T0 zHG$3&m4*c?RB$~7JBhTJf}Zk7br!9QrA~#;7Of9yg9;9SQn8e$Q=l$(Y7o@brgNZf zHWfhmHuZqI+td>ZZ0Zf2BN`sw*CyT9Wjv^JV<}ICqzY{64xMLH0G)5sxlj+09v$D5 za15wtELEuq`$N4%+DyvRRZwr6u7)nKX)M%76pi5v4u$%PqBnr2ZqS7`M*>gDbN6$ra}X4ng(5D_ZklsilY1Sy^5egv4UGP;biFISV2!?pi4xm!|+u~ zO@{{CbPF^@wAF3SrWQk&ilX0ozTlbA&{%4ldOZjgiL{x5o>oDZ+4L-QxlOB~VK%LR zhTHTAbcIOW8Dpm=Tmy};=~ZZ?D0&(`wGb+{Q*T07inN(tyVPp~G-~(M94Cq3HE6U= zuR~)*s*_5FsZG#THhl_RZPRDa*cjE&gqxvpj(iJxdHM+&Z>PS6t`UW|Jg24#ehf{B z74-BoG*P4$^z!s4bgfN)L)WQS_}hF=E%h1*T^~z%`U6Uf)Pi1~_G--emkNgOjX8Bx z@C{No#tM4c0o^209SV9nkb;v`FnrI4^fal-cIqHfQ*1gInrhQN&@@qWUv)Kn4d`Z( z24g}`M?ljZ`JV|{dX5Qiu~RvuX2eqU)$1uzGnG;c3VJ%8)UC0Co*F^3Y&sk&QLnA8 zMYiA)dfg_f45^{Um;~Lff@(p^)9Dnv!=}@q*&=Nwm7{|B&>T^8U!L-yxv_$t+ClSd zIu)94_c{w&U{fdPPLWzLVG~W*3%W}beV08ogcgdTr{U=o=x&?ZLyJVw)9|V8&|*=1 zjNVYGNSm23R})?eEwQNxT53~2=pK>kP_U&6UI8t$X#{kyO(UWEY$}HC7e&MSUKc{k zZR!g>5G$Cc35P=uid2W;JzWnyWK$YiA&Q>7PX*A!cIpP`5u2`p9*t2OO?VwtCQ=I~ z^i%>pX44(e<95Ltp(pIrBxt2glc6VL)J_x5f}Rp-Fedc02zuJ4CD1CH7DLb2bPx2b zP0OI?Y`Pa(ZPR_w^P=bt;D^5&dO;Mu+1l%thd?jdbQx4GQXQU#Pdx^`6r-dHmO(Gu z^eFU-NOdUaQ){3#HoXeHDvG`-KD88jO%%POJk5q)7iooFof4T>@D{W-*2_~l^oC8Z zKyQk)nSxzZunKz1rca=CHhl%XEm9o{c2~hapm$;^Pd`KN+NnRG3Y-3d-m?ouSL;= z^1Tj&HjDH|$`-5+ePgE@Lf?v1hg6|%`4s3oQI1=I28()fUt2_lF$ze1FN*HVr&>Zk z#8O2nSOEQKQwrKDQXR(dsh-eJHuZphwy8Jti%or?Dx3O3zlx$;9Q3SU2r7yr=1!P{UuTz3Xahj zw?Kc#3VIq2?Xpudp?_?;75dkvo1p(h(Hmf##<&9`My#NxyP-Wr(S!1IBea*@>pp02yI=`aQ=~dfnAU_3L;J)EdRhwY zYtu4lKf7QVRLiEvq5Vbr=4QvZ4XQ0ly1}4Hns6OI91e&T^z;a+IwH-SO|60sv{R2k z2id7-po2xxllQ%Dfa;30La%9>@MWl8te2-pp+iK`EqhuB9cmYR1*$KK?#rj1h8l>X z31?`G8PH)OZDvAG8=%8&`UGkiqY@R|2pu6(9SVBd1T_+A1)8nY&(M*vl&5c?96MD7 zHIC7I75ou8%BHQ*(Xn1WwHaz6Qg6iKG~qr_o~YEVWT^pk ze2kVW)fhU#rbD3k8Bo$r^@KXu)Enw(Q#a@= zky;06)Wgz0I4n_)ybwVgSy%@6zV2Y z9a5{+Yb2B(>*Z-6)ZI=MLxD|KLg$F0?{c|%od%sNQVYiLG#)C5(HfSfamsJBSnvjyis7udb-g8JCB5bA5w-Oz=x zUKJYt4yd0fdWN1RL;Xd%9VYa2A2h(G`=NoN=t22ZDRhxYD->L>F;+u`BCS9hL@z^w zVku86po{I)8t4+6UVsMM^eQyO?)5x$shxTa8X8M&((unfMK(PPU1rmB(B-1&$@_v2 zK*Q|RBhYY>HuDTCHO7a~6*hegjSxj|0H2x!jTA*=Y*xYLP_amx>E-Dg=t`TugGSl3 z1sW}ihW7{w30zHcRi2niwnSQ`?|xMVdLA`V+d&?zJDiuD7Wcl(uOP=mwjrK{tw`$Gc7U zwVg3;5@}{8+$pL{YLX}#-qT;CCflh)NKFx`MYdogXsSqcpk3;995hWd&8?)8bKTcO z@G*a8yIG{oS!zpax=rn%TSVa)VZmdd88ND%F`7U#ZE6bL8tdg#CquJD;WM1;sUB1! z3U7ICP4#LC-6kpuZ@HG}a&Gx{M}9N6?5Pu}J8bF<&9*58%@L^%1?#BSh0t7^`a$z- z8UW1~sSX9}s^DN~fk+PlsxRsQ-5E=Hx&*pQq&nHu7-(UP8mi!E=x&i#NactoLyKZ5 zPgg>V?bOXssZG~HOGK(euO{kM0xh-aHs~IkZiklHbO&^=NG<4`tD$E_(KBqP;U9&b6R8EmdwL&Q9i#S2RY1>+w3(Erub>xVy^>0mK`)B5 zLaLK!J5+8{74(u#zd|pIREL6HRPaye6`THo)`+6-mruO`y(-e}WD9PEUK2&bcUP}p zpw~sJL(0?sO*#Lv>0eTB#Hc_8_a*hFO|_u6L~21VpQ;b7v#9~}wy2hCL8_;E^Oqwv)nP(U1<;o^od-DB5kJE zaE);p^o>oIL*Lpo4EoNdUeFesdPCofqGwpFF2ByRJGBh@+opS=T{bO({)zRP zrZE;m|B4FT3KM$j2>mD0U|G5!O5Bq<|MIt!r3axsL{Y&R>eT_N7E5`05~^;~Q&0_2 zI-Jm_7DIcAG&5tAsMoX5ULtMI(reJ(F`BK^TBxQ-bx17~ZG`p_%@4=$^bNGHP2WQM ziL{x5r7HL%R7<4pS^6B>-%kAu)sE3J72FCPAW{nodfExq5orZluGB8*K#^9U6{7#3 zgKSDPlCbKr>c`WL=;WvQ~#1WR1|$vJbePy7p-*N8Do{k zIDmo;Y&sA+%%+2(!(+5s1rLQ9+EgDpLZt4D;ZseZMm9Btj*Jy7SFhSoj!1PV=;a{=AMzkp$zEU(EIw?k*Mb|!Efrs#0n!bc#ruDd=f3 zbgE5Lq0?--8EP+59SUw!uiK#0ZMp+GBSt%wx*a-Gq(?_VPgg@pky>QwL8wEFcB$Y4 zP)CvKkn;2hbe2tzLY-_XgF4&2mO^LmPV?LpiJ%lpiPSxnoL5s5J`HuTX%*Dfre~mT zqVOFR7Q7D1cQmhtYmx2s0@PhpH>CO+<2@)4)rrwN&^b`%Z(f=g$G5?Al~X15G*rp; zP=QS!Lg&RON2!g_`J$*-6VW=The(_0<>^bPr${SMu2Mfiy=>YH^|t9-=mML*f%=G| zr`S@x-iP{%)SWRr{Q+GVE9mKGsGm(=L;dZ7JD~xh=xO+ZUqJ)y)GyFQHdR4|BGqB| zJl)q{&>)e%xmo%Yx>(f4ZHC$@RreT9z#RGiW&kBcGx$@$V5QoJDNprD4T(`Fr4EBG zwW%RARHQoe@~I|JkxfmZ%WP@}T`p1`3U<*LZJ=Qy-D#E%fri_ulc6hOy?nvO&&3q&!^?U1!rU=z5VhlPXfdF;Lp3tDqZVG+e3C(2XM9DFr=U0^KB1i!6toGMhe!?iEdRb+W0up!@7z??d<71;2on+q4OKKomWVQVstY z^q?pj!_%G6L!#(GdHNb!A<~^P{4y2%5qemp%~|>ndc;m`g&wt2+n_R=wnLBEv;%tF zrk&6eBF)T%%QbwBTu#7j+6#IzR?w#s&{Lx5y|F?C-=){nB5kIZr$b1svZ*%oj7XbF zm8sy-(6crj20a%m=u`Ef)pqI#==m6}RIet`3nJBF3{Nef7wuG2sN7B+2fbvcnn5qy z)Bt+LF4ziM6Qflcz9sakNGlA#TGR=8&8GIy>o%PZt+nY4=naut(5qa%QqY?=b%EXz z>8WN@CqwIOY74z>7wihXBZ__y`7u7_efX{@`U$XB6Fvb|h}O6j#_%+dg74Wh2zuY9 zA*=;=P_7m-#-?NaJRs7j=FOO_@> zzlwCHspNbYN(2u z4u$r&sXkOYMoIN*2ptfkPNKu1IwEbRR~J!Z=)hRY(_zp-BGt*JnnMT2sJja0LUl!2 zAyptc0jg)y@z5b6Z6?)UsS}|?MH(ziEus3NK5lcCIzSC3a zTiGy{@^mVxBSczZjNwYH!@s(h8}GN)3dXh{lBzrbR=crZyEp%|zNv!AVM84jp6DFeq1~&7`I&H4Q*S|X(p+YM9V{3;VyzZpp!*f zAyp=t4Yd`m3{$H_^PzS&Er3oDtqxObm0ARy>d61;lwO`DGW=;uMH70uom6{~2Fs@A zLZ^!=!d~mu>p|!Yn;wGB6s-$W8SWVX zP-oGWu;5k|d>%Smv@@h#qF11lqXpr6V?lkLzL#Ql4l7 zlyB1~PLch}n?8mLM4iG^7p1m9=h^fJ>I3Kk(cqBAh_*w0MDs&hDEb@fD_RlKO3@xI zIR6r@4yjzUH`GtGE+qYy2@Zhzi}X7#m0Yl1sr{h=q77k6Z^)n?G*GlPq$;Hjhc0q- zXAMtx))X~{3Pm{~H4)`PgKRnmx>%GOru_TxSm+W_`;d|<*a{kK({a!cQI{~~-vGx$ zmx{v2duN#no(K&Uh0pL#{|rxtibQ&JspOq{V!SP&N=J9q@Tt4}cX=Q*%BKF% zXqyH=V;tS7H&QBjR~_{_54uXJx?!&z(GcirQT-SdL1RUEA+=HJ3TT|Ddq@SM(a?BN z&yf0v#zWVL3PUOq-3U#v=_Y8RsDGFmqtx}#wW4t$O%&Y>T_;M1G)YtfU2oHEP+BxC zOwCYgK6FEjN<_1v8*Q2c-6WbF7M!otQfQJ*i=fFiErzCu(qX|;6`Tc46)g{Gh3FAz zny4(Km7+4}W}6;^ri=I|FWyn*?jm>yx<$0wtz>B>G{dGRp_!sJVQQ@kJ`de$(+kin zQAL2>J#Sg%b=JqO((s&p&d*JjZN&}`ARkamhbf#x_`=oWZT z3u}nJgy!1x6*MnKwUqh-%KYJzIyr8IizcG2&;px&g63HZ-n@)hrM5@E^GgPo0^q45RWlwdX$8D+y zJs}z%PUuqyLMufjA1lHom_3#}3@4^u0Y>I*$1 z(h8|E(E#XKQ8b~a6!cuIpr_u@YMU;Ao)@hQ$5^FaMbHa2T?V}Y>y(-Ztr4wpD_I%`y(+2*X}wZ6K(EDUgXl)+b(?O2){3HA z_Nn2}8zK$H7@pG5n|A67=q*uYIN@fEF#}p>({$)hVXBtsDQH71RY$Y}`b5+)Of?a`3~dzU#OPh<(^x83sn?-RBGqBSmZJ60 zXCiIR(#O!}qNrD%Qtv=th*XD^r_Z2Dn?8rW6t!`6NVQYJ@1d`3`T_ddrY+Fs7`0cy zU!ZSn`WgCGr0$H7RH_R4P88i&C($Noi>QlRA=O>Qf5gbUW%BFpxUv1hS`pu@=(C?x? zVXyw`RUg`BQv+zbO@~7}V!et~uom=(s4(p1sX4UMrWVkjqQS9L8|W{aT0?)^ln3n+ z#m6`n`bVUPz}sfHYZ@F0{VUQ6R4nQU{b$ozP~zUqpL_jgF2*U<8QMb>74*~rswNua zHj|pDR9C3FNSm{CK2$@L4pWnq>I>~@(}mDpv0gsa1=`zA^@D1Pw3#ucsn-B#pIFLM ze`sHkR!GfIYACdyD0&*6l29!>bt$yJNSi5GqJkr!+M?(;k*EEj14LROHCw4sP#w{H zw*oB`O@s~*pYh7Ph*6v_ioRD)~h3FFKVw(m-m)JA}8Z6r4 z>QK=CfE^AEiBXk$jf5^0Z3=;eF;pa4AErEA4qYbFN-DY7ZAk=IL6Z~qLgPi+Osc&KE{CqM=>cehs7*LVQmMzGi6X5~u#>19y4I#=pzCaU7P?-f zIuz`pf-gg9QS@E*l!k5)Mc))pGoc$r-CZ3D7N}qabdyc*L6dBH2byftyU-L-&#+e? z_4*i^YSTy1G)IdThN=Eab%1VGYD`GuM4v&^MH53xi@t+y5lsqdn&@X}Ml9v&YiOoT z-$1w81%H8N*{N@#5|IYu$@^a4L$}%V19ZD+MmYRz4gU{xhfV)NvqdGbRH7BM&KVg1OK#kye;+ zjp#V&UYlA$_r++fQZ1qTW4$UwEuiJ1b#8@Tp4vhWh}MU+L8-H$2W?70582cOS|O?o z3vO1ybD)Q93ZO@9Iv09W6g|T&D%cz<6Gg*&>I^*=E9j{^^tfoNpRm+@O$7a*Cqz{- z8VIcv?TXQ0=*d{Bn%ff$f}V0zS|d#DB^m`ityDCIrwgG~N~umNS?Xy7^o*!xSa4qz z91lIKg5iTIts^=HdM=joG!9xVQXP7Ex(0e)R6FeDX(IH3P1iy%iVg}>^)<#+sNAM$ z&`Y92VyRo8mt%C83eJRH5j6}`jYM;yH8#zLUbSfs^qT0XuwWAvTnN1`itfwPWN57@ zCziSsdc&r>pf^R$!c?w$ErZ??X@ze}3((B766kH4?t$JBwF-OXso>+#yP}pM zogjJ$s<7!{=)G7$pL!H}UvzRA%2Yq1EYG}Pp&qE*D^aAve=+v;+8S3>a^s!B^ zKpSjY1AQXu7#8fLf^R_^ZCVF?8l$t7dK=ng(;LudHoXabF6tJJ(Om^Ugubw8Jya<= zCrlM6^$GN)O&g%EMCXU8o=RJy`{q3`U} zW@wA3Fic&nf| z5zv1&9R?-t%bZ`7##4twd)U+vswOH8do9(3O`z&FHHB)}bQH9wO-Dm}iI#`GR;X7C zXm6X2g=&hT`+7vF2GBmDm0`hEqT```MbCz`TGSTWPxNv~YeeTjwM6AH>H_UAdLc$< zLbdIJ=RybAsU%cKv>`0G(Om>Xp#w!);d{DCbQyGz=<_gDDY_Cm*rriXT~S3WH3+I_ zr;4FNL~n+vuhgp$I#l#+NLxhLL-j>kVfY_JH$n|Wo5R#r(FEu)kyc3kESdowE>fK= zO@|uBs7k4up(A1iJv`X{x7A*Lybi{!-Bg+%b=rd zx)(ZH6uqN->U5|{te2;8P*X?zMSz)CD!F7YcM&`eHM8jn=ol6JH%!%3>R~9?rbnUX zHkCmw)T>rlu(k@m3LPujH%2c(E$!4A=r~cGFm;d$z6G_iX&ux$M*1Uq@CKA8svj0S zOa(uLj<@L}=!6(GRBAnRqNq_=Fh}$$)Fwtpi8ewfiL{yTm#0n8$)YB1Gt^9}N~o<( zUqbC{`U*P5rmvw>Ma{xqE!Ar?bebqPM&Cp2ZTbN^U6dE5PEf%r=nR{Fh0YXdGqrd%@j;3^%r!O=!~$Sry6;jf7w(W>MZhao9p#sBN2Q+ z!Lu{us_~ChNcjnlzmOr5M|I)L#YNSc-!Q5xR|7_MyIr1Od&8IpRD>a-CmJ1w}#{aV`V7hZ4W;mBG7Y`XQs(`P#ZkF@7 z8Zheo%&)W4pXqNbe-93xAVaEi?qo|1j-4`+)X-e$w@D)ZP)?m}sn4O)?$XTNRwBP4 zXHHJ^8-Z$}@K>w#-Cgu1P2}@;v0UiHZ%rjb;Zx80Iq?grWDDQt1kRhB=)F&$R$e-A z++@ocoHjY}TT{tApXtnD)9#s2I&#+JMDKF?=slgt@4-=%6TR&by>AoweK~2er5^`P zw)E$m$%${AN}l3p>&h{c6JI`+Jk?7fr%X=#)~sC2A(IooHI;1dGlMx}a&np$vT_+m zOil#cPnbD?6DBA6-G?N7wJSJavSkG4OSX*Uc*)6`;RIo|QJgN>GMd9BC&{!6rIH;K z&Y!^9l9LXhbo6p7M@zQM;$&&}YGLL&4whn~viWJwm7H`8`<&(bEaF(nNhd9&lAW|A z|6xv*ocOI-S;C>x?wQWM+6vB;c9*lgJjjuflg=uiN`~?zCrVDDrxVIV4wRhup9raB z%Fnij^CTx{ht)!Pp5r7ZUDP<0?5d0Ww>V9*WgUk}w!F<*l9O&>wQg#d{~%T^ANocOJ&WZ*MZoFO@h?kALw zI6_h;>=Vi#oFF*~LOI7*`;;u56{kkfZ8kN4Zg+H^E5lEP^O7pq47$UnTxhmUEuc9f z)k!7KFIU0ip}8WhWa(6Bo+H0GmF(d{iJ${CfA>^Kr$GzsRD0-7M}9K}lN#eJ=q^#( ztw80X^Pq*hQ%~&)&V}x_sQ_B!sHZE#GYnIGpvAG2?-f9$j-n^uOYxvJw8W8LNhNzF zodtuTr8X5o_lUHaR9dNPpk+2qfbNYI^r=gs`)s-#y5BB13R-T{Xy^f(#y}6+bQSba zjLLOi{M=t-MaKuPX ziON0ob6*p|uh82z{RX{b)9=u`j`}6Tf@yaV{0&vu^bho&NSjm1e&tH-TaDu*oA!V{ zu&FwI~tU9JyOX*h3+Eg4sCWcIHbXz#zNnS%H8Hva&V=) z2&O~d?w%UrBoT~*zH>Ar>6TK-A%*TDmVyUkFky9g5eyNKUy`iImuN0+(1{3g0AN2%JRwu>s=N-BA| z`ZFoaxUY#|CbXxhGDfqYy&UmCA|HJgBxPN>#c& z!Sm1oBCVv7Bb+3HSD-pE%2Dbi=s-t)GbvB6LI;To-DW85E`lGRgGE|_N=3gwb#3|) zswdKBQsqkh1|1@*bStUkNcS}n{0klG$ge;-&VuUvi^ckmt|)gaP*U_9sRl~r#Ashq zhl$c5mAZ?d5p=jnD-}6!nCf#8RH}p{6#S2{p3|o(~-(QXP5~s8??&S5)X$Al+dw z5NaNyv{DyAEo>@;juoi|1%0X?)Ka7tSsDZ#XVWE6E1L#GtwnAwe)<)cXu_^go=7WD zsc1ZOyiM0YC)hLrI#HxL6f9H0Nl+V+R-kgxEzn6Zst`?wP8Ml1DNl2twl1*#G)fld`^C6&C=34auUPTRd;NDHC%qH?!8o0ZsR4&>2cq zhN(PJDRib%IWc+~O4{@c)Ip>=^h&DW^H4{dUWCpPX)~z;r9Oc=iL?S0ioS5pfXXtJvn%?=|Cum z6)ab37X{CWr92%#>Rgdl=vATAkx+q6jiK{I8Z4V?0G%J} zP`_9&pK1^FS4t}s%u~U0paG6X7P^%z9nLKeRH`_nw7Uo{A$5^WgP}s3hCqWv6=A_j z6&wj&>}a%G;0Nqz-Ft8ibcs!4pusj>1r4$3YUol&qssgkqjNOI70^(nw89v9qA5^O zEahngbeU2~x0zIdQny2wi?jk2i|&MmiL?TxMT?-}v6QE~pesZrZZoNJr5=Gsh_pFN z_d+8@+6+}FwGt|}=}G8Hkv5a6RO%IIlufTfqiuQ(8e`LH=qiy~(5p(l-h{3e6}y!z zEriB88k6H`OwwHhA3@_pc`^DJ8ZRmcsZgmeplfWZgeExhgQb#VG*7S|nixxY`W(78 zmMT%N51{KrNw-2lPcxzGRj@3iN_P?b2&HY>3f^;np(&!0kV@67`d*xT*|Y~V&8BM5&7$(KV1)|q15LMSU+5N__Jd|P zy1LL8yxKpFhR{rrR#M5aZc8F)1l=ks_oVhpbeo|PrOt)s#0q-q3C$I0g;beR7eVtxrC~u& zmqGJwDuNc+bP05)O@pDkY`PR$C{lMOtk8tRpu0sm;e?*rLyJV^F&Ygm7FBr~=e{O_ z@ldHv6QLzGT?Z|->3ZlMN4`ZWIWEUF3noL$Y?=byD@wY}qzaUp1KlSo45?Uj7j(Z! zn@M@P6IyQ5Jm>*YIxJYCg3F)>ZCVOFB+3a>rAp0&R*1C17-gbIp@(gH2zo@M&7{he zdIEYhMwOz+p)!#+lk)Tw^q8o^ZO+oO(Bq;iPvh&ji(n1(gro6pfj^3b^ft6oq|H!L zsrR5KMR{%|OCLi|i3&n0RB99Sv`wEvt3=vN!D6L8gPw`?N{co?&x%Ui3aL`jx6pH< zvXII}zd@@Vjjf8&HPG`)RfJTj)IZP*jwa-JnouBWyf^1xqQa1hMR`!UO)a38Y-$O; zY}0YjD>k)))`-&K7$q9x4Cqyx+C#62v^kZWP^wfCdRJzT z67_=K6s6q?y*!-?y(OxQ(S^{u-D#rRk_ZMsZ;J|jYGNIC5j2P1aWpX}q&(3`=v|wN zp$eO>gx-r$QU!-W@7r_*^npm-Q^|=1N{xori?jk2imrh^j1}}W9QsIOm*Lr#q z`bMOcRPx#qrJjSnjZvxSS?D{FR!EhJUWT@av;vijUWL9FCEZGv9)W(aQ?EcjiYmiY zmAeQkpsgaUq>|Uw5v_-Qa&(5) zrch#e=KSmWI5mUz5T)H__LL~q5~>!XQc(-2x~L*dRf^g|HEe1J?dd4(_A*b}KaJC% zy+rk$K{@UsNJ4wt)B&n#Q%7hYQEpf;PX)U```XkM+E3*6W+wEh_E0TRyRcvv6)b@E zw<&;Xi;}U_`OpD2^?>Tw)Dt>TR1g;IqcMg+2ibHnbg)R9xvxT{ilDk8tw2ShVNktT z%F|`gA);suPleE-qGDHvg5y+hJXGJNtDpuVZ6=jgY65gvEahnobhxO*Z6-BesVPuH zkyfBm(aq2iHcf>ZiKc}G%apniI#RSMq;kxEsA>i z)EuaZomvDn6>V_c=~byQRzS@}T7kBRo`8-KRk;;tr)V{lE7ImHt%911v^kZ$!G#jR z8mNU$FG9yU@|#K3QLi_kmP&!76Z&2+KzT~l4-4jK zjE&Iov4Wo7gia7?h2e9R`T{yJR?yRjP@5R#DfKCIl1-bSlSSH0uXajpf!d0+0wqO1 zLhWqY3Y}upPtd70eGi=`QVV(&sMoJhdy!V4KB67a={EfVogva@QiV$W3!Q1xe^64S z&7_Kysd;wsYA>jhO?yL~MXE!uaq6`nbhbz{keq~5%4&u7&!E zN@A3T`rC8^G(a>iOz}%z!31caO%tJuM5S&s_vKSlp+eEBkk-13U=}pUrV{94(S|Tp zsnk5^5}W2jgJY!cPA~@=BC7BOZ*pG~!5z@0HqC~HI=ZQ5n5wTamOw=|Erl)S2gocT_xRoqD2@Mx%GgPS5YUm1^o`*(=w3$?~QZGRxV>C`w4i$^E zLMknK6S`8Q6{tk?4m8T9ccIauX>M~iRRN6=sSY$>1wV$avS|Z!b*!LIy$6jIm4>~_ zRPbwPoK4?A<3-xc7^{@p3SA>A4-2jp?SLkTw3(Er?a)MD!7q?H;AGMJ^c=4euqYPnoVtkZW5KcI$8P_nk3p1QkA<18ZyRY zo9aPRY&sO0D%$A_PI6xpK`u1SrsmMiB6UwCC)Ly#M?%vbP09@m=84)sw}^5=Y9~4# znqkuk&`eP>Om$JJJ#?#0r$e(u1!1a>Qk|g^QBI6nL$}$f4$$q6Zi;TXPz4)7cPOP5 zo<@Gii_thyUueEaE2Pq*LC^w`R-kF3!O)$e`ECU& z6^(@M5|xC+FL?#Sp@pKdkXDH%LU-GA9keJ$2_$DXiJ!?QfeV|uT6`f`)n$O?zd?vv|O~)_nPd!CW4jF12#Pc zJtzwAYjRCZcq{afO|zgCqN1=@9i=XW9(FXjen>f@SD{C2dL4RHq|K@1~$VMOuLhmD&P59;x2-NNWCc1W>TK^hss6uW2vZpl2>pv^qNR3P?@L|^t!0jtz@YQv{tk#q;hu=w1eIdX@%5U(dp2eHk|>zWz#9p zI?)DKhk}(V*a>>urq0kiHk}Qn)+?3cRxYSTN=Pomr~rBQ?Tpr37e zANoa95T^Va;1j6Irj5|AqQWp$75oj_F49UWIh9}X z3U)v{M5S&eOMgLs#0su*dxGuIPLb-6^0W*3Q&bif^z<+EmuPKBl`2@b7Uy50Eg@Bj zj)8XBlnec{J56(;M9>ua*U_~4zTmVR6+9REPo$Mpa$25fAe49@^AmDv_zb71Vo=5K zdpNqerrVrK-dsni`J}3ev;wJVa5q$46!y9~SE>7<8lrH*kd{DuinN)6e!>T!y+m4p z+Nt1U(B3vZ4Am4R-DXleLThIZbqA=y@HK>lLG^DjkZG;XKX@y&^5Pb$6#qL{uRQyY|82c2cpn@}gw zmN2zbsr682o8E)Yb~Lk{Pt8m!^)-~T=^LnvD16(5sf|!qQJ1iw-U-1kP`4QMQLmq% ze34dC$(egJ%G1wKAS!a3Nfj&gH*}6jE6_Mmbw0`PT$}zORbbP9(0Mi`D0sd| zE$Ee2uRWn2qG&=-yC~RGRN^+1ny*xCQoTfFA*~WMf_mF@7<7SXd6+6!>QJbUNOkDt zsR`6qq!nnbQq7?YZ8{d}XH!e4zbG2R7pxBr5Jh8nIuaUa7i`RX+f8Y7Bs*;6rel}Ib3N|jm+T^&n# z8Uc-srIstT1R5vO3I)qVPeS8udKkLKrbnR(BGsYbDiwSQnkdo=R4!TvT^lRt=@IBU zkyc2pRq8$HdYj&d(xM8tnbZcQK8J1)X$7hjeGlDe(^t?1#&J<}S zm7L}3C4&7(-Rj7%Ky}os9yH6Q1E7)^;Z{)8WvaBGsXwr<0(&?1INa z3uCE5^*Rx{J4QvKHqauGR_IkM3ZTU{b%IK5IvZMIQwmxtQVV*GQ?H)TJ+YLhbD(85 zb%gE}X)^`WDp&~JXVW0)evvklnx@o9Xn8E<>0;;skyfJ5s}9CN585;qddQ~n&-%K5Y95 zt_F-+nF%D%N~>0~ld}2ubB2Wsnmp>MOn^_uewwfPWb9R34H)%I=GWO)Nd*)6{9mD- zg;L>1Wv3$HkCe}4#P6hSOoTpvKB1h-0h5yx;?jxpB`12*Gxe#y zS~rfDY{}GBAl3f(ezk!1!C#kSnS1)`D`S(t`hM7>Na*U)*DBXSLdQOpS;nU8yI_VbA zOy>+qq9S}|wy$;zM@UYBPzsWX%qxE$CrA?aYu;}KX?K-Bn*$^#err}rIX|*x3CBma zEamh_qVmxPS!e#!VVk7fHRcnk-Pc6sli0UA@e9#sRp&p>(UC1raB>u@riS^CaBvjM zczKL-BPW3t=u@7^yz=LAY@|%uEo6nyTmRe1`AIM5YfJtb4vlPil`|tJJ;F>6pLvrb zBU{#SVzj&TR5<@F4vZem{DA10a4#;re8zc^lOE+U;nUlz+44T8MRqkl*S&@<8#pVn zh0k^0OOg&J&?xyob5dl>j~o;^>E$BaSg)kJ%6#hYKDO-On8=pxoD$i>=epOjFuS@gl!`M+>L6bmKYmY^}A`ZhI%8aVPd8r2J0LWkLO z9CWw}x(+ly>ppB&bm=<*7Mzq*7WTRjyQbD95IbP~+X{ zf}~QJ4|PAvrZb_V9bMq|a$8}l2h_x-o={V}VCIAIo7t54i2Gw~>ICK5)ER1S)7el9 zn^MrRjxI>M8_RwYc;*x7TiR3z9cR-ZsFh6@L#=JP1j@51^O^a_+cX3^!I6KrWIwAs z^SAJvs8sm<>XUR=!Ff;{M}CD=T9o-5`;#0+zlA*I|G@E3EL5)0SVC=W%6!6oJ4gQa z03R*xLW$sH=oClM8!Dvpp;J{b?RIBBkbE+9noU!n_9_@p4TVmRrL-rQ1fAiiZ!+xV zX#sR*ELHCI1UErRrL>s|J!L*xzC)~_r_6`?ceGQP586M=PTdZ5a&*4xM4zUf{|2W+ z3dJP2m(ba}x4JOlUP0!A`%^aE4RsME-R7uOFbnGH$p46ev?nNlx+zs2raavT<+M-uzpe;f|u;c>|Iz@BW61D|SzXv=^xnj-q!>NMF!vq*CRsPWFTQ>yRq8 z=|Jd8M+01l;RmGMRgn2x2Sz!Hexrnxrq}3LL7%EmYK#gdU7c*f%wI@wmEG%b=xRs( zR41Ft{4Eh<)yviUp9!}^<3#0QFI@zOP;k6@g*4D@;iH+MYiw!-O^8v_#ez1_M3L(7 zw+?v9{2dI}+NtB9>td8v!4shC9r-#G^wb_o+o@xr8)B()6+9ifQKUNAzZc{RCOV7S?luS3D4s~Gf!rpF3; zY60D1Q%h)uqv*%RMQIg$iMP$nSg&$XA5ynED$q(QS?DB@U&h&xLNN)hBvkT$Y~6dD z)zkjR@lnZ07%B~tks^da5``_%pv@qZlF@}!G6+eSE*OMCm+3x84N{>Z^Z9(&-ZMF8pL3Q?{h%jo8VEfZP)^hC1ji_fu6eE?0UL-Gq#;KQ9($o_guYx(z<}?k3N^KejO|a=+ zXrfI;(4>G0qNd5ap~)hxFh-H66q+JRL@Q}3fu=@uZAC!+p=oyNai}byvM8Q>40>7x zi+n*xeW7QR%JEbYy+}R?Ju4~;XgV}qRN$#9dXXFtJ*QsLLh4<1bQLrs=;i1kXr`zl ziltMtp>mNnbHz!tB_sJd^t??Apch0%uAom%fnKyz3!zz}vLKbZtmLI2l@skrz5&e^ zMGHLgbqUe!(42_e&wZM%f#ybZT~4$)O`kw7iwZmyMK6*op;v;Gqh-*mHhm1ui>RP1 zszWcAdKQ{*r#^ySvs2GOuPap$6#N`oU{mU*l{Z9DD0NU}(W~SVXrWE13t!$86-ArV zsjs0$q6$w{(Tn6(=q;OmgxZIV zQ9uPMxCQ!Hl;cy5K7^L3S0bP+dVL~_gwIAVm#PhYYSS(XF1HKTC$%CX_fe-{QB*pa zx+mx}QAM-@m5EZ<`h2c}MFBOV;1@PEfmQ}op@K(1Uy90n!79;l&{v|0fKqq&d>s^Y zsY9VvcIs5<8=Kldt3_o&ujbGiJJkwWYt!-2xBpAMqrw@<*3i0uaw1Ef1g*E}6sRg9 zSEo~=w@Y<~zO(6E=zE(|w+sCcP(ou|0BwlKeI)4RCP~8-dKCoJ0QyB#6wqPNuPPV`KMuVMqF2caq2KIY*Fc+Wx&qoPQXL8w zso;&!7Mlh@TSd{{)EF++5vsORJ)z%iO5Gv#hfM|0p8=I=!hX;;QBJhN7>+K5wu_1a zx)u6Ml<-s$y-4j?J3e`QjVrUbwyf%Dl$@kC1*f;i4xIDnx;UR zqOyQyL3`UY6RKxZIkbi=)5ZzLJX)QwvEM&y1#xE;??>MpbWlv15E zy$i_ifP^^H>nQ9PNtHtRr9B3emb(wDkytAR+Hp|WUCaw*g> zqV(_;qMM*bK`%#(p@V{6j+Q`;gMw8mI0(vCN}CzO(MQn15yk(R^Yu|Elh$ENR~BW(H} zYG%_9(2=4tKVgL?+yXWKU%DZZjO1phMMQ3;Q{sjkrK+K$L|TCoqCcRcZTb^xY1207 z7@M|3$BNW~UPbElH*}n+AX6yldMmwjd~@5R1@elQ6#Aei=tP_22k4|<>+AO^oZgghkj*BeaRSSD5Vt&R)|g} z)y}5Wb#U!%%7xAp6-9L@Sfzq3ptFLMqtsn?XNxML&FNHYC}C3@=$weIi$a{njfv=0 z@*V!ZtV2XM6htd&+RY=M8_|t16-9fJscX|ZMs$5lWuk9Mou`ymC|Du7h}8K?J*VX)ikvum8XKLlcpqefvCV2%!ytk^PmeO>aUgb1)iz9>@KqDDyXw45!E48 z5WPrV4JCtAktlT$-^Dgv0bL?0i#AiRLaEe+b@?K#KvklC(4``+q%RA-1-k5i3l4}v z8OhW&cbD7L7wRIah<2w7-UwY0q{^Z_$<%FoS4K3T$fq0)gRWAlDxgBBt5S)8QupR{ zvkRu~&AVC!%Y3RTdXc;V>K;)tTHw<=Ky=YqzWa(~pqGJ(=v6Xx+1@oa-4FE?l|`Gm z=(I|yV(40%9)b!Yx+&Vr6gTB4H5$6krbnS(qJn61`i9Ze6@9&JdIIVrs_?0*=tXiI z)Yqo*(DkA+ml~9#)EMXno5n)@A{vzNsUoFP7yI34(-f$GL^nr!IgOhWN<9M&u<2Q7 zpbAz*n@JTYmAdoqCYw^X5)M+qGM}nYsvNr6rsttTQI$&-M*p0VoDJP#(;Vp5fU?wU z7Id3UFF}JND$Mo03Y3}$-EPx-=nj!4<08f)r4~SUib|ptXs#%Azu*v2SwL?>ciFTE z8fsJOa>Tnu6~5q#=tc5fXqZh)p?m(9Zizw}$tBReqAFL=)5p+#HZ6mSBD$r>r}XT} z&!FL=LQiGUi{uJugh(@U=U=txD`=!mE1^*~eF@zkk-KA$8};&4a5eORO>3YBMTuy0 zI<*!m78Q9aiC!eDpoeVw4tiKL*QY9!+5kNws`BI>`6pe}~%Ev`TuGejD_$^S0OiP44E~1*6C-kWwslI}o>0L$&?Hg5>vemf zs4g^FR1nZ!&=gUTr;_MJvK}-wqC2$GDRD=cXg_G0O{q&d%ObinC)&&{T)9de2t936 z1Lzr1!l&|;ItY5!rpC~8QH4)cD|HC;oK1&9Ga?$2a4COjR#RxEO{p73%S9`Esw#Ss zYz93a(OuC3e@OYepqfK3h~~P~Q0++`1-)p~(a@}jh8Fo$N%SIl9Q2Y+t)SU9rLHWU zBhvYBfsh*`b?fKci0;mEz3$FYuMW`50p*H1La&IlnSzcwL9g1B2h9s8p@OMaP&>NzHfUbfT2B{LIxihRn^)zBhQ zmZ!4lMe=;;Et}4Q-nQv%Xt78w7~U1U2C5Lv^}SZ8S3l?-QAI$vKuhe@0O(yimAY?r zsZE8@djVBxj9a1iMb&PMVbMQlM7OklAkt=TByw~YsY*L_FZ5wRSy3!`5A;z)?*1wY z=7>f?9|x&iQ4zFEDQza@=ppD6n;wQf6(yoNr1DkpDQLM(W1tlgxhuQUsk@=ilq&EA z3stZb`dp+HQbnRE&=)pMg;t8RnN*2V)1WVHDuccfX)~$0N~Lau{W?fhh@OR3iE^S9 zQjSvhl71snoixpaR*MRJYDM%SnYy!fjYxG!IZEAGyVj;T(6>P^mwFLeC#v$js@3aF zXuVCTD`uDL;CVTm}7T(>Ksh zHm!z!7O4(*TotO|T4-aCDiVDO{bEzxNlY1#>Gw^KJje<@WGq<)3|4pLdsp5*mVO+@$R_*AZ_5fknZX@xQJMF&GW zMG2oO5T)*s-4zrp5jBK%iwb?p(ecnfK|x1HK>ymQW1;^k%IXeBlW-F z-bCowOsQ^AeVeX^_6=yRQmK1? z_Y+k_D~z#1l)6=Sf16S__-2W;nN*ch1EB+gl%v#Lya(EJ1JppI&0KMmse(5{4I?Uw z7I-T?rS9TwWYb{ipn$Se@J^_)dR0U#6m--V%2q1dQ%>|EITAY9rU#)zY$}EhRj(pn zu%!xihngsr6VPMOVL?HcN?q>TRFvyeiReXg9CWxS-&28TGL$3I3XiOBPm)uhBW#)q zH4_#3f9R#n8zjZRRvqDfJ$7il{PLNz;c=YmqiX8 zTQZWBP}~1ad0Gjb9?|ejSJ2-sRt245(|1rio4$wI+w=o;rcE25vmz?;&ow+dnkV@M zbas%+5v_+3BCT-6QA^Pl=o}R+i&h|gev)rN9fE?6)ugHh#@$O)?Nc@Cbsp5)rjAe_k$>b7nM$QD z1@9Zth-iVo74eh@T`$sRC|jx2|69)uDp(S&r0H;|pHf)?D)GBT6~33F)TQ9VY#I&SW7DJ1y*51t-4{@m#&{Si60P!MI2r>D7ion% zuA(g&$sNv?+C8_^60RX8Tl*QnR4@ZF&iMz^2*IgX&f73$|3j z$xyLUSpmHWJ!Ge*Ko8rg7obN(xxQdRyfln1G^$zs7 zO{p8rOKeKrP5y*UOQ9!4U45@1>Qw{yId@q35^lu`;?=_&{)x2PZdh7fX0c+ zJXMN5g~r>o94Zx6`P4?GzJ?|QR4qzftUl4EFQG{`r7l*V9MPyu*K1Uk3VshwvFQhB zswmpa9|5Csl&XTJ+4LP$CQ3w`N#!ZE5qjFDU!Z41{^Um$D76WC)~3zSbWySIRjSk< z&~rBZ3C$1{`c$P-)zD0veuv6M8-1!qsnpf)&)f7L^g=}UM|(L#e=}As{vYRFw5c{U zOO)+;-Jhdgsr%hu66qbJV6G^2EBtIxOP_L-x=VhJDBn|oQVpTGqOJj@?stFLPBnsF ziD;BR4S(;{ZXWqnoBo03sbD|ft59P!q2PR*Quo%sCaUnMN~Ka4#=maU@z8>RRw;EH z^oD4GFIXi?T{FK>RPCuobUO5=$UpJ}kz^!OH_$JN$gObeOr}z)Yv$h)wR8m^aBs@l z(Azeh1uYh}^{Ipko(ok3lqX8vK>v=Yt4|e(Qa8{qvFQTnT~R-ua&JoNF8QT4b%x#( z4e_ZW^|};#UsU3$RMZvvz@~0crD%aqRVbCZ-~B_;Do-0leV~s-HI5#P{y8I=x@P|4 zh#t)Hl&w^MXqim|pigWX2z@HjJILiOZB?)kT5i)V&8d0@R)hLy^fqtz`PeR}RZ$UkJM)FZ;olTEH>mw@8alMLL zs@Jnnl_)!)r=jmenVxc$ngV?vq#R9yeh{_wsXV1#gf@usJ#`hm4E-3S3PdkJKZ*MJ zRH5h%=x3W2LK|&*6Z*xbMbNJS6{*((=r>WZAEQ*X1llAj3Frf8vz>Yu+G3~Phqj8! zeZjfvmAdV|+NKrI?>2n~{bAGR(4RJa0d2EsCA3{s<|nMsgv+46Z2AQHTeKiZt%YiA z`WD(D%Jiv9^_mLp6lsMksaA+KK)Y=E5!xNlDy4pa{t2jB^gZ;iXk)ZOFGtnTf1;{@ zeuFYzN`3!T9HzEFd)TxUswL9n5UOr`c&KKMRI>=Uz-kq_6sOa zsr{h+MG0TfQDZ1eRN$#!^di|DI>4qD(18IJD%A{XAc_`JZ^{r+4QJR;)HPa3Qx2&{ zHXQ*SB+B=xA{A^3H4aja4u`Tu#XeP{R9ooafXYOzp+jss6*|Od+-w7^qE^dgxD9U;;R1uI1tLd}AdqfXF~qE*pm zQX7@Zhnm}TDbzw#%{xq#RuW9UalbnJ)Ekwo=zXEp6%v9V5yLQU%blqFhgH zRj@yFoJ|9uRyGZUj<@M1=mb$e->Xo)?to6T=}ss&pdm^PhEB5ScIaeL!uKjs>Q?9! zn{IcxtKC4Cs8DWZh=i=li`!c%GVA~^@TRFoOe z6zDQhNkB`W%WZlW>LM!hsq*MWvJ$#NG}lvw=o9Elo0dUWiBzXk;*lz)K7_j3^byoe zR2^+5Rio5b(A6T<;cmQ0GLoM|-9;N+%F~xnkBHpOe56{c;5z6Uo7O`;19Bg>wa~RT zeG3(c5`K(4_1XYkXVZ^RFPnaXdfW6f)JK%%d*!RwYN)SBD?GCM9BzWH7j^Y1M_Zs9 z0xD9$tx&(9m!mb%jiO>-utcf9p#C=f4GplV1{!G74(KLPsqa;$UjIUag4A5mHt1%X zwnK%Ya$nG;GV1aDmrZ*>w~99URJD5T1KlQC;HgGb7aDBSUeN8L${>{q-C@(-(4C@q z4A-k3G$f)&vs}SPvo%IT=q{TYK|@6?eJWR}Z0K&A4u*z_5Bqii}3x?fb}Q^iW< zLJ!z<67--=CqukJ!R8H&=^s%Pn9TjF*Meu zOQ3P0YL|LEQ>m+<@e#QdZd%F`T?>`kQ~*s7X)~#8rFugX)vLz$a?}l)q*O~!xk}vx zO;#$Nu&w9{Xo^xfKIN!CG}Wd7(6peJOAUm|)N7+Jn225^FN2ZxG#q-~rV-E!q9Q*= zv3flUy=c?p&@7uupqE5leZf){EP`f>N<5W|ra*H<+RVv2dK#K5DhpE2KraV0R|Tg- zuh{e)^lCs0lq!ejiByL%9LSbtwC_ar!6`TaU5u_Zw z1}zk+1!Fi`2)!wa&(P5{Xi<<_p%}|w6A3%$3`VgwH=_BYJ zn?8n?*t86K*QQUPr2%c!gq6^HB0Wy0L`fadd(iu$>S!fR-#{POv>K|kX$|yYL?ux@ z{$%#O)y6c1#A2mnVRrhXqi%4pBJHbbAS1-%^o z34JDN=qJop>L2LypkNcxZ_pPaZKj~3jD7e9EJ)=j^#`dhMcPctQEgIR*;EVqTGTwM zL#m|;?hCE5sXp|LP4%GFqE^0Ot_n7S)&!IgHGtNN+WVBF!=Z0Qtvz*A>JVsMkaCm* ztruy9=jyD~QBajA&lhxb4D_9yIuiQcP8|*X5Kz8)wS+c^w89u&L?=T(+H?Z+lSrFM zbyezA=x0%U8jcQyHrmt#`bE^kKXQQzo(27C)7j8(HYK1{P@3lZQ2iiC2<>+x}KRY!G+TW(xP?kvDIjBYI^&)gYkaF}Abf8Epq$-q}4>br1 zE)_iwH56$xDMyQ-MnSlX3uNl5j~OVQ}xxWA!D2rP?l&v=;VMJiVlEIvFSjlwM`A6Q$=dQBfEl!Ky7Sl z44o#*_QN;P7|o%!Hno6Gx9KS843X+EMve-e0JRfo1!^v84YjwaEp(MZE2 zAm!*(=xjT629&U=9dwRJb?DVfy*fZ0L^@R{S9BCpKib*Erk^*SHwBx>z@Il2_e6KRE1d!?>~F0kne=)$02LaBV{BAYIOI*ZhTULBRX z4oce83%XdO7U|TD&?P}CPX!C0d{O*dj;@6+6{$M~J1bQPT_)1zG~ESV9#Fngqo6J} z-3?tK(q;;FQR;E%N>MyvS5Z&sDv>smax@O=YEvoHO{B*m)k6gzgsv8;PMW4d-EEo% z^$4gy1*bsQh~fzyjfHxO)SX_Ao`@33?ll3r&Q3iI^$MtuCM<_~i`1Pl9L<6H zh~jtI(GaMwD1N^jl|a|q1?NIH*z_{g&+au8x>2MSOxRDuzX|mZXrO2zG(Z%;%Y~w1 zXrM@SC^%U39(0pPb<*@DG{~l}pqp*_8Y&d2d%ECy=oV2p#s|=?c4`%Ln@!(9gKb(3 z-EPww=nhdl#t@yxa_G*0hKW9fhKRJ8=W_HrbeB!rprJNxhwcujNWHc|!$ex4*Cv zihMzr+7lWT^m5b?y5BB%81#TmO`!*EIvgstDF=E;q(fl%$$G9spoc~AK{@)CgL*_1 ze*nsq+6;{rX)^^Koj}1yMe*@YSE>>8m`E$6%0*{GkBd|%O|794QGD{VlxhY&5fpTE z4)kPD&{13HDN#JUqg-f=D1Kx|TY2QMcCXV(jkDfKG#^*{Lg`GMlb~o)!)E1sADT z703IGNZlEuLe!Jgvq3>e-J$6s)k&v%L(kdN2by8i_0Y_KmTHU}p>mu0L(hxiH)VxV z=Rq%smPIQ}=;&_fMVp2~vqUR>YLyC(gkG|#2$~(xTBYuT<^)tF8Uf7}X)_Z#dH{Mk zNNrGRIP{9BGFl15hZ-Vj_S1m`cxDTpC@`9T5i)kXoX0R!-V-teFl9d(hAf?vLJ<=trV$FnyR5M?bJ5tE0OAuDp0{a_T&36kyfBSqT0}^prE6_DEN&{ ze?zN9@pJW4!C#>@K`%$O=(ScfFxt!*g-Y!QeJd*RG)mM2S|=J7&_U38n;Jt^LBV1b zJQVs)6d%-RQ3mvVP|#5W=m(MNFubE?&<4>MKVhi~9s~U-s_$vC=v5Btryx}(I+oPW zq7t8S)Dqe#QXR%{)C&5=rW2uGMbmx3^5{kKOz1aJWS%PL)B8BYLWdd#W8|vf%TQBMD^IOOmC)g$98YaUi=Z5lHZ!54WzZ2eeF8NTX)~$z zD)>2cWRP;S0%|UbCv@}y)FMbFRB$3ZIMDe@aSp{E# zjtx?d)FW5u01Lc0#of4!RZG~Ekv_h(%QvX7y+VmgP#-@Lu(?szYuHfHLTRXKA zI$fmAj4@DS?6E)Je~IFQ8Z6pOs+~xiNjch^RC}8;p)*B=QJr+^KBar7CzXbdg9aq$Z0lf;!uj2PJK~0J>PD zIux9)f=TESQT#5?6CD8Mi)KYDq#RudT`JNcr0G29GEw|tbE&&8FVa)uKw@Yngftg1U=Vcv>mC73v{c z>S?X$Cg>W`s(|iMe@TaH9$q zKz&4;e8Fl_3Dj4l&5ThadKkK1q!nnlXe@MtP2-?`B5m%J(1$J~IT5;1R29`p(@3bl z$bW2n>KbT(Xj_mP0}T}U=klq?pquQ}Q_!G@#$@_}S<#E+3((Crl|zL#JrCU?YUm4Q ztKh59tv1bpZWA@}sT`%=ga(W1cxoxGpwTw{3q2apVD-w# z;`=XApJ;_%j%q`X2dN=S?WACdXrNCy+K1E=BCSwxm{N_PCxeuudeBpLYJX^qsL1y! zR>4D|v7%7{HG{^93InPSjTgnA4Oegz&s8ca2vWPC33ji;DLB!l9B7g#K8=#7a&d^aCXsSpnP^nUtW4Lu{$W_nFluXfP0 zqOxcODi@s(O&3iMs1x*@O?l7^(JY^utAd@OnKmV%a+@xOo)^W(yFdj`gkBKoaTwmw zInaxuMShG5rFuZKZ0ZTUBwFfIl}h!6W{XsZUXFT0bL`ah&|FbG;W8CG7kXKwIuvx& zA9_U;Kk^Etj)z_q#bc}#^@8S!;^7_L0L>SziZ;`0tx_YP*F@T!rhA~*Me!NBRCj2B zU2r7yhF$PJXrY}N4!tQ-3&yC@gbzWBMDZ9KL{~y@iL{xNqbH!Z?Nm2tu}xP)6(ZH4 z;70Wt2fZWG3baY|479|iXQ6jR+Dxiispp}kLCVoY=)HipDK!ClKPXrunhAX%(q?)& zngdme;xpW>)K$=jB5fw+=vC+=o900u+cY0qCaQ{BbV`h^qh2M@ClQT}7WmI;J-r2e zYSUt9c|e&e_%^g6p!%W;=rfTv)63EO(B~oz24yMrF7$;+o740Kw9=-P(3hh4xm>|T z&{q+;_dQ*37WB1J@q{k*9<<7)51?;E+DyTQ8vYw-wMZ*aw&-VQjZHs6Yi-&HeJfHO z3N}%}t*IfeUQpg>UXG0q|Fp`v=jQyrtQ%8B5fwsQU(8keh7Lws)ja*nn#;S zwNk3?0et@z^vV_OBK4CsFq`c4^p8lJN%a$54E-xgL@Q}(3jG%pEL5rklrcB;{go1?~1Em7Rd(P2<+kya=;SiP=->WH)g4G~=j?P*glsIF*Ow3$?qQUjp9Z0ZMP ziqwMCD5d&Bdy6uCK}XB^S*|CFCvxx_=2TM-3MjaR0JI$(q;-yR%!%vps2(bbaXG&Kok$}Xb99$6p!I(IMhf~<_k_& zuZN+7Y)uI*ru`2Apy-(suVg@q!oHC5KV!ah!#aF zP=#nZbeKq+p{1gyp{7AEN8_NwgIQMQ&~RcXb%5b%25%Gi9d&qTJhs>v0#R3=>Y-ls=yjn@`#=|o@_nkGQhP(4ZOVj_ zqC%eDnbSDTK2x&;MYsu^^(O-DlAMGJhdMe3Cc^|0wA=$e3* zDRlzW)20)lYeg%3ua!!*feLIo4Z1EUxIw8_P%oQ~hkA=@T(9xbKW8M*g8JBWHq=+N z$*1b5S9|Dso6dx8h-iF6pUPIMBh=5P^Pn3=O?;}YQh88+n=XI`h;o9|h0s8oE`n|n zwfCt+^dgxL4YKJ{=w?w@pX#C1l~AEgS3$Rk{O_poeU$0~-D=Yn&~2iDzE`1AJ)yxi zT?^eV8thX;lJ1GQ75On7^@r{j zm3SJXF$O`y0xA{V45cpCrhA-nR0!QGn(PafDK!MT&!)SeB9Z?^G`?J^d!XSq-3yHf zXqHmLp^-r^M|VP_MEoOv@f4Lx6+`#i^bqubs4Ch_%Key+h90!(QK(o{<5RoU>j~(g z|0Nw^MzREYIHFShbazUWW-2undPJ1v3YO}JIyo5{ZPOI!QBi%L%2vUN&|@}Df*u#O z^r==#Jp+~4^eps*DA%W2D>Vap(x#cvQ=)`VbyVsFXpBuSLSsb(eX3BYxzIS9UWUd8 zRHW2wsMMx8&;-$F->XEa*Pw|uy$($h>GRB6$-m^UaU|M2n)$q$;8p$+w}Y zHZ6vxiS&6UwM?lcP?=5dLQjjfxn2{RDD^({j7=Xv&qg$%xlg&z#z)X}n?8n~6Xp7p z`)qs)&9G@XG*i^xr}8x6=TNy#UqH```uJ2orB*>Nh&p>3Ecyz1(WbAVS)vl3a=-M} zLND3$Ei_v+CP=M==7{Ebs)$}BzlY}9^aJ#=$bU8_xYP#d712^((0u@YfnK#~BQ#I6 z(xItQMKrO#OHFhin`-EFn|_BDh;n?YrFw0H-mqyqv{0naSf|9qT%~HD zH*MMhEfOVsuYpSKhTgL2ALwn-FrO+?Dx(44f7!GLR3R$%snJT+f!?ucPiTo~x=)oW zRS$aCrhTBLqB5VFrBo*Lo=tm0?~4}rls-SnEa(H94uC2nnw05Mlj^HiW9Y+xvP6xb zk8C;!`q-w1&@z!)bV^Ke1+$?~Y&sbFRHTm|Dg8!DwuF|88v5bghph#)BB0h9z8UnH zsFhE(6&(+KF4AUtIXW5oLX_)M?Ul-fR*K>=5~AkNm!dqM>MS}J`YND&Q3CqfrgNZG zHg$l$5q0ssx~gD4wA!Z5&>EYP(AuC^4;4Hc`c|YB4yr(OCA7|_uF!g$u7;{?>JEJ; z(tANK{lZV43Vkn9_cRqiKiJd@+92u|%}lCL!`}q`7|>wRK;g+ezmC(`pu?Wp-nd325lCF6W#@F5f%9{Mrru5&{mtqLDiyR zJ~djYN1@+E#Q{x%{t&4J2UVg}DfDMh(9vjUn@BB4jZta}v^_|bik^i25@|CjM=wHu z+cXoZv8f!|AyOR*PFAnk(9R&`XgajZrstsDqOzzC1*fav+t5EYy#f7e(?aM!n-)PC zFQ@*k(4=zTYnFO_0_|bb2T(1WDxumUJt>uG&0ooRP#uw4q-i;{r%0Qjc}lH>>ISq( z^fk1XXhF0>%25@RY16mR-T_sp;CiT@P3xe2L>i1Lv z_7iCZS|-{I?H}}7AzBM%1*w&yEzki$FGs&X2a42!UXH4v1|qFMYgKSN)KH`qs7mx7 z)X1h9=%AqB2Bo$^jf0e<9Z z?P83>Y}ySq6>amqYBXUE1rN9B2q;GsPqBs?#YkIg*TIbEug}o1r>NwSyoemu<(q>XwN}U58 z7o;4W4YjhVEp)snD#P!w$qiNT80Z9%>Ok3|Jm|!TCdJ3==qM;xDb-1*E{9IC=|bpa zn=XP*u_+0)7R9HLqX|1er;4<~7|lg}pf;kG(F)W`G!QyX)Fhzmptg4EM(Fg2CdH4O ztAa=JnLk66=Lo=Vd^ppwim@?xKsgjrYI*U*b6$#rryxmqWFSWWCP@X6rqoaB~ z09|0ygV2Sd`2Fgv)HLWKQG6PXMnauMdK{k1(Ksj>^l~%`x>%GSwIJ0+y=Fj{*fbN$ zx2YVuR1{CxRRxDbmx;7OuL995=yFkyXeCW^pe`b9hWaSA7`j5FQ-%78N}(%7+MK49 z&{Z~l0d*C{V+>Tmx1nyLcnn9C(A6S!rlTqVQ_xXkQn%XF9J(#&po`uuE02hUdC3DCnpasUlJQE>Bjf0W@4x6s<6!qkW+fB6UyGSuRqA$VqNu{B9Nh~|vgtl(vQ0(M6q|-aQ*9anO|xkvRA$pC=;?qe^;{1? z&jhqgbPx2bNSiqgM~_3(Z7PADv*`(FhG>O9!f9W91lv#A1lJ)lkMwG>)l(|gbx zBDJ7bwNf8J3q`7vrca?aZCU{>vgvc^Et|f8-VSJ+#`qdqY||>JLZq3Q(50%NckI+R z&=OI6ye{=N^sb%y3|boWs?mh&p!Y=jATfrcSwkhKvz5%mo59kw{YC)ey$$iQfq8#39Ys180cG@j)m6QbR4wardCju zD4HwvRyNm!|1$h{LCVodq`nu$2j!?K^n*<~&<2qXA>Hd#=tq$bJWWSHKZ#mKgF&q{ z;rY+S3z4u@n^$P zF0?gBwO6VuR4vkG#&FaZ`dy?ID52C{&>uDph5i)9Z>38e25qxb1EB3T6+(a6bPM#i zO}9ZcqMT@EhVQ81TSGg7l%rwLPMZcoyKK4%+AY$PrhAQm{;^YopnpZ`PAX3mJ`DXA zq#WH1WxSI52FyK9IyD;FLllqUQp2HIBCU|>tX^ZF+BQvu>ew_1+S8`VP+gm*KzrFV z4ay8CUlY!N_O_`UswdLp@LVo68`{TCO@QhLsV?gE0<^Cvep4Jh3hig7=0N)gy*zuLkEiDF?uNV2-F}*IeHsvD2h*`K&cm@MmD_!9VAj6#&D?* zp~j+?Q5~p{3Z4gLi?lgS%bysiQ*sgF&h4BCOkXn<){Ivgh(q4U#e7l=p2z|PSXic2RqdoI@hLC zp^i4SfzAtPvc@hIf=l>f)fFqju0G0ZmuIGogH&&Vnu#sSdqd>I&#Go34Z|7ilx8 za`oy7b+M@cx>MI%?tw2jf|M3yMKIr9WIH?;%s*_Glfcgc!TxvXY zqfO(W{-SvJN{#V2G$2Sh8Vd~+#Rui+LFgt?JfWkB&>)dk7=D?0l|wfN1s&ZF725Ow zbc-lHUY9C`ZWZYe(!C}_w~69MUZF9bfCh`=30I0{K(~wH&!MB+p*uwCPA^AupgZk? zFF-?VdLFt<)GF$pE_eZ-jiDmVoTmAt?zZW5Xjnk2^jr&}dqi5H;9Aj#(7mGgG#t%@ z?z2-LK}DkJet4I<78)*!56aO?&*?AGwhpb4TX|6Gn%LK8*tX*k*fO%lbY;ph)&vPe(bDKWK%+mMhpDs z5}po&rrMMZO|uJTLS+GEs@I;-(?LN;heFQ;R9~q>pl4N3kHdsnq6W}(rL-ApC^{B; z&Zbt-jG&iG9SqGBsYSZriBP#nGegs*PPKvN*mN2+*QU16%Mnefie{!)j)q^)@UJKppS+{vNWChG z&(P5c&^(b=DA-&D^Pu@6tw1eBmqV`wDMy{4*X>jnXn`o6(4~%n-Vo`))4e)C3nNND zvP*r%Bfn|)N|IV6Y8A~)!CVdBA9_m^Eu?<>sg6qB3%xH=oisfHePGkWP^Bn7 zLsxJR^r0wzE=RXQAK7#p^sy*@E|(esEfeKMGc#dl4L=_G#HMl3ry|uM)kUetpyi@` zU(nHHXoXEvpwDcY3Vkk$Pot}P-2iX(jZFOAv7B(a}&Hkv7xI(TUKWqJBO#SE=PpST{&HI-b;CA{_z+=P8v9Ws0;pO{YP7 zi_|?$r$F^Y@$jzTvCuwt!PZcHkv3CsfyOu;+E=7cOPcnF_7jywo6~e8w7)2xaFGh0 z3}uN*e9F-Q&;da~N6n!FMXiF=jT~=-AXTAW%}6yAsSXn^73D#VMB1FDOQ3^n%7+@; zbSab_P^EfxfesdFgobx5t!7=585f|R4{pk|`A(PmOrO5Fk-DXIwQa;UjTAHQ_!Jg9|8b)XF@ zI2bz0rrV*TZMp+$DT*iDq=L6X$A~ui2^|$f$BNXQF&qtpjthD@8Va?t={D$iyVnTl z1e=CKC)!j5<=S*Vbdo3@zFLobH*|7DlZ*T#JF3rrOXn0(>wxa#zf0U&1@*pj8ZOnJ zf~ShM`BY8xA~_9e6VPr^8FZRRnQ#sVmrWc|1B6aVSm=+C~ zk$f3C^M6yGo`cScXj&cj$kQ_QT<<|=E9FmPT7A(}C=sL_RYK?3v;^v4)4R~QL9Z6nd`ykZ<>TAny#q}X=}FV{0#qi_U};(aJ#80!3wp+;x1nc6>Q2E5jqw3AJxDoP z0zGHbLTH9fZ$dL|S_GAg;*(#hG3G$ei{c3#y$`)0ia#5UZh&4C#b@Z~d1#hsdenkP zb~G7!NmS`+g~nJ7&9-R`G)J^7Nc{lKwNq=Mm+jPg=#_w0X^iioS4Hu2IVy+diH7(w z91Vcxi&h4-33|<@&Cu&MZGjfpR1Ljh)9=v2fU5Lde?o7Hw8ERRK~(opzW)-%Z;GRD zNWEpJ_8|4PXl+!7f*V!vKT?ZDT7fo+vPo6glm)#b(q>ZCN;QF&*mM~5u1GVJ+NM-J zXlc;P(ZSGrHZ_3W7ilvEYgF(U=!2k_qrIU@J9RAdp-sm@ABo~eb_JV4AB*DSb@VUC zyG#@xucL;fKCyc>gFdzCNNBlD&7l=GwSYbosXGU?TL*Ol^tnhYof2h{WF*gpzKF=J zK(&o%b=j6_Rv>$Di8YFPMrm#n5UM^pEW6L}-o3 z{|4~%8}HXzQG6P%U^`OZs#j*zf?oC1>pEziNSo8t4O(xfdO%e+T?2h*Q%~r7o34d^ z5b14VjQX0eGqfQ{IVymD6z%7qD@&;X&`%M$KL;u3=pzp5XQfmpP5nu2RI05nc%TY4 zA@xhp%h5nmzbd8QBou6@)Dh5cN@)c;NOUK($)=&uW)+Ob$X4o5#@G_19Nj@`t4J;A zvS}u?Th!U7E>>zT^pEI5Px+$R(7!g# zf&LS9@u@47S^#CtOMU-U7SbEg9-^y#s;5$mpjtM)1=SYy@~J*bRX}xYdI#E5biGgY zQ)($x*QWQNy+r+eYM@e;P^L{ELVJtu@Ts9nEraUW^a-?&sKlqnD76BrZ_{VczM^qH zHCd^Z(0(?33GFW`4N_l0SvGwQ9Uz+FQ|0Ql4m!}L^-u%Rbf0=bskKl;o4$n_iRStg z|B}Cw8=!-1`Vnd@THsR)mD&hp+w==`uxOD_Em3L{bcjuxp+iMWed>Lss-Y$}{SF-_ zs`RO4N^OIh+O!=yT(rWcRw`8k<=C_XIzse$klG0~6Rq;JP6cZ<;rlPq>VRrP&4bh? zr81xvHthi&CHmeMbg6pK(V`kpJ5_K$sHIK&L&u2x-yS?2g))){LdV+F06H$Br}Z}s zof1!Hsn;P;E1M35ju#!|CVVqb~-xs`6sRVRpKwU-WKxc`xnGb-Y4$#@60$;F~QWruAn=XRR5$TUD z3hED+WFFMPrVF5RMfwAXl>Tr@c7ZzDbOm&tNPhs48l(xkLg(Am4eBH+^v^X^sUA?C zP1isdh>CscVWoOO7uwVtx=2*&Q|?cqK~QJW#DH#rl0j;!di94cwy6-hM5Gp+hD+TB zuUc zO{7EMG#m|uuD0oJsJmV8W~hfKJ}6i49_SjI?uB{=q`yx{-Va?XiYF}Bn{pRaAkt=r zcQgUIE}$2bngsO{X)`HD&q2LyngaE)X)@H;rZVVyky_Aemd1Doy1}L;P`{v{OHG4r zv{Or={&wnFXn>uX4Gk3OZDPXNny>`ANu=&+S`G~g3cA$0(9L%0Q>f5Ry$9VQQXP8D z)fgM0TZ4j*mO;1Ksb8SMcIq?eb~{xC-62v7#&|_zY=`c&=`UzVP|&3|LwDJ<78+{P zx6s|9_y?AM$zRDEp<$x<6XmD^x_qKP4%INMDb}X z&~w#-9u{e4o@=3~DfCEC&{1P(w4G`OJt~S%!=--ZkslMOd%D-jq#m~m9s!kz;tzl; z_%{Wguv15pdQ!wc@>jao!O&Bp_&0znxPpRXL}9NT&{#Y52{cX=KGzBK8ZS}{##p4| zZ3C5x;y2}OQ3f<2DCp=UXrf4UDCnp&G|8rOp~*INgr?YZ9yHaa^Py=rb%M%77184` z;SxPpHz@UE$Vy1pLeGfeGhC`vF7&KOb%;B<5t<$pbkrSs&QA4*W{Bc5d|$mTf@X?T zhhC0uh023oj`~2)+o{{27wl9|=tVm<5SnGvP0&jsb!Wm#4L=l`ZPQ)Q9FaDY`beo_ zXs%5ULN5meUFvS=6;VZ0CtdJr=vA9~K=bTg!=d>$jeuUWX(aTzsML?KOwV;aKa~qa znwbe5jVAR*K%Xl0Ftkvl&7>TSf!?%fEVRg`anM^fjfdX0X#%v^rioC6DE__ixrYCb zM}9}N!k>ntS)`T(v{I=#(7U4epd38{EwxiGLGOvwf`f9Y`Oy0!tw3L?*L%V0ULDE?D#wR+`1pNQh;a`YzjX;9G7 z$Ix<-24g};pFu0^g7cuy?1G;_pWCU|pf5x#{Uf_xZ$T?yu6rbTbJ@QA;SEBe= zN|k5`^tC8{E=Mb%Rid@gW**tmkI*+FwMf&?&}uvN9kfQY(ihwiy+|&F){5c}wxd^} zZ$;k+sU6Tdn|4C$ZQ2D@+4MK`olV=J?`^7qeh|e6^^>0K2WW#R{ba&tzXz#JqS_4qhbTS`M~6axid2V!j*f%2*>o(lU8JKUwMD%S zhyDsuj!uOB7RA4as$GiVYeew}+ff}-J470cUXF61og%eJ(`nEyo7zIVZ8{zL$EGu& ze{E_9{TI+5dakpfjQP>u1Zrj`baWoHhbSK2Q39%E(>YLWQG6OM)ds2~iht=j`jF$@ zQ=}Ef*ro}Sr0R;|3I7sxg!T%0)rd}oGDX@O$AVW zky=pDrTReo+SC`?&!+34{cXAd$`Yvsz5dmNH$ex8;^%VI9Xc>5=x6}cz)oEYHT>UR z&qS>deeP&1o~q2@My0<~~ddda8i@I#@NN+qw$(_*NV zNIyZY%hP(OwJ3RbPcK1jL^^Y6>MQ6{QSxs1)LJNJ7cPe`6Ge~l4s^L)xDL8Pq!ApW znl5=e)Yhi&pmsLxfZE%%6N-zHKQBM)GpK_|D;(nt9pg8sqev_9JMSEI&C}GoIP*20W|$iLZ= z^di*Dk^j5y(tDT=T_wtQH@uWa@+aTkD)jHeWZ|2nvh38=r1~5o*T#P&3p*dh<1brM zc>0A5pE|BT--e7VSNqO!19&xH+`uD&*u4HaTk`)2Z4Lip(m~MRspGPbB!&+dH<<6W zTyhAn28W|=AHuuV7XJ4;*Bz0Ve)-{rK0_&;8}PWvmPR~nvgHyUHkB3qB9zj(70;TS`1*J( zNG6Y(>`X(RG})5DgC@JJJI|SHY0YCMTQ21(lP#C?kja*IJY%w@J&%~2_zR53^kGZs zJcuVuwhZL~Q`xqV>A~|QJ2QaCOJy_F^+xF2ji*aT#J?~2nFcwUhf6Nw>q})U&z5W% z!=oi9z9b$?_j4xmWT|ZCJTKStV9AN!8jl5;%5x=KX7O0bN%Fph%n+U`*_r7)R4OYq z{0Z*onUXEjc%2AM+H+ zmd|*IRCZ3tEaDlG6Tc9T)%9&Vc!XrjPM#pyvYQ7;PLe;<(Dn$=kDU00c&whE^EZ!= z%C-gho~K84<}V%|+42w1j><}gpL38$M^1cwJmw{l$}iXpOzQkUo*bEyIDybpj(kl# z)gf__r6a#N9t(6O^jg`% zK&_xvcB(71+EHVTh{u}wS)HIYWmC;Pb%$QJsVDS?Bi|E`g;X~5rcHgJBAfa_Yi;Te zt#jnBG#+c=PnZS0<;btZV=X;h1FbJhtvp=^z3r&6R^qWhNB*|#9Y?;WlHWv&<8f%1Z{NWZ+JY`+F#dD=tD=zyAfy%^pPWf=F-%?(8pzG zh158x*rxH&CuQkUe~jCqPaXN5cr4Id=rc#jW5j&w9%z#zzd0TYv;_Lxre~qej*`D% z$8ud`q5|}VqvSCHJq&Ge)JD_evCH%#u>ktA?5seGpsySy4d0?q zmZy!-Hb?$orSvZJjib^N`qY!qw|3!2P>D?+LfaiB-@TXnOCAV)=P0I?cr4H>&<+)9 zdMSMl?TnE2BsM|c+q4}r@n=L6onIB;g7Kk`pJ=B ziO1UdS${x3N64pshxXXCANr*%wey9)LBEQ$5|0Ji4gKcGPcNmz&|ZPn}NT-;R<$%0Sw_lHh$4$oXgGATof-pG6-86GL8mzKJJXhZ2|CYF@*UMldlJ>4^BwtvaY9e)pc*!!AiVy$v-K=_bTu;gX+& zF0oS^phh;m12wkkeW-~eKZ05M5hQ+wnnqHdzJi+Bsb8Sxc4{ls!cP4JwG?SYJk~|m zo~Xco&DW}ID$pKMt?kq?q}te25xUf-N>I#^{}gZxf5~4k>#|77Q!1&;9r=TmrcQva zuv5oEZSB-aP&=EdK<#ZxgW_dpCHy@+8tUN4uf$^sfB5E5N1IweooqTE>g*_a$)WH> zsEeIC4@%fn8|v!Fzx_&2SPtrDr)ol(HeC#LFH2qh-DnB*5a}kwV}UwDSK8DS>S-6Y zf_mAhF3?prb%1)?h4r8;JJlNM6CwYj>*|8ACz5|y7?c%{CQ5w}{lkF??z>bgP|O4^47ZdJLa>47$xO{1Up|rZ1p7%2IcC_LM{klq=GR zcr4I9=uVq{hbG&!7rM)){m>Mfc0f}d`RN=Z=8l*sU!I3tHXQ@qZBr^V-KJxqdu;lX zW85p!bdHg$V_ZmThD~*#nKspe?z5>Lbic?=;E%vzRz>ImJ5?LXv#CBb%cc{d**2X7 zJ!n%EXpSg(!Xn*`qo9XGxo(BSdujZR0 zd1a}Go0*bm20bp)<-}uwvY{tz8UoF?3)?^ic4|1Zz@}l)lXl@{&{LvtqrwS~gBIF_ z322c`nb6`0sW~wMTH?r$;BI&t4=uG*gQ2JG)CA}mn{uFM?ZTnZGEwr9{V^&*&xvwV zj(nA#@CxX8J9Rwtf}{U)T{l975mIwvBJ`ptc4X9%S-I{-Vg~e*P4_^{ZJG(Ku;~Hl zWs#fk|INAydc{u7hF*8QD z=#8>;r8`ba;wk7&kq#D*1zHIe*{LU?wRUP1v`!RrGfE3*L2ucG3!(LP;cL*_Hm!l) zvFQ!yU7J=z8yxv7<%BwF;$!GNn?8l!x9Jn;gUBpj_&T)FP8CBR+O!G!$S!;a`q)l= z4i(#}WzZ)!JqLYi)3eZL_N*dklTB-(&qc{MKyJ#Buf%p}vrXSYU)Z!0+G0})^rcPT zLtlwBou6{ikyE53{)4_2xdna&2=p1W)lMCTwnb(YxqM<5^o^Z5>KLAXIqH$?HpgQ< z-S?Eld{QN43j=L~wu_1)spBd9PLvy=qoEx(m4|lPbPV*pJ?jK$mz^pH{a~l6K)dbK zA6(auHvI|xWYb^J&-Sbe%-Z9~-#Tt@%-xp6nb0qhLQg5suaQDeCqci7v{G8QgJbNq z=^Nm2Byow@@0pH20lLn2)%mt3Svz6$y`lJe9BI&7!I zQ9A1)=qQ`&Lgj3_7&_XfdQf>$Ze&(}=op*&LKSRk3so#jyGUQ*Y>4QOqAB zq%MUjiHZVgPhv21oFl(E9_!`l4ydx78UYyXcrbim)NupY7{9f z(h0wZ8r$?E)I_9%aYCOu3^lb=yP#%vsvQ5ziRLz?KrPA^_I3wMN$jAoW!Y4q|DaYj z9Zg|tQOp&^VS|LpsGCivLz#|}|A4=qk4*!izDG#2kNj;| zmQtO0c-zl~vT_|FMeao+hfsf;#z6zhQXdyeNsNI8+B6y(WYYvFTcqjnSf7}VkqZrW z&Z**M(9NdC+i2{w6>%72W}jaO5|a(p>232&p;o zI5bjJK zM3GjYBGK2-jb#f5I7vyo3f&|MsX#?gPT9f%F%^CZ-5g0No>&XrqEwOF9FGm~^euF& zBfkP^PvU22l2Wmd^0WoIO{qWw-4=d7gl-pUb37L4SLhC#_CmRi{AN;WPW%nsDN4@D zO*!(F_!pWSNqIT|-DRgzD)RVCq|MAKqK?9f&{UgJp=pl%4UfkLxll^tJ7(RjRFPXM zrOKqH+jKm1PuW?aumW_iO-Dg9Y$^xMbTlXyj-m4;szdjQawC)u-LFDz=I}ms9Q1%F z=2O}3drIOkmz?J)J3Ua$y-3t0HOr=Y&}^GBpa*Sg0L^hUC^yW?)~s`&hm?v%s0sA2 zNSoua>|D1e5rZCyP?6|TC|^|KR^qY2?mNGWLXV1yBGeh08=-W!Cy@y~=4fy%q_RbQ zp?Q&6xuPD><4P5{6^>CP%7&hBG$iI$;;|vw?nUATXueJ3paPLLlgd@ zJt-=1E2KP4hMp>0I5geuN#sBa9SwC0{AM0#2DHeg`=G_5n2V9hb}th7&=QeWpj^>> zXsM&Y1#YF320>3Nm8254C$SiM#-=6EvyO(jy&Qg6x>C&SC^t}ndy#k(dda4B&~i~xNR=qH0a_u- z_B1?Q^ak{@qv39WyAkLE=oL}6Gbq=+NNj>$jZlf`GiYUGmZ#UC*KAq^t+Ht~v|6)b zZUo2hg&#p{9F1_o;YXyqSBY<-*CUiG`VM--rftxhHhlvXiLzY}vwYz$Xst~@K z_Hx2&)0H|IDz>RA^oc0jZ6=kg)M?PCHdTW@b97zIr>^sciW-cvhhyQm;gk$aKo41Fic^)%Xj zPf2uycG%Pj+9@iDq!Q5gjz*^kin$kwE1_Kx$`y5oez2(rwA;~`Y_~Zc8{<=hp&xA; z0{tW^3aJwJA~78L*`}+ZJvNPiesMI`)$mCfo36sK(61t`KpCPNpx+{?m}m^NSES9P zJdKBb7ikz&tW++v&!#(|KSU*Nb3Ar~`<{}R0qu8mLs}pWP230lY194CU!qt@Wx5xM zSbj_*vu9G;0a; zUxd;{OQDpNNB(=48%o?tJT}hLBIqca7DMG6jmrqBn0t|U0Xo{I=b-X7Jr5lt$_<5i zDtra1ASwt{Bw7ho6ctA3H7He-8K_vPm!V^AS`JmRX$5qgqw%hWJ2pODh3`O>l`3&7 zP=@Gj=y;pnf=;k$J#?aG#X{j&6@Cb%iNbY__w*5TlBh7Gij?{qsv;@~R3h2}oh-_W z(C1K9(Oypz+;{#N4d|2z#hfK}LZ>>KknUFEu?d-?U!c=OV*}-i{(`EBvIFTniT%*& zHvI{mAxev+c0*@68XpT(|P}5Ll@bU0o8SMlMWV- z-BhSlW9VX0hA+%X7hM9?v#AkO-%(C1q%xJd6v_}~2hz|)JE(!EAW)Hek?0IH6z%nN zv-_Ts=nY-s=;pLQ8A|nq8Y!ifciFRXlY34W+vW-uCeJI=vq;6NNv%q_n_-+dLJ4kDha8*N__}j zZ_`K6Xh(Ne^Qk-2mHGr4W7DV5SW(Pvj>qoIQtET)2AeiR<3u?jm8;a3(0H4^f+mQz zgw$@Owm}nZ`UbjDbik)3yYD$0mE)4&AI&dPrp`wFkOI zR4Y(3(J#=gq7H#FMf;&ikwQ;DL$`^tLu#Z_2cX*{G*HQb_)ESLM?;fsDi7TyDh{a<_aaddnqpHbG}X~vX+CvVHKmS&rrA^(x?2=(?_Ii? zi4&peHl;!Lh%&>hEX_I@y4R+v&p|bAaN#izfIMl2SoWH zr5{1!94Jpz5TSHvmZK@nJWbIBCTc*lMd6aCWVt1mzXr4`1K#$wh7J5RoB@~vZuroAYRP1SLs;DDWU{fb(f#^Ua)g5}$(bV)nwN%&# zddjB0&_Yp0NHtSxAhgJ)LD1p|WhylQS|ZY0A|9KXE4l_+Dw^(AApLX_H$hK}@&gqr zbu09YXlaD*f}XW$Dzr?b9%k{Ed?jW=&xy1G6^R~(p10{C=mpURx0zJ2QjbH0BCSAM zL{C94MyN!z5PC_p*R7B`AbJ5>ZqssTg-t7kX5(9>S1NYo)vrc(Q%wKn|;trKO1RJKxwptnRL1C15^2d%g1F!Z)4 zC!}(fO6A{I{f;OvP`>Cy=v|RUa5t8UDnJ`V$?Nj;2eaN2@t=H=+Mv|wq~5pb4Cn(< ziQ7zSw^HfQMw`xoJ`@#))Lx~|hCYhW0nu5|$Byn!^{Kn7i7tVPZE660VpButQ&D;- ztfj){&}R|K5H*7~iL?@r-5nFPgg%d?Mv9t3n?=ps3Mo&mp)W*Z1LY{y5!xck4^$xP z41H-+7w9X|hL9>&svGpRO_|VE(Uy?ftyC{)n@B4hey^xM^o>nf(6^Do14>;9mDto1 z+U{t2sz1i`YD!%VeJ64YyhW#{i$*{@M9tg^6cdesc1Ea!=mzL}QLT{56pe;sKb?G|Y>scfb0f_}8=cIYROHj^5u)C}lnQFw1m&k;Qe?Gb4+sa(yhEHgr&=&7{(mdLR0q zs9HFNr;njSkyI_E-h=)XX)}eMHbaL+T7fc@+5-LOX!>rqQc5eJl-G{@8vcK1Idqhx zdtxEgL4~`Za-wDt+5sIc(q?95DfJ^%-lm_SV?^1ZaHLWPpbDa#K+{Djm3jUp%8k&` zP^u_-!aSwEqwrXf4#o*R?Sm?b@oeZ5| zQ&s3h(Uy=ZQR)mRtt{Q^BqdP|I?1Nfpel~;t>p{v%}`+mbh0QtLKi_*MX7;e?nR;w zbc(1$piEIy=v0wb;<0;mpA)U1(`;%DRf`n*R1@fQo0>ysh_b^ma&(Ng(3v*1gQ|;? z*OjYOZRjk~^iY^5>I|JNDhRYx)D=1>k}4E+g3?9#A>}Cnoh#ZMXs=RP(0MlXh0c%6 zI-pcXsD`L06neS}xY>o5W6BBtlDd!Uv(IqJmK9X&%%}q_-clHYim9 zHMeO2)IwAo3b!cr4Ae40C8B4cRw8X?mZ#^T);7HWwGr)hJ*4)ka20f^NIj+W5)>09 zPv}!mLzmfwuR@nQn&~F++uzJo&H50!La768rIgk~ZSB;%P&=F6gW8KUg2FV-`UHwc zW_fxG>Y!AuaEuJ4wm}_5S%I=eJD^UYoIuk>d!WwH@LJ5*8ZYvM2f;4N<%e9M=-A_V z0w!7-p%b94B5kH{rBWwD-6DmaDnOZb>O`n}go;#H1?nLh8;;@WM-G3bqZ!F#Y*1=G z)KgR(Ql6GVy;Qg*P>E7Cm~~Zzc8e~AdfRjklx0&o)W@cCp}vmpa}#(c-j}LbO`v`e zN)t7M`bVgm=n`mvO^u*|BK0uKr&>dUL|TE;RTzV^MOuMsiP}ShZHhxfMA}R$rc_60 zs3^m&lu`m3Cemi8gHm0g;UcX-nWFB{2%CC9S4U=LDb)oUDN+xGo_ayoh_nJ_E7cde z)~0^Ybs}vhHBzZT&?uV*L)S+rSE=F9Xwg`=LZPQ?p)sPoK>12dgvQ!59=btP5K>E( zngorDq*jVo5^050x@avlMU?7RN@)!=Riw>OEu}U<(?qe5 z>LB_Mx;sKyqK(jWQFcg;6nzEVBN`hhSF{tlSCkW>UC<0i_ic&LLTIL)`X0K^(M;WN zt}9=&8bJ5k)DU{W(F5T|J>c*Bekf1mYWSf9`W>2O(>`dnUHAv|ph!2I!VI18A83wE z2cd^V&HUYXAg0t|=wX}wg&q;l4vJLt(s;RaDl=qXY1gq|*h7K+rvEKlvBMWSNY18q@Z7ih6fouMV7-66GCscz6x zN4jF(hk4~iy`ZO+I^a`*dO*+E)E#sN+jiJJoKtaE2M@gH5pnNDfDy`^qNR3q(&(<62SE@UypCeRD)D7BW zQzrC_s8J|vt5iSeS5e&v^?`n~sV}rw)FGt0sBjqcyC^eImS_~TPox#@Mt{*5=ns)r zpls1i(Ei9QPlKU9BZZzOLVt<0Lg6qKPKN%rX%cimq|Ky8Dm4ZA$EIn}LD49;nbcUN z9)SL5(=6yvgeE982l`i}9tu4@0v#4<1>;bhDet~s#vKE=mL>8Lz_e`p_-!P zk8+DB6}nKQ&7?fFhicgrhiXS=ZB=0ls7@s1sU37tgi4gU0;((0bdKSvJ9M!~J*9LN zRL`a?sJ=~opbU{lP`Fda7zs6qq&)S48j5zi&7}4yH37QBrg2aso5n+pBeV9ZFdJ$j z(sX8d8VxlSm4st>8UZyECGX(@6=p)sMf*d_)16QYn{Islq>?fsvG_AE7}at&r-e)Bz|vLRq4}pur-okm@fw z`XruziL?S`i&CMXk(8&Spka~JFr_L%!$sOmp{L`a5jLF&UF~RAk?SEfQib(6{79wL zQ%coIT_e(FXp~Ylp=(8BL*WEp2wf-22{cL61R5n$4~3p;LD!4aQ%d!r(RN`&XpBvb zps|s{DLO_2=mt@4IN@~BrO>zt%@nnP#*4I>6XuCJKodmTTuPmxiK01SR=!ewp&M=L z4c#QtW(wyiH4Ms$qzXiXpqoY7Ov=+p=oUM56?Chex*D1!N*==(4u@{D3wuGgix#?r zag1d;;RNUo(b5Rr0_ECtBXnn^uuz3JK$AsUVb%)KOz19~CPPz1UBWSZY9Akmsdj1# zscAM%gYLHJZfLqq)1iArn$F=@>hO8cy^dye2q*M3h(9~bP^u`g&ReS zq5EuF3f&(mELLg(^gx8RisnOkHWfg#L|fcuj^R@;L$gJ@1MN{^5%i!rgK7H_!g9Jr`AA^I(pCz=f5j>u)K~@0?mz3s%RVZm`IyRdD;cd zvuQi@xJ^5tCq$Lq2ny3Q>n~`&P5(dzHXVc(h^mIdYAUQ)h38)psxGPkJtayHsT!ga zpoJo>aKc)mD$pXEPKFjcn!P_1)>UdFCtRXb@{&FM4J{REg;~v%sz%|{qKr`J=`83O zo6d%w6}1Yfwko_3S|*A`s222`qte4?D)j*;d_Gd>sV1oxL|LJ5m{JX(LYo>wFN#Km z)L5mOLND3W7+P*q6KI8KQYg$-VJqlmkyg09Q$%f`S43KYri)_GtC2!aEuoc>LQk!s z*F-a24~2Ou>T@5T5VGYXpKmlDO{*j7wC0SfmE7i-R9EN+t7BK)aok2Y_7?)WeGc6*h#95@`imC~69ov#A+$v}l>zOsY_+%c1f%wS|rmtq7@=N@YS7L`ws$ z5nT#Z6eVwzrqUK_N}>&J1u7N|fsV6j5L8*D>7}XO(D9;8 zp>T@|$3Z99G!i;dq|Fp=Rq7@vEt2vy0y@b~;J)HTq_HjRR+iZp^_l;{|@LZ?Jh zJ4F+qQ$@So3aLG!h0tk{l&A4fHIY_G?N#bU=yaQwKxf#r2s%@gJjQ+%&V#CpG=f>4 zUV+Yv6nZLz&bH|#=p2zYQ+PnLRzvBLl&8hexslW%rPe^_+4MSezDPaH@~L;A8aAzm zF0c#VfNF}=6OTRQPLY!M7`o7rUxCW&gkM3mY}y3X7HKo7RHeRw>e#dmx+p@GmD&o` zjm%0DZGkQpX*07t?S|@!s=CckHKq1J^+nYKrHlRtWr(yws)pzg)F4vmX)n~!P926W z5ot4pwNzNKD$l<}T7l|{QlZA847UO`5}gJ$i4=OO05y%IS}9cxY9?wH3O$_XrPK%ND4OmzLo<~c19gg|@LSu+C|@)QNM5mZP^MjY3)J1F+n^pIji9hV$CwUXDN0_~LeWi7&j>9Q}? z{^2yyPtaJUs<{Cg`D5?==)l%wA z=tfc9KpCP7p_@cnp|FvtHk4yi9q8srVKb#_Lbr(2L!qa7(5;a|PZvXzL^?C6Rw_In zx=ob4hn~tqw>v8Rp?La{AIcp{b#XluW~#6?sa%^{L3c)|r&2AU$s+Yo=;?CkE>VXt zD@&;s&=iq2lk(IFnrc&9XqrfyN%dD@SLp6YDqGYUnl932Qo}?&p?gFl-3l~HG#I)! zLSsb(p&24=Cgtf`Xr@h9L-&a^om7qr`$6}MvfWB4^@bi0O^8qqlqb^k($pAemQ7=! z*`i6IaJqYum<~NC(h7w$Mf0IKHa!77WYeS2!#2%@9>2;YrX+kyfB$(J9btHk}5ovZ)HRT9iEeCKVn7tr2Mivpk&+y)M!Uv_+|O z=nauppsk`h(3>{ZfQoFo09tF)`OrF1@))}{>m2AU(H^(LG4_g@L+eF4SSi(o-WF*y zv|p(f&^tC=4!tYVW>N=~Y6oqwsXg>wq|m2YLhp;TLg675c7Z;yDFJO1X>&aGNO`4t zKp#4Kq_SIq(nNirk3>}iRTB+@J{DCElr9<$6^rTy$`IWGeIlwAsFCP;=u?q4a|};+ zLZ3PER|+*#synnPlJYbK`dpMeMk}QzL7PPyL7}JV&=-+HPr1+*kw%b;scW?Y>1~{t3Y~4!H0T^rc#G!m z(FyN?(rvmII@i&o<^8Nj{hRGR=scV5ht3yO4yiQFng!LcX*P6$s9H$XQ0gJ5rcDn+ z7m8vb)kUetpjx7yfrg0|K($2~fhLF^h3eQe7rICk-W!kRD)k&x*QV#8i$znytm#U< z2-UOcC8)kl%b^U>%utx8!qrd%o7O-LMN30!nNn{;m)KMUH4^DP7LPr;MX9%-#x|{o znurdBS%;K*7iwzL2B?{%x#0~kH(jX@pyoDhgj$H|`dM@JGfjL9wX~@iY9(qFQZdc? z3~FuDCa8_5LrD2I+n3O#Hhl%fB9y6FUqhGK^aXUeO@9&;i7{^zmsnsqF6l_=F0K2}+D9Ms#U%21XlEu^X{bt2TqrZlLpO(#M9 zL>Zy5kqS?T`rC8{G(Z#!skTa;1r4<6Y-o@ueDogkAH8#-Y@5!528()zS^CH%E`WyE zR1+HNXr2pk=jZu5UmF@`QyplyDBRw8{`S^~Mu@8UW6Z0rOKt#NZBs*Nq)knrYiw!^ zT`Q^{W~FOZYv?+WR=BQOqRXIBq8e_clsZD!+tdjfElOT;T@}`Y#)z~+q245kE1|JA z^?+`Okbg%FgvN=&n{A$_kGB6%G9j8pj$-R%q&kcpj&O42~CPnPZiFFZWF18LQfAtw~O>C zfch)75V}L86)0Qu9F!YLd3p-EQ=}DA!<2dnnjA@u6fJ=65+#3>o<=}ZMCzf?(<*4H zXsqjja#Z*pG)*)qP_F1>=x&>eq3NP2AvIH}&!BrElqcE@-7C@x$CxA93e6B{1Q*T9)EHVS(uh*(2R&^Uc7&c0sfW}d%^CtdE7D3l_IP>G)zGrCsmD`AgQ4df`OTy} z-3&c1(h5{rsoS6zY`PsPj1>CR4bY2r>K5oFkv20cO|vFL%Wb*~S|QSAQdO0j0lgea zd71*fBGL+}YDzr_y=v1OXk}!UPu&N-X4Bo!Dv>rbtGZ@A3axhJe}bhn5?W)Y=0dOA z^ceJpsJa_LVY+5L1-)t0La0cTyz@Ra6l;KuN>22s8o8E!m6{&|*GZnrEZHQ1S(fiPQq8eeAr#b5H3xCQ!6v?4-xLVHE)1L>WR zco6zsq#oW;o7|qnJ&-;(awnM1l-G~^o$wP~0%eKbf{wCjJycHAKcpro^&xb$O&>w!ZTc8G zMwAl@C#mpTsDe!;P(@KeNG(+AM<`XK6)td@=qKn{(Tb2-Df$DdBq|EDUi2q)oG3p~ zv1lh$S+pt87SUno_(;mr4(J5Y){rVu>ew@R{$*1oC@n%el}d$9iqLLRMW~8suUp}6 z91xuhoorK8sH&s+ZZB_=`Q??W2AyKlY0#-6eF{ibRq8D0G*S4Z%&#V@4pkGSx)oBM z&V)`ERS%S|)P>L)Hr0a86x9f+T1s66RTni1)J$|Sbe2u^ptEhN51k`w6$)c2yaY-Y zwGGrk)EGL~rY6vNqMjj@rBrk1e4AQ8HALAVHB712&;>TNfoh6IhSVsf+CmrFbQx63 zrpuw)HeCVL5lsoRrfXIfbdgOxp}L}+kjhi4Gjwqz<*7SVPc$=<8Uod~X&{tg(;%pU zNF#WQ&e1VOLJdV)f$~M8pi7`5|IbVFlR1x9gN-87JPm*vi?l*~o+`&fO>CL~H5KKA zi!M;A6Vyz!Fwj!b9Z++TMlj1$4%9-VUp}EirKUqIZJGkL5{(VBe5xbV+D=V_+K5(! z)Jo0DgDw>n1zIn93X0jZ5V}mXA*41cwG6skv?fro=n3cwkw$RIo}PxL@{AEB+HH=(#lE2K(9??W9#T7ho*>jiA0F^-y@W3fn>bL|TE;MV+DkBCSB@i87%95vn2T4h+;kG8W~B| zRqA%=8j)5g%n&^QT`N)#)KD}9x=y4OsFCPFXp~KJpzB3V+-6eElv)6d7HI`)A$kTH zW78sNtVo+lwNmOi=mwDv2E|1A&^VDcLzjz|L*qqSf!c~zK@)6R15FfZGpY7U6+t(O zv;uVyy${_Kp{}C$pd3*rw?fL(=g`eIZGvtQb%~@lL$^j!nVR((G|AEY6(Q9_^Z>uI z-KLZ_a|}=0NZl^#8B$qFeFxnkx++4upCQj@K4(uvY@#(b%GwVsXH{!rXJAa5t^b|ap(z=rgQjdqJGePkv5mo)lh+*>JKfjQ-h%= zZ5jzZCCYWvOJ{Y17K(H*Xu3`~23lm(SZHyi(5JdWOYGD*XsPJ_aEv_7ngTs-(^Tjg zkw$PrpSlrxR+Jkl>;f$l-5a4hpyxz0Ba{n0FN&VO-rFwq5`*>)RRiBgjPprvFKH3jYykGd3qgsU9>P1dRhy;A<_z|r7GM2 zy(!WP^o-~Os3?;1^e(hklstx~H=uPQtx&j3g&#q0+4M2AUX(nBPi=(W7EKG+^}Gsi zfZh>lGqVaso1u4Y+74|HsfW}{O6`E&6RD?^euUl^tq8|>MXA4_4@BxAwNmsev@w!e zCHfQkFp~1L7y3w~6$;lVb@bUh0TXF@DIFkHY^TbT`b3nxQNC~ssZVYC3i`~Zuc1x$ zti#afqBq=`Ibo3we=^6|Y*SU}3z0UHTBp=0&=!%-TuQ0Xmm+P3)+==u^i_o35mkr2 z7HKmnPv=5gZAyo>*>pDajYvHdzOPy5L*I&$?~RS3U${{vqL17PsbWzRQrksZfj$+r zfxe5RJT-!Lh&G49ElPETcG{GHzK;}srBp*`mq}btSZ0q!m&nqHO5L z$gJ-~4WOSyx*SrT+Cx7_W_juZ?GYs}*;6L;i%4gtaHnPsfPNKeb1992eiMD;HkZ;6 zXs<{;&@L5DgnqYa0<=$*Jcdv8hyD=l4zqqzVJ@`arpeHsqCFw?t5UO|zifIC`dgGd z{9dKTLkC3a;krD{h5oT=4s=kY&7}6Ja6a_ENNT?*A37w`3aP(Dh0wnutw0Av%b~-f zLbn1P6z%3i^j{?9X$7eiehEtUl%`feM~RZh@TsLxIgwUK9n!3I(9t5TK!-)|L*;GS z2pv2gYGA5=x8%}`~fDxAX;Fh~9; zSW54as%obyk~$?a%NPDZ>QpY0&8+Z6@WZI&?;4mZw7; z<4l|Wg{s?yRVh5nrcTIQ&Ky^jhOrfU%(8V?lgzAZ+g{`3aqU3e?!p=~JUDz9HAkt=zah^^%1ZpVK3RFXM z2Xu)|w?d6X>27mr>Sn01oyvup*r{<)Q#*AF)XYwehnkC$pRbxa{25RSkuHZ5dYS>X zv}q>P%BK6E);3Ls+Sqg#bg3i%yC=t}r4v5I=PRaE^6;KcCv}-fXD&_6fiAb{Vdx5* z9)a45l0RiX>rSYhoyv#W+w>?D7bV{Sb#z@hP=`p$(?d{4k*0H9o)$x$Y+4F+j!<3A zS_E|wsfR*Og;2t#7on~;t$@1O^fHtw(g--ECS8^@tQ^DD^yarAR##dRhnd zv}rBW%Pw3FU1iftP;XK4&ih$ULs_DR?qD3FkxsZ7>SNOMv9Wx<>?UDb&Xwk3aM-D!V1uJk;1k*;W5xC zkybc-dr?j3dQk_r0(BDAgGSp_9~vW452-Fn)rQ83v;uV%wSsQ2sWmjtrl!z%o0>rr zM9Gg{re+m!4=0MW!ZCV?dXlY>on0O)2r)e*YIrcThU zHg$$3MP_B`g#Dr0M19=~$LKH0fo`|yCg={E#zMKGfuS&4g;StAMVij6VWKh6WRX^& z5u#bpU83ZTx>nQ|nj#wIR!EH%58hbgw8U9OD+zT4;u7QlQ&K#n4Pqa+aqTq5JIAyU_ij+)y}Kh2KCAh}6RgJ$(t~ z*{QA2ESt7Lvqj0nPtmMTp$A2`hhuo!0?iR=g=0)p>U-!Rn|47Di>8OddzJbXdc>yR zpnRM5LXSphrV4+D=8AMMPUz`p=rPg#;TU;J{R7PtCGUo(PoT#|>Y>on-_R4HIic`j z6&`&q&%Z>o1I-hag9=1iq3{XOSr8g3iPB%E2IjPx&V60rkc<~QF4|~oeeFD zq@Gmah0x+i%F`Lpk_atSsyeh(q!FCZ(?!tJBCSA+m1+S!Bhm`ARMZxF)}{{7GLbfu zdPb>C=sBCZL(kjP5qiO4!KN3X_eAQUaH9%WL+{)4I`n}} zZ$KL(vwUG8^r1*s%B+tx>lx@Hkv5moThPZgt%r(jS_ge1(g+HRHS0a-Q;}AnPeort zpV{;&w8^H=pwA<;NrhiQn?)MIEKl2^FYHt?v_-Vp^^n@4!u`;fHvJBLWz#~HOfVM_bo_>S2iL^p$t5Qdu$MY|n{vq|PO$VWp2z{f%aujYCX@yxOqDs(rHdTgp zh_sp1cS@x}J8e1%`d*~Xq;@J*4caA2-g!@ZIs6Zi!d*(8MrwB?wOjNjsUJn!%&eb8 zHA($s)49;k5!$0v4QP+(SGPjpUQtu%7g6$;lzpPb9OGA!rjzn?5vkuIg`S#2dqtW~ zYQG8_L%)l(xs>A2K9M#E*finN&%9uoC|{wGRavZt=lAyM)kda4ioE7FM4!a>kso3f$* zM9E_u)-kf6lsAt&|MCapg{P6wQDx~#7fMNtfXdl)HFUH{J@HsbjfcwHGyyusrt6^! zHjRQR+B6zUb>ydWjPknVNzk#Pa&D!R?t&`WG!;6|rYTTmo9=*)w<#AoL8OCmj0!s8 zz0ipw-SASn6-u+|Ht3{CVX6veKvhH_hY zRGXfGPKy+tpu#0kHIaHK^z;IBx}BN_onh1C(3zs-34P%*sJfkc0y@i1ErrgGq|$Ww z#n3q-t#J4%qIaNlk*1f@3g}!r^(J(lO-0c8Hm!qdh%}v9RdtLHp$lw!7pf^rp0Juy zFGClK)I*`CkDyvMeGJvMsTiswO5P}6xE8udbgG-qtTS|sFQB?2Z7!v4(8VHchN>&| z15{6xye?16q55`eH^fPpcNYgoCx=#2z)JUWisD|htsIg54p(di_ z2iB(^gPKNWdD;gx6P@Qql+OAe)Lf*^P)!}<*zu7_LGX)^e1##WL8}jrc!vhDEW@6C)!Ht3Q_VH8KM(OwH0YI zC-ih7)J~)osG(9#p!N}JBx(f3ZE6g4h|Kb-I#5SDl>v3KsR7hk)Wl8agw1q}%b+eI ztw1eA?VyAxdC9FrwV|#eZ6@U@4s{dhCO~bJY7S+Jv;xIMU7_wab%T0D3NKfx1$1R3 zDX;XKoSA^QCunTmRNIjg;(*UTqNM|mk9#ED@o1yk9%!c}ilJ5;qO`*P#!VXIH zhWd$;Kd(-r7}Q^sJfWxl&;XHoIEJU|p@BAyfd<($4$8J^JT%y*3DA%TbZ$GwSZ=c^f;u3>A6}# z*V}Xubc3kz?e(eV(2cQKp0jw3w8qTBt6Tnx)iK=wZ=}XqKm&p+{_*13fCz z2xj@zZ0Iq2))eS*J2ew}Le#kV8??h~p(jPEFl)AG9<)%T3UssRVdyEF9)X^YHT0=_ zp=a#W0%%c;Zq=+up=WKnA9_xt5$rIl)I#Wao1TJlA}uC0PpOxn7etMJeBCWN5PDIh z#iTsdLoeC10(#k|x1d)+K2aW89HRxIPoX6?t$~(`8s8|NdJ=j~ zq!G;W^ab>~NR`z11~)1Z{s=9z=?CbI4H`D4zJcDf>1$}YNMFLmSsAF_QP%(M(AaP{ z{$CO+3Z!ju6H$4B<1b{uq+xIKa&A?V11Ahy$z9)J@9>fDZ8ItBLfrUwef$=jVquNn zn6>!5R?p#E0lw$RpUU!|oO3Q7&f?5r6~v(Tc{z7L-(er{>gIjOP2XXw`B+-qVHf`% zmT$(n6J$s;j-71ToKq)T*nHlW=A1bdBxvDw%*{T!Dd(Rw);LMV)w&0WgJIKP7aCY9PZ~-a*%|k&ask{BceG+dbyrcC0k~4sFW*wl{99K@|jtjDLLt+LMk}g z%e@>a*>Wc*O18}7K*^T7I8SooA3YUxPPnUl8plaa{NSQ2;55lequsBisad1_cloazAKCH;r$@H@$>EWc#vP>8wtNj|M;m6kCEQj18%IY@8Z+H8 zlFv9f+E7k(kSPC@gCi%6yFM}FC`@d`!I2|hNd+f)+8x@{rk$a^Y}y4%+O#XQx1*C1 z?kdjO1KLNF@l@_!6JZkC*O9NJf^w}1OQDvI8aE$N3ur$()e_p@rv0D;9QpS&6?D%e z3Rk!dRGKS%CO2*)q644<9W|!HLWb1VP^(-a)!h}iiRfVHAW_CyDmYm;VOyxRqcBcK zLkHW`89KyKS-2B)n4^k}tB~TCT;WB~;oMWn6bgl#oVy8!KpnYntfYcdoFu}F zp(8{YS1M9}=t!FeLPyzD1$DCN0_bQ*emb*)MBxg@L!EOQZ2pu?K@#Brs7ubI^P#|z zUz`d~Eo4Ydg^tM;QjN1B8Ven3(>Ulj5g)mV4QE1KDbkRSTt%7%9Z#{b!c9)`s*>o3F?x=C|r_qfooB?&u zxrTh?N(H9{?k0Qy3Ueks2%YSx*wCkHp&pKW9~x#7g)4j#Dtt~hj^Ku0a)pmWg;oYV z0TmwK|K;M=@Jp`pO*l8=HWl=Azb@Pa?k;?hP*0m)f=-VSzvK#Y&>7s*CsQaCZgTD> zTmqfRy+KQ%N}FDT&T@3RYeW3>z}9)Ibf`a^qnnQzgCT#^>B;q4iDmW`}H{tfskeo~Lk*i2M zKo?U?1-+aUZUT1~?hIAi)B+kR%DBa(_$61kH#CfUDw#r|aFcU4;qK6I?hV=#8sVt7 zTg#f>fx8RaK$qCm3cA#$*3d{teOwzF_Q|-r@NlTcrjF1kQQ#IAQ%69TiTKEs3i`U& zMA#V`ohwudUrAg=3ZO9*4LTMY8>4_Q@8Jp1xZH-Rpdg8`3p75rA!Q1Z2#hbH7)#TEWTXF`{YGR{cxORlgNbOrZ~eTvi@nkeEUS1LHiy(YqQp-DNH z;v*N7aW`Q<=*pZUSNIQALX#a8{_x;R1!?!12nRt^avL;E%fd8tm7`+H(*@Agj?zJ* zaM3XBZo;9^)ZBk6P)0Nwnr71&Xu3^fp=(4zqHq-(4u`JInX^VhwT_CL&l2XHzYw}E zS4j19g~CnX?!sDVhA8POMVbZ8bmSig%D6S*cxaZ0k6cB%3c8*md*&lok)}d7P;9Jl zlPxSsgttRC=1jT+nr+ja&`lzma1|R~1Kpf68_tDp5oO7^HF3J% zwP`+dtB8+W#nb}mHj1g>TqlK_q`M2Bg|aaUL{CAt+w?SahfU8wciOZFnkUL63K!eR zx|?t*bXU$*lCF{p&U3Gc@OkL&oJl$89#N1eT*cIj(EQwgDp0bpBoV$1-J3IMC3K&o zbJHw!Ym)9Jd=X^t2s;DMSSEUm3KGcnb2#w|BNV7CG@&YXFH)nWN+$|eDj4Wq6Jb~A z&77N+cBLYn04*2gBTBoQupd;P`_G<9c{&$b;b>rxC|pGv484^rRQhLt|I%*I+c{SW z3i6-SAZTUoKNT8g3QPDe4$wO}N0~yQkjlE7a0K*j&ZJAA_hQ5^xx(SlD(+Lk`L0m7 zNxHjm9Q3|T2HK%e9` zB!0;iPJ{B?vzU)usi4ZeCc>McPjim)u2iHfw8oKN3?1_7ilr6AW^u& z1<)5cH$5m63foA#oA6QS%bcquT?NXxoA43ntK5b=^mHq<){);>F?ApGwJ4n^Tt#{s z`X=Wp*@6@(=WfCk(6`(-R=CNF-h;jqWnCo|T;N{$V;TBhl#kKJ&<`R$aurjnpdTqR zB3qCGCEZQ99BRlp%DYODRzp8I@{6IgTN8c>{VWPxrAR+Qzu5E>^s7z3K)>1aEA+cf zzd?V*D3d5$;W}tt&OK>RC=?z!<8Hzqpg(gPQdaam^p_~(Dx|XRCfuYchg&(9QU&6d zT;Z0`dhQz+bCWMfB5V%*opZ!Tu2gVg(%ppHLI33bQ-K1}UeLcHS16=B?FuDca4A)w zv|AJ=p^Y5*jTLEosEH`=78hwpXk#_ZMwD|mVQZ+VO@~06*whxL=s1ip5Gcg(oZR^N?jH}?WQ(tHY zQ6`o;3)<06^@4V?sW-HJ%%yPL2-)Iy|6Dj4h}5mrOH*fbQ{)uv(4ZZ=&A?e55r zU{+GwsDbvdX%w_)tf5a0g7&gg!=a=|ih_skgTB(W9zA?&(u7FzF zGzr>Ily!?~m{V#dw7*CdC@;DmIv|$vGy^KNQ#U{dIvNzXKE;M1)XHvn9dwXV8j%Vv zO1gMB1Zr*5#n8cOsKv$9Xy_0}z7G_r;q6eH7^OvbKxHCTNM%I#LTzoj4{9gMy2Ye& zN<9j-x9KscgH4Y^huZW6beKpZn3dP8r=i0|8CNONgHT6N;Ax0^O@wztN7!@^bfiu5 zp`%3kSi@JLPBy&&9qq_ZPX$AgE*>s}I*U|+0?`VnODyH-4JfcvE1_dVT1>;V8omb| zYt#GCaW;Jbbrq=(4Kr%^6?D8P=_*i8^cHl2C>x_cpp;GPpl+f}EcHEf;)bb<-I7H3 zCv=i1=Ti~=1C`tKFVx*`_$w5Ol2Jq5gl|J9JG!`$0=FjImLsViN@ZLn61vpbX64jyKN_B4 zQ%mSfQO2jL-D@J;7pfEm5tX=`a3|<2M^)Jvy}@7Ey_CwwsFYN1n+}Bfh%!+s>2AV( zpuUc(H9Zwnduk1x9ZOXxwKsH*Qd&&PQ#&Xv3f$r%b%FZDDDBpSCqUSrf(F>s3mRxsZ|Hnc()B4eEQ6}-R3GR9Q97171-j6t)1X0i!!w}4 zqD<7V*4>2XKo^NrVTW1KAZSP|RVPYA7mKu*l&2w3b&PUKT?7pkX)!5JL!n`!#%*{y z9~v%Fg;c#7UILAX&GK|Hbcsk6QhBAuL6?eDff_`UppiCR3Dv|J`qX%6l%2{zm)UeV zG+LxSsbHwvMIxLIjoC02(FAC$O;vPgZPYNZ~4rr7i# zbX9DYPtAv}7HN91;UmygkrqQ4%~}Xe6R85#ik^q2i?Xf))rnq$uCeK5=vtdzfog4f z6}rx*#n22m#Sf++^pt)+ON-7u@i2j6b z6{$~=eur+e=|?DQH~a&-U8E5-tkA5#p*uvXKxxs&n{xhTQ&VW3DCrg#Q@_#hE=NQ2 zG5Q3$TdBrJPP;YXU(h|G>L^t!+Ll@KMOw_Ptf(1uuPEaxMcN6vPozFYY60CZQXi;J z4flo?#2R|q8G1mZ3aOk@rO<=1hMx9-9*U*vmD(Sw6KOFGJ+*=!w&@_~5s?;?%Bx{# z=uuI%s}yN_=rK`kjCO$@w;Q&Fp0KGM^rTJgp@lXb3O!}hVbIeyb%dUYQG*`23$#d- zkDklZanQ3ORZ_w55~X@V&xz`MDxw3R=Nu$muq2;1XjB25Jo34Xa*faxrD@HlZnhw1!s*7fM znggx0=~n0+n{I>NwdoG%J)7=?R@pQUdf%qIpbtcuX!G^%CcFmvFqZN(7h3ITSap=j zD^&u0q*Q~a5$-h+z65=|;j9rQO5Ff`;>a&f1raTS@-{7nJ{74CsiYdNfY!uPo)$x& ziBus~rqnyo=dp%?XgTzSNEK2QqCE6vEaj;l`pQnNf!2yNz1Z-5=xaOmG4xH0(%QzS z(6=H@r(w0|3+OwM7DKh7Z=vsP`WpH{q{XDNN;N<~id2E>MC+gioBo7;66M@tQuRvx z3;i6Uyl7+o4}rgkR3X(M+7$XVmhzN6WUs&J~Yg$ zVI{OpEamAGsKlmIp>0K3*C!QR>RuCJcW672`V^@jw7sYymO3BWAx25JCL9Ru=;+dt zDCKDww3AK4p`Go9=Rqy()L>{An=XQOwP^^no1@{4&sC<)zsQ&Q?nMl=`N zKi1IGBvS*U%ClA=XW z2b-RQ4i#nHVjAX@dJj5GR2QQUp~GXOwS)sk&=I11)X=|CKSD=}R7nLjZb>5i z1v<)+uRtZv!gWxm4I4)E19Wt(VN$7Iq0VZk3JuFd|3FsU4vcY}yG**|am%O;jB< zY|u8ggH9CH$7oOJBu68&FnQinjNh}0()j0)7S3_3N|(9=QCX)&r$suk2zqzVnIMTbJCi_)%Aq{E>zL|P1G zmFfhYDXNW9o;pL7cB&(EmQ6=Mz3hfZL%l^M(X2Xc<3Om7s6L{+=wzsGj2c9zKxd0o zNd=dciF!ikY?z9uJCt^GS>P6vs!*yg)K8=eR4wWcoomxM(0QVC)X=8}Lj7Z@j2fn) z0ixO{l@$$z2F4oJi3ULDi?o;>dKv~*i2}E{NM}PAi0UKCyPI$%bfHZ(&>)*eL4zHQ zc5V3EVRV@qj)g9=X&f{}6u8Bt(n?K%F1BehR4vLxsamCGKtpYs4h^&E8fdsp*Fqy~ zs)a7G={o3AQ8wCPPCJ|fjTEWEBkQ*yybY>}r99mXjj~g7q01bNDe<$$BsJ>+XtYfa zLSxjhAxf1gbssb~MuBKPG)@gOu96DI)QX;g#@n**)x8awqJbgfO_L$x;j09_}_yXmQ5tbe1{Lo-CG zq=Ip7Nh16Qnz>;rqW?j&9E~gS4aX(jP1uBQd33!^8$maS%A!=D)Mn6)HZ_B0+q5}! zlc*wUm{!B>pqp*l8oEVP8>Q-$+8vr>({9jQQ8t#^6S`GYA5q@jgsq_4M5^%iHi!;} zvayt>1EJgP)Irc4j>ea`KB-`QQVkD-?i9HKf0#$q4w`3Ed+08a`j9G9!y}-(MQK-o zszt{__t?}0njfQ#Qk|iDMXJ!SR&*kCpU4#oo6m~cLidYut^(DI`alarsz7;B8hRj> z^3)4@&`$M*93BMlh>Pv!*~#*>n~3v`tq-&%~&s8cu~4iIUMQPgg+C+B6Y* zPNa>o!$1wEL(hvUqlRhG94Hr~D$!i%1yQ#s<>_YVMNu+FmqRbv4R3*77F9>78g~;u z0KH<aT(*z`8^ zu1zbU_iTCxS|!rP*x?fG@O|igkt$HV=qu=h7_Abmfj+e9GibFM5&~^37bP}ZQ26*S`Q|MmvZpEex>{Uy@7 z%I0UQ;YrZ{M76F`r0&rASSqVjIrMidz5orVsJ)I2wYf}#>@lxUZ%P;0;zGj^U zZ6vC56=7vsf(d4W0V&ShnkCWuEH!&7eHHy)<)FeZoqHr7 z8<7^%(9;B{WW!lkxKJV-0&OeO;#3gPBxt)>s+ne;4{h)0iZWLr)lqZ{w1Z7^pdDk> zO{trqokT&@utJoDc8;YgMRTDRqGXivbOW@Doth2pYST^7ZlZM5u*%(p_d~nev;f*8 zM%7B)3+*YYi5gB3Jpt_%OL@8vN{TYE)Kk#jHa!jPBdU#3vo-5QXkVLNf?CEXtJDk7 zeleOadLG)}rW|yDXrWuo=SEJcdZ<)X7o%m+fubc5)hqQ5)XJuJp@T%LqEud~&!E;e zeFPmGqqRzX2pu9)A2#pl8>o#>L6O@ zMx=s??llqq0Uat*pCbJV9TuY!?eG`qa7VrmDNlbw9Yv}@EtJ}LOU}PU&7y61`iIn! zcB(0ZsKA&@nLzL?zI% zB2`Fr6D6VJVzVklTR>f7DNlPs$2+=Wm0L_hPap8eC)l(aN~vLGluB#X!8GhLo*VpOGuhd|{vwSl_Fs9LFmpiorfDm+(4)EPQCMpHz`Ks`jNkg64(09Dv@9CV6E zi%HE^st0tcO(#L8*;Eeo6sZpl=d0nV(CMPa9eU~togvD)#l_T_(3!DWK9zzhZ8{M; z%Wil&)XSzbpx&a!&DUx3r$Bu~s<6X_qI00WHuZzfw&^_R98oTMA z&qFn_R9ds1fkuf`Ayp+>3|%Ht1*#Uk35~YtHE4`Ti%HcewGtXDYJ6l*i=c6KYB@As zG{yCyVO9-SLmAQR7<~dwu<29ia+^Mbt`Nw3r<(RO)x=%2>+N zFVJK=^#?RXq{TGMso`JHRU%cOC8CY^sT5a>>Rkm|C29su6=^Y)7i|Jf6KQdgwt%LK zv=~~eR0(vAsKHgBb)sFMYi-&ds&#awTg$&VU)fBly`bxC+8df-(>~D57?r4D5}M`6 zZ;V+jM7u-Ri=xd(v@>*r8fr1Aq*8668%3%>rJ|0|Y@3dRZi-QvQb#~H+tePqMWn^d z>ZsJQ&>TmTX1hv}@_cU06?Kb9H{sLJt!h{iQKcH5NyFQ0>Ir3Ilvb(|x;;i!qSK%| zM76HM4zr>m(48VxpgPeAXr4_&p}TAv2Hh>1@A?!QUIN`C(g-N0StFtOqA5|z)A`W7 zHdR6Qi55nwdNmvi-5*P>5)FhFh_sk(c$x$~VAGY*gQB(3taWNQ3wlV@5Tom%I-72Q z9u}!jDwyojiEuXb$cD2bngKoPXmT?@YjTOUF&BDFqzVm_qAc{ds6~|WbUXBfO?N;~ zinN%9rD`}2S}1DVhNoMhr$iOeth7@1LQmUtAM}i~i=mgH0sNe%$?C+-e6?H#zM@=> zs}$)`=v7f&L<^N#1ueGeZD@&2E1{(}y#u`_%0;u5Xx69D>o$D?Ewd>Py&~q zZ=pABS_>@~t&LI*O8pGg$5NiYf>zk62IwuDeuCb1q|X5UN}SS6v;KlsDz(mUV@iqW z59l4GN+aqh+ITBYz-(#?y(cP*r8a?9*|aJ2z9@)N-85@U=mVRYLm%3-6|~x>t)Y)Z zmC>xUX6*=lEUJj8MzlTjiA_5|c~K@x>5UHefIhWpPiT!zdqJOxvQfkN?j}4C`aDK; zqJy9>L|V-6vZs#Fm$B4BrCLK@iL{uMrz4=XB2}QAQpZ4FiK0pdVu?PbWhScB%^cNuI$)4kBYqGZ(2(@jv~ z<-!TrRdKon+DN3utf|nfC!i*x%BW#l^b)kOO)o%AV^pQoi_j(_RhU&RdJWoCRO2ep z6wy1-W}-}tK7^Wyw3t+_Qfr{iV<}I0XbU^_IkcrH9nG4phKr%*qQ-Z_)639SB8^}h zp1y^)7U@Zg^d_{8C=;9YK2#!Ve6Bie<1=Vmkw(zaQvNtmN$q6Q#?a0&TIJ&5W>5=}Dr`P4+8NqKR3FV+E7}&?Rip~32GKsy zZlZjY^3(#_-KJfjJw)q#>T36z2wOpWiqt0+MAQ=6%TAR-$ylnH>lp3_?d|AlRcKfu zY7gyWQwL~YHLQ4Sx_6BdO>B5 z{9nh#)QNn~w^gdb^?}lAcs{9iqN<3hMHfNsMOsX%MpOlLu<1hRP*KJ$CN)K=5zt{a zT>>30YTSlT4S_n^sY{_FMCsV93!o!y8U!6Bs*O^!wZjQeC!4N-j*d}QsVPwB7|j<= zhPsGU;oYbc&4L1(u7{4X=?3Unn{I@T6KMpq7HZZlP*3n% zWz%&~H<6~(uwL7k2c0NV1zII~5;{q=B%0;vVW`}uN1*O@!$+Y|q(02bYt}Q+$u=#5 zdcn~fpi@O_eQK(EO@vFK(;Q807Ey^Bu7-Llm5(SXdKEg| zrp3@1v4%di3OZA%oa>Vcrk1MVy-=l6Wf650H9%*Hf{40_{)T$l^bgeAro=X!fZ4PW z)K{eG?65+!{-EL6B2}QYXbV#3h^kx#sut}CrES_C>Sxn#(78740G$`38qL}T>Mv4- zZDd6IK?7nmMYInzP^87AJRJy~A4}CLwLes4(*e*0HkCpbiZp^*v(@lmXppG!J@m9I zG}xw{po<($$+|u?)J@omzix&om5xz!QWuLF-zcAI2~~^cN2xk@6Nb=Gn@)v>*>oB- zT%_)8k^Io(I*~)E^oZo0Zo#`a+k9 zRH5No(P(J2sNPkIG#DCV(?!r&n}$H+L>fWE2F)4^jkjqWlo4q$sdY+S0ZkC8k_x6d z;U_jim)kTMy27Tbpoun3g(lfF9lFwypUyU#X@}QCla-3z!)YxbT;p45j0Cw5pAPV+xQT=UZe`Cv?veV5KDPl4c%y` zK7wZ3^f7dkDCEH6P371Dwtj>`j^!0HYG^iA&Neurgv0obLdW+wt(h|($TDHrM80Z zvT1ARZc$B?s#R)R=pNCO80`$rkELcSwHH$4#r}{w8+0++$-qG~NH>ynAI2p<*Rq86t@-!HFK@@#%M06(f zqMf=3ddZ&E4SLy5RY9-VbOH3LO&3CoZ5jkE5p|57E6^if1}zn-!XtMRT@Jlw(`e{* zo5n!PY#Ix_5u*ytngG2iYTRL^XcV+uq>ZsdPZObfk@^(rYG{Q>i=ng{&V=3)sRC7t zZiC*o>2_$PsLCxartX5?vFT3eU7O}X?}=)nhEueShoDuWbd2tR-WO@lY{RGKLm$`; z7eF71w3t+_W<3L~j?MCvg+3BxqHTD34EornhoMjGS&N{&NPXDGY;7Y4eQMJS&>EXw zggz6cqaFH&v!T!J)JxD8cIsy6OHn4)unzi4q!DaB>(+#?Lu*B!Arj^k5HoXJ=5TiQn@B`>akt%F{q3A29!KTlkpKSUZ`q`#0pkG89!K@{k z^)>XXDCa6g`VIQcPJILY?x^^Oxo>zp^oQNB0a_=jk7ljXHa6Rq^Dmp4LVv|5uhd4+ z|3rAd@i+L_jC8YkgX7 zJKPy+;%K_wgd&x(`HhuooaIwZNHrC$bA3|5wawJ<0B93O*SZ4xxwb^q8roE(#YJid zZ6?xUsD)C8L(O6-Pi>*iW0X{?4YWn9VX5daXiJe6Gs{yasJTr?LtEL@8QR*WF3>hM z1yG4dkHa>~w8JBzZDT1|Z4(@s`)o={7Z;WP(Mnf${TFeeT zT?y?c3f$r%RYLpQsmq}QM42cx-`#}cpi+@4G^`Wd03B%4jZmu?EmUd_bdX4WXy|D! z)Y?v62OVtF4CoM>WpOBfI8Up zBy^}v4?>68^bmBoO?6O5n;wRau;~%#NShvojNEK2$h`xbN5;c!zdHMn>7d4B~ z=TP@p!xn1zEfm`H6?Afpc2{aG)I+2`?9kIsP=!bpD5=ys=#*HhrRX>4RFM{w^3-HI z&cAH>n^aGm{((*xsSgcHHES~(o*`=7p{GAdohfR3=RJK1RmNs{S`VESo7GygHf2^X zkruNJPg_F0MXEq$N^KAI5jDQO9Ynt}tFNPL=er6iPqon5N~sUjQK=R*JV&Go)Je1_ zl#WqX(H>AgQQ#`1JnapgD^dmOrc@i~yjaRpOQ^q{IuIHl(qbBRSHrf@K%3e@=f@iQ z)FDunooWwVAkt!HRcKaM=t7YyP)|{JXppG!J@m92G*}e4#l_S<&_%IXKGg{tV$;#k z#iIB&j)$skIsqCg(g?Ousm=F*hS^jB4R_S|kB(7le?Fr|DAgx=uCy8sAa#kTe?(QH zkDPh90iRLY0tb-p2kCCMU9W_X&^LCR2@C? z2sNArjkjq!l(Fe*Xo5{sq02=Y!47LQ>ssgv(U@o(8PP4!M4M(olWe*ky3(c_pvfYQ zU>g%P>sDxrNEK*`=pN{*7)=w+hprZ>LaJ8uAT(8^3N%af2sAC$(9@mJ^jJer3!rO6 zs?cz@8a@eKD^dlTBU%L2id2EJqF12nYNLW)NqMr z{RPbvKNH1u+;p{FyUSM1c;(5p6`11%Ocjb@c<)@jfZ zn|eY^MIEA4N2M-;UW<`F!^5G_>!PwK<*5o3t znk`xgeI#n!hNoMhkL}b$&?h$4L3x`Vfj*5N1LSKtiVb(&?a_Ae8D$pX)O6Xgg-hsXo zX)&psQmdiwMXEqAi#~^b5UBz!5q$~$C|c$!P`&6!s6nK~MfwW*$)>f?&vwJ_pkHkI z9{Sa$AE4i2v`RZ{fPNRL!VXu9{(=6m=`U!VP5*=bv}rx`mq;U+mDj8$J8=FbTIni9 zT1RTV=<|ryDz!POzeV3g)F9dk`X`q1v<399NEK$SQ)(9|@oM4x%Wtemn?f6jevM}N z)ZS2&7_C>sB($-knazA^W^>U|P*agBFmz^#=n!a=Sjy88(550)NbR6h3ffGh5zy|U zW1(iE7OqmH)1b{oO=Hv!+QLrtgtinlK9`?$IMm!uh0s>l$s0eYSXRIZlZK7brZC^XmCU$)bI{y50NT7 za*b#{v}dg07}0EKFHy!-NKF*gK}nk)fc6$miBh#nJqPV$)05D?qG_?z^H58X`ml{z zYWNbgUo16Sl!NvcX)&oeqQ%ewqO7Yx^F%A4Qjr!z^F_;{14SAEEfBp4wGwGD^qA;v z=pa$!yRlHT5Na*TxeBQzqC9l4=;auF3LPR^6recWos7$2k%<}Xe)K;`I zO081rTd18)KS1qcv|6bKs6&kMqVJ(YMXIokwW9UVVK)5@9WMILEhg2V)K)uk{$h_n|6kd7HM%R&?j9Y+#TvHTJIaqYNlEH zLR}pB#iTryLV-;!p<_f^OscsWwt|iol|-{zh&n;XiFSxl7pSXE0d%}bBbenImO&@j zvkr$+A}uDhyS8y0)J>!cloWM`P86vEwG^EUo#bfd6jv$I6Z}?|D^(g%Yo$&n)!n8u zpird6G%Qo<9O&d2br78m^$@8-s-tKiR1ury=``pRQ75;URG`#_(5W_E0G%f47Nxo? zH4N%$Q#EwDsArU_RB8-#hNw?O{Y95UXWBFYsuWd4sliHJ4V`7v6sVVIM3kyg>RPC` zP1iwvVx-^huomiDAlHNssqy;4O_V1%{z3*!8g>pZ=l1J6EX`|GlLIFV>&H#sVdwI( zG!^Izf`53}K|RVh=D-R{1uaxa1^am6hsyPLqEA1T?C*u|RyDxMAyG!3HHmW0Oa?k> z7l}Sa66JewSmor%NILs&`*Bv~q)Q~ncsYopDknX2u96B)58O@pp`27XIo6VmV z!O4^@6FHc&WfJF7PJDaj_-<1;ma=6kr&1CvB@-kHSNTj1r6d_wK(g+p{7%lKob<~_ zl9Np4NXnMWIgxU5Uf?t5rQJ<=9S2ep6;i=@8OalzM@dvbvXZAcj$(G+ab&{w_Dj4V@iSqRvI&GL4m{hkvIdhU^T!Bm= z`GF%RC%#FegiSW$$jJ^haN;D%#@hYGfs@@XLA$#|$qhr{#?aj{%D6S*CeS^ibd>Vc z9GWjug{^1Zns6KF-dM`hR?vN-oLfvP?{31Kq5B=3A9y-HE!quQVACGZ12*jiJ!n%B zdPt-Zso?yKX0?RsY}yZcSd?{(N#&Gk13h9>Tj)`n+Cz`o)B$?jk^b?CueGYAW*rYb zAyNejL?=K`+LVG8+SCnt%BB;cr$rezf>~M3It_Y8l#3`Y>IE&bsSFfv_j+xyz_%R zO@ZFB=_=@LyWy?SN}Fzg-Vtd8v$Ae#cn|chNEIk2dJuZgriY+aHa!fzZ_^{t2R1zl zeQ48T(CQfFwZkW&k3_1Z0{v@OB76b**paV5Nu?G;pV+hn%Eu_J)GN@ZqKvE1Fe_RK zt+DAX=rfz%hCYwY%BkTp=nGNaRZ_u4?llp90)6SoSD>V`a1HcTEamBAXl;zrO1%$# zt%iZC(9qMD&^LDKL+D$ZK7zheL-nCy#&r(YLf?y2fwH0>pdVtC6a5DLXwy$ngGha7 z=u_*UpX}7n(9avDh9ouX59k+1LtKHc%7`{ z##Kmp+8O#+qzaUCYr@^2#Nxs~OZ&w|+8x?Rq{UEPsU*}ylyQ|J?E-BqO2=pisHsic zLYp|c*oD~7#YuM;9sq4B3S0$Biw=Y~6R84aL~WsFHXQ zRD~KI3vDk_A7-UR-Ju;s)vf|%L}x%d+H@AQlSqq6)hg8&+Buf;bSBh7ly!?q)hRUq z+Qp`U(5|9fl&V*1Ftl4N)gU?_+Fg{7Ql5rGdx+GBZFm|2?P;f~p}lMx3MCy4b))#i z9$KPpjDhyHX)LslDCu`Nv`ncCv~MisX*AR_mP#u%0oqR#xC-0wGzr>YR1u>o&;hYj zwObQThDu{8Pgg+)id11%MyXn;m8dqFl@(nN9VAkPRGsJ+sI^TuLkHV*19XT@H$rV} znhlkS>fLm0JPmWNiSTZyog-gK1;a{|x*uwfjWsw z+~Q*DA?RpPHljK;d==_!)5}m7N5eHe6%5ZP^#&A(vaSO8hRdO29O*yi^QAW;sniPS zSdkV(InjsEagHu=1yYv;qR*hNqH0%xYDHf`$BVKNHs9v-S zbh0RFsI!tpxEIvJQB8?Y)s!iL`^_>LBPeQ8uESs4dh} zq)IBNsTUmvoo-VH=nO}rvTkuI80Aw(L1&8co-T8*iSQVx($Qsg5#`)X*aJFCl=n2+ zy(Yrbpf>mPEAS~AQGckfC~yX)-A#BAbhfBEqFT{# z=p0d9L^;tYDD7x$($m;7(RiqzO%tGVMM0EGD>WTDPozpJ7_0q+wNQVXW7jtB|S_Erx1D^%3Po%b`&=t$;4G=`CpVhBQ8@ zhHpS)9F5PoN-7v%EBXQ&E2@amC(t-iE+TC;{2CfBiZ(w!@79FhK$%!WPai=OVhug5 zg)VoLacy{eGtJyx_#SBj!X&QvP(FEm+{b`=^{ zi8g7B8hbd#us zPhFvB5Botki;^+w58Wc_7*XJE!i%6eqRNP>MZ=-FqD(|nM5CZvZ5j>TCaR56vz3|x zWo^0=x?QBjJhI-*a4K|%s4i-_Pz|qz?iA%Bsux`k%@eJSs6liKbeCwIr-|J}w?lV3 z@;{`NAO2V=x(B*Pl#WtWq6eV)qGuBoQhtX|LHCJPMWn5U&qMb+niOq* zlHdGNXn~_EOMEK&`EGAR55y?x)`agu55}le^cM7xs9Dsoqi6+GCsKtU@6}E8G4!xa ztD#3kl~KdAQlCPP+O!6GOjI4EYLxm8dR(MFY$GH30(wF;#Z{nM(XY^xHvJ4O6wQxP zbxQpWJr$#cqW?ipi*iwFm1yHlIR6qYiP5IeBGKB28kE`wde+hZ`vGLTK+lO<_|)X2 zQhPzqi%KIZ6YU4(Y&rmXLDVry1xl4cFWPhn^pZ%6`O#V3lxhdPEUI)BC@ne?dc~%W z(5s@VC{?Xg04=tuGqglBJ4$7hIuTkbQlECT99=!dQ}nI&$3kz3w7B@~ z?*5Z-m|zsSn@ZwnVA9(0h)iC0zw7 z6Ws}|5_OBHLUb?mzNk8)jOZcg1DhU(J`}CUwrL6Uk*Fa`wa~0rppPB- z?|94if%ThT0evD0qLiK@`~b?^^da=AO{<|bqROaY+TDboL7$0KVH3e9csKPBKHASgB^tGrqqS>O~pl@vY9r`v#^OgD) z`cBj_YFHO|-@ur-A+0+#JQM4qM+5~Ed(JD3E6#7ZDHcB;!wt{{ZX)*7H zr!AmgY}yj~)zLMs4gVGpeOKJ=pxgJ5g?Y!^5DBMA;}c-`#{qLrrYz0&Of>7^QMb^?;hjs9tmuw25d{l*)_Fgf@+( z){4rZ%|xmczwcphsF_WDpv@imZ+FNyqVm6$=R#Z9bRM*&8uF2gR10n6G^n{~T|`My zKWHm8ERCq6Xb`luO@pCr)UY8+1xlR_l_-^rs6uohw5_NzqO|A|Xgg7LL^Yxew7pFe zpdDhAQED8tqiA;2Fe{o0?Ico#H)_7<8fa%xt*bzFqN|`5HeC(v5~GDmO@Ve5RYeVR zqOs6!B0h34t6p>yw7Y0kM0wGz&>lA32JI=*Vj8Yh>JDfxQG=`S4KLhlBD@DmI`S2$ znNka&y+tKaY6sE7&^|Uj0_`hm8cRI@wG=twk)!WKb|18#s6~`Yx|{GRXn&C^q*{ue zgARyMspxsA)TTwyfuh!KF%8R3Zp_EM}P&d)UC^g01gu6f|il#+WE7}7(Nu&zz{4CMlP`OAIC@VSu>Ml|RnkQ-v zg)y2hDuYh8sV&q)G{-Hbp-+`U6?W<%=oFC_lUkrzhe4-`RDtS5U7*uMsz3`x$3Q(} zv`EwyI$fm2q&$Vt8KTGB;v%J>Gwsw#P-SdZPP2}K&Jw9Y!pPILVZM93@uaYJgBco6{ucR1)Xiv0O%Z%7L!`3)P+!5)cDS?5*-Qkv#AqwuBh=h z#is)3Jke^`hgo?w91ZoiX%sZTrpus#B0h4_aIG4i3!N`g1^P~O6;x%@1n2^rCPEk5 zGzl6c(gOPGz7=L>fWErkeEtbZLy5i55U39r?wiJUs{1*z`O! zO4K~se2E$^hAtDSLc<+IOQF%CW>Knz=tXFZX!nScqIaROHm!uliCRXfQl&nC#>Y~g z-hwhBRoG!`r9Orxh*W{fL~EeSMXEp@L|;Nzi1au`s)r`V8v0Zonk4Gz`jG0RhCe`8 ziuBeMX*o1G*3hTEfTlRAT^(y!16^g$`X0Jkl#Eh=y9rl8Q$<}P>L&UNnr72FXu3^* zLf448M-3~~uvs(Czhcx=)C4O05zU*>nDW#Vy3VFepcyf$RKo-`Q=~q0_OvxLOQelK zeUxerT`y7vN{e=eZV)xTQT;`K@W?lcw3w8qJxR^BX)ov|oA!ooj!~6n?FZc=(g<&1w(TiKay~OEd&} zSfs@~@@&yi=n;_?7ik#us7=G6$6~YQsNu!X<06fqVOBH>dP3Cr$e#Y;>+8u_Lr)ix zS{Q3MPYr9Jr$nkSYrbd_^t4D7Xo2V|=oy=?h8Ed06?)dDY0z_`IyZt@k7?Fy=y}n? zh!%-%g>tcmIni~{3$c`^+n^V1%0e%RG=gpT)VePGiv=)(S~QR)}yGn;;dJ{M^*soju8N?`n}g zA@!A=S`V$Y>2K(3oBn~mvFTsvTbnjwhu_)M1o~doB6_Y;J=Y&J{6VBQf#>q{C-kF8 z6{v$!+tRQ>)H-VDX*=jAQCUPCmD&;d*`}SKUqo8WtWHYp1N|DKK(q(+n@xK{zl+p| zhCa0~^oOXc>jQOD!-Ju9HkCnt#;Che?V!JGY7PBQ)GeCjQ-?$A?bIRA-*&1!^p8y) zpnpY;k6fW0?gu577XA#M(fIay+6~%B6hu4pv_I5Dqzdt#YM6pHw&_@?X^i?Pbpo`B zNEI5UMW;cV+7v>Y*>p10%%&dD<}vE8Sv{dGZ0ZheDbmK+;b5iCfSQY{T%|~7LtELD zhPJk;AGD1~BWPHyS^c3Bn+8DJinN&27^NYBIEwNENm*TQn8gS)>XyM^p>7h^0JDgLbh~)1h5$x(3=!q(02bYSs*BcabX4 zJke}uj~La7=0JOj=DP|hPq#yR*{K_$q)j(Ldy5vt8r}=-Bhto-v*tqk+NnFBmNw0U z_Ot0OXn&C&hgpy5k?)5NuxSBQD$-(73zd2XI#9GIdaj)4MW~fcIp`pf7SoVFvbe%m zpw=Q)pk<=hpo49C9Xdo*?-r9qK2#0a23?fruU)t zHhlnfh*4e*--Qmf={@K$kruQ0&z1TVIy{zID_RY86lpOjPhUev*z^T-q)lH!N5!Z? zvp$15i8O*)p1y;Q7O4XLs?>U@v*iZ&tOv&1|NIO-Oaya8^WHK_@zz z+0-p&R*6zOLnqnP0xB0ZkEN1OcboQxLXkFBoV5pZvYpx!>S5DfP=!c)rr{3S{C?0W zHti3cD$-(7EtEO}I?bjdp`JD!0-bJCJLn8iM(D4HNZol_EU=4Y%n*XoN_8NcC64hoMVs zdIY*O*04&c1<**5`q0qRlTeLKk3pkET1={14WEWC6AgBiB0Ud{w&^)&jHo6`jZwp; z(AXGdM2n$uqKQ#zifB1BUZe`!m?nA~%7|*C)GX15(EqV@|8Z7L`ya;#A%sB@x(q@H zgAl?&nlx=jg-{#{snnEIlAP!l!k{0cQd5c$1|ftaA%sB)VGu$Xgb=>3z20lhJgo1h zKkn?ip6mVjtbOL3Y3^O@HCj{|Xol!h=vtdR;%3n+mpK|4Xzgq-vGg47xE&trl$rO^i~W8bLRS z)`Wsq4*f z>UAkJ+op@5IW}Da-Q{RLZ#4Js44c z(G2Jzo2Ek5HdR6oi}d52mv@K?&VwEiX#^TBx*vMfrUlT#sGv{X13hM^?u8x~7c@kPAnj2`oyGWjco)lFFS|oZAddjAkp{GURQ#m=W)SJ-ah?a?7 zhn^9wbR#UjR`f3PtY~$hHKLE8=NwIO1N^^*QyPgrgYqK1)uAHMx6t#V=5C~czJZpA zS_W#R)c4Q}qT)b$8z<|ar8fNxy(nrMQW+Ke1A0l+K2S%|ztGE~?t%0UPZ~F2|4URB zD67<_&?}-ofkuk9gI=|12k14?@F=wtwA`lV(CZ?-k$4R!sn=f68xd8C_JH0LX@t}a z(ScBnO$R}5iROnDE>Nm1^tLFxMW-wj9S6N5stT#aqQjvTqNRbBiAtb%MKys|h!W^M z(aJ!pL|vixMQa1C6P*pMbTqYzr>TXa^PvxHx&Zo6)FPyclT|HJ&Do`LqW3H>Q^@ShCY3F_ut(+O(9q{d--jar{<5Wr9V#dFhXWkrGkdW? zWlKx;r<|M+`kat+SEa4ko^o=M21+vRH6=YZpy1W?yZ!%!V*@sFa!SZ_@|k1Vo3iCN zwx*mUnp%=c6fQl5ovHuIsa`sc>z;=`* z@1}A@Lq?e!*^P2?W-drxQo&|al<_i=y(lMVW!%(~%vm{iQ96^YD2e;;eA~P0qI3#7 zQBJyRDw20p`XC!oPR`NPhGQLGU?0ksrEEhvIaftWGCeY?R>LloB;vtqRIRI1f4)SrC)CPLr4LZwPgE3A8F!KF3+*q` z2nDmE1E2$JY7Mov=|Jc}QO?z=KeHk^0y;=k6)5j6lB1!6MH(ShD>?xxc633`jWkem z=nzM}iahnox{IU)I#i^Q`Xeop1Uk&7PEZ?B&ef?uY$7=gIy~x?cXN`C&=I1lD3v~u z{Yaa-L2X5~KGoZOElAFWjUK<#ZxAE17+sMe=0c3%sU^g-ht9Ql!kBOdOAN<^8E%DRhW9@J5!5mGr(`V8_@ zL`80-f$oAj*{S(ZsZIAnog=DJue+hd(Ipw*>yoT!33RGWFF>b7lv65w26>sN$c=D> zLY3%Q=yXRHWh1&4>Y`LWP_4U2UWdBcR0DMrX)J6x;omvN-=jhU+kjl7=WHX*jdA?2Q6TY)Hr4Qu3K$Hyyb1IlVKl?(Pwt;$yszNHS z)OJvBo3@88vS|nCVo|Lx*w=k6NSZ^JL{#J~Ngv4FN0f0RoUWjYBz*??rJ|xhS$B~X zKz$wctqN2tN}q(?&!+vM{*L+;`BcA*QU^nq*;EV-5V^Vh`0AHc>Og3qP3fbx%SAai zx#3uY!=XVo9RUrt=}72uNBvzrmeIe+T_x?HAvUFt*1kfNag#}9l}ewVJyfI-C?`4% z8fH@|G~A~2A=y{jlt3dyYSC~&K^N#MQO0#|pi`icqP(Ze+*kfifv%3I$XRkOG|HwP z&^3-O%ecu6=Lw|G&(7J@7aAQ=PQB9SXJ0GIhJsb1fzWlLe4tvDsM28|PCd}=_EyGYXKf{%AJpq_G~o1h61Rf%qdt{3IqNW-J+XF)gER0Z8=(`;y> zP3aS(Z?fqw=w?x^U&g>9ci|o;eT$=kZh-fEp!8wV6{3tYDC;hgh0v{{sz7w9RvO+P^QifVo8a`&|$`3bturk|nvZAzbny}+jQN!SlKy1X#-DsmUe zAJBs~{RurJDhsKsQXBC=(`uVGh90(Q6X+3}8bObWa-mn1dTjwMv}sG|F-Jp+eQHQX zsY2*+o6=`>KOrg)shmFKk&pBCjqsz#~S(BdfN zDSa;ZGj?iU=vk2_)2mhm4~3o+X#}bhwS)3D9Sc1#s&Oe)J6QCDF zRc@q#T0l!3T~QV&>n@UWpch5Ofht7Zp_ihRr}PQmFN<GR>5A-E2659 z^3(@*ER8X;9Dx*B>@RP07dGD8bR z>GRHO{+k+FBpM05<;YJaqek*(G2K)kw&1LXeP8$q!Fk>Gz~&3Hhm3!FVbXEc@_K)`ax9VMxa{J@6eB;e4skfI;c*h5l%dC zQjq)u{q)~n{&0q5E%bAgDpbMr3E#gs8eZf^D3}p7Vef36Qsoh?B=xIOnoKII)Q+Tn zi&CE6BlWvdWo~jqss*X_qWWGr6>JUtVblK5pEex;{Uxdhy{c63aA<=~=@Y*Hw&_sl zACc;?_-Ykw3;iq72vj3VAO2nNTDreAyxfg6Q2KcCjYRo~j)gWB)ds3_7s<)cCN_0| z8vU29EK(|cn)s%U{0K*0WJKvB!#A@jebD&kHg$p;+f)i|Au4t)8hVvMTSk=AGP*)r zIT~IYQl8pFO_a(;)Dzm;rt_d}L=_=bd2e=^|)5n=Xd77gdK|dG+cC z?O;=XsHvzXr0SF!1T_Q2FOr6xkVi!=h|MCr5D zi)@+!?GaIhQdQ8NBGsXwr@7ExcIr;3rA;%Ty+u{71qG|ss~XzJriY<@ZMq+7Wzzy^ zzliec^$@hbBY&U`%kWeV9bl&(fm(|SU7d#1wa|g0nn1PgB6$HiNTd-`b)uJ{gQJwE z^da=cc4{efh)pj-hdR2-b>PS8Ra$ED0d$y6E1)(J6={WULxrmLTyDEH_|}gLPteZuGBZs(V}cf!bG17f4NSZ+>*|a0n-qFb7 zkSfzM(nr^yY|}1K2b*?GhK29xwL`Q2?g6FOUz4XJW> zk(>>kW79d%xuSeX)hd-fT)&4+=RrLkU899@a8OpM3!w9Cx)3_wQBE%cC)*S$l|HRM zYtzNh1)@G~GN}nlT?$=jQ(vf;s4Ar9E0sR}zqd^Tpo>JyLaIio^kjgGZ5jn#BFcx< zN~K0ZeWH}79CWEoqoKZ{MNz>aP`@Zut6tYY{Y4sSI8*2r=(4C_ol=)W14L`wNJA<; zyI^2caJ^F3L*+K5han8IX(BXOq&g*;(XL)WG8wwukspB?tJe%@h)5$)bJ1+*3Ka~C zA6+D>fQClBJWYXyMFl-oLBmDiEjrrMJm^ZB?uJI#bPsfuNNZ;CzTmykNKyTLwJJ#e zBy*vwqk_ev`OqklCR5PUARHDyo0wJ*|Q&MVW&1PeZ|%p*!r<$IvuU zyo}$V>2|@_pczrBk87Iz0^KRfx)GM)X(RsW>X{LhE46{tERiOY@|2z$QDswlLd9%R z{o;LU9R=susr2xQyF~RX^r`glin(^GF*MJnEugz?+7h})lnJlKaNY9TtZ;sm^0W=9 zdqr9puZE}Q(0z7lTj+jK{e9)sD?MIgfk-11oFGb%ym&yQ7Epy~Pv}9BCO6Pg&_i}= zZ>T!zN7%(z8Jxj|x`lmJfoSh*I-KZJ|Xr z9SuDxs(%fAswMQ4ojL}3TBPp0ygqdfv{+Q>x;N12&@-a85k1X!`B}SQH&V}u>c5qX zbYDk8c~NyJ=;<=(d7FkoOKchry&zH@7N1wI^gxNFQOeUG=tYr6NG(%pJoHkO@{}F` z^0H0oc^%7a8VbE)_sT)9iYi@qmQkZ+q(`s378UfA9yYSvrgG?Yn+8K~*mODcrcFbj znuu0vg#)3tBB~XQfZi5q&D@u#O6VPtUeyMg2(1vQMFXWrdAuu99cYburDtfo7xk(W zO@-c%3VNCgt+Z(d^np!xLLZ9Mon@?7ug9Q|qLin*p;e;#TlRDl^s$|q4t*lhnmN+b zwJJy!L7$3h-B80pp!Y+yqHIL}@PYlzk+0K`dY#ngHl?S0d|^|1UdL+nstmmf-9=Ic zeJRqNHk?PAogwfOW9 zm9?UkVHuw0LEo#O*4&W#82Z7cRnU(r7~VFa*FvaHsiM%Um6q{6^pj0LLO(~nik12h z`Xx$v`T<%eQVSOE=~w7in|_0Sv*~x}cadHn3bxfU(z8LiE_sK|AvSH@i=KSO_u)S`hl;nBbUhzdihqf#G{`d6e8Qe~nhqzab1Uw7Ap zl&42YZRF_M`c!wNwkNf*sD2rq8bOR%{Ne^aoLNG(`~ryWRbYEv_4vxu@<#;(xj zHno5ni`0T%K9!zBvPDFFRImuzQj~Ecq&#f}ZDptSgqnynnN+z7wuQD9WkW$v2SeM~ zsq|cnZSB-SP@$blk3-o`)Hw7Su4TN&`zTI7ixlf9R)QPsXM(qb%A!asT;J5OfwD|Io{GNNix zdJf6nB2A{Cr>miTB3h(Wdh*7;B26ac={l%Y)GM!4KWM+Gpr`auj{WUaZ|DG#Cev$~ z3Z_Stv=-IB8lHwi2Z}U8sz#|v&_Pi_PwCMs2ivLiq?F>QSFH+O0UaXJi$E_=>Cr2P zidMSG4Kx!v%%<5;8=I=2!)=-a9U)S8dacn4?}LsM)xR3+Md{HiZAEoqg`OURjnhsZLae)7wRag z2(LzSrTRmssGuhE8hUyQ>Lk(#RHRgTU`uI~^0W%-Y}3b3V$(;^sWzp@yqsoJdfH5x zP3iG9r`z-n)WxRsJe;ngR_;!@>VroW-H zZAy=8ILD@cp>sw0HgR8VbzkWLJ3T}ifij}>z?Pmi6+-9Pv>kN5P1{3Rn|6RMu&F6@ zp-s)8UZVQ9XqguO1^3lkRR68?lpcC>kxlDJT`cP8>hNm#R7+BqM5*rTm7WdK$EIH? zc&R883i?!fU`t<7{VVUOIn+<2?kvO8!BBrYwJmg+sQ#9H>Nl1#KvaKUp7tU&P*fOJ z*hlx39`sZ$(qxw5sST+?B8@=hN_Bz;i?X4hrwnwto$3q?v8e-eMO1LOdbNj!Mk!C} zxiP~;8exSwrOt$gi!yEmnjqQ*x>BSyH_&O&h^U}Xoey0ls(+y>RPbs;K_He8Cw|rA_GpJ9pTWo}x2NRR2C)ro~?cO&6&JEA+Gonjz8%RHIZL zx>KYPXr<^iXr`#bjWo~|&@7vVLRF&rTlNL-fo9vi(qmrc*pwa)bC;-o@xI_I&|Fdd zEqi(bnrEk$L3c-~THW&F&^@C1SHn|!IL!R0pr@CidmZI8!VBeT0{@rkeM;5S`hxUN zlAe@uzfz0b2q{m4)BP`{>LU7<)B}#jIAPm#Ok;PIqzASdP1bz zX`oG^MNulFURy&?+O!Syl&JoN@~OXA{L`ZP7s^w55Y1wd7REBl)N2O{J|pVrMjB{O z=-H^3Po<~LJZGo&Ae9#l4+V4TwLkQ{P5VJhL{%X*U#axKmKSU~7+PvmdIHRgBGuu( z7O7x*^vX+7%F{v6%c7dFj5SIf1ucuHPINT%ifFx0jdfoOl1|X8j{HbTW^7}nPJ>>H zQiY<9&~l}khk`|-9?CLu}_U_u7b}&Yi&x;Jo#P))uJRbu1KlH&<{!#hk|WI>A@yH+O!<1 z6KOI9GfJfgoBU+co6ygqj-gkXQmdd}MBM{rMXRB85tWNRhklI;R){`=eiPN-m#6eB zm)}LzZZeBsq*Qtu#`=izqQ=l4Hf;g@DXMalDVTQ`$)EK4OQaDqJhTuggH8#x+Vzrs4DCb9U99gTMb#K$)l z9Y|^uQK1`wnu`vD8rjqa+B7QYQ>~%RM8%IQ8is)#5(C}UeuRiJ8jk@SWNMfpH_ zlO+A1?V{95r7ncFx2YGjgQzwX)Qg#+J*2WqO^5zxQzf*Us82|h zE0rF3vAa#_krzdxTu4ZCPj^EtZMp~ATQooP zs#d{8&_1F?f%2mCgo=G5S|(ZowX!KaykbAm%22RYsaK)>ZCVZ;Agb}H>)qFaWEs@j zrt~z7107x8Hl#A{B3T6;WYfpc!J>{KRi@NxsMw}2p+iLFA(c~V9dxLp@qGeSh)SWu zlnSr>_0^*EK#4Y@s*uWy(o-W2w`o)82vPWcUGGzkp(925HkD+qU!#KQff8+P+8#Q} z(G6}cKg@3^RH_I%TB-GJ1S%5k1|4J5?oc}wEDkAscar^~V@2Hq=@m=bLdS_(1sbki zt)Sy=+7HTzav?QAsgt1-Y-$gkD5?yp`AVG%og~tCkX!bYo;A^4ln<$8N}U6pEYb+6 zm7<>mVkg8B>6R5jVm4P%Tc^*33rX|oh zqUw;!yNe_}c;Q^pqKMLi7kb#V4C)ybtWm+2pz}n_LP1Y&KGCplbV(+^M|(eRMU zDfKIKsZGB@eQo+3>Sxn>sK2Np^r}>^^!$g*Y%1U>?*k&5uhie92HNxwR4%Fxy%s68 zB?SlBv=ua1q{$_jiFu{Afi90ydjGf+DuzU~QmOQWiYsi|92zRBb(86}MyVFiuqfqe zGibP|&ZllFRH`L(r6WI5lDVl!v=1~QN_pB7x=N{HH?1l9x+Y3_+8@e^vTkxistq(+G$BxxyGV|OuC*yW4dXhSj)%tBl!3;I7KL7U z^*R|EXHy4gyiMux8WU{l2wg9#3B6XTS90u*NZMqPuveoETc@zNDmvCF49Oz=H{&E8fZq8@|2!la;Hrr zpqZlZ`3ePd&@53O*MeTd)oVOdWzz&`c0?1D8Vk*_X&iKyC>MJ9)Q!+wn=s)X(pEs9ciK=+9%0g5uOjujA9~oP1<)g+R&Fw>Vx=B}9<`|&S}5um zQhKi@k3o;w^f>gmsC!8DQLiVVCv18OS|rMZR8Fb%jG8BHS_nNQnh;X@#wE`|PurA- z7K_50?UpL_dI5UIrlrucqUz8~@1Nvl=sBB~L3vR=q*kieYtZvHEr*tf)`Zl0rQU>I zu&D-G>ZqczPgS%~>K*7sn^r(CiCTtKYo*?YUbbl^v`o}Kq&h0~IrK_IokgEQuZntv zR95sI^qNQ`C7FueqIJ-6n|_2|x2X<#L!>$s?4yFeLvM=8-3X+^ppt)}8c{eNs$#fO zn{3VgmraeJw?)}d(5HT&;5(vBpfT^pQ=wL#srZOsYz$me9u$EfDPm zeIlyAFMZUK?V(Ra#cnbM7b^7;uSTs+tDw(Bi$ZF#QYTXIbDNHZzOd;yXthnpLtl#W zq1Q6?ItBVFqUEAa(AOeO=Ds|2hSu1WK;J|KYgDiV`qrk7(08I*H<@0mmFfkp6|Icu zeCT_TCX-sDR3GSvDCH>&{U}-+3f3t#5UR7O9Qw(oLD0{RZgpk&JNDK_DtHz2i&7hW zuUi|7u7uVpr4dq1M5Cc!MH+z$MYlk|*)$gV-KO!-`iPpU;LXqr&2|3 zGRtVG)Eww9QS*pqLK{?YMW9wn^@RSm={)Ek6>J?+ZIoI7{VQr4sGaB;sNjus2kh3E zo`W`uD5KP~(8eOwA@1oFXcL?AP$Qd`K%0u%yA~Aes9r0e&7xFi(K2XrktUP!v1U`=q!CiRmHHdnPE_Vb8t5x%dr|9%9)NbR3;qc;jZ%Ho>wc)2XhF5K+sBE`SadWdgNV>Qd-1oBBd+MB%5+ZDmRggbuf< z96CbOJ@o3K)G+8sQ8tkOz+MTpwP^%&l&E) z3mt3IIOsT=#zV)8hJ=FpP$$TR6d1a%NC3k5w@K_zzTW~iemAEjnMr-)VsTJ0{9hoMe3Jpz?Rv_`3ipw2c` zLy4#^^jfFXlhCO)Jq4X6TI*A{H&W^es4Su;qD9c@j&5%nQuK^KcAg;b?dTSAxEv<1{hR25QlmD&cnG@|*U zZK1v*jg(|=Um)5E>KCOvZ4LDoRfk>+mD(M;%%&n}fM|J0tx#%jXrN8|K;@!*NUcYPoT zq0yo?p;ud_x1x1sWI*%xfGgcQ(x$&h$bp^33RhfeV|)J6`|K8r3OJ2 zHVuYujmZBX8VKEHQ#o|IXldxRLcNATlWZCeO%|;VDgS}J3YucmNNB1^pPiD-JDg*P1B&eM0z8U^6!m1p}98AgyxCnyB4Gt zsMl=hZky&n_lWeCAhlAddC+{D?uPCa)rDT`lzITV&!z{V`$gfsF{P1G4?_!VdIWmF z(GP2W_ zlxm@6JPkc2(g?kZL@S`jqf|@LQs{{&rO!q3A+$&oJ}Fc5X-d9>o)p#Jm#0^tr|i^P z=xLk2f)^G*h*I4}yFzb@>hH_b zmQanT{sZgjabAtL?1D{6y)DXy`|7P;M?&w2G{Oq|h>nF;*whYs*QU16dr`0cDtIvT zzD>o@%7}(5bs+SCO$R|Aipt$&7VlFhK_A)F9$FBd^n+-Tn@q38 zN?if{XwxvLPNd1C@=E2PpQ6-K(Fo{gktUN`CK?O<5~Y@lu7=i$G?|pA8=+sLf}XB} zezOY>fqoZhVGRYxLF?_*Q0Nbvu7v&+#Vecu{bkej&<0VByHl32Lbp5(`rD>T=pUQz zfc_P!4h2`L;0&nX&2<0Ek8n{dngeZQ(=2FXo2sBqM5|n#hJtrNjYMhztyZsj(59mL zTlO>++Dx=I6s%KfA+)(@ji;&ZYeDiL)L673qGiw)j;6K>)Y@Gnwa}KLmJzLlwi2}s z)K00dpeBwg8+od1BKi^9+NL^a8&QjpQq$xYXj_}sL4~5?kZPk|zeC&Ev>w`C6c%5Z zQR**f2b(rPO+_6;ug*&S3pKN;U_17|L`y?TZ~kN}XeXPRK+Q#~LrUN7WLs!wn+l;_ z9Np2_r|u}!3U`2ZwW%r8LX-)q_Dbyp{m-W6&~BpeYTV&pja{MLZE67(iONH-A?md| zw1-Va(4L}-keZ~_{?J}F?FY3KRfW`CrHY}wMH(r|+%aF&2HGb|Ef5_H?JHUs3N999 zpjIM{P%tm*4DDxA0_`8sQl(0u14ODrLI1WXgIbHK-Q)&37CKO*It_FNbdV_g{S^wH z1RX3|9ty6|GI~M95&0jLy`e)yt3qnEQsvO0qBVj1yLTjXm`$UgHa1-Y9WGKG?yF9{ zMngx4)`wmjL{p$6MH(r|Omk9@OoQ6mG#xrhq!taS8=#{d`8rS|^|})}Mx+s_iD)j= zP6gMwkp{XII##L15zT{+6R8fVLKVCZI$op^sHx~NC}Y#(&x(+^OYqx7Ll{Gpdm zT?n17RQ-K<`T*)8>Jd^|cai)7brtmv)L*p8_UwO&G(xX((Pq#YHf;`_Dbi$8LzLPI zI!mMxXt-!QsCz^sMcYGXi!_;(r(K|PL^(GZ8l%)6(792{Q!}WCO*=w8MH527i7MC{ zI!{#p8hTpKYj}Q?s!-|xQdyBkSm7j58|VU?4uLKdRfc8EQ0i!?m#8YxT+xY8Z<|hn zE{b~j)S=MDA}x#+&R4;spi4v=ffk55Lw!UVfvQDi(4|poq39H-uSg@L7Kyq;{cJiL z>TgpQ=rWtSLIZ5-1`QM~bKP0SaxJ4TRBls0Xpl&2CRL-jZMvK&f zUY_oTuC-IspzG{jcS2)C&BHCX&@vu_#@h4*G|r|)(0H4kgeHiJLa&zUwG6u6rlrsg zqE;c*TB+Bd8*N$+O%$~asdh@e4c%nZyU@)MWt4gcx<#Zqyz-t_K^1mt1$3*ZjjKbd zy$Zew-DXn_bbD0Lr{01li8_aZWh(d`G+Cq(dUX^13{A1=2WYCOcPQ9LslT8~n>Ijq zh}42!?ZEz*O--OXZQ2@|X;UL;mPjq=HC(-RfU0b2 z3eC2u88kuIIk)5{(R$a~DZVQgcNbVHsmYt)O{P%F~|E-J<%%Pf%)m=pIp# z8=>Gt(aS7jzNlkF-$3_@RHq?z7zOW(Xp#!Hh3>cM5NLs@BJ`?Mssr?ZO(oESBDG){ zKGg|&NTd;Hh6;9rszn-sszhf&4~sMc%@t*#M{K$Pdeo*1p@kyVq2K})>;pX}s(%eV z6+@4UG(xIcsR7UvHVuRp*;EcaDN-E@=2dVc^pt3^8)=|xpr=Jk11(c(0<>6^k7x|^ zj7?*qXGN+*ujMLO0X-+`7z%p&mN#48PTflCc~Sj+`P2|-iKr$NT%lf7&Ny~%QKpYCP8mTDNoNsHI8PePDv)DRzPprR0F*&QXNuF z)$0T39Z_Leyr)&r3Y$KL-nHoy=sl6@(5r=deF44iXnOq%qdg8T7SHJ3?!0 z+6nr`rsmMMqHdvAclFvI`Yxg#q649|B2DI&JrzUW+o^-0A8cv`{TNYJy$*uvL>i%2 zAJNg!Pomy#1nMt30s2`~7SW#2FHynaN@bvRQOZ*h^sA^m6!cUA{bo}~=y#h=f!2#A zgn|>bjI*FWL^A@-74?Mv6pabASab&TmrZ9v8$`=OYPnLEL4Vsc0QyH%6H+Ub8Vvnw z(;%pT`Ft-{hE%OmS3n!tG!)ucv^J#blo}0fV$&$7k!WN{>E~F|724FMZqR0;HBstH zXmguJK#gs>3fe-nJ`~)b#oq#LY16IHR*vp;b9u$?Y^2nkP!myOU+~T*qPfu4qNagb zi0*^7i3+w7O^3F1G$X9=&Wz|LsL-aHq3u+#y_?JmJ1g}Jw7pHwLOVnSdnLN(B~Wuwc_=tUsdu5BBhvdP`3TxYG(4m{ zeF5!i(`u-NO07uruWKdf+p zmazlN*x#m|paVpj%;Kw++6`(Qr93r*4zy`U=pa#CusL+FO*=!yqJ?4ci?oabp+iI( zVTFrDhd_sl@*%ZUbTo8WRM69YP#e+mkmA4cCpjKE+@=h4glJ_*tx~E4I?|?7ptd5d znZ?&CbtH6Dl=5^kbhJ$!pkqX88&RF88+4qg{%zx_DRjI@ zb?D{kOeiB-AC|E}1uuY3a5U2m@DqDxBhkgsiT_Q_Y%1yvofM@!T?)0gQx`%fE7jc9 zp;wU#4u(32S_En-8U~e!G?|qDD_|7V(WVj5DI!fK)mjB}P$yCSGKxh*p;D1XNVO5& z0CkR1o-T)yD3wv_dgxS9dpAPCj-n~hX(COAI*TSlWg<;(psCR5qIRL6Pu&7_5tRk% zrh>Det~OOc-E5i-ong~m(3v*Ph0d~R9@JgbJ*=>YR`?KfwoQ*f=ZLZ))my10(77VL z2)s~zL^GfsQ9)1DP)|{LC^%fHRnU2&ArXBHogdLir9OwUqW&S36TJ^zAkt)3=;;UO zLXk$GF-rXj^@?bM=y#~MNRvr<`UkowN=;Pi59nf%Mo3kNw%U>XFPk=l`iL}{RHaf| zLzjwjZlr;Jq*q^&76#2wY9mtpBB~MbCUOv=+9&}BC53=I&?b#+M1SHafMK+%Fg z3q{94zdeJ0kgh(UM2GMNjDv?G?GP9f%Bo9C% z|C^fCNU195YMbUjqoRV1m0AE@BdT*F^zt+r$~l_VBv7GJ&qJeaS^`}w(qsxYRq9RX zI-6dE#zfRysn?;gBGsXwry6LSNFz`Sr9Otn+w=)EL8Qr~ij?{sx?a@MjXBJ4SLi02euHinwGPYhsYW}o|7Fv^q$)&hLaLp5ZAa=>o0>wm+0+cW z-KK4zNg}o2h03VcF3@C=Mxgehme7=_pr`Gjsdj1~sM4n0p*ut!T?=}3R<9$WX(Ek4 zWuoJu={B7R&9Lbx=uVO9P_UZ{c7$d|DNh+_mQ5!?RU%EMU=J1S2F(_AcOwmS1~kV` zoeJG0%7#>L6}$+VYtzNhJV!J8N2#~?JLPVrREK4ht6)D;_lPtC4G~=i%@=6|8ZH_L z-RtPi^`X~DQI=l!DW%DzJPjgszi2{8O;qY8Xo09A&?M0$=mF7~K$W5!pa(^oOfOHB z&_hu{Pq#wVQNbz|ydHX3G$Zu#GzWS_l#A#}=uta07g}hiu7V!3Q&rI8qWPiM0(X%- z3q4`e)6gQ(+>lzR)Kk!tqUwlVf}XPJ1?Xv!>hSU|Qo&cC#UhPBOGR%$&xkYvEfc*9 zJu9kTp{Hu-xrml4^)QqdX@r9OSN6_M(&__ZpyDXCYZl&3FAy(U^03a(eG z1*zpWHG^J{XoFI_LT`vPQj)21QjqKoy=hY`sK$|>Olo5lJP3O0zr6zO1ic-l8Y^`m z^p2>J8=;`5BcK(c%_2GydRL^$q_$MScF=n^9SglL(qvLilujmAVmHW7AmZ z8<8fHYN^!i(6=^Cg1)n9GPG7yf6M!*;0Wk@ky_BJmFN!W2b-orKSsTLY9dr8(g+3j zSHXGEPog3>0u_sHfPRirp5{Woi0Z$Up30$hB8^b+P!+rn`c$7gp$LTWGya+d+S*;1MBpw0b=S{b|$F&|jkCLMo%w^UwyHmOy_;1=}n2EcA~} zPeT8SI)q-GlzIg!cq`ris*34VXd_X_DD@h&u}#aNO+=@LR2TJH2{jUxMf4H0sZFb( z%|zWo>P!{<9NJveIZ$`eJ5XbhCUb+HzJ#{0=__bUQSVUjVio)w+DgvhMJ2W3A9ku3EJ7Flc8NikB8JErA~u(wdr)Ig=k4g zEmf)~^go-WuqPLYA2JLIpaHy4NrJGEz50x4V?I&6l=o8Vc(EbtCif)4r5PcO= zYeaLQ);7(94vgqqrRGBi*>o3luxM@QRi{)nR4iH-=r_?5&>rWP7HT8YI`l?D=1^rx6lb9 zP3D%HDpd!aDAEYDqv%iQB%6MN+KV)qRCA^Nf=;$+1JpsJ$)xmaSkh=0_P<2+_vPtp zQXQj$yQ$YEq)riq-w$WE6g7i7MYNBoDO4(I{-Qmh&Z7Edv=)8IG7`~2Ayq6o zl+>v<9SogjQ!!L#(;?95qBfydJM}se>LNNiqGO=0QR+CQ+Ctq#nUFeB)B!rfrjwvE zMIA$`lTu~SS)vYsI*U$$y4%zVIy)-pQwemAs4NuhqJll3b4A?(br)R%^$_(4be?E1 z)H6zXx(GT?lntp1l^O<}Z_|}fHX{9MlnjS1uxSKzp{P&j)nC2FL%nR80QD9P2&rTlB>&}BAF zg9eC3g)Wj?hVF`} zxl%Vmb4B6z!#SQRp?NkMX)bi1XwQ&p zsnk8t{Wi^q7Kru_sn$v@f*!ExQRqR@K_S&fsb`^wM8y&1p=wdvKu0U}D)g{TFGG)r z+J)3{O1%v|Drz4{zq}=1KnrcEg&q@y-}L5mQo+^G<54e9Z$eLq>TkJBspp_YqEo{% zJbec}Dbh$uW=5&z6XRdtGs<;~az8=Oid2dC zIqFu>f*mlCMxY*|O`*I^n?cWuG?`RZsjZ+TQL3+K6X*p|Z#P1!zi3xzsc1l;a?yd% zi=z71-qSPO*GqP)6{(j+gG0fgD%ciUX44VSD-r2;wB$(WRnfJf;20I`480bmJRJ@# z7wMNZZh3-IU7^<_xt7Z2vi~J3B4uK2y~mM7xcDG zy`gtRnoMevQWrxjMD_PIP1FT?S2Wj+kh)Ja7OhZ(u7OsH76y7; zG#>guv^dbSqT8SkZMq%$C@Pp&YAm!$v^*4iLv#=Hu}CA_SB>aF=o8UPA?0Z{^l4Pk z(|oA*KdEc#T)H5c1$~y1{yP_eN(tNGez zv9(V0R}|rvUiMOtNL%XeSC&TO8n@=moLe*^721+s+{xR>MDqH=On5dHO7P+Gzc zm6KzFwDXyS4Js!`1kqoP1*PrTpK{^{N;1d$%-L*D*>VoMQ%?NUl1wJ&LZv;~oO0p^ zN-`(-YQ5N-vZXg$Q%;W6)P_t~cBbA=-#flYN#;af?P4~jocIAG=cx2D_N8p;$F`J2 zQ%f=@`Dz2%m2z@YkoI1#U{lJLq3lW7GK?)LC+$PElYO;o*^zQ`a*z&Q#<3ygRO(QL2{l(#^{Z z_M)70%}4SuTTxEV$apy;=PpX0VJFI#r`U*!B(Kbq>_a)}mT?0mnKN^e$JvH*a%SGk zS?+5=>8tEQIXNp6B7EN2U6g*p-jgy8Slc;XR+NPbM14WulDyM?~gATH3H|XG~pii}cibZ)>rzF$UeJw~1f(~)yU!Mlr z4m#9M9RMBX$bVx=Wn9H%Q>cw2-=cvIh7K2LGL%>9Xy^!0&W$wC@z9Yr9Rs!fFP*1& zavXG&qw`!n-T;A4f{qqte6K+5p<`@18EPj|3kv34JUInA)}~I-aUxAF$(-*(1<7g9 z@eyTIunfxBbUJi`O`V|=9r+gY%Bf&C=p;woHBwKdwd^@L@!!CDNe&})a#Sy`dR?Io zB8`+}vQ7$;^P!T6ikv0AppK5R8X=Vt^@UEcsSngily#Fy<&+u(l}1!0x&rDf(qvMe zhC+!=!=O_|noKHRkp4-of=;t(BvdBSWKy+hs35rxI^CvGP#2LVmt-z*p@L*A)K!#q zLk%<->gLE#hKk&rWeQFwXzDOe!%&Xu$DC@|-{h(S=IdnnP z%hMd_!lswxmfZTbg@VyP)4)}y2PfZp*~T; ztWpc1OGT6>Oh*4d;(oz)2Gl-N4`!& zY7I2ZrmvvkBDEluDM!2%b`V|`C$bSbLQcIz$?9{i=NSnTct`?~~1#{^t3X(se zQI6_ADS`S!*C?gQq^i^X_DZlr-4L!(7if%5Jm*#^2+R1~OI^b5VN6Xhdn zPHIe4(5DKau_BF>WO}=FL9!b(E}|l5NegJaP5*-?M3hmgC3L-`-l{_{Py0hRD3y1U z8)#?fMp0En+d>mnFcT>2E|NCTO%dfphe0=sG(xW`(aF#)Hg$k1Y&sUY)u!X2+iW@k zx;>)2meCHHWYclbWRcd);%k*Eg{Iil8Ja4}yU7iyE>NXNbxJZ9xhVxnPv{Pt&V;7f zbQUz-k*`C+B3CiF0Gbg|Msz-Or%01YdAbOiX{WN#EIZX3suHOV1+xX|pQIl&Tci;v zmr6l05SrttcixRaRqi4=9l9$@c^VAOje2?N56!bv<NG4!-3 z=SE0XiE5z5B8@ivECJ5^1C)(=RL9 zi2t+vWk>yTZUm|lHHMbiv?cV4DDPAK-PeMoDfFtN{zZW@?jmUcy=K#H&~lr0hhC2; ztAe{gZ-}bgNJ*xDUbH{-rl{7_W$tT1QVi8N@*^dg%QDWA!=blC8iBH+BcZoNRc-{z zi;jlg5fufh6&(SshMmF|{&D5~`|(0wgP&W1jUsK{B;9a<&IyOEO2z^teX^l?NvQ5p1!qk(xhLaJ8O zANo{O6;U6k)=u?GSNtAwW!>U zKsnL1(3g%b52?#Dq6yGfBGoC$T<%jhLtl%k++?UmsY%cpQEi|)(KP5An`S`YIvV2U za$iFVmAV`HPLy#YP*$`6S}Up!oan6bkwk{snEY z=?~~{Q8uKi-9@r7`>J(?(FiJL%5W@UX%wUA=;2J7^=Dnm`+iYW*^y%^yHG>-2sm-BHl`0AaGb*?Tw3$u2Lz|0=qtu>IV^KCxxe6WtZ6T@(R4qCL z+ESDcR3kbP+DfF!+?S`rpeA@4-nJ5#bIzl@}lvTk~pq)hJA(a!I4mFRc zLevG?*`}`0E~2cPT#^~#Qwg-Is5(&IT_oo~Eksp;YDC?k|A}e?)rqpuZZ=&A?e6F* zHV$-)21QNUN&6;wX|s{w6{nLqgO_~%AtKk8iC40 zBcXjo{}=&q7Wp@SXy$qh6GDz<4Vbcjur(4i3(sn;~9NtG#e z7j%S3BT!a!FLb0xBT%{M0jRA_4?;)TbRTrIP4`2`h}42!IrXZB+KDs*RfrZr$J(?I zI!>g?q^gv93OZh-5vW?U1j^X-EOdfMlS$>3S_+*g%D9mRng^XEs`GTU`&y8^4z-V{ z&{^^tbh4wXt3oO-`T*+SXp|e^hr=kJ`U)x$6*+^7m0AOJ6oqA6qj<6oIwc}sa6Qz? zreC2_N7sa2*Z5wWZp!|bP5+QeL}3{@zl?oIo$4sp+zpjva;luPfld?YpJ#%6ueMN` zsBK7P+(mL6bh>DGpq!{9)J2pJv`lmk)KydyXr(9%brWfXWz>o;fX)zU1kw#Ay`VE4 zjdpYSevQ^rlfKYdqKq@Bqq|53K;1>vffk8ILT8J#W>Q*eG8Q^V6c#_)Fa8$jT$?JO z9#KJ`8V~ifQ#V29i8PsItkDW5LFbEV!{R+nhq6)1zfiYB7epyfcR&}4*876jx~~Pv z{ZOxn8aqoCK)r364_#!_z0k!r-3MLb=vuWX$y{5gUe!<^kw&2Aq9>qBZCV8NRj<68 z+>pva{p{4EP=BRrL#ma#NTxxTDOD8FOV9wDUVsLQ+J;odT_o>7xSBi?F z)KX}KNOeeMRj>}aN~95}k7zwKGD>;+3A)-&{Q-@#=@;l4n|_6IBDG){!?ldRq0ypp zH_|{G^H0WJE7D{rr_|=qby3RGCeRp>Mo3ListGjKrmdlIB26Y$q15)!cv1Z_JT-zQ zLe=ysd_2Tc;G1qByr8LgqoB8@=HM2ACDM0q#TK*vB+ zZ8{RF6xD>(N)_w?-Cg=<8|L3fHYxq%XBrcI|pvqVL% zPDAQ>K15ZbI#1U%b{9!cQnN+tBf1!xX+erT?WtM z>TKvSrOE`ED=WzmO@)vQ zsp*2H3oDf&bVWmD63)Zt`Tl&qH}BiaALn%5_xJPpdVN0M<#c}E+wUAvw7jD{=zWn+ zD9l#j5@?lIm?K&QeIU|hQjV5Fg&yT9^(OS8O>aOS*|ZG$Sfmlma)ob0t38^jS?@!i zh;%|KPqZFdBJx0}`-8P*FeeF@1X4Qd8y;+VbL*Ixromr0RLEm~*uEP4zcOspnri=-sLi${FEPF)8bwo|Fl5j%AibkwHa(C;?&gvz~H$$G9Up+CHoqrT8FQA+s8 zX-eG%{pl6<67_(NdnreELVt-gf)~|KsZ8i^FXiZ7=pT`KVyTCr3S0jD{%ee1cso>4 zloE`HrG`S4M1J7|&8(mvZzFRMk#B3RM%O1U<3BVNhH^PZW9d zE5E<0i;6w^9Xe5k86jl`zepcXVGWT^n3W}(4At~#q-Z8|l1Mp!2;#m->ss_I4_c)c@?%KcqU?RDo1SyRbTxEXodcjxE2O!V5%N z3@X-h)g#qOq!Xw_)Ew$8$_)!0eL-OtJJpKRg*LT>F0!dHbg`&3oV8bLBtt1Sb$~7r z=`zcgDRmiisW;2f8PH{3s$8i{p|0L6M;)QdMe1Reqn^+ecIpBs)lPMV(rmf{>Sj|a z)ZL~u=t`TqK|Msp?)5$y{Bwo$7EroKkCU1bQg7%gQEr%u(~H`~4?xd=++|XZ?jhAn zsZuX>5!BmG4Ti23sfWUN%^Cq+I)PF|Z$Y=(v=q8cq|2nzlzJD+ zwCO$QcCXN--iGe5X$5qrUAPh&YNwV!cZoED4SQ+BkD$9n`gw->i5`RQ5$OcV5N(07 zY}x<~vuPuAuT7sp_u2G0G~A<1t+5%pU!=!jLr0%N57?=#&a#pqjTlt`DMkxG?8kJ$7h^k_h1N`uR>)Wy(acIp=>Tci=BvNh{Z zXtYhop~r3d6?#IX9tv|*_zyJ3rb^ZM{!0`+vPrF2R$d!Vmz0lYoS@* zEJt0S*>>u3XpSgaV};hJ2hA0!hgpvLL-V{sN7q2l+o>C%JdX-B>w0LuNIlGQbSJdH zn^mM#FX#o4E|YRJ5?UzI2~@1qMCe5?<>)?WkvGdxZ|EgE^#GJ_&w2!U*`~*!SG>X! zZFn#As+V#!0a_f;n9SfZ&*f+ee{y(DDeWAiS)^XKX*RUPqf)Ig4Jr_61ci2XQm@d_v(Pe;dMI@CDzx0AG8Ha`-n3~s^p>bFxJ;o-4Ts(qX+(@xLMuEf*Q|G- zcWinWdRG*^UYD8yy(iLiW;yy8TKQiZ8;q)u{t@)PDBCR`QblN0K<*?pWo(=_+yQ-H z({8BHqXebCfWO^+6_ERTLX4)9+F+;tfi{Zbf*w-ID*PV$Ocd|Y zPtfNgO(&J2)Jd#SEK*O58bF&w!Cn4u!eMGBgCod+|W@oXuC)!EZ<9ot)U$@oeh0uQyXZfH_H_!Lc2sdVOBrQ zY7gxW$o&x%$`I}6k62$TrOPo&CRHkmmd{k`Ea)3=mZS5bZ$%nGp`)(QcQ$o`_Sn<~ z`d*|S3bV9ED)fU*-Ju_C>IUugX1T)4pnURVljfBcYx=bohh1t*_Udqu3=$MzvS86o$ zr%0D6bo3N-T$B=Aj!_fnFFQ3B`dg$PQU#jz9Q2P(v!DuF|NZ{UUFH`nl$r}w6y=3$ zIGPMqvS|u*f=#(lWqa21P!*9zutt&A$cL(m3d1!Vy$)6LW)&+n35xSlj+R5!MS4HX zax@P*(N4Vy)v&1mswvW9vBI~YlRPTXhAW|3B26ddXbn``PQ4Gs+o>YxWIMGAs$-|t zL3Ksh;p=s442J57bi#(ET7DZ;Uz8H295sa+h;%|~Z*V95N2sAqd!YoIzJX2=sfWTc z6_!JdMA3$hwnL}dsr^u6n+`xtY&r-v^{8BH9D$nIbQDSyX)%^}slTDq?9}hj={6mM zn%ndT)Iy{YsVU=v1uLZ2sKNJNqHv9Iaa#T_QY`~=mq|IQOX^HJ^$)35cB($9vqb8l zFkZ8oLal9T2%YUwf>O<(Ha49Gog>l+X1UZE(77HZs<1iKR;0_M9GwLvd9xfPLg$He zLaLPtJ3;Ndl%pol`J&)1f2R#o^`Q2mXnB`v0sYUOl>~LL={%^TP3J?&9wlk{bD#@E zI$^_P(bZ5VQS_o5wT3zeP|OO^1m(Zw$8OX@MGL51f?m}6}sFjbaV}LML_P4YO&Ofyr@*A5`&%? zbtaW2()1V&gSy#tFVtPLO1;9bnRTU|$|Ti86#W473gYQ~pmZ+qcYCAO%y2ei31N9L_8@j^L(6u%_4)qo3G8<-A`1h~$ z$Ccbq{Ubx zPaBp(SzgM~c4(NL`UbjJlo|BI3g<)jiJ}*kuUW;=aFIrka&!o~-=;F?0gnn)_%k%Z zo8@Q|G*YAy%yM)TdeEldp@(cLhaMKGhr$(FJd@4M;}0sdb3>N zuh3)Otim9kUWr-RBAqa+NYn%xEm99uEUE@Q?xh^nfu69b9yCUz5wXIi(32wdKqZ>h z5*jPY3{GM+o97zm&2p)Rq;l-SR?v7ml>ki;MUPynHL5}ry+TK4LX$+A&W3xHItO}6 zq{}h77@BNT3N%Gj81%$ab)j6F8bDL+!tj#Uyi~kW{h--O=`txtna~`s(9sZR zt_n+oo>=N4Xr4Xm2IzUaFaydHX#|A{+VDPTzL#<|7+N5TmUnau^nzEIsKQ~;LXl3G z)k^dT^rDw?bT70>q!Us}N==1c@(LY22IbqS$Dx;P8VkK*Qx5d1O%tHSHcfw(TmVhZXrnjFrOGJ$4EpzfS{Y5}TSr+dV4KtX9wt zkw!4fQAg-2J9P@Q)22qyF1xT3wA-c&ps#H@8!Gi^g_iFCeIuF~oUpv31n66l9tSE^ z>O$x{n=XR(h;*4$ky8Dk??oCBqidlbyi~DLH$Xp%5`z;`jvnO)V6Q0J&`}DheIiYd zrEY`v+cXF|AW{#h60MO19rRL;ZiRjlMLz(JlA)hPh2ip!`a*|nx(+H6=`w4SYK@W5 zFCv{ldqtC=Uu~KU{pJ6 zkN*~q52Ql+gU~UNE~lo1ln4E3(|qXoe`k%4)2yeUzr0zF9)kY%3LVXb{t3uUXAMV- zpbFdm{RS*2+R)KFsG>+OfmFQKm<3e|$o0f1A38y#%TR(+??9DpDuAlk^afPbrln9d zo0dUwHZ6y$+w>-MqD^l>HAH$Go-0w$^&V8yrj^i1B3&lcN~x_-Et@`pYTL91innPk zbh1rFP#v2-h3eY04ytF`e_K3jAu)W)Vp&^e-2WA@lmN9A%?wj{N+m%_Hk}Wh=TW{=ZJ~BH zoeP~W(g@aYsSBa@9u=stGxR@^E|YSU3Uv_a1X`g~I@HmotDt02^vEuC4s?N?x*FX=e(HRCqmLm)_Mo9NS zy#sP5q~f&3bm(fEWmx@k$TuLMTMK8+eC5UtTfSVC{v`% zq#S(--ELC}bcaX1RJaqm)240EP?0V(tDjQ)pu23^58Z9k0q7o)dMM0L;m=T(O^2Xi z9%U-^J9Mv2<NBArl}E9wZ17HI@DQXMFkg>6 z7@BC)&Cn!Kl9yV;kLXi&Y5=LpHVuTP*fa>r6=^XxEYOBSpsAwh^*Xv7dRi2HD2@`L zXGA)oaD@toLDNL~1ffFFmC$sNF2`sBG{dHe(6cs;gl5|GAoQF~4?(kR8U@X^=`m=I zs3>?GmM_+Gy#dV?=}BYs3^dP9y$n5X)2mRPMAN!gHmFeuLh$=@;lNkuH-;Q|buxwn!(C zo+ABEXoV9o4WQK?jnu4DpigY71FaE7Z$4Y8{XEy&fF_g# zCoG>MdKW5EDnFzGQ9BAh6|D%VP}B)pCn^f5Sab=rUR3UAQt;0e(rG!I6^RO=T{e9P?G}}UsZymjLSKt?!t#4XTcA>#ilJ{rx=gA} zsV|{#y;uUm~4Ay+qZZpKPiO{cKYe=#VHa=%KKm z3ge(Mo2o;MZCFQC>)eqSK*cUdquq(4Tgy1$10g6c(1MFd6zQpvg&& zCZ~xmg8sHC1^UOP%b*Hh{`>vcI+p8=`wM>vGg0D6GYj;N}!hBEJqulGetU~Fk6LtpjINCKslnH zp|eCIgOeETg<9LGebCt+<*M)}sEtS?D0FlfI!BZd&T_OJI#(3E4M%IBwxVc5M?XSI zqAaiQd+0n-l1Hncb|Uq#VP0@2{U~(4Xl9slRILu*f7uiV{m-L(6;_2hh;+iN0#R+K zqev%Eq3C2NS+pWJiBSXS0+B95MM^b-I@xq8)Y+!SP#2GiRd_mdp-3Z`<>(CPB0JR_ zy4XvVsIVoJBGL(krK0xGB{uyJy40p~q02<-p>VGXFMzs=3WJjvodR7h(q*VjsY{?M zyh2Bvpj3~_mFf(od9xffgu02;!z@QvK;3OhgRcB9*{T26UrHJWYN3OO*Xv;4Hl_~LYFFlZnjfz zK|@5*8eKGN0d$L3m?C-;y45Rm^bT~JNIk6KXf2c((3F`$PmHQSx7(?YpgU~(7`oG@ z)zDCzK7sBMbq&`@3x1Kl8M@n}UZO9cdqh3Ll%rixmZ(oi{gnCv8fMdv(7hfFQ0jZ= zK2fxxqpi?zk*4zw9eoYmFVYE=p~6GZ12&aGBSgAPYKT%tp^+YCihhS46h&(|Duo^r zsfR*G<<=`yLIn)Mg-h$wpVjxnQduh831y2if)i#rIs%Or z=>!_CRD4~&{}Sm08YyZ3J>jJsoeYf;>4elMr5Zs`+SC{tYf}?woJc(sW~=ZFD91}V zIu#l(ik5d&2by4~8bT9Ay3DLGn$-%LB+3a+ph=<*&{H;D08RENSE&o3Dc&qcXF<6( zwT7mOG@Ui3sqkXxX>XRJi=byj8WBsSLDNLK49!$wZ)mzmF9Dh(Iv<)L(&ZTSg`O4Z zGL)y(_0UY4`a{o&beYsbr3OQ@MA3$hu7+ldbV4d$sk@;$HVuL1+H@;4&!*d;=S3R9 zti_r&49c_VK4`v8!=VMD=#gFFjnE4soiM9FvqnJ+MLL0&i^f7PdbC0`4q9Z>^omW>p;x^^mzoSM7U^*)EK=ck=rxfp$7lxhx+r=Z zF7*VoL=?Tl4Jv#DDiG;}!eUWA^oA%aIEhgWXsMmbgO=H}09tO-3(%V)?aZtatuYUJ z%S$z!o8Zc5h@hvgf$L|c0nJCbOM!$_COzbbXc?>`q(RU^fk0v6g{$| zwa_PaVJWo6rf;CN_N*OHk*GXajOCAO!@r?V|4UN?sgPc&9^Ze7bU8I8q-xN5n@)f> z1mrH0s;pVnp^YM)Kyjj4&}Sl@Ks7}TpwDe;2o;NTnN++|O`%OTHG{qoMQgZJZD_MM z%TYaOi(QxiZMEqXXqz`HK^xYEz7*+%ZKg@fWGl4S*a_bZ$*h= zp`**7?`-M{?GfoR8+K7)Kj?dpQbgB7KZtahl%pGVd%Gja?8EKzxW%`VWpzw-K={^9T8=OsZ6ag20Cg}4)nW7mwEF;m6{BdiyDW8 zS)z-eKSVkqHC!|cIwn$2jB=qrMHykCOO1n$+lAAhzigTT{q4~xtuY(=$EN8}g_3{2 z|8hI?iyWoqLls5Y;f9W0gDQ!l=W;X^Izg1-rN%;)?ZU-S710oDN!rf49QS@93MIS@)B3&kxFZvNW*_-8P8&pTMIJiuzK&d~Vx;7ny>e=)QRNtoG zpa!C7`Q@7R0n|{mB3z?TRJ%Uke~EO$hO0$Qp;JUUfr><@L5*xW9Xi#f=1^msT0l)~ zIsG=Q3kbi#(k+OQ3jDB2L5#3%_m&8G99)4f@)uo=|cPPK(vh*pHNwrGu$ zpfg0#hq6;t#D~&S#6R*E8#=m-)R{JQg<9EkIdqmyS3s>r8o{j6U}$=G=xi_LCe5)Lx|N ztl?5OK>xF80MtQL7A!{Uur|C0>S)uQP_j)!p$lxf3+f~)4`&_Mtl>~+n;w9={I~Gw zAXFj!Zs5$Y<^2~<<5=b_7Onh#x}S>?gySZV~6YNuX+(rlUmb@K}2wZ{EWccru#vmCt& zUFj7%ng;c-X*!hd71qS30nWl&F%PM`#(-h+C1g^pf$? zC3KBQC(KGz>JzAsO>3ZQZCVTU6{&~97Ajl^U1!q_h3pB*0U!hw>njR}W3f(G-mQU6ipF+3Ug+D==B3-61MXBS^?V@Owqa)BA0Zru} z`74&X6uMKX1dj@#p`w(K(t=;4S82faUm~4Q*h5qgx?9vWOgX9z-D9WfLs>SR3=OlX z4s@?bBUq!C)@TIXCyLf^R0A6B6*`KC?icBV!agc&0zF_;Q)q-pmr3syrk2oy zB3&jmK&iISLn56(8KRER!!{*DqikviJt9&Mg+o->8G6*FF3@A5=(#eLIs?iUsfR*G zmq4RMI)Sp3>JB|F8XBC$=o;t=o34e%*mNEAq)q*xu{K=~jS~$I*BGe{?|^b_x*HlV z(q)z(rPK&$f|qi17c|jM4TC1xbRYDTD0;ownw1Jo7HI@)IC>D8BGLQ3FNYg2FsmaiEkxrmVDtsE6A<7L-plPD#p=Z5W zjz&W>MLHohQ>hoA=RBGtS^&)w=`txti=o*zy#mb<=`yK26)u71igW@k6fK43*|ZFL zUZj^0OU;AwMA7dQSJ)exFVYFAe9c-8EfDDhS}a-xyT58XrTiigW^P5N(1Mi&h6GP_bw; z^qQA)^ab>~NIkLC4rqx;m!T~x+yxbgio#irwnA@sv-p?%mHrvDRHVxkI{Fz}CW>Y` z+6^tYQ-`28ZTb;<%ci~1+cxckR*3jV{$j(O!7tK}Lhp!l0+ovXf!_6KkLYjcJ)0^t zzjkMd~5ts0s9;O--SXY-#{~EQ&s_ z!5zKOQI;l@Y(K~c>0<=a{8uY|c)u6Q^U53gv>l~;^6uk{c^`K8}ss*jH zsW!A;6wNxWS#6*VqVOF)6G(;h#?VHQE~lo1bRqPaN0n808T7eLU7_NDp3!9rV@(x$7S5|MgH#cNi7XuC}V zpdBJzCRIq754>bseD40KSW5zK0%S&N{bYJ1L&wth0yP!grFx@m<5%KqIa0AS#zL2MA7nHL@S_U zqUck0lnebSir%54*P!E~kwW^IT5wrL0SPe4x}4+~wY6I5aQzyEgp zOjOuag`1#?Hf@F~iPS^frFKFmh;#y_sc=73*`@Y>yzsH#nWLe)gk8ZPw% z6erRNg}qc*ErIX9MA3$h4w5?2P92A8c+^LQaTL}RMQijEeNXBnkuI~w08v9ywY6Thi}b-z zeUUChnW8f(Y#`F*7+nB0w5ctWU{exwicRgHMjj2-8XciiMS9_^ktI4EYAn(TG+fjj zY9fl>yrafY(}3K6WFR$Csn7X?Su>@gPuWoeQi&q<#8N$>(`@Puoi2(t9Hm*^pynby zDTR(wp%$X(%{xkl&hTbAN{3pCv@?a-nl%tQ)217tRwDJpQkl?MHr)ZW7HI^jF`D%l zbhb^|P#dq%rA9#K*s0Obxi&oxwYBL9C`lB3UT)S^(0L-AuzZe|9}l&&X##Y?0XQS_nA)P_0GC8Fr{IvNCBD$)td&r#|l=rWr= zhPsOMq@)%q^)7U|C@(mPQ3-T~O`D)po3=w~HWfqNM4Ha5e66tu>h95E(f81mB3&ls z=qIR$O^2X#j|x<{AG%7U9ts_mLp?>&hK_bXz3jptpx$<28FaNsJn~p)(i8P%xTq=%P{cNfZT`!83U#T_zrm(+AClnTnT9CTI zrchpgXlcyW}A|rA>OQF zrJ6&xi1NZhN1yW!Zxuy9*p3cDw}~{JH5|30FjJ%xXp3fbfNmF+gtK;vu7K_k>4a3N zs5^A0NIfyS6dLN$9;Gga?($|i>IU6yr&6GMMA6UTUKQ4YvP3#zjf0|_pkX%kgYFgS zGO049?uPF3QjYpU!|l`%=zcGCScNx257^Wn8sQbX)IHEhkxtmKT!oK94~n!{jP8RT zvQyd6!#0hEMv0<#=w{sjJ>t=Et#KXns8{IdG3YUodf3p>I4E1Blhl-HL0^URiO^_K z_@PXztXX$Kj|b#VNX3a3Lr>T=7aC*JeCSD=7C>WdS_qA^=|w0Pcv#D0)$jrb3fcsP_{~&4Zp2=`vJLg&#tbMbU-{q5^1&W`#dd(;VFk z<$8sVK7po+^rXyk^e*(YP47X^*t8Ow=22s9SO`rQ>2a9lXbm(&r0Fr*06iYrk|ntHXVW%h%}uwlC;Kg=mjt3=peMvPW=VFD2hIm_9|QtEfT4RS&phS;`=Xe zmZPJj^6gXwQZL(75qd=w{Qx9ujZGB3DoPAaSi{i{Xt7AsV^o8}*SuLSRTX+&q!UtI zG^;MO#HM;sfj7&gPK4gDQ}v;xqUguQrS`J?GCS3P)N(tukJOu@=m#K0%O8W@g8uzq zUUEO1{KDa%;M>Y+evFzhZG}jep{}ZI0lg#A36v&k3%%>595sjDvs101m0qfc3QvdL z7paF?j@m=3L^^?bDRmL_flU`fg#o$$2o+0x%AdbJ^k(%@VJA`_i8O+gqsyU>MbQsV zKc(tGt3|p@%29Xd6K|HI^Pn}N=(!xFKx;)hp>Tj^T?G}{)D!yDre4rGZl$c-M?*w6KpRE6Ov=%X&}TMfK%a}EPuZoCpki-Ure^hrHi>kZS&nXlzVK!_ z8VqgrXs8MYLR)Ma1Z@@RGP8y&l?83HX&CgSC@Z)eOWg;Rh(?AqN`;R@+iiLj+F{dU z&{sBPLpw#$8rhol0JKXKJ(r_G!@z>(q&SP zUW4}Asi&a>Ha!C!6h&*e!iCUJB0UbXW@?Su(9d4V(E{j@O)o%YqG)-S%7=cj>1F6w zkuI~w9If#-^qWoZK!-(ooLFiZbVM{V=z;Q7I2t-C(uf#+1pRK)$56RQJ){<@a1Hc_ zO`k%?Y+48XDN+xG`6}EB9k*!<^p`05C>JZW2>M&39tsOYyP$yfi)kHdhR)~&6aW?%0 zRk!IVbfQhaLp5wFhiZzVk8-8f*bJQ{ir%54olq^2c4qlPr7E1tH((-Nj!|_e-lh|w zlWnRB)e&g~g{w8|WT>u4Cs2{72~^LfrciyG>Oc)_Y5+A9MQd!(tQt^)NYh!vQA_9) zuh3C_sF6(x(5c?6V$F(&8ha^6jiDx@Nx@~-aP$(NSJQx=+3V4@{JFQ8Qd%sQYDHn9 zD0(hecm{NuD0=gb>OrS_sS+*U9BMAw60YIsBB+H;7ei;*lmfN1=@RHnn=XY~i8P%@ z-l+{!p|eEMBRgsVwHE1wRH;(EptHSMde7-yp*A92CgrFfbdF8eLg#w3$~CJu)YeNm zx*AFn9S$xt%hB!7c{bevwX^9?=zP(^u<*Fn7y`8y?Qt|c_-Fnn$)W#=G(9yXqYjuk!uT`baKP)#jA1xm4LDs+ivMei_PsbSEiqVVT%x}$XHGErIh zHXPjob=53QXN`I)oB>@fiZ*nV3tb^nPb{?nO0{V&l;+J!(5&fDH!tPr1*p47C(LTB z)N9a{UMf*EAL=2}&ZHdWL+K**#ONL9DsPrcy$EwtfE=xUqZ zhpzDoUFvP9k4-C}YXfqB|B21&1N9Y!zhT2QZiKE=p}*lOsGlf$^KOmB(DfpnFsqfG zYc14Yq!Xx(Xe)GsP1~RWHhlpN^kyZga1AubOF8-yx>2O*tl?+}lwqefK{tt_ADi}? z^%6ALOF8-+x>=+XW+f}N7aC&IH_$Dj==F9{Y8iB^NIev$i1tIb*>nKP6saec`VG3> zro+%3B8?!`RkMykcX}yDN1&mi=#kTu`T@GjOF8-#x?7|kW;v?Rm~X&D(Hf5aB$Z{S zDv}yz&-#hfy*B*}-6zrr*65+-t57)HrmE2WB3&lcOQ|~012)x#Mu>EoR3D{IfkxVN zD)gXN=u+{}LpGfZJuK2?X7$soX3!{6&EO z+ZZBh2xW^h!a_&qK%;Fs3wqq9v!N$M>S2vc&FTn^@lsi$HqetIT_)wI6Es$&6KJ?n zU7>Ma%FzW-jwpKMkxC^%<3-V@?5Ghm!7FrhAv95>5v<`T6`EwHxHtmkQjRWyo)+nZ<+GI<2t8xd_0TktE|VIg)XmUzksb%i5%q#* zc!iDzK+lTQ6HDC=&9qa4py%w=Ezm5RZiQysbQ?5B6g}4@Ek78VE6NB?*w9gHXr4%q z6QjGK=S9)$b*X+(o;~YEXuc?V8!j~jS|G{|*O;aa$3ZXH^cb|zrfld%n?^&6YCh`S&4gaH={abzO|ziaL>j@Yg_^YpdR-K4 zxL7nES|ZYAQjT7O3PkzA9 z?Ss~eqTea5a0XN)ik{2SF6dLy>R_?h8fDNrk2Yxe-=OuP=%aM>8MHwZJ(r^&p^c&e z;VegILZ69ddh|5(xu`g#Ex|9+Yc%2eFPo}Cn{0}MzObn}v{@AW*pz5i32ST-X*w^; zQ7uwiy~3SJ)r7X$R2BMCq{|eRDwPP8*whHxF4AREdz5Mc?GS0P7}bTo@@TJ83D8cF zdPq5H4ejz~9aO3%wA-UH(dp3FUg2R;Tc}i|9%hw`lA&)zx*Vg<(6=I8hK?(BDfFF} za&$4Y$D8G-1N6N}JEx}12>L3dcY=Nh$eloyHR~$qN0CmTIMMacUYq(u`)uk3?YF5n zbik&op@TME1N~%EALwVB`a*|9dK{iBUe7fUDii7b#Hc6qi%s32Up-1tVLJ4iNFyk8 zbO&@;R4=$3qkEtu0lA+RsIdw!fsT49N5i1sMLHpssMH9k+@ltvN1#8vLPz&P$L!Rj z(4RIv038=;I%~AjtjD0g0&;&RiBTQsZ?CY8Qlp@ML^>grB+7*fu9ism)M*JM|URz@{xwLs7Kh0IjhOO7Lbm z+6bK@(g|y1D76o2o4L8poIR%3-bq0_xork?8{)ZClpXb057D|EC6Izy!C%o?h~qfkqcF30Fk=uDfA zL#;&WA(f@V8cq5BOQaKMxTr4FTBH+bq^L1;woOf;HZ~-b+nVswMP4QBH6|p`%No4mMp5 zb+oB7lq^yYg}IuQ23_FMG||;iCy_3bax@6)Y*Qboi%r);7uwVpx=1u8eB_y0qdj!7 zmvS@^N)biR<>(6N5}Q(?OGSDdo@GC0ClqqpM<)LqBUIVLFh_5l@0X}=`tJUYs2wSx=joN2H5l>G|;9+&>)dUuzaDGUkcr5 z(=sSSq|2mMEA=sSlTAg?V4L29ZuY21g{z?u^z_N-md-8Sup?(qt@Xv0sS zERm+OyrUnWVIrMCB}yHF?iEF^*U<~meWK`XIQkYEZqql={i0}%otpJM^nfUO^NzMb zBSbo3!&0RxHRJm)oBkyAphtU@sz~Y~kM@cxKo5&_nOTnFpiv^7KnImN8G6K~>d>P$ zod`WUwSqORY*^QCfn2+ znj+GO)RZvQ9?A{Koj{efMhZ05rc0owZMqD4#-^^&w1C|EiOo72nr^2qhi2GxDfFxg zqvvwVpAXGcN+-;U({pu$o>OW}a1x_-e9E)DS@o2tO3yT-YiGgL3tvbuzaFYH$(Gn8Uif{Xlh1qIhJ~Y|HAkelxpnJt)v#(bQ|=d zD0&+$v_^kuk*HNz*hX|e^pZ{YLHRb_3%%@7k_v}IuZT3A=V~v?f?gHr1WFc-h8ElO zIP{t~%cX`vuZy|_Jrt&>a00YMq!XyCXgXA2(^TjUkJ6Ny1}zoogu))8S0D50Ez@uf*Dv^44WS3eGePGjSsL-ZQpbtG7t~J&{ABi-AStCUo zp^rtn9HVW}YL7-KRRVot({^Z$NS7(hR_YsQttfgMj^2QZyh2A`LZ5mxMuoeeb)uZ$ zgjthBzd-A4`W4#XQLa*lpp72Q6di^>6KMpq936o^7flP-aP${cY!{Y6n?#x(D=de; zu;~wIvpwriXp2q9p{=6mMa|K3{RV9l>4Y^FimD~@{g)^&d@e^PLM0-dkjhu8HniQQ zcxZ=5iVr$Ku}Iw4i0)cMf&UZJBT=m*h;aQR}TIzvC&bRo1?q#kCu zR3~VkO&y{AUSWx5b%73ubV6aN=nCkdXm4-=9TatgeiCi*s4Midmnu`LJ9NmS!=fvp zGLbGb%TZtG7n`nwezoZu=r?cHam`AD4vX|S%yN_t9rtd=pfFCe?t+flbT{;;sAh1PRJ>9nq2r=@Ati`LL4SFv#-b6>-y%(? z(9r|XKO&t#iAs%!D(w9C`!Bb1jP8RfigX!jrPM^Il1Pii=rQO7kuF1Rl$r)rwrL7f zMWoB5l9ZYWRrRR7=sBpGNS8?^i{?XdHZ6dv+cXjLwGe3p zg`-5jLT8Aw!&y0^6Hep%FVPr}DnncP>M%~l^O_L zB2o`)IJyImIq)A>-ANS7&0P^uF&%u6|H z2i3%XyV$AMZXbsqG9s7-JJC5gI2BW&scjT9w^sV+)g z4LxX6ALt=b*D#f))L`ggQNNG|h=xL=M7=`F5Zw+v;-wtj1wAV25vDSgx)pj%G{mDv zpls35kg}9|0vc`8Sm<$^#z9Yr)Who?rNT+j7}4->mZQnglOmmv%28?tG*+Y&Xp(3F zG|r}ZP>x8KNljB~Av9hTJ+h-Q&;*fANX=2|WoV*kW^fXtSD{IwypR?u^%nG$C_kjd zq7R_SHWflsJStG?eJIzPwOq6unkrfm&RQv22R$v)3CkCXK8K#MX(KdEv^p#-Qff0a z-KH(j43S1KYlBjopl3y8Vc}uX9%!ab-$VcY+d*o|>^PU2T~n!_p;@Bf;NLs(qW#cp zQ9_t%EIJC!5haC`EIJ0w6?F+IMO2|V-+ze)gp?_&3O(=9a8VqTC(>m$94V>|%@^qe z8YOB7EfDDh$`PFkz2K!B)rS^}bV4duspim&qDjF?jLw16bwTA}z)mhgH}OdP7w1X3YuyxkCB?XsJzupk)Eg(GP8E%ACe3%!HPU zbOI%c?t|VGB?Koix)XZKrn{iGZMqv;A!_UuWD?kq3t&P1nsctXXq=@m~d8(W*vog+VnfL zOB6kFu2MUp-CoMkVd!g-PWaiFrc}iieE((BpQOI=Xr@w?NPX+ga&&~$ccM|jWoFG$ zY9F*mr0Gz;s4|7$i}J$MVo_b_2b=0aKZ?{tp-VM@_S)1C+UHS$W}O1<_hvb&4IQxQ zWaywxb)cU_%fshdp;;}VpG7)h`IVycphGsbhRQ^`OsY_+j?gbQwS#{3Xth!upx;E% z8jj9_4%^fQI^q>>P~rceqoShVgbf{C4E=7?B~ZCdmqLGtio?P!n$;6JX45s$pCVmm zjS{79fR5WV0Q$=-bgACZ-yZQV`78Y@=pRvOaKfy;!7tM9gevU%_Yb#o_INZ5swnbP zL!nA`DhoP6R2~){*Q_U@$~KLKs@OCRswz6{6=p-#MB#>WD{I#6P@JgDr9yfLs{Y@? zkj6kK+Np=38g}YYsHQ0V0hk-7HF`iN1vIy2xJEtE9H^Ek-lIiOZJQQA@ir}lP8MlI zYRcTknw1aL5haAP9K8kA^(axPH=ueVU8c~{dr*BlwH#_7(q&RDR9FZ#wCO`AL8Qy1 zS}C;}I>nBSQS`|DL|dRUM7m7MQN=U({!7#++|W@~ z=uA8H7lo}v1Hx2>X4NHimPjYe8X{^2wYDh{I@_j(P#c?0fzA;{zrQjyYc3m}D;gS{ zutt{XJW_3KY6m6R)E+udq#g=~tFRN)PNWlPl;{%Ze9@S2jT})AsJ%$n(B)pCqcPAGBAt+0uGDi-s!g+@G@E8X-9+l4aD@uzLfu8t=e1Ha6uMHR6Hkxob*7X1cg+H@GY-KHbZ9X6Fg zciQv|G*qOWS)*KQ{0!YC(qhnYQ8{$CNGGW&^8%@mUa2MDfBm;Gq(h{#L>fV=vI_r# zh6Us<$EXU0_lk5Gic_i@be{^NHEN0~Lc^8PWm1l6K=&&Z{s4sZEo(d=$_sj8sVATj zUSYguok-zGQN1vgAZiLdDAHvL9o2BpkLtW+E5VXx3p0yN5|M$jX6VKeAan-ZbN zY&s3fwy8NZ+NKuJ;~pjIxmrU{c+^64HZ(@0%e)Oo7eG&nbONSAcDO)1bgkuH;J zqf{!CBhm?!B)SqBZ&MFwf=HK1wO6VqG*P4zC|PtpG|8s^&{H;D3r!ZOhr%u@90*PE zC`B{~$`$D{DMy2$sUn>~U6r~6dfH1lx*2*#q!UtUO5F`jv*{jax+r=ZE_Dqw!%Ov0 z;a$+P0nHs6oG`1Gs4c(sW-6u2F&atgIh!7YW_i>{g%3lsMLMCdpJ+TZ$EL@jxi*b~ z=0X4dFE7pWE1v|Pw{v5mJkfygp)<6|v(S8zR-<`{XcDwQq!TDpG#`4wrUlSKkw(N) zbDPoX6?t%C||S`EEn(;8^0O>3cLqMUGzNm^qwwA`jG(3>`G zh29dWhv%B6!mpsWMcLsjN1s3|L^>fgQ>jwu9h<&}-W5g5yVMuZd!kX{tUMKd2(1*& z@n}EvzD@g}RU-AU;X)Pu3Vq;FzUUXIP!v6vqutPl-YiFZp^row!7N8dppQj5ffj4l zKhSEM%Arp@Dp0DznS28#(g}sjMOC4-HdTX)Y>IOmVt(MRd%0FV5cSGZcKI;1|gsV-D3ir##YQimzrBvKD+IBHGm3sGTkIY!N( z%{C=MTkOK-&{mN~P`E*BoC|I93LQ0uz7*+%RIyUYP>EOQs4cWzq*q63r&5ie9io!( zxg2$ezOv~`Xs1V|D(nI65^V_!9d(0ti!_2Y9QB00wy76XDvDl|OC>?y*s0#ow<5iS z*sP18@4VFBVAb@ipgkg;kUA(D41I6YAm|5?79&-rRA1;vk$Pfu3$$0H%g|w^Zin{S zbSt#qqjIJ0fDYJnCv;F0J(o)jgnqK=M(AgeE~lnEAB?Jyeh+j=bUZkMDr=1qP??u< zlm-1F%Jxzp^IPv%yYK;0zXjx`$7YR$4vRDbiqjeoLq}{H1s&C_QQ;acwTd-Pr+q{>A)f#O9u&>uF9g^r1InN&Tco`L@KC_ywHI&RZM=r5a|g8ufXu?i4a1prQU$5*t8g` zD$-?ANlLv1RkP`BD9$T%sbx@go0dZ-ilWcUr6xf&?9{7JO_46MVX`)SA3DiPbrCIv zYKe52l%tQK+8(7SRRqP`^eJ?*NS7(>s?=tvjz?*tFQB?MeGb(VsfR+B+6vXT=}V}A zO(jr6k)D*o9$I5PlpxXwsF!FLbc#*8p++KICe=r&gV3oq{RA}@#Rr#TsR>XMJGB>T z>QO(4d@z(H~HvXh1m2QH54~1LmcMC{<4CbT8%T7}VUR<4_BcMzBVv3ac>d z43T=Ep`vO~OOZ~XEYT^@nKqpYwX&%mbe2u^q1HAvfX?=4xYno(wGnACHXJEx2Aw0) z2{cM{E_ALgc5=Db)c=7U_gkt|$$AHv(PL0|ksc?Ox(m8eR1ow) z%T+i9>S0qZlrGX`QY)333SA{y5f&DTo`rhaG#%3oTci`HNVF8X+NQfBP9Ds$bQQf`7pADa3je+lw|)s&-J>_egC??@A;!S zuE+Iyzu)J~G~#?dE@-UCEyUjd%|w6kRlY)`%?0X6YMiLVZ7$G}(DZ zof@QOK(lO`30-GX4RpOtv!K}`4aS7+HQ^1=4WbUo7@b6SLUTk~A=O!Q7j&adcSCbU z$0h~ORBAMIlc;M#-9%49H{0|ybc;>TLbr-khY5SA;49E=BCSBZMfK3_HoXJgVbfbs zt*BQryf3&My3?k2p?NmF2i+yg|4uni6P^d%Ey_PAPm7^@L|Wm#`YQDWG+(5_3bX>c zSCmeM_o=U;1p)O_!PU@xqWl=19*6E1^-l^`DfKh-fK9(Z58AX2dPt-?3_nl>H$V@I zv;qwg{R2H>)4x!iXmB#2PZc%e{g)^|yr;FK7TT%*pvQt#wZ>?G76mj+^b_>BXhbr` z7}55O@q|q~LQmSX3$!?(u`0L&^ps7-(9&ZfrD^FhIk zCfp8sK{U>-FovhYp=>}Cm1+UKD4LL@JRJ)y5ov{jla*=>y%eN89S6N^r;dkS5os_A zPEo;QpjSm&fu@Seq1Qy?+)9C(K}+pa8|ZbLPKDkOsRadRs8?rbnP_^_%TpKVO`A@K z{ufY<3Z4PIB^s9$^i&4DZKo=sdOLL}^p2f66Iw3H-E3iP;kBq&WFCWX#w<|P4`0Ii&Te# z3smr7=m(Kjp!-FOpdUr~FUo_WNzhM0!G}c;K|hP~56aVYs6nJU^r};8G4zW_E6_sG z8_=&J)hSRGS{tMmDYX<@CsG|!p5B6fv*~SUy-1r$J)wf{K)(mHShND#VADs?A0pME zpiixY{uJfE%1^7{JfHz^g6Va zUGN{MQBW|eUcW+Hi&Td(JQW|t`!Abzg0>ZDGpQvixEHjYNGs6GqC=qVZ7PL!2nzbt zuF#HlYCovhrv0Ivf`YGVj6I>9gOsO3pyvZp4{ zz9OxVdP}L(p%PL4x1OgL_&(fEly#d6sl7?|T}7fp)>&po4-`y(T;Z zIymU%sT?{)lz+U-l{y6~6=^fWd+GrlYEw_BnMj*Sy{CfbL5JCNKGfW%zR=;K{DblZ zJ3=i)TA|km>NN;DA}Hvo4^$@73aJ%JRYOPGbSczQq|Ky0R%$eKlubjSqiq@n9V1d5 z3a(Va@zAlN{FC?88#*p1=xGep%BIVp)^@K9bi7TMLnnyxkM}c8I1oBfr0xvwX##YT zNGs5nO3i>ywrM7GiYVtc7g9A)%BERR8*L8KP+^7IhYQIsFv(_E-iQ1Ay8ybr1f3jQQ|0O~B# zW_o#g8j5Us20C4&?uFE1=nPT*LHUBWLzO|n295D7)J1fiTcMz*A^fO3Q={=~YO&>tLMB2<4 zf2!a|&^b1J4E45YC3LP$pF-z})Pi1rtJhc1`J(*ro<4-qc4`&WN2JXZ{8t4VpuRT! z0$m`|=JM2?E>sk4fckBmO6WW2!XUM|daZ~0JMx<;=;=@Bq9D~sso$Y0rM7e{q&#ia zocCWgZ4C_+ZJMOEQNbc;P>}M}2pTNX3ca>dsxfr2NZkvx3p6B1?V!}2&?Q02)3#8x zNG&MnXpu9V{9LT^po44Tokp zs!e|OCaD$taG0r-HdC-v1+O7hW77m^mQ7bd*9Fu}1vAj~qWtil#zV73>dqLRWw?nsxTDZ-H)I8``QU3Azf>%Pf ziFBuh)NJT>kv2muHO2zyj)0C9-3!%<^22+&4Z1T(9jnxQXr4$d=+#Q}Fm#tlE70+x zr=YuSdK$V%lz$p0Ds?9`U!?97^t2edSEQMtla+cDS`bi5v=F*al>fHzGy}R{q!kLD zs?_Vy10wxsg4&9DLk|Y2_M+FIhiqC3JuFfk3i{MX&?7dz2h|1CLA_Q$kBU@>f}XyF z7K*e2by8{_^jJ{P)BDgOJM|UxxJ|2|Cv5r#dNQES8siseu}IyS(9>_wQzCsW3iLnd zX*;zZdPbCgyuRRa=vh(zX`HSxeubVBX*0b%ZGJfKziiq9dLf`n72FKUid2V!p0

    6aKI>=CXqkj%6nV?+B z*;!Dj1Qo>xEc*g3YF8e3_4oVa;SVvu2sX>hS?2J1w)}4 z8=+$ig$wMb(6NR>)Mlunrq7^Cnzlg484BCl3LS6B-|20GDksRDQC~t;G<^k~U?^1n z8|Xw$-$ExD3Mbq5(8-qkY4am=iY0&A`~;n9$w&PRoo31368{37ZpmLow?k(b3j4JS zI@3_NIQ$NsWyx3LPv~qzp}^fxRYTzl@E3GWj&d*j{6(+D0rYXZ)Os>mP8zEEvL;m)ByR3|34 ziG0*NsII1$pn95Kf$D2|6>6Yq0aT!AA=FUQ5~z`;Xt37Cnxes4Gls%Pm^Yy&hQgtI z2g+(%4K+0sj`D|4GfVzvX+6|j(*~%8rjMbPnl?hMG;M-fTk;p8PoOrId<{Q^+8PS2 zu^DP-D7?P5LhTKOsL!D*4275ZHt0%A{>1(oy2_HT;djv0334x@@1YI}N~fYF`xA6c zf{Jpq1G+Xxh4GsF%i)j%>HpGn1k_1WS*Ww7qo6LD%0XQ<9SwEUR37TCsUp-vQzfXU zrsJSqnvRFAGZbD#m7(5-!U=E+)W=YGrJM%!wdCJM&w~1CssUYZC~T`X)L&Buy1`JW zMrUY%p-^BK=tfP~K{w?ncOvEQ%zr+J{;ve3<5MfU0~(m1!W`{{ZZQ<9@f&ojraz!T zn*M}t)3h79UDIFC9h&}z25U-{r2k7(G3YK$`$2_@r41n%46t;CMbibxS z&?rr}Lk}1VSM2AY(T2jd=0gu^dKr31(}&O)Lt&RULSu83j!*UcL1|r<{x3~!phq;d zg~n;R8XB*u12jR?wa`RO9id5@Izf+W>IOZgsW0@nrhd?5P5q%Mnr?)qYPuPE!caH? z218F83Mar_&{Kv&)KkzjLm_H9G+oov(9?!Ofs3GL421%Vpc$H?LAjsRv=Vww(`sm@ zrp?gvIm*2l^QY*@bLs!mbU*ZhrqR%BO=F-rn#MwNH9ZWysOb@Co~Fsrd`(lJmo!a< zUe+`XdPP$-Rm!WHWsq^Un(o_}tNKr~J!T*#GaV5i{wM-i-0Z-S|CupRZMKgFe&r4YVak$?Ie#dNH=f z|4TSjD?vAwrVF5Ln$pmhhQiH8UFa)KEugOrh4-2c&^I|s$IX$i z{2J(6P3xiWG;M{x*R%urAxFtJoWW;`A2mG({iJCD^s}MR8VjLc424~O9olXv+(j>e zb{Gm#E1{j5RzbTot%iOz6t=Y%`c2b%=yyY*8ec+xX!-&AQ`67TZcTqde;EpGcmSVz z{!UPQj-;{`p??yTJEqy=pnr2z6#wu188wj)DgSAj4(-vj5ZY@f)NnDBx+HonyN}QL zkD_lt#SDcud=uKwP`E353o33XL~Vig*Yq`XfT3`de}GCPC>=LTb{BM@p|Gvrpo0vB zUH%&?sp(&+RD$A7rLudVgAIjkl_*6wmZp}_p@u>=+CzsK3I*N_9j<98R9e#{=!ls9 z?*r_1K1LmBC{&~1P`a@Ug=#d1%4&+{Q94RfJE)wYaBf@+9i1R|D0@KVHT8xnB&aZV z0`!HBNsueBA9Spyo1lsbas`fqDj5o`F#|eI(?8Jhni?NQHi@K_?grZ8#q~ z(NL)2`_M_6)w$%+C7O0ZmukA_0=ls@{d^JKSei!Epc_lm15hnZlc2Pw zN1@u9qVfOhXj%o;g}5KC$B*3oaD9I3FrWedazE@k8uEwuney~TVS-MrKyOrzk|##H zOX!W#)E#Q9>1HUSsmZ1EMrm45i{2=RoodRD+)g#)w+;iE^Y8EhEyCKC@!D4L+SXxh zn|N*8cx}6|wtc+zig@jnVeM7%+Ndg zVQr6iZO?dZudw#Icx~@^ZJ%f@t&z27h^KBg?`eJdxq?eKmz+{!6Vcu%^=ihFE3!+XI9 zD?Wzn#7Hadf$j{KiF>V_=C*STiG3@+*2j|9x8iG1k+i-QA5)2}z7=1C<4EdT@iE7f z)3@T!>&m3`tuT^9v}CG~(YJD*lM_hjTjBe4(GrcT_pp`oot#8E--;iz>}0a}RxWTc zr;yCI!Uv#e$(%|q-^ztfP9v3X#mAgZCf|zR(=$lqTk$bxlE=5=W6mOtZ^g%)O%~sZ zZ=I?n@vZonbI9Ra;jd`PR3n9N#m7`9gKx#hkmh>Iif?OfWTsj1MA5nm}%jd25(rS{nx8g^ryNs;8 z6<^xrB<-#E7~Xs5Sn*@zrAgUqsZGY-ihH&_8b*4a6<=Ci^7U4H4eF7uw~~%ekW{8V z*?KEJrUA)%D?X-xT)mctr0Nq=7;h-kh)lhe+O7tTNz_|OyO<1ldM!;z(_8VSWy#W8 z@uf8-NpHmsKagogj^2uoX-64Vx3(nbt@xOBblK2boS}q*{Q@iG0$-COZ7H;}rw;$sGoxwqnO&oeiYxVPeCZX$1Q zrNFhp&7|$E_;wpe*4~PbxrL;?6(4geIeRNUW)La+gt)f8jf{OlT-|ObVV@8ea|ikQ zgt(Z&r0cCTbaE%zdMmzecaf~O;$sTQ)hEQ&Uq<$k1D9?Dq7267*Jl z%qa5nR(#9@r01>pn9*eCt@xM+NzNz4?axEx=DCl_e?Il&24%*Onz!QjbS#;9D}Fl< zlbE-XaeMj*d3h^7W*ljGD?VmCS$QiyW&%lhD?Vl-Ir)URJ)J~KJ|V7dkCKs3h>LlQ zgnU9=%;V(atu%2llS#*0@pYR*Hr|SRh&3~nWV{t0^8~qgD?a8)Qt?)N%u{6It@xN} zB;u`PU9G2+hqvPQ=V{XLTAm>bpAgqNGf2WG#BJwUa`0As4W1(fZ^hSoCK-4w&y#?+ z($v*p7WsE8zO)xezgzJ&m`(Ow%N&yLR+_o}nM>~7iZAU&Qtt_Ib(=@#Jt3~N`6S-0 zG-UZpFvEPP*NS-_8=U?N(feedZ04?N)qD5xI6NK4vMYb}K&SO)~8XaYybg z675=+k!QE!x3ioyyA|ICZj`l&ACO#6NIDm@hTOUp*Rz=Ukkq;r_Z|DpM`YF$ zQkW}kEs6Dnxb3Xt@enJ1JL`Em#EKi)E3<)zLlRPy+s?;i;}cStlZ_B@&v_&yAw{{EFL)v( zAueVc4}@s>lIKCJw2TW&WxnEZ5GyU*cE09m5G~*EFo>0wt_I)oEJ#A!cE00L5G~*H zBuGNiaZu(59t6?yBhP^(#MR&@9s{w`%GKa!o&vGrYyArkfoR#zGav~m%GGTLkAPV5 z+u6wzAXZwsm|Z*oqUBef|FGgq`;EsxwEWJ~A6ow4;SVi;^6ZC}-8}lCv${Z2X z|Ba&B0~)F6I_O?Q{-a#BFLYl_VH8#WyxIWhenX+g=&n1##*YI+i3Pa=wU-)zoJ1j zABm~9t6`w=&^S#Kpz%3MR(=vR!BE=W%w`{hCR%b=`|RV;Bug$$n4JtgYADojD)g8k zKj?Dy3FvV{Au1Y`b8<{BgPU*pXP_yXqCqsL8cO@491WuRgr=F$la^dcE;|Q$Do4pS zd=;8zD119_0W{r`y9>%Lgq}7OcKJ2v8AEB8%gZi-X2j&qmi!kImqE{3@&{!(^qeJM zjklqhmRv$5y8?PXN6B4&ADX3U4fKMcv`au`qp>_^$K=xV`9rx0nxiQidULL!FoO4jfTXr7_)y{&D~d`te~@D22mp>R;XgI?D3J@iUUE{UDruV^gKR}F>pFdEBq zfu%;dy~svmc`i&)DqgbDSe}avg&IaZYVq+T>*OAQp;dM`)GHar_zZ794~Mk9c}ZzxnF z8UgeJP0UQyXZDrfA&I ztueWaXa1b;2z_oSyp}sbUs&?H+!@-IprZJoW}^{6zqI7vE4x8o84CN=9s1f(xO0fc z4gJPYi0TP_tEm_Cou=N<_nP`ZKjbKRyl#Yk)N~W{lct-YpEcbA{i10Qv^}QAaii|@ zN*NCA&@=+tX($}ZkZC`3H~{jO;=^oOBPjcCNyKQ%=o zw(iz67W&IjsKz+xZ$thusqA>@A44H(0`#w@Nzi{Wxjvr!D`f_>M^p5W)?P#5YV$ml z;xmtUerpy~%upCN^aW@?L!t6>pyGzY^>7}vzo8H{A38wOOHhd%CC~Y2xY+|W6+s7S zdJ`(C=`E;~re)BQbILPuHhcMj{Ia)v^I>!G6!rCnMvy8$X6lk3jPpV+@Z z6*O&!j?uIOI@XXMoG-f*s%R+Ga2Hg`P#E&?SLirP{*C^3=y*e+z(1hMhQf#9-B1-n zA?h#a1ViB(^)GZ{j*>5j{fpE0q^TryvZ3&)EgIYOJX%l+n}!YNDwp zl+|<{)HFwh@tK)#`JqrVP0>it%{4_MJ-5&ljr82oP`KLM1GTc`^Bd7f&#f&rk87IB zMk779vE<)j?}OS}YM$G{Y%~aTJ42!6qd}nC8w&RT(IC)Q7z$Bipeqf9>&95S`!dV=C0m zP-xyKpzel3)RRyTO;15R4TUr6X{eW`XQ1me&47AqdJgJiDAaHk)YnjWUw#4Vrzsk= z`}&yNw@&gey=W}z{+ix~ZqO8sMLj^%3g|{nE1{b-y$juJC|u{G!L0`x3at?hZhecP zaEeBQTii(v;et{x40%pwWiXEz4-SJ)-GQXq=&NC=Y|iYdQj&ps5Tr(NL&Hd1#WR3ecm5 zLcc>r=&_jGx3%)us5JDrp|pQrt_@8#6si#o9zR7>G4w6aR5W<}(}qGdq7mYs(bNi>VJIBsHqf(%LV;I8&uO{}nyKk( z==mJED_baV5Hw5EZO{vb!YyPQFlOdG!2I4YPu78(UL!H3ZZ$LhCuT*4TWAZ z6n6P;=w(eKp;t8B551~s6tuulIOiXL78(lGcnDggX$-Vj)5FkfhQdJ^2feOoJha46 zsKx~74MX8PoCp;e3Q?1wrG`S(Zm$C=?G(qn6p!fmwekFA05-AQx2%+Loi-n*1qx3G}6=H1w6G+R)dU>OkKZ3RjzY(6rf6b;orco>mC_N~WhfLF%^vWpq0qe1>;b$s ze^6;n#Y)isrD=cYNJC+lOG0G~g>99B${Gq$M?*&$3Q^^ua)#0^b7w-f0(7(`e*<$Y zR6aqj0EJ9i8kn=uAug+;|2$D?#qumEK7g?HF!28QZ}!nRI@&ee1}be^U&q4N!eZAJ4oT%hS}=t4uG8r7hSG@T38FqC%B ztz@H#ATBl(3cMJ)#8Aj@Tn1g5Aa_veLp2jrn2MHc0d!f8((#&n%l`;nuIVSJmZoSd z(zK@SP;E^+pgNj%LUj#=m-%j}o}tiC(YUAeHT?}WFce4)H^{%IjRNq zF%&9a8|rH)yam*O`WXsQ4WR2a6+rzpWuO~0wSWc~3P<@G=tfOlpqn&xgKoCuZ*KcT z19OyXpZpb|Cf+L7K`!w;2j&R7L1^O_iWK666l$anN8xp&G|S zcWSB(-DN0T534|hhC+cSLPHFNbK@jvsHT&lVTMA1r$KjXItv=EsTy>Tp>R+xf<`1L zKIK!{8qmlDrDMxp4BZ=3%iMp?p8(4arTT?}g&woydpX-dj~fcr=m1UDbS*SRQzvMurY_JEhC&UyLr)qC z)#w2|Whg}ThNfBapGNyY(+!0J`$10|3TM>K&@%}tj9(bpTc8=1{26sC^sJ$gQ&W%r@#fCzGTcOu9 z{Q$jgC>)es&=O1jWZMnBk)zz!^Vg`#73lxcbRx9WP-u;lpf@e~i^FNqTZY1ZodYe? zbS|`9)A`WbhC(%JLGKs}+o}z%&{PLnsi_gP%23!=d+1$5VOv*2?`i4-t=7~JdSBB( z=mSk7pf#FCLLV9m=ixZ$BTN3=m2 z4{g)53HnmgZ_rnoeuuu+^au2fp-}k}XVCv;DC}}c=sQCp>SXA9Lm}!c=m$;bKtF0q zLqBP%1O2Qi3;m+0DYRWv3uuR?HqcH@ZJ}M7xvO1BOzv8jr_Rmk|I*YIDz2#;w7;hA&;goyKqWNwgbviy8#+kS^-xJo{h?Bt20#aE zngt!AX)koBreZDV|I$0y;|59H^Y8MbOcj zilFkEmO>RYy$v0sX$5qwrVpTsn$|#-G<^sir>SO3`oAqh4~ zkWNKQwhf&`ryB}ap(~&>Vrr55&-p9Eg=DJF)KmjHOH&=_Y)y5cs+#IS=NJlEyDOn; zmi&HQ1y$G75jr%L@>!9;aXc~ z=mt%*paGiZLpN$#3EiY=bX&TyH0^)}Y8upzZY)iAK(}gYcm>^9nwmqmX?p8Qy0IW` zqVC{F?j~w5zjYXJC;xI2^?#SpY#Dl^FerKLx}*}lQJNY+Lo_vkhHA<}!!)&k?#@y2 z0(E9JdZRR*1>K|RT4;o(QP9Yk{_oW~yA!=p5Dj=AKXMItKfiStFp7VN4|pJ~9UZTI zFkbsmSUV?Nedxw0Q0GcDuxE!st;*Za9B=xl%Pfp)T zHMgD0r1Z5^A){}lx{Eo1gua#&$>&=+&&8ZXI^W8Un zuZ1^+%~t$&s*}OjaxMvcD}FoYk-yh+KIwZaj6)UI?EzO*_d?5(6-t?QDnx8h5yN4nlhx-brkri0t5r2)zMgt+Y#kgM0y zkW_s_+;$p~sZWS2tucvuD{dU%OolwY6<_Nnr0K2riPf@X=@a6%)08BALR{UNk)yX# z$4PTi^j7?KT9BdF!iS$dR@@-J89u7)wc<EJ3^@iiDg0zM&be{LlIuH`1u?^xKCx2IZRZxA zJ+b0rZspMvD?VlrDSInE<~B0+331!GorHZtQt^_xgM58LT+Cq7^;R0Vm^;bVTPbjI z7s+}nKBkady_O-Q>J#E>FqBNal>#TjNYqo!Cairy~_|nFcmAB$cn?O=t%S3YW zR(xrbNXc9Ar9DbUUdv-7{fita?bk86*B8c$XoF->&eG!*+4ozA+By8lZ{VEDqb=hNyaC{#cU!MZ^chP z_z9_aE4~drB@=JO@6Tou@m74yXXN3vY~i60E4~I>c_ze)FYR+43DNQePlQiXNf0eR@F0j4 zznvd>4#bMz&QClBk`Q+u{LE7zR(xr{@DPX<-#XiQ21Lsa9s$v^lP5r|`0ecC0T3&G zJHPV$hZP_58;^e^Bpo+)=69a{NQgTMfAH{!mOpv+BO$JJcJt^*LR@Ko@#Ke=zj^RO z%RfB#k&tv;T;^XM`$&k}&VM}hkq{TNhlf5AQj{xgFVB1=Bo`A;2RAE0g>g_enhx%T z1i7eaI=I=IqUqq~B*+yQO$RqOL9W1PI=B}#Mbp8}({vy-KS4#QXvrP~y_BGIj!Hr= zTk<0il!9Kd)Vwekbujd*B_DMNw7`;&Iuu%{=`d(ff{Jq6IviS@AXkmj&}*8GfL_;h zB(x+!Zd=jRd2b}hZL2I)lpq&%6tvV*i*zblvgM#REj2I7(b3Rbnxbj?mRa)6TLD^b z$rpGG^tL5mjbovAEcvL4&rht_L41KNAu&-zLayt0weag50() zgT7BtQ7T%pmqR}!s4z#hpdU4*p`Q{|l#8kj{hT0IU>)ceO?9E|nxZK;cO=Mdt3I?d zL2g?Opk0<)rc=?9Er5Qtqt15%jwy_keY_G4zKeUtsiojz2B=s3y>EOFk+K z{iUfX^tYyF&_9;^E;on%wdA+e0{YLAuVG7QPl8+k8-qO;}uWjjKLq%H9$OSThqD8KI$)hd=$wlj2? zrIv-UWxGI!Yw8M>*3=C;B0)u|Xvubmj!c_s_-*xo$|R_W7@~SYWz#mQD3VmR7j#rw z(sfWdOMaJoLq}U`S(J*FY#*q6+7#%c`a%^n^@EN{5Pz~{uZNE1chU0wp^BPrfGQ=Z zFcmG?0nl-2S>TP(@d@Hjmh4SXWqudcxEZRVX&`ihrdyyB6I7Urmh7$2Nol#QLD0zw zDkO%e+n`g@Hi|!4vbRI0^83D(=TDaG9nfj~E@&`xdV-3GA?i-(jI@lp3pz7Fg~Sk5 z2%VL-QH7DDvO}P=(}r5dl8PrTu4<`OVQkr9M4e;FN8Jrov(&067d0HJuIV1=TumdO z^DOyojfBp(w94XnFv;I6;M}XvvO-E=kMgeGs}-(?d{A zO=F2{I(*=gotqX}E>T#kPruU5sG#P57 zX$sWXP}tT~C}SuT_yp7h;%mQIe&oLP+mzor3~0u``%WhBzLFGA3f&wlNS~I97v`DI z{gRzWX)X9;pLyo}PA!I7T5`Gf>}yb~n5yQ=DF`z^FNInss4)Id**Bp!mi)Hfg4)JZ zE&jjM$I}X^T};)Jv>Iw3)A^oi=YGjj=&G15j8{a};7^w9 z*U;7cUXadHVI-;Sw@`<4L>I*?_@zefm+a5bH8HubyX6ZkwI5wiF}d%dg|9GYkAOOA zItuD!C^S?#sB=twAt_oo%7yVS*=kUibhO4(IMbrJbGydGEoZb8gxU6@xpTXvqcxsF zR5U?u_n7!6TJn`IfO@2(D7W=IT@Ce&$sMMGbiKks4x!8pKOmp{VcV}{h#bq==zxI#zAbfsiSD3 z%lTvm&-$U<)|Ol9TBXS3~ zAk2%Bg+^Fv8U^!mXbO!?n<#(wMzihRYsnw4Xturka#Wa#mVD)-S?TUi#|0KfvJZ8E zMx`Z1v(i1FDVmjTw5C4LgE2Kq#Y?^#gP?~DrCaeQOZGNs48Iqo|1auxXsn^MzeTwN zde~A+N@K|mfgVZkTVS{zMw8=>%TXc!b>G&Q0F6(_QH7E0(@@boY!lLw9)%`qil%6r zq$!%B?NLMineuEjquOIJHBQA#z71c69@i8-Wj@(ZnCo~EG{sPOEx!Rx)l>vMq3JE? zNlnoNXiw#+FcmHN%CCc_rK2`%To}nd6ixXxJ-si5SIP$HX-oc`-wZutsTIYtWIuyu zr1vc_?D7`qSwrEm^{vozhC0nl6Ff&~zzOWGKAr)r6K>YE_hqmTWY6*PH36<$dKtHR?cbX^JNAT9%{2 zRJ7y|WlLyzIxeszxWWXVp4KIivvtCl~bo`$|K6y9#4>8iF_ zYFe0zmTWX#)tBjg3rx2vj3kwv34N6|)RI40va_MD`8{8a5H%P2#!zU(dC<3-=0o4* zs4x{R`Qx=3`aT_Rt1yy%=mY47^u83fwFdf8(}&Pcnm&Sl*0c`#Mbmm{yP+`n#|CJJ zp-{t*p`C_8)Fx<`rB;zH53Zm3jL<(3+Q)4X@4lUL4U;5EEO;LmXD^Z`cqTt z0J^aZg=!Ro{?fD`^tYyH{;PisrJM67OE#M1>R*26gGRh!pG(St(0_)~&2#@J8_i_3 z$5Jc)WXVP|S?%R_QQ*N)s`kDV8tPD}n57m)QF*EC;n02wiY1jj0xE8)wWD&-{s}6K zEn6NsAV;}1^rjW%=v=6TrPjIslRXbQ&`>xi7eEJTx)3U9DBL<;1eG!r3akMgtm$It z5KWgshZ+i3wrHZT!wiLOMH7V`ZYbPT)P+hL3Q^H)U`J?b0v%~6>~b_iSDBdHiIl&< z_JPV83h!Tip`#3iYD9BVl`|Bg`a?$>3Q;#eq40to3>|MM>{m3QR%Jusem%Wia)>6>I?+&w8VQ}0qjdb* z$zR!KLMLmQ1)ZYl1?W^u{wg{fI?Yh1#vJH$O>?0$G`$F&scAlRmZq1Xvo*Z}Rn@cz zI!DuDsG6qNpz4~IK<63?m#?MJd4@tmEr-t6v=X{N(<mDsiCl~Xuh(Vn*N3^(-ci*cDbf#zOq`H_CisfnyKepYlLc~ zO3;mED5R>Qsm$sa3Q;AXx|*U{&gyA86sm71-7;67?BP%YORdwXXvvm_3Jis6904^n z6h8SL2{p3h-w?|{jV<|`+pm&sq9fu6GNdI<)EygaC;C<(bm+G->+zjwq}Mx zfzdo{%?+jfhvMU*7C9=4YnFc}st2{yR3B<(D7@V?fLa?0)hK}4Xlewt)zlbjrzr!q zHxy2`CeRgzLN&6`m71DDS7~YnU9G7l)In1;6y-IV+CtZAY7ccZ6u#yZ4Pe>HP}r|4 zq0XAFg1Ttx2z50SKKXWrx+N%gl4QF=-7Wd^um{w`P^jT`P)|c)zj{Nx427tE&~-7j z$h~&*r|4r)Z%vb-KANULeKk#m`e}Lsx?WQ>IbMHF)1ezQMU&$V&@=v4?t7yt^#)qQE8g6^{9FUxO2g$Z&e_Ht;5p-_#tp`nICI${MhEJ3co)zIBJO2?;f z{_On=8m{Rd=pIAiE#O~hgrQKw|DchY_CWV)+6&#MX}<&M|I$<(8l`D}=mAX!K%+I4 zfF9Iz5cH6tv_GQ`hQ??*1R857G}PhH!-hihmVq8I6r##P<1`%wjW-moqDMm$EcrW! zW1xwa{D=LD&?HMfsuJ|5p-{u)pvMe_m&5VU6*@gp3YHW;-%LCdPdVV&XoaSSp_Q7(L9239lz5phh2Aw3K4rfNy=N#?<1J{lq405OIrP4v5VZpO zK+{TSjiz^@4>i39eWYnMv{us^Xq~3D(0WblpbeTfKp$(`2yN7~3EHG-EA)w`FQHF0 zeFbgS^bPcxrthFFntp(`YWfNK+)%h~`~rQEpxm2FHk!3~nUQlsE;ZR0%TIzrPs(2<5h z%ddpW7z#C91(ntGK6I3!(7Yc&ibhECA*9dx3mAE1*o{Ro|`=_lwEO+Q1Y8VYX# zzd)xM3j4JkI$hHa=nPFep))n@g3dA&?tA})&Q4HK?%jMhRMk+Z;os0XhQeouf1zrI zLezgybxnJrb2Sw!N&lCju&o22^9_Yes82{0Myt}c%|F|WekOu9|SegbO)5x zbQjcAQz6t$(-5e+rlC*^L*cX;2DQ|5H`K~d*stMGYfbk+Z48B+`Dm!Ep-|w1P&-56 zwfr#D-cX1d2VJ3Q0(7OOiO^MsLJcQDS6lK4$;Y4$hC($Shpy2y1-dpzxr=B1lCmA@ zsA&h(Nz+cKv!-a)uP%l{8~zG)O;GL$0|`pUcTL$Rq0tF)SDUAx2Q^KD9!iiaa5^+5L9W23p|P5tfgUy#PJkKE zBbsJH<1{@Fjn_0AnxJVOG*Q!hXp*Lvphq>m3_Yf40ra@0#n5C;OQ0#5-hieW3ZGMo zpeGE4=3NRssp&1~DMR6mS_Vxs6bf7pP1p1e^t7gx&@-Ceg=T1413jzhBj`Cz>!F#N zHbBp7`UIM#X*2YKrq7_+nzlf5G;M|EYWf0t(NMU+ehJMp6b{N)(0ol_LoXQ$NBJA* zWkaFBZ=qK-eFwd&X*;w)(++5%rd`k?L*c~!6>M1uZiac6k`I+)${--O$^HLey~R z9ZmN@D-4C()Dh6i1iAgX7g}W~Z0kPgT|=RU_e1X)3Q?n=)tVlF-ZvBq91VS7C=~c0 zv_{jz(1)5PKp$zE2(8sL30kM=acI4!C!h_Qo`gQu^c1vF(==$4rs>cpnx26^)$}a1 zS<_7DGflIgEt+OSTQ$vvKG!r4`a;vI&^ANi>|F?bX(*fl95cl@ap}mH}8Py9))s6Cp?i-2ux3=q`Vw!qG`xy!a_JN9P z>I?0!sULJeg4}z`0H}na(7ZQ62WlD!9i-_tsHCRbp;DR#LkDXb0v)1hICQ9{d!WNK zjeri3QflO>?2+HN6N`HWc28=0Q~qg=)-)PSEr+bfTfKU#~zX z843ly3Z1NJA#{qSMbN35UWZQ8vA{v zs;X%%bdIL=P&G{(pz4}7LFa1P44s#wqExix-#9uQO8=LkQ2EZ#1)91*7a9s}*bTbK zP$;lFR6|ow=wd^mz+TWL2};L%k-ZMOR8w!LrlC-cKG0=`!posAbh)7r)eov=D7!LUlCV1l84aGgMF0K&XC#;&w`9Z-E*l$hF}hs6f+gP(wpuzix*b z849g27;2m#SB*QNjHbJwCJ8Ex!?JfnSwo>3!=a{{?uD9Zx({luX%y5#(`cxrrZG?} zP2-`~hQbLj0cv9??AJu7t)|DIcA6$b?KMq-uFy0Ux>C~<&{dkAg09vy9qOQI26T<4 z=b&pf&4M}_3T^lT)X7k2!`V=0O>>|wn&v`X4TWvZgSu&Y1?p}nRAT|uL(@X2r>4bF zFGHakOQ7ovg>5Z`dTV+M>Z55n)K}9AsGp`)(Dj<$gZgV)4c(yWeQ1E8u*)ApHyR4N z{1J4MrghNGn$|-DHEn`!(X<7+RnzCtAWdIGw`uwYx?R)v&>e=to74}`-~_o# z8e=H5{9DjiP0OH%H7$o8(eySnPSXl#yrEFTRnP=Op@yrWiH1Vd2hb!#p?N=q9@VrK zddyHLa2@oxrcKafO`kwhG;M~aYT5!lp=m4hq^8fIr!;*HP1E!ZG+ooT(9@c}gPzg! zBQ!(PPtdcPc0$i-+6B$j^egndrr)4hn*M}d(6k$xt?4glj;6n%xtjiiUevS)nx| z&>NbLf{HYigO+MK8hTSxdFU-o6`*CBj)j(MstCQUsS5Otrjwx+nofmQYC0WSrRhxQ zT}{=X_cWagt=4ot^uDGGpbs=%46QK~F6Ng)A8NWB`p8hYnAd{VYN`XR(^MZ?uc-mF zK~n+rv7u1;CeTJhp@uD>O`2LlpJ-|geX8k7XtSnkpwBd23vJQV5!$M$8}zxR9?%z> zdP3VY^@6_C)EoLrQ(x$7P5q#6G~EDwt7!oAou-?i?==mCe$aF)^rNQRpr16|4*jfY zF!YP2JE85G3ZWgEhC(|v4TE-Rx)1tQ(*w|NIm+GB=5N36D^35GrqR$JnjV7wG!$N6 zW1!uJ!s}}+^p~b_(BGQIL;n~G+nNCVYbb1MBJ`i8NzfimlcBwa!nUSBsd{l%*0o`v zC!u17LN%sA`)PU_Dz0fJw7;hL&;f=*HI_jo425dE10856M7;|gr0D~wq@hsYM^GtE zYoUWRt%DBHvGDx>LpsH~=6prbVHfXZpw z2_3EJcc{FkKcNbmc0}Hd@CfK+O=X}{G?j%;H59gW6m*)Qu&r{?>6(s)&d^i=I#bgz z&{>))L1$|^4yvl@c<3BWCqUISodi|abOv;;q0mrgLFX9?4RsE5zNTu>1)8cu7iu~W zx(MpV%uDW(*8E%I`CttlcL8*Q^G zUef^R3QYr{D>dB$U8U&`=xR+vpbnabLf2>-0bOe-w8jHaM?;}C9)UV(8V7aOG#=`r zX#&($)1y!~O_QPSnx;TKG);$kYMKG{()28Jou=oY-kN4XeKfrQ_0{we)KAj_=z2|y zq5hg)gKp6DIy6Aj66i)vZ$LL`S_<8)X&E$7({kt*P47UrYFYse(zFt~P17pqc1`a> zcW8Pa8mwszbf>0|pu04!g92GL^rhlNZ zn*M_x)|5Ju9xy|pHHtyw429Mx4vp7z05m~U3236GgP=*8NeNX*v#iN>deRnx+$=>6!|mr!}pFp3!v4 zQS^Xmx)gd=)8)`}nrcBaHKn2FHPwb@X{rOgps6l2TT^{#j;6-YTumA1MNL^~o~EYI zd`-=vmo&A4Ue?qWdPP%v=v7TuLJKr?ffj1&0WH$h6I!gP5A>R*8===V4ThFzx)XXs z(_K)Jrb1|`rlHWAnubAdX}TX;rfC$kT+?XiZB1jKcQlQKR%jXzt<*FXTBYep=v__I zq4zYs2(8vM4|-qIOV9_JmO^VZt$;q%v1~QKGC!X`czZ#a`b>{Isp1i)1lB7O@~2SHC2K>*Hi`iLQ{2Uo2Cn)FE!PK zzS49V^tGnTp>H(Rg1*(1hQ8C3fxg$&1o}Z!7wCU%-Fcu*)%(ZsnIoe@}(4jWH1|4S8Cs1vhet-_QX%|$-rrl6o zo66Q80kdf@sGd!GL-lQ{2sN;2ALvM%_JtbSR1<1sQ&Xt1P0gUAY-$cQv8e^r)TXx3 z(KfY%n%UGIYHm{psD(}4pq4iEhFaOw7iw)&7HVVDK&Y)vL!ovyodUJD=`5&&P3J%z zp^?*zJMq_uF=ZM}E$+;3!-~7`CqbM0*2?^|#=E&M^1=!;?h94&bPONT+%+cm)s%Uv z#(i=bn+}4yB~)6F`^i@|w3>$MmqNHUW6ggfgiH&ttZvmraFLh_MnX zNmXrOlnQNn8|q`zCs1FTeunzlRP$hBESq{l{cSoIifk%|2H12FG|;ATP?1dwpg}fm zg$CR7JT%0neQFY8*>o^;oK3Z$p*9@?9dFa2&HwW#(?IAIsdrsW&v*Ggn2#?N=ADt6FIyd*|$YI6v_`6|zJ#b^JH|73a7(X-eM|h6T7Ldk3 zdFlFN@}IJM5XOjPTy?e#S&T{pSF<*QNPPkH8 zpi9s1pHIC> z97)Wg(%wl!QWllgP8t!isI+s^n2bfm_uwcZ78SpoCL}B>ZCz_k30PEo&C%p5D!vEJ zh*wm6O>@!}6<^bWa7D$}v?NE!y>ifBcpqm$MoD=NOG4Z(^nZOK(sy1Lfd5v!>9 z*4mS*sC0HU9SBuax;W`brlR6&IuWU;9OG&_lc=cpnl1z?DtviM?k9T;d5VhfL094w z6j ziAuMUM2bjHRJuDEM0k>txTGLEnCwKQhpQPvbfV&0JC@``g$KiT65PHY)UZjzFc zq~>^Hla$0zkUfFaBqgrqL_(94xSEs5Oj6=%P9`!@;a|C*>?tHBDm_bbP>>x)V4~t{ zP9-l<=~YNel(qF{C6ZaW!WVlBo1`HDk$0djIb=Y^JZPIh%+iC9dWi z5|Wg-nsW(ARI*OaBOghLYwdjEk(9Wa3rI&&;%Y7=97&0*DJC0H>F;VTA{tTgeY==s zM8(&PBN$1ETh4fLk(9XQTtX~j%cZ0uDRHe`Mkr#-bpjudb@`SMutrI=>AoK8QaX7G~Uqc>dMT)ub9wUNZgN+RPx-h{au0=WAw>X~g0# zo%1rANF$a8$?6qmy1CYFCeet+T?XfCZYR(X$@piV1>_mAxXa+ejDL<ymyVxzv z`0>1lG(*I{b1l1^FheBM-SurHSw<}G^0Y9>V?-Gup|y1+8L_y_)545D7Pk^)h=iJF z$T4DZ7q0m+*hY+D%XU%>TizhVh{avf=3D!S48xX>i7;Yum$dnsZ%Ht0`Hlc17I#UT zulbYw!j`{?FJf_*nxQ7zYY*ZJoA!oU#N;kR^Ho)$mO_~h$sQI}gIX!MeJ-jFwHET5 zB030a6O+5B%P*@1)Yhh!P&=WFyH<)~lox0u{vnP1lVPEWj4h^Jnu|lDT??A^1WqP~y+5rtsD0w8`jjy2Ng)%)0;-Bbi z=!BShrmJ>AC))HMbdpWwn8Q0cCbyaL-KYVbA{6$hTF@||u*!9yQ)6;#ns4wJ=rkdJ zeHL|tP8SLd7DB^ga{F_ke{POWgGLC2s^QQXHjRePv}r6fGNJVF&VWVE|OO~GB${#})Cgd6nRlh>THvI-&6q8$>e1rc$7u&QO8fVj< zdy;$DR2I6#rgG4wHdTNwvuPjb@`U^ty35C?6Ewl5&d@}mFi_o~Nj7zdCfn2#nqpIL zsKlm1XsS*9p=mL>*AV%QG9J3Zrpuu#ZJGd07xGuE(KP5Pp)eX(LRZ@~9lAy+G zLnt(OHFT{_Gob5ingz|Y>3V3EO*cT-+cX=x!KNFb**4t_%}FSIe7yGH!dvTUOhz1abEwZTyT5Qu$Xo*cHLQ8Er1zKj)Y0y13jewTh zG!j~2(^=3;o5n(`Y$}HCwdrDLwN2xoH8x!e-DlHf(ET=D4n1JgB?osmSXZbtHqo0fQ`P{$Vm0c>2egVo$*B_HB zja(l6qDW?d6RrkcQc0j7%Q5(}in~I~vW~B)ly|L>N587#laIYfOH?Ymn!QO&RD4Z& z(h?P)R97G^QE^xM*@~nkDmC14$fMs>;a|C*?7pNWDsHkXyB}$ZimxG$en;i-xUqsP zdGrnypIufaEm5iKYRIGCQ}H$A(eJC&b2U{+OH|whS+*)^iHfhOMp~lcms6dzM5TdS z4tew^Dn47TL0Y2XdvGvmiHctidGzNhzO`DUB`R);E=wN$rHZdPl(a;}FNZw(YZc!b zdGt;dUqc@Kjf$_SLt3KZYwD7gsQ5(u2+|T2UsI2?M8)UC_zb%NX^D!@e2*k8 zQSs?^L(&ozpDi~cEm865c4N{K6<$fL`s z_~o=GEm85k?m$|i;%msG%c;2O%xovp5*1%V9=*4U&z8H8mZdXSc=_#X5mEm83`k zcReT~V^Q%nj8OmT@^Rc zoy((-Q0eJfJCTe8T@M#iGz`$it!NTp{ zz@p-7#*nY5xcSZOS;Q+TalIZ(x{?ytYx3x}DRDLDkgcfjuiQ`eT%r{f-)r*d4l2He zJi4QbuepF+Ma9>UM|W27Yf2v7Ma9=#M5vEoTS8! z&TMj%l(?EX#3m_mHFHT#QsQdn5t^v@_jBAxW}@O>x!y!%qT*|ACNWX*HMbC$sQ8*& z$xBk=dVL#lNlIL==aZJ$aywy(Eq9QW*s_4A#FjfrN^Dt3P@>Y`_4+Py5*5FucN3GS z^mpsCh?GRd*DNL^QSmiP$VgOt%~B!~6<@QAgha*H+(SU3;%kV&8LJMwtPm$ zq2li6&VEkBkrKC@FGx62l8Gt%B>_iDT+LVH8@7B+ypfWUq_v%-8@7ByxRH`fQu8g@ zMoL_3-w|!3#MOLHvSG^)+%03vkK8R|%TL@blM>g1pUFdP`Gvb>R0hYZQ;_|YyJb`c zmBy6)jk{%3e9iCNEu-RV{@`vITmIy38C(A1ZW&wt=5864!I`9Q|8TdAE&p=2OiJRC zg6uBtmPv_gZ8vwzq{P+y$K5ifLiBSo$om7#Z2O(APHAhIZO?IP{H@U#~jQ zw>H&Sy&3i?QD zG{iNSd++xiO2@{FDu~)aWo&8>?P*g7sH{yLp>j5Lg7&hhGqkr&U7+$d9RpRcsVh{` zrrdkl_pvGWp7woh>JIH^QxB+;O+BIgA>P_inZJ^^b{xQO!-@~&Pi}Z=m~4prTaN}) zQUxo_G~J}kgpz-zZE3BrD_y(kWj|G#*0Qn zHDXHN3=*9M9W0b_GkMWisHT!X@tzIUim8=fufZkpZ_&BXAxhcg|3v3OhsNY$;KDE( z7eI%ls5EJ?7^)qUi+j2MrX-<@p~GWx32k9`xA0|99VLGRO@Qhu`35IKN5tf!Sl(kC zFRCD#0@YLU!#fqKACteAB)l{EN~nR7dwCsQ1sxfai(~otsM2J;WtwyXI*&)L6-dPSG6bD5XJ}WLa~eCMhaOXdcuwCKuP{ckElBqlLm7q;G|qDfwmH z1~pf5AzL&bYLOz>joYD?N-kcB?togw^#5*zxf5zF6u!86A=F06y*7;Qg4!w-Ws=cY z47H0X+z8`dFGS0r_9=2z_dp$#+>BzByT7AjOfHMg5ASNIlTapUuOM0jbygZwlJxL? zsEd-zhoT3dV`9oA|CtXYD^04_L0y&n@UDk)M^w1whnoW8qJsE_k#0)82ud zs#5=?KhZwWX)(ETU4DC2f=(9-PXU#o;Yxku)hdV%fJO*~&R2!b5X$(CQVlv&$v@Fo zhejrp^f~{WatJg^$v;;f3XN9s2W)Lib(R$F?F}YJyehiO> z&Jha7S2O5bCHLm=s5x|=693BmL@lB7g+dQoLl+2T{Ihu*=t7}T)d4EDsUvieP{uzK zb%HJy3JrFK#@W;b8lO-}ygK=dir&yADayqEC(7OYb*Yj+v-N>4Q}R!UeWA;heCH!* zf>7xE0BE931EEPa6+x428U#&=$vr7>25{?j0#qUtx^W6LRVeIi!=PzO{z~su=n5r& zROarIyHd&T8>d6lmHgq5yMgX1B|nBEpsR&K=SM=<2!*@JMnN-_{HbybbgfWm@GR)M zgi7LFB79zHG#;9%Zc*|VX1QAzZ&mVV(V5U~O8#nj7BpWd ztk?C>?KaJZ?hp#sY;&LmLZQLA(49izMb zDu{ogH=uP&F0YT?gw`whZoCC;NKt9h;0|b`P#BGOp~r>7<-vQ<6GEZteQ1+VxPbWp zDvim#w#r}Jeg{3NeL;Nrv}d=sBfhV=0JsLC+_Y{O9~d;DLJ*W7$*%dQm7`9#n;1Qu3ow3wk+4 zu7`&}uPFH!kB369D*1i>Fz7WU|2m~M^tw-Us=4|BIyzpv!? z`P{8%A1L{KK6iWdhf03Oj-Zc}{0=Y>`dG>DhegmQHVuM4Rr2TF!O&+yVKjz7p9_W2 zI2QUs$Q3CyMBY(I#lOl0Uvmq5qWpF8U-?z{OCQHq7sAPeFSq`BmNwl~MBh#ujK# zp)kBpLuG}+tm9UwoK4R_dnx(T@(a-3O8ynci%@x?(2bX%3PRz0_%c*cC{(=y?IRQp zqSv5(g+kTq(0)SUdSe?@DWPP4W*)$8%AcYAmHbKXH>k2wl$1xgd-)Gg@;h7ZUj749 zl!+G>Xx0AKrhVYC>U^bGP|dw`n(YkWK$VHEb$Vmi$X7TyU0!YAX3% zv>a4RDD-e|=n$c>Da%8L#^jEje3DfYI!wtA?;%iaC4U858#-JlbfX?rM<`r<)raaT z`DHbLj!+t0nrzA=p?XSwQ#OR^3x#eph8hTk(Kre^QpxWCO`wJ;a@}YOHB#~$r8(5t zrWVjqLZOE(p(aA%`mhz$RLP%+T0=)G`GIN!HB<6EYzH-0@(s3!S|n5w4|x7mIS^`T zQ||LCS_y^q8U(erX)x5rrrf7qv=zz}CH;wVpL)?w$v-dWKJ}t~iZbz9M8lvCO8#;# z_kkE4mHZxcI@C!htXJ-{GCB)|Dbq8cE<&N|Oz0S)aG2*lVWX=}qo9nE-;|@FZc6^5 zVhq$>D0CzDxg0%gIv46`(|J%Yo6d)N+jId`D3tM6DHlS0QslPRMNr?E+>=6KIA9k+ z{e;4LErzl}p=ue_U&#;DJy0YR8oU=8VAC3Cpio%WgHVx@KUJ=U2HEroG+4=RFw1Gy1=IH(1k+bX|xAaEEKv?2wh}T zf9PVNu*yZyxD+K_jRryEg~GB1Lzf7JE21ILrAmGbkA*H13Jo3yT`m+>c_=hN$-gE# z0h%Zj8axG>WYek8WSdTdrr2~kR3a4ijp5K#q0o&H&@`LQfUdA<6m+FcW1#6m;l;>U z=&G39%ai=c;cn<^n-)XY*t8UyVbe0`TA{E5+yh-F6h>n?G*c*?99BWIghJJ7=z5`W zW?KW@AQYOfyu4ip%~kT(QR|_3LSb1Op&M;_9J)y;>^4t8Hw%RZH$k@u zg)>_zbgPo@;gis9DRRg1W@x^WKZu@&ZWjvOcm}$|rstpqLg9dY9=bC{t{X2v3vGH4 zy33|lpu3d@7sNl&c4$#TnfQ_XK7YVoe)qw7? zsV1~sC|m>7f>tQ`%eh0Kl|o@zhe4}^LJ#Xg_X>ro`p{~dj)c|-Wd@Zb!`l$LPsyLm zn?Uyqg=IB`9uNxq{L#>ZO8$jUbLb%@KN>Bdhn0K}TS04WY7IS-qGTtD+CYyAh0eEy z9uo?~+YVYM6sp=o>xIGr+X32;A~(Dpp^YgjO-8;8^te)yqhp{aghDqm&?cL@L#0CD zEZPHlQps=SLg*=>u&ln&W}y)J_k*@5`3AGl(>4u;wkr8U?>Ok0gp#4lzZK_R=vgIy z-Ma>QPAGK#e&~6ju+KjTy`bbfzZQB?$-fMI6naU?S3L&3tmMzV>!DYa{K81u<0Y{!-SH9G5>Vad~fnEo7zGj+td#F#HJ3= zr$XTps}uB@lArGD41F#X)~gHjg-{s7-1jGcspNOjuFzLX{p| zYN)JD4?yLF!f338_EPfC4v#>4EBS$X6e^#hWCf$gpb9B+`{6pMVu~_xS+pM7N68;V z8=!ra{Ag^1_7e)D@iM)Jyg@C*-$N^(D^ygAxi%8 z;5O(`CI6ae0d$y9==|MKZJ{voOQFM4RGREj%b+?+eveuK)m8FixC%N#D0JfisGd-G zUVad&FBGaCf*J^glf$FXkwT$r1JqC`?7bVIMoNCYHbIS3RFaHFDRfkdVkwB8gqqm& z6x7tF&Ct3RYJ*s&OgK6P=WkQ zC|runf!f$K4{EFA*Xu^8os!?NZ-(02v;gX$6Y3WaVw1m)fq&+}J$cprhf355%@N1^UQp~1(X9yYCqdJ2W(YZKH< zC^Wbk>Maziwm^kS{(|!vsE<%+@Oh}OP}pr=fch!69(Z|qnHhl^WwdphH z_!PMv`*Y}ogi7Ow@`w4hisWB5y#bvh6rSkcgiaO;qwzL$icLG9VM1Y}ybGPG@3I#Vd)d$mDfd8kEBWDF4lPph`{4>` zv64T`S3*lt(vWdFBHyfy`c>@ z6+#BP)WQx`S%g^ z+MoPOD2!omXsb$+|~Z zKrbu#6YO;86`QVyUbSg1^qP|2v2TN3Pf;e`1krqGTZ&u{mqFW=d=FPbZz%a?-3z^$ zBDbvjptn*K_o5(r5PDlEjQqpUJ3?W5t%Y_7g{nuOcZEXLqtJUcJqEom6dGIyePGji z=tG+}Kp)w(5&GDsQs@(#wm_dIR2q+6{)OtC1IWK@x&``NDD0xQLSNXl3i?vXpB(Om zzEbjY4y&QBm3-9$&`zN+ybnR&2!$624@2Jyg{rmCcS2z+KLLF&6sk(0AB4hb`9!Xm}l$KO7oE zd)RaoRK}(z(4ICmgUZ^}94cp13urH!T0(o<)E+8tQ)j4xP}nHFpo&6ac>6&6*whc& zS125MS!h3@(BMF*QcUj5pTC`?S~c=7n`%OpQ{;BhX3zmbVOcGq18r&zRk5iJRMn;) zP&J!+LDg+4gbuQ4FjT{)6QF}_IuWXA(3M9JfOCmHexK`A`F!?uL#O3O!r{H53Z# zwGL{eL?VdzJWR^ z`K|mt)LAGr_#@QCrk|i=5=u^JoDbcOeOFELFPj!YxzDu>ukrI$OQ3E-p&Lt~?m}U` zmP0*+Le(m$r%m@ly@W#NAA))dg$CC`g*H6~^|9$CsIN^gL;Y;p0cCA^59)8z`%q-l z2haeUK7t0?^fOds)8Eh_n|48ig~A2QZfJ;57~X^7C56NEy8RiP7wLN^*fC)v~)Iypt|Y||S$#ik-?n36v#kB3gR>160Mq0sqLq0?CgzFu)T&uX9$I5jeyP+3IlZpG*T#3je%sP3J;q35BgZ4jL;I zx-l6#+omg_b8MOcoomyz(0M|k8`nYS+cXopK*{d_v!M%xLg(i|#Wu}_E)ojexDmQI zMedA!6EsdJEbC@yyiN0=ON7F1b0>7EP-yTj=(2>8rRQJ5Y^_WFWz);h1e;!gCff8W zG|8sdp~*IFho;!H11b>;tNaNx)ux@$G@&pWKR{R5^ec3wO@BetZTcI!%BJ1W)i#wq zg8WM;tXFwxhD{ZqYlXskRfev!X(%*PC@gC@G)u{+6=y)#3x#EkhHkKFEHvAuv!OXc zp&RExbA`gP#zFIJ8V}tl6b`*hpqp&E47yp#p8+n1Zn0?sbgNM4;Z*20p|D!bvFGA zt+#16w85sz&B?!PIskfHDC|)OLr(~WJ*pnG$)@^HsZ9-_Cv9p3J!Ml9XtPaCp)EFb zf}XbN7-*|a8R!|Cx$)#uPQn|4Cmg+hbhKyL_z2ET>gwCNA%Et?K#LH=da z!O%NGp&Rv~9YUcS8R%V`xpPep-m&9k8BzZeQeWZ z&?h!cfIhWp8uXb>>!HtWdJ_7=rl+7UZF(O1%BB~fuWfn>+G*1(&^I=H41H_UC(w5` zeF}YV)926+Hhl&CXw$FIPd5Dn{cO`N=ogzRj3NKBsX6qUP3@uIZOTA@*whXB)23d~ zUp5s&e?uer=B594K=c9svFipv|JrmSw9BS5q1`r3g8s8=f0#&f-7^ot|H)!p{U&%LU?aOb&iudDB zwquljkv*Ny0jh)*W(KC|d_G5Ef1&V>%gIpXnEv0#ihKYakWi)|_me+~UcjBQ2PRaK zkl(MO@1ZI};jH{4RMnx$|fgZ||)glYe_} zXz&}}Rd={ewRr1X9h(k=>I#J&pe}SoLYa7Vh@ea2U!qfaqf2B54Evr5!BYERZzQxO5~ z35slLa1cS3P0gTzHk|+!35C(P02(9|IzJ8?Y|~_Dh)pY?V{Li>IxeA1a-@W1EoWYQ zs8EPg9)^w=3RO=*C)l(ZI?<*r&`CmJG+u*F77ELH8#=|N9ndhFzJN{@3hVVPbefW% z`>b^cL6(xA3GM(57YaRG4vnzsDd-HFwnJyy^aeE2ruU#xLgC8c6KJ$h=;7DU7@NL@ z&a&xeXsk_tKxf-j;ZTAsn`%Jk+SCL(&!!A?zD+%#3v8MOU1-x?P_a!9K^NJy4!YQ; z&CocTK8D8I^b2%}O?wVSQL`QyuM`Ubk(roW*HHtkuDAj_tMp-DEih9=w8 z0h(gdWT?cZ8PHUlZh)rQG#|P`D4bGOLRSif!{J_Nx=pL0t87{iU2W4w=o*`zgl5>Z z6}r}@=b-CsdKH>!)9cVIo3=sM+w==`gH3-xvu&zapCHSo+R$8~uu&RA^Mt}iX$jqE z(*Woun~I>DZ5jjJV$(S2R-3j!x7qX@G~cFc8xUj(h12pJ=nk81hZYEh(RdTO)26qe zg$b1=Cx@`C3Ct|sWz#h1Zkw)v772xJTmvl@3d@=SEfES;YoMhz-487j3Jvan?hy(N z{s%3$sh}l6mQ59*l|o@zRiITi?cItXODJ^X3TU-WYoRqZy$0Q9(>CaSo3=v_*z_j! zpiSRF583oR^sr4oLu+mN3wp$+f1yWhD$|-E%ceb{bvBiS*4tDL+F;Y(&_Cg@F@K84=0=}YKsn|_4evFR^phfTYocWo+j9zm8( z<)HU%+8_GBrgqSWHg$wPvS|eLu}#I$CpKLLeQMJJ=rfz{hCa7xIrN21E1)lJS_yq+ z(<U74p-z>lzbdVUW9+4^Na6 zk0HjgscLs(ESr|}AjYz38B{H%|Mx_B;RIqVo0d%^#4j@%fY3yo90Y4T%p_I=Y%hqz5YPo$wSjMx}$3qsR_ad}~dJ4pe+i zQ<4LfPOi112@X_zYt6_FRC<)eMcL-W1}eTari{*4>Fk!n+|LCnU7RqZaiNN@;l+5d zN>^9Ii{Oh?d~0n93{*0%rX6{K$}vvb6BpRhfwVxy_n;$Tfr@Xf6Ip?Z??Gpx0u|p{ z7m@;%OiA3iEY~9wQ{sBvm7GAOo0AMNfr@Xf8!3TGH@6%vZc0+(TH^v{s!De!J&6cZ zd~3Z(2vmGcZvp}pzgHEK52*N>KEwmI^d%io>FN5`k8nW6x0WRvQ1LbWi3U`3}i7-H=ryHG<$pTb*J2{0YK*jf97)gMN zuQ`<7-=$3OjF@TEi^>9)EmBNDfCp&@=K*jgq3^D)}UvnlAfQqjfNdlna zYeo?Oq{Q`lH1q!{aeW)Z^nXfR%~{O;tMFyixu5JbDAMGEv z#!S~L6<@=&#JwpgNoshBzFNh%#>?A=KNKBYZo)+ui|TX zwf~Tcui<6;!z#Xp*WYVZd=0N)A5rl&moeL~;%hEvvR}p5Okl2Gg%6m?{bYGjxn8Aj zNg}+a+@RuXCNt5m;%lZb&#&TZN|@$X;SIjIpX^j-`Bi+)G$#2~`n#GdnB!ORHCHml zuaYf^i?Y+1;aBPB-Duv?x)1{;5z2^Rr))b z$<)4zU(PIM_Eq>-?k9Ua6Z4NMn%;%@Xt2Vv-m3RJ=)ntOya8y zaHF%BIee9(OgsqLB~0O~_?o56;H&tWWlZ3!_z}H_`FoWj*MsFu->djFUBT?VimzG8 zbk9m8QL2lgcXWCxHkIn{CqA zbCkKutlZr2VAtAa=IB)hxtc9Z(X05HrkyVD{2G86N*yu!S^ieJ-Lxh+M- zxAq!$rKtFt*SRT0#n)_OGGE1Sh3(ActN5BXn98^1O=j{{{208&M81k|?QQ1qReZ1C zVH!Ur@kS`f?qC+*mUo%NPl?+;?=gp;64%=MOyQ@*)qKDVeo8WNQT9V7@NM~s`TLZ( z);{Jgl$5yEKH(-5l_4d`az5oA6cs-@pK%L{%8H0j&d+s0@@zQL?CLPpDgpTvb`9dx~6DIjBd9T-9Ds&lI_; zy`f$2>1sY^iRcNqH)u16Ma^0v79h;)kq=yGV$ECbT^LhyPer9k)o`ddCKpTQ-@P#gx+tcWt}1ND z3!#gJGDVrB!D48fQtPBV8V`++$vwhXwv{GT)1gaZa%p0|8`nXX+B6fo%%)k;9o0yC~fMzOX+!%fY&5FrAQkcn<#1?%I zU7t|$NMXh$deJWEhM3$VkgKXthGZxqR~6Q)Dl|tZoE)k_b8V^)%~SG+Lk;N0n0lm_ z)f&3Vrnb<{LSc_;58V=zON{cnO%}Q}q4cs&gKo3wbZEX%#-DA5L$?csff@nbAr#IV zXF>~Na=B4q#)UyqF?454?h%gVOhN7^x&m65P)Ynq_!h`$Hgs1^ZmuD}$_t^pZMq9u zl#p-G&22>wK#P@*P5w{x5VRyF7q{e>wFz2kQz^8}rYE6$Y}yPh7s?d5Zft>8B;-0D zM*aqREw;=wB-hoyt4K7V+2ed{gbmLvF=U917J{(?#cE;o`lJh&jd(byR8UB^~iQb346$)GV z1L!-OK7_uv=_BX|n?8kp6!ISw6@3Q%Bow;wCG@jU#^rp`SI{p)q3UbsSDSW1zuEKy z^m{@j@%ZG=Y-P(5Kq>j_`Mse(W8#n8Pk5t$bO`j9lD}v_6#83fNNHRi9R~d)6xORY z^si9HC8beaXqQl^st@f>s3cxQe&6T}{U;QLw;NQzSQq+56ozZj?$91e{>r=uR7S~f zuU^oeLZOF!p|UZ#|D3-}9S)Tf3RNSZy=*!Y+S{fvP43!ht{{e(h;w?dVKLe*{1{z9Q@K2+JJJD>w>x)VCkriD-yn-)P;ZCVUf zvuO!bT_{|cuZ9jvQ6}D3qcu(GBWjQ+KGZO+BD~LZKTyp{!6?RxhZ(O?{xqroPYsoBBZmZR!sd*;E7# zvS|=B*rvhI5SxZV$J#UsI?kri&`=?NOJ{U8bi9&(k~$YUA)(TO+)sW#+y4c#OZ zmNf^u*`|5WEjHZ<-D=ZK&}}x|49yn`>vaosyHM!i9nc*%ErJ%?EV6n3^tp{*&(BwKj`^o>p=WKH1U;7`x7$pHo=;Ip zvaBi43n_9{CD4mPVKk;fFA0Sc(KP7g6uD(hhh7m14PFDiDij842J~8rGD+vJgD?|DRMi&#n3lGVOis#Z-qh+ zFM+;Gk!$c$=zF2i;APMcLZQKl(2qi)Y7+F5O_QOYZ7P9&5ehrNROnZsu&im&Z#G>8 z{ch7W&>uFuQ=z?5RFcpY(B3J^ zBy=TIK1Hr-I#fZ)hmu!86>XXU?W5$M&98;_O;Oy7g6KMEKbvMkm6UupWB-Ra2Bn=nklwlJESTP<16gPS)tDP^T2Rlfw?EvrQjBU2OUgI>x4* zP}dZd6y$!QAEAs;*p$CO-Gsv7@GI2arazz_LZQJwp`JqF1iKsRWz&C9Z=uj&!T#i5 zHth}dv8f`|*QNuZel}HsvNlzR`rA|kiflR<8Xy!#qYgAsD6Dc_sK})+dL4$2- z4-K)Y19YrS9iiiF>H-b5sXKIhLYa8?%ZCdWR3`sQQAzxNqKlvtZMqmbNhl1|rO?Sj zVR&alrwE0rdC)MMZih~_=?>^Lo0dSQ+q4`SZqt3x2%GMQ&amkb=uDw-B6x{64?rK=Lo4uu+ym<7|2m8ZQ*K@f9PhL212*kR0Q2>({a#k36;jrX!)zkwFi-Z+4K~2 zyG?IGci8kcw7{kv(498@4lT5)pa%JuO=Y0FZ7L5fvS~kPu}zhrB{uC3Ew!mKw9KZe z&^Y9<-?l zddQ}epoeW54z0Cm1oVhaBcVra8U;OO(->%-P3J-DZ8{&?U{f))(WY_G<2H?lp0Mc> zXp>EsLZvoMgr2l%67-Z!lcCKvO@X%9R02J1(==$SO;%bZiimB=?>@>o9={OwP_*rnoWzK*KJx1ZL?_!wB4qq&>J=_gWk01 z9_THbmP2pbv<`a5rj5`Jo1TTW3C6Dk<=~xP)6})NrhnW7~`_KP{eza*X-Z}Y`PlY5U%{%Z5R zT#O|YUZnh#i?P_Q`4}tEZsxc5h{?TOD&OFK2M}Y~R0!>9QxQ})q4XGD&ZTlWn{I*j zvS~iFw@r(n@;0r6D%i9Js%X>0&^|V8hW54TMQA^pK7c9-g^~XV+TW%hpvppFkNO=t zKqxd=P?Z=xh359M9glgFI5OlCjFF`eJdLOEl zkUNONvZ^0UjAc_@=un#mLWkK@1l6|b66kQ7rb2aWdK{{2)7#JyHvI$b3yQ27LTAw+?qx@ijcl zc2{wqtCi)Mw1;=Mb4RNO~&WqH=< zYYSVspNjhwt}H2FR>gf{SC*isze)qwH*$kW#ka=n>Hw97u7+osfhxW=CK`)Wn!6fK zor6?-Yn(;~t2A*n)yPj&+=q%~s}rB7_!{P0j#FvjTH^w3sLIh!II53V@!OPx`UDlf zJ{-6ws`wg?+mlpUxaAy5ZldCA4kI>EY3*uilbWdbn!^cARD4YxG82`yuC=;ECMs>5 z96@5D;%n*=n5eXKHTB6$RQy*4ab7u7#n&83TB71>8WNVM_?kv!B`W^wj2aV_sQ9l< zI*O!3#ebPl6M_;IU(=MFM8)^*Xkro-U(<|~M8$svQgcEQ72oR?WF#uSrX>-Hitj-y z5)u_()0%)p#n-eUA5rl&ZHY%z{MRP6BOOukHSGyURQwkmbs!s2@nhYQXhg-=bRrp1 z@imEZ2N-Cn_*EB;YqT*}1k%_3dPiD(@ClXQdU))S*fN9!M5TwTIhFuK z#rOI+@(&eXGnDwlmg7l3Y&n7OL&Y!WM6wTCP9plS{(nfi%2+B{MSHTOu%8wIPwjZK5jYVi8oYyYnPC2*m5c1hAo$o zZP;=-(T0lqSikH9k_{EVrV|M^Y?(x^VasG<4O^y=YNW)CK?$LTEmO%fY?(%+q2kx) z3K9)lt|ZW~Wjc9=Emsj|q{Q|5YSIi_t|82@Wd>P>iu=sK?6pK0wp>S&VarT{3>Eh| zc-dLx7%Kf-udgS@P{}&EffPf<*UTowuw@PzhAnf6FjRcs=8<5i_~qP4fT801b`$x9 zim$nu_`;T3NH1);mGHur+sH0de6QydUD$Fv$wf-sh~7bPVaoz?3tR3awovKsT3bkJ zVar{F7Aldextq*F#kaPI$U?<^T3dE8iG_-9y~ zxb;~%pVM8Y+Ga9wXJTWgVf0E$hiN zY}r7hq2hb6kwhaUnYeS=#|boSd4fE{mQBPNwv>`)*zzP{MoQecJw=u=Smxhcbd}vq zlwr#jk_=m(Cdja5D>;TO&k$qS@+>KaEzc2R*z!CXhAl4;Vc7B_35G2%5n$NzGWi9< zT<(7SmCVdm;>popu&ush6y2I{9PFb#N_5j^7Fa5@2@ye zD15|Y?n^4F#N=i!@}K6O`{IbIN^Yx0xo?N47L)(Hd7o8AxvyoY9+R7H$af?61q%lW zg^xDRed$4snB25NzN#s7uu!Hb+3}-hP|Xx2dt}rSsuh!)3kV;V80Eg);1DI>VD8He z4z;NhbeNKx7l@95YAd-Hgi%-Ma3Md>9p%0fp-xQy@5Ay7p}H}-MdU}LFLZ=WS*V^+ z7^wbGeWB2e2x?%{0O&}ejC*Ms6+sPS3ZHGCY?FfM1gKGp+(tPOYMi2i_$N9UI!Y+? z@D!+tO~at3LK*i`B03d1I;Kpr^!yl(gqqnj3TiHtaj!(9v!E72p@(CkmNEHH-w$*# z)JiDhreC6QP-`Xk^}f;NP#dAp-~^~`LTzG@oOPAF7e0kx0GP4VPM<65YLO|zkn zHqC)L31!?1rD!hHS;@T`iEf0tB;-5qE~lae&@n=x^LIjBg~F$~FN88m?s+*{40Vgi z9gO)^UIKL&3a787P!A<;L(Tm}%b=c0?y4%veO*Q`rJ_tybuZLg$z6{|tD(Y}++mgP z;iFI=n;wJu+O!VpXVZEpE0po;^(53^$-U~1Hbaq;AKop{044wIuoW7ZP)R%p`Sr?u zCq|J?Z$N{D!s#pbbs2+g`VbnDqGX{_?wd4@RqE^LW9T>~zaM@A4OQ~n>r?3XnA|y` zFw@I5_#1SBk{{l`p%az-k@638l2TEoAommf3!SXwdzkyKk5iO5 zdNL{~LolS|tM-6SPf^^#f~YJsT*)_B4jPeAN&LU_J3wXV454r-asYIulJCZW&`2e} zQK~?rlzcaGUvDy6sVEcoCprik6O)?&%=fS+be2#!In;;7D*0|437xIvkCcYcISHjl zqc?P}P$nC9upsIKotL7dJn9RbujF^Oe$WL<{v6dGy3nQwDvrrb66Qza4Co@8&V?=( z3a6Cwp>axnQ(gd#x9LLY5~1)Ekozi?ONGM8VLWtMLh0e130-c}_0R;N(BRF`L?ypb zZiOZ(`5oXkXtI*uDD$ByG4)9{Zhm;zK_x=r0%ij=Rmm^wX=s{I7^tn#6++<~LY{-J zR4U5E9g3cZrYGdaFyjxRub``x{CR#SbajecgWo{cDEZER3(bhBZ@h3`%lLg`k3Gqd zl=>z8iE`gza-EW|+6S5`6h>oTXqHg;i2X{?^-6xda$j$9LyFvbRfc9O`K^2aG)Jk( zRaJrJD*4V=h345*4Z2auf2e$Q=%y4UgBcwJ-JDP|bcJD4c7kqE@~hkxx>d>V02$~u zp)kC;?@O64z^_vIlggu?LVzC2{5O}Q@*StS&X%G{TS+$$6s%zb&t>X_UaGCv)$ z16q?JH}bhJzPL{)H24X0zfgGc&3zfg145xH_hl3h3Wbw-?i(i_5(-t{Ko1LrRsI%Q zn^1aF)+tNgBot05M?jAXg=N))9uo@Bl?|bFO8!*Y2wJb?ckIT{1|?tB1lp+NkCbN6 z<3gc_&7miR!WW~pfi}hD&RY2$`)26>*t*X^sfjKQ;}@iZ6s3tEz4wmNmU@9D^d`+K zpn{<2Rk6dOB1J{8U_(#@v7myeV80ertO!!92q<>NhF#xhCNr~~yk|cE=I2Q!*=#mD z|4dS#lX;NB3p$ynCA=sod`Yc=UJ?{q_yF{>pzxTubU0nEoh5f%&3=E?E=^9Apj3`|MfIT{1cj~95IUq&bLdB%T0%eR z)C&4pr`FIfI<e%Gl7^oO9Z_x6GQj49r9*^hapGK5xw!f~S- z^tYg}d8`BI9i>w zL1C3!K*e-w1r^t+EmT6MPEbjmPJ&A5)CDT7Qwl1hQ*Y>KL1C41p|XO)D))!V2?|w% zq4I)4)exwHPD7z%bQ%U7tJ4UmqE4frN;*x3D(f@_s-n|5P}P_+9AelZ!+Jeemi$Yn z0;rl!FF?oZ^fFXkr!7zoonC=X(CIa(rcPU-S~|TB)z;|^sE$r=LUna|2dbx&xnWp+ zopwSEblL?q)M+==NGEffvBo<61U1pAP&x81osNQ<>16J?)m*2tPz#+ZLM?Tw2DQ?u zF4S75Mo=4_nnG=LY7Mp1sV&rAr*=>Woy?83I_lI7>ZH>^=tP}{LMQ1o4C<`YaHxw; zBcQH2jfT4EGzRLf(>TbCQ4QxU+2h7|sE1Ayp`JQThI;8V1?sKSWl$fTE{FQ+G#kp* z=?bWyPFF(xby@@s(CJzztUuK@it&4Cb%++KnOnYeN1|{^Z(?5EA(x z=Edpx9ERnl{;!+;B51fymp~(8N`5u0fkx`I78)fe^c}5(Mq6@mSazQoNWaGzod!WC z>tvohJXTQX+!z6kv*bJU!uMJR8Xr?~y&i@p==2CQQK$9LDVEa78JcHi<_YrWdr@!b zR7<{dBW$R5p-Gn9wRqVLHG<#llVftr3a2RM32aj={ol{|Jbn?MCMayEY0&9{!iKs8 zIzy*Rp{Y9E2~88^pBEaffzFI6G(MGMUeQ#3icS|4nvoC9u=Ibw**lgX#u5~^MqlXc zm@;+|*=_h4KfY!P3coi$ht3fcn(+&Cu11n0kesdZnFuRhT-@PQBVrogbzyuu~V>sf)tYYwXl(?bPecRK@}? z=I?kc@by-gnE!SM#Usvr%~;^2P*%DhvK!lu1-?N@%Jo2}IlA2_B`&dJfp3yh-p!2< z`pr^GIN`&*Op34JLv)Lj>aK8&=N(e&IAIrDF2%Qi zJ@8H`ek3k?*$OGX1)Q6%l+ws8hkfiWDZT~lM|Vr{H5Euuq||eBJB9#7imy4A{6vax zbw%P6DZZu>>4}tfZaI|+Po%huDbrQRPNewJu2qRnq_l8zJC5W;im$0ga3ZCZt2v(B zM2fGePHZB@*VG_2k>c0q1VR%jt=)2Jl9@>H%c(_VBBhP1sZC-c#n;p!Fp<*M)zl>~ zk>YFW5tm5ut*%d6BE{DYDoL?TjB?z7N?L_~@oCESxhM2forHQkFmM2a6J z+?zN=im&NI8j=v#g1&?y3CUPW=aPj;ahIH?`w@jC#LcZgNk~H6+y)SYB*fLE$w3n0 zY6cR6NO6~)nz6v2B*fJWA_Pf@Th3rI5GlQ!3?TxM;+Hd&1VoCj8AbpirKfAbaPki+ zzGejRhm_u~W+dr{lwM9o5q?PVHKWNs5|U$I=`lnf32}2fndC!?`+1ojOYo5pS2K>> zBOz`%NO4!NrcWd7kkZ$+;B>+cDZb_mvJNS}W-3vK6kjuqq(h3YIg_A6im#bY z&XEwe4Q3E?B*eA)EK&|B{anr2gd7QRH8aULMjUw-?Jw0fV}T1L#MPWj!Xc%^*JE^7zGh_cBGrq66mE@qa^tXXFl6+-YOB)!z_1 z2=T+((%+IgNa^KT{T-o$l$4W0WDZu`NoaOCzY;kJN%^@QCUKDB&maFHaIo@!BgqOC zB5)9ta;J$=VW_($Kf23r)2I}b66E{2?Eu6cmfWg@mPclkVNabZLA?Z}dd6EKstolO z6q;eiCiaObWB>2$vT8zob*csB>Qo!*Cn#KbYKATLx8z56rFzE;jm+4@0fIscTR>?+ zDR*XQhb;~i6slTL6~&ZXFEea$kWOaU;$TZ|(`C0tZ)k{4eW0N_^@WBB@*lUTA2d8B z*Ft|Rh=xNW1cmh)0gV)ta_4T*C}@XJmQ9d+YP^dD)`zGjQhWAah)Z5R{9W*$-k8?po?Sjo7Zo{VbCRlLNkU#ms)Z^Sh9QXJm@k(VUM~Rx?GZP#zJVe zBtN`w5j01VJJXG>fii+Z3vYqu#^l$_?>2V8jZSvJO@iX`=v8KTRf2NtD|!c-Cnz*y zJ9M=rxAg3WYJL<0ZUlwHaw}*-Os?@^hQpzSfC_LpU#Ef413C?X9@J?lv`(kt z&_gtj^C-X4)=XBZ#J+IT_P=QW6pcf$e9A4zFxX0 zW&Whk!5_)Pr}caehFh>Kg@eXo=oOuAf?n0h48(aYrsUDJK{3K1orXfML$v%2{)$`v zCjXj{{}zAF%YQpeeaBASW~aUzrf#=Wci5@#g{eF3)LnM!?l5(ao%+6=`azibp`H4X zo%(T@`iY&o*G~P^Oy$~zef%9?yRhHt0rTJPT#YU1H=wz8;WH>J-4EICetYf0=R#63 zSb{V`ioZgkBx!;a zU&9{xy%g8EW$t7CgA`v=hBQG+Ew`pelO{;)LiaX@V5L9Ijo+8F}P>9r_QscA=0IKerP|6LhIbnjoc}Ye6m21YK&A zCP-=TYU+?CNbz&4OPV0XXYln%6QuaL)hA7m;;#>AK$;-M&#fV8f-a3n6QuamyfJBl z6#rRhLYkmUQ_=(}es0Z36Quamyg6xt6kpSVG(n0_vs;oTNbz%PMVcVR=jp9U6QuaL zaqU87UAT6kiWHxXbL~P^UD}f-NJ+W;wgOJkONq;g3DXynAJ%9{C zmoyoK6yNHBWDvSUWDp5)Ef_=wA;qWjgUKKg;%bJFK_n!{zS2XAbQw(sA;tAlm}?ihNO65h>66JIbm7{CZc<$5Pu~KtN{X-H+JzpvOeB6th}$}+kUr>=NBAJcuj#2|4+(K|n?&@G5ZCI-BoDew zA$UlLo7-vR4pMwxdpfa$6rb*$LFypIT@0U|$|wgZzGfPkgA`wLCXs^_Uo)M=LCQea z>KOzMQhd!>Gujx$E23^h}Y>?txeJ)vp6u<9q?ZPN2zJ_ZTM(e`03uC1C zHNAkGAtCPFo<+={%Y~#2QX;qAE+S-*;+JzV8G|ldyD(A8AlHIRNf@N~<#6pno-SOw zaH^C+u5Gi47ZT!@Glz6Rmki;8lp(HWF4=+NbxmS5iCgYHS@?7 zr1+Yvi4}C2PpTlrw|W7gf)u};g=7i|aocSXkwQY;`dmYzpv$!c3JGy@yN*0Tm&L>h zQhckgCrwC5$~GargfJl?u5C-n5_GwNC?O$kZa0!7=yDT5LP84S7TipZkdRC)%ZL$l zxrG!#ms<%D65^I~8yP}E+;VOwLeS+75`=`fxh*F^kTNutV_xYy$qy1@At$|p`*rEE zlG}CZau?x2LQ-~i>AT4e65^J#is(R>dq@rv;^wxR;292>=(35FARz_u z+%^*uB*ZP}NiqUmo+2Vhh@0EfBm}xVLqH&fs}{}6+{gTGDZ>h4d5(BMm*+_br1-fN z5Dp|H70>MjvVnwH$VtCQG@#2%Bm=sUHWa}fP}cYy+az15LdH}Fd!kW z=3TM?DfC2{S9&{9fRy2xSay&ENbxoA5d=u_H9N@xr1+X$!~nYNCI!%C4$S^4E^~_cs~}?bm4-bU;uT7d{;N%+mi| zR5=0qT&Ic9K|$dLd#6BOSo*)~Ezf|y)M+a8m8JL-o6Vl=t>wSgX%H_^9 zlUr8U+04aJe+WtqFNmu~L4Qi}GaL>5WyxJ+m3_a=O_BfB=>q5$y#az>fMm+P6y&aeO~q|-}KVL>5!ehoUxlIw!W&hTTXh)$nCMRnQ>71L=yRNRv5 z2+A(&U#Nsm|3M`Mg`KVNQ3OCSCEw-hP-&e`fXY~MeKFZ)oCF=MQ&*_0PTin#mRz?_ zc7|i1@;Z%!D(Ex;Iwq#%dd-236%_8EFc+#Q$$yBhgenONABU@;%7VhpFcv~pEV(Y0 z+?4wb7p;M+3JNp47dlR-`=M%rLgUv#$H$ahPA@?=9rWbb_GJ!aYz; zLE$ze=61QYB>8RlAyivXn4!6oZXKQWLUjeDcy^O{MF*gIlKisFopkHRl(PSG_Mn$j zgm5UPOiZB}rJ#m_QbXhaCn^m!k~AV^%cG;A#)85O%Rx0+phPM1Ml zb;>~91ceQC1=KyJj9t@gGj4=ZI^7KQ(8=7xxTj9HL%js0T(4EM0_rWvf4=U5`ovU_ zXrZ|qabH2<>*h%)SJLp5Esvgp`swrx)L&3|D+{0jI=u*`b=m?A)af-Svg9^GcFP}t z1_=tg=;zSj1iAG(2n|V4LA=UeLPG_G_4*bXrqfT*aGidIM(FfAG*YL(p;0l#ZO(oL zoKTcBNs{Z8ifTb)B>8=#Hgs}=+}3CWjg>UqZH;EoI6+}+G>69P)C!sqQzpl}a>JW4 z9-1g9%y1%filCHVuT!AB1f}epqde%;1Z85H3{8?WtRSY-pvjW_vd(~}Bq$YEO@&UA zG{VuD(CLE0dYM~#pP`evrT0{w&WEN63Ln^upfd%9WnBzS7Zj>4fo2E_RhL3%>16IK zezs0mKr>@1u-hm5sWjK0pCc&c4=J0Wb0zs*^hqdRr>CLwB>DI28R+~3#qEingDyyr zd%p^xS(1D+UW6_b6gJdW=pvoohA!4=8+3_I??RXAv>m!krybDcI_-jH3kn~iJMcZ6;f6skHwHwg+==JxzI3kp?Tpk;zWRSLRA zCv#K(TVsmfi|j5sAG%FY*hLpWw+jl(S_s`CDCPI4MbL7c7DIO?sKD+4(GAdw1Z85n z8CsbjS9Lpdmn6UUE{E>cX(hBul5hMf=pIRahO42~l6=*J&>BHuLp=iBtJ6kktxius z_vy3=x?fOuzcxb;2nx-326|9X`2KnpT9=?yyyahj9ugF0_!9K6PFtWy1ckkKE3{rv znBkky2A$r49@S|(v@xcPZFBaFXn1j=DnVgcqoBui8UsBcC~T-xpiK#K8)`DNSx{Kk zH0Vh|VQb8Qo)Q$QE`*-e=`!dUL1BiML(eA2Zk3#94)mNP|DBS7p4aIrs6bF?;XLRC zL19BJf?ky5mvs&FlAtido1m9@>omN7x>a+@aO{dk+R-NvJUXQ6D-q}Lq zPbxuzrPC1TO+jHpje_2?00Px zoo<0X(aAi?WUo$}pigxwfcEM1BD7zpm!JbWy$XG%(^lwnL17!d4jt6#4d@F&Ve`HT zeW}x1&{sNbgTB`3UFaK~c0%9kvD zG4zv82cVyI`U3hzr@x?Ibt+zo{7a{f&~G{ogMQa(4D^Ri9hzctkZSSQ93P#is*DbR8*&BP%)j>LdA7@ z1S+A^eyF5Q2cS|qeFl}*=?kcgPQOD(>+~;FR;QfG1e2;PUWCVI+cei>r@G zG>R#esQMIYtkaKBlbAAbl|On!pK}J-R8aWJ`xR;?C{&pz#WjzqATh%!oB_5F6lORb zYAGnp@NB4+pip%#)LN(Wpf);P0JRkqmUSJ}PEc6ZZBToi?u9y7@@KZ8s%R-ov2ea=p;d*@h3o?buzc1=%Q0IsH>pR_!dw%ojO3>b?O48bm|KA5EL5U9qK74 zG-DLhODA)ahu%8nL45>;Wle|r>U0^DD=0MMKB%8g_e1@4GIv)PASg8BF(|E*d9vR? zoy?Q{BAv`L`UdIL1{$oBdD`9(oo<4L3JP0e9W+d*&CqZ`VU?eSM(Fe+G*VDl*7wjT zo&JPI>r}T4F_um(p_6qo53C!jlX(u?IGs*`#_Kc*nxK<;4%R-X(5ysQz|~d zh7I*F-!-S|v>uwI(;jHDPM#?UmK+CyjR)EkC~$_F_upAp!0Ov4xO*lZs-D?_Cm9C zI=2QfmQD+yiy%&HF6OWJ#O4zIH6i~}{^Z2w|Go`}lqHSAlwTTIYJ33zNS2xgp^vYZ54d=1Cz z^-_Ed$F2=h{CirJEJBK};h?rrim&0A_Lvl3b38$W6ko#u=m{yU-TH8l*(9Zz6Al=g zrT7{S3QtOD;c9A;K}hj6wTU34baXWwN1l=5Yw8j}NbxoG$RDJ*u@UL|#1B&1yX7<> zeUQ@DNkhU1DZZu=*@KjJuBI{3gA`xWgyca=M_1F7;6aM7X-4iK#Xq*CIkAHjU(7r1)FLv?Xwm;%nNGH%Rd{?TH(t_%-c7 z+91W>W~L)ygB0KDPGk*Ie9ehO4N`o~NhA$YdS>jZnj5z4l;T_6g`7c(ztK%sVg@O` zrW+}P6kpSwkU@&CNs%!~@ije&7^L_$?McEQ#n<#AV36W#dXq0m@il#j7o@m5f~WhE zE=ch;xr7T+{B1w_ku6B^kJaf?U53j;_Nr1+XN!GaWDGmusXA1d&6gM)*JZ$DaDQ>_~`gGERF-M+T zro5a%cp$~Ub5qFeA|`~ zCP?vXx|A$Imm7!@r1-hrNRlAM&+R6H1S!7eW^#mtxK=MCMo5TT(_2Up65?uZB}7Pw ztGSH~L6_T!5Trz|<_;1BDZbUq2@s_Cnmfr4r1(941@VC{D@hNexUqNXy9f`Y__^Ip zb|7Vt+XkzM4y5?D-9vJq%W8sygt)n_AvZ{f+dB6W8zjWltR*#&;@fr~p@9^C3#t3b z40L&b$UutUIuDW^@il5sP!~{}&%_dR;DZXu+2?=z0l8hiBZcU#e zB1nkaI!}`jNbxOrhJZlIU^lmC$p@qiN!i(@pCcZS;%lBK9nhtKa6pQ0!3$&qQvBRr zBpQ%1#I@}ul7WQSrsbqxCKyPFYxNd#frJ#;qVy}o0ts<7uaXKR#MQh;D3Fj$Jh!c6 z0=m3TBp_v|Th1FK0#f{%zDXdE5Z8jY$OEJdwGGHIH*A?IWr(YJhcrNnZ^1UgfP}cY zy-OC5kd!5J!;b8*P@}MGPQisGHkvQUEEwW)C5N zF7J~8BqSBL?E@l!gjmQ)e@Ft55LfdN0e~(a)Bm54OuU>==>AWLo7-Lnu}EW{?oqf&)Yb32}4#jKn~SZ^7pT22$MR7wLoK1yX#?7YtsJGOQrS zywYDXc14%37`h_G&+ThQu1N87`-XulQhd#~j9W=aDsI7d3|mP^CYJ9RwUQ85^8Qii*^{mO6^DZb_~qgA8~ zFR-&q|HfbyU4Cb*iWEP$KNzYa#n0_eMyf~|;o9~W162}Y8<3O!n{g@$NyTmZhhZuS zaW(%kN=29d7^ISrcy3WnAp)QT#j}gdv-0jpkgGD!%3CgJq^mj#x>M2!S5*XBp;J+4 zWr8wxj!`k_t^~Om7KiRmP(fT(0$P=zOiU%AdlKZT%!B?`OY-Yg8d@W1gsU>QGP+kM zb1S2@lKc$ILib7XGb{()FUePxhaO0fYeog=!33pp%*#HCa9x55VlsDBdMH7em?}aK z>tr5a_=u!YwkXFwz;L~!k#2_O0frkS`KqeWqmo7z#LX}_cG{>@HRv%(qf&9z@zCRv z{0yr@Pe}4rHK0wBeANliW=X#B=IM)1Cdf6z+O;><8kMngj2b`%l13NA)DU_>(kMsf4p=Wr8l8!&8bdE7C>2u^ z=;Z{ts;1DE1Qo_R_K2A_UJVWzX(NA0Ab)b1j0@;`3Lg1(g0#F2SA=vS6pBE~~6GuEQ@ z(AR?e6(!LI=o?EebIDElqmX%u=C_u5$MeY!4S56lPEg8!?#xZjz84ghWuCqHgHGoD zXNN5L`=5oXkDwndxdb8GjQ!A0g2EjFK7)QvklPxcL%#?L%Q^`C8k1Y)l)Kg@Is_fI zZV4m3dhoI1mKcGJ?^~gCM zS#moq*N8c44iym;X4o1kDk$YTG^2J-> zB-aBLb%RPv@~0?0pfWo3f{wN{AYMfFQ)zC|S5{DH;Yg^Qpp@${kIXIl$_olrW1tE; zjf0NSX##Ytpm2+bQ=p2HhQ@0VO@b;(@<*E~P-ROl&d5!T$=I^U+(fX7pwRg9psIrW zn2E^TU+_3dV+!IK&Vs5*8tRsHA#}W;u&hg<>N;Hp)esbJ-Zlq1LDDd{thrFlnBpnf zkGXjUY%M|I&U1^Q+JZt0uZQaBbOTgZP-=*4#!XN?L1Bi=p!$|vQjwc-9pBMfsDYqR zbwAWlr*%*xL1BguL5&548Lo$#2uk_4awF7Kl7A~7hnh+9XPcX#<}oF={8p%ips+{1 z4z-lzI>)28pjLuH#>1cerU33U{d^1J9)P$xm5>O1H}K`Gbe9sK~EBq&t<2z3_ZFB6V_g1Sg@y@Sy& zP*+KQYy1jz)9FvBdrTR-eX^ggqDPT72@3mRaj1u&(D+hNPo2s@y>u!E^|s_bJGm+U z6;KQ6BPcAZ4%AmrIJc<_vTR5gLpIyHj^3QD_=(G%)YH5f)qHqH2PhiY#U#Cg(CopTFGZW-Ku;#X}(_>26IWohH{YSJO znjt8(@KNZjnBxCA47P|iLuX6!r>RdtGX;eiJ_DVj({s?df>OT!&D?!9Ur?B#x%=#S zI&Fc@7ZgsUUx6+V6lVA;G)t$g(1kG-*iDx`z`hS%Bq+@A6X;@{%#CR;(P@>w>5^lt& zF0@=wSg(H2oq|GD8d_m#SiFeryKL?;yizA~kKwxng>$x%(A|>!SHLJ}m7vg!@z6aw zO@LPGG!a^(((0W0k>H=s(Oewds`2(zZO8ldehR6R;bThP3l0Va1 z20bPyEbCV2aY5mynYkJB6M{n3a%huI=044vby^8Msgt>d^HYMtXZddEX+fbGYoKQY zg~qRio|WWxn|080g2D_Rf}R%?-mgcX0!hBRZ$0#apfJOY(2IgX3m=1CiYepY<@g`b zd(g{*!VGsqTXfn3y&@=lh(3f~O;CYdX!J4knxL?(z0g*jK80S_X&>~4PWz!Zbuu@! zeoH5F*Xp+gg>7i=TK$eB|3z=^TD?tBSg-G)cLk+}yRC5u+AhiOHa|i;B#m(I*U!*< zg2J+Xg?8$67}}-NpV01@;)Z2U+A9|&#u5~kbsY4*pp-uXRD(Vc6soF29|{VawtycXeLzrHuNKf}f z4mv0({P1ZHeIY2!umkj^pwvkF$;*j4L0<_9RVP7T>(m+gMo@T{yF%Yua^FqaGl$cm z?{qS^_x@g|Y0wWknLB?U(rG&MqfRrSpL8;J{{C5~SBk_E({+-N!USAsJ3|A|&We+vrBS_%ClDD1tf zpnoO#PvvUpKS5!JYoVO6CjW9L4B36-0jQ8p4?=}?S_d7a(?d`ZogRjY>hvg7Oir`3M!$KxkY+Ooy;xLOX*~8kzQJ-7oajay$l^4Q~c&;ySTrG$_fgN{~jtQ zDEx-~0V*#jR2_mU=yVu5MyEfZV|Drys;JXnP$ixIfhz0tFH}XR|DdWm6)r~pB`7t@ zeTa%d)dYpDQ4%^{r_xY$osNcT=w$8+e}YcOKs9wTH;k_pQ{3k4=c^}FTc=)79i93> zb#>|s)zc{#sxK(z&r$|J4FrX4I1p;6Qv@}#G{PRVj(8y6c&M>X6QCwKO@W%~bOzK+ zr>RhLoz8?>=rkQ_snZOol}_hCt#!H(YNOM|P+OfYh1%(K8Pr}-c)w;t9R!8%#9h;#uhSlAfKDGkX`S{$0|kXM*iWG-rg+n3Phjd7C;yV<56g|9!GgkiHHL=h)C3x; zQ!{9oPA#C}f>I;hyWA2QAt*GX4Kz}xcF-t6Dc{4{0U8}sf!&el{EYt*^@GMp8k4gB zPt+eeS<*;XH4qvrD70`8G)||X(0HB3LKAcv2TjyzJamdq6QMkv%$@a56%;;tdC(+5 zVZA0nlLdwMYbrEFP^g*?ou-qyAOGn(odunt(@bcppwNtSplJzm?^ix_rl8Qm^PuTE zT>#C{X%=*rCHLzu`}ukeI$Ka!)>deyPOn4f=(G(wSEubzzD_%!^K{w?oi8Z#Ex!+4 zASg8c189~`pF$T33NzdXT_h;X(A?hj;+W!3T=tu&WC`*woytI$>QolGOivg&bTB4J=vF=ixZij9V6r$%lpc@5+#xI9%(rE>Bvra3aWjfsj-J;Vy(5*V%2i>OA z1JLb)!dJi}&>e!pdaZ|+>$Cy7Q>Ts43Y{K@RtgGT+)qGvN%CF6PeFGJ3N3sQT4l+7 zy7{6{*_|Y6Tax@sP^fATt=6dnv__}S(7l4fHtYed6%>}$AG$B5xMA7jhI!t_{W>j$ z9?rLhtCb9NMPS3g}&(?uNGObPu#cr`6DVI<19v3QCQM zH)iw@v`bJ}(78Dx)EcA&^&qI54 zDu6!KX$!PZr&poZ=Lo- z|LF7s^si2bp#O9_4CRdDtHhr$WWQ5>g9_>N7gSiMf1smu`WGsq(|=G=opO#Q|I(=t zR9sN_d>sXqNKneY-BEFC^!_UZ;*w zb)9-bH7vR8I6HXl`?BO;35pLO(P5~jpztpL4%O1>Z>Y9T|3Gzg$|*g&RCqbdA8FZqc zu&g%FNeRltN6~grXF*|xCqi9x>H>8Y6qeN$>Lw`6uqV`Ar!)?rLxXji z0S(bBlX#zAsr-{%+olb>L(Phv6Rg-!*~l{&oyU8U2@ z&^(>CKv(PZIy7IWx1a?&ZG#r-v;$hC(|gc0I_-h3)#-icI-Nd%7VGpebiGddp(Q$f z0WH<(JLra(;!k%r<}O~5{7X>ye3gW5(y0n`v!HOasRk|6sU~!bps=i3(5*Vvg>KWS z9(21-^`Sd-Y5*eK?dOQ)95-8!{{R_W9px<{uIq18Hdh1TfQ z9lBSi9?)8ydP4W<)Cam>P}n#6LJtTEJ3v3^L7nvS3bJ)~0vJ*?9(=n+~bEL#Lmh_jLLN+Nsm;&@P?+fOhNj7qmyGzoGYa`Um9u2WO!pia%8FLY`F zeW_DR=qo|txX}vwT2MG{bcDXqsXO$oPATX+oq9mu>(mSSL8k%Gp_mHd?ugLBVaJhw z=`<4hNvBcJ&pM5Te$nY%=vSRCg%0a<4fLB%%b?$Nx)u6Er#qoPb-EY&OQ#2+zjay% z{iD-H=wF?lh5pm&EhuNa$-mqs2ig2GU;J zT&JI*5<2|?mDK4lR7$7cq0&121(nh1Z|G>9{)Niw^dD4Cr<`i!Upf_nD(F-gI!31= z(6KrdgDUD&9IB*KX{fSJ<)A7$HGrz>)Cf9Gr*=>^od!V1>vSemU8m_#4V@N4C+M^S zs;SfKP%WKyLbY`|0M*gy52&tAe?s+i`Uk47)4xyyo&JLw>XdUl`Ik6C_g>ogGRqtj5RuTCSNT%9IB{dAfH_19@KG(e{*P+F&H&_JEefg+vGhX(0%B{W#4 z$DkoPJq``k>1k+~PR~Qbb=m@r(CJlZq)u-@qjY*38m-f(&={S*hfdb%2WYHLKSASk z`V|_l(_v_WP8F(?f9X^iIz^|dP@YcJp;L9L15MJYE;L!E7SI%(T0^Jl)B!qOr;gAW z5Vx$K%3tv<>!+5pwNu1 z&;>DNT$R5i&hd;4on`6&27uoNT^Li!RrxznlrY1%Vk(F!ENg`s#%0Nk-^~6J$zwRi zB{3zdK7lUPX)kn{PWzzCExGZV*=2R+BG}nF^?>GB8l6fsz9N^iW^_tHb1h{rsfyPk z`iSiQ3Y`u>SH_fF)?vbws|2OSWNdq)BF7M8=~NWDT2R>X$3XLS>H{s%DGyqx(^_az zOmV}qn|D0@1J~#@5xQ2V$JQ_xzSK7j7i=>T-U zPCr2p=+v<$F_umXpmjQ}gdWoAQRrcvK7t<6=@V$ZPTxQqbow58RHwPMh_Q6~0D4TP zTD6I>bZQ1Y0da1yiNE4=gU$SFLjIHdIWPaIF!gCW^%*<$*)a7vJN0=xwIED=!A^bA zPJJm%ec4XkVyC`hrk*w-|5g5OG_`Q!x%sbI-D>{ZJ*0)NXMdsNW@}suQkp-Yunp6D~X6Bc-|% zzK-9Q(#T19A`~gLobWyUp%nLsqcq=-A4&18K9>AMihHV3nmpzcDZbTwm+jSsud+|2 z_*PdTJJF>o(TNn_YI-FP=t4iyXHuHEZNTr5&voHT?4T6C_wqIHg%m$Gj(cB9@iiPd zzLMf=I68bSrIl+NM}Tjn__@^~Fp<*6)zl>~k>YFW5tm45?P}_imPqj}Xh2w^OGB~} zDZT}bh)SgRGi zBE`4hM3NCHo!s0`A{de4YdVvQNIA*XbRiaz;%mB+is;gfP(+GvL3c6{T~b6MQhW<~ zkcjBglR!jD7uV`u<0($%fcKw=PGB2o}3-CWHeLJ(aBlYvO-?rMe*f#@=n1Vl>8)eIv5k z;%lZ5cj$5&X@?X)x6=tb65?8L23bc!TnnZWb?7pUq(e#{S92yohm_uKIn&8GbeTcS zA;mpWF?|*(M?&0k&L-s0WhNO%LR<^ZA>xqY9?zIQmxM!?d;*SyxVfE2z9Ge(xTnu2 z-jLGQ)m%WjA;s6sBHT!btGSSDBOy8VmA;5*Lzjz5HWK3Ib_u~oLfqUgCD+j9GGdK{ zxVc?Us-eqlLJcYYm&6=04P7!s8oJCS(U9UE-I%_DKtq=+$ukn-T74C9h7|Y6!t^}S z3@Pr>j_IojGjy3xmZ8f6q6{g1ISWZL65`snh#(^&?)|xj97C6Di7|A!juayyZaIqy zF{HR>7^bf$!_Z|35r!^HNiYz8VUOpp_!ssB{xu5R&*Gy*5LVpJ zhiuz6kw6FuZQD!$Va5Fv$hM$>{6UC+o@)99hTll>`_zk!zOmwdBxL8dmBBYw+zEeH z-XXLQlJfi1HZlt-{>)_uk%bj^!p{>>rijm>Vif5|AUxXqR8*EA|xh>SvzZ$eZY znk^{h-qoliG)IyRCN{Cb&Z!p|2JmSrCNzQB?@kq^)Ejm-1R7YYhh=6U9e z1f~2cnji~o41|_Q^2>^# zrIP%+JPf+QQdj$l;b7`%EOetJcS;qFgKm=KK5@}_=w?ao$3ip#T4u>DA{;}aGoV`} zxdU7@6}nZYGojlAh4*VZbh}P7pgRPGZFm;6+>$#OWZ#rap*wZD3|b+`e{)20pp}yR zHq1bGSxWgW@98?|Zb4zamO`s^x(T{RQ24;!46POvX1EMmBgjA6I=U6QSCTu^jBbP0 z#uV@B*$wp|be|x91dkqu?w92E4f8zq2Ly!{J_A5NQn=&#F zU4LAXKUDqoD}BCAaCa@3MJ(`cr~Z?w4g$5qersXhtRI z89`xL=E>^MO6nc2yM40yb1@~iMoX%mx8$}@wuR;y=>>v93(X_VUl0^pcoOuYpwL3| zwDXr@a?J=;=2_w|3kru6^L+0ulHBQQbQ<)EPG>-`T5@l0Zpt4VmO`&d@`pC_b3uakMM@`0F=`^F6DGeO}S_5$d0N$!V9Gz&T?D75fG=nI`Lg1*%0V(2TKE`h$b zs?PJ-mo6*oeI-LytD=5q`5Bg7%-@KdXBT~}oKB$;Z_d~^XdH^b+(>kc6PV1pkg2L9= z0F{m@xo=!soMcI-rO?rW!kcm{R92_Qp>l%4mVW{&uhS-|f=-*EV|027I##D=p^BE= z-jaR4%-vxt=`I$=sH; zhEC?TtS9L76jW0ub6eJ0F(r4K!{vyZ1ciO$Z>Wx-u*&~Jb#*FNp2SH|m|;bzzMwF} zN>Brxsz42OstPsIsT$N+r{kd}f0n|yS&!7`^ItZPl)6Y<6 zoqmP7=v3`Eq9~o}Lfv#~2zA$~36#>Q8Pr3k=1@C^@4uTxiOfKJ_@v`)RCfjaeuBAxm`gLKM;2I~|-Lv$Jh4b^EdG)$+V&~Tm1 z*zOTJnX%m?A!49W{1wMQqxsi_{4xAV4D^4$^!xEM>SRoz2pStx@*qDK8fVG>#14nG zr=amV6+jbWO3v^wG*PGDp;L7F2g=i_FlX$i>Qoe(WXb<>42?e#nygbdXo^n#q0?e= z>lJ=sErm{(f4_Q4aK=8>lK;68T4)~AJLx#;=^?jf5jiJi}}}t{7Y;HM zrUJ2olv=Ll7*Yi(zUEj$1u5==0CVN^Iw}6D)JjAOQX0ACR3=f7;;*u;LZBd}iL2pU zY`qj;!>4qE6n}McHPQqrzUFws1S#(Ff;3l7KPJW3)F4Wb;;%G5fh0kSui?t+O;UVv zUyB?;ioZ6vHZg(}pTgH6MUdjRbzMRPDZZv28G;mloo{_21S!6z0XOTC;;-gyNPr;4 z*EAwOkm73^6CX(NHBCqlr1-7Vl<+``uW3ehAjQ`-CpwVgYg&*TNbxl-2@a(A>u+0; z8%Xgrt%(h!_?kAP22%VLz-+m;%kPG3rKO- zJfw#b3rO)b!$<|BxHvgIoKQfDyILbXf=ob)`^A$UNhBbpr)%{n5&LSr29V;n&LmO*DSg~>CKCck@ikM(0HpZsb{Y|Y6u+jYlK@EZ%Q=Gp zK#H%KO8@^UN1l)R2sk~B?tdx1=1hA3rTFDcr}JNm-=Z_<``zrPf}oO9{+m*Q*k>GhZ5YtEz7Uy83epFaPDxK>|4mw!TB+h)<@ zpAc7bAszk+aWxmw-!H{qPkb@m{Zf3}E}^$yNU-(Im*Q*I(t)qbee~Z;iCnAir~6))2k5;|h-<-vblywx>$8r&dnvxv57Bim#n(Jc z&%G31^9UXHQhd#N`t7ConhkW@>+&eQ_EHABZLpC}dntZ7kI`qZ%j0y}C&X=?C+M-4 z;+M0D4tptsT+L?s>!tXbC+V)2;%lCww_b{`d7938DZb_z`s#Igmacj!gI(L6V>C%Z z+;)4O(Ig3RH3f_&Nr;@kEzo%>RJ%@+FhrTCgx=-Sui zReJWN3~{Y~jgEa?w$iVkkd!S-zfQM)LfrbiL9c#7T+N$w>L`|I)(7WLQnfNcZdsF{yDYiR zw%k;AM>C$$YgdURQo3RRdIHq__x#+;H@;c}dN&VvXL=QphCAl5}J0@m>B-d>ft*7cy zOKx?t+i(-KQBb%delzr#B)_a@p~qu#jrWJ)Xbbd&pm2TVE6^rMe!aFrn=SQD&d`jB zc~X$?zKZrhPg!zn%E2Knk3NN-78F{z4|+yW7%p=FdRCHO<%7_3mfZWE-G+Zc&kG7y z-~R;_Na~+sUs0jLgg-GQSGg4QqE4lumjs1nm4#lG{P|6=F&xdvh3RM?D z?^$vkGudU$hIR@{`K@sUv`bK!;nmRYn364A0qxPr46=D&Co{$dC~V%3pf4@C&Zq3M%m|^c1f~3^(u@%LT9W@JG9!e( z5frw@7tptY!q@0m(077D)%Vc%I{g6s5L0qP{RJJ;$y~qoqfUj6A}!LX2=uch*Qb=- zQ01Us1clSN^3bo6{5Grr9oFd>=(hx=?4A%+gnkzkHdGbp51q`|tUq-!W3&E>DY*@6 zLx1a3ANog7*rUv_t$!0_+ny7dVO#$t$gP(dww04-PW4?ES8n)xnXy@gbTVVJ3JVHb z!;H;3N~iWv5lgNEEc;dtfr{!h6e_0EaHzPT(D)Hhi3Fu`%qtoRmCQ4%?3)p`;V7t7 zf=mrnqoLAyM^=SZ9s`xp>160=oyI|B1%<|shsp^G%Q_V*uhVHz1)a`>j)^IgV_w-U zZ-%}dn`hT6W8?@jUkWl&X}W<$s6 zGzY4t(_H9yo#sK+b(#;=&}jj5f=¥wH$p$?WF64XUNn3aGYDcR_V@S_Rb=6n2}{ zP(49m^P0+5tc)Ig`TP(z*WgBs~{Kh#*K2cRZ8t%I8Cv=M5i)8kO{m@+x$mEH3D zpcZ*%XLG;Svq!f5P)nUYgIY=QXL<*r){^{piW#`sMo`%DUqWqlGGjX1>GU(yUMKS) zfew~j!?NpDstA!&f^zIDDh+iK6k2#RbfTc}F)s(5B*~x8SAaST3Nt(g>Y~%JP**|W zRHP!*O;DI&C8)bjRiKohFvH`Z9+F&#VN?_9DJU$fHqw_d4M`c{ zAAW|Npgws=QkY>EsIN|4pO>PKJi)G!`1F(|BlDOqm?>%DyQXXn3AouZ)o+Xf8A&Po;U# zNI_w1EPzG{3R`0dG+I!oS_X~L=~n1uNkdaP<`vxzjmL8EP^el1P1NaL=oFnEg7S1)51p#h253@D1v%!GeZT&KCg<5zE&$9w{898DXiDCZ z6dM08bec|uijq+2R17*prxMUqok~K}bSeX#Y00%YyIxJ9={mK7W(W!g*gnu%g2F2I zh0fL~7n-S)xu^O$It_%*)hUAVbs7Pkr_(6te4We~_X~6y3(bltm1ADnZTJ#&VV>P3 zQbvxTm!XUDj-+tx-2z>#(<{&=g2LuC52v|QrybB`fyTmW6G(=6yZLE-(n3|g$y<9XdS(E!XK`=uVy1Lo0OJ z0IiIvAjiD2dsLZH8Ev;lfSr$?a|b=nBMq?5TF$jdrC4sFrtdFU0L3ZPeYdI5S(r3wLsPWzx8I_-zv)9G_)r%nf< zT{?XQ?bhi#Xpc^Zp!aq91^PgzU!f0mIt+cJ)1T1CI{gKG0&yMAUjB-&!}*kdO~~KJ zpInENo5?Y+?3Y(F5|jOT<{PTNl_ThM=zvbspwBD~$mEz;c7~5apXZqwMj0bVP-nW8 z4(1seY~=_lfWELaBxNl-!}IuE_GL_&1RaFFvNY7n5i^|1>Fd`zT>*Wg(^b&7IxU30 z6BN$a?}omQDV1Yh*~VAoMD&L|v&utLMvfr!5XwV&Dm8pLIGL`bAJU zvpo;`H9?si^NJQghx61HE`oj&6lS;t`dv^sA2#>R`Xi=Hj(KH!w_fA?>d!noC1d1> z4fO`}SDs3Tpub}(pytS`5v7T-@@!Rskt1f92mPC;(&^BDIxT>5PF1U}g$n7k7%HsO z4bV|KonM9+3*v)Zl)vH+axwljA-_0(&dVd|&;*)X-7om$>b ztq`UjW2YW#r&bJ8E7_@)?bIq^YE?V+I6L)!blrEL)WrAq@hcXvpomydKzbMHh=PQA zfhF`NioGESQba_Q3yNK;ND%}JDvAYE1hHIu@4ffldqtmjl9}1>C%^ODKe*StJd??6 zHoJSy&Sc+YD@z*e$M0-OgBq#UO#Ztx8S>;OJQtEB4QfF}>GDJNza&c<>@O1So&F6SKZbH7A^54Q#1IQA5S|U`J{iDz#l}T%a4< z!pYD?rLK$NTxe=bW$GC!EnLj5lrvNsI@yhChAmYnW~elEF}qXCP-*O>Dy0mS=1%sY zlA+>Tt41M1#rJwo>KH1%wY?}~sQ8$@sbZ-3n0+W>sQ8%b)G$=qx?b-~2}8xl>_-Jd zrL~KxK>|OwmH+AQ#hwnuUsQttll76(7@#iiJu? z*IIK57PcHfy+Wn4i)lf*LdCasAk_+$LtIQtiWMrIoV21=q2gm&Q>sw$J!nIvLdCb% zmO_P!k7-ApLgi4`gZ7juRD4VasuU_d<{*j`Dn6zoH40k}rbMCQTRVgbg^F*j69ozt zAJduogo=+jl=6g%kLf~nLM19o2cZyAoKW#GU8zl|_?T{#CUW9Nv^$lFoVfk;pfI7* z)k#n45;<|L^`b116BkoTRU#)YrZ+{2oVb`i)Fg7^V){~&$cc+7P?1pS=A<75iJZ9B zV(Jkp-Caz7$`LBQwEK<~S-3IdL(^Q+UXUi#dV1 zgGw(aCsKA$@%uT6s)I@|x1WY)T6%KIU913psK7Igi3ZPF&ySP*=!_ zi#eaNf=XW(a{*Nal|C-!LW&A1KIS573MvH`b1@|a6(4g66$KR^b14M{6(4gM^#m0k zGnaCLijSE`H9^J4%%_;3;$s$2OHk?OMrR?V1eLz-NEcB_Q1LOBQ%F$pJy=W~LB+>h zK^Z~C$1I_Wpc1>jEv1N{;$xOkLs04OVwO`vQ1LNWQbAC0`Mtsl3J5B`*DI+XsQ8$x zC?Dj+^QaQ+p+s}0r4szo9wuZWaE!R^v z$cbz12C4=*ajo4*(I6)-W-T>?oVb{qC>f}@d}-lkDh4Y4NY_y?P#NG_yM=mzN`Kdb zTPYW)_?X+M7O41`+bI^P_?Y$73RHZrH&7~2@iBK$DNyk-cTy-&8Q^+-7j*&^AG47% zK~BokK`7i!l^`dswM`TWR9p_Xu$dZx%0L%$4mzgeXp+cZC(DmS63Ir-X=055J zIf+V=pThl=2Xc}^N#Oyi138IODwIQFlvaGd-nHiIl@=P9~ zqL338^C$&{oVb|Bs3+va#XL?qAtx^8391RUJV`M@#UJTY)Dlz%xz?Vhl%O)$$um?E zRD8^{6cSW?%yZNca#E816rQJypfbeC3sezQd}}XKL{J%0mbLa0H3StO^D-p_l_60U z^9mJ&oTN}vc$ES|PF&1u)DLpvVqT|wkP{d42GxU{l&3+-k_Nx$#KpWt?ZB3|DIMgb zENkr@DhIZ_OW`0VBCOsHPd^d-y)o%%)^YdUK(uhuc>&CH(*; z|DYsO(p#kD{^!!jy%@yFy%-M^3d5V+i?O9m$-Nj`rR35q#eu3^f%1+`$>j1jHYK-d zY->|;o5pq-xq*t@Yg}9#YA+NzUkBcyW~sU3+kd&aNS7mJQ1bj{^#OK1_Pk3N-mcY z4}!W0g&q!py4y4i>XDJ}p?hJAkA`~MbPUu>$#?#Es8nfaRFeF}$@frt3xysg-$UtR z((J3Qy$c;<)BDh|Lg55RZsB>HQ0PW7LI3!S@?-cfbb?JK+fov;X?y4-n<_#l+q4Tb z#-_^9DJi+9aB<{oLt|}9=ADld3f~*53!SPoFgy0R9yDGk3{-t+f=$V6_0w!h=ABOz zid+^WPUf9YO37WrnTnS_aZBRf(BvFNsl~}1Yo_GLMfHVFS8|`O;{r5QC>&P|ong}e zXqrufp)-Xd|AbAZq)!(L`%31WpC#l!rNqhP@)<%QDw#okwoRjankf_}mK_I` zrQ|Z0;VXpk8PF`D(2ZmU`D~k#8RX~MluQ#pPso2KF;1q5&k+jyDud3qDVYm?flxT3 z&Vw$@s4P7vif^PZfi4mX`??Ie*rs{VB{nUDF12YfbeT}(G7s@mXs%G`#&T$$O;=1&#}7eEgu=cahnCv( z1hgz8_fUqYWTy3Uo041PUTITuAKVo-{R*wL=}+h?q40$L7h08)OQaSblw?NoYMYW7 z$yW;%FU!z1LgA3>L)Y5W5W3E$=Fl3O+CbOa)E2rSqx{GxlX`Eo>2PSRQ25}J%=f)X zC>+<((9Jd-3$3&1c<2_JPJ(W=X$*9mPF|jdOb&3c%0ln`wgKmywjjJZJG|fWz#v(+cwRD-mxi}X7R2~=R)t< zbOH3fO&3BRWRwj;@ue-9y8WS0cse`@eIyh{<0M(9+Xn(C!6{}Kid>Tzu43t`qicZ&~G*kf_@i@21n@w7Y~O15DJ|i0{tlz z4KB-~MnHdMlx-;v)Me1$HqC|p$*4SSrx^7TwAH4Up?_`q68g`kuc4CTlC1t9;zS|M&oB_Tbq7`wzKIEXnULfgm$p$FQ}qTe?ygQ+6wJx(|^!THdUxd z-6|#b0jl_*{0{A6(_c_!oBoD&6^eZFb1Sr)P#E6-pei<1s6_S3rtP4rHf;~>Vbcy! zwTz9`NHmr&^Z7-(;s#zOnpbShL`C|u`HgZ32)`hi zl-z?`yv`rJEA=m%j)i*KbR5*nrjwvjo5n!BZ5j*pv1uIC*QQgUf=!d5enR0@k&{UgthR(2Q z7igMIRiQI&+5?(yQ#I%;oA!og*i;)j+ornEIYQy_st3&!3XfL z&{CULLCb7f3oWH|GuQ(x#&oBBbI*%U*M z+teR=!luE{lQs>7p0a5e^t4S!LC@H9BJ`|HW1#138V5aZ)2Yx4HcfzDwCObHC7UKf zFWWQ;dc~%x(5p6`0lj9^4Cr;6W+EV^leK2r*u0kDPv_6<=&OeP0Cm{ErNcq zX$|yaM(%B1DEB1m7XOrzD;pJaN8_NMZJGl8l2KXK!|ZG9JGy4hM{t~pUlFy2N3T>C8vh>*F zk{u~y<)}QPZJ`}9%Km4*r=9%~Ur)}tVn*5jT$cF{I<}pIm(VA-X7X5M=ol2s7j7X(x12!w0lZE0UNq;DG9x* zHqD3j$S6wNDURWdq+hBDg^}L`?I{#S<8^4SjLNbG!zsE$HOg2SmFM<#LIcWJHqC~r z+w>*0FOecpLI7JKje8HF{EGJ7RfjYD&;Cb0#$n5zW$w=KMQn z(g9&>i*)OO>DHEEYpZl?>vU_Iu(fTvwOzWkec0L|-Fi^EwPVuDt=`~p58~OG<7k1Qx~vhAIbtM&0S1& zssgs`OHn|jg^Ssbnt&}eC<&Ry^G;Gda6o0CtNGX+tP$8fQoOeDMbL4 z4z9Ik)Bsd`Omj*Awj4kOK*hJ#f&zewUzzbh^8dE9B>k`AS6OUD_TLt+{?k+rcE{6( z+`r2Ite7}m#mBTG^KVOg68|cG&BhMo{Z+cS9vnp4U&Y6CB!6f}ve6J57=Wk0V zQvND_CBx2S{B1duguhDUdfkP5zluMeh;+X#UCH*V_}03S>{oHKy$jvR_2;B4?Lwgk zseW5}lId6J=6cgE2B)xCTAhP>8ar+rea$m)-lsAOjzKVYh9!hFo#Z7Q8 z3?s8|%Wx9=D!p6}Mv&Lfi94Q=r1fn%jI4f6Tx+99>Z_DGIh>q+PTYQuAf<21XfpaL zE-g_wl7zmB-_KFx^HqAg9vn?NU&Y59LpI-*V@c+#_#PZbEi?8BWi93ZPzKV|-OAcSf$BZL|Z_BA<@Ksy_ zs4$)ceokE9CXl~ZaWhs6r;)x_adSQk6UpAI_*K;=k-S&&F_X#N+cJgJy)CDcxzCB~ z^;8n~wwyuUUd8uq8fkl5&LnG}6Stq~B<*cEi=4eJGf3I1xXEUPv&q=2xVeFab4b|R zGLwA0EoG$ZbK-hEi)_6uvq{#g_`aP>uHKgONY&dihfIA=To2ACQE$ryby)BoKq0dQK*4kVW^tQ|+KcAEGEM`9G zd0Q5cowsEn$$1r*r!6cZH*d@3q~>i|OlCeOQP#IBNX*-^guJ{hOG(SyvW%>}Ez3#D z=cFv_!Ik9XZCOD|-jvxsQa!yuvzW zl|ZGD`*>Fx`77dWOe#smeTXZK{Cj{6B;!+YAJxK5T#}XTzDdP>gevamep2zNxDQH2 zd5BEBNHowrZjX|PPsM$N;+{3>aF!GvBM-0QV;(0BpNjjSR2uatOM?nek%d=r>k1W~ zCJC?N&%+6_4jdGVrOmk3&Uyl?1#<7}3|rzpD&#y?&kayDe{! zeODP+o*n6%B;QkUAE81)rSK8CcNM>%k4e3Ygv`??WZqM8ACyWXKW<-=cvtbSe_xSz zKOs4*LX1DFz9#K1687^AS@%@j2PGc4^l(ZFKaq4->E=e~XL9Z;{tWqrl)H*Q(qGBA zr{X?bl}7%3_unMkMMB@Ul5bDNuVm#V-hLbM?KbTI?POC$Xy=sN=PT9$$POv44DF)i z-V3E`ZBwX0C*VO3~1oA!XJq!g8;KjB=Bt3$gB`KM*PFH}{@FLG4_+C#~m zlyOa{nv#1z5Z8kCRPv*-KeShlvaZIpp}jLI%XPjXv`4%Nz0lpaNV0JMKb`QvH@)wZcMR7c3)W-4w2 z)y+}Xa@-cGmy-Kj%#$JQMM-=JR9|UOlv>;wY9JKGunW}CrU+^zMW>>O*5bZatcY!^V?Gs<^<0o22$g;39w+&ixD#wWf8>ZRl_MAt#3LgA2; z)e(E!bOY2UqkIoHLVazz8!8Be=W?>9Vm~E+(M#4;j8k&2(yT{Oo(^>UFw|ctbpA1D zfK87>1BD{LuP2~EO8&B(tlu~|BX`KYVivy%4G{|6cn2D4)4R|xp)eZB`i;X=a;cl* zGv!BUgiXnEiz742KPWp_pfqIDF3>2U@Dh-$#CUj)vXM(9uf%nbI6OCZ+H-9)E81fR4>5|9JI>j!VhCzbp>#Fz9%j4uejx zX%uv#P`Ff%hE7s)>4f-L=;V~#O9^9GlK#YJKx2f$7$yr0o?_G4&{&(!fyN2>yKBa? zp;I$*0~PkQ8X7MY-p*YOO-RZ0xj2UFpwn!+9hzvu@^LgA14yJ#19J;>c}7uc#dAJgHqE9jL|tLi{m>GdlEv1R z+Vn8A%%(@6<_K8X$W+SP#E6f(5*tD8zZ6HY)Y1cyWOT_Ik@#UjfOVZbR=|#Q0QT@Qrw+F zp@+#zad+92tQ5D=rW2sMZ8{O!WYbt^vrVT%_t-QY+LDrc|6E*`@=54ko1TL16AFj? z40OLuFF+62^deMl(@W5UHoXEpWYb&F!#2GQJz`U`qS~W2eF!~fQ?l6F<2EIWtvz8= za^LbNZTbRw%BEzAwx@0S271P(@1bXH`Wbr8reC1vg~G>*KcE+K!Dw4x&ivtrnS&-Hr)#SZqr@RA2w}-{*&W5VmbRM*aO&3DdY`PTM)24;cUN$X(_O@v$w2w{8pz1a)hxWB;CA6PSS3xyw zx)!Qw({)fSo7O=4+q4#{ZPR+Fj!he&x;AZr>e+N3RNtoip$0ZR2{p9oX{eD+&qIxE zdI4%;)9X-Eo8E<*+4LUN+@_D918n*fYGKoM6{&yOR1s=v(~eLpn;Jr`A-=`ZhF{sY zSlaT}=t=GPw{f_aP4Viw51F*~Sdk+4Ma8%})FCCGn+GDJR?mC@U)K4TD?u22B zRWeBD74=tX=wkRdFhHe}6NYo3ijU!(8>CXj#W0wIRjN5*EQhGncCsV&8x=njXeY`y zDs^4V&Qxzyd~3Tla=mUwbw;rE^L8Q)o+3M#aapqb8%`ABFamWK?`i2P!fu{!uuHf{cof z=}0{$CuJqcPvKz7F*!-0q;Lq;n4FZQROm!8M#X(YsL+{Oj7nD*b10=46(7@uN{ov8 zLQEl|5Tnw~wbqq7jEaxxMj1xMe^anKRTvc?(}N<6ijV0@4MxR(AFvlC7!@B=N(Dy6 z$MmKEqvB)wP=8VJF@2fUqvB%L=pz1)6=QFBr8F~cdjsQA$tLB&PI z$Bd-ll9RIRcn+i9qSD*RD9SB4aeX_SYD-RB%n=k@a^hk}Q)|hIi#d`~i;ACZa}<>p z759CI!qF63RNU7%3dc}qQSmXyQf5){GiQ#Y%A(?9j;F|?(%1F+1ZpfQKITM9EIDyw za1s@koVeCbrof`&@8~{;`ihF*&nc8wR0g{JjHSAw;ywfv#!*~R@iC`TTT$uf`Zk`@ zii(e!KxIY6$DBrCMa9QVq^_dkzJF1eL|H|}$4sWGq7u8lO`)iw;$u#yrlR7$^iY^e zNkzrSoIyoJrN7(HGzuyzKITm7DJuSvn@%}J#mAgQHATh8%%GT};$zOHmXZ_Kw{s|^ zDO^JJM8(HkO7TQxaCsV3 zxQyC~ijSE~=_Ds^Kl7-Z5@IYko{ zAG4U6iOP`jthFmBnW*@fB~(mQe9Te`CMrH=8TAqsAG4ftiHeW8l4^;{(6nnMg%uP_ zRD8@zY9%T|qwILDqEw>dV^&cqQSmXWDU_)An5(Iis0=O7_Hzwo5)~hFEmaZ~A9Ec= z5)~h_h8jsu(%qC4uBSwjlPK%K4OB>SQl80;6i9MXmdRS`BRO#~H&Gr@86IUZH&Y$S zNeU%}breT(;##|f+DJ}Z%&nA0a#EI3;WjEGIf*j4ox(^?T+DjvA}S-&kdnd%$|5Sm zUCbR+MO1vuofJh>hL@+!74D)Ya?<~1m?9suk&=ilcT*9uWfKLFoJ84vHd7DDNeU%} zdnkwG#Kml(8j=$ib1%h^oVb|#sD+4xT-yDVLPVkwF6IF$AqW}1o%xkz_;%s1(UU6k zFB#2h*=|cCzoN~f)H9&csG*avm)9s~q~cO4#a!M8R5L^(|6ct=iWw^Y4E=~&Mk+1y z`}u-WMk+3$QQXh3R5C;&|2gkB3K^-i&9}CdIz}pCMwmON;+?mlj*(JSmPQq)akPN; zNy&Z0ERBYhr~gl!%y+4tlG}IaUfd4aS18!ttu!E&k~o>3Qb)->i0Sl{x+%GjhuodX zMGYgWo{&FX;$)&peWA#GN{W-&Bn>huOB*VV;ZaaSq44F|WTHtUrQWU^$wZUJDY-ru z8$20ml9Ah2)XPOpgqo)0wuJI&JQ-@H#7D8b(lG!8& zX5@S5_caS@nIpHa*-$Gb_oR=Lc_FQZLN}6mA#H@BVXnaop|(n;jxL7U355nPf!e23 zT9W=0M}9ffA)~CFA|>-e4ibvodye=3x$1cfey{cb>3f70@PK>_wYrio09u19lru~7YaR0ri}Ek z>20W|P04JMUP6(3rxU*im8RrA{TCmvpP=40{S5UHihSpj*(7~4%AWvRp@L2SLj6+m z6Eeaf?^b~VP)ddLTq~B7;-nDQKO_Hm`DbNqXn>MG=j%WNg~Gn-LW6|Dgp3Bz;FR2l z`r<&fhK2}*%U2s{Xh!+b=mZTDiu}dAGc;T%^zcwGQl8dq>z8_6Ay+C6ABFu zfktJN@8NOK;Wix)9bwZ6(CC!hr|aTCodq44lKXgF8hSVvI!bA1)}MGDbaal&OOl^> zK6H%IKu612|{5Elld+uW)!9WbMcVhfKC$f z-`0tfi6$otg$Cb(#t4PEYsnmxQ-nfPG6!X>P01XTaT#TYQ|w_f2jx_ok~t{jGb+y= z*B;waA`%Lh$~~del>9|+FKD7odqb0y{Hw!0&}5--$aSD8Hr0ntw<(!}GS#MJ4$2ue zHG-z4$S>y{zXe?)6b9-;=+ca$v>)`aJpCiy zb~_448I@%eqIQMm+O!)qPbfUUc8BH*g$DP47TAOhxglpRj-p&SM+ zwkeq;afMCEB#9+99RV#B3Tq@MGa;4OJpkP%6!ujP-7XXwd=OeM6jB5aLmPxb)ML;cHa!R3X;bnw zy}N9B4cchaJJ8)3m1hGLy76E|YE43s%bLZHLYr-R47x|jkNmUH7Mq@f?p5*`nCGGU zghCHrfbO^HMd$$`{{^x5C8%5|H250ypisCtya_!d6r$dT9=7QN=nvv8G0&5*_jYmg`O4)hg=tWMkqAc8hSQIuEDm@ zb2*CAvo3B2JuejY)d6}zDD0~v^rBFR>IA(c6h1pd(91$0sweb{O}(I3Z7PLcv#CGy zx=ll&H*6XXy_r!qKE)3{+wDR%N+@)G2k32^Dnswsv@7(kO}jzw*_7N2;eDI-fIhIP zI`pAUwV;nODoam^;)%VgGG!^Da3NX^eIgV_<67ubp>V~%9{NluMBM~^Zqu#M7dG7n zeQDF}&{sCChrYIH1N4necS7IVbQkoUO&g)_ZQ2C=VAE#kN1N_}ezK_?`q`!@p1|X#rHtriIX+HZ6kovgrzFZ=04v``EM`s&3Pj(7raUfcCR#B~-(v zRZvZvRztOHx(3?crfZ?vHm!l`*t8a^Ytv0oJ)71;^@YOOdl%F|D4e33p@ud+3^lUp z5vZ|Ek3vmsdK_wM)00p$o1TK2+w=@{fKAUrEo^!oI?$#Up_Vqi1hum1WvF#VQSSZ5 zKN0mWn@YM;|FUTtsGUs}p!PQH0(G#dI&_dtouH03b%hSLsV8)ZO#`7$HVuY4+cXk7 z)TU8T7n=@;BAcc_U2QrW>SohSsJl&NP!F4CLp^Oe59(#pg;1$Ymq5L3x)kbT(|o9} zO$(rcO{<`OHm!kTn{J2t+q3~1VADoupiP^hK{nk34Yp|uG{mMyprJNB4h^&E323-Y zPeLPXdIlP4(+kjHHoXLmvgsA*aGPF(j8D$k3h6T z=*B6~1e@kVrwRG@=kWq)qLR;vErcd1`6SyCXtI)zdK{XPBR3jfK&NMv9cl4>ehWTg zPZbJpHU>gxWK@L}PF+2@AODK$da&N;K zDgB=hDJ`p0#>yz`Sn;?zs7! z`C;n?>DCL=trvx@7pGel07)g>*5J}ql&AHCwK8%t5V7BhiCFlDs`Rk zY`s~fiW3r|>r{LU`OsTbs<{}RBe$yfn4L)TtN8Cc?o5_n#mDg6S+7#V?T5U@1{EK} zGv^K!AF~@7eia{6g#^EfkKt*vQN_npCB3gw+x2Y^vimANrW(n8mHIAbPjdSz?hBxW zy-4k=_<6Xz&%Rfsv1@G~68kECPA$*%`&E2v`;yjIY3W+qkF36mZ>B=S|-IcY*3-xFzI;}A2WpPd`{echLW7miR;@ia`P(PoD3&5uj0OxUl>7VUd6|Z zBr&hzKCBcDBQLMg&Gl^*X?a@?Co4bZf8Ra%k3NMXNXo1D)<%<)x8+Du^0pjBMqb7D z`e+jJDtk6Ue};_|{G% z0k7g?CX#=*WfJN4oVd}MO!hq|?ntMQe7EIva__cGCH0;Yx1Te}yywL2XBvt3oVb`X z$-Aq#SptRWq}^3|xtO!ax~sSkB83?w-EBFWoV!YI*SB*>xvTirW|DEwiR(cb33pp& zk#AS=v+rk^72mh>NVez1^{uHt=n=1sdW|K+7dGBD!#R)B-U+NMqb^P<)qbB z{C=(^tFGervx20$N?$hyE6J(n#Esikq||L$MMmA0)g;t&;`Vbj`ShH){aiyjJtr>a zTC(XmaWU7COwWmnSwk*e#mxapX4@82+_a3s4P??){K^eCl1NwS=k~LfJi3aHxrsEo zO6+=lGg)*M--C4|(R1SVa|=0iTW%$VuHyG|8yR#J-|O2+psV^%6#4a> zq#Y$bc^Ufq_LNvqrP z3R!hqUL~oXld|+s3$Kw=&xt#p*GZ}8#KpWpMm;Ak=1mgnw!B3?JtwZUx0w}U%R5X8 zvE^OngxK;PQ$lQcpBW({As77t6GB8HpK<<>`5?A@#B>mZ`oM+!%IX6b@z>}{7xORm ztA-`%Pq+nb;Ws9AKt&1r|D8DiKL90`8sk73^ccTY%wN1UCYf^G4vf`aWleu&)!L z4MJf$aI(U{9ZK%v6pw-KRPra=DbQU)VP9jRjVVRhsb0LKOoZ+h3b#0$1Z`6CSAb+S zgUw3*kf%WRD7h?Ax|+cjq0qx*HG_MF!hPqaLHA{ponyt$p9|eD6rL&PK@TXox6tVg zFw2EPH_j*OL7S3=4j!^8S?J(lq0sq@phtwlzAk|twdpeGF`MQ=kEi5vqs5z*Ery;@ za(T`83g}5Cmr9A3Ku;<8Yt&NcX`#^h<`3OBO533^q@pY!XW*KE24dR@tV{EKge-ca(_-rJxz zmE6a#_;%vUE%F3h)T@iBM?pQRq{l(2d8S&xFFwq92Do zSMslVPe5M?g$AF3z7&f5@IC{5B^08bg}xSw`~~(o=o=;fP(BZRD-;@h5&AAAcgZad z)Vt94HoXu1VABWCk2ZY>{Uj7#d_RJI779K51p39M&!Asz`W*UAC=Blx(C!~v{lK!Wd9BQD-?S85AswpF~xlU6lN_w<=UQCBO7j zN%|8vf%aDNW7rhhN6C+2au4L{N`4Fvfc6y%$JGkjPbi#h$uc-KQgUT5o_el_$yzrx zg+hbLS~si$Ki0Tg2wW%jm&!$qSzD>QM1~&D98VZFM z-@Z^ICI7y+05w+fk5@maNsglI1c;%gHYNA0ZkAD5`ac(6ZjOeU3;Fy?d<=9zj@-VI zm48|Yh2c$B{yEU5lc1JDVTq)Zp;k)%ebgAJwUYl(d7lU9V8Tv>olmNO%tJmbL4tB89GF%zoRKoCnf*tFcs=-)0xnrDY=3v znF`n7`A`?7z9s2Td@&RWg+sm+>T1(vP&c8-e*jO`cj~U>uTjbRPCb-j*TZCer=Cjw zkQYF`Y+4AF3Wd&J4)qoaJzNa+5eiXDpuQPp9VZIoMzV0(DK@%OY6dLRdU1HOr(4{tYfiANtg67)P9hzrTPiVeS zc-1R~76^sT_l6eQ)CXE*Q(x$Ep)gR%B$vfPVPE~AD{P9PB{mI!mI{SOc_6e*DC}zp zv^=H0?pYaVB6Ouqlb{ts;ki5+S}7D7Ozu5+l}*VyeyfDSHEKGvS|~JlHgvU67~XTB zYiybcT`LqCEQ7AIX%@6bC=Bmx=z5{h;JMHZHqC)-pj$G^Kh1B3ZnbG0bem9kb9*avyHM!H257xd6yCEz8-zmCM(7TqF!Fapcjm}l zDmOuQ355nXLmP#{7~TWjEfk`*K%0a@hVubvvrXmDJwlzmoq5^C0jvS9J!P2Kj@i^@=u~iro-;O(^WEDfGHf z)ZdL^Gw2PW5Y-%dQz#tr0nl4EwSe9h3Jtb|-Vq8XKx^n-p%B#;de5fz(EB!ZfIbik z`|1dNm?JkDouQ9Xa*tr~D-dI#kCpnns8gX&ghJ=XL!SzTF`NK>CKRGhgFY7uQ4^sr zghJG0=u4sStUMk1N+?84g}%0F2J}rv?)ep7Zmxm86$%Yr2Yn|LK0L00zE|q+#_)RR z2PK~(xB>c6DD3Md=qHHs}|j@N~Ex`c=v2DmOsCDY@@j#+#tum3-%u6=nYr z3Z1_X`co*pox30UODIG=0R3%KIrNWEXz)R3t59h0Vd!6*k~MGtv*}T&WNcFZaxam^ z&nZtp+oa@%u1FQPr~YMAC1_ilc7(RGX=iAAn|6bC5DJ&dDo{nCFdDlA~fy9kAD)PX7sh0fQ5b`=Uy$&$jm+0+24A{4sO5ZYZRG}subDikh6 zO`tu5LR7MRaW$dvhO-5}w%Z$EHP4U7_%JEr#j|g$9>E z^@YM{EQJ~fg{T!!L!l6L71Sstm!d3w+4VW7u}!Z)O_clv_6?}1(g63Mya_cE3O#%u zYHrg<&;d4m2DPy1bLc>uzJOW^h0*vGY9$nU_#4z(D4f`TKy8FV)SpmWoBo2@+4MKm z-ll(`4mSM@9c0sgP)D1#*@60(O%)ra_&B!f2cc9ct70P#2pn zfFheNfx6ms8Pv_Dc~Ezu;&U15Arv~l9O@|)F3VRzy@W#4DyY<^tD)XP;RoI7mP`CoT0G%NeqF#ljrR2&(e4>xi zQ!BoHC+c59A?ikGx=`rhTIejH5OotY!={^|vu#=jonzB2&`hDw`P-o~q0o&D&@7wo zhGyIJFm$d>PebR~^ei;TrstsZZF(NMKqws73($o^;kaIeF0$!W=wh2*hc2<{E$C94 z-h(c)=>ur4O{${mZ89p-nbbgf`n$3A)FoouDl??F`*(({9jxHti1GZ&Ow10h_8pgJJ!sQ@ z&_g!WfF8D~CiI9+heMCrbOiL6O-DkH+jJE4giR+wPuesAddjA=p{H${4?SbkBIsG0 z7DLb3bOrRhO;(|gc|Hhm0zWYZVW$2NTleF8Bj z|5JWtbMimquhEk}=U?XJ`|qBGSEzQBZoj~a<%94|yl*HUe3{b!DIXj`#_21YMnhlQ zbQJWBO-DoDW|V(H*$91?QpjQYvVJ$x6yFPlC_Kt1LE8z1Pd&*h<=YE|sAMVf9c)?-RZOY)+18E5Rz7Z25(*7oyEA1h zn{I)2vS~fEvrU_zT{4Q&VJ&_srP1z`v4lc5UWazI>0@X&n|_6=WaJ*N&|rgll(B3& z466G7q571uZ0gm3GL}tKp*?MS4%!RiVz@WIvWww9{55(~b^e_*Y2UDQzjSMjbZgD9 zwN|=y|8#5Zu(eLQwQjn#Uf5bc-P$1C+AwTwlx}UDZfz2_HchuSOSd);TMtOLwn(=g z7`C=dx3)^Rwhmj{q+8pjTiYdDS*pA}zq6&vJEVG0^51SE3QsHl=p;*(cZ7=4<%jfK zDM^+pKUgI4i@R2!QlOHBq)U}|Qfcj4Ckir-HyssSp#wf!jusQ7cV zHnjj1-x?n)N2&N2-j*G%;+F&GdU%A2kKuASTE)k3T{}{xts8@eQ~^|cOe2Z_Dn6z$ zH2@VK(}WU$ElsHa*wTywfXe?YRepks-_HT0|5bcU3$p(zKITA@|0;gj@s{NNReVe< zQvWJGrZt&=72kt4B>q+YXQ}d2ReVf4(*7zwraf7I72ksnB>h!<%t7S*ReVfGQvNDF z=3p}ZDn8~A68{s!vMdbQb{37OEN%gDv z*1D1DSMiIOcPG)W;#=!Mo?j($&yt>``Bi*ty~y&b_*cMElKd*Zwch0TReVezQv51D zrY{+OTM8ujb5fReyU>sPeoj&-Da54rRk}IpPj+7=a;*&@xv%0D&?yWgx1SRiGljwG9(6W4>INap9n9qG~J@@+YWRDMoe zYsZqwx8*nz`6~W+jwg?w6W7`ar15j&`gS5&d|OT;iJueK+R5bbRs5pgV@Tnv^l&k! zkioZQED3xSw`@gW9Qk`&P9=Sx6Str7WbboQlKvDXki56$G;;U0OeA%m6Stp9WbSj~ z_A{Bpy)9G7+vmi!b~uTtuIeI9vw z6~CW3r0H!rpDewK@AU;F=~a5W{ai?nUd6{;M2g;)i^@PA(-sui}sN zGSc%ZF3VV$OLktx$IK%+ui|6olbcuZF$+k|+p>_%yh?A^>qR8yRoo=$WU2CJRea21 z((<-kK~`SH_j(CQc@^Kka_}ns+$Y&Wxc+M47`euxtRpKijP^x{1aPlVfu-RZ|zoQpV)F6 zS^J#0zTHmJJ}2&Y)|0c(iHq4l%04G9<_@@{+hpQ%;>PVA67jaYOCCNauC@1=O_CGW+WSl8i zlH{Z;4Jv%dRFa&y);?k;i7g*9kt8RswNIEwl9MRg&!td+_BoSCa^hP1 zf;l9%e907&oVeD$Vg`vVUo(LuC*>u{PvINpkL08*lW&P5w*1J{k({{Jeq!c`%Aj;NC54}vIHEGp#r(p&5nFy`+K7s8?KftPsQA`?XVQo* ze=ui6#kck+Q$|#LYkx6g#FoFAFrwmH`-k}=D!#R?Oczn{G5<1K#FqbY_BrMOB0%n<_zF zb5x$~Ye%SCj$DH~LEUpymPPFh^~h0qM!P^gbL65bL%nk3qIQK!ZQ2d$tu)v*SOw~% zG{`l$JJeUnM^%LiNeJBW>Xz# zRE}JOb)my^@~H$v?`Ch&o!yM>U3yQ5xzR zYyustH(ddBNx>ZIwwaisuwgfM`c-qrBGRp zT!X!#Svhi1eW2Mk^@YyOk!vvdKF4`Eat-!_=GYWN=iAgDy1=FZ(1kg2-53a6lq1)T zLD0oHa#4e!OLF9*hCr9*$VDYLPPxpcVbENqVI}ELJRF**G}JXX0-CSnqeemtlzh}- z&_bI=L5plU9J<`5BcR1LjfSpJ@;yxM-?Bu>_wXoasgjR68d|30qmF@=EBUBnp(|}V z4q9Q;@z6?}PJphm=|pIiO(#LCZ8{mc+NLqkHA4Q|Qt>I!wL+0U{c7 zW!Ll9=t(#5FJHE;o1I{#QG0i$O(o<;tTb}p=?P!UiqC}BrsTf5QyN7sY6f(ZQ0U&- z(9J2iFYgo^oCU2*$$dwsNasVhq}1H?Ff@2EbZbg2@-!E^Eu~hDqQ0(&OQG9^LW9eo z^)@YsHl)>lM`pqEl| z16~}BKcSax`U`qRD113Oxk1OPO8$)63cV&2I{z>9x=ke&C^HF#Gb*{Q$D1kn8@PoA zD?)GCR0(?9rX8Vogd+bTCAka7yGs66QM*9zrQ~nL7P?Uddf%qqp$~+@2~ZXKP|1BK zC$0v4q~ssvJ)w`4y1PetZ|D=HZjSbWK26D86H3F2S1sr>rGe#XSX>+WTqqoJ9q0?2 z>Ox=IR1f+}C_Ku^4LZJ7@)y`f&^Jo{<)#Vrt&;oZLEH@bE~O|NgwklRJFYg+_d?;g z+Co3r)DHU5ruNWJLXjW&gP@;;?U5Qz`VDO}(Mtg(ClktpNR@ zY&s0uYSZD+ze16Jp&t$Xr_>`Gu{gP( zM#=c(eUy8i7CWEZtzsLS#zGZr8V7A_Q*yV8?S!K4t{cfMDYjSY>u4ghgHRZ#Nl-Zh-c)=?IwS^*o zfxQo^laf1WOCz7BdJ3v56pkyot3y4To`ve$l-%&4flbK`9~ugU4J0%#y@{;5y{u62;6vi;Q`@w-W zC3in)Y12PYE1R}Lt!>(7TPj#KRe;*sv>ntgqq6jH_}~+zf5gds4B88Y8NGMLpUBinXz>`J&`zsBKvO`W5^&gtrsTE*Ckch;@-5KGLZQL+&={ep zw|h{M+YX$PlG{=m_01lgI9V5eY)09PdYsTovP%%K^7;g>5mr*J$xFP zAmpcd$In2g35BR+4gQHXJqJy)DOsL>vP~~QQ*3$}I^CvMp{YXQneqm7MoRAWqIk}K z15Fc({MF`L=u9R5@%B4tx=paLg6iO4`_){i0TO~ zwW$}h%%jm8L02jH^Kb~XDx>^~eG0VNrm@h~HjRU> zu_?JR!nHOfH%7S5rsT#5YivsHesH}_$=wfbuqnCw!HqU0cRyGw6rQltp__!l36R_v z;bx)mnlckwmy#Rs;)y*UxduaD4bC% zpgV;^4_88W2}S+gd3Y7HQOSLcK3)yool*WgOzyO>$)-D?%{JW$-DA^T&=#BShVHd# zGjyL#TcG=GO780LfKXWcKDnzyc}nh$Yw_H87kW@AM7;++Bos#eeduAEK7byv=|kvI zn?8Xav*|PFahtw?p0MeA=*f)okMb_tQ~$E5GW4`i$oA|CJtGuGBe~(jvoXRiW^CIk`>5Ybm)afANg! z2EA@mcjyh9dO&a5)DwEkrc&r_p^&=o1HB^@hPME{D-_;u#L#<6{_z?Fy)P6R90Gk{ z(@^NcjNEw`azrOXALS_ff8sIF$4b5%W1&x!e8p!R^r=wj;RNV2p~!!6?lkCgp%66@ z`ogA3(3dt%hQ6}tbm(iFra|A>G#&a@C>m6f{=_q&@05H>=N#yJCI4A3xk1MdDfQ3V zDW1L8K|czG#h%wdKM93_x&ivxrW>JOY+4KbYST^7Z#J!iez)m1=ntFLLx0+I2lSUv z_)vTo^tVtr^rdOf=gu+|m*PxOKN&U+`3yP1|>(Dkf zCHL;AVAEUBwnE{$@eZ_|Q0V-7(Do?}aHmap_m$jtVh5$cQTji{+d&nDLWA2wm29d6 z?I;uqyE{TVDfznjPSDOmVP88#yV$e~RN1CopGLECzAtg zS_8GP=_cqvq427g+{vV+P#D8?P%E2mfm+*iE7ZoO+o85L-2t_;=`N_fO&g&OHf@3q z5(m~GlTi2?$tO@}p|Gznp+kkjIsX;ZMJPml14TA{ z3w5>WJE)sYKS14W`U&b`(=Sj@q44SEH>g*RvP(hyCsdkIdG5q+P?7qVO^u*FLgDOf z3iTBV1Jw*F*wh^ACluZu900{ap}_;8{x-FO2H4aV8YmP7svR^)DD0~PG}xwtpdmJO zgofI52sBJ6yh}M08ZH#N5kVtt>IRLpsV8)pPEqM1Nk!WzU+vI0ZSASjK$516q$pprkcjNP zx2(+Yd)|A`IiKJAdVT-s`*k1Q_nv$1KJRnxjXu%SS<@}h6`DptT{Mk{x@x)=>ZWNT zbfu2E{V8wxXg4=U93K6Hbo51;{>K7s~n`UD!J z=`(1sp>T5e92#OM6#ffnsHQKWVTQsCzk!Au3N!p3x>3_E=%$2^Qv>K0O@~6GG&O`qYdQiNlTdMLy_!Q~HD#c2np#2Q4TT-MH8jCcsQD~( ztERTlL{06XNt!xBlQo?WP0@4#G}TbJAYKGbGZYGcDKtGMm%z$Dwoip-q$t^ca?_!i zhQbVIK(h>mV$6hQ8wydgpgEdmL$?{q_($ov&|E`dhPOlW425UC1NAOZGBou_fPcc{y~4p-_yq(4Cs@hwjq!0JJ2bWDDl6%ilqF zYuW`Z)${{&kEZBd`^z-#hVIq02U@NvdZGRbO{L0_|I!q_P=A%Cve0Tx<)Jm2szUcA zR2=Uu`8wItpW6ut8QVNJcE^@hTO z&o$5^hC(q4p$(b_KpQm;f*#d07A<;i~; z3Kdlb+GZ%MS6S#qO%cQT+ep21BnK3d6`x+{3C@kw&sEnpRpt73&g34+78!E5qU#Nnnf_=z;X(|a-)Km(pq^UGi zSyNf4il*{VRZSJ3YMLrS)iu?GYG|qr)znl6+E>&5P%TXdK(!5pJJ^GuI)=gyP!HNq zQ+;TEO%0#}424rlL+C(5VOfo!gETdU4%T!8R9DlHP(4jYLG?8q2Q`T4{Nw=1AF!P( zlK;}w4LVfQRZv4i;Y!pKI?Pb0jowfrO?{xlHC+oe)^r_ogr@7EBQ+I5M`;=WHPJK( zI$G0EsHvf_Zw!NuvE*+ZZ-S21Gy-a7DAZvQbeyKK(D8=CMi~#CU?|LR0(7FLiO@-! zCPOD{ngX4oX)1K8rs>dWnr1+!8w%?+8#=>KSg$!yb3-BOHYj5#M9qWF)HEMDOVa|V zg{DPNOHGTRvo+lToug?9)JoG*sI{hL(76d^k}GUjwEV z)ifHqOw$Z)lH)Xh*hDkno%TJjB&)1a#ig}rw=)LqkU zP!CP>pq`rML%j@z65bB=HWZ4n2xu4rWH^> zO)H`Pn$|$qYq}3AG!#mBKXikkP{IeG0h%6!25Nc;8e}M3Vb?>0E%__#255+(P>hYx zP)(blVVX8W!!;E{H)?tUx=GWM(9N2*KqEA5g^Dyi4~^9H5_C&KMX5``p;gI$X=(_K z)^rXu#!zT6YXyxp6ly*TjnmW)8n3B6G(l4b=vGagpoy9;fF^0W7@DlJ81*)CZcSsV_8J)3wkXP1ixUY3c{f)zlxFr>PK{ujvNpc1?q! z1)7FH3pEXc7HPT>TCC}2=nhRIp*uC*0^MaOoDau9OALj>VKQ{LrYX=;O;e$J425M) zgO(Wz%bE_|t7!(bT+>Wwg{IliN=@^iRhsUARvQZEjk};VhC<<&K=*078(OPrDRjT4 zWzYkfmO~F33e~$3ddN^H;VNjIrq$5Hn$|$;H9Z79Vki`29kjtvD8_ndqozloM>TDL z9@F$Fv`N!r&}KuSgqxtp4TTau4i#%EhMv&$6!fH~r=h1bJqtapX$$m>p-}j((6fd@ z;h%%H7z$A@KwAxksBO@5nqGpQ*Yq;!6?$FMY0w**&Vb(3)Es(CQwDllQ%mR_O|7AK zHMN1>)0BnY*K{8Afu>H-hnmiZKGJjn^s%PPpieYi4t=VrGxV9EaHL!TeQqcmDP5p1 zGqaG5cH#_!O%~dhCn}S z8V>!U=|*U`rjgLEnr?x9(=-P9UDH_T4?|(!7zh2SX#(_@p|IObg!X8f1pTdPGW3t8 z+0eg+LJ5~a1=mOUFV{ekZ%)4#Dxqm5w3nt;P)SXzp;DUGKznOi3zgRN5L8CfI;gCs zhoN$YLTzk-${PwBKfN{FkQE(2<%dLPu$;1U1oA89G{16{xAE>d-NoYC^|qItXf}sXla^rUuaQ zni@eTXgU@;QPXkINin$=#r%1`+ri|&G+hauqUkE=R88HX(=_#hPS?~MIzv+*sJW)T zP)1Wf=uA!hp|dm%gj#4C1hv#O6gpeeNa!3*w?M5lje=Th8V#MRX$;gx(|9PW=~n1G zO;ezprrA(iO>>}jnifIrHQfPq&~zu%QPVQ0lcwd+`I=Th7id}qU8rd_bdjdD(8Zb_ zfG*MWAatpwbY?c!sHdj)pkA7OgnDcG1?r>eSE#S1zo4r%?SZb*RH82VFHNPO>ok>t`e`Z)_19DZ zx?WRNs8CZi=mt&Ip#hrqg$8P>4Gq#%2O6xY2{c60@z79BCqTnAWuW1jT0%E!Y6ab- zsWo)7rVF4Enl6NjGoZO4Du7XibZuF`Djx#%g*P8mDP9G+xsa&;(6C zL$_+$4NcTkx*qv2O%Hxg&UQ z)00>$|GFkVl9Tkv$X&?GEuM<0eVj7+zc=4Zf}W14Lz-4F!1|elGO^{KQ+GqpYWfY@ zl2CCHm2tg;bA1@{xHYCQD%aCy=(&W7d{id>BX?jlkSn2LPelo>hF*xNQzoI%HuE&& zLbe(5myg^_(2JIQkFYnO?Fkj9W|*b3^GllAK`(2X1nr3FKV77srtjn{nqGxoO(?xy z-_zY@r>5P|YnuLrUN@9EzbIb8T&c<=vJ8bf91gvyX(IHNrfJaI2_=ij?>4`ayL-n_ z*eH8dBavk&6r%z3o~EwQ`-Xhmd9FY7fuS(N51 zQ)`B)`^Hmi#ZzlXQ+sqSti$g{z4tnNWZ{0X?jQZP`$7m8Lw`tR3rI9Td1?Mbe1I23 zUsOKONTy{`Owotd4ziMj6l6=1Ww6r1#grn+V5Mvl6upnNo|P(2xCYm^Qo{)s(*{;* zJK=(Ph!!r2hgvzn#c*|NsD%+_hgqrXVz_`c(!xdRa4YU3w^^<>jjhyobK}}@gcToC zg~Wmt_Zi!$XXjB?8oRl1vTkCfiIeJN6|DHV)gY;0#mCenr(mV2o7=vm6s#QQgd|Ec zE5|tDySdRk zcB&O0!!!SBR!(p+JPDj`#m8_xI>SoF#c=g#ZpD3yHOr|vW5s<*Gs`LQOe;QybK6-~ z&MJx*ls$|Lf)yXrhy;QaA9FbQ11s+Ptl7q-53Kl@Bgh_DabIW69!c`Riu*KU_9$`( zR@?_YvrR}HSn)AOlR2>BW15mUu;OEmA#Y&CZ-rw?8(8r%&Bz*9@mt|Ik_J|M%<<$5 ztoWD{NEul1F(;BSu;OdCSZV3xG?E2Y{Blkw zS761*oI$Fg20N8IhXu^75Bx+Y#Y)8R(wpB?0}Z@ zNDf%>b)6$OkP=t6wxkBMv?DW+5?62SNeozVAO6X9ATN*-7t@infR#3`1f9qVq{PLX zPg1~0xI?*soPd!`8y9mSDFH1Pkr6<+s~fo|PNhBHNT|cXnaEHs5hYrn%;tL)$}$r(NOr(*$2?1nEv|>ENF5<>0A9Ms z&q>eIbTTww(<#vHnoffjXv#nfHMM{iX^K8Vy;xK9Iq5qzMW2(tQ`6DTB<4f#PdB6=f-9HO3sb<@>l1=<@`IQa7CE9GM>6Bp1L|rT@z2eFP^$Kn#$AW z{rpazHXn%f!RWu;g*^4N`4E(s|9{$CXCzaQ{6tTi4{PCRbG;S+Ov%&cBUWm-x$(5Q z!OH(VZEmzu*TwL(`KT2?H=Z^h)56o{CM$k!JZ)~a;^)TG=HpiU^C3^0#a8_DE>D|J zSUJR%ny1Ytt@sk~wE2`3A5(=^Z!5k8JZ(N>#mDfp`K%TH99o?wZ!12Ar_HTa+$A*2 z)8=zl8oBl1Y4dq4JZ-*U#XmXnw7JcSFB?yrFKXdwbGsG)B+S$1OImo^eA&veuGBnj z?$E;1<||fwsd?Ib)rx-(->~AJP;c0W16(7UX<_}gf zMezp8^0fJ5O5B#?Y4fL)xEP)`f41VEt9jb|#fo3fnKWWs@iAx7hMf|(9G*6RONlER zPn*A|#KrKm`G*z%T+P$wpH}?6JWrc{S#fvG(bMK0EAB2l%hTrHR{U~!+WaRauGBnj z{+kk4YMwR=ZutM}cE*>0r_B;6aWOn??v)a^9G*5yro_dxXZVGcmM(^;&An6NVtCpt zZRH#n(}}ScR@^7(vpj8iwhZR4!>&bpt zIoFk%N9u+taizY2?1z>CWIs~k<~ES*M@rn>29f}`;ihiw>e}#wA@DaL(5#UA6DAAxy>W{ zVWq8;`D8z=_?X+tepvA_3&?(?#I4UlvL9L&k^QjZm$R7chZSEtcaZ(C;$!Y4`(ee$ z+(q`oijP@B_9G>()OVBpu+rYu&Qh`;R@%9kd&quR@iEKDepvA__mcgv;$xPR{jlO= zR*?O$;$v2l{m`__86PQc@fT zWgj5>k&>cB9whr=rDF^Q*@wt}SZVKK){*_t@-W$tloTh+Sx@#u%OhkztaNb8*+BLq zCGpG(vKz^MXnB9wYmalHz!F*-d0WQsQDZll@4Ei+P;vM@n2wF~cFWJi%xP zE55FuWH5x44sJP5ku%ZqG&vJ1es0f@Gf9an+q2|MQc@8AWVetrNl7M=t>jEn;$og7 zXOa>Z^E^3|l(?7|$eC!_M$RN9#c@#fMRF!7am(3G&P2;gq)fEDOvWT7Magn@kTB8m z3i*bwH_7;hfl(?9; z$&;kS#k@nBM9aHmNwmC2k|ZT=Iq#DrG2(M1*$+sO7|C>UF&~m4(ee=q5-lH-A3d;47e>RdRFf5}C<=HHOn$$m+e1Imj}N@l+%$q`H4q)PHJKak_l@*^pZSX@(X z=p&u|jSPnsf0X`Cg2PCtn?J~J#NwKATV;I9;6J1{jD(nf$!^5bI92Lgxe{bIVru3n z(;*Z8mD?Y>J0`b)u&%koprx7`LH8K)+b(xFv@9mqE}5TUGw9x!T!Ue&j62WgPKTCT zat%YdGoTfg+;e{}1FeiHq*DD1TSBWWwJ1tf`5b6t2uIjNA$u+d)XV??E-;m#2xn9r%ntDSI8uAT6xxUatmfW*+?rLaVOqpbL zT4j6*2S5)eR1{mQjIYC?(E6BMh3B`|Ezl!|GG`^>xlz!Dgxn0ndQFBl8p^o){@hgP z(U{zPT4nr3SpYp|sZ(6ig4{xAlO@+sl3N6Aw$#Q&EruSCsYNn{jZz%{m0JN7CsY(q z$#1WX&=ZzA#s5n|?osH;m|SC7zM@`$o-&llCUeehgPxAbHDl$YqO|xkn%;q)H587o zccCqo{0{ITv^6HTar4Xi8hTFCH_-E%zJ*>el<_tH6SOTMSBGH-_#1jr(?8I5LmBrR znfn)d$xxVK!CvHjG?jpM#N=AY@~a#r(_hh41$tFeRcNQ7P{L}^YnJ>TRULZWl0OmE zfZnj=9*}c&pf@e~19pGtt%O|lhI3Q{=xsxxq7H%H(R3*EuAy*dYY4q(D9rFM=zUF% zpbrdX++%9)aOgurVTO&Nk2DR1~ji{zTLf`c_jX=sQDU zS?5FFYq|j1WhfLr>P_*3rA~2i3UX0ziXSa?Op2Pj82ZVQkGcf<*^-aC6#6AanRsEj z%b?ws+#`1`>Ynkdp|HwVLBAQwxaP)O)IH<(m|Vkc{^ZaP`a@HH=ubmoB-{1SUzR$# ziYkQmSn_-C4ba~yDo$2;AoNd)iV_+G{cFju*I=k%Ky>Ho*DI{@P^g5Z4)Od7awDL< zEct6?5mYjvWa)ea$3;zrN~I_hTW%V(w7lfRWRfSF6QPz`^4lbA%Arg#S zZ$R}my$Lli6!ycnp+gLXWxWF(8k5Tq! zZ~O!`PEjV=%0EL#7z)eU4IODHJnQ`i9c3s){RuVEvt}qm~*F>m`p>Rhu8R}}u-$+k|x)};H zoCaN~X*zV3rkPN8O|zgLn&v`14TZwbgL+x=&khTq-Z8mGgZu&eEYwHS7O1bGaC~ip zt~L~E<3;EiP1~Vs4TTxL1YKvzAC<2_{S1X=y$ba=lxgqwsMnzD4TY#Tph838eE24G zLy9uVF8V$+ASU;;p0C5wrASU`DgzBNl=0WEvd~~lexEM~4YA~Jq{~A?E%^qM3ed0= z#bqzZ?E?+B_x293hQbYdTM!C_@J(he$jfa*Q3dNWL-D@aZ^`=3~V{&WSDjds?K`S(E zf>s&|%X$J@WhflxPeH3K`E&0x(3*sb;!T(@#)r^-mVDGl&{|8rHa>&yHxx?vCG>!% zub>AteG5HgC|rEMht^s0CHxV3*ib0OZ_s*8e?yNL3I}Ydy~%&2$Q=%QLmMsmtKL4) zqn0|ls7ladmV8tdXj4qCR`Zwa9?)h(VYj&kdfZT0w6t)HDuy%23#` zCqPdpl&oofk1Ai9{FkN%(6fd@;g5i}XgUhonovYtC~KBc3Se+l<3`RuNev@{0n;BP`H69Q6(wk^eFjw%20l14E%0cS9c<3Q^0Tk5ZJ0w@PjU^syy> zU49(;#86n)Gtj4+o`pV3s3=}Ue!WWUL;lN9xPy&8)c%E`u&n4q?Oz%SQRSeoG*yPa zw&eGy>d-fa!m^^Tdw;9xWav9X;Sz8v^u3`l!{*Sggo;zOvAZ()FHL_#KN<>2$%<9T ze;EqPY6ShPsWJ46rY6wtm|XpEbDN2an!CFu`7c9ZSxcecG_8exHxy?0F!V=?l4{9q zh5oeUuS7pWe;EqJ*bVK`^f&akrhlP-425>Kf_=$4AheIB^-x7a;cC7Cs+6KkywKc6sIs9@8;?O%G(8Db)$|Nh%}}^5 zZ-J^?@|*GnsD`0Xj1Qointp)x)$|KgOVe(swx-{qI-34~_S5tyw7;f3&;gnXjwAo2 zsRVRTLdEfB%I_P4+mrv&Gz6-vX*g8RP&oJA1l2bbYJLRNK+{O*5KR-HLk)#xO@|s9 z3d>po9cC!(y-T4+DRO)7X6SH3VTMmajWs<59ii!2=txalprbUs05vfb3cn3HTGNYA z)0o^*kl)G!>B4`Era{oLnub8lG!2E0(=;49UegHZ1WjY06E%&4PSP|1I$6^^=oC%! zp;I-jhE6jScDCoC(+!1v<5lPkO`kx`HGK+YG<^Y`sp%`|EKT1*Ei`=(wbZl=I$P5Z z&^elZhFTd474-+yI-%sS3j1N3Z9_{GkO9;9dW>x}z7bjDt1Kk8y~`g)t7*xH!gP z8kfg79AqfXjr>Z6(%i&foeOW~Uxw1S-ZkO$o;#%^$ug{!?@yAaQ)xskipjP7=cztz zgCk>dZTNZWMf2J%2^FPoTu-2_X_TgupwXIIKw~tW3yn>vIJK-}Xc`))sS7k-Q&(t$ zrYoUaHT8fdYU&A1(iDBwV6vux&=gHKLsK=~0!`C28k!!{e;Ud@qpfL%rZ1qGntp+1 zY5E(Qt*Kmjl4Y72L$?{q_|6_3pt%WUQd@au1(Ib66{Tndtw!@TjfZa6Gyz(mDf%SC zLQT`4MVe+oi#5%M?$ERVx>M5%=q^nwp(UEuL3e9<9$K1EaZ-ojwy=E_l4XX%{qsf8 zGEJkQdo@jmmTQ^;tmQW_y*}@EW&>FT$)9cV?O&>syYx*84HWXSEcR^2B^36~` zLQfhBB^-4K$+CosQiVV5IFe&uO|9 zdS25E=mkTey>1S)&62OExzLN2{PDFL+MZBxs-iwv$@pdw#^P3Z(uZxx$VBLjws zY`|X)$$%x4-h+0XPX;We|7_I)UOMrGrpnNln%Y5MC6wL>8%IW~^)<+9eZ#M0wZ7%A z&V}Fc@0h~x!_-~z)F0xhKZdD4#Z!Ndr~VSA?vAJa8c+Q#O#MBc`bRwV&oK3`c