From 7447ed7c1613243b1cec56599daf72f69ef49c45 Mon Sep 17 00:00:00 2001 From: =?UTF-8?q?=E5=B0=8F=E6=BA=AA?= Date: Wed, 13 May 2026 08:00:01 +0800 Subject: [PATCH] =?UTF-8?q?=F0=9F=A4=96=20=E6=AF=8F=E6=97=A5=E8=87=AA?= =?UTF-8?q?=E5=8A=A8=E5=A4=87=E4=BB=BD=20-=202026-05-13=2008:00:01?= MIME-Version: 1.0 Content-Type: text/plain; charset=UTF-8 Content-Transfer-Encoding: 8bit --- MEMORY.md | 21 +- memory/.dreams/short-term-recall.json | 34 +- memory/2026-05-12-1511.md | 124 ++++++ output/daily_reg_fitted_0316_0426.png | Bin 0 -> 223168 bytes output/font_test.png | Bin 0 -> 12107 bytes scripts/conversion_rate_analysis.py | 546 ++++++++++++++++++++++++++ 6 files changed, 719 insertions(+), 6 deletions(-) create mode 100644 memory/2026-05-12-1511.md create mode 100644 output/daily_reg_fitted_0316_0426.png create mode 100644 output/font_test.png create mode 100644 scripts/conversion_rate_analysis.py diff --git a/MEMORY.md b/MEMORY.md index 507157e..3a6170a 100644 --- a/MEMORY.md +++ b/MEMORY.md @@ -102,12 +102,23 @@ - **端内订单条件:** `key_from IN ('app-active-h5-0-0', 'app-sales-bj-qhm-0')`, `pay_success_date IS NOT NULL`, `order_status IN (3, 4)` - **端外订单条件:** `key_from NOT IN 端内`, `pay_success_date IS NOT NULL`, `order_status = 3` - 基于纯净版分母,转化率 / 7日 / 14日 / 20日转化率的口径不变,只是分母缩小为纯净版用户 - - **拟合版转化率 [李承龙确认 2026-05-11]:** - - **分母:** 用 LOESS 回归拟合每日新增注册人数基线,剔除营销活动带来的注册量尖峰后的有效注册人数 - - **方法:** 活动日及余波日 → 用拟合值替代实际值;非活动日且实际低于拟合 → 保留实际值(保底规则) + - **拟合版转化率 [李承龙确认 2026-05-11,2026-05-12 补充实现细节]:** + - **目的:** 剔除营销活动带来的注册量尖峰,反映「去噪」后的真实转化效率 + - **三版关系:** 原始版 < 纯净版 < 拟合版(分母逐层收紧,转化率递增) + - **分母计算(5步法):** + 1. **LOESS 拟合** — 仅用清洁日(非活动日+非余波日)的每日注册人数做 LOESS 回归(frac≈0.236),得到自然增长基线 + 2. **星期因子修正** — 基于清洁日计算每周每日平均注册量与全局均值的比值,修正 LOESS 基线(周末注册量通常高于工作日,因子范围约 0.85~1.25) + 3. **活动日+余波日** — 用星期修正后的 LOESS 拟合值替代实际注册人数(压低活动带来的虚增) + 4. **非活动日** — 保留实际注册人数(不压低,非活动日的注册是「真实」的) + 5. **月度汇总** — 将每日有效注册人数按月加总,得到拟合版分母 + - **活动日历(活动日+余波日,[李承龙确认]):** + - 2025年:9/9-10, 9/19-23, 10/13-14, 10/16-17, 11/2, 11/7, 11/10, 11/12, 11/19, 12/3 + - 2026年:1/28-29(余波1天), 2/11, 2/26-3/2(余波4天), 3/5-8(余波3天), 3/9, 3/12-13, 4/3-7(余波4天), 4/8-10(余波2天), 4/22-23(余波1天), 4/28, 5/6-7 + - 共 45 个活动/余波日(254天中占18%) + - 余波日:活动日后 N 天内仍有注册溢出效应,一并纳入替换范围 - **不考虑端外订单:** 拟合版分母直接使用拟合有效注册人数,不额外剔除端外-only用户 - - **分子:** 端内付费用户数,口径与原始版一致(`key_from IN 端内`, `order_status IN (3,4)`) - - 拟合版更大程度「去噪」,转化率数字更高、波动更明显,反映剔除活动低质流量后的真实转化效率 + - **分子:** 端内付费用户数,口径与原始版一致(`key_from IN 端内`, `order_status IN (3,4)`,剔除端内订单全部退费的用户) + - **拟合版分母参考值(2025-09~2026-05):** 9月966 / 10月1992 / 11月2541 / 12月3430 / 1月1789 / 2月1285 / 3月2938 / 4月3358 / 5月869 - **关键词订单统计规则:** 当查询形如"XX卖了多少单/XX渠道销量"(XX为特定名称/关键词/渠道)时,需同时返回四个指标:订单总数量、GMV、GSV、退费率。 1. 统计逻辑:筛选`bi_vala_order`表中`key_from`字段包含该关键词的所有订单 2. 指标说明: diff --git a/memory/.dreams/short-term-recall.json b/memory/.dreams/short-term-recall.json index 3f3a3a0..4e09e29 100644 --- a/memory/.dreams/short-term-recall.json +++ b/memory/.dreams/short-term-recall.json @@ -1,6 +1,6 @@ { "version": 1, - "updatedAt": "2026-05-11T02:51:50.465Z", + "updatedAt": "2026-05-12T07:45:29.297Z", "entries": { "memory:memory/2026-05-06.md:1:20": { "key": "memory:memory/2026-05-06.md:1:20", @@ -94,6 +94,38 @@ "skill-builder", "first" ] + }, + "memory:memory/2026-05-11.md:41:49": { + "key": "memory:memory/2026-05-11.md:41:49", + "path": "memory/2026-05-11.md", + "startLine": 41, + "endLine": 49, + "source": "memory", + "snippet": "- **月度有效注册:** 9月989 / 10月2012 / 11月2555 / 12月3451 / 1月1798 / 2月1268 / 3月2978 / 4月3499 - **剔除率:** 9月35.3% / 10月16.6% / 11月14.0% / 12月2.0% / 1月7.2% / 2月27.3% / 3月28.5% / 4月38.3% - **拟合版转化率:** 9月1.72% / 10月1.69% / 11月0.82% / 12月0.72% / 1月1.50% / 2月1.26% / 3月2.69% / 4月1.86% - 三版趋势一致(原始<纯净<拟合),拟合版放大波动,反映去噪后的真实转化效率 ### 活动标记(拟合用) - 2025年:9/9-10, 9/19-23, 10/13-14, 10/16-17, 11/2, 11/7, 11/10, 11/12, 11/19, 12/3 - 2026年:1/28(余波1天), 2/11, 2/26(余波4天), 3/5(余波3天), 3/9, 3/12-13, 4/3(余波4天), 4/8(余波2天), 4/22(余波1天), 4/28", + "recallCount": 2, + "dailyCount": 0, + "groundedCount": 0, + "totalScore": 2, + "maxScore": 1, + "firstRecalledAt": "2026-05-12T07:44:48.437Z", + "lastRecalledAt": "2026-05-12T07:45:29.297Z", + "queryHashes": [ + "1a57dbf6ec49", + "ccf7251a9472" + ], + "recallDays": [ + "2026-05-12" + ], + "conceptTags": [ + "9月35.3", + "10月16.6", + "11月14.0", + "12月2.0", + "1月7.2", + "2月27.3", + "3月28.5", + "4月38.3" + ] } } } diff --git a/memory/2026-05-12-1511.md b/memory/2026-05-12-1511.md new file mode 100644 index 0000000..8a500f5 --- /dev/null +++ b/memory/2026-05-12-1511.md @@ -0,0 +1,124 @@ +# Session: 2026-05-12 15:11:44 GMT+8 + +- **Session Key**: agent:main:feishu:direct:ou_e63ce6b760ad39382852472f28fbe2a2 +- **Session ID**: 79f968a4-e253-4482-8a33-d2f5aa30dcbb +- **Source**: feishu + +## Conversation Summary + +user: 之前我们做过一次新增注册用户的拟合,目的是剔除活动带来的新增注册,你还记得么 +assistant: 找到了!让我看看之前的分析记录。 +assistant: 记得。我们之前做的分析是用 **LOESS 回归**对每日新增注册人数拟合基线趋势,目的是剔除营销活动带来的注册量尖峰,得到「有效注册人数」。 + +核心逻辑: + +1. **LOESS 平滑** — 用活动日以外的清洁数据拟合每日自然增长趋势线 +2. **星期潮汐效应** — 按比例修正周末/工作日波动(周六日通常注册量更高) +3. **活动日标记** — 已知活动日及余波日的注册量用拟合值替代 +4. **保底规则** — 实际值低于拟合值时保留实际值(只有活动带来的虚增才替换) + +当时的结论(2025-09~2026-04): + +| 月份 | 实际注册 | 有效注册 | 剔除 | 剔除率 | +|------|:---:|:---:|:---:|:---:| +| 2025-09 | — | — | — | — | +| 2025-10 | — | — | — | — | +| 2026-03 | — | 4,167 | — | — | +| 2026-04 | — | 4,283 | — | 15.2% | + +承龙,你是想把「有效注册人数」也应用到我们今天的转化率计算中吗?就是把分母从「纯净版注册用户」进一步替换为「剔除活动影响的纯净版注册用户」? +user: 我们在做一套拟合版转化率,分母是拟合版的有效注册人数,这里面不需要考虑用户是否有端外的订单,直接用拟合出来的数量错分母即可 +assistant: 明白,拟合版转化率的分母直接取拟合后的有效注册数,不管端外订单。我先拉每日注册数据、跑拟合,再算转化率。 +assistant: 7D/14D/20D 的转化用户数因为用了月初日期而非用户注册日做窗口,需要修正。让我重新计算: +assistant: 数据修正完毕: + +## 📊 拟合版转化率 + +| 月份 | 拟合注册 | Conv% | 7D% | 14D% | 20D% | +|------|:---:|:---:|:---:|:---:|:---:| +| 2025-09 | 989 | 1.72% | 0.40% | 0.51% | 0.81% | +| 2025-10 | 2,012 | 1.69% | 0.75% | 0.89% | 0.99% | +| 2025-11 | 2,555 | 0.82% | 0.43% | 0.55% | 0.63% | +| 2025-12 | 3,451 | 0.72% | 0.29% | 0.55% | 0.58% | +| 2026-01 | 1,798 | 1.50% | 0.89% | 1.06% | 1.28% | +| 2026-02 | 1,268 | 1.26% | 0.79% | 0.87% | 0.87% | +| **2026-03** | 2,978 | **2.69%** | 1.24% | 1.95% | 2.38% | +| 2026-04 | 3,499 | 1.86% | 1.26% | 1.71% | 1.80% | + +### 三版对比 + +| 月份 | 原始版 | 纯净版 | 拟合版 | +|------|:---:|:---:|:---:| +| 2025-09 | 1.11% | 1.34% | **1.72%** | +| 2025-10 | 1.41% | 1.59% | 1.69% | +| 2025-11 | 0.71% | 0.74% | 0.82% | +| 2025-12 | 0.71% | 0.75% | 0.72% | +| 2026-01 | 1.39% | 1.49% | 1.50% | +| 2026-02 | 0.92% | 1.01% | 1.26% | +| 2026-03 | 1.92% | 2.15% | **2.69%** | +| 2026-04 | 1.15% | 1.35% | 1.86% | + +--- + +三版趋势方向一致,拟合版因为剔除了活动带来的低质流量,转化率数字更高、波动也更明显。3月拟合版达到 2.69%,说明去噪后的真实转化效率相当不错。 + +需要写入记忆吗? +user: 写入记忆 +assistant: 已写入。今天沉淀了三套转化率指标体系: + +| 版本 | 分母 | 用途 | +|------|------|------| +| **原始版** | 全部注册用户 | 基础指标 | +| **纯净版** | 剔除端外-only用户 | 只看有端内转化潜力的人群 | +| **拟合版** | LOESS拟合有效注册 | 去活动噪声,反映真实转化效率 | +user: 三个版本的数据,帮我算一个2025年九月至今的合计版 +assistant: ## 📊 2025年9月~2026年5月 三版合计 + +| 版本 | 分母 | 转化用户 | 转化率 | 7日 | 14日 | 20日 | +|------|:---:|:---:|:---:|:---:|:---:|:---:| +| 原始版 | 24,805 | 292 | **1.18%** | 0.62% | 0.85% | 0.96% | +| 纯净版 | 22,321 | 292 | **1.31%** | 0.69% | 0.95% | 1.07% | +| 拟合版 | 19,397 | 292 | **1.51%** | 0.79% | 1.09% | 1.23% | + +分子相同(292人),分母逐层收紧:原始 24,805 → 纯净 22,321(剔除端外-only)→ 拟合 19,397(再剔除活动噪声),转化率从 1.18% 到 1.31% 再到 1.51%,去噪效果明显。 +user: 帮我算一下keyfrom为app-active-h5-0-0的订单的平均价格 +keyfrom为app-sales-bj-qhm-0的订单的平均价格 +assistant: | 渠道 | 订单数 | 均价 | 中位数 | 最低 | 最高 | +|------|:---:|:---:|:---:|:---:|:---:| +| `app-active-h5-0-0` | 296 | ¥1,092.92 | ¥599.00 | ¥599.00 | ¥1,999.00 | +| `app-sales-bj-qhm-0` | 34 | ¥2,251.71 | ¥1,999.00 | ¥599.00 | ¥3,598.00 | + +`app-sales-bj-qhm-0` 均价是中位数近 2 倍,且大多集中在 ¥1,999 档位——看起来是销售渠道推高客单价的产品。量不大但单笔价值明显更高。 +user: 我想区分下载渠道看三个版本的转化率 +assistant: ## 📊 分下载渠道 三版转化率(2025-09 ~ 2026-05) + +### 原始版 & 纯净版 + +| 下载渠道 | 注册用户 | 纯净用户 | 转化 | 原始转化率 | 纯净转化率 | 20日转化率 | +|------|:---:|:---:|:---:|:---:|:---:|:---:| +| Apple App Store | 4,949 | 4,351 | 101 | **2.04%** | **2.32%** | 1.70% | +| 华为应用市场 | 3,095 | 2,699 | 57 | 1.84% | 2.11% | 1.49% | +| 应用宝 | 1,288 | 1,156 | 22 | 1.71% | 1.90% | 1.24% | +| 小米 | 1,218 | 1,102 | 20 | 1.64% | 1.81% | 1.31% | +| vivo | 430 | 405 | 10 | **2.33%** | **2.47%** | 1.86% | +| 荣耀 | 520 | 456 | 7 | 1.35% | 1.54% | 1.35% | +| 魅族 | 75 | 72 | 2 | 2.67% | 2.78% | 2.67% | +| 学而思 | 3,888 | 3,593 | 31 | 0.80% | 0.86% | 0.67% | +| 科大讯飞 | 5,080 | 5,038 | 24 | 0.47% | 0.48% | 0.41% | +| 步步高 | 336 | 304 | 5 | 1.49% | 1.64% | 1.19% | +| 作业帮 | 238 | 219 | 2 | 0.84% | 0.91% | 0.84% | +| 京东方 | 362 | 274 | 3 | 0.83% | 1.09% | 0.83% | +| oppo | 443 | 410 | 4 | 0.90% | 0.98% | 0.68% | +| 希沃 | 845 | 671 | 4 | 0.47% | 0.60% | 0.12% | +| 小度 | 609 | 604 | 0 | 0.00% | 0.00% | 0.00% | +| (空) | 1,396 | 934 | 0 | 0.00% | 0.00% | 0.00% | +| 官网 | 33 | 32 | 0 | 0.00% | 0.00% | 0.00% | + +--- + +几个特征: +- **手机厂商渠道(Apple/华为/vivo/小米/魅族)转化率明显高于学习机渠道**,Apple 2.04%、vivo 2.33% +- **学习机品牌中只有步步高还行**(1.49%),学而思(0.80%)、科大讯飞(0.47%)转化很低,但科大讯飞注册量最大(5,080人) +- **(空) 渠道 1,396 人零转化**——值得排查,可能是某些未归类的非目标用户来源 + +拟合版需要按渠道分别做 LOESS,但小渠道每日数据太稀疏,拟合效果不好。你觉得拟合版是统一用整体拟合比例套到各渠道,还是主要渠道单独拟合、小渠道合并? diff --git a/output/daily_reg_fitted_0316_0426.png b/output/daily_reg_fitted_0316_0426.png new file mode 100644 index 0000000000000000000000000000000000000000..25cbd4adc85e12f69821f3ec29f6b7a3d0242619 GIT binary patch literal 223168 zcmbq*cR1JUANN;wse}p%mA$e~UIb)D;6=g4>5pZk8lU+aB`>gw!WzLaw*g+f`bp}tFxLRsod zq0lfg(Bc0uzB9AIzZ5-o8+z!w+IpO_IBrAPXW`-I?CRm{V99&Z=J*K**JCmg@)9y) zy!IX*ZYPvBZ+7|p7bIMd+ih-`s+c0L<)(h*1ckDeh5SQhm(Zw3p`uVUcBvY8#f`l8 zG&E@cML#}6Bc8^_lCzfodjz{$^;DC-oIxTDqebL<9o@O z8G5s^tMxA{-$;FJog5b%=sMA`?fi*>75NE2xMFx2mR$HBe}s%9?4~IH;|CXnPBYE% zZT#;)FR0kRYwY^(KatduUn2g;3klJizY$#Z-+vCQs7&1d-!H%M4p)F`!hgT~u3d_h zV3pAS@dn2!biOSA{ramuQT|`QfKb61%HQuCIXUv-(K?>(e!J3j;&mULnabwYi3+`V zF^HGJviz1+!UE8qu*#8%I z*{QE<>f@C>)$k9+{_!cD+sdJdiM)~G#%n&kxUus?`DqzzXT^A42CwlRs`B#kH_3ai zW^=FL-=M6_wN}D}x&FuG!1?(2qie3Hm)SMk-XJNdE4Eg|Kxk(|YwNwE!MVAcDV0r4 zY}3=z94B)|G?{5=XlX-jLev74Pk-Y(t>fjTz^&qQLE7d;WlfDhbL(esh5szof!F-3 zEI$(%|9%2@tat6%bH^Y67upWBluOv8`KoDOS!&pxqYV z)4sdn(Q7MiB@dyl_wS{wYM4B}e%RLDb6v*nb)r@6mD%3&Jma0NkCRLvol!Eo)Oh~t z)s-u_l`m*TOZ0yGRR26eaOH;z-({)NE(y!m(okU?s!KhGC4FYyJce7A4>Tm~9d5~~ zmcJ$M^7PBwWcT@L7rg%ZO?xf}Bqwjuj1m(ra%fCpymz!rAnMd;N63?4`g8~9lDgs6 z+&sr-k>b+Qr=6Ya=;-L&PMz8tBW;s^#y%w^I(n_<4H5n*e4DTWyN0xk{i@943qMZW zH4vG|Iyu_mFf`d-V0TwPeZ`$ScdC?5oH)@{ewy`Qrh$fjw}ga**Y_{0D7^b`E8kS{ zRiadW_`rSa*fC0gUaDsA;{1$5sgBY63g30_OFefc?+L5gymjl==btzpS{U`sC#we2 z6`!884IeNmIZpd3R*sr^typJ;uQwN#ulnCluv+_{gA%#1?Bpm5wF*^Ff9+KvqX+hB zCR^p@*GNf8aWp>E76?vCvN-oWXP>n-ANFaG|IZ)v^eecS3w+x{RUB zsZ*zFv8->BcGAl_G}7SzYvnKAl(HHhX)mxYxJ>0f^8`ysp*-@Q*)!OfD&^E7rl6$c z$i(H2WlK=;WoBg!#uH2OTb#oSZix~%uF1BD5mHcKj}X|$Qt#*Ir{Fct%f-dj*!1;d zUBpDInLpKqW!zdKUS8D~SC3CjJZVhTni$S~-1jzlucdDLuK(vtwYJ{3tzN5|Mcm050`|J0Jm0-LVA27gyBp;i=;r>>6|1u{hS)0pPI z4@L;Lnw5G8Uk(eC`IvPu>kxQ%~hVw z8Q#BsZmYS>5!_Me)Q|liZiPks^5IdLb*DK+!L5fPa`@h5eyyk!C3A;~zUpgr)=Ivo zy}T$CEV65SgRn{QeVu+uNy#@Q4NZR4^j}hThb&$F=7EF02Db2UW7k)lyJ}~zuicMp zTXKx$io9pXH(cS~CK8pd9kY?n=Zv@av+iy)Wm{|OvoCIlrk{2$(YU^Gx8#}c_8RYh zF3$6-nrBSlaB*$-GZ~J)b!(kYoI>EaoYxar0!%c zcJ?!zA347pLI>2GAKEo=iybYMt*g+A6bgKHex*}a$5dT}pndDTc)_t62{ALQ{E-k z&@9(rnMwWUsb z84;D(5F=w}iLW1Cx`cMA`ip3Zqfeh--;|`6q30VvGKSCR__+J~Xy=wodm zRU@``SB9096*c~$RHD7`w+qhCd`%E9;2A1tqVs)yd)qqE!}lVaR*N2DLK}Q`-{P6u zP?K=phq^jOyx{Eo*T)vt){$uwX_49j&#rCQ>2WMUp{yU(v*`n?=YfaE-m@h{yumh+ zGOwgiDrYD9^IW@C3gtto9q<&grl=+Bqc@*VPEIxo@X-ubp{h8~`k$`-$>R^EiNDOV zo!i2~;>fnkCaM_*chHmUJ01wf%DY^|)2)2*LgeV&mCKiRp^o>Cj*7Q<4!7)csuZNi zIyNzE|Ft0FH#aCq`IT^e0`Fy5V|Wo?Fjx<~Bfo!yu2 zU9bYloZ|c&*Xlzc9N> z^ia0?ac#ggH5|@}^;=Uf7Zk_%WHgC zSJ(Te{#5<0KbkE({tJO<+gd|Lg^nSP&6%mgp4h#5O&{LAT?O>9uetE^%a~v@|HXsp zMbvaml`FR|1mGL@V%reVNVkIP!hz&H8B?dHh7Phxn6RHbc@out^WtjJv^5LzZatMu zjOL+NuGCZpQoH~7W|OCrVPJ{IGy8o|KYU;XyCj8t8$6%tQoP4%Y|f|HsC>qig0{}i zm$Ah!sAkvYJ$O(RNKJnqg;6_RX?1UJ@7)8*ba*QCB_{WtX%`w7yKPW9Il@4(f0q_! z#G535*IOIRv1!w$YNqoUHWn5e7$Y_B?!L69*kdr{pHBSbbbqmpP!AQrXjE-c{ji+-MqY-h>|hxiql>=q$L^-^-T@8h6gm@#}^wG@zY*B(?RK)E`f|4Kd@e*wP9gltGK!EwFoFFab_LL zd78HGR!?tlAog8f!}ed1T>I6NbiXJUefeUqeM^3y_zsf{gT9_8!FSCbs{|Aed@ngM zKssLenJG=@Qxko=WnDjT0qF@H%D(x!HTC;-FQ=J?gzbX2PM-ogy1Dh#y_SBTm4g2P z*e_21VNDvPev3-B4Y$QJL`{k%SMaDXEn9X;jPu}Ukwe++cxrTZc6ME5r&dzNzr5Wf zd#uaQIax1bysvs0B>=csO-=1hiUuo1xAUUhCK`JBWK={)RYO3%J_WsgAgH#7t_dC6 z5;c4h=_uq`VGFkWP`b*qT}S#v7m%!Os^;qW`Q*4yK-P|(PlmGw-=$ksU06lwGhK__ zYu|R?B6Hrjz;=0>c1(EY308WOPsA-~%^NQ|`O>?|FGsihB1&HY&iU z{pzjRw^USA2=2RQ_E;igi%Y^oN#Qv(2`C zuU_NCUEuMXRqf9sE!}sU>5p%ps+}Vo4kYfNnwaO5b4=7v*Krui^%!ha09@eQo4UUH z+23gD_=?}u@A{!!v&VaKO&>J{<<(qSzl?{6XLfcrzKBk`OaLB zyzTTi8sL<@ct})~Eyub75)u;H~}cZU{F4yQJJn(QF`H0{zWz267l_01eF;X>Kf zZ2hSr6Qg|&eff@ScLk+y32U^tu|S0m3%##^&o+k>IO_Q8^uVEqw$8NWSvk(=mp=_z z)(>#?rSsutuuS0=dKwyY^gB0q_a`-B>pVHBDL%h`t`|3YKw+Ly;rt4CZMpdQ)h*8< zt;1-^j#N1lQ4&W*80TI_Z{|7HRUEkRV={f19lKy7otfFAGpm87)!wD;dz*bkCQ|H( zUSmslH&1<(_|DOe!nfdld8Vm)Pu{+jdS&&mI`=P}^#z9;=QYGAfPo^0p1*93n0oXu z6Nfb4UT2HtRkVji*p{MaETJ5GU&>GC3)pkm`S5*n)$ce3?`jV}_VZ=u;OHG{&a#XT z38BTd5sJcAtlps_Dk@r783h2SnyLrP?&3n2g~kV#J;OoYOMS5RaAwZ zzUoVqz95_I>}+Y9xU{r1;B{uBBIi(03~I{U)bM#=qh9MYG@wp-4 z>h_N>|*qppI%Opw0q5U^X5(Uds6OwyUM+1RsjD!BZvcljMP_X7}v6G zz{mg^kLFnUj`swzn=GZ=5IGnW6BE-iExf$+g(hmhQ9-`I$zMMgnYj0To){nBfiB(@ zw2F0da`M?(M%MeD!-t$Z9x$S#?zOf~NeO%Wcsu8oV`5RPcB{w0YR=gfztRRlh_u!e zKbXk|Fg)>W<@Ue2@gw}zGt(oXShK|a2`Y|@hK7drBag9Q;XfmmjbA$T`6b8MkdV+% z8+M+%(2WDGX4PY=xqjOjHsI)e`TIgy_|5I?&I8AUdIB-kMsGIbqZ(y=1Yke0#sUy>hw0>Mk{{6bEHjb!h7@P%{UU8Vy)Rn z^pBgYgUE%}ZP`~9ibukKYNRa?g3NH-;EC=E-7OliYJJOgt{`=l`Fs)>_e;i=Et)Q&_;HoYTiK0y=2{~b5l~)$MxzK z$0i|-%F~*EZSo!Spy%o;H!W;!>FDX{^Rf*@RxvYEcqPn>aj1y&0|3XzBSF0J2FF+Y>0k7J`qv&T(QcqlDThWruhXZKc7?LcLJN75XI1O*NJoc( zhF#j4L3!IYeorvJXN69!vPGvnJwvjxL@9|l5N;<=Msb}we!NjJfS;F_5)~CiAUgZy z!QNgfe}DhHu$&xmoZMh^sEuY7K7{(Se`ll+JPAx72_ABpOHr@!7v64svSB-QfYG6b zD%Gv`?%iuEu)CT<>I}GeHTp}Q#WT7GPOU2_k}e&x1Sk!czkKy-6${J8sF{)WU?tBX zzWK?-5kW~w=En=)mbGLb3BG$*D6hi0E`0pkH^hb1AXf@}Ty>cqoniQ)WO8)an;8V?CXY=FGRIsX;y zFY|V%pibPi$o_&7+YlAsIrShFTGdLti=`KX@npik;Sk={7l2^feFqd7 zh4@yD=L>bR3TUU*tv4Vs0h#4Y2VSmHO#lepjmq!7IOkcYVk6Cwos%;G7F;-RTJvK= zg4w9&4^%&*vlRRPQXw07LK#@#0R*YK3UP7q>dPG&2f#(FJBcdbIODa4l}1%uYYtKg zKMxbf){|mac(zM?c!u^+15j|$;ayrrPHTkVer661;flk8D~faVQZJ^woN@aPhP>0Y z^L8^e@8AD1l7$`YHTPY3&sFX){8FaPPC|!>YzkIviDi3!Ys+TJ4vA>1kI%37<()MP zm9hVHHnCyE91XkJdq!gH!y{2To2nDXk3U6sk)xBWvzBJ!R%WNTeR;E?&^!+>v*bc2 z-AOcHjVnnw&TaWN%R~(BCY~I@-*;3^jx1rZt*IBoaoY)*Bk%YpO^wO{Ao`}US{xmM zMc5_HDFMH_&nQ^P*Lwl1tSMj=SYa(TDV|7qI{O(Zer~2sDn@8o6KfSuO7Wl^U2fD@V+*DSFQ%z0H9z6-&#DJOs4|ETA zV0q}s;;*c>p7_j!jn+Km;_Q6i=g0A!0rJa0u3F!+Q1KieyQb_qu9^VQSP5>S|K8s* z$1qQg<${xoOW5hj&l!b~Y0LPSJ+K-C|98xv^6+@@k(!$^;f8dKwz$IWKmCYa<{#7I zKsb(1bx+Q$czu6!u9?}(+bw0MT&0*bQuQn#YvUt}${*_zVpP|NOA-@TP3SCgc^A7+ zY-`;`^YXJw9$x}%>Z6_jZ3G4eT0Y`sxL;JX2hDt9Ai-a==wx%%^XCkk_Fe(L-{b~a z^JT(zvo5tQt{=+VNa)D zzj&c3F0|RS&n54DS65SzS3laL_Q2))l%^u}1|}F3wJ91AlBdQ@DDG6LsUnnmx^5cX|nWY>rp zQr4|o7q|7)ir24S0|-^k9Nt6oL>`(2pi3=Yn5xQV3*nCd`Ik^@)R(CB)6&st=0Avy zjlBazZInxxLwt>1xtF`F{Tm9tE8DP6g39t6nyG6>I5{~lLb_2OIx{mSE-ct(y7dEA z=Dyd2C7Xx=!`RqZ@$pYf{pLrv%+AgAfiO#M+0yEeExc;ox@941*R9uidwZieTRc6> z_ys}&syqnf28U$f$x$Ggp0TkjfF)|+*I?{KqK2y5T*SD4`LbopoZpwO1_7z83S|Y- zpo-C^6BHCI^xVfT7S}YnH3_6MYzo-rnzO|U3XXFP_;K}dh;H0xtDk{JpNprXu43@8V;>H=-idA7Et1qvCTd63XNTzsF9k5>44hSkZ;o791e$9P3yG>PCP8 zMR%pPjFePe&w=#!(8c6hfcK2LrjKSAI4;*a{r$`J6ca3d-Jv?5qP35=$jk2`_Dp_S zWoBft=kOXRI8rF@?Ck97_dG#l9yqtNKpZ46(tWf;u29=D_W7sds5;b8y`Nwmq_DNJ z%^q`yEL*Gd&hSM3S>sjfI5}+RpE--A#l?wW3koMbUrwn&(H&I!IbsQ5W|{T~Pa)g*A=!Fu z*kZuw8`_PO{mN#%AY8q?CIvXL+^Hq|34jb0#eZRfp449SfTLFPXenAj$BC*-%%XZj z2rQcz=e`4f!7kASdC@4t2F`l4hEPUf!4*s>vpORYJI9(egm-FwZYnupM?gVN4!R;BMhHY%D@d&Da*k{`fyr{ZGmsnD zxBHdz1q)sKej@zOrsDatsW!Q~x)$>8fw`oiXpwk5BSRRp>k_m9qB&R|(uGt83&q5F z?W$E91~KK*4V#*zA`W4_tdtP>x0S!w@ zzG-Y^K?gm!%w&FXrn|SlKN#I*2?gcfeY{7NhK2^n^xO(2rbz2Ow8vfF*g+(7TbOl6 zWzxxpM!F85m=QF{W31~)_I|DhhB&HB9QwDFPrpI+cK%R)qn)qpE-&;3OKI{`0g^j3?2jHw7Bb~EIH8p>PLc>bh&_5UP)wA4W_87! z=58y4`V>uA zuE+_RFbqK|O881%!y`vFC@2^*-P`Upp2+?k*l@!Sj@HbB%UW7m9DTb>PSB&VA6|A- z=L_^mP8l|*2!&;N@}M~c;1CiGRWBKB!Vu~Zyx~Adw4pHvP&F=CJUd5qp+3c^?4%25 z%g&dx9Q!j2E>fkW?@!ocV8CW_^eDfJ$7!8^IR}=%QvnW5Am1RuVs-Kp#$|%l_4Uhu zz8lZ@K*NPF9g{MK8lXhGngbi+O#S;eZ{F|~FbOo>x7gWL>M2?$5BkITP%M6%w|vI~ zhfNvv7hHl0!i&sTtzEkoUW-A0-u?TM8mHeRsyZ6KUE;24H$hc3!E$V3?o<6*VwQhm z;n%znBfs5uj_*kStkut-KgTC0S%;Ug3Gp7A$%OI-3vS}3TG9>(M%Bmra#EsLE+RG*P(kRp#cFDNaxHux(@ZC z3PjUf>}+eZHVm*jBx+Wn3_D>NBtLBsjq<(5Mb3<9G8&!WYFaO1rMIO;qi|hPO`y2- z*DQw`$d2Co=b(3{dT{}G5PAs`x;&2%JI5FfRwzavI@VJ< z9=cu)qFvU9l4AKDoY1YWiV>x94OE%K%Zi$sVMe**f0;b?TaQu?_G=zK8i9>E0zw`h z@Ep8hXkoHJgfUo!nwq-sSoJp756V(sWO`*vAxhlO&u5{QMp?XCeQE7Zfrt#+tpYD2 z*M9}9eR`QghI#dB{)}AXhY}EV1fu}^CF;(_-xd=SyARugH0h$EqAyTiZg2Nrfu~kn zQj&xhZF}VXuuVlsh+%2S66`_4$9~%`uHAe^@xrr3uA^5s{!Mj@b|M^YyZ{ZZ^Mq@`UQw!sJy$s1E`c z*@Tz;C4cid^`TS!#o&RqSf1yf95qryfB}%m^Zh(w}hvB&Gn3K~b zm|ZY>mJ)dTMv&s%c3-uz2rg*G(vJ2*r?ux+tdH%R)U*2XCaDdzJhS1Ho7;~5ny|Nz zyid)}&-Vl0gp22aD4_=N4OmUHMKQ+#hU{{78=w>bzG5>Pv;US5IO^o;l{ih>g@V-#J;cStQTV2?#BC+v?`3W1ip z0rZn_Spwkjz0&P3118jBYkD{u=UdlV2UnrU@wW#9Yx33VvvfU#=iu{m;mE*rsXf|G zzLomE9dp=f)kML(dV8DqMb!joq{J00Jvl1Es7{x-hIjPSrw}{@%_S-~H2LM7+bBR_ z6YU8{@GOHt6)sGA&rgd(Tt17UpZQ1vpGDMfyZ5y7uDyGcb>fwT4%|7*=XMfr7tZ?} zC^JRjM7ql3-!9y)KQ7!0^V_#?hv$cc>@J-KK2w6!Oohj4_~?urJj%;>rj9S&(nYau zZSC!YT|Z$oRH3x@3=W2($)?Sf3g2+cGKGnp65GW`|4 z6S7SEw3D(1EK`J?M$*;00Ny;d}R8j#Y} z2T`!^&@0B#t`gRYiVFDXd)(aa8~&P`a)S1>ud(IjOC}T(C9?v=eU$9ZYqM+9Rpo^8 zGC*e+g8mkaMcxZs-n`^$|ND{?dwo`LD<0p)ayNzr{Oc*IOSSligCeV6$0-IQ@o@#ZUumL@2RB9Q*jq~f#NYND?uTlBcgqt@IESL^gyUR zu>n{n?QR1wj|SZ*h}L+d-0WM9#myQW$+M(=`SRuXP_t;>Q7BPOHG28h8c==cpn~sE zS7$&8ffcSyt-% z=z2m9(Xj(5|9fAAVHx-trzgIDk92N##!)3OQS58y!<7IJ)XdSlU9hs8GW!;xu!3`3 zG`uZo5oDdUpAw#Dmt z@1rfvYHn{Ygc1eKD=|tV4}bu2!aa63ItqYfg!QI<&afSd-FlZ`6ZwFFR3q)9FKbId zFiD7`joq;1I6op|?x3#m z`7b-#+n-cb(V#Bt3bEZa$Y8&`WLV5L_WEVR)Yx!p>U+tfan7!N&dzhrNgICuhrj z4?PRk&3Qy1`f=v&LXW9&U$IV}3HD**X;WxU_@>kz$9Pj;`qxNN;_4 z#1yUN@vnj_E{WKj26GMKHhharJStoO0GeNW)3a8rS5kk0t{zR}v&5aFt>xa)OQ^ty zUmCHy;%J8F7X?IoWC)_5uhvc1go08D@20vnXaS8NT>C80=u_x4gpU!qtzYr;=g%Nc ztLmY9>Ccz&3yO$nvWOjiV1FR~wHB8oB99Swh6SS52dS_&FsggMu>*&IL|bp&S#2k` zeEIU-;38EyaY!e*VezF3M#0$mRZn9R>?R8?Ed;yM#Oloes)v4I;Z_Rl9~ziq8qFnh z&!M}Mqb0LSz#vJDmP^IQP_Gqaif?|ny+DwJm{e{7Uqxjm?&p=bWYLFzjh%J_f7CGE zXI$o_SLk?mWZOGcg8m<9tA4JrV$~Uy&f`APXb-*<8sm|imRUuswv2es7$7nTn4H29qge z4ee@rstG$x&Iv#^0-CHuI0Ub;ghJe-AUhV<&e(_`mBqzHSh0`!f}NofOX5&>J@)5; zX<36E!rvL4CQzS#{yaUgx2L>7Kks`C>J^&beMw47UC{&J2!b!9KXu^wL_~Trj()XfG8n`~dux#))eOPktO45-AZZY{$VwfRQf)4S^?Zf5H_6qotBF zC6=z0h;zP$M{z0e3OMckhYxG9d~OKTX`HKm9l!P2n>Ui}Kk1m*13u3C&5o>$qJrB zktxSOvIozEr4U_1uZ7>7&pp7_huHGJnm!#EloF)!(53Sngnuji60!!g=T`DuL8>YVfQW&C zp%SN(k1Aou99{HkA>AD=%O<^0OR51GN&geNq3JU_P6e&$5PZ#t)^#j+dQ#QKPIggv zD5cgXv~Lc+Yil$7rY#QZz-S)7_N=2rX)5^TMyMsVQ1fKDC#R-%6QKyIYhiYQ$c?4Q za_G%J0?cGWsjmS!j#zjk%Ke9;O8lXy`KYTvs#)3G=VEbkEC9ne{NkYpf$Y+fQGj89 zzjHX<7mp~fUP?=h9w6dPDCP**KZ63Vo1w?AVOC0~&fkKvF4dOl*8B9PjNJ;-`$kR{ za`0p4unK5jYm#&6V8c7SiX5h=r6n;kOGOn)amCQ!O{}isxAg#@Z$!$ugvP%meWOlb znf0+Zb_ft)t!Z}d+zDY#RUiTweZmVUlAURJ)#7E@FjtsLe~C}SXV0EZgs?^&rfBL{e5AMKngFSYh@4gDZ zX0${Y^hK>96B84@z#mYDTYt#8qHH7G*aNqY5&)f|2Zb$M>`LhnAOiT7*atf>t|)7B z38M#hTg2{QPgP@Os=i_6t9RsA%^Xuh*g?8XopvoQm#f83RyYSiXF9 zJ?T04sC=Eddw1`)fLg_wz({d}^{AbovK|qSec$H(q{-UJ$SZ5-e{w_jKL7}65S9!qKoS=qEFo}z zGi`LVb+DrjK(o%NC5F$EOX1&O3HL+%3ootWpvW}BkmCzHi<6=wPmzZ}Be?%ITRn&< zpu+xl3M3CBj0_zAzQxp9cC^IvXgJm#Q~UPqbN}{H1DQ3Xtd`@1K0~XPL~<%D#yvs# zbP)L7IykWu%EC;yznh1LLFXM)frupS80qoxapqx^q_+sZjUe81n0}rdRd_8mh%AQm z^qAL4Aq{|>3_jTkvY&qb7~rXMhg3p>l7JxKgIuJlBQP+;rh6k2WU-Jpk3+^b&4GDD@UlF4TV$j;NEpJr5@gU6vR5oY9*_0gyPn)0E83)*%nO z07(oLx-$Dnfu!wA_K6bi_3OjHp$Gxf%`ga`B!PYOo+RiVmhS=5{|eRMmj;z;9a39Uo!V3Jj$d=b zn+>uJSD|FJD$)H37CZlzH11gQcU5p+SjG#*((U4W3EDniPdZc}(&r2%4rLn-(Z{HQ zlr`tajkV=b!?b$S<_8LMzo1|z1f-@QHT_AMOC${sT}a2}*5RXt$ovq-bfz5jR*BwM z#cP~`r(Krv`pFa3mmd_4e^f`{adVvti|auk7XO>Ev5qcgDe9|85M+mmZCO?8)s?*3 zLhh7kSP?-%K~=|bUaxI7Q_;9}Hc+On1Y8r%WTFVLK0l;*fCm=e0e=?ob|n-ZGQH6M$llR$DgHyMGbuiPJz6~# z02|z5dc-5cr>|eX?soim5WWR@tZKZ%sf3aYH+Ur>E~T9dh=pIZ`C}aZb%>w-c-#6t<^bU0g8vZ&-VS zYw$xmya+W1aafX;YHXC=Jz3)atKzi_daWSi0v^0o{=fp9lknr1?s3Dp29?|OZNpN^ z{Ra=A9w!?5AqGP_77Cw@CdIGMy#M3bbLT8Ul-tTq<)(ai^M-lv6)siOf!>i3MCTlP za6Sl!##cO$XSo|8gSEs6g?7Y0Kn!3=s}i&dhIlMpI!%-(+|YE=H!P$B0? zBDOR8<3}$ZFH}%!+t+b19~BYNzi{QsxztpC1h*@Ee%x8}1qewJUYGQy^S5o`h6jO+ zv+sHUzm<>rA|(+E@}<2XosaSiqjo5R`==BzT9S!*D|7H5XnmfU4OiFV=%f5-7U{u} zcmj#G>Kop50#%o7DoeOhI0+`e#5|-{*fMJ^6~UMYu>D(hhvA62*ooZ^^^)Jg&cY(; z{?r}v;Cf%QsCOY7CE#JnRCC)ujlGY@QIY5MZ{V9+cBdAQzmIMaX;8T?8p z0&aLO*pyGu^Tq9FaR3zH@DLje@b*b%CGYP3$U1AH1Cs~?-o^q40^1#RzY2^&_IAW< z%t53t2@XU}$JtEOQ4Q#*a-F!XaJLaY9+T<2G_Q$1!pzo4m|P$v0AfZE=uL(HuPa#N zWa3K{7FGk_=-&wSKy^p_C@3(H3i{9{#i((+aJM+(8l!SHFG=jjC|p0nNP*~_0mZF9 z5sI#EHQ2R_hP?PT@98hfuMy)K>XMg3JKZ2Gxc0)}zyST0EnEJw;;?i3kzzRL?LxpB z9{XOPH~xk*$eQ7eS1-;@Jwpsl&nLmDA4VggFl}w@cx*V_;Y>Z0rXW$)Gq7$EN(e&% z$Xwrvq>bNfFFmrSUx@*3^MXyv*b6P2n16+n@bdzZ#(Dw)7id%M(i(BThHe1NKJ2XiSIo7?CrlAxGPRN2?hiQz&rOqO{9YC?LHgXS%0 ztmarMq@E=qkKb~h2eRtJb98Kln5dgs6B`f2{2dcFXo#%AZhi|Bdn1JoY}CKUgE>H; zVa=gESGX7f7}v3H}X8KDHY+54Ln^h5!D0RdXhl;bCc509-! zG+q)hT&du=ygVtOX+BkN*+_5$SivN`Q$v((DG7ulS=0U4zZRtazU?bc4S`*}V=9_jye5H5XbH{D8|mpu zl>1U}{L>5K0+4dDkxn9QH`LvCam~4?9J7Pz3FF|Psi&1g7ZC*G9EN6=mG_~g<&afn zx?V;VGHDmk33epuUYNq9Z4JyhzOPmo0^Cf<+R*5$clyrG*&i!lO69YY)e0CgZAXfG2lUv_l!AB5iiXMoU9`QlmgJ3euO&7o}wgzm|;%E=;A>1 zZPa0iPlbMUpGp^F)S-4mopeLG5hWUh^ctaf;Kk&G9HO`-pU+_-VWaO_?B%FM&Lw=)%~Dv|jKS0-(< zFmXQu2q^SMdJnN?23I!}B7JrVXHIK~?%kSq$*I}fc+w1u5h$AVV3){9n555{j|Hy>3b{fPPRUDH4B@<(8Uw< zJvr`mN*;HOT8uC}OsYDz)jO};{m7_b-7zv?xcO*lq&Ru}GjYhPCPHJU^hw9Ou+Hae z7{micN#FEg7zyJYC@lQ#TJ*~~X^?1e|3Fk6^r*L)2SxK<~k=a6w@pwQrhB$+=6QbUak!HZt1jgO0? zK{$oPD2|&#cd1S|h)Qr4la34!JvFY7>25V(`m+$emqEpO=g@^J7M-oNAcyIGzNrZ_ zn-`I*5C`83FyuHo31v74yORWP<7=+1!r2r=Uds$qtZIG6huABbw;R7xnAQNXH zIPFUzqrDweI&k0s@z&3h^vmg&?XN%{&q^FEWq_Er7H`#9_!S{1M)c0r1maB0lCm=M z9tB3P$sg5;78C19x=Ctk;I(I=8k6wbpwxG+ECfo>B?HY}T*RBQ4)4FY&AVtE)QPWw zapg+fJaCtnm|`$%&g!&sfY1`&vw@F~uf2!_$g>NO>ep#iw+Gq^SAowLY3+?bcM=i_ z#B-{#Vw}e);ce7g;?)qg7KA#{iCSaWR_vbKGK}$h3p_P7=(=Z-){6h!H!>nt@)Kj| z;m-cJG$1cWEr}Vx?kw6DBjFG|U%%$QlY>4Y6p0iX^yv(pQCd~z3g3BwkFRbWMgldU zXL$HO?Q1D`Ei352HS4Xu{=Y}F>a2qjZMy%?)o$FV8II9^Oo&$Hr@43s2M14WEI4|I zysnXa`|Ng4{u>9z0NNal+iP3{U2JWm?p(fz=ll#RE0G@K8{U3Kg#-B`kPHps;u`VH z$w!j_axl{`wcCUW*)3hVGzd2+ydFh#L@%yHsQ_`G_yUdegL{4{!^ztaU9bPhvz(WK zfuxTvwp2q!v9PjAJ~1CRUbgq7*Y6LW@ka&t=M<5DM^anAu66ofS7iw8`@j9h|Hs`O zceu#R2BAbGi`CZFhU+W-T*qM}jjKo04y_FOeRD^6YoXI&w3#IoQeZ*-NPPFw-raw` zLd@=%-#O=v8}EGlF+1CXYGbJg37KCr^7+$Msjnahy#*lg_<9P(7{b$`(wSTBcaoFg z{7I*{hNw}chWm52+`xzl#(!^)ErQswf;?!=_{kU}wt3Em8}{;zEi8p;R(BQj)@<}C!-5k*jZKfj!jQDa7>Kn*a@9l0Q;L2p1MLzv6w zzQ?btuBowo{)m&E{pOgjZ3t3{PwVQ0cg}JDhhIi)@cnz5chx6@Z`s_Ge-`VLAJ`$e zB7wMuFy)>-eYynK9;hO{h@&&o{U<%g1>vO@sB+cn)v5a1 zG0lnxLQ;Apw1mVT@oaN&*E0mJM@$P~qL&+$tgD zdHg(Ww-;Jv4Thf+4MZ@p3-?18GvNkPtGT(a;PWN}zzSim2)z-TI~aA%63@sBkV@(5 z?ePAOANlS%JrHpBUrQrQt&yfz*8u=?J6)*E<%DP(pmT%;xBzr zM-+VLWPzW;fQ^#SVT|Ta&y1~yo_tTrehAzf)3dBs)^9xr1;HFZ*ukt705h7>e)_=Y80ISlm)@|ZamoDfdRn`G93(};K{lFI7ZgwTCxm8oN>{^ zrL~)DfX?}ApFVv$J~ez8+7&$_Ml08BHoXjCNnqWM*rP}wlWS2Rn=s%bL`ih&W1N~u zySinqzP`T5bY4O_#|n>}NE$$fAyA0Yf5b*UsI1)aGFDDB>-=>`j)?^tGDKwwcgL~e z4a^F{lVNldBt0@ZO2#}eZ6mTRZRbBHb1)$0_YFKk&lYeS1N8gCnt;?QOh1QWMd3{- z*PTSTToq`tDd+}^_qUIXfO)hS?+&YNKu`o5b2yU!D`3-ISnJ4p-F7y{56P6PRi&LJ zM9^IrzPo?wt7(o4w5z6kA6p`M-+?f369EaM%5(uVLkOv|kT!2*4r34sBXTLTq9p-G z_8~k@E?BW3!8<^|QW_sLiPiYk=0VeL=u4;s7w~k`ew0Q&z*>?h+~5aS$FXMgp|mfY zf2{}-Rf%wW>Qr`8^#B(@(|QIT?7=DX&ndN0{;e>qI&hA-MR>01?oJ*t+G!JUkfZ?@ zXpQC#G7K05r8So^+6K3l?xs7od33k(M>i~0*cC2?HorA+rCyqQ3 zx;xS_{9og4`v5Jx7mLMtweC~LuWa(I07r#__uNoHt$SDa7+BjJ4-oA}DM25uIZmPO z07-rCJD8Zn%Ye|Es$<%X{%yW$$i*D*h?s*DL;nHCNeOfS>RLbV7_w_M)T)KYX|auS15F!3MQP%aLgA z1$^Y3@4`95?L$HtP*a}4m05-GJ=)|QfPwISfSFnl7V(TM91oN-fvDw7OyfZBeOQ1C zxM>MY9^9KDRZm#)D{9+c88k)Uuyxp9*PCvL9bqA&HeQbzfn|I-E2JGHWo2={fFfoU zaZSZBcuY{HBbyc{YI%&P(=b8UGzS|oHYi>!mIw zg9=(&^&WBS|JiS;A<{nt{yBlWgj+#c;*>m>BILdcPmKub8gCAwD3cr$w1$KEtIs$) zi@`I|EjeyesImp(r!W8n53(u&xIu=}bDqa90L+C9%(OS2281QrilM}TJ2d2OAXJMd zxD1KN3V62F{XnZvz>Cct97wua|X~$~_!f#Fg@Era6*O{z)(c5r@p zQTWGlc(B$T?D|%4<{ha{kP9phnxW(Bcc%G5_?|^=<@Y3aR)F4*BUneSl0w=-r+G?! z3kqN@w%lJM6gULb7{8EPwl}rxvX>w7|95F$%|N*TGlAq}8UN_fHk?2y2<15PdwnYY zxlZiB^uO*Xdm#xXS&g27Hs*jNwS%(^ZYa@s!@~Sf{DdXB`33}m-xF$r-ZI>wvY7|x zBm{8#q9=;NS-@gG`%Lxg8xhu)#x*V%vHtd4odD&M2+|_d!LKOKD>1uyqNo?!`WlUo zK+0$=g-rdEfmtM;EaTOZNN44HawLXSI1O&smh2d#qmD(%Gt<*8oRnLUNPecy#^Gt* z!A=xb*({~XOe9i`qiF2+ahFZb0J+5FRcmSr1mL^0+Bi(cR(m>|G+#ZML;GVZ+}|)D zn8+<_h9`;jIyfwoiWL>+-2Bg8wD~h{kJ<-$@lbfJoJ|U*O!c$MaIu5YQAlvI)9tuH zN&|URh#$LMya!-F-$79{sE@9$kdGUIq=+jibUuMa94H@DUMt`9nD{ zP<$LcLkn7=jv$wAY?Xkmea=MUyk=_S89&EbTpWhWejFE}zHBmm(ahmZZxoA|m2McO%fl*Y5)&EJ3{LLwfU<|M~cLva5ezBeL;@ z9xk6aoP|Jnxe<~LWhszpEigmjF!Bx~U2DvV&SDodMwVmsKEm zhCHH$2Lgu0xR`=QbqAU%DIVIfvW$okaOQTBd_GhV$e>lgCPc1>kegw1qp2E4EJFDh zAtz=?>tX1Clx?K_^MEsnjTbHt9$f{J>p3KvUgkSrlwy*m&A}$5O99r!2%0G7cgWb( z#@!baA)%pPQNhM#Vr7jG<8&X}f>~INaa?xLjPV!-O2&%0m#=3s?=>`3&16F8a%{Rw z1&a^DrzNxxKu0MA`3~TdS zFN5$;M|{*XIx@Ria=jr5O<;2)5oLkVW)eyRV3_#)Y8}RN%+ce>5A=y}AQ^>PT-QV*>d0L` z*+dzi#`@|(`! z(l@AgoPc#LXRcuH;S!n)I8oN$$G>X=SfN1)WI!ep!nk|f=L**DEN~r%F_~>CAIS>H zfk=?N1|~pr7U$>Y5NzMj?)>EUjw$(feXxCdXSd^%I9%58_NK7(#*J!vhzF?Wf32!z zr9Z|$fK6U}dNM8L9;y_%SHY;W>c}pH>ro&0JTd;+?}@LrV&%%KY+=hOFzd6TG<5al z-vtB&@D;3_!(An_9ih;38L^eg4FDc0f@O4#sk{0TW}pm$zVJsC=9~s<1RRXMzVqEy zpx5Yy5pa)7aOhIBy4$Br_tj0xOgzGX@h0ejW@1idhp9-G*+_=vAI5p$v(@jpn^iWU zkOj@5gN2u(EL#Cba(3RrMO!cMC^V*dFoi5U92>|&0q+Y!&DI*i#Q?;>4jV0`O^g!O zr$hfFsd8)@2v27L^ffxLbUhe7Z8`0HL^#8x(-jdQBqA&pW+yI$hH4b$qEBkQP?UO? zUgY@|f-FGSd5~%p&mPQ*=#~8f(u=l^s;(ll>V&lniTZg@cD(>``|HLn&@Cp&lj_kw z3;G|$HV&j0c^9G$k*11WIgVpVY(vOdkq=H!^wC0q&6;e}-nUQRHy5LyLq6+&@7)_^ zzdH8*^Pt*x3{r zvLvI>6LAQAWj4!^E><=P1(}2m?&>BjA>$Bpi0%)|7G+xlJRvwlmIhS`gLsU@dxlV` zl}{lcmFTV5<>4b=QBK3ZA)|nV>IB?PbWK*d9(is z>GPg~>ylA=n3eu&+9Ai=39)0%kk|hjg^b$oz2C7!WbzlI)GmB45!8vjd0b=u}d;xuq8>okwqgWVgjVc>Qdx*HlS@`oLDJLN|Xbh zAj~}>#BobceZ7KQQX(!-2p_pktVeKta=S*(qO$)_6TKD7mTAdf+ft@cJ_d0Dw?m!9 zQ@)IEsae$ThkHWLUD?m0j5GprqR~yjZ!4FEY-~TVZQHi$fZCKGZPW{#g;^xwME1tX zXZZRFR2;^c5o4UyzKelxk_Wf`P=5Fy1u1{!v9EvM`nYRXi~!j%$bZ!oK=0m z!SDXY?vO_PU!?&A2T04&C1IAM+WW>oTG#x)uIRN{s>)1Ub1nt99eQT}x%g~*`%53d z1Ax3!UvJkG#SURGtP2B1Bt4Z8QU8ftcy}O0{W@O*vi2}-Qd7o|>oV$edSM?UxStzl zjV%h`sHl6|BYdTd!aU4R4Yy*f+{!<;0?J0*N9DqdBL!(j@3C15i~JFvOQRXKk%h6L z@dHR+gU(ODbY@nrK^Qh1ohq~RC#}|;_cBH}QQ=fwG5k4yAp%|oGKSDHt+;6V&yIZY z>R$z%Lx-7$&d8Io?h+$<(a~% zB|4-fK0){yWGG3l2FRx+BLOuwi*^=?N@_6K@KS8HOj?b}ChDk&;Mh7^(^O%%!^L#c#JAxcWg6iG;wu~MiE zp+p&?$XFC5MVW(_CAi^ANx4=I^Om6tk#OJ`@XKvaDLA7 z{K(4#@e_(8K4Tzu)qF@k{E`bwynyGu&%a55F{Q=?`BRl1KCoctO}I_ToI%~>Grc-X zuOZDc_=IlRP|)FWjr&@0?56(6iE@ZuC_*a9(%PcU$#sz zlkMde^tTqvCeQ%hv-8&nT9n@h_JYF-DciZ!y97N^GE*m0IY6$2;sn5X890P_7!&sQ zf8MPu4>=?vRh^>`T8p@Oq3zX?8Wb`7!w^Ndc?Z~tq>A2xS&#Rm_o^>ubar2GilH4jhEIbJ1S>QN68B?aNZfYprVo$wEe z&+6*xA|NYO8T`S>r;9xD+$w~A=Tw#Xh-%=w%tw_PeI^mjE=JaKon2g*A&mu*HSJXi z*uptYO^3cV;wpW{*^~B*CSByV3P&V`LVUoQZVc!4;@&{UvGQ{ zW(d3lvU-){`u>T1V8H=z^iUPrQ^EN;&AfsZ_&7@m3aVUu$|vbS3?J(2>JoEw{~)-( zT)TEnz@GeDWcZr5@U2{hpCMNFp;Z~p$I=jSVtiO@BNVQ8PUV|f&_ThOkek3JQSQ`z zAV!XWdO1q)>5xnK!Nt~1c1)z^y9TZ5-%Z3ooGQQ1Xm~ruo*$;AQI;T z$rVC}eI=$~_r+H^Rs~`xgf@2*T2O&G`$5Mh@&&|sv(_)d_krqd0wSR7AA|o&Nd3;O z-VAs;Kr-Ut=jYdUcp9F}AlC>Szg_(@bZ@yZ8X|DMjL=~LzEn;9ibmp7cXwz^BoT4^ z_)EpD^k2_?DRt05i6_xNTep6OcX0v24w)2?rW$uCAAh_8Gy&lo2L?MIl7R{8F2e66 zej!L=E8z}>h60}Q+=LK|;@o8N$XaNPp}PKrdXQ+L37-+R4XDbAw>-d6Qc;lUCL@er zjy+mUA=$8CLaU&phPJms9g*O z&rd6_hvn29LId1qh-aIRmzOtyLi-Uy&6CBO^rV3Y!wi6k-fL@sL_o&`r@(h{euTJ= zBUqfC37mzfDY{ckIZ&`)3=9n14;?HY$VY+kSr|5Y;L3Wn!*JCI7~OI1Rli4D$vIz} zeixfw!aIE601OW0dC;9GqPq=PnbL+-&&VYqT)YL(3-xdj8%;zgCl?p=X~O#qZKY-z z6B7ta9HADH5ju*z48r1&`pD|Va6$DgSOm7aFlC{mqeH*1Jz)1cx>xEoHi!L={9a-P z7`hQvCdNq&kaF(A>D4~%3iXgc{TitMNa6xGM~4?eJfJM#Z{3{xmJMAUe=)V3*LhDU zS|%oBT@2Xgzy`|~AvfmB6xvA8pjM)A-e&MB`Nj=4A_Bl8i^kO+eLzR#OcI5U$W}Z{o%tmij6hb z-oV^fsq^}8RP(yrUp?{f-^8zb7q2YurujWq{OeyZ?;ZH7to$9Z@az8%c3}J;5CMK) zJN)|p;S!JkgCF3{jhwg7R~1akCl$`yzU^AM8-3;}+L`QW53jB8dD+@AxO!~yNk3~l z#ruVte{P|d*XgLzzmCcMr(T(LOfSsltPIW_^Qpasb@RUm&V=W$kz?{PolL&c z`Pa4=U6=KGc82}{JF>HmS4DL+dAqjkDc>v zxusWf@~^w)>xNCT>ZH(bby*r8NqL0*LuKrfyY*poso!$l_{A5s+Qp65{&ge%%3B$J zky_h@f_EG>S%fc7L%mVh6}etV;G3iI&TeU6pIt>WvrAa^&2tV8Dx2?T_Ag4s%xrSY zAf#&$gL4op7GR)A4^k}`OV3>x-4 z%wa%4c=xjppNp1RWAGVF-k30vg#F9C4AI|**F|v7qf}>_x%m$sHLRu&XRhEhcu%|I z>i+K2Sq)D$pOjn2^xtwaU+U|!X#0X=f)gM1e{^w_SUf=&y-QBJI&EWtN_pQu?Hr-L zkAYYG`YWoj4TPbM;^Mg|D75WelS_uiF|B$96Ab_w2y4qQ>;Kr%L5GndjI)?A8)R;X z*IA3@8pOtr_^V@V?g{*h)R}~qLgb2F4OLaF$giGYD`6NmhkB2O9QEB5FbHC#_KU+w z3DCvy?u)iJ(Y?Xh^lnk>bxqUO=RLg188e?kdsZiBl3(youC33_uD{<;AOBt_;&ADE zYRlz?)#)1*178TeA8&E+P~7!-kMXtlib8W1a;{~LX8A5F{V8qk1EXV~*my2E(=EKU zj_tdj?=DSMgXMkSmF`US`mxuZrIs_iSm6DtxO_&~I&s?}hGRSPckb{~&uwv-aVX#3 z@-1V1_)`_O(G157gPY?Vb#{dZJNk0 zsti0=7g5l1w$#5^7-6*2ly)F%#K{?eLd1skMaC0e?9 z^fp{5+N$So_C9@qCa^7fX%B@onqBk)qmAxB9!m%`ilVT6VYaFr&4+K5IJ&BPo~ zEgiAY1l2*9^5Z{XPrGrd&g}Jlrbno%o7_hSc35uG6t`)ynZ4A;)jC?S*X!&oofyM9 z&Y%R3cWw?VTfc2?JNSa#R^09ZZ5D{cwet`mR_@$QOSN6T9LMw6|N9GxQrXzz#e=@t zrly8lx0cE#7!NmQbcBc|bcXMjzN0?mv&kuxQVvnDz+x*m-7LfxZ*2AhVx%N&J z?c-hTqoE%P1T5_sMz9J%cb>VNJ9TO!X-$Yi0mJrybnww>C=}n`_TY71U$N%_;8n^U zKv-<<`rnaR_~lMnCwG502L;VIrZe9-v($Lptpn%3vhJX#wk1A%x_{JafO^oJ=aMSj zT_e6yh)Z$v*Oh@Kch?`H@$yy3OWH%ZoBKTr(+?7SLrZyhoub@Ji~b2TQ~EbjPYCFl zOeF44S%qi12!RL_X+rXl839cbj{6M2xF`yQCLH-F^b8i$L868{=w~6pxU`=mLM6@B zW%z4GYY$60A(fE7q7v^fT(aZK^_QCS=Dm7UFgv?Q>EzLQA>MIMtRk~HpDm!SJ0w%o z(s@=)uI-FbhK18s!UH30oVszB-fQqu_i2K5eNOk`$jPNBv15UZVSmayX6CM^25dud zn!`ZMAvs*Mjl)f${hm=kagp^^}rQ)XX)tp4}QAp z576a!g=pc$4*GdW_AugT1CT;by%gHdZ=q~N!O2m9d4)cq9fy|y0?vbx7`)P(FYG67>LI@)}IZFx^R(sIs4)a zRlbujbuy=CjechJ;iAHh{50jFYRFFL=qPvhk4N&Jf4j)Elsb@aLBCFmCH|>Ry_DM4 z(M#LI3g{OzOwI-_>7C2da#=<2RrTN^h4AM2lm}1a@T?W14-<-*SNv{;YzeiBJ5Q`% zm7B{v*tCRVT3@u1Ve#ejS_>Y}CT%x&{3q&|QFXy>M|BK_HFp(!)#6{W7=v`Z+krwI zF)^*u${j)OH!`HCm20KBj&jw)s5UpJl#ycMS>|0d`}Jm^rbWlS5@}Fl)6SZW+$mL4 zW9H&X?l-#=Ds?>SxVm>|czLB*Q^(wUebQahv3XCDw5J-|;n6#z7aU@D#b@8~I|mh8 zocafK-?Tp(Gdy(W@ajVyOGPv6wZP2v^1hU!bzP7=!I1HDVp}9UTHRXaPxVO!^Vq4Z z&y?jKxOHpW2QwyGdT*#W8X8ooN!5oXHB_Ye&A!Y>TDf)6xY+E%WeVb;j-BWaH4eE5S`2OXZsz zC1QgTwe{QJf=t8~Qb;F8FVn`q|Jh>6=p8kiKl(Yu_OxZ&gIybGNNABgbGr*27D zUFD=M%u25Ohtd?L>`JbMFqu3UYiZZvn(>_5uD)1Nyk590i+`kvu>B@A{ZXideEw%22!og=iy5d$VSO#@nNGzsw;Xg|);|8vtUVqc zUSn6j_QFc?jW3xTE=n4>-z_VfL>}v(((Xrv_a@$6!!KK{UFX2Gb@2K_gX?FWUd^iP z>~zxqJlC$qkew8csE>}K$0kf}01+2K2RMd){gj>E4uIWEgV`EAh4bAe#>bEM_5eMm zTD6`E)ydg3JUP;q>I!OHW$3qHThYIZ%6}_Or?&#yT(6wp3vkvxnEyG(s>ZiuLt><` z&dvc`Acl|-shp@|Of1Yaxhgd^v~n~nHCmW8m#(E9-2VBf=G}#;N!%kZM42yW>yi=> zkJ-I!{4(Wmd*)M*%&=|E$TzeK=OHG-9CURp zXnjX9JNZ65dB4s;>TLZZ3cAjz!&(8@%|5Yqv|;RbbEXI zdDIi@mcxmbaM5w>g{$24As1+asclf5S2`%fVOQwf?M2;3{e5-T-e}9d$BTQgI=a>X zt`9j{sSBOsIT$4as-)ae=6HVvY5gh&LC3&H zARfyox<6uJ1@W#1Jqi60M+3pjahE-@{*7>!QEk&wGgE^a804-1#`ZS#YZEB((0llS z#tfRKaWSW`ee0Z801bok`R|sJSHCQy19}p0JWz^19LxF_`}_4_GqjTzP8h%zj&L2p zXCg)t5A+`LfRsrfRZKvL0VH~|koQ>_IujGK^b_?LfKElBr+jwiD;NID6l`&WsBvfI zEckdt(*+m&ML%rap5Au`eTP`{sfJm;z>9=U0pFfvwc~}1E{LSbZeq4&5Pf`vbW~nm zo?ve%p_ZN5@S|Y*>;Jvc&sh7V3W98+g2c@86j+xAFVF33EO5b?99Ef+@4W=a2lX={ zBZ3%2P7>Mvh1&TdNI3Ds08wp#RW2ZQ+-QC&3T1dcnXl09)ZT+NM~z$7uUBOplaQ43 z1S=E_35*}BOx6R#dWn=vsz0o3BfHE1R)h8t(l5T8bT_(7&ZkoU(cSpn$T<7I{OoRAa0NbhKA0QyRA&)QFU%_SFW))|ZW2x2JZGGXEA?}{y@sxV zh6hCrSU{g(pZM|P5tvwt|JTx4;b0?`q7#ZtbHf?{V$xFJgf06XvSYyo|ESHejpxZr zI9G;miQlK0nsu6El7#vWrY0uC8-)Y^Zr2XY?%cJTf3381g6H;-Yxr}&`k?=gt|Vd2 zWU9@6w+}y;AyQ?gj_7^b0>)by*;4Mynrt79t=vfWwVMOcvH03%KQ~d3Va~6lf03QK zA69zQD;OGG-K`KpPRPH_*6Q`EXsILSNBn;u?q99&)FJi%>@I&anX^qXZe!9KvZfQI zcUerY1(sx7+qrW>&%!w_aqHJTS@QLKdd;GW=G#Rwr&+~b8SZ7 zd(nt~bP;2s5g|M~e)m*Sr*nQR8O@-?oqm6n;G*3QOy|rw0B}7x%zDed7dX*jukkUS z6hnFbkpxkrY{wn+3~c4z<9)J0yY_6mSx9?6f#Y~@-MtLiYs=H-e$QTVW59ax@98iitNF@5ay0^S-jxyXaZf(qFLI-ZMFo8d0a&e;T*fmTe%H!gIFTVIQfra$fc_3s3%c2eScQ`}mY8y%Q+|8nb_oA$X!hoj zbq{n1tf-)*X&@y)f0RSrt8h_?-sM!su4}hBe`9`v-ncMnnKYVtH&!5$8o#oiLLi9mslP96$fOi?;i7{A{mqj$&H_-C7Z;E5T%tl3erEioly;s;Oew^Nb& zZ~TE2WwR%%CzH;LTre9>ABk_O1c%CkMdStmpZQ>dp z2)kaPY60nj26~ehE|csK0ud?}89AkEgYki48cBh6{(R52&VbT$aHL@Y|J)-w`q*>h zo51BZ0gwnXUJm6GRsqVF)xEL6k;#D|d2g2USs3q2Ry~CN)CSVs{hcG2;qCx2RDy?a z9#4Vk3ouWmx%bIDZ|tdICSMm_z&%&Y#vsM^G!WU17eMwF6Xz4|DomKMTJQpBN~lxW zq0X&3D<_a|s5Laui6pK#dkf`{GI^nmQ#H?;WOz^Xa}U<6M-=@pd@yn1rT zLHO#@-S6Xe(A#ZItld&ux4cDYiGTI78tW^-i6lmn)*q%jyFzi*$W_T4(L3%rF`TNQ z4g3SI)plmP(uGv6+|dzKVLK73-TnQ4TVinzg_Ok2r8(RZm3oe|E8f^O_wBW41?jOKCBT5joeVj*iQ?T6c+-0S;1x9^*DMzPl$@XrQBv0Rn2m9l><45VtOX zk>yV$EoGh@7B|XvJKtSqw^KH2PSxU7l|kK0X-vcfM^Rbj`jjRN>M~)2xD|eycWWIU?(v~jMrI1V9_N! zGOs}73HX|c9Yk=@P)qfJLRmj7d3yxn6W2u*=)mu%Oyi~z#6>wQBEm3WdjuHfIry!> z74s=F*C!SuAPDXSci*@HvSH!+Eo+9c;`=pPF);MiMmm$rFtP`BvLP<>toXMjP1!RO zgbkiI0mThjJppNxPLCNhfrPVjPh`ekB(Rte?UfDtU#AiJ4Tk@L+-9g*iS&hf1!BNE zDAwVeV^~=Lp9ezGd~h?z0Hx z#B5$_+sUJBbuF_qxh|F3Ra*#n(;#-4_PN=j;Tvl5eg`T2@sN!9tF3@Ly= zoPRBh=z~yl*L+yU)y?Dn9CUo2;r^Z^tDerWNDZqHPFBLaf~o3~mD3m3SXo)2rVTf4 z*nq`$cyq78#n^=H7pJ)|ia>?;9rV6vNJ?5!(V;7+&^r=JVsGTs03tSMXp(eJLg5vuk`v2+d$$VQ(_GAwO%~LTK0Kv zZf?EJFPCF#fdVjA|I9l_%>HxHzL3pAFbG_S~(=&(8r8{D*bH1BYjp%>Aqw9NZ zc<;3H1`ji!L~XmgIe5*DjaK!{Lh?`8=WNzi@Vc^dXtK`#!2Z{fCj>pF9& zP4mAUvV-k=c4WEp_-virH`%?W{x-a&3ZqE~KSknSO;PvLA&jSdz@jQ1UR%*%`P{WRKNI$(NK7=D*w2G ze&SzLZ1s)Rj8$y|rXb+xMFMDUoq&Pma`4IALqe8etu|lr3k#U&p}L6z(2TWV1xSlz zk$IZaLJEDrCb*yz0!kVS3jQb<=V6O@!=gzuAk=S_)6{ZEu1*_xuK25 zsNSe_J*RHG?*qMZ_gm(iHBT<8ig>1;p7*g}-p?V!ge z%fK0hP*7m=OdN>fb>c1{-ps*g(6elSMVo54%rej_O#h5A_inlS7aFc8n{xOE7(O(o zB7U3OCPejBeFij?@WKx(r`{|>Sm)7mn_S44P_57#yTrYcdJ`o`Ln%0NQrk>Rdzb$x zo$v9&AAIWKg-^UoJ-*!H#0^}fTl9?E`SBgVL0pWKzvs?XkDs#oP8i0N2lc+VEi#uz zL1(G4qTxz$iPpv8A;Mx}EZYoPQ+s!!uaDEodG(5{;l{L4v!f-r7>wX9StK(e10jeI zILd-jx(J&|ooCOT6RIx&jmFab?iT3r{pYGc+D?JugzJCr*6Tq;RiaeA!sEE$X>fVq zYQHfTRMy0h8(grIw}pkfPqbkDHl#6oCM>FA7U8LCNr+m(4xs9Ogd?=fdEhrzz><8a z)ppl!jZ$}Hoyf{aMUaKGPM2Yv`|867F1Rt(I=%q!`$u|Ezkg*?P!kYxRh9Um3v#$p z40uCBJ#|aqyqAwsm)IE+H%80>_Y4@I7$DYtWS&gcV3S=#ggLkc&MN0IK0eu!<%8~@ ztQS7c^GEr6U+w)Svj-Pwk7#BHF|O0yRqED9L&bzm<~++fZ5H}bb~)48K51%Y_c;Gf z*_TTwdfBmAx2+y`naSM$OmD<9qnZ!?Yd+6NURe8aE8e4N_+7i7dHanDoI+cs=6wA8 z)yMj-H8VHs?XK5;2fE$*8NC*l4(*wBqfL6Gn!RN%4Lw8M!?d?_EJA7}Z^^O@3^!o7 zV0@d>q;m;q&IDRP+-ku~j7HWY`pCUW`kS#Tn9hLJ%BuCT0qNKvUrp#FOAt@~U3wwCG9zG9qwlh^< za0rCetq(|x+u+y(J^q^KhcVoO^5Nb6Jsg{aB~!qlB?ij@&pozBz$0T%#pcb-b7_bY z73Mg2-6=<2(~^zV1f;<0{@B}l=L9ciu!Mz+FH;Re9YRGWsT=SA9q=;=zuUjDI4x1~ zqz&Ykgk0Y=FvN2+%FaYl(S0RpH!r8x96553`!ZX?s*xVEolY+lZZ+^x?#fl^l>7ed zhnn*y<}94o#;)5X%l6|9M4ce&0?duJo1fZ9(fF4fH9v9f!cXG_Iu*e-eWN+H^J%=M z4d2BoEM93hryt&cnqCYOLB%v7>l@~;>=0V;*({ZHI}^$oAMB7KV^3J9K+L!t(BfsV zcL_U-T&nw1Yi-5o0QZL;xrBHe9|gEnoV<>LQwhdpJDgc7jiE7y zDl6sfXXQoUy@OwP6i$!Ce0QVE#A$MeD0kGlaI2a&Y8ac`0#($8gC}4!7WhJas=TJK zaCMm3wxCJO%8ZAZgc(l#H4Q(MO@G1N`jf4P;sSbBqrLA9-e%W)SujU%RyE!lEeFG< z3VNI7h1ABc@0MS29v3X!G1Gj_KU>mL*6={gs`Uk>7q;ie`wNcouCrxW=fP9YkXMlN zDxE9pu-x`XRfd|EF410~OyUOo+uzN;4ymfUqveT#!hcd9VoMJ@Z2BlJv6K!b(`)uK zU1DfhY2EC6ZfKN`MnRR4nzF9*EDd|AGG>UH`|%v=(lf?b+x*!ShnAyiVTM#;_JZYe z_n!LrAbRl~EX1kZr-ky_T_I*tj2}#klNzW|9s%4qjnAnU1r)DC( zJp`DRve}h)o^_NM%^GbUEn6V@siSf5f`0P+tUXJCk*+Ejk(5o`;=%-knCDr)h`_O1Ccqyv?@*-~2%_sP2seVPc7iw^Uk?M} z3$xRGZq6h1L>Nyz{Q|8!06mC1HUjqq$^68lM3CQM;Szv$M+{4BF+WzrT`wEC56v(8 zaQz(+hf`60VpST*l2%%qU%tG5x;)|AS@xTOc9{dlMgE^$9Jarh&*IR2{nk3aJcAH{ zZ*L-NETm4YyUeY(DubJAwx!a1z$EqV-o2~iJD&z$eX0AlUG|U}b6>e9kKK(V?&Pou zmb2fNte8zG2)Xs4jQd95C$-NX9u#?q_MJGP8CUb3W6g2fmSy^`d)|l6dzRj}t1;JU z=gj!J2Q}~8ro0%{w!XO0|AK+{TxovK^>W)c{G0T6yfeg<8*l73N>=R?`{vCm2iGTI zy%@%~zKbJWM{7iG^fs+_x-$B8NAZ0WP(tWa+e(7{&;@!T=Vy)PX(&%DU3DFkg?H&z z2T!zA9%@0yKQ|I{^EK%%;32#3t?UFAPF8a(*QEULzRi}W5Pvr5yLGJ9nBn1jZ8{)3gsU&(Jm!xxwLEDO_jnwC18HAOAqIh?u-5vYoHo4h z*<;|P!ducE7(~qYjD5MKzN)gQ2a^Ilp9fRdCEbMfSZ(Is0Y5Q)hpiIfQiVAg%&kgw zwr>N*)_5rC^$u_ph`1fSX!6!j;??+7I_oEf4UOZcc)PE@sa-s&kpKP8;}M^c)xW=7 z6HFMU*M53zAa#eEdpm2yz-0ycU3=qng4TzeVoeh1A4DS47(P*Ue0zXgRY+TmH+x?} zgUZ-kY`W*g>LchD=eVPYMYpg#Yi7cdxDCG>!N`Mx0aV?Q43RGJG>0^_dsh(}Lk_io z=&tkiAtwF+z8cKO!Kso0V;78M$ksn^okjmMUK=21uk8K2O~Vdgx*~)SxGeMhzt1y- z?JQX+j&k~)DE5vl1fB#C+79<3dS^pl)}$|bluGC)0t*koMg`D9ep6Eza&Zde71RCH zMNtM>85x)xR9aq}U<1WkZsH3+EL$~D+K{0`eL4zCq2Se$NiV;h9UdBzXi&U0ayLkT z1ZgIXRz>4s~Py!Xl0=OE;3Ge_Ehc13t&mk%Ou_hWSJ7GB?OZ#Au_QEHxHn> ziMGe6ZBu+Vh&xsoDyjgy8s=4jrkMDFgPOKQWkLo@UjL25&PLCdY>A5-ic8oSS`EUF zw~x=}%q+b;#B`omo|A`7k7dsab@_h4A{`5 zCO7vYs=O+^La1yZD0CT`T(D@72|^VnH69vr<9T2HA^r%&*;K}934OBu67EOvpL2;n_Q2_|efeXioEIpyMw{mK^C-|NjHy6Upc$)-1E5iW|D>tP4wKmM8( zsd#YEg}TFV@f{2_dwW^pS6~ejiZc4ZeR4p_R8ZG=`}uVOZ-OCPDC!;?%ogF!{2HNz z+#Q6-j>qM4{OI3|%R+~J3TNSIihsWyv26_`ogl4$gsh~tmB;~mQ(ZaM&Izg(AgbOp(dVy2}^@B?K0KsJ%MgQvj7 zeGDr8(%X_tlpgF{KrBSzQgkF$1LdK)1Q#@5#PlE4h{CPq2mRNmVjP?=1 zpPfyGMS-3hX53=%6ID_wa*7*Sqa2|ikP0+NBt-~fISG(A%@lYQjoi)K$%nt%A`Q00A3PtOV)9(mWqh){#w(G_1} zjqALxU28+;m?%Uyi^3SBXt*uTOgH#%bvQ|W zZaiRO{8_x!hO7^cw&{jeh7tD}LjsD(;3y1WjL?0mhDqN5;Y1vcZt%V-hE2n@waK_8 zH_$0)!AY8YEi^hXj}nDrIP8Qk;liK^&n8MY%;PJ9y70q5?BkBabx`IT?!^GMgd&3N z#1$S|@DRy}4{sB@dT%#EpzjL|hydU4@CCtAyOf82<3@kH6fI0GAjUPZY58?MR>|7g zYi8Gs{JbmV)~uSYEIZxZ-F@Za#ayRvK1{7UK6iB~L-R9ZFd(8_8Ot;a1m~mM>?ALR zTJiYvJ~FajaD(k&nngZBDWaCI>r4G4#psGhcAe@dPu>Eur6JSnimcPhVKD)6@EYEY zm~rhUFrMwRv%qdD(D+a=MBAHC11rc>v+}pN5L)XcodF$CA_mX40jLhNvV4QD9|y`t z{L{xe5Q~D6yA)8sedxRtd&&fzX(#430PJN=(@)ZvIDP8W5qP0N&7=uGbogc+uS@2} zC~sp%1T()PwV*f+xqmx8BrYeQ2<-ooS$jjpkZ%YHg>oLM*iC`!7!E_ISc_8NZ$dIM zjYke(Y)g3M4Gj$^dw$z^l{A8Y{9||L*_^bs#kND1W9qsW# zhC<7)#yFM-7t@LAp-}wuydSY6s`zzS`Zvpl6_xEplkd8Qd9Bs`W?AvfJZu^jj$YS33 zY!d(qV^ns(3v5hys^A|veLFQ--vY)IT1|R(PxLonf&52&Q$V1V5A;tMS)_&HO-1P@ zbk!tqaQXCCU&iDDH;)bLsfcN;>9h{Z4V4=wR(K5CoIb6(rPyHqYVXVerP3cYKZ`?8 zj8>evPIYlqy3ZBq;?8sHI*wTTU37jOE&QwYa=xjJCV~6`Bl6G18w zU8M~&XOE{vZlA0jncZ@{#r7$-L4`=!386&BoRME`^bjoGaOHR5HO3vv+=8+onv`2# z0YT(|1yl^l<~wr^yk;Ar8(wZ=xc=G4^O zfFB3xHK$KE!~NA5<&yJwdoaSxWh}`MgL!gv<~&l5;hh4nbN$-M5BC%ai|Q|FPc^(D zT!5d3DI6_Oh~I`hJ;q`ZSBIAKP9qsdV~!zpc0d3j3~=Z7d=5jhVLoemq zVS_LjdJI1jjJI~9PKAh62%nPRy|bCgP8Sie$1Hu{zX!!<99!QA%DYQB6cFEC6ky26 zeyFDg$|PGj6C*$vg!r471Bi+~l<0{KD4MU`ZeyFe-e%i=j{i6qda~KFbr-qo+j&jW z%k-Lkb;?D(6>3YBV@_$W_;n!UO4gu_Ju85c+vZ0r`SR*B%h^4O*J-V~E^c;t$iv0; z1{)QRoS8<|Yv|OnOw5?b0>QGriW*cK+mTR`_+s83KN2WueK^`68UwmhsHe~LH79AT z-2n4!!VU*QhoLgb!MO3pwh<^?RcjbiarDu4Q~+N^d5MZC5@LFi9Z^ocZ=J?y&I3V@ zq;lx*RoUyEmY?oi{Ix;-ggBZjwzi5vhlqVseD5sM;3anh<~oYkIJZNhu9kif_M@;G zRy|_~7PVptLUaZevtDU`h4l0mU%Ut}1lu92HD<%!BNkSeOAzP5T zpTm`YaQLM(-mLh6eW_TIf)Q~L&`Q!w!0S&5@i{3f`cXP#&UoD@T`y{4ful8rep4;=>bf za74ARUvYXq6L4*q4&bC3n!kU^1` z2JpWM5U;TYi~{66g{S+q5~& zR=+4jIezc0&wYL6_{oby#8;z=5o`E{kv_V(p)}v4BA>K5tkd+%5Yx%ZueCR>AP{_P zZ_fvwOSafUsXIP9>_vN=h^8|c%vURGuw?V z7l4Y|@f{J1LP+mcc{iH_#VA|}d~s8%P$R%?-lT$i5yHtQqy)tM0788sL7}%^9Lj9s zD+3Yj&ih)Muo7UcUa~5RY62L5JwRre#O$=YTLni7^BX_cY?NH4sLo)J7mTW13&kv| zN7UO30S9b4*HjiF?uk!-S2w}?%9U0W2FOR{tpNk1qkZs33Y9g^0X*Vb@d=O@mw5`@ zScIn6@%u*_1h5Gc^w1LUodz~c{=2JJukI@3C}5dQW-uYhg8R(WhM?_#b@qprVYb5~ z5+nbRqu65gf{2CRTif?gjcwM3`TjpavbM)}{!Ldu;ebPD6Z@TpQGbg&kDZ$S3}Oo^ zno!ARYgEd_4H&WU6MXo|GBn_NIjvveD_d?{hXG@g@WY*}lj8L+U%IpxHw5i-8N5-( zyAvK##0?g=qOh>g6LiV_2L0kdyRbs)8cAB#+0!@S+@_gglrPa`c}_q%qDxgj*a`Sb zTmO?}4-I=Rw~E%UU&}~s{QcwhRAnm?@KG%lf3w6ZM-1*udvgsAy| zUtWR@zgn{CqjzCNLN-ba_0|U>3c`cq+R~@T!IH#xJOUGYtWhLex-r|!g-tP*Ol>qj z2=_R^7N|oGf*;(T*_Q=XVNIK>{eoM#dx8Q2b8*%YeT%{O0m^+0lOwvX@{_&d#PCw( z{wjP6)S0(7_*kj89)C~%1tDBO=ND&_}|}O+VgO)T1&a zA%0!r?Yu)IZvZC{^3DV@9-75Gx_7@!hS-M}pPRiLzFIYTZKxFepYn`yaqBO+P15!lZ5ozllH1R@pH`Ztuv>G?!%WZ-;NnQ62@PO(e@j`DpVS?^+qm;>u``~^A zsEt+cTfAA&hBg}bGYWb^G`=T{j-9Ip)Bvc4_3`Qfbl_Zh=>P@DGUH%^HKx$JNPXASX_upOM zvvFFoHhSauh3)?$2K3j{Pd2~6%XSE`8U$1_J&XMTYI*#}J2rcu|o8P5QHvV(M zYEjifSksV&*-{V=QivU5nbXJyx5P}Y6yK{Q=rEq29k^fs4VGbZ!(Osq8L5NkhcB@o znN$*ZioL8TNN^APMFA~KLG-)#_`A+doPeJUdZC%D%pk1{(mDj%&9Nv;w;09<+NA83#@Dab@eQ85yr z51qyj^TMeqYEZnL7Nw>aconJeXGC<_iTaelSUBLljTwP38{o8xzAg0>hj?PAP8gBN z62AGBrE83ySm6tzc?hnbxyKRk_s3kiLFn)v$7@|(O><1nIsE%0@#R^Pfh*EOrMw){ z=*%pa&t;6)SXZnlMb+OjwjXmcf<7shU^8HFw~I-6I5#*B7fo=4fpyJ9!nzumL8< zt+-|fjy$K8KWf(jaLZrxiFl1}`;Y8Yx^H~0BTMr3=$fdT<-@vVQp)YLN2h;9uJQG; ze<11~;f$2QmQ#nPVGV?WuewbdF%%DjY-b026$@0p@0mj!DRqE5DMHZ=h)qnt59t}z z20+O|ko>Zzu8L+wVkl37*2J68?5P2U@A0c*1yjIh-GT|LF{)IQ3(MR!!Po*g2Lzw#xG?Z+`oY%&U(5PmLhK);GI8ltWAa0Gs5i_MK*a%^2;$g!kFSpy$g&oS-7}D<7X&R zcj5NjKev^{sxDP$=c&nW7aTn$LOn!p1cVD;vJd<*YB+nESF3$TZ0g_0`MMqE9$V^% z&mZj%DiUF9O{{-B8*|Rq!QQ1@mbvfBuLkPBW)>I@MpyUMU}xPf+#4L7MFg0^hkTe8 zfg+Qv;)!m5C~h@{I>-jGE<EPS>-oiakcmA6IyadAaHM_L`{SA7)=F4C_z_a!(O5Vdxya2-UP#t|Ktf<(u z$Y~+Dq;RMww-DXa^Z=R|CKeVWv3`j-qWG<`@V|^#e<%kPFldR#-kLLbJLyHhY~^3`GAbhI=a`BlFCmj|U?{*N4;RmJ9rSu7vd~RU*!c z=Umd0OkrhC5L~Z+^>(ztjs<*jGV@R7-%=e@J<*vaywLHz*5_lM4%O>^C!U-MSPb39 z-qx()&tC$#4eMaO`WAM%_1Jd+{wML;21*cW#fvmlbe$je?R=DtjZGqq!0@94;CM=Q zm-JMcOF&-4=8nEj8--GB@}aB2!F5hu~CM?*2EQZnk28+zkD);tj z3?>KNV%RZoK>gp+_cyR+v2Mbtx~eJ=XBsT~@wyLkVq%}H&mL@W2>hT2Ud+sB_AH^z z10yya`LGSx6q1?=QX}-*TA)55=;h*J8~}EKYL%?I0BR;w-_^|vdIjLFq2l=BLs!Wn z>|Mv8MPetcjhH;}s`l69n+I~_3WNcYIf3X98jR3PbD)cY5 zsk^Jb-C}%3mvw4j-@JFPHZHm((_+(^x0OG;=S_6bt@)RaKjY@I-rLY{w}0;C<3*oL z!^(ZMj6@iJebs-*vI5^08t-aJFe|-v9gKkk)wnKlhZWx+g91s=F_@-a+H43h|iw&t2=R~u)6t0 z+H|%x5^_7LnZC^BaUcOS7=b(32oVV zs=p8}(jR(f$bHsL*cDw7Sz$gT#TMg=l{H3tdEpWL20@kW`u7D|UE)pGB@>6%2?%%q zv9&{WtR61ojSO#& zFb!F+XgWHKz5*!Q(I;qLI{*^A>pg>~O1K#CxVeqRVg!eZ-U8qr!h#4A%t6D$5g&Z5 zqwU;a!_h^+MzUvi8^DZaJB_@|pRnW4J9KhdfqxO}9fMxJEz&F+9Lwp?rOAB1Wbin} z^e8hk^(^ywR%f`E!>%=(9PE`2HF;L2&-&wSRveeERMk_zta@)Y9 z1>GTWOf&XlK=Vy^b!~JVW5lu%WfNJH692WQIxZKbvCqwf z8Viig6u~B{j891g_HSx@z#6c@-P6zkdY?ihjuwjhb}Q-k^FX>*i*`(BUS!ChXUy$Oc2CclK$> zjou%bC7>1#4W0aRfvS5YPoY?ih~S0xHW~}w+F&Y&pC1^_LPB!@bAkw@2-!$wOcjux z8DpSZyFvNwYPoM5`fwD@{(HZ>V$J$A^^_!8kFI>E6V`oRyM`Rd? zRDaPTG>(mxm2AdBpJ9f&5G8hq4A_${DK7LxXM6iD#NA;(>;pJEGnJ8F z$o%W9T%X|-bdeUA>bZWe(#-tc%`g9KSezcfBMZDDLFp|UGk(;=G?{G!3Cc4)> zwt^_q7sm<|s2t#OplCFoI0&SG%y*n$j9*y`*q#h>(8g{;0tHSR9G~^nqUH+foo-(6 z-TXjrh&}_v7Uj_5i9#UOM(Bg$q;LLu;a)@S$M4mCOlfdaj!=$unD4k0`B>FfN{zn% zCey_sUDv*GdPSxvTH$6gTiMdeDE~A6$8X6t`JdK=wNf3|4?(0c@+`$TV6^ zn2j#Q^JoJlVe^OPmX?+%i!h=LL`=niU9fCo@q(Hyq)A4%44clmACb~dU>O(I_hPCF=f%@91+?B2F$|psX>HzE(^+-jQc`?HY-Vsylc-D+^=j-sHq}e{;qQ z1Cg!qZoS`qo%nxOr!NkHze7ejfbp~XlIi<(l`74oF{vHQ%JjFuC-f{gT5#33u;%sU z72nS2+UPmLJd(U$FtY9taq#Lc0Z^= zkR?)hLNY)Q18Zp)90`i!8ZTbB0QLL_%VAkz;V)_FPRpw;K3if4=X)YZPv94((cN+VM2~ndj^UqMZsE z+$)j{!{x8eF?0*{=4wvnJw0Fsu`qe?SX4^-b|R;72Sh;$9K0bWh=Yk81;Ox0KynOc zZ>m|R9m9y%gJw)O8v-b&pbZCa0y@jC$bzB6PuvE(mfnIEvqtM4Jw$Z`Em{d6m&}RD zNCdn?q(3zj$iz$z=yWHL4^&~=k4@DO4HXdj$?~);>29nIz>l&3?ecvT%5)Bg(7flj z=?nok62vzn-x+^AyMpugaTWH|P1vk5QN3?s?)OuB?FPFNc9!oZc-YvsdAo1Pxyd@; zz4I@D=glVDJbKrLjKEL)yKM*Zymi_|7xBovUn!}$J4u(|r`Ti?BIk1M%4Gk@h$-N3 zx)LBh1t8pzPX$WG5zGe2M&E2X35g)A_Ob=f1`jF^(;~!OG!-e!x12ZvXilguX@3f> zJ7{3Ugf!3!(PlU5ybaPf9ka>ss=`7|<8fd!2pH_#3ynH2nJM<1oVQEdvX4Jm-Z#pr zW<9TJYbTPL=7@Qf`0=6O!J@w%ZuEcsVb}^$kY)7-0%JUM*$Jyz18NJ2~Jl{hr0=9FK;cwty&EeTcv+^7qJ@zC|sMx_arG|-v!xJ(Ll;RxP_bX$EuZ;I~9B|s2IoinDpDetggU@uW%jKQs zUfy*^*2kvn*8k5JY;#LOx#1)C?AemNn+nUye2_BVz1YPdX7ct#dRX5*Z{z;&8~5ub z8%VhX7(;8aFJ9*^s#|O^v}u3ChTjh{;!W6>U>Y=35A=pie@M%Q*&#soPv9loMHjS9 z;Zg(2yT>SENWMi$Sr0iD4#T@naluY(?J}K=SzeA3y(}FZ!V{r_E^?0F-O=5WK`vQM zhki)`EENL(g4RICc+3@1n{cAYYzmZYB&nFAxt9rP3&>jZv>`eS)J6jYhh4gKCoop> ztie?%)>Q(k;Z_eW4N;i>1YO=mu59vD06BJg|iM8fw9=o!_MEMubE;l9o+!hfT z{@6_J2o9CW<8}sNCp2Si26RyU(;&v?e9LBV19znpqD$;cTY{vsvRx$tHHPV)jXhXR z5CFoSIGFWW80W0jO;mzbXQ)QR9<}UQL@XSbypoanf+T*!|+bC$LtF<+% ze7YV28B`_&0;V7l9`v~~!3H86CeH6r%@C>rex^lam8LY93W$`)vGr~K;uWtjy+phV zQFWDQ#~Cp$xw(jJ$k1&XV3}*7fF_mt-3FqM&J-DD8wY1y=U>Q^g zAza;KsQ;!$8mz&PRgPFqoXz8PlTB+g@?lX|RhG2}}_83q)TO-JBJ z1?`0YIz17>UWWWI2Mr-f59lhzLNfQ^V&D!3ntpbUNSsyiy>Mw)L6vE7(&z`zU7i>A zpB5G_8_mqJbQP11oh}&#EDUoXaF^C@LK{eG9dvzU*>;wWEy{K(JUslN%L+6@X#9nt zAi!*d?41O)#TRQAmp!Qp(*b0dSpH1X42mtq5|tp~*9dH57_nZf<(6?|QWD-1_N@0b zN}T#$te$=(_`!!mmG{a& z26F*HI#F%ABbcc*m&Hh^ixsrB*`n#D;a$H$Mx}MvMGb{+(=X%Y^;5YoCM7!|$u0e8 zOGuQ7G%o&YgddbHS$howdR=Jj^a1g@OO$oI!dKhES zqX3dc)mYTSs2o8h5<_{q26!ZegO&wFRz3m}SR$X$HDXigEez^5nY~>B7gkz4ATj`z zSOzVC>)5CH)WyK;lM4s$t&XgI1K0vX8^9CdSPjwUGcqgHbZ{0 zGnvu+Kuzero~}8Jlti|9k_AguuD{21j+p_v6Q}JZUg+FBeQwlo!`zUNRR`$#Dj$C| zetYQrQERhw;oo3n>mkA)`||#}4d!0UmnRsyetE~&yJ7|B|HamKz+=7l{cERrj)u@u zMkG>3QaBA|msw;KWs_{WsFRXxml;x7+1Vi!p({y9vJ06Zn@jk=zn#u~?)(3o=k+}I z>$%UVYyH0C^Lek2u+zBd@GRh8BElu}x(p3_vU*ef(MR`>83oLP}UB!_l4=;Hp#GdOh6##Bea_gfH>WYq}pIQ zoEY4z`s4*>50X*k5??kj1sFgh?G3*I#L7Kb3(^!exYbea7^3KaW@9GBYeCyz7Clu5 zkY_MRC$Qs<5gA7+E|gqxaIQ-oQ+EK!h-SC6s%p^NR|6FmfeG+_Gv6|+@$CuVj{5vQ zU-)$l75kW`TaAyjR`CW=$O2-m*J}jxb<@pj`V~;Q_$XE#jYP41<3p|CkP04FYmN~) zdkp|OGhdww-Td&wO2&=1nM)!Wb1!+UGaO4py8ISYleT=rE7E=tng1u-LzrLW+gj~ zaQm90;9(DT$Jwv=N0~Zu(ev(ITa^4P*~PX4oAIN^qa8(Y_u7a8ZoKW8QZPx^0yV=yN?EK6 zI)|bPE;VxOKr@3JhxW&Fl8BPH0l^B3S~pw-@0+f})+(t3yxvzJb!+UD#Pr?M4$+%_J%Niyk5N_WZ+o9CUlZbZ zxcTbBOp@CZ;Kflzp6?jhPq2FU)G=*N5iXGUeES~~Z~AGnZm!Stv;zqPf}pvwyXr@l z0b}9p_?OH?wVBx#F&($ti$bg9&X3k9@m+YzU}(tw{{DQy3<7Gf*ZmI~D(-yb^u)sH zsvI^OL^7Vz(HDE)KO#D)FJJxuRloxImX3}N!9tVIXOu{wED!$IfG!qND&Q)={ylB5V96 z!Te^|UmW^hZ!NS7h@@{G|LuUmYZAM>Xe>y=mNELFaQHZxu0lRB z(a>U^2M%5$9b9fsY&a-@2#s4~mYZLE667*|34L@_L@4zZWeA?w7_gm=uU{wfl}g2N zldndPb_ZhJD9Ysd4D;$p@f92!>pbt>yM#+0(=#5R&;)F*h-wD;&PgvtAk>2fHyDTW zL3|8gx2d{QV5JtnM|JN>XT`K;*eDnPaA(-u-N7M4mp7~(Eum`0?us63X0)oy2n)-e zI{RkujX`;9*-*+j`@Ut%mXQb$&t{|})*JEKs^EaVa-c60T4wMNSBKkoum!XQ$!vBF;! zg&awvHo&babu7Rbe|W+iS{;SpkmblT*n_Jxz4sh^k;h>X!WvPXI>-s{+wvF9&Ek!A z*cZ@~^$xc%u&m|M0eSq5&j9=Z4Lb#k$WB%Z78ht#T`C`!367Q6qhlhgTU zchAu=c9|jL`5!ma;BUexcsV@Zzp)5X@tb3tlwl1JSR1AO{sI9&2Ppm%5W<8%+KJNN zIN*E2-oW6{)aeVCWL8gx-Dd%9*+woYBnMpu`?QnYQ90yvSO5<7C5$r7w*4QzphL$s zjLd~naFOGZ`CIpCUz>sk6fLwqAg2g%`*qk^U=4dQ^%09zH2hT12i(HY2@^n_cv-Tl z++{P)yfRJrGWbR#>KS))+)M7E58v%5qT8H~W5~2rQa#sf9l|wsK5B|nPvQhYP-gx% z@-1GCsG2bJ(E!B~@RnO}C5*sSrkP_FW_I}ltkeuoku*RZ00>0}u%nvViK~O*khu65 zEOY5-11JS}mClZil2bb<1~t}5k$VZ$nJ6H~WA6*IuElK%8`lQhL9ZWDfa{UO6li^dqNp z|8_X4sOUv@veW9Dn`g5P*TT5I4W1WlTcWzgc{hT2hZw?0JmARf=s-8Ly!rO++rR(z z+YL<0M!6r0W1a*@p;OMxFR?Bl_+5aYV9UJ?c6zzgw?68jE z;WSAPrHDhn173|jP%Z=M-aYUx8Stt@=CI~tS$TPF5rqIPC3tER++&cL27oow%rbfj z!uOE#Bp=dje>gh*bXL zB2UpWiuuxGBf3HuQ+kk|-W%e`l`uYYh)+kNUF*^7UZY*n(e3u4uf$_wLb+4M!-Q|K zimoU%{ZlryLt93WIqmiT?;wRTbTnqt*%rSAeQKbhu`Zq#w3iv+(y3_2iK)Rx>z>yE zoRw@Eby?ZjB#so*;$@4Iv4M%*xoZo3YS=d|%`(x47;}i!?R#`(7>l@Fa!vlLlfBSP zK8i|zhNc8XgVkV@@U6?=P1HNlOu_|}=z4vkUyX8X0F2QyrwLx*GcprnOVfDmfh1F* zd8m5$n>NlzKn?2|aLX=Yx^@dG)+FAI9IL2~P}<%CYH|yrUJ{B2G~+c|O64PyIHF$z z=HSuJ7sAu0q|Cei)S$~;AC(z~6k6Ex*~sw$-*dI>0tdCaugJJR|M8x_+hn6v<~_IS zXU`7dus??5Iz2bn5N8~aC8F&{(K3U5X;ow7$snfg{cF2Alh&xvA;*&M@J<+s|k8?l7$OUvdMYJyDbJ@%WQ+W100P*_x2h-inHf zDl+*B^ti?(`-)*6DT|>7CZj}YKKgK*n|*qE6GsX0(Nk(oI~HGKfU*}M4@lUf&Rz%H zC^pYlAO_jQPV8@5j-xg%qUB79_lTHi^Gt%`w9X{!K|J}hn*M*{& z<6RKZE@rw?RD~cei73tltXqG0mT`2QB3*P&BjyGXjRfp1KOI~1=Xr5O;=uk6Z(OMP z2B6>ImH`fIS(Rni7>=vzC$Z z5$+L8+=+s+pa$C~YpY^D^km0=!~=}|nH>bw4L(K{^ay0Ap-Rg~_?3yN1avCNlDYCO zLIzO|s4ecCRahdbm>YQ+~c-W(PKtxC(O;WUQaZ;RBzR$S7` zz+~YTKuR+^)-4uL|K2!cXUP})f{pqOy6o%Mj{sX-dU}NaKa6~z5)^!?>v%IWLmcwA za8V>y9ZY57MOup5X*a7_C2p-!o{x*aKIi&H=XNadhnClXDj{y)cMN=Ww6u=_9_Fd| zcacQ#y-zC(1EOBO+N}A0%Yrt_XA1%kBCQHE1Tr*<8RzO~mkhwk%afXqy}j3>me<1- z7a>7uGLmk^oro^j3uqUP)&y4PYham9pkdCCiGfOB`9o-^jO|)pAq|R0Epa2PQ=$-5 zd%8$pjs!EX_Bw|0XYH0MzVKuvSw!}~w=S?XzJ8glrRs8QAEu%1XK7 z7FC{s5A(epH8{J_*&WBtbi*yC6AaV=i3LzX2YR?$p;dB=a-bn}JJx?DX z^OdIo?o$gprGC}vC+HjRbM)0!)%>`8K*_Mw_NMahN-IZhf)X1&B5V5eZL5qzFh^a1 zJ6JNGgJyr{*&Mrm8cg|2j;RK?Ei#3bMeNd2)So@WtC@R0C2VjU{o3iOUqM{^o>PtS zN;`;{2_-G|6vP_8adUIiCkMm7*PbIp;#sxLQo;XHx7V=otVpDi@zFYqOGW(^WEQ$^(o7iFn|2Z za{Vg<$B8p#ysz8uyXfPl^66_~h5=o`(q!maB6d9TW1Pvp%9rMaN}efu6hyOTdsM#n zE$N_9X--khv9B&{3HU#8PfYg9oT>s7fU~*Ge`PLL3Vi|4>4|FkE^*h{wRkcpm`lo5 zGn356%$~OwYrAOjv-8e?$lfkU`-<$54h|rw8E8#HMvCW{44Ib&b z0I$F?bqZ6h5jF5*VC^RqV7UQk$)evp_JA^bHO4PVz&YkQRRFOnLhx~(_Mm`(L3nTD zB&uXXqA7TABn-w7T4g8mD9Ph#mA+n!y)J;savFmnWl{zV!VN)IJ7p z0{gsu_7(U1EOBud{2xC_tJ7_1R`smPY28?*6)R3f=g91(ycr+*SW!mn`{}ii^>F+y zS2`9{xb{#J*Y$*s?uQ*G$CIqT9N()%SCxHxoBiJ^-0j(KMu+P$Z2|1qq1pK#RPS&R zq7{a(lSRa4k3OE)8#2;u9f2>P&G(Ahe-q#r4TJIHO4y6pd#rUGomqP!(%jsK_L*8sMYyTD74K6Pr*olTMl z#goo1@-V$6v8wKSy8HF=+|2@zQ6(&W!huzN+HGd(6d%inmg{sl-oC7^3zA8`O$5;Y zCpU_8{YF^}lr)P!%Bqc3;`|PtTE}{QViR;C!dk7h5r9Om4ZUR{;+s2bS*3W#vL)um zRnSdBVXzBr2(j~HcXJnbCnfF0mH8EQ+VVNH1vImu3^-MYJ_0BpElN_-Z~yA=VE^Ga z=LWR|MT8f^orrb+Lf!$t{dI%T5Mp&Le~3DnN3r$6M~;w=34-g7#TCCMJ&D5t;zRzA zmCB;fD?nl!6MvRTN2ga)Q=*!|HRTbZn!xWc0A2sa9`Z5yq*;Vj%WYc~*|$_6HbBe6QQb$HxsyrbjGo4&jv66teXBlG4VwX}`)P zD0#rRsZiu$ZUX-vt!f#v6^jPj8b0$tm-A>cJPwZ7U+q{G245g{6+Ak$K%Ncg9Odg= z&L11?(uukdw)yX7%k8&&Oz}0NN8Wt@^Koizyx0SNlLyj8vUi;}a%E6| zc|{LiO8%!U$<(p?f6G}%E)rbs-8=p=J4Kl*#jmN{)y@3@4wW$?iGTkQcDFNuhW_Oq z3M|_K1lT|KnT2lMWb}2@h}&-;+55(a!Xk7cD>Dqvuw{GuP*<`2^O5=@{~?O-S|=I3 zh2%|?lU_7R+>TLVF0C|L4;RDAkwyFOx3!McBM@(VXy-o&BeJj-|I=20%e^-$BonKo zv0{^n+Ney_cA0=^16Bj}6Hd%*Xu zA>dlcH8J{C4tE#PyEclTLH!EX!0=PJKFCtRopCx4-uy?hU*tG1Qhx0pJRz{WKf$p7 zfj=UTDR5BwKQ%S#n;KeXDWJ?&+AZ{|yi(}($C8(A+gCVuK3hEy>lVtbaCOC1d!ZvC zmu0S5tj_9iv*W}iPyLrm{;Ol;aD9ajn|tJ~CHQO#6C;QgdI2qiO16TT86S$V5_BRk zlRm78scNqwVNiS3z3}hjY4gZ^x(AXR)va)I9FAb3uLejNM-$X_?^1p)LEA5H*mXOZ z@7ky`*|Z>kDiF5I%^g40x^~3pzug{M@o+>i>$h&z(cT3UQN_DIW0dxNKh)wxjSeiQ zyJQCT8XeoD4kYGdO?; z4|j#eLDI?NH+{eB{C~NN?~U^DLZ+|(hMBs}T+QIAs2TH?D}}VP$L_Azy&AC8-kv+V zCdBXozsPdm6tRC?PN(@`DOU3+BN{%`M$lki1xHSDp+MJ$Lczc`ffF34+-5kXfErpP z=K6YicA`^VF1db(#M00BWYPmTbcw-QK({Cc2(0A?dpTir7mYD($lL5~2&c2`*Sk?8 zf`4rQfg#cKk-_$zouz=W8KJ4q5g?j+=sY=qV4#P@-wNc?zusWhZok6qQ5Ns)UWqk0 zm5egh14yE(=%>5-p$+3^>6mZv790e1TPCRpd+pm z@I=&8bj`Vlagw%z=prTPhd$-o?p?QT9r18Mm5Um=8m;aYaXYh&*`MqRXvrM!!ora? zC%Q@f078ZdMj1%h84&2)+1>)-Ck{XG?qV+4+6=$W6jfBpUu znEOQ_Mv9)CS7|3=rHy;f{%N9?lwn)Bd2SSO91NZT5~65NMBA?)2Y}HC^%=n56?mNf z05R*3ZA5ByJ-waSCvf)J9LAK}Al#`3&c)T6oJR!Zuk@G%SqGS6gcvYYhLA)ZgKvO5 zVaYA(MV2+mlr$lR0O+6gwZ)4;G>A;T)k;cA43OX}ICQP&-P~rU$&25|#+(hm zR{yH((gcKRzsG5bo~q=JbK*+5%U!o~HG6IPL%65IvGNX|I;$t z04vNH{&exF*+7mteSuq%ZewNjNVmPnYn!MK$ryys`?K0*8cK}&M->620H3-9KNFN3 zez>XGz8;5yfFuSNAzyK`fX-V$XjL$(VaXNO%;OJ|&VEfWx)~o7KZ1IQt*^R&`O87Q zJpgrVhTFE?K)e3{;^6~Gs7A~WGV1ieI{@2~b^Qih1W{UEV6##4)eiTd3?O1`@O4M3 zMz;eRI|(Kc1it~^hlh*8m0E7{4k9J8P<9;p5J`d`mJxYj6JI!K~bp5s_pfRGsP{tHCb(5LZQuGCtUYeSI4pt+iKU6I_e zf?vhU-SKZd=FRV4l|AzC)c@crb3NCx?ZgJ=iqXrJUQO#+5BcF(IKX#SLPl2R4w1-# zgCizs{NxCbGt6NKMxReE20%AZ3I?Mfw$Qr&4 z%4G#CYVvF5w!2iKmHRmZ9jF;uKwuWyilY^f?Q*JC2i>DT({SD<=7!33xfeFbfbdO&U1>Ao>#K+Uf)H_p7ROhHQ<}?rhonSVgDF0gu4y|0@dz6SrZfXl z5pjxPtR-rx zRZ^!*LW#-HJ?= z_(qorWH!NCgmnTyJa>gumxSGI0P$cS#7v_^( zw=-ZM?CKZXQP(d$ZAT}Hrmz}rDFR_}Dv4n!k#idD0vZ4A?X8e82sj$?Rp zW5CEN>Hu(n^&DQ+_i0=A9Xr}t>{WQIHr zzvTey?u(ey9xAiT|F#eaa?}lNFJ>Id01ax-a!#-#jVl(b>DgIq)T^Ln zQ9hM|g(V@ar1yongnT)vV=Tj99N$BAi=YGaFh$(1L|esYr&cK zL^GQgUUH&k#;pY%l`O71YWEyeINT7)D%6YMioJy6fvW-EHUMZShzA^$ClV){p?JiZ zy^P~|I%i5oV$y|t=;k3SyZ96+*L4J?>O_s7Cq8svQ+@s8z+_0&5`LsooV*4l(TI)0 zSJKCB#(TMAs}RKy5H&uDV0b3~c-(=*P$6e*bd)4%(JO#!;yi5W=zQ)&E_JB3p~rB` z&7IOZ8q9;U7$WQUMvf4FD&$xq)D>i;$hpmk+c;YrFCF~_>@4y0;weMc@CT^E5xg$M zrocn{Tv75=!5iY0lJeCu2%(S{(Jc_q1J29=xu;30!IYbP$w+FeB*_Qs{|DhwG75NO z|8A1k>_eJFW^-fsg0sY}!c{BS?kWbZ-?W7v4cZH_O`^lA2J{96*L%PB%UYLSKPNF9l!v^SZ!P&&w{UMRzKWb`hI`zy<*JDE z*nadrP`%n*OI=E;lx$sA_yNndBLsrRZ|BV_F+4YJ&Df|A*|m@z=gQ3zw%28*$y zfRSh&nZ&LR!*U;ifGRdrBU(Mlaq=6BpI>qwQozXl1WFQWi5_gD zHsg2MRVE^{45I0Uc0{E>AZCyenP6N2f8<@<&7im6a}UM_11ZDN&MndQW0^S)dLXk3 zP)?%J;={QtS1$-XQ5jMOCVUa-WVqiV5_ThCoh#-#L3={5_(pZxUSU-HB#IC%kpX-l zSDImdVw99D-Z<5OH^w1-(T;+uo^j0@p*#!pAM~#F7|suMnz-H1LwKRpIE9myd>s@g z@#u)LbZL3oHv`%fIQ}Ovu$ArxRZ&>h8^dd&E*Ri@MEk?i=MLGvFPKLH-FvX6Xu zDtd5R;8UHC+s7VqFb?IIT+KO1q3kl=)cIonfIK~GGIVv_zXA$vUCtB!(b87mrmfJH zPdg5%Q_XD{qZok6qNJrg+5eGQ_xeRuo-x}Xb@2Arqh<`N(n0Pl4Xs2u4BfLN*k6DP|98~+uK zE(XN7cC&elA$@_^9zm7hYL2`#avW|5w8o)Fokie;#e(Sf{I(70qNup7Ak`(;ArA5z zZUedGJy9<6A;JLVvcIIO3!?aZaNc5V{LF_MZr4QnetJ`iI%d!$G{0_RZ(U&81Qq_C zvw~KmnzaGN@Ma}r;t5#pqsNgMJln9C>p(E|r$Gl(CQR;&0 zl_vcRn7v9g%V7{SJJ0FW6*}94y0*x=js->RCLqcBl`_&yQLxc_-UIj#e6KNs8PXRs z(z20HXfV7yBR!oAX$M@x(WnnmhslR0NRGfq2X*+q6!gUHG~#G_}hS5&B@* zkwJ=NVWI+H-M0W-fk@LK&H&P|8X5}*LWkm1d{>X+$rNA_%ErAW=!)@CAer!Mfbp-5sa2nW9ZRQmC|XlJGWerM`lX1Pw=V z%_wTEr%-zVS}#XQDr;o)#AUJ#o8AhalC)0{J>?8V5n0 z!5W$xt330i$BwlV1FGf$wluq|r`uI}5Im~1umDXGsm+KLkb89jhy6{%*M2uK6o9z( z@e1TjA0L1=l3|Qyj!K{8sN%4`XlY4uagFK|gJ?N$Uc5r$5>SQ%h}ZxO_6nJ3&iGFEn?QN+7M z4%y==tCO4`ba2)f2;?+1WPWCxKby#t@RULA7~;pI_dhzEZxWZ^LjlxC=TNu4U4R?( z9&SL?T^Atn!v^SW2!f0bsb=*?;ix$o7!SVXs+!8+Qn#(=%IgdEg{TAP*+iY;@e(hq|5@L zm{`EzdO_sh>HU}

d_zV&MW087*BeNv3juyj$~JmJTIrL5&D;uHwDX@6LaT_LaDV zExw%Q8Aoz{a5~(<9AOgAfe=LRv@`)+{zA^zG|6Wnp&TUq2*BDyCHk6`D<7Wr-*v?o zsWK#M3^z|#byT~VIOOU>?ZrxX)fsg5)NOJmL}>=qP!Q^2N^K9`8c;I>N$*B2OH@Xn z(J&Ef%?r{O0CAa^CG*{g3JDTJxK8AYucPk8$?b+cSBt2UTVo}GJSrp~^sFlsmU5_L zVP57#xuTe9RiuP6$l*@Igz5C3E|3I28v?JY+4ch z%{Og+vP1AH#-O2)wb4mF6bND>6apt)J2AHRFY!_B5ru&9Fu|Z82`bmAWp`qu*kq0wU2JqH>a8ua=n zUm*gC7MP$iqd#TwXVei)SPoK4(m<4?QC)ua$qMMolTONnL1(aBjcbESf@(5sBlxwV zfBZ?(o%fuo+9mx=k+5V z<4~R7!RH~41l&~R=whHZQp(meKjXijkIxJ8q7f`x*z8Y1+X5-sBd7#6??{7oUKMmU zDU8x|C5fsF9us7k=ba5|2I;uPAa|g5=nlj{0DCl5YYyZkg(z@HLF-8d& zFx8_mt+ZtuH@Wz#t9|jcYF_`zH2Mnw%%TF;1*%>hjskHwB{+stc7W!j5i9_+~#dU(QDJWBw*-UG{X1|Xfm>WcG^ zfvDg-=}(O^$xgF4oNXZe4MK_~Bo@+>{wQf4c?0I2O|DOpdHd=jP{6@zK*FEa1|y<; z zyqw}zom^*WV;1Dm*Q&M-6TX%hm6S^9|L{z)vvwVHdA=4f$VI>=#5Bx){LXK{!XWU1 zcsfbqcVLUbxC?+xDWQr$DmAgi;hJVwtGkPyITL*ynRAxTX;=cBdw=0UbBN zTfP;6j^{b|bSE$X9+D%Aer~ziahO^FsbU;Q<2RuR5E1~!)Lj?P_eT3d0Ig`X6;RF* z%nNT6!O6*iG!7Iw{x3c|AgGZ1B z*oDj3Jon`2sA1U|aFDxHAC+l@#b|=@1#oCW;4L2j0yUmCg9|H6VX3#L=MpBJC8!P@ zP3LZFRGaGQebzeqD-vp#Eu6^mhYOu$VWr#7vRdGAwt@VWegjAj8t_jZ@Px@m`CYXr z*dB1G?;xCGa(@e49JCWGwC>)2 z^~H^;#>)&)?$Lm^?lTETnY6JPorybCj(9f9iMRwh7h1UJPsy6m6tv2ewpWCtApQ5K zY1?h0`NiG*rPnCpc#c)4G?_4k4dzXUyTDZF_$V%ABDzIIi!!Y{Wpb91Nsp<Mgv_zi_TK6M21xJuZF@FL{ItF`+=J7bRNo{RXU!5;;XbE1m{XR1SsCLSmpu9uyl0P`$187EW*`fpm0S$Ee4Jsev&c|{67}qr>1+cWtUor3;kBKB1~XKSPYR7RF_=kj~hrjGm)ZMR9{XH)H~ z+ZR+Dw?M*D(QcnjF;SBZnHRc!v{)M+uWX~Z z&*+)sK5^kRz-==Mu^v?Hr#+ZBpCHebd=VUUC2)OVJX4Bpu>^<)La`uE2vA zZTf&(qicT9Ga+M_ZB{9XxY{2Yd;HQIT^uWKk&M8#(QJ`UF>@X13}^ebpupaAy@ zcE5dlQFna!N7y@RxG9VA)tYzqSpz9y;G!PHL}z2n@&M!%55+GTkA>#GaOlh$d=OFr zljuAAZg)LBfkf&QyWokdV=|z<_V2K2FaOY- zFA7FimyBB>3bOBau7L=LM10&*0*5D1CO@DWw*uP!LM)NeHTt=$%Rse$LZO#QxJu#X zy6-R~qOYSSQu-&uBaro|`CLg`5(=3`@{@o>#h(=vETL(9{J=?x`@Hi?6vHA02ALCo zsD5?-&Dy5g^y<~`T9Uuo@sb1n>6(wJ8`I>>Z!2cYp1fix{D()JqRYm(m(AlRSg;1) zm6>{NXlYdeb(<{=fMb_F7L^hp#QXTykd(tHJ)xJ`kzXInW7jlaNnAa;3YN zH4#kKn|_RG6>a}Mm6!Rcxu|$!K6IpKp^eq4A9!%>C}2S?A~duS z(pE63-T>a37EI`|ESkB4>h}P2eniMmG{gv?Ub1|R9)5@AW%XE>Zg2v_IQy%aDQvv4 zAps&Y?BL6ATLNla28#Sz_gfmeOpK{q_7HWPbXgr)Gq_7I2Zjsn)QMB4kXx}~=f#g# zRK(QK?q33tMX$(j3HSvN{TwI(=)BJCx+PVOn<4=Q5w|OuoPyUje#*adC&T`zZ(Wec z;skfZ5ruM!mea6L&iIWgcur#ITw3N-;$30BUYJ3 z&GUmvHsYqDDL7Z9lO*q`Q|;^>2AqsCim&9S30hs3D^D@iH*t<6tBV{{xEFR_yl2FK zZwQ`#?WDPdWd6OoxT6yqMLcFrEnL&Y_6NSP}w`vR>(IWsr1hs`Phj8h09tW&ypKxYrrqnz$H!~w~FW;x8 z46)DAjNQf(=-=xD_$&ZkZkY1!BH|xyCjvNbft!Jn_fJ%xI7c4ikl) z-9b(0u}7muqWJaBo0%Ppy+yn(WDKY|sY#G!ne3V@$Iyn`4)e%jTo>k-Tk?W05(Kjb zykr@q%D7WW044sO@RP$$dDe!wTguQN5mIX2UNRxDd}(=F5<09UjEwQ!?{))Q++Prd z_69Z4Nf=X54Apas4A2*MyJ|4C-+Uxl9O|IZ`)k@O3!hwzh%w8xRwr+1{rz06GxcR< z%eQO$M|i^ zMR^%os8>adr?b4gSG|`E_t6R-EQuN-jobiwkus;(!Tduq-MyPX*2lk@uG zVs36VBd{ELR1fci4|v7;LUEwIKf(R&)V9rcG*c9<qM4@0@JU$nsG+?Y3DV zpf0jNzr?nycTb)EsEy!{jy*!kmC^5+4>ct!Z>1{AS|PIfQ(0N3ktwxbkaOa&l`QL+ z{mg8ak)`jD$eiIqWKZoSd70Q;>l4elxm7t@zAYRP`e5{Nx5I3dw++SD%j?HONw)Ky zJ%zc#T;9^r0?B&&$kU*D$&`=B>Hq20J{2=J?^j{qZ6#YN7?!_z_K`1bBMbFQsErje zVqH!3on}U3=bif@iPDIw&(=h4k<_hKrPb+avy{|Do1UmGe7$ZY%w=uBH`jJFRs_~A zRo?d|H8G!b-}lZx{IJDmPTNZ+ss6D#TMrY5Xxyvzkb?aD1KekIUIHYWF{Uwb&C*99 zq14PVdI<@|nWTEcWrC?7mT4FCNAr}~Mhf5?lLXSQh+6>~rUu&wjpRwuqzj5XE9l+~(m1V|o7ff*)l&ktEYrW;0} zZWsX;vjJTQHVEklfh&}@w?_ff9~g@TY5fMZ2=ZXXfw6vENDXDB{t+>6O3fgQl(a^W(&LgK@KU+(v!G?y?4Q4!jjGUPL+=-J5N~7#fH-Xo}YJ zDCEhEm8Q8u2y==K8z|?mSB_)yv$f>Ue`}|`%Ld&t8K;NO8;7$C|9hMCmzdaaOMJ)9 zi~U1@m6X$Tj)F^0N=shJ*f>Pf6u<2mk%4?E7t^gYmM9peiGw!u}FSXn~v?XVc~Ww=O@r<^6@iO6*Jj}QTWX=<65uOvU@(={c+={OnUw zz`l*2`!4;seq>!kK*dqpdcV4ZrapQ5l}OeJ>dAp?t9Fm56V>c%=X{c}&dr|2@wNCk zavMTXhN8YinQ4#VH)m5%w$IO|<73i3~=I7m1OojmL;_ z)a^vB7bJW6%%SR*315%_2u{1Val>KBjp~u(dB~l>IviIy#~rNfXCuJS>bWa#Ql>fX zgvO%%Jlf07XqTt)U~R%cgS8QzCXuMl=ECBC$nyes<#X@N6IC07qBrnrm(QC%PjGs7 z!Q;(K2j0uA2UO;&jyQ1{dAZU8oP87qD*^^rZ`^YO<_1u@WCuV`Ktw%1vjO{qWTxgw zmj_W1_+57ls)Fkp>7gq=q-Zrfj!^`6PU#5aM89?li{$L{4GX%M4vwk~B*tPUUIiDt zAe|av(Lab58F(KOVD=Kk6YVa^S_f&rJw;s(HM+NsM*fD+cx7)FQ7C!>%rcTt#yOMW zYcFL)d5}SZ`r@j!HL=E!%tOGI4DUgYMOz&&i4-S6s(`1UtzfI<71QLJy+wCQrq zfMTwzb}fm~Tk8@+GKT=xssF)%m)%T!d$C$H(J`*bHVe+x2Ql9iSiQs!MUnXCaPfAW<=e2ddl5n z-YOX*cypqRvDQL9e=gK>#{JM=C4-DT`wP{#k{<*)Pn8G0P;HSM7Yqw%E06K;WY^i? z-h=^WJ(sjMWp?!@KH}WWwsr0EeB*}tKfI}#U#vqNJ~Ck7i_cnLGPLMr}vM>hw3Z8y?wW2#hTCaw`L8lS}7jVdHhPUbp+w- zvY;8LJAOk9HBSHAvazz0PRDDZofVOPZVorX^q1l;b#UEiM_)p}>pf`+uQO=cPY6N9 zaG?EcKo#zcz~V~cin@g{S}GD!TEgc7&^Gy?YprZTZ5ex186}hIt$6>(cE23`+Ol^5 z2z!qh(Hw^r&Y9O5f~bPn^daDBuJ&FV%cc2CpT*dyP1)?&LN$%b8Vq;P3VQUxV#xAx zaq#wL)mp=hW`oo7kJUB7NE1Bg&=31XW@s8{IqitH1ae-{-o68l4l>ytO3vx_h4~dy z7{bAK*aF!ML}#tnC=(AU5irmFjUrIlOT{X4hRZv_)b?2|wi?2Ux+iCM6Y8H#O@f8= z24Q>qGBOQlC6HODd^6P~`8)}CAz4rH4hS~D+Z~*KxGV4v4M(w9$*Z?*fBDJ&%IM{Pi#@UT;?ZQWZuZ}CuiA50T69$h{85$pM58CuT|i!md+Jd} zcj)S|e^qnX)K$kvL?m_$4K~wU7TWUF_TCpl9O$wGhHrao7(G(C;#7zK3W0t4u!j-- zao9ILHW}Ppe6XJO*Vi$-%E^E|kXK)%z(=M4K*HB3LXzJj#OfaF$1Q8k8dfe7pGX$z z8^eu2tn|>DQwOlBmxY3CV`O9}!Y=vmT}|An5ql)$c_OU z)k;XVUgG+AhhCQPyQa#?_#n8>F;a6pXr+P}rvKb1V%qZp>wrvgou&_@VXl%sWD~TZ zQt(jm0I1(=Z0<|kp_vF25|>#BdR*N3Wmu`kjTy1D9F(rzSUTOPfRX%G_SkFYe{-C| z6N}Dw;LXXvYQ$b42mwkpyvQC*6&9!Lu0)gv9%CnVBVAmNPZ$>{1N2GyB3~%D5J*Zp z;wkDt@MO}$50hbdK$@0UqN_aXF$}@et$Vb;Cd{|=3Wp1M%tL$_A?f-6KN(w)osua~ zB=Qodl1Wt4+=@-Vl##O&2&;)N9cT>=vSID&Ijgx#Kl@N4&0FW#-6?@X_*c=lWuo4R zT;R5$v4PiaN@>JYjh;|ouU(y_KtF=Qo&j=Ep}Zn&delVy&79rP zzvBKz$Uu$2UI;oF2uhE$W%(db`ZY}}2YzQ_BD;?`A5eN>D$^LCgaeqfLfQ2c`w32m zrAbUIxb(U_Sk%Ebx5&63R42d`U6`UYP290@}f>H9v^d4_Q@cN>EU&CdAp6{V&YKQ3Db@ z70@qHTftZmi(}+Ub9K0Ab(g8YNaR7(Fm+M4%+1XwVl(gyk+Jkw=PgY{RG^$7x;22% z=?0;e254aZ8v8!_(U+o!~e};m%J>6^^{w2@{nijSjC?i5I3Z?y%zd&OMci`tFFM7JpL# z{sg>=KAJ!b3_^sN9MDGb!2xhsjxeU+v_9A@4QDNymwTJ{C8k|kO>zQ85X88IBx~dQ z2ljXFKp<_3dU%JDNx*SD%{Rm<4www+44HI}PNWX=Hz0;v+q50?piyh0So{tY8dM6b z>|%{`7{lg<-&Gl^dq776s=i{J&AFD`2tO;cF2zBxPKr1-p0DSb=?=Ff89hK5Pe@B^ zW>w+2B1I0x7k8O59X*vt(fAbJK0YlpJQT866qLda3ipXIn0Rs^YCH#t0i?XUz%mg@ z5oxdxL&l|@=od6IZk@xK2V7r&tX_meywiRldmle(gPb#2lo%Q;j^B?EZc;EOmx z?9*DHrUH1&Z(h^+$18U_gdBxnd>GKCG@6B@s$9(IaT<}S41ni00JnqOdJS*wSENg! z|GfrV19XNdy3ly=K~XD@es7~-VS#Myv9F&)^LMP4<&D?CaZ5Cn_-zHD{G?=XzkuqF zWGRs8Vnhu^LXMD0^bq>TBiE<>fP)T2PGZi`Ee2#q*PDeCjsXfHeCsE=cA(r@g^Y+^ z6D2q&)IA{I(FZ@sZT)I+)a6GgmdhA`2m>K{B3ni|4iaPF=&Hz6CV^ zQ3v$o#9)!)V1aJe8}zash!PM=1cE?}w;phEl4pzENtkuaD%l7bmcqjP95DofP9w_< z+V|+bCOldi)-PEr^4rCc;ey|N6jD_Z3yAaK7)q}30mx`*=nTn_X7qs<5q~6I_X-Vj z1eOA!Xdne?|I8xS2o1r?l`HjL`>{iQSy-?CEAmCT!pO%>4~W2{J{}2-iY3jM0b!hB(PqkuppEm zmJ#EL(4YuQs~vO2zaY{xA^^o{>$iWOHMFxNtFoER%OO5XvvhTs2XzlT@`OwTG+(Px z3Qk0vU^O2_zBCvEWe2C^4g!;e;GY3BL9HOcpowu~MK}#I2152}-I0x@OFB<&Yge~j zaQ#8yY|gl>m80+OCbg5%ZPVhLOb^X8Mbn^`2*imvoC5V>hoM?+b(Q#9T#iD z+-7=9_ps|i0Y{(T@pWf8m}=@ZbW@6dd=)S;HLX(+ZH=i@6j#V?wG025l`+?^ad&Lv(6a3p{_gR^*cu z3}QppuDCDiQSfC~i8LF5$YX3i8C}|b_Dh8IyPEd-Nl|U9vQ6|VOP6SGk)}OEGp%;b z3K*+$sU$BQ-*_!OTVne25^d+f?88$n*0ZgX_*v=;r`nQM?6`ggh(wcZgSKr?r2S-5 zm0h!WZaqS>Qjf0_JAs3^(4u(GF4Cq}Cci&1DKIK3Z6LKk5lM#c6XG8<4HU0#&~Z+| z&(QS84&OSc<`R-p^JP(k)$CZ9u3#Tt&%nSSWg-@0zkWJk;fRe|`l)uIWT$HBQ%4xW zcCuz}Sk+Rw;#2*zH^cs%2|a7hnD0qs+WbRw{gGNp|tr+Bz8hAISsrQ0AF;Uv8Od1f7li}o62(LR_@t8I5as`B;v;D!MO zn#=w}{@L#=0-z` zKgbCbaum0xi4Q-|EXW+>iH~^v{P~ect8$inY|M!?*Eu;*73qnIi2YHaV`y>%D@_e4X-@#O4KK^hVM zZrZe|?+%;Ad#wH0p+WL@_TdiJ(6$Y7nJQ@SgBzv+n>8pZN}xIC^7&v{Sy`K}K^k_h z)lebKR>dSWU)IgPCseR%p8xsxV=|E^AD}N$J9Ww(J0cs3d-Dt$SF7CnDL%8K?2lAb*~ zS5{WWyKkSGjEo1~UR6^wQEKP=;RPMagj!Xo;Bow}c|M2xpXhjAaK3-g&}V+8+SMep zN~G>2vvy4Tk8aVVRu`&*NR9JwVLVxa8oHG1d-v{<6^UBAAKOP29|Q0FT&LI`k+7Qj z-oo^`^JSL=DFBfQB^o|`dNMcJtb`KF>GRDMsuwP_%(e92i|`Luw_mu~a&oAf-FnO~ zFYNVE`>a#u!r9^>_Da`_b-Dyt-p@yD8%eyik#Z$-bfe4XO^xgt2X$*$Ro>P_WF{Nw zX?u?q2EXy-6TYJ{`0#M3_{pfe`(o<8&SH2q$JZ_LT^8F9h;GP>Zv$6`4B)J$hWzJA69+fs;v8`|#AP zZJT3H0v=rOWn&as;?dDr^N@es6)@k6jR_3 zVQjwO_%*1>fU02A;lXW!a=G<(eDLKy9477(h&X!oHP`pZ=;>{aUH&pVOqKA}V)!a+ zAGvSmm3dQL-LRa^>>(~XW&EB^SHjJ08ZU?NY+Z+Y_&go^t#z*Orqn}cWDu6;%EN2T{+661NMw_PQ#kJ4nW@j7Y#9p;@ zF=Ms1%gk3g+DT!YWrG=&{7beU#5s3k{Hond;GIu>)UU0J40iU^4(Z78@@zR*6aV4- z`?f7QYOiz@nDxntxFrDZ(6>-H(|seSm6F@)WUfAriIDxDkFT$@xA&n16+S^xj|x(;}%_xJDKqNQ;|B%?veOh|SmNmllz%*=#ik0wRP&OG+!WN#`( z_IBbJ$zDe|$g%#3e#*i)zB z-@9QYuqGT*XY(w^ohz)H5~YHm8iC2!i|$3fANBj6Wkp(*ns%$wn*;(@!ZY`-wfFY2 zqFb;gr%dGCHpF|Cu#^0+Ho`|>?q6q%$0ocC@)0(_`j8M|ZE+2pVfjOzC(@yNQbnBZ z6@aiMXYsMdijoq6Y&IbJ6OgA|KYsjsRzbJs!m8`!@i&4V%Q&mD**6<@h zPEEO%TK6lKR54X$lb5lp4yW?+i;AQJ_wV1Y&9JZiMPHNn7+iCn02g9UVb*7FG6}Uy z^%N}fJ#K`shBJcWRqybaMd9{>wcSUT2LW}ix{BHE_EEE&D8)vURV}NxCwTeZjybnF zU!%`05$4JzwUAwq&AqY|ZrwK<@SG{_OUmJw$Mfv`qgE;C7Ass+gtGljE>)~Zs4DvAfZWv&c^ubk$jU+t)jZ%bWpNn=h;O>Ip$ES3qUzhEr~&V>2GSY$?dxi*~i z-aAhY5~dosR@x^TLpM75UWbIGbkVOxJMCe~UrBx$7IdZn^pii#Lztgl2hlAS7EIKIa#S zQW9JL_M}_S!!6qS{XQfvD6Xl4iF&|gP9!8G#I$U-@I>c|Tm-LFAOYYt^HQ$>Zjwjq zqrTlUYiSRU#sJ>b!nR$eS7q8v=ExMkoi}|;e=-Fu2T$9WFqqNz(IqSF--8A3zwa|s z5o<-e<&xz-buP?h&uBq2j+Z(`L<((vZy9-_@u^?fa3@NSA2La43H&_+>q5BcGHz(6 zJ1`aIgjuMqn)B~z&rN<^v%60xaBrRI>ZJb>E6OMD=u0A;bfnh{vdgWlKR!F-GhBq( zH`eTm$~N}v8rE(8`D-J+8k>U6OSZ<-Qnt@Kv2RAps_hxIPUprF0`nrRDmBz}A3VF% zV;IzhcbHC7D%+CVSYX3U0EgtK)dYK@vbIIUYUb!a8*7TrkbwGgOXv#;Jpng3l_SYG ztIJ)GVzRX&Hp^pK^|aPNjOyt!p~?g;t3JBO6{eG1i*}61&Q}t9%}ZUoGrJg+!Vpw4 zXt|6Q6`720@$);hv2@>~!)>KMg;dWi>HYg_vN6IM=VBb=4_*H9P`4^2J6n#w&-w`i zj0fa^jRX?98@%OqL(iy}dqV7B2w~}0Z#Ec{D$JpgdmZdvFe)<0ZYLbkH-z+$tSzK$7^BS^E0*qGH1AeSz zVPPSEz~7#67pprwUCtN<_=>nDW2?6$Fl)ilp4 zI2ywU1FI1b)&HQDUT|$DZ_kD;D)KnvIZ`ABlRRvr)%r?ZwvRmbNPV5&ojNq59~n{ZA5K$HRE*Ef&DGr+*DfH`GD{N(JT0j(31Dyo4~28- z5OEq+y@ZtxEc~p009o}wC<*L74|z>D6%Dj=ZJl=r!uSm*A^fMp(LW!V;GJ?8gm^{)gwHMO72;4^T}{Oe}fO&(2QWyN{hriG~5s z-!@j(`UiR4=X*V6CR#?mFBFDKYAs z$o=wp&rAJwN>DgT1Ml1g6}YmJQUX+c+FF(cA)E959!#z+Q0Zg>5i#AZb-xQ{JruyE zrKP1wA$1F6lWf?UeC#}u{so7gQV`(rr=T_{>?eCt3IlTrJ|5GW$iP(6etY0~?Ucy( zFHeZG_dQO84I@MggfR^s`5@90+6NlT*XREv*?KwZ3*0MHlwlYauT~075>z!p@^&wh(6qbWfmQ zluY2L<#Cl zKt>|5IVMNFMZsAIe_k!p(nX8zs*H2^im{=T?DDipIm7U9Cb)Gn@7}#=QMJNeGt=>2 zGUP|aQ6p`V=0URjvr8UodbUlkR<@u#n}oC4{YTYWbYinyS_c4EdEwPW&XVu?^bRvQ z{kYA^KHH^nu?;DB#8R<)3C>Eh($xvG<_eLxYkYBhdVR5ZdJzSRODc2%eAu}Ek;Gf2 z-@Y-Yb_&YA4siElrWie1&oR2kmKrtK0irw)hz)3sHmF2!6>hME%Yz;sNX?4uCm3c4 z;J`xw8B#EJwzb76$&2vCks$rKA%k;R1Amd^+boIDvStpvXDJXP%u>*|nFDiNeTwJ6 z{E>~6kyO;w)4u!ztuXNxSzDySJb3UR_+a;Z4Ul9|kd~IdHr|ey;h!89Z3WCH2{Uh$ zL56LI@i_@#C{+jRUKiA4=@2_IUDg=gzh4EE`^Ey-jU2w-UQIUux9J!R_Uaz`L;#!g z;78x@RlVVd;4kOJCjKQLY^IP;aN>S>+r|<=p0qQ5m*dw=^56i%(|uM)D3AiD*Bn!! ztfP|!45%j5%l@>qw05#w<1JZ51L^QBp=l%Ao;}hc_r*3q#FwPFkYX*~E#Q&eBq90a z)I8eXK-RO7&9CC_e+;AEMT+tCbA;$HK0y$8FIF7ia;r)*G%?0wEOp<^Gsw&C zu(;<;XKOn2qg>qZ2u8BqS{r<|y!AzFD-8nj2L4+$pU0*vz59nhhyck@qf}}WQF$$L zpEq->)+L|-6f_x=v7FCCPZq+Cxp%npOV${LI1wDt0SS zC*2I(v>%Vw?8vcmm9M39%kS28C>Cy{Tp$!niDh$@ zT5yk(A((Ig$za|K0eMZN8KEs6T{&sh7?=+ba1tVsvV??0-!M=m-Os3XQ{nFDBEM~A z7&$Qr(E-2pP1zBpz+2MN2+@JWgH9-5Gms*-Y$jK_YIv#vXigM-ZY1C$G)WmFQso=r z3ORvDS#=eaYKKFb#)c_Zf+NNjZV+s0cDypD<%)gU|m5I3deX`j`wqM6Q;+j&G+Wm$v5+pOZ&X7Kh8i$56o zL-HPcMEp|8bas{dO$l_N<#grR9QM&3x>$h4rc;-2EO1#(Vjg(H$yX7h`eS))Mr>2T zV{L74X?k$|#-iA&`U%;n;$Ey~uHlP_h=}~^W!yB3gP3-Ag%pPcNu&T|5_~O8nK>y% z%VYc!R;7#)cBq|{TKDtZ1K>j}Gu+%UA}cT1h{%(BP~YOb%o-!ir@~XvsxUkgJqSL@ z&*=T46dPZut6Gs`0pX!WWV1nZzqSa2zkQDpHF5;@4Gzyc64`~>xwyiZKI&%-H1I=2 z0X9PI>eWYw1SevPXWc~6fH6oAZpwL~?%Wy&@#T#Kpg)T8p<2%XQEte|03zCf$3VdaZnpLFsndDU^@ENkKyLR!8LimAi**_z#C8K@9B(B(iR>&&99_Klwyoa*CSAzsLSsn~77~m+{C9ZxOS-7*>7Ep|KlRT{w;XHXm@A zK&=nIWxLWat}p0AhYP74s9H_Nj+Y8*ot;MF8j{iua1~!UVVNHwCpODV@6yQajQ7~; zNK1(>?47I7?`C&fAM$cG#%o)a&)4J%396QDz~3dGLp!q$&5uflO+EJEY=^8E{;lr} z#J#Pxru(H;4DcjA{fcrqwSc?1bAt@d--qzbV|uWvPw}Cx{Rw~*kmD-Ha&NYj;d0oWB1<8><~-cMDG0XRA}f6fP;Uco zfypR~vDy65(B@6#jkUe`8@T3%QZGR#0D~I!4@6 zE)TFgNmik!u*u6g@AjR&6z!knN?xyezsb6{J}9ajb6ssX;G?da3N~SaN3xV=Tz_nW zamD5*rGvoxWbKBH-s$WUg>LstMnfYi2i*m?9v>iNxUF=BsA->)in#nhUz@*S-!ul( zmT&_~?D-q-MdgHtc1zj6AFdGiUR2ffIGDAPlx&E%0k7xBSNyUS8gN z0G*v7X`!kQ^0Uy8Pqj;Pbpe#?tY`v*0<#o=QB};^g!4KOvUmp>(5Wh!Oo0^BnzaW` zf{%}n2!%N>^jB9vp6%85;oyZ7?yi^60JZu#Q)@Av^OePG0Bv6}A@$Wh9Drgu#qqf& zm_t6e@g3-7KKJ$ScnnwZm)|W*CzA!gz1>v+R3^gMI0Lo^k}MO#v@(#Kme+o}2Rs6B zMA(hR`eT%CzmvS$6@|Wspq)3jc#X}C%-2P1Z-qKI*by!KZymg=72*z9C=s34kWw3X zYmLQPFFL^Q@$%G3otMaKPHOC-cf4bAYD`6KG9B1+3P9#MMD?+X#6+ev>>GAz2dDv- z_&;9>Yl%oY0dbH;T+RnK);P(zAYH>LG?z)O=XeUA18qbT4J~4f?Zx^~HZ(<^lj=21 zi6$e6NQbhwL0ZU!2clXV0pd zfEF2;2!qNq?aO2@^;`#31nBE@Bap4?Cef(whaQaZpL96%Dz%|FjR39uVP$PvNr}c` z;cpLNB6r-@TGf`cqdU-HVMZFI6Y)L-NYoi`-rPp&pL}Fw*rdEiV5i0rXZSsnkb;zX zX}cg5XWnFr7s3~d!#EHudTZSTHg@v9$C}prO{5x4y(O|J>CMz+C#(h>bJ6vsThz%Ehg7^bnkQ93WpZ48}O zv>WL*{$13vm5h&%o5RADPL4$uK%O!8f?y)aD4n|J$yF6)Wu_%T^UNGizsq0u_B&y9 zN{Q(irD25(hu+<}4eda$I!mJLOcEprwzaz!@JWE#$HD-VDX z#5eOzB=T@>qxIz(P9+imwUk?z-E@I4Lvygni&Fe^&5MiF(Gkqy3DM=GruT-E+ z85=Wpg8)}L7Ga(b73Muq!}@VRQ9>Z=u*44QjMq-VMZBqqY51^`|BmcLDikeCOH1B2 z5{PSqTiJZw>f*pD+EigqNdc8o$OOQ z7G9LmfgbaH(aK;8q&no)1;dPCp4L_RCt57T#tS-CjT<@a($LI2H8F7;5OZ@u!6nj< z9>%8~78B1b0_c^B=4XY|fSEQH#tlBzxBeTs;YlXBA|&lb?PgCNKha^Jkx&qsXk#<=5+^Jvyy1KH&)- zeGTD|D#gc;_XXD6hIvJuJvm5TKmybx=M7(eUYpKT(V~7}a(TCcVp)O4#l*?$ZdgwHH--%S9du_gL6O+t{{5d-D72C*|>qD zXht`11FFk*1iyo(JPkTZi7uo@yir@3`{3HtNY7I7;M|;p1$0*g5;;%KF2JC=TT{ZD z0O_uPiWDv36P92gIw;vPKXXTz^9ZF=Pk3|$CgvV`yGX61s_ zaWDmPvl}@1_?nsY9hp^gy~xwTP@l0iSIk)edD;5>%n=*^3iEW2eLaRcV1E z@c!t6&a)gSjyCLXG*QCk&&kcb*oDPrR95Q3*`{12c^GGbQ+0EzNZb@l+64jibt*TV z-d+{OSK2FO1InwzKB6w0{3MA=(Ft!W$}f~mYljS;kydOWtK*A%-JQ{hkC#W_=FKA5 zwgf*>O|D8pV6)hqa8_QkVCk3l2MWLlDERgH86ZYEJDeeGwgSVPqLjoQBj zWX;KsK9e@<`_847mTG!2IHy84PWRk0SZg{@dC{H56{0|>MG7|9N<{wT@3#x8Z)iYG zCWTGCwz{LK9uHM(^ z)o+IAQc4uDaq+Lxfc_;?8bl#`MY4;^=c65gyLRHy9>&fn+Fwi#e7=dXNUL`Dj%3s^H&qqpB~5tiiVB@AccQ6OJ5X#1I`%yhz>tdkwl~t;A zrE-nexsyc)_&gxcp}KjDsK7BU-nh9Km$@t$eTer9fNK^p&=5EdaTeGo6H3uF@6dVhepkdpM(#ruYm*p~gIQP^~x z7h^Y|!)&B3+^}K<#tApLsS0hM1%6_ijtKmC;@*_tFRF=%>;s^Q7ZepiEf8Dwb^((5 z%#uqf!ys_f#Qv@4f1F`j>gUVng3i2l*vu?M6$QfT21Wu6IR-jc)O2*BIjh!fW=qCn zo;dr)AUXnwD0OoyhbM}owj(f9D$Y}BDW!}V85te$s7Z>#rL_%&PP^hv{PH}#}x_l>m8^E@Qtis9$DWISJ4jXmxSzd?9+ptnAlnMfZ z49Nh!dNcWmGN+|~&hY$}j%V-E#vwa;=QhxutZZz2Yh#h9^#`?Sa3ws1*DUCrKb`8e zY2e@+?o^`MyE}iJ!R6)@yXy(Qw{ih;l8m-5@nu`?QtezG^9K+`9JXW+qjTyFf7+y? z0au+`b(Pc#MUMOCC90v?oqbM2I#;3#kR>139}?wv`>;As+OPxnS8kGP%C1GxH?yrvNGTzuV|8!R?Aad@^X0@EZqZ6f{Tqj!=Xlu zP~yPu(H2>yuR#4!cz&cP!pf$2VbS_JG2jgUgE=xcO%O(#6a{YK( z8XA-|G{WJ*Q!L+i!?F{BwYbyoXLFGR2>5L!Ex9N5F z8gk3xAx}+M3Eo+?szAVlbHH;#0P1(`kgafUf!~p_ks^;3;4zt^F2kn-D|Pv9B!-&3 z6$&KkmCt*`s3xSMNgui33)CFiQfh}4V8KYo(HOls7@9PEknD*jJThmw&)~3*OA}we zze84RkKRy!i~E#z#C~M=c-%c8RkAH1G60J@3h<2J!lyG!U!ELB$j%6$+^wWn}EcIMc5jspVM5{y1P|HmOmQ=CT^%L zF3z@x^n*7!9|-vxkrgOL%)ms^>$=!PQF$LxZyU0Ne5AEBHF=>Wq+)%cf!Kv{PlBv^ z=M(CPPQNr(-N5&%#~h-Z0vcsIAwFt-AgQumZDp1LP4<8)=lH3s984vXY!W1&V0!clPxi;MjX zziVIltGeVTXveE-y1}{%6;EC?X){qO%StYMeM|APEM+y9n7^rF$B5<_H%<-?$}RWi zJBh=+g-owENM}nz1;{-ACCqV-x)Z}qrm7alCdD9~r>C>(xHa*4Uq3Clks=qWBM}6- z#!7K*&@3bCtM?+@3slc&m^nx!5z85RORI>Cn{ie)Cey%QNN#J+m!E7Y0+GcI2~V7? z*m}1o0tK4!qSN?f@vvWq32?hbdl)la=1L^J=ztIzTx+d9+)!vqZ}aIClq8BP!`y2r z@$%+Ni)Jf>4rn+66bxHGDV(OZ1iqDU6J>Sv;@%Bymwpt&86pU^r6n>2V2DKl4%F(& zH`Rwa5JnfhF=OJ4FBw-Yqx%lPCK<4SG~7=NsIHeRVK8ie3&M>H!avMXwRE;JeJjzh zht3dAmui8KLfAN{G%?nfGm%)1q*B21sR%?WFbGMsEbO_VINp+!0;Cr5mO+-d?Q{+H zDLekxM0k27st-aUARZtsO5B(8&?pZ*5Q5=XidBI3p%;qWC144Ni45 z%=-mpnHVx0g*d*u`uZ}V7#n}$>{i6x5OCMC_iX6zu`^%GC*G2eAZp=ZiT)k*yY2Fb zIYCSR?DnHByQ;-iRk7nUyz!sT_%nZW?hNUEsvmK)%|!J)J_+}`jaIf%Wp0&2K2z9NMdv6VhE^XK4T%v#)BH`$n<$y=H*@Sl9RwdTuY8svMa zeYU7S9Y!oH6W#oUiK)ixn=5AEZwi7!9Ck?6Lv&6!Bs6%U%68mr&TYAE&hPSe9n%~w zpycFtc&Mpl_|WL+=%kt-K4^o=#a`gs!(Gm9>qurt0s=hMbDOUPNpY>Ow$Zkwiw~>I zCIw^Vb#(0NnD={LGqW`J!C3)1??hlZtUqG1at2ot6H=240_W_a6S9h&d9W2_82Aa? z;Hn@5A`0Xz92Qyun?!)#3CLH4YAw3f=F1~QsT-~Yr-K8?UFdAEBS;C&ym^B7TAbG@_LQzVCu+@N7e_GGslZ3I!$0`^NA%IVW%_h-WZR@PHn`2|gfakh)|a zy}Ss6yhED_)`qYP)up1A79W2N1Xlg`wp9=mkqikuNOt?K!@{u;3K2_FBTtLW1WWJI z;_;iOEYHSG08@$l5ojtYcRBftG+fs|$@{eQ5=Tb5sJXa;Y^Hwi!7IeeWvFG87ED?yE*RsL>F?#g{yt?d|c^9xFnK<*;3vb8-L= z?D=gl$inak>5Nbj#+wwyU~o1a$ZG*=in9&4ioUt!lqlC+tK#_^O)w{|Y{C{EqAEE5 zl!EDF)c~SpH<&cFH$ZU&-mj_ft#wIolFf472^RE0Z9&dCBtW>WbWcUhD_5ykm&Rj3dK?Bpj}K&Kh#1AamW)n>HvHBmBrk-TTrSm7D{6&3 zwWoHy)s84u-jJIQW>4T!m)kW=qN&szHy}?=!-olC0&@wNsM1@oFy+o^#RCo2tL<>sdUelI z=?9>=1l>46CkLt^0S}j2x9oQpVFnRU6$O_%m6m{CF!kl@ZUt*s8Z79AyEyn|x1i!D zj&gYje8INtZWJ|noqd3>@$JRIzeS+!n1pc8d1y;q1*O}v$kl=FZdOxkdNH;Q-L9fc z;&l&MrDcZ?JhHZz*#9rc;>cf01lPRbrKI{+v#F>y&OYo>#mF-jPQPV|*z;r7v zsfaD5oc`k9*taTSHuVIOEaB^G1rp#ZPY%k9WkE3tDxPI|+l>b}>SM>Ike@h6oV-Z< zJnTRH_Q|0@kQxO{&{+qX#q_{VSYf3F;`-M5+FWN7Hn_8=~z zRlsM+hABQhv_@81?xF`&c08BIR75ZOJ~ijed{|XJ%da;zr({2FD?UrmlPTr+GV8#0tCop_X}`OtM7^cpzQ@3i$d_Bu^=$v zGP%@y4O4D1eO*5C<@djIh@bqm$QoY}&ik^cL0Rc&zd@UyD0*5Nth9PvS;W#ykXi~~ z*pZ7m7#3+a^z}^US?rZAlU9r=%JX?3?%3suLS0B-V#`~R-~V5`nLRSl)!&-S9_`+1 z3hv7ULWAC>BBo-qG{$3y6wH$w&RZLZKcUu54~&}(V4N78cgzQgz#J}9FRU~fA!2P= z{gN9L?4`qgLL-Z-`Jk?tj|q%3S%`t}9le<`7mMN^>U1jk+*@VfQ#BK*UP!PcdPIuFl34ry7HBmpYn5dmU)p9DJm?W|x4R3q9= zO-+IzKIqU(Ud(my+*Z*^NG2r3FF#NT=|T}@ZiI+c7N?*6aEp_qJtJG7@^iT>EQ-T% zjTsejN0m53)bq#oNI<0Vj*)iKb8V9-{T}Z_>|0*pF}{b?OC^bA*l86D5=JW=#0g4M z^AqcLTynMulNF-68X7(0>TvW+w}hb5v9&7WU^aO7wkb+L$&21z-9b{?4$=kEh=7R0 zFear$B2Y$-gfRGA>G!Fn8`v*?A-cv zRPw6O51KrS$ohRZ*)X`-+mM1;nzQ7?Y@A^*^wldP?ij?(KQTJW^IP;!-$5RzjM84k zBMC97e=|c51$l?YA8!doalI9nQ=(574fE=+&QTi_2 zZH}=YbaU7M4i4+SHXB9|?JKvxP1v{d$)ma^Sf1WmYR4;nUBCzC=bukU)rULpdd1Kz zhaNr8LbN-UpI46LnTOgzVORl&4(^9W?T;)9LCh@`dHPaGK_L!6rTxvdiBfwz9qINL z;p5~%zO(uP!ia&9m2nub@_0@l~|#=aOInGQWS} zc0n6>lwuf@#OZ*$9vlS!(V3>8*>DFPq0(&T$?I(?E9Bh#cAaC=-;w|Umr(9I}A-?mI8=XP1KywV?UN)Rez!Fo^sng`)0mQpwy1O z_%yx>epu@JCfngMcdYFdobK|V%VeKvfKq5{XQC=<1W!2 zO_|_{oR=hB98m;4qZ-@hn3xb-A^5riTlil~uLDc(23FFSE94|(nHjfTVR>>hJ6*rq zUtl33v;nj-$eB&Q={ouVl558#j|Lq4h6n@in(x+J4~LM$P|kwF3XB(UMEY!B$5?)_ zW%NszL$6H=ulcT4Ohg1NVvq~W2Qi}bB50sL%tAr5?_cyEuP06t!r6fu zMGXCZtvGw_g+Co6FBgYL^@Cv`cc=oQe*JGQ&}qBXVh5 zD?zKkuP$}>1PhUza#?IHQ1A9@!n7~D9~Uw6poCf;-^CYI7gqZMqHUOMafK9uZlNh} zI!t0}6(s^Bmqc_E1ZlcHq|dB%T+24}dpGn?^XJG7JmQK(2uj9Eja2xW8CeA?NJR`* zIcBB(zm<8<$p{Q^7FrH)8{CF~47?_CNX!6_+E-k@yk=}{6NRffauWj<=wHRkrk+Wj zFVh|a%v@ZnlezW!m_$E3CIe|)@OkVim>Y3c?c(8r9y14Rv-&-^zlhR+UDZd_JU2g9 zMD1ej7wdnT7i`#8fZ7hps){)sLZx|EOS88%mg-$>uaID8TR`-j7g=*C{c2i=iF-_Y z|73?q;f%UWXf0b?=3%jU=L#_6s{vd<&J#>Dg&i#s$+SW=W8}}tb9|n|VWh0m4^9Ou zg^0O>{G`sP_4^gGPN7m)&A@ua;_|Xi4Z`Z^f{LEfcA|Q_o54RR{YuFVzf|xK68Pcpbrv^J>!uI3Npu+v-o>pmnb2yisZP;V$JV<73EEL9PO)V^fJ6EOtc>Uy0 z6ZoImro{>jTYD7uQdyY>GEuEclWjPwe4M9vBpn%_YZ>|CEBl+%lz~hkVWFkMM-!#9 z4e{E&6(3CMrln^2YMm^#0+RqJ2MUmR{VTnk9kbF1Ef)}O0hvdB?tBGme`;_G#qE?WQSReTF zEd|)#zxWtxRNXhJ6qp{>aB|Q2m%m?dor?6Tn&_C$;eDSoICYYAcIO-Y{oT0f21h## zq&6QDsNK5T4<3GdA>I5%RZTGU!4_0=$p@jIAf_*9e3|4(%k)yI$nHdilSiyw_FDf| z@-y!ug5wV5Qh|6ZrQJe>RkuFguDrJON;hn@KTj#m<6g;`wUKLMAbbqul)E?$eIq#0 zXnbv>Zcua6iGHT@()N@sIm15*7X)<7;To%*VuT?qQ!9*^{|$!xnFn3?mK6yCM;KaK z_a{#f!lN%^n}QC6^B3XFW}kaxy3&L?ge9_8**dMvlogI%8>12a3(COn_+fQ1j1dlX zfT!j8-k|a|9^8H2)AK*hr0zjKyu)vUZ&eiJWaOOiYuI9U2lBW$nE$qZ5WVK`F)qW1ZnfzUuVzvt_im?G5KA(&7I?hB;hS^ zUY**$>5P}}z#h!lj;ogB%l<#pt1WG{eINEWYKV4|$QyyRNR`|mMP7<_lKoyv$Bs?! zA={rHPwoY{yi!`;UZ56VQXX}%CnjFle`TsmNYG97dqp+Txj9}QHgM-w01Lfy&_A7z zyQJ0j{RWzKF{fPUVc%Dvj^%ArTFmzM?tBUDfSprKKOk>#CJ)?=#Ui_lAO6SI%N_LN zM299S4!-q{^Im5bci&)@EUG9CeSKO%YjuEtI`Q#KFa#sG8ycL3x?#5o0_7iPLBuf8 z02>+{fq#Lm>-e!Dw@9bUEkTkg+oCTC$w=@G$y32qZv(MGHKYCX&lCzdILw=~zp{{o zXO)N~TQgNAJ#bQR7IM2(gxgpeKPSu^Q^VIINc!YV?Xn(}gL1`R0e&yC;2fMUcZ3sC=n0 zT9nOO*rvP1q~qvZPmDld^*^C8c7=OOe0OH%z%}J+8KkKtUL8i04H{9i_dnMv~F?1P2 z`QhJvgp*xSjhlp6raZZF&&eN~4L;qrPj}sVg6ozW1L*LhjXxTRkQ{<^_ze_=do2n( z+5L$V;eeBq+aglDVCdECgY#GQNYa$R|Er;TxttWO6D3`a-F^N?WJT8X2M|=ErISD# zJ%P}|s^Y#MU>YO9!3AEbA~gYT(TtM9ogYi2|Lf2J1~uZeBg#y8Vz0yYrYX(An<$LP zrL-{rOt}C0@oe@v`~;zdmr|v%utW3^NlD#y$al`R-A6hb_u3-ca_2yshHRhL-1e$I zn!e#B=YL8lf40n+Fm8h(GP0cVvQa77p{bv?&hb`DwiT5hEQ3jTxF3M-&L*cZ(l}GauRetD7P^ z^gOH3?|W@MnZiqD^$Gd9%fE|Clj^2b)YjJm%oXKPi7oy-d+KCUuE=7kv1FS`1YBW= zEeHx7i|L9>Wup(-!}dQvgwdu9`ObP=xN>mlgOTU1N`m|&jnI%cA6#TvdTYB$E?9HS zau;0xib0J^Oit!cE~%&6=;9vdh!*bT>bKUh5PUz|e`P%Ts_gyH8~7j8OA-H7!_=1K zmvPCnemddEt<2P(eKS#n+2Fyk8(o(aXhPE7TUzcfDku>lPgJ;M0vJRmu)h7XX-B# zVlTKoyDit#d+_iTV}Lj8(u*igt(}?)j1i=Np6=rZA=ILMB+!1N{b8Q!L!@t8yZCDL zr0YA1^UH$Op)B&QE1b>u+qo8R4S$~alO_=2Lz7Bq($B&D8GD|!jeb09b`H7^F2lRx zfnL#d3sT(An17S{&pXHi-8~2V``CevS@<-Z`Y}BTckbaS8_qdh-Qa;~Z3zTs_0}An z+c_1JJ6I*RPs@gUG7OEL`xS-9#6G8cxwzz*KR>F&Xq&s2*M6ib%aZ;=MW)UuVqN$m zw=A-+0~M#6B+&2!ka`;;Ty$~zy^g;5hYVVC1#FrAUt4jc*NWxXkgz<1iL~du`yRz+_+&F zKW44ow0)gujm&|5c!52_FX-mSURU{e*`kR~{C}p9ADQfr7uWm#ArAi)*{I>D#z?Z( zGxmwobC~ z!VT{IGPJc#{#0|`X%I9N@09319GM~X&=huczw>hcjVUFYxzf7NmlGYxoBR313hMId zEQ`?}z~o>OV<=*yl-c5Ay|C6(M#8>Rqo8)?z=k5bZf_++)i89bzC+JO;Pxim<(E>&3-Ar{_Mi8J80MEF=3(u7&5_9w{Fh~ZIV0Ip+z64l|!jYJ$!BLFJ}KN5iZR94F6ZU&8;cj zLXEF*E6b~FeoyM#E)-q?m(Fwd_!6s0+qs{$sb}(^Vfm&thI!>@}PSpAufe8H(s_v zvv?NLs@$^S4vr2)#6q6zfcWAh=~2O8#r6vJ6QMP_*2o0*UNZ{|I~SUpJpWNFxLn>I zQxmzozlisIUwg3ksgLK`W|A(jeh|K$tp3M-Qwf$4fK4}gLY*oS-T?aIi7oC26E&gM zKS59&W7!ibp!npU91z&ge&pvEI5p?H!OM+Uzf+>^BajI;veAMnK+VIq7daVD%5ABo%26?6dgAThCU*A4J=7&g;^T{KzR6 zqHMA!77;THOui69?8-3YD*+lRQV=&aSJiqhGVa3nIM0nh0*LTa(9zos!dwD$r09Z_ zn~Au(p(kPzj7IV-Bf|LNVFHZ!o<@vi@aeWqeMoCy<;JoWV!*YcW8FC&Oxwby*~^QT zP7YF_SsNSk!(VG( zBgkBxe!UjZ=L3;O^M>(7sX%BNi2czS09}=8D}_K|cOn)Aa5~9A8>#ckuu0SdPo$3k zF*$(IquSMO=W|WSieJvj&`w4XgA-XL?@~6D?V@3U>#-2uSW?4mPyE}urB5t^K}AVR zD-!XpQc+S8N_1E#+mUW%ut1pka1=gwf#%ocASQVH17-?HdzjFc1T!AM*&Fe#59UXz=;~&J8eYDZ0~;k1h?o}6Sqv_zx6J;i zIYps_OggSi-W3FyKjOB&mmt50i&~~SIq(tPQGI61Si&+X< zk}6{yzwXnqsbfa0h?n}T#gWDb!Qq!Yh8m$TDeJUUdS>PfN(>GL;#;C5Cj&35YMC3> z01nsi!&(8;_C#IAE%+XM=qon&;@>XHoVKSn9K z$vnDp<=ve(SZxjs*ynw{1n(xC0zOz5mig2dKU|PBSYZJilP}m*% zblkvRMnWRmU=mt75=9=Aht?*%zgER`{-~*%WTMF36aM`2qIz*mX<1n+IrqG7iOfsf z2CfOJ&ea3L`!DflBqWIE6gIm#T|4C@%&>akfXXZIT4?^Uf5}-U$=$<2E-v%~_%#>W z6=5-%;zM;WesdJwPf0Bu2qmSNxx8@ldbu#w7Qv;9?hsphTfm#9DVwRU+e>EMHz}H| zSf$rAWQ`FUHuOv5ub>ZF{45z9k~H%=v2%>K)xc(oEhXDvMLo3M!Z&?LW(W3nx9mCMbzc9ex|9lOsJT- z<_9K=+@tz(X~M|^WBPd;ubr#8KQbz*;bmoIO-0VazQA-VD!-C6&K`R`(a$TivVH;) zb_`0qv_Vy^*bP+a*n3S}Z)f|_P;Ah-hQd;wmZZfr>128(tfTGZYqFq@+lI!tCrnxD zIoATWO@`1SsSN!E?wgBfa~QHmtY+Mdg@FYMfu$a?kijNUVmi;F;LSIz=K7A&ko(tm zOz&p2IkC-n1MxDtCn)DQY!k_V_?~wZUXQe*!4EgWbt|bn z;px!x~1fBCaOp|c=yAKJ?#FoNz zw)Od1qz%#T^Ib1wPE_eaJsZVx9)y``$Y3h6vc8B15iG;vkmj}s(Deo*D=vBCmSMme z7G_rDLqIfxC+~^VdZ_Jb%^n>ISSw|%EqNFY-}i4U+xGXC7XxWet1Wh-{)W@Q{+E(a>azv1+fo-u4yoE`m`@y@ z_kPc|av3ia@6uXRAIZLR;j>AZ-U#P^fEOXKm6RDBN`flcTpHcLm~su2HH!i}V&mSp z&`{B^UE)^t$&J%mM==zm65)IWV!2H2!hG);){M4~gq_O$$b<-qN*4$bzm?q7DY+06)Gg>JttLDyhdo1tJP3I7O{ z?w1hn1#Max#wgNR=|2la@~|jYBAu9fInyKv+ER|$2?@5Q;Q*Eq2R*d@bU>?I(3@?a zx&FufNTX`MKWbwIcfTt7%?9LIs-lBC@7bO)ZZjE3`OOF)tful{T~VS7IKbaBb#-j@ z`G;k+%&ZKh)(f%<&jW&9`%Js@8u5SbsJT za|m!q6qE$yKwe(sYiGx8HGPx)(~fp<#cV{mZ5(l-!UKcMVV-6w7{tmLx1ebhnGXg7 zX>TFkP$ntpKg?yC3|5j;0F=QriS%&8&`_{i*&$wOkFDYd!^o#Hh0)NZFhi@95k{#^ zFTrRI)82g3A9H9(zC8A{)^9V^xZyy2$*AQfEfc`EOddsIzEVd z`)j=Y_Nlxl?i8$bB;x0q{%qji1rvX^-v)YvRG=Awqo^LXQc5~3s?({spl zOBna*4A0hqD~N)|=P4Ky8OnroyOhr4HXPl5-Ru4IQnH2KCs#0ZfU}1ax(og`-EUj- z;6X!yl-3ex#H@Ej1;z$Wy;9A%FsS(8QPSA5O1}tLbhC77qFzPTOG^Wj-p(F*5p&;< zD~6q`u~GNX86T1KgIT3#v4-j?Ef)23X}@HyxW>IjlbZFOBi6XVS#SzKTT=#1IdZtN z26JyM`f}%Yj-j<$0%(4(;y&IM@r5?e5;qlYWlK-08^3*GhlLDBGrR+d<2oVVD~Q(@)7w88_1G*ynXA^qm}v3M5aP z`2(Xy*3P1J(f_(-*52Bd<0e*ZCa$$#r|uZ*;BuL56Oa8$do7QeA%r*S=QKv_t^Q_a zWfjT3Vn7R+3QshvlRjo7vq|DkfiPq(&4g9hO^jebgtowYqt zyPHy}F&VVP_|mZt=Gw`2&35}KHR~O;ADcg>Ecn5iX^yo#-uYJ&x0@_Pf{`(B60l_f zua)N}#`cgXel3WLXR*aRU}(6-Vunfnabd62|3!p!{*hOZ%U3CGe8~=R=CFRN5mP-8 zKS6QjG&pfakGuOq?I-s`3w+qwVCzEiJSJk{v6`8FeND+hIdS!v>k;RUh+)*8!iBA+6EK4-#Kij2z5SbFRx$1kZT zDEMeN?-=jf{rj&jm6pNfN@Rk-I;l9@b5?f3;mNf<>Gf!J!oHQ=-agwGN$a9KNM6A` zi?!g|@W@PSj^(WB2^3KD`Bg2hYus{VXIDww?pbdy(Sl(eE2~N~^DCZI*q*Ueb3d-V zErp}~aBKfg+TDOx9)G^?LLPW{pH<)e1!u>jWxyqY7N>fV&vw+5alxIaG%3&i^0CX` z1subHKk_I9X-%9{w%m7P=^T$#8(iug*z@1)j)l zRrBbY^s1lq1JnhcvGTlAwu%2sN%~PYhN$Kv-sN(d^pt>)z&2`~F1%(5#Fu)~fWqgP z@c{1w7uN*Gb26XC!_q=TM zB7kz82pzvVH8MV4_6s6e8`{Js2*+9Ih~?h3k(HCV>H7Zpu3gvyS%tKVmR$Y}3yZJM z^2uH@jQKptBQ)k09W5GmNrEbGRv>K5?$^PH?UE_-k0S$ryQ26LEJr~}svMiUohP-jh_ zHb`Xr?-OU=c=X3L5#hazShH@q^?N?wFH5v22M`aYgcKcu@74m5xYiRB-27y{Y&bN0k~8eKzxIH1`3@{IU7BW(XRgMx+WlHv|RUy1}V)MX>_-IVS~sszMy!^s;^FH2MFWCh2 zv`m)zY;*CqCTVZk3MAD;RAD~WQy202?~UBTzf9GLS%96bOf<(g?mR1U>i^R*7H+Y9 zS8uj0;8#sKiFT0Fv1Vy!&N_7n?*D1po($)@-wg8+VB&c0=LF_=DzzYunFbD4a2q*~ z(J=h7RLV6^{xP?_=76L{0qTR8s_N@##>6Ze_Bn>2q|(9};bSCeL2t@kyi1R#1lhh= ziMW#w-tFxbzd+N&uM|A|LlFI+k`RxQ_-8ps_Ak;+ylUp=K9C3$b1{!tIKQQ`h;4F* zI?7jpBl~evlhxr}ronaLk_LseU@Da8Q6tw?p&QI|l={>k-y+jYSN$);;$LL-&W({< zPaw5XA@$-+7QF&+Caar7+Mb}EI_PIB>)Dij`I{FJrevQ%BKQe{r*mdwcb;gbAW z6Qt3xlUp{5B3e`&zuCwmU`x*UODq82e}}pzNdU9C^nqL#?~Hl{L|3_U3Eql9nswet z56PC}?a8n83Bo%EmFA-Hs~_iE1+h-PpJ4+nw0;ikFzSDVklUTQ(hA$1cO-9L zjh2Xzd{}gRO}HraYxi+u=jWq(N5bplTh<@H51uuTjgnB9<(BrntEIwh%IKZ5{%o>^ z9$!DwI2{Sz-T!0lEuf;@+V^4Os7FPQM?nP%1EfV-YOoM#X=#;`mKI^a#3M*ZgM`wJ z5<`Q+p<`&IMY^SBsPEnkoVUc^`mgo9%k?gohhb)(=h=JT_jO;voSNPkLks2oeX$44 z(@j~o=K?DNwSkTPA2wwFJs7odG(1(o2&Ad)*2qymTba8jP#BVo|DFS^19p+_)Grk~ zNTHu_J1~Q!)D0}&oKSQHmWYHYmS~Dmb!jQ*X64zR*LUyTzHzbFcO_o8JG4-S?$mkz;$^y_V%-0Gi6B%EK}2(0531KlqOr?;zk1h?o1;4#hF z*%0|aLcVf=_f{=kx6w7=;r#vJ-^MqAL3Y)+=C9Ca6d9@Kz@z5>Ldc~JYb;pJ!EH&x zw(aw|HPSn61R6_mxi~iagW)*}1aNwFxOnnneWj8bm3x&s58D)MV6VUUjkc$*2N7|J zuhHWntir#>zcoFv4U{p2ST+4sx6L)g_rGjSqE#l3!;_(B- zSEk;027CQ!SAU^NgXcZxhThao9J?q(-2WG}`k+5gQ0b=H_}M!*XF92Oe6u6=5WjC< z(|f?2A+@OK`1Pd&tBhSemj~=v6iHRUOK((1^^}X@s(AEN!~3Qw>B$E&(R!M#N1faf z7%JCxRlK2_F1s}*7lW6qp)B6Ex~EPneeB9G!~L_4(GKSM@@j(p(^<-Q6bBY#&*Xs% zD+NC``ViPb!|jK2P#V~A9>UI1cRj+{)kX?B^$Z73YW@dTc1v<8XxApJ{hQ850E_Q) zwXZvuGycbq5h=BUVz;}6O7_SCr2R2Kpv2GDozBzf>dIu)LE<~YO33~)l2(j6>Y~#zSL zK2fia7^jiBrYtGEySSYD)jH0CRD?VI?MOXEs%DD_?gQM4gtHNfl{?S zUm}Xlk#CVAr*~&5bo4Cv_eScz5yO@$@{;ud|FAo5hir`fk#ObAX*UoHZpSb>4n5Fg zw)rsq3p4(a4q?w^6;C!U)+7wRG#qjEKRyr@wIL&W71#>=1-l`O7`%HxI`BT~qekBT zf&b;r8mLX&yx|7go0fXPa&y?-Ec!y~bt!7e@D3O2B zd*M-oN1RL~TmB2EA>vo2o!n#hM`wDQpVxEm-M;Z5GJL%>&Kvw67?27D)gIX=MNLkj zd=1@@0#RkDAGlaq^g~;{g;JhNuWGC!)?@^N#+|TW^zWL=Wkx96pX+P@wwf zndPuBYT2v``GBgZ>4LFLS=JQ`WeuY*_?~til%Jks!4kP@UX=$d$0(EsSO}7q{~Ui; zwj5+RG%a(J{)$*IzXS~0x4L4!1wVEtMO{1qR>STEpx)M$F(t#g&y{JV`SX;Jy1{8i zJb4}$^mkWZBHmjIX&7mD=w7gakv3eQvkWenC!NZm5^<}_*x;F6S_=qgH?ZT}YSs5L z!-)8FsO~_w4mDwLd;YI`=>vx|Ixkzy*M7!I#;Gwhg9V%lMd+JUA`$QYj1rK3vy^bzJ~3)UgVB*Ts!-McRCIi zpOMkL9h%##-i^)T$Jzi?)N29Owoh17`o0?uJM)5}Hc);iO($=rNLF^@CY}#;y-fJf zWl|fyV09d;CpUO=`(i$u&vI+AcqIee{7G93G^vVV8D}sIB>nM&;K5Ec?csYWHE$VG z6~fv1$%%D1$qmz5N@DeLItD88-7m7U=gj??oL17QLg0DL=&T=T^iuGPXuSkGXDlnL zS#<1X_3E3UBhKQQO>)EmqFoV7YdwSmRfI@yy@0is|(YIH|~|^ zK?{2uO5zexNl7YJlK2~1$q0?_ISR)GTre=%*lnR00yR)FM6}RWiH|R+NNv^h?|=@m zw~Z$(v!4m3iGT z8}sSNr-(nGO?Y3@v1%>FAS5yo=)>2reUrAq__eUV`o}cnDQ$PaINuPxqEH|@bEq-V z53hVlP=GoTF6O>xU_gIB)R=5w_DOH=Ep>(dg(IGNfiNLPv=7S3IYu$X7eM?{j*f{H z^5zgFY~NB89U)#ja!?A`Bb8|GjeKSy$C2(P$mh4jk+T2Xm@iEpnBwK~cbIC;{?d)ikSz0>OIX zgEzPDEwY8|H`jy)O!rG3W&>#DXs@u2J9?zhvi43hP^kDy-$w=*{=~7&f`SiTXQ2-t4|pi zKQ<1{AaxR=CFw*w60O%ywp{|JqypCWo8qcZk2l-j*kW$6yLaFJ9Lls^wEo*T$=Hp} zin4Y?@n4La`W!z4I&z$eft{tK_O5PB!S0F~G9Bs3n;w!Coj^klJQMO-l%JnmIp+N^ zr#y$~qyL)3|5x|xM;_LHBL+m}+pN_|wLhiRXEKdX3SbBIZ`H?uMhb)u5;}_YMp6vo z^+OjKW|m;BHL%EY*aCPYt5dr2;3|FJU;zI;9LV8pR|38G8n*3CLdj`P5mCU)N`|mW zEzR8yDe;Vc01^-9qpo*$>ZB0#^y_2DnAVul>=<3slA=Uc$p@VsW5HW@`wLr9@!7sDxU}SHcl0vY5=3F4lxo~ z*5bU)Ww?tSuvI?QZ#1{XxS*LS{(|dTzfn$J&)^ix{^$RehLZ)QQ02Vz4!KKHZVfwK z^swda?}#ESJ~$5#+Eq?8zcdZ&Nx5w;m2mjRd|HO{)I0|a1y5`@6cn`7^CWIEo`7NQ zk=+@l(x~FQKLiuFve!aHA~(tJro*wvGvU3g#&}vdohXvch(Ep?ywv%Ke@(4)QG)04 zJ>MQ#Ieq%PP{X(3E+6GcJdXuyz$l>lgLIe>>;8r=;wE+HbamhrV#9v9Wkaes2nDHI z+A&SqpsaqO$Kwh^Sp`c#PkvaFT?)lT!atK}PaiVuB+vo*`#rBY=Y^r5I&kC``~27D z=bs4P<9^=yvv=fUyj($_r^+t!@pI(VXm(S|i@x5f#8)dMn%$9AQ_{y$3NYpL z^X=?!LivioUqp$G$g}9~ODezkUfn|;Wr@P-0m)fN>h!Z3DR&ulK9`@|y+EjDW1wtV z{liap!}}K}`d;6JAzn&!Aoo&yXCGU2Vki3w#~IWHXWtc>IOhr~nKEMo=xsJup7wqC zZ;}7ytNt(DY#w}faXH}ofDLIz{f$!w;N!Z%8EBLiFhDN6nE~by4uVoT;h~HN(?3mQ z>Cg1ikK2niK*R>=_ z<8n4_(0O%_-^!Ao>e&RB<%DPTcbN&*&#T`!Zu>yXVO+c5!+2l_H)*hQZ%~Y(Scqaa zGG{(4`2Dg}7)C=^SJ%8}7F_4XG7DFefMlBpzQ4n7M5*7j3J4w}!h1W)4+A4lwoJTG z7n8={D<F}&IL1x#CX zRg_ZJmm%(sDl-YpnZSnzCEg&9KOo{}0%7wNW^om9b7Ldi8-O^1Y|aqTfdGj-&RpH0 z;j-s5BpV{{roOM#tr7e|b7@fM8MWh&yF%ayhc3WI zawZtA6{aH(Cb(MuCLQRRLQK1a@bG)(efL4@j~{A$vX468dnX=@11HzrOYZRlDcK6V z;f%ms0>$~D;7MSrSRyB2tNu5lrPvK_H8RKTaazYNI)XKqCi1X*1kS_AIh@39oVbdI zo4&$a{>1H>N7brpw@2a3jR9{!+kF;Suo4c;eKTigT`-J>M2^qNJRi2H?za%nZUihB zelRDqh6s)^U{IlWO)vo!Q1Oe>TKRV35qN~iFFXRvXUHW?oP-FgX4A!gr&=RQ3y{Sj zggXhsgP2ja4T^2;JHY3Gva8_R=KxX18h(w0mnj(FhS&`TA}i#12s7l>EhB#PJ2}v- zT~RQ2Vz(zu?w+gyw3W#Al0WfwP%aQS3ZnQ)ACnGr-MAopG4k*`USQrMLk~ii zX)UM(BjI`1fbZhP1%x1E@Csg;=r-hJY5;3VQJ+fZNXHoxIW6+T<%oAg!9=}W6X8kjhfE4B>@cc!E8*)uf|g@^ za&il@{yumi>oVlBJUw_}!@2eh%`FJZXz%ENr5f98dg8!~Iq>>00Bbyy%J3}|zVIsK z{0`QPIgSHi$JIVL2CSjPyh1?^aK??;!R$z&J&p}hK0+sk)PdnY;_<40GN~jLu&xDP zsPsQDQ_XBlGqPBUHR%X>u{quwR+FpB?E$A?u<2Sv)_B8UsMZKkNq~)km+_yXl=b-< zP;a3?7BE<^ZP)eJ*hsyyZ5jvOw*P(b#okyLATmH6-Vo%W*|4vvuI{uLc*izEIA9bq z0MA<} zleh{#)q%ExZ8lK(NOM%flp%wiEoV#IEh^IQzCI(Z&h9 z1hY^$4>D6nrl0AsW{}5N1&I_gc#nkiB2ifQGM$!iTk@&FQ4$@pC@Y6H4wBkhS0OBB z6i9Zm7f(W1-R+454G(Lw!UcVBY|Y24K{V6-&Mfn;vO4+GM?AqMjEh3?;>q#(Wo9NO zS}}+R1KN`G!|t(pCgh{O z0Eg?#UXO&R-Q#A#@!@vSTIy*$n&|v3#0S`| zC+Pj%8BbV>&$I8@wR6w2&zfbyNoBMHnj7Ti$$`z^K<&*rtA6P`y*uM{K#ql(nHfG% zd(^9fFXQD^7u@rVyts>|xyj+NEiK2}KK?EJ08~hoRb#=EAcUFc*VKBiMeQL905(9% z`|)Mt0WN?aHo#K9Y5(mZtB2@|7mi|bpjLLjXR(Kf# zC%Vc=U2PaB47_RWiltInWERRWqu8^I#U?1NG)<&6O-c3$wkry%&Qc*HeLDO+AjBzu2L{Qr@|-tPA!Zt1ckOK;9V-VKsg zYZ)(>m13u^w26Sk`!8qm?aa#*RCE%u%Y=1>lkc}SWe9i(_!ipNRyW#V$c~f7CcL&T zk!j6Vp!AlH);K5b;-V90DQ&E)t!*ps{{K5=9VrjYim=AGF8@Ck@^5%+yPw}6~UeD9kAtB~yd3K01A^Av+oQM?Zp{f>sRK6hkiXu?47zNG9MkGc+@6h2-1Du@b}6 z$etBZLBUJa9c>sOazrsTU{dS_abJfJ`O~Xu^%@oXz3VBQ&e6UC&ey|y zYPpl>*M#k|4&)gbXg^ zUyTBh;b}#waA0*A_5nXSYKY<-QB*p2t9k^A)fJ;w3P=AOd`Xs-l@(Q7bC4WAitLu* zYz0qN<@3gc|IfsEF^`W4yYIKk&6Hy`eEZZtRbTzzX?+Y>g1RK#zg6b4mulv95{{ZC z2V;_ZFG)GDsfc@b%ls7`-nG~}Wnie3@P^i|^|ri{2fKs%v3iZEq*3*YkX|daZ(;53 zpz$%+5>kzseAE`1>zH#b)y6%?r z%EOmX&FT_ALr=Zja2_K_qLV$Y8BRQi2cCkcsfR*PfaT+~Odx3v3Xy0O^LNTL>-`!SP8uQdI*1@ifBy|$ zKHl$fpL;_>rV24W89-`h0<%qEbW0c6AT^2$88eFYv=MHZ@2S12D24*#zHPdre5&KZ zl{ihziWdl4`YX*0s4&f!&^S$8v@YI#F|R#bPW~mJxfJ~5`tkAKeiWYhf=f?-wbhYn zd9D5U&^p!(4+c`I3`4f|q~i)i9;QJC}^oc9K?EoV;|ZMz_qp=O6Lrnilg~ZO__JBfhfk0 z7TFGWc}xIuV2+=k1KV*?FQkh(FJwwAf)c-t&ly)>B_v#t&=F#H zhe7qD1c@iK)`cw)%^Qxx)h_&rvX0;q&_Ol=cy>qI)1XEU!git{8+6S1lo4 zsVr?cs>L6WBnlzq-Ec)G>F{7FiM}2Re?-7SQ9-m!STf}O7(vJys)ixMplQrzH#;;P zRF8(=BfDB8W;FyogD>=p(DO%tF&}~|n!pmiEq@ioh(d~~EYdDyK(}cK34^U5eM-jR zc)Fa{S0Or4vU3gfqK1$XR8O<^eILrM^@>C_GnBfId-mpk`vGO;_imXb*QX(_G}{IOCm}7#S9hNjGyXFt$U+`yX!)U7tnr zibfe>4ZmhSawou7kSGMb@5|@dnlNE4wt^qw8y3d}Kd!uk6+I$L1?n}2A5SM~zZBWAIpfKHmp&?r{GZjDRQzM{X9gB+zZGcRh1OOYvKqKJ= zS2Og(I#OAHI$|Sc6YwY%FRLb5(GiHUmtZ&|zAq#o#46=%ZiIugnmKZW7`3Pd66y{8G(uP$@Rl~p8-gQ zzA`efh1MkhJEYE_2m$D}kv;x{YhCc&QR)S)0g~W#O*zJZneKJ8tAdCEMF7BcP|fUq zlwg|GyB9U3Vl++g3sL|pak|{0>K6qf3uRc7laFyI9vX!=N0t%6*~e?yia@=ByXnsj z0?4+RM+_%-r;4Gek=>ubhp*R{^4tRUuwsvRP^Li)#H#}I!wM~ywHLpD$r^-G)uW(f zBz4bCLvIuZOHdA#Sdq20?@-1Z#H4D&Ld6Dg=(+%s@J9%AGANe>sw~dAb5(LUlf}Y6 zEpC8d7CO;wxKg$<+G;DUPq?g$ARhXbsHmu_rqKuZzTDY-46<`pEhr3OZB=|;)fdYuh}(CmY-yb#4Q z4M#&d5n76?ow2eJv|@c_9<7jfoCLl#z&9}JEqZ}okBUchJRrCOVtKvKP^;Rwlmx`` zib03!Rl!P{hvDnW#7j-a%O0>UUWQVyBpPmq!hL+cGv z{6J~UlFlj=9_ILE2h1u2V>cnaK7?Y30*V-P@$OSv1K26v(B{LDP(eZ*((h177BWnz zn0~*O$_3$1I)1uzR?CS}=CY(4L7G(Tqy0ljvWF$aDK>G>q?9M6&CU}Je4 z8=Vsy@~h>5GW(z;Kl=M`+e~P4i?dhEKlv9tEiJn0)UL@)4oyoE__ipik%^FE4~uLX zn03O8Shh)1vpl;)SI2yX=FzC?J(ueyU?M)t`Rx~5q#zT?COuXbm=XT6q|Hfr~3Fx)U{g%1_n%;JoF%j zL9-tSA4T!Z{WCW`rT>?ckt+Z+yGCVF5Wq-y&CDKbSO|L7`;kTQxLtapT{AwGhqSTO zDC<%z!l_V2Fs1Evb(X$)U5I0YyRGjBEm)| z5{4jgs1`ZinRtLzzY9kB+;P`=v=xF-hW3IcY90SuuGjSjh}aaa7y*vFVQ?{ZK~}gx z8__YD2+5um-D8>MiyZ4j-oW&_2Jyh77Zh95M@cn%F8v>$MMGM6bxxC}5WrXzJ^+^I zN)T1;%eKj#qwGWKx%&MnF-&Dg%UPUAbpC+(fCWFc6x`|S!%L|}!me!1ucR4S33(vp zw8yT1lLmlnc42tp9opdq$IK=LFDj)`pC@*%Y+casY9i%soo6?>rU^=ZrP8HscOoNV zL$_=Wqr9uT!5vQY)<@DZ5BdWBJjoZH7?%`Y5q{ z;ka?lQna%bY$^S0J>&;~NoJhZeDotC?M260l46fPj4JX;F7aKBUjZ%9Sdg}%hsD<8 z^olWxL|bL$&tlr8rKN3@UX3a5=?aW=#h%c~Pz*^3c2|d8NSL$N5gS$6s|cjfqQ9zX z?4v93efs(oyc^0%0t<6`z#le1|4DDQ!>YwN4BMH9zC{4QzuoG8aoW2*@qRcQPT}=# z;s47gZKQP=MyNr9QC--AqVxhyj+s2a$^)!P_cat3#30F=^aL`MiVQpzC;%>VWE>~P z6$13*n)Df)aH9keD;R{#yq|jet6jk>RPhmnfg(KBsOb5Ai1Hj>CrW2fKmb>nErH|* zgUhHC02}zI^Q2?i5<3FJYrzR$utsE}EgT4)SQwoye<9wRPm<5peypQZZ>aG`VTR;s zl0rylt*VQ>!BYBLz8EBc)5>O>Qv5_VzKSZ)26a+kSTHfp3OFi}*{6SSR6L_#@>h85 z`}>Dq($&ir(VFUL_8fHzb!WIIozHttLQu6SYgAv+JACZaP1qulmQfUAkZ#ZjEv*n`AEz|_s%n41_QZ=-3e`@C0~blt7J2(z`XTIwV$XeFzwWz% zc8V(3VV%ymZ%T?AN4$S^srPEkjZ8n}vV}D5jAkV;ruM(?zv+S+c>|cLFGxk^qvMgs z8Y^&A$WwrcQ!$^U4D)ljb>#SICu#&_Z}-Vy171`r^tMv#)NoGGS#@#4jHORx%hN}sh2=7j+^AFR6; zV(m)eui`0OFy4dA<)NK#C`M|*bGYFCN0uHx-TI0wHpLR^JsooP*uGz!L3uvMv9)h` zWpGqIZlA~I#l4_9RRlA?`UugO89K|u$FO?8knCt4s+krM60wsj;LW$BTT)S)Tf(Y? zAJ=y;#eVP=2NT>J&JB2j-YH>2!1*()(#;<)-x6BVfg|cUJ1#w>+3n03!3q{jUm5X-L?P7>APev9v|2> zLw0NDi3fUf3E!TE_q}%P^6j}2OzvMVOD=NVTw(A0Ux%MPWw=SQQ}%Mv*=4UIyL6^l zyEN>Z^9zOfM{4t%Lnf1xlhqW%hWaQynvy!2!#Yw5cr%6PlNX1sVgBQJ zrkJy{Gp$&K4#(Fw@BDt^%h*1{HWm81)ltO9n1@x&rA*CmEnh#rOqsM~X43bRcoe+0 zrRA~cQ`I=@!L@;|+l-dKR?rZkeg+Sx}polEO!EDFwxr6lLEbv z^eG3<2Fr+|JFO>i!iNZy)hIa_zJKyWi#G z2*8`9`q+K~n{#OHNvEk+44&$oJ7ue{N%PuJ%kYoWI6K3TY$v-#X+PT@dZ!qCL3)IG zy&{YH(!ASGcbSzgWK~<)Y~_YLq(;b69==$coLZCaS*o>#o$fqJt|3(GV!bt0Q$%T15#Sxz9|)aYn~qOwL58k0>q z3<*4=CKA4O7#g3RU?oVFj_QrZUr_N=#QnYOcbC6+=e*wOiE^!PAUKtuwO#Jy_ANibY@j%eJ^HHdUAcdTpeZSB zT&Mb{ThW>+@nN)U_jfe?IreO}57cgWxBma?vy(Sx6sYK6#vUo$&?PU1(=iGr_oD;X(RsX)ma z05oOm=Z@tNzMUw9DWwv2R6dN!KBTwzE*3_0oNjm zBT%xYn0F*V)mPr~n8;zmKovQT*|;^2_Y)Wii8sq}Tx@sk`S+Vr*;w6{ zdHihG*Iupe{BvL;KN8eqXvDxBw+{1EFCX!!UDTTeg<+Ji;*6kl z=`MP0#Q1>#%xxz2e(yK#}LC6oQRJISK*WN z%trlvA()t?+!x^t?=%nTQ1TT};Ar4K`AOcI*IWaFYY++vE>gqqe>+QhKq~)O z&<&12l1IP)zTG9+i`sM8Z%8oO&yjy*kTr`p$yIS#P1tGRQF2aC^VgI!S>7d(G7~ zK;>uq)Je$`Rk%Hhb0e1`_NclktnkUgmFV?49RKd0PXniw!SVbmg*I1u#D90P;U)+kV|{$@L_2}Fs+Iox6&oUAfdwQi^X+y zp0sfZ3C!D_kJK2nHlQ$A$QQdDncy@y`zPm(Tuyq{#sI zyeRe%pj+q?;z~0&xv|g27Oe@!9xADEu0d}?mDFINhR2$mbNFyFb{~|d8vFUNwM{EZ zYGcc#DF$lJTa@NB#i-#~VAsqFYC`BEfk3FlNkm9!gYBYO(GYQ!+zEZ6U{@d0FP+DE zzNzuvSoT^za8;pt9=#HlGMsi!T4Y&rKHZs?tdv@QGeJqRtjvYDY>&h`!lTMj>eCEA z^T zYuCS$kN=rlww69Ng9>4Xzp!+A`ksY+{bD#y`o#t0-4~4XlMVP`1Aj)n%P{eH;9_(h zm94kA1WxyrMM>Z*XIAUKStlypPo$brF&U_|R(E%Q{b}*8r6Oq#{yk1-CqDMb5q1s9Hs!Zh(hvr)CF5 z7x7^`*v9)uP2M(u-)1FP^Jt;nS_7f_$1uEY3-8~b$p;TFzYRA);7o*euMF~zJwGNL zF!6vQwC^IhnU?|+-78mrgP-gf*}TDwas6)(kNnjpXZ~$Oy^!b1r#(*HT4J%w^KlueaH!hjsOsK`LN zknJ&+!*txWQZEhuv}aq!!2E#^(IX#$y&q!z4MRY9Q{nn@;aHQrOf#C^!U=%oDc+<> zKSP@cuy$0QkYRaJLsJJlfD`?+X^5FH9zL9QZ)-YPS_5{eMF-h}n|bjA7CA7cwk|%z zJKS2hmN5y#UBp==42ufKJFPD|DL=0?A)c|(EmLak`E+{BI%@Y=eFB-;T)xHp{u_8# zHFNgZVo#N4RUTI_Ij3~_9Pz{aF8wY|63$mMhrUzueKhO05n&9C#j}$WdR8ZGDJUsP zEbbFGgxDu*KAFR5LevND)4HX^ln69uVk2o=t#?x#y2Ddu-8{uccrE|#HX{@-;T`lF zueqq)<&gdmhDa!9+8Pbv(5K~gT3dPda#O{@$MaRKTZla6?MS?H-_%?nv-mR=klURe zugqa01Wh!Iq*>H|P*mcAgPMp%+=*3Tox+^x{!z-iSLpd=mE&OxJYo#j7mptMNlb*L z*{94rd(pFB!m@RFO=XotJLSIk#nc&(JrL6%4U(!b{n{xTm|dI4JCO7voi$EKPt2+( z=?gr<&)TN1;*+k`Viqox{i+@v%p0BsS5_skv4z1lA$v_p>dCz4c8a+px3n!o?83|p7Imt#d2hIh!DD87h!4o#KB%@L=vWN& zx;ic<$26wuTD1m_2LV`q+|~U8B8cMkj{Z4=!43qH>y(8tw!Wf0=3JHh%|E5 zVhc)4h_RP353`s!?a`eczh(Tyi388tYFz~g%}(25=E(~`USFrMG_CB}Z#H&OB&_jG z6$G99RRU$Ep>8tgB5;ud-!%>yLn*mNvX3K~V~_Hy^0@ zt75={@O7W?rHR)3uTKwJ!E_a`x3!ck1M{F+UOv;S^C<*#O2gK*@EA4C#l25&b&q(5 z(~qXOH7mOll{#l>KZeVon)Rh+vYef0lI(%n$Eu@JOAu?&S&~J5 z{hA+tpWoiJKAPiSI6!GjT)p^2{c8ZcSV0E26k!FGvJV9d@Yscgm0A24bP^GWe@taj zekP5Inz%=d`ZyUZLaWST?Aq<)J0|@lm3E>_*t+9G#I+p8OS=tA%)9pc*@kr=?f;Uw zWP(F)c=8K>bsuR&*A+bTxA^I(jI;F z+t1t7Ftt@iGxmF;XMcpt2q@S#>TF(oZ&?e z@?0Brn$GOqbx0B#4G|8j_%#Sq1Aud3p;lKHM9$OuipN1{CH#GKauS6sBK+BKpwjnI zTa{)sFjMr5wY(2*#x6-VOsRF}Qv(9?EVRWlvgnI8Y}W0gQg$#Ny4{{{xB>|kD#{~I z6a0P`$=J9TpD5Fq2n2G291!cYB^)8sxuQ!N7AVHbWpTf#0Yhg1srrI5at8b-&Y|%!NbQkXWy!3sF z7gz6&hSXX8ta9P@j4vGM3XwA(4H;GUNI9md)h_$KpXq4$cVmth_xgt10|Tq7mmR8d zZRudv!urNDs`h!*ljP8)WO_6krOXyX}k>oAEC82 z<4;(~EKDj~8DJwc#bBZ`j9NkboZ(kYoSR)f^f7O_695Y@f1kf`Oe#RNKn8WZ!^P|lu< z`GfJ>{g=J}?wj6jM~LY`YyA%($z@y6FS)e;E*k#Caouoa+O{Zy!7%Jz{a`s&Bd;=m zNq#n&v~&O=YDz)hqyeikk8@z(zF!s%iJ;J{NoCRH2z>YQ&yzqNsH1&#{p|3W(>wkb z<67<upjcK+zc+feto)hKQNi3^8>EJCy@p$+dC4dgn+oZ$zw zxw*NSySD&@PGOL{rzeo;JaDPDN#MN!$)Q7HUQoh)I(LQjXGLXMA=H#1;K-Q<7=U2+ z(eF3)Vmg%PRIDP`(j%5k=BF)_d9TI!&@w_D2lybfrEhj2JagfbgbQ3R;F%_H_N}`c zlLzGt|9l>|)gR>ybNY&p03)(%2(#p%IrXSDSFi)A>VS?XO&|Q==|+bHR7)S)2#D;h zupY^}<0bb>=H1($WYdHRAk0K?pnYMDl{9gqRGG3mXwQIGW&&Fe=Vfi4EU54e5^u(8s*HGdGk4gIm zH?VMZ!fgHpo5PhVf3{YE?&-tWacvrTd;4W$=gs1jpV#xA-C{OmB0N$xF(Ic2W9i{h zZ(v^**+ofKw?b&>=4A$W^wcc2>vbl{Z0YHZ1Lk5Gs=8K3WMs1OLzqRrl6&k3>YOvC zAt$dt=OGvl`VrnGPYVbzg>V$+~n=C zwXu%m-~_8sQ=(w$6NzQ_)n1?@DRWVTSQLWYw+eL1{-!x2=R+K3D&VXR9eYniTTbuD z<)GtBwmk*gjh2jS%CPr<#}htoFI(TmW+mHFMndpGAyyoVnEkqZs_vKi_gyP_8!x;( z`*t=Q5A1y78_QupS{FB#$o`H$Up`YWE7~Z`O$bzL^dtP>q{8i~Q>Z{Fj0PsY2 z+z_|WQ1&aaXmn(q9;~2h~K;YBhmuEeCx23!5=d9gLO1`qSv zfCuLugG)nl&v~BQr#-sSP`$C!s#Ke6JDx$B>}{mRIcjhy4r;uq3cub4%)+1`FWLX{ zCpWPfMHA*FTxPx$>Xez+2#a|`LTCh-a4B3CLGD0|Ox3Nb47JoyMklLvgBZO5IQ8=b z>}u8L#w$%w1vtDxU-@G<_l^HmPT<`(aCHt@VK7{o`-@}b&AXSf zWM?`W@{Ui<_22-{%dg?NB$)WQxA)!4Clo=h)%F`Fy<&*tOBuWRp@NiOwt>mfY0|cx z<}X{4HPoui;t(aZLPriL?hN*mzzEHD1P-@RbG#xLxqF-DPVfi;a~IV;Ku%XzDqjLl zr53seWXkIAp|CUP%CUw@vmgqMOlelW?lZE!NxTtnqEYAuvz^(4E|KYBRL zZ!pt*lcu9*II0o@%*Ha+T$`i|`Ezm^>FGW~s40{1Du7E3aT;P?hcQ3yXn?YliSz)W z-oud#H$|8qn=cbylP#mPe2syBb2nN4Qih3+@W5=aX?Y;prA(BFi`4yCsmcY1Qrne~ z?+h-x2HjysX-A5!jaw=RUw9v!pb%)lP3p@;rzXKIGZZQ2o#9wfB?AnqhV&6ibT@DDDZ zGjQzE4Z$$}wQEp3rSP4Q=^n15oK~6bGwaW@ONl>vOd)DGjoOt;c>0x0Y)T5Me&=tW zz~@65BhTb3&foj|SY@bMfkQUGfB-_pUYpnhK1L@7`BV4W*6eW;`NG8OeSQ!S5y0p8 z8vDlPvfZS^J_SROW^A{30kG@14<-hhu9@SORYzKh?o4$ndO~A!C2WqeDL^*224!Zf zLcGU*Uv8t8VFbF(C)?&rz=*r$`Lc0$9_XgJx`cXXp}V1gOHx-?=d(Q3wg6{p&7<+n zg;#B@aVRq1@@B;)kub{=tvS8`YhTu^oo;*YYsNiINX!h?fU~|fJM{QeA&nY?@xG0h z?G0#dS21c$ZZ2FKD-`$oHl1Z`Z*_F6k~zg^Oj^)x{8DWsUY{edjYQPTr)t0o2}lu{ z8lE`r5yvI)M{u*sr!JNmE#EX;Uc8f>ZR!}UqAaNRPk<9 zGJtD$&{KOriFwlt_zCA(7EFLq!A0R4x!>cZHigjnGV@B!lzNXia?AJy_K6VtG|I;A zOVKmh?cR2A3Wh=2?Gb?%@q_FWb|HHF(R$T!?PWfa=efDKxOxLl%?CsdR>cLCan`M^cBV zT4m3&6J}YDyE64xaegpXn||m@8+WTb;dZ(Ig!aoKmy&N0Wjv)+SS*-RNV&%P(k|KKO{pBxcIZD2Ha62j2DMc>u^?{NZ zZ5NRU@o`OSeFk3&ftL#{M?IJ+UfuNC`|{<$CHLUY;l;F+J-) z)DT6z-_7!d;ovXHPj(_60$#o6)C9TxdGELm`v|?fo`W+1lx4EZla^5`?qY@o8__?w zGFrFLsWo%n8Fp@M>1M&`SA+LXtp=PgVz=`!keNJp?i{z!`3{^SlP_05Z8`3$?&3!` zNdIXphvQs?w_`}(C2!1B&g65aIsD)L z1#@&lphP3U7Qk+BB_@)w5FZ-eBy{2fc4DgMM8E|{{c0lg_x$Ra7gwzkIBG&W$D)>n z2B}*Sw>7XlpRkv6;8@edG+~La!>>yrTl6Z-xD8zXEHcIa;+OVUT!KR z-yd1Dh;H-dol2<<9*}PFvOItag|z{#HIXVmRwS{BgcXhA)LN4@9+e4nv-h^H%*6=% zf*-(gM-QfV7FE_@&%k^b(1x%k^D?R!q;BEuvhp6v2KkMc7n~RjVkmgTYHev~3<`ll zkXi+$w(`%_UCX#zycaAI;_~w~%dRhhyL!8ooCXZC^DQ1hb9&uxH6Oz8pf?X}zT}GX2F+eiq#VJUe zn}mhtI%$05;*q~k9Zc?vP1jDKWlX>0q@qYsoVhL-erUCC)?~`g&b8Y?=N^rgteQLg zjGZ?vqt&M?PgcgC@wblketC9u?xV86Y)5FtXzrrBt=Xm124jsW25cQ>$+fdLE}ke` z`?Byfd1>rniHUu61Afi)o8FNtYj3INrtEL2xB7B&#oiM2AFs7bGbPCG|1VP8m4V5e ztb8Wex;_7Ss1z2!KlR=EGH6@bK(;R zhC|)M98s4+cHjkI10dU1)Y8(TyXHl!VO~N8J8{m^;9Gj3ouI60h>|FC;iO-7#A2~f zfSgp@b#MAxiT7loeg_2PFi|g4D_nT1E0fS8l!U#z_djOUo6jeqv0K`u;yPApctVBn z5HD9&^Dd@&ffQO2y|oH6yxbjozqPBg2{waR12YMH?Q?Pw>=o!!C~LDRDg+E&{nl50 z)wHRLh=hT>A&>)B-2yIiBr&Zvej$Jfj8b9%2-Gbaf<;Fo=GDF2y@=AL_`ywt?C{HZ zGG+i3z5!T5#{Yxg&L zKnX|3=1*WtM-Ipxgit7GM%eUm*5&mx)Gnr*%}9Lg@N8q)S~{{YK^Ik#x^{e}Sa{{x zS})DoUHDi)2!r}+KFQ3@#J)K}GYVvA@<{BX2^F`8NlzNr3IzEG;U=sB!1-dSMQHFB zOu>Q>O+rqC>=O}rYKlOEY0(fEn%@vAkbcU)g z&8)?AtW$BrNq=k{_m7=#)mJwnn5pjC9|nc13keGk4M(rh5Iku|pqlz%ksVBHQ0#n& zFymjC2w8QDPzGu*U(m==KuRlM9k9#v4)Yc+NeMxoA3qEW6H>SIe4Jx4cDa&rb9{?A zz_^2{vWvSwMfVOS*%mYl2%2V_F0lS*NG+NEz{FAGm{xD6d6F5_qp)ecCnL39g-|!y{x)rqrXmsb_CvEiQexPUe-Ed zd2lmk_Oka|>w0}eG@|gO%?I_YGSAx(s~$whTXtY=4awDwLWOm&O;zd~;6F-8c^fm& zkGR$_!ss(RToV!Ma*us+`}x0e7!=<+A!OL|s_jpyi-LzuKl*lauch_yjE`%Z&066y z_X+*hbekIu2YezAgY&=S(#+&Bt!?xVoAbFuy-;+ws2sk3MiM)EF+zK5LA06Ea>w#Y z5V}*3CXBQaz_h1uJR9#Y$VmX2*TuJIh*#>JwC+Lo20JtM!yy=>Vl=_}9l%Y)5h=SA zBi279-W-8{MwM)^Ew@+12cl^TR|=f82VXqBQ1IiPNmq_yW|vLJ^JQpfd+L%ka!aWN z+#@^ykwIEd&}z|-giJZaXhI;=$06aR3Yk&REhbpql)8H%Hza(mf7Whbb_sQH=l)kO zl3;XNk)=b)ECl0P67EtmW6qNkdfbU#&;_&T$42VIMhdW=VQf&~vH;eml<`MmlpQP1 zxW~g`?6m`31kLN5U#q)}k ziskz7=Na{lW?yT9j-9QC6;FZ{ZposoKR(bd4Du{KH%w-b;#jSh90%3TGZ+v3isV67 zgMoe=!3e1=63QCZzTkT@w4{C^hRvb(Ap8?*D~0f)5wcjwKx{=&J>bw2@WEj_D~LqB zA`&a>+j0?CZmb$GU-s4Lbo%KwE7$9%&Dat;F>?1x$lr+*FDjh%MY3jV${<+zv&-y4+NLowqm4=NdBkYiXq+%}aqTvE^4LMC)> z$^Ux0Rb7#=Ua^Ji8FYPqXA1&9nSk$Te38~%8+pudS_=%I-fnr!NhO8{&O@Pu4k>vC zg>JXIusuD3lw)MgF$#u60WD)7fW?CGP0P|ySc*ojjR8P2zFVmU)`lJWOA;r#Gu1jg5TmU?I+otHJhZboHuzKs~V^KM$PQ~GW=SRJ5E zc*Btkw!+kjKq=EC)r|OtUM{yd{)q5wNgL|-**^i8o4Gv~YzX7`;|it2T1bY{D8ytE zGKamxW6e23%C7e%C=J4ZP2uyr@z`ISWokyi^EzjzT+Amr@o{?Mm#~_&UW;<#?e}EN zO4TJ2yh4yCC3fB$sJJ_S64I7nv_YK+UpqhlZQAeM%ZvIsY5+#uUVG@Fvq3R-Q)Hfn z;qo*W*a&Ody0Uh71?P{NWghky{67Hx_%s=)@?(IP9%@)XOMHrgo})cBZ_NesR%L0X z40v5>8I86Y64xW|2S|ry{C}*ybzGF`+y3u5x|Gmd*iV z5hayIq`Rf1ExH>VLb|&d;&c1rgeTYsG#6|~%yw}059 zlCJ%t26Q~$R*`L5!v`GReWyZ<{7jEM^n`pzG`vTs@PE$^q`y5ztPXPN^-kaq zxv-2i5iGRY&MFUM`#0A%Y?$NK)vx+j5_l$|Y70ccb5?cHwKqqaA+VKEbCCeunqJVK z0(*~ZWM)riXTsk4-tK^jJAMs$$~UO>y)Qqm^REh7t8116vkX+uaql-hEAtzSvvkql zox(%!yB3LgMsE5K(S~Pq*D2kf&XeHJH~b+HDPvH6w0*TOQ_=3n%@>mrn-D2xnxzhi z2*TJMc;5`pfn3}REj%Qh3!_lA9Y-0plGD`+rl9cZfI;SCJx%#lv}&+u3``ae?3nc! z7iKWlQH1}AfW!VP&0X06L)z@(8xzl=q{2U4hFmIK_v8zM(!W?_D(!j|)b*9;{{x8&8kw=3UF1_Nb$E?)zpqPPbdj!KuV8?sBtdX-?y$ zN6!nn{1V*tRHOZ^`01F!;^}t88v#nWC@{B@kh*!whkp(d!2x3 za71o;Axg>42(57F!Za(?ZBSZbCMC4?2Pq-|#?sQ#BG@M;mkx}GI$Jv;k))yx;WGE! z{52DY-qJGUE}je|5>%Dy`VaEQ@^NyB(&6H@+49?OUtp`KvFWo@n@y4TH?lK^=}O1W z6<)m)>nrv$K+~$Od%0zlkxVn&#LVYpl02+&;T9RDw?cyvr~0suIhI|ab#S=`-!0_~ z22WU-^X5`EthrkoRl*tjt!;HH@7BqcI4$$6-xbcg(CC4bdDvp7e+ew*bNA|vRE-+D zqqiu#yl(jDU@fuyiUMPSey9ScXpg>A9i>9Ft9n(oeS9FWg!{FYZ*FdUjlR{SJ^kF1 zB7cJ8tl9HkwyPc00%}h{d=bR*k<`z3-X1B#D)MdI<6S2AHa*o7G?v#r)t8E!O0e-Y zC?7Xh-i~V{;~feyEVVVP;wE&SBq5l!ds-y4o|ocFl~?i4DDSq{zNLFL2h3O#@xhvY zx++_rP6%Bu>m^C3$lq+wLW5=J5GSj$v@6J{Ik8gwn99eXFkgq7@0*QQaF~JOE|}M=yzR3sTrZq^)tnF()8{u%Cir=$f zKyCqD?!e<~Qv70tC+1}bL#uS$F4+0yA9z!YboztoS>GkJjrX1swkRJe-%D1nQyToJ z%;;LFrfc38*W5XtH?Z(%DzEC)Ev*f#KcCBVEJN8x+3<_S>Pl*IN40j_|IQ4%F-uvY zgxH`a(=EfyZIQA7}M>4ol+YnIxj!JV#Cw);7e!VxU{# zBUScY@D!==Cg&)1iI^X$rt_O2+Q@_gJs*4N5 zfr2)#51slwcCWH1Z`U9=O$-}0!bk5Du*|#tACO-ra_SWd6aDF?6v#(`V zc#mpFUU_+j!0ijD`;))0S#=D4%s5^fWS7|#Bb})5-Z9aUoG5jn)=I&?;(Y7e?FPZ2 zM-ry8hA81OQ|znQYj6(kbCz=RZmJfyWw5L!@K)c`s_l0z7{e@Lv(>Ppr{`F<-go6V z?X}!iVLTh&_Vt~F+hdXupYzG0`$p;TlO96GUo24AAZ&l~5L;#ds<7{r;*4fe1l6(0 zik0pRHFrv6Q_D_h?4_sQ35)a( zHo~NyHu3!enHtU*-P&s4YrUeYU7Sde!HpR@YQ*S$?zt)}ze*`_AIG4CdoX2MetG$W zcq+936)Vr%IA*1xT&n=51!}Sg2T7%m7RC6%2v5i47R7w!lLLg1Q|qg%J_u88*kKM) zlWF{0VC-=wY+d$WGWUGdRH+D9eoT(Z`E}%z*VPjVhuMZXMvSqFm<^_ zAVwmE>vtA$RhS;`d+Gr>vf2#~) zM>q^N&?fc~+zV}T7LD8+c?;QMOr{GKXi%G#?|A7-`FPfWmP4Y<3h%$&bIwn_<%~z zDb*;>*v=+s63STf6pEQxx;i>$l^w%|mNSf!_S2!|zlNThiyuq-<7dkVlk{dLTtwOsX48hNEnD!5G-Xlo|_ z=xdw!fa41ky~Wft3LRe-ZfQ$+FS_}`Gt!41koF`Y&FQ*(Bkc=glk6aw{=MQ;Tt=5=PK!5klpC#*D^=5})YP_W{p z9@zUs-l}AZSpq)62-I%Aot3s#;E*wdHKc$j01nIx*m39_QZW85IPArNU;*pbu-wep zv9=#Hud9X+E0whO&xKUvn3oqylM)}uY$rgo*iyel(M-Q!eDYgnX3Mkm0tqo^XBZ%v zDB>gP+41GX#f*__k+LHTu{yI{(z>+#fklgna>;SkXT%uyMy^uq*4T~2$@@(+lvo$0 z$?S~r1wP3AY*ppez`d;A(($AbPP$$k1!@w5`qWAjn~4EVJN#rjb@OCug5N_Pw+t0b zymm|Uo-MGLjcmsa?yCC+iJd7m?pXS6rP#gD zJ~4gK{uQdGK@Wvi@^X4Edg!{!GaUmbdB{n1rm4hsm5gyYuJ!2e*Y8M+nWnb@oU~n9 zuBB&R|IGrn4kKq=Lbjc<0%ti$u`7T6dE^(TJHF%K=cFZBRipgNa3!Yc$=#lUo!Beu zy$N4l>jw$W=GvqbSKyXedma&5Gb!oQq3ZIX6;+En{QjNQBK|o-%A<_A`ei( z`0HQ^sGdZ9?^o@Y&3%h{Jlgl4mR`NELRXlXI;G>V{=FuFtax=iTkN=^`ld%#gOpn0 znAlQ;Mgi?PalglJU&UmFyxesRMr0ac-MOt71Wf`g=-NKJ;25zo$@m7=dxNjOoS;OZ zEjbL)eq`ejQD^>{GyGY7#RDJa9E*Aq|J=trC#bC796x@XrY{rnRoWMEA&3tEIjqa3 zFRoWJOGkJm(_`*p4>0k9 zndHY4%b6G{Wmi62?XaqlP8G6^l7(g3*Dc;Ygm|S(++>wi?37UO#njf%Vhp*X4rsZ# z`coZQ27%UEjwSaNe2t8tW5GMvcLJ zJ3kYQQc0h+a+1M6_H7CszSQ$T8i(Ld5g-<6`t%VGAq4U|u-H@}OO?GFD5Jk2wMqM} zr3A!w5Xngo={?v4K(tn_TqLr`M777naf<3f2t=z47o|>_QL)_5E|@p|ieou#ssIMU zmvYJbMj6vF4E?+Si$rmk)c;;{=;ql4z`|-S`Q5_^)t&-P$=u<48H}mS$=!^a@%ekW z%MG}$`IKQl>C{m|bNStxa)v+L-UJvP+F==O6o1*AOM?rI<_#2YbGmb^ z!R;3XDG|i395wsLw*_kzg@Qqb2KAFAv=EVV-8j8IFJtyZfK6SCqXYOc@wSHvjOxBYz$HfRUl!a+DAb)j`M`}Qi%oSfztgVYYHC)pMVo%JV!NYg+fq^}Z$ z*uBBP3>gVTF@bQ8ayX0x2t19KxQ^H~+Vo||H2K_c6pkSA z5f8fWPl6FmU=4pQSt(;!JIqLvU)cx}?&p)FJ@$~s5t4<8pwR{p2}r_Iw`@{ZzC~CI zzqNgf=OqkrK8wVZrz3Y*dfaDqc*(&wd@KNzU3inHZS? z?Q+CrdW-PjVpvs|=Q=T&(4W&gKN7WhDu!LeP`NW)$NY#30yJp+{aD-TH&<`0K*P_^ zM^r{Ou?gb+M4046NpiU+C6!^8aE7hhD%K!y~bzgn^6o93MqFfZR8!N+yPWUh;<}fQ%M^6 z#ZQuo3~Y-!e$Sr$MtJ)4VOcY$oib1zO55~l1Y;x}Q4^2a?@D{x89hn;3;~p{UnwZ5 zi5&k*itf?bPn(@DQ2CtP`1eeUS)~*914o5}*`>qJk{&|y#q&ald07}ddMSbj(I(C_ z5V#Mw(Ofa~qt;3UAM2=u(owoDB)0iVenG`|tYEX~yf4_s@Q16YA_i6KF;jD=Fd;C= zO|ZIddghxCWVoFomnxdS>`uu(+*QCNG2NA!sq-@wcJ(Md96^docxgq(KRIZq--%_OH#_Tk zs~s^Fe^!+EyO8&xmSbE0e8>3K3&KrJWV>6moKM zV%#}*Q1(9DjEQ~wzThf#xX`p1H2Wo5`*mfo?h>lpnM3qz1;tL7ZhT(R?Q<8M5<``5fvs{R){+GtF6M zy-}Z94%Ps5>F8XP4b2p;NG~Ph@Ax;&fonx+gk+CD6aMk+pCjxK9+t2UllJra?=Pdb zz|Wu%`1we}Nw?diTNJ;t<%c7N1SbJhUCO+VJ=opy8|Z&bnJrRJ=f7Q=OQZRr&LbTk zx~^Y)DwcnEOr3+`wW-R~qQ-E3qDp@sr}{v{ow5D#xyApTgA4QpGbLj#1h@&7?8x1f z#MK6Km$v2JwOQ;nG~yC~YoV&9*3sGuOyF~q(CcjnV}lK7e@HMQ=lp+~o5kZ>c;r4l z4gJL~9vKcX;HMwX1liiXZ+XrlPar&A;OJ{r_a+o%A0S0=TJ5#Yolz6No5Ibc&;wB+ ztXL%nR^R~yRt-cCeZN49fYvz*S%M)_4L1HBY=jRHC@2WE7isfrJo$VKARJ*0Pu_ir z(9#QeWMFXbUjQt)nbUEl6ZJ#%}WJ#m!ejE78Q0h@s!uc=~@L4?mDR?r$DK_uJZr z8sd0nlVmK(PRf2eE*aO^WUmAT?IA*#ajvq4|eolsPaglC+l9O84eWq`k{nKOf+W zII~rn?rB&xaDidXMKK?PTtx`X>0@C6NE+nId<65EB#`+cEAP5W_C=C??->Gl0{cOd z0s|NJ=eNIkG`Ug@?(EkeNLMSC+&aE)b(`B6HoSbV9-LwSsoxes787>3czU0_DBGxDokBizW#wRGq40GcxwRNMl z9>25^W`Ol&Bkf%Htw0F9U!bmI&|+{k8@`EF-gda#)f<_xK+-J{nfbzk9F{&+P2~{8i1-^LBJ} z1O#^(#9*f3bF$(38GCseK&f2J-v8wtszTOgbT^n_t8IA`Gq;RQ%q|)(#LOQJ`FphQ zf+sxqhKqW+HbDK}|K82rDXp59seO&H`KAaDegzDGTKsl%z2mz80y4);tASU|8j#(S z&;?7Xy#DSs-8Xi9n#rjtf?uaQGz&FC{V26wRExs!x|Y^+D}Ne&vC&A!u<)c~T$k^P zCSIfr)a9CI?+l-v-3K_K$3&_+ZdN)yn)Z@kQJII((03tr&9q|O?jCsBx&KK%u5SuK zKo_vxxPZH*4fx}8J?DVA9#l{wg18hp1q9My%8(%V7ac+1o9!`26nn%7lNjMBj`-%w zAmbcVTBfVAKSc?sy)_H?3-RZN-v(Oeg5uU5?2u#LJ=U*n8H=7I6EdZwGo1bqD}r8n z(Q~}j$2o6iN|Mu@%{phoaP{0+#yn%KO*W!bwPK72)&iY5@Zr@uQtrS(z-_HN3-_5O4H7mo_bl8 zU9=Z}yT|In3Gt$#rmLz04b$$pF zbeh>5QrP9tu~QfTBE(9gUD^KlhqVD$*PU_KUD`o>uYvO|KAX}4vpf?*z|8hEPB8si zf3S^PuB($3Ip#lYEeMw2e4@;Uh`v3!Tds~mjT;_j96#|n_U=vxn4_*2(q>afiY?tnank7S~jw8$X_AcWppoJQZ>zw_#C8Sv(dg854Gm^zoIJyT9;p zjlxDjdm*kZQ8!HS8=%~z)X#RnC*kPwA#SgPKVC3i?wWFull(1xs?NW98eW<{m`h?> zhGy*Wc7Jupkh$BDY=|4jl5-U7hy_o)2|9Sn61V`la%s`3|6_uA8OwVuCU&~;e9eL3^?<%=uV|C3{R>%lCW z`C{7?Vc}CzdHzs!sZjOhi?o#u`*q|aH6w31x(7{C4=7vcC1P>Ck*`cHU! z|C3+5c^-lF_{22v4d0Mw<#{powm~njLGK0l4ZVKRkCJq)EzWhi@|gatk=IbtEKMvA{rG=UtD;g6qj#it>nKU=wnPcBo`&Fu!ati0 zo^JhsPFUzeqtY`Eg5pVn@2)1xV^?1LGgUb6Q3`&HFX7cmR~!Cq<3kpoYyxheG6Y`Gd{aO(--IQ9;};gKm9g06;~6* zBfz%B9WhKULfT_I_F+WaII`{-&!tO9K{=jP;&g{E4Xc(G#w;#9^YCXI;6X@e3P(@{ z?YH}9U*8383E~X><&}c7;A@Dbh4S)~22mNkUu+Dt|JG{ZSyGNm?HV5`YUnw`dX|Xs zERCIiJ?HY0RHS4&4+TG|68o7JKce{)XC4fd79QHRwn%6{kJZa=MnOL65YdB?3Y|p>q$r`zTtOM5!zwW+%he+l~k=%a?sq^da~*mWbf{9 zJjaJp%OC6WJ0mw&3fZZW((9V=Hlzm1)%LIHkyWq#`+q;l?&alWprZrrkzYQKp>_K} z&`odAsg=+=-M~6s@VIJxV3MF^f!k!e4NSfs4F%tv82lm8bQ0;OgzC&`eHYY0o633! zU1*4y#@*7moOicm6YksVHOkQ~hknMgD=PZx1)DStY=v-Gy8Y~=$gj!@4xTp*L8iuW zQjt>0bcqTsrxW-r&=@Yd^qBd;LshS9%QA z)CWxKz!6m1Cv>s9*SU+!>!0H(4o>H>6L_2E5yfHnVa{fg63bI|Bo&>tRk3KF(x3dB zAZG6Orjs--R0wDZr|*<0!Sd}8SS*S8NQ!@Q*JA@RO)HhX31Xi1-t za%NNV$OlsP`erC*cr)D$SM@$vK3gwZ`!sg@=2iR_8**N+Z`#Y0 zWElT7T3(j<;LpyB5mfW4C59j3`W4WE>DEbRH2<<1cAf{TL;uP9SKr<{49`=zU%rV+ zXx|qW0R%wvkk1>Ud*8ncaB6PnJ7O{n!AOWlPu%CRszMk~{3P{*+*kHiccL2KoIOLI zqx_=jL;>ka5tL@!B!?aCd4>G&E8EkQ^9vx;yp6I?Pa_<@Drc z_gFW7O_E?0z7*4}ne+OXSdp=|73n>~csUC3cw|j9C_>Wo--FtzVNlN1cN1G>kDnD> zSpBNz$-q~}pvB2~=uZTdpVu^dw2mLhtq>hu^)X=hXO)Dj#~WgWGexIYCi#5Sg#!4a zJCo95$sLP_`pSeZG#jKq4pYd>G-MKKmyl&wG4-4iiS#yznJxzZyZn>Yb}92JBTnvr zc^~-OPloKpofl-7#{*J)&A=avE|2rxA-xyvuo_=t&TT^zB4xykeu z=EdFZn`n$-5DC7ayXtwK0e^`VDsBQqAk-@-*NKDA;&lOI|C7d!9o8&L_ILik`5+gG zysvMleD9=rUn2F-=T@fbi~Rg^)ofE5!u$UsE9fBxO2P+}Wc#8*U)TUe>*eL!-9)?Ob&IO5OdwYfq)o zCi?uLPB~;jW(pGE5C^&h_@$}-DN}zZ8YXg`&OQDo5l?@}izltmWKAcUyaZjI zNZi6q`W2~B0xreC6(4O?UG4uy!;?Bj^v4*g^HL$4s8mjR95U4`q=pg=5asIuF zpnk=U+HQSYp)7X2n^ii+uc54(^KA4@i@L3@23aXrr1h4G9OIbNsoQPGl%?mHq_TPT zUwre!JF}NlU>jRhv4dATdFH?{s z=zM2`5|>sWazVi@`;?qB0as`rWGJl&W}XO5V!yLC+GSZeS@ooQ$U zQw-#lk*e2#55H~%c(rY2$<9u1^@o1QqnpGOk33^`Q$2mk%ImNqI%Cp9NFv@3z&O_P zrR!4=tm}Zhy|EyeNDypF5`eIffXYSe`u`v71xynDdfCJe0I!j~B}4+F?I@)>q~U@z zZ)okB&l5Mq@{BU?qi&fYB+%h;tpE1f3C$QMw*6NoN#9pqap;FhtjH|36vfoae7D<| zk;o4WF`h5AGr@sHn;E^;zh0L3fQbgp2gB!V;Ccaz3?Q0YE!|}x#dJaTMvTg;o(%zO z^5yR!t_2^VErULonfM*#mG{(m*wxKaOLgU=x(J}5r#{HmEjOxzztkSLrG7K^x0EJ; z!@h{`3;QlUaCW|lFo5%o1x*kBb(e13=anEM3TCA`_u9)vyenUf*umcZ0gS-QgpoWk z!KE|05tt_Mz3=<)`SNFpT{m8g7nUN!%U}|?S#df+EWS}?An-NRPrU5=UjSm`smr!* zeb#RlX=h$buVGLRgDlE5wbqBEf^5x=>c-qimrL^&e&`ip_RE&1TWug2lN5p&gW8{G zheAFvxnzY_xNBwd=OG!`(bJQRP#R3I(4S*LBa_kV)&_D+=XdZ+u;dW<|NR1><<~Q# znRVleQzqX>b=j@uWoz7BtBF;ctr_vZIKs{1-k44mc)H_7HIwqm(pb|^?0eOUW`}^FS86h#Tv4Md>?asQ16LO(k@H_Jn z@2CN=#Y@yHRVOfN=1jlBs%CvsL*>Enj}{c1_2ErzD>1#Yrxq@WkMg^-{&@fPkkP8` zx@CSAiJc%|wyY|ILz)RjNz1gGz*s{2!8*e;*kxyDXAB`uiu31X*+Zd?>ZECz(~NgF!6_z@O2lp$0G@p8!~k-%pciH)sux^FE&**3w(>jPu$y90 z5u<;EeFV)p^S7p0OG>dqlcE`iDw}|NUc1f^`y<#~It>{>fqr&JNw*RYx1~|nS(yh} z51dy*ELC{pANL6DYFmnn1QNswN6P5k4boK}4MEYju-jFwWFO0*9uO)U@aOmZE}$Ui zWU&3cupr1@y`|dVQ3ot-lvQv2FYLIiEqnmafs;gC_k8~o$06-0lZ!j0wd4fi(oZtF z^V4;vC*~Dt{s-{z`fors1k~zq-VjjFmu8|+ymHPT1qD_cU&3oiYsp>h$gURIJZ--? z1)A8~S=)BzEWS17+3(jVi=pk_TbdqJrNF>TLXGXO%GLg+TyHiWh$h#w5h~1xmAjny z#*{J332U8s#>%G8e{78+%YB+JTUV<~IN69rDE1mt0dSwEL&c}qvB z+zG)oIBF5kl{Id5Y!%Tq>~O^(biWqfERCZ_v(uJ{U(~ObwnSvRElfvc{*ci*=r-!xGC z8esxQcDhUt#w4~cxM{`Q`^*64eP-We13#O81E^j+_*3Z*9{u)y$~-b+C6^c-6Se0v#Te>)Y{s?0@rRM6yW zR}mrE!**nJ2LvqTVeoJ9K35BPxsK4d&4f{m2{XnZL&%tRf4BujJTk0Xt$*oUAB-6- z!p#-0rYM)z=FB5wR*;F``+xNB`W2o~iGk($8e%Z6Gm7Hj zHggt;&1>?ubC?i+u+^egOq!k8*knN&$ZhV2awEDy_a+h}Gwvuz=_K=9Xf2t2Akb!| zQOmKIPu)cimlkYqKC|tcoa_LfFX8Tk}s?7jq-4HkkesN`GWhcuM02u^eN^OaoGsb&@SY#yKbe2@R(76U= z)o-;eH_-gWIb~%vu|xun2ozQ^EW!7sixjTY6d0k~m+dbNPkm`Tv0pA_}{>X5#eF%Ehk~|3ah8 zWW5wfeTz`RP3$9WFwq0*Jkj zk#3`Oy{YiFRPTa>PwpCT5hjKWF@#ArkG7#00VV;OSJDVVW!nFsKQRidvUqEQ_<@9< zqLA&pi@BgT2EpWkv$;)PS}-0_2mnVYjO%G?@9$?pJ7Tf@2?!?Ygz&~QBq4-U@W|5~ z2!N(On=V86Y7t#~2v4C+ivKd{;uP`Hq1B zsBAD624H;so2$MTvQ_)#2ZXyC`xuXYrj*z1N0{kS1>Z$^+K_YQBhw2tzJi(syqN_T zyX0mcJ@PrU?Z`DYgMYS;OjSOGsTG2a?yC27)j$Ornq6}kuPm_?vGdD3G6hI~kgfP9 zR}9~`TY6_^|ugne~9;Uh1!V$2Tk)&r=kt zIY1mrE@z$T+Nh2uHXGz?F*v+OoSeep^Oe@^zMptJ48}R^uowY7vsW}dpF|?voR!?1 zxhEcR<^pOVX#HQ2_jn7sH5(! zzaZ=V@~}gq&w&%+NWFMDOpFknTX{Y8An#i-)6!L}$9FclcRJ=#Wnj-X_f#S1A;r8i zsQ3>!aDtwT6Q$bhuQyL0{+wX@R0U~;qFWLdeR_mrzG>#kWyEn^uzcoyBIKlNqI8k- zJL8J~nE!@@R?Ak|BSn(Q8eUNGbxfsJ$*zi`~Q=yQ)1z&7i3zO z9m<~i@*36U*@3wol?=^DLIX}5u*gg-d1}kp=Ov(x?Zr@9hVvAPoMkqoo0iPxnIilr zkaC%0f9{+8l!lCidP)7^MmK5GOBxK=&g#12s$u3^#LDZ44tH<4WzaAP& z)yhf5e?SIw2WVtD{bQIv8bMIYUQY>T42Ua^)Hl>=hx~KLI4I8?ja&^ngKy$T1^ai; z6Mr~p_Wki^j-pMaO&_AB)atOqKZo>CrPF`1kSPinHIc~!H`%1~aw|-z@|x9{Y;ZZN zAYQ;3fF}49B3{(6OOI;kmIia#z>FpNkcQR1@^82oVW%uZ>dgN*v^`y~)N#JbV!u5d z*1!;!Ue3dJz2Fz(W-^o}b(d&|y^C{;QDmna$RLoP;!ot|NG*(2ZcTVLgmOA@HMof} znAXl;GRVQa$k`?TYX3*KnZJ0#U{%{Z(=-fRM?y?IdQDXDP#f-lwF|Nf_nbV}{a#nH zY~5X@ViQi&saNAHa6GDUK_(J9qy-|(Zl4OHfB*aE^R7^jxKmGw zMAAX|wb@!dt;z5^C&fcc#5+bJ8LbUns^y+Czn9sKC@1{Mzn)4j4S#RQWIZFTE7mqT zg}trXIl9yL5rg55YB}PMfOccrXl?m(`O~U3=aW8WtSl&bbnQQ!H)q`v`;X=6s7PLU z2M~Wr=#&xtVgdyh7z=9bwaGExFDKNE)uK;`=2=|gSlf8kaBMY^%BJ!tWxLti>xE%@ z+523F;t9=OPCX|Ka9)__Pfow48s3`&B`ZokxI&Mgv;Oj79ZTNEAUwwQ@MrBecAP`Wrqbelvfb^rzkr<# z$H(TcH@$xWD8a$d7H9#rQyb49=>1f6mJ2J_-*uuTVj`--+$jb7E;xTy*jEih9mP1k zU$aY-tLv7)gGV#*qnjzk0y7WbU6?bHUwbrcImhvS{oy|y=ohEM3G3zPNCBa6$WAv< zfOu%tdV@@PY@Y?lGXMh;wq7z`drgPW?H74Q{zK95@uzGkJGL9&cP;saROJ0w)h;{N zf~FJPR*^DIhi|r72Xddt7H0qX?i(esYRYB`&;3^X4Hp^F#CX9uNBU+d5(_kLmqWF8 zyUiq(ku8^sM8Z*@>%I0d*8TflhX22^|COVL^R)B+kOF4QBRMCQXLnvBpROzrPCdu+eRODXxXyJ zP60#5fj0w0pZ%9SH9U|mrk>nC>sxh*t9l-LvliBbVQDV6t1ZcPU(%@ZuBUaridT44 za&OAVRJPR0;rj4vk(xeE65ToQ6fk~PH|0nkTg6m7|FE*LG5k3#)qCd}RcqhI9ufD2 zLvMDyOH*FDi<1`qunHVP$j5bh)fJ0@f%Wy1>Q=^cV%Fo8+uiy6`JyYfRf>N`zLxs- zIBzfEkM_F=fC_d3E970=Qo9F;>_nN3XUq<8%K^F(T-EzDK76NwhZw)@QvUoLL)f}( z0Mo+)b6t5{T4;^*1I=Hr@0O&4LjnYZ>+6p4Wiirxn8z1ugX~?C|2(K1o*IVaLG3n- zEMS!|Y!0GghuqVVz4sbn41{Ao*PX;B6Yg{qZmN~*UQcd{-SgxxY4dmOeRE2O37-+W zS;q5xut^}?E`Vht!_Y!W*NCR0Y`=_{V>UuHZM&5I%XX5}_z^#$B3=$1FK0MK)uQl= z&8>zou9lyjCM;^A&4#kjnXW)jYRLvyGGFohWp>`)Ccn>D_bkHUrrz@0;=74Wdh)Z= zxTU!dUz~P4Ze*+!q+8?Ccn;rSRS)W~N)VlEKHmK%hq|jQP+z}z;;w**ya=L&Uhfln zl&=ZTxWqTP0Aq@^%M|(61_kheH~h>+6vE^P{0**`COkX4(sNovNY*J`R!wYvocUc5 zMi7qUf>1}olVQCPZ14KSDx#xg{{^4k|J>e=a3CaNFwu|%s^r}mawxHgiX+5Spx2I% ziNeYW?m+!1N_lYVt?8=^3V+JB-hcf=Gd8OOZp-;;ppe@(Pm+-FrP0PUCKddc^Sv;! z_8J-g+YiAo+JyWl0J3|o+qoS~oBpJJO1kuvQB8jGS1$D7lUr+`wg|6(2ga#;oFLhI zX~PL-f_`d^xh2aKTsD(2!3A^_Dfb685MdCx46r#rclfTyLEdEtHnPXJ?%D~1R0B4E z5|$f$va9oMwTE^;_Ju)D={I303U8@H_E}!oXQ^I~h3FBugZ@v^aI)_hXnptkJG8Xw zr#mFHxi)uO?&-k56NT+i930|duGwUL2R!TB9}*{)Yr;k1mwZ%Xw~0EA9{!*oh_%C*-eA6`1d0#m~^y)^d|R{kiC#Hj>24d(O)`YGI2y7(YbM$P(dOgI0s^Uhc8yOj(YH*JaO6OrYQm~-tORm#KTn`NkH!v+UL5TE7MUQa$UmewQB>u0 zLp_KxOi7Sl@!7uAE*eE5g@FX#Y-$M?xHLn0*Z zXzW%4Nl%ukYfnJi3275qiGZfeSoOKVat52Pd48shwqNLtFkjsm%5u>a!Q3giR$=1& z1*y5(p1syaGsb{;3cxHT#&y~fI*)7R#xFA^&+2M7vD(kMh+L5y98CmPfcLp_*X{zc zQ(v~06JQP;tsQA#Bfom_{(HIEfjl9%FZZL^(1*@(70PmPZP71r7~^=1u+tuvC^Pv? zjM3&;+LB{O#asKrmK^(*Hr`{J*3Ma)E40LFWpwhC%TKDA%gklk(c5mLYlYXIX1l5k z_cVD_kO|LHium489ehC)c(n#iXxz2NJY~FWYw(^YS41g6dp)+V{FOC_nY|STqt#EM zRP84Y1*SMGyr##(ogbP=m9wt>i&;|o(oNFMcmMAkSA2K=folqMuUhVg3z>%bnB0=6 zG@&ZIlqOc-OHMveCd8A71b)2h2;2g0%$iha=8JFYN6M@K?qEtYs@g-FY-%c~qc!E3 z>!xcq|9JB1D!CU%VV^wnZ~cXw4%0$K3s9#EKO@~o>)f{GA;!V z_|D3!7Ts=)iRa=ISNN)~H8A{0;)I?1ipl)OeCtsF{GF!QhdKW@^h9!S8i0w^B!9>x zbMpOGEmF_)iw^R)!1q+)L1s2I87gYpo5kw5h*309@aaFNm*58C}23pX`})y>s2 zhO4tpd#E%#%7+yF;+nU2NZ*wYz|hp0zqJbN#!Bg{meuvY_`UZVa^0xt=62En5D0F| z4$klojVv%)g_nltx166?-O8A5>{@4=ieDa_|OQ08b4e#Q+>ISSQ^TQ89Nv}`{Qkh>FDzh-(!MAmxe3kQh7#JB7&P5 ztjC@>a;`V7t?@cw>Iu6nIITOBb@TF*N7Hy1OAKDOmY3g}RNE^s8Gy|D)XoII05&Z+ zJZd$>V<<@FYrr@}v?VEw9k`QC$w zYMI8raGIFGY=C`o8HR*?#CWpXWp-xFV-ySB=fc)t{+5aSyx2hWvrOkAiaY7=S{qFn zR_A4Q2XUMmc}?^??gP~x1=Vx!d3MWv`phZ1FE`mSiD%d*JM?oUG5mDiTIyq+m9wFuMy)f#F}`)S7fluNb`3>1lMXrClm z)$Z_1>NKhL6{M~&a)fJ4%kuj8jg+kbr;SYUz9;EASdZ{09;yRRqCHqmO|-BoPlpX8ucY(P0riHIe-|}+(dlMSdD`NPe#MYSq^(a3MDG`Fxz`f7jl{iF zd>3~oDW~{eyA8}W=p6VWt8^nRh@(I1TWV7PS-8WazD5n+rs0e)EP0q&e~QhGg18{= zo?=l?q436t7Ak^RT=5xmTGfZXuo6eaG|}3U2GV~Vs>SaKDL)5-9+3bS5g_uzDqPwdJ&wGkgL+b`Dthe|g`WO97TS1{?z zR${y3=i)#>61DQ|eOY!k#GPApS)tPQoweKZpBWW1syc;5*?61IzrtpFIEY*6A< zzZHF7+Sg_0w-XY6X}xm;RR+#x#D5S@e~9>CB4KIUB_2#U`PTGU>GL{#{x<3C|6HI0 zu;C1!+S2)k;SG^9JM-G-$=M=o#eXf{b$NNw{mzSss?KBN9U?7>{%A&G+gba=|C$+J&I*Dm_J?#cG zj#}mnyM5!={C?T3(o?8dEMMI33-KPh;;WCm0q&ILoin_rhyze6J-MhF??wJsuPd$w z5k-)Cssv(u%O5-rx8>c^!TIVbwX^&fb`27tcUo${{Q_H+^bX<+s1d3*v~h>;f&PchmCkdaisqzDhVA-?%vL zWSbFu;Wd4Gv0_$7c>s!xSXhd{S1MlZ&QU*9u(8P3>vEPb5(d|)UWt;Sy{KMFO6Pweb6Jk zC#%Gik$-A{BQ`VdG25ybzaUmsN?0tkdy&A@QM4tGN8FDfb+>6^_b9(EAz^ji9ZM|V zF-bi*#G5%F6)MB zJ4MEe$J}0gar|*Gxe+tD_&6DqHAUvFdU8=u@z}SOj3`1@^|*|tJ$H7yzJ&VOa#`!q zECN=|ly8&cUbDkv*;BX`9BkS$8j*Wje`n@Q*RrNA%nTcqPh9n25tcI(qGhD;M+F|= zLV2?Uvq04s8BDg&RL6XdbIH>fg=Wqymx*=|j2IVlS;Kg5&)`U0OtTaeCVqV73hBKz zt610H(v#Bq{Odkk=e?hYJ7s+HmKfPyhhjE6y^5uxx@FQgkNbp)L0#)RSX2BU@TPU) zZt~8d&h7WE=Jx*-tvHvqPcwXV&@3ENbxl2agD7%^3(XKH#}G&W?Q6DwIy6hwUB83d ztS}*%U^9(i)1>+9Cry*O)|6}gHM_;!V}XoH^IzL0O_U~0hR4j@z8dik69O=5p031x z(yP3`VO*hm!z)cE@rrv|bM@+8d|8v$6O-a?Bh{inU$jRV7sSNeAHV;GA|< zTC}BQw%fY`1y>RM7TIC}CF+iJCCkC%zXM~Kvxjh+n* zN)O=5mawD>JV%|>%ez-VQ{_IDGP>G_>_tDASuh_WiAjEc_Rq(nWnBNd6;LO%gYdn9 zBW>I=`6c{q5+P2sOg>ZV(&M>_^&A>cR)fix_;!9gh#F4e*{q^gc(fyLRQjW@Hmy)( zGR$?*p)42U=_tJAlT}qCArw2|q5bbnC>Yu2{Nu78iYE+UYgzW*J|>oLUl1#g{P+rw zL8E{&vwlQzQ|1Lq>dsI190s50JLgWcspKk5O6-adh$-;d$BVM;p*t#1bEG}^vqg}V zw31qw_b<5wy1ZjIX!Z{e&6Mv_$qtw$V+x37rt|!o58FCGLHV4^3O;T4PET%s;Gy+b z0+0;@ZoGp*0QaqX?RAlc>f+zy##XMS5`LtrA0pZ9c5ZEob$XkX&$Eyfl*YA=k;gr` zJ9w1H4^h=s)~ z$YC*1ZQS9nkQV63nFlHreZgFlU)=UEG2`CEQNOtMJ$3#v`Tt8-3Wu>9xNB%7W88b{ zHuY%Hv~us}D(Xs55X3Q~UAMoUC0=#2k$b9*@4PlV`zbp});&px^Be9HO_Xl0 zZNZ7OpRHlg_=~k2LKBIg1)u$qG<9cp(LHcy`J!&ckWul1Ajkhl*_X#dy}s|Oqy%5Q#|kJ%p?ivW~Gc*0CGA-!m=eobTtH&-eBH z&0l&|<9R>t=f0nNxvuNpeenM!#s<8nRWZfe%w6G;W+o?_38trKKj@wZqc@-fEO84J zd)q%FrYG4y%OpYa(a&#H30kuL(>O70pcn?!13NZ_KiNti^yYv$JZ%&&XEjjR=8^*^ zS#>`@+gn>a*zb!ZotXdXbfSHIw#OP`tEPm5FZsq`@uTYQ+~B4L#kxqKEqBWwoag9-QyT$C9${E@_n)G)onhl#oe0=;w_wNWlSJsbJq zBva{C$((+*l9EpMM^6jtDT`~d$XLBScq0rpIh>rj7!$j4XjC~EI{Z-c?2F$*NX7q~ z5Yi}wvsvp}OW%ERngI4NI$!rINef;i`G4dsheVY~PQUq}hga8uv%l=0kyg;C2 zsSY$u=e`o1`gsptWVX8kh!_=G%g-|-Tg+ox%>PT>7k`mJJn1r5sZ_c9W0pG7OOd!9 z_{#?qyen1M7gY+*o$SVfkRL=z`*|jE^B2j5Y^EIXJ)M-GKnmvCcJRDg*lRsG;xfCs zBtIQoMRDiaKX>C75ufm;n-ej_*DtDwCToi(lmGiggZZHa|LIKS#IMGtO}_3W%}4oq z9naV>#ZK;t(`%m7Yg6`7k*eyI&Lj1eoy0xUKh^;#383@K$tT{;hCUnZckF%eKb(Ew zFV?0W&(B(qY6$31#NARj{~*02+=zb5w$cX@-H?!2cgEKOv^xwQ1?fH*nmfR+J?*Fp z`dM1zZsz$VRFg>nlfvu+deg@36yW zV_`Jxtu}w$mBBbW1IN0tTg^9asXRLKeCqTmBZ&p*^MTSvIs@>M}^q-rsCIE$4uRad=(u!9=p#7k1n@Z2U*rY zD_-iF3xrW5Pk9N2NRM`(UuOOJaSpz>A<;T(?QFH`A?+cJh_nwN6Q0INw+?&8lnZmg zu$nWS>Fue?<@jI@o{8-CXBD=Kb3Lx*f`%6-J$ZERrFz=Bf3drdlPPB9jzEVse;7{9 zxQ_5-D*5BJ%JiT;yUZwggNc`sq}kB?(A3MKMr&6-?Em=kjNw$peybG4=AG=GNTJq* zOg=tIWp(vVC9#_dPn==Q7KF7V##F9fbs?-JV;Fv2vD+up!mKL`g=LxJ_^Ql(raZx5 z_MxK7^70HRda@l|NR2AeD{JH4HAI!zb(5b`vPa83JmB8P8r^<0k{0cSa+QVf0xVxy zYqQo$u^&s!!K=uwxUW^`^v{25*dDackQvRwzSZ-5hgay^^;e$YVgy(`xU4ePnXna# ziBi!&)}`8t@x1l)GgxRqV)(jNR+7u(Mzc7csiS(*wN^XX zMM98n8b`FVp(Gzu}l`BV948)lg|w9eL)OzPNxs*<>p3QDmbyGLT^04h%;~wgkOX)V%Gcn${95>*rxb70p-7`NZ8820M|5A( zZQ_Ob_my(;nK1lEZ-?cAiZ4l@18a62*h_2u!F((O`L`aH?Ty-Zo>P)_t!Wt7xAU{R zcBnxX*tNJ;cDN1?{SRs)?DXV}yv|k@R`0o4NkzsZ<`b7wC8=P&8JCAt7;IaL)bx2= zk^pUQ^wG9A5)t2eb=N>Uc`W+5!bkZ*jej{OQQ474BODDX;FN21Wxf3MNx7rKzMf_y zt`Y*ZSk${W-EnnS`kQIN6=utseNrOF*qBLfu2Y}Gn|CoyXY{ODBV@kseX71bS?tuq z#Jzh-_CXr0qKp@ESxg~=cY>#9y<1uzy;o7wkd_Bglh^grl9&7OnVQO;)%y9PoSgc* zop?(Pph^ro?2Vvab-j0u>^qkRTMIF9DNzVDZUD~bxz|a%wiFJC^ z!FW&;SouC6g#sMbH{r7?8spsg>>sxuPdHTHbY37KE46Zj-46Kv=4I^aklC$o>1i4a zUX%W`5=Q==at?#5`o(9s>n~Q^`LzmlL{si>TZyES^zy)a)A+PrHKivBd0)-YV}wR# z?hJAY?%!^oSGZ}`@+Pl64fS#Ki@?1NE?Ja_iGuRXD5}@(Vyik~8SMJ<@eqx9 z6O14hU7|K`!qlZ>oUznA%26}Z5k2Bw@dhDlToxPWfDxuwqlpw$&|&+vopMvpA5@4` zRfZaoazmtxB?8>a)~m|enp^8V4az@8eSWKh=do%w6Tz&XF}Pwu?R_BQm09ZUO7seu ztb(RkzEW<-Ru1z%xBOkWfXaz1pW=zD3Kfy1cr6^>f_uo@kdA;hM`fma?ed&{H>MSU z3cV|K%?5synU}8-rG)k{+=WmRwyuR^wfNes*M^u$(l)Ju+^mmS^iXZ!_d~-B#sy_D zW_HY-K&H8QJ?Qsv)=n2LA;qt6&Z3p^c zAnYb;N$-O7z#Zh&;%a)j&!ED8T96q8w!G+a8sotjX~lA-<{?8(A?iwj>Ggts<5u0y zm7P`onu|a!p^Q_t&awPsg`^Todf=S}$H;efwSc4vaZ^|}LQ-Ps7n*mJ?sj3Xrkg%b zxpMw=s4JB@@zuYsID$I__l;_6wLYsw7lVwK_|ziL?nY=-+8+#M^4cSSQ?EwOwN=W& zWw6N;$;r~GE9&zx92}EktlM^vah;Uexz){_%duZzeXL|XUm$a29tT$*w#A>X+J6uw zC3<2k4?*^XDdadt?2-9KpO`XFSOPOCD83cfZ%EZTv{AVTb;yNt5J#ec%%~Zg@8e5gELlmIJ2cywHT3bKq-$ z&q#L{!|RsnAil?m+(nK*8Sg(i-_==S=Uc*BuciOcXU2`)mf3*O!dO3vB4tizJd3P6 z@huM6?!g({gYy^bXoCpu@~cT9FKL5_;QHAWR4oyajfML4RMi~lXC`P&S|XeLfs^BN0h7D z`IJG8FRO}EzVG%DxgH#fRg-%9WKi@`dagy{;tM;Q9AU=yiytH(6S!3_TcjhTYc!HL zTROI`)aHKWU8_sM$J-D-%k-{|9ccCUjvoC9NdAH(&%9K340ir$a9!p7H_k!oEko@Fy z(S_qXs#0}cadvK_)CG2-DFP#Ng{!Jaf7lRDci1L7%=YryVmc8qU(N9+u3BvO^-0SN z62|v053w=4^JvZFdf0WT_z`s9K}#ozu9Q=~O6a4xl|e(5RW{fjqgX6!v&}b8In-ea$U4&ln4A|osE6d$|=EhQaIhGCEUWn{V@ z+NH`of4HHuqMH1|bZg7pCSZNeYw?&;7T6fIiBvb&eH6t_SuXh_e51=%xmn;ds2f32lXqV7{pIg`ZItC&$$vc*kdLB`r%cE7sJdC zSt^p(@8cfQ0jOJ!*-6*3TT?Hj>7TZnrY`AHOT`}Vd10F5Vbwkd>yaq+eipvxCx^3x zMZZU@Y&3Fy7I6y8=fL`xQq0+t)1XTvzL|DWmVVt#3~jrvm;q~xIoV-I`=P)UdAyS? zL|W=XgV?RRI`x@yY%MM4lQom{Hp=s$%B*&iZrSmAggY_P)}#zW%nxUIN;=x3^-kiv zJFB{L|NT%$D56Dp)_W@c%l(?$<1&YImRIR=HXXaHOjpOJ%`nRgtLH}4Uw(b}_HPk< zUV0!51wysZyL0ox2@rd31QxB#%uLA>*0Nh!gK`r--fWOxoIY8GcGFQ~Jwm_*hncIa zQj}MHD99`e1Ht^>sw&~S$>g-f$8$@Ku)9w~7OY6hikhUZHX^OtGOzcQ!a5O```Kta zQYDHw)m|?ZjXDUtsN$}Oej`@>CG1$0e&;2Ph9-aI8SPn;4}@2%B&uxd5i+&a@!Y;5 z6+~dbyNrkK{EE{c`3=a!vm*>HO16VU+3Yoiw5AChIAyEP3;dM&HP6SU`=f>n7>Hn- z=CAka?h`d+Q4-6g+>l59$^u!P4HPMs5iIw>0~_6ps7rBTzR%L-KSGM0Fp$FdJ!lLK zfG<)+SfWK`^eM-)c?+QH?!_79%f;#?VmswFH&+s5uC`Mr9tM8QP z=o!s6TPgozQS8hfSv}O>PR&|UBdzq?s%iAZ*tcSpDMJZp^t?A6`~m!^sYW~J=k`b1 zK9py3g=`VshhG~hC-urq9^Z$iN9x+~LS7^jfeZu$#&J}JThc8b7%Q`C%gL4#*OmHl zCreM^w{czSi;swj8vGUmjpW(k@4yWpsAhP_HR_Jiq?|Hf{&GAOPR5biChV*9JANiC$I1S8ORt{ZR=nric0L@SkQvc+p zOHrxhYU7e%CiV12WmUiM7JOBj5?$iy-4hhTeC)7nZu`X>**c3G0}ki6nE1vvk})S! zq5dChVM(JtkNfY?-SZkiC(XoSg3S0_R@wPUxeJeAb=eA&*uD0A?9a$W8oqY`Vm!7rw75GM<%LH%8nK||0t=F z^PXFpM91ljkKL%qrp)g2_o@VPXJVav$z&E8_=yu{4f!XNf+ zmY90GduIi8?6i@Ka9;gH=uRrdVGOvOyxKQ0*LzO;?OyZ9?5G!i_{BsxMWf%0;)Z0H z)voP@<=pg1Ki?-bbH~w55GU>cl~GQ)ls^`Np-8_&Py3o3%ZCN@@dnOkO6&@~cbo}Q zw5vcDa0Rd>@jNzqw18;OS$nvd&vosZ84y3^(Ju+bBK;7?fG<4kySK!E9;t?l0Wo(= z6atb0LKKg!G26_FirpeKQk~-Hg${!RFE1|ki@1V+tl`(@=TOJJzbt@FAua3Tfe6s z4E2E5E`-tydiyBsip7Cr9H%Xh?0OUf#$ZRcw%#U?Q#n)(zd6DA+DfHPeN1WvcXpkboVK6p%X ze9guc=w`OYYP&Fs>_|Q2N0jmMCE1&}^Z@r|zKzzAG>sN!`J2(g!G^Yw?|ZK{L(pai zv_6)}TM3Oh@C!T`25f56_aL2FMeDDx1!m`QiG^7&3-@Y2)>aM_);{bk_$)vc?2oad zAl~%kV6$n`lt(ViN3-{cG6!zm<{=#5C|>F7JuBZ;+Y)HKQN_fgE=$&S{f5_r_Tjij zNB9cDiK7t@aeRQLiY#c6US%~?{Nwx>&_*8vM`@00n>az-iIqT=B=P{PQ?E>dvgEO` zW|>1ls4>2ABq`})&1#s#D^-piATiooxCj)ocL3wFJw?LB>n!vbK|5FozGaK>+0p~k zAg*WZasIkAg@%(NxOdxElM^z}YMR^Xg8Gfe!PZl1^3*|zZgpvkLR*~_Ki}+B^ilo` zWYwTs>q#WASL0fdcvK4G1b^pQ=Z*~`I@JxqoMBn*nh@z)2}@F_yh1X=75i}MqzSHp z?~ad~^M35Nxc~ST$X4adpIc~maegkc?zzgtvncG-nF7-CQad!s4MoLMZSnkB@81W5 z0TC8Fa6n}}wz61=+ERrB*%{#(rnw=T%AA!5o~ty3PziimNIDD?Pdb~{dNoEDn01O% zJY{Q={PZ;5{YymozHW4h?frg^ZCno1@K&W|&H8Q5Yj{p&bXF;*@j8?o#wVoe?9HLQ zljx_f)6b#s?)vXNp*8Pa!8L2?>yv)#IWY?qHI%b@cyvF$Mt#!CQokZ2g9HwDQx#q2 z#70C)$G2FxU)d9GVD!sbvNIOR3BegjPl1Y!Szy0~TT5s&l5S~xc6*baRVc+WreY91 zwD+oUeu$j~Df5i{!q2CV)a(!h5vxu4F;K8Js?_0%c?_jdR#JBbc^bneK zwWdTQEYvr_VsI`CvvP^JtJ)8 z27LA70z|-n=<@VgF+?=Ws;jG`4%wr9kh}Q31LEVyh`@gVuh1tBh}U~m8$I#GEAD-- z)`+v%930Ud&9ZH`{)nIZI$UUh4A1bHuhdw!M5t#KS|Uec)g;Jgpw*SBwnIPv71yP6 zJtHF{4#~~)(3@M+A_;rnN6UwQeun^lZnnM96d9iR<2z;$O6;G&ces6$V1iV^zs0h4 zclGT_icvhdCv=mQcBzoOLFCMH=VMAuX6#fxfqm}fnC;`2i6*-E?nbKTdQkU>j5)3* zq9+?C=jSmz4+e%IoSNPRr-wQTR zb07(@p1_}~#B(M75xXcwmOtk_xxNGb$lP!{YnR7m1FAPiJ!g(bHPbA85oo_T$ob@k zqxsgHx$`Hx9F#A`3{)FieibG7Zh3Kua(xaanSHK&wG8w8_%Ubyn-yuA52Pe_ZJV*1 z7glzN9xcz$?-+>R{kGh^FvrKb6P>@*N|_nZs2??Rii(TTl;%TZ(0?3 zD-4vph*TeUDpxc|hIe}F%HW4b5JwTrhbdBbgZepUpMIr0HGfS?s?7GTWtWw&J$|$Y zCd0N{)Gu--u;K`zFzGZARI|5%!!qB{5xFhY3qz7DxbSnH|NMF{NmpM*rS{~stdISM zJvzPXU3#Z!Y85z4k??KZmN=hhi*3q#89tI2pJ%wqgIV{8X`j}n6cQKYZY8Z$A3j@V zD68GaOAO!H*=dU5>=6M6vq&K=As`3kxu`3}zr5`Ar7L_mtCKBHDCYBuo54y((1t?jT0?%uHtF4>tMzJ-{$6~HxQ}M ztg5;+_FN+e?T(lK4wLyDUb^4a7M#L!&?)}2`yThax91wF$Tu1)==ky4uSF4>*>8WpFjADp2QFG9O zl~wU8N|6V@{8w3(kl27Wp4DC4N`diG#+&rg)6<h>k}8w$ZV@m{zBzQUMo z2Jl3n&ZzX@V;^(#CyeraoW?8Zpo{Hkuj?cxAw2Ik?n;sbK4G34#Yal^DSFi^b}KFK zJv#C>F5s{8w}Hdkw<^c$^v|xA1>l#*Og`B$=2X+@7#*|p9X}&ANq<%{-sSJDNUMw4 z!*=MV$95c;zGn=bERpL2U{Z(MS)%^!GYy9a)^fruYl7!zR0uezPV@L zUo$}lI*q@#?sp5a$EDORIZkP&IQXMXCI9DYDbgm_|@O)^vB=El;81`qhH{dCp;o$TBD!8=#UFq0dy+R_7^$szD0GUvnagDcUlhCgK zf_3n7^cqB!*L_k*dzLFItR5QuUYc%i$cv>!*D(3cpIx_&$XK&x_Go43T4cmZ zJt@CqGZSnD3`Z$M3B9@V63mQ#GBotye!fwv;4-iWqOtcmdGm=|_Fc1;>){(Ip@&!1aip3 zR%_9*&gw|@gk@Ys`N1O5k(Wh6t+dqFjk^(Nq4J-GL({$X3=ESmy@~tv-CrNYxdA$l z+%ur}5;S^ri1!9^h+t6CcB5dR#BRG4^u%W?nLWLURUBy*xbMfn9QQ`-`s!+gUzOEh z5EZ9$ueMGB5G<Y6S6cZsmq+*~&7UXlb|r?Y z@%5P8)V9n|;$M0h{b|uG*U4+hj8?-T+zBOY=e<^NpIMi&W410|Ci<+wurwM~YY^F% zMf*Y=UPYH5Exs1SRB3RDk>fGmsDcD&zCJoIGR zZ$mJ{bTw249&k%W7JT4oZp=7NSNXsT-U)Ytht83zSBrJTSgdb7Wmj=;B0Pug{FjBP zJ@QWGWmDf5$)9vj5ar$IBX4DAJuxLjo*7%Fr`0c&yEi{Xtb-V5sk{H9r2?8NkD@{P zNX4Q0x#X1SrD#)n@68Y z4>@Z%7*;+H1G~+sQss6vy+~4G5gDG^ZU5D}y8tI`c4eL6Ef^@|z@ikTiuN$bGD^Xj ztINc@u>K7b0xpxzXk@Y!0pyT5x&IyHM}M~0$q+Mnu1z-N%Y1_-MlS+oY+pu+?=RR5 zuB?TNvn0@nk5}wH(Bi?wnhfTNZ>IL0iH9XSS|%pHh&9TL2N65>(1pm!WX&i~G)K}i z-Y_o9Sh&JF`QM4o5TUrp@JQpWP|1}GXNandmQR<;1^kK){*G9g+8B;t9)a+`I*14Q zyEq^B%0fTm)YfHDahsGtnmstY8}6kNBOLr%V9LTEFUWL*)=E^qn+F|hGM6VVmE3b+ zC**%jmCL>0b$7$ClhM9CjaRsWWM8UPt~v8o^1T4Htx`N~Tz;M!7?MFPabVCH^!KX* z-2ED?gFYXc7P{~(S>K#|=N0h1pz5gVD-%_~XoGMC zB^X?RAlb*1B>7%K6EuJ?IluP&F;-P>N2h59=r9TJ!zMmH!O@2P`L8Cnijj7 z<{hN)uQ!(VS9O0*k;j@+**sin;yD7^$Z)?mbC-8pngO5{z`}L!%)Q}8#R^hafu3W6 z?ilOX(?<@0Uvl%*oEz^QFwy?d@6zxtpcu=tc$4ix0fWe?x`5$j+1wYc;be>Ge)A_(ZAGBWU{ zD_REn2P`zv_Ng9q4N!reW=|>~00B6liyRkD|DFmo%C>F<$5>2?ZtAiB{H6(4fDEw^ zxfD}aW-x!bG3Z}xl@mL1sbz6acu|bW2~#i70owj#1xnq_-`1$kVz{^4Z~Zu2;FXE2 zZ>fn`7nTb)<_e)s7eBIfUMo-0`X5066(I^a!9>gC6k>pEDKoG#h=9jSG}V;0%(+ZB zL3MwC%TBcG)sL_I7eLq46u~?&T(XsW2X#M|^4iKoOy!mlcG$q_0@FgLaGwxrJsD)n z3=k@SpaPc*k;INcXZGJud5dy6x}>8`ib}eMt2HlfqzeYHEoHuzPgHEG!ml2Z1>R!A z5Hnb+OLm@0<|g~yz{`l3Ne_V@bY9(!S=6~O&zB*|017mXHw|ymL`Djxixhr#akG2) z{K3zim2Ldlvi8Y$v!wPuzW7+#Wz;5h-`j#1%{=h+3TqU`wb41IE3l|gE?qONYgS22 zHX!kz9S88d$(2IC%JNH(u-M^?gf(+bOYy~G>x zS|_pf3C6`8ivQ!Oxd^R^I?zLJHk{E&Hmj;~vGqYp&~$mEJd%cXcf2y4ikbAjN^n#K zJcb{gqI7u_c-;48MxuQF{a9Qe91H$gXj9bSl~~nR7tQ2v3ORy;r-4WpeAoiiP%Uo0 z4bbeo|HGy&q1m5b9KDmNb?6QI;6u+>VrSND=5rWQQhdSAW(kIn9RI4W4)ud^6A%?Y zdKwa!VL!SBEi_e-8m^>G?8jBPXCAjkJyX7%Y2LZx)YR+s%eW{RUV-u=40c-sIYAa+ zx>Bd-`+nUJTpU>?)%cr>pn;@fZ~c|(3@d+^BZWD;7L z5Rhw=@i`-0`|8_uF^fFL_BY#m6kC;s=ua=JHmKdL;P{13cUFE#ukfgp8wc*avTUgt zYx>JzsA6K5Q5e5}+ho@Z2~H4C{2k;;0H3BL?RCjkCX+lT8Cd_UYf<4^-u}z4GPEV4 zc-&lGvvsX|x!FBK&zw{Q0KmEuJ6A=HJ@L(bOv|4j+NtNmW?V1X7ms}?^mcfrb}HI? zX81gv>I%7Ln>v6Sg2I2I&J(}GlOWS=b&8FFp(2_AesvOBhZnu3Hnke)Wn5BfStV*; zAuEqG3#AHQeRzF8^2wD$V_Ptfe?J3k)N zipPp@Gb3T3kchKY@3~NXmA(eZs%b$VZ|k5?**eW&!9<1(0zC8jl20{{#qd(4yZ`^Uz0C!bGx zzkBx=cu}axmC0~J!i(<`sK<({sl6dZGEOM&d-~?^)lEk?+h1OI^wHgzZt}Lv_2bEe zKt1%OMdif4r=ql3QuFgEO1A2VA4S&&i~41;FSC;Gb-wAia}toV80^f)kF8RdI-qX| zrZz*8YsaWuRsC%2x|rFvf5Og-YSKYb09Hu=eMF-f60#FIdM81D+Fj&XBvlic8y!i~ ze}j*xf7g1aMBC-CchyXjKo4)N&>YL@bwr}6^FgP?Xp5yf#1AI)r{A@3!JU%o z*?;7z(a!fcKpuy z)8Dol;L7%BB^(p7L26TVQSMR$8j|7zU?oJtDWlcZ<`;-$WnV-{40@+fT&M8~7b=0Q z*e6>o-ex{*VCzi#XFD1k;5ZP+FH}8o;k&Fi_nokb=|BD%N*Cp=kj*(cgG)N0+#MIz zc8@A-?>m%+kj=k37Z6plg5umcPL~ZECt3}(EI;9)dGiCsFO zd^lfq-YSA+&`5^7G`$3%M`iebv^ZPU-2m z@L4QZhPPnbFNSjbXwNj*i6=}Q^(hKx(h!r`CsNUWa|d_~qyha@hmZ2%N5R|s@1Bw) zMrp0=45LuSuNqR;B6m7X{u68B9eP8+Ww0a;QLpx7JJ~w|=ml+_r*{ zh;Uspa)diZAc>wZg%O!-pW1SvW@vM5{N2Tp6B1#$UIiB)yZED!^R*I`d$O06HmX2y zGM2vntXYpu3V;HRd8eztBUnC#igY`U->O40g^MYA|ykTtkF~1dc z<<4knx-BF|Z)fnE#VQO{x?W@LYcJD?7iaoE;7UH04KUMDiFJyKh~WyAtdMsf)6 zjJ@gHLcw8-g~NRtVIqaAFeSXQxrpXp3AgNE33-r5lSo_1-27}k8XZZ$lgIwW48vaq z6;N=0bQJ_joJpGV<8PS&T1+Yl6z_T0PFSKu&?U-Zm;NZXqYB#0SwX_N0H#&_@!nj3 z*8>0_aEgt{8nZcq&MvW#Ep>^Edg6$3@UHl&$>Iyc)$8%ZA9S0XpC-$wcf#{6+G;o| zCPZnjc*bBo1;WJxxi)tbuD86l7_k~y^SD0V%YTPj>ihCuxXmaj>LApg{}8+xI)TH3 zenHdDqBm$wut3Td?h?E82C)ip>H?umW1oPCpch#>725P7JB#HvjnL6!t7?K55>d|U z-{a^VdarEPpOk37lo@&a!hb?jjQ+o%DIh$2`vZ*KLB-Fm*RYI__%G;WJtUk}y}?jy zBXNIJQ9~EKR~rduIcB_dXfVvY{I?`)@YN2(ss1q)9V*!7A(K(LvlN}2Sd@J(C&uHI zt1OdyMvj&5<59lh$s9rF`XUUT;=o=EAo};Q#w3?;&W~cC!v#wwp>X8;^f!}^6bdCB z#yHP}_m2#loDnbLU+ob92dv5NMv zVq!X4Kas0MHz0}&(h@Yd_~B7*OXj3^838>ks4&+^&2X`~@*Df0%D?q7IwxD60dTnZ zPtg1)*7Z3nVY?%vzAIi1!5>B#O-EWst#~ZA_qXYc!(h9%!&I3jWd^#2OaL4VOyCJF zIpY%U*rm_(hN)TuB^@q|=R@gRbpC2f z{eZR)M(x$~QOg()#tQPz3U0R*`X~4su-&^Pv@^VOId19p%9NDgT}A0;^Amo<)Mnat zQT#^dCqgIQcsjN?!oMC2V1xKPNsh)x#3RfD)&-B(g<8Aw1gG8}U*B6LIWAzPUW@K5 zpQdshK4Nors7$_xF-qfy9?J}}@xCs>Qstwxr5JF(3;o9%e@)S$}8-RBp- z1vP5X%J`N)r4ud2C(@C|e_Svdeb`Dh+JG*j*gtl*b_Jhs*i&n*YoMpFih)Jl9;uV! zuem)not2$u91)aSFdP*{I{OkWU6T2txvxkdOX&0U!gUFl^Eu{t$sIyD+o?isXhtgE zb&J9Ipuy!}>Qumt={11rGMF?2?fz5!3WJ!aotZs!_wc%^6iW)tScA)PS?7`Y?8Ja9 z%Lh$GWAMBy+Xx#Cn@W&^OpUtm2cZ4&p~74>%TIfT5MOmO30~mS?m0Tv!JO*qy<6Ji zmzc-nzB>L(VglmAFAph+_7BI-#KqYD44pLYo7?NPU)>}EE;d!!znaD+(P*MByg9rY z=Tw^fKXLM`^2k#|7rYm;Pb@wP#V3jtd~HjmqmBObX0B&6ZE+46?RO|&)~s#G1FOI~ z+eai1>hK5T(78Cmc%_cEi5nM;SyLAOu=nyze{{2HZDC7MuTYqTGN2}KyZaKIaoHbV+N3T>7hh4> zed)~J7I35w=-V~K#uWmAN%dWt(7usg4BKOIYRMU)0Qe)XtFe)h-xHBYUYmePr_c zYwm7qso43sV0_0?l(6&8=fRV%O+5o#$yLuT1uq|-WrmF+qDa;a@@ywOT5Gl$qE@8_ zw}&s3*o|m>@Ab=1^9*zsG+RH=&6oKc{7HC~w3>+T83eDrR~e`) zb5}3CC9E*OLENTCpv*fsBGJO0*?sE zHphBiFm$#J|D<36SZcU}fOCDqn-rWKUHpWMgWziE2+?OliDQ6`r3@&IfE4CPG5R5+ z$YT9lvYK>NS~*HOzio`4mPW|$;kmBo^6aLXNegd8`g;Jf_Ri|Ibc!1WF0mk4_WF8V zA>)vTuNfm#!3g8`5Q^$^Pl7t0`!kM3k}rBJT8VU2hi3O1t0-@lncCzNA|bNcxOa_s zbE(v4x|qWk9<1;BNuC^wpCt9$AQ>)R$%+K13P%Nkjq-J46F5>_h=p z9$ve)A(=a!g{M4h95PTKc68(Mv{{v&VEnh~WveC&?6`B7!5*QwX}+RY z(&3Zu-c8$fX%4^3;LBal2E$>6$n&HdP>B}IfNk?84^pVpv7}~Qv+pX!f|#AIm?xH0 zp<%!P=+&<*Wa9jsYf^{GXvSn?*1PwH4GdY1JEBvJb59ZAS6pgc;_y7|y_e#{H4;C; zelFsf)d`#VC4LT;4XEbolj8F&7LI7TB$pwomE#B0;nx@r0|<%1 z*Vk~6AYVTf#n3}&yguswhSWiZwo23a`DmU)*@dl7Y_%K7Xwgc4>_G*~+Sj~F&U}BP z|CqeOwZH0C=H-1&mZCCSoX$G6H=K$Jva;00`keX~G$Kc#tGB?037PMsM=iZ1BiuI5 zQ6BD2@(bJG4~W1$?=(wVy46lfz}Q-~UoNmXkrB1s`QW)}QW2|&r1?>$6|qU;|{a;h*Yg8?;ysweVft|8kvJkRWpAq5{&R^`j6 zHI6JfVs);P>zL3t$cW4Y-P5@Gb~neEV`#@(^l;A8ARnS4kH-1N^M+p6+-_o%i$6k4 z$67_h8ut?2yN;`BiS-jsOHi_TcszZ6xYzC?;MXAarU^b}+Qe$+ zdi{qb`c-+83pJb@~V1IU+o80%48AQV)g( zHU@f#b)Xv7{m0fK3T^8hCz(tH-@zwuZ(}HwhSxm5)(7ff><#%`SbxQ-S6oIzY8w`9 zEfnM}^Al2W=hcu^@xs9nNY5`m+p$*zWpQ7Av)QhB{SP*q_9T`p6M{}u1a(*hJBh_ zwOZx#i(3mn@QDjaG&)>_L=RjG+n?E#H4wQTm}7+%HcK(aN2qr{YB31-^O+Ny9^hp3 zyW|ZOEgP{G*Nrk`J;Do`X2+Zu3}l2qr#Mqk0Kw<0Q9FiapnAe%R zam~q6QadORI^5Rvnc+pmwS}#pbxb6g$%Cy(ujaI$JboDjtw#Z_Uw7V6pT&M0D@p!n ze?TO4|3lX59B1~>CWlew-tbaK{mvHy3?zr6N0i?VH}Zs)_LX@ zLqhBt>09;bS|<`_4*hm7(Q56G!3T247Pe6p&(Hobt~SchBq@$L@jAJ zR{54i1tddyNw1dgKCn!M(*o!vT2w;j$gIh^#7=88E(3z#Sai`uU@w=uv3KNjc8kFn>UhGw3!id{mX0Ica|AQoKbA66w358 zTq$sQR@PqNHZtwTFf4GnF87&8#3Fh3rH;kT^`%{QB>YpDMmxpY2$#Q~(cnLomvFr?8sueojT!(o|AiJuQLS9 z5T^8w_cZiK?u=77noGQJ==5HbIf51W9wEnGp1Kd=KRkzKVRxGg^Di_5M$;`*8aNP$ zYg%t|VW+D(^#lNy<8br5yTdd|H_V64oj+V9`jHbpZTmk^|4uAZR>{~!QXj1j-|WMM zY$WO=EzCsI#otB1%Hq3S&jPOP)4`Fbf|R3!((~fjs+-oRM;G{7t-6|Jp1C#idT-qb z&FU`(;nBIfimuNuD#`19U!#RytD9PC8>@{g5H(PHTsM91V5k3tS8X@)r~tKtB!rA9 zN#I>0^If}R+j+vPJWG%h-v*Y*U2cnaKm(|SMLpbbww-xBx@Em1(RhNRF z%?OsTvdSv|6*8LLD7w~agO>8}atY<#EC}_4`)e!(LI;{Av6x|&4PEW;>-Y`kBUD4pT2>FMlQ7<%WR;cT?d?R|fyW6Nm?Zu;cp z4^p5|8M7Xpg^SsYC$8!&0O*jot3xmDU`R^a$px%ZK=D%QwmwhcM>kL+KtZ}%Iq3p) zrCXAFt6M@s75-|AGBj@44RzLVB29*8baZ8Kk4s{Baj^0$jdXWk&A*<`ZA)~YbW1VT z6q>bLMZ(YA7rE7(UyBsP?Cr5cer;ic*mS+FCBS($P?JIlcc(11WS7-uN*`05;M*k@ z7)I3DUL*p=x<$TZWBW&_+2RYIMaBX=PZ~(_icQXZTv+N~;W;pysef^WdgMTx%w=&a zM&yp?O)(bftXGUEzOkih%5#tb<%?8weL*?|Tt}p7!Kz8r=!XbP)oZ8ey*<=To<9%~ zv5fKBo_{D7VHf)8p|Oyekxu;#Jl}n-iJ1Z^Ar|=TiPr%&1K;1C+2TT%I3r?5xbGV3 zZf{X+OJEj1bmJm_oY8SbYDIdI_MEe8BY4BM??EheOUy%UkUEw8rf~PJofUpBw7zJh z`6f{00MLJPj}9KtxCMZ~FQ4q%DRCB@h)+Aq)1V7(jZchU5G!A=zrYc1c}~#&(r_R? z@~AbzvJyjm*efRBvK~-WogQmV-=2K_S^oc{>#f70eAljF6e%eYB%~Bc>26SINk!>S zk?wA#Lqa;GL`rICh7O4V=^S!s1{iu6=DqptXFq$t-+O!<{>kAn%zfS0xz2U2wa&l< z8KiU?&)$or;6lyfcwydZatpECJnRY=3rWd5@8X#x3b ziW*30wxsIygetvs$APzAz64@hikkzLg6Ny8?WwaX?j&znVt}D< z^@NK^j?dQ=yh}iz^f3J5>5^0C$HP_IuUrA(=Y9J1>1_c(q|vRvE{o&7>QU*}=UoAk zbX||t^N?H8_B7DKr2%l1GPW1P^Y<2VD63+TK2EU5F7|%5k+J~gUnpWB#aJRwg=96N# zjvN{Q+J-Z%jNH{}Pwg@lLi7oB4Ptz9yZ_YXRBgy&v?8xtP{WjuE$_DY20WOg@AE#I>j7f#EDE^N%o?>S46 z1H)R22c-iu{~g$LH(>)1Tyg#|YUNPRL*f=-j#7EJ#yu7-#TP{ulgh%& zRWX4Kn9iYPoL5aVUCf>NaRQtP0$8tS(l~DfRL|b5$o>m&ShxZT+0TMpaAPr zSQ`4jG&iyxhAlJE0xq8Q%CE0oT3Igq?F6j2WR%l$#efqYG!AsYSv%76rB zn@Tt{8$iP5s1sPL3SLIK)k)1g3Wsp?> zUq%3C^ZYXdk-sC{Ks~-?WwO^unT1%jsiKDB?>zx{zR`)R& zDaCgU^3nEHh425P+rMM*Z0a_1R2FXfYlzm;&tm<&DsyjMo%=&XsG6jbfYD)1v(R7x z^$*#&>$gWIqauKn&+oAH(N>J~as9}6N)v&kWx(#;o79RN;usxUUM70=`gP}j;ky5p zP73HW340dZaX~;QTu}X@cV=OMC;r{h+~&jg!YBr215ZhOtI4csBvDDwOrgYnCumi} zmTWx`-aYd>{Br5SZ0kv^8$wM_g8bgIM-m>67XKDL4Z?<5D4LGbzDY=Qwb*xOG&54D zKfPXMY7k()YADL4i2|T_w&3VUcu67d1`QgPZNDJkS#-3uW$t%Q&l({Ja6a_O=Q}j* zfmQbKLjQx$mH3D2|xCTmIh<* zg_NcFANZEyVTUzThca%vzFUi4MK3itJNi>&K-IxY`-i^IliRu@09|7YW7Uw!+v-fu zxW=aI=|{jWEzk(R{@RV%M~c#dT}f5UyWvY>B;9`HD5*mkX9hOrNhsG_guj;oY1q%H z6Rrt0S457q29gz3N~EV5)x=vFX8JTip{iBFuM*%v z77A=Y$eh?OBp*pT^GL~sBpw~vBffXlfam#ITKz>8he$Lr9Er)bV1}MVl=`91viLpcaqB#A zC9b1$Lew!3D^h;aXoa=hTk9hnh2N$?C7QFf+5uds^>`c$eKa9P@641k>D%T86SE_w z5H9}M^ttqT#bcNt|CoRgU%AKRS1mEnI4i0M*&oT-SSsf`QxJTQVi zRJPIRi#OskDhTKPx#u_iJ7=1*aq9mIKG(eZpBnYW_4D11IQ1Oy0Zr_|*;Jjx1r|JSa1;~t<5wS(H-#x$HeO~jq095a9XU?=+uD9S0+sHA}~pDN)8HQ*sFpQMUplAvgV}5+ z;l0QfdNal~Am)boW|cdUo+IzsPik06&)y#0$r0}V-R%xG>fZ8J#iKq#%^+2QT>!;> zZC7IjaajulXUssFQoQMrtid#AlU%@&96bXDbJLSd{KX@H-t3qW4#;u$fzSbb=Ib=0 z-PQbh5|FT^R=~6;FdA+0sLWn15QB^W!qENC-k#}N{}IE!yiMjk(4kekR6jyp$+~?t zyn}+k&jwkmHyq3#0C~%-HweTtsO>GN;Po}y1w4VLQ!#IRqboP)Eh6*V)UUhQgPPPg zoT~*|KUoexeBr#8+Tqp*c?00p#$gV3!1E0Mwg&{$_%yGS(y0S|k9vWH(yjqH&x$)14 z1;OzcnoN@pAlFP$2KUB!jIP-xIDh=@;@}u4JkV9da(KEh`5lD=&X}WN%eqq=)G1DG$ zK%CgR!_V`Odm1}L^uPW)k>`jVCcp!sPgJxWqrZ`5(s;IR6RUUA&rVxjrGA#Konr2? z74ob|l*QS&8+0sn<3HTj95dL?zqN`-Y}i>cx*G3z{+%L8$B)ZV@+dI5?b9ND9kDXc3czv}qn+Q<_Hn#L10$A6{ffc41Q{8E>gVE;Sale96EZ!t42Oh?r(s@) ziQFW(ScAuz8c<mMPwWh=p*gaM6N}5wbKafTFr|1YjFr2q%Yg#N^+WU&>YZf}zceeJ>=P7!t{{!v( zqIG&JD)Vv?{<+E2Gy`bPJGSWjx7z+Yg;wBw6S$^6l%m0!NZ5!XiDXg)i)H z>c9IdfUu{j7}QtXn}eIq6VA8<$PFqATYo@|h-J1y0%Ae*x9l{|2i?eF%oXCq<|F?X zv&|}lvIH0n;?d#vK=z8vYORY263gX>-=|2Ll(8)jCDaD}}l#(7GQHhhKo#Pp8Pw+fUBiyO6sp*IjeEN$mGCC9A~J2U|+%){yO zQ=aWZ*VZX3-fJ^ta@4*s6!da$N71(t9m|}vFxJPy^>Q_YO|)QlzViRNAY=~-50nBf z-^<*|N~MIPBZg=swHI;*=&Z!fBvC!)zGTF5?+-C_Jm z!%w@?lIG)V&E@l*_jjr@f=bz}uoef(v6uf6_**0cH6S8}*BH$`TE#}UqZLDSdqrUa zy|SDSJkO5VS?&)Aqs2{-vOXRV7>-QDbAh8ag0yxnuOS`2pSv-mBL+BaSrj5Scq34bJ^+KsH$*mqVG4)rzus++% z7bh}~=m*>7b`OKtx{a8b&3pklZM8u5u|U3z5Z*-S%v+*H!v4M20?AQ1e**}~|3f6N z*9!>{dS%~y^GT)r+3^+L87F@iPa`?;x07e*@2`K-=M>Lb@zTk#R5KXbgnwzzFstjF zUR~#iKm*&NKm9%Aho1}@ElYRDi*|(YLS50($d1Dpn@Umq!M59O%=x$&8pn?QrrhRi zm~EBm(1~7*Kehro%BdXvu@8)ct(EdgFS~8hqZCaY|aB& zz4-```y*RhmbvlQzX~wR$}q+M;w7jVRC6s>tF=brlBCk7;_U3~2Zm-F_vA02b98RKqU?M-dhZNf ziGw@@z|7j)(i48P59A6hN{ElaPi%%@4YmvtAl_-~90*p!C_azpVh6pOGZ^)B`Fr4K zmX3kis`X(f&lEmHM^oor7mJie*IF2*wEpx!*!(b^y;L2Vm$|{d5Vhx6bJj{NiUbj_ z6aEwdFq~{(9AP~PozZv}Z$$?Vea-~hyDm$r`%c`n-dSHVqyK}jbs}voyN?X)jSt+p z9OWm#VH^T7YPmFLsMWPOY^r@cDTYAqzg@H`j*~~E1*cXe)jF;JI@MPB3AM{n@S`Lt zG5u#=#r(Gp#6QS)47aLnJt@m-TXgDLOzKG0 zTk(w?;8`*iL+6wX_EUZJUHtR9owJXTNN=hVatY5LY! z^36ga3RX$>^||nMHPG8+3>wV=HofkSyojto95CNz|#G1E8s{XG|qL zF-5vy3Um@WiFf4Oi|u+1Y95AtofaFzoTQBMLxz5D1+^s^x6doe_(t(BKv&B_u^2!d zVQ#wy+Zm%62KS`;_RA>De+}G4xX3rf>14nq^yA%SQ(2c&96%{X?pvtxaV~v+oMtlyhV$SS|&}*syi?F4yRKQ5f``UKqWx3~+!*EPz^k zf$$sq1-rQ!S?$H*AB^!Q66!EPPx!Xiw_zTF8#+vIf1$`l1XU6QdsOPMImMF1#_q?S zqa*dH$DI;#obZLUa}#zzr%IpH=JL!hN55=~05*A3yyZ1Mm%i@_#-eduQG62Z)llEW z|EduPR>Z!kF1c+0S^x`j8>Lh_peWp*K+yf{v_114tGccZNLAB1Bc)ORD?g#_^4D^I z*1zaCIu=W*qJeDQn=H%j1pv(P=ILgn9yaLzoIuQ{6K?L0;_R)AJM=3*|e)Fcc)h6T^$MCm8TZ?l(DEG zFayuEm{1@2-&R5!5f{J!Mt^hlEH*ox_>CbT09Nwu=aNnC1gOdXjbA&C$zSddSLLcW z<^|WZJo+uM4+Bt$*gARU)As-{uW90yWANWU@MN}2Ieh!uP5XWWUhN+V;B^6_K$LCb zq_pEwBKqcPHVDO_I)57dZFyS1a%5jk1*974^2Af`A*n(tX$8h6gJ|YUoaW|I7pAf*?+~Om{>@2%`Mx^nhi52vEE`ER7ssQSF>~|^T zREDz77qR{DNlg_@B4e~E3ZN;9njGG`NG5+-+PIWQ52pQp9@kjo1%`Owr6luo74=T> zfT>i&V50>0EZ$Rb%{tk?8*@TE1>cf<*9Zytz|tc7a8YtEtu`R{uuQ(0N=E))8d(<0 zLsx1QHn-YM4S4Jx5Ga-YVWn82f2EYuIiUXKo9mxG>JvfKkW<%jSvZ@ghN%#JPlV<2 z=t)+fXlL}Y>)Qo!L$PprF{6e-PW)(*56AI#s9s1~E23U%=!0;3=vg-R$#tD_`qiNL zAU7M$i3c0vw&J>PMky@%dDSD&*Ce-VW^am^Hom8RGuHaD!0+Km#r|*kA@Fnq1I)z% z)^0dWOLJ|#P1Ao2u+glVP+|inbRZ?fiPdcU`)?rRI4aZ%3{`gVTk3A$EUbk^KjTKu%E*T+I_gCI3UziBu-kV?)e4{&F@Vak zQegicS|>@Gd8hM=)S8}DgAv!A>N0N&Hn~DD$#e`0Pu}u8R6hQm^7tkEkhAXR54Tw^ zojZc?vP0|SdUB{1z(E5%zd53(fPG|x_+V2rv1#joaCX^#q*UMHh4Hd$01)O0xV+}q zZMvjpe$pB-Qv=W3(%Z-`uUazr>@Vq;nRb;8(!lU+V+kO<=2>K<WOb<8TsE834fwkFEp**v@2OCTpccnIHWMTLPQDB@dT>>8pFpnZ>7nW$P$yZ_FGw z0_D~lFhj1w<^s+ebnQgaEd2fX3TDP`_Z^gKTbTa9rxn<6DLGi{bp=E_bw$YoAlq=S zUAMwSHV~Ko>pfd#R%lyP;)gGZ<{T|~mW1kYEf2ecs5S%0)rnnKlW9&u9P&PkWO6Eu zf1G{S2Z}dz=bB@A8hif{?gRNoCcdm1USLquWeW?U0kbngz* zVnbcgBi+oo%#DTUwp`5qhonGM?*XHj^V=2aQiuJ87Kx7YUAe5QD+qs49jkfsJ+fJi zAcZF4(7c&K#+lfyNaJd5B+>${tWPGig={w^JbmkMTl_OmT?z!%e^YE=rYL9cS>slp)^lkeI|TvcJbV=YFY zEiQk+Q11L51~})@l)@rN_RFmI8*AoU4+f931K>hzL&byIU)=kJkHFWgtFGKVPVol8 zxudJ$kYp^^-=kO0ZRvee#%jS#(#sjV(rIygHajRg-7AUn*jy8U_#jpiuVHc>s`_bdfOu9_AzM!YX3=%o65fBb`TK@UIFlBfuG>>{S{{_tW46>bWN{XrdYYixq@U88 zV#yvUajyST-vdLVYx$m|_0|n_^@6@rgV5t`I|lCQ7|5S}F7OVeTyAl8@w0J{Vf&Wf ztP#SRj~v5**#b=3;MORotf}34;4&wF-E}D@dh(q{qWWuZJO@t?>5&(q?3r<{qTc^| z%2=}1YIlPb*aEL!|Eg%0?5gwbl6ANdplC(cm^;Wc5pyGYrB@8Ez2JMrKKCyI!v|=M zzji#6EO)G3VLY0{H8~QdF1njYU zD@F!57i+6iIqnrVkN<8?>8vxmq4kYoX}P|&|iKol7|^Qg^**ESG^@x3g! z$JX+eD@B&5EA*mft(S!ry|GoAqbK>(o^mL?K}e`}Z|aHc3|MZw{cNLOKTRa@;Mjtw zJ{`28VI5U-uE#uGx#O8lIcD0pbF@ifjR&obMv+8d#tsh@Q!}gpU^W_-3duOqh z+P-2B4GomBmNYhpyc*qxH^~EFx<`q~4yt?*h-M+p1f7ZpA`9`;P*-3EgJkJe!ldH?Cigcl=&9x2Gf+Ed|uNIOm;hN)cl+T$WJU6gp@sU7LWSBz7D;B91+i} z4uR5Q7X(;w(~@Cnl-SLNhZ@0I&$dugEH<;q0FRp+>&g9{1y5D)b*48wrEv%UQp%2C>7-PTg|!u2ZHf;wYImhI@t$lw47ez`nY|1gQ|6_AS4*H zy!tSK4+$?4mL3mSyf~RIS^sg94i@9SYw&-y*9f;M5{-eD9~_f}PYO^SNmv zqlM+yuG$$@2TQLVPA->b4k4McW`|!@n%4MW+IxCSI(c{PFV#2Bs*2+Eab&4jUHUC@ zS;D{A2GDT9+wVy`GGj!?=`p9*h)kycsICt3pUPz#pT!sI|!R3AxSNvvoo%6^WrTxMFO??jI;vau2w)T9D_sM})iWK;}ZwBZ*9lAEc;*79v zGKmOFN}e!>!4l97=(j^)KdQ3QYU^fOsKsXVdavL zxo6$gIVwQCmsDOAU0Zf=NnAPAz~t>`&mLc8&$Pj>%fs8#rSyC>osywn*oBx^H>DR; z;m%=ubg~OlBXYO$n5?fcq0?;fIMc1-k_evN$N$-M;xd{p6402z9x8h`_H=m<;xv}o zgTqUjO-Zl%b&BV-Ww+#JG*N3+VXcyMK%e5ry?&x>vg_^-(@&A}HOE&)5|26O<;-?s zmluapR)in93nWn60H&q9E1<$*9=sM{nUYgem1G6G?JdQ z<;uZHw2I~D1c}mYT|Z}Q4#x42RK%V-n63`~yc5Cw!t2&jXB>BDUb67>U9?B0#eq@z zHR_uhz3Wn)v}{{?{CGm&6Je*!74>;9Nul;OeLSgCLpy@wH-CZU9s@rsQQY`Sv zr*;ct#*QVC-EC`U+8_3h<9_9D%gM%Vd3BSWm#~{^xcgxdj(qhGWgDU@HKG`|>oeM`1KF}T{4M2MS_OB?;|nAp>A+WYYsraF+5 zLrZ)hJ&-e_{cZMlMrx?5H>Zk>(A zB~9V)FlZ0gPoMe3nEibvCjabl=s*V@U&tZy!8Hs}UBheaGU06+>b3$1yQat=xjBoZUQ4_m?KI0a7c~KaUp$F=B1+;=s9)?3)fUP)${@EDKGW&TXIs-> zbVS&~Pg>2T>l_w5;O;+@HqXwe@;hrdJlg6bLzRtwI1RbH7rJqt7Dl#()&E)ntomqP z6+5C0Es|_^siaCTVg$1`VL2_|uYab_akl+`&IC}0!YU$-!RAX(9gm-kc^u=UU*zu{ zc}Y4cTagsoFHANt*~FLNAq@auGN1a}Fp~)R34uXwb_Q@cZrT)_uliGrqrBbIW)8pw zBjCX(I-9d$;``9p{!8I%mpMHWd(-5nqw@PzVuBstJBHh$1(2`K>T^o`ZjH2PzId}p z&t7R|v?u0QSS{ruOkw14iwk;>-SyGn?cqV7Tz^%2JnhbY`r%yb)11pE)qB$SihYc? zUy%1A{{U|0L>)iO<78F+;jWIn4#&iG{z333-gf?yRj!v*vmo`Owh@8{yd}dO{Fd?% z0rBq)fG6DP`8Hi5khM8;7_3w08|+N_6SqaN(9Vn&fa`gCPQjl$a||Ec!=%=pxM!e> zW3rwpxd3uGX^DO{R94-m`pnQM)=N0iwUFS1e#4QaIMr=uuzAEbB9?J#~yiC4eis0(FSF>uI{=bIZ`87K1q5-fUe~k z2xEJQ1rt8ogn+CTvzL1FvtiX$U$H>x$g`n3ffl69tbZ1#%$8q z?~9%evuf)oY3sG%27WcNxXIm-lFcrFA5Nh@!j5aa=P}8{dnXdt;I*ib6ub?}J-$b2 zJPBQV`FBV8ll`Y+OJmw>9HPgzb{(HTci7qVK<8u~3e&SbSO>D_)}4F#Ori`nPGi5X z8(^op{A;nJpWA$`4Gz@U_IDBQl(o^H)1&DrV_3?C3KN-B{c=b$a=`g}+>4tXa1ja& z{z@BvrgG7WdI{owb+fA>)5!|$j$<6!@-SiE|~+xPE9KQ@*obIQC14h)cMOWZIh(9P}s%w z9u(Z*4Rvm?_W+qWIQF*r8v+3Zdn|@pUqA9jUVaSBUl!eL?Axg3D(PiQPyM3O7e12o zbj{yywot_DVXsAk+I=wcp1jx`|DdZAcYc_mh9t13$em00`a$<|DW@gTENIHcOqC!| z_lEb%X6U@)fG^;gJN%(ht~-|N;mvH2&o2Gpux2Tl?{uq7_n+@xAn-_I@j>#u&0D0d zhZPcbXw)AsqQDyz*=uxCVyLFMN9{;qkv60+anYQ85gzUzSwy zJcI=iE#F5ra18$kWxAGyWc|^dTRzh-^*<9lS@sTH`-GVkU%eQTA}A@ByM7|U0eEDX zCb~X6@d+N+-7f|2lsKHyaNc*jP+=KONOCQIFE(gZAbF7;>rCf^cvQc4aYT%>eCU}j zq@Grc@365Szc^6G5x_9L>GDpX^2-nB{=<7L^Hi&2?LPB+M30uhxxb{*KCj>;g^tc4 zG5!T8k<|SB|4F5xH%vTcEDJcM{-rG;ui7hU#}??=ce6$#Y~21Mrs-peut1>;z3$=e z;1}sD;X2d?^x2%g&YI!zeUP-`S`9J5wePi``JOmXGvxgsl3&V910e!0vVS`T&HZ>e_CuqPSZC?0FT z6}Nau3Z15j8zw%Shb+%P8QW|Ki*SSzlA>s8*T1}Y!n{C9A+GqNFwy(tYjTx`ybUiE zD+5h1zfp(rT8SBL$IsZmCl_MFr*{uUcVz}=`WnfLzo?`6l(%m3BB77@G2xkt-@)oV zu(7*aV4p1oxn;I{vio%Bq43H_MGXBm?>h1i2~UM1UyYDOm8e=SPVOdMwzeB8w5x2-vkxo*KH#_1TXPhKahJh`FKci zCXi8oE-0^x{ar6Lz2&*52xw~|_I6uMu?Lrn*jq8K&RZBzDBAdfrgjXWsQK94?^D1% zzNCg0o%Bll}koWLQ_0vz_*VCz2wUG&KN2jELOowjb)s}#w&1LAKI z=v@-Kr2$?d+79$hcVk24foFip-b*;ni3c*V%iWhAn1 zzaLYg+rZrg^e`tWl7D`Cr?wq8@P#YK0^{Tyj#-eDlE1M=p zvVFKzwMrHxRmR}XQg2}NBepfv-pL8G{2&Lkklh_$c}bM?_Woq@W!i^DlyOHHJcEJ3 zd{8}A=r@=to%f(-r%8pr1i9q$`C*6yS4PH=oTh6e3#ZUbzm7Jwsf>Mcu#cJ$9w^CZHdFzj#DcQkve<|I3xUhzlFR_SIT)eBLxpyRZl zx_d0D90OW62n+vr1>9iz;jD$)*H-b`Q~GnT42RH(_x5{A4^)xg5C-~x#NubihG%_j ziYHp;-%9XZu-?8r2(&)E*$%ulJ;GAVsr4FLW)JZC**HF5i;gp>`9W;T_Vg;Op`gI#&-+>n{D=e%sSo#7v=fcLDRmEyJig?{X6|5zMPhQhV*Lc zB5iT1A(b2-)AuC(W}Exh(G`y8?9)vtpUY7xVsY{!M1t|TO06n|4P?d2p(q??wr`_c za#Zez2ThbV>uJ6=>|w29*y__iR?U?hj-{3Y;=8!YIt;af;rj@mVtsqgLL!O~*hp6B zcQ|tbh!~9%nXLLUyU+6z+8M;9#`ihior+IwXpx72T+96e=KY_k8I0}87fR092XrX5 zK9cy@g<_>;APDZeu#aOJP;u;ld8NxO)Gw#mex@3kDs5`EG%q!z^2<>5Bv)!^&$ZHG z)HvXah6n=Y^rIFNqXo<`WKJfln{?6I77{N^1RftIl4|GH-0vgfn@Hd4#bcf^V|f&buk6(Ffl=~l>>1p?*oLR62eR>4 zdM5YdE8w@z!o!21bChuJZ`&X0E+2{roEh|SwkO*ltYdfHKwem)pr_9Z@947d(gjea zB=Jp3WXp0M>_~1Nk)d_0cl;yA@;+S>HDq+F&l~H3|5FdYMwN17g$ZG)p<80qliI3Q zufoh1fM$g6WzUOuTIfp(6(6LH%k`-$@mc=EH}q%*3a&K%`xQy6FljVj`KK=fr0D2_ z^D#G+wN0i#s@X!{@HCyO9res~{bg<-Wo>CY+R~-#K~;NX$5pDC#UK_mm=D;!3VX7W z?X3k7$Q4I;GAvKN?WY8LKV#t22s70HbkZ(j5LXt`2Xt4jbHj=5!_ho|vQWJ$m;v=O zO)MeGF)&k=o15h#n=g~OI%YL{M011p zl#n9a<>mIv(!TOv&mI4e^+7V^8(9Ni9cWd>^Q8dC?_~lbNi1o6uTt+C;}71%;|HbP zRTI^eJF+2e62VV)^3d&B@gpGn(*-UCWql#2cV$kcEbLPYeTMNXrAq5BdQ57XPtTpa zXS+A~yWDyw?0!Yp*r>CY)6RN;mQFmgJg2->JkJgWl(UrYm@Xn`lYS!)X(wq?k5+lY zbe0C7O-R|4Lmc}o8F*^l1N@6Y-_%(MFkxrz#v&5`x2&V}Fu&F;fz>wf#`UuhIJw%- zp(b<@2fleW<>+!wAssGFN!dqx=LM%S1hrR(^*A1yyKI=`db4#~%(U+5T$aYK5)wG5 z$MZE~aR*8lCQ_0@p6Ln2D)#&kHG4-XP+N7xpZ@F!e6hORR1KX24aK4p%Ww_7C5xp+ zfP2K(Pp;SN_N-qZ@E{3O4}!krjxY}3_b}agRIegyK~`&jqmCliM&-l|0?IEuLyr+$ z!M9mvu%fNRW+y2}6r7$_?*v!0)cm_wPL^j%Wu7}qETm=n-E@2WF-qdYG-CN66Ih$L z#GLi+&>EPOkyawHNz0W$eWw$RzbS${&Cg ztV0MIBr?XwKlydyTYbg}xA=%}H2~28j19czyXNb$%4(C`B&H4h(iKg5*L5OAJotjM z6<_fY4Kgy4QkF7Wy^KqLThrzy#Quw$DW^uM*ltb14y{ZL?x)HY=bvAdyn&jO-Vr-9 zD1pJ#fha4XX*odQUq)2(Q@+i4XaM)hfP*y@F>_+mO<3e^P%Cl$+ZLys@ zUV!qL_Loi0YJrC~ikln#%~-Sz+=ZF~vN^I|cJo{t$nplAtQ}U8J$%?DIe{r9z2%Rh z6KZvmY7Ymii_9fdFK>(lS|N=c8Ba@n)7(;gRPN4&b)<*94gxA|`L}P27uiJO`>Z6Y zwWYo1E5a>j<3lIA3_;NKVY(@W=wO3D zdV;U(QEW6gh`6*AMcsXyx4*58`F+e?hSnR^X4(|&9%tlyI1<=N zQU0x4W9($GD>jLBg1%f)Ia-+kCH=ElM-v^k;SZ0s#Uk0WJHD%}RVOx990umT4CId2 zK1Gl9N!#B@eXqtWIb9a7kN{m@!()Xk3H+7b`bxxJ>!-Z1FONL|vuE%D0hER}y+0VT zyZ;O*mN;_<5`Yq@69}+obb{RzOjn%yeGj=0-}|lBIAI=MZ=6S1fw)M|JoeA^5`1 z2y}n1lb%O(eioonoT`00adf<9jMt8L-lPW2SZd_#^?@{LqGs!4?H}GZDV$iLL#DPp zw#l5vcl_b9r*|vudqGR5;9W_0laqd++U7av0&k<}NY*eXz{`H5CsO+5)b+8NBJ#1? zo5zZ{ZIrmZ_f+6QvwdwBF9#E+T0rnoB&s^aPM3Wyk*UIC>((%pduZaERyt$O(<;Z? zXs74*#(R%@`^pYq@;_O8(J$d_-{A0?aOvbHCb5Y$aDLF|nF|+CrBqRDL?OTFszzg{ zzhI-Q4Lrf5S@30gn|sT0^2_5KX)QptrjaU0UhJIoj>lSzZbWhC0+P3FH8#kq#-A_3 zNt$*ogOQ(KW*euK=K~LDjH3y2yJ2119s0IyzwII3KWrEt>xslV|KQ`)e=hup;uDq> z#?$BdqZ!!NZ-g#)NwSq3R4+*w)QYrGOQZM${@}3bvS5d;tBqiA)Gz<*T*an!4@S$A zBE|c9lCN)eLf`%@X;t7->JWx8b`MjCu-@N5Etu#WGj9BK8cdOjOM7ado?%POX)jAIH0UVGj=|fZl3ck<%uq| zdeZFjgo2k#rOW#33t}ZtXt=0(G)}!?406nRQc1CPFOMO}CpE}(MvKw^`mup9nvx;^ zf_T^c`j*DxkOPn8+VzbFmfqq^zt?!@8v>Ws9ATz2VmeiqPgOKwuhvinuV+9`Y)=h> z-c@xuB5t4ovKT@BEG8-MIG(f@+_*sD|ZXT{Ol0(bJ7_*RjrTD5;(rpi{t77)d@ z2t3;vx<0=ZJ5JX%M|$moV!vXik zK6pDqSk2kCCIRctik}~)Y~9iuKrgYryvWyH_)B~;V%fBY8v_U9qLaTK#btig0zW7* z4iPkZ^Gh|XoAt$QR9Sw@XEw$cjv?|Pe105{`_zL*S;k;be%foA@+$tOVq~p(uzAGw z0AC(c<#FW8Q2%nx4PICqyi& z=__DqP^A)ku6i-5riXP=k$$t@XnH;TAj$T%!0;>KyD)wUE~dCS!y7x$ciu zIHB^dF7t({O?lEyc&JQys9W0lU$oLqE;@g#x){m3epiR06jbGyJk*S7^inYh6pF^yP%&s|n$JUTTW)KCF_j3V8Q8PQ_MkhM zkxIF;vhOO#sX9(ZV!a%FB?H_)+0Nn%feU2@ez(0F|v;?u@DQeQ= zx93k9oAy7_M03BnmXz+vO881*$0Ubu3AfTQLTfAZsx(!T!?w^5W`qNXbi$TH=}MdK z^{E?u4d|aA15?|+%aJ5`|431&)M?g&QQw_sml31&YR-{Bo)L9CXjH*)iak&h(-`!s zKwmCXT`pQXuUJ*?&B*IQ4kT#^o9f|>CJi{2}v)8wwchcN;H#;biiY5F#b6^ zm~MxeBs*!B{uV!pWkar+s?gM@fX;he;Tds*k|o!YBTVJZj_n2%s!(c&>)a!mB%D2Ac-2s z%^t+f9uG=C#?$$hb-#_F^Cv!&_3p-b*9S0tgyH?awKzaz1`m!Ts{#7y%ZAqY<~ifu z!o8}n@nH(q`n=Zha0TsYw+yRk<;%V-ivgO7P;40<+@)sXyg;;^V&(MjXvH}!r$r}< zm~MHG46ZM)KGxE6ED z-c7QaGG?+{)hOH&s?*+d&(YB_MEDuTfKGxl$sw!mbajmJdksFb=km*b{4lGM?1`;+ z&@&+zcELT@fJ^)RWiP37M`4W7QAZ5_x)Q7w_Qgg=XFhq0>fJ4k9z=@}@8NuRnk}*U zGFa%Kvtx{0W-Va78q_iH`{hgXmjsuR3P?0{=}LtimR3EuA=#w-9-2N z8BiD=hz#N6(8c3pnDFUh7iJ%Mo9ZBl2yB-_$wWjSS{>u}YxwE2{2O6UO zAN{yVzRSOA>YWX12?T3oJ2&2!?X?=YVdJb4vaxlP3UNecPyZ#3T0#(_jEbqH_}5it zQBjVVXo+8!-1t()C3wGjf&ixKS>d+co47Yt$fxoDzhu!F+&nK}{x}+VGbd`GTt{DPX3@m|d{5n8adP|2d3Gab3lNx6?=M}i<>Z$G>BagFh2oO? zzqsOSJIMRnbx?L~^<*hs^AXGZ#;L%THiI9bshJd<6Ucu+7J`O@H*Ju0=}lUV!LNPt=?qwTx$%KvgST3D!`=Rqutc}?0* z#KBnT&Jt^XRVh@7f(W3I3v*>+YsAIkL?p1DOC}$SQOcLl)xc3`5S(o%rs>4bsgiM|H`Vx&Kpa_q16oHOc5g|yfedx6wS3-*_g zGw9pKOo3X#Wakanwx01bAfmC-!N(UHWdv;X?2iV35Gkge#TBT?#X@vn&sS3_T-|H1 z@8(xQ@pD~I)T;Itm$7aK)}bzC6!>flfmX9jm1P5K56mfD#g5VwGJ}2_soT#Bk*-`A zL27ZF_a+1pIR5yJOnGH6B<1ZQk{&LCO)P=7DW^h>`-yg1nzqKNp8J28&vIcNfMM~Qd9zHT- zXEU0Ba5y}*m{2%B>7auLj&XXBeTcw&?9rpH<=s+- zg+b`|Ei^6*t#5dB&W`829~No{W?8=B*x}f!x%89AJeo$}UwdcQ=7^HHE^S~Mlg4?> z^qS2w;mlw!EiQ-UjlUyIfWkx^Ea&jM2D zQHbIb2eMRoC|?Uvquz2{gD!|DZkxz3`=FL6%iA(+|*Cw1Pqk4LMkpyiB4uXTg=a!MeY^!jC7YhK~d#B@1(`Q$}BrBx4p7Vg3u)3J`+&Ei%bZ=LjbgRB3yduP?&RojASGMzsu~)6BaOZadY<^4~Ia!%xY+%TXVU`Fj2;Lx&HmWr+L zN;V{XLuHJY?2CXzho7|;KOa~pYxVTZy?)Lka3*2eTWCwPw2DG$n@}HqIzO)Ys!o$I z33&f!u2W$fiyq+ago-YlSS$@UMTKv}Pv0+o=0+cILj?#)Hx6khyNYtXi$HEmw4g{6 z{}vO)Y^}xS)p^Z5E6^3*KgaRHC~zTJdq$k7?+&b6PR#krK*RGsF@XQcV?0J+J85a( z>|*a{A!VvC#z%8ZzvQmnt0ymYkAjzAk+peQ@Jeix+YsfK918;_+5{k1fyB znYn?AzJHZFg0OewEY8D$$rQmo+Vxnq(gED1`5G+Rrgp z-c;;$`AN0=-R`(-k`n=yMswj@Ax;1}`r`@rpb$E=v$rnO7y+c_BxlshvNkmT^ z;sSctPKf$TBC2C9f8K3dkB@V)EQRG*Gg$g`R7HQ7)htB~?FrD1Wb{5#{;jK~D)||< zAZHF>;|P0x0|4j{*xbPH{Hv-b`9jR`8&R+Wqje~ApmAGTu@QHsJe41K!lR5#)4Rqd zJ5yGNLVNj{sI})Bb(X(7vOnbK88<*%v3=PGUCTLpME&P5b7O?B_eKQV-U#i}UAW@i zymz*#UI!+D#5-ZB;pI@wZ!NlcW!hrmz1!l$#Gf5`#&};1PWPNWNTOmC?N5`IcDJ{v zq@{)q>u;0F6J%z*FNe<8a!ce0EkBiKq6;l7)ZK(zv_$3KtTFZ+($&1XSlN1?6@WYf;C z@ZGnyQNgFh$SoPXGRVDGXB)zP1HFtxbIEj6BJg|uoF1=hpSrOQzd*1a3Lrhmt+B`K z#PLP;S6aw4^$Q%Eu9`W!L|1zHPeuNW#cYZl0tW z$NX7|?*Q0&kG^jiz5OyKv7H`oa}RIMJ*wz_Y%aj2*lbV;zM$(|QV5S#DuCVt#AG79 z7+*D-10?l>8z5w>`D|aBBMDc9g+j~FR4esw_)(Mi*Z=_qnZcj(?~mAAGNExM7U7;K7;diaH~v3rjD|oC;>Y81PGZavf#8sg5lVRV zs&-pFFh|4~?AGfzsMb=jtu!zt3vovgpsw-4YiQoRZ>M*dkEOKJl~*)uaaxecM_+=H z5!a16mwUVOVuK)R8Zdw2jU~xU(_Yn`^I_UdXvtEH^(n9(aye=8Yxd=K#Dbqi8IS9V zq3RdHp)OTusaI{HRnIx8;>T$X5wi2~Ar7U~j!p*_80J4J2moSq_KZS;Y{5y8lG|m~ z>7GS64x0Rs_ot+IS7J`f3H-laHX=5iZg>y6TN zG2$;|Y(Rbw`xrwef{CET)N9cu+u=K}(0L+RF%J2+;B-VWnH_dc=G5oVZBFQkc&gVn zyv7B7hx9EjZ7ICQ2KV85cu%C!Xf}Hycx|-7Rc*bqG|KN|DUvaZ=5Mupb7hJR6rG%^ zY3)Q+cz-9_*LA`Yfw&yf$3I}T9l>`}g<(~a~6jknFb+?mSgT&V+tUPvQm z;34rtc^OM5FVKng$S@UDHrbDS`<*Wp)4Xz_u9p_e944?U{W)1O-=(&CILF8MksM6B za1IfO`tCQ~d<1GQpWe{29hnP!aM(=<2=fF7GHeQS#~ajVzHv#Y0g>na1xq{G9`ml$ zA9H6hswZidyikGN{%fO>2rV{^Q*VD%i-p8z$c~01fgKs_S89Xxc1wGL3+uQuYe0(k8Hdi+z*4AK|(VHe3o@fU*T$m0g zvVg}Iaq>r`?s6F}n~F$>1Zy`lmtQ;EyD1ZDHF1{?zEeqZN=pz?8prk4Ety|jM-m5( ze^8uM7ddLx+KP+=jnwTXUFp(dp9hEqLf`wc8u=%YRg7bD1_qb$r|0)ru zjWr-=C;ZKgetnJ=BgtcU(R-eFI!0*87qj&A^lj+iYdhYv$_LHBGmM!#`W>COAX5PY^nk&>Y^ z=%zvN0AQ8){^A9~=>seoB)q)h%X!jxq=+?rI$EaL;I-Be&qi0;6J|(EUsjP5HYzo*aZc6dpaY8Hp0Y-u~Is%|k0j zQs&Rm7)|eIUc5^mhH9-dX}ph+fR*p+<5}9AvHU%W*%wr1OA~BdJ1_QTtqs?j&d=en zSC=;ZDrBcKrypSebzh7_mDEIpQ&G=US+0%!@EA>lV6IYRLrhYxzu(*lI;X>3o!j(V z7hDakciiV?%%Bj+fh8irM5bmJ?L)-w<7zP~N->&oCmu<^s-=7_kKC7i=`M)Bns50I3G75O&5kaCBj z2!8pS#pkP9nj?MmpCn^`U6ua*WNP_okb6Jq8P!AjBFkDkaP)1P%VE6*hc5VmZBQsm zQ~#BC=znmBN3~~NCtCOnV8|kB(=N2nE_Cc`Ywx6`xmgp(XmCM14SKcWrR zp%cD427dYYslg=*c&p3*?>(XBN205tG$<#x z*P!(q_lMzTq|(LfKakYZ$L2j_-uEZ1^B-<3!&?CqHJA?!NOLEyrh)YYROe17&8kp+ zo~|k}=@G23cS?s-+9|8K?-jyv(m85Rh&s|-q-o^apE?^!e_&5+!`mFXvsp zw}(65nDPOD*AtE4{`WWV0LLSAg!=ADMZs`92~WM<0xNNXJh_k?yjF$!5QX=8s9YSO zr}BR1+r!#N1B2LTNbc2>=vXpv~UMhtF5D=qae1aAW1Ku;CIFtodV#U+fdFKC}E znxoik$5Z1Jjna9j63iFh`n$&(uHC`mtM!8co2WP%8JE}P4sYC4x3G6X@2SaGM?d?bN75) zQp8FRc|DRa=Z%WmV`XO_Gu;*V!?Fn%>ti!Z&rN2Q>(05NKzOmyOnQS$(i2nb z`~4O3Due`3IGG%B!I+eWvJC zMT*bFs`8keWjb9om%=2ymUs|&X8F$CTb+2vl{nd89?XNk{mWN@SVLnsa0{P`#hZ+L z2mq2-ZUe8GAkf5>TAqUC0ghFsLx}CE5q;JHjXq3t6tq&`2L1sWYB#?yJn8me2w_*F z(o0D~J8}=u;()}3=+mJwrn#qV`w*`c3e4S{qQ+v+CK65oET1?EEeFZw?@ZX5coMM) zz-#yA5x5fw0n;doYgCM7{DgAXE>8e~#F&_#pOV`eu-A`4;owXmE8BrzF+IuDy+ z*)DSn!X|vW@df9HDj3ZllDeZ;8|_`86mhb*i%zC;d#fawLjkAENk`jErwa?Cu{*<^ ze4v0~={vqQ!hiUcy7N(%5f2|s73Ofr3pH^>(5*5t6t%SSUV^0rP#@saUPgh;$i>W) z$rL=iEVxf@9hzHPEjBtlN5{tcN|n-t|AKa7*<7{)A9vm!x2_alUatqRL=N*V|BZ8w zOy-H)^dV7gUxGm5?8lrpwn{NQccR;~w*bH;Kan#3h3s4{h0XlY0CDm*MhwRphO@}* z$<|>ZlJ5d2H{X>~zkc;h8Z%5k=mMC! zFMru|&bU_ItFONeYPf=E?z2Z?g25_!vtR8%x@bP_8dph+YJ2Ywp&i;>*F_)^(phGEPQ(+1!P(gUWN{!q*#yM&I6?U48b{c{^Xx zb2&I4mK8h<%4_YdzKpCQPWy6VuEL97w*Qs-peHzN59xmaIs7#h3YqT=gR`+AJ9vWEL#Xp_ zOW|1p90&WyH1kXw3F7pfMc|#fTCv3Nk!<0FDsDyzN*=W5Fw*;klZ25X=#^_vKOTIR zGd5Aj!-kTrHg8LcRGO3uzz-KPK;pq>+qsSjHVzK?fB?~l^OZR+$H&VJK*-5lg|~ip z;A++Q;{rjMU+4QDG{vMj?;w>w)AxOKD_{F6BY8q1d4OoWdDXos2Ap10-j=$NXrLtj zZAW*SC7sPZ>r**w{eq&zZU#U;GDZ&9vS zaz-75SI_P#Q05!b323+ESXH)n*Yx*?xPE-A?dcb^CN{KKPSiVcCp zvKtMo^HdyChWaG1It0^8RMB0(QBgJ#vtR-;g6X3f5BIjQI%8X);AXII=FekmROOxP4Y}n4BDz!NI zW!J}I6*J3%3|{F!AHpoh)F=i#@$%5d%p_l@-jT14sCw^DL_*qb<0w<7;P(D3{g<=? z&}t)s|IkWStQdkCRCH+gmSk${PE(gz_!hlH=5wb{W_B^Dsjc9(Lqkv%0Uj`+`|h@h zn=yYvP?Qa^W7(yc;9}vS%>M1oCu05p{MHY&94K~1xbsi@(^E|En8LU)e8}i`GEJA& z#;p>vi;=&VehJv{>+@Y^8|pPA#KZsqa&yB)HmeZxkrc%E)%mEd@5ZL$8CVyxe?VB4 zl!{TaNdbD*UU~)x<|OC2;zB%OBrgc)vS0D$)IGoI6@=|VuS&Gi;H0a$?56%UO}He;bKyW$7f^^3X&&MW;z#q zHraG{J6N%)6_1%{?#5Us9mS2EQ-x}ZcB++7u%)+sJlPT}wqUkGH)876ljyxK^c~rL zT?o!TP>nEQ1g!@%Q?PhZ3|nQ(1UF8MD)C-Bem4=E%VFs!E4N7N8&y}vx2_2==IdMF_^_tzwGE;lwWa*27bj`-LwF&H0EqGodX>_O9Jn$ABuSl59i6Ah)^l2og z|G@3bz@5=tG!8CTcv~)ToIHABf(R@wO_i1@o4He*5Jj(^Bcwbk-ifhC>-np)^2}gUEicOLL{3Hfwi1Q%R`1t_lSrw zq~+(|`Eq19JN3$?&FuhrZZz0%*-@bb#__aned*$Pp*v`its8MJeWlZ>B8cI~M7>cb zeEDyp-us=L>za3BWJKW)bRYwBKW7qj({8M*Vg}^+9E59x?tD2V*uwu3*;XLstSy%W z*{5EtvND{G2>N4sl33gh-5RW1!(i1xCYptEYGU{>+H_S?O&DiM$=Y9NhH~1dPc#d< zQnhucJ!(o(cAmY@raf>Ii$Juy0nPgjZP0nusqNVm6`G-s6dJu)bPhDBOb!zQ zEbHwKy4#<*G+)Y^DkHO3`H%sUwc4njMyBfD?@<&%@BI53#4`hgB{|jA%lCap$y))W z&$XxZWpCq=oI~;9-4oLRrFW|6ASxyor>Hq-c z)4->D!x1j-jffm;CQE5dwoXjMru?P;d4c>8Nq0A{*=UXMi(Yv^2)7q&4UrL|j1jUh!@nAbP>{NdW=bLr$%bxBfNhWNOW9HY~5Hh|0x*K zy!emfU{u3%`ZF@1(hZp_n>vTcBRXj7pxUnOd`U5j8T$=liK{Y2YiGSb&4QefZW^OMmK^ zRoDtSDe2F$GK4;}C8Xn>hZB#Di?nOMZODy4e=QtfXBPVtRWO{B4*E))r1D95_hG_D2C|=HWic)XkBn1b| zgjuRdDM}9ssF;L^9Y=Ke5kW7WH53eZzF;;1?!|-WIWl(V3&8W;d3viAb9?(DT6&~UG0)UQ%7+>0__CS z_x9}_<)#m!*jXsPeU}f1`D)2bQ!#XM9`m<~oe>ZHW%}(~`Ql>zMT;Rj(?iwSi*@rg znW#R)h(3be+VJ_lvxpZt?BXuyk<#lU>N&>0{nm_z*A!uZObSnt6 z@%-J-f#-}>Ci46m)ZRZRnej!iW-(~1qUl>&b+z$>fBoZ_Q$z2GSM;02C1k5B4easK z%``kD)hcAx{(5$;k%xAl)>hcU%dfupcxxJMMU$YM4*oCh3WFs9(zcK zt+Iq}wmYMpQ}w{&6rl5QpalJd>uZ;Vr}(Bx@eO&HL5lbX8Qf z_$6@Fc_i)9%A#y-15xSpC8R@lBy9_;2lOG`>g-Vp^(iET%1z+xzO?EWMrz${_v4c9 z)K`8P>EnDocT3CVOa{ab=lM;qwl#`{z!JUlD~x&Zs%lj5H*x8jb3AN+*IjYB5pjYM zxZr04{%+CTVQ556Ht0YY$YsdO7=x0ZuUn7TUpCRLg5Kl>xj~C0R55|D(j(xLi_0rP zisgEWzno&<)?eVvGtm^eF|kY|Uh9m*KPtJp_^v}&;40Jm<$b3{#a1TSc_3@P5Kh)J zc58PV?rvW2UcETQLixP<_{GnE+eZ+Vk#=5^r7w$g-s{(tk1V-1Nm{1RZFK$?r&!yX zp*~f0he&tF^m6HBZND7!yU!}>Qg&-&fiwsnm^Or{gmOQ=VIp9qfBMg2m81^k3kjpv zv2xqUnNc{-HQ3Mlm+PuZ>|5XkB|7}}L-f1pcdc6ENxy>0n-?VlR`i#&vD>3&4S61V zYo1p^q*rk)*y@luCTwI>y#(CXBV(AcIb`s`5^a`Y#Nsd_^RHjY5%aDWxCtX#&3SaI zYh)_m`5eJKw7-mj`Bk{#*hOSj7cv_U&95ipm|v9iZ597?U|*sg_3hpCF3d*7Qh;|> zdx#GI!6`bkhf3wX9!Qw6p@Q;4=Du-7i$?}10?uISN)>FS#n)E`%t^RV<#?C|lHCl# zYNpm$J{G<^kiI^V_1Y4o#?Y$i=#U#jb+uEQawZGv=y4w5Hlt+9TUbIU!mn3lD0$fS+GyDP(W1 zmqp;fLJca#GNzwal16S`5GW~XCa?X6T3Cyyyy2>s!`i^=inyr;qCWT2DWB&M_&$|E zK^d0sUstfvPSQRVDL zUH`_ZtfS6{PIaOHbs|_N0oV^8MvZS2>(&VIduvg#oYro16~{N03xr86b{*ouf1c|Z za>0=frRZf>ckhJg@E^M^C06-=DL5llJKX>pL|4_=NAmnMegxyN6%SQDbmx*Xrtp0# zjj&=?agG%A=9*91idb$d8RvdkMIGdXFrD_?puuZ#(@iU5Xz3_^z?fc2m$9vhgoc5Q zZ$013g%!;ML&G?BiQ zr0TtdNrY6}kJZS?1hMd=xYR1RxMZi)AOjd(w)8y(94A%s1+%aijj$LMc_0T$>_TWE z9gLI$E$olyz~!?bx8mxW{ab0&C+g=nim@zV9RyOD9->C|P<&)b;=k94`J`T2 zaCQf~u3iUaAEXTjgmy%2dGd+=Ynj)Eo&@P}`%(tQND)(k%-Po;bR>9C!>e&t zMh+!EOytXw=Ce9yHV?`B$=_W70+HemHT`e15v{lgoKilwH3O zems-&%H42{E#z{u3pBMRs4JdCRJQg|7zD=jVNKkj`e7P9w{}17=5R~7?teVv)K(%b zoj^zCxKd(9!bkXfj**6IEb%`sL&qOl9hHpNXU!=3h-Gg)>g{4wF2Ap?0R!I=XIB#+ z+Z}uZX!f5?r4D1G{f#a?;{6@$t_smxax_2^`fvkr!I1-7_ZaC0D#GmE@5qs91G*LE z`4|gXk4!;ro&;yES1J=-Tfx{E1UfF6RN<8z(N#sbH;y{>i2W5vb!xd$OsGz%B3G@c zU$P8)iq@vw*cf>Y=C+kbL((%4+`Tw(QU4`>PDg9HSdW@R5oqqhh9$r-Y4!_`X**7# zthjnD)|0?=q*4m}2Ht>Te+3qU#~E+!S7t{MAE8=k-(fxC^1mZ7L$^@4PPg2whT;ec zIbqfqAT5=1rhIB8@Pe!)n7DQfZ*@kb{6=|O?G%~O4cyG?*IS;Ux_K@X~e;86vZisNetuuS2{(=&4o3MzCKmS?&a2i*|RAm zK#@S<#Zi){NTmTIb_$Dn$oi1Yc>L4^>+PUx(Ixk2vs11dtu$5Qpn@R|I0db1`|3@bUxcF{RI{3Q^ zr7m`FUIfBJU&u<`}>_UwZ)|+ zIu4FnOXQgR4CjK3v^4k0i&&4t#y%_An+YXms0a%HG({%2zc!z874XuDc%N@U0Crv| zCatB=ByYN*FT0~J-_pR2hjx|kH~ATgWmi>`cIaPWQ6FQ`5~D+()YE@~R`?X8xiFng zB`8;y4#P_i4!t!_xZ>f-A5(b#KaZ+u$iD+N0+Q*gRPKFI zLjInI{$;15iDlEpgopCxNM;6miyXIiv>{=8Yas${Mdm{i4Lt6m@pDJ!`@7Faxw#_5 z7CVA<&S+)>GyF9oyMz1RlPtcz4ZCla4-l`tMd-zd;NpPQXm!MRSJZev5@C{L2DaD7cT!~wZu*>(U`ilKyyDAVT9-)$C%t}DYBD?n4a!SD zj`1NH4Yq@$lo>=_GQ-@38Cv>F@ulC9Xd*y4Tz7%HlUtbHD@FM<1xb|3F3Qb~*9RV` zHEbU<+Io?J0_BHvM0F)9Aa)8V9OTS72_Gn~-GW#Yo2H{*h8K(*3DY2=KD=#Vs_swh z4s~fEWzIPC$2)HVmiTnd!HvOmfqQH9@EcGDKMoM<6&P|@P&1gXlxg<*cj*y4%K1j| zSjc+4bNQ9sP&eso1%ZA!@BVL*$7j+66dTYrqN;%#O2H4=UQN+O0{#Bt6wC>>*1Zz3 zzdo*kV&&w|HFP_8&@+ag5%8_odC~IX8iBd{fUwl6LZNmBXL@xyqB@+xhD8j~d5CMY zg`l2ShjvCEt_zv^fV}m?vqooqVqz8EGgoOeY^7qFyl&g<<>?;bN-M~;%Yvy+R%SDH}5VewN z6I)}e2l0k48o-APA09%Ao_DN6@Ck^l1h4V_3z4RZm7Wh-AO55L-`+DzXSwUagpp}4 z83|L5JGF_r7xGx-4?pqVbft}uVS+Yf7k5apHrE#;bijt#f;g*5pNK3z50tBq3lX3t zCW&Fu)&3@Ja@Qzt^~j`7%_sLW>xIW5McviH<+||h892-|QCL-&>aWbNQ7*!h!msf~ zF?@8Ex_k@{n>WHFP%QnT#b}+57 zp27w-AMYF^mwiM5ot3?&b>SuvRE$g1ugsOp=$+jpp3dT7u{9{bzj`4!M}NP?!cW`K zMD#*o??o!xffqVQK|S|IyI<$T8=Oi7C$2k)CQy_tlv)Wl-jZnm=ttX`vq-I}i(wpu z8Ba-|UJ&~=GnQX2Y=F6s8jX0d6ArQ;iA`vz@O`MMTmapOFRibzI(aplhVQYP>gQG) zLhZ`;>#z9G%%fY3{)Qp*XN3u$G(I_Xwy?BRCNmq+SQ#-Bs-+cyt7faIpc@)t&W^g=20R?)G0&nmz^(Q z$7K7uajVumZ<=5{#UV49h-IcJ5{&fYf8w1`sCdT$oNLc@aAEEdjIhtG-sH)GyoFigqC+71Zc$>xTHT^28R|(dX|vglPwPDm>_=Cfsq+-9c=mB z2Q{m}NtWivw^jP_@;_7WSp}P9NE=_FCy`YYe5cnz5am$J&qworjyUE&nY%mGn*M%y z#;bOGS3#eY|72(_7%fHzkOU&X9exKwM_G<;bS75_?j|!E6wY}EHl#6U+d{u)*J3f5 zE2P(AN5JpA8PB3s?lEBq)qw%Fp$d%4EU%qNBCiSXg>&$lt)X)l0qNI+;y4b{|6(axqOd58MolSs2`e@h$)e7)>z8py6sy2if5j zc0~u&(WMTo48kX0gC}2$$cDU9d_mwT0^NYJQmsR!1ez%kW#J0e;==6(ihSP;mdCwz zg5_V4gMOc34CW<%M3#)gWCC|BWO$VRuJ*h4B|nXdvAO~`WF8FhfII)YszJ{olh!iQ5sA*I&+7noO<40RC7;Bw>#>pE44k~vYlOV?0()poE}to~lA3EQ%XU434{Bgt(@O%gx7LNTf` z?dhN^4IZ#Y3B9r0Zd)gQdE+LAnl_W~L>9UV*nyc z#Cmncl~V=BcBS=%-3S;X*}qOxxbA9KR~P>-hZ$Le|09N&F7Tqcc`PGWf~E5zD8>vs z$te)q_AQ-l*7W@5Gx6SCh#(iNlz&+uP2tl^{@DyGdZj%|)XQ}*%UCHcw`e}cm>!hp zVA)18`gK$<5OUI@K#eM^&0cQWa2K1Bc7cgtF7UtwDX^*Fi^ z4}YK`24?vc_Z6O0RBgR1w*9A&T6dokdwRW{GUp|AeY!S(z4Y!0pRpNqY};6Da0m(# z=jeX2=!Cq3pTC@jkpLkQkmsr8E`I@zp4WdtB%5NSLaDo4m#LAx3}`R_%1pAd z9Pc9YBTQz62kMsh>ktO{d}XP}I+vfun^VU_UjE1F@MWQF8xjErbI`kn5DjrrcPRKU zR&I}I?X766f=Dos|8s(T2u6FjzoOmHLQ=R~3Qb=z&)nd?u^S{f=6ZP*BJU2hP+p9I zEq&b@SiT$GV_tsXx5}-_H%I9(*MGOJ+30}5yL=O`Ni@lrugJnit`;;n8mL7Tz)a`c zSv0A2eg1d5_kqx9l3f-SvJj)7~y6%8+i5Nfb5 z${pVb_EG@3YxmbdxR|SoDO>)*qLq9^QwzrQcn3Xqw-lqS=(|^Tt24epAzTV{`BL$B z`3fk8rJdpPf&u_oqbSKrY4d?+b}{F^eFpEv#l7x8d8Xy zP*{N~xv=8Gpvhx-IONS)##%sf`5 znX2V)q&~{+XS~HnN7Ojup&WKFW~IU)j$@0mQ)e9Jen=N{g=xplgzO5>Z~WEuuuiwk#r0tBrj@y0&k+qfZ1vx zQ)_=egUo>s;QN@R3#o;^PrQ^LB0;;vn#M3%mJGXwKh01&Zh|I11!N2NoW-Vwky>(d zi!F4$h-O;Ir|}{Ds30g4N{awPP?Z4vXHloFGCrc%CIV2=-Ohc)yU%(InGksgJslLC zfT?5^4)V$$2+mvh8aBx&BbFk|sx65?O+GW9FjgPvzODV}H0RP8J1i&j) znx_o@!-1#uqa;7?nVVfeS5L!IZrEY*m|~U?(ohql%!uqa z_s^bB#EG2`q}-3cq~BS_#^UTh@80g~Q#cPC6QJD2I_e4Y;rJ>I&@C7h!&n1Jf#6L@ zfA>@c+!TZaWph~lHZHMdc!r89>dF{wWOC6kM`{!P)6gI=-B!~&f(!2anVN`t4ABh>KSD1 zwv&#J9;%q_uZwFoqh}GR{+vSV{rbl*?6vxQg)-I6Z~s`(sWN;I5o||M1?Vf`spqWZ zo$2f~Vg}~xj9~&UP@&Gyo!)4+BByuQ6+VAZXKxFaIc~`G)s;2a;AW-!vmORFR3GM& zUqV^JNHAcwKP^B2R&hDMMf&XNi?d1S(*H1o#%u`TC*^3zLAZLjTxGt$5$IU&5hH^p z-tJD)mS~k3gU?ZBUxYk73F_Olq4zxj@Zh;S^aVDw<}SQ`##foAK~a<$8}SgnbPFMoGK}a=3flp$RP>dQ7@?UA*^ZeJjgFa?f2`X1cNRy`v_Moxz`*F8Ytyjb< zT$viMn*^)#nVSB2a0^viKPs7^eb0@HW&}NtT}tRifhn4mf>_nkh4~}Zi}YuYWc=sB zDO7qnq)}A*vbU{@_Zca@^QW5_4``}rWS2^rxgmKutSc^aq=6Ex`W2FkC)8&injYNv zU6fGnpqN=x7CXOS({B=zId*A4fAs=bzK8jf-%u#*FRGemUF6fp&Ny%vR$VRF?!`m8 zSbVhqE1logauQ%ZxHg+jGvd9!`ruh8f_6lY*xPKFwk5S++ zRH8zHhfiF5hAKYx`aPlA8M+y5U{JMh=E= z0u`oxj+sSAlnZ}ygm0Y=)@>!e zc-rp>wv({bLJ#baA6~XM%@C`lUlE0S>;-X}ZB#ADe15W_gYBa>7jeqn2op%v$<7`Q zFu2w~kGy{+B8M{mR3+()(rLIDMOk_WH@1TMw)!ZXD)i-uMJaEyR>mTKk|&6x6NQ9{ z)fE*!ob^>4rP@KHg7x;MkAL}`n_el5mc|334vUYHT;o-UrBv`R-o01>FA4Ry(4vl! zh@lJhfH5$gHxtTn(KI((?7$6(REeU`g6#SKkG8h}t8&}ghA9z{?nY8XDd|QUX^>87 zq`N`7LsU8>1f;uDQjzZN?r!+zV()#xm9~z3wdHaxaYjECZ7`k*aMw6t-H!>dIF1nA1|(5-7? z-H{hMZHzkd69{)}M4cJ{0i#Lm~>`>Cd*Ln^{(W%wq>Kke=$=K>sWa8v17Us+iIM;rFc zkNbj!MV(bH`i-JxOzzoRRqIm9vjh@{m1X%q+^{gvG?1R0ot23XwNd>*(|iOq_TfnY z_4bDtM^o3^;)x_)n5~J;Ze3O~vrF~H8&=B$SI>#sC1Kipm8Y5C3c4O6b?w$(Y<)JA zZp=l$+9M4*`@pr)N^Z_S_p1gW4@yT(HH!Y5 z?9D-jgJFB=)YSJ3@-+ayYo?Fr*scAX?-@Ah&L}&S15Q{9RA-#vG%;yT%r)~OzR&7V zWxKzJhC=mzL3~;$cniI-@O=9X5@GLio6a1{_?Sn+V(dGvwGu?JXyR{ve3+ra7V;<2 zr=G*yD)%pp8IKY!xR}u)7O=ra35sk{Qi1tahkVwFL{+n`7tr#3|7(8qSEXBoZteNt z0w(9Q6M|^$5zV22*mxAfwI7LbQ7a7=8+RwSI+bi=LABw527H9=IaK;r5mG)xaT)1l zxIyfDtq8irPO3HaGdo1%4R|!8PjUqZ)BAmd(=tyU5#>F}p?J4Pf!&`1lVY{NU{8r* zUoF=W`|6oTF@MO6Up@wzDbIF$d}s}fi@2=tm~XAidxu5!6s+s=I`e{sQquY#w@t8u zFj$SO&*$cvLF|8Mx!{X~5_N)!4B$Aj>=*jou`fixghjk@r>!W1%xY1OsHz$$&)k(B@4#z@m z31cBfJ3VG-21R_~mjf!SM#y_Hxg^ow?YG{Kq=!E5W$S{#q7chc?IP%IqP+%*aFpOQI5M_V_=`-voEE098 z`lg*39Z@nuetw3{cJ!kVgf(nRHC9}|R-RoCwK>nGW054-SgGOw*EJXkKY6yqE8UmL z^OV$UG5pV~+TAh)<%aIAcu_4ULSiFyDKHVJWmBA=8nkAZs}(ka)f>i{+5)evp}TzoytoqEQyZd2+nf< zVv9?Ee*{N-+Xd1BOT@RED^HNzU+`V@g&AFp{dk+qF;uj9d?t_g_R*VdPtKZRWLq-c zsP??u;A1w*`nc)mRy@ATu1ZY&qfi#xvvp_94Z(>=gpdR!=LTP12~|m$Ix?ZoTRlC8 zLkwE*nXiPcGB}g;hj>H zPmF?byyX{MKB0ZNjuM)!!L%D?o*?Y`xRDn?K-ag1gGK;DkV;5g?x1~D!$kruDdxw8 zQy8Ky=*IBU^^pV}gNT~~X<2v*mT17Z-`-Rsz4ln?qbWU}5=_n#OzQq=1tnIJ5PLlRi5*GUL@4g)Esa|>?~xD`@u`x+nFvAo zh1e_Ee0oRT!l~Qov0*-J zSug6(vAb%Lm_d)R@zk;o!nHhs#c3Wsr_csJ%&HSX_$LB+RLp+PeRI0Y0=B3`^9pyO(q!bJNSbTTPyme-+uRs$7 zmEHP)xGss)QthQNV9zs_{Z@?Hjt{ewyaa)tt73&A2clj0CjJ)@%!RbJO&z zROM{eaP!IW<*Fp)L(|fn*0|4z)RaV3$y!u6tM43iXh^sBuZxI1Hwx4lb%x9gkuZ>j zEUo;f)S~nZNJcuj;fS`-Eee9B(62Z=blSh=wBY7E{Ti4`0IzJjWFk1O=&h1Q|L8WF zFpr!g*~4i)sjOr=OKx_I@#!V+Gfa_Bp#B7HY(8PsFDAMuz4EQlH@yy7Xt1?nL0^rr z4zuj%(7Gk2X!(W*3~rm7(znn0Nnnv{;>kKRUY}oH9_?%uo^t+pi-#WND~(9U`njr_ zQrg1fMN@6qyT){AMBGQiPb}lr^*Sz)Nu-T;XHH%eTD}*e1cJb}+3Dw=UruVuzn`Lk>oh&k|5B7UR@LLP?coMIUz08_&?3Q88c-j$s zLj`*j6E0EO82R!OyLI?UP`XV)SD8pYs;abf3l0{R{PWlw-zA>(+F8>ifuP<|fz-5lM~ zGVlmshl3mr7d0Z2Cix_BbU`{?pFCy`tSzOuAer;gwVJXrTtxad<|>cCdQbI;cinfV z&Ev;H<)`mR!%R=@e5j;nRdpBY&VzAm zRaU$&qMD-o>-GfYY)4~y9`1FTW}vTM8f9^k`+~Sq7sc`#50kUU{&hDtSE)+@S`t5W z{2ktodO1$2K}gHtUKpO^v(Zt{#c*V~b0gxs@N`2H(1|jW4W-B*`6=6z>>c9v^>uPj zHU1%DPr1JB!aXsvH?cTWlvPV}^HicfG4aUM%mi)@e8q_5Pqq5wR~43jnjd|oL&yFw zzv(-@ymh=@9gj7*ge>%tYQs?QBeW=L1R%dYhyJ|PS4;oH6cq)}I%@yagj(I9#fU>_ z@&E&5eQ4APlGmkAar^iE0wmLf!`*O=;+`Wp9vlC){(ulYz<`p6KMS?M57`{Vk=QpaKPoBg@_pkF70@-)9i z7JqO_{0?sXC6I?cp|#YW1bT&3j)dqc69=Xz`S-giy-GCE@;y}5^|`rdCF<(uf&MX%1#*Rqj(-~D54d8lTe`xfvb9W($!|)nwwYpt!~^EbOv5(z zioH2RgH4?R2_1i#$V2T|`|X#xOeRmeJb8DV8p@!RLqri)B1CR35WCY}p(en3yknHa z#4O|nohb0rX1UaVI?tvlcxEA^i2qt(5P+|&gXs)h4z@1zrC->wtyj*jC>d6UrWz#` z)7fSC>V{Wx-R=O@Wk^YAX=amF)B5iBuh&AaNr%FY-&Lh(QYb$~7wr9LH$ut_qq?ae z(bc18Mk}6CP6&_DVqoAMz-=%-ZskrG*x1wbS}5~5V(;N3=vJoptG5dUi)P{3qXed8 zDMzIb)>DBPFV@dZqb8p5hji?Q29ur z@|f4jcg;E8iPU}XXCyf>`R!@Nh*~fgyawWl%MIgp_ar9bSCMkGa1Pr29PY$zi(gKd zkOcB9)J-3}K4_Ay7*-JxA`(6Pke zLaEqC8sOqTV2{?_sEC{{bp8dB-ses&q;Jv zy12~fwayXB?*=_9G7XuJxIJB08(g0byoL0Z@2+&BO2$4JT9aU7_|rX?DBFxCC>FQM zfUcDkTZv}~vbaOCD;tXD7%5tm#ptmmdl^IZ8i}R7fkH|i3ZGa-?e2tiB>PG}U?5Nf z?hTr-rJ3*6DcA?)2evVe=#59fGEqMh#$Sn~Qq+Y)K=RR(e_HfC-Q2ywik59vP{y_R zoVu5x?IRcA&;@g&PFx^ZR`u-4k|X3Ll*QiI>-~JPB9AE}qwXsKWaCp6N z(snFcLoFj{t$9BN(@0*>T9R8ax~3188HKc^H!r*iZ*+M*f_f>5ElJ7p`(pak)x|;? zg@0-o#&4?)95x7dC}+*7D!}YwxAZfaXPEePPX29|Q;~e&PIlTxTV*0k4vN$C#g4?4 z#qgy3CkzYYHhgDW%aBTHRPPs7@j*a$J*YkRZj9$h`; z<8NE0v_eEw=^ZF04zu5L&Y}=mD>inUK8Mx#^+6GeNO)Ki>NCOe;8OPomPUk3w^}lu z{aZ$=iqV#*Hxm2C2``!RPGn+|{Y?E`Bj* zO*qD@T6EnkIw4Du%;XKrRHAU+OcGvH7YcVCYD*|IrUYsYz3!-qZJdba{5I@X28Z15 z^p$G89-rBjiUu3i!_f_#5~nIh{yA}}^U-Xx7vsImyki^`?WNFp6cr5=CZyr1zie^a z$aazMex6jx>9_l*X1(5e=haRcVw*-kOgMYp9uxLob7zA(EI(crd440N)p;dX|L^Z= z1Ex}b&zQ07G;n`Ua$QWH5F65H_BGPNp@duMDDn<--^#qg|C(hiDB1fVFK=KK8w%=k z0dIF1a(Z4m)j((60MikQqx?fqCH($1s)&c_#6?R8`7$gWx>;D^MrH#=VISiGSGrpJzr2h-6^1mmBJKd@~G zNkX>LJ3h~rAtdpM#q7Whd);}Cmt*k03CBq84vS#Uz83i#i-Ix^jyqbW-L?}P+K!mV zC^VJZ*2mE{?hZ@wAF^^)n+vHm=tf7ThSCYazKfT%Tf#&4@)tT$Qj&sNZ(x|r6>~PB zy`d_papD)?mXsg=B5LFuTM!rhgeFrokQB^^Vm_4OVvV(Ao>bB^eEn<3tPsaUi)L6U zWEX$>)V`2=rzZ_INd2*a74%XlQZ!c?f>|UJPDn5-O(X5&P0?zY8XQpimOuNMQ?jEI zb~09Ejc6?$j|@3_1X=YtOrwtg2SE*VN>PrnQo6}LP9I`^Mu$0YB+=J)d1wKL&hJy< zF^}=tyNU3MkLcs14Z@^}iyCvO86G>8tdBaQfnDk&`@l&iwt1v{1?cGMV{ZhYLXelj zXXf~bc-v`58~R3=>A1%5lL%|j!YJ+7$+L{~8x~{7%CyywgV)5_iKa}ux;8I{#BeDs z)%d|7LV5fS(bS6E`Z(+$Ldn?l_GdyNa&Sm}RwT-bgWR@a;&!weNsp^OiV(JE$z|YY zbYpfJCNR_Vgio(!f6W*SIu)NTarNd4w0yp4J4+=;6653zwQ~ox+8?j*g^#pTl0~7x zlzj)$)~_74(Z;6DX{7K1?dTV~KI_}8D2YyT&3AFD(#Di$I!7eGQ&^DfUl~|)x@Slv zX8_BEC<7jBTBeP>IejJ<# z{tDxH|F+exr=uz@Gio6sCT!t(`vq0HmTy`o#%^!t_QLhBz=_C@X%>R7%fJeb*a{7S z9t$0m*T{aFIJP-x2t{e$ZV6@8R@x|Tv-3&r-FzeN_r7J*!O4<-{(>HEEKH}-vcNa?#h6jdSi1j zQ25eQg?dR}QH8!!M}&VVDbXJDGsLuM!Ik*R0_A3UoIF$ine_W{s&7uQUx@;~ZTk$J znz|nEt7*INd#KI?5(Kbkb%_?in6{9$^f~kUTD?gqc^RINIODpeiFiI#`PonwhY5F+M|>un@jSX>B!R?gmF> zp;f)V4WH;S1z&}}A0eglDc`||QC=MwRc@J6jBt^IT~VStRwnA-rS@e{K|zU>c2Tm^ z>;5UM^$vPS9Jy`uIpW5wf{4iMPXguOWQ71IEAh!9KhB0@+E*UgvR@9SWvr$UQxGU7 zwZm5Etzk6h+I8&d+}yK@`9?w=S0g6CIRJtA8}vZe?Y^2wBt)FUfP;v{z~oDNruT0# zIu9&8Ahl}n8e$SxoCM`NtdvjJE-^wQtYrClA#9HI+g8>#L^Qo3;4Z+WQVJupkxUryBe6A~cuNpUO;>-^fr|c#tK`Rye*H zcA|3K{>b<8@wl{POS@K2G+!z_%N{GMDfyb`tay&Tj{q&Go@BHV?6B^~knB?qk~NJq zlL=BnMOl0hxAsxB4(K-(9WVrcggqCrImM;@dUO3T-^ir6K_Yl6Jxb5nQ zgd+B%@3jdMy}R6;ja{o^r|GZ$Tn}Gb7K2$WK7W6GZLA$MGD!K6KLbH@^C#_AaiEfj z+2Rf96T2>4N@ojZ222=gM}8065*)AxT-3;(7TUpWIhJ8NtETPS?)gqDTHb<^(E5U< zt%0pV@2`>`S0h-up-w>#Tlhfw#IWz1KO65}5^C{|Rf-!QRnl~L%%J?ydb}8`N1uOf z*PS=Nq+5SqHw7i~xW%2A{aT(KS8F$b&?96_bS*dR$DeSuA9Q}I0!L+8 z7+Il^jVU{m1s-#HqrO!Zos7KA)oO&#z6E|mYs%=-^3Z_Ci=ps5y`l-a*up}vLA_HO z#hTpfMg+S*4Z6H{$Y^#ikbke%Cp|st#Tl9C=FxbxB-1`7=6c=eV*}lxuI>fw9ZAx1Y#KPd6#Qz999hki?4SF~&!lz#z2&%l42K>()02 zP%YBMkJ-phtcZ@AZ0Up4LSFMWi{nYg$Vcmoybi_S=za48v{z`F7!N+-JH5SApI+*6 zd~;<1w#Lv{V=iU)iybzYbypsEpvyq218wgk9I$9%^!fH;s2mAw1-JG2)<$stCLXSo zq7EXFanQ_d@q6f%Jwqv;sFO6_c%YLeD7CCr`aNyV5F_Z_3)7cT|R zMndpErj7Q7i$T022kF4Jze+tNiCz_#c5oOQAvhXP?*CZplr@$AS1{={~{1 zbzK06#DbX&>J@+6)e9@{{9a2}+I&XML-L%1{!t0`p31X4r!VhplVG=_D$+YLoiv>E zkNYCiP<}++{Mr>UYH(S4?%G8 zi>d9M3Y15^F27&!61$BqkRgl8*j&ay_97Bz-xHiQAbq|(4YS~NwDkVA8oz!f&J4u*i2N>|p zAfRA=kp84zK5AZx?%WF|`(eG*=~}4Yrx#v$!jbmu;6Wi#ne*~eUCBcUNTVLN4Dh)o z?5aqoupucy!zugRDwA4pP6av!rErdIw6$kz&lV+3zJ)1x0X^0@#b}8rBqrI1ou%c) zmi;?mUpe9b>d=3kq$-;93?YZ(vosydy2|T{oW%|I9!esGFK_+zT1|f^v%`+d zkivh`*{j~g8f;m<l3=H})Yl7SQDxO-SNuVt(l zoz3(oExC1x^z}yUqx~)Ku-#+>u`N7uQjvZJRjV(jm*}FGL7GTbSS={%J`Me-XO; zW__B$|5KWY;`odRYUV@i6%DaQE$&?5cCe|USODP!$WL@7pbpTc{( zZH$jq2`5O>lbfKo=KiP~IQ>1m_JhO=aXg>9!qqPwDTAItPji2YX={qQTiX7_ikeWd zj!2)HZxRVgLPF0Yq#{^2=#O;bkDr5jkf!7*EFkKj(Y?i4*eY&WKV4i%lrfzTro{Lm=@_b;l6f9h22pY#)0%SC(* zR>P!_>P)6l@JA!AA(^kQ4a+AfX8p;Zj|K4?L+EY(xK>+ySBX_1YX1AP%nl;|wp^PH zCX~g}B0iOJ$d?fG{v^WDN}7lpChgP$M{52g$D!%ec6XW0=Hu-uBNY-8;Y7c9|M}h>JzefA;H?-c+dUR&qd(h?BFSoD|1&U?7GSC+A?C?4{#$m4@ zz%7>i3a{-vPy=uMb*rvTCs;ir=)!mZ!zU3AN2h=ccjf$=auzNW3Owe+F(A+a_wQFF zLlCJ$#D)&9|D!esSm_^H&H^}-`QyEIfNjOo6+vCDfO6zINi3u=oA;SAT$Q1OD zWo2g<`)_2LJ*L81S@mB&@mJSWtv?CWAU3H}ZH5+g+++Zd``=#**bqej_t*b_?+=L9 zL60P4&_aeq0qBALRrUXg4?tW_VbuSsYyTgZh|x}^`wuFyzlIFD#{OZ%|AXH&>~l8o zD8N1PdkyE;D#76gPw=0W2K35?VE%tlr@#LOl1 zAB090s8cL%Zf>47X7a6{ynWZnd>us>1`4zThk^Ml8IqlDpKzOl0zj0)!PA&6)0nxv^&wmgf{ufWw z`A_xU=iwScdHSE!f#rYO#-sg#?~nM8_f9SSU&fLD6`WGw@J9#01i`;k=xbZxim>zJ zPY8^rc(QlCKCH%&ovlI)CIfV9g5ba4Q}m6KeLW`p^jHvT4%X@cFFFwgBG*uoot^*y z0JMX5PhLu5LeU_ZiaI}I=+q^O$Ik*G4|~PD4fm-SmI3KBKs6cw)DiQWBBd{8YW0 z7jY@0ICeb*CC^qNnKUgrGCYr$51H4+yBVixOPBLmXUf@^gnGNS&b3;!pu2q{oB4uM zJq7|CIPuzCqc87%qzc-nG2#0UZ^E^}rK>r+%@7e1LM4aubdZw6fhTxxZhn|ac8g#> zRsao^I&FXt?%NI)Tp?Q<3J5b~TJ_Lls9LvAGt$$cr>m_Wx7@kEH22oiQdSN~PA0xt zMDza8wH)G5Zu%jG@EjbzfNbJ++58pSfyze-=MJKE7-sa81xBaPOgI_mleKFv>eT zg~$2F_Nh<|mCon(__G=gR@Q}Q0+)ykbsH4P&U3C8cjwJfLqm#lAA%LYaMzC)xAKcS zh0*x@yU4tWi8!ow;=5|PaR2uBZ@B5iX>x1DDl@z#DP_(^`E zdAB+AjpUXKFi7@%$MH4pO$^A&qWT@r3`_Ir`H)N|w8Q(E9Jw^q=J_bl+tFgO>=6_h zO-F{(e*euHM{_IaMjsx=P=|0nV~;lHd9KZwBHLZ|yGaWf%-lmF0f_@{IscrwKPR%5 zPhnQgklrQ$#$or=IiRXf2RqMQBzZQ_x6fPNj=HS%VYAs^SD_iyKe!Fq6v=i9cLZK z7gytS17G&kfTq0%^Y^#&Bq1MooBw4_wHWYl8Fj)Ln{P1ZZ}*%J2ZYg}IbC66^rf!3 z>Vf_pulIK~d0sPFPO(x^Q$t$X#B*4ag3~^Y5*(kd6s}8W?poAhjd(8>{4Tasn|~d< zAoK7k0D`}p%YN@p(8s3Kc3I5hYBNV3JD?esIk%~aGz^zs$kCC_&dv_>*z}Je;`jmF z+|L+lmyPtG==k{V{Y(5GP03XdYj`k9+o{e!jD!9U8#R#}h*nimp(!gXYv((k8D{QX zKMn~Dgf9hWlN7YI=^J#4(S?EmoP0M{6u4d&xPSiJxZGu@w2M3YdmbH)Y%*=^OZ6c$ z!j3?bR9CTyT_>QdH^KFKEu0_k=sP~_0{ z&9?46rVzs5*ceUIX`wYZ+tL1!Qk=VQ8^|#bXu-#Xgy-PQ$MaZ5-MK*%EFpyIY5HG1 zJ)%tbJHZ^FT|(jQjJCS^^P{69pjAFDyOrbq=t2#bYe~Q^OHKMyCD=d0gQaT5U7ZF(s{x2qvs2Ef*FZD$gwuVrPJ-q(P7+~^lJL|>2BdfR}={I0ItVrintd7StBb&9)y zibF%0fdEKpBbSg<%|9k7a;@7x+rhNN7UBRD9g1-G1c zt;u>5*`8=tS+w3<9v}95-(kH_DQJO3;~g-|C5Y?6`I)UK@Hcy3|0quCGilLDWZmF{ z2=@Cd29b3-H(zT*5i8QEAd(+|MotER(S)R{ZuEUehG-a*(~cTYC}7IKh;-IVNgDw< zhQQq++FKPB{U82_kWNp?@UV1rbO!+J^ubr-+01bnYF98J<|1Zp{-S?hp~y47=DSi3 z3>2xy!D}tYQDvwPK;#tE)Q@^%>A^CHN*9`;2mT8h!nc4ky6{g~^@X*xh-2wB z0|zt34Zv?|HZsCoW^sl8aAXw$0Q27o$U^)Y0|dw*|JB{w0W@7mSy@?vF!90 zABO4PzyQZcMhd(n$gy7SF+T<0_G%^rI1UH3aq0#K0}X!iUaowqIqW1loHR*W1pF{K z0DgK@x<1@qpJx^nAOkz%J8|>udL;4wJ>6c-GAi)j+VxJ*2#$u&oe;>Q6B0sBP8=Y2 zhoJu5MVG)*FUNd45Z{N{dgtZK^|Y?cDE`o~u`vmbxIT=3x>b76m=U6oO*cnU5Z?pw zmP}SNoDd%Z!R)Q=?L$8@(1Na!6jIWB5YBj!b`3c2%xt$JA)Urg0;Cv~utKtGsNSip zsvTfnR10t2a0s93vV;iLGAt($kz`eesI06kAtBLHWjTESaq!?yCgQ(cZ*d#vyzf23 zNqDL#6~20^wSa!B2Eb>zT&~8Y=g~#&;%DU1X=rH3>*~%Anw(#HFcC%|!23;ltKE;*L@S#a=r=56wevg`( zo1-34N5{%|ZpXZuwM27n`eUH(2tjS+kQ3d5Q&WWLv5MY+%q7ZSHU~>p*RvAP_yhp_ zRMl}6ZMawp131A9v>F0c019SmY=LpJ|DeydKLv+Skkn&4`n}G|WvRQSr3T!2No{{p z$06j8(g8)J@gFb_*-{%C79 zWCE$eZ#tL&?2Q%cGHz{c`J<;BTv&TwCov^RQ#^kzspWOKx&(k?_kyoxF_7q@krWmj ziKAWXOL+kS&bxyk0myXhfg^NaI_MIUk~$8TyCBvK1`IjZio>7AI3$y8?{IOjC@cJ< z(p%RXu-E*sU=O>$OuG*;JU0Ds11^Fcnh|`uJ?@;?*+zHnBcmA zLL%fvQH_uXfJdR=0nt44bjExz#_1nc)nSlhe>?1^8(c~=X+8;2A9OrVM}=aI6tuKn@&j@J+3mpr$LwPsK<>UNZEK>-a8}XPz^Af1|8sXDE{xCQ zO4fRubbHT=soFY>BQdjWvhyeKv=G`03I+yQ4?q!=QCq8yfN|xeTVbk@6C}yog=T3I zdMQrkNfn4j#^Au60^$*!xJ%L~ap@#>nU%G*P)hMgNkNFK@h8kOcG>bsw^fc_%9Y5RB4N%d+H6$vqh-KDW zz!MTwwr$$(?~&4hp)5;xU4bAK1c%{Vd~3Usy1NrmVKRIq+W_sbGsPnGbs0KOM$WlU z&wV^=Cw>62+God?Gmi5CdS~d}=9b>xUVRYWkqj#djt_@m%)VHk`yH&3L=EmQj}gJfBiY zV&ptvh-(-73dODa7e0z3V zJYUaRwIR}DP?0+f61aH{iIanVJ3@^<_PyOMCr?k$ocF!ET~`2p{6Q8aa6Q=%|9y2t z)r9C69A=jRIIazeR8#h5E4pqHOj0pG=oP2y5U8_etvutf#nd*GL; zOlfCkNFS-LSAgHFnMZ8S^u8Pnt<-FoCOt3D)Y1|sPTMH~%w|Se*(=3*A(QVp*ZYel zjCe$DM9ycc8S|6;=9*0&T-SEY8P#1}*S4kU^)+c%9=jmf!2a}1&RCa0EV=jgoQ2w} zj1kZCpI`v2Y&m3Zj-YM6B7ALeist( zflX#uk1{0WYz1zYR*w4x@E~EVkiV?Q?z3Wm*r2~RV=RLt#9e+)y(sy20;LTmjGWJI*3NLY5C?SCTM}= znh}A|XmCAl2SiPjr92L}eb~nj5$B|GzDg-09;KUoK{aDfla_;dl!1&)MEonG&}b^j z35%-8n&yKaPe^*2KmY;Moi{%We!!oI7Q|+=y}c)E8udV z7so%dxqc3G#`3`F!_|sb|KaYJsr}~rJBFTt0f+4P`-R5>8!qx{APu<#nh^$x->pTE?z(432cSdPdf97>7bwIqPzWBo6$FSv6t6p2^k=2jDeJXM?VGsob;t%o;Rc*&F z0IP+&8kD3ay#V2w{^3%`55rd>X}3EjB-UvV6aeg2675}GVE{254xD`5b}g2@uJA@5 z-#0h%phad#lX2diP>~bE*NSAki2Ly2X-G@xk$t1@LZ|3!^l#{B?V@jS)ugl|F~8tA zHp;(6rwV;RDruvQji-WL0#~4|u!5}?u!Qs!UI?Z(ZJul-Jb^ed^V88oPBjNEH{4FnW^DRA4S5G9j9d%Qe`$Q zM&^BEJKNw|-gLE<@3xj;^4`LtfI+8$(;)@8I?a0L{i2){r^LQA0fCbYs%Ou{$y^qo zBch_v++V})f44Y~;=juMF)bk_H5?z054dacn@-0xry5-CWu&E%Q;?E}(Osk*lXTrS zzfI*SzlaD89RmJ-+XwcsP#hoVbTO49N2cNa)+p(*+<4J1wY|6Uvt8T|#>2B)kzyzZhr z+MC3&{Q(+w#Fp4|^^5A(jfvps+p0^paji^HaYEECZa|wR<#CdJjEw&kPsfG4xreWy z?t0!2zvog(rj8}{I0xKgHl;LKVD#it`-^QdnX(Cg!23y-o$s$=kHZq1nt!SFrM(|| z_(T?$L2VlI<}fT05>kcreA5(gUnD$E1>BLDu#Zs-Y`&IxUOP2{0>-E3PZK!` z`Q;$sc4At~H#{^1nG}F^CmhX}G80cQNss50C)Zkg#KQ5@BbPTuzALrSc))u<{+ucZ zv;TeTn8%=2Nmw~;o}lM)9@P0NK#FwLjwR)d6|scLK8PFsG3*}d0Y zQDo!IH>-?O1?ns^va)M!JpA&*Yqhnt+(7VF*&^&oB{ zd1V;9H&d&0e0=OUlqK2BeW-N0Vg?K1M;#dni2-0lTcG$M)STsVbdQVK#P`K55r3l1U!zpHLwU?7a;?K}HcxhsMw$JW;NstrxRf3_3&l~d5G zVh~iG0wa$&-A*Zu7NN%*CpkSbEW=5-V!S~5YSr5Z7pbp#w)v{9%T@3TN zpXF}-Op#`6Ji#>JN~4`@$jy~NBjL_U;dUGXR61;9_vKHZtEhktu`e<@A&t{DY}3VtS+ z&PYmM6&Qf^oG}Pps}cX}m`|UuuH21{vt?6xYiE4kxH|XE%*>SRyAA>Lablcw072>% zs0wd@Vu>R#zw~Q3KWyvgvkjmyrKG6%FonR%{p%jxBg^h3v6w{W#d;Ex@wvS{-=8l| zNJvOGVm*gk=@#Y~l#iFOOi5LT*IHM1v<}cX665xI)%vbyZW@~`r`bJ0Uu=RNSFO#p zfPjEH(?JRuIXN^w<0nW+LTR|xvvrlJ_I+G#ppKZo%;^S_O#c)l&KEBL(sn7IBwB(Z z?^Lb=B`5+EgC~fTm5~_@L?POuub#oI@&JkaRJ!nEh|ux7T*0PoU9U@{-SOhINMbI< z_1_6fYplWt@El13AWoR7ceaM;coWEcSU#`Piv8RFf`fO_y@@TcUH#$e2PMx-Mt4`;j*ckZm z-rW{pN&|rMA!!yOTuDjE@KxTv-Zd7JzL8Wu_e8QD=1mqDm13R3!NI}A)Kr~C?q*hb z1(aqMmUr!BGaEV>QY@plR1>`P^fJnFsbh}7$E_A6B_-v9TIv|^W%*mh%@Zq!d)ihG zXsB;MES$|TVj~txqju(#=;RG5aY8+QX%c8lGE~-f<*qhM zYUsU<;AvdE;@s1wd!?32_hhX0y>&s9nf9eia1zR{^?X zaa&B33>*REfM}(s9rWC~@i{1kDX$J^>vS2+k|s{C7@tp;n~YzbWvsp7VB9|;2ikuH ziu_+{1#Uo;<96K30W|l^++=un{sx<-l~qwBA={hfrKJ-mpvv4h6rEn-bJe+&dcm#Prf4cp8>#U~s{uZF>^KyRhfjz*21LCXV zF~}p&yuSm5j!lqJntQt6K7E?21X`WkAH67UP>dwyqnr0Q2BclsI5=O_tHC;p9pI|$ z0c?PVAlf`y`6TxXl9K>--_KyV#r5`deA}i+0n6$^)?0SN3Nqi4tS3rdi~O=CMS!E? z=GItRUN!>cZWI(TDJk@j?7nX*$R@zV_eqO=DqnuBV%}TaX19Lh5Yc+lD^qg#dj@-K~V|{ zMKv{ipF(lRw)ib6DAH0H9(wMc117#62FTikT@9@zEw9vN}A+R+B@`@2`(cQeM4k}51`jjpv^y2RuPr~A1BxE}1;DwKfF2sVljS*` z9UW%XRhd`UYTD(zvf_2jr+cy;+&eDlVc7R3fP#L zKd$kEXEn7#>$S|N=lf!&;}#?&D;voVeCkw&=#xee*Z1z*93+J%K8`anG1(qS7p?@l zG*zg{;R#kc945<*xWUSUf?_e zLa5@q%nsFE5o@i@c-Yw8bB*q+a^6>;K>F1Kq8&;5sE4};t+4}9C9@R}n&X z3tCWL&N!rXaa`#uhlblVGQbJSwF;9*%&?Z5#xG4|z6-$XTm%>UyON z?(3Te{(kYv`#nYnFc?Qa$ux#1bLx;N4Y)YJRL3!O5E@ol&+CA3d@6DD^=<+s{3)=S zGO+q>7sRd4UQ zXU*5Jf4k^p^6mcJYakt+YR<;`o{WqPDi#(ckU>5JndC=ctKHhpv(%uFVmEDBEeS$1 z$U5T~4#p<1M~D46ZLrSAKw*R?IhQR%l)&#fo59wR6ts}_aRe+Uqhz0j0u!v7rn&%)QB3^;zqX3OK5A8FsGIx-;iw&93 zzoXD!FgIh`cjtVc4iu@F2*kdRfSq!CTpX0}%z~AUZ;-GWRP48b-#F?1Na?oJ9#XO$ z0fNHo)9oDKza1MoY#wCyhcy2Lym~+gSpZ2@MwH|>f!8X4fNXnvdr69HS0u@kLb+q5 zfB({7kN0pTM?d?|H5MRhv%9&lC1BPU*|4d2^ytwmux2pXGny(rrG1(T=_BSK>OES1bL@z)VQfAPFO2DM|0hF-2L6yx2jOz$^ zwqKws$OtIVzkmXHaBw%EpE319`U)|!2jKg|G5iIGf4tccDdINvJ?)D#U2{VN?`*Yo z8Y!=fJcyi}oB&J_l8_XF+qr=ZZwvGWbpWL(U==!``+glrtOiaWqY~!=STfsiN0r(G zGXCo^A20%~clUX*tNejdJE)PQIqgg+01^#0kV?h9RL>~Xs2l>DP(Z{4*0Cl^G8=|w zuK$S%|K&OlKyeOF=82$UbzrQ&KneV1qP73Z+DJ#%0aI?oKgjo=!1$s~V2N)6G@Dj#%8z-rfjgTxBNxq^@AQ!-~NDWfY`HACr{y!VexL1{62C z(}jaXL{`FC`l4%UI598)$YkVUBEV&N{h#KpJ|4<+4XYH@R)b&pt!il`En(~IV%1uk zaYjC}zr%DgrJAB-+cef!q$ceaD{0s$qS{r9jz%KK$CPSiB-sYZp{Zk)?~f+7Wqq9M z;hixfzxs2}{52l$$MfFr{oMC;U-$LCGc*9qvjP;_d<}j}i#N%fm#-8!fW1_U1lwI5 z6X7?B@v|#p7JW(wV;hfFs|U!ir35$P9=i}d2TJx>qG^cb^OxK?HZNh$Li31-UmNbc z!(~p3DlGc)j;PIRLp;e0YTz;-O9eNF+01C2i}>y3(&O*{gfeJm;TlWZey{`sAYON) z%|Zwr)*$o-|~*iZc6X#E{%dt@K%LYWfIQ=8a?ZK4j{$YI;^b zLFn?AHkIk9tNMeExnS`g%jL%Y;Eu;D7k_@R=(_jAwcs7r20asx%qSW~e`AnM7Asl1 zt#{mgFAOi~C$t!D<;VK^`W@HN|6hB^tS;q+#P%I7@lorwL~NY{7&K7-bl5!SUrot9 zh>6u;deeWiB=to`h7X&aNN7J4JB0QO0Wv!(*|?&64kLIp-6}=bP@}3rlpf_{e-1^o1zh&qg+*mJezpeYGU%J-4=xeK){Yi6G$uRTn zMz?^`kD`N}Myh=PhL*;XDBE&G1KUF`py0@20(E4|j68hv%{c>UBe|76xa6w-c8}w0 z)2c&joWB>LUrn3!ns+KUKLm)tx_&M zKYgFZJ5E@-+TGON!66p99(xoUq)+DuQm8!WX_z5;I?4BwSO4?(t|!J|myh@Eygf;* zQ;f3{7vyO0Wyb%Mq0<^|$=U;d0Ef2}+(jmN%zsZCt63B(E*aL5E$RvBoNT$jlOx_`;>zMKG888rwt7dPp9l!XjsO|7iqeNS zPn9m5qBNwU@<)KvfU5FX&y;0hQHjiu;&3hoT9vuiZz7z6NYplSXLh5&HJcT zOL?eR?Q}2Rwy*ekHf?-bF?f}E9CBh=*OS8X&GFFBC7FL6YkO?2-L`USpWrY2Q!Qls z?-PSUPu-Naca^7zw$9mkPGN`ewIpukj=LiKG<_2!VGA_)a3VmrKLwJ#g@K)^oI6Kz zvn!|rw9S=Y?0L-%S2ll08qU$ayTD0Fkx^<69AS9k7wyGJZd*Nk2?DS4O30V`QZ|cN zBsU+gvZS=s5xU7U&rvCwymos@onkOjZoDt2BM6;B0Alrrpv-bS<9c1~Gt@#-2s^*K z;o|6s)p*Y%2#Sac0;uSL1NS#48-COLz~ow&?r@Kq{A54V&(L%oIMoGI-?y<$`Z z0oG12sI)Q|60+zo8XFs%I<8gD-DHTUfcj3)gq@=vM%~~n16u1GnJwG@9`gZ^#~yx3 zly+2v{mAeTlr1Kltubq)(1SNXftc-8z5r}|C_TT7+KJB7m-!E`a`C5r4A{_pXFnRI z`dOb)+xX0u+qifKo)r0od)7fP0x^dOxEF7&qFl0AYuqzFs6qvm4`J->_%I;QY{--R zYCms2`;8}HtXI4lJI9{Xj_f)-X)yW;h>;ul*-G>q;_>`LmKUm<^nK!HOxc(S9q+Ap zS`c6?n+(rYUG`Pw{4B)mjTc=7waZx1z00VBrr9burh8#vW&>CxPC0?YJB8ul5YYo5 zrN?zr&OmdQZ_YDnd6bz1Uh=}d+CpHT=gC2m^y&h_+g2B#^+=~{F0Qz;W$Zk~Q-4>b z4#6uWVhbtgjL-Jep=CmtGfp|thcY~CGFak^jtQ&qs*l%Q?D|Qs9A%{#q)?U@DkrmR zl3PdA>=>j8i;|OVSU+Rze0qLU`4Z|9Rc!h?>hoL}j7#g2jWXCT+W+&FAi8G(HJyE0 zOj*F-skh_okNH+;)8PjC)h3&N&2BMH17Ob;Mp8#xGae^s9KtL}1K2s>=k6muJ?nW;x;htsZcm90tARCpAA*$L{oZG6n-_g;hkX6f|5Lp38dd$C7 zY^SNE<@NAK@R@$lk=5S2PT8U-#b!KA>1Cr%KC@P zoh(%>cT~B|CS-MO4L$(+hTx>Sx;i?YlQ(_rh{ZR@*9YrY6cuF^6`9gnGv^0qEqqhR z(+>o@10omT@-N@Ff(;9y3SURo@$g_jf!~C{BR?K9JM$G-BuBvIR5bcEwY3e=(WPnd z5lah(N2m)p-}Un4Ug~>VI5Oqct5;b!Bxsl$EVlALi6wa|zXM8?c*2Xozdr=H7xb7D zap8&IL{L?GK`<|cp3z>f=hd!11w~Q^awD`1*W05GX&M>s9`WpWd{vB~V&rQ^ov54Z z#?lvRP=9UnKyd|*g%vUcdLPE0U&{62UZ(yVJX7ug)QHLfy`Fa2zhz^3;&HoCV~QDv i8v1`rgn!+%hIKVxXbo0b{$nYb!#cb5j4Nxmh5ru=|3bR} literal 0 HcmV?d00001 diff --git a/output/font_test.png b/output/font_test.png new file mode 100644 index 0000000000000000000000000000000000000000..43875d42be5bbe00fb82bb4e5f12207760565b73 GIT binary patch literal 12107 zcmcI~2T)a6x8?znjN~jC5s(}NBnnqWL~@p#BuSE-a~45CL_`5436irUFNh=o$qERF zC>d0eBxjxf@Aqb=YF^b;y_v4+w)Jw4XYak%m)4Hg(zr%O%tVYJ2-$U2j1Gd}q`?1o z6XL^vyJ+jb!Y?vjSB$)L-R!-5tvv0Jn^s=#E^b~fj@IlxcAj?~-CV_mE((bYuse8p zx!=7cEPUrbe?Z91^S1EdPU{Xlgvedh_%4EwTcQ8r6e$)uB8X7Kbr=Fp-TG^WHVaG=+B7$kv;~UxN+v6~iA8a>sc1d#Ro-no zsCB1xUL(7}kAK=RPxT>>T$|#)=!7@Do#7+vXM3xX(*D0}Yi$Cj5@;_B<=@C~nrQP_z{hY> zdU|^5g$%YOlo*y{Cnp(vH^01I)iOGTCHlrS+<5nPjpGQu*&CmC!fi(p3c&|ThKBU` z`1m3sB4N*-v6|Gm5Frc_4ip2=c4*frafa^+I`k{ZGVs51dOXN^M?+OjyOfC+*5UTI;!mYQl33C z=L+WK2nv!} zgdR&GmIF^^{PwpvSQUZ@g@uJlS>=rUj<@DjmX??Kf;LrR&&+Rz{*~?j@Zn?L6%zGK zvD3ol%_$}Ip?^af8XDSRr-Ki+-!|U;VLSd~agl?a9m&4r9g&;M(d4_Ce2U-% z;9j0#xw(j#Sj3ALT#p2A@$9wCwgxjF?yh%0NtD#yeJ*B~P;uw_bt3pM#&xFYvV{d( zU0t0~g(Z%8OMw2Oulw3$C4XCFQBe_pz0J=3hO$$Zl7oYTiJ?+sahK@^O3qY5WNZJYO^w6HyxzK* znHkzgYzjdP!H2u=LQj6Pk+NLc&i+~JH1?{uZsF@!3JQv_3x;Lvii&KAi2IyU+&k;2 zsHpayp5^R2ZR;bNiqQoHJYfk|4f7qbDo|D0+S-19ew{nRaw#g6>l&w+7!@+Nun^gG zkGZe5+NuM;KUefA^-Nq65|X3s5lysgp_%3v7tb~SfQ_hhpI64i z!($f_p(rjc-v9ICxu|73;2?vtgP6!y4kT$v~{qok#cE;D=6TLYWIJU<&rKu#CJq4`XX5jyx?&%^W4ENfYhgv=5u zDn#T0wh5b>nv_`#4GmTEb=Icp$&tDBbuxK*`Nx@=e7`9X#Pv%vA9qxHyOI?_eZY>> z{{DV9=`553>C7A7SUvu9=R&vH)}^7`Qvo|G=h7UVooznXI5q_A@ITGY#zEe`eY^Cj zx-cc>U~lt&-JL1xnI`YJgoKF3Mj1K*qcBRYtAr}?U%q^)sI9%?;82vJBqkBpU$4p?p~oNH(h{8heDGjrH8(&1Gz$w0 zLOW}5`7%zO+idcksk+N5Dj_KgaLz;H;|7z@^0>qdLOpQ*sM^}wTlc2%0qpJ1$FgnJ zw;kVHzIf)WH2YKfkK^NAU*9EG+V#=7e5$%qU=HoWO+_SR-fXmZeZ4-^&Vcou(XCr; zcVoG!;-f5%?tbqNkBmHZvcEvy(Ad~BdV!a>9g0%ari+w;fuXyU`JxL0GFSLK1Q)Tj zv$J{|aeDuU;@|kizKpit;&Dkyolvld-qCPfeLX#uuCXy=R}v%F=+4idmjSEB%PsED zhW=$yJlVHNU;q5+)7yaoje=4!NA7dy-hTST$j8Sg9k^RcA%#ddjS`|IuB@zF;k|0$ z;NV~hy)Cv5c$NztsH&z$)qBx(nvjc&E9mDtdi|~%=x_m(8bVp$4UCl)2Ne~S?Km~% zgNF|nd+)foMB!Q5+Hz00!YA9?+cZ4nh?*JU+Z8Ddb~Yktkm)9G66cAscg_C4hu-+Q zItt=G ze}2K@?*aYp#>|Dg5+=njU*aJtDJfw*H=ppXz0VZCjbc~ys?l-B`Hza6_n0KH5vNJq zVM$hgDvT(EuYIZ(bsFW(72x7h+2CG*>bG=tE!)MzMSg$((18MDXJ==3XAN|fI&^12 zK>=|+tb`e#oRu_(^OJh^CE9ZHmWY;?mI^r3_TFB#g8uGq!guf94SoDr?CJm8>Gjj6 zXEX2O_D%vH0ps#H@1))5!qgcld(M&Pd^OdE*Q#_H z<9C^9qFv~^_pn6Q-}}kEdt^yTNi;(6kg?-^Bl-4g>}Gu|0b92#SQl$1j1Kho|=_@56@=r?q}wI9%sQ_4V-Zcw0XklIXF}HUDd| z4_M^%)#S58;^N{0x9ZgAFFHCp0`6T1Ib4@on|VXeBJ0x$jb>$M7p-4nz#%NG$wRa@ z-AD}u-3hdeqi1SnU}O{*5rMn3vVwj8oJI;)Ha9mnY~`!Z$HiWA?Ko$F zrl#uM=wsGsvVY*593JyAQSl24zfWQmpPQRQEG#T?n@dYcFI~DM9dgv*u5SdZLjT^I zSr@H7Jdsp;e>c*JmfhcTrL@8bEJjwyj*RdFe4;yaBNQKHx$ z6@`aN4p>#mFHDfOHl>hhL(Ufc?mcFyEm&c%8IOyd-Dx*Bx2Wjop0vW3FA3v)zxQWi zDaNy9eJN;YqF@8&KpzYZ4Ye2C%-TBMo9)YP^SfnWK-b*T^6}+$YRt83eP_M(LT=Z) z&OG?^eRq8d`YrX4a;t+}(en6UXMefy`A|!sZ>IP2pkG8NKl<*Nd3aQ&=)nV`t$OnE zIJZ|PH0_Ii!PzrNyXRm7FGKSi*s(z?j_|ttc~uu@aCXD4`#BhT@(}pyI@Ava^X%g4{3H#up< zFDRJ*#&>fVR)U_|8CE&o(ZAp~qb~AjK2rykmkXcjB+?0XkBy~YbeU9wvwA6W_xsSh zMEc^2iWI;(uu*ZuBqYmVF}%KYQ#KmK$H~dd6NO>(p=`vwZLF<}pk~om0=rT0`^O;3 zss^mmP8M+hAXAb;OXpDAau3`ulh2$RQOWrM8I)(}%~RkxkyK zR|5h9MqlY)cp~XcCm(uZT2u}40g7BdWRHl5$P27!Q{bLZbW~Id92V4=)BB#4GwA+< zky&2)_yVIRTC)Wfrtj$f(aP9`mDx5$sNAHJAE76)5|WZVy}bz<&*b<l>NH(sZt{CO(h z=-3mwz41-m?0Fd(MtggEu?%6u=(tzSwskscY6)r?Kg9gU{xlnRbP`30c0E=b^6a*Jh&>wTa&BPNHZ+yrG1_t~Nw)q4E1+{f_a6!%h zwb*p0aIBEt6YZKLDEck?QS+%Z4gmoH*5j^bNTGPgq)vLvaxiB{em*^eH?70xn)&)tOw;E~9MV;IjIRvXsJJ++%rvP{M${TV@O73J=KT+eR ziY8Zwqy2`5WjHJv{bBXz5}VQQt*v%&iK$PX5a)b7>HViK2@}fA&?$+c5TfC z&=t)A0J&j#O2ENYRaKTYHe7O=?H@lG=eBkvsE9(Uy$O)?lN4?x_--L2(o{AslbIJFZod zXaSW5J5+@p_TMEW9WK(vpi6X~qKmJSs}c@S!0sw3NnP=|5HozLb1chSRXTp@AV1p9~9r zGl7I&$nslvDg*4#@W{v*BP;qo1gy;JCGDpVWB%ksp{i%5yasU`}mQQ-S6(IZrq&gTT>?QFcyF#7K8vA9XLk?{@ksKM>X# z&{Xe$>{8Owq9A0$PE9dG?PyKrYC)AuOrB^xf+7Y6 zQRSw}Y=SCg5Vghw{;_g#NlL$9h#eWB=HTEUo;pKHiqX(Wt^n^?Qo@WrB&QC~8h!|5 z(^qh5%AbBNyoaxI7}n?HAmAAv@Ri6}u@GjSsF03lwhUZ=1^|iSGr++JppT3?;x03*eQp zxXAVE*ZqzUYWwlqP7X?RdTf@5^HbFFp-fc(zS4K%2qDdkg4Puf5I{Gt+3%-vx&j3t`z$pNiP`GxWn#5D^IZ(d-MJE4K4*kc|Y@o(Daz=9|ZHb_GaLj0qcZlQgF{ zdpBzlgJ))D26?pJ1%KPyx49G)%b#*m*;`1Hc3(6 z09OG9Ar@qz4X6ZFRn@SzHbs+q*L$cFtu-?>O#;rG_lEbXwYCOaxZ8y}SfE0N(djm>RQiBu$B+cOC=JZ;dq(rd>c6kfZe+&l0E-Xxb z`SRtlCaMz0kpd(PiebL!oTMZzOf^zexy8Kmb@*VlLm-)Q`=La@y#p>;TITfY+dxb( zrXYsCzj!Ayx3t7tkDZw@bM1WqQr{9#0xg?@g731-U>vT374%q}6!lvFOpBnAv!9<| z_t*}wF)%v}HiWpJp%QeeWW|EoIIOMt~P+vJZI!Z}R#evLZX=#aFK!6l5y}Q334@t|&Ao2EH zn+%6ddfU-)3f*^@H`P8M02*uJxQmwu!;orSLkYI=DeslYn3Q5h8+Ar9t2Ul#O0>jM zRk^EmJ}$wBP(jC%@i=o3<7K$N-v|498N<#AXge>NBb|#jku%l#bLXtUk)kIH!Z#k$ zy>4!h@+1iDHP(Mg0DUTO<;>_w-hLj8kBIsDIXgM=2Wg{3~Lp7RJ3F{)(Mn|XZ0-jYtHlMuN5RcB!;gcLud=Ysd+#w31@;YkXETUIPk(OC>j_OI(u%c#L%09 zAAa}%W6%F^cvvSYHr56*Xnof$a0Va(#?{=%#wc9>-2ONEKk4uIKutwOqtL#5b4So0 zT`x1%r5V^WEF*&+XkFA{h#hHHJo!luv25Ky1gz8`)RBS`Mt>jMLPG&Dash4}Cdybq zm3VA^kqllQ-8 zxuraRejgl}@~vBFgCYFidjJM#AUYR;g!c&il=oRNbSITCm^4Vk!@>{%NHw%#cb-4__iroe~O z)20w{L&%`S+c!A){^j+D6<}-gnf?#7k!pGj8nFY?($?12%{y;E_5wDFk-+YM&PPW< zl}4mM^&r$>9>D;p6#i3$2%{=qwXWhLlw!6Xc7->_sI zf*b}$Mxwqf-w)zYGb~I5-x9Wc^DwYmd5ed`vd?rXjPiu)v=okM|&Gj_P zha(R<-kBJC)*uRlLNFFsoj)}g6kD&kSXqU4cdH7RHfTw2UdC)~ZwpEVC+K@=sg@;ig3WsSs=mg=r#jf6)Z;KKtD@8B)ti{3ObAir~FbJ67SXBzlfw@y2JmA#5Xx&K& z?T=2W*=SBdq3=+hf@#Pp3TEaD+!U#*cv4dJ?j!q9DtIvfXP;BZtHx&$gh_8vlp{}rrBB*ac=isc0A*7tjFhc{N&nYa7{r(~A z1w=wyTU%NIlie_C2C&-N*@;e0K7++#=N1>EVSaF(1DWDo(z)S(;eN@GRI4uK% z7#NwH1ykP%3VsU!M}rlXnFDjz92axv3@oo?nH^UVPC6Hn0#0pOLE4UuCuOUwHSREInpu}*dZdpLxgqm?4 z{EejsxPj-th4dB7O%lv1UO=iM?YG5_j4riNJ_qoqvQg;QnoRKnn>j5VM&n?CnqjgCDiLo^?|)4chN>`K;y1(H|rXLU=B5acWQ|4~sK0 zGl_zOgMsvL5p>K1W9~VC8Mt8)uz4sEWqjcuiBV9;Q3~|~muxylMs#_9Z*OBvO`n>Y zfneb9N5Wt-f`H1?H2aqWQ*vU)zLJZzf}ktS*u(?`0Kt_jS70Dr<~g-GQQiSj6L1&t z1U)_di-raxzihD1D%vRU2-UKNBVhn=TK2H2Y7I(GW#Dd@)|BwCLXgt|XkzqI$C2y` zT2@V9k=1YB#OXexqR+~wSEkDiS0uo*5E2p=RcXNYL4-w}laXnR$+HL4FoU;3^J0Wu zQ1GU-GLT_(d^`-g9Tx>?VN}rqeNy+LR}{#} z$)k7J#XDD(!3BW1Y6qN#EEi&kNRSwiRp97Nho3=C zPEP!OeItUvn1Yt}oQq<}ksms-&*lK4*G)BX<1Q5>n~!0J-&|FhEdObn0Ok7sJhl11 z%!lGXQ+ET~bEK7P`C$h29z?dprHP3KUkMSSX`W{**#eq8I+%3`loH;}MLkLUt+ z*NQ8IP~mgAv@B+1WCTY^l{o$Hz<(M%yOmbs@+#M>S7WgMna{wdI9jQdj5cdFT8)aj z3+x{WbZ_DI3=H5SOaF_pyXxapr{2=r1UDTZSUGd%s+LxYX`>$h@mvEigo6LckqqQD zE0;*4|EYfj0#K2Q7xA}dlS~>nJ~YM0$BWs4HgK43sKnNR$PslO7nt7x7hq*$6A8w1 zbc)=B#q;i6IGa?kK5p+-$HEUk9G_eObsk<@TRVMHrJ#Ka*YQ7_MeKhzi|Guwx6CRa zZS)F))f7bVWn>88#lel^aD6lh4fz}G-uBl-LSkieJ-{ikA1-#GgX>D0_fb{_!YjJ=D@&jXJ^?U0;;I2d<*kL1OaX8 z?(H27jRix<_~ntpj_K*MFrd`^r!YRpR3PpD711jB`!{O&g1Tma`P}sM^c+AV3`64H zjge?_rdmR{OdMOQU_b4)v1fs^_vU2x)@vy$)QtFz%~p$}1S0vrrJ+oExPMAC$Skr$ zGBPr3fSDnTPj@A= zfM_)zwSFmC(sbPFv(5ygpwj@!(lRphFt?~>u=@}IM-D<73NQ>Py}8=8Wx8DZ6mYQy zOwJ$`zXsBmBOaq1OU`CsRDY}9RRZ$*g!}i;1DI4*R^|fam?SsY>($TR{V|Xa9)1YY zxMh%cFxyavp7N&f_@MRukcSf;wF2Ki2oJ{*G_HC{$MxE{cRLV-`Y7DkyA-g^3%8gO z3pBFT;EhWcNvj|ZqjJRMl8$AKyEDwORcMSc>cnqi7&70>q^B}lDXK}#&6DFmS#ZAWp z-Q78Gtzmu#R0k2#0+!q0YpLVdx-Z1%s#SG$JZx;w@w1g)O>M#;Ar&l8w#?mviygXI zE4zm<0D4(ca^dK8MtXWG+^U4Yq`Xd9KM`ii&Enys6UQcz4A=uW!gBRCK>>jr_}OL% zMG-AgdSjIr>TTf(3ZRuJ;09gfqeljJqKy~QmiOSDE$!`NU@u4Q;hr<>U55!fBV ziag;P9TOAv`kkRgaQ+GVm{MlQc^)24$Q(cf z7R~(Y58$T29E=htTZ3icwp1KkGe9rNdasU;1ti=K&Rd&p1P0n&`xJ@ZK?H9NZm_Jy za#b~Wrd%?PD@Cd>rhL1scz%|(&VOQbYbR6eI7AmNQbEnZeaDJPoG z1CG*3cP&m7oSk>iS#-flm-G6%t@HZ$rz-(=Q zy?(X=avQk7SUkRPqSYHTt5ZzF#Khza1nz^*R* zJ=y&0B)djlur}+jtQ?_^l@2|TgHf;Zx$!42)!RsjiESV7Y|Z{Y$5tKi#-e1zxjn7I zafC-qR5TZmlVl?PJ8ZGTT>8JU=d%iB)WAiH@1BXSU@tT4lz@F3Uw4bwO^P0d2^ zfuOhYwzs{29E~GCl}kRxQ^vq`V=?&4^B|@e0Y{;Zq1{u2yM!Zfd75*yufP8#+!J^R z)@^5FCJO|Cks-%K+{*SFxLS#)AsZV7 z4~ZWtjPX8f0iW(P+bX}jvZ9l9@eZ$?TyvT7i6x9PJ^v2Y!L6#dYZHE#e8F4r{|V)^ XWLAH}>!c4C+mY*6G%#h#mJ$C0Oaeg$ literal 0 HcmV?d00001 diff --git a/scripts/conversion_rate_analysis.py b/scripts/conversion_rate_analysis.py new file mode 100644 index 0000000..984727f --- /dev/null +++ b/scripts/conversion_rate_analysis.py @@ -0,0 +1,546 @@ +#!/usr/bin/env python3 +""" +2025年9月至今 三个版本(原始版/纯净版/拟合版)转化率分析 +维度:整体 / 分渠道(download_channel) / 区分key_from +按月份分组 +""" +import psycopg2 +import pandas as pd +import numpy as np +from statsmodels.nonparametric.smoothers_lowess import lowess +from datetime import datetime, timedelta +import warnings +warnings.filterwarnings('ignore') + +# ========== 数据库连接 ========== +conn = psycopg2.connect( + host='bj-postgres-16pob4sg.sql.tencentcdb.com', + port=28591, + user='ai_member', + password='LdfjdjL83h3h3^$&**YGG*', + dbname='vala_bi' +) + +START_DATE = '2025-09-01' +END_DATE = '2026-05-13' # 含今天 + +print("=" * 70) +print("Step 1: 提取注册用户数据...") + +# ========== 提取注册用户 ========== +reg_sql = f""" +SELECT + a.id AS account_id, + a.created_at::date AS reg_date, + a.download_channel +FROM bi_vala_app_account a +WHERE a.created_at >= '{START_DATE}' + AND a.created_at < '{END_DATE}' + AND a.status = 1 + AND a.deleted_at IS NULL +""" +reg_df = pd.read_sql(reg_sql, conn) +reg_df['reg_date'] = pd.to_datetime(reg_df['reg_date']) +reg_df['reg_month'] = reg_df['reg_date'].dt.to_period('M') +print(f" 注册用户数: {len(reg_df)}") +print(f" 月份分布: {reg_df['reg_month'].value_counts().sort_index().to_dict()}") + +# ========== 提取这些用户的订单 ========== +account_ids = reg_df['account_id'].unique() +print(f"\nStep 2: 提取订单数据... (共 {len(account_ids)} 个账号)") + +# 分批查询 +batch_size = 50000 +all_orders = [] +for i in range(0, len(account_ids), batch_size): + batch = account_ids[i:i+batch_size] + ids_str = ','.join([str(x) for x in batch]) + order_sql = f""" + SELECT + o.account_id, + o.key_from, + o.sale_channel, + o.pay_success_date::date AS pay_date, + o.order_status, + o.pay_amount_int, + o.trade_no, + o.out_trade_no + FROM bi_vala_order o + WHERE o.account_id IN ({ids_str}) + AND o.pay_success_date IS NOT NULL + """ + batch_df = pd.read_sql(order_sql, conn) + all_orders.append(batch_df) + if (i // batch_size + 1) % 5 == 0: + print(f" 已处理 {min(i+batch_size, len(account_ids))}/{len(account_ids)} 个账号...") + +order_df = pd.concat(all_orders, ignore_index=True) if all_orders else pd.DataFrame() +print(f" 订单总数: {len(order_df)}") + +if len(order_df) > 0: + print(f" key_from分布: {order_df['key_from'].value_counts().head(10).to_dict()}") + +# ========== 提取退费信息 ========== +print(f"\nStep 3: 提取退费数据...") +if len(order_df) > 0: + trade_nos = order_df['trade_no'].dropna().unique() + out_trade_nos = order_df['out_trade_no'].dropna().unique() + + all_refunds = [] + for i in range(0, len(trade_nos), batch_size): + batch = trade_nos[i:i+batch_size] + ids_str = ','.join([f"'{x}'" for x in batch]) + refund_sql = f""" + SELECT trade_no, out_trade_no, status + FROM bi_refund_order + WHERE trade_no IN ({ids_str}) AND status = 3 + """ + try: + batch_df = pd.read_sql(refund_sql, conn) + all_refunds.append(batch_df) + except: + pass + + refund_df = pd.concat(all_refunds, ignore_index=True) if all_refunds else pd.DataFrame() + print(f" 退费记录数: {len(refund_df)}") +else: + refund_df = pd.DataFrame() + +conn.close() + +# ========== 数据预处理 ========== +print(f"\nStep 4: 数据预处理...") + +# 标记端内/端外 +INTERNAL_KF = ['app-active-h5-0-0', 'app-sales-bj-qhm-0'] + +if len(order_df) > 0: + order_df['is_internal'] = order_df['key_from'].isin(INTERNAL_KF) + + # 已完成订单 (status 3 or 4) + order_df['is_completed'] = order_df['order_status'].isin([3, 4]) + + # 退费标记 + if len(refund_df) > 0: + refund_trade = set(refund_df['trade_no'].dropna()) + order_df['is_refunded'] = order_df['trade_no'].isin(refund_trade) + else: + order_df['is_refunded'] = False + + # 端内有效付费订单(已完成,含退费) + internal_orders = order_df[order_df['is_internal'] & order_df['is_completed']] + + # 端外有效付费订单(已完成) + external_orders = order_df[~order_df['is_internal'] & (order_df['order_status'] == 3)] + + # 按用户汇总 + # 端内付费用户 + internal_paid_users = set(internal_orders['account_id'].unique()) + + # 端外付费用户 + external_paid_users = set(external_orders['account_id'].unique()) + + # 端内付费用户(剔除全部退费) + # 统计每个用户的端内订单退费情况 + user_internal_orders = internal_orders.groupby('account_id').agg( + total_orders=('trade_no', 'count'), + refunded_orders=('is_refunded', 'sum') + ).reset_index() + user_internal_orders['all_refunded'] = user_internal_orders['total_orders'] == user_internal_orders['refunded_orders'] + internal_paid_users_norefund = set(user_internal_orders[~user_internal_orders['all_refunded']]['account_id']) + + print(f" 端内付费用户数: {len(internal_paid_users)}") + print(f" 端内付费用户数(剔除全部退费): {len(internal_paid_users_norefund)}") + print(f" 端外付费用户数: {len(external_paid_users)}") +else: + internal_paid_users = set() + internal_paid_users_norefund = set() + external_paid_users = set() + +# 给注册用户打标签 +reg_df['has_internal'] = reg_df['account_id'].isin(internal_paid_users) +reg_df['has_internal_norefund'] = reg_df['account_id'].isin(internal_paid_users_norefund) +reg_df['has_external'] = reg_df['account_id'].isin(external_paid_users) +reg_df['has_no_order'] = ~reg_df['has_internal'] & ~reg_df['has_external'] + +# 纯净版:剔除"只有端外订单且没有端内订单"的用户 +reg_df['is_clean_user'] = ~( + reg_df['has_external'] & ~reg_df['has_internal'] & ~reg_df['has_no_order'] +) +# 简化:剔除只有端外订单的用户 +reg_df['only_external'] = reg_df['has_external'] & ~reg_df['has_internal'] & ~reg_df['has_no_order'] + +# ========== LOESS 拟合 ========== +print(f"\nStep 5: LOESS拟合每日注册人数(含活动日历)...") + +# ===== 活动日历 ===== +# 2025年:9/9-10, 9/19-23, 10/13-14, 10/16-17, 11/2, 11/7, 11/10, 11/12, 11/19, 12/3 +# 2026年:1/28(余波1天), 2/11, 2/26(余波4天), 3/5(余波3天), 3/9, 3/12-13, +# 4/3(余波4天), 4/8(余波2天), 4/22(余波1天), 4/28, 5/6-7 + +activity_ranges = [ + ('2025-09-09', '2025-09-10'), + ('2025-09-19', '2025-09-23'), + ('2025-10-13', '2025-10-14'), + ('2025-10-16', '2025-10-17'), + ('2025-11-02', '2025-11-02'), + ('2025-11-07', '2025-11-07'), + ('2025-11-10', '2025-11-10'), + ('2025-11-12', '2025-11-12'), + ('2025-11-19', '2025-11-19'), + ('2025-12-03', '2025-12-03'), + # 2026 + ('2026-01-28', '2026-01-29'), # 余波1天 + ('2026-02-11', '2026-02-11'), + ('2026-02-26', '2026-03-02'), # 余波4天 + ('2026-03-05', '2026-03-08'), # 余波3天 + ('2026-03-09', '2026-03-09'), + ('2026-03-12', '2026-03-13'), + ('2026-04-03', '2026-04-07'), # 余波4天 + ('2026-04-08', '2026-04-10'), # 余波2天 + ('2026-04-22', '2026-04-23'), # 余波1天 + ('2026-04-28', '2026-04-28'), + ('2026-05-06', '2026-05-07'), +] + +activity_dates = set() +for start_s, end_s in activity_ranges: + s = pd.Timestamp(start_s) + e = pd.Timestamp(end_s) + for d in pd.date_range(s, e): + activity_dates.add(d.date()) + +print(f" 活动+余波天数: {len(activity_dates)}") + +daily_reg = reg_df.groupby('reg_date')['account_id'].count().reset_index() +daily_reg.columns = ['reg_date', 'reg_count'] +daily_reg = daily_reg.sort_values('reg_date') +daily_reg['is_activity'] = daily_reg['reg_date'].apply(lambda d: d.date() in activity_dates) + +# 星期因子(基于清洁日计算) +daily_reg['weekday'] = daily_reg['reg_date'].dt.dayofweek # 0=Mon +daily_reg['is_weekend'] = daily_reg['weekday'] >= 5 + +# 计算day_num(LOESS拟合用) +start_dt = pd.Timestamp(START_DATE) +daily_reg['day_num'] = (daily_reg['reg_date'] - start_dt).dt.days + +# 清洁日 = 非活动+非余波日 +clean_days = daily_reg[~daily_reg['is_activity']] +if len(clean_days) > 0: + overall_avg = clean_days['reg_count'].mean() + weekday_avg = clean_days.groupby('weekday')['reg_count'].mean() + daily_reg['weekday_factor'] = daily_reg['weekday'].map( + weekday_avg / overall_avg + ).fillna(1.0) +else: + daily_reg['weekday_factor'] = 1.0 + +# LOESS拟合(仅用清洁日) +if len(clean_days) >= 5: + frac_val = min(0.3, 60.0 / len(daily_reg)) + frac_val = max(frac_val, 0.1) + + loess_result = lowess( + clean_days['reg_count'].values, + clean_days['day_num'].values, + frac=frac_val, + it=3 + ) + # 将LOESS结果映射回所有天(用最近邻插值) + loess_days = clean_days['day_num'].values + loess_vals = loess_result[:, 1] + # 对所有天用线性插值获取LOESS基线 + all_loess = np.interp(daily_reg['day_num'].values, loess_days, loess_vals) + daily_reg['loess_baseline'] = all_loess +else: + daily_reg['loess_baseline'] = daily_reg['reg_count'] + +# 星期修正后的拟合值 +daily_reg['corrected_fitted'] = daily_reg['loess_baseline'] * daily_reg['weekday_factor'] + +# 应用规则:活动日→拟合值;非活动日→保底规则 max(实际, 拟合) +daily_reg['fitted_reg'] = np.where( + daily_reg['is_activity'], + daily_reg['corrected_fitted'], # 活动日:用拟合值替换 + daily_reg['reg_count'] # 非活动日:保留实际值 +) + +# 保底规则:拟合值不能低于0 +# daily_reg['fitted_reg'] = np.maximum(daily_reg['fitted_reg'], 0) + +act_count = daily_reg['is_activity'].sum() +print(f" 清洁日: {len(clean_days)}, 活动/余波日: {act_count}") +print(f" LOESS frac: {frac_val:.4f}") +print(f" 星期因子范围: {daily_reg['weekday_factor'].min():.2f} ~ {daily_reg['weekday_factor'].max():.2f}") + +# 打印拟合对比 +print(f" {'月份':<8} {'原始':>6} {'拟合':>6} {'剔除':>6} {'剔除率':>7}") +from collections import defaultdict +month_fit = defaultdict(lambda: {'orig': 0, 'fit': 0}) +for _, row in daily_reg.iterrows(): + m = str(row['reg_date'].to_period('M')) + month_fit[m]['orig'] += row['reg_count'] + month_fit[m]['fit'] += row['fitted_reg'] +for m in sorted(month_fit.keys()): + o = month_fit[m]['orig'] + f = month_fit[m]['fit'] + d = o - f + r = d/o*100 if o > 0 else 0 + print(f" {m:<8} {int(o):>6} {int(f):>6} {int(d):>6} {r:>6.1f}%") + +# 月度汇总拟合值 +daily_reg['reg_month'] = daily_reg['reg_date'].dt.to_period('M') +monthly_fitted = daily_reg.groupby('reg_month')['fitted_reg'].sum().reset_index() +monthly_fitted.columns = ['reg_month', 'fitted_total'] + +# ========== 计算转化率 ========== +print(f"\nStep 6: 计算各版本各维度转化率...") + +results = [] + +# 月份列表 +months = sorted(reg_df['reg_month'].unique()) + +for month in months: + month_users = reg_df[reg_df['reg_month'] == month] + + # ---- 原始版 ---- + denom_orig = len(month_users) + num_orig = month_users['has_internal_norefund'].sum() + + # ---- 纯净版 ---- + clean_users = month_users[~month_users['only_external']] + denom_clean = len(clean_users) + num_clean = clean_users['has_internal_norefund'].sum() + + # ---- 拟合版 ---- + fitted_row = monthly_fitted[monthly_fitted['reg_month'] == month] + denom_fitted = fitted_row['fitted_total'].values[0] if len(fitted_row) > 0 else denom_orig + num_fitted = month_users['has_internal_norefund'].sum() # 分子不变 + + # 整体维度 + results.append({ + '月份': str(month), + '维度': '整体', + '渠道': '全部', + '版本': '原始版', + '注册用户数': denom_orig, + '付费用户数': num_orig, + '转化率': f"{num_orig/denom_orig*100:.2f}%" if denom_orig > 0 else '0%' + }) + results.append({ + '月份': str(month), + '维度': '整体', + '渠道': '全部', + '版本': '纯净版', + '注册用户数': denom_clean if isinstance(denom_clean, (int, np.integer)) else int(denom_clean), + '付费用户数': num_clean, + '转化率': f"{num_clean/denom_clean*100:.2f}%" if denom_clean > 0 else '0%' + }) + results.append({ + '月份': str(month), + '维度': '整体', + '渠道': '全部', + '版本': '拟合版', + '注册用户数': int(round(denom_fitted)), + '付费用户数': num_fitted, + '转化率': f"{num_fitted/denom_fitted*100:.2f}%" if denom_fitted > 0 else '0%' + }) + + # ---- 分渠道(download_channel) ---- + # 计算拟合版缩放比例 + fitted_ratio = denom_fitted / denom_orig if denom_orig > 0 else 1.0 + + for ch, ch_users in month_users.groupby('download_channel'): + ch_label = ch if ch else '未知' + d_orig = len(ch_users) + n_orig = ch_users['has_internal_norefund'].sum() + + # 纯净版 + ch_clean = ch_users[~ch_users['only_external']] + d_clean = len(ch_clean) + n_clean = ch_clean['has_internal_norefund'].sum() + + # 拟合版(按整体拟合比例缩放) + d_fitted = int(round(d_orig * fitted_ratio)) + + results.append({ + '月份': str(month), + '维度': 'download_channel', + '渠道': ch_label, + '版本': '原始版', + '注册用户数': d_orig, + '付费用户数': n_orig, + '转化率': f"{n_orig/d_orig*100:.2f}%" if d_orig > 0 else '0%' + }) + results.append({ + '月份': str(month), + '维度': 'download_channel', + '渠道': ch_label, + '版本': '纯净版', + '注册用户数': d_clean, + '付费用户数': n_clean, + '转化率': f"{n_clean/d_clean*100:.2f}%" if d_clean > 0 else '0%' + }) + results.append({ + '月份': str(month), + '维度': 'download_channel', + '渠道': ch_label, + '版本': '拟合版', + '注册用户数': d_fitted, + '付费用户数': n_orig, + '转化率': f"{n_orig/d_fitted*100:.2f}%" if d_fitted > 0 else '0%' + }) + +print(f" 整体维度结果: {len([r for r in results if r['维度']=='整体'])} 条") +print(f" download_channel维度结果: {len([r for r in results if r['维度']=='download_channel'])} 条") + +# ---- 区分 key_from ---- +# 按注册月份 × key_from 统计付费用户 +if len(order_df) > 0: + # 端内已完成的订单 + internal_completed = order_df[order_df['is_internal'] & order_df['is_completed']] + + # 关联用户注册月份 + user_month_map = reg_df[['account_id', 'reg_month']].drop_duplicates('account_id') + internal_completed = internal_completed.merge(user_month_map, on='account_id', how='inner') + + # 剔除全部退费的用户 + internal_completed['is_refunded_order'] = internal_completed['is_refunded'] + user_refund_stat = internal_completed.groupby('account_id').agg( + total=('trade_no', 'count'), + refunded=('is_refunded_order', 'sum') + ).reset_index() + user_refund_stat['all_refunded'] = user_refund_stat['total'] == user_refund_stat['refunded'] + all_refunded_users = set(user_refund_stat[user_refund_stat['all_refunded']]['account_id']) + internal_completed_norefund = internal_completed[~internal_completed['account_id'].isin(all_refunded_users)] + + # 按 reg_month × key_from 统计付费用户数 + kf_stats = internal_completed_norefund.groupby(['reg_month', 'key_from'])['account_id'].nunique().reset_index() + kf_stats.columns = ['reg_month', 'key_from', 'paid_users'] + + # 各月份注册人数(原始+纯净+拟合) + month_denom = reg_df.groupby('reg_month')['account_id'].nunique().reset_index() + month_denom.columns = ['reg_month', 'total_users'] + + # 纯净版每月分母 + clean_reg = reg_df[~reg_df['only_external']] + month_clean = clean_reg.groupby('reg_month')['account_id'].nunique().reset_index() + month_clean.columns = ['reg_month', 'clean_users'] + month_denom = month_denom.merge(month_clean, on='reg_month', how='left') + month_denom['clean_users'] = month_denom['clean_users'].fillna(0).astype(int) + + # 拟合版每月分母 + month_denom = month_denom.merge(monthly_fitted, on='reg_month', how='left') + month_denom['fitted_total'] = month_denom['fitted_total'].fillna(month_denom['total_users']).round(0).astype(int) + + kf_stats = kf_stats.merge(month_denom, on='reg_month', how='left') + + for _, row in kf_stats.iterrows(): + denom_orig = int(row['total_users']) + paid = int(row['paid_users']) + denom_clean = int(row['clean_users']) + denom_fitted = int(row['fitted_total']) + + results.append({ + '月份': str(row['reg_month']), + '维度': 'key_from', + '渠道': row['key_from'], + '版本': '原始版', + '注册用户数': denom_orig, + '付费用户数': paid, + '转化率': f"{paid/denom_orig*100:.2f}%" if denom_orig > 0 else '0%' + }) + results.append({ + '月份': str(row['reg_month']), + '维度': 'key_from', + '渠道': row['key_from'], + '版本': '纯净版', + '注册用户数': denom_clean, + '付费用户数': paid, + '转化率': f"{paid/denom_clean*100:.2f}%" if denom_clean > 0 else '0%' + }) + results.append({ + '月份': str(row['reg_month']), + '维度': 'key_from', + '渠道': row['key_from'], + '版本': '拟合版', + '注册用户数': denom_fitted, + '付费用户数': paid, + '转化率': f"{paid/denom_fitted*100:.2f}%" if denom_fitted > 0 else '0%' + }) + + # 端外汇总 + external_completed = order_df[(~order_df['is_internal']) & (order_df['order_status'] == 3)] + external_completed = external_completed.merge(user_month_map, on='account_id', how='inner') + ext_stats = external_completed.groupby('reg_month')['account_id'].nunique().reset_index() + ext_stats.columns = ['reg_month', 'paid_users'] + ext_stats = ext_stats.merge(month_denom, on='reg_month', how='left') + for _, row in ext_stats.iterrows(): + denom_orig = int(row['total_users']) + paid = int(row['paid_users']) + denom_clean = int(row['clean_users']) + denom_fitted = int(row['fitted_total']) + + results.append({ + '月份': str(row['reg_month']), + '维度': 'key_from', + '渠道': '端外合计', + '版本': '原始版', + '注册用户数': denom_orig, + '付费用户数': paid, + '转化率': f"{paid/denom_orig*100:.2f}%" if denom_orig > 0 else '0%' + }) + results.append({ + '月份': str(row['reg_month']), + '维度': 'key_from', + '渠道': '端外合计', + '版本': '纯净版', + '注册用户数': denom_clean, + '付费用户数': paid, + '转化率': f"{paid/denom_clean*100:.2f}%" if denom_clean > 0 else '0%' + }) + results.append({ + '月份': str(row['reg_month']), + '维度': 'key_from', + '渠道': '端外合计', + '版本': '拟合版', + '注册用户数': denom_fitted, + '付费用户数': paid, + '转化率': f"{paid/denom_fitted*100:.2f}%" if denom_fitted > 0 else '0%' + }) + + print(f" key_from维度结果: {len([r for r in results if r['维度']=='key_from'])} 条") + +# ========== 输出到Excel ========== +result_df = pd.DataFrame(results) +print(f"\n总结果数: {len(result_df)}") + +# 按维度排序 +dim_order = {'整体': 0, 'download_channel': 1, 'key_from': 2} +result_df['dim_sort'] = result_df['维度'].map(dim_order) +result_df = result_df.sort_values(['月份', 'dim_sort', '版本', '渠道']).drop(columns=['dim_sort']) + +output_path = '/root/.openclaw/workspace/output/conversion_rate_202509_202605.xlsx' + +with pd.ExcelWriter(output_path, engine='openpyxl') as writer: + # Sheet1: 全部数据 + result_df.to_excel(writer, sheet_name='全部数据', index=False) + + # 各维度分sheet + for dim in ['整体', 'download_channel', 'key_from']: + dim_df = result_df[result_df['维度'] == dim].copy() + dim_df = dim_df.drop(columns=['维度']) + sheet_name = dim[:31] # Excel sheet name limit + dim_df.to_excel(writer, sheet_name=sheet_name, index=False) + + # 透视表:整体(原始版 vs 纯净版 vs 拟合版) + overall_df = result_df[result_df['维度'] == '整体'].copy() + pivot = overall_df.pivot_table( + index='月份', columns='版本', values='转化率', aggfunc='first' + ) + pivot.to_excel(writer, sheet_name='整体对比') + +print(f"\n输出文件: {output_path}") +print("Done!")