From 74d9560c59d7367efbdf749252bc8180e0dbf7c0 Mon Sep 17 00:00:00 2001 From: Philipp Horstenkamp Date: Mon, 11 Jul 2022 22:45:58 +0200 Subject: [PATCH] Added a first draft of the ANN. --- data/.gitignore | 1 + data/collected_and_filtered.pickle | 3 + data/collected_routes_np.pickle | 3 + data/raw_0000134050.pickle | 3 + data/raw_0000134100.pickle | 3 + data/raw_0000134150.pickle | 3 + data/raw_0000134200.pickle | 3 + data/raw_0000134250.pickle | 3 + data/raw_0000134300.pickle | 3 + data/raw_0000134350.pickle | 3 + data/raw_0000134400.pickle | 3 + data/raw_0000134450.pickle | 3 + data/raw_0000134500.pickle | 3 + data/raw_0000134550.pickle | 3 + data/raw_0000134600.pickle | 3 + data/raw_0000134650.pickle | 3 + data/raw_0000134700.pickle | 3 + data/raw_0000134750.pickle | 3 + data/raw_0000134800.pickle | 3 + data/raw_0000134850.pickle | 3 + data/raw_0000134900.pickle | 3 + data/raw_0000134950.pickle | 3 + data/raw_0000135000.pickle | 3 + data/raw_0000135050.pickle | 3 + data/raw_0000135100.pickle | 3 + data/raw_0000135150.pickle | 3 + data/raw_0000135200.pickle | 3 + data/raw_0000135250.pickle | 3 + data/raw_0000135300.pickle | 3 + data/raw_0000135350.pickle | 3 + data/raw_0000135400.pickle | 3 + data/raw_0000135450.pickle | 3 + docker-compose.yaml | 2 +- experiments/Experiments.ipynb | 3039 ++++++++++++++++++++-------- pyrate | 2 +- 35 files changed, 2235 insertions(+), 902 deletions(-) create mode 100644 data/collected_and_filtered.pickle create mode 100644 data/collected_routes_np.pickle create mode 100644 data/raw_0000134050.pickle create mode 100644 data/raw_0000134100.pickle create mode 100644 data/raw_0000134150.pickle create mode 100644 data/raw_0000134200.pickle create mode 100644 data/raw_0000134250.pickle create mode 100644 data/raw_0000134300.pickle create mode 100644 data/raw_0000134350.pickle create mode 100644 data/raw_0000134400.pickle create mode 100644 data/raw_0000134450.pickle create mode 100644 data/raw_0000134500.pickle create mode 100644 data/raw_0000134550.pickle create mode 100644 data/raw_0000134600.pickle create mode 100644 data/raw_0000134650.pickle create mode 100644 data/raw_0000134700.pickle create mode 100644 data/raw_0000134750.pickle create mode 100644 data/raw_0000134800.pickle create mode 100644 data/raw_0000134850.pickle create mode 100644 data/raw_0000134900.pickle create mode 100644 data/raw_0000134950.pickle create mode 100644 data/raw_0000135000.pickle create mode 100644 data/raw_0000135050.pickle create mode 100644 data/raw_0000135100.pickle create mode 100644 data/raw_0000135150.pickle create mode 100644 data/raw_0000135200.pickle create mode 100644 data/raw_0000135250.pickle create mode 100644 data/raw_0000135300.pickle create mode 100644 data/raw_0000135350.pickle create mode 100644 data/raw_0000135400.pickle create mode 100644 data/raw_0000135450.pickle diff --git a/data/.gitignore b/data/.gitignore index dc845eb..5b015e4 100644 --- a/data/.gitignore +++ b/data/.gitignore @@ -1,3 +1,4 @@ tmp_*.pickle collected.pickle test.pickle +collectedWithImage.pickle diff --git a/data/collected_and_filtered.pickle b/data/collected_and_filtered.pickle new file mode 100644 index 0000000..d02811b --- /dev/null +++ b/data/collected_and_filtered.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:37605e699ef684e5dc4ba0d0e63a55337fb3158e2b65538a7b108b29648f8b4e +size 9895843 diff --git a/data/collected_routes_np.pickle b/data/collected_routes_np.pickle new file mode 100644 index 0000000..bf617e0 --- /dev/null +++ b/data/collected_routes_np.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:45214e2e1addb9869357bb175ef0f609d372c6ecb4adfd4c7610a6add2b4c55f +size 112607399 diff --git a/data/raw_0000134050.pickle b/data/raw_0000134050.pickle new file mode 100644 index 0000000..59a5bc5 --- /dev/null +++ b/data/raw_0000134050.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7918bf373a9a6a1a061b01087e3a01e857e86a49a3ecd27a1384153696d49bdf +size 217447 diff --git a/data/raw_0000134100.pickle b/data/raw_0000134100.pickle new file mode 100644 index 0000000..6dd4743 --- /dev/null +++ b/data/raw_0000134100.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:7163c9cb6d411bf5afa6b5d561b5a7c55c0ec3517a1bfd36ee8991d88b53febf +size 214257 diff --git a/data/raw_0000134150.pickle b/data/raw_0000134150.pickle new file mode 100644 index 0000000..687e535 --- /dev/null +++ b/data/raw_0000134150.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:efa0b15fc5455cf2709c5bcb667706e36bb35fd545c4ba43d0210995e466efc5 +size 216603 diff --git a/data/raw_0000134200.pickle b/data/raw_0000134200.pickle new file mode 100644 index 0000000..19b2228 --- /dev/null +++ b/data/raw_0000134200.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ecb361fbb1cd562cbe984d1133dcf708665e8d554cb1ed34bfaf94d83158df15 +size 210406 diff --git a/data/raw_0000134250.pickle b/data/raw_0000134250.pickle new file mode 100644 index 0000000..8495fa2 --- /dev/null +++ b/data/raw_0000134250.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:35493ba91b796ad5ebb5eff1bcf82be1ae030c43775594a7cb8c8a4bf046e54a +size 216212 diff --git a/data/raw_0000134300.pickle b/data/raw_0000134300.pickle new file mode 100644 index 0000000..e647f5f --- /dev/null +++ b/data/raw_0000134300.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b69dbb4b235334b7809dea3733cb558f128b23b07bd9f0bf4f82decd537d36ca +size 211098 diff --git a/data/raw_0000134350.pickle b/data/raw_0000134350.pickle new file mode 100644 index 0000000..5e72402 --- /dev/null +++ b/data/raw_0000134350.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:b7a69aefd8a55312d12d70de9a50588128785797c47cd4f2b09a3fb68aae0124 +size 212610 diff --git a/data/raw_0000134400.pickle b/data/raw_0000134400.pickle new file mode 100644 index 0000000..cf865d1 --- /dev/null +++ b/data/raw_0000134400.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:927306b1f0ee20207f08d4115055f001d9a24b2057fedab9005bffea3e95687f +size 211859 diff --git a/data/raw_0000134450.pickle b/data/raw_0000134450.pickle new file mode 100644 index 0000000..4a54a69 --- /dev/null +++ b/data/raw_0000134450.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e1073b251fd12f98dfc4a9e56444ceb3659c5a012f43a7591bf573f2013a1137 +size 212715 diff --git a/data/raw_0000134500.pickle b/data/raw_0000134500.pickle new file mode 100644 index 0000000..f544b14 --- /dev/null +++ b/data/raw_0000134500.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:10220090d4fa33d44afeeb8acf77bd1b03136e244f8259a9e0d2130c61d3477d +size 209029 diff --git a/data/raw_0000134550.pickle b/data/raw_0000134550.pickle new file mode 100644 index 0000000..1c6bc4c --- /dev/null +++ b/data/raw_0000134550.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e41229dd04ea5433f830d88447e53e8f517ec22c0573db02251b8936a1fa65cf +size 215820 diff --git a/data/raw_0000134600.pickle b/data/raw_0000134600.pickle new file mode 100644 index 0000000..e645a4b --- /dev/null +++ b/data/raw_0000134600.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:96bfba7d3732ede9ab5798c00c2b883964f55540da2c6a62ddb79e872b855d30 +size 216651 diff --git a/data/raw_0000134650.pickle b/data/raw_0000134650.pickle new file mode 100644 index 0000000..9ba5bb8 --- /dev/null +++ b/data/raw_0000134650.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:5386adb9203b251604c0b458fc003393c5842d7cb7ee1b60978f44af0147ace1 +size 219328 diff --git a/data/raw_0000134700.pickle b/data/raw_0000134700.pickle new file mode 100644 index 0000000..15e3e7a --- /dev/null +++ b/data/raw_0000134700.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:d257c427373c9024a3400b5383a203022d20442c64c7f15e9656fafec1d401e5 +size 208892 diff --git a/data/raw_0000134750.pickle b/data/raw_0000134750.pickle new file mode 100644 index 0000000..20f7719 --- /dev/null +++ b/data/raw_0000134750.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:bb50642566cc189d3a45dd848daec4cbffd2ddc3c29f50bafd27107839c5ee52 +size 219547 diff --git a/data/raw_0000134800.pickle b/data/raw_0000134800.pickle new file mode 100644 index 0000000..3b713d3 --- /dev/null +++ b/data/raw_0000134800.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:a8729eb4094cc3644e158f4ffdc537e8562de37feec3015c33b782b492b9182c +size 212722 diff --git a/data/raw_0000134850.pickle b/data/raw_0000134850.pickle new file mode 100644 index 0000000..43f0d29 --- /dev/null +++ b/data/raw_0000134850.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:abe6bbaf434939a87a908591dc48605983f2ecb141c5b5d8d47315547a1e1363 +size 205746 diff --git a/data/raw_0000134900.pickle b/data/raw_0000134900.pickle new file mode 100644 index 0000000..49a2b17 --- /dev/null +++ b/data/raw_0000134900.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:41f5d93fc0ad243e6d6e7927c6f6b8a64b0daf09327222c16b7e9903e1a24bc1 +size 210004 diff --git a/data/raw_0000134950.pickle b/data/raw_0000134950.pickle new file mode 100644 index 0000000..5cb1927 --- /dev/null +++ b/data/raw_0000134950.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:31231d7d9f9097684ce548a348195e7d0b0c2e5ba6ebbcdd4464fcff428b12ee +size 215745 diff --git a/data/raw_0000135000.pickle b/data/raw_0000135000.pickle new file mode 100644 index 0000000..3a69cac --- /dev/null +++ b/data/raw_0000135000.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:ab3169ae17a78e8ee887ba9e2c4045f66fa98a331e2e283f4d64d73c87f1e628 +size 217438 diff --git a/data/raw_0000135050.pickle b/data/raw_0000135050.pickle new file mode 100644 index 0000000..b9662f4 --- /dev/null +++ b/data/raw_0000135050.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:dabab2c758a45465415c828659681f21742c5b92f4070b87beb2aa2df59c1f4a +size 219900 diff --git a/data/raw_0000135100.pickle b/data/raw_0000135100.pickle new file mode 100644 index 0000000..1bdbe38 --- /dev/null +++ b/data/raw_0000135100.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6ecd4ade2799dfdd7e1870defaf466b8618208100ea46606d9a8927440d4523e +size 213304 diff --git a/data/raw_0000135150.pickle b/data/raw_0000135150.pickle new file mode 100644 index 0000000..1a3f013 --- /dev/null +++ b/data/raw_0000135150.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6827cbebf4cadbe34e67434daa4d7593aa6af77c615212e17960bffd25bc5087 +size 216738 diff --git a/data/raw_0000135200.pickle b/data/raw_0000135200.pickle new file mode 100644 index 0000000..7f9a937 --- /dev/null +++ b/data/raw_0000135200.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2fad6e7444a521982a8e6437faa8ca7799ac852a9ba51b71ef36697c8b2790e6 +size 211389 diff --git a/data/raw_0000135250.pickle b/data/raw_0000135250.pickle new file mode 100644 index 0000000..a46a31c --- /dev/null +++ b/data/raw_0000135250.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:e2db22a69b63f2800a3d1f28edb679f939930953625692d20503855478e92908 +size 220119 diff --git a/data/raw_0000135300.pickle b/data/raw_0000135300.pickle new file mode 100644 index 0000000..467ddc5 --- /dev/null +++ b/data/raw_0000135300.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:533b77a51561288812b7489c3672c04472f1b2d1be7bc6275dcfab5eed601012 +size 216941 diff --git a/data/raw_0000135350.pickle b/data/raw_0000135350.pickle new file mode 100644 index 0000000..98bccd8 --- /dev/null +++ b/data/raw_0000135350.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:2d801e81523a2053b51bf3f58ef829700c76af83ce9e4954c15a17f7608eeef2 +size 219537 diff --git a/data/raw_0000135400.pickle b/data/raw_0000135400.pickle new file mode 100644 index 0000000..35959dd --- /dev/null +++ b/data/raw_0000135400.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:6c80a0b905b6552672d960913b15b73fcad67e31f4bb6896e8fd0ea1017afeb4 +size 221016 diff --git a/data/raw_0000135450.pickle b/data/raw_0000135450.pickle new file mode 100644 index 0000000..322a5f9 --- /dev/null +++ b/data/raw_0000135450.pickle @@ -0,0 +1,3 @@ +version https://git-lfs.github.com/spec/v1 +oid sha256:58ad5f38f801b64e5dc24943675ecceb430ca3ce96633d29f3d5229151fb8ae2 +size 216751 diff --git a/docker-compose.yaml b/docker-compose.yaml index a120e85..0a90c58 100644 --- a/docker-compose.yaml +++ b/docker-compose.yaml @@ -26,7 +26,7 @@ services: - seed_start=150 - continues=False deploy: - replicas: 4 + replicas: 0 volumes: experiments: diff --git a/experiments/Experiments.ipynb b/experiments/Experiments.ipynb index 5604341..3e17c55 100644 --- a/experiments/Experiments.ipynb +++ b/experiments/Experiments.ipynb @@ -43,15 +43,48 @@ "Since" ] }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "!pip install humanize" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "!pip install jupyter-resource-usage" + ] + }, + { + "cell_type": "raw", + "metadata": {}, + "source": [ + "!pip install h5py" + ] + }, { "cell_type": "code", "execution_count": 1, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:16.223924Z", + "start_time": "2022-07-11T18:34:16.212695Z" + }, "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "/pyrate\n" + ] + } + ], "source": [ "%cd /pyrate/" ] @@ -60,16 +93,30 @@ "cell_type": "code", "execution_count": 2, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.461827Z", + "start_time": "2022-07-11T18:34:16.227692Z" + }, "pycharm": { "name": "#%%\n" } }, - "outputs": [], + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-07-11 18:34:17.502696: W tensorflow/stream_executor/platform/default/dso_loader.cc:64] Could not load dynamic library 'libcudart.so.11.0'; dlerror: libcudart.so.11.0: cannot open shared object file: No such file or directory\n", + "2022-07-11 18:34:17.502773: I tensorflow/stream_executor/cuda/cudart_stub.cc:29] Ignore above cudart dlerror if you do not have a GPU set up on your machine.\n" + ] + } + ], "source": [ "import os\n", "from typing import Optional, Final, Literal\n", "from math import pi\n", "import glob\n", + "import pickle\n", "\n", "from tqdm.notebook import trange, tqdm\n", "import matplotlib\n", @@ -79,13 +126,19 @@ "from PIL import ImageDraw, Image\n", "from shapely.geometry import Polygon, Point, LineString\n", "from shapely.ops import unary_union, split\n", - "import mapply" + "import mapply\n", + "import tensorflow as tf\n", + "import tensorflow_addons as tfa" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.574805Z", + "start_time": "2022-07-11T18:34:19.465509Z" + }, "pycharm": { "name": "#%%\n" }, @@ -101,16 +154,39 @@ { "cell_type": "code", "execution_count": 4, - "metadata": {}, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.587273Z", + "start_time": "2022-07-11T18:34:19.580531Z" + } + }, "outputs": [], "source": [ - "mapply.init(n_workers=-1, chunk_size=100, max_chunks_per_worker=8, progressbar=True)" + "tqdm.pandas()" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.598079Z", + "start_time": "2022-07-11T18:34:19.592567Z" + } + }, + "outputs": [], + "source": [ + "mapply.init(n_workers=-1, chunk_size=1000, progressbar=True, max_chunks_per_worker=100)" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.609069Z", + "start_time": "2022-07-11T18:34:19.603573Z" + }, "pycharm": { "name": "#%%\n" } @@ -123,8 +199,12 @@ }, { "cell_type": "code", - "execution_count": 6, + "execution_count": 7, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.620571Z", + "start_time": "2022-07-11T18:34:19.613072Z" + }, "pycharm": { "name": "#%%\n" } @@ -134,14 +214,22 @@ "SIZE_INNER: Final[int] = 75\n", "SIZE_ROUTE: Final[int] = 100\n", "MIN_DESTINATION_DISTANCE: Final[int] = 25\n", - "IMG_SIZE: Final[int] = SIZE_ROUTE * 2\n", - "IMG_SHOW_SIZE: Final[int] = 400" + "IMG_SIZE: Final[int] = 128\n", + "IMG_SHOW_SIZE: Final[int] = 400\n", + "NUMBER_OF_FILES_LIMIT: Final[int] = 100\n", + "\n", + "NO_SHOW = True\n", + "GENERATE_NEW = True" ] }, { "cell_type": "code", - "execution_count": 7, + "execution_count": 8, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.633565Z", + "start_time": "2022-07-11T18:34:19.625445Z" + }, "pycharm": { "name": "#%%\n" } @@ -181,8 +269,12 @@ }, { "cell_type": "code", - "execution_count": 8, + "execution_count": 9, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.664193Z", + "start_time": "2022-07-11T18:34:19.639850Z" + }, "pycharm": { "is_executing": true, "name": "#%%\n" @@ -195,10 +287,10 @@ "" ], "text/plain": [ - "" + "" ] }, - "execution_count": 8, + "execution_count": 9, "metadata": {}, "output_type": "execute_result" } @@ -237,8 +329,12 @@ }, { "cell_type": "code", - "execution_count": 9, + "execution_count": 10, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.682424Z", + "start_time": "2022-07-11T18:34:19.674749Z" + }, "pycharm": { "name": "#%%\n" } @@ -279,8 +375,12 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 11, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.712930Z", + "start_time": "2022-07-11T18:34:19.687742Z" + }, "pycharm": { "name": "#%%\n" } @@ -330,50 +430,18 @@ }, { "cell_type": "code", - "execution_count": 11, + "execution_count": 12, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.733293Z", + "start_time": "2022-07-11T18:34:19.718254Z" + }, "pycharm": { "is_executing": true, "name": "#%%\n" - }, - "scrolled": false - }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "733a000f9b394a3c82c94bb47784d2ce", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/12 [00:00 0 else 0\n" - ] - }, - { - "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABAoAAAV+CAYAAAD/YNxPAAAAOXRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjUuMiwgaHR0cHM6Ly9tYXRwbG90bGliLm9yZy8qNh9FAAAACXBIWXMAAAsTAAALEwEAmpwYAAEAAElEQVR4nOydd5gTVRfG37s92V3K0nsvgtJFKVIFFDuKNAVFBXvvomLBrqjYKyp8KBbEhg2kqKACIr33jtTdTbbf7483cbM9ZZKZJOf3PPPsbmYyc5JNztx77jnvUVprCIIgCIIgCIIgCIIgAECM2QYIgiAIgiAIgiAIgmAdJFAgCIIgCIIgCIIgCMJ/SKBAEARBEARBEARBEIT/kECBIAiCIAiCIAiCIAj/IYECQRAEQRAEQRAEQRD+QwIFgiAIgiAIgiAIgiD8hwQKhIBQSl2hlPrVbDsEQRDCEfGhgiAIwUH8qyAEhgQKIhSlVE+l1O9KqeNKqSNKqd+UUqdawK4OSqllSimH62cHH56rlFI3K6VWK6UylVK7lVKfKqVOCdAmrZRq7sPxdZRSXyml9rqe27jY/kSl1HtKqRNKqf1KqduL7e+vlFrveg9+UUo1KudajymlViml8pRSE4vt66OUKlBKZXhsYzxseFcptUMpla6UWqGUOtvb1ygI0Y6FfehbSqkNru/+FX48f6RSaqnLX+xTSs1RSvUM0KbtSqkzfTh+VDG/5XD50s6u/ROVUrnFjmnq2tdSKTVbKXXI9X/5QSnVyuPciUqpyS7/fFQp9ZpSKt5jn9d+USn1RjEbspVS6cWOGa6UWue6J21RSp3hevx0pdRPLhsPue5VdXx7ZwUhMrGif63It3h5Div41wSl1Geu52mlVJ9i+xNdvu2A63V+rZSq57H/JKXUPNf/ZrNS6qJiz7e7/Oq/rmMWeuybU8xn5iilVpVhZ2OXfZ7HP+ix/zml1CaXr16vlBrtsa+66zNzWCl1TCm1WCnVw9v3SPAeCRREIEqpSgC+ATAFQBqAegAeAZBtsl0JAGYDmAagKoAPAMx2Pe4NLwG4BcDN4OtqCeBLAOcYbmz5FAD4HsDFZeyfCKAFgEYA+gK4Wyl1FkDnBuALAA+Cr2EpgE/KudZmAHcD+LaM/Xu11ike2weux+MA7ALQG0BlABMAzFTFghqCIJTEqj7UxT8Argew3NcnKgYtXwTwBIBaABoCeA3ABQbaVyFa6+mefgt8PVtR9DV9Usy3bXU9XgXAVwBaga/hT/C+4uZeAF0AnAzeIzqB/g/w0S9qra8tZucMAJ+69yulBgB4GsCVAFIB9HK9DoD3uLcANAbvBekA3vf2PRKESMXC/rUKyvct5WIV/+riVwCXAdhfyr5bAHQD0A5AXQBHwf8FlFJx4Gv+BvzfjAMwTSnV0uP5b7n2neT6eZt7h9b67GI+83d4+MwyqOLxnMc8Hs8EcB7oq8cAeEkp1d21LwPAWAA1QF/7NICvXfYLRqK1li3CNnCQdKyCY8YCWAc6iB8ANPLY1xrATwCOANgA4FKPfdVAR3oCdKKPAfjVS7sGAtgDQHk8thPAWV48twWAfABdyzmmMoAPARwCsAMcBMa49jUHsADAcQD/goNQAFgIQIMOKQPAMB/e5zjXcxsXe3wvgIEefz8G4GPX7+MA/O6xLxmAE0DrCq41DcDEYo/1AbDbB3tXArjY7M+nbLJZfbOqDy12/V8BXOHD8ZVdPm5oOcckggPdva7tRQCJrn3VwcHjMdfrWgQuNnwEBk+drvPf7cdr+QXAwx5/TwQwzcvnprn8cDXX30s9XyOAkQB2lfN8r/yiy1enA+jt8djvAK7y0s5OANLN/mzLJpvZWzj4V9e5iviWCo61pH8FsBtAn2KPvQ7gGY+/zwGwwfX7ya7reI7TfwTwmMd7fwJAJS+u3RgctzcuZ78GEOfla/kKwB2lPB4DBhQ0gJpmf74jbZOMgshkI4B8pdQHSqmzlVJVPXcqpS4AcD+AIWA0bhG4UgKlVDLogP8HoCaA4QBeU0q1cT39VQBZAOqAjnxssXN/o5S6twy72gJYqV3fbBcrXY9XRH9wUvxnOcdMAZ11U3DFaDS40gPwZvEjGHms7zoWWuterv3tNaOZn7hexzF/0sVc73UdcNXPzT8ofI1tPfdprTMBbIF370Fp1HSlj21TTLdNLsOuWuDq2ho/ryMI0YRVfWggdAOQBGBWOcc8AOB0AB0AtAfQFYWr8XeAg84a4GrZ/QC01vpyMOB7nsuHPuN6HSuVUiMrMkqx9KoXGOT15DxXWuwapdR15ZyiF4D9WuvDnqct9nt9pVTlUq7ti1+8GAxCL3Q9Nxac8NRwpefuVkq9opSylWOn+F9BCB//WppvKQtL+tcyeBdAD6VUXaWUHcAoAHPKOV6BAQS4bN4B4BFX6cEqpVRZ2bWjASzSWm+vwJ4dLv/5vivrtqQB9KunopgPVUqtBP/fXwF4R2t9sIJrCT4igYIIRGt9AkBPMLr2NoBDijX1tVyHXAvgSa31Oq11Hpgm1cE1YDsXwHat9fta6zyt9d8APgcw1DUwuhjAQ1rrTK31arB8wPPa52qtnyrDtBRwRd+T42DKZkVUA7CvrJ0u24YDuE9rne5yTM8DuNx1SC6Y/llXa52ltS5X3EZrXaWiY8ogxfXT83V6vsZA3oPirAdvOHUA9APQGcALxQ9SrM+dDuADrfV6P64jCFGFhX1oIFQD8K/L3rIYBeBRrfVBrfUhMB3Y04fWAVf2crXWi4oFfYugtW6ntf6fF3a5B5PbPB6bCaa11gBwDYCHlFIjij9RKVUfnBh46sB8D+AWpVQNpVRtsFQNAOzFnuurXxwD4EOP11wLQDyASwCcAfrijigc+Hteqx2AhwDc5cV1BCGiCQf/WoZvKQ+r+tfS2ASWYO0BswNOAvCoa98GAAcB3KWUildKDQQX3tz+sz4YNDgOli3cCOADpdRJpVxnNICp5djxLzj5bwSOX1NBn1wab4CLbD94Pqi1bgegEpg5JqKVQUACBRGKy8FeobV2f6nrgmlOAL+UL7lWzY+BaU4KrBNrBOA09z7X/lEAaoODNneNp5sdPpiVAX6hPakEpnNWxGHQiZZFdXDQ5mnPDvA1AazzVwD+dK1QjUVwyHD99Hydnq8xkPegCFrr/VrrtVrrAtcg+24U001QSrlT13JAhy4IghdY1IcGwmEA1Suo4ayLkj60ruv3Z0HNlB+VUlsNzHoYjZKD+bVa671a63yt9e+gPs0lnscopWqAWWKvaa1neOyaBOBvACvA0oAvwUH4AY/n+uQXlVINwVIvz6wHp+vnFK31Pq31v2CgdnCx5zYHV+tu0VovquhaghANWNm/luNbysOq/rU0XgXLIKqBJVVfwJVRoLXOBXAhWI6wH8x0mAlmOwD0e7kAHtda52itF4ClYwM9L+DKyK0N4LOyjNBaZ2itl7oCPgdAXzxQKVVk4Uwp9Sz4Gbm0tOCJa/FvBoB7lVLtfXkjhIqRQEEU4FotmYrC1KFdAMa7Vs3dm801INsFYEGxfSla6+vAtMs8AA08Tt/QB1PWAGinlPJMC20H79Ix54Lpo13K2P8vCrMGPG3bA/w3qb5Ga10XwHgwVc3rTgfeorU+CmY+eDqr9ih8jWs897nS6JrBmJRUDY/vtOt9fhdc+brYdQMQBMFHLORDA2ExKBZ2YTnH7EVJH7oXAFyZWndorZsCOB/A7Uqp/q7jylz5Kg9Fleq6KGcw6XH+/+4brlTlHwF8pbWeVORArZ1a6xu11vVcth4GsExrXeB6rj9+8XIAv+lCQUW3r9+Noq+9yPvgWgH9Gazv/ciL6whC1GEl/1qeb6kAy/nXcugAYKrW+ojWOhssxe3qTvvXWq/UWvfWWlfTWg8Cy3ndZb8rSzlfafaNAfCF1jqjlH1l4T6P5zj2EQBng7pfJyp4frzLVsFAJFAQgSilWiul7nClTkEp1QDACABLXIe8AeA+pVRb1/7KSqmhrn3fAGiplLrclXYUr5Q6VSl1ktY6H4w8TlRsj9IGdAbeMh8UNrlZsT2LeyVnnsuOK5RS20t7otZ6E6geO0OxLWCCUipJsTXVvS7bZgKYpJRKdQ3QbgdFAKGUGup+P0BxHA0KxABcafLJuSilksCILAAkuv528yGACUqpqkqp1mDq7FTXvlkATlZKXex6zkOgbkOpqa+u9z8J/K7GuV5zrGtfX6VUI0UaAHgKRRV6XwdTys7TWjtLnFwQhFKxsA91t75KAifO8S6fEOPa10cpVeqgUmt9HPQ3ryqlLnRdP16xRvgZ12EzQN9VwzVofAiFPvRcpVRz10T7OOjL/fahLsYA+FxrXbzl4AUu/6mUUl3B8oHZrn2VwPTT37TWJVbdlFL1FGtvlVLqdLDDzMMeh/jjF8tKoX0fwE1KqZquCcZt4P8fiu3G5gF4RWv9hpfXEYSIx6r+1QvfEjb+1TXGdo9L3eNld7D1LwCjXe9rPNh1Zq8rKwpKqXau4+1KqTvBbN6prucuBDUT7lNKxSkGe/vCoyRAUU/gUpRfdgCl1GlKqVZKqRilVDUALwOY73ovoZS6DywpOFMX04lQbD/b03U/tCml7gGDv3/48j4JXqAtoKgom7EbmJ41E1xNz3T9fBMeKqXgCskqsD5pF4D3PPa1AtvxHQJXY+YB6ODaVwN01KUqyoLpS/eXY1tHAMvA9KXlADp67HsQwPRynqvAti5rADhcr+sTAG1d+6uCTveQ6zU9hMKuB8+4js8AxQPHeZz3WjAL4Bhc6rmu484oxxZdfPPYlwjgPdd7dADA7cWeeyaoL+AEgyeNPfa9AeANj7+nlnKtK1z7bne9Jofr9b4MINW1r5Hr2CzXa3Fvo8z+fMomm9U3i/vQ+aX4hD4eNv1WwWsbBXYGyARTS78F0N21L8nlR/a5tpcBJLn23QZgu+t5uwE86HHOC8DB4zEAd7oeW1Oev3Fd6xiA/qXsm+F63zJcvvJmj31jULRTjXtr6Nrfy2WnA6y3HeXx3HL9IrjC99+5XI91c10rtRQ748EA9jHXe+n5fj3supbndTLM/mzLJpvZGyzqX73wLeHkX7ej5H2isWtfNVAL4KDrnL/Co6MYWAZx1PXa5wBoXuzcbcEMikwAawFcVGz/CLCsQpVi1392u47b5jrPPnCRrbbHsRrM0vD8X9zv2tcb1CxIB0tTFgDoZfZnOxI35XrDBcF0lFI/gnWc68y2RRAEIdxQSr0D4FOt9Q8VHiwIgiB4jfhXIRqRQIEgCIIgCIIgCIIgCP9hiEaBUuo9pdRBpdRqj8fSlFI/KaU2uX5WdT2ulFIvK/YdXqmU6mSEDYIgCJGI+FdBEITgIT5WEAShdIwSM5wK4Kxij90LYK7WugWoWO8WBjkbQAvXNg4UFhIEQRBKZyrEvwqCIASLqRAfKwiCUAJDAgVa64WgmIQnF6CwN/IHKGwZcgGADzVZAqCKUqqOEXYIgiBEGuJfBUEQgof4WEEQhNIJZnvEWlrrfa7f94NtKwCqne7yOG636zFBEATBO8S/CoIgBA/xsYIgRD1xobiI1lqX1Xu0LJRS48C0LiQnJ3du3bp1UGwTBK/Izwf27AH+/RcIpgCoUkDDhkD16sG7huATy5Yt+1drXcNsO8rCH/8KiI8VBMF8rO5fAfGxgiCEL4H62GAGCg4opeporfe50rIOuh7fA6CBx3H1XY8VQWv9FoC3AKBLly566dKlQTRVEMogNxd47TXgwQeBnJzgBgkAnv/QIaBfP+CNN4CEhOBeT6gQpdQOs20ohYD8KyA+VhAE87GofwXExwqCEAEE6mODWXrwFYAxrt/HAJjt8fhol3Ls6QCOe6R3CYI10Br47jugWTPggQeA9HQgOzs013Y4gI8/Bk49Fdi/PzTXtArZ2QyUCBUh/lUQBOPYvh346isgL89sS6yC+FhBEKIeo9ojzgCwGEArpdRupdRVAJ4CMEAptQnAma6/AeA7AFsBbAbwNoDrjbBBEAxj9WqgRw/g0kuBXbuAzMzQ2+B0Ahs3Aj/8EPprm8mkSUDNmmZbYSnEvwqCYDiHDwOffQaMGQPUrg2cdBIwYgSz2dLTzbYupIiPFQRBKB1DSg+01iPK2NW/lGM1gBuMuK4gGMrBg8BddwEzZ3JlO9hlBhUREwMMGWKuDaFm6FDgscc4UE1NNdsaSyD+VRCEgHE6gV9/BebMAb7+Gti5E0hMLBkU+PNPoHNn4JdfgHrRodEnPlYQBKF0gll6IAjhQVYWV7KbNGHKf1aW+UGC+Hjgyiujb7J88sn8+dln5tohCIIQCcyZA3TpAlSpAlxyCfDSS8DmzdTcKS1zIDsb2LoVaN8eWLky5OYKgiAI1iEkXQ8EwZJozeyBm28GMjKoDWAVYmOBO+8024rQoxR/Pv00AyWCIAiC/7z4IrBsGX/PyfHuOfn5LE3o3h34/HNg0KCgmScIggXYt49dveLiuFBV3s+4uMKxmhDxSKBAiE7+/BMYN44rK2ZoEFRE795A48ZmW2EOvXoBCxeabYUgCEJ0k5kJXHQRsxCuucZsawRBCBZ33AHMmMFOWwkJXEjTGigoKPzp3rRmaWxMDBe13D9jYxlEKP7Tc3MHGxISSv6Mj2c5VPGfbpsqCmAU/1mzJsuohICQQIEQXezaBdxyC/D996zZtCLJyWzHGK3cc48ECgRBEKyA0wnceiuwaRMzvWQlURAij/feA1q0AJ59luW3FXU/cQcNQtklxR2ciImhH3L/LL4B/JmeDhw9ClSqFDobIxDRKDAarVkHeNll0mbISmRkAPfeC7RqRSEnqwYJAKBBA6Z8RiuDB5uvESEIgiAQhwN4+WWK/QqCEHkkJQGPPAKsWweceSZgt5ttUUncgYmcHGqpOJ30TZmZHOOnpwMnTnA7fpxZBdGm8xUEJKPAaF55havVWrPeZ/Zsps4I5lBQALz/Puv93Y7FyqSkMJtAVm0EQRAEqxAXVyg2KwhCZNKoEQVQf/oJGDsWOHLEWvpdvlCnjoylDUAyCoxk7VquWmdm8ou1cCF7EluxBj4amD8faN2apQbHjlk/SACwtmroULOtEARBECIBI7KzYmKANm2AMWMCP5cgCNZnwABgyxZgwgRmF8SF4bpykyZmWxARSKDASBYu5Aq2G6eTasM9enCiKoSGzZuBgQOBc85hXWW4BGpsNgrKxMebbYkgCIIgkMRE4KOPZHVOEKKJhATgvvuAjRuBc8+1ZjlCebRta7YFEYEECoxk/Hhg+nQgLY31PgDT3detA7p2BQ4eNNe+SOfoUeCGG4B27YB588IvXUpr4LrrzLZCEARBEIjdzqy8Vq3MtkQQBDOoVw+YNYslCU2bUnDb6iQlMaNYCBgJFBiJUsCQIcD27cBVV3GFGKDwxrZtbNOxa5epJkYkubls39SoEfDuu/jb6URlxCAlNr7YFocfzLa1LGJjgREjGGQSBEGwMPfc/yBSKlUpsTVu3hLOcCjxErynShXg4YfNtkIQoob8/Hy0POnkUn3s9Tfdap5hvXoBGzYAjz/OYEFCgnm2VERiIoMaQsCEYdFJGJCaSlHDq68GLr+cQYLMTGDfPgYLfvuNbUiEwNAa+O47rsIfOfJficE2AIl1WiJxyIQihzvmvoWNa37BIBNMrZCEBLYFFARBsDgrVq5CUs8rYGtxepHH9787Dk6nEzZ3kFwIb+x24IMPCjMkBUEIOvn5+diyaQPq3vBRkcezdvyDFav+NMkqF3FxbJc6ciQzjWbPtqb+V36+BAoMQjIKgkmHDsA//wDPPEM1+5gYdkLo2hVYtcps68KbVauo/TBsGLM0iukQqJhYxNpSi2wq1sK1/127SmqnIAhhg0qwlfSxUsMeOcTHA4MGsVWaIAghRSlVwr/GJFgoAFuzJjBjBst8W7WyXjlCQQHQuLHZVkQEEigINjExwPXXU2Dv/PNZjnDsGCe5f/xhtnXhx4EDwOjRnFgvWRI+QoXl4W6JKAiCIAhG4imw7AuJicDrrxtriyCEK3l5wI8/srOZ6I0VcvrpwJo1wHPPMZvaCu3g7XbgzTclE8ogJFAQKmrVAj77DPj6awqDZGSw3mfePLMtCx9eeIGpRJ98AmRlGdP2yQpUr842moIgCIJgNsnJzISsVctsSwTBPLTmgt64cUC1asAllwDPPw+0b89afYHExgLXXssy65EjC/XZzCApiR0aLrvMPBsiDAkUhJp+/Qp7k+bns43fV1+ZbZX10Rq48052MsjJMdsa40hO5mdBUnYFQRAEs1GKAfnx4822RBDMYd06Zg7UqQP07w+8+y5w4gSQns7MggMHgFNPZUt0oZBq1YD33gN+/RU45RRzyhHS0vj/EgxDAgVmkJgIPPoosH4903YuugiYNs1sq6yNUhRRiTRiY4FRo8y2QhAEQQhXtOY98pNPAj9XYiLHIzEyPBSiiN27mUXTvDlFx194gQGBzMyS5TtaM2hw1lnARx+Vfr5oplMnYMUKYMoUoHLl0JUj2GzM2k5JCc31ogS5E5hJ8+bAokXA9OmSxuQN8RYWI/SHxETgxhuljkoQBEHwn1tv5c+ePQM7j83GNOt27QI2SRAsz5EjwFtvMTDQvDnbgG7ZQhX/3NyKn+90MvPm4YcjpxTWKGJigCuvBHbs4E+bLbiZs8nJwCOPMEghGEoELtGGGUoBw4ebbUV4kJDA0oNIQSng5pvNtkIQBEEIV1avBl5+GbjmGuofBUJKCvDEE8bYJQhWxOnkqvObb7JVeVxcYKLYTieF/DZsAD78kONUoZDKlSmKesMNwBVXMJPaaBHy+HigSxeWJwuGIxkFQvgQSQ44JoZdMEQsShAEQfCHzEzWAgPAK6+UfszFF3M1r6J6Ybudtb1Wa3MmCIGSlwf88AMwdCjr6K++mkLi2dnGTFodDmqN9erFrmZCSU4+GfjrL+Cdd6gjYGQmbXIyMHOmaH0FCQkUCOGDFdquGEViInD//WZbIQiCIIQrY8fy5xdflB1Iv+464NAhZh20acOAQGxs0WPi4jjJOe+84NorCKFCa7bQdncsGDqUncecTuoLGI3TCfz9N3DaaZEluG0k7gzqHTvYJcFmC1wLxWYDPv0UqFnTGBuFEkigQAgfIqmW/+ST2WJHEAQhXFi9Gvj8c6nHtQLz5nEVrU0b4MILyz82OZlBhTVrgMWLWTNstxeKfiUmAm+/HXSTBSHoeHYsGDCgaMeCYJOTQ1HEiRODf61wJiUFmDyZgZVu3eiL/MFuZ8DhzDONtU8oggQKhPAhUgIFKSnAQw+ZbYUgCIL3LFnClmCjRwPr1pptjXDHHfz50Ue+pdy2a8egwKFDVCXv1Al46SWgfv3g2CkIwcbdsaBZs6IdCzIySnYsCDYOBwN4QsW0akVB92nTgBo1mB3gLTExQJMmwNNPB88+AYCIGQrhRKQEClJTgcGDzbZCEATBe159lTW9WgP79wMijG8eq1ez/dhFF/mv8m23U1zsiisMNEwQQsSRIywleOMNYO1aBsuyssy2ipNdyc7xHqXoxwYNAh5/HHjxRWZm5OeX/zybjboQkdYNzYJIoEAIH8pIT8oCsN3j793lnOIAgPUef9cHENKOq3Y7cN990qNaEMIVd8/6KOLgwYM4smbNfyUHGeUM4jZu3IgqVaoAAGJiYtCyZctQmBhdXHstf06ZYq4dgmAW3boBu3ZRG8Aq2Gws6+nb1+enbt68GXl5eQCAnHI0DhyZmVi/vnAUW6VKFdSuXdt3W62G3c6OK1dfTV2JxYvL7nJmt7NrRdOmobUxSpFAgRA+lJGW9KyKweOx8bAnFao1JzUqudwVW+8kvLp1KV51/Z2V48TIgny8mxdC4RmleCMRBCF8yMvj6tVDDwE7dwKtWwO9ewM9egBduwKNGkV08KBbz944+O8RxFWtBUBBx8TCXq1BieNSm3bC2UMK2/2mH9qLhQvmo3v37iG0NsLZt49t3a67LvB2iII1yc0Fpk8HHn6Yq6tdunCltVkzsy2zDjVqABs3mm1FUWrWBJ5/3uen/fPPP+jUuQsq1Sz8Pldp0aXEcXFV62LH7/+iW7+zAAD5uTmwJ8Zh364dUJFy/2naFPj5Z+C77xg0OH68aMAgKYkdw0aNMs/GKEMCBUL4UEbbplN1AVKr1EbKVa+Wut+Nrd0A2NoN+O/vuJkPofu25YaaWC4JCex1nRLSHAZBEPxFa+C994AHHmAbrYwMPv7PP8DKlcD77zOI0KkTMHduZHVm8aBDx46Yf7QyUjudW+5x9rML+1gXZDvgfOtKtG3bNtjmRRfDXYGYZ5811w4hOCxYQIV+p7PQ33z3HYOS995rrm1WYuBA4I8/6H+tgM0GzJrlV4lsy5YtkZCUhJRLnkCsvXKZx8VXrYPKl730398Zq35Ge2yJnCCBJ4MHA9u2UXviyScZPMvLA6pXl9KOECP5z0L4UEagoB8A59G9yEs/7PWpCnKzkLFzFS40xjLviIkBbr89lFcUBCEQsrO5quEWxvJEayppO53A8uXA5ZdHbDeAy0dcipgdf/r0HOeWv3Batx6oXLnsga/gIxkZwMKFwIMPlnk/FMIYrYGrrqLQpKe/KSjgpEkopHt3/9XyjcZuB+65B+jY0a+n22w29D9zAByblvj0PLX9D4weOcyva4YFiYn0dRs2UMMgPp66BLLYFlIkUBCJLFwIbN1qthWl88EHbA04ahTbbB075v1zyxgYJQA4W8XAuWmx16fK2rYc7WLjUc37qweGUmzV06Bkuq4gCBYlKQlYupTf2/IUmZ1O4NtvWWMZgQwaNAgZezYi33Hc+ydt/wOjR1waPKOikbOYcizt1yKUn35iULI0tm8PqSmWp2tXa+gTxMQAzZsz6ywALh8xDDHbvQ/GFmQ7kL59Jc49t/wsr4igQQPgm2+Y1ednMEbwn6AGCpRSrZRSKzy2E0qpW5VSE5VSezweFwl4o/jhB9bOtmvH1FiroDXr7a6/nr2c//c/1urXqkVbH30UWL++/HOcfHKZEeTL87IRs/Jn781ZPQ9jcsoQSgkGNhswYULoridEPOJfQ0TnzvRNI0eWHyxwOOjHDnuf2RQu+LriVZCbhfQty3HhhRcG17Bo46STgFdeETHcEBFyH3viRNlaJ7vLk2mOQipVAurWNdsKBpM//xyIC6ySe/DgwUjfuRoFWRkVH4wozdiSDgemENS7jdZ6g9a6g9a6A4DOABwAZrl2T3bv01p/F0w7ooZNm4BLLuHvmZnWmpjeeCPrjDxFSdLTKdSzahXbonTpQqGwshgxosyWKQMBZP67w6sVL52Xi4xtf2OIjy8hIJo2ZQRcEAxC/GsIsduBd97hgLBqVeqNlEZ8PMWXIhBfVryyti5Hh46dUa1ayHK2ooO33wZuuMFsK6KGkPvYc84puy1cWZkG0UyvXuZePzmZWiHNmwd8qtTUVPQ8ozccm73MKpCMLSFEhDIs3R/AFq31jhBeM3o4cQI480wGCNz8+CPw77/m2eTJkSNUaE5L4yA7Joarc6mpQOXK/D07G7jttrLPUbUq65RKwQagX0ysVyteWTtWoFVMLELWUCYlhXVWghA8xL+GgrPPptJ2v36ll0LFxJTd0inM8WXFS2/7A6NHyiBWiCiC72NtNvaULy2r4NixiNVA8Zu+fc3T6oiL4+LWddcZdsrRI4dBbf+jwuMkY0sIJaEMFAwHMMPj7xuVUiuVUu8ppaqG0I7Io6AAGDKEEWfPG0lMDDB1qmlmFWHGDIrxHD7MgIDDQR2FJUtYe/TRR1yxu+++8s9z000MLpTC6NwsxKyquPwgf80vGJ0Twtq2pCT+fwQheIh/DRXVq1OF/OWXOUj1TAOP4ECBtyteOi8XGZv/whDxeUJkERofO3586SWWMTERWdYUEN26mXdtu53jWgM7Dpx33nlI37YCBRWMTyVjSwglIQkUKKUSAJwP4FPXQ68DaAagA4B9AEo0HlVKjVNKLVVKLT106FAozAxf7rkHWLyYE3BPnE4OZq0YhU5MBGrXBtq0AXr2ZF/UMWMYoS2Pfv3KbEE2GEDG/s3IL2fFSxfkw7H5T1yCEL0nNhtw110B168JQln4419dzxMf6y9KAWPHsmyqXbuiq1oRGigAvFvxcu5YgVYntUHt2iHL2RKEoBJSH9ujB9C/PyeilSpxocFuBzp0ELX34rRsac741l2KVqeOoaetWrUqupx6OpxblpZ7nGRsCaEkVBkFZwNYrrU+AABa6wNa63ytdQGAtwGUKN7WWr+lte6ite5So0aNEJkZhnz8MfDqq2UPTvfutYYyrFHExADjxpVaI5wCoEdMHJybyx7IZu1chcZKoWEQTSzB+PGhvJoQffjsX13HiY8NlCZN2BXhnnsYFHQ4IjpQ4M2KV8HWJRgjg1ghsgidj42JAWbPBn77DXj3XeD559kN4c8/GTQQComJYQAllCQmsvvI0KFBOf3okZcC5QRjJWNLCDWhChSMgEfKllLKMwx3EYDVIbIjslixgj13ywsENG1qnV6zRnHNNWWqPo/JdUKtmlvmU/PXzsdluVnBsqwocXHsrR5NqrSCGYh/NZPYWGqQ/Por0KkTUL++2RaVZPp04L332L0hgBW4ila8dH4eHJv+wMUXX+z3NQTBgoTex3boQHHq668Hunc3/PQRw4ABoc3YTElhACdIXHTRRcjYsgwFudml7peMLSHUBD1QoJRKBjAAwBceDz+jlFqllFoJoC+AchTshFI5eBAYOLD81SulgEjssdq4MdN9S+E8AOl71qEgu+T7onUBsjb+jktDlaoWFwfcfXdoriVEJeJfLUSnTtRcKcM3mcZ33zG4evPNLO1KTWUL3SeeABYu9DkDorwVr6xdq9G4SRM0bBjSnC1BCBriYy1Ojx6hWwyz2YCZM4EqVbx/zty57PDlJTVq1EDbU9oja/vfpe6XjC0h1AQ9UKC1ztRaV9NaH/d47HKt9Sla63Za6/O11vuCbUdEkZtL9e1jx8o/LikJGDUqJCaFnJtvLrVerwqALrFxcG4tueKVvWcdammNwBvZeEmPHkCzZqG6mhCFiH8VyuXAAWDkSGadZWYWbgsXAhMnAuedx0Fv69Zsu/fZZyxXK4fyVrzytyzGZcNlECtEDiH1sbNni2Chr5x2WmjKa2026mj16+f9c44fBy6+mN2++vWjaHdF43YAY0ZeioKtJTt4ScaWYAah7HogGEVeHjsGlJF+j9hYims99BDQuXNobQsVQ4YADRuW2hpnTI4TWD2vxOO5axdgVBnpXIaTnCwtEQVBMI+CAqYue7bM9SQ3l211c3OBDRuA116jQGOzZkCNGsAFFwCvvMISt7y8/55W1oqXLsiHc9MSXDr0kiC+KEGIQAoKgK+/5qSyQwdg+3azLQofKlUyXFSwVGrUAF54wbfnVK4M/P47s7h++YVlJLVqUcD73XfLDAoNGTIEmZv/hM7PLfJ41q7VaNxYMraE0CKBgnDEZmOrwcsv5+8AHVFCAtCiBXDbbcC331JgK1Kx2ag4PmUKULVq4fsA4EIA6Tv+KbLipbVG7vpFGKYLQmNfnTpAr16huZYgCEJxXnwRWL68yCS/QtLTgaws4N9/ga++YulUr17M3jr1VOCBB4AffsCYi84rseKVvWcdateuhebNQ5azJQjhy+HDwP/+x0WPypWZ/VlQwIyeTp0YoBO8I9hjLZsNmDWryDjTa9q0oR+uU4e+NSeHQpW33ALUrcuMiDfeYDmxi3r16qF5i1bI2rGyyKnytyzGZSMkY0sILRIoCFeqVAHefpsCWjfcwN/37AE2bgSefZY1qAb2d7UkMTHAlVcCu3YBt99OJx4XhxoATo6NQ9a25f8dmrN/Eyrl5aJNKOxKSWE2QaS//4IgWJcffgi8A4PTyeBBdja7Ozz9NHDppRjywAPIXPNrkRWvvC1LMHJYFGYTaM2ASqtWwLRpZlsjhANz5nCSOH48J6AZGfyeac1gwdGjXHX++WezLQ0P+vYtNbvUEOx2trju1Mn/czRuzGBBo0aFHbsyMxk0+PNPjl9PPbXIUy4fMRT5HsFYd8bW0Euk7EAILRIoCHc6dWJ66LBhQPXqZltjDsnJwOOPA5s2MTpvs2FMjhMFawrLD3LWLcSI/FyEZOoeGwsMHx6KKwmCIJROo0bGnzM/HzhxAvXy8tBMqf9WvLTWyF45D8N+/BF47jlg8WIGFyKd7Gymi7/0ErBlC7VzBKEifv6Zk8SMjLKPycwEzj+fHUuE8unWLTjnjYlhKZYRZaS1awN//UU9mMTEovucTgaOPBh6ySVwbloCXZAPwKWxVasmWrRoEbgtguADEigQIod69YBPPgF+/RVDTjkFmduWQ+fnQmuNvLULMNzlcINKUhJw662FUWNBEAQzaNyYQcsgMTonC/lrfgEA5OzbiMp5OWi7ZAkwYQL7jKemMpDtkVIbURw9CpxxBleECwqA664DNm822yohHFhaenvREjid7Fjy1FPBtSfcadUqoLavZZKUBHz+uXHtF6tWpWbBqacWLWOIjwfOOafIoU2aNEG9+vWRvWsNAGZsjRo+1Bg7BMEHJFAgRB6dOqHeP/+geaPGyNr+D3IPbUdSjhMBJI75xo03hupKgiAIpVO3Lge6QWIoNJyb/4AuyGfGVp4rYys7u1AkceNGYMGCoNlgGjt2MAjy11/MKNi8mXo5aWlmWyaEAxs2eH+s0wk89hhLTAtCpLEUbsTEAO3bG3tOu52lVkav4CcnM6OkX7/Cto42G9CnT4lDLxt+KXK3LGbG1uYlGDZUAgVC6JFAgRCZKIXR469G/tYlyN7wGy6NAVTxdC+jiY2lyni0loAIgmAd6tY1biWsFJoAqAcge9ca5K1bgOG6lIwtpxNYvTpoNpjGyJFAgwYUnPvss+CUeQiRidPpewtEhwOYOhW48MLoKOnxhzPPNC6DKi6OHcNuuMGY8xUnMZGtMIcMYbAgK6uERgEAXDr0EmRvXoycvRtQOdWOtm3bBsceQSgHCRQIEcslF18Mx+Y/kL/9D4yY9QVwxRVcYSurrWSgJCQA990XnHMLghB25OTn4OxpZ+PsaWcjIyfjv99z8nOCf/E6dYK+AnlZbjYyFn1UdsZWQQHFuiKN774DFi40fhVTiHw2bPBPPd/h4Ep0r17A8ePG2xXu9OxpnKChzcYyVl8EqfPzgfXrmUW1dSuwcyc7WBw8CBw5QrFKT2JjgQ8/BMaNY1ZSKQtZrVu3RvW0NBxfOBUjLh0KZTWB7BUrWOIWiVljwn9IoECIWJo0aYIGDRogJteB0wcNYguaf/6hQq475ctIOnZkKxxBEAQAF8y4AAt2LMC8n+KR1vMzzFvkxIIdC3DBjAuCf/E6dSiYFkQu1QXI3LMOl+bnly0UG4kZBZUrm22BEK6sXevdcTZbSa0jp5OTs5NO4uRTKOS00/j+BIrdDrzzDv2ntxw4AHTvziyELl0YQGzThmULjRoxu6tqVeDll4s+Tylg8mS2ySyDkcOGwrlzNYZfasGygy++AHbvBs4+G/jgA7OtEYJE8PISBcECTLjvbhw4eBgx7iyCli0Zlf/lF0Zy9+2junCguFsiCoIgeJC/sytyPvoC0LHA35ciYexgIBSZ6tWqAXl5Qb1EawBjY+NxlUebxBLs38+AhQi8+sbzz3PSctVV8t5FEqtWld/tAGCQoH17Lmx4EhPDlWf3uEU0MQqpXJmdBXbt8v8ciYnAoEHApZd6/5zffwfOO4+6LBX52/vvZ9mSD+Wpoy+/DDt370GnQNozBosvvmAmhdMJXH89MyqeeEJag0cYklEQSWRkMCXyppt4k3n//eAowYYRl48ahTtvK6VlVd++dGovvwxUqeJfKqAnVavyBiMIguDi00s/hdrR1/WXAvKSoHb0xWeXfhb8iytF3xZk3s3PRYfyDkhKYutawTeeeYb91evXB959N+hBHyFELF1a/rjMbqfQ3YIF7KCUmMiU+rQ0dkD45ht+Fho0CJnJYcMZZwT2/JQU4L33vDtWa2YDnHkmszu8+X7m5gL33OOTSa1bt8a0D963XtnB0aNF/brDwfH0JZeIjkaEIYGCcCYnB1i0CHjgAeCUU3gjGTECeO01YOVKBgz692f0WShJbCwwdiwj0LfeymCBP+JfycmMFFvNkQuCYCpDZw6FbvQLEJsDoACAQkHlzbhk5iWhMaBGjdBcpzxiY4NeAhGRpKdT5OzQIeCWW4CGDYGPPuIKnhC+bNlS9j67nYKFs2czi2TSJHbYWLaMn4M33qBGQRDbnoY1/fr5r1Pg1iXwJriakQFcdBFbwfpS7pCTA8yYERnlWHPnltRVcDiAOXNYhuGrYKdgWSRQEE4UFAB//82Vhh49gEqVgHPP5d+rVzNaeeJEoYBVZiYFl4Kl3BoppKQwXWrjRt6kfc0uUAoYMyYopgmCEN7ENvwTCWMHI6HPC0C8A/n/jAjdxX2psw0WeXmSIu0r+fkMErjJzGTA/7rrgCZNOKGRVnnhyZQpHHMUF1W227lwMW1aYSBAKaBWLaBVq+CJMEcS3br59zybDbj8ci6sVcT69cDJJwM//MCJsa9kZQHjx4d/tu+XX5YUaAQYOFm1ilnNmzeH3CzBeMTzhAsffMDAQK9ewEMPsS7K3a+6vJQnm41q/0LF1K8PfPopgyudOnkXmU5MBK69NvDSBUEQIo7ZI2ajd6Pe6HeGDYd/uBYth3yMgg2DcVP1r0JjgBXa9uXkSKDAV44dK12XIDOTGXBXXkmhtNxytCEEa3LOORQkbNaMZTkAgwR33cXUbclM9J/Wrf0LoFWvDrz4YsXHzZxJscKdO4sG8nxBa2pPfPutf8+3Alozc6AscnPZ8aFzZ+DXX0NnlxAUJFAQLnz8MQcJGRm+1f/UqUOhFcF7unRhHeGHH1Icp7wOCUoBt90WOtsEQQgbEmITMOeyOZhz2RykJKRg5QdXoWlT4J674kNTct60qfkrkY0bA6mp5toQbhw+DMTHl77PfT/q109S0MOVZs04WbzwQo4hJk0CJk6UIEGgxMRwUa1WLe9LEGw2ivKVt9iTm8tS3iuv5Dg80GyAzEwuMIVroG/9+ooDJVpzIXPgQGD69NDYJQQFCRSEC9u3+/6clBTguefk5uMPSgFDhrA+cOJE3nSK12MpBQwezNY3giAIFZCYWFgp9s47Ibhg3bqFq5ZmkJjIwbXgG0eOlAwCpKQw8P/YYyxDePtt84NAgv/YbGyLd+AANZIEYxg6lFk3r7zC70tKStnH2u3AnXdycags9u0DTj+dgqL+lBqUxdGjJdslhgvff+995obTSRHOhx8O/3KLKEXuMuGCP4KEkk0QOAkJTAncsYM6BDZb4eDMZqOQpCAIgpcMGcIKsgcfBI4fD/LF6tQpe2U6FCjlW6sxgbhV1OPieJ/p3p26BLt3sxNC5cpmWygYgVLWEByNNOLjWXK7cyfFvevXLxkwUIoZVw89VPZ5Fi0C2ralOLgvooXe4HBw8vzvv8aeNxR8+qlvpRdOJxcthw8XYdswRAIF4UB2dsV9d4uTnCzZBEZSrRrw5psUk+zThzeiVq2oZSAIguAlSrGr1uHDwOOPB/lideuau4pTvz7TrAXfsNv5f7viCt5zfvuN2WsxMcCGDVwtNXJ1UxAikbg4ihRu387xW4MGhQGDpCTg889L73SlNVO/Bg3iyn+w6sTy8oB77w3OuYOF08kuHL7icABff80WlkePGm+XEDQkUBAO7Nnje/po3bqSTRAMWrViW5h584BZs8y2JjrZuJHpzGvXmm2JIPhFp06cA770Uvnd0gKmTh3zVnASE6UbjL/06cP63rff5j0nM5P93du3Bzp2ZLq0aOMIgnfExgIjRzJg8M47QJs2TPtv2bLksenpHDs/8ojxWQTFyc5m+cmaNcG9jpEsWuR/OZvTSSHP9u2BrVsNNUsIHhIoCAd27Cg96lkWkk0QfHr2tIaieLTx++/AqadSaLJLF6buhasgkBDVTJrEyqa77w7iRWrUMO/7ERPDVFPBP9waBVpzYH3zzYUp0NnZwEcfMWgtCIJ3xMQAw4ZxYn711SX3r13LUoOffw5dxk5WFjBuXPjU73/9te8Zzp7k5HDxs1MnYPFi4+wSgoYECsKBnTt9S32SbAIhEvniC+DMM7nSVlBQWPd20kn+pcIJgonUqQPcdx8/1vPnB+kiMTGh7Tjgvl7lysD11wPNm4fu2pHK3r0cA2RmFn3c6eSk59gxU8wShIhixgwuQuza5VtnsUBxt0v87rvQXTMQvvrKvxaUnhQUUKCnf392dBMsjQQKwoHt271PgUpJAZ59VrIJhMhi8mTgsstKfg8cDuZun3EGlaODnSooCAZy++1Aw4b8mZ8fpIsEWywtNpb3nWrVgPHjOeA9coRBPCFw6tXjh6Q0MjJC1D5DECKYJ55ghoFZuh+ZmfSdVs+O3L0bOHjQuPM5ncDYsezkEi4ZFVGIBArCgQ0bvI/g1a4NnH9+cO0RhFBRUMD+xRMmlB8EcDqBt97iCubChaGzTxACwGYDnn6aenUffBCki9SpY/w54+NZ4larFr+fc+cChw5RYbxnT2nbZzQ33lh6n/e4OJYlCILgP1Onmi8OeuwYMGWKuTZUxA8/lGzbGihOJ/DUUxSdtHqgJEqRu3k4sH27d8elpIg2gRBZjBlDES9vbuJOJ9N0zzqLUeoTJ4JvnyAEyLBhQLdu7LSanh6EC9xyS+mTTF9JSKAaf716FNL79Ve27Z08GejaVe47weSyy0ouFsTHUyfnzDPNsUkQIoGCAuqAmU1mJls1Wrld4ueflyyBMgKHgzV4vXuHoGew4CsSKAgH7r+fA7SKkGwCIdL4/XffI/1OJ+sNmzYFvv02OHYJgkG42yXu38+FFcMZMoRK1TVqcHLpC4mJDDI0bgzccw/w119MP336aaBDBwkOhIrq1YEbbqD+UGIiMzZOP53dd+R/IAj+s2uXb2LhwcTK7RLz84EFC4J3fnfbxfbtvV8cFUKCBArCgXPP5epNtWplOzTJJhAikVq1/HteVhYb1V96KSdKVo7SC1HPaacBo0YBzz8fpMWtzp2p9N25c8VB56Qkbi1aAA8+SKGtbduARx9lWzHBHJ5/nmrhWVnMllqwwH//KAgCWbvW9wBqsCitXeK2bcAbb7AttJl1/H/9ZXzZQXFychi46dgR+PPP4F5L8BoJFIQLHTuyNVKLFqX3MJVsAiESqVcvsOc7HMwqaNaM6roimCNYlCef5ELxPfcE6QI1ajCz4OqrSwYLbDauVLdtS2Gpdes4MH3gAd5zBGuRnCyLAoJgBGvWWEsEuXi7xMmTqQPTsSMXC4cMAd5/P/TlEt99F5r3qaCAeg19+7IcQTAdCRSEE3XrAkuXsibRc6An2QRCpNK4ceDnyMnhCtyIEUEqAheEwGnQALjrLuCTT1hxExTi4oCXXgLefZf3kMREDkCfeordQ1avBu6805jvnSAIgtVZupRjBKtQvF3ikSMsSXA4gKNHgVmzgJtvBlq3ZkbRqFEstdy/P7h2ff65b23aA8XhoDbLU0/JAo/JBD1QoJTarpRapZRaoZRa6nosTSn1k1Jqk+tn1WDbETHY7exj6ilQFS7ZBLm5HAX/9ZfZlgjhQv36FFELBJuN51m0CKhUyRi7LIIl/OvOnVS7Hz8eOHAgqJeKdO6+m/HgW28NvFV1uQwfzoyBHTuA5cs58Aw0eyca0JoaDV99BbzwAle+hIjGEj5WCB4rV5ptQUk82yUeOVJyf0YGMw8OHmSpwvjxDO42bAhccw2DCaU9z1+OHgU2bzbufN7idDLDbezY0AYphCKEKqOgr9a6g9a6i+vvewHM1Vq3ADDX9bfgLUqx7+s777AM4fnnrZ1NkJ8PfPQRndjVVzOlqH17phUFrXm4EBHUqsVVT3+x2YDrrwc2bWLbtsgk9P712DEufzdpArRqxd/few/45hvDLxVNJCezBOGvvzj+Cyr16kmNe3lozSyLzz5jBKdbN6ByZZZiXH45RYZPP130T6IDGcNGIlpTA8CKuNslehOMTE+nvsGuXZwXXHEF2+K2aMFFxTlzAsumnDs3sHFYIDgcwMyZQL9+0snKJJQOckqHUmo7gC5a6389HtsAoI/Wep9Sqg6A+VrrVmWdo0uXLnrp0qVBtTNsKSiwbs/qggIOsu68kxHJjIyi+1NSWHO1YAHbPAlCcebPBy680PeWOe42bh9/DHTqFJAJSqllHgNES2GEfwX88LFvvMEBiGfKZv36DMiUpqEieE1BAcUN9+0DNmxg8EAIAZs3A3/8ASxZAvz2G7B+Pe+tMTG8d5U2VoqPp59ZvJiZfYLPWNm/Aib6WCH47N4NtGxpLY0CT5KT2fEkED2CmBiOtZ1OBvU/+4w/fWHUqBBErisgMZG+dv581ulZgJz8HFww4wIAwKeXfoqhM4cCAGaPmI2E2AAzYQ0kUB8bihmmBvCjUmqZUmqc67FaWut9rt/3A5BlDX/xJkhw7BjQvTvwyy9BNwcAB1RffcVo5lVXMcpZPEgA8LFdu4AuXZgGKwjFqV3btxxspZhFcM89FCkKMEgQBpjjX0+cKPp/sds5kJAgQcDExFC/as8eSs8IIWDXLuDkk4HrrgNeeQX4+28OrDMzuRJX1oJKbi4nG1268BzFcTqBqVOpA6EUy6gkiy7ckDFspLJ2beCljcEkLy9w0cKCAt6vc3P5el95xbfnaw18/31gNhhBdjbbJrZvz3I5C3DBjAuwYMcCzFvkRPXzn8e8RU4s2LHgv+BBpBCK5qE9tdZ7lFI1AfyklFrvuVNrrZVSJe7CLoc8DgAaNmwYAjMjmMqVgapVmbpzzTUchQZjmUpr4McfgdtuKzs4UJyCAraxO+00Zha0a2e8XUL4UqsWbxDekJzM7gaffEKhn+jAL/8KBOhjjx8vrBlMSmIbyjPO8N16oVR69gSGDgWefpqx1vr1zbYowlm5kitW/qS25uVRSKxLF4pEfvop8OGHJY/r2BGYMCH4LcYEozHHxwrBZ80a1vpblexs+iVvx0AVUVDANP6XX/a+XHndOuu8RwUFzE4+4wyWgiUlcWHI/dNuL/pYu3bAoEFBzbrO39kVOe/+AOTHA3F3IWHsYCDSEqS11iHbAEwEcCeADQDquB6rA2BDec/r3LmzFgLkxAmtGzTQWimt69TRetEiY8//yy9at2+vdXKy1gwZ+L6lpmq9cqWxdgnhTUGB1rGx5X9uYmO1ttu1fvFFrfPzDTcBwFIdQj/p7+avf9X++NgVKwq/61Wran3smG/PFypk61atExO1vvxysy2JAp55Ruv4eP/vXQDvre7f4+K0vuMOrbdsMfuVWZ5w8a861D5WCD6jRwf2nQ/HLT5e6127vH+Pnn+eNyKz7fZ1i4vTOiWF85K1a4Py8UnPTteJgyZqIJ+XVTk6cdBEnZGdEZTr+UugPjaopQdKqWSlVKr7dwADAawG8BWAMa7DxgCYHUw7BACpqcAPPzDStm8fMHAgcMMNgddm/f47swHOPZctXTIz/T9Xejrw4ouB2SNEFkoBVaqUvT85mYJia9awZt6qeh1BwFT/2r49/UmlSlxFrVzZ8EtEO02aMDnro4+AP/8025oI5sgR4O23mZobCFrz+/DrrzzXc88BTZsaY6NgCjKGjXAuu6ywe1i0ULeubx1uPvvMuIyGUJKXx6zmlSuBzp2ZzWXw6xg6cyh09VUAFIB8IDYXutEvuGTmJYZex2yCPaquBeBXpdQ/AP4E8K3W+nsATwEYoJTaBOBM199CsDnppML+2U4n8P771BFYssT3cy1bBvTqBQwYwFFsIAECT77+mgMuQXDTp0/Jm3lcHAV6Xn6ZbQ+js++7uf61Rw+WIFx0UVBOLwD33cfqm9tuE7cYFA4cALp2Ze2rEeTk8N4oRAoyho1kBgxgpx673WxLQoPdDtx+u/dlB9nZ4e/PtOZ8Z/Jkijj+/ruxpz/aBIBCQs/XkTB2MGIbRl5UP+hdD4xA1GIN5vrrKbDkziaw2YBx44CnnqpYjCw3Fzj/fOoJZGUZP3q12ykk1bKlsecVwpfsbN7Q//qLnzm7nTVqU6eGRGnc6qrcRiA+1rq88w6lZT7+GBg2zGxrIoidOynye+CAsT26hw3jP0vwimjwr4D4WEvz+++sZfdGVyucSUqinoq3GYA5OVyQCTTbykrYbMDIkcALLzADLABy8nNQs+VW6Pw47NlYW7oeCBHESy9R7C3OpWXpdAJvvcVo219/lf/c/fvZnsTpDM4SV0EB8N13xp9XCF8SE5nmfvbZQFoa8MEHVOGVdmRCFHDllaz0uOce63bxCjs2baL44L59xgYJAKkTEYRwo3t3Ln4FOHG0NDExwJAhvpUJJiRE3qKd0wlMn87avtmBVQzt3pGA41tb44HrmyMlIQVzLpuDOZfNsVSQwAgkUBCNxMcD337LSKEbp5MrLL17A3ffXXYtT2JicG3LyqIqqyB4YrMBX3zBDhmXRFb9lyCUR2wssyZ37OBPIUBWrmS5wb//+tZ61Vt27w7Pml5BiGY6dQJ++40dwrxNzQ8nbDbWsPlKv36R935kZVGbZuRI6qvt3+/XadyJY8OHG2ibBZFAQbRSpw6jacVrv51O4NVXgTZtWAJQnISE4AyuPFm2DDh2LLjXEARBCBP69gUuvBB48kkuggt+8scf7D157FjwRB8SEoCxY4GDB4NzfkEQgsPJJ9NHVKsWecLI9eoxi8pXevUquqgYSTgcbOneogUFbX28J8yYQammSO98GmHfBMEnevUCHn64pJCLwwFs3cpvwAMPFK1PSkwE8vODa1d8PFCjBjs1NG/OiOa111JF+tNP2UdVEAQhinj2WS5UT5hgtiVhyrx5QP/+7K4TTDIzqRTepAl1fyS7QBDChxYtgKVLqSLrLs8Nd1JSgLvu8u+53bpFlkZBcXJzqU1x6628R3jJtGnA6tVs+hbpSKAg2rn7bqrKl1ZS4HSyXWHbtoWrI6EIFGRmFrY22bIF+OUX4M03gfvvZ8HugAHBt0EQBMFCNG8O3Hwzm9WUluwllMPXXwPnnWdcd56KyMlhwP2xx9iR5YsvpG2FIIQLjRoxs7VePS5chTsFBcCIEf49t1696GghmZcHrFjh1aGLFzNpDABeeYV/RzISKIh2lGKhTY0ape93OFgc6w4UxMSYl5KVm8uB3rp1XKkRBEGIIiZMYFastEv0gRkz2InA4Qj9tR0O1r+OHk1dBC8HooIgmEydOhT3btKE5UThSmwsa/GTk/0/RzQsm+fkAMuXe3Xo/PmFFdg5OexMFMlIoEBgiv8PP5TdS/a001i75cbsdCyHA5g0SQZdgiBEFVWqAI8+SoHuL78025ow4M03gauuMr9dRGYm05m7dwcuu8xv8SxBEEJIjRrULGjdOvhC3sEiIQG45ZbAznHmmeH7+n1h1ix2haug1KJPH76tsbFca/3ww4AbKFgaCRQIpE0bhsWKBwvsdipoeWJ2oADgwO+ii6heKgiCECVccw2rwe68U8rfy+XZZ5l6YXaQwBOnk119mjUDHn9c7l+CYHWqVGE3hPbtgaSk0F7biG4DLVsWXejzhx49IqMEoyKcTuqyNW/OFtxl0K0bMHcuK8vmzGHDjIsvZvJaJCKBAqGQESOAyy8vGixo3ZpOwhOrOIwDB4A77jDbCkEQhJARFwe88AL1ZqdMMdsaC6I19WwmTrRWkMBNbi6z4p58krXQn34qdSSCYGVSUphvftppoavXT0ykX6hTh9eMjWX5QOXKQKVK3gUtUlP9FzH0pGvXyO18UJzMTLaKv/hiCr6vXVvqYd26AffdBwwaBPz8M5vpjBoVmWUIEigQijJlCiOQcXF0SqVpAVglUOB0Utlr7lyzLREEQTCGQ4e4Gl5Oi9iBA4HBg7miIV34PNAauPFGpo+aoUngCw4H/3lXXgl07kzxNEEQzCMnB/jpp9IzfWw2ttLr06fsMl2jiI0F6tcHTpwA9u6lr0hPB1atAr77DnjvPXYBu/de6q907w40bcoAQkwMba1UiRkJl1wSuD0xMewKEA2ihm4cDuDXX+mbr7kGOHy4zENTU/lvOessHvrii6EzMxRIoEAoSnw88O23dIQNGrA2qTiBpF8Z7WicTjpKaZkoCEIkMHs2V8QbN2Yg1K2aVIznn+fix8MPh9Y8y5Kfz4y4qVOtHyTwJDOTbSzOOIP3sr17zbZIEKxDgwYMnAabrCzO9C64gNoEd9xBIW9PEhKAr74Czj47uMGCSpXY7Ss1tfAxm43Cit27c7X7hhuYlfTxxyyN2LIFOH6cwY4tW5gBsXKlcdoCV19d5r0oYtGan4uPPmL21/PP8/0tBbudukEXX8yKt8cfj5xEMQkUCCWpW5erGz/+WHqN1JNP+u4kk5Mp192okTE2epKeDlxxhfHnFQRBCDVLl7JV0/HjwE03AR07lirc2ro1cP31wFtvsZ9zVJOTQ82aWbPCK0jgidNJ+5s3Z/THimUTghBqdu8Gfv89uNfIzAT69mWfO6eTrblfeYVO9swzmVvunvXFxVFnZOjQ4AQL7HaOvRs08O/5sbEsV+jY0djxdrVqwLnnGqObEG5kZxdG5Zs0YbColChAQgLjNqNHAw8+yISPSAgWSKBAKJ3mzct2VJddBowf752TTElhdPa554A9e4BzzjHWToCDxJ9/BqZNM/7cgiAIoeSvvwp/z8zkqlD37lzRKZY59fDDLFm9/fbIGJD4hdPJlcCffw7fIIGb3Fy+nueeAxo2pDpW1P5jBcFFMCen6eksMP/776IlBzk5/HvuXAYhGzRgSdOJE0zFf/99LlAZGSyw2bh63aWLcec0kkmTWLdfrx4DJjYbb0CBtF4MJzIzmfE1ciTvyatWlTgkLo4fjeuvB555hokf4Z6IIYECwT+efZbCLmWlNaWkMKr54osMEFx7LY+tWTM4XRMcDuC66yhCIgiCEK5s3FjyMaeTgdDGjYF33/1v5FGtGoMFP/3EGsmoIz0d6N27cCUwUnA4gH//ZcFrhw7An3+abZEgmEcwAwVXXgmsW1d+C5mMDI5j778fqF0bGDuWInevvMKsLyOCBXY7MGECMGRI4OcKFq1asaRh926+Xxs3slTu5ZeBe+6hcE7LlnwtCQksoUhNZZZDJJGZybaZXbsCY8aUEAqKieFH4+67gddf50csL88kWw1AAgWCf8TGsiCnVq2iTjwlhSIsr7/OSftVVxUVP0xLowMJBk4n08HCPXwnCEJ0cuBA2T2cs7O5mnXLLWzVtXw5AK5ctGrFktoK2j9HFkeOUHp65crIbTPozijp04eiZLt3m22RIISeYAUKPv2U/e287TPrcHCc+eGHwKmncqLYtStnhIEEC2w2Bgjuu8//c4SamBiO9Xv3ZuDkqaeob7ZhA/3WgQPAvHkMbJ9/Pp8TSZ0T3PoF//tfqZnSSvEteewxflyGDy9T3sDySKBA8J9KlZiWlZLC1KPGjdkbZPt2lieUljmQlhacjAKAYlarV4dG+EYQBMFoVq+uWCw2M5PH9ewJXHUV4jOO4rnnOD57/fXQmGk6+/dzoL5xo/eD/HDG6eTKXcuWXHUM9xILQfCFYAQKjh7lQpY/36X8fH4nly7livLLLwPVq/sn1p2QALRrx04GkVT/X6UKOwYMHQp88QU1d954g1oQCQmREzRITATGjSt1l1J015MnA59/Dlx4IRMynnySSXDhggQKhMBo3hxYsIBRtS1bqNpcXppRWlpwnaHDATzySKm1Q4IgCJbGl9VxpxOYPh1o3Bjn7H0bA87UmDiRC+0RzY4dHIDu3BldKRR5efyfv/AC66WnTZPsOSE6CMaYcc4cY/Q/MjLodA8epD/yNmM2JYVZCDfeCPzwg3XajgeLSpWAUaOYZXDwIPDqq9Q7SEgIX40DpYAWLRhwKodbbwXefpsfuf79KXTYv3/4BAskUCAETseOTC2K8eLjlJYWfHEmp5Ohu2hYaRIEIXL480/f/JarHEHdfhte2HYRjh/XeOSR4JlnOhs3Uuhr//7wLvoMBKeTE5Nrr+VKZLiMNgXBH1auZMG30cyaxUm+UWRl0ScVzy9PSqLgn93ObNp69YABAzhzPHyYLfcqVzbOjnCgcmW2BliwgL58yhSgRw+uzodT0CApiQFbL+Y+V1/NBhoFBUxIyclhdkE4IIECIbSkpYVmgLdvH3DXXcG/jiAIglH8/bd/z8vMxMm7v8e4i4/g1VeB9euNNcsS/PMP64EPH5aVdIAlKGvWcGnqwgtFyFeITE45hSLYRqI1FWCDTUoKg7lNmgDffMNgwu7dbH84fHjFZWbRQNWqVPv79Vd2FHjpJeD0062faWCzsaVB27ZeP8UdQ4qN5cvr0yc4phmNBAqijZwcjiLNarmUlhYaRQ+nk3oJ4RKyEwQhuikoALZt8//5tWrh0VfSkJwM3HmncWZZgiVLqMlw/Li0CyyO00kRsdat2bjbyFVSQYhEVq0KzYJVRgb91Zo17AgwcCCDBBLoLJ20NKbxL17MLhMvvMDgcGKisW0ojaByZeDRR70+fN8+4LffWH3x2GOUd+vWLYj2GYgECqIFp5OCK/XqsVSgRQsKi4RaFCmUX3Z3F4Rjx0J3TUEQBH/Yvt3/OtXERODqq1GjpsKDD3Le+OOPhlpnHnPnMmdTJsBl49YvePlloGFDNvKWyYgglM7334e2dCk3l9kE8+YBF19MjZHJkxn4FEpl8abqePLwOCx+8Q9mSz3/PMvOEhP9E400ErsdmDrVJzvef58lBw8/zOYW4RIkACRQEPmkpwNPPAHUqcMesP/+S4e1ZQv7aXXtGvrWUqFUO01PZ+sWQRAEK7Nqlf/9ppVipxmwrXezZsDtt0dAGf9XX1H/JjPTbEvCA6eTau433QS0acN0XkEQivLZZ+ZpWGVkMMV+wgSgdm3giivYxUb4j8WLWVE1YYJL9G9LTWqy/PUXxWyffZYLnmYEDeLjGbgeNMjrpxQUUJKib1+u0YYbEiiIZNLT2ef08ccZuSw+2HI4gK1by2ztETQqVQrdtbKzqSg7Y0borikIguArK1f6PyFu3px1sODY6dlnme369tsG2hdqpk9nHa+0AvSdzEz2yxw0CDj3XC5lCYJAf/LPP2ZbQTuysiiGd8opwKJFZltkGWbOZMyzoIA/r7wSePdd4NAhALVqURtg+XKW6j39NNC+feiCBgkJwJtv+vSUn39mwmCop1pGIYGCSMZu54fa6Sz7GKcT+PRTBgxCRZUqobsWQIc8bhxFZARBEKzIkiX+Tejsdq62eHDhhUDv3sBDD4Vp5dXrrwPXXFP+vUuoGIeDadYnTphtiSBYg4ULrSUimJAAXHcd0+oFTJ1K9w+wmUBcHN3X1VczAaNPH+od7twJZkrfdBOwYgWzpCdNAk4+mUGDYPyPk5MZmKhd26envfUWUK0acNFFxpsUCiRQEMnExlLVqqIoW2ws8MsvobEJ4Dcm1GRlUa9A6jYFQbAiK1f697z8fGDYsCIPKcUS2MOHmVAWVjz1FO9bEiQwhnbtqCwuCALLmdLTzbaCk9kaNSgo89pr5tfdm0xGBjsmXnkl0L07/02PP864zp49bAg0YQLvabfeCjRqxNjKE08A69aB+mu33cYSvk2b+OQ2bRgwMCJooBTQtCmDOj6wfz8wezYrTBITAzfDDCRQEOmMG1exSrTWoS1mNbrVjTfk5XEgPnly6K8tCIJQHtnZHFH4Q9euQPXqJR7u2JGDrpdfBjZvDtC+UKA1VZ4ee0zKDYwiKYky24IgkG3bzO+cYrcDF1zACW3fvubaYgFWruSkf/p04JFH2LnyvPMKRf+UAjp04L5Vq4CNG7mwHxcHPPAA4wEnnUQZtqVLAV2/ATXY1qxhl7dHH2VXmKQk/2frSUksE4nxbdo8dSqnH9dc499lrYAECiKdqlW52lSWSFZCAnDaaaH9FPuYtmMYDgfw4IN0HoIgCFZhwwb/VpRSUkqUHXjy+OMcF911VwC2hQKtWXf68ssSJDCacM13FYRg8Mgj5rXai4+nRte0acAnn7DFXhSjNcv9u3ZlecHcuSyXq0jTt0UL4O67Wa23ezfwyitMKHjmGeDUU5ltcMstwIIFQH79RrwBrlsHrF3LtgMtWvgWNLDZOEdq186n1+cWMezdG2jVyqenWgoJFFiZQ4eMOc/ddzMgUBrVqwNffOFzlCwgatYM7fU8ycriwCknx5zrC4IgFGf1av9WufLyuDJVBnXqcFXmyy9DW13mE/n57NjwwQcSJDCa2rWZLiuYz99/c9nz3HOBe++lOtu8eVQ5C/v2JGFE167AGWeEfgxqt3PGuGmTBO/AwMDw4Yxz9+1LmYE+fXw/T716jDH//DNw4ABX8Dt2pC5Anz50gVdfzQqP7LpNeEPcuJH33AcfZIsgm63kHMluZ1AnKQlITWWNg4/Mm2eOXrzRBO2bopRqoJT6RSm1Vim1Ril1i+vxiUqpPUqpFa5tcLBsCGs++ogTaiNSpNq0KT0SZrez2XaoxQWrVTOvWEdrhiDvucec6wuCQYiPjSD+/tu/jgeDBlFgqRxuu40rLLfdZkHx+5wcKi9++aUECYwmLq6EdoXgG4b62IICpkF/+y3zpm++GRgyBGjblpORWrW4HHr55dTpmDmTedRHjpifKh9pTJ4cujFobCx99JQpHG+bUXprMZYtAzp1Aj7/nB/1b7815m2pVg0YM4aaAIcOUad94ED+PPdcSkIMH86vVnrNZqxb2LyZUYoHHmDnIHfQoKAAuOoqflZ++63C+2xpvPUWkJbGr3k4o3SQHJBSqg6AOlrr5UqpVADLAFwI4FIAGVrr57w9V5cuXfTSpUuDYqdlUYo/jfr/fPMNMHJkoYiLzQa8/745A4lPP+UX0ExBGZuNatC9eplngxAWKKWWaa0tJ0ksPjaCOOMM33vep6YCH38MDK54jvLJJxwgvfMOXa8lcDqBs88G/vxThAuDQXIyMH++5dXUrepfAYN9rFLaaw8bF8cxilLMgoyJYXpQs2Zc+GnVipkiTZoAjRuHr0qamYwcybFoMLM57Hb+vz77jNHaKEdrxkvuvJMr/R9/TOHCYJOdzYy6L75gEOHgQX5lBgxgcsf553vI/Kxfz3bqM2bwhunnHOHAAXanv+km4IUXjHst/hCoj40z0hhPtNb7AOxz/Z6ulFoHoF6wrhdRHDjAnz/8YNw5Bw/mwCE9nTeg8ePNW21ISzOv9MCN08kuCBs3Rn2dmBCeiI+NINav9+95AwZ4ddill7L8/4EH+Htqqn+XM4wTJ4D+/Zn+mZVlsjERSkIC0Lmz2VaENab52Ly8kgsp27Zx+/nnwvrq/HyOZSpV4qykZUtmKDRvXhhIqF3b/PGWFXnqKWYyBSNQoBT/R488Atx+u7z/YGLMVVfxLT//fK5TpqWF5tqJicBZZ3F7/XXg99+BWbMYOPjmG/57evXiyv+FF7ZGg0ce4f8uAD74IPxFDN2E5NOrlGoMoCOAP1wP3aiUWqmUek8pJX17ijN2LH96OQj0ipgYCqhceSV7izzndSDceNLSrJFKd/x4ZHyLhahHfGwYc+IEfZEvxMQw0Bkf79XhSgEvvsgY9JNP+m6ioRw+TCnrVaskSBAslOJSmTszUQgYS/nYrCz6jIwMBguOHuX36fPP2TXk+uuBc85hwCApiUGEM87geOeFF7isunKlNdoEmkXDhhxrG52NYbdTLG/pUi6dS5AAS5ZQN+Dbb5nJ/+WXoQsSFCc2ll+FF15g3G35cnZLOHSI1UANG1LG4sknqTHsD24RwzPOoCxJuBO00oP/LqBUCoAFACZprb9QStUC8C8ADeAxMK1rbCnPGwdgHAA0bNiw844dO4Jqp2XIzeVKwIUXMuQViezYwai3PzW5RmO3U/1k6FCzLREsipVTYwHxsWHP4sVc6jhxwvvnpKQw48zHvM3LL2e27fr1zFgOOfv2AT16UCcmN9cEA6KE1FSmOw8caLYlFWJ1/woY5GOBzpbwsAkJDB5ozWyEpCQqwjVvznFZixbMRmjalAGGuKAlHpvPv/+yJMAofRSbjbPNxx7zOogbyRQUAM8/z4l4gwYsgTv1VLOtKpsNGzjtmjWLFXEAJ/pDhjDu2qmTd7HXefOYMPfRR9TpNZtAfWxQAwVKqXgA3wD4QWtdokrDFaH9Rmt9cnnniar62ePHKS64cSMddiSSnk7VEasMFFNTOXKuW9dsSwQLYuWBrPjYCOCtt4Abb/TNH9aowfQAH1eMd+9mdvJ553HQFlJ27GBg4+BBUXkPNjYbcOxY2d2OLISV/StgoI/1RaPATOx2TnLz8pi5UK0aZ3mtWzOQ4A4iNG3KZeFwz1p56CFm2Aaik5KUxPfp88/ZblzAoUMUFpwzB7jkEpb7h1OV7+7dzHz44gtg4UIm7jRsyIDBkCGMd//5J2Vg+vRhkhzA+Fv//oz/z5njXycHo7GsRoFSSgF4F8A6T+eqlKrjqvsCgIsArA6WDWFJ5crWSMsPJikp1pLfdjio17BwYfjf9ISoQXxshNCtGzMKyvI9pT0+apRfvqp+fXbLfeQRiiz17OnzKfznkkuA/fu5zCQEl/79wyJIYHWi0scWX10/eJDbsmUlRRaVKhRZPOkkBhPcQYRGjTiBtjp3300BF38DBXY7/fGLL/J3AQsXAiNGsMrstdfYAjHchtb16zN+f+ONTDz5+mtmGrzxBvDSS/xXuz8ysbHUX8jLY1XPv//y9Q4eDMydWxhECFeC2fWgJ4BFAFYBcI8M7gcwAkAHMGVrO4DxHg63VGS1KwKpVMla9XF2O/uk3nKL2ZYIFsOqK17iYwV/yMykaHqdOsAff4SohLaggD42OzsEF4tyUlOZpTJ8uNmWeIVV/StgsI8Nl4yCQChLZLFFC+Dkk1ne0KQJAwlWEll86SUqvfpSDpuQUNh55swzg2dbGJGfz9r+hx/mv/qTT4AOHcy2yljS0xlXmjCh5D67nR/vtWu53hsbyyqU++4LvZ2eWDajQGv9K4DSYkjfBeuaQhiRmmqtQIHDwUKqgQMjQ31EiHjExwr+kJzMwdzo0dS3HT06BBfNzwdyckJwIQHZ2Ww7KQSM+FgfycoqKlB69Gih0OKsWXQ+sbH0Bbm5QM2anFm1bs1xV7NmhYGEULZmue46LhR5Gyiw25kF9u67LBUWsH8/6/HnzmWCxeuvW6C7ThBITWV8KyamaHJcTAwDAv37c8vJYSzJCqUHgRLBKiUmc+wYU5HOPJN5J7GxZltkLapWBfbuNduKojidLEBau9Y6kW5BEASDGTWK/azvuw+4+GKO34NKfDxHTZJREHw6dQqvYmAhOtCaXRo82buX22+/lS6yWLdu6SKLDRoYK7KYkECdguuuKz9Y4C69ePddEcD24OefeU9JTwfeew+44orwKzXwhT59mDiTlcWPa0wM/+7fn9O9uXNLaheEMxIoCBYrVwKTJrEHB8AI/4gRbHkY9FFZGGBWb5Ty0BrYupVBHivaJwiCYAAxMWxT1bMn8MwzAbeM9o7UVAkUBBu73Roy24LgKzk5RbOOMjIo6r1xI/DddyVFFtPSqC7XqhUDCZ7ZCNWq+T5THTmSOfPbtpW+PzmZkv3/+x/rtgTk5QETJzIZ46STqPbftq3ZVgUfz2BAtWrUYvAMCnTrFhkBAjcSKAgW7drRUbnT62fOpARmTg4/QSNHAuefD9SqZa6dZlGzptkWlE5BASPGgiAIEUyPHtRwffZZtlevXz/IF6xShSpPQvDIzwcuuMBsK4TSKJ6rLPhGcZHFQ4e4LVvGjF27nWNudzCyTh0GDtq2ZTDBnY3QuHHpIouxsSw+Hz68aFZBTAyPf/55YNy4yF4q94HduzmNWbSIQn4vvxxdWo6RFgwoDwkUBIsqVZj+5zkwcgcN5s8H/voLuOEGpjBdfrkZFppL7dpmW1A6+fnhodQrCIIQIE8/zRZQ993Hns9BpWrVIF9AQKNGIYj4CH5RrRonoMUnvELg5OeX1Lzavp3bL78UiiwWFPD9T00tXWSxQwcGE1at4jnsdvaT/fxzPi4AYILH6NFM7Jg2jWUHQuQihdjBpDy5z8xM1jtFmiSot9SqZc3IbFycNe0SBEEwmEaNgDvu4GDvzz+DfDGrZpFFCgkJXOITrEnDhkzfkYzF0JOVBRw/zmBCfj7LS1evpsDi449z0e688xgUWLWKQQWAnRCWLpUggYvcXOCuu4BzzmGcZflyCRJEAxIoCCaTJwN9+9LpFM/JsduBW28FTjnFFNNMp1q1QmdsJaT3tCAIUcS99zLB69ZbKdMSNKK1zC5UxMVRmdJKFBTQpksvBb791mxrzOf665nCk5JitiWCG7fI4vHjFFF0PzZuHDthiRA5ACZnnHEGNR+vvx5YsoRxFcMpKODFvv0W+P33IFxA8BUJFASTk0+musfu3czxPOkk3sxbtuSX4IknzLbQPNLSKExjNWQwa01WrWIKYVBnMoIQfaSmUnd38WL2vQ4aIgAWXFJSrKck9sYbwA8/AJ9+CgwZQmG6aGfgQOCPP5hhY6Ryv2AMNhvw1FPAm2+abYllmDUL6NgRWLeOX+VXXzWwQjc/nx3ihg2jloTdTj82ciS7xokArulIoCAUVK8O3Hgj2+7t3MlvWyQ01wyEtDRrtiBs3NhsC4TSuOgidg457zxG/gVBMIwxY1gFd889hYtqhlOjhmRsBYuYGLZrs1LZ3P79wN13FwrDxcfLxNhNmzYMfp90kmgiWQmbjcGt224z2xJLkJ0N3HwzY3zNmwN//w1cconBF1m5kjeemTMZSMzOpo7EiRP0GT//bPAFBV+x4EwtwqlTx5oT5FCTlma91eHkZKnxtCIFBQywZWfzptGqFcVABUEwhNhYVsrt3FnY0ddwqlWTQEGwSE5mer+VmDmzqHBffj7TVwRSsyYzCwYOjC65eKtitwMzZlClT8DmzUD37sCUKYyb/PZbkKQaGjUqe9+JExTQEUxFZqyCOaSlceBgJWrUAK680mwrhOLs3l1YppKdDRw4APTuzXIeaTclCIbQpw8Td558Eti3LwgXSEuTet9goTVH9VbiuuuAL74AzjqLekRZWRIoKI7Nxrzum26SYIGZJCcD33wjrUVdfPIJ0KkTsG0bMHs2g8dBi/FWrVr+4uk33wB5eUG6uOANEigQzCEtjRKqViE5mYVXMpC1HuvXl9SzcDqBRx8F+veX3uyCYBDPPgvk5FDs23CqVQvCSQUALMuyWlp/fDxw4YXAnDnAwYPAmjWSZl8aMTGsiX/1VemIYAaVKrFled++ZltiOk4nMH48MHw4ddZXrADOPz/IF1UKqFev/P2LFgXZCKE8JFAgmEOlStaKErZpw8GWYD3WreNqVHEcDqritmoFLFwYersEIcJo1gy45RZg6lS2vjKUatWsl0UWCaSmWr9krlIl3mOFsrniCuD77/leWUlrIlKJieGC1eLFQJcuZltjOuvXA6edBrz1FjvhzJ/Pjp4hoVmzsvdlZAD/+1+IDBFKQwIFgjnExFgnem6zAa+/Ljdnq7JiRdnKtzk5wJEjTG998EGZiAhCgEyYQP3d224zWEbGallkkUJODjBggNlWCEbQqxewdClXWEXPI3jExbEn7LJlEsAC8OGHQOfO1B+dM4flZyFtSlZem3itgc8/lzJTEwmPQMGBA2ZbIAQDK9QrxsYCgwbRSwrW5J9/Kj7G6WQhXY8eHDgLguAXlSuzqmfhQpZPG0aVKvLdDAbdurF0TogMWrTgPa99e+sspkQSCQkU0Fu2LOq7XGVmMpFlzBiga1euyZx1lgmGtGxZvkZHbi7w55+hs0coQngECvbsAT74wGwrBKOpXNlsCxg2nTzZbCv8Z/t2FhR//30Q+5qZzJYt3h3ncACrV1O5WBAEv7n6auDkk4G77jKwjXVMjAi2GU1yMnDZZWZbIRhNWhrw668sEJfvjHEkJrIl5V9/MaMgilm1ihUXH34IPPwwG0rVrWuSMc2alZ/C4HQCH38cOnuEIoRHoEBrKuh+9ZXZlghGkpZm7vWTkjgiDteo8rp1zIR4+mlg2DDmC3/2mdlWGcuxY74FQDIzuRxqtdabghBGxMUxQWfrVuDllw08sRWyyCKJvDzgvPPMtkIIBgkJDHrfe69kFhiBzQaceir7/FWtarY1pqE18PbbzCA4dowBgokTTdbxbtq0fM2y/HwGCmRcZwrhESgAOFkYMQJYsMBsSwSjqFHD3OvHxgKPPGKuDf6yfDlw+umsz8/PZ79Zh4M9gO+9N3LquTZs8H2QdPAg736CIPjNgAHAuecCjz3Gr5QhVKli0IkEAEzZrVnTbCuEYKEUtXfef18yCwLBbgf69QPmzo3qMp0TJ6h7Om4ccMYZLDXo189sqwA0aFC6YLUnGRlMgxBCjsX66VSAwwGccw6LJzt1MtsaIVDMTP1KTqZql9lZDf6waBE7NGRmltzndAJTprD+7vPPqaAczqxf77tAYUYGQ+Qi8CUIAfHccyxBeOgh4I03DDhh9eoGnEQAwIw4b8sOHnsM+PJLBl1tNk6c7HYgJYX3QveWlMTNZiv5e2mPuX+PixMx4GAybBgzH886i7O9SFkICAV2OzBkCFu5RHH76+XL+THatg144gngnntYDWYJ4uLYFae8iHRODjBzJtCuXejsEgCEW6AA4OSoXz/gjz/YFk0IX8wMFNjtwK23mnd9f5kzB7jkEgbNysLhYDDhlFO4st6iRejsM5rVq0sPiFTE0qXMtgjHQJAgWIRWrYAbbmDs8YYbyhen9goJFBiHUsBFF1V8nHtmUNGKXUwMJ1LuLSaG1/AMAGjNraCAAVz3pjUH+wkJrDVOTCzc3AGFOnWYPixp9P5x2mlcAu7bF9i710DxkAjGbmd56YsvRm0gS2vg1VeBO+5g8tH8+UDPnmZbVQqNGpUfKMjNBaZPBx5/PHQ2CQDCqfTAkxMn+EnftctsS4RAqF6dA4lQk5zMAtykpNBfOxA++QS4+OLygwRusrP5/bjkkuDbFUyWLfPveXFxkqYmCAbw0EPUnTWkXWKdOobYJIArcN4EgSdMKL/+101BAQfjWVkMzqanc6x1/HjhduIEH8/M5HG5uXye1vw9M5OFzwcOADt3Aps20Q//9Rfw7bfSHjNQGjVisKBrVylFqAi7nWWYL70UtUGCo0c5ZLzpJmDgQH50LBkkALxrU3ngAH2KEFLCM1CgNb8B3bsDhw6ZbY3gL2lpIW7W6qJePRZqhRNvvw1ceaVvwn5aU/AwnFceNmzw/Tnx8Vz67NHDeHsEIcpIS6OUy9y5wDffBHiyOnWidtBuKHFxwPDhFR+3ZQvwxRfeBQqCzamnhn8pnBWoVAmYN4//fwkWlI7NBjzzDPUdopQ//gA6dgS+/hp4/nlqwVerZrZV5dCmDf1aeRQURJ5gdxgQnoECgOluBw5QkePECbOtEfwhLS30NWN2O/D66xYqzvKC554DbrnFv/aHNhvDyOFIbq5/KmpVq3JGU9FNRxAEr7j2WqB1a+DOO1kq6jfVqpmTRRZpJCV5ly12//3WWMW326WNo5HExQHvvMMOP1LKURSbje/NDTeYbYkpFBRwyNizJ2Oyv/0G3H57GMRnmzevOPCVlydC1SYQRrOlUsjNZf1d//6R20M+kgl1/bhSbBxrCZlXL9CaA72HH/b/852dDfz+u7F2hYqtW30vD7HbgR9+kFpoQTCQ+HiuSm3cCLz2WgAnqlbNnCyySCM2liv05bFpE5cRfRWDDQb5+cAFF5htRWShFAvPP/5YMgvc2O3Ap5+GX8aoQfz7L3D++cBdd/Hn33+zSiUsaNq07H0xMRwLDhkCvPde6GwSAIR7oADg8sbq1fxWWCG9TvCetLTQDmKSkqjqEg5ozYj4Sy95p0lQFtnZ4RuBXbfOt8wPu50rCR06BM0kQYhWzj6bda6PPAIcPuznSapVC4OlLYujFCfdFfnG++6zRjYBADRsCNSvb7YVkcn553PZuFq16M6iS04Gvv+endGikEWLOPT56SfglVeYoR9W3WibNmXHquLY7exgtWwZux40ahR626Kc8A8UABTV+e03RhGlbUz4kJYWuoFMfDxw4YXs9WV18vOBUaOADz4ILEjg5s8/Az+HGaxb5/3rt9vZHHjEiODaJAhRilLUgD1xgt1H/aJdOwZsJavAf1JTK9Yn2LCB4oFWyCZISIjaFd6Q0aEDsHIl0KxZ+Ik0B4o78Dh2rIWV+oJHQQEwaRLQpw+rLpYs4RpT2MVjK1WitpS7HFkp4PTT2abh+++9EzsUgkJkBAoApmZ/+y1w/fUGSDMLIaFKlQALXn0gLg549tnQXCsQcnK4QjB7tjFBAoAq1fv2GXOuULJsmXdZQgkJQKdOLMwTBCFotG0LjB9PmZd16/w4Qc2afOLpp0u6tL/k5FRcPnfPPaG7t1ZEfDxThoXgUrcu75m9ekXPd8vdwjM+ninp/fv7p2sUphw4AJx1FhubDBsGLF9OAcOwZcUKjvkKCrgAvHhxxSVWQtCJnEABwInVRx+xn5NgfWJjQxP9TkoCbryR3Q6szubNwJw5xgUJAIqHLVli3PlCxZo13h1XrRprcUMtjCkIUcgjjwApKSyP9ou0NK4S3XqrCLH5Q9++5QtCrl1LnRarZFfa7VwpFIJPcjLHD1ddFfnBgrg4Bkfef5+vNTMT+PVXoGVLSv1HOHPnAu3bs+Tg7beB6dOZbBQRKMUFIMESRFagAOAE64UXgBdfNNsSwRtC4dkSEhhyDQfatGGpQNu2vOkbQU4OsH27MecKFVp7Z7PdzqK8qlWDbpIgCECNGuw6NmcOM0L9IiaG+bKff857QDh1oTGTlBSWpZXH3XdbJ5sgJoaN3MMuDzqMiYkBXn6ZGXaRGohLSGBN+7JlwKBBXH0GWMp6/Dg1PMaOtY5Gh4Hk5XEtdMAAxlz/+gu4+mr5ignBwzTlE6XUWQBeAhAL4B2t9VOGndzhoFp8tWrA5ZcbdlohCFSuHNxUseRkthAKp/7NXbqw3vD997lsl5VFUUJ/iYsDxowxzr5QcOBAxcfYbMwgats2+PaEGUH1r0LUc9NNwBtv0D2deWYAGmpnn01fd/bZwI4d0r2oInJygMGDy96/ahUwb551sgmSk4FLLzXbiqBgeR973XVsOTdkSOkiceFKUhJw0knAL79w/Kg1W29u3MhZdF4etTm2bIm4LMM9eyj3sXAhcOWVwJQpxq0nCRYjP5/f2xMnWD7s3jz/PnECOHoUOHIEOHaMv7v3Z2RwLuwOogWAKYECpVQsgFcBDACwG8BfSqmvtNZrDbuI08liyqpVgXPPNey0gsEEcSV4+inAAwOzsPPYbWj44mRM6j8Jo06pYDXGKsTEMH3w4otZb/rRR/zC+6q/Ybcz/BzqVpSBsn4902vLcnJ2O3DzzVL7Wgoh8a9CVJOQQMmXiy4Cag2fgKOnPIGGlRv652MbN2Yfr6uvBmbNMrbsKtJo3778e+bddxsyMDSM/PyIFJgLGx87YAAzFPv25WQi3FfYbTb2+/vuu8LSCqXY7SgCmb5qOh6Y+wB2Ht+JGntHw/npGyjIScKHH8oaqCXJzS05kS/+u3tyf/gwJ/fHj3PLyGD5jMPB+WteHrU34uIY8HJn3WlNv5qXx+uFIChsVkZBVwCbtdZbAUAp9TGACwAY62SdTkazf/gBOOMMQ08tGESQ+t1P75yAcWflwLF5MLBtAHac8j+Mc4wDgPAJFgAUfHzzTcrYXnkl1awzM71/fmoqJ9Thxvr1ZafPJiYC3bszdVkojdD4VyGqyWg6HTFN6+PI13cChxKwo8Uc/31sUhIwbRqLbW+5RTILSsNm48ppWfzzD7BggbXEnAcOjNQOF+HjY086iVk7AwYAmzaF73fL3SZv5syoqF+fvmo6xn09Do7NnYB5H+Dgjt5QtVfh6anbcfn555ltnlCcLVvY1Sc/v3By764HKSgonNz7UhaWk2OJMjKzCgPrAdjl8fdu12PG43TyZrXWev5bAFCrlrHnS04GqlfHAxekwLHmMuCTL4E/bwQ+mAvH1nZ4YO4Dxl4vVLRrByxdCrz1FleUvBGBTE4GXnqpfOErq/LPP6UPaJSicvrnn0tdc9mEzr8KUcuEeQ+g4JR3gZzKwMIJxvjYa66hIFmtWlExGfAJrVl7XRZ33WWtbILU1EhuixhePrZmTeCPPzgWDkeRQ7udi36ffx7ZfuGRR/5TiX1g7gNwbG0HfDAX2NEbULnQg27Cq1tvMtlIoVRuvpklwtnZXMw7caIwWyA9nZkCFpj0+4NlR9pKqXFKqaVKqaWH/DlBSgo3dz2T30WUQlCpU8eY8yQnU2Xr+eeBPXuwY+OpwNfvAFDc8uOB7X2w8/hOY65nBkpx4LVjB8tqkpLKnyw3bhy+9aErVpT+eHIy8PPP4aU5YVGK+NhDfnlZIYrZeXwnkFEPQAGAGON8bKdODOx36xaek5pgUa8e0KhR6fuWL2eAxUrZBNnZ7N0WxVjKxyYlsbTn5pvD63tlt1Nv4b33Ik5zoAhaAxMnUoz9yBH60e19AO0xxtvdLbzHsJHKkiXUzMjPN9uSoGBWoGAPgAYef9d3PfYfWuu3tNZdtNZdaijF6HRZK6PJyQwKJCRQ2Ozaa9noeelSRnaWL2fLFMF6VK8eWIQ4JYWrTy++SKWX8ePx9gcJwP++ASpvB+KyAJULxOYCjeejYeWGRlluHqmpfL1//81+5KWp2djtLFkIVyncTZtKPmazATNmyHe5Yir0r0AxH1ujRsiMEyKDhpUbAo3nA3HZxvvYtDSK8t1xR+Qqt/tCfDwwYkTZ+++801rZBABFeSOmX1sJwtPHKgU8+STHx+HwvbLbgQceYAeHcB3LeEteHhc0ExKAd98t9K+xOZE3ho0ktGYgK1xLerzArGX2vwC0UEo1AZ3rcABl56h17MhJz6+/sh/TkiUMADRpQqGcnj15U2rTRjIHwo20NA6CfE3JcWeMTJpEVZf4eBQUABPu532wfc8D2NivF5x7mjIq23g+7E1XYlL/t4LyMkyhdWt+J2bNYnAsI4ODxaQkvi89ephtoX9kZjJdyxO7nUJdIkzqDb75V0Hwg0n9J2GcYxwcY/oHx8fGxLBjTffuwLBh9G9WUfMPNQkJFLYtjaVLOSayUjaB3V6+nkL4E94+dvRojp/PPZdp0Vb67Lix2bi6Pn682ZaEhvh4BkRuvRV47z1Mmhlk/yoYw5dflr6wFUlorU3ZAAwGsBHAFgAPlHds586ddREKCrTOzdVCBPD111pXqqQ1b1UVbykpWterp/UHHxT5DGRlaT18OA8ZP567pq2cphtNbqTVRKUbTW6kp62cZuILDTKZmVrfe6/WvXtrvWGD2dYExvLlRT8TiYlaDx7M770JAFiqTfKT/m6++Fddmo8VBC8ImY/dvl3rk07S2mbz/l4RSVv16mX7v169zLev+JacrPXYsVofPlzhvzYc/SvNjgAfu2mT1vXra52QYP5nxnOz2bT+5BOz353yef55rRs04PjklFO0/ugjDkQD5cgRrY8f11pH2Rg2HMnJ4XzE7O9LBVugPlZpOjxL06VLF7106VKzzRCCwe+/sy908RXk4qSksAPAk08yBdOjVu3wYbbpWrQIePppajpFepZaRDNjBlcR0tO5qti4McUNU1JMMUcptUxr3cWUi4cI8bGC5cnKAsaNo6BZNLVQjImhyOMbb5Tc98cfQL9+1nw/kpJ4n77vPuD228tMdY8G/wpY2McePUotiVWrrJE+bbfzO251fYuWLYuuJKek8Ls6bhxw001AQ5NLBD77DJg8Gahfnz/r1jXXnkhkyhT6N186kZmAAgLysZYVMxSihLS08tNJU1LocN96C9i+nemMHkGCLVuYmfrnn8DHHzM7XYIEYc6aNUwzBqi/8NNPpgUJBEGwCElJwIcfcnAWDvXVRpGcXLYo7R13WDNIADCwk5kJPPEEJytvvcU6bMFaVK3KVZYLLzRf5DAlhfd7qwcJAGpieZKRQaX7l18GWrUCzjyTgTyzmDKFC3FffMGuWVb1E+FKejowYYLlgwRGIIECwVzS0hjFTkkBKlemmr3NxprMU04B3nkH2LatRBYBwJbb7doB+/ZRCH/YMJNeg2As7k4OMTGMijdtaq49giBYh7FjOQCuXTuyW6W5yc8Hzjij5OO//05BW6vjcABHjjCroGlTTlzCIJM1qkhIAKZP5+qoGUE4pZgx+ttvXPmxOkePlh30yslhkGzuXODss837rB84wJ95eZzU7thhjh2RyuOPA7m5ZlsREkT5TzCXGjV4g8rJYa9f91a7drmt/x5/HHjwQf7uznAUIoRHHwUeeoifCbNXOARBsB4dOrCF4sUXc9UuklfLBg2i0FlxrJxNUBqZmdzcQnqvvAL07m22VYIbpbhC2qoVcMUVof1sac3WgO3ahe6agbB1KweeFYlw5+SwbLJDh5CYVYTDh/nTbqdA4kknhd6GSGXPHmZsWKFUJwRIRoFgLkoxrfKyy4CBA+lQ69YtM0igNfDII4VBAoBBvfnzQ2KtECri4iRIIAhC2VStylSyu+6K3FKE1FRgZCli+osWAStXht4eI8jMBFavpjZRnz5mWyMUZ+hQ9oSvUqXcxRrDuf9+poUeOxa6a/rLli3eZQrk5ABffRV8e0rD4WCAsUcP4LHHzLEhUrnrrqgqo5JAgRA2OJ0cM02cyIwum42ZBAkJMt4QBEGIOmJieEP48kuWrUVaallODjMKihNu2QSl4XAACxeabYVQGl27ciW8cWMgMTE013Q4gNmzgWbNgG+/Dc01/WXzZu++f7m5FM8ygzlzWO7z2WehDfhEOqtW8X4TJWUHgAQKhDBh3z4GAz75hJ0Nvv2WJWCPPcaf3bqZbaEgCIJFyMig8N+995YvFhspDBzIAVyrVpGVXXDqqcwq8GT+fJZdRAKiVWBdGjakBsbpp4cuuy87m3oWl15q7eyC1aupHeINW7YAhw4F157S6NULeOopBlAF47jhBmpQRBESKBAsz4oVDHCvXk0dJHdng27dqL0jQQJBEKKe3Fzgu++ACy6g9ssNNzCqGi2TsYYNgeXLOcGIhLIlu50leZ5ozWyCKFDaFixApUos7xk5MrTfKatnF6xf7/2xCQnA998HzxYhdMydCyxbFj33VBcSKBAszZdfssQKoCDuhReaaY0gCIKF0BpYsgS4+mp2kBk+nDWxWVnMKoiLC690fKczsEFYYiLw/vvAq6+Gf7AgP59BH0/mzQM2bDDHHiE6iYtji6nHHw9tto5ndsHw4dbKLti50/tjMzKYCiuENwUFwHXXhX/Jlx9IoEAIOosXA08+yZ/eojUXw4YMAU4+GfjzT3OEYwVBECzHxo0U/6pTBxgwgJPjjAy2wfIkVPXFRjB3LlCtGrve3HFHYBPiK65g+8A6dcK3hWKzZuz+40Zr1hxLNoFgBrfdBsycCSQnh/a6Dgfw+edsrTlnTmivXRrZ2b4HLX75JarE7yKS6dOBvXvNtsIUpD2iEFR++43aAnl51FPp25f+PjWVW6VKJX/fuhV4+eXCLNL334+sslNBEASfOXAA+N//gDff5IpWXl7FgkpJSaGxLVCmTQPGjWNGgdPJG8Bbb7H1YZs2/p2zfXvW8l9yCaPU4bQSlJgIjBpV9LGffmK9syCYxbnnclDXvz9w/Lj3k1+bjYEud9BOKW6ev7v/jokpfZ9SwKxZVLI2k+3b+XoyMrx/TkwMB7RduwbNLCGIZGVFdZBWAgVC0CgoYPtW972koIB6A2vWcOGrou9cXBxw880SJBAEIUrJyKAwyxtvcKAZE+Nb72arZxRoDUyaBDzxRNHXlZfH196/P0UKq1f37/xVqgA//kjV26efDp++17GxwEUXFf4t2QSCVWjfnt/Jfv04aa5I2M1m4/fvjjtCYl7Q2bLF9y4C+flA69bBsUcIPi+8EF6BZoOR0gMhKLjLeZYuLSyTtdmAr79mB4OMDI4Fjx0Ddu1i8GDJEuDKKwt9sNbAggWmvgxBEARz2LULqFWLooSLFzPl1deJrpXr9PPzgWuuYV1aWa/r8GFGmwMhJgZ4+GGKo4VLC8UqVYpOLL7/npMyQbACdepwcNe7d/k+xmYDpkyJnCABwEBBTo73x8fGAiNGSPeBcOXwYQayozhQIBkFguFoDdx4IzNH77uP2WoLFrAEwbNDQWwsULkyNzcFBWw7m5PDLLU+fUJtvSAIggX4919GWU+c8P8cVg0UZGVRmXbRovIHYO5ODloXpiP7y4ABbJ1z9tmsb7NqdkFsLDB0aOHrlU4HghVJTuZ38/bbKXZY/Htss7Gu2zMzJhJYv9639ngJCZEVKIk2Xnwx6vUlJKMgXHjlFaBzZ7YB8LZ/qwloDdx0E/D668A99zCrtHt379sYdutGTavHHuNPaX0oCEJUYoQIX6iFx7xl3jxGj71ZpYkzcD2jQQO2txoxwrpBFLudgQI3337rm8q6IISKmBhOpF54oWiNaHIyu69EWpAAYLDRWxISgF69/NdZEcynRo3Ag9RhjgQKwoUzz2Rd2NChQP36dM7FFa5NRmvgllvYmerOO5lR6s/3q1s37wMLgiAIEUlCAlOsAiElxRhbjKZbN+9eW3Iy27IZOVBLTATefRd47TXrBgtOP50/JZtACAfGj2dgwG7nd3buXI5ZI5GtWys+xmajn+ndmymyQvjSv394lKsFEQkUhAutWzOXPyEB2L8feOABtk666SZgxw7DLvPLLxQQ9FUbQGt2z5kyhZlozzwT9UE4QRAE/0lIoGMNhNRUY2wxmqpVvet3m5xM4ZpgMGYMtR/q1rWG6GNCAl/v0KGFA9OvvorallxCmHHmmUzLX7sWOO00s60JDlqz+0xpxMUxUNK8OVNpd+2ikGqVKiE1UTCYNm18F6+MMKL71YcbV1wBnHceW145HNzefJNBhHPOYUplACxaRF8/ZQq1AZo141hq8mRg/nzg6NHSn+de9HjpJWYUPPecBAkEQbAwvohRmUX16hxkBjLZt7KA1ujR5be0SU6miFR8fPBsaNeOSrq9eoU+uyAxkf/bpCSgRw/gkUeAn3/mPR1gxsUdd/jWhk0QzKRBA6BhQ7OtCB5KMWW2VSt+b93f4cqVqd69ZAmwaRNXzWrUMNtawQiUAnr2NNsKUxExw3Dj3Xe5CuKuWczN5Qf5u+84sPzgA79Pff/9hdmgSjFA+tNPwIcfFh7TuDEXgjp25M+CApanLVrE5IbJkyVIIAiCBdm3D5gxg5lZmzczpfDOOxkdtaLTSk5mtth33zFFa+lS6tPk5np/Dk+lWKsxfDhvHrt2MWCQn180xT41lZHqYFOlCrsKTJpUfgeGQElK4k21oIArrueey9TkDh1KT23NzDQ0W1AQBAO45hpuW7YAs2ZxxXngQGO1VARrcd55XC21qgBukJFPdriRnExxo9NO48CqaVPgssuAIUMC6tP68cfAr7/S12nNLMipU1lKeuAAsGIF8PffhT9nzy6aFRsXx3GfFcfbgiBEKceOAZ9/zlXalSuZQui+2f/4I/DbbwwUfPwxJ3JWIzaWg5TzzgO2bWO61zvv0Pl6s9Js5YyCatU42E5PB9at48r+ihUMiGzZQgHfUA2+Y2KABx+k8u7FF/O9DVQ02GbjeWNieN7Bg5mqd/LJ3qWypqYCw4bxs2lhAWNBiEqaNWOgWYh8+veP6smNBArCkZNPBpYv50Cibt2AT7dyJXDVVcyueeIJBgw8WxnWqgUMGsTNTUYGcNddHH9rzW3BAo6HBEEQTCMri8HUN98EFi7kZLMsMbjMTAYMunXjTyunizZpwhX4J58EPvsMePZZprlmZ5c+kYyLs66YoSepqUDXrtzMpn9/qpoPHsysE19WkJKTC6PsZ5zBc/TuzQC+v4PMiRMZ6JJAgSAIgjm0aEG/7k2XnghENArClVatDAkSHD3KDjaVKwOffsrxjTcdB1JSWGKalMRFr4QEBhcEQRBCTl4e66SGDQPS0iiA99NPnERXpBjvdHI1u107inFZncREYNQorr4vWVJY61+8FWJcnHftEU+cYNT3+PGgmBt21K/PrIZRo8rXLUhJ4Q2wenVmIbz8MvDPP8CRIxQhvPZa4KSTAluJat6cEfooF9MSBEEwDaUY9I1SJKMgiiko4Fho1y5mA9Su7dvzu3VjF5z584tmIAiCIISUrl25uu6v8FtuLmus+vVjXXgwBfSM5JRTgPfeo5LstGnMMjh4sHDlw5tAwdtvM1Nh5UrW6kdxiuV/JCTwfenVixN+h4OZD7m51DTo2xc46ywOHhs1Cq4tbdsCX38d3GsIgiAIZXPeeRSbjcJWtRIoiGImTgTmzAFef93/SX63bhIgEATBRPbvZ0uu7OzAzqM1V9fffZeTw3AiNZWq29deS7Hb555j2UWXLuU/Lz+fQokFBaw5mzQJmDAhNDaHA5dfTrHBt9/mja5XL6BevdDaMG9eocqwIAiCEDzy86ng/thjzMpr3JjlYzZb1PphCRREKbNn83swdiwwfrzZ1giCIPjJvHnMAAg0UABwteD++6m2X17rPquiFIVivvjCu+O/+qow+8DhoEjN6adT4FEgp5zCsgIz0JqZHoIgRA+ffcYJakWBXsE4CgqoB3PHHSwfc2cObNrEMsbExNK700QBUvgWZSxeDNx+OzByJHDqqWwJK5mmgiCUwJc2fGby1VfG9prPyGALxWjgsceKvndOJ+vt3e13BXPZssVsCwRBCCVLljCTqVcvdn7xbC8mGI/WLLk76SRqG+3aVXp5QXZ21IoZSkZBFLF4MUWd3ULO999vzY5ggiCYzHffAeecw5T22rWBhg2p/NuiBX93bzVrmiu0pjWj/YGgFF9nTg5r+k87jYO0SGf5cmDDhpKPZ2YCZ5/N/YmJobdLKKRaNYnkC0K0kJ3NPuNZWfz7nnuAX35hKrw3ejOC71x5JTM4olB7wFskUBBFzJ9fGCSIiWHr6gsvNNMiQRAsyQ8/cIKSns5t0yYqlyYkFEYXc3LYbaBxY2DZMqBSpdDbuWlT4aDKWxITuTmdDHz060dRum7dQl9/biZPPFH6e5efD2zbBlxzDQeognlUrUrNiMcei9rVLEGIGiZOBA4dKvzb4WDQ/pRTuOrdsqVppkUkR44AH39sTNliBCOBgijCHSRQiuNkaWcoCEKpzJtXespjTg43T/buBY4dMydQ8NNPFadmutXqk5KYLTBgAOv4O3WK3hXzffuAb78tW5zJ6WS95hlnMGAgmMettwKTJ0ugQBAimZUr2b3GPVB3k5UFbN/O+9XUqcAll5hhXWTyv/9Fre6ALwQlUKCUehbAeQByAGwBcKXW+phSqjGAdQDc+Y5LtNZhJi8dnmzcyA5YHTuyBLVfP+lWIAjhSlB9bG4uHYYvxJkUc/7yy6IDK3fGg9MJNGnCNnZ9+9LZNWggadxuXnyx4gCLwwHccgsHqJ07h8QsoRSSkjiBuPpqSY8NITKOFUJGXh5LDooHCdxoze/+mDHsZf7CC+HTwtfKvPyyBGC9IFiju58A3Ke1zlNKPQ3gPgD3uPZt0Vp3CNJ1hVLIzgaGDeN44+uvwzS79sEHgTp12AJMBvuCEDwfm5fnWxugggLzAgXLljE4kJhIddYBA4AePagWHY5dC0KB0wm89pp36ZZOJzB4MNtPVqsWfNuE0hk2DHj8cWDNGrMtiSZkHCuEhueeA3bsqPg4hwN47z3gt9+Ab74B6tYNvm2Ryj//AHv2mG1FWBCU0Z3W+kePP5cAkFwZE7n7bmDFijAOEqxfDzz/PAMENhvFRwQhigmqj7XZ2Dt+6dKKj42P5/fSLKGlBQt47SZNJIDoLR995JuS9tGjFLOZP1/SNM1CKeCNN4BBg2QFLETIOFYICZs2AY8+WnY2QXEcDmDVKqBtW2bU9e4dVPMiltdfF20CLwmFXPVYAHM8/m6ilPpbKbVAKXVGWU9SSo1TSi1VSi095CnuIfjEV18xu+bWW4FzzzXbGj95/HHWRTscwE03UWxLEAQ3xvvYO+4A7Payr+hO8b/8cqqimhUoOOUUoGlTCRJ4i9YUMfQlhT03lx0Q7r8/eHYJFdOzJzUjJFhjBjKOFYynoAAYMcL3CWteHnWBzj4bmDRJWij6SnY2MH26zCW8xO9AgVLqZ6XU6lK2CzyOeQBAHoDprof2AWiote4I4HYA/1NKlaqApbV+S2vdRWvdpUaNGv6aGdXs3s3F906dgKeeMtsaP9m3j6Ja7i+0UkyDFYQIx1QfO2wYcNllJYMFSUnMOBg/Hti6FXj3XaBRI6NeshBsfv4ZOHzY9+c5HMCUKYw8C+bxyitSm2wgMo4VTOWNN5gx60upnydOJwO/gwYxcCB4x9dfy+KCD/hdeqC1PrO8/UqpKwCcC6C/1gx3aa2zAWS7fl+mlNoCoCUAL3JcBV/IywNGjuRC/Mcfh7G49/PPF42W5uSwr7sgRDim+lh3qnNODvDppxzIxMRQ3O7226VePVx57DEgI8O/5zqdwKhRwN9/A82bG2uX4B3Nm1PQbOpUSZs1ABnHCqaxaxfrggMVKHU4WILXpg0wZw7Qvr0x9kUyL73Ets+CVwSl9EApdRaAuwGcr7V2eDxeQykV6/q9KYAWALYGw4Zo5/HHgUWLWIbTooXZ1vhJejonK54DoipVAInMC1FOSHysUhROmjkTePJJZvdMmiRBgnBl/Xrgr78CO0dmJlevRH3fPCZNMk88NIqQcawQNLQGRo82LtiXk8P7c/fuvGcLZbN7d+D3wSgjWBoFrwBIBfCTUmqFUuoN1+O9AKxUSq0A8BmAa7XWR4JkQ9SyYAEXjsaMYfZw2PLmm6yPdWOzMfIRDI4ckXolIZwIjY9Viqr3t9wCpKYGarNgJk89VdSf+oPWwN69vLFIXaw5VKsGTJhQvoaIYAQyjhWCw7RpnKzm5Rl7XreO1+jRQFaWseeOFN5/32wLwg6lw+Bm36VLF73UGwVuAYcPM/MoOZmdw1JSzLYoAD79FJg4kQPTVq24qtm3r7HXyMkBJk/mdW65JYzFHIRgoZRaprXuYrYdwUR8bIRz5Ahb3hg1eLTbmbZ2223GnE/wjawsaoMcPGi2JQGjgIj3r4D4WMHFwYMsIQpm6rvNBjRsyFKEJk2Cd51wQ2u2lNy/32xLQkqgPjYUXQ+EEKE1xQsPHaIuQVgHCQBg6FD2jT56FFiyxPggwfffUzH90Uc58JK+64IgRCJGZ2I5HMADD7CftxB6kpJYZ2tWtxFBEPzjmmuCv9rvdLLtYrt2wDffBPda4cSiRf5r9EQxEiiIIKZMoZjns88CHTtoYMcOSQ8ti/x89ovcs4eD3sREoGpVs60SBEEwHofD+HuB0wmcd17Urc5YhmHDgMaNzbZCEARvmT2bnWcCLQHzhoICToovvRS45x4prQXYNUb0dXxGAgURwt9/A3fdxXHbTTcB+OgjrpY3bMjIgfTwLUpsLFCzZuHfcXEUShQEQYg0br/dWAG8xERqVhw9CsybZ9x5Be9xdyYRrQLBytxwA31FgwZAhw7AwIEU0JowgatbM2Zw8vzPP5HdyePYMab8OhwVHmooTicnyGecEd3zgBMnuJIqi6c+I9K5EUB6OhcXatSgTodKP8F6+4ICKnw+/DDw4IPAmWcCt94K9OvHVmfRTqdOwLff8vfYWMkoEAQhMqlWjeUH115bcqAaHw8kJBQGEvLyeO/Iy+Pj1avz+TVrsr6zXj3+Xr06UKsW0KtX6F+PQHr25ATg559lxVCwJlu3cmU7I4PjUU8SE+l/YmPplyZPZmAhErnxxtAHCdw4HMDSpcBJJ3Gy3K2bOXaYySef8HMm+IwECiKAG28EtmwBfvnF1bnspgeK1kA5nfz57bdsiWC3A9dfz1qpunVNsdkS9OoF/PQTBQ2VkowCQRAil8suo6bAr78yqlynDif9tWtz0l+jBn9Wrw6MGgX88QdrXJcskXZ8VuaVV4BTTpFAgWBNymunm51dmEWQlMQOO5HI3LnArFnmZkzk5lLtvH9/tli99VaOe6OFdevER/qJ3P3DnI8+Aj78kKL9vXoBWLsWePfdssVS3JHdp55iF4Hu3alcffbZ0TcY7NKFN6ecHKYjSaBAEIRIxZ2q7g3XXQesWsXB1X33sXxNsCbNmzOVe+rUyE7dFsKTGjUqPiY2lnWzkajQn5nJwKtZ2QTFcTpZ9jF/PjB9egSonnvJM8/wtX/4oXX+F2GC5J+HMRs3cjzXqxe/99AaGDvWO0XVrCwOKn75hU6sRg0KnmzbFnS7LUPHjoXZFnl5UnogCIIAABddRJ/ocACvvsoOMYJ1mTQp+gL9QnhQrVrFK9fx8cBjj4XGnlDz3HNsT2slHA7ghx+Atm0ZDI4G4uJYfvfaa9LhzEckUBCmZGcDw4ezxGv6dFfpzWefAatX+y7WkZ5OoZUXXwTatGH90syZkb86UbVqYRZBbq5kFAiCIABMUXWXpTmdFMEpXl8sWIdq1bhaIMKGgtWoUoUD1bKIiWE6fKtWITMppFxwAbN+rNbKNDsb2LmTmbUzZphtTegYMwZYuJAldhJc9QoJFIQp99zDTgdTpwL164MRwuuvD6z1R04OMw2WLAGuvppZBjfdBKxfb5TZ1qNjR/7Mz7eeIxcEQQgVeXmso+3Rg6JXe/YU7svMBM4/n8cI1qReveiqORbCg8qVy5+QJSYCTzwROntCTYcOwJo1rBNu1Mh640yHg+P98eM5B4gGunTh/6R9e+OyC5SKWP8rgYIw5OuvgZdeAm6+mWVdAIBHHjG2P2h6Orc33mB3gA4dgA8+iLzanjPOYDqG3R6xX3JBEIQKee89lqH9/jsDxp6Dxvx8YMMG4O67zbNPKJtVq9jRQnqEC1ajcuWyu2wpBZx+OkVTIxmlWM61ZQvT32vVslbAwOFgIOPUU6Mnc6xmTWDxYt7zjMjESkoCvviC2V0R1lUusl5NFLBnD1uxduxIbQ4AwObN7Efrrrc3krw8nveff9heoUYN4KqrgBUrjL+WGXTpwkBBKJ12ejrrRaZMYYDn+uuBiy8GevfmeywIghBqNm8u/x7icDBw7G4pK1iDo0eBQYMiL4gvRAZVqpS9CGOzUVQ7WoiNBS6/nCn/zzzD98Yq5UJOJ1fZTz6ZE+hoID4eePttrrwG8n+w29mC/sILgWXL2FEogsoaJFAQRuTnM/iVlQV8/LFH2de4caHRE8jI4GDkgw+YnhoJ/bM7duTKWWpq6K752msMttx1F9tVvP46I5ELFwJvvQUcPx46WwRBEABg166Kj3E6gZEjvTtWCA1XXEFNCU+stFopRDeVK5etm9W+PXDaaaG1xwokJHCBaO9eTjBTUrgibTb5+ZxgzJ9vtiWh5eqrgXnzgLQ03yf4SgGNG3M8D7C8ZPlyoFmz8rU5wggJFIQRkyYBCxZwntmypevBr79mv+uCgtAZkp/PgMFvv4W/4GGtWvwZytWYjIyi/YM9UYrCioIgCKFk3z7vjsvMZM2b+KnQcvAgxYarVqW45P/+x8dOO63o4NZupzBcbKx5tgqCm8qVS+9fn5wcXdkEpWGzAffey1Th22/nd9fsyaXdzrrmaOO00wozKnzRLUhKovi7pw+uWRP46y/gkkv4fiYkGG9vCJFAQZiwcCGz1C+/HBg92vVgVhazCcxKObTZGBENd+bP54p+qBg0qGxH1LYt1VgF48jNDW0gTRDCkQMHvDsuPx/YtAm4887g2iMUsm8f64c3bWKHopkzqUnQoAG1JU47jYNRmw2YPRv45BOm1QqC2VSuXHpQsXnzyMhKNYJKlbgSuGMHcM01/B6b8f1NTgaefz56M5Jq1+bC67Bh3pUi2O3MJGjbtuS+1FRg2jTg558ZELviCvrw6tUZxE1J4f89DIIIEigIAw4fZslB06Zsaf0fTz8NnDhhml2Ii4uMFNTevUOb/tazJ/Dww4WOyG7nVqUK8OijobMjUjlyBPjmG05k2rfnTa9pU0bbBEEoHV96fTscrO38+uvg2SOQ3bs5wNy7t2jXifR0ls1t2cJUw9hYTshiYjgJGzPG/NVJQahUqWSgIDkZeOopEZAuTvXq1K7auBEYMYKr1aHMDKpXj34jmklIAN5/nwGTijIL6tVjW9ry6NaN2SLvvw/8+Sdw6BCz8v76i1plYRBEiBy1hQhFa2DsWC72LFniUUrvFkMxU8AoPz8yAgVmcPfdwLZtXCk65xygb18O7uTG6T979vAmt2gRb7Dp6YW1kTt2AGefzff6lVeYGiYIQiG+aqM4nYxgr1rFukzBeHbs4EDz4MHS07fdFBTw/6EUA6L9+nGFctq08C8PFMKb2FhOeDw/h/XrM7NSKJ369akF9uCDHCt+/z0ziMvSejACu50aWRGm2O83117LbhznnsuxZPHWwDYbM7v8yfxITARat+ZWnOxszg02b2bAaPVqbsuWcb8J2bESKLA4r7wCfPUVMHkyuxT+x3XXmd/zNCvLeoGCnBxGVfbvL9z27gW2b6et+/bxTe3b11w7laKCuBA4WjP99tZbOVjOzy/9u+FwAF9+CcyZw9WMa6+VOl5BAOjLiw+EvMHh4EBq2TLLrH5EDFu3Mkjw77/eDw61ZhtLgG26JkwAHntMOiII5mK3FwYKUlIkm8BbmjdnWeyqVcBtt7EbQTC+yzExzHTt3dv4c4cz3btzkn7WWUW7AtntwE03sW280ZQWRHjxReonmOTHJVBgYVasYPb0uecCt9zisWPuXNbV+zOwM5K8PH55zOTOO/leHDzIGo2sLK4mx8dz0ORu7+iOxCYl8VghMti1iyrsf//tXQ/x3Fxu99xDVdCPPioWgRNMQWsZOJrJoUMcoPg6EMnPZ+r77bczACsYw9atQNeuLAfxdRVxy5bC32+7jasMEigQzCQlhW08AQawzj/fXHvCjVNOYa37kiWcDKxZ4914x1sSEsR/l0XduiwTuOoqYNYs+tKaNSkaFwo++wy4//7yWxcHGckxsSgZGdTTqF6dpS3/jaFzc1mLYJUbv+egxAw+/ZSrWbt28T0pKODP48ep3+BwFB1oaS0COpGA1sCbbwInncQou683zcxMYO1aRtGvuUZaUprBli3UjoiL40BF9DnM4+BB//s+O528SX35paEmRTV799JH+ZOlsXt34e+JiewRHq3iZII1cNfMpqQATzwh6e3+cvrpFNubPZsdUIz4Xicmck7RokXg54pUEhO5qPTMM9QOmDkzNPovv/7KcloTgwSABAosy403UuB4+vRiIviTJzMV0SqYXXpw1VW+fWGrVgXq1AmePULw2b4d6NEDuOMODqbLq92tCKeTN4DGjfllC2YNoFCI00nxnu3b+f/Ly+MA0kq+LZo4dCiwjA6Hgy15tm83zKSopmdP6hOMH89aWF/ucYcOFfVjw4bRvwmCWVSpwp+VKvHzKARG//5MiZ82jd/tQAIG8fHA448bZlrEohRwww1cVDr11OBfb+1aYPBgSywKS6DAgkybVqhj0qePx479+7nqZoEPzn9421IrWIwc6dsAt1+/4NkiBJeCAqbHtW1L9VijUu+ys9lybPx41gSvX2/MeYWy2buX2VGeE5rYWGYICaGnIrE8b3DrFZitnRMp1KzJbIDt26lJ5G3AIDa2aMBNKWZfedPuSxCCQdWq/Bw+8ojoAhmFUsCFF7L89403gFq1fA8YJCdTw6Rq1aCYKPjJ3r2c/KWnm20JAAkUWI5NmzgmOOMMBgqKcNNN1huEORzUBTCL5s29V9xOSaEoiRB+bN3KtLt77+VnLtBJTWlkZjIA0akTe+NaKSAXaRw+XFKgzeEAvvvOHHuinUOHAlfHLyjg9/Tmm42xSSA1azKTcMcO4PrrKw4YJCbyWE969GDJnUzSBDOoVo3b6NGhud7u3aana4eM2FjgssuY3fvss5z0exsUrFKFq+SCdTh+nL7al3bFQUYCBRYiOxsYPpyZQNOnFysZ/e034NtvS/ajNRubjW3pzOTqqylSWBF5eaLqGm4UFFDx9ZRTqEVhpIBPaWjNAcarrwJNmkif+GDRti3Tq222wnrVlBTg6afNtStaOXTIGHFcdynP558Hfi6hKDVqAC+8wNbIN9zAyUBZAYOdO0s+NmWKf628BCFQxo/noDbYnVF272aWabNm7HE/ZUr0tAeNj+cq4549wEMP8X5qs5V9fHIyBZ3FJ1iLZ55hoDcYi2F+IoECC3HffcDy5dSFatCg2M4337RmhDQurqh4khmMGOFdbXlKCtCwYfDtEYxh0yagSxe2+HILVYYKp5Pp2MOHh+6a0URyMvDDD8zgOOccTnhmzaJAkxB6rr+efc3LG1gC3F/RMQ4HcMUVzC4QjKd6deD55zmYvPHGkgGDrKySGQUAs+/GjAmNCJcgeNK9OzBwYPDOf/QoO6+0bMnytZwcPnbffUD9+hw/W22RLVjYbOzqtGcP35PSAopKASefDJx3njk2CmVz882c09hslukEJYECi/Dtt8wuvPFG4IILSjngzDM50bUa+fnmCxrWq0f1+4qQbILwoKCAKXTt2wP//BP8LILykPKD4HLyycBXX/F9PvNMs62JXho2BObMARYu5KC+eOpqcjLTVB980Dt17MxMruxFGsePM7Ppyy/ZmshMqlcHnnuO2QM33VQ4IcjJYZC1NCZN8r+7hSBYjaws4Kmn6L9ef50Bfs/MqMxM6nXccQdX36ZNM8/WUFOpEkUKd+wAxo0rbBsO8Pc337TMRFTwoFYt4MMPuYjSs6clOtZIoMAC7NnDBZj27Tk/KpXBg62nTwDQMZsdKADoCMury0pOBs4+O3T2CP7z22/AxIn8bIUyi0AwD2mXZQ26dCksc+vcmcHpRo2Al1+mmO599zGaXd7gJTaWqyFXXRU6u4PN4sUMSNeoQUHckSOB224z2ypSrRoHDrt2scd6YmLZIsPVqjHYI8KGQjiTn1+YevvYYwzalaeVlZnJ78T48cDbb4fOTitQvTr99+bNwKhR9M8XXcQJh2BdTj6ZgftZs1gGa2LAQOkwaAfWpUsXvXTpUrPNCAr5+VxI++svLlS0alXOwe3bAytXhsy2comP58pEvXqMfnXrZq49//7LFLOy6tHsdq5ON28eWrsE31mwgGk1x4+bbQkAQAHLtNZdzLYjmESyjxUM5uhRtpgtzdcmJ1NP5H//4+Am3NGak3B34NKTpCRgxYoKbtomcOQIgwVlDSyzs7kCe/BgaO0qg2jwr4D4WEPQmplPN97Iz68/2YY2GydgXSL+I1c6Bw4AaWmiTRBO5OcD770H3H03/bePZeiB+lhZxjGZJ54A5s9n17cKxxsjR5pbXxgbyxWmWrVY+7RsGVMczQ4SAIyaluf44+MpcCNYn2ALHgmC4D9Vq5b0+XFxnJg+9xzw+++RESQAgI8/Zku30gZmOTlM+bcaaWnlrz4lJrLtogVSWgXBa1avBrp2BS69FNi2zf+SRKeTWh1hsEgaFGrVkiBBuBEbC1xzDbPGbruNwa4Q/g+DFihQSk1USu1RSq1wbYM99t2nlNqslNqglBoULBuszqJFXKgYNYp+q0IuvNCcFN3UVNY7XXUV8PPPwL59rAvzRhcglFxzTdk6DmecIfVY4YIECipE/KtgKuPGFfra5GTqGqxbB1x7beT4WaeTwlJl6ZQUFLBMY+HC0NplBMOGAY0bm22FpREfazGuugpYutQYzaLt262TnSsI3pKSQp2ZTZuAiy8OmeBhsGedk7XWHVzbdwCglGoDYDiAtgDOAvCaUirqmvseOcIEgSZNqMHi1f+6VSuu5oSC1FR+CIcOBT77jH3P33wTOO006w4EL7qodGVbm030CcKJhITojfb7hvhXwRzOP5+iYSkpTIebP7+UVj1hzu+/V6wL5HAwOBJuWipK8X4uWgUVIT7WCmgNrFpl3Pny8iTDVAhf6tUDZsygds5ppwU9O8yM0oMLAHystc7WWm8DsBlAVxPsMA2tgbFjWSr08ceck3vNqFEVt6fyl+RkpiUOGMB6mMOHgZkz2dYmHJSSK1UqvbNBTAzQp0/IzRH8RAIFgRD1/lUIAcnJwK+/Ahs3UonXqsHjQNi717sAwM6dvJGHGz16AL16Ma1V8AXxsaFm82Zjs2nbtLFmFzFB8IX27RnQnjmTujNBChgEO1Bwo1JqpVLqPaWUeym8HgBPmfzdrseKoJQap5RaqpRaeujQoSCbGVpeew2YPRt4+mk/9FQefZSCfEZN3G02Bge6dAFefJHK1j/+CFxySfACEsHk6qtLRl6Usl6ZhFA2iYkSKPAOv/0rENk+1nJ8/DHQsWPR1l3hTufOFDWMVPbuLV9J3U1mJnDrrd4dazWmTJF65fIRH2sF/vrLuGBkQgLHt4IQCSjFrnhbtlB4t3JlCu0aSECBAqXUz0qp1aVsFwB4HUAzAB0A7APwvC/n1lq/pbXuorXuUqNGjUDMtBT//MOWroMHc2zhM0lJwA8/cPXcXxISGARo2ZKtZbZupSO++mr2yg5nzj235GC8W7fIXPGKVBISwi+VNwgE078CketjLYfWwP33U4xr5kyzrRG8JT7e+0l0ZiYweXJw7QkGzZtTIMlMkWQTER8bJvz6K1sgGkFCgpSiCpFHXBxw3XXMcLvxRs7xDFpQDihQoLU+U2t9cinbbK31Aa11vta6AMDbKEzN2gPAs5ixvuuxiCczkxpCaWnA1KkBzF3r1GGwwJcV/9hYpqXUqcMWGytWABs2MGpRt66fhlgQmw0466zCv5OSgHPOMc8ewXckUABA/GvE8OOPwKFDDGA++KBky4QL119PhXBvcDgYdA/HrIJJk8KjtDAIiI8NE4xslawU0KGDcecTBCtRqRIzCzZsYJtxAzLDg9n1wDMn8SIAq12/fwVguFIqUSnVBEALAH8Gyw4zycnPwdnTzsbZ085GRk4GWg3+ERs2FmDqh7kIOLjcpQvw9tvlfwiUYhp+lSrA+PEUnNqzhwOali0DNMDCXHVVYflBXFzpugWCdZFAQYWIfw0jHn64cDXs4EHgu+/MtUfwjqQkCvl6M9CKiwPatg3Pji3VqjGAJcKGRRAfayGGDfNRzKsc+vY1p3uYIISSBg14/1q0KOBTBfPb8oxSapVSaiWAvgBuAwCt9RoAMwGsBfA9gBu01vlBtMM0LphxARbsWIB5i5yo2uUH7Fk4EHG9n8Hk/ecbc4FRo7jqUfwGn5rKx4YPB778Evj3X+DVVxlciIYU/AEDCiea+fnAKaeYa4/gGwkJ/L8J5RH1/jUs+PvvomrdGRksQxCsRUEBAzjZ2UUf79yZfasrmkRXrgx8+234TkBuvVXE3UoiPtYqDBxYekcrX0lJYVs5QYgWOncO+BRBu6tprS/XWp+itW6ntT5fa73PY98krXUzrXUrrfWcYNlgBfJ3dkXOe3OQt2oIoPIR0/wnYy/wzDOswXeLEp51FvDBB+y/+L//Af36RZ+qcUICWyUCwKmnRt/rD3ckUFAh4l/DhEcfLZmOvmULa24jhcxM1kWGM6+8wpaPXbtS0NeTiRO5OmOzMa2zcmVu7oB8UhKDDDVrmmK6ISQmAi+9FPQ2W0VITub7bVHEx1qIpCSgf//Az5Oby4UkQQiU/PyoKSOMzsK0EPHppZ+i+rTngbwEAAqAhtrVC59deqdxF4mJAWbNAubNY0pVICKHkcTYscC0aRQ3DENyc3Oxe/duZIVjzasRzAnx2KugAEmbN6P+xImIP3o0tNcWIpMdO4Dvvy9ZRpOZCTzwALBggTl2GYXWwKefMqvtyBFg/frwLGnbuBG4914O/NauZQbajz+ySwVAQcO5c7mlpnKrVKnwZ9WqkZG2P2wY8PjjwJo1wb1OcjJQuzazHAcODN8sDCG0jB4NLFwIpKf7f45q1fg937276CTP/Xtpj3nzeyQe26oVA6ICyc8H3nqLqfzLlgHbtgE33ww895zZlgUdCRQEkaEzh0I3cgJxdwH5CUBsDnSjX3DJzCWYc5mBE6HUVIpWCIX06gX06QMMGmS2JX6xe/dupKamonHjxlDRUC5SHIcjpNFaDeBwWhp2T5yIJrfcErLrChHM00+XnRnz119sgdO+fWhtMoq1a4Err+SkMjOTJW1DhwLLl4dXBldeHluluUsO8vJYqtezJ/D++8Cll/LxevU4UYlklALefJOTd4fD+PPb7dyefx647DIJEAi+MXgwkJMT2DmOHuUEGCgsw9Xau5JcpQrHJL6Myfwdv/l7PW9xOssu56hViy19+/Qx/rrhyrx5wJ13FvWNs2ZJoEAInNiGfyJh7GCoHX2hG/2C2IZ/AhBxvaATGwv88ovZVvhNVlZW9AYJgKI3yVBcDkC1uDgcat48ZNcUIpjjx4H33it7IJadTQG5r74KrV2Bcvw4NRbee4+vwXOFassWrs6fdJK5NvrCE0/Q7uJZHw4HAyErVnCVPVomtT16MMj+00/GlX8lJVHsccIE4JZbDO/xLUQJKSnARx9xArt8ObMCbDZ+dzMzvTuH0xlcG62Muy16QQH9W+XKQKNGQJs2zKJq0YLtUps2Fb2S0vjxx5JlhLt2McPFKKFNiyKBgiAye8RsXDDjAqAR8OmUOzB05hIAvTF7xGyzTRPCgKgNEpiEAqJnQiAEF63LX1kvKOBkbPNmDs7ChTvvpAZOaQGQ2Fiu2IUL//wDPPVU2ZMHh4N1+ytWsMQiN5flB0OGRLYo8JQpQLt2gU+q4uJYtjFuHDt/VK1qjH1C9DJ0KDeAgcp16/g9/vNPYMkSlj9pzc+dw8EMoWgiMZGBuPx8fn/T0oAmTdiRpW3bwmBAkyaGtM2LKr75pmRA2WbjZ88I/QwLI4GCIJIQm1CkxMDQcgNBiGRiYqRFohC+VKkCzJjBzjNZWaVnx+TlcUX7vfdCbp7f3HADMH166YGCggJ21gkHsrM54a9oMuxwMDOtY0euWh46xP9nJAcKmjdnmcXUqSW7QHiDUpysXHABxZYbNDDcREFAYiLQoQO3MWP4mNbMNFixgmVDkRgosNmYHZCXx+9n9erMAmjbFjj5ZH5/mzcHGjcOz3atVuTECWDr1pKPOxzULIjwQIEsnwlCOFC7NgdgRm21a3t12d27d+OCCy5AixYt0KxZM9xyyy3IycnB1KlTceONN3pt/osvvgiHn3Wv85ctw7m33ebXcwXBNM7/P3vnHeZE+cTxz3u90Kv0IkpXBFSKdEVAbAgIiIoNG3b9iR1F7Ap2AbsigtgQu0jvVar0Kr1zd7m+vz8mB+G4ktwl2ZT5PM8+l9tNdiebZPbdeWe+c4XcZF51lQxqXWdwEhJk1qtVK9vMKxLNmkn6uKt4X6lS8l7uuit4BqaPPw67dxf+PJDAwObNsGsXVK0aHllHI0ZIRoCnJCRI6cLChRIo0yCB4k+Mke/c5ZfDxRfbbU3RSUiQ0oCEBPkdVqsmv6u775aa+IkTYcUKCXTu3g1z5ojQ3r33ipbD2WcHjy8OBmbNyrtkKjNTShJCHM0oUJRgYO9ev+/Psix69erFnXfeyY8//khWVhaDBw/miSeeoHHjxh4dbtSoUQwcOJAEd9XBQ3nGTgkfLrwQvvtOZqLHjoUPP5TZnmuukQFdMN5IPfustAM8cEDa8V52mYhelStnt2XuMX8+vP++Z6n1OfX6+/ZJBsjNN/vGtkChfHnR0HjuOfeEDRMToWZNOa8dVINJCQBuuUU6yxSnS4IvSUyUIEB6utxwVq0q14amTUXnJSczoFq14BKIDUVWr84/u2r5csmmC+EAsgYKFEXJk7///pu4uDhuuukmACIjIxk5ciR16tRh+PDh7Nixg44dO/Lff/8xcOBAnnnmGZKTk+nbty87d+4kKyuLp556ir1797Jr1y46depEhQoVmDZtGnfeeSeLFi3C4XDQu3dvnn32WQAWLVrEfffdR/LBg8RGRTH1vfdOsSnZ4eCeV19l1aZNZGRmMmzwYK7UgakS6FSsKLPYjz9utyXFJyZG6oKDlT/+KFpKPUhw4Z57YNkyGDUqtAfw998Pb7xRcKAgMVEySkaNktpxDfAqgUK3bvaWHhgjv4/IyJPCr9WqyWx/06bQoMHJYECVKvrbCWTuvlsENH/6KW9/uHatlH6EKBooUBQlT1avXk2LFi1OWVeqVClq1qxJZmYmCxcuZNWqVSQkJHD++edz2WWXsW3bNqpWrcrPP/8MwNGjRyldujRvvPEG06ZNo0KFCgCMGDGCcuXKkZWVRZcuXVixYgUNGjTg2muvZcKECZwfH8+xAweIj4095fgjPv6Yzi1b8vHTT3Pk+HEuGDSIiy+4gEQV5lEUxR1q15aU3qSkor0+JUWyCv75RwaOodprPDZWxBxvvfV0Vfn4eCk3GT4c7rxTHitKIBEXB927S0aXr4iIkGBARIQEESMjJUvs7LNFELR+/ZPBgIoVNRgQrCQmSreNTz6BIUNOBgsSEyUTpFo1e+3zMRooUBSlSFxyySWUL18egF69ejF79mx69OjBQw89xKOPPkrPnj1p165dnq+dOHEiY8aMITMzk927d7NmzRqMMVSpUoXzzz8fVq+mVB4tev5YsIDJM2fy2pdfApCalsb2PXtoWKeO796ooiihQ506xc8ESEmBBQtkZnDqVFETD0WuvVbaQ65eLf/HxMi5e+ABGDo05NuCKUHOzTdLd5nilB9ERkpg0RgJBsTGSplN/foSDDj77JPBgGApv1KKxk03STnhK6+IYPH554toZogHSoMzUGBZ8oNNTs5/cTikBrRSJbutVZSgpFGjRkyaNOmUdceOHWP79u1ERUWd1r7RGMPZZ5/N0qVL+eWXX3jyySfp0qULTz/99CnP27JlC6+99hqLFi2ibNmyDBo0iNSc/rSWJWlcufvVkrPZ4tuXX6Z+7dpee5+KooQRdepIXXBxSU8XhfXmzWXW8pJLir/PQMMYGD36pDBc//7SqcNNMVxFsZVLLjmpL1IQUVESDMi5t0hMhFq1pDzgnHNOthU888zQzSBS3KNRI+kIE0YER6Bg5Uq54U9NlVqf9HT5YUdFSbQvIuKkkIRlyZKRAeeeC/PmabqPohSBLl26MHToUD7//HNuuOEGsrKyeOihhxg0aBAJCQn8+eefHDp0iPj4eH744Qc+/vhjdu3aRbly5Rg4cCBlypThww8/BKBkyZIcP36cChUqcOzYMRITEyldujR79+7l119/pWPHjtSvX5/du3ezaPFizm/YkOPJyaeVHlzaqhVvT5zI2488gjGGZevWcV79+nacHkVRgpEqVbwTKAAZayQlSSvAESOkrj/Uxhtt28IXX0j2hPpaJZiIiZHuM19/LY/j4uQ3m5IiN/y1a4twYNOmpwYDEhPttlxRAobgCBSkp4tqtCuZmYULlaxaJSq8d93lO9sUxR9UruzdzgeVKxf6FGMM33//PXfddRfDhw8nOzubHj168MILLzB+/HguuOACrrnmGnbu3MnAgQNp2bIlv//+O4888ggRERFER0fz/vvvAzB48GC6detG1apVmTZtGueddx4NGjSgRo0atG3bFoCYmBgmjBvHPbffjiMtjfjYWP56991TbHrqllu4/403OKd/f7Kzs6lTrRpTRo703nlRFCW0iYyU3uPe9KcOBzz5pIgcfvhh6LUm693bbgsUpWgMGyYlMvXrnwwG1KlzartaRVHyxViWZbcNhdLSGGtxUV+ckABr1kgakaIECWvXrqVhw4Z2m+F/srNFXdYm1h44QMPu3U9ZZ2CJZVktbTLJL7Rs2dJavLjIXlZRgosLLoBFi7y/3/h4SU399VcRL1MKxRgT8v4V1McqimIPxfWxodv4MYe0NKmrC4KAiKKENZYlQT1FURRfEhfnm/06HLBiBTRpIn8VRVGUwMHh0PtBDwn9QEFWllywx4yx2xJFUQrC4fBe7bCiKEp+NGpU/M4H+ZGRAfv2QevWsH27b46hhDfLlsHAgaeX5CqKkj+TJkGpUtKloGxZKUNp0wb69IGHH4aRI+Grr6STzapV8vvKzrbbatsJDo2C4pKcDA89JD1Va9b07r4/+QT27JGa75ylUiX5m0uITVGUAjh8WCO9iqL4nk6dZEBYnLZphRERoQrpinfJzITnnoPXXpOAVHa2fI8VRSmYv/6CG244qW135IgsmzadfE5MzMkWsNnZMnGVkQElSkjry+rVpTVi69Z2vAPbCI9AAUjHhEGD4O+/vbfPrVtFKDEjQ1IZo5ynMyNDjhcTI702K1QQpeUHHpBghaIop3LokIiLaaBAURRfc845MggsWdI3wYL4eHj0UQ0UKN5j7VoRldy6VbLvAH78EebMkc4UiqLkzaJFcNVVJ383+ZGenndW67FjsmzdCl26wBNPwGOPney2F+IEx7usUEFuuEuUKPoHk5UFs2fLh+0tPvhAok5ZWZK1cPSoLCkpsj41VbINVq2CP/+Evn3li6YoipCZCRs3yu9CU7yUYCEjw73+3Epg0rAhbNsmGYG33y4t0aKjJS3VG+0NY2OlVWI4kp0tLa3Vn3uH7GyZxWzRQoIFKSknt6WkwPXXiz9SFOV01q6Fiy+WezRv4HDACy9Ahw5SYhYGBEegoFYtOHgQfv9dZvArVJA+p1EeJkQkJHhPUT0zE0aP9qymOiVF+i0X1tZRUcKBo0cliHb0qA4qleDhyBFJPWzc2G5LlOJQuTJcc40E/DdulEHf+PGS+de48cnAgafjjPh4+O47mdgIRyZNgmbNZLGxg01IsHmzdOh49tn8Rdj27pXaakXxN5s2SaD1oougXTto315uoDt2lPKuLl3g8cdFJ86ObNHt28Uub04Qg9zLLVgADRrAtGne3XcAEhyBApBMgjZt4O235YI+Y4ZE7KtUkQBAdHTh+7As731hpkzxfEYpO1sGJE895R0blLChSvWaGGO8tlSpXrBWxwMPPMCoUaNO/H/ppZdy6623nvj/oYce4o033mDy5Mm89NJLHr2XQTfeyKR335WLTGbmKReQ+19/nZnOweUtw4dz7oABnNO/P70ffZQk50zKsDFjqNajB80GDKBB797c+dJLZDsDDf9u3UqzAQM477rr2LRzJ1/99tuJfa/cuJFBw4Z5ZKuinMZff8ksxfbtsH693dYo3qJMGejRA15/XQKYR47ADz9IimnLllJKWKqU/M2PhASpIe/UyU9GBxjZ2fC//53MKrjoIrjxRpnoUdzHsuC996BpUxEudM0iyE1KigQSdu70n32KAjB0qAjFz5kjGduzZsHMmXJ/Nn26lHq/9poE1mvXlu+yv9i/X0pyDh/2zf4zMmTfl10G77zjm2MECMGpUWCMpGG1aCEpWatWwYQJ8OWXEkTIzpa2iLnJzvZePeLrrxdtXykp8OabMiBp1847tighz57/dlDr0Sle29+2l3sWuL1t27ZMnDiR+++/n+zsbA4cOMAxlyDb3LlzGTlyJK1ateKKK65w/8DHj4tzTUo6LYvg4JEjzF+1ilEPPQTAyAceoJRzVu7BkSN5Z+JEhg4aBMAD/fvz8PXXk52dTfvBg5mxdCmdWrbkh+nT6d2lC0/ecgvTlyzhq99/Z0C3bgA0rVePnfv2sX3PHmqecYb7NiuKK9WqidhRWhpMnAhPPmm3RYovSEiQG/5OneTmPz1dZsinT4dff5W618hICXampkomwVtvwS232G25fUyadGpQwOGAr7+G77+XdN077/Rdt4lQ4b//oF+/wgMErqSnw+DB8MsvvrVNUVyZObPw52RkyLJ9uwQOv/gCevXyrV3Hjkl2w969vs9WdTjg+edhyBDfHsdGgiejID+Mkajr889LnfPy5TJwO+ssERh07ZeclSU3KMVl2zZYvLjor3c45Ifiq0iXohSTNm3aMG/ePABWr15NkyZNKFmyJIcPHyYtLY21a9fSvHlzPv30U4Y4HeSgQYO49957adOmDXXr1mXSpEkAWJbFkLvvpv6ZZ3LxxRezL5/ZpW///ptuLmqyOUECy7JwpKVh8qgdTs/IIDU9nbIlS/LLnDmMGj+e97/9lk533MHQd95h1rJlNBswgJFOZejL27Xj6z/+8N6JUsKPc8+VmvbsbP/OkLiDZcHq1SoK6gtiYqBVK5lFmzFDgp6zZ8PLL8PVV4uwXDgHCXKyCXKPsdLT5VwNHSraEHPm2GNfoGNZchPVoAHMn+9ZTXVmpnwnXTLoFMWn7NolZaOekJIibT2fe85316jUVLjkEtiyxX/aHVWq+Oc4NhH8gYLcnH22BArWr4c1a+QL2bixiAtlZHgnUJAjYlgcjh2D667TAZ0SkFStWpWoqCi2b9/O3Llzad26NRdeeCHz5s1j8eLFNG3alJg8UnB3797N7NmzmTJlCkOHDgXg+/HjWbd0KWu+/prPhw1j7ooVeR5zzooVtGjQ4JR1Nz37LGd068a/W7dyz7XXnlg/cvx4mg0YQJXu3Tm7Zk2a1a9Pj7ZtueOaa3igf3+mffABLw0ZQrvzzmP5V1/xwIABALRs1IhZgXZzpwQXCQmwZAmsWwfjxtltzUnWrJEsu3PPhVtvVbFFXxMZKef63ntFk+CSS+y2yF5yZxPkJjkZNmyQ89S7N+ze7T/bAp39+yXL9I47ZIxaFB2rlBS46abCld0VxRvMmVNwGVZ+OBwSXO3TR27qvUlmpujArViRd1a5rzjrLP8dywZCL1DgSp068MgjUpqwaZOk/PfvX7x9ZmZKoMATEcO8SE+XtJ0xY4q3H0XxEW3atGHu3LknAgWtW7c+8X/bfNoxXXXVVURERNCoUSP27t0L//3HzClT6H/JJUQaQ9WKFencsmWer9194AAVy5Y9Zd0nzzzDrl9+oWHt2kxwyQR4oH9/ln/1Ffv++INkh8PtLIFKZcuy68ABN8+AouRDRATUrXtqxppdOBxynWvZUjLqsrIk3btnT+8PxBQlL/LLJsgLhwMmT4Z69eSGIdz5/nu50Zg61f1Sg/w4dgyGD/eOXYpSEFOnFr2UOyUFfv4ZLrxQygO8gWXBDTdIlpc/r3vGSKZUCBPagQJXqlWTjglVqxZvPz//7L2ZmuRkePBB+Pdf7+xPUbxI27ZtmTt3LitXrqRJkya0atWKefPmMXfuXNq0aZPna2JjY+WBw4GVlSUXATezZuJjY0nNIwAXGRlJv65d+TYPddnoqCi6tW59QgCxMFLT04nPsVFRQoHzzoN33z1VFT0lRWrpL77YVtOUMKGwbILcZGTId/S553xnU6Bz5IhkVgwcKCnc3kiTTkmBUaMkc0NRfMnUqcV7fWqqZME1bSrCp8Xl/vul/Ku4wTZPSUyUUsQQJnwCBd6iqCKG+eFwwBVX+DdNRlHcoE2bNkyZMoVy5coRGRlJuXLlOHLkCPPmzcs3UIBlwZ49ogoPkJ1N+/POY8Kff5KVlcXuAweYtmRJni9tWLs2G3fscO7GOuXx5JkzaVCrVh6Hs5jzzz+cWb36adtKJiRwPFed5/rt22kS4k5dCSNSUqSTTl7pxqmp0sJJUXyJJ9kEufH3oD5Q+P13yaiYMsX75yAtDW6+WctaFd9x/LhotRWXzEwpu2nTRgJnRWXECPjwQ3v8SWSkdHQIYYKz64FdbN8uSsfexLKkrc3998P77+f/nDyE3JTw4YxqNQrtVODp/gqjadOmHDhwgAHO+v6cdUlJSVSoUCHvFyUni2qzyyDl6k6d+HvxYhr17UvNM86gddOmeb70sosuYvR333HrVVdhWRY3DhvGseRkLMvi3LPO4n2n5gGIRsGXv/5KRmYm55x1Fnf17n3a/s456ywiIyM5d8AABvXsyQMDBjBt8WIuy6dsQlGCDsuS1sD5ZblZll4/FN/yzTfa/tBdkpLgnnukW4qvbmpyRFa/+Qb69vXNMZTwZv586fLiTbHAH34AZ1crjxg9Wjqq2BV0zMgI+UCBsXwQdTTGTADqO/8tAxyxLKuZMaY2sBZY59w237KsOwrbX8uWLa3Fxeky4C0eewzeeKP4+gR5kZAgjr1Hj1PXz58P3btDjRoi0tirF0RpfCfUWbt2LQ2Dse4pI0OEZIroVy669VamjBxJmZIlvWwYpKWn0+H225k9dixR+fyG1h44QMPu3U9ZZ2CJZVl5CyvYRMj6WMVzrrtONAlyC+zGx4sGzsCB9tilhD7Z2aIFtX17kXcRiP4VfOBjGzSwFh89KjOn/qihLltWZn19cC1VwpwnnhB9EW8K5rZr5167RVe++QZuvNFeAc+cVskB3PbVGFMsH+uTO07Lsk7IkxtjXgdce2hssiyrmS+O61O8JWKYHykpMGCAKGlXrizrJkw4qWJ75Ii0Xrr7bnjoIVHHLVPGN7YoSlGJjoYSJYpcnvP6/fezfc8enwQKtu/Zw0tDhuQbJAgmQtLHKkVj6FCZjXGdUYmPl5kWDRIovuSbb+DQIbut8Ale97Hr1/u3HMDhkMmtd97x3zGV8OC337zfVWfBAmkZn0vQOl/++sv+IAFA+fIBHSTwBj7VKDDS+LwvMN6Xx/ELv/zi+3ZTycmSlmZZIvKTu9VNUhIcOCDbqlSRFlgqWqMEGpUqiSp8EbiwSRPO8VGrmbNq1qRjixY+2bddhJSPVYpG06YwaxZ07izXhZgYKWO7/nq7LVNCmeJoEwQRXvOx/tYMSE2Fjz+WDD9F8RYZGdJJzttER0vA2x0OHoSrrrI/SACQhz5WqOFrMcN2wF7LslzvZusYY5YZY2YYY9rl90JjzGBjzGJjzOL9+/f72Ew38LaIYV7ExECzZpJK+vLL+f8IHA65CHz2mTw/H3E4RbGF0qXttiCcCB0fqxSd5s1FhXrXLrk23Hij3RYpoU4IZxPkwjs+NjJSSkz9SWqqBAxzlyUFCyrIGHgsW+abtsDJyfDJJ+4998CBIk9GeR0fTWwFEkU+08aYv4wxq/JYrnR5Wn9OjcLuBmpalnUe8CDwlTGmVF77tyxrjGVZLS3LalmxYsWimukdtm+HhQt9f5zMTLn45k4jLej5KSnQtasMEJXwIUcLYN8+uy05nYgIScdSikVY+VjFe6hwoeJrQiSbwK8+9txzRWcqIUFmT/2BZcGmTZJZEGx8/72MJXbvttsSxZVZs3zXpS2n/KAwAiWAFBEBjRvbbYXPKXKxrmVZBTZoNsZEAb2AE7m+lmWlAWnOx0uMMZuAs4HAVtH64APfR2QTEuSmf80az3UQjh2TftmLF/s/Yq34n+xsqXdMT4e9eyXVP9CoWFHSw4J1JiMACCsfqyhK8PDttyGRTeBXH2uMaAYMGgT33gs//+yf1OnkZHjwQbj66uAI4B85ApdfDrNny/9nnGGrOUoufv3Vd4GC6GgJEN18c8HPC5RxZUKCiLmGOL7M3bgY+NeyrJ05K4wxFY0xkc7HdYGzgM0+tKH4+FrEMIfUVIlOFeU4mZmwZQv06xc4kTbFN+TMEOSoJmdkBGYvan/OmoQvge9jjx+HV1+FL76AefOkZ7L6KEUJbhISfK/ZFBh438dWqSKZo1OnQv36kJjobZtPJy0N7rvP98cpLnv3ipjd7NnS4WvLFs2QCiQsy7fZ1Q6HBCLcsSMQvheRkSHfGhF8Gyjox+niL+2BFcaY5cAk4A7LsgI7LP3rr3Ij7muys4sXJUtNlQvPU095zyYl8Ni5U26+XG+2fNRqKTIykmbNmtG4cWPOPfdcXn/9dbI9+Y66iBq+kKv2rE1hEeMC+PSnn9jlUlN/6/PPs2ZzYMcbfURg+9ikJOjQQdJt77rrZJvXhASp67vsMnjzTflOK4oSPFx2mXReCv0MRt/52NatJYN05EjR9YmNLbax+ZKeDt99J8HaQKZyZXj3Xblh/PbbsLgJCyo2bPDNbH50tOgeDBgAr71W+PMDJaMgPT0svqPGCoLZHVt7fHfo4HlvTzuJj5d6tH797LZEKQZr166lYcOGp67cvx927DjVSUZEQIMGPhmwlShRgiRnDeq+ffsYMGAAbdu25dlnn3VvBzk6CpZFifbtSfLS76jj7bfz2n330bJRI6/sz5W1Bw7QsHv3U9YFap9vb1Kgj3U45LtXsqQs7rSXTE4W37lqVcFpivHx8n2+/HKZZVMUJTjIyoJOnaSuuBgZl+HgX6EQH3vkCDz+OHz6qQT+fTUuP/NM+Pdf93y4ouTm44+lbCY52Tv7i42VzIAbbpAJhRo13HvdihXQrp2UXdtJVJSMbwJFWDEfjDHF8rGB/e7sxl8iht7E4YBbboFFi+y2RPEmx46dHiQAsCzSoyPo/mV3un/ZnaT0pBOP07O8Vy5TqVIlxowZwzvvvINlWWRlZfHII49w/vnnc8455zB69GgAdu/eTfv27WnWrBlNzjuPWevWMfTtt3GkpdFswACue/JJAEq0bw/A9CVL6Hj77fR+9FEa9O7NdU8+SU7w8rmxYzn/hhtocu21DB4xAsuymDR1KovXruW6p56i2YABOFJT6Xj77SxeswaA8b//TtN+/Why7bU8+vbbJ+wv0b49T7z3HucOGECrm25i78GDXjs3Ic2uXZIe27Ch1IrGxMhSqhT06ZN3ECAlRW4gVq8uvJbR4ZDnaFaBogQXkZHw44/BUfce6JQpA++9JzpTF17ou3KE3bsli0tRisLvv3snSBAXJ5Nbd90FW7fC6NHuBwkgcMoXy5cP+CCBNwj9d1gcRo8OnBQXT0hJgUsvhf/+s9sSxRs4HLBx4+mZBMZA2bJcOeFqZmybwYxtM6j+RvUTj68cf2X++ywCdevWJSsri3379vHRRx9RunRpFi1axKJFixg7dixbtmzhq6++4tJLL2X58uX8888/NGvXjpfuu4/42FiWf/UV455//rT9Llu3jlEPPsiaiRPZvGsXc/75B4Ahffuy6PPPWTVhAo60NKbMmkXvLl1o2bAh44YPZ/lXXxHv0qZn1/79PPr22/z9/vssHzeORWvW8MP06QAkOxy0atKEf776ivbnncdYd/v1hjM7d8L550uwICVFZg0tSzJFjh8XMa5OnU5tG+twQJcusHKl+yUx0dGSyqwoSnBRtiz88Uc4lCD4h0aNYO5c0XSpVMn75zUlBZ5+WjLEFMVTipsVGh8vQbCHHpKJrzfekHITTwmU+zJPghtBjAYK8sNfIoa+4tgxGbAHotCd4j4ZGdLhIDv7ZHCgZEmoVQvOPRfq1j3xVEemg6NpR3Fk+l5J+Y8//uDzzz+nWbNmXHjhhRw8eJANGzZw/vnn88knnzBs2DBWrlxJyWrVChWduaBxY6pXrkxERATNzj6brc5Wn9OWLOHCQYNo2q8ffy9ezOpCdAgWrVlDxxYtqFi2LFFRUVzXrRszly0DICY6mp7tpN11iwYN2Kotlwpm2zYJEuzdm79omcMBS5dCq1Yy8HQ4pPvK8uWe6WbEx0vAQVGU4KNJE/jsM/kdK8XHGOlQsHUrPPywnFctFVDsZs8e91oX5kViomQhPvmkZLU8/zyUK1d0WwIlo+Dss+22wC9ooCA/fNkCxB9kZclgv0+fwIm+KZ7z338SLHANDtSvLylPzsHDN32/ISYy5pSXxUTGMKnvJK+asnnzZiIjI6lUqRKWZfH222+zfPlyli9fzpYtW+jatSvt27dn5syZVKtWjUGDBvH5l19Kq8QCiI05aXtkRASZWVmkpqVx18svM+mll1j59dfcdtVVpBYjaBcdFYVxBiwiIyPJ9IdAabCyZQtccAHs21e4snlamggcnXMOtG8vgQNPxTVTU6FlyJcoK0ro0rs33H23ZhZ4k/h4ePZZWLdOhGC9cW4TEuCJJwq9JivKacyZI2WHnpCYKAGB55+XAMHjj8tYtriULi1jj8jI4u+rqERGSgZQGKCBgvzIae+WmOhbNVpfkpoK06fLhUEJTqpVg2bNTgsOuNJnYp/T9AjSs9LpPbG318zYv38/d9xxB0OGDMEYw6WXXsr7779PRkYGAOvXryc5OZlt27ZRuXJlbrvtNm699VaWLl0K1aoRHRNDRmSk2/VcOUGBCmXKkJSSwqSpU09sK5mQwPE8MmUuaNyYGUuXcuDIEbKyshj/++90aN7cC+8+jNizR4IEBw64H2DMyICjR0VgqCgdOJo0CV4fqyiK8NJLkoXk6c2EUjA1asDkyfDLL5JBWBz9gjJlJO1bUTxl6tRTywwLokQJKSl44w0JENx/v3eDiGeeCUuWwMCBondgRzZTfDzUqeP/49qA5jPlR5cucOiQqHb/8gtMmiQD4bi409vTBTIpKSJe06QJXHed3dYonhId7fZT46PiiYmM8ZqIocPhoFmzZmRkZBAVFcX111/Pgw8+CMCtt97K1q1bad68OZZlUbFiRX744QemT5/Oq6++SnR0NCVKlODzzz8HYxh8++2c07cvzevVY9zw4YUeu0zJktx21VU06dePM8qX53yXyO2gyy/njhdfJD42lnkff3xifZUKFXhpyBA63XEHlmVx2UUXcWWHDl45F2HDggUSqfc0C8lRxHKXqCjVJ1CUUCAyEn74QcYaqo/kfTp0kOyC99+XmdmMDM+yXhMTYexYDcoqReOvvwp/TokSolvywgvSec2XJTONG0uXkFGj4MMP4fXXpSWzs1OXz4mICIvWiKDtET0jKUlm6H/8EaZMkVk0KPog2Z/Ex8O0aaKoqwQ8ebZHzIf0rPQTwoXf9P2GPhP7APBj/x9PK0mwlTVrAl4zI+zbI44bJ/3R/XWxLVVKbi5Uo0BRQoO1ayUrKSJCFNJzly9FRMgNRVoaXHghZubMkPev4OVx7MGD8Mgj8PXX7o0/IyKknZxT3FdRPCIpSUoInBmkp1GiBFSpAi++KPoadnQCyM6G336TIMXSpWKrL0tM4+NFZLxqVd8dw0toe0R/UqIE9OwpUdndu0XZ+9VXJdIbFye1N4HaKsPhkDq3HTvstsRe1q6VH/Ytt4iGQwgQExnDrwN/5deBv1IipsSJxwEVJMjMDI6AWriTlFS4LoE3cThEDFEJD5KSZGbqqaegbVuYPdtuixRv07ChCPF9+aV8zl26SE28MaKzc8898P33MtEyY4bd1gYn5ctLT/t586B588LLEWJjYcwY/9imhB4LFuSd3p+YCE2bwoQJku1yzTX23QNFRECPHnJNWb4cbr5ZbPaVbkpGhrSMDgMC9K42SDjzTBHwmT5dLno//ijRtEAlpxOCN/qgBiNJSdCtm9Rhf/EFNGgg6VHr19ttWehz9Gih3Q+UACApybdR+NzUr69q6aHMvn3w3XcwZIgoRJcrJ4PJF1+UNnDa0z00KV8eLr8cnnlGAkP79ol+ydatkircubOmwHuDc8+FxYsl9bpcubx9aXw8DB4cNgrtig+YPv3U+4aEBMlOnjIF/vlHbtADaXx39tnS3n7vXtFOqV5dJnq9ScWKgTsx7GXC4136g5gYWf78M7B+MK5kZcH27TJQC9ROCNOniwjKxx97VwfCskT4ZN++k73gU1NFe+Lcc2VQs2KF946nnMqhQ4H7nVNOkpgodYX+UBOOiJAsJyU0sCzYtEnqRgcMkMytGjXgppvgvfekO0ZGhgSsc7JW/vorePR+lOKhIoe+wRiZ8Ni+XbI14uNP9d+xseCGLpCi5Mtvv4nPjo+Hjh1F2HD+fHkcqPc7IFne99wjv43vv5cAZVycR9pf+VKzZvH3ESRooMBbjBsHl1wig6BAHvikpcGsWfDoo3ZbcjpZWXDrrXIzf889Mvu/b5939v3mmxLEya3KnpUl6375RVKgO3eG1au9c0xFyM6W34US+Nx+u2iZ3HmnzAqWKOG7oEGJEnDxxb7Zt+JdUlOha1epic4hKwuWLYO33pKAT9mykoZ6zz0wfryU56WnF3xNzMiAf//1z3tQlFAmMRFeflkEuDt3llnf+HgYOdI7LemU8KZHD8kCmzYt+MoFjZGxxtSpopV1xx3yeylOB5H69b1nX4CjgYLiYlmSXnfbbcFTg52SAu++K+n3gcRHH8HOnfI4JUVu7OvVk9Sm4jB/vqgEFySkl50tn9+0aTLQVbzH8eNhk6IV9BgjKYVvvw3798uF9e67oUIF79f6ORzQurV396n4hldegZkzpe7z1lvlcytRQvR5Hn1UZpyOHpXP1BMhzKws8fOKoniHunXhjz9kBvWee+CGG+y2SAl2Fi6En3+WVt3BTp06Etzet0/aN9ap43nAIDJSSpfDBG2PWBzS0+H666VOJ1iCBDk4HBJVq1cvcAbrO3ZI2UGpUlJvV64cVKokM1VFZf9+KSvw5PMpSi94JX8OH/avQJ7iHYwR9fKWLaXW76efvLv/unV1piuQOXQI5syR4On7759sxeZaFlZcX5maKhoG995bvP0oinIqXbvKoijFJZDLC4pKQoJod9x2m2RZv/iiXOssS+7tCnttnTr+sTMA0EBBUTl0SFLjV60KviBBDikpkk60fLmoEdvN8OHeraXLyoKrrjrZxtJd/CnmFuCMGDGCr776isjISCIiIhg9ejTz5s1j8ODBJLgzw2xZcOQIAJ/+9BNdW7WiasWKvjU6L4wJ7JKgQCU7W4KhP/3k3daWxsCll3pvf0rx2b5dBkx//gl//y3Bobg4yRBw1Rfx9u9owQIpQfBG3aiiKIqiuIsx0L69LDt2SLbB6NFyzctP+N0YqF3br2baieYDF4VNm0QA759/gjdIkENOJwR/9U33J08+KUGQ/Hq/5ofOfgMwb948pkyZwtKlS1mxYgV//fUXNWrUYNSoUaS4e9OYkgLZ2WRlZfHplCns2r/ft0bnh2WFZlTcl2RnixDdDz94N0gAkklwySXe3afiPtnZEuR+7z248krRo6hfX7LMPvtMBkw5+gK+FiGNjpbUVkVRFEWxixo1pOX9vn1Snl2/vpQl5B47pqeHVUaBBgo8Zc4c6Vv733+Fp6cEA9nZogtw9dWhp0o/blzRZr+CMFAwbuU4ao+qTcSzEdQeVZtxK8cVe5+7d++mQoUKxDrbWFWoUIFJkyaxa9cuOnXqRKdOnQC48847admyJY0bN+aZZ5458fratWvz6COP0HzAAMb//juL167luqeeotmAATj8Xd4REVG0YIGvevAGOpYlteiTJnk/SAASYL3oIu/vV8mfbdskvbJDBwnUtG4NDz8MkydLhlxqqj0B48xMKTlTFEVRFLuJi4Mbb4S1a6UzzxVXSPeQnJauWVlSFh0maKDAE4Kls4GnpKWJmunDD9ttiXdZvVpEuKpV86yHapCVHoxbOY7BPw1m29FtWFhsO7qNwT8NLnawoGvXruzYsYOzzz6bu+66ixkzZnDvvfdStWpVpk2bxrRp0wApT1i8eDErVqxgxowZrHBpM1k+NpalX37JwB49aNmwIeOGD2f5V18RHxdXLNs8Jjtb2v7FxroXLEhMhPPPFzG/cMOypHZvwgTfBAlAIvdlyvhm30reTJwooq4zZ8rnmpRkf0ZcQoL0ua5Xz147FEVRFMUVY6TDww8/wNatco9UurSUHYRRhqoGCtzBsuDpp4Ors4G7REeLeGBmZui1sCtZEoYMkdrbb7+VGqS4OLlhLIggyyh4YuoTpGScekOXkpHCE1OfKNZ+S5QowZIlSxgzZgwVK1bk2muv5dNPPz3teRMnTqR58+acd955rF69mjVr1pzYdm2XLsWywatkZ0OVKgUHC4wRNdvvv5fa6WBrA1RcLAvuugu++sp3QQJQkS07eOghCRTEx9ttiRAdLWKZ2mVGURRFCWTOOAOef17KEpYutdsav6JihoWRng4DB0prkFAIEkRHy81yerq0OunZU3rutmwJMTF2W+cbIiJOKgBv2ACvv36yNWReN0NBJqq1/eh2j9Z7QmRkJB07dqRjx440bdqUzz777JTtW7Zs4bXXXmPRokWULVuWQYMGkZpTVpCdTWKg3JSABAr27pVAwNq18hvIyQyKiJAAUoUK0mc3jKLFJ7AsUZ///HPfBglKltRAgR1ERMCIEaKvc9NNvv2M3SEhQbJWwvG3piiKEg6kp8uYOlT8fExM6N4r5YNmFBTEoUPQtq20P7R7UFVUYmJkYB4bKzWpw4ZJj93jx2H+fBH8a9MmfL74Z50FH3wAe/ZIvW6VKqeWJcTHw2uv2WdfEahZuqZH691l3bp1bNiw4cT/y5cvp1atWpQsWZLjx48DcOzYMRITEyldujR79+7l119/PbmDrKxTSnRKJiRw3O7fUWqqlNo0aCAXr5wAQY0a0LSp3LyEygXNUx54QFrf+fozSkuDdu18ewwlf/r2Fa2dChUKz67yFfHxMH58WNV5Koqi2MJLL8ENN0hm7eHD/jvu4sVy75GQAFu2+O+4ilfRjIL82LgROnWSNJNgEi2MiZEfZkYGtGghGQOdOokAY5DNlPuUkiVl9nTIEPj9d5lpmztXUnODbLZzRJcRDP5p8CnlBwnRCYzoMqJY+01KSuKee+7hyJEjREVFUa9ePcaMGcP48ePp1q3bCa2C8847jwYNGlCjRg3atm0rL84VJAAYdPnl3PHii8THxjLv44/9r1MAklVw+DBUrw4NG0q5TdmyEjAIZ3buhLFj/RMQrVxZblIV+2jWTLoeXHoprF/v32y5+Hhpudm9u/+OqSiKEq58/bV0afvhBwnU160rrcN79JDySl/dG9SrJ6LIH34orc8//tg3x1F8irGCQJSvZcuW1uLFi/13wNmz4bLLZNY90M9PbKwEBzIyRHwtJzBw3nn2zRYFK0eOiFBJAMwor127loYNG7r9/HErx/HE1CfYfnQ7NUvXZESXEVzX9DofWlgIhw6J+EugddKIiJCLV6lSeW7O67wbY5ZYltXSH+bZRcvISGuxvz6rm27SAUOgkJYGgwZJ5wN/ZfvUqSPlPXYECpWAIxz8K9gwjlWUHEaNkuzh5OST66KiZKY/PR0uvBB69ZJJsvr1vT8G3rdPxIuLkrk8Zgw0bizZ3UqRKK6P1TvJ3Hz5pSh+B6oeQWysRP+yskQIKicw0KwZREbabV1wE8Qq7Nc1vc7ewEBuDh0KrCBBRISUmFSt6lkHjHDBX59VyZIyi60EBrGxIlz52mvwzDO+v+7Fx0tQQoMEiqIo/uG+++DXX2H69JMZ0q4C5jNmwMKF8Nhj4pu7dpWMgy5dvJP9V9QSs6wsuP12WTRQYBsaKMghp7PB668HVpAgR6U/O1sCA5dfLoGBc87RwIASmGRnB0YHjZyoeNmyokURSMKK4Up6unQfUQIHY+CRR0Sjo08fmXXyRSZdYqKknzZp4v19K4qiKHljjJQfNGggs/t5kXPfk5Iiz/35Z8k4q1ULrrhCsqzbtJHgsr9YtUr+XnGF/46pnIYGCkB+DAMHwi+/2B8kyAkMWJakA11+OXTsKIM4DQyEFZZlYQKgDMJjkpLsLd/I0RuoUEFa2riZ7hYMZVhBT7lyErRRAo9u3UR8qksX2L/f+9o8MTFwxx3e3aeiKIpSOGXLSjZXp07u3ec4BavZsAFGjhQNo7Q06ZCWU6bQuLFvx3ozZsjfcGtTHWBooODQIfnCr1ljT5AgJzAA0pWgZ08JDDRpEh4Ca/v3w+bNEhRRThAXF8fBgwcpX7588AULDh+WlDF/ExEhF63KlSXVzQONDsuyOHjwIHGaEu1bOnWy2wKlIOrXh5UrJUC9bJl3dQscDul28ddfQV3mpSiKEpRceKGUmA0ffqpeQWG4ZonOmQNLlkgGdlQUXHKJlClcfLGMvbxJTqCgXDnv7lfxiPAWM9y4UW7K9+0TMUB/EB8vNzQREZLGkxMYaNQoPAIDubn6aolyjhsH/frZbU3AkJGRwc6dO0lNTbXbFM/ZscO/+gTGyG+ndGnRHyhiYCUuLo7q1asTnUsBOBzEtloaY/lcZqtECXjvPVG8VwKbzEy45x74/PPiBwvi42VAmZEh+61ZE2bNEr0QJewJB/8KKmaoBAiWJVljc+Z4L2usZEnZV9WqEmTu2RMuuqj45Z6HDklLa71WFIvi+tjwDRT4q7NBTl/2iAj54Vx2mcyqNWwYEOr6trJ2rbRtTE0VhzJhgjgZJXhZtUrSxDyJVheVxESoUUOi41df7bPSnHAYyPolUBAXB+vWyY2iEhyMHStCWEXNtouPh+uuE+2f556TQJHDIRk/s2bB2Wd7114l6AgH/woaKFACiIMHRa/gwAHv7ztHODo1VUTWe/USAeNzzgnPydAAwNauB8aYPsAwoCFwgWWdHGsaYx4DbgGygHsty/rdub4b8CYQCXxoWdZLxbGhSHzxhaho+qLUICFB/kZHnxoY8EXLkWDn2WdPRjQdDsko+Okn6NzZXru8zbJlsGmTvNeMDPmbs+T8n5YmjjVnufde0aUINr7/3rfZORERIqbTvDk8/zx06BDSv6ug9bF5UbKkBgmCjdtuk6B2z54SVPc0U6hyZXjrLQkYvPYaDBkivu2nn6BFC5g2TWpeFcUmQsrHKoo7lC8PP/4o5QLevg9yLVNYuBD++UfGasbI2P7qq6VcQbMEgobiahSsAnoBo11XGmMaAf2AxkBV4C9jTM7UwbvAJcBOYJExZrJlWWuKaYd7WJb0Eh050ns/DtfAQPv2Ehjo2FFmSkL4BsYr1KwpKak5wYLsbKlJCqVAQXa21IXFxcn3z7JkXc7frKyT/7uSkABvvmmPzcVh/Hjvi6CB/L4iIyUy/eyzcO653j9GYOIfHxsR4ftyEe12EJxcdBGsWCHpqjt2SFDTHeLjZTDqmn5au7aUms2bJ0GIdu3gt98k4Kco9hBc41hF8QZt2sDjj8NLL/k2AzQt7eQ148cfYepUmUyqVEkC0D17iv9PTPSdDUqxKFagwLKstUBeYmtXAl9blpUGbDHGbAQucG7baFnWZufrvnY+1/cONi1NUiB//bV4QYLERLmpi409NTBQr54GBjzl6adFzHDcOKhYEUaPFqcRSuzdK8GQHAVZd9mxwzf2+JI9e0SY0pvExcnvauBAuajVru3d/Qc4fvOxCQly8Xb3JtBTEhOhRw/f7FvxPTVrwvLl0j5xxozCdQsSE2HYMEk3zYvWrSX4MH68dCZRFJsIqnGsoniTxx+HP/+UwK2/dNqSkuTvjh3wwQcy/k9NlQ4K11wjk0Hnnadd3gIIX3U9qAbMd/l/p3MdwI5c6/OUuzfGDAYGO/9NM8as8raRRUIibxVISTnAjz9KhMx+KgA+KDYqMp7bs2uXL/UJgu/8fP+9PwNPgXt+csQcx46VxR7q23XgAvC+j5WZNd+QnAy33CKLewTudzIwCGx7kpPhkUdkCQR77CeQ7AkkWyAw/SuE8jhWCLTvQSDZE0i2QKjaY1knyxSWLZPlySfts8d7BJo9xfKxhQYKjDF/AXmF/J+wLMtnd8mWZY0BxjhtWBxIYjdqT8GoPQWj9hRMINrj4/2rj82F2lMwak/BqD35E0i2gO/9q/MY6mNzofbkTyDZAmpPYag9BVNcH1tooMCyrIuLsN//gBou/1d3rqOA9YqiKGGH+lhFURTfoT5WURSlaPiqV8VkoJ8xJtYYUwc4C1gILALOMsbUMcbEIEIxk31kg6IoSqiiPlZRFMV3qI9VFCXsKW57xKuBt4GKwM/GmOWWZV1qWdZqY8xERNwlE7jbsqws52uGAL8jbWU+tixrtRuHGlMcO32A2lMwak/BqD0Fo/Y4UR8bMKg9BaP2FEwg2RNItoDN9qiPDRgCyZ5AsgXUnsJQewqmWPYYK3dbNkVRFEVRFEVRFEVRwhZflR4oiqIoiqIoiqIoihKEaKBAURRFURRFURRFUZQTBFygwBjTxxiz2hiTbYxpmWvbY8aYjcaYdcaYS13Wd3Ou22iMGepD2yYYY5Y7l63GmOXO9bWNMQ6XbR/4yoZc9gwzxvznctweLtvyPFc+tudVY8y/xpgVxpjvjTFlnOttOT/OY/vlu5HPsWsYY6YZY9Y4v9P3Odfn+7n5waatxpiVzuMudq4rZ4z50xizwfm3rJ9sqe9yDpYbY44ZY+735/kxxnxsjNlnXPpb53c+jPCW87u0whjT3Fd2+RL1sR7ZEzA+Vv1rnsdXH1uwLepj/Yz6V4/sCRj/6jym+tjTj68+Nn87bPevTjt862MtywqoBWgI1AemAy1d1jcC/gFigTrAJkRIJtL5uC4Q43xOIz/Y+TrwtPNxbWCVDedqGPBwHuvzPFd+sKcrEOV8/DLwss3nx5bvhsvxqwDNnY9LAuudn02en5ufbNoKVMi17hVgqPPx0JzPzYbPag9Qy5/nB2gPNHf9fuZ3PoAewK+AAVoBC+z4DL3wntXHum9DwPhY9a952qA+1rPPS32s79+v+lf3bQgY/+o8rvrY021QH+v+Z+V3/+o8tk99bMBlFFiWtdayrHV5bLoS+NqyrDTLsrYAG4ELnMtGy7I2W5aVDnztfK7PMMYYoC8w3pfHKQb5nSufYlnWH5ZlZTr/nY/0F7YTv383XLEsa7dlWUudj48Da4Fq/jq+B1wJfOZ8/BlwlQ02dAE2WZa1zZ8HtSxrJnAo1+r8zseVwOeWMB8oY4yp4hdDvYj6WK/gdx+r/vV01Md6hPpYP6D+1SvoGFZQH+s+dvtYW/wr+N7HBlygoACqATtc/t/pXJffel/SDthrWdYGl3V1jDHLjDEzjDHtfHx8V4Y400c+dkm1seOc5OZmJGqVgx3nJxDOAyCpa8B5wALnqrw+N39gAX8YY5YYYwY711W2LGu38/EeoLIf7cmhH6cOWuw6P5D/+QiY75OPUB+bN4HoY9W/5kJ9bKGoj7UX9a95E4j+FdTHnob62AIJJP8KXvSxtgQKjDF/GWNW5bH4NVJWDNv6c+oXYjdQ07Ks84AHga+MMaX8YM/7wJlAM6cNr3vjmMWwJ+c5TyB9h8c5V/ns/AQDxpgSwLfA/ZZlHcOGz82FiyzLag50B+42xrR33WhJbpJfe6YaY2KAK4BvnKvsPD+nYMf58AbqY71mj1+/i+pfi4b62IJRH+td1L96zR4dwwYJ6mPzJ5D9KxT/fER50Ra3sSzr4iK87D+ghsv/1Z3rKGC9xxRmmzEmCugFtHB5TRqQ5ny8xBizCTgbWFxUO9y1x8WuscAU578FnSuf2mOMGQT0BLo4v5w+PT+F4LPz4C7GmGjEuY6zLOs7AMuy9rpsd/3cfI5lWf85/+4zxnyPpLbtNcZUsSxrt5EUpH3+ssdJd2Bpznmx8/w4ye982P59chf1sd6zx8Uun/tY9a+eoz7WLdTHehH1r96zx8UuHcOeTkD8HtTHFkqg+Vfwoo8NptKDyUA/Y0ysMaYOcBawEFgEnGWMqeOM6vRzPtdXXAz8a1nWzpwVxpiKxphI5+O6Tts2+9CGnOO61pVcDeQoXuZ3rnxtTzfgf8AVlmWluKy35fzg/+/GKRhjDPARsNayrDdc1uf3ufnankRjTMmcx4hwzyrknNzofNqNwI/+sMeFU2Y37Do/LuR3PiYDNxihFXDUJbUrFFAfm4tA8rHqX09HfazbqI+1H/WvuQgk/+q0R31sLtTHukWg+Vfwpo+1bFCsLGhBTupOJHq3F/jdZdsTiALoOqC7y/oeiBLnJuAJH9v3KXBHrnXXAKuB5cBS4HI/nasvgJXACueHX6Wwc+VjezYitS/LncsHdp4ff3838jj2RUi6zwqXc9KjoM/Nx/bURVRz/3F+Hk8415cHpgIbgL+Acn48R4nAQaC0yzq/nR/Eue8GMpx+55b8zgeiEvuu87u0EhdF62Ba1Md6ZEvA+Fj1r3keX31s4Tapj/Xvd1L9q/u2BIx/dR5Tfezpx1cfW7A9tvpX5/F86mON84WKoiiKoiiKoiiKoihBVXqgKIqiKIqiKIqiKIqP0UCBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBoiiKoiiKoiiKoign0ECBUiDGmEHGmNl226EoihKKqI9VFEWxB/W/ilIwGigIUowxFxlj5hpjjhpjDhlj5hhjzrfZpgpOOw4aY44YY+YZY9p6uI8BxpjFxpgkY8xuY8yvxpiLimnXVmPMxR6+JsEY854x5oDzHM902faAMWazMeaYMWaXMWakMSbKua2SMWa8c/1R5/m4MI/3uM0Yk2yM+cEYU85lWzljzPfObduMMQMKsbO5MWam83ztNcbc57JtmjFmv9POf4wxV7psq2KMmey00zLG1Pbk/ChKqBOIPtYVY8wNzt/urR68xhhj7jXGrHL6mJ3GmG+MMU2LaYtljKnnwfMvM8bMdl4n9hhjPjTGlHTZXs4YM8F5LTlgjBlnjCnlsr2NMWahMea4MWaF6zXCXd/mPMb+wm4SjDF1jTFTnMc6YIx5xWXbdGNMqtP/Jhlj1uWzj489PUeKEs4Eqv91/o6TXX7zH3rw2kDxvwX6yML8r/M59xljtjjfx1pjzNn5HMsYY1527uug87Fx2X6583wkOT/vRi7bBhljslzOdZIxpqO771PxDhooCEKcP9gpwNtAOaAa8CyQZqddQBJwM1ARKAu8DPxknDfRhWGMeRAYBbwAVAZqAu8BVxbwMl8xBjm3DZ1/H3DZNhlobllWKaAJcC5wr3NbCWAR0ML5us+An40xJQCMMY2B0cD1yHtMQd5jDu8C6c5t1wHvO19zGsaYCsBvzv2VB+oBf7g85T6gitPOwcCXxpgqzm3Zztde4/YZUZQwIYB9LADGmLLA48BqD1/6JuIX7kXe19nAD8Bl3rTPDUoDzwNVER9bDXjVZfvzyDWkDnAm4g+HgQxigZ+czy8DvIJcZ8o6X+uub3sZWFvQE4wxMcCfwN/AGUB14MtcTxtiWVYJ51I/j31c5HwPiqK4QaD7X+Bcl9+824FaAsf/FuYj8/W/AM7g9C2I3SWAnsCBfPY1GLgKGSefA1wO3O7cz1nAOOAOxJf/BEzOdc8wz+Vcl7Asa7pH71QpPpZl6RJkC9ASOFLIc25GBkGHgd+BWi7bGiCDn0PAOqCvy7byyI3wMWAhMByYXQQbIxCHYAGV3Hh+aSTQ0KeA58QigYRdzmUUEOvcVgG5sBxxvq9ZThu+QJyiw7n//7lhSwPn+y/lxnPLA38B7xXwnGNAC+fjF4CvXLadiQQGSgKJzsdnu2z/Angpn/2+AHzh5udxAZAKXJBrfZTzM6pt9/daF10CZQl0Hwt8ANwFTAdudfM1ZwFZuX1ArueUBj4H9gPbgCeBCOe2esAM4CgyKJzgXD/T6UOSnT722iKc717ASpf/fwXucvn/buB35+OewOpcr18P3JJrXb6+DWgDzANuKujcI4PcWQVsL/D8O21YhgyQLaCe3d9tXXQJ9CWQ/W9Rf8eB6H/z85GF+N8IYAfQxc1jzAUGu/x/CzDf+XgI8LPLtghkrN7F+f8gTz4bXXyzaEZBcLIeyDLGfGaM6e4ykwKAkRTzx5HBV0Xkpnm8c1si4kC/AioB/YD3XNJ93kVuKKsgjvjmXPueYowZWpBxxpgVzn1MBj60LGufG++pNRAHfF/Ac54AWgHNkOjkBYgjBXgI2Im838rI+7csy7oe2A5cbkk08pUcG03+af0XIE76WWfa1UpjzCmRVyPlA8cQh30uMqt/GsaYZkAMsNG5qjHwT852y7I24QwOOJdMy7LWu+ziH+dr8qIVcMiZrrXPGPOTMaZmruNPMcakAguQQe3ifPalKMpJAtbHGmMuQAbSH3j4nroAOy3LWljAc95GBqt1gQ7ADcjNNMiA+g9kpqm687lYltXeuf1cp4+d4LTziHG/bKw9p2ZHvAv0NMaUdZ77a5DBaw6GUzFIdlehGGMigXeQQapVyNNbAVuNlMAdMFJqkDtN+EXntjl5pMU+AMy0LGuFO7YpigIEsP91MtNIydR3udP2CyCQ/W9uCvK/1Z1LE2PMDmf5wbPGmPzuJ08Z83L6mNbkepzbl5/n9K/rjTFPuZuhrHgRuyMVuhRtQdI1P0VujjORm/LKzm2/4jK7gkTpUoBawLXkmiFBbnKfASKBDKCBy7YXKFpGQRzQH7jRzedfB+wp5DmbgB4u/18KbHU+fg74kTwivcBW4GIPbH8cGUAOQ27yOyCR2oZ5PPcsxIGfkce2UsBK4DGXdVOBO3I97z+gI9Au9zkAbgOm52PneiSD4nzn+X4LmJPH86KB7sCDeWzTjAJddMljCUQf63z9YqCV8//puJ9R8ATOmZwC9p0ONHJZd3uO/0FmusYA1fN4bZFny4FLkFlB10yqqkimVrZz+ROIcW4r7/R7/Z2+7Ubnc0bn2m9+s2UPAO87Hw8q6NwjA/MMp/+MAR4BNrvYciGSDRbrtOM4cKZzWw0kQFy6uOdIF13CbQlE/+t8fnunLyiDBBxXAVFuvC7g/G8BPrIg/9vG+ZqfneegNjIWvS2fY2TlOt9nOV9vkMyPZGT8GwM85TzeY87n1kXKHyKApsAaXMbTuvhn0YyCIMWyrLWWZQ2yLKs6En2riqTigzjLN50RxSNI+pVB6rxqARfmbHNuvw6pv6yIOI4dLofaVkT7Ui3LGg8MNcac68ZLDgIVCokWVs1lzzbnOpB61Y3AH0aEBguLCBeEA7mYPG9ZVrplWTOAaUDX3E+0LGsDMhPmqjOAMSYeqbeab1nWiy6bkpAAgiulkAFmQdvys/N7y7IWWZaVitTwtTHGlM5lY4ZlWb8CXY0xV+SzL0VRXAhQH3sXsMKyrPlFeEsHkVm0/KiA3Hjn9rHVnI//h7zHhcaY1caYmykmxphWyMxfb+vUTKqJyOCzJOIDN+HUBrAs6yCiW/MgsBfohgxqd7pxvKpIffATbproQG4ifrUsKx14DQlUNHTassCyrOOWZaVZlvUZMAfo4XztKOA5y7KOunksRVGcBKj/xbKsmc5x4RFEb6AOTn9QCAHnfwsgX/+L+ESAVyzLOmJZ1lYkENMj906c5B7XlgKSLOFfJMD6DrAbOQdrcPpyy7I2W5a1xbKsbMuyViITgr298xYVd9FAQQjg/LF9ysl0nR3A7ZZllXFZ4i3LmuvcNiPXthKWZd2J1EVlIjMhOZySyl4EopGoYGHMQ4RqrirgObuQi0AONZ3rcA7WHrIsqy5wBfCgMaaL83mFpZfmJq800YL2EYWLWJUxJhYRqNmJU7TFhdVIqULOc+sis1HrnUuUU+Alh3PJX7BsRS67Cnufp9ipKIp7BJCP7QJc7Ux73YPM7rxujHnHjddOBaobY1rms/0AEiDN7WP/A7Asa49lWbdZllUV8WvvmWKo+BtjzkNmCW+2LGtqrs3NkAyBZMuykpAyixMDUcuyZliWdb5lWeUQYdgGSL1xYVyADNbXOM/fm8AFzvMZmcfzc/vYwsiZKQP5rF51+awA5hVQ8qYoSh4EkP/N0zxOL4XKi4Dyv4XQjPz97zok88HdsecpY15yjWkty5pkWVYTy7LKI1kftRFB8Lxw91wr3sSuVAZdir4gg6KHcKYgIU5vDjDW+f/VSDpUY+f/pXGKBCIRwm3I4CrauZyPM60emAB8DSQAjZCbXXfTYlsBFyEpRPHAo8hseFXn9o7ylcv39Q8hM0RXOY+fkzL/inP784gwSkUk8jgbmfUHEbiqhziRGkh0spNz23xcxFTceB/RSHbCU8jNdVvn+2jg3H4rToFG5zlaDbzh8tqfkEDBaeloSG3WMaTMIBGJ0n7tsv1rpNYu0XncozmfYx776oyk7DZzHnckzpQ753eku/NziAYGIs69ucvr45zHsYD6QJzd321ddAmEJYB9bBlkZixnmYvMrJd2bh+Esxwrn9e/DWzgZKpnHFLDO9S5/UtEJ6YkMmD9F2dpA9DH5Xw0RmaW6jr/3wN09eD8NkF8fZ7CW0gG19tO/xWPZGzNddl+nvO8lkJmGefken2evg0Jyrqev/sQ/ZbTSsecz6+PpDRfjKQGP4DMruWkHl/qPFYUMmuZjLOEAqmPdj2WhVwj4+3+fuuiSyAvAex/GyPjrUhE7X8UcuMc7dweFP7X+Zp8x39u+N/PEfHwkohewb/kEpN1ee4diOhkNSQrZDUu5bdIh7BIZFw/kVPFvrtzstykgfMzf8bu72e4LbYboEsRPjT5wU1EIo3Jzr+jcVHpdzrJlchN6Q7gY5dt9ZH6ov1IOtTfQDPntopOB5CnIixSG/Z4PnZ1QIRKjiOpYDOA9rlsOq2GPtc+rkNqcJOdzu9noI1zW04d/m7n8hYnB4APIFoEyYjjf8pln1cigoZHgIed61YD1xVgR2MkyyEZSYW62mXbJ8ggN9l5zFdd7OjgdLwpSMpVztLO5fUDnPYkI7oK5Vy2lUOCDMnO5wxw2dYOSdlytfNO5+d/GAlQ1HCub4gMgI873/ci1/fgfI6Ve7H7u62LLoGwEKA+Ng87p+OiUYAEN8cV8HyD3Byvdvqo/5CBc86AuywyWN3vfE9Pc1J1+xXn85OQm2VXJes7EJ98BKfCeG6/l8uOT5BaVFcfudplex2nPzuIXEt+A85y2T4eCaIeddpfKdf+3fJt5NIoQGbwkoCaLut6IYHjY87znXOuKjr9ao6PnQ9cUsC5t1CNAl10KXQJVP+LTM6sc9q0DxmrufqloPC/zu35+kg3/G8pJNhy3MVO49x2yjjV+Z5fce7nkPOxcdk+m5P3DKOBRJdtr3FyrL0ZKT2Itvv7GW5LzgerKD7HGPMh8I1lWb/bbYuiKEqoYYz5A7jPsqy1dtuiKIoSTqj/VUIRDRQoiqIoiqIoiqIoinICr4gZGmM+dvZxX+Wyrpwx5k9jzAbn37LO9cYY85YxZqORXvbNvWGDoihKKKL+VVEUxXeoj1UURckbb3U9+BRpUeTKUGCqZVlnIWqfOe3quiN9NM8CBgPve8kGRVGUUORT1L8qiqL4ik9RH6soinIaXgkUWJY1ExGicOVK4DPn48842fbuSuBzS5gPlDHGFNRbVFEUJWxR/6ooiuI71McqiqLkTZQP913Zsqzdzsd7gMrOx9UQlcwcdjrX7XZZhzFmMBKtJTExsUWDBg18aKqiKEreLFmy5IBlWRXttiMXxfKvEAI+dsUKyMiw24qCiYiABg0gPt5uSxQlIAlQ/wrqY5VAITsb1q+HlBTwl65cZCTUrQulSvnneIrPKK6P9WWg4ASWZVnGGI++3ZZljQHGALRs2dJavHixT2xTFEUpCGPMNrttKIii+Ffn60762OrVrcWzZ0NcnNft8xkVK8KBA3ZbUTDZ2bBvHyxfDtWq2W2NogQcge5fwUs+VsexSlE4eBA6doTMTP8FCQASEuC556BfP/8dU/EJxfWx3tIoyIu9OelYzr/7nOv/A2q4PK+6c52iKIriHt71r7t3Q40a8MknkJXlbVt9Q3q63Ra4x+HD0L49HD1qtyWKoriPjmEVe9m5E1q0gHXrIC3Nv8fOyJAghRL2+DJQMBm40fn4RuBHl/U3OJVjWwFHXdK7FEVRlMLxrn/NzpbZ+XvugbPOgl9+8e/sRVEIlkBBVpYM+Lp29f9gT1GUoqJjWMVehg2DHTvsKbFLTQ38jD3FL3irPeJ4YB5Q3xiz0xhzC/AScIkxZgNwsfN/gF+AzcBGYCxwlzdsUBRFCUX86l+Tk2HLFujbFy64ABYt8tbb8D6Brk/gSno6rFwJ114rQRlFUQIGHcMqAUlysr3Xi1277Du2EjB4RaPAsqz++WzqksdzLeBubxxXURQl1LHFvyYnw+LF0KEDdO4Mo0ZBvXrF3q3XyMoKnhKJHBwO+PNPuP9+eOstu61RFMWJjmGVgMTurL49e+w9vhIQ+LL0QFEURQlmHA747Tdo2hRuu02E+QKBtDSI8osWr3dJSYGPPoLXX7fbEkVRFCWQefBBKFHCvuMHyvVesRUNFCiKoij5k5Ul9Yqffw516sDTT0vGgZ04HNK+KRhJSYGnnoIJE+y2RFEURQlULrgA5syBsmXBGP8fPynJ/8dUAg4NFCiKoiiFk54uN7mvvSat/t5/3z6dgGAOFIDYf9NNMHOm3ZYoiqIogco554hWUKVK/r3mlSihJXIKoIECRVEUxRMcDmn198gjUL06DBoE48bBtm3+q6lMTYWIIL98ORxw2WWwerXdliiKf8nKgvnzJTtJUZSCOfNMWLoUataEmBjfHisyEsqVk0yGTp18eywlKAjCIk9FURTFdpKTZfnsM/j2Wxn8x8VB69bQrRvcfrvvBjUOR/AHCkBSOzt2hGXLJOiiKKHKf//B77+Lr5g+XW5IUlPttkpRgoOqVUVguFMnWLfON612Y2KgShXJdKtZ0/v7V4ISDRQoiqIoxSOnltHhgF9+gWnTpDyhVy/fHM/h8M1+7eDwYekusXQplC5ttzWK4h1SU2H2bJg8WZa9eyU4YLe+iaIEK+XKwdy5EohfssS718H4eGjUSDrzlC3rvf0qQY8GChRFURTvYgwcPOi7/aem2iPu5AuysmDnTujaVWZyYmPttkhRPMPhEA2TPXukS8o338jsZ2ysBBHt7AWvKKFEYiJMnQrXXAN//y26QcUlIUEyFSZNkqxARXEhBHI3FUVRlIDC4YD77oOHHxY9A1/sP5RIT4eVK6Fv3+C4qXr5ZahcWWa4Jk2y2xrFLo4dg++/lxuNMmWgeXMYOlTqm9PSZHswfJ8VJZiIiYEffoA+feS3VxwSEuDGGyXrR4MESh5oRoESuGzcCF9/LYPodu2gVSsoWbLQl6WlpfHFF1+QmZl52rb+/ftTOhTTe7OyYPBg6NlTBNJ8LXijKAVhWXIz/+67MGYMPPMMDBnivdlyh8N/won+wuGAv/6SAMvbb9ttTYGsW7GCaTk9tgcMgDfegH79qFyjBldffbW9xim+Iztb9DR+/lm0Bv7999SbC2/MbiqKwpQpU9i5c+dp6y+66CKaNGkiZTyffAIVK8J77xXttxcfL9fm//3PCxYroYoGCkKJ7GxYswYaNgzu1mEgjuudd+Q9ZWZKulV2NsyaBc2aFfjSX375hfuHPk183eanrHdsX01mZiZDhgzxoeE2kZkJx49LTXhiIlx3HdxxB5x3nt2WKeFMaqosTz8Nr7wiN5T9+xdfiDA1NfQCBSCDvY8/hlq1JBsjQLl/83bm1GhCbKlKsuIYMHYyh/+dyf59eymrNa6hw9698McfEhj4+2/53aWnywIn/yqK4hXS09O54sorKd+i+6nrj+yj6YRvmT3tT1lhDLz6KpQvD88951mmXXw8fPihBHoVpQA0UBAq5Nwkzpols8lXXCEOoEuX4Kx53bv3VKd37Jj87dwZli8vUJHVsiwSq9YjvvOdp66fNgYrFG8uQD7jCROgbVt48EEYOxa+/BLOOAPuvhsGDpQ+vIpiBykpstx+Ozz7rGQaXHJJ0ffncIRuSnNKigRWqleHfv3stiZPssuUIbbyRSQ2uOiU9UnrZmN9/jnce2/oaEiEG+npIpg2ZYqkN+/YIWOKHMFSRVF8TkREJIm5xrARm5eQvW/G6U8eOhQqVBC/606woEQJ+Okn6bij2ItlBfy1UjUKQoGtW2WWfdYsqQs8flz6mvfvL3WDPXvKTeTx4zYb6gF16uT94zl6FC6/3P/2BAPGSNryzJnyuaenw+bN8OSTEli5+GIZ+OkMkGIXycmwYQNcdRW0aSNpzEXB4ZBym1DF4YCbb4YZzkHhtm1SQxoogc78MtYs4LHHYMECv5oTlixbJh1GvBEw27xZ0pc7dZLOG1deCaNGwaZNcr3QIIGiBDa33iqTQ/Hx+T8nMlKyD+bO1SCB3WzZIn62ZElYv95uawpEAwXBzqxZcO65EizI3Vf12DFJ0f35Z7jtNok4tm8v6Ub799tirttUq5a3w8vO1kFLYbRtC6tWQePGcg4dDvluTJ0KN9wg34M775TMDEWxg5QUmD9fvqu9eon/8oTU1NAOFID8bnv2lN/y88/LoGLYMLutKpzsbFi0yG4rQpujRyW7rm9fqFsXPv206AHgUaPkWvHwwzB9uvy2jh0L/d+XooQavXpJQDkvgcOYGJkwWr4cmjb1u2mKk5QUyfJt3FjuzRwOEaUMYH+rgYJgZswYuPRS95SFjx+XgcSsWXD//VCjhtSvjxwps1XusG+f/9TGq1aF6Oi8t9Wq5R8bgpmqVWHhQik/cb1oHD8uy9ixcpN25plSNx7ogSMl9MgRPJw8WXRV7r7b/ZaKsbEQFVV8rYNAJylJZn4uvlj+//VXW81xi7Q0WLHCbitCm//9T347ycly/b7nHikze+WVk2V67rJypQQHQq2TiKKEIxdfLAG/UqVOrouPh3POgaVLpaRNsY/HHoOPPjqZFZmdLcLtr7xit2X5EuKjrBAlMxPuugseeKBoF/fkZBnMLV8OTzwBDRrAWWdJ7fDq1aent2ZlwYgRcoOe0wLp2WelT7KvqFo1/zTb+vV9d9xQIiZGskfeeef07IysLIls5pQm1KghNeM//ggZGfbYq4QnWVlyo/LRRzLjMXx44QrOgwfLd3XIEKhdWwIHJUr4xVy/c+SI1KCCDPYCHWNUD8WXLFsGX3xxagZhUhIcPizX5apV4aGH3FdBP3LEJ2YqimIT558vGXvly8u1sUsXmD1bxu+KfaxeLZN0ubO/U1Jk3LNmjT12FYIGCoKNnJTDzz7zTisih0MG6Rs3wgsvwAUXSNr/gw9Knen69RIYeOEFeV56ugxURoyQloWrVhXfhryoUiXvVMqYGA0UeMpNN8lFolKlvLM0ckoT/voLrr9eLi533QX//ON/W5XwJS1NfNpLL8msx9ixEhTNi+hoCWy9+abU+m3dCu+/L6mXpUpJ549gFHHNi6ws2LVLMsBGjbLbmsKJjZWuK4r3yc6W8rH8JghSUmQi4P334fvv3dvn0aPes09RlMCgYUNYskS0R378MXSuh8GKZcGNN8p9VF6kpkLv3vmPeWxEAwXBxIYNUlu0YIFv+hWnp8t+d++Gt96SFKbGjSUYkPt4ObPOf/3lfTtAesPmFSiIioIWLXxzzFCmeXOJVp5/ft71aznklCaMGSNic/XqSXlKIJYmZGTI7KUGNEKLlBSZHX3gASmN+emnwkX8zjhDOnt8+63MkM6bJxH6Vq0kuFiqVHCXKaSnS8/6AQMCv9vD5ZdDo0Z2WxGafPihBMYKIy1Nxgvu4GmpgqIowUGtWiKKG8zXvlBh3Di5huc3lrEsKSMbPty/drmBfnuCiU6dYOdO/6jWZ2VJOmNmZv4D09RUqS/2BZGRULasKIKWKgVxcTKLOHq0ZDIonlO+vHREuP32goMFcLI0YdMmKU8JxNKEKGd312bN5H0poUVyRSPoXQABAABJREFUMmzfLt1bWrSQVEp3MEYCqo88IgGDo0clgHDPPdJNJSYmOMsUHA4RJL33XrstKZhgEFwMRg4cEMHB5OTCn5udLdoD7qDiwIqiKL7j6FEZfxTmu1NS4NVXA05oXAMFwcKxYyImGCjtsXJYsMB3ap1Tp8LEidIibOtWGSgPHOibY4ULkZEiXvjZZ5Ke7U7/1rxKE+6+237BMmNO1np16ADffGOvPYpvSE6WcqcuXaBbN1i3zrPXx8VJdtSoUaLJsX07fPABXHONtIILpjKFlBT45BO7rcifmGjJ7lC8z/33n17bWhDu/k7cCTwoiqIoRePRR/MvOciNwyElCAHUxlwDBcHC6tUF90e1i4gI36V+n3uu3Bg0awaVK+ffu1vxnN69pYVZtWqe3STllCaMHg2tW4sI5qhRMttlBzExsHevPF640B4bFP+QkgJ//in+4KabYM+eou2ncmWpoZ80SUoc5s0TzZXWrQO/TCE+XrJ6ApVAPW/Bzrx58N13ng0ed+xw73kaKFAURfEN//wDn3/ufqAARJPoySd9Z5OH6FU9WFi1KiBFLsjIgL//ttsKpSg0bCgBqA4dCi9FyE1OacLGjVKaUL06dO0qpSj+Lk2oVEkybV591b/HVfxPdrZccL/6SvrHP/64BK6KSk6ZwkMPwdy5kiL43XeS3l+3bmCVKcTHi0hdTqtEJTzIzJRMLk87HKWkuFdW4MkAVlEURXGP7GwRMPTUdzsc0q1s0SLf2OUhGigIFpYs8Y2AYXGJjBQBDiU4KVVKerM/+mjRM1ZSUiQl9s8/pTQkUEoTlNAlPV0upqNGSZDqzTe9k6oXFyclDiNHij7H9u2SPdO7t71lCgkJ8hu98Ub/H1uxl7feEoFhT4mPl1KbwtBAgaIoiveZOlUm04pCTglCAPhnDRQEC4sX223BqZQoITNuH30UHC27FOHYMWmv1bSpODGQdOGnn5aZ1JIli5c+nLs04eyz4ZdfvGO7ouTG4ZDv9BNPiMLzhAne1XGpXFk6DXzzjZQpLFggrWLbtPFfmUJCggwYnn7at8dRAo/du+VzL8okgTES7CqI9PTA0z1SFEUJBcqVK974YP9++N//vGdPEYmy24CQx7LgttukxVdCgtxglyol6tvvvSeP3WH9et/a6S6JiRIgePFF6NHDPTE8HzNj5izefOe9E///t3MHFnnpGRg+/PhTps2ae2LNwAH96HXVlX6wMgD4+2/o109urNLS4Ior4MIL5XvYoIHoQfzzD1x6qdS3FieSmVOasGGDpEv36OG996EouUlOluWWW+DZZ+U73bGjd49hjLSLbdwYHnxQfh9z58LPP4tuwI4dkm1QnFKI3MTFyW/0o49s9bXDR7zEMhctmuVLF2MubHz6E00EN9x8KzExknURGRnJe2+NpGLFiv4yNbS4886iZ8o4HIXPZiUlSTchT0QSFUXxKkeOHOH2u+8hI0PKi7OysvL298awbs1qevXtf2JVo4YNeP7ZZ/xlquIJjRt7XnbgisMhLXGvvRbatvWeXR5irCCIJrds2dJaHGgz6u7y9tswdOjpMwIxMdLTfto0uVAXxL59ULOm/RfzcuVk1rl9+4AIEOTw6muvMWzUh8Q3u+zEutjqjYguc6r6dlbSYRxbl53437F2Bjf3bMfbb470m622kJwM990H48ef/j2MiJDv4oAB8NJLULGiPOf66+G334pf7mIMPPaYiMUFKcaYJZZltbTbDl/S0hgrSD1s3iQkSEvFd9+V7Bl/sG+fdAb54Qcpw8nIkIBZUQNuUVEiFrpokQRobeTsxuewJ74OMWfUA8BERJBQ/yJM5KlzDWn/rSXjcE6avMWxqWOYN3sGLVq08LPFIcDUqRLMLY4PvvFG+PTT/Ldv2yaDWRsFDQ2EvH+FIB/HKj7l33//pck551LmkrtPjK2jSlcirkaTU55nZWeRsm4OVpYEFDIObKfk3qXs2LwRE0BjcsWFWrWkhLE4VKkik25FHAcUdwyrpQe+ZO5cqSvN60Kfng5Ll8KgQSdT/7KzRUxr61bpozltGnz/vQQb4uL8aHg+VKggwncB5pB6X3MNJO0nsVEHSjTpTIkmnU8LEgBElih7YnuJJp2JSTtC/2v72GCxH5k9G+rVg3Hj8v4e5ojDffkl1K4tadUREaIIP2JE8TttJCZC/frF24eieEpKinz3L7xQovHFvVC7Q6VKEnCbOBEOHTpZptC2rWQaeFKmYIz422nTbA8SAAzs15eYCE74zsRGHU8LEgDEVmt40r9WqkvZcuVo3ry5DRYHOenpMjYobqB2zZqCtyclaTchRbGZBg0aUL1mbaLLVT3hP3MHCQBMRCSJDdufeE5UpKF/3z4aJAhkvBEkP3xY2uPahAYKfMXu3dCzZ8FpJw6HzD5VqCCDwehoGWw2aSI35FdfLYOFkSMlXdxuAlFMEahTpw7Vq1cnbedqt1+Tceg/THoSrVq18qFlNuJwwJAh0olgz57CZzXT0+XzHTFCsle+/lqyEP74A8qUkdnNohAZKYEKRfE3liW/g+++k9Ka++6TC64/yClTeOABCVgcPSpB3wcekN9DTIzogeRFXJwE7WbPFo2EAKBvn96kbpyHZWW7/Zq0DfPo2/saHcQWhZdflmBTcdm6teDtx48HXOBfUcKRAdf2IX3jPLefb1kWmZvm069viE92BTtt28r1vjikpspkn00d5jRQ4AvS06Um251a1ZQUGRCkpMjsbnq6pAEeOyaDy2PH5P9AKBEpTq2NjxnYry+ZG+e7/XzH+rlcc/XVRIRi3+8FC0RE8OOPi9ZSa/9+0dVo2lRmQFevlpueomQXpKVpoECxl8xM+R2MHg01akiJjb+VhGNjoXNneO01SSHcuRPGjJFsh7JlJVAcFyclE926wcqVcOaZ/rWxABo0aECFcmVJ37XO7ddkb5kf+hlbvmDrVtEA8kZg/tChgtvVutM+UVEUn3Nt3z5kbJqPu+XgGfu3EheJZmwFOued552McIfjpMaYn/HpXZIxpr4xZrnLcswYc78xZpgx5j+X9aGldDZkiIgPZmbabYl3CYA2Hfnh6YyX2bqAAf36+tgqP5OWJv3gO3WSG5HiBHaSkyVAcPHFEjhYuBD695cbGU9RITOfELb+taikpcn3evhwCRh8+qloCNhBxYpy0f/6azh4UH5fL7wgrfC++y4gyg1y48mMV8bBnZj05NDN2PIlt97qnVafIAPUgtoXHz8eGJMQAYr6WMVfnHPOOZSIiyF9byGdSpxoxlaQ0KyZ9+6djh+X+0s/49NAgWVZ6yzLamZZVjOgBZACfO/cPDJnm2VZodM/7bPP8q8HD3bsFlMsgPr161OhfDm3Zrwyj+4l49h+2rVr5wfL/MTSpdCwIXzwgXczP9LSZHYrJkaU199+27PMgmrVNLXVR4Slf/UGKSlw4IBccM8+G3791d6bJWOgUSMpS7jlloD9vXgy4+XYMJdreoVoxpYvmTwZ5s3zXgArKqrgFolJSZLJqOSJ+ljFXxhj6Ne3N+kb3AvGasZWkFCuXP5lhp6SmgrffitjFj/iz6t4F2CTZVkFhLeDnGXL4K67QjNIADJ4CeAsievcnPFKWT+XK664gqii1t0HGpmZUge1fbv3ZqJyyM6W1m/79sn/N98Ms2bJjGhh3TpAVNsVfxD6/tXbJCfD5s3Qp4+IHqoieYF4MuNltixgwLUhlrHla1JSpOTLm+OHtLSCAwXHjwf0NT3AUB+reMa+faKNs3KlW0/v17cPWVsKD8ZqxlaQ4c3OSykpMHAgHDnivX0Wgj8DBf2A8S7/DzHGrDDGfGyMKZv7ycaYwcaYxcaYxfv37/eflUXl0CHo3j10gwQgN4Y2tlEqDHdnvCK2LmRgKJUdREVJRsE338Dzz4vyerNmJ0UIS5aUpaiBEcuCd945+X+LFqKm3bJl4aUI55xTtGMqnuKRf4VcPtY/NgYmycnSgrB9e2lHV9CNVRjj7oxXxpE9ZBw/EFoZW/5g2DD3dI08ITUV1q7Nf7sGCjyheD42GMaxinewLPjkE9Fneu89ubFzIxPr/PPPJzo7g4wDBXfpcWwIYY2tUOTFF4tWtpsfyckSVPYTfvmWGWNigCuAb5yr3gfOBJoBu4HXc7/GsqwxlmW1tCyrZcVAr3HOyoIrr/SOSnEgExUV0IGCpk2bUiI+tsAZr8zjB3Hs307nzp39aJkfaNhQumQ8+qiUvixbJgrvR46Ievonn8Bzz0ld9DnnQOnSpwYRCmqRlZYGH3546roKFSSzYPDg/EsREhNFbV7xKUXxr5DLx/rD0EDH4YBffpGuM4MHizaHcgruzHg5Qi1jyx+sWyfBWF8IBq9alf+2Y8c0UOAGXvGxgT6OVbzDpk3Qpg3cc8/JQNymTTBhQqEvNcbQu/c1pG2YW/DztoSgxlYo06qVaA8Vt914fLyM3SMipAOCn3y3v8JR3YGllmXtBbAsa69lWVmWKM+NBS7wkx2+YehQmdEtSF04FIiICGiVZGMM/fpcU+CMl2PDPLp170FMcduVBAuJiRIYuOYaeOwxGD8e/vlHAgiHD8PMmaI98Oyz0Lev3CSVKiVBhFKlTgYRdu8+/bOPjJTWnZ99lne0NCpKOx74h9D2r/4kK0tmYT/7TFoUPv10QAdH/U3Lli2Jyk4vcMYrYttCrtPaWfexLGmD7CsNoIIyZEJ9csN7qI9VCiYjQzI6mzYVcVrX60ZyMtx7r1uBwP59e2NtWZD/YY7sCT2NrXDg0ktlXFFYsCAnGJCQIGPoatUk2/Huu+H112HSJMkS27ev6FnCHuKvkH9/XFK2jDFVLMva7fz3aqCAkHeA43DIzVI4zJ5ERAT8oLlf3z58/FVfrIsG5qkGG7F1Idff9ZQNlgUgJUpIiUKzZqdvO3YMNm6UZf16CSrExua9nz59pH1i164iEpcz4NXWiP4idP2rXaSny/LaayLg+cILkuoXDn6+ACIiIuh9zTV8s3IuMRVrnbY98/gBHPt30KVLFxusC1ImTJAaZl+JCu7ZI8GIvEQy/VjnGuSoj1XyZ/Fi6Qq1a1f+wYDkZHj1VQk+F0Dbtm3JTjlKxuFdRJetetp2x/q5XK4ZW8FJnz7S9v6++6SUOzNTxsmVKkk75KZNZSx91lmy1KhRcLavn/D5N80YkwhcAtzusvoVY0wzwAK25toWXMTHSxu5v/+Gn36SNO/sbFmKmkYYFSVfjkDrMmBMQGcUgLPGy5Iar9wD2ayUoyTtWs+ll15qk3VBRKlS0Ly5LO7QqJH8Dvr0gTlzRKsjOxvOOMO3doY5Ie9f7cbhkOWRRyRY8OabUuIToJ0J/MGAa/swcfIt0Kb/adtS1odZxpY3+OQT313rS5aUjjUZGfI3NxooKBT1sUq+JCVJuecnnxQ+3k9JgZdekoBzlSr5Pi0yMpKrrrqSyevnEn1h79O2R2xbyMBHXimu5Ypd3HqrTKClp8vfmjUDfgLC56UHlmUlW5ZV3rKsoy7rrrcsq6llWedYlnWFS2Q2OKlfH+68U+pbjx6VtKNXX4Vu3eRCnZgo/YzdJToaqleXGfxAI8AzCowx9L4m7xqvlA3z6dzlEuKLWyek5E3p0vDbb3JTFR0NVauG9Q2VPwgL/xoIJCfDzp1www2SgTNnjt0W2YbrjFduIrYt5Pr+WjvrEePGSdcNb4ldlSwpExhXXw1ffSWznPkFbo4d884xQxj1sUqepKTIRMrHH7s/KZiZCQ8+WOjTruvXF7P19PIDzdgKETp2lAzcunUDPkgA/u16EB7k9MS++27pdXn0KCxYAK+8Il+MxERJ+S4ocFC7Nvz5pzw3kMjM9H77PR8w4No+edZ4RWxdwA0DrrXBojAiIkLUu3/6SUpyFCWUSE6GFSvEl198ccGK8iFKzoyXY/2pwdislKMk79qgGVueUqECzJgB999fdLGrkiWlNOyyy6QO9uBBEc/q2TP/IAF4v8uCooQDlgXXXw87doimjbtkZEi76SVLCnxax44dSTu0m8xj+05Zrxlbih1ooMDXGCM1J/fcA7//LhH8uXPh5ZdloJlX4KBhQ6hTxzsqmd4iNlZE8YJgENimTZvTZryyU5M4vn01PXr0sNGyMOLSS+Gqq+y2QlF8Q0qKlJt17263JbYgM14LT1mXsmE+XS7WjK0iERkJI0bINb9UKffqUkuUkOty167SlebgQZgyRTIJ3P0MAryUUFECkjfflOxJT4IEOTgcUn5QQOeY6Ohoel5+OSnrTxXmjty+SDO2FL+jgQJ/ExEhghX33itZA8eOia7Biy9C586Ssn2tc9b74oulpZ03+28WhagoCVz8/nv+gnYBRGRkJFdffRWpLjNeKZsW0bZdB0qWLGmjZYqihAxRUXDFFXZbYQsdO3Yk/fBuMo+dbCEZsXUh1/fXjK1i0a2btDNs1Cjvm/3ERMkQ6NgRPvhAWnj+/rt0rClKBmJKSrFNVpSwYt06ePzx4v121q+Hb78t8CkD+/UlYtvJYGxWylGS/lONLcX/aKDAbiIi4NxzJe1w6lRJ7e/rEjF86CFJJ/RE48CbGCOKnDNmSHpjkHBdv77gUuNlti7gBo3EKoriLWJj3ao3DUWio6O5rGdPUpzBWMnYWqUZW96gRg1RUb/hBpkkSEyU71qbNvDWW9LFYNo0uO664l+Tiyq4rCjhyptvFr8VenIyDBlSYEbCJZdcgmPPFrKSDgPFyNgKNFF0JejQQEGgY4zUHNapY0+bjNKlYdYsCRYEER06dCD98B4yj+0jO91B0ublXBGms3+KoniZxESZya1d225LbMN1xitl40Iu0owt7xETIxkD48fDG2+IkOacOXDzzVC2rPeOU5TUaUUJVxwO+Pxz0esqLsePw+uv57s5NjaWSy69lJQNUn7gVsZWerpooo0cCT16QPnyUqK0cmXx7VXCFg0UBAPx8fDHH/6f0U9MlJmLunX9e1wv4Frj5di8hBbnX0hZbw6wFEUJT0qUEH2CNm3stsRWXGe8jArF+oYrroDBg0Xw0NtkZxd/ZlRRwolJk7zXySklRVru7tmT71Ou738tEdsW5p+xtWcPfP893HeflDSXLCmaJY89JmLqhw5BVpZopClKEdFAQbBQvboIFflLKCo+XpTrmzXzz/F8wMB+fYnYugC2zOeGAVp2oChKMSlZUsqwLrjAbktsJ2fGK2n1NI5vWc7ll19ut0mKJyQlBUVrLkUJGF5/3bsCoBkZ8PDD+W7u1q0bSTv/JWnV1NMztsaOhVq1YNAgePtt0TZJTxfdM9dyA8uCRYvkuqUoRUCvEsFE27bw2mvSpz5HSMUYuam/4QaJHKakSHpUSoqkFToc4jRSU8WJpKWJc0pPl78ZGZJGlZ0tg4bISHn86afQqZOtb7e4XHzxxTj2DiAraxNXXz3RbnMURQlmSpWCmTNFU0YBZMZrynXX06pVG83YCjaSkkQ8WbMKFKVw1qwREUJvkpEhnU6WL89zUi4xMZEOHTvz119fcsOYD07duG6djOPdaVmekiIt21eu9F5GhBI2aKAg2LjrLqlB+uYbiRRWqiRtWho2LN5+s7JOBhQiIqBMGa+YayexsbF07daNHTt3UbFiRbvNURQlWCldWrrTNGlityUBRbdu3Yg0lmZsBSPHj9uje6R4j4wMaNECjh6FCy+EDh3g/POllbVdAtihyttv+yaolpoq7RIXLszzJv6GAdfy1++/nJ6xlZzs2XG2bpVOC717F93WUCE7W+55oqPttiQo0EBBMDJ2LGzfLkIln34qNbPFJTJSFJbtbsXoZca89w4ZOmOiKEpRMEaCpnPmFD8YG4IkJiay8p9/qF69ut2mKJ6SlCSTAkrw8sEHsHmz3DRu3y7lqdHRMoNcsya0bg3t20PLlhLkjImx2+LgxOGAL77wjohhbiwL1q6FH36Aq68+bXOvXr1o3rz56RlbngYKkpOlu9qVV4b3DfKuXdJe9sABaT9/221B0fbdTjRQEIzExIjIoFIomkmgKEqRMEYU5ufOhfr17bYmYDn77LPtNkEpCseP222BUhyOH4ennjr1htHhONnycvNmWb7/XspKHQ4Rpm7TBtq1E52Vxo3tsT3Y+Okn3wbVkpMlW7hHj9NuWuPi4mjQoMHpr8kpP/aEQ4ckI/mii4poaJCzdq1k3eSIPA4dCsOGwfDhcMstGkjLBw0nK4qiKIorERGSsbVggQYJlNDEm6Jsiv8ZMcL9+vRjxyRtft06+OQTUcFv2VI0V5TCWbHC94G1Y8ekraG75ASEPKFMGWjVyvPXhQKzZ0t5zv79EiQACdAcPCi6b9WrS7a2ZiCfhgYKFEVRFCWHiAhpR7dwIdSrZ7c1iuIbjh+XWl0l+Ni1C956q2g3iyA3SBkZ8Msv3rUrVElI8L2eR0oKPP+83Mi6g6effWIivPxyeHY6+eYbuPTS/IM9ycly3h94AGrUkJJuX5SZBCkaKFAURVEUkMFg5crSTqpOHbutUQKBY8dg48aT6aqhQuXKcnOi6bbBx6OPFv9GJitLAwXuUrmyf+rYMzJkdtsdPA0UlCsHAwZ4blOw8/rrcOON7pVqJCfD3r0wZIi0npw71/f2BQEaKFAURVGUyEg44wzJJKhZ025rlEDgp59kwHjeeVC1qoiAJSbKjUP9+pLGe/nlUt/66692W+sZnTvDTTfJzUliotSv33OP1EnXry8iyVFRULKktAZVwa/AYM0aUa/3Ror0unVFq3UPNypW9M9MfHo6TJwobQwL47rrpDW6O+0OExPh1VfDr8vJ//4HTz/teVAlOVmydoYM8Y1dQUYY5qAoiqIoigtRUVClCsyfLzeEivLNNzBo0Ok3Uikpsuzbd+r6r78WTYtgaqFZs6bMMt53n9Ss577pSEqStmpbtsjy778iCLZ1K+zeLYrtcXHy1+HQdF1/8Oefcr69QVyc+LzOnb2zv1DFn6LYOe0S580rOAgwZAh06gT9+slvs6AuCJUrQ58+3rc10Pnrr+IFwtaskYBBmI8JNFCgKIqihC9RUSJkNH++DKiUvNm8WW4q774b+vcP7VrXHTvg5ps9G2SmpMhs/Jo13mlZ7A+eeqrg7SVKSOAjr+CHZUk5Rk4QYfNmCSKsWwfbtknNb3S0LFlZcn68dYMbzgwZIunRo0YVXaMgh+RkmDVLAwWFUbGi//Q8LAtWrZJspiuuKPi5jRvD8uWiV/Hkk5CWdmp5VGysBBveeis8W6GOHCk+uajBgpgY8W0aKFAURVHCmoiI8BQ2i46WWdV58/w7axSMHD8OS5fCHXfIzcWYMXZb5BuysqSfeVFuwvbvl3T+iRPdSwkOZoyRziDly0s2Qm6ysyXrICeQsHEjrF4NGzbAzp1w5IikTnvaDz7ciYyEF16QFof9+knWR1F9d2ysZFIpBVOxotyE+4ucdonduhWuIRIZKSJ8vXrB9dfD4sXy2yxZUoK6t9wSvje6HTrA+edLd4+iBCktS9qIhjkaKFAURQl3zjxTBpxHjhR/lipYiImB2rVFsKh8ebutCXzq1ZOBU0qKtFh7++3QrFt/912ZGS+KcGFqqgjEffqpBAzCmYgIqFZNlrz6tqenw/btcNZZ/rctFOjeXdr29eghgZii+O2ICGjb1vu2hRqlSvk/kH74sPjYhx5y7/m1asGMGRKIi4wUMd5wzCLIzTvvyM2+p78PYyT4Eh3tG7uCCP0WKUqAkJ6VTvcvu9P9y+4kpSedeJye5UavZEUpDqVKSerwvfe6L5AUzMTEyI3v/PkaJHCXxMSTKfXZ2aGrlr96dfHqWi1LbtyUgsn5DSpFp1YtyfLp319a+HlKVhY0bOh9u0KNnBl6f5KSAs88AwcOuP8aY+DssyXwr0ECoUkTEZz1tFSuRAkpP1M0UKAogcKV469kxrYZ/D3LQYUrXufvWQ5mbJvBleOvtNs0JRyIi4OXXoIlS0TlPTHRbot8Q0yMqLrPnQtly9ptTXBRu7b8LVs2dINJxZk5jI6Gc84RpW1F8QexsfDRRzB6tOfBglat9IbSXey4VmRkwNCh/j9uqPHqq55nBkRG5p0JFYaoh1CUACJra2vSP/yDtD+eIP3jX8jarvVRip9p2FDqHN96S2ZRQmnmODYWGjWC2bOhdGm7rQk+GjWSgNLkyXZb4juKo9xfpgxMmRLaQo9KYDJwoLR2rV7dvZKg+Hh44w3f2xUqVKjg/2Omp8NXX4lAqlJ0ataUThLulspFRopwb7i1k8wHDRQoSoDwTd9vyF5wN2THgBUFWdGYbZ2Y1HeS3aYp4YYxkna3aRNceWXR0loDjbg4aNpUhPhKlbLbmuDk3Xelx3ebNnZb4juKEChIj4TuN0TQfVg9kkrFadmYYg+NG8tN5SWXFOyz4+IksNCsmd9MC3puvNGeLLvUVLj9dv8fN9R45hn3A7hxcdIaVwE0UKAoAUPvr/uSuaM5kA0mAyIzsGpNo/fE3nabpoQrFSuKgvuUKSJKFqwBg7g4GRTPmBE8resCkTJlQr+uvAgihldeF8GMupH8/U+Mlo0p9lKypGT8PPecZA3kJiFBNA3eesv/tgUzd94ptf/+LrmyLFi2DH791b/HDTXKlYMnnnBvDFOiRN6dXMIUDRQoSoCwd1FbOFKbyC7Die36AjE39yCy5kK7zVIU6NRJsgsefFAGn8FU1xofLxf9v/8O3kCH4j88zSiIj4eq1cja1Yb0j34j7fcntWxMsRdjRC3/r7/kBik6WtYlJMDYsfDxxxI8DQY+/1zE6KZOtbeFb0SElAHYcd6SkyWrICPD/8cOJe6/P+/gWQ45pZb33Re6GjxFIIhGe4oSumRnQ9bMx0issoOLb1jIgckP0bldPB1qdeDH/j/abZ6iSH3f8OGwfLnceAeD2GF8vAh2/flnwQMERcnBkyBYVBQ0bsw3T/6D2dYJsmKASC0bUwKDNm2k1ef550sm0NKlUnsdTEyaJBltV10FVavC88/Dnj322NK4sXQGsiPgfOiQlH4pRSc+Hl555eTYpUQJGddUrSrtbD/+GHbuhMces9fOAMNYlmW3DYXSsmVLa/HixXaboSg+48cf5Tr4+edw/fV2W6O4YoxZYllWSOeheexjLUu+rPfeKzWU6QFYix0fL6rFU6aEliCj4lv++kt0OdxpkVihAqxeTfc/bmTqD1XJ+PYjIAui0oi5uQed28Xz60BNGS6IcPCvoOPYItOhA8ycefL/uDi5/rRvDw88AF27+ld0LjUVzjpLbij9TYkSsG2bZIkoRSMrC3r1kmBPz56SLVm1qt1W+ZTi+ljNKFAUm7EsKSc880wpHVSUgMcYEXfavBl69w68lP74eOjYEX7+WYMEimdcfDFMny76HAW11EpIgF9+gUqVAMhaeQ2YDKJbjNeyMUXxFseOnfp/aiqkpUmW2LXXQuXK8NRTsGOHf+yJi4Mvv7TnmpeRobPdxSUyUmbmxo+H664L+SCBN/B5oMAYs9UYs9IYs9wYs9i5rpwx5k9jzAbnX+81KDVGBoiKEiT8+qtkBD72mHbVUjzD7/41N+XLw7hx8Ntv0oIoEAIGCQkyyzR5sue9kxUFJFV77VopW8nrO52QAG+/Lc8DBpeaTPb67mBFErXmOs474zwtGwsRbPexudmyBY4f99vhbKeg93r8OBw8CK++KrP87dvDDz/4vpa/Qwe4+mr32+15i7Q0+OIL+Pdf/x5XCWv8lVHQybKsZi6pD0OBqZZlnQVMdf7vHT74AHr08NruFMWXWJaUfdesqSUHSpHxn3/Nj3btYMMG+N//7BU7TEiA7t2lrlWjbkpxKF9eMgseeuhUfYv4eEn9uvnmE6vefCMaMEAE6emGK+NG8uvAX4mJ1GyWEMFeH7t/P4wcKTfDjRrJd7N2bVFxD4Ly4WKRnFz4c9LSZJk1C264QbKB/vc/yT7wFW+/bY/uTVoa3HGH/4+reB/LklKSInTa8Sd2lR5cCXzmfPwZcJXX9nz77eIgFCUImDoV5s+HoUM1Q1rxGr7zrwUREyO9ilesyH8m1pckJIg69oQJGiRQvENEhNSF/fADlCol36sGDeC990485ehRWLRIMlojI+VnoEmNIY9/fOyPP0LnzlCjhgQFNm6Um9+MDLnBGDUq9Me77miFuHL8uPwo33wTvvvONzYBlC0rE5P+FvXNzhaH8+ef/j2u4l0WL5aAVr160K+fvR09CsEfgQIL+MMYs8QYM9i5rrJlWbudj/cAlXO/yBgz2Biz2BizeP/+/X4wU1H8z/DhJwVXFaUIFMm/gg99bL16MHs2jBkDpUv7Jz0zIQGuuUbaV/lT2EoJD7p2hVWrYPBg0SVwieqOHi33Mh9+KP586lRo3dpGWxVvY4+PXbxYMlemTZNZZIfj9OekpEjQ6o03PNt3MJHX+3aHqCi49FLv2pKbvn3FN0RFyXUnIUECiqVLS6u9uDjftNmzrODKJPnkE+naoJzkmWekbCYzU64pd90VsJ+pz7seGGOqWZb1nzGmEvAncA8w2bKsMi7POWxZVr41XqoWq4QiM2dKqduoUdK2VQlMAlmV2xv+FXzoYw8flt7F33xT9AFfYSQkSER+7Fj7Sh6UsCQ1FerUgaZN4Y8/7LYmOAlk/wo2+thnn4URI9yrt4+Pl8DswIHu7z8YyMyUoJyn9ymxsXD33fD6676xKy9SUuTGz3U5cECW3btl2bdP1h85IiKNaWlia3S0XLssS95zWlre6egRERKAmDxZ9BiCAcsSu8eOhVtvtduawGD3bpkhjI6W325Wlnx/9uw5IY7rTYrrY32en2lZ1n/Ov/uMMd8DFwB7jTFVLMvabYypAuzz4gFlUPrjj/D449L3VFECkOHDxSfcdpvdlijBit/9q6eULQuffSYlYdddJwMlT1NJCyIhQcQ93n/fNzM3ilIAX3whY7tx4+y2RPEVtvnY775zX5TP4ZBslwoVoFs3r5tiG0lJcjPlafvdiAj/dwdISJClRg33X5ORITPtuYMLBw+KY9m9G/buFY2Kw4elw8P330OtWr57H97GmICdKbeN+Hh4+GGoUkU+y5ylYkW7LcsTnwYKjDGJQIRlWcedj7sCzwGTgRuBl5x/vScNvHSpDBzT02HZMli5UlNRlYBj/nxp1/3KK4EhFK8EH7b416LSpg2sXw8vvwwvvCD+ubgCPgkJcMstUouqQQLFz2Rlif9u2VJacSuhh20+9tgxz5XtHQ646ioR/wuVMe+xY54HCmJjReyvQgXf2eUtoqPl5r9ynpUrSqhSpox06ggSfJ2nWRmYbYz5B1gI/GxZ1m+Ic73EGLMBuNj5v3c488yT0att22Q2S1ECjOHDRbj4zjvttkQJYvzvX4tDdDQ8+SSsXi2Bg+KIQCUkyI9HgwSKTXz3nWjLDR2qX8EQxh4f+/ffUt/uKS1ahE6QAESY0NNyMjuyCRQlhPFpRoFlWZuBc/NYfxDo4pODlikjkcTduyVgEKCpHEr4smSJaJc8/zyUKGG3NUqwYot/9QZ16sCMGTBxosz8OBxSk+kuCQki6jFihN6hKbYwd65Ib1SvLpO4Smhim4/98UeZTfeEhAT/1uT7A08DBbGxUoKh4/7A48gR6Yh00UWqJRRkhOanddddklnwyCPSLktRAojnn5d41pAhdluiKDZhDFx7LWzdCgMGuN+POiFBavteeEGDBIotzJsnHet27ZLy4YUL7bZICSksC37+2fPXtWghbWlDCU+DJRER0kZSCQwsC+bMgT59pB6/Rw84+2wpCVeChtAMFDz5pOQEPvus3ZYoyimsWCEtue+9VzroKEpYU7o0fPyxtAA788yCBTsSEiSlVP26YiPTp58smc7Kkv8VxWts3Cg6A54QitkEIBkF7grhxcaKqr5mE9jPwYPyfaxVS1pUfvuttIhJToZNm2RyQAUOg4bQDBQoSoAyYoSUG2g7REVx4cILRbzr6adl0Ju7zjYhQbY9+aQ99imKk44d5Z4EIDvbM5FzRSmU5GT5YrmrNWAMXHABnH++b+2yg2PH3Be9jYjQ64OdWJaUFF51FVSrBk89BTt2yPc5d1Bgyxbp3qAEBRooUBQ/sXatdO4cMgTKlbPbGkUJMKKi4NFHYc0a6RGdk10QHy/1Oo8+aq99igK0bi1ac488InJIjz4qFTSK4hWaNRMf2KOHeyVZcXHw2ms+N8sWjh+HzMzCnxcTIx1wfNCDXnGDadNEsKVnT9HXSEsT7aH8SE6W2TJ3PlvFdjRQoCh+4oUX5Lr/4IN2W6IoAUytWjB1Knz+uTx+9VV44AG7rVKUE7RuLa0Rp02DlBTJrt2/326rlJChTh2YPFkiUk2b5t8hxhjpINOihX/t8xdHj7rXGjEyUrMJ7OT++0W0JSnJ/dccPgxjx/rMJMV7aKBAUfzAxo3w1Vci8q4ldIpSCMbANdfIVO3dd9ttTWBy221Qr55oO9StK0udOlC7tiyageFzmjSBKVNg+3aZAD5+3G6LlJCiVSv45x/46COZLc+t4RLK2QQgSvmF1bLHxMBNN0Hlyn4xSclFVhZs2CAZgZ6QnAyPP+65HofidzRQoCh+4MUXpY38ww/bbYmiKEHP1KkSedy0CTZvlprPLVsksLJtmyxr1thtZVjQtq2UlC1bBr16edbpU1EKJadDzPbtUvedmCgiGcZIiVazZnZb6DsOHSr8ORERcl4Ue4iMhNWroXdvCVy5q60B4ixfecV3tileQQMFiuJjtm6VLOrbbpMOMYqiKMUiOrrg7VFRcger+IWePWXS96+/4MYb3ddfUxS3iY2FoUNlQHHDDTLTHuo3WYUFCnKyCc44wz/2KHlTpw6MHy9tva64QgIGEW7cXjocMGGC7+1TioUGChTFx7z8sgT///c/uy1RFCUkaN9elvzSPRMS4Lzz/GtTmHPjjSKnMWGC6HRp9y/Faxw5Il+sXr2gc2cpN0hPh3POgd27pf3c0aN2W+l9CntPmk0QWJx1Fnz3HSxZAt26iSiXMQW/RpW9Ax4Pi0rCmCNH4Prr4ZJLRLbenWiZEvb895+0ib/pJm2jpSiKF/ngA2jYMG/l6PR0OPdc/9sU5jz8MOzbJwGDtDSRjejYUcQPFcVtLAvWrxdBw/HjJbU7NlZEMBISpOyoY0fo2lW+cCDRqZdfttVsr1NQoCAmRqJzmqYZeDRqBD//LPoaDz0E8+aJ6mtuYmPle6wENHq36w4HD4qozO+/i/jGhRfCzp12W6UEAa+8ImmoQ4fabYmiKCFFrVoyCMurhVpMjKbj2sQLL8g4+cMPRYi9SxcZJytKgaSni/bIXXdB1arQvLnMli9bJttylDJTUmDkSDh2TMamaWmyjB/vXXOy0un+ZXe6f9mdpPSkE4/Ts9zoQuAtClLRj4iAp5/2ny2K55x7rtRjzZgB7dqdLsZpjAS4lIBGAwWFsW+fBAY2b4aMDFHoXLpU0j5VrVMpgD17YMwYSUSpU8duaxRFCTkefxxKlDh9fcOG/rclzHE4YPRoCRLk6EhmZ8s93vTptpqmBCr79sFnn0madunSUlowerQMHlJS8lfG3LlTbpRzSo/i46UMwYtcOf5KZmybwd+zHFS44nX+nuVgxrYZXDn+Sq8ep0DyCxRER8vAqmpV/9miFJ2WLWHmTPjzT7mfSkyU7+8112i3iiBAAwUFsXs3XHCBKEhnZJxcn50NBw7o1V8pkNdfl0Hi44/bbYmiKCFJfLyUILj2Wc/pra74hYMHYfhwSfC44w653xs+XD6ayEhJ7tDsWgWQkoJ//oHnnpOIUs2aUsr6+++QmipZAtnZhe8nLQ3eeQcmTpQgw4MPwqRJXjc3a/sFpH/8K2m/P0n6x7+Qtf0Crx+jQPJKVwf5YT3zjH9tUYpPmzYwf76UJVx1FQwbZrdFihuoRkF+/PefRL727s27BjQ1VaYNLrvM/7YpAc+BA/D++9Cvn+i7KIqi+ISrr5bZxCVLRG3a4YAePey2KuTZsgXeeEM0aFJS5JQ/8gh06CCxmi5dZC5BNQqUE3z2mQgWRUWdHFcWpZ9mVpYECd59Fy691Ls2Ovmm7zdU+PJ1yIwFIiAzFrOtE5Pe9mOPZ4fj9HXR0TBwIFSr5j87FO/SoYMsSlCgGQV5sW0bnH++pH/lFSQAyTBYssS/dilBw8iRMnh84gm7LVEUJaQxRm4aRo2CP/6QWuaLL5ZtliWD7cOH3ZupVAplyRIJANerJ1niffvCqlUySdax40mR79at4bHHNEiguNCnD9x/v9zsFqYGXxjZ2TJh5SP6TOyDVWsaRKUC2UAkmUcq03tib58d8xSysk7N5M1BswmUcOTFF+HMM2ViYORIv5a+a6AgN5s2SZBg797CmyGvWOEfm5Sg4vBhePttKb9q1MhuaxRFCXmqV4c775QsuJgY0dCJiZE60JIlpQ70rLOkjZoGDDzGsuDXX6UzXcuW8vihhySr4JNPoHFjuy1UgoLERBnkL1woQm+uJUOecsklIn64d6/37MtFZM2FxNzcg9iLXyCi7lSyFtzBv+Nv8U/rz4gIuOceaNoUSpWSLIy4OBgwQPydooQLn34q9WybN8MPP0g9c926UrLkBzRQ4Mq6daJJcOCAe4OprVu1WbJyGm+9JZN6Tz5ptyWKooQdf/8tgrs5s3E5M3ObN0s7sfr14ccf9drlBunpki1+zjlSWrB+vbQ+3LFDOtpo9rNSJJo0kdSUUaMkkBcT49nrExNh8WK49lrRPPABP/b/kQ61OtC5XTwHfr6fS555nZoXT2brL725+eb8k229hjEymFqxQtokHjwIc+dKTaeihAt//imdUFzLcFJTRQi1Vy+ZkTxwwKcmGCsIBgstW7a0Fi9e7NuDrFkDF10ER464P4CKi5PBl/ZxVZwcOyaiVu3by1hcCX6MMUssy2pptx2+xC8+VvEPrVrBggUFP6dECVEMf+016Nmz+GnQIcS8efDbb3Jf8sMPIlfUtCk8/LCUHHh6T6cUTDj4VyjAxx44APfeKwOG/MT7chMVJQHA3r2l7MhPWJboMA4bBldcAV9/nXd3VkVRvMCKFSIAWVCZQUyM3It++qmUJeRBcX2sihnmcO21cpdXsqR4Q9clO/vk35wlZ1u6H3vKKgHPu+9KrOmpp+y2RFGUsGPxYli5svDnJSXJ9Hj//lCjhrRo6d497AMG8+aJzkDOZb1FC/jwQ9GLC/NTo/iKChXgq69g9mxp+bdvX+EBg8xMaa/xwQf+sdGJMSIPUKGCVAV06waTJ4spiqJ4kZ07pdatMC2C9HRZBgzIW/zTC2igIIfJk+UOLypKhGby+pv7sY4cFBeSk0UFu1s3qWNVFEXxK08+6dlgITkZ/v0XrrxSoptPP+0724KA6dNPVmwYI1md3brZapISLlx00cnalhEjpBtCfjpZCQkSwSpXzr82Orn7bjn0DTdIYO2330QGRVEUL3D0qHSFOHLEbksADRScpE4duy1QgpwPPpAsQs0mUBTF76xbBzNmeK49EB8vZQj9+vnGriCiY8eTHSYtC8qXt9siJayIjhahsuuug1tukZ7zuWcUo6OltrG3n7oP5EP//hIs6NUL2raVUmq/D6MXLRLF6OKIQipKIJGeLtHp//4rXFDflehon5mkYoaK4gUcDpkI6NxZSooURVH8yrBhebcTK4iEBOnvt3IlnH22T8wKJlq3FiH5p56S2Mnw4bB/v91WKWFHuXKiap6XqHZcnLTaCAAuvVR+L4cOSbDAnaonr5GSInosN92kwqxKaGBZMHCgCJSmpXn2Wh+K52igQFG8wIcfSpcizSZQFMXv7NwpynvuzkAYI7NwY8eKCJIqkp2gdWsRbPvpJwkSDBzo2cSOohSLX36RIMEXX5xeRpSYKJ0AzjjDHtvyoFUrmDVLuhm2by9SC35h6VIJdP78M4wZ46eDKooPeewx+T4XRWsgNtb79jjRQIGiFJO0NHj5ZSkx7NDBbmsURQk7XnrJvZa+IEGBM8+EZctEAEnJk+bN5Z7sjz+kZFxRfMr+/aJa3qeP1DCmpp66PTJSvpQ33miPfQXQuDHMmQOVKkHXrnKv43Pmz5c07ZQUeOABWL7cDwdV8sThkNmyXbvstiR4GT0a3n7b/c4nuYmL8649LmigQAlPDh2S/lde4NNPpZzoqadU31JRFD9z8CB8/LF7HXgSEkSLYOVKOOss39sW5Nx2mwjRDxsGb74JL74onREUxWtYFnz+OdSrJ3fY+d0oxMXBl18G7CCjVi3JLGjYULRRv/zSxwf8+++TPs/hgB49RARO8S/Hj0sqyZAh0KABfP+93RYFH7/8IsGuogYJQAMFiuJ1rr9eatuKSUaGTOZdcAFccokX7FIURfGEUaMKr9GNiJC05Y8+kqCCDwcVoYQx8P77ULs23H+/BIO7dNFggeJF+vSBO++U9tz5aYwkJspAo2ZN/9rmIZUqwbRpkll5/fUSXPMZixad+v+hQxIEVb0C/3H4sIhyrVwpqbXHj0ut1qBBxbvpDSeWLhUfUNzWhhooUBQvU6+eFKEWs6Duyy9h61bNJlAUxQaSkyVQkDtN2ZX4eMkeWL5cOxsUgcREOP98eZyVJZOY06fbapISSjgcBf9+IyJkpvauu/xnUzEoVUoSI3r1kuDak0/64N597165KXUlLQ1mzoTXX/fywZQ82bdPZsjWrz9VeC8lBSZMkNQSLQcpnB49vBNUSUgo/j7yQQMFSnhSr57c2d96q/u1vbnIzIQXXoDzzoPLLvOyfYqiKIUxenTB/ishQVqt/fOP+DzFY/77T1q/GSNl4jEx0kZRKQZZWTLdvG2b3ZbYzyuvFCxEFhsL48dLwCBIiIuDiRNleDVihCRMeFUQdOHCvM9ZSgo8/bSm/PianTuhRQuZJcur5C01FbZvl2yD114r8hjbI4YPl4ybu+4S/Z1g4c47vSMmHIyBAmNMDWPMNGPMGmPMamPMfc71w4wx/xljljuXHr6yQVHypWZNKFlSHF4RWw1NmAAbN0rEXLMJFH+jPjbMSU+XSGVesxEREVCihAiojB3rU0XkUCYtDa65Rk71F1/IWHTqVOmMoBSDt96CRx8VFbwAxi8+tnFjqVvMKxCQkCA3vkGoJxIZKc0IHntM4pn9+nne8S1f5s6FpKS8tzkccPnlIgipeJ9Nm6BlS9i9W2bLCsLhgGeekcjq3r2+tWvdOonqvv++iMsEC888I4HAxMTi3Uj4MFAQ5bM9QybwkGVZS40xJYElxpg/ndtGWpb1mg+PrSgFU6uW/E1OhocekhqhUqXcfnl2tkTKmzSBq67yjYmKUgjqY8OZr77KO2U5Pl6K6qdMkTZrSpG55x5YsAAmTZKAgeIFtm6V6HpamhfvHH2Gf3zsyy9Lew3X37Mx8jt++GGvHMIOjJFYZoUKMsw6fFi07kqWLOaO//674FnqY8ekg8SMGUGViRHwrF0r7b0OH3a/niQlRTI86teHceN8l3770ksSkDh2TMQVg4krrxTNjUsuke4n7ggT5yYx0ft2OfHZL8iyrN2WZS11Pj4OrAWq+ep4iuIRtWqdvCinpYmstQd8+634zCef1OuQYg/qY8OY7GyZaUxOPnV9fLyoiC1bpkGCYjJmjCRjPP64Bgm8hmWJ2FngBwgAP/rYBg2kVjky8uS6uDhJW4zy5Xyef3jwQfjsM9H26Ny5mJP92dkinlcQGRkiEvfss8U4kHIKy5ZJKtWhQ56LTmRmSkeKK66QIIMvqF5dal0efFAyHoKNhg1h1So5x0XJDgjGQIErxpjawHnAAueqIcaYFcaYj40xZfN5zWBjzGJjzOL9+/f7w0wlnChT5mSaT2qqpCtt2uTWS7Oz4fnnJUDau7fvTFQUd1EfG2ZMnnzqgCun1ODLLyXPV0sNisXcudLtq1s3eO45u60JIT77TATOvFqw7h987mNfegmio+VxQoLc8DRp4i3zbeeGGySbYNUqmZTevr2IO9qwwb3ZmZQUePVVyT5Qise8eTJLX9z2k1WqyNhbyZsyZaS27Y47PNctKHaaTv74PFBgjCkBfAvcb1nWMeB94EygGbAbyFOi1LKsMZZltbQsq2XFihV9baYSbhgjvXxyyMhwW1X4p59gxQp44olTJwAUxQ7Ux4YZliXT3Dk1ugkJMiO5YoVIjSvFYtcuySCoWVOqO9THe4m9e+Hee0/PggkC/OJjzzpLZlwjIuCMMyRjKMS4/HKpsNizB9q2laxMj1mwwP1abodDfOKuXUU4kALIjesll+SvCeEuMTEy46+CXgUTGSmdOz7+2P3Mgvh4qFrVZyb5NFBgjIlGnOs4y7K+A7Asa69lWVmWZWUDY4ELfGmDouSLa0/irCxplVhI9NmyRNDqzDOhf38f26cohaA+NgyZPv3kdFx8vPSsXrYM6tSx06qQID1dssSOH4cffoCyec4TK0Xi1lsLbgMYoPjVx774IlSuDF9/LTdWIUi7diIdkJEhjxcu9HAHM2d6dtOanCwBmMKE95TTmTJFzp03gnsREZJWorhHv36S2lap0slMo9yUKAE1asCHH8J99/nMFF92PTDAR8Bay7LecFlfxeVpVwOrfGWDohRI7nZhKSmillrABeW332DJElHyDYHSwdAkKwsuvTTkW2+pjw1TnnxSfFXJkjLl/e673rmpsCwfNDwPHubNkxuXefOkEU4IZX3bz48/ShA+I8NuSzzC7z62bl2Z/T7/fK/sLlA591yYMwdKlxbNgj//LPw1J5g507ODZWZK6sL//ufZ68Kdr7+Gvn3z7qpTFOrWVd0cTzn3XFi9Wnqwu2YXJCaK0OlHH4k47IABPk1982VGQVvgeqBzrhYyrxhjVhpjVgCdgAd8aIOi5E/9+qf/uPbuFRWrPMjJJqhZU/TClADFsiS/MfQHBupjw42lS2WWoXFjEfTyVsuVrCxo1kxKGMaPD7vZt3nzRDB74UIJAFevbrdFIcTRo3Dzzd674fAv6mN9xJlnShLnmWeKEP7EiW68KDVVbow8JSUFPvhA6kaVwvnwQ/nNOhze2V9CgtTdK55ToYL8UAYOlPuVM88UrZdNmySQ4wc1dZ/NiVqWNRvIqxjlF18dU1E8onZtSd11TWNLToahQyVCl0t05e+/ZUD53nshmxUYWkyeDGvWQKNGdlviE9THhiGlS8NTT0lWgTed0BdfyMAjORkGD5Za8kcfhdtv96lIUqAwffrJjlSWJf+3bm2nRSFEkOoSgPpYX1OlipQhXH65ZFofPAh33lnAC5YvlzFbUTJTHA647jrRcqldu4gWhwGjRokGjreCBCCB6Guv9d7+wo3oaBEpfvRRKTH0s86DNnZTwpeaNfNO10lPF6XCXAwfLnohN93kB9uU4hERIZ/jAzrR4xMyMiQIM2mSiG517y4jPsW3nHmmyPB7M0jgcEiv9pybuaQk6V/2zDMiqnb//bBzp/eOF4B07HiyDDQqSv5XvMCMGfDNN0HTDlHxP2XKwO+/S1bBXXfJOCvfCqgFC4rWYz6H5GQ5kH4f82b4cBn7ejNIANKu0FU8XCkadevaIgapgQIlfKlVK+/IdFqaKI6uW3di1fvvy5inTx9pb6wEAdnZMGtWEdSSlBNkZMC//8K338KwYdLru2ZNSSW88EJJTxwxQsQ73n7bbmuVojByZN4Dw5QUWd5/XxTZr7lGZvRCkNatJSs5MhKuvFKzCbyCwyGKv96+6VBCjoQE+O470bp7+mnRZcvOzuOJixYVTxAzOxu2bJHep8pJLAseeURadHq7RKhECclMU4IWlWNTwpcqVfKPLKeni3ObPp158+Cee2T1mDGSQaUDySDB4ZBBgSctlcIRy5LA2OrVUvu+cKE0vN61SyJjxshsjOvoLbfy9KJF/rVZKT4HD8ILLxQ8OMyZwfvhBwkINW0qQaNLLw2p39Sll0oK9KxZkimrbRGLyeOPw5EjdluhBAnR0SIiWqECvPGGuKZPP80l+H7zzfD998W7mXU4RAS2c2dtXQVy7b/zTik/84WOSGYmXH219/er+A3NKFDCl8jI/PtfZWfLjc9vvzF9+sn7o/R0qV9VApjceYtr1sBff9ljS7CwdCm0aCF1NcOHwy+/SAu+zEwJCBw/ns8Ujwu7dgWrYFn48swz7gsXZmfL57tggaRW1a0rmVchlMbbvz/s3q1VNMVm6VKpqdVsAsUDIiLgtdekS+RXX0l2zynyFp07S0Qvv3Zx7pKSIu06XbJGw5KsLBHJ81WQAKBrV8kqUIIWDRQo4U21avlvS0mBwYPpeFEmsbGyKiJC61eDjuRkSQkJ49ZvbpGcDMeOyeChKCQkSDaCEhxs2VL0G/2kJFEfv+8+0TF47jk4dMjrJvqbnj1lTDt+vN2WBDlPPulekMAPit1KcGGM6EmPGSPaBZdcksu1vP++dzRaHA7R1gnX4HZGBvTqJZlivjoHJUtKy3ElqFEvrYQ3hfV1PXSI1ovf5u+/5allyoguixJk7NwpwnuK78jIkJlEJTh48MHiCYOBBAyOHJEpwOrVZVC4ebNXzLODhATJkp00KaQSJfzP00+f2vc7P0qX9r0tSlBy222ig7lkCbRvD//959xQubL4G3e+XwVhWZI+dPPNxbY1KHnnHWkj7ctAiWVJBogS1GigQAlvGjQoeHtyMjz9NK3POsDIkbB/v5TIKbk4dCiwZ+yTk+XGKMz6w/sVh0P6/SqBz5IlMl1X1OyR3KSmyuf/6afQuLGIXs6f7519+5n+/SX28dtvdlsSxLRqJe1pC7qZS0yEqVP9Z5MSdPTqBb/+Ctu2Qdu2sGGDc8Ndd4mGVKtWktEUFSXftdKl5XvlLqmpomI6dqxP7A9oLrjAt0IsERFSolbcMhHFdjRQoIQ3desWHpnOyIBHH+Wyy+Tpb77pH9MCnvXr4eWX4dxzRYHogw/stqhgDh8WtSTFdyxYYLcFSmHkiFf5on48M1MG37/9Bl26iG/4/nvvBST8wMUXizvT8oNi0qULfP219L3PTXy8yNyfd57/7VKCis6dYdo0ifVfcIFUEc5bGCmKh/PmSVZAaqp05/nxR+m+8/jjcMUV0KgRlColgYSSJeVxTh1pDikpUkL1zz/2vEG7aNMGypf33f4TEuCWW3y3f8VvaKBACW9q1iw84pmWBuPHE7l2FffeC3PnhqnAe1aWzBjff79oOzRrJmJoK1ZIFL9yZbstFPLLbEhOluLH4rRXUgpm+/bip7MrvuW330Tg05dYlgzAV6yQnmc1asC77wZFPXB0NPTtKxPiuRt7KB5y+eWSudK9u9ygJSRIkOCDD0TkTFHcoGVLyZQ/elT+XnSRVB+cKA+KjBQf06GDCPKOGCFBg9Wr5UVHjkhQYdw4eOUVuOMOeW7O+M/hgMces/Mt+h9j4IEHil/CkR9xcdoeLETQQIES3tSq5d5sV2oq3HYbNw2yKFkyjLIKkpJkRrBvXxFo6NFDIva7dsnFNedKnZ0ts4eBTmoqvPWW3VaELnFxMjhTApOsLEnbPUVK3MckJcms36OPSprwwoX+O3YRGTBA3NuPP9ptSQjQrp10Udm1S27SPvhAgkeK4gGbN5/UvszOlqSBKlXEnc2fX0jlY2KilET17An33iuCiNOnS01DWhrs3Quff+6PtxFY3Hhj4d2MikJ0NAwapGKlIYJ+ikp4U7Omeym4lgUrV1Jq+mRuugkmTpSxb0iya5cM5tq1kxzcG28UVaGC2uRlZUGdOv631VNSUuD550XdX/E+WVkqaBjIfPqpCK3YQXKylCYsX27P8T2gdWu5NHz1ld2WhBDlysHdd2uQQCkSHTtKs4PISElKeeMN6NZNqglbt4b69aWz79atHu7YGKhUScY64UbZshI8Mca7+80JFCghgQYKlPAmPj7vGsq8SE6GO+/kntvTyMyUoPQp3HmnzFYHW2q7ZUmK8LPPytW2bl146CEpM0hLk+BAYdSrFzzR44wMyVtUvE9KCsyZY7cVSl44HPC///k3myAvfDGDlYt58+QnPm9e0V4fESGihr//Lp3+irofRVG8Q+vWon05fLj8feABCeTt3StdXqtVk2YbdepIVcFHH0nVgVII99/v/fKDM86QDA4lJIiy2wBFsZ0qVVzkdAvh6FHq/fgGPXs+xgcfSPpbXJxzW/PmosQ7bJgsgwe7bAww0tNh5kzJFPjuO7mJyMgoen35BRd41z5fkpoqtSMPPCAzCYp3CVK1+5Dn9dftD2Jals8DBfPmyexjerrMPnbtKj/z3KnJhf2/erUkyLzwgsxeTp2qJbeKYietW5/+GyxVSmQJbrpJKgm+/FKqCG69FYYMgSuvlCSWrl1F01DJRZs2cmO/ebN3OlfFxcnJV0IG/dkoYc28eTDdGkpHxtIaN25wnKnr9312Bz/9VJbx4+UCBUjj37JloV8/uQkdNkzE/m6/PTACBkeOSK+hr76SUW90tGQLFPfikJAAF17oFRO9RmGpdFlZ8NRTMHq0f+wJJzZulBRzb43K3nwTeveWKSOlaBw4IFPsgSAm6OM2qqNHn4x3ZmWJjy9d+nSX4Pp/XtsOH5bHliX7mz5dAwWK4ndmz5ZIXVQUnHmm1ARVq3ZSUNmlxV+tWvDEEzKBs2iRBAzGj4cJE0RrecAAuP56eZm3s+2DFmMkderCC73T5tqyYOBA79imBATGCuTe505atmxpLV682G4zlBBj7lzo1AmyMrKIsdKYShf3ggUxMVhPPc05E54gNVUCBZ06uQwi//wTrrpKBuUJCaL2bFfAYMsWUeQaN07KC2Jj3Ssl8IRSpeRC06qVd/dbVNLSRLyoMJHKuDhYuxZq1y7wacaYJZZltfSegYFHS2Msr3nYEiUkq8BbqYexsXDWWbB4cWAE3IKRO+4QfYITMuE28X/2zjvMiaoL4+/N1mR36VUQqYogRUAFVMSCIhZUBAsK9v7Z64ddsWBvqPjZG1awoSAoglIEBOm99152k+33++NN2OxuNpsyk5kk5/c88+xuJpk5O0nO3HvuOe/JyACee449zkxgyRIqpHs8LB9IT488E2D6dHb4KyyM7jhCcJLBvwIyjg0brYELLgAmTCgf4MzM5BeypIRf0DFjgpY9FhZyfeSjj4AffmDi5FFHMctg8GDgkENi8L/EAytXMliwZ090wYKjjxadIpsRrY+Nk6JiQTCeUaN4EynRKShEGiajd7WvmY7uuKfkabyQdz1q1KBvfegh3q8O1rH26QP89hv79rrddLzDhvGO9PLL5qb/lpZSVfy++zgBbteObX9mz+Y/a3SQAOD/2KGD8cc1m+Ji1mwLxmP0QGHlSi4FxUFg23asWsVRstVBAsDU0oNdu9iNLyeH1VS+WuZIJ/cVa6IlSCAIMeT55ysHCQCOn/bvp9bKxInAnXcGPUx6OssPvvmGAtQjRzKWfe+97Kh4xhksV7BausVyWrdmgL9WrcjTLVwuLogJCYUECoSkRGv/uYxGOorQG5ODvmYauqMXpuD5kjtxzzP1MG0aHy8tLUtNPchxxzFloXZtOt28PAYMHnyQmghGBgw8HuDHHzmRqlMHOO00puqtW8dzmF2XXK8eV/DjjeJiLjFIOz9jyc01Vv1NKU5yx43jarQQHnfcEbn2iBmYECgoKmIH1w0buMB43nmMj0Y7ue/Rw5jjCIIQBjNmMAuzulIptxt45x2Op0Kgbl1qTk+fDixbxvWb5cs5dGrUiEL9v/0WE71Ve9KmDS9OnTrMFA03YFBSAgwcaI5tgmVIoEBISv74A1iwgHPcFIfGONfAoGUHGsB9judRjDQAzHS74go2TEhJYdS6d+8KLzrqKK7kN2xYVq+dl0etgGHDGDB46aXQ2jNWZPt2Sv2edhqDEYMHMyy+bx+zBoqLwz9mpHTqFLtzGU1hISdSgrH4omhG4nZT9+OXX4w/dqIyaxZX3aorw4kVJmUU3HEHB/jvvGPRpH7nTntkbAhCvONLDQp1XOR2s0tTuZWa6jn8cODxx5lw9ccfwEUXMch46qlMxnzgAZYyJR1HHAFs2kRhhyuu4PgyOzs0zaHjj2eQQUgoJFAgJCVPPsn5+5tvAiWljuArbpmZeCjrJfxZejxSUxkYyMhgU4NqU1NbtmTqwqGHUjzQh9vNgMFDD7EkobqAgda8az39NNP8mzUDbr2VJy4oYCqeFaSmUjU3XiktZTs/Ueo3lmXLzFmW8Xi4YhFql5JkRmsun0USiDQLEwIFb70FvPEGcM89rDuOKZs2ATfdRB9+ySUxPrkgJCAjRoTW1zA9nRNYl4stDZo2jeh0DgfQqxfwv/8BW7cCo0dziPXcc6zcPOYY4LXXgB07Ijp8fJKRAfTty8WoXbuA339nMKZ5c2pEBNIKcrmohSMkHBIoEJKOGTM4v777bi7IOxwak0t7BX6yy4Xh7T/D8Lzbcc01DFr7BwZCSk1t3JiZBW3b0gH748sw8AUMXnyxbGBfXMwWhrfeSoXfbt2Axx4DFi5kcMAORXUuF8Vr4hm3m+JqUv9uHCkpXKoxgorpj3l5/OJaFRyLF8aNA5YutdqK8hgcKPj9d351zzqLMdSYsWYNMHQo63rffZe1D3a71oIQjyxdyu9TRZRiOnx6OsdCjzzCAdmBA1QrbN066lM7ncws+OknxgBfeonJWLfeyuHZuecCX39tfZfZmKIUr/czz9DvLV5MZ9u1K9CiBYM0d9/NVbfzz7faWsEEpOuBUWzbxi/K/v2c7IXL2rUMZZ50EnvS+7V8EYzlnHOYGb1uHQPS3boB2QumY3Kh38p4RgZQowZeHPAX7nqrDS67jKLhUb0tublUzpk7t+pVPpeLN8Ljj+dNMCWFEyO7pA5XxOnkjb1ZM6stKSM/n29sONcsK4sKaKefXmlXMqhyG9r1AKCi3KhRbBUaLU5n5ZFZejpw5pnA2LHRHz8RKS5mK7H16622pDwpKUznuv/+qA+1ahVvlY0asay2Rg0D7KuOpUsZ1P3xR15j/xKvGjVCWwkVypEM/hWIk3GsHejWDZgzh7/n5HBRpGlTDtz69QNOOIHjpBiyYAHw8cdsHrV5M/X+LrqI2gY9e0qrRcHeSNcDK9Gay9MXXMCUnKeeAr7/PvzjzJ7NVdmHH+ZEsmZNhi4//pi16IJhzJvHMd7tt3MuCVBbYEZRF+TDu9rvcgGDBmHkfetw11ttMHAg8P77BsRusrNZSNu7d9U3Ol9Jwk8/MUCwf799gwQA75CHHmq1FdGTl8dlg6RVMTKYAweAmTPNObZS/DL2qiILSKBI58aNVltRGYMyCvbv57wB4C3X9CDBv/8ybeHoo1nInJ9fWQcmL89eZR6CEI/k5LDO/eKLGWzeuJFRwZdfZiA/xkECgKUII0Yw7jphAnD22Ryen3AC9f8eewxYvTrmZglCTAhBnUKoRH4+8PnnTMXZtImTO19mRqtW4R3rxx8ZmvSpu/pSrn74gXmVRUUMQlx4IUdG3bpJtkEUPPUU70O33FL2WO/ewAsvZGCG43j0rv0v8MkneG9zX9x8NeM1n34amo5LSGRkcGR7yinMLMjNNejAFnHEEYkTTt+4kXmFgwZZbUli8OefxhzH//PlcjHF9PPPWUAqBObkk4FXX+X9ae1afra3bqXo3v79dGgZGby2JSVctQuU7ms0BgQKSkqASy+lTMWECeHfcsNm3jymLhQXBy9PcjqZpta2rckGCUIC8+uvHOPacFyRksLu1336sM3imDHsPPvYY9TZPeEEZhkMGsSsA0FIBCRQEA7r1nHwNWoU/w40yQtn8PrmmxQIqWoVwnf8ZcsYznz1VQ5UTjuNgYMzzqBsvxASS5dyHnj//RRy9XHCCV6dgo63ovfvJ+GzcbVwzTW8vF9+WV6DMGIKClhK8OWXTJeO1cDcbI47zmoLjCMvjz2ZL7jAwMhQErN4Mf2VEQM+n4LoU0+xKN0hyXBBqVULuPnmwPtKS9mqdevW8tv69bzHbdrETLbduxnAzswsc4JFRbxfRVqyaECg4IEHmHD15puMh5hOURGDANVpYqSkMCgjgQJBiJw4uffm5FA8dcgQtmX99FMGDa6/nsmJ557LfWecYdAYUhAsIj6+kVaiNdPFn3mGK2SlpVUr5Dud7LkSyjHvvZchyVBTFYuKyiaWY8eWqd23akUV8LPPpriIDKCr5OmnOeat2A2vVi2gc2eFyTn98c0kOveTTmLJekXtwbDYvZuCYp99xuyQ9HSmZMeBLkhIZGVxpS2R2LuXSr/XXWe1JYnBunXMiIqGOnXo5z7+2F5aGPGKw8GG4nXrAu3bB39uURGDBv4BhS1b+L6uX8+C3R07+L0pKaGDTUmhjyssDKz65V9KVVAA/P03j3PRRdWa/tFHVCO/6aYYCmw3bBhau9nCQgYKBEFIKg49lAtQ993HJlcffcRh31dfAfXrsyHKkCFAly62TJQQhKBIoKAqDhyget1zz3H1JZQU8bQ0qoAGo7CQeZM//1xWbhCpfUBZy7wXX6QH6tOHgYPTT5d+pn6sXs2I73/+Q8ddkd69gVdeAaZO5dj5h1Fb4NpdArjCbLmTnw+8/jrvEosWMTjg++wkmlSuwwF06mS1FYGJNBiTl8cly8svZ+BPiJzUVI6aog0UrFxZliYvxJa0NHZcadKk+ufm5lLU1z+oULH0YccOvo+PPsqyuwULGHyvVYuZPEGW3qZPB669llVbL79s0P8XCg0ahOa7PR5p2ykISYxSXK/r2hV4/nngl18Y337rLSYEt2vHgMHgwRF3cxSEmCOBgoosWwa88ALwySecCIXTgq60FGjZsur9+/YxD2n+fGNFj/yzDb79ljVeBQVUWRk4kNoGnTsndbbBiBFc6Lr77sD7GzXyLXRprFxYgAXtL0aP7AUc4IYjnjN7NkPLvlWzqrJPEgGPx5514unpwIkncmaRkVEWVAuV/Hze1e+7zxz7koW8PLbyvOCC6I4TqGezYD+ys7lVFA0oLaUD/vprZiK89BKD5L5VepcL+PDDoEGCsWMZu6tfn6t0UaXylpQwsH7ssfQT1d0XMzPpU0IJFixeHIVhgiAkCmlpHHqfcw7XGr/6ipkG99/PtYhTTmHQ4IILyoS1BcGOWDZzVEr1VUotU0qtVEpF3yspGkpKKDDXowcn1O+/z0lQuH3qPR7gsMMC7ysuBvr2Dd4azygOHOAEddEiYPhw5tHXrs3Uzi+/pNdKIjZt4lt65ZUBFsZWrACGD0fhsy9CoQSAQqFOweSingy2vPpqeCfr2ZNRh2SgcWN7TuIcDupBbNkCvP020L8/JyM5OaEJgbrdbOEWx63ObOFfMzLYzkpIblauZAbBnDm8L+3fXxYkSE9n2VyQz8n06ZTkyc2lFuOyZVHa43ZzpN6vHzV+/vMf2hYsCylUZbI1a6I0TogXbOFjhbigdm1WM/75J93hI4/QVQwdysqmIUO4vmfnBldC8mJJoEAplQLgDQBnAmgH4BKlVOyXJktKqD3QuDFw2WVsdRio7VGo1KhRdVH7gw8ykyDWK8xFRRxh7d/PIME113Ai27EjJ0Pz5iVOzXwFPl3wKZq/3BxNL3wZhcXFOKL/2LKdTz7J7I9OnYAnnsApu75CJgqQgiKkowi9MZkDyqeeCm9F2uHgXSAry+h/x34cfbTVFgSnTh0WB44dy0n/zz+zL+ZhhzHAEay0oLiY730cYgv/qhTQvTu7tAgJi8/HOh5zoPnLzfHpgk8rP6mkhAGBQLhcVCUMwuTJZbeowkL+HRU5Obz/ud0Mmr/5JoPp3bpVnTXQuHFoImubNkVpnBAP2MLHCnFJq1YcIq5cycDB5Zezydnpp1OC5777mIgHhOhfBcFkrMooOBbASq31aq11IYDRAPrH3Ip589jXZMeO8NOTAxGs6Oi996LTJDAKX7bBggXAE08w9dI3ofrmm7heRfXn0wWf4rofrsO6We2Av28CWo7Hg3MH09EWFrKAbM0aZncUFKAHZmASTsUTeBiTcCp6YAYPVFxMnYpwGDIk8WVu09KYPREvpKYCxx/P933tWrbAeP55ClIESj3Ozwdee4011/GH9f41M5PXV0hYDvrYBY2hp96HdQsb47ofrqs8mK1qmczlYqpXNVo6vXuXSVRoHXkcvxwDB5YFL0pKmD24ZAnTzgIFzr/4gsH+Y4+lMTk5gYMf+fnhZyIK8Yj1PlaIa5TikOStt5j8+NVX1DZ48UWgQweg+ZG7ceX9/2LdrPbB/asgmIxVgYImADb4/b3R+1hsadzYWIGsNm0CP75pkzGBCKMpLGS2wd69wOjRHCQ1aMCV4qefZgZEnGYbDJs0DO7VHYHR3wGlacDaU+Be3RHDJg3jAO+vv5gB4kcPzMADeKYsSAAwkPDCC+xgECoZGcA99yS2GJ7TyTKdeOWww4Ajj2Rfo0BkZXFGEp8q5tb6V6UYgLR7xokQFcMmDYN78QnA+38Ck54EPpxU5mP9KSmpfJ9NS2Ob3/POq/Y8PXqwyc/jj1MS5YUXKHUQFf36VZ7oezwsQRw5svLz27ThMuDMmbyX//orDTrxRPrC7GwGxxwOA4wT4gB7jGGFhCAzk+VV33/PBjCvvgpsyduAonEjgM9+BCYNBz78LbB/FQSTsa26nVLqOqXUbKXU7B07dphzkkaNjOtlr1TVraamTo2PFWZftsG8eawp7dmTLbQuuwwYM6b6PtI2Yv2+9cDa3kBpCgAFlKQCa3vzcYDv1R9/cGWoOkpKwk9Dv+mmxFZpLyiwb8eD6tCaq91nncXPdKC+7vn51DMYMSL29sWIcj7WqIOmpLCeO1xtDyHuWL9vPbChJ6AdAFKAkvTyPtZHoIwCpxN4992Qz9WjBxf0f/iBX9fLLouynrdjx8B6JW43g7zTp1f92rQ04LjjmCM8ZQrvm1OnMrh+4YVcgBAExGgcKyQU9etTNqXo6qOB7i8C0AAclcewghAjrAoUbAJwqN/fTb2PHURrPUpr3U1r3a1+oH52RuBwGNdC0OWqrPbs49df7ZlREIzCQqZQ7tnDvoJDh9KDde0KPPsshRJtnG3QrGYzoPlkIDUfUEVAShHQfDIf99G5M5eqqtMTKCjgKlM4aei1agFXXVV1bW68k54en6KNHg8H8488ElxUtKSEwYLvvoudbcZRrX8FKvhYI86amQkcfjjLmo44wogjCjamWc1mQJtf6GOhGTBoPKe8jwUqz+hdLmDUKAoJhknLlsAbb7C2NyoJEaXYgSgQHg+DiFu3hnaslBTeS26/nffK2rWjMEyIE8L3sWaNY4WEpFnNZkD7r4KPYQUhBlgVKJgFoI1SqoVSKh3AxQC+t8SSQw+t/jmhkJoKtGgReN/Eicacw0p82Qb//MNJ1nHHMXDwyCNWWxaQ4acOh6vlfGDoqcApDwNDT4Wr5XwMP3V4+ScecwwwYUL1wYKSkvD/1/vuS9yWlEceabUF4bNuHQf048aFrhcSnzLEsfevLhfQpw/bg1ZqLSIkImU+9hSg69uAoxiOaf/FY70qzOD9Sw/S0piuP2hQxOe97DLg0kspLxRs4b9aLrig6oyyAwdYnpDI7W2FaLDPGFZISEIewwqCyVgyi9FaFwO4BcB4AEsAfKm1XmSFLWjd2pjjFBZyuaMiu3eHvjIRLxQUMNsgN5cqLDZkcIfBGHXOKBx21BaoE5/FYUdtwahzRmFwh8GVn9yzJ/DTT8E1BQoL2eu7qpr2QDRtyhrcRMwq6NHDagvC47ffmG68cmVo/dDjmJj7V6cTuPtuZl+4XKadRrAX5XzsOTeh7sX3o3R1b0x7+9LyyWb+wbbMTOCDD6Iqy1KKCV6HHgoMGMD4bUQBg9NO470sEMXFFDy95ZaI7RQSF1uNYYWEJKwxrCCYiNI2Th/30a1bNz179mxzDv7ooxQlivY6pKZy0FFxBfmHH7gEEkf1/SHhdALDhzPdMlFq8du1o/J1VaSlARdfDHz0UejH3LePE9QNG2xdqhEW2dlsKXbZZVZbUj0+PYLqSg2CoIA5WuuE7vPXTSkdkYd1ufh9GDDAaJOEOOS//2Wp/ksv8dYAgHX855zDgMHIkewKYwCjRgHXX8/bT2Ymq8jCjl8eeSQDAlXhdLJ08Pjjo7IVAAOUH3/MAHtxMY8ZT51jTEIplfD+FTB5HCsIglAF0frYEBoDJzgtWnCwG21Lo3r1AqeZT5wYf/oEwXA4OFH89lvg1FOttsZYsrOD7y8qYg+bRx6pWo+iIjVrcjW7S5fECRZpDZxwgtVWVI/bzSbFv/wScZBAqILUVNZiT5gQXfeLdesomFrdd0+IC558Eli2DLjzTibrnX02GCDYv599Di+/3LBzLVjAn1oz4Wvy5AgCBQMGUHMnWM9Fo7RYrr6aosAlJVRkzMwEVqyIT60XQRAEISlI0ALqMDjsMA56o6V588CPT5iQOCvJGRlAs2bA3LmJFyQAgHPPrb6lYVERcO+94R23VSumZSdCu8SsLGD8+Ko/73Zh3Tq25wtHj0AIDaeTXUMWLIguSLBgAcUPe/WS9yhBcDiYYHL00ZQhuO02YPqKugyYfvKJodln8+fzZ0oKq7t6947gIGefHdwv5+SEHhSujn/+YcCysJCBiYIC4LrrjDm2IAiCIJiABAqaNzemRWIgle+8PGDVquiPbQdcLuCkkzg6C6TFkAjcey/QrRsDIllZgQeQJSWcfC5eHN6xe/dmA/B4ruHOyeGynRFpuGaSRHoEMcflYhr5zJlAw4bRHev99zlpWrKExzSqVa1gKVlZZZU+r74KnHp7R0z/YaehIpfz5rGi4eqrgSeeiLDsAKCYbTDB0r59IzWxMhXb4xUV8XskCIIgCDZFAgWHHspVrYyMyI+RmhpYBX7mzMRYRXY6gVtvBX7+uWqV6EQgPZ0ZIC+9BCxcCLz+euD3r7AQuOuu8I9/442s64/HYEHNmuxJ1s3GpaRaAyNGcJVw/36m9wqhkZrKpdmsLL7XgT6jTieb2Y8eHZ2/9OHLtMrPpxrd4MHyniUIixaVVeIVFACT/zS2yvGxx/gxff554IEHotBWTUkBTj458L6cHKB//4htrERuLnVu/Dn7bOOOLwiCIAgGIxoFKSlcmujdm6ObqlSQg+F0Bl5l//336LUPrMblotr/hRdabUlsyMzkhB4ArrqKn4e77y6fGl1aCvzxB1NJu3QJ7/hvvMFshL//jo/WW0qxFv2vv4C2ba22pmrcbgZhxo8XPYJI6NQJmDED2LgRWL2a2/Ll9ImrVlGU8513jJ3Y+Jd8eTzsPHLrrcBrryWOQGqS0rs34675+XybIyoLqIK5c4GxYxksqFXLgAMOGMBMqYr36oIC4JRTDDiBl4kT+R1bupRZNFu3Uo1REATj2LULqFNH7iGCYBASKAC4cjBlCgcF8+eHn66sVOBAwc8/x2sfdq581K5NxeeOHa22xjpuvJGfhwcfLB8syM+nrPeUKeEdLzWVE6KXXwZ+/BH4918GJzwe+6VeOxwU6Zw2zbg6XTPQGujencJgUmoQOampLMVq3tzYCVJV1K3LIGt+Pt9Dt5vlCA0bAg89ZP75BdPo0YOT+b59ORf2X/GfPp3z8t69I8sE8AUIbr3VGFtxxhmBxQxbtTIoEuHlhBPiQwRWEOKVDz7gAs+YMcZmAwlCEiOlBz6yspgB0KVL+OUC+fnsnuBPYWGZLHO84XJRpGzRouQOEvi44w4GCvzTsbUG5szhSnu41KgBPPwwswoOHKDmwYMPsl42PZ37K6aoxprUVKBxY2D2bHsHCQCuzq1eLUGCeOOuuzigu/ZaoEEDfr+KivjdCKZCL8QFp5/OW2l6etlj06czBjVsGPVwp08P75gffEBd2AsvNHAOf8gh9HX+pKYC559v0AkEQTCdN98EbrqJY7NPPrHaGkFIGCRQ4I/LRVWkY44JL1jgcHD13Z9//jGmjjfWuFzAJZdwAlyvntXW2IcHHmAJgn+wwO1mVkE0XS3S0ykO6B84+Plnrqgee6w1gYO0NAqPzZpFDY9QWLyYjc2tyKCZMCF+M3eSmbQ0rua+/TbTsGfPBp5+msvNRnSiESxFKc7BN20qe2zChLIEkvx8vtWhMm0axQsB4NNPww8yBOW888q3N3a5gH79DDyBIAim8dJLDDz7yg7HjbNfhqYgxCkSKKhIZiZHMz16hB4saNSocj3UlCmR6R1YidNJZf7//c/6FW078thjjFj7BwuWLGFwySjS04GePRkomDkztoGD1FR+/k87jUGCiqtswRgxgtemXTu+NpaMGSPZBPGOUhSEvesudlcREoJDDgE2b+bvWpdPwNI6vFj088+XaV0WFoYXZKiWc88FsrPL/i4spL8VBMHePPUUMzL9tYlSUw12EIKQvEigIBAZGZycXXEFJ89OJ0sTcnI4SatZs2xzOoHWrSsfY9y4+BCrAyjoWLMmAyQ33GC1NfZmxAjWwPmCBXl50WcVBKOqwMHDDxsXOMjM5Hb55SyXGTcOqF8/vGMsWMBV/eXLOdG7+mpg797IbQqVoiJmYgiCUDXFxcAXX8T8tE2alAUKXn6ZkjfXXUf31bAh3Wkoer9z5lDSxeHg7So93ViBRBx/fPn7dY8eEiwXBLvz8MPA8OHl9aMAjpM+/9wamwQhwZD8zqpITwdGjgRefJETnvx8Rizz88v/7vEAxx1X/rWlpbFfVY2UzEygWTOO4Jo1s9oa+6MUm4N7PLwRud3A2rUcxZ5zjvnn9wUOevZkFL2wkCnbv/0G/PADG4yHKo7ocnHk/Z//UIch3OCAP2vWlP3u8TA3+JtvqGB/2WXmKRDPnFkmry4I/uzezWyfffv4XfBtxcUslD/mGKstjB0TJgAXX8zZ+rRpMVME95Ue/P47cM89zPB/8026nZNP5ttwzz281VbF7t3UJGjUiFUq8+ZFLoRYJenpFESdPJnB/wEDDDy4IAiGojVw7710HBWDBL79337L7FiHrIcawr59wMqV3JYto/D7ihX0m48/zsivkJBIoKA6MjM5QgkH/ybSdsbloqLU6NGB+6YLgVGK9fgFBbwZ+bIKzjor9u97JIGD7Gy+38OGceU/Kys6G/LyGMH3p6CAAbMrrgAGDqQNZrBsmQjfCWXs3Ushq48+4kAmPZ2ZLqWlHDyWlPCnb0n65ZeBww+32OgY0K8fS3TOP58+as8eYxX9q6CoiK6nf3+gTRt22vW5yN69GZ988UXGWM88s/LrS0uZ6LRpEzB1KmPygZ5nCBdeyMAjQCVGQRAqk5vLMYNV7Qe15uLG++8HDhL4KC1lO9KePWNnWyJRWgo8+yzvp+vXc0zndPL65+WV1YEtXQp8/DHLBu+7r3wJl5AQxMFsNg6ZMsX+4mpOJ7/U330nQYJIcDgowd2vH6/f1q3Al19abVVZ4ODBBwOXKnTowCj7pk3sLxZtkABgVNmn5+Fw8JjNmjElcNMm84IEAGcgvhuWIFxxBZeoZ83iwObAAQ4m8/P5d3ExfbPHA4wfz+4uQ4cCW7ZYbbn5nHceNVUAiu/OnWvq6aZPZwYAwLfhkUdYJeXP8OFA+/as5tq1q/Ixnn6alVAvv1w5cc8Q/LOuzjyTn4usrMDlhIKQrOTmMvjasyfLVC+4wBoNrtJS4Jprqg8SAJzMjh4dG7sSjZ07Gcl98kkKVefm0lfu309n7j/mKiyk33zhBYpfjx1rldWCSUigwAx++aW8sIqdUIoDoS++4OTRqqhwIpCSwvKDU07h+33PPfZb3a4YOJg/H7joImNV5Veu5E05K4uTrt9/ZznGPfeEn40TLvXqUYgsHjJ4BHPZu5eT/1DLUEpLy0qIWrViKuu+faaaaDlt2wLbtvH3Ll2C5/xHyeTJZe7Q4ShfneQjM5MLVrt2ATfeWF7q5ddfKc1y6aXcZziffkqf5bseLVvyZ+vWcl8UhKIiRun692dZ4s03M/pXWko/e9JJsfWXJSXAkCGc/FcXJABo5xdfmKcflcgMGMD3OpTr7MPj4Tjwxx/Ns0uwBBldG43WwJ9/Wm1FYNLTWTQ6a1Zs6umTgdRUlh/06QNs3Mioe7Jx7rnA998zCv3ee6z9juVA+957zc1aEOKDzz6LLGDky49/7TWuiDz/fPx1rAmHBg24KtSkCQf//fuHNyAMkd69qQucksKfVYkPdu7MhjJffcW3EAA2bGCAoF07VnkZ7k7mzqWqYkoKS7V8TJ/O1UpBSEa05oLCtdcCdetS1+T77xl8zc0te57Hw7LGrl3L1ErNpLiYCxxjxoTnq/LyuDgihEd6emSLXjk5vH8KCYUECoxmzRp7DjJdLk7gFixgGzLBONLSeDM96aQynYBkIj2d+gxWTda7dgWaN7fm3IJ9eO216Ca8+fllOfKHHkoxzkQlO5v3qrPOou9q1aqyzkiU9OhBLcknnuDPYOKD997LxKebbwZWraKsSX4+3wIjqqPKsWMHcMYZ/KwUFZXpEgAU5mrb1uATCoLNyc3l2KVxY7ZHfu89+oNgPqGggJmDnTszPd0siopYNjVuXPj+vbSU33chPI44IvzXuFxMD4uB9o0QWyRQYDRTp3KVwk64XCwCnTyZtamC8WRksOTkjjsk1c0K7r9fRHSSmcWLgXXrjDmW283B5dVXG3M8u5KWRsHTu+7i7yaUTfXoATzwQPUdClJSmIxVXAx07Mi5+/33RzZeDUpREXVlfK1bS0pYKiUIyYrWFPJ87jmW4eTmhq77U1JCX9m9uzmZtAUFDGb+9lv45bxOJ4PHp51mvF2JzuGHc0wbKpmZLFcwTWlWsBIJFBjN+PHlU7SsxukE3niDDtPIunShMpmZrMsPx8EKxjBokOgUJDNvv119O9BwSYbMIKWYKrp+veVB5FatgFtuYZxGKQodTp9u8EluuoldiXyfFaczObpeCEJVPPkkF7ii8XcHDrBTyNdfG2eXx8OSzj//DD9I4HJRXDrRg71m0bx5eOPYnBzOM4SEREbWRrNypdUWkNRUDvwmT6YSuCAkMhkZwPXXswxCSC6Kith3z+gVcaMDD0K11KjBeJ/WnLdMnmzgwfftY8cX3/vqcrETzFtvGXgSQYgjfv2VrUWM0CjxeCg2+PLL0R8rLw84+WTqaYUbJKhRg7VOZ58dvR3JymGHhZ4Z63JRYDInx1ybBMuQJWajOe44YM4ca1u2OZ1cnhk/nuKFgpAM/Oc/wKuvWm2FEGt++cUcf1tczMGSKODHjJNPZsyvsJAxv6oEECOiZk32VZ8yhSnWbdqwS0tamoEnEYQ4YcMGlhwY2aHL4wGGDWMZ2AsvRJblt38/v/iLF4en95WSAtSpA/zxh+hwRcthh4XWPSgzE7jkEnb+EhIWCRQYzaBBXN0yWBgqZFwuRlI//FCU4IXk4tBDKSg5YYLVlgix5LXXzPG3KSkcqIofjRk+AcTJkzlXqE7bIGyOO46bICQ7jz/OlXujcbvZqmT9eraeDSfLb88e4MQTmZkbTpDA19Fr6lSgadPwbRbKU6sWs5Kry6qrVQt45ZVYWCRYiJQeGM3xx1uvBTBsmAxuheRERA2Tix07uEJsBikpoa2qCIYSqgCiIAgR4vGwF2lJiTnHd7uBn39mtG///tBes3MnRRFXrAgvSJCZCbRvD/zzjwQJjKRRo+D7nU7qQBjelkawGxIoMBqHg6k4VnU+KCoqa0YtCMlG795MPxSSg48/Nk/EUgIFgiAkIl9/bb74r8fDMtxu3YAtW4I/d9s26oWsWROeqKLLBfTqBfz1l+VirAnHYYdVvc/pBK68ktkfQsIjgQIzaN3aurrHoiIOnqVFn5CMKMXOExLlTny0Bl5/3dgaW39SUsw7tiAIglW89VZsunMVFnLy37kzsHRp4Ods2sRgwoYN4QnIulxsyffTT5y4CsbStm3V++rWZbccISmQQIEZ/PijtStR+/YB8+dbd35BsJKhQ60VE01EcnMpBPfvv1ZbUsbcuVyJMgulJKNAEITEY9eu2J2ruBjYvp36QRVZtw445hhmHITTtcblAm69lVpcVpf6JipHHBFYX8LpBL76SoIzSYQECoympIQDaispKAA++cRaGwTBKnJygMsukwFEJBQVsc/86NHUezj5ZKBBA17THj3s1VXizTfDq2UNFwkUJCbr1gGrV1tthSBYhxWlsbVqlf971SqWG2zbFp5WgtMJPPss2zpKRxrzOOywylpnTidwww3UkhCSBhlJG82//5pf+1UdxcUsPxgxQhypkJzceSe/A+GsUiQzK1cCLVoAGzdycKAUswi05qDS5aK68dVXW20pKSigorZZYlwAr4GUHiQGy5ZxFeyjj5jiDAAtWwI33QRcdBFQr5619glCLIl1oEAp4PTTy/5etgzo2ZNdDsIpk3W5gA8+AAYONNxEoQLNm1d+rGFDBmiEpEIyCozmt9/Cq7Myi9xcpuYKQjLSti3QqZPVVsQP+/YBa9cysJKby3aDWnNgdvLJVKK+5hr7BB6//z42AVnJKIhPtGbQftgwrowdfTTw5JP8HOfnc1u8GLj3Xiqln3IKAwkSGBKSgVgHCnJygFNP5e8LF3JFOtwgQXY2MG6cBAliRfPm5e9/TidFMDMyLDNJsAZTRlpKqeeUUkuVUvOVUmOUUrW8jzdXSnmUUvO821tmnN9SfvjB3HTYUJHyAyHZeeCBhG2VaLqPTUsDatQA3n0XmDCBPartxKuvMphhNhIoiB+0BmbOBO64A2jcmK2Kn3uO/dw9nsD3Zbebj//+O7Nl6tUDBg8GJk8WnZMkJ6HHsbHOes3PB044gYtXxx8P7N0bepDA4WBHgz//DKxzIJhDrVplCwMuF3DbbUDXrpaaJFiDWd7iVwBHaa07AlgO4AG/fau01p292w0mnd8aiouBv/+22gpSXAx8+ql0PxCSl7PPrlxjlziY52NdLqBfP5YjXHyxfbIIfGzaBMyaZf55tJYVZrtTUgJMmQJcfz0n+aedBrz2Guue8/LCy+47cICBg88/B849l9ocd99NzQ4hGUnccWysMwoaNKAuSK9ewP79ob8uLY1B6n/+kQzBWKMU0KgRf2/SBHjsMWvtESzDlECB1nqC1tpXHDwDQFMzzmMYu3ez/3rNmtG1jJk717q2iIFwu9nHVhCSkZQUTiASUJ3XFB+bkcGVm88+A8aOBerXj/qQpvDBB7E5T2mpZBTYkaIiZrkMGcLP69lnA//7H+/jubnR61ZozaDBrl3MXDnmGKBNG7YDq64fvJAwxN04NhxiHSioWZPlPeGMrzMzgcMPZ5AgUL28YD6HHcaMjq+/DtwBQUgKYpF/dBWAn/3+bqGUmquU+kMpdWIMzl89L7wA/PUXB4Z//BH5cSZNskfZgQ+PR8oPhOQkLw+47z7gxRftoRliLtH7WIeDPalXrwb69zfFSEPQGhg5MjZ+VgIF9mLSJNYn16oFXHgh720HDnAzq0ygqIj30ZUrgYcfpuBnz54URYxFH3rBLth/HBsOscy0y84Gli/nPTlUnE4G6GbMsG/AOhm4+mqKGHfsaLUlgoVE3PVAKTURQKMAu4Zprb/zPmcYgGIAn3r3bQHQTGu9SynVFcBYpVR7rXWlXCSl1HUArgOAZs2aRWpmaNSvz0wAtxv46SfgrLMiO84PPwCFhcbaFg0lJSw/eOkl+6UPC4IZaM3Wfv/5D7/PcZw6HlMf26ABfYXdmTaNwouxQAIF9kBrpr0+9xy/01bh8yXTpwMLFjBb6cwz+fPUU6UdaxySUOPYcLjtNpbJxuL7VFgYXrDe5eL36vPP7ZWhG+8UFQFLlwLz5vF9v+666ucFQ4bExDTB3kR8Z9NanxZsv1LqCgBnAzhVaxbKa60LABR4f5+jlFoF4HAAswMcfxSAUQDQrVs3cwvtb76ZKU7z50cullJUZM80//x81vMee6zVlgiCucybB1x1VfirFzYloXysUYwcGbvJYnGx/QNNc+YAw4ezTr9TJ7Yg69ED6NaNA+54p6gIuPJKYMwYa4MEFfFlE4wZA0ycyAH34MHsDHL00RKYjxOS1sf2788x4dSp5raYBcJbPHO5uIr98svWtxmPZ/bv53xm7lwGNv/+m6KumZkMvJaUAHXrMjNLEKrBlBC4UqovgHsBnKS1dvs9Xh/Abq11iVKqJYA2AFabYUNYpKVRvKtfv8iPMXs2a3ztVHoAcHD18ccSKBASl507gbvuSqr2ZnHnY40iK4uDyVgEgkpK7JlRUFLC7LXHHmNQzOPh4O+336gMnpnJx5o1o/ZO794MHrRsGV8T2P37md03Z469v9e+7hujRrEkoU4drtZdfjlrfIW4JKF9rFLsaHPUUfb5bjmdwCOPsGWpEDlXXEGdIaeTQRr/e5h/ZseNN3LOkwgBZcFUzArZvQ4gB8CvFdrH9AIwXyk1D8DXAG7QWu82yYbYMmmSfRyuP6WlTOGSVk9ColFczJWH5s1ZbmDH7595JJ+PBYC33wbeeYetG81OS9XaXqvYBw7w896kCSehvhRS/842hYWcYBcVAatWcTJw442sMa1Zk0GD4cPZDtDONfabNrEV16xZ8fO9LilhAGvDBuDJJ4G2bZld8M47bAcnxBuJ7WNbtmSA3Q5iv04nfbsECaLj+++5YFJUxPtAsEB3Xp50MhBCQuk4aJ/XrVs3PXt2pawue3HccfZpjViR7GyqRPfoYbUlgmAMkyYxzXfHDtNXlxUwR2vdzdSTWExc+Fh/duxgiuqkSeZO5m+5he32rGTdOiruv/ce/472/01L48Dc4wGaNmXLspNP5v2hTRvrsw4WLKBC+p495qdFx4KsLAY1e/dm0ObMM0VB3A+lVML7V8CmPjY/nwEDK7t5uFzAN98AfftaZ0MisGcP0KoVf4aK08kShdatzbNLsJxofawUARlBQQFXd+yKx8PyA0GId9as4YDi3HOBtWsTQotAiID69bl68vHHVME3a+Jl5edrxgy2/mvblqttbrcxQRHfalNREb9PH37IgEiXLkBODnDCCcDjj7P2Ppye50bw668MWOzcmRhBAoCfoYICYPx4ZoLUqUMtlWnTymeDCEKsycxkADLa9POMDPqOcFCKWU6TJ0uQwAiuvTb8+1VBAcukBCEIEigwgr//jm27mXApKWFqtpQfCPGKr91h+/acwNgpJVywjgsuYIr9eecZW2vpdLK84fzzjTtmKBQXA19+ydrhU08Fxo3jqp/ZLT5zc/kdy8tjq+AnnmC7zHr1WGd/+eXUQzCT996jyFoiB/8OHOD/9+GHwBlnAI0bA8OGAStWWG2ZkKz07cvgYHVdO9LT6ROzs4GUFKBBA6B7d2b2tWlD3xUqqakMkg0YwPv5U0+xJOrJJ+l7pk2L7n+yC3/+SYH0cFb5I+G774Cffw6/61ppKTBzJjVvBKEKpJ+PEcTDxKW4mOqnxx9vtSWJxQ8/cKVo1SqgYUOqsos4jHEkULtDwSTq1AG++IKT6iFDOOmNVFTW6eQg9oEHgFtvZdp4LNi3j1kDzz3HwIDV+gHFxWXZBOvXUxzriCOABx80/lxa87gvv5w83+/SUr7HubksK3npJWqt3HgjcPHF0jteCI333qOOR2kpMHAgcFrQJg5V8+mn7JiybFnZJN7tZrZW8+YMXHbowO5gbdqwXMGXxfXYY8Dq1eF9d0tKGGz48MOyrBr/n88+y4Blp06R/T92YNo0BmHcbuDrr7nibwa7d1PAMNI5iK9V4po19l7wFKxDa237rWvXrtoS/vxT64EDtd6wIfjzjj5aa7o3+24Oh9bXXReb65YMlJZq/fjjWjudZdc4M1Prdu203rLFausSg7lz+d3KyrL0uwNgtraBHzRzs8zHGs2+fVoPGVL+exnK5nRqnZOj9ZNPan3gQOzsXbWKftnpDN/mWG41amj97bfG//8FBVpfdJHWLpf1/6MdNpdL64wMrU86SevRo7V2u42/5jYjGfyr1ib52Ace4NgO4Ofmqac4NomE/Hyt331X6zFjtF64UGuPJ/jzS0u1vv9+87679eppvXlzZP+L1cyYUX7ccuyx5p3r/PO1Tk+P3u888oh5NgqWEq2Ptdx5hrLFfBC7Zo3W/frxy5OaqvWtt1b9XI8n+i9prLaaNbUuKYnVVUxcSko4uA90g0xN1bpBA95ohcjYsSOyyZ5JWzIMZBMmUOBj0iStGzZk8C7Y++t0ap2drfUTT8QuQFBaqvWUKVr36UP70tIs/4xXu2Vna710qbHXYe9erXv0sM333HZbTg6vzUUXaf3bbwl7704G/6q1iT528WKtTzyxLGBw3nla5+WZcy4fpaVa33abuQG+1FQuvJj9vxjN33/TX/r/L4cdZs65xowx7j1wubRet84cOwVLidbHikZBIG67jWmsbjdTMD//vOrnTp8eP+k6paWsmRIip6CAddGffBI41au4GNi+nV0wfv019vbFM752hy1aJGO7Q8FITjkFWLmSpQiB2n85nay1vf9+YPNmpr5nZ5trU1ER/UbbtlS+//XX2OgPGEF+PhW1jWLDBoonzpkj3/OqOHCA1+bLL6ndUL8+cMcdwMKFVlsm2IkjjwSmTGEZZJMmwNixbMu5bp0559MauOEGtv00s+S2uJglDQMHxpe+1hVXlC8dc7mAm24y/jy7dgFXXmnce1BYyNInQaiABAoC8emnHDi6XFRzvfvuqp/766/21yfwkZcHfPSR1VbELwcOsI3YhAnVv+d5eRzcjRoVG9vinUmTWPv44IO8yYYryiMIFcnOZt3/hAkcQDud3LKy2K970ybg4YfDV+sOl927KdTVsCEHYsuXx59gX5Mm1Yudhcq8eUDnzpzIyPe8erTmvWf3buCNNxiEbtUKGDGCQS5BAIB+/TixHjGCgbgOHYA//jD2HKWlnJxWtVBiNPn57Ipw333mn8soRo9m8CYjg0Kw333H+43RXHONse9BcTGv9aRJxh1TSAgUsxLsjWX9Z7dv5yDzkksovBKITp3YhzReqFGDA46q/h8hMNu2Ub127drwhNJcLk4ORowAHBKXq8SaNbw+U6faNuCmgITv823LHt9G4vGw5V96OnDnnWzLZTbLlwPPPMOMNKXie+W8Xz/gp5+iP84vvwAXXhh/gRI74nRy4ta5M33oBRcYE/Tavp2f1xgJKkbb4zteiKmP3bGDC1yjR1NI75xzoj9mSQlw6aXAjz/G/l7tcgEffMDsgnigtJTBGiMDrP58+y070ZjxPjRrxmy8tDTjjy1YQrQ+VmYuwWjQALjssqon1W43sHRpbG2KFq05KYsntAb27gUWL2YGx4cfsp3OtdcCffowelu3Lm+G+/YZf/5Vq5jKt2pV+Grqbjfw5pvMLojniYLRSLtDIZY4ncDTT1Oh28wggdbAb78x86hTJ2Zw5efH93c/JQU45pjojzNqFCezEiQwBo+H96OZM4FbbmGWwcaN4R8nP5+riHfeyWMceihV7b/91nibhdhQvz7HSbNmAT16RH+8oiK2MrQiSADwnO+/H/vzRorDwWwCM4IEO3cCV11l3vuwaxe7sAiCF2mPGA0rV8bfynxuLgevvXtbbUlgSko4mP/nH0Zkt21jBoRSTOVyOPgcj4c//fn1VwYNxo3jKosR/PMP+5nv28dJQCS43ZwMd+/On8nc+kpraXcoJB4FBWwh+OST9FmJNBnOymIac6RoTS2I11+X77tZ5Oby2g4dWn3qsNbAokVs6/vNN7zHZWTwGL5a8MJCrlg2bmzMRFOwho4doz9GYSFw7rnUQbDy+ztnjnXnthNXX23u+5CXxzG47/svJD0SKIiGDh0oyDRjRuVJq13Rmqloo0aZE+2Mlr//Bl54IXC0tLp61oICYMsWoGdPRkSvu44BhkiZOBE47zxjBv35+cCSJVxl/P139iRPNubNYyQ8Hmu0BSEQO3ZwAvzKK7wH+ItYJQqlpUC7dpG9trCQ6co//yxZQ2YT6ufvvPN4byst5X0JCJwpV1TEmmUJFCQv+fkUXp050/og3969XDSqUyf2596wgaKiu3YBvXpx0adWrdjb8c03/O6are1SVMTFnK+/Nvc8QlwgpQfRoBRFXTIyrLYkfKZMsdqCwIwdG70T9HiYRnnRRZFPSD//nFF0Iye0RUXA1q1M4zVaZMjO7NzJla6ePYG5cyVIIMQ/ixdzxaVZM+qP7NuXmEECgJOF1q3Df93evcCJJ5Z1EBLMJ5Symi1b+H74ggRVUVTEMhohOXG72T3GDkECgOVjsc4qyM+nD/MJLY8YwXFlgwYsLRg6lBm6q1ZFnnEaDiNGxMaXFhUxuCtd0gRIoCA68vJYJ+92x5dQXW4u69fsyNdfU301Wtxutgs66ihg2bLwXvvSS+ald/kUrM88077vgVFIu0Mh0fjnH+D444Fu3RhMzM+vfsIV7zRuHL6w1bp1LP+aN0++97GkRo3qnxPOiuw//0RuixC/HDjAlfO5c+3z/c3LY8ZpLLn7bgYnCgro50tKgP37OZFev55BgptvZnbx0KHmZxbHclHS7WaHi3jJlraKP/9kqcaSJVZbYhpxNLu1EaWlZX23J07kh6Rdu+jS3GOJ1hQqMmJCbiSbNnEzivx8DliPPTa01T6teWN48EHzb44eD3vr/ve/sYlExxppdygkGloDgwYB06YF1khJVNq3D+/5//xD8dcNG+R7H2tq167+OeF0RsjLYwaCkDzs2weccAKwcKG9gqC+9n2x4rffgPfeq34s6NMH+eYbdmUw876QlWXesQOxZQswcmRszxkv7N5NrbczzmD7465duTA5ahSDSQmEBArCZcwYChgOH06VfY+HvbhHjwYyM622LnQKCtjqz0789JPx4pBa8wZTnWJucTEweDA7FMQqTdbtZm3zwIHhd1OwK2vWAH37smxj7VopMxASh3/+Sb5Jk8MRfseDvn2BPXvKhPGE2FExW6CkhO2b33yTqvWNGoVXd5yRQeV8ITnYvZv190uX2nNMsnBhbM6zdy9LDMJZMHK7KRA6fLhpZiE727xjByIvj4tZO3fG9rx2Z/t2CoVOn873vaiIn5VFi1j23LAhFxWmTEmIhUAJFITKokXMGLjgAqrW79gBfP99WXCgfXt+QFwua+2sDqUYlfzgg8jqTs3kiy/MmaS73cCzz1Y9cHW7GRX87rvY19K63azhPf543qTjFWl3KCQ6r79urxW2WBBux4OSEgp+CbHH4eD266/AQw8Bxx3HicXxxzNT7ttv2ZEjHHJzmUEjJD7btzP7ctWq0DOBYt31q1vEreDD45prWH4RLm43AwWRvDYUDjkk9mXORUWc2whljBzJ4Emg70leHscJX38NnHUW37MnnrBPCU8ESKCgOvbsAerVY0oJACxYQIdar17l5z78MEVO7IrTCRx+OOtGL73UamvKU1AA/PWXecfftw+YMKHy47t3U9V52jTrJrceD1d9OnZky814QmvWah92GPDaa8mVki0kD3l5DGQm2yq51uF1PNi5E0hPN88eoWocDuD554ELLwSefpr13Pn5nOxHem8rLWWQffNmY20V7MWWLcwcWreOE8PqcDq5aBbLVPgaNdjJymy+/JJCfpFmVDRvbt51ueKK2GcuFxRw0jt7dmzPa1dKS4E33qj+86E1fe/WrWybPH16bOwzAQkUVEVxMdOn69ThCsnYsXzjfQGDQKSnc9LkdMbMzJBxuajS/e+/9sskANgFwEyhltxc4Kmnyj+2YQNraZcssX6lsKiIg7GuXc0NmBjJvHm099pr+R2J44ipIATlq69iv3pmB/LzqTUSKtu3hy98KBhDcTG3/fuNDdZmZACtWrGtYqzF5ATz2bCBQYLNm0PTrXI6Wbv/wQecEMdKm6ukhJmfZrJlC7MJIg2sZWWxzMesVf+jj+Z3MdZ4PAxSJFugPBC//hp+ECk9nbofcYoECgLxzDMc7PzwA/DII/xy9O8f2mu7d6f6qV30ClJSmH74ySfA22/bt5XjN9+Yl67lY9YsYPly/r5oEZ3upk2hRdBjgdYc5PXpw4CTXZF2h0Ky8dJLidv+MBgNG4aXIbB9e3x1ABKqx6f4/v33wMkns7zss89EqDIRWLOG6fxbt4YWJMjK4rj44ospivnHH+GJY0aKr+zX7Gyla6+NfMFDKaBLF7aUNJP774+9VgFAzamPPor9ee3Giy+GN1dxOKh3EceZdnJH9+eXX/hlf+ABRi6LioBHHw0/Yvr886G1KTIbl4tpowsXAuefb7U1VaN1WcaGmRQXA889x9+vv56r4HZMk/d42J7xscfsJYQi7Q6FZGTJEmDFCqutsIZwyg4A1sDLqlNiojVXWhcv5v2zYUOOj3bssNoyIRKWL2cmwc6d1Y+DlAJq1QKmTgVOPbXs8SZNKJBpdrZVdjbHRGZz2GFAampkr83MZEq62Vx4oTXZbVrH9WTXEHbtAn7/PbzXOJ2xKZkxEQkUAKwLV4q97XNy+GH45ZfIHUZWFlfwrRQ2dDoZHZ0zh87PzixbFpvVuuJivq8AxVli3WomHDweYMQIdmKwQ8aDtDsUkpWRI+3xHYw1SoXf8WD7dnuqpQvGkptLZfhnnwWaNWP3HiF+WLyY2a+7d1cf2EtNBRo35ljy6KPLHteamQXr15u/4JKaCpx4ornnAFieGkk2cFoaS3PCEX6NlPR04MYbY5sd7HJxPmE3bbNYk5UVfjCpdu3w76M2QwIFeXllNZgLFjD1u2KLoUjo0wd4993YBwtSU5nN8PXXXP2Nh3rRH36Izcq+00kHCzDDokOH2NXXRYLbzUyLXr04KLMCaXcoJDOFhcCHH4aWlptoZGdTYDUcNm+WIGIykZ/P7b//ZdcbO2XACYH591+WDe7ZU/37lZFBTau5c4GWLcvve+QRLiCYre+UkgJcdllsSppq1gRefTX8RaTU1LJs1Vhwyy2xG7tmZnIM+uKLsTmfncnMZMvDunVDu/4ZGcy+svM8IwQkUJCVxQlQdUKFkXDxxayLb9o0NhN2lwvo1InR4n79zD+fUYweHZtVKIeDDhbgF/e99+yjJVEVHg/7t3fuzM4NsULaHQoCW6YmM+GWHqxfb44dgr1xu9k+dMiQ5AyqxROffx5a2aDTSbHiv/+u3M3rq69YYhtoXGD0pCgjA7jySmOPGYzLLgPatg39/8jM5LiySRNz7fKnSROgd+/Is55DJTWVpabffCPaMz4aNwb+/JNBpepQinpecY6884C5qfnt2jHtxOybp9MJ3HorMGNGbB1WtOzbRw0Fs8nIAG64obx2xJFH8gZk92BBYSHFhvbsMf9c0u5QEMp46SXzRVbtitvNdrrhIG30khe3G/j2W5Zwin6NfXn6aeCnn4Djj+e4MVC9u8vFTMLff68sVjh3LhXwq3qPlYq+85dSPG9ODs/VuXN0xwv33B98EPq4MD2dJZmx5t13qWN16qlMb8/M5PjWyEBNrVrMGrGyjNqOtG7N61Jd5kmHDsChh8bGJhORQIHZbN/OnqxmpuS5XJzUPf20+RFGo/n119jUWikF3HNP5cefesq+nSD8qVWL/XnNRNodCkIZa9dyUJysNGwYvm/cts0cW4T4wO3matvxx8cmsC2Ej1LAaafxffr7b2DgQE4yfd91l4uT86+/rixet3UrcPrpVWcYZmayZ3ynTuH7DoeDgYEaNXj+sWOpofDGG7FP3T7qKOCqq6oPFmRlAU88YY14+SGHsORn4kRep5UrWSZ3113sZJGZSfsi7ZCQlcXJcOPGxtqdKHTpwozDqoJi2dnAzTfH1iaTkECB2bz1lrnHd7mY2hILRVgAuOkmpp0ZxVdfmb9il5oKXHIJB74VqVkTeOEFewsbAlylMQtpdygIlRk1KrkV/I88MvzX7NplvB1CfJGfzyzBp5+22hKhOo46ihmEa9YwI7V2bWDYMJaRVEw1z89nkKA6vaTBgyka3bRp9er8DgcnVLVqAddcA/z4Iye9773HNoNWLnw99VT1mRE1a5bpXllNkyYUVHzuOZY85+UBs2cz0HL11cwOS0tjUKO6AIjTCXzxRfgaNcnGqacy+yTQ56S4GBgwIOYmmYEECsykuJjCKGaJvaSnMyXr1VfNOX4gfvmFk+5Bg6KvmS8tLetCYCapqcFTw6680t6dIWrUAM45x/jjSrtDQQhMSQnw9tvJK8wXSccDrSkGLAhFRcCECVZbIYRKo0bssrR7N1epK67gaw1cfjlXrYOV0TZvzi4YNWsCf/zBwENFUlIYHKhTh0Jvv/zCAOPbb1M0z4rWf4GoUYMBk6oWkbKy2O3DroLhDge1FoYMAf73P3YXO3CAWbzPPktB78aNaX/NmmVBGZeLQZKzzrLW/nhh0CAGZyqWZ5x9duTZHDZDAgVm8uOP5g4069Vjx4BYRl07deIgeuxYdov444/IjzVnjvkrdg4Ho+AVFXsrPuf996OvqzOL/HxG141E2h0KQtWMH5+cLRF9RNLxIC9PVO+FMpYskftKojB8ODBuXPDFhMxMlgz4aNIEmDyZvsQXHKhXj+nYEycCO3aw9ezxx9tXKO+SS5hZFaj0oWXL+FsxzsgAjj2W2SPffktNmW3bmNn78MPASSfx/bn9dqstjS9uvpkt1x0Ofg9at2bALUEw7duplHpUKbVJKTXPu/Xz2/eAUmqlUmqZUuoMs2ywnGeeMS+tPiuLkUEjWjmGw4gR7OaQmsqU9d696XQi6Vrw3Xfmt9bJyAAef7z65x17LNC/vz2jw61aMTXPCKTdYUIg/tVkXn45eUUMfYTb8WDbtvjQexFiQ2ZmXGt8iI/18t13XGEOpfPRwIHl/27fnuPUu++mMOL27VyFP+44+wYH/KlK2NDlYllxnLe9A8Csjz59gIceYmBnxAirLYpPnniCWdZuN7BiBXD00VZbZBhmL0W/pLV+3v8BpVQ7ABcDaA/gEAATlVKHa60TS1p92TJg/nxzju10Ap99Fv5AzgjatGFNW34+lXPffht48032Fv3nn/Cc/4YN5tnpo1s3ZkGEwssvM0PDTiuJqamsO4uWvDwGTF57jas80skgEUhe/2omW7fSnyUzbjdwxBHhvWb79vgT0xXMo6CAgnnHHWe1JdGQ3D52wQJqDoRSlti0aeDMze7ducUr7dszWPL77xzTL19OPaeePa22TLAbCVJqUBErQnr9AYzWWhdordcAWAngWAvsMJcXXzRnwulysb/9uecaf+xwyMxk2tWECRwgvvpq+BHi554zV0QwK4sKvKHSsCHwyCP2agXjckUnZCjtDpON5PCvZvL++4mxUhQN9euH3zZ2+3YpPRDKKCiIjQZR7EkOH7tjB7sjhJJ1mJGREP3iq6RPH2ZV/PgjAwUffGC1RYIQM8wOFNyilJqvlHpPKeVTNWkCwH8peaP3scQhNxf45JPgoi+RkJlJlc2HHzb2uNFSuzZFaMKlQQNOYs3SBmjRAjjxxPBec/vtrKOzC4WFkUfjpd1hopOc/tVMtGZAzeySKLsTSceDbduMv+cJ8c3ff8d78Cg5fWxhIUsUQ21x6XBQ1E0QhIQjqkCBUmqiUmphgK0/gDcBtALQGcAWAC+EeezrlFKzlVKzd+zYEY2Zseejj4xfkUpJoZrs6NGJtdp15plU0zU6WJCdTQGecK9VWhoVYu2SVXDsseHrJki7w4TATP/qPX78+lizmDJFtAmUYslWuGzbJsFIoTzFxcCqVVZbUSXiYwOgNUUJlywJPSu2USO23xMEIeGIqqBQa31aKM9TSr0D4Efvn5sAHOq3u6n3sYrHHgVgFAB069YtfkLSWjOl3ujJWXY2RWHsMoE1klde4f+2Zo1xx6xTh+1JIqFPH+CEE9gZwMo0/cxM4IILwnvNzJlMFywsFMXpOMdM/+o9fnz6WDN55RUJrGVlha7r4s/69fG+eiwYjcMB/PUXVcBtiPjYALzwAmvyQw36padzsUcQhITEzK4Hjf3+PB/AQu/v3wO4WCmVoZRqAaANgL/NsiPmTJ3KFV0jycgAvviCGQWJSGYmb0wulzHZEtnZVCCNRlX3rbd4A7QShwM4I0xB5bVreQ0lSJDQJK1/NZM9e4Cff5bJrsMRmVDuxo3G2yLEN7m5bIUXhySljx03jqWtoXQ48JGayk5YgiAkJGZKFI9QSnUGoAGsBXA9AGitFymlvgSwGEAxgJsTSi32ued4czSStDSujmdmMsWreXMqUrdpQ5E631a7dvyWJXToAEyfTo2AmTPDu1FVJDOT/W+joUUL4LbbuMJoVTptZmb4yuNHHw2Ulppjj2AnktO/msnHH8dHyy6ziaTjAcBuEYJQkT/+sNqCSEkuH7tkCXUGwh3v1K0bmaaJIAhxgWmBAq11lblIWuvhAIabdW5L2bXL+GP6Ag+5ucDKldwmTmSmga9vdX4+gwQNGzLzoE0bDvaaN2cQoVMn80QDjaJjR+C33xgwuPVW3rhCTQNOSWHKbFER+8GGW9cfiIceol6BVYGCPn3CD/y0bi2CYklA0vpXs9Ca7VGjCVAmCnXrRlbiFi812EJs2bYN2L2b5YBxRFL52F27KJQdbtlVWpqUHQjxwc6dwFdfAe+8AyxaBLRqRdH5Ll2stsz2SNNjoznnHGDOnNikfhcUcPNn/Xpuf/7JlDCnk3X2AwfGT0uXHj2oljxpEgMG69fzBqYUgwEOByfvGRkMgrRrB3TuTDGdww9ndoIRuFzAG28AV10V+7rlnBygf//wX+dwMFiwaJHxNglCojJnDtv7CZFlEwDA3r2GmiEkCJmZDP6fdZbVlgiBKCriexNJyWxampQdCPZl/35gzBgGB2bP5oKibzFgyRJqkT32GHDXXZJNGAQJFBjNqacCTz9tjxrx4uIyBW8jhQJjgVIU5Vu0CBg7Fvj0U6BtW6a4HX44MyZq1TLfjoEDgeefp5OJZe1yQQE/S5HQvbsECgQhHF57TRT7AfrdY44J/3XFxXL9hMDk5gKTJ0ugwK5cfz2wYEHoHQ78qVULOOoow00ShKhYtQq46SaWPaWlVV0O7vEwUPDjj8w2aNAgtnbGCRIoMJouXSJzuGYTaj9cu6EUcP753Kw6/3vvsU1hLAfCTZtG7rR69GAbzWRXbxeEUMjN5SBBtD0i73iwYwczvCRYIFSktJRdjQT78eqrFMqOpOQqNRUYPDh+dbGExKSkhN3CFizg4l7FrOuK5OUx4+mIIzhuDldAPAmQXAujSU2NrAe12ezbZ7UF8ctRR7EOz6cHYTYuF3DRRZG//uijmWIlCEL1fPmlfF98RNrxYPt2Y3RhhMRkyRJ7ZFkKZfz6K3D//ZHrsmRkRC8aLQhG89przCgIJwO4qIilc+efTxFz8VXlkECBGZx7buwmlaHiK0EQIuOZZ2LznrpcwI03sr1jpLRvX30UVRAE8tJLxneqiVfcbpZ4hcv27bKyKFRNZibwzz9WWyH4WLECGDAgugygrCxqQwmCXVi3Dhg2LPJsWo+Hegb9+hlrV5wjgQIzOOUUID3daivKI2re0VG7NjBiBG+OZuFyAe+/T02EaFY4MzJYm3XqqRygyWqpIARm8WKuPgikdu3IfNy2bUz5FIRAFBRQYFmwnr17OUaNJjiaksJsAgkOCnZBa2b+RrtI5vEA06axdEEAIIECc+jc2X4t6goL7WdTvHHNNdQOMJr0dKBxY2DmTPYxNoLjjmMLzblzqUqcmWm/4JUgWM3IkfbUlLGKSDsebN8uWUxC1RQUAOPHW22FUFzMzlzbt0cnzux0ApdeapxdghAta9YAf/1lTMBa68haBCcoEigwg5QUTtTsRHq66BRES0oKV/yNdCAuF4USFy40Rz24bVv2il29GrjlFq4WigMUBE5ePvxQAqj+RKqv8+efEnARgjNzZmw7BwmVueUWloBEW4OdkRFZdxRBMIuWLdnBwIjxbdeuQKtW0R8nQZBAgVmccw5Xce1CWlr8dj6wEz16sH7JCOEul4utiSZPBurUif54wWjcGHjhBWDLFmpoSHaBkOx8952kzvqTnR1ZzfGCBcAvvxhujpBglJRImY+VvPUW8PHH0ZehOhwUWxbfKdiNBx8EHn+cGS+Rkp0NPPCAcTYlABIoMItTTmEHBLvgcLA2TYieV1+NPlDgcgHvvgu8+GJsNQQmTgS+/15UXQXhxRdF5NWfSDse3HorkJ9vvD1CYuFwMDVYiD1//AHceacxWlVZWWyLKAh25K67qPMVabDA5QL69jXWpjhHAgVm0bGjvfpyFxfLYM4oGjdm5DKcFKf0dCAnhyl7PXqwb+vFF5tnYyDefps3eBG2FJKdNWuAf/+12gp74XYDRx4Z3mumTgX+/ltSyoXqyc1lSz4htqxezSzCaDoc+JOSAnTvbsyxBMEMbroJeOON8IMFTidwxx0iAF4BGy15JxgOBzBkCGtgjXLQkeJ0AvfeywlqolBSAsyYAcyaRaXuLl04yI1VFsddd9ERORy0JT+//GA5PZ1BgcJC4OijWYpy8smsAY51v3GtmY41YoT1n0VBsANvv22vQK4dqFWLaZehojVw880SeBRC548/rLYgudAaOO0049q/OhwUXHbIGqNgc668kuXfV18d+rhXa+Daa821Kw6RQIGZvPgi8PPP7O1pBU4nUL8+MGYMJ9KJxNChwNixFNBKT2e9XH4+0KIFhSSvvho46STzzp+ezkDF9OnArl3Ajh3A5s3c3G62Jjz5ZF73WAcG/CktZXTViNpEQUgEiouBUaOk/KYihx8e3vPHjuVqpSCEyvbtwO7d5mvyCERrY0VGpexAiCcuuYQLdpddVn2wwOEA+vcH6taNjW1xhAQKzMTpZD149+6xX8l1OjmZfvHF6IQ97MiYMdx8E1//Af/y5dz+/NP8QWzTpsDAgeaeIxoKC1neMH68BAkEwcf48dLpIBBdu4b+3OJi4LbbgLw88+wREo/MTPYoP/tsqy1JDhwOiiX37g1s2xZ90EAp4PjjjbBMEGLDBRcAX3/NsXqwcXBmJnDPPbGzK46Q/CGz6dgReOIJRmJjQXo6I2I//AC8+WbiBQm2bAGuuKL6ie/Gjcm9YpiXx6yGX36RIIEg+PPyyyJiWJGsLJZIhcp773FlWBDCITeXE1chdrRqBcybx/bL0YwHlQIGDJD6bSH+6NePi7bB5mEtWoQXLE8iJFAQC26/PTb1sC4XvxArVnCSmGhozRXyUCa+mZnA0qXm22RHdu1iFsusWaJJIAj+bNlCAT6hPCkpoXc8cLuB+++XbAIhfEpLRdDQCurWZSbHaadF3mc+J4cp3IIQj/gWzgIFC7Kzgfvui71NcYIECmJBSgpF7MwiNZUf9HfeYUp+7drmnctKXn8dmD07tLRhrZNT1Xz9eq4MLlsGFBRYbY0g2Itp0+zVttYuhNPx4KWXxLcIkbN0aXJn+1lFZiZ1Ra67LrJggdZAr16GmyUIMeOEE4Dffqss2qsURTqFgEigIFb068eyAKNxuYBjjwWWLAEuvdT449uFJUu4ihVqGn1uLlfUk4nFiymeuGmTsQJGgpAonHMO0KCB1VbYjxo1uFXH7t3A009LOZMQOZmZwD//WG1FcuJwMND33HPhlSEoRaE3CbLGH1ozy3jPHmljC3C+NGVK2f0uPR24/nqKHgoBkUBBrOjdmzdIo1CKjv7JJ5lK27Spcce2G4WFwPnnh59GP2OGOfbYkenTWW6wa5e0fROEqkhPB778MvG0W6Il1I4Hjz0mQpBCdOTnS/mP1dx0E/DVV6FnFuTkAJdfbq5NdkFrYM4cij8mAs8+C3ToADRqxMlww4ZAp04UFL31Vgqejx7N7+SqVclRrnr00cwurFWL7/d//mO1RbZGwoOxomtX3iCNwOUCDj2UZQahpovGM//9L7BhQ/jR0CVL+BqlzLHLLowbV72iqyAIpFs34MYbKfaaDIOiUAhFxGnDBpa3SdmBEA2FhawVFoVxaznrLE4OTzsN2Lcv+AJDSQnbPSc6WgN33gm8/TavR0YGx9jdu/O+0akT0LattS2vw2HHDoqp+/vs7du5zZ/Pv9PSuIhZXFx2P+zfn2UqiUz79sDMmSxRbtbMamtsjQQKYkVaGnDSSYxiRSMC5XQCt9zCL78ZpQx2Y+pUYOTIyAb0RUXA1q1A48bG22UXPvoIuOEGmfAIQjgMH87Mgo0brbbEerKygM6dq3/evfdKSZNgDPK9swddurAjwkknAZs3V60dcfbZ8TM5joYHHwRGjSobTxUUcDI5cybr2pXigl/Tpgyu9uhB39mxI1CvnqWmB+S++0LPAFMK6NOH7QT79jXXLrtw+OGhZ9MlMRIoiCU//QT873/AsGF0QOGsAGdmUqTwm2/onJKFK66IfBKckcFoYaIGCp57DnjkEQkSCEK4ZGYCX3zB1bRk//6kpHB1JRiLFnGFScoOhGjJygIefthqKwQfzZoBc+dycjh/fmV/WKMGMGSINbbFkp9+Yuvcqsblubllv69Zw+2HHzjOzM9npm+7dkDPngwidOsGtG4dE9MDsngxSwoqBn+UYilJfj6zI84/HzjzTNosGhRCAESjIJakpTHlddMm4NFH+WUNpVbW6WRq+fLlyRUkANjWJ1I8HkbLEw2tgTvu4Gco2Sc5ghApPXsyEGmkdkw84vFUX8J2221SciAYQ+PGwCWXWG2F4E+tWhR4O/vsyroFxcWJ2W67Ii+9FH75ZkEBsH8/J+N79zJj+IUX2FniqKM4ZreKp58uK3fOyuJ97pBDgGuuAT75BNi5kwtpjz4KHHecBAmEKpFAgRU4nazP27gRuOsuOuZAiptpaUDNmlz5+uijyi09koG+fbniFQlFRRT5SySKi4HBg5keJ5oEQiIQTSlWtDz/PAfJyUxWVvBr8Oef9KOimC1ES1YW8NprVN8X7EV6Oseat91WPljQt2/iK8Lv2EE/ZwRaAwcO8DM+caIxx4yEvXv5Pp51FvDKK2yZvWkTx47nnMOFSkEIAfHWVlKjBrUG1q9nnbnTWVYH5nJRPGbFCn6pk5WTTuLgIlLmzjXOFqvxeJgi9t13EiQQEoPcXAZAZ8605vwuF/D558ndBSFYjabWwM03i78RjOHII4EzzrDaCqEqlAKeeorBHKeTq9BDh1ptlfl88onxwSuPh6UJVvHNN8x2+PFH4OqrRbBPiBgJFNiBunVZG7VqFWvBatUCXn2VysD161ttnbUcdxzTumrUiEy8ccsW47pNWMnevcAJJzDqLYN2IVHwZUl1726dDb17AxdfnLwlCF26VL3v++95XxKEaHG5OAFN9C5EicBVV/G7f/zxwOmnW22N+bzxhjllnH/9ZV0mVnq6ZO4IhiCfIjvRuDHFDvfsYQRQbqicSCxZAnz8MfvBXncdJ8xNmrCmyulkeYZPkbYiTidFXeKZzZspNLNwYWIEPQTBn3HjgBYtrLXhlVeSMxXT5WJP6UAUF7PPtpWlIUJi4HDwvm1lQFAIj9NOY+p8ogdQ//2XC0pmUFrK8asgxDGiXiHYn+bNuVWktJTtD1ev5rZyJSfTy5dT/yE3l6vvmzYFXzWzM8uXAyeeCOzaxV7GgpBonHkmv79WkpPD9NPzz0+ujJ3U1Ko7HnzwAf2OIERLRgazJgXBbnzyiXlCraWlwG+/sRuCIMQppgQKlFJfADjC+2ctAHu11p2VUs0BLAGwzLtvhtb6BjNsEJIAh4MqroccwtWKirjdwIYN8dsndc4cqg3v3y9CYkI5xMeawOmnA/37A99+mzwK/1V1PPB42INbsgmEaElLYwCuus4aNkN8bJIwaBDw7rsUIDS6/avHQ42AW24x9riCEENMCRRorS/y/a6UegHAPr/dq7TWnc04ryCUw+UCjjii+ufZkYkTgfPOk4G6EBDxsSYxciS1YZIlUOByAXXqVH785ZelzEkwhtRUlg3GGeJjk4RjjmF56jnn8KfRGWXz5xt7PEGIMaZqFCilFIBBAD438zyCkFB88QVw7rkSJBCqRXyswdSqBbz/fuVe4olKmzaVH9uzBxg+PLlKMARzyMhg3/amTa22JGLExyYBjRqxBey11xrbAcflYmczQYhjzBYzPBHANq31Cr/HWiil5iql/lBKnWjy+QUhvnjtNeDKK81R4BUSEfGxRtO/P8sQIumyEm8E0m557DHjU3CF5CQ1FXj0UautiBbxsclAaiozqT79lC25oxUTT09nR52rrjLCOkGwjIhLD5RSEwE0CrBrmNb6O+/vl6B8FHYLgGZa611Kqa4Axiql2mut9wc4/nUArgOAZtL/MzmZMIGtEc8+22pLzEdrYNgw3qgkSCBAfKyl/O9/QKtW9D+JSqCOBxs3AqNGJU/phWAeLhd1LgKVttgE8bFCJc4/H5g7lyK7mzZFXoKVnc1uXdK9TIhzlDZJJE0plQpgE4CuWuuNVTxnMoC7tdazgx2rW7duevbsoE8REo0dOzhQLy0F1qwB6te32iLzKClhytsXX0i6rw1RwBytdTer7aiI+FiT+eorZvckaglQzZrADz+wq4qPwYP5fxcVWWeXEF84HFw9TUvj71rzvu10AmvXVlvGo5SypX8FxMcmNW43cMUVwE8/hT8uczr5upNPrv65n37K8e711xtX9rBrFxedFi9mOd0pp9C3JyNTpgAPPww8+WRg0fMkIFofa2Z7xNMALPV3rkqp+gB2a61LlFItAbQBYHFfLMGW3HJL2arW3XcDH35orT1mctFFwM8/S5BACBfxsWYycCD1CiZOTMyJs8dTvm3X4sXAmDGJ+b8K1ZORUTbZV4qT/aIiZtWkpHCFNCeHE4+6dRm8b9gQaNCAWQN16gC1a5f9bNw4EbQ+xMcmKy4XF2/eegu4667QMz1dLupyhBIkAIDDDgMeeIAlX/fcA/znP/yeRcKmTcBTT/G+pXVZNsRnn7GkLjs7suPGI//+y2s5Zw7H1m+9lbSBgmgxM1BwMSqLv/QC8LhSqghAKYAbtNa7TbRBiEemTmVLGV/a71dfAXfcAXTubKlZprFsmQQJhEgQH2s2779Pwb9EnDxnZHDC5+O226TkIN5JTeXqfmoqJ/taU2+isJC/u1ychNSsyQl9vXqc7DdsyM+C/0Tf97N2bX5WkhPjfGxBAVd6/b9zgr1RCrjxRnZG6NcP2Lev+nK0wkIGFkLlhBOAJUuAO+9k+enw4Rzv3nUXv3uhsH07X//NNwzwVbQxNZXZY5dcErpd8cqqVVxcHD+egRJf1vz48fxdSkHCxrTSAyORlK0k47//BZ5+uvxjXbsCs2Yl5pd85kxGn0WbwJbYtfTASMTHBuHjjzlYTLQShC5duNoCANOmAX36SMAyHmneHOjVi8rt9euXTe4rTviNEGgzATuXHhhJN4dDz05L46StWTOgbVsufrRty2BkmzaRryQHo6QE+Osv4Msved577rHl58D27NoFXHABMHt2cD+Zmsqsm/HjA4vFBmPKFODii4EtWxicu/lm6nw0aBD8dQ8+CDzzDN/rqjjlFGDSpPDsiSe2bmWg5bPPGNiveC2cTmYZBOr0k+DYufRAECJjY4BSwKVLga+/ZjpwonHccezhK2m/gmA/LruMmQVTpyZWNwCfkKHWHJBKkCA+ufRSrkIK9kYprvQWFnI8s3Qp8P33ZQEct5u/N28OtG8PdOoEHH44t1atwsvqcLuBX3/lpGncOB4/Lw/IzATmz6c/S0sz7V9NSOrWBX7/nV08nn++6oWd4mJg505qv7z7Lif+odKrF7ByJbMJ3noLeOkl4M03gaFDGQxo0iTw62bNCh4kABgs2ruXQYxEYu9e+r833uA1CJbxMX58UgYKosXs9oiCED61alWubczL42A2UVfdX3klOdqx2YXsbA7IsrKstkSwO0oxqyCR0q+dzrLVrhkzgEWLrLVHiIzUVJYRCPYnUPZuaSlw4ACwfz8nmPv2cdXzs884MRw6FOjenfep+vX5+7XXAq++CvzyC7B6ddkEcdcu4IMPgNNOYxbJ5ZcziyA3l+coLWUA4dtvgVNP5WNCeDgcwOOPc1GnRg3+XRVuN3D11cwIKC0N/RwuF4MDU6cyS6ikhF14Wrfm52HNmsqvWby4+uOmpQFjx4Zuh93xeJh5fOihwOuv8+9gQQKPh++bEDYSKBDsx8svAyNG8OaY6pf0kpcHPPusZWaZSqNGwEMPJYL4U3ygFGvZfv6ZvY6dTgp2CUIgmjTh6k6iBJbS07lqCfBnjx7ie+KR1FRz0tUF6ykqYgDhwAFOFnfuZJni//4H3HsvV6o7dmSWQMOGwCGHULxt0iTqIVQVCPB4gL//Brp1Y4q7ED5nnMFATXVdCtxuTmL79g0/MHPCCcwuuOYaTvLz8xlAateOmbVLl/J5xcVMu6+O3FzgnXfCs8GOFBezhW/TpuxkkJsbegvLadMkazcCJFAg2A+Hg9kDy5czOu4bwLrdDCBs2mStfWZxxx227jmdUPTty8/ZiScynXD2bODCCznokswOIRDXXMN04EQIKOXnl3U8qFGD34G77zauPZcQG1JTk0vJPJ4xUg+soIDZB3l5nDht387V1Nzc0F+/ejX9WaBST6F6uncPLUjndlN7oFOnwNkAwXC5mFI/YQIDQb6AwZgxLB076yz+npkZ2vHmzGHAKR7RmsLmLVpQuHH37vDL5dLSGCQTwkICBYJ9OeQQrvh+9hnrwzIzGQ289VarLTOH9HRGfGVlz1xyciprXbRrB4wezQj+DTfwPZBJk+CPUvRFiVCCkJbGVGYfDgfbc333HVPZEyEYkgw4HJJRIERGcTEnWhddxO/+F18Ac+eGHmxIdpQCrrwytIWFggJg3TqKV06eHP65TjgBWLECuOoqjktKShgw+PlnliOESkoKOyPEGxMncox25ZUMbEUqLOzx8JoJYSGBAsH+9O/PSOyQIXTO334LTJ9utVXm0Lcv04BloG4eBQXA6acH3tekCfUiNm9mKUiiCf8I0XHYYVSXjvcShNatAz/epw+wcCFw1FESKIsHlJJAgRA5eXlMx378cWof9O7NDhm1anFSO3gwszi/+4518NI+tTxDhoQ+VistZSlJv37UIAgXl4tlDBMncpzidHKV3eMJPbjjdrN0JV6YPZvj4fPOY6lFtJ2Hiosp8imEhQQKhPggJwd4+23gzz+pAPzii1ZbZB5vvy3p72Zy1FHVC4DVrAk88EBotX9CcnHzzWxpFkzIyu74Oh4EomlTqmgPHSrZTfGABAqEaKlOVHHIEHZnyspiqz6fqOJrr1UWVUwm2ratuhNBVXg8wCOPRH7Onj2ZXXD11ZEFcxcssP+4ZtkyBlR69aLYrpGtiRs1Mu5YSYK0RxTii2OPBZYsSdzuBwADIbfcUqbkKhhHRgYwaFB4zxcEfxwOlql07Bif38/MzOr7e6elcdXr5JOZ7up2G1tjLRhDaakECgRzKSoqLwC3Ywe3mTN5f8zMZHChoICiiq1bMxuhXbuy9o6NGzP7JRG57jrg4YdDF9RLS2NHimhwOhmkueQSdrAI9dwA719ffUXhS7uxcSNw//0sjygsDK9bRCgoRa0IISzieElESFrS0ijAlcg88oik/ppBSgpwzjlWWyHEO61bs643HlfcMzLKOh5Ux6BBFMBq3jx0wSwhdpSUSKBAsI6KooqbNgF//MHyvTvuYMp469b0HS1bAmeeyUy9jz7iSvGuXVb/B9Fz6aWhBVF9ukdDhwLDhhlz7h49wp9Mezz2Kz/YvRu47TYGlb78koEPo4MEADNiDj/c+OMmOJJRIAh2JCuLGQXXXmts2lWyk5UFHHmk1VYIicCddwIff8ya/nhabffveBAKRxzBdNUrrgDGjQtfaVowj+JiCRQI9qSin1izhtv48bwPOxz0Ramp1H5p25aZCG3bAm3acIuHjh5NmrCccc6cwPuzs1nKeO+99KFGLnL5VsjnzqUvCJVly4ANG4BDDzXOlkjIywNeeIE6GL6sFDMpLeVnTAgLCRQIgl25+GLgueeAefPiayJiV5QCzj03cVMghdiSkkKl8K5d46sEISWFdcbhkJXFlZ633gLuuiu+/t9Epqgo/oU1heRC6/Lie4WFLCddsoSiiVlZvEe73ZxkH3YYJ+KdOpWVMrRsaa+ywOuvZwaFb1EnLY1+tmdPptKfdpp5446xYxn43bcv9NekpFB34uefrcsU++wz4MYbGRyIlUhm1678LAlhIaUHgmBXlALee09Sfo0iJwcYMMBqK4RE4sgjmUobTyUIrVtHNmhVigO7qVNZiyyCq9aTmspNEBKBiqKKe/dSVPHTT5muP2QIdap8ooo9elAj4LXXmKmwZo01oooXXkh7s7IY3LjxRnaJmDSJnWTMXJw45BAGcZ1OBihCwe2mYG3jxlyMsiJrdft2CgsqxaBPzZrm3kddLuDZZ807fgKjdBysVHbr1k3Pnj3bajMEwRquuorRV2lNFB0ZGcCePWFrPyil5mitu5lklS0QHxsFxcVcpVi2zGpLQmPIEODDD6M7xu7dHBzPnCmlCFaSk8NJVRyTDP4VALoppcXDmkQgUcU2bZiF0L49sxDatDFXVPGNN2jHpZdGN+HVmhP3XbuAnTvLfjZsSOHCqtiwgdkL335bJgSoFIMXwdonulwsA7n7buD226vvCGU0WjNosHw576ELFzI4tHw5H8/IYDDU4+H/FSk9erAVaBISrY+VQIEQv/TuzUhyhw5WW2Iuu3YBLVow0i5ETq9eFFoKk2QYyIqPjZL589kyzO4p+RkZXFW57bboj1VaCjz5JPDMM/b/vxOVBg2AbdustiIqksG/AhIosAyXiyvtvslzkyYMHBx9NPUQfOUMdeoYf25fmYVvsu8/8d+xg+KPW7bw9127WD7gm9RnZLBEQClmSZSWAv37A++8E7zcaMkS6iHs2cPJ8eGH00/v2BHcTzudDBjcfDNwzz1AvXrGXotIKC5mlsjy5cDSpbzPLljAx/LyaLMvsBJM/NDlAiZMAI4/Pna22wgJFAjJiy8yHAef4ah5/XVGi0XYMDJcLqbY3XRT2C9NhoGs+FgD+O9/qfZt5xX2mjXZeirYylS4/P47cP75ZcrnQuxo0YI97OOYZPCvgAQKbIdvtT0lhRNon6jikUcyE8EXRGjdOnJRxcce4yTdtyoOcNJfVBRZhmhmJifw33/PQEeo5Ofz/vTWW9UHdTMzeW2uvpqvadw4fDtjwYEDwIoVzEJYuhT45x/+3LChrJyhqIj342OPZfZbkiKBAiF5+fxz4IMPWJuW6JSUUH181SqrLYlPMjN5Q2nWLOyXJsNAVnysARQWcpBp54lbZibtM3rwt3kzcPbZ/I7ZOVCSaHTowFW2OCYZ/CsggYK4wuGoLKrYvDnLGDp14ljs6KOr7xrQpQs7EhiNy0WtmC5dwnvd33+z5e327dUHDNLTeR0GDwYefjiisZMlaA1s3cp70fLlzLC49trwOv0kGBIoEIRkYcoU9iGWgXj4HHYYsHZtRC9NhoGs+FiDmDMHOPFE+6biO51c+TejTreoiC0j333Xvv9/opEAdbfJ4F8BCRQkDGlpXK3OzmbZQFWUljLYkJ9vjh3HHgvMmBG+L8/PBx58EBg5MjQ/7evgcP75zJBo0yYyewXLiNbHStcDQYgXevVimx1RuQ6PlBTpdiDEhq5dqXgdpmBmzGjVyjwxr7Q0asZ8/HHZapxgLrEWHhOEZKeoiDoC1QkWrlzJsYdZLFoUWTZtZibw/PPUa2revPp7VVERgwtffgl07EidhIULIzJZiE8kUCAI8cTrr4feAkcgLhdw3nlWWyEkC8OHA3XrWm1FYDp1Mv8cAwYw3bZlS2ntaja1alltgSAkJ61aBd8/Zw5T980iL4+aS5G2gzzmGNb033xzaIHtkhIGDH78kdkMp58OSBZiUiCBAkGIJw49FLjvvvjq2241JSVM0RWEWJCZCXzxhf2yCjIymPEQC9q0oTr1eeeZ56uUAmrUYOA0mAp4IlO7ttUWCEJy0r598P3Tp5vfqWr7duCjjyJ/fUYGRZ6nTKEwaij3rNJSlixMnMgs1xNPjHudFCE4EigQhHjjvvvYP1sIjZNPlnINIbb07AlccYW9ggWZmcBRR8XufE4nBWdfesmY65CWVhYY6NCBegiffQasWwe88ALbnkWqTh6vmNHSTRCE4DidFDQMxp9/mm9HXh5bGUarCdOtG0X//vOf0H21UiytmDWL2RNCwiKBAkGINzIzgbffTt5VtHDIzgYuushqK4Rk5Pnn7VVDXlhojfLzddcBf/0FNGpEJe1QcTr5/XU6uWr12GPAuHHA/v1cwXr+eeCss9jB4frrgfXrgU8/ZXmFy5X4Ggmpqfb6fAlCspCeztKqqigt5cQ7Fng8wIsvRn+cjAzg2WfZTaFly8CZYNnZfF7LlsAddwA//EB/fOWV0Z9fsC0SKBAEM8jNZUrY8uXmHP/cc9mex8wauESgsBDo29dqK4RkxOXiirpdsgq0Bg45xJpzH300B869elVdipCTU9YnvH9/ZglMn05fOmUK8MADwPHHV6174HDQL86bB0yaxBrazMzEzSZKTU2+DApBsAMlJUzVrwqzhQz9cbuBp58Gdu0y5nhdu5bPLsjJ4aLUOedQI2vNGrbpfv55oHfv8IK/QlwiswxBMJLt24G77+bq2U03cXXrv/81/jxKAe+8w+iuUDWtWwP161tthZCs9O4NXHyxPUT9Wra0dpW9Vi1gwgT6Q6ezrIygeXPg6quBUaMYWN2xAxg7lt0jjjoqsmBo9+7AL79QJ2HIEF5/O7wHRpGezkDBscdabYkgJB8eD1suV4XZQoYVKS4GHn7YuOOlpwPPPEOxwokTgX37gO+/B4YOZQaXkFRIoEAQjOScc4BXX2XtWF4eVWJfeol1tEbTti0H2Ik0ADaStDRg0CCrrRCSnVdesYemSCw6HlSHUsCwYcwQ+PxzBlbXrAH+9z8GVA491NjztW4NvPsusGEDa3l9q2PxjNNJv7ZqVezEKQVBKKNWreAr6bEQMvSnoAB47z36UiNp147ByFhlRwi2RAIFgmAk3boFjiR/95055xs+XLIKqiI9nanIgmAlOTnAJ59Y26kkPd1ek8pu3YB+/WLX3q9ePeDxx4Ft26jyfcgh8Ze2n5XFYM+ffwIffww0aGC1RYKQnFQX0IyFkGFFiopYgiAIBiOBAkEwkkcfrRx9TUkxb0BcowYzFuJ9lcwMUlOBzp2ttkIQWC/fv791QT2nM7YdD+yK08mShg0bgA8+ADp2tH+rWaeT3Q3efhuYOxfo0sVqiwQhuQnW8SCWQob+lJQAmzbF/rxCwiOBAkEwkvr12bbLX8Csbl3gkkvMO+fQoazzFcpz1lmJr3wuxA8jR1o3KbWq44FdcTiAAQOAf/9lDa4dhQ9TUngfueUWlq4NHiz+TBCsxuEA2reven8shQwrEm2bREEIQFSBAqXUQKXUIqVUqVKqW4V9DyilViqllimlzvB7vK/3sZVKqfujOb8g2JJ77+WgMyMDOO444JtvWC9vFg4H8P779lFXtwM5OcCFF1ptRdSIj00gatXi99SKYEFpKdC0aezPGw/06AGMH0/hw8svt4fwocsFnHIKsHAhMGJE/JVJxBHiY4WwyMoCWrWqen+shQz9yc+35rxCQhPtp3khgAsATPF/UCnVDsDFANoD6AtgpFIqRSmVAuANAGcCaAfgEu9zBSFxyMlhT+8DB4AZM1iPazbHHAOcd560qvFRUACcdprVVhiB+NhEon9/rl6bGTgMRIsWshpdHa1bUxBs/XrgrrusET7MygKaNaOmzYQJwXu1C0YhPlYIHYcj+Pcy1kKG/hQUWHNeIaGJKlCgtV6itV4WYFd/AKO11gVa6zUAVgI41rut1Fqv1loXAhjtfa4gJBbZ2bGfDLz0UuzPaTcyMznYfvZZeyjNR4n42ATkf/9jplHt2kx1r1GDn1UzV6E6djTv2IlG/frAk09S+HDECLYDM3tFPz2dfuvxx5m6nBhBzrhAfKwQFgUFwQMFVggZ+pCMAsEEzBqZNAGwwe/vjd7HqnpcEIRoadgQeOSR5BQ2zMhguu6dd1LQ5/bbrbbIbMTHxit16wJTpwK7dwN79gCTJwPvvMM+2OeeCxx+eFn6e82a0ZcqpKXFJqsp0XA6gZtuovDhRx8BHTqY41udTuCii9ja7M47JdhrH8THCpUpLWUwsap9VggZAgw2nnCCNecWEppqlXuUUhMBNAqwa5jW2qSeb4BS6joA13n/LFBKLTTrXBFQD8BOq43wQ+wJjtgTnPi3x5dy99RT3IwliMRx9IiPDUj8fyaNoOoVotDtKSqibsq99xplVXT2xIb4scfjYbvDjz+23hZrMNW/AjbysSxzsAt2+xzYyZ6qbSkstEKDoPprU1gIjBrFzQ72xBaxJzhR+dhqAwVa60hy4DYB8G802tT7GII8XvG8owCMAgCl1GyttW2WRMSe4Ig9wRF7gmNHe8w8vvjYyog9wRF7giP2VI2dbAHM96+A+NhAiD1VYydbALGnOsSe4ETrY80Ki30P4GKlVIZSqgWANgD+BjALQBulVAulVDooFPO9STYIgiAkKuJjBUEQzEN8rCAISU9UTYOVUucDeA1AfQA/KaXmaa3P0FovUkp9CWAxgGIAN2utS7yvuQXAeAApAN7TWi+K6j8QBEFIUMTHCoIgmIf4WEEQhKqJKlCgtR4DYEwV+4YDGB7g8XEAxoV5qpgU3YSB2BMcsSc4Yk9wxB4v4mNtg9gTHLEnOHayx062ABbbIz7WNtjJHjvZAog91SH2BCcqe5TW2ihDBEEQBEEQBEEQBEGIc2Iu3SkIgiAIgiAIgiAIgn2xXaBAKTVQKbVIKVWqlOpWYd8DSqmVSqllSqkz/B7v631spVLqfhNt+0IpNc+7rVVKzfM+3lwp5fHb95ZZNlSw51Gl1Ca/8/bz2xfwWplsz3NKqaVKqflKqTFKqVrexy25Pt5zx+SzUcW5D1VK/a6UWuz9TN/mfbzK9y0GNq1VSi3wnne297E6SqlflVIrvD9rx8iWI/yuwTyl1H6l1O2xvD5KqfeUUtuVX2vAqq6HIq96P0vzlVJdzLLLTMTHhmWPbXys+NeA5xcfG9wW8bExRvxrWPbYxr96zyk+tvL5xcdWbYfl/tVrh7k+Vmttqw3AkWDPx8kAuvk93g7AvwAyALQAsAoUkknx/t4SQLr3Oe1iYOcLAB72/t4cwEILrtWjAO4O8HjAaxUDe04HkOr9/VkAz1p8fSz5bPidvzGALt7fcwAs9743Ad+3GNm0FkC9Co+NAHC/9/f7fe+bBe/VVgCHxfL6AOgFoIv/57Oq6wGgH4CfASgA3QHMtOI9NOB/Fh8bug228bHiXwPaID42vPdLfKz5/6/419BtsI1/9Z5XfGxlG8THhv5exdy/es9tqo+1XUaB1nqJ1npZgF39AYzWWhdordcAWAngWO+2Umu9WmtdCGC097mmoZRSAAYB+NzM80RBVdfKVLTWE7TWxd4/Z4D9ha0k5p8Nf7TWW7TW/3h/PwBgCYAmsTp/GPQH8KH39w8BnGeBDacCWKW1XhfLk2qtpwDYXeHhqq5HfwAfaTIDQC2lVOOYGGog4mMNIeY+VvxrZcTHhoX42Bgg/tUQZAxLxMeGjtU+1hL/CpjvY20XKAhCEwAb/P7e6H2sqsfN5EQA27TWK/wea6GUmquU+kMpdaLJ5/fnFm/6yHt+qTZWXJOKXAVGrXxYcX3scB0AMHUNwNEAZnofCvS+xQINYIJSao5S6jrvYw211lu8v28F0DCG9vi4GOUHLVZdH6Dq62Gbz5NJiI8NjB19rPjXCoiPrRbxsdYi/jUwdvSvgPjYSoiPDYqd/CtgoI+1JFCglJqolFoYYItppCwK2y5B+Q/EFgDNtNZHA7gTwGdKqRoxsOdNAK0AdPba8IIR54zCHt9zhoF9hz/1PmTa9YkHlFLZAL4BcLvWej8seN/8OEFr3QXAmQBuVkr18t+pmZsU01YoSql0AOcC+Mr7kJXXpxxWXA8jEB9rmD0x/SyKf40M8bHBER9rLOJfDbNHxrBxgvjYqrGzfwWivx6pBtoSMlrr0yJ42SYAh/r93dT7GII8HjbV2aaUSgVwAYCufq8pAFDg/X2OUmoVgMMBzI7UjlDt8bPrHQA/ev8Mdq1MtUcpdQWAswGc6v1wmnp9qsG06xAqSqk00Ll+qrX+FgC01tv89vu/b6ajtd7k/bldKTUGTG3bppRqrLXeopiCtD1W9ng5E8A/vuti5fXxUtX1sPzzFCriY42zx88u032s+NfwER8bEuJjDUT8q3H2+NklY9jK2OL7ID62WuzmXwEDfWw8lR58D+BipVSGUqoFgDYA/gYwC0AbpVQLb1TnYu9zzeI0AEu11ht9Dyil6iulUry/t/TattpEG3zn9a8rOR+AT/Gyqmtltj19AdwL4FyttdvvcUuuD2L/2SiHUkoBeBfAEq31i36PV/W+mW1PllIqx/c7KNyzELwmQ71PGwrgu1jY40e51Q2rro8fVV2P7wEMUaQ7gH1+qV2JgPjYCtjJx4p/rYz42JARH2s94l8rYCf/6rVHfGwFxMeGhN38K2Ckj9UWKFYG28CLuhGM3m0DMN5v3zBQAXQZgDP9Hu8HKnGuAjDMZPs+AHBDhccGAFgEYB6AfwCcE6Nr9TGABQDme9/8xtVdK5PtWQnWvszzbm9ZeX1i/dkIcO4TwHSf+X7XpF+w981ke1qCqrn/et+PYd7H6wKYBGAFgIkA6sTwGmUB2AWgpt9jMbs+oHPfAqDI63eurup6gCqxb3g/Swvgp2gdT5v42LBssY2PFf8a8PziY6u3SXxsbD+T4l9Dt8U2/tV7TvGxlc8vPja4PZb6V+/5TPWxyvtCQRAEQRAEQRAEQRCEuCo9EARBEARBEARBEATBZCRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIAiCIAiCIAiCIAjCQSRQIARFKXWFUupPq+0QBEFIdsQfC4IghI74TEGIDgkUxClKqROUUtOUUvuUUruVUn8ppY6xgV0pSqknlVKblVIHlFJzlVK1wnj9pUqp2UqpXKXUFqXUz0qpE6K0aa1S6rQwnt9dKfWr97ruUEp9pZRq7Lf/DqXUaqXUfu//+ZJSKtVvf2el1FTve7NRKfVQheNfo5Ra6f0ff1FKHeK3L0Mp9ZZSapv3/D8opZpUYefhSqnvvDbuVkqNV0od4bf/YqXUMq8d25VSHyqlavjtr6OUGqOUylNKrVNKXRrqNRIEoQw7+mOl1IleH+O/aaXUgDCOYbk/9r7GpZQaqZTa6b3GU/z2BfXHQY75sPd6nOb3WB2l1BdKqV3ec31awWc2V0r9rpRyK6WWhvt/CIJA7OgzvXadopT6x+tPViulrgvz9WcopaZ4x787lFJ/KKXOjdKmyUqpa8J8zSjv+K9UKXVFgP0tlVI/eu3cqZQa4bevuVJqnFJqj1Jqq1Lq9Qpj3HOUUgu994VpSql2fvsyvD54s/f1I5VSaUHsrPJY3v13eG3Yr5R6TymV4X28WRX3t7vCuU5C9UigIA7xDlx+BPAagDoAmgB4DECBlXZ5eQxATwA9ANQAcDmA/FBeqJS6E8DLAJ4C0BBAMwAjAfQ3w9Ag1AYwCkBzAIcBOADgfb/93wPoorWuAeAoAJ0A3Oq3/zMAU8D35iQAN/luFEqp3uD/19+7fw2Az/1eext47ToCOATAHvB9DkQtry1HgNfrbwDf+e3/C8DxWuuaAFoCSAXwpN/+NwAUel87GMCbSqn2VZxLEIQA2NUfa62naq2zfRuAswHkAvgllNfbyB8D9Md1ABzp/XmH377q/HEllFKtAAwEsKXCridB/98CQCvw/37Ub//nAOYCqAtgGICvlVL1I/qPBCFJsavP9E5oxwB4G0BNABcBeFEp1SnE118I4CsAHwFoCvqPhwGcY4rBwfkXwE0A/qm4QymVDuBXAL8BaATa+onfU0YC2A6gMYDO8I5jva9tA+BTADeAY9AfAHzvF0i4H0A30BcfDqALgAcDGVjdsZRSZ3iPdyo4Fm8Jfk6gtV5f4f7WAUApgG9CvUBCiGitZYuzDfwS7q3mOVcBWAJONMcDOMxvX1vQSewGsAzAIL99dcGB135w4vkEgD9DtKs2OBBtFcH/VNP72oFBnpMBDlw3e7eXAWR499UDbzx7vf/XVDAQ9jHoPDze498bgW1dAByoYl9dABMBjPR7zA2gnd/fXwF4wPv78wDe8Nt3CADtu2YA3gQwwm//WQCWhWhnHe+x6gbYlw3evMZ5/84CgwSH+z3nYwDPWP35lk22eNrs6o8D2PA+gPdDfK5t/LH3+uwHUCOE51byx1U87xcA/QCsBXCa3+M/A7jJ7++bAYz3/n44OJHJ8ds/FcANVn8GZZMtnja7+kxwYq8BuPwemwXgkhBeqwCsB3BPkOc4wEnzOnAi/hGAmt59meBkfZfXb87y2jMcQAm44JYL4PUwr/WfAK6o8Nh1AKYGec0SAP38/n4OwNve328B8FOF/8kD4FTv37P97xsALgWwoYrzVHeszwA85bf/VABbqzjWIwB+t/qznYibZBTEJ8sBlCimkp+plKrtv1Mp1R/AfwFcAKA+OJj53LsvC3SwnwFoAOBiACP90n3eAB1SY9BRX1Xh2D8qpe6vwq4OAIoBXOhNFVqulLo5xP+pB+goxwR5zjAA3cEIZycAx6IsUnkXgI3e/7ch+P9rrfXloPM+RzPyOML7f8xXoafa9wKwyP8BxZTc/QB2em1522/3ywCGKKXSFEsBeoCD14MvD/D7Ud6f7wI4Xil1iFLKBa70/xyGnVu11rv87DxBKbUPzIoY4LUN4KC3WGu93O/1/wKQjAJBCA+7+mP/52UBuBDAhyH+T3byx8eCA+vHvCmyC1SF8olq/DEqPHcggAKt9bgAu98AcLZSqrb3fRyAMv/bHsBqrfUBv+eLzxSE8LGlz9Rab/Oe50rFMtoe4Ep2KBoHRwA4FMDXQZ5zhXc7GVwdzwbwunffUDBAeygY7LgBgEdrPcz7/9/i9Zm3VPd/hEB3AGsVS8l2eksbOvjtfxnAxYolX00AnInymWgVx7AKZWPYQPubKqVqVmFLsGO1B32sj38BNFRK1S13AKUUgCEI/f4mhIPVkQrZItvAFMwPwMFYMRhBbejd9zOAq/2e6wBXuQ8DU6mmVjjW22A0LgVAEYC2fvueQujR2EvBaOy7AJxg+vwOAH1CeO1gVBEp9HvOKpSPcp4BYK3398fBtPvWAV63Fn6rRmFe545g1PrEKva3ASPWjfwe6wlgpfd90QAe89t3GjiY7ei9Rm+DK2yXePfXBDDa+7piMM21Tgh2NgWwCVVEvsHUvkfhzSAAcGLF6w3gWgCTrf5syyZbvG129McVjnk5WOakQny+bfwxvEEGr/9KB9NgcwEcGeC5lfxxhf05AFYAaB7IFjDDa6LXJ5eCE5J0v2s4o8LxhgP4wOrPn2yyxdtmV58Jlgls89pUDODaEF93vNdPZQZ5ziSUz1g6wmtvKhjQmAagY4DXTQZwTYTXOVBGwQTvec/0+tR7AKz283VHApiDsjHsB757B5jNkQegt/e1D3l9pS9r9kmw7LU+WNYw03uMxgFsq+5YqwD09Xt+mvdYzSsc50TwnpBt9ec6ETfJKIhTtNZLtNZXaK2bgtG3Q1C2WnwYgFeUUnuVUnvBia4CJ4uHATjOt8+7fzD4ha4POqwNfqdaF4ZZHu/Px7XWHq31fHDS2y+E1+4CUE8FF6E6pII967yPAUyNWglggqIATaSR1oMopVqDN6zbtNZTAz1Ha70CzDYY6X1NHTDy+ji4IncogDOUUjd5nz8RvKF9Aw5S14Kr/Ru9h3wDTOmtC5YHfItqMgq8NbITwHTbzwM9R2u9yWvXaO9DuaCGhD81vLYIghAGNvXH/gwF8JH2jqpCwE7+2AMOap/UWhdqrf8A8DuA0ys+saI/DsCjAD7WWq+tYv+X4GpnDugPV6Gsdld8piAYhB19plKqLThGGgJOXNsDuFcpdVYIL/dlcjYO8pxAPjMVzLr6GCyxGK0oBDhCBREBjBIPGDz5WWtdCJbE1gVwpFLKAY4VvwXHoPXAsuJnAUBrvRS8n7wOarzUA7AYZWPY4eAC1zww8DEW9N/bKhoRwrEq+lzf7xV97lAA32itc8O6CkJISKAgAfB+2T5AWbrOBgDXa61r+W1OrfU0774/KuzL1lrfCK7+F4OTWx/NwjBlvs8kf/NCfO10sP7zvCDP2QzeJHw08z4GrfUBrfVdWuuWAM4FcKdS6tQwbTiIUuowcGXpCa31x9U8PRUUvgKYTlaitf5Ia12std6ICsESrfUbWus2WuuGYMAgFcBC7+7O4ArVbq11ASj2c6xSql4VdtYGgwTfa62Hh2HncgCpXjEZH51QocRCEITwsJE/BgAopQ4FV2w+CuNldvLH8wM8FuwY/n6uIqcCuNVbGrcVvLZfKqXu8+7vDNbi5nkHnW+hzHcvAtBSKZXjdzzxmYIQJTbymUcBWK61Hq+1LtVaLwPwE7jyXh3LvLYF6yoTyGcWA9imtS7SWj+mtW4HZqWeDQYsgAjGsNUwP8gx63jtel1rXaBZyvo+yo9hv9ZaH6W1rgsufDUHNRXgXSS8RWvdxOv/dwGYo7UuDXSyYMcCfWsnv6d3Aq+Vf3mtExSmlbIDs7AijUG26DYwXecuAE29fx8Kpvq84/37fHDi2d77d014xUXAlZJ1YBplmnc7Bt40TgBfgBNbF4B2YGQvnLStKWAaWAaYvrQdZcIkvfmRq/K1d4FRx/O8508DHfQI7/4nwQhlfTDy+Ce4ygTQqbYGo86HgtHJk737ZgC4Loz/oQm4knR3FfuvAdDA+3s70Jm96P27BihEcykYiGsEDrqf8u7PBG9GCnTGk1FerOV9MHhQ0/v//xfApirsqAGK9QQUtwGj7M28vx8G4A8A3/rtHw3W42WBaXP7fJ8Z2WSTLbTNzv7Ye4z/ApgS4PF48cdpYHbCQ2AQ4HhwRamtd3+V/jjAsep6fbJv2wAOMrO9+38Hg7NO7zYSwDS/188AV98yve/rXgD1rf4MyiZbPG129ZlggDEXwCle39XK63uu8+5vjgCp736vvxAcR10Jjs8cAE4AMMq7/xqw9KkFqE/wNYBPvPtOBnW+UsDJ+r8ArvTuGw2/cWKI/0u610/9BZaVZgJwePcdAZZynOY93x3gmNdXerAa7DaQCnYjGAPgM79jd/W+rj6YheW/rwmYOaFALYQNAE4PYmewY/UFsNX7PtYCuzQ8U+H1l4KZuSGV1ckWwffVagNki+BN4xfxS7AmPc/78234qUJ7negCUPl1A4D3/PYdAUZJd4DRvt8AdPbuqw+qVQdUjAXT4P9bjW2/eJ3tajAq7G/TX9X8b4NB1dQ8r4P4CUBP775MAK+Cg84t3t8zvfvu8DqLPPDG8JDfMfuDAlp74Z38g4PJwVXY8Ah4M8j13/z2vw8OoPO853wOfnVp4E1mFnjD2ArgHXhVdL3Obr7f//c0gBS/19YF28Vs99r7J4BjA11/MN1Ke4/lb6svODDcey1812QU/DoigDejsd796wFcavVnWzbZ4m2Djf2x9zlL4VfvW8Em2/tj7/72YMA1D0xNPd9vX3X+OJivX4vyGgUtwBZdu8B0518AtPHb3xwM7nrAFcSItG9kky2ZNzv7TACDwCCFryT0WZRNsE/0+oy0IK/vC4oP5nrtmwzgLO8+B9gucYN33ycAanv3XeL1KXlef/YqgFTvvh5gFugeAK+G+H9MBseH/ltvv/0XgEGQ/d7ntvfb19n72B5QU+tLePUjvPv/9F6f3d73LctvXy/vNXJ7/5/BFewqZ3ewY3n33+m9HvtBX59RYf94MPPX8s91om4+cQpBMB2l1P8AfKW1Hm+1LYIgCMmM+GNBEITQUUo9CGCH1rrKriqCkGhIoEAQBEEQBEEQBEEQhIMYImaolHpPKbVdKbXQ77E6SqlflVIrvD9rex9XSqlXlVIrvb2TuxhhgyAIQiIi/lUQBME8xMcKgiAExqiuBx+AdTn+3A9gkta6Ddg71Nce6Uyw13EbANcBeNMgGwRBEBKRDyD+VRAEwSw+gPhYQRCEShgSKNBaTwGFKPzpj7J2FR+irM1Sf3j7OWutZwCopZQK1ndUEAQhaRH/KgiCYB7iYwVBEAJjVEZBIBpqrbd4f98KoKH39yag4qePjd7HBEEQhNAQ/yoIgmAe4mMFQUh6UmNxEq21VkqFpZqolLoOTOtCVlZW17Zt25pim1CBoiJgwQLAX+TS4QDatgWcTuvsEgSLmDNnzk6tdX2r7aiKSPwrEMTHbt4MbN1a3gckGw4HkJICNG8O1KhhtTXmsnUr3/NEeL8zM4H27a22IjYsWAAUFla9XykgOxs4/PDY2RQBdvevgEE+Fuja1uFdm6tTB2jYkJ9XQRCESFi9Gti7t9p79xwgKh9rZqBgm1KqsdZ6izcta7v38U0ADvV7XlPvY+XQWo8C+76jW7duevbs2SaaKpTjyCOBpUvL/s7MBMaPB5o2tc4mQbAIpdQ6q20IQFT+FajCx5aWAo0aJcakMRpKS7lt2gS0aAG8/TaDBonIpEnAgAHAvn1WWxI9Dgdw/vnAsGFWW2IuX38NXHll8ECB1kBJCXDppcCdd8bOtjCxqX8FjPaxTqeePXIkcNFFgMtlpt2CICQDRUXAKacAs2YBBQVVPk0BUflYM0sPvgcw1Pv7UADf+T0+xKsc2x3APr/0LsEODB4MpKeX/V1UBNSsaZ09giBUxBz/+scfgMdjqKFxjdvNiXS7dsBDDyXmtenShf9nIuB2A8OHA4sXW22JeZSWAvfdB+TmVv9ctxt48EHgn3/MtyvxMNbHtm/P4I4ECQRBMIK0NODnn7mYkWreur9R7RE/BzAdwBFKqY1KqasBPAOgj1JqBYDTvH8DwDgAqwGsBPAOgJuMsEEwkAsuKP+hKylhCmMw1q3jJCM/31zbhMSjpAQYOpSrt0IlYupf33gjtAlIMlFSwgDBCy8Ap59utTXGU7s2U6EThfx8YOBAoLjYakvMYexYYPv2ap92EI8HOOcc4MAB00yKd2QMKwhCXJKdDUyeDNSvz3IzEzAkBKG1vqSKXacGeK4GcLMR5xVM4sgjWZfrW2XKyKj6A7hiBdC7N7B7N7MQCgqAY44BBg0CLr6YH15BCMbmzcBHHwH79wNjxlhtje2ImX/dvx/46aeIXpoUFBUxsyAR6doVGDfOaiuMQWtg7Vrg6aeZBZJIaB16NoE/u3YxGPvNN6YNJuMZGcMKghC3NGwITJ3K+7gJJYRmlh4I8YpSwIUXst4TALKyqn7ud98BO3dyFWf/fgYK/vwTuOce4NxzY2OvEN+sW8eo6PjxdHaCNYweTQE/ITCpqcBdd1lthTn07l2+3CzecbsZKFi40GpLjOX77yk+GS4FBfSv779vvE2CIAiCtbRqBUycaEppkwQKhMAMHFgWIAhWdvDrr4EFlQoKgH//BebPN8c+IXFY59VZ8XhYw1lSYq09ycqrrwJ5eVZbYV+6dLG9gnzEHHNM4nW18Xh4HysqstoSY9CaAfhIS4PcbuA//wGWLDHWLiE0Nm0Cduyw2gpBEBKVbt2YNWbwvVwCBUJgevYsUz6vqj2Y1sDff1d9jIIC4MknjbdNSCzWri0Tidu6FRg50lJzkpL8fLbaEQKTkwM88IDVVpjH0UcnjqChP+vXU9wwEdi5k/9PNPj0ChJRlNPubN3K1OCNG622RBCERKVvX+DNNw0NFkigQAhMaipw5pn8vVatwM/ZsCG4eGFpKfDDD6xBF4SqWLq0LIsgLw/47385KBZix44diSv+ZgROZ5k/TERq1gTq1bPaCuNxu4ERIxIjsy0/P/rSIK15P77lFmNsEsJj82YGC1autNoSQRASlaFD2SLYoDIECRQIVXOJV9+nKkXs6dPZniMYWgMvvWSsXUJiUXHQVFiYuLXgdmXXrsRJ0TYap5N96BNdv+GYY6y2wBw8HmruxPvnu6CgTDcoGjwe6pF8/XX0xxLCo6SEQdljj008/QxBEOzDf/8LXHaZIcECCRQIVdOnDzMLqlppmjy5+pZLBQXABx8YbZmQSFRMpy0sBL76Snp/xxJfmZFQGa2Ba6+12grzOekkdrhJRDZtAh5/3GoroqOgwLiOBW439WDWrjXmeELoaA3s2cPyzmClm4IgCJGiFEsQTjkl6kNJoCASSkqAm25iz/FEJjubN7OqAgW//x748ZQU1vTWrAlcfjnFNQQhEFoHFnjyCRvKBDY2lJZabYE9cTiACy6oOqsqkejWDcjMtNoKc3C7gRdeAObNs9qSyCksNLa1odvNzkTxnmkRrxw4wEH85MlWWyIIQiLicBiSOSaBgnA5cIAr7W+9lbipmv58+y3w8MOVH68ofpaRwRSXJk2AW28FJkwAdu8GPvoI6NUrdvYK8cXOnVWn065axc+PIFhFZiZw991WWxEbElXQ0IevC0KgLj3xgJEZBQCDg6tWAffdZ9wxhfDIywPOOotaToIgCEZjQJagBArCYcMGDqZ+/52pqMcea7VF5lO3bmD1zHnzmFmRkQG0awc88ggwZw4VfV98Eeje3Zh6SiGxWbeuakeWlwfcfjuwf39MTRKEg7RuTZ+fDOTkAA0bWm2FuWzezHtVPFJQYPwx3W4ueowfb/yxhdBwu4GLLgI++8xqSwRBECohM7lQmTUL6NSJq+h16wLPP2+1RdbSrRvw+efAmjXAokVsHda2rdVWAQAWLFiARk2boW7DQ8pt9Rodgt9++81q8wR/1q0Lvj8/H3jwwdjYIgj+ZGcD999vtRWxJcTg98Op6aibllFpa5eWiSB9cKzH7QZeeSU+9U/MCBQAzLS46CK27xOsweMBrrmGNcVC0lNSUoLO3Y6tNIat2/AQ3Hlvkt2TBMtJtdqAuOCrr3gj1Zrp9e++y9WXZCY1FRg0yGorArJixQoU5zSG8+Qbyz3unv4ZFi1ahFMMEPcQDGLduuAtNvPzgf/9j5ogNglECUlCaiowYIDVVsSWE08Exo0L/p0EMNORCvS+As5W5cvvVo+6Dm4AtlY68JUgLFkCpKdbbU3otGxpXtlEXh61OP78UzIBrcLjYZmT0wlccYXV1ggWUlJSggXz5qLxde+Uezx//QLM+HuWRVYJyYrcEUJh0CAGCQ45BBgyBOjf32qLhGpISctAao365TZHeoASCsFali+vfvBbUABcfbUIGwqxIyMDuPnm+JpIGsExx4T8PzucNSr5WKXiZEixZQvw0ENWWxEerVszwFFdS+JIKC4G/v0XePJJ448thE5hITt0CEmPUqqSf01x1bTaLCEJiZO7usWUlHCSsmmTpIYJgpEsW1b9c0pLOYgdO9Z0cwThIDffbLUFsadz58QWNPTh8QCvvQbMnm21JeHx7LPMdDEDtxt45hlg2jRzji9Uj8uVHNpXgiDEDRIoCAVJxRMEc6hOo8BHXh5www0c4AuCmSgFnH460Lix1ZbEnqwsZs4lA74SBLNq/82gUSPgnnsCCwwbgccDnHceOxYJscfjAbp2tdoKQRCEg8gMWBAE69i2LfTnHjgAPPWUebYIAsBVvWRuGZdMK5rbtgHDhlltRXjcdx/bdprFvn3ApZdKqZcV1K4N1KkT/Dlr1jCQuX17bGwSBCGpkUCBIAjWcOBAeOJcHg/wwgvA2rWRn3PrVmDMGOC222TVTAhMo0ZAz55WW2EdvXqZOxG1Ex4PMHIk8PffVlsSOi4Xuy5lZZlz/MJCihq+9po5xxcC43SGppsxaxbw66/UrBAEQTAZCRQIgmAN69aFn0JbWMgShFApKADeeIPptA0bMp38gguAV18Fdu0K79xC4pOVxZaISlltiXWEIWiYEPhKEKrp9GArhg5lQMss8vL4PZg3z7xzCGU4ncCoUcAtt1T/3EGDgIkTgcceM98uQRCSHgkUCIJgDevWhT8hKykBpk7lQCkUNmxg9sB33zFVMzMTuP56YP9+oE2b8G0WEp9LL7XaAmvp1Ck5BA392bGDE+N4ISUFeOstZheYhccDnHMOkJtr3jkEvodjxgCXXRb6a049FbjjDvNsEgQhdLZsAVavttoK05BAgSAI1rBuXWR9wd1utkssKqr+ua1bM7BQuzZw+OH8/a23gJyc8M8rJDZpafxcmTn5igecTqBpU6utiC0eD1d0Z8yw2pLQOe00Ct+Zmf2ycye/E0L0VHyflAJq1gT++AM44wxrbBIEITpKSoDjjgOOPJI/v/givgRyQ0ACBYIgWMPKlZGn++7cCbz0UmjP7dGD2QRLlgDdukV2PiHxSU1lOcpvvyXcjT5sune32oLY4ytBiKfOKiNHAhkZ5h0/Px/48Ufgww/NO0ey0KABg3Dp6XzPGjak3oDckwQhfvntN2DvXi56/f03cM01QL16wPffW22ZYUigQBAEa1iyJPLXut2s0dy6NbTnp6ZKm1MhOB4P8PnnwPnnc6XvxBOBV14Bli5NPgX4Xr3Ma8FnZ3btiq+OF0cdBVx4IbNhzMLtBm66CVi+3LxzJANNmzKL7q67gCefBP79V8rfko2iIuDdd4FVq6y2RDCKrKzy44PcXAZYFy+2ziaDkZGzIAjWEE33AoA33dtuM8QUQQAAlJZSv6KggMrv99/P9O769YHLLwe+/hrYs8ecc9spGNGtm7mTT7vi8QD/+x8wbZrVloTOc8+xXMZMAcqSEgbRhOioX58tfu++mxkGQnIxbRpw880M8J1yCjBpkr38vhA+3bsDtWpxMSo7m5lCd99NLawEQQIFgiBYw+bN0b2+qAj44Qdg+nRj7BGEiuTnc0V11y7gk0+Aq66i2ny7dsCDD3LgV1wc3Tn272d9Y4cO9pmgdugQXyn4RuIrQYgXQcdGjYBly4DBgynWanTmlNPJgNmwYcYeVxCSjZ9+4v0iPx/4/Xfg3HOBr76y2iohGhwOLircdx9FtrdsAZ5+mrpYCYIECgR7snFjyAPwoqIibNiw4eC2c+fOKp+7Z8+ecs/Nj6eWWKEyfTqFri65BHjiCWDyZPtFrfPz2YIrWjwe4MorueIlCGZz4ABrEZcsAZ59Fujbl2UKZ5wBvP02U4vDoagIOOssKiYvWgT06QOcfXb02TbRkpkJNGt28M+9ADb4bfm6tMqXbvJ73iYzbTSTPXu4KhQvNGwIvPceMHcuVyqNEOR0uZgaP2MG8OijXDETBCFyvvuu/FjF7WaWGoDNmzeXG5tWRUF+frnn7TErw00IncMOYznRccclZGtl8fyCfSgtBcaP5xduxgyKgrz9drUvG/H883jssSeQmV3j4GOujn0rPS+lXgs8/+pIPP/qSABAgTsPQ68YilEjXzfuf7CSwkKu+rzxRtlqoMPBAV+rVhxE2sWJbdjAlSojWm9t3Mh04QRK9RLigOJiBg4AYMIErircfjtXEs45h1vv3kxHDITWzFCYM6es+4fbTR/Yrh1www3AI48wEGEF3bsfrKU9Ji0Dm5UDKY4Umu5IQU6dQyq9JKtxGxy/Y+3Bv/MK8vCX1og7aUSPB/jgAwZbTzzRamtCp21b4NdfgSlTgBtvZOAqUEA2I4OlCg4H77tFRfwMZmXx81u/PtCvH7NmzCxpEIRkYefOwAHgSZOwYP58dO7SBVm16h18uGbzoyo9NbVWI6yYvA7tjz4GAFBSXISaOTnYtH4NlF3GdkLCIYECwR58/jlXcPbvL5s8fvQRcOedwBFHBH1ppw4dUKPp4ci+cHjQ5zk79IGzQ5+Df+f9/Dy6duoQtem2YNEiirBt2lQ+Zbi0lNdzxQrepFq0sMzEcqxbx17gRpCXB9x7LzBoUEKlewlxhi9VfcsW4J13gNGjmTlz1FHAgAHAmWcCnTqVpYY/+STw7beVU/yLi7m9+SaFr55+Grjuutiv6Pbqxf7ubjfaAdjd+0rkHN0v6EuyL33m4O+lhR4UvnopjigJoY2pHfF4gIsuou/MyrLamvDo1QtYuJCtuh55hL62QQMK6h16KNC4Mf9u0IDZCA0aAHXqGOeTBUEoz6RJDNBVbAmdn4+WWiM9IxM1B7+EFGeNwK8HkFanCepcVbZ4lrvwN7QtWiJBAsFUpPRAsAf33MOadf8V5sJCropUQ58+feDZtgYluaGnYOniQuSumoPzzz8/EmvtQ2kpMGIEcMwxHNBWVVfrcNin/hlgoKDIwAlEQQGDBYJgB7Rm0LOwEPjnH3bo6NWLoke33w589hkDAMHq4PPzeYx77wUOP9w8EcWq6Nr1YHDi8qICOBZMDOvlnlWz0TUlFXEdutu7l8HqeEQp4OKLqV+weDFL0D75hJ+7W2/lvlNOAdq3ZwaBBAkEwTzGji3LQPNHa2RNm4ZevU+BZ8XMsA6p1s7EkEsGGWOfIFSBBAoEe9C8eeXHSkuBmTMZiQ1CRkYG+pxxBtwrQhe186yZi3ZHdUSDeFYeXreO6cGPPVa98FhuLsVz7MLq1caKhRUUcBA8f75xxxQEoygs5HewsJAtPa+9NnSxwLw8iin+/be5NlbkqKMO2ngmgNztq1Hi2R/yy/XCSRhSGOeCiB4P8PHHwB9/WG2JINifkhLqt2zcaLUl9kJrlqdVxOlkaU+HDhhy6UVQ60IPFJQWenBgzTz079/fQEMFoTKmBgqUUkcopeb5bfuVUrcrpR5VSm3yezx4PqOQ+HSoogTA7WbabTVidZdfchEc60IfSJeumYGhl8Z5JPatt7haGeqEe/JkU80Ji6VLjT9mQQGFDe0m3GgS4l/jCKeTad8ffgj8/HP4QbKCAg7AY0lGxsEAbhaAXo7UkFe8SosKkLvuX8R5vhbxlSAYIb4qxBXiY0Nk7lxmprhczG5s04ZtAHftstoye7B0KX24j7Q03hP+8x/qNZ1wAs4++2wcWLsApQWh3Rs8q2aj6zHHobaUWwomY2qgQGu9TGvdWWvdGUBXAG4AY7y7X/Lt01qPM9MOIQ5o355K24HYto2KzkHo27cvcjcuDWnFS5cUwb3ybwwYMCASS+3DE0+w7CArK7Se5+vXGyMeaARekTRD0ZpptqNHG39sGyL+NU5wOhnsnDaNaeyB0k+ro6AA+Pdf422rjp49D/46pCgfamHw7C4f+Wvnon1KKuI4X6s8+/axZERIKsTHhojDwSzBwkIG1PLzqa/iU4NP1larPsaPp+6MUrwfnH8+sHw5O+fk5AAAatasieN6HA/PqtAWvLSUHQgxIpalB6cCWKW1DrN/lJAUtGnDFaxA5OVRwyDIADsrKwsnhVjjlb9uPlq2aoMmTZpEaq09SE3lxGPFCipUV9cSy+kEZs2KjW3Vscmkxml5ecAtt9gnIBI7xL/aDaeTK/J//AG8/DLw/ffA7t2RZ7xYESg44YSDQn5nAziweWlIK16lC3/D0HgvO/AnPx/49FN7ZWUJsUZ8LMDuLhXbSnfqxBJRf9HPggLej59+miLKRpYaxhvHHkux0OOOY8D4iy+YYVaBIZcMAtZUP4YtLSpA7srZ8a+xJcQFsQwUXAzgc7+/b1FKzVdKvaeUktyZZKd1a0Zcq6KggCvoQQi1xqtk9YzEisQ2bkyhnB9+4M2nqoCB282bvNWUlJgrzOZ2s+93ciH+1U740kqXLmUqLsDvaaSt5tLTrRGb69btYJeGmgCOS0mrdsVLlxQhb/UcxHm+VnmysngdKiqWC8mE+FiA7UK//bby4z17Aj/9VHn84XZzC9QaMFno2ZNi3dOnA507V/m08847DwdWz0VpYX6VzwG8GVsdOsW3xpYQN8QkUKCUSgdwLoCvvA+9CaAVgM4AtgB4IcBrrlNKzVZKzd6xY0cszBSs5LDDKkep/cnPB15/nenzVRBKjZcuLYFnxQwMHHhhNNbak1NOYUr//fdzolJxYlFcHFhQJ9Zs3lx19ogR5OcDI0cy0yIJiMS/el9X5mNjYWgy4HIx6PnXX0wr9f+cH3tsZNkEWVnAqacCE8PrOmAI7duX88tDCj3AguDlB/nr5qOVw4E4z9dimnBWFt/PV14Btm8HTj/daqsECzDEx4Y6jt2xA3j7beC77+wbmKpK3POkk7hoUTFY4HCwFl8ISt26ddH56K7wrJkT9HmlqxNAY0uIG2KVUXAmgH+01tsAQGu9TWtdorUuBfAOgGMrvkBrPUpr3U1r3a1+/foxMlOwjNRUtmgKRmEhcNttVe6uUaMGuvc8IeiKV8HGxWjStClatGgRqaX2Jj0deOghtsM6+eTKN+x//mE3CStZty40TYVoKCigsnxyELZ/9T6vzMfG0FjLcbnKp8gahdMJ3HUXv3tHH115f9OmzOipVYuT0FCP+cQTXKmrWdNQc0MiLQ1o1ergn+cBOLBhIUqLqg7qliyajCHVrIjZmsxMbueeC/z6K2uJr766+tIuIZGJ3scGG9/k5rK05cQT6SfuvBO4/HKgbl3gmmvY/clOIr3BSnD69AG++oq+y0dRkQQKQmTIpYOANVWPYXVJEfISQWNLiBtiFSi4BH4pW0qpxn77zgewMEZ2CHbGb0AakJISisLMrLq8oLoar6JV03HZxUkQiW3enIPc0aOBBg3KbtpKceBrJevWVdvFImpKS4HZs1mOkfiIfw2HQw4JfaIeCi4XcOSR9EuPPx48CNaxIzBjButVHUFuv+npQMOGXLm74w5j7Q0XP0HDugA6p6Qif/U/AZ+qS0vgWTkDA2GjSU2o5OQAtWsD994LrFnDldEePay99oJdMN7HFhby/nTOOVwkufFGBhILC5mqf+AAAwgffMCMoqZNWVJndQp/vXrVjyH69QM+/7xs3OF2874vVMsFF1yA3JWzoIuLAu7PXzcfrVofHv8aW0LcYHqgQCmVBaAPAP+iphFKqQVKqfkATgZwh9l2CHHAUUdV/xyPhyvFVUTX+/fvX2WNl9alKFw5A4MSseygKs45h4Pe//yHN+38fNbJWcnatbFRQc7Lo9p8sJKWOEf8a5hkZzPj5q67OMEPNlmvDp+C9QMPAPPnV93itSJHHMEgVoMGgXUHsrKYwrtkSZm+gZX4CRoCLD/QC38L+NSCjYvQBEDc5GulpPA97NKFnXW2bQMeewxo1MhqywSbYKiP1RqYMgUYMoTBwssuA378kfeoqsSaS0p4L9u8GXjmGQYlO3cG3nkH2Ls3mn8tMk4+ObTn9e/PIIcvWGD1AkWc0KhRIxxxZDt41s0LuL9k9QxmHQhCjDA9UKC1ztNa19Va7/N77HKtdQetdUet9bla6y1m2yHEAcFaJPqzejVVYwNQt25ddO7SLWCNV+Hm5ahTuxbatm0braXxhcvFeul587g6aKY+QCgsXWp+RoGP/fvZQjJBEf8aJkoBgwZxZe6vv4DBg+lzwk0rd7kY2JwzB3jwQZZOhUPz5gwWNGlS/rVOJ/Dww8ycskt/bD9BQwC4AEDu2n8CrngVL/4DlxUVVHrcljid7Lbz9998Hy+80PySKCHuMMzHFhYyANivH/DJJ5z876++nXM5CgoYVPj3X2YaNWoEnHUWMxOKAq9AG07v3qE/d9AgYNQo+t01a0wzKdEYeukglK6eUenxgxpbFybRYpdgObHseiAIwQnWItGfvDzg1lurXCkeemng8oPCVdMx+KKB0VoZvxx+OFczLr3UWjtWrozdudxuBkmkPlJITweuv74sGNm5M/DRR8DWrWzhdeihzDgIhsPBCeajjwJz53J1L1KaNGG70hYtaFu9emwxdu+99kp3P/JITlC8NAJwhCOl0oqX1qXIX/onBmmLNVBCxeOhOO4339ir/ltITBYtYmu8vDxjPm95efxejhvHgGfduvRvs2aZ+3m+8MLwgu+XXQa8+y5bAwohMWDAALhXzIQuKd8JrGDjosTW2BJsiQQKBPtQXYtEf/LygOeeC7jr/PPPR+7K2eVWvLTWKF45AxcNSuJAgV0I0rnCFAoLgZtvju05BfvhcDDAWJGaNfn4unVcmevXjwHLikHLrCz2C//3X+Cee4xpV9igAbUNHn2UmTY9ekR/TKNZsqSS+vrQQg9KK5QfFG5ehnq6FHGVr+V2c9Jz443Wi7wKiU1pqXmZdAcOcHv3XZYGNGtGEVQzdAEaNKD/C4crrwRee814WxKUZs2aoXmLFsjfUF76onjljOTQ2BJshQQKBPvQvHno9eRuN+v1tm2rtKtRo0Zo2649PGvnHnysaPtqZGWmoWPHjgYZK0SE1mz/FEuKi7lSG0ypWUh8TjqJWQNVoRTTan/6iWmy993HOuLsbJYaDB/OcoE2bYy1q3Zt6hzUrWvscaOltJT/83HHVUrJHwDAvWpWuRWvwsV/4NJ4KTvwx+0GPv6YK6V2bUcnCKHg0zPYuJHf3bZtqb/x7rvhlzkIlnL5xYNQsqpMT0rrUuSvnJ5cGluCLZBAgWAfUlOZfhsqRUVVRrYr1ngVrJiGiwddCGWnlN5kZOfO6ATkIsXtBq66KvSMFSGxyM4G7r8/9Oc3bkxRu23b2Opr0SK2ZrXis2sV77/PyYbHU6n+uRmA5kodXPHSWqNo6VRcFC9lBxVxu4FffqG6fF6e1dYIQvT49AzmzqXvatiQ4sbjxsl9MA4YOPBCeFbMgC5lFkrh5mWoV6d28mlsCZaTRKMewVDy8ijIM368scetrkWiP0VFwNdfAwsWVNo1YMAAuFf+fXDFq2T1/9k77/Aoqi6Mv5O+m0Jv0ps0UZFIEZAqTYqoICiioqCIqIhgQQX7J/YC9kJR7A0RRJBOELABgihdeocku6l7vz9eYhJI2TKzM7N7fs8zTyDZnTnZ7N65973nvOdnDJayA/PZtcs8M8WDB4HXXjPn2oK5VKjAjAJfiYoCevZktlO4Ub9+iSaN12dlIPfPxQCArIPbkJCdCVvna7ndzBhp0wY4etTsaARBP9LTKRp89x0weDDHw1GjaOIp/hyWpEGDBqhatQoy924GAGRtTcG14eyxJZiGCAWC93g8wOLFwDXX5Pf9vfJKtu3RC29aJBYkI4Mt8M642dWsWRN16tZDxu4NyDqyG9GeLFxshVZj4Y6ZvZRdLjrUB7v0QTCX+HjrGQTagQ4dSvzxQCi4/06B8uQia/MyDM7Nhu1f4YwMYMsWpmsH20tFEIJBairLEN5+m+Kp08lsg0aN2BVpwAB6+jz5ZJGlnULwuG7wQORsW82MrW3isSWYgwgFQun89RdT/CtXZm/czz7j7ktaGnf177pLv2udd55vO85KMaNg7tyzfjRsyCDkbk9B5j+rcPXVV0nZgRXYtct7HwojyM5mWykhfFCKfcsF34iM5KKhmHGzAYCqUMjcuxm5m5ZisCdILU+NJjsb2LuXYsGmTWZHIwjGkOdnkJEBHDoE/P03kJICfP01MG0a27S++abZUYY11wwciMytq5mxFRcjHluCKYhQIBTNkSN0qc0zw3n5ZaZjpqYW3r3PzuYi/eez2xH6RYMG+e3LSkPTgKQkxnDo0Fk/Zo3Xz/BsXy0pW1bh77/NNQzLygK+/JIpxkLoExUFXH996W0PhaIp5bW7LjsTaSs+QnRGGkIqXys3l/e7tm2B1Wf3MxeEkMfjob+BYBpNmzZF2cR4nFo2XTy2BNMQoUDIJzOTPaW7dgVq1KD515YtRZpZFcLtplGcHu2lGjYs2WjH4eBRtSpLDj75BDhxgtc/g/r166NatapQrpO45JJLAo9NCJwtW8yOgO/XG2+UdmjhQHQ0MG6c2VHYl44dS6xhvkZ5kL57Pa5WufYvOyiKU6d4P5w3z+xIBCH4iEhmKpqmYcg1A+Ha8Zt4bAmmUbxTkRAeKMWbwVtvAZ9+ynTT1FTfz7NrFzBjBhdggVC7duHUdE0DEhP5veRkYNAg9jn3skXZfePG4sDhI4jUo+e5EDhmehQUZOdO4IMPihSYhBDC42G2kd4tDQNl61Z+bdDA3DhKIzoa6NMH+PjjIn/cFMA1UTG4OSeE2wq6XMBVVzEN+/rrzY5GEIJHpg3bnYYYw4Zeh3+2bkNycrLZodielBR2ye7UicligndoygaOp8nJyWqdpArry44dbH/19tv0GnC5At9hLVuWBlCJiYGdp3p14NgxlhX068c62U6daLoj2Ivjx2l2Wb48nZbLleN7zQqUKUPhokyZEh+madovSqmQvksna5oK2RE2Pp6zAytNtPr25Xvvjz+sb7I4bx6d0sO9D7vDATz+uGSo6Ew4jK+ATcfYyEjer2NizI5EEAJi7lzedjWNNmiLFoWPWBDoGCulB+HEyZMUBi68EGjaFJgyBThwgEKBHmnYmZnA5MmBn2fpUk6gDxxgvL17i0hgR776im3l2rZlqzWHw1rp/pmZwAMPmB2FYDTp6UCXLsD69WZHks+RI8DGjcCCBWZHUjpdu0rfdYAlS488Atx7r7SUE8IDh8M6WYCCEACTJ3PY9nhoVbVkidkR2QcRCkKdnBzg++8ppVWpQsf3P/5gKr/eaWVuN91yt20L7DwNGgDnnmv9nTahaFJTgWuvBYYO5S5kairfGx6PuR0PziQjg+UHf/5pdiSC0aSmApdeyg4uVuD4cc5a7rnH+ovOmBiKtXoTF8ejSRP7CMEuF/D66yxBMEI8MdPoVRDOJDKS2aeCYGPWrCnoX60QE6PwTcZY9JrVC1m5MuaWhggFoYhSdKu9/Xamew8eDHz3HYWB9HRjr52dDYwaZew1BOuyciXrwb/80jolBiWRkQHcfLP1F2tC4Jw8CbRrF7iQqVcsAHfrvv/e3Fi8YdiwwEvK8khM5H1p4kSWqq1fD7RoYZ/0ZpeL2VKXX04B1FdOnOCsdfZs4NFHgSuvBJo14+uSlATs2aN7yILgF1lZwPbtZkchCH7j8QB33AHElj2KiMZzAC0XOed9gN8O/Ialu5ai/+z+ZodoecTMMJTYt4+Ggm+8ARw+TGEgN8i9rXNzuVhcuBDo1i241xbMIysLePBBZpT4M3k2C6WYAv7558BAcRUOeY4fZynMunVArVrmxZGWxq/p6ax5793b2hlUl10W2A56ZCSFgObNWe7Tpw9bV+bx3XfABRcA//5rD9HO5QKWLQM6dGCx65k+JydOAP/8Q9PKLVsohvz1F3+/zEymdCvFv3/BcqzERPGCEKyD282WxoJgU95/H1i7Fjj/tnexaWs6PH/1Rfa664HfrkHM8N5AbbMjtD4iFNid9HTu3k6bxiwCTTM/vdvlAkaM4EQpSt5iIc+ff9Jwcu9ee4kEeaSnM/vm8svtkwIt+IdSwNGjFAvWrgXOOcecGApm2/zzD49zzw1+LN4SFwd07w58841vz4uP50L4uutYZtGkSdGPK1sW+Okn4KKL7LNQzsgANmygSeZ117Gkb8sWZklkZRUvBgAltxsWBCshpXmCTTl+nF3e27cHvn/pdlTs/g5/oKKAXAVtV2d8/uq95gZpA6T0wI54PJxUDRoEVKrERc7q1dypMFskyOPwYWDqVLOjEIzE4wGefx64+GLunNmh1KA40tOBxx4zOwohGHg8wMGDFAsOHQr+9VNTucMOcDH5yivWa99YFDfc4H35QXw8ULMm8L//8bV+++3iRYI86tcH5szha2IX8lKzH38c+PprYPNmjiXZ2fn+LL4auNoho0IIH6xQqiUIfvDII2yg9uqrwKDPBgKNvgYiMwAtG4jMhqq9GFd/erXZYVoe2e61E5s3A++9x1yarCxOQqxKejrw0EM0tKtQwexoBL3Zs4ep+hs22DOL4Ezcbi7YRo4E6tUzOxrBaHJzWarVrh3w889s3xksjh/nQrJaNfZsatEieNcOhB49vDfb83hogpYniHjLpZcCr70GjBljH+FRz04uVi4/EcKT/fvNjkAQfGb9eiZa33YbG71hIxBZew1ibu4JbVdnqNqLEVlrDYCOJkdqfSSjwOocPQq8/DLQqBHQsiX/ffSotUWCPLKzgQkTzI5C2LULGD8e+PFHfVy1P/yQu4Nr1xpvjhlMsrKAW281OwohWOTk8LPRoUNw092rVmW21ebN9hEJAJbldOlS/M81DUhIYHedTz7xXSTIY/hwlq6FYxmQUpJRIFiL7Gx6bgiCTVCKBoblyjHZCwC+GfINOtbuiC4dHDjy7Th06eBAx9od8c0QH8vpwhBN2eCmlJycrNbl97YIH7KyuLt57Jh9d20dDu7YNW9udiThy9VX06U7IYE3/S5dWFPbqxdrg73l+HHgppsoONhlt89XnE56fvTo8d+3NE37RSmVbGJUhpOsaSoMR1gSGws0bQosX86UeaF4Pv0UuOWWwkJ1YiIzNK66ikLbJZcEvjPu8QA9e9IwUO82vlYmMRFYtQo47zyzIwka4TC+AjYeY5OS2HTeTqKmENY8+igweTJw332sfgt3Ah1jJaPAykydSiXXriIBIO3nzGb7dqY3ezzcNXW7+f9bb+XOX+vWTLnfvbvk8yxaxDrqefNCVyQA+LvdfLP0Mw8nMjOBTZuArl3tPdYGg9698436YmOBjh2Bd99lltuMGSzl0CN9PiKCgl3Nmv5nJtgRKT0QrIi0SBRswnvvUSQAOLVNSTE1nJBAhAKDyMrNQq9ZvdBrVi+kZaX99++sXC8XIMeP04nD7qndSnES/uWXZkcSnjz6aNFtzVJTOeFfs4a2sI0a0UzsoYfYPSNP2HG7gVGjgH79uBgIhwX08eM0aRTCh8xMutb36hUe73F/SUgAnnsOeOIJlm0sWUKvkrg4Y67100/c0QwnRFQXrITL5buh4TvvsAWtIAQJt5sZBLfckv+9rCzeooTAEKHAIPrP7o+lu5bip+VuVOz3PH5a7sbSXUvRf3Z/704waVLotFDKaz9nlY4M4cLevUwVLq3/udvNv8327cAzz7Bmu2JF7qw3aQJMnx7aWQRn4nJxIbRvn9mRCMEkI4PCWf/+pX9mwpk77mCrwypVjL9WzZrA/Pn26oQgCKFETg79VLxl4UKakV56KVdtJ08aF5sggFWDF1wATJkC9OnD20VkJBATA3TqZHZ09keEAgPJ3d0KWe/8gMwFE5H13vfI3d3Kuyfu2MF2UqFUm5mWxk+xEDyeftp3R+6cHAo7x46xu8auXeGZjp2dzcmOEF643cDSpdwlz83V99xHjgBffCE7xr7SqhXzScPR3FAQrMBff3n3uKws+hhlZHAs/fBDoE4d4KOPZNwTdCc1lbr1pZdy6rpwIfDtt8hxfDAAAQAASURBVKyUffxxfm3b1uwo7Y8IBQbxfu/PkDPnZcATC6goIDca2q7O+HzQ56U/+e67QyebIA+Xi64ie/eaHUl4cOQIJ9eBpFGH8409O5s7mStXmh2JEGzcbmDBAmDYMH1b3735Jo1FpazFdwYPBsaODQ+xIJzHXcGa7Nzp3eOee46bDHlkZNBna+RImpz+848R0QlhyA8/0PN12jTgrrvYqbtrV/6sbVvggQdCVCRQiu3J585l5uvAgYaXqItQYAB//AE0OO84PPvPAyKyAS0biMyGqr0YV396dclP/vlnusrrvZtlBXJygDvvNDuK8ODZZ/Vd5IQjLhdw441mRyGYgcsFfP01J7h6LdxmzuTXRx5hFxLBNx5/HLjsMmP8EARBKJ4jR0qfk+aV7BVVppiezrKuCy4AJk6UMlTBb44d47SsZ0/qxitWAC+9FEYNi9q1A2rXBq69lnOJdesMzz4XoUBHlAJef51G8jluJ2KG90bMLZchtvtTiBneG5G11pR+gttuC91U7+xsuuaHgw3pX38BffuaU5938iQ7ZoRS6YpZ7N9vdgSCWbhcwOzZ3K4IVCzYvZtlPADH96FDgbVrA48xnNA0/j0aNACiosyOxjgko0CwGjExpXv2REWVPOfweDj2vfQS234vWKBriEJok5LC22aDBsCsWdSbfvuNiSphRdWq7AqUng6ccw5fmPLlDb2kCAU6ceIEM0Buvx3o3BnYtjkRXTpHoEsHB458Ow5dOjjQsXZHfDPkm+JP8uWXoZ+a5XbTJC/Ud7sTE4HvvqP6F2yx4NVXQ//1DRZ27zoiBIbLxfZ/EycGdp6vvirc+s7lArp39z6lVyAOBzPuypY1OxJBCB+io+mdVRIxMd5t67pcFOAHDKBxrIjxQiksXEiP7Q8/5Frr3XeZvBKWyWWvvMLs7PLlgdWrKRwYjOFCgaZpOzVN26Bp2u+apq07/b3ymqb9qGnaP6e/ljM6DiNZswZo0QL45hv69c2dC1SvGoN5Q+dh3tB5SIhJ+O/fMZExRZ8kK4vmaeGwMNm9G/jgA7OjMJbq1YHGjdkasn374IkFLhfLDkI1K0UoRDiMr6bjcgEvv8yZib9Mn372Z/LUKaBjR858BO+pWpUuVeHgVyCYjoyx4MJk+/bSH1epkvfndLmYYdqwIcfXUCy3FQLmjz9oUZP39oiICPOGVDVq0JBh/Xr+OwgEK6Ogs1LqQqVU8un/3w9gkVKqIYBFp/9vO1auBHr3ZuqLUmzRMX4838g+M3UqJ47hQHo6MG5c6P++H3xAyfOvvyiHBuP3ffNNueGGHyE5vloKlwt46inghRd8f+6hQxQMz8TjAQ4cYLFlIKaj4cj557MMIRTbJkrpgRUJ7zE2Pd27bNfq1X07b3Y2zz1xItCsGeutBQEcBt95B2jThsl4sbHS8vA/zjsvKJkEeZhVetAfwPTT/54O4AqT4vCbr79mS4558/j/N9/kG9ovTpygKUU4ZBPkkZHB3zmUad0aeOMNpu1t2MDMAiPFgqws7nqG0/tIKArbj6+WxO0GHnqIn2lf+Oab4mvqs7K4MzBsmCwQfaVfP2DSJMksEMwg/MbYosTOM6lb179zp6cDW7ZwUn3LLeZ4OwmWIT0duOEGYMQITpv//BNYvFhaHppFMIQCBWCBpmm/aJo28vT3qiil8gqTDgCoEoQ4dEEpbhQPHly4DPzXXwM46aRJodcOsTQyMoC33gp9T4Zhw9jJ4uabga1bgXvuMe5a06eLgWH4EVLjq+Vxu/kZnjHD++dMn16yeOd2A3PmAJMnBxxe2DFhAnDFFaGZWSBYBRljAeDvv0t/TP36fqbUnsbtplNdnTrARx+JeBqGbNoEtGrFt8Gjj7JLdeXKId7y0OIEQyhor5S6CEAvAKM1Tbu04A+VUgociAuhadpITdPWaZq27vDhw0EIs3T27+cmxk03sfw8Lk6HVJidO7lgDscFXmYmMGqU2VEYT/PmzKE6fJjpy0YxebJkE4Qffo2vwBljbBACDRncbnan+eST0h978qR33Q3yvEVmzQo8vnBC04D332facnS02dEEjlJ0shashIyxAHu3l0aNGoGLdpmZzLIdOZJ1vaG+mST8x6xZwMUXsxvnjz8y6Tgy0uyoBMOFAqXU3tNfDwH4CkArAAc1TasGAKe/HirieW8ppZKVUsmVfDFIMQClKG42a0b3zRdfZAbBTz/pkApz1100iglHPB629giXNjnx8ZRGjSLcslIEv8fX08/JH2ODFXCo4HZTMZ4zp+THzZ3L4kpvzzlyJM1uBO+JieG2U6VKhTtL2InoaJZQzJ1r7D1C8BkZY0+Tnk5BsySqV9evdWl6Op3CL7iAHgYZGfqcNy9roVUr4N579Tmn4DcpKcBjj7EBxvXXA8nJbHvYtavZkQl5GCoUaJoWr2laYt6/AXQHsBHAtwBuOP2wGwCU0DPQXA4dAq6+GrjuOqBRI+D334G772Z2VcCpMD//TNksXIUCgDeeESNkkasHAwcGlvYn2IpQGF9tjdsNXHNNyULnjBlAaqpv57z8cu/SfIV8KlSgYu9NezYjiIujYOErCQmMeeRI2nt36KB/bILfyBhbAKez9Hau1avr25rZ4+GY+NJLQL16gW0q/forS0ArVmQm69q1wOuvA198oVu4gm+kpABdurD6+ttvKRQsWiRJVVbD6FVFFQArNE37A8AaAHOVUvMB/A/AZZqm/QOg2+n/W47PP2cWwXffAf/7H7BiBcUCXVCK6avSxg44ehR47TWzo7A/gwebN1EWzMDW42tI4HazH/iyZUX/vLQduKJIS2Mtm0VK7mxD48bAl18G169A07jYf/ddICnJu+dERnLR1awZ8Oqr/Du/9hrQoIGxsQr+IGNsHhERwI4dJT+menVjymhdLtb+DhjAref9+0t/Th6vv87PVocO9ItxuTjG5p33xhtL/70E3VEKeP75/ESRiAigSRP9ElIE/dCUDcxCkpOT1bogtk2ZPx+47z6aUbdsybGlWTOdL/LllzS6k5pykpDAwbpiRbMjsS+5uUC5cr7tYAqlogG/FGiLFZIka5qSxlQBEB/PrZDWrQt/f80aLvp9FYSjo4GmTYHVq7lbLXjP1Kk0OfRHpPGFmBiWOyxaxB2E1auZL5uZWXSLWqeTO6QDBwJjxwItWhgbn03QNC3kx1cgBMbY2Fj6qIwZU/xjlOLjjMwQjY7mZ+/JJ4E77ii5iN2bOVHeCvXXX/3LChJ85uRJ7pN+/DFffk3jSy8dDYwh0DFW8pTPYOpUoFcvigRRUfQj0F0kyMriACciQT5ZWVIvFiiRkXTbFAQhuKSnM4eyVi2a6+XRqhUdmZxO770KAE64N24E/v1X/1hDndGjgaFDjW2b6HTyb7thQ36aYZs2LCV8+GGgZ8/8eu24OKB2beCZZ4ADB1iOIiKBYDcyM4G//ir5MZoGlC9vbBzZ2RxvJ07k5LykTcTISAp45csXX5bp8QDbtwPjxhkTr1CI1auBCy8EPvuMHm9Ll0rbQ6sjQsFpcnPZiqOgWKoUyw10Z9o06RN7JllZwKefsk5T8J9rr/U+BVYQBP1wubiwP7Pf+P33A7t3cwHrcJS8axUZyYXloEHAtm1Aw4bGxhyqTJ3KdEBfxBlvcTppZLl4MXcrC3LJJSy4nTePLvGpqRR8duzg5kCZMvrHIwjB4syxrSiqVjU+DoBiwZYtwKWX0uequDl106bAL78AVaoUn9fudrN8qDRzWsFvcnPZ9Kt9e66tli0DHnqI/5e2h9ZGhAIA+/YB3bqxu1yPHpzLBdz2sDhOnOAOk9FpkXYkIwO45RbpnRsIXbqIMaQgmMm7755tRlihAgsyd+wAhg+nGFCwnV9EBG88/ftzl/rDD7kLLfhHVBQn/VWr6mvw6nAAr7xCTwFvimnj4thb3q7dGAShIN7U8teqZXwcBXG7gZkzgTp1gNmzi54/1qnD0oLatYsXat1uZiJ50wZS8Im9e4HLLmMSyNVX0xT+kkvMjkrwlrAXCubPZ/eVNWuADz7gRsCiRQamwkyaJAu54lAK2LyZLpKCf8TFMTXGyLRbQRCK58QJoF27oh3Cq1ShudbffwNDhvDz6nBQoV67lg7cYmqnD2XKcNc/ISHwc0VGAmXLsj/yzTcHfj5BsCMHDpS+kVO/fnBiKUhmJsfdESM49v7zz9mPqVqVY2zjxsVnGqWns3wznDuR6URKCvD008CUKcD557PJ27vvUsspW9bs6ARfCFszw+xspr1MmQI0bw588gn9TAxl505eRK9+sKFKpUrArl3Bda8OJXJzgb59gSVLpKuGDoiZoeAzERFA5cqcmNaoUfzjduxgdpnuRjjCf6xYAXTv7v9YmOcx8OOPQM2a+sYmiJmhnYiNZXlVpUrFP+bll2kmmpUVvLgKEhHBOO+5h5P8M81g09PpIfLLL0WPCU4ncPvtNG4U/CIlhb6uGRnUlc49l+0PdesaJ/iEmBn6wa5dLGuaMgW49VYqXYaLBABw112iVHpDejr7UQr+ERnJUblvX8ksEAQz8HjY9q5tW+DgweIfV7euiARG0749fYH8EZ6dTtYl/vqriASCEBtL47+SqF7dGG8Qb/F4KAC8+CJQrx4FvoLExzMzqEuXoudHLhc9ThYsCE68IcjXX/NPoBSrroYOFZHAzoSVUJCSAlx/PXDeefRk+eQT4I03grRxvWYNBywRCkrH5QKee05qxQIhKoo5XtdeK2KBIJhBbi5Tddu2BY4eNTua8ObGG7lL6MtY6HAA48dTdJUxVBC48ivNp6B6dWt4crhcwP79wBVX0Ptl//78n8XGAt98A1x5ZdGfbbe75DaQQrEsWQK89Rb/HRHBhI5u3UwNSQgQL9x4QoOUFAqIGRkcwz75hO2MS+XoUaaPalpgx223SRq4L2RlcaD+6iuzI7EvEREcscuWpQFXZCTVdoA1fYIgGEtODgXPdu3YF0qKM81jyhTgzz85ky2t/M/pBGbNAgYMCEpogmAL0tPpsTJ4cPGPqV7dWhtiLhfNxxo2BJ58kt1HIiN5zJjB1onvvFPYYDwuruTfUTgLpYCXXqK22rAhk7h27qQhvHQ0sDdh41Hw9NNsb5yby//fdBPw3ntePPHNN7nIj4/3zuW4OLKzpdOBrzidTP9q187sSOzPoUMcyaOiqJJNmMCbvlAq4lEgBExMDHMvV64EEhPNjiZ8SU9n28StW/MnAwWJjubC4ccfaV4kGI54FNgMh4PtXitWLPrn2dlcaOdtSlgJp5MlRLNmAcmn33JK0b38mWfy5+gOB70YKlQwL1Yb4XLRR/Kjj5jAMX26dOm2EuJR4CWdOnGuFhnJDf6PP2bZYamMGEEFUin2afX3EJHAd1wuOkxb8YZjNypXpuN6hQrADTdIC0pBCCZZWex00LWr3AvMJD6e7YyKmsU6HLTn3rBBRAJBKA6Ph4vq4oiO1qfTiBG4XMCWLTQpGzGCc3NNY8vyKVPye6MPGyYigZds385Wh7NnA088wcY9IhKEFmEjFLRtm9/28Ouvadrau3fpviyIiGDa9gMPSJ2iGezZ42Xqh+A18fHAddfxhigIQnDIzOQitEcPKf0xk+rVmalW8H7udAKDBgGrVpXs6C4I4U5mJvPKjx8v/jFW/wy53cDMmUCdOlzhKgWMHs0ShEqVgAcfNDtCW7BgARMzdu0C5s4FJk7kkkkILcLqT9q2Ldf7/foB8+dzk6dnT5pTl4imsc3Kiy9Ky75gk54O3HsvcOqU2ZGEFnfdxRQbQRCCR0YG23L17csUXcEckpOB99/n/dzh4A7pBx/ImCgI3uDx0HC6OKpXD14s/pKZCZw4wcyC9u2Bf/6h+fP+/UCtWmZHZ2lWraLe3aMHu/+uWwf06mV2VIJRhJVQUJAmTYA5c1iG1KePl+XaI0cCH34omQXBJjOTQo2gH82asbmtIAjBxe0GVqyg43ZRdfJCcBg0iGLB/PksLxQEwTsyMoCXXy5+A6dOnaCGExDp6TSaveACzjNLMzoNc6ZNAzp0YDZBZCQNDOvXNzsqwUjCVigA6JE3ezbVsEGDvNzgGTCAOTbx8YbHJ5wmI4MpYX//bXYkocX48datJRSEUMbtBn76iTtYoebBsn27fbIlrrmG9cqCIPiGx8NVYlE0aGCvHHSPh2Pyiy9y1btwodkRWQqlgMWL6fU2enThW9bPP5sWlhAkbPRJNoYrrgCmTgW+/57NDbzyeOvUCVi+HChTxhr9YsOBzEz+gQT9uPpqsyMQhPDF5QK++46GraFiLup2A40bsw3k4MG8sWZlmR2VIAh643YDzz4LpKWd/bMaNexZputyAfv2Af37c3Fw4IDZEZmKUvR269iR7eX//hu4++58z8eYGC6HhNAm7IUCgOvPhx+mZ97w4WylmJJSypNatABuvJGfJDspp3bF4wHWrGGaqKAPsbF8w0dHmx2JIIQnLhfw6afcpgkFscDhYNqxy8U2rEOGAOXKMXPCLlkGgiB4R24u8OqrZ3+/evXA2ombjctFkbNBA5qZh1mJmFLsENuhA9CtG7BtG1+G7duZdJFnDL9oEb3fhNBGUzaYnCQnJ6t164ztQKsUTQ6/+45JAnFxXnwIpk+nWABwsSUTIeOpUYP1vTExQLVqZkdjf7ZuZSswqcsrFg0I+T7fIdPj2644ncDtt3OHzu7cdx/w/POFJ9fR0ey9XrWqeXEJliTQHt92IWTH2KQkGgAW9O76809OnlNTzYtLL+LjgZo1gVmzgJYtzY7GMFJSWF7gdFK7TknhdPv++5n0FhdndoSCvwQ6xspW+Gk0DWjThv9WiuumxYtLeVJeP/pDh2gOJ58k4zl2DGjYEGjaFPjrL7OjsT8NGgAXXmh2FIIQ3rhcdImaPNnsSAKnb9+zPXxyc6UvuSCEIjk5wOuvF/5e9eqh0wI2PZ1zzQ4d2CHh5EmzI9KdlBSgc2e2Nxw7lhkE06ZxH2n0aFnahDsiFBSgSxdmTmoa1/9Ll3o51lWqBKxcSQVVOiIYi8vFzI2TJ4FLLmFLGyEwxo8HEhPNjkIQwhuXixkFU6aYHUlgtGlTOLsuPp5CupQ4CUJooGlA5cosVM/KAt59t/DPy5QJjVKqgrjdwMyZLK36+OOQ+v0+/zx/rRMRwSYwo0axOlUQRCgoQNu2LDd44gng1lvZ/qNbN+DIES+e7HQCP/wAXH65iAXBQCn2wG3bFtixw+xo7E3fvuKzIQhWwOViVsFrr5kdif9ERXH3LSqKXVWeegr49VezoxIEQS8iI7ndnJHBrz/8UPjnmhaaGUSZmZx33nIL0L59SGxUHT8OfPYZ/x0ZSXGgWzdzYxKshawOzqBtW+DBB4E33qAX09q13CDZssWLJ0dHU2m86SYRC4KBUhzl2rQBdu0yOxr7Eh1N+TgmxuxIBEFwu4EJE+iua1cmT+a21K5dwJ132tvYTBCEwjgc3KCJigJq12YN/5mEsh9JejqwejVw3nm27uqSnc3W8AcOsNRADAqFohChoAQGDQKWLAFOneJatFTPAoA7s6++SgcQEQuMx+NhykebNsDevWZHY19GjZKsAkGwCm43F9qzZ5sdiX+0bUt77PLlzY5EEAS90TRa4JdErVrBicUsoqOBPn1svcFy993AwoXAW29xCvjAAyIS2IY5c7jODAKyMiiFNm2An38GzjkH6N6dZh+ltk/UNPZbfOEFe/aStRseD9PBvv3W7EjsS61a+W6egiCYj9tNu+mvvjI7EkEQhHwyMuh4VxINGgQnFrMoW9bWWV9TpzKLYPz4/OZtRbJ7N+uxzz2X2dI7dwYpQqFEXC7gmWeo8hiMCAWlkZmJusd+wcol2WjRguWWEyfS+LBEsQCg0cHMmSIWBItevcyOwN6IqaEgWAu3G7juOmDePLMjEQRBIFlZpXedql07dN3wHA7gyy9p2mhDFiwA7rqLLeGffrqIB5w8CbzzDttBnnsuhYJ//mGLyCZNgIEDgc2bgx63UIA8I4kxY9gy3kBEKCiN4cOBSy5B2foV0E99DQ3qv/aJ111Ht9CCBs9ncdVVwPffn90uStCX2rXpRiv4T48eoXtjFwS74nYDV1/tZe2bIAhCEChtoVi9uq3T8ovF6WTO/iWXmB2JX/z1F8uqmzXjuj8y8vQPsrOZzn755UCVKvwdf/2VBo55LRFycrj4+eorigg9e4pRrVlUqAA0akTRrk8fQ33aRCgoiU2bqBpmZQGpqej663OIgxuRyEF0RC7caTkYOJDr08cfpyFIkXTqBCxblq8+alqQfoEwIS4uP3fq1CngpZf4VfCNyEjWRUvTXEGwFi4Xu5OsWmV2JIIgCKV3m6pePfTmuhERQMOGwGOPmR2JXxw9yjVlbCwrdRMTFGurR4ygn8x113FjMzOTho3FkZtLAXvBAnZ/6NDB8F1toQgGDOC8PTUV6NoVSEsz5DIiFJTEnXcWcjRt61mJReiKx/EwlkZ0xp5TZfBto/Fofp4HjzzCMu9rrwVWriyixepFF7GFwtChQMeOsnOrJzk5+XUgH3zAFPomTYDffzczKnsycmRI9QcWhJAhPZ1GOb/8YnYkgiCEO4cO0R+qOKpX59wslHA4uJsexC4uKSle+KJ5QVYWE5z//Rf4eupe1H5vElCjBheY77/PRWZqqm8nVYqCwYoVzEi96CK2ypQ5ZHC4/HJmuHg8NHO/6qqSP5P+opSy/NGyZUsVdFauVMrpVIpv+eKPqCilcnPVli1K3X23UmXK8NsXXqjUO+8olZ5exLmPH89/oBz6HE6nUsuWKVW3bv73HA6lXntNKY8nuO8du9Ozp/l/TwsdANYpZf44aOTR0gKvsxxeHomJSq1fr9/nXRBMJBzGV6UUWmqa+WOHnofDodTevcX/YbOy+JioKPNj1eNwOpWaPt3n93cgrFrFlzAigl9XrfLvPB6PUiNG8NeYWeN+peLilIqNNeZ1io9X6txzlfr8c6Vyc/V9QYTCZGXxb1nwPTphwlkPC3SMNSyjQNO0mpqmLdY0bZOmaX9qmnbX6e9P1jRtr6Zpv58+ehsVg98oBYwezXTP0qhSBYiIwLnnshvUnj3AG28wM+eWWyjYjRsHfPZZAVWwbFm2UBTfAv1wuaimHTqU/728fuT9+0spgi/cey+QkGB2FEIp2HqMFfwnNZWpnqWZiQmCEBC6jrHnnguUKxfU3WhDiYkpuUVidDTwxx/MUoyPt/d8NzaW2VzDhgX1skuW0BLA4+HXn37y7zwvvwy8/TbwYNQUDN3zP54sz3dAb9LTgb//ZjlwnTrAjBmhl1liFaKjgXbt8v/vcnFtqXNbZSNLD3IAjFNKNQXQBsBoTdOanv7Zi0qpC08f3xsYg3/MmUOHT284owVMQgKbHfzxB20JLruMH9JBg4AHH2SWT0oKWILQrFno1XCZidvNoyAuF+uoGjcGfvvNnLjsRufO0v3AHth3jBUC4+RJlrAJgmAk+o2xCQk0ALzoIqYL253c3NJ9Cho2ZB++Q4foHdWgAQUDu817y5RhWWuQSU/nviXArz/8cPYUtzS+/x4YN07hyshv8HjO/foHWRxpaaxzGD2aZSivv06BQtCXq64q3FnP7eYu9bp1ul3CMKFAKbVfKfXr6X+nAtgMoLpR19ON3Fx6E5Rk5FGQ5s2L/LamcdPnk09YMp83LmZmUiWEplFpE+M4/UhLK7o+JzMT2L+fyttrr+WPvELRRETQ8Vbaeloa246xgj6UViMsCEJA6D7GVqlCE6tRo+x/f01PB7Zu9e6xTicXL3//DSxaxMVNXJz1X4OEBKBaNW4eBrkV4ooVwJQpQHIyzdLvuYff69mTOrE3bNwIDB6scEHUn5iRex0iYMLcNy2N96rx4/laPvusYaZ7YUnPnmd/z+WiZ8T+/bpcIihmhpqm1QHQAsDPp791h6Zp6zVNe0/TtHLBiMFrpk8Hjhzx7rEOB9C0aakP69cvXw9QqsBGUKNGFCVCQV22A243cN99dA/3dqQNV4YPl0WIjbDVGCvoQ9OmFPUEQTAc3cbYqCjguee4i5SQYN/PsFJcifqCpgGtW7MW999/gUceASpXtl4GY0ICUK8e8/X//Rdo1Sqol9+xg4b2desyIfahh4Dnnwc+/JCNbzp2LKHL2mkOHwb69lWIzz6Bb7UrEA8vNz+NIj0dOHECmDyZgsGkScDx4+bGFArUrVu0iHXqFFPadcjiMHyE0jQtAcAXAO5WSp0C8DqA+gAuBLAfwPPFPG+kpmnrNE1bd/jwYaPDJHk17d5mE8TEMLWqFNq2pYg6YADH1kKlQZMmWW+QDGVcLmDhQnZFkP6vxVOxItC7t/1SBMMQXcbYYAUr6EN8PLN+BEEwHEPmsX37AuvXcw5p9Z314vC2RLcoKlYE7r+fu56ffMLVb1wc667NIj4eOO884OOPmS0xeDDbzwWRU6f41sjNBb77jrYWeQwZwu/98w+7EhZnEZGZCVx5JXBgby6+Vf1QI3NbcIL3BpeLGQVTptDE7Z57gIMHzY7K3lx++dnfy8kBtm1jy8tACcQJsbQDQDSAHwDcU8zP6wDYWNp5gtb14Omnvet0UNBhcscOr0/vditVubJSbdsq9dRTBRxM583z7bpy6HM4HEq9/LJ0RSiOFSvoYGv238nkAxZ25dZtjLXA6yyHD4fDodSpUzp/4EOA1FSlWrZU6rvvzI4ktDl+nPOlceOUmjWLXTgyM/06lZXHV4Zn8DzW7Vbq+uvtOQcsV86vv3mxbN+u1D33sLNLQkJwfgdN42vftq1SS5aYOh/MyVGqd282ili0qPjHrV6tVPnySlWtqtTvvxf+mcej1I038lf7JPo6898jpR2xsXTuv+UWpXbtMvYFDlW+/VappKSiX1+nM+Ax1u8nlnpiQAMwA8BLZ3y/WoF/jwXwcWnnCopQcPy47wNTVBQ/2T6Q16LkrHYnl18eOm1k7HQ4nRyZT5zQ/S1lezwepWrXNv9vZPJh1YmsrmOsBV5nObw8NE2pIUN0/rCHCDNmcNLpcCg1e7bZ0YQeu3crNXo0X1+Hg+/FhAQu7KKieL/o148iwty5fHwpCy+rjq8MLYjz2Pfes59YEBlJoUNvMjKUmjlTqfPO42sSEaF/7HmT8O7dlVq7Vv/fwQ/uuYehvfFG6Y/dtEmpGjXYaX3ZsvzvP/MMzzHZ+Yz57w9fjuhojt1Dhii1ZYthr3FIcuqUUjExxb62VhYK2oMBrgfw++mjN4CZADac/v63BQfc4o6gCAX33FO4H6U3xznn+HyZhx/Of3pkJDMLlFJK7dkju7dmHbGxlGbXrdP3PRUKvPKK/SYvOh9WncjqOsZa4HWWw8sjIcH/htqhTrt2+a+Tw6HU99+bHVFo4HIpNXEiX9Po6NLfo1FR3OHKExTOP1+pm2/mCmjlSqVOnvzv1FYdXxlakOexf/zBeaVRPe6NGIt++UWp+fONy3D69Velhg7l/FyPuUhUFM911VVK/fmnMTH7yKpVSg0YwPDuvNP75+3apVSjRvx1nnmGLxPgUddUWqg80cUvHC19REbyF+rTh58HwTsuvLDY19SyQoGeR1CEgmrVfFctO3Tw+TKrVuXrEZqm1I8/FvjhCy+IWGDm4XAo9eKLUopQkBMnfBfQQuyw8kRWr0OEAhsdNWvKGFUUBw+evcAaPtzsqOzPt98qVaWKPos0h4MCQnS0UhUrKtWpU1iMr0r5MI89cUKpnj3tIdCXKcO/aUICdzQHDDg7F14vjh/n/Kx6df/KEmJiOJe56SaWOFiEVavyh62IiMLZAd5w+LBSTZrk/5oactXimO7mvzcCPfIyPjp1UiolxZgXP5R4/PFiswoCHWNtardqAEuXsn+8Lx0Izj/f58u0bQv89BNw4430iXvxRXpOAADGjAHOOcfncwo64XYDEyfSxO/ECbOjsQZlyrCVkV2dmQUhlHA4eJ8Qk9Gz+eSTs43HxLA2MMaMoaHbwYM0IQsUt5tubdnZ7C61ZEng5ww1ypQBvv+eRtdWNzk8eZJ/07Q0ICsL+OYbTnI7dAB+/13fa5UtSwPXf//ldXr0oPlhbGzJz4uL47z+ttvo/vfee3SKtwCpqcC4cfkG55rGFoi+ULEiMGhQ/v8j4EFK1kX6BWkWHg/fW0uWAF27AhdfTFd4pcyOzJr06kWDfQOQ2X8eDRvSDf+bb4A6deh+WhJxcV61RiyKtm2B998Hpk7l/eCee07/ICoKmDXL+jeHUMblopLTuDGwbp3Z0ViDsWPlPSkIVsDjocosnM2bbxZezDqdwBVXmBaO7fnpJy6q9BAIBN/QNHbgWrCAtvdRUWZH5B15i7sVK4BOnXTr414ITQO6dAHmz2dngnHjKCKc2T3M6WSbw3vvpbjw8stsy2cR5s4FmjUDUlL4542M5DqvUyffz9WjB+CI8yAS2YhBFjphid7hmovLxfl4//580b79Vtp3n0mLFoZtIIhQcCbdurH3yNNPc+ApTq2MjfWqNWJJ3HYbRYJXX+UBgP1aBw8uXSUVjCMrizsol17K5rXhrmC2bMk2NoIgmEvnzkClSmZHYT22b2crqII4HFxsCb5z6hTnISISmEv79sDmzcBFF/mW7WoF0tOBfv0KpMwaQPXqwJNPAocOUdRq2ZJz57JlgcmTKVQ8/jhQvrxxMfjIoUNsc9inD5CUBKxaBSxbxjAXLeJGoq+0bZmFRecMw+PaZCxCV7TFav0DtwLp6fw8XHcd0KAB8NFH7CMpMOu3c2djzh1I3UKwjqC1RzyTY8eUuvVW1smc6V8QF6dLnVNOjlL9+/P0/3V0On6ctV9m1wjJwTrB7t35Xghn3n47bP0zEAY1tOJRYIMjMZGmYcLZTJ5cuD7T6WQHBME/rrsuaIZ64TC+KhXgPDY7m60oHQ7zxyFfDqdTqXvv9f/39oedO9k1wWJ4PEq9/z7bGsbEKPXYY353FD2bESPs997Q40hIoL/cm2/q+GLamA8+KNK/I9AxVjIKSqJcOeCNN4BffgHatWM5Qnw8ULUqcP/9LFEIkMhI4MMPgQsvBK65BvjjD1ANfe210ssfBONxuVgj1bgxsGaN2dGYx5AhHHIEQTCHmBhmvAln89df3FGpWZNbciNHctdJ8J3vvwe++iq/cFown6go4LnngI8/Zjq9XTyDXC7W2M6bF7xr1q5tuYzcbduAyy4DbrqJFcu//w48/LBOJeUffcRFhNutw8lsRloas0buuYdlJS++GN5ZUN270/9FZ2wy2phMkybMDZo7l6aH+/bRaEanepD4eGDOHOoSffqw/Obp3dchpfZg+9wQQpmsLOaLderEm3U4Lpjj44Frrz3bLEwQBOOJjWWtmnz+iuajjzhR3r2bubwvvij3Tn84fhy4/vrwnmxbmX79uJvUsKF9fIPcbpax7NljdiRBZ/lyesw1bQqsXQu8/jqXEE2a6HSBzZuBESPk85qeDhw7Bjz0EAWDxx+n0Wa4Ua2aIT4ccif1hY4dWQNlgGHEOecA330HHD1K/6WHH9HQdftbSInqoPu1BD9xuykQ9ejBCVW4MW4c6yQTE/UzV4qO5rni41mwV6YMd0wMcm8VBFuiaZwQ2g2lWDv82WfG1pJKFwh9GDGCk27ButSrxy3pq64yzrdAb/PE9HSgb19DdjutSkoK95bmz6dNw8yZ1Hp10y/T0oCePcMzk6A4XC76qzz9NP0rJkxgd5Vwon9/3UVyEQosxAUXAAMHcm6VmwtkZUdgSdv77aMchwMuFyXhRo2An382O5rg0rgxVdsffuAA3LgxF/Rnug17i8PBVJrjx4GNG+nk8/HHLPeZMgV44AFg2DCmU7VoAdSqRSEhMpICg4gLQrjQogVTau1EZiZLlsaMAYYPpxr+yiuyELUqX3/NFHEpObA+cXFceb72mn5igabxnhwRob+jfG4u8PffwPjx+p7XwixZkv8yahrw5586nlwpllYdOhSeGa6l4XbzPvPqq5w33n47sHev2VEVRinWpGzcqK+A1qcP58M6oikbvMmSk5PVujBpVZeSwha0ubnMNl08PxNth9QBDhwwOzThTBwOOuuOHx++O1pHjwI//gh88QW/5uayVCMrq+TnORzAu+9yIeErSrEB8dGjVIsLHgcPsjTowAHeRI8dYwpaWhp3SWJiKDT8p8ZllTpIa8AvSqlk3wO1D8mapsJjhLUhiYnAO+8UbpZtdQ4f5m7X5s2Fd7ycTi5ERo1iXWnVqubFKORz5AhdxE1I1w2H8RUwcB67fj3z248e9U/kiY7m/CUri59PI9PYHQ7gk0+YXRDipKSwi2NGBl/exYuZlKwLL70ETJwoJQfeEhPD+87AgcwKrl/fvFg8HqaPT5xIoSAqip/bxo3pQdSxI312/O1ulJFBn7sCY0GgY6wIBRbkhx+YVVanDu8BET/+AFx5pQwKVsTpBC65hDc/C7XgMQWl+Ib9/numGv/5J3c+Tp0q/DinE3jqKeCuu4Ib26lThUWFPKHhwAGKC/v38/954kJ6OhAVBS0rK+QnsiIUWJiEBL4vLWbQVSx//gl07crPUXEiXGwsZ89XXEFXr6ZNgxqicAZ9+3LiYUJquAgFOnDyJN2wly/3fp7odOaL5dHR/NsHYz2QmAhs2GC/DCk/SEkB3nwTmD6dSZjPPKPDSVevpgIhJQe+ExXF+86+fUDFisG9dlYWvXQmTeK9MS3t7MdERPB+n5HB9cQbb7CUwFfatwdWrvzvvwGPsYG0TAjWYVp7RBOZMYOdLV5//fQ3+vRRKirK/HYkcpx9xMQoVamSUikppr5nLMepU0p9841SN93E18fpZAufBx4wOzLvyM1V6tgxhTBo3yXtES16REUpNWqUfu9po5k717c2qpGRbDX8669mRx6+zJ7Nsdmk93g4jK9KBWEe6/Eo9b//nd0mz+FQKimJ7VVjYnjUrq3UNdcoVbVq8P/2ERFKnXdeWLWzGzlSKU1TavnyAE906JBSFSqY9lkNiSM2lu1Gg0VqqlLPPsu+mEW0LizxGDrUv2u+8ALvqzqNsZJRYFGUYhbKL7+w81NVzz7g3HOlvtPKOBxUCydMCN9ShOJQCvjnH2DrVqZJ2uj10TQt5He8JKPAojgcbMt63nlmR1IySgHPPw888ojvO11xccCzzwJ33GFMbELxHDjAeUVqqmkhSEaBzixfzvbdlSuzO0LdumwbWrMm67Xj4oAHH+RWt1m70k4ncMMNwLRp5lw/yKSl0YNMKTat8MvWKTcXuPRStk8II1NI3WndmlkZRnP4MPDCC/QR8Xj8ywjv2hVYuND3523eDCQn/3fNQMdYMTO0KJrGVipuNzB2LGgE9cQTNHATrInbDTz2GD/cR4+aHY210DROSHv3tpVIIAimUreu9UWCrCxO+idN8m/hkZHBloZCcFGKrRAzMsyORNCTDh2YdvzVVzQFHjWKBmcXXEDjtIYNzRUJAC5gpk8HvvzSvBiCSEIC8MEHwM6dwL33+nmShx5itwsRCfwnKopzUKOZMIGi3IsvUiXyt2z80CH/nte4MQVBnRChwMKcey6F348/Zvkgxoxhyw/BurhcvEk3bswCNUEQBH+IjwfuvtvsKErm2DHWQ37+eWAeOmvX6heT4B3Tp1OgkYVH6JOaCtxyC1s7791rjfp2l4sC4/btZkdiLLm5wNKl6LD7Q9w7TuGtt9hcxCe+/x54+WXxKQsUp1NHR8li+PZbYOpUCrCBdpDxd8NR02gmrBMiFFic+++nYHD77YA7KxKYNUvaJVqdrCyaj3XtStM+vVsNCYIQ+ng8wODBZkdRMtOmAb/9FvjCY9cuWbAGkz17uPEgC4/Q54cf6PL+4YfWEAgKkp7OXddQIzMTmDsXuPZaOtD37QuMHInHdg7Dec0Ubr7ZhzXgrl28D1jtb2dH3G6gVSvjzp+aylbAeo2rgXShueIK/1uXn4EIBRYnNpbGl9u3s/IAF1/MlnJ2ccAOZ9xu1uz26WN2JIIg2Im8jgA63egNY98+ICcn8PPExdGMRzAepTiHkJKD0Oe229gx6/Bha/69leKmSiiQmsruV336UBy49lpg9mymnqemAi4X4r7/EjNibsGhQwqdO3uRdJqZSU8n8SbTh3PPNXajdfx4ff9WLhczUvyha1fdPvMiFNiAzp2ZoTVlCjtP4fnnda0/EXQkNhZISuLXxETgoouYmisIguAtTid3fK2OvzWUZ6IUMxME43nzTb7Wegg8grX59FPrZ40EsmtqFa65hu32RoxgJkFGxtltoQHA5ULGxq2IyM3Bhg3Mgi9RLBg1isYGkpUaOBERLL0xirVrgRkz9BXkYmJY3ucP5csDDRroEoYIBTbhuee4/rztNsCTVJY1MGJs6B2axoW706n/uR0O9iBu2BAYNAh4+mka9OzezRvFmjU0mhAEQfCW8uWBNm3MjqJ09DJtTUvjWCkYS56bmuxQClbBxI4burFkCUtOvfhdlmRfAg9o6JydrfDRR8U8cMYMZihIyYE+JCQAXboYc+7sbGaQ6P23iolhNpC/DBhAA8cAEaHAJlSsyA5SK1YA770HvimbN6dKJhRPfDxdgH/5hakZemdieDzAtm3A339zUB87lik/lSvrex1BEMIDh4PZBHboDnLzzRRg9bgPSecDY/F4uPNpxRR0wRjsMIaEglDQtq3XD+2EJYhBFiKRDUDhq08yceLEGQ/auJHZBFbPBrETbjfQrp0x5541C9i/X//zRkQEJhRcfrkupRayyrQRN93ENqr33ANMfEhDyt2fiFdBccTHA3XqcHd/6VKgWTPgs89YoxQdXfRzoqP9ExLefjugUAVBEP7D4wFuvNHsKLxj6FBg/XqgZcvAM9z++UefmISiefVV1i76W/MqCEaQlmZ2BIHTtavXc8e2WI1F6IrH8QjewG04eCQSN93E6isAzETt2VNEAr2pXp3eEUbw5ZfGZGkpFZhQ0KqVLiVmIhTYCE1j6UFqKjPcu95UCylXP29MSr1diYsDypShj8M//wDdu+f/zOEAFi4EKlTgpDYhgeJA3bpM0XnySaBpU99U+MxMloFIvacgCHrQuTNQqZLZUXhP/frA6tXAM89wXI2M9P0cMTFAv376xyaQf/4BHnhASg7CDTtkFITCgrht2+I3oIp6OFbjAfwPt8bNxJT+q/D11ywvBkBDslAxeLQSXbsac16luBlpBNnZgb0XoqKA++4LOAwRCmzGzp0c+5ViSdSShrfQvCDciYykEHDHHfQHuPXWomtzKlViLex77wE//8yJ0/btVATHj2dvaV+zCrKz2edWEAQhEBITgbvvNjsK34mIAEaPBjZtoreCr9kFcXHAK68YE1u4k5sLDBwYeE9vQTCCUKjBv+AC/z5fMTG4+54IXH01dbxly8AdZGkVqy+JicBllxlz7l27jBtbMzICNwyeNCngMEQosBmdOuULl1FRQKdu0VzchnNWgdPJljSbN9PIoTThpGZNGg82bXq2Cnzeeb63n0xN5XUFQRACISYG6NbN7Cj8p1YtYPly4OWXmbHljZFSfDzw0kvM9BL058UXmVEgzumCFQkFz4zoaKBRI9+f53JBu/ACvPsuUK8eLUT2P/2BlBTrTVYWvcqMoFYtIDlZF9PAs1AK2LtX//P6iAgFNqNtW5baA8DIkac9VLp3Z1qNEW9UKxMfT0PHRYuAr78Gatf2/1wffADUqMEOBWPG+P5arlsH7Njh//UFQQhvYmNZW+ZP6r6V0DSaHP71FydnJWUXaBrQpIl9PBnsyAcfhEZ6t+A7SUncTTWyd3ygJCSYHYE+dO3qe6lH5cpAYiKSkoAvvmCnyMEPNUDO3feG9+af3pQtC5xzjjHnjohgG1KjPmMiFAj+0K8fu/EVWpe+8Ub4qJBOJ0sI3nkH+OOPwNuIzZ0L3H47P5AvvMDzRUT4nj67cGFgcQiCEN6MGGF2BPpRvTpF3Ndf52LlzOytPMPZ2bPtUUttR5QSATucSUkBPv+cWSXjxtEkr2FDfvaiovi5TEpiJpMZaFroeJN06MDX0xdatvzvn82bcxq/bBkwMesRtsgV9KFjR2PPX7068Oabxog7Bw7of04fCbMt6NChc2fg449ZfhgZCaplTz4JTJwYuoZFMTFAVBS+u/I9rK11JXrWjkbbQOeXP//MMoS8Orm8WqPMTO+9ChwO7qANGxZgMIIghC0XXRRYVpQV0TTg+uuZ9XbjjZwFZ2dzLH/sMWZv+WACJvjIkSPS5SCcqVKlsKFzQU6dounVjh30afrrL5Zv7tyZvzjJmwO5XMa8jxITgauv1v+8ZtCmjW+16jExZ6XDDxsGrFwJTHk+CuVHLoHn/RnolL0AbbFa52DDiPh4oEcP468zZAhbpM+bx1IHvTh6VL9z+Ymm/uvJYV2Sk5PVunXrzA7DUsyeDVx7LTfChw49XYKQm8s2gFu2mB2evmgab1iDBmHVwBfQvm95KEVB/OOPgauu8uIc//5LhbZglsCWLWwfcuqUf3FFR/N8s2dTqRdCEk3TflFKJZsdh5Eka5qSEdZEEhOZITVokNmRGMtnnwGLFwOPPAJUrWp2NKHPsmXcsT150uxIikUDQn58BWw2j731VrZ9rl+fgt727TQq3bKFZtHHjjGDNTqaHZ/83ZyKjQVOnPCvLbUVqVjR+4VdmTI00e7SpdC3MzLojfj330AkchGDTCxCVxEL/MXpBH7/nZk0RnP8OK+j5+K+bFmeNwACncNKRoFNyctwev114P33meHZtm0kMGsWcOmloeEkC3AhfuGFzMk67zx8eW9+v9mcHJo5X301s+paty7hPMOGsYXJOecw3atdO7ZQTE31P65mzYA5c1hnJgiC4C9KAf37mx2F8QwcyEMIDn/9JQ7qgm8cPw7MnMkx6ehR7pSeSU4OsGcPsxF27KBZ5p9/Atu28fvp6cy0jIjg7mpxhoXt2oWOSABw42nePO8e63IBLVoU+pZS1FJ37uT/cxGJLERjCTqJUOAvUVFAgwbBuVa5cty97NdPvzVYairfGCaW55nmUaBpWk9N07ZomrZV07T7zYrDrmzYkN8mMTMTWLLk9A+Sk5lqYPfBNz6ebqKffw6sWMFuBMhvaBAZyV/xuuuABQuY9dW+PfDVV8VkyH3/PfDoo0zFnDMHeOgh3gT9zajxeID161lysHix/+cRBAOQ8dVGREUxPT9cPGaE4GFlEzubE7Jj7Ouv5/87La3obJSoKPqLdO4MDB8OPP008O23FAtOnmSW5s8/Ax99xI5Qd9xBs7+6dTlxi4nhce21Qfu1gsJll3k/jpcty4XlaY4fpyYzbBjQuDFfpshIICZGQ6e4n42JNxxo2za4i+xu3Xg/12vsjYjwP+tZJ0wRCjRNiwQwFUAvAE0BDNE0rakZsdiVTp3ytQCP54ysmueft69QEBdHNeCZZ6hOn5HSf/Ik7y+TJwM//UTh+99/2V1r717gyis5yE6bBry35mPUeakOIh6NQJ03m+DDK+oxn8vp5C5LIDV3bjdV8u++o3pYowZviBaoJxLCGxlfbUZ0NGvIbMiHGz7MH2NfqoMPN3xodkhCQYYOZaaKCAa6ErJjrFLAc8/l74Y6HPQt8BWnk+2nL7+cIsGrr9Lseft27qTv389OUcOH6xu/2bRtW7xQ4HQyFTgmhhtfTz7534+WLGG5wRdf8Nu//sr57VWjf0eZUQPR7r7FqHM38GHzoPwWoUNcHNCrV/Cv+9JLLEPRg9hYbnCaiFkZBa0AbFVKbVdKZQH4GEAY5F3qR9u2LDcYP56b71OmFPDPKFOGK2VfXfvNJDKSN6XbbmMN3OjRRbYoXLuWlQMPPXTalwEce++6i9lvn37KdtyjRwM3d7oMu6Y/ArXwcezaWA0j54zEhxP76t9POi0N2LcPmDSJgsGVV7KXuGQZCOYg46udqFv3v4wpO/Hhhg8xcs5I7FrcBWrxw/ljrIgF1kHT2B6xWTMxjdSX0B1jy5TJ/3durn9CQUloGv2imjcPvW4nLVqw7CImhhte0dHMvLj2WnaeWLaM88UNG4ARI5CVBdx3H20K4uKAVavYoTsyEtie8CG+q9IOB46mQ82dhl2n2mBkXxELfCI6mqXYwcbhYHqzHgJtZCRw+HDg5wkAs4SC6gD+LfD/Pae/J/hA27YUCGbM4AL6wQcL/HDwYA7EETbogOl0MnPgzz85mBa8URUgJwf45Rfg4ouLPk1UFMtfU1KAKmOuAipvBH6/CVjxIDB9EVzbz8fEShuM82/IyzL4+mugd2/eIF56KWAjEkHwERlf7UJ8PHD33WZH4RcTF02E648ewLfvAksn5Y+xiyaaHZpQkJgYYP58thQOtYWZeYTmGKtpLNFMSOD/09PZglrwjthYCnNPPMFs0+PH6eHw4YfAyJH024qORkoKMHYsp+hTprAr7rx5LEefOvX0RteVdeF6YhcwawGwbhQw4ye4DrbBxK5m/5I2IjsbOP98c67dsiUwYULgLROVCluhoFQ0TRupado6TdPWHTb5RbI6V17JzNXnnwfmzj39TU2jgmDlutf4eKan/fgjB9W6dUt8+ObNzForTijIQ9OAQxW+AhrMB7RcABqQGw3s7ITdSUHY5VeKqvHu3WxXec45dDNfvVqyDATLUGiMNTuYcMXjoahrQ3af3A0cbQRAAYgAcmM4xp7cbXZowplUqMBc5rwFoBAUbDmPHTKkcOmqXTo1WIWhQ5nq26FDkVm9KSlAx47cQ/r7b256f/op/fa6dmWlxqxZQKY7Aii7E8DpEtncKI6vRe+jCUVx0UWn+8ebxEMPsXNIIBu2ublhKxTsBVCzwP9rnP7efyil3lJKJSulkitVqhTU4OzI88+zxumGG2g6C4DGBWPHBq5o6Y3Tyfqdt95iCtYll3j1tLVr+bU0oQAAapWpBdRZAkRmAVo2EJkN1FmCWsHuEuVyMcvg889pclK/PiVjk81JhJCm1PEVOGOMDVpown9oGnDFFfktbGzGf2NsVAYABSgNqLWM3xesR6NGzHYTvwI98H2Mtcs8NjoaeOCB/HljqLXbNpm5cws3IqlenVrxyy9zz2zvXnaMrH3vYKD3GCAqs/Ac9pRkBXlFdLQ5/gQFiYpiC8xAPOMyM8NWKFgLoKGmaXU1TYsBMBjAtybFEhLExVGVzMhgJ4CcnNM/ePjhYlP5g050NG8+992HlM/24Old1yLlZ+/fgmvXsuzLm3aoT3Z9Es5664EbugJdHgFu6ApnldV4clEA8QeCUkzj27GDRWlVqlB5FrVe0B8ZX+2A0wmMGWN2FH5TaIxt9jGASEQfaosnuz5Z6nMFk+jSheV9Vts8sB++j7EnTgC//cavVufWW/N3QU+c4NxF0IXLL8/vaOBwsDHE668Dd97JvaRzzqGGXOQctt56POlqY+1MYavgcDB1w2waNKBBqL+ecTk5NP80E6WUKQeA3gD+BrANwMSSHtuyZUsleMfMmUoBSj3ySIFvLliglNPJH5hxaJpSDodSQ4cqtX+/WrVKqYgI/igmRqnFi7373S66SKmuXb1/LWZ9PknVHqspbRJU7buhZjU36fcv7oiI4N/l3HOVevNNpVJTfflTC0ECwDpl0jjp7+HL+KqUQkuzPwvheNSsqZTHo++bNcjMWj9L1X6xtsIkTcU1XqzinFnq33/NjkoolTvuMHdOUOCw4/iqlB9jbESEUklJSkVHcz5Urx4nNHfcodSrryq1b5+uf+KAeeABpWJjGfMvv5gdTUixapVSTz3FryWRN75qkzVV+8Xaatb6WUodPapUmTKmf24tf8TEKOV2B+XvWSoej1KdOikVFeXf73LVVQFdPtAx1pABVO9DhALfuPFGrs0XLSrwzX79eIMK9oc1Pl6pNm2U+uOP/0KZOLHwQ+LilBo7VqktW4r/ndxufsbuv9/LF+HPP5VKTAz+7xvI6+RwKHXTTUr9/rtff3fBGOw6kfXlEKEgyIfDodSUKfq9SS3A9u38ta64wuxIhFLJyeEiNTbW9M9COIyvSpUyxsbEKNWzp25/Xl04fJgfaIeDO1CCdZgxg3NGs+9jVj7OP9/sv1Jh9u+n6ObP79KuXUCXDnSMtayZoeA/r73GcsSBA+mll5IC4I036H4cLOLjgZo1WQ+xalUh59G89qIREcyguuQSttlt1Ai47DJ2FfmvdOI0f/zB73njT4A9e5hylJqq3+9jNOnp7JowYwZfkGbNgPfeo8eBIAihhccD3Hij2VHoSt26wOTJLIP/+muTgxFKJjKSf6SaNc01+xJIVhaweDFw8KDZkeRTsSLrWN1ueknpQU4O20g3bgy0bw9ccw3bdR09qs/5w4WhQ2lKZoeuZmYQEcFOalaialXO6b0t+4qOZq11RITp7ZPlXRaCxMdz7D12DHjqKTqppuysBjz5pP91Mt4SF0dzrqeeArZtY5vAM1oyZWby64MP8t64aBHw77/sKLNlC7s41KkDPPYYsG8fH+u1keHx43SbtWtLwtxcigObNgF33cWWVrfeytaRgiCEBp0787MdYowdS014zBh76bRhSUICOyEkJZkdiQBwnvTee2ZHUZiJExlX3gQsUG6/HXj2WU70Vq7kRtKzz1I8ELzHDl3NzCQhgfdYq3HVVUCfPmf/3TSN6yaHg55yXbqwTek33wAnT3Kj10REKAhR9uzJX59nZABLloB9V2rUMOaCec4sI0awLeCdd1IRK4Jff6UQ8PjjQNu2/F7Vqrwnbd/Oz8Z55/HeUasWcPXVwLvv8rP/779FnpK43VRF9u3jgtvupKVRNHj3XSokF1wA/PCD2VEJghAIiYnAbbeZHYUhREezmc3evewMJVicmjV5TxFzQ/PJyABeeYXJxlahTh2gf399Oh+8/jrw4YecpxUkJ4cCiWQV+Eb9+jTGls/u2bjdXndTCzpvvUVxNiGBWd7Nm3Nt9t57/JwdP87d0wceADp1skRLWxEKQpROnbi5r2m872Rmgov5Dz/Uvz2S08magQ0beKMrW7bEh//6K9ubFkVUFNCvHzB/PvDPP9yhWrAA+P13rpu7dTtdSnEmublsNbZ5M9P4QoncXA5869eL8i4IdsfjYUrvuHH5KVMhROvW3Dh89VX9NiIFA7n4Yk5SpW2i+aSlnd7VsRCTJzM9tWBPP394++3iSymVYo9vwTceeCAkM9MCplYt62ZKlSnD7idLl/Lzvn49101XX03hVrNe+0sRCkKUtm0pSj32GHDhhcAzzwC//AKgZUtOUvVIWYqPZ63Z/PnAvHlUOEvh1Clg61agRYvST9+gAbPSxo/PL8XKyirmPrp/P7BwIVX5UMXpBK6/3uwoBEEIhPR0Hq+9xjHzmmuAjRvNjkpXnnySWWIjR57tNyNYkGuuASZMkN1Js0lLY/tKK3HBBcCRI8VmiHrNhRcW/7O8bIpTpwK7RrgREwPMmiUi35l062Z2BCVTvTp3SwP9TAUJEQpCmLZtmf75ww8UHQcMAA4dAnt6BjKwOBxA+fLAtGmsne/Qweun/v47vxaXUVAU3bpR14iM5LjYqVMRD6pRg4voUK7Zys2l6igIgv3JyuIE+YsvgFatOI4uWqRf6nFuLo1gpk7V53w+UKYMMwp+/53zf8EGTJpETyFZdJjLggVcmFsJPbytLr649PfWnDmBXyfcaN+e88JQnvv6QmKi9YUCmyFCQRhQuTINjo8c4XiS5SjDejFfB//oaO44jB9Ps4Bhw3x2Xf31V371RSjIy454/HF+zfM1OIuXXgrtSU7z5kCVKmZHIQiCnuSVFq1YwXrghg2BmTMDS/U9dIgTyP/9j+VYJnDllUDfvsDDDwO7dpkSguALmsbdyUaNbLPTFZJERADvv292FPrTvHnJ7yuPhyWsgu+8/DJrjQUK8D5sXgqlI0JBmHDRRfTEW74cGDwYeHr7NUipdx3FgtJqYjSNC/CBA1k38Oijfqco/vYbUK0a01J9oW1blmMVKxIA9EbwRwCxA04ncMstZkchCIKRpKezW8ztt3OQXLHC93OsWMGSsHXrOG4kJ+sfpxdoGqsrNA0YPdpaHm1CMcTGcke7QgWzIwlf3G7rmRrqwXnncXwriuhoGrxWrhzcmEKFcuWY4RuKc19fKV9eNtR0RoSCMGLIEODaa4GvvgIeelhD161vIOWBb2iqdcklzBeNjaUJSFQUnxQfz4nmqlU0QqxWLaAYfv3VO38Cv7nmGqoiodYbOieHrVUEQQh90tJoIPbSS94/Rym2pe3enc7JOTkcBy+4wLAwS6NWLWaCzZ3LCgvBBlSqxNQ9C7hthy0nTvgnElqZsmXpg9G7N1vE9etHA+orr+TEVNqkBMaQIfSB8DHLN+To2NHsCEKOKLMDEMzB4wGysjQsieiKts92zf/BwYMsLP3tN+5IDRvG/FEdnDhdLloaVKrEzgUlZgf4i6YB06cDzZqd3YbHzlx0EVCxotlRCIIQTDZs8O5xx48DgwZR0C047rlcQJMmxsTmJWPGMKP9zjuZWVymjKnhCN7QtCnw2WdcxIXSfdQupKcznTzUUqifesrsCEIXTQNmzGDmRrh+ZhMSgB49zI4i5BChIMzIc6Au1hiwShV+0Lz4sC1cyJ2iRo2Ac87hBlhJx8GD3PRauhTo2rUUvwF/cLmAnTuBHTuYBfHbb9yZszvx8VJ2IAjhyIkTpT/ml1+Ayy+nWHBma9hq1UyvXY2KYuvoVq1M81YU/KFnT7ZLuv/+4tvaCcagFCdXx48zrVwQvKFePdbo/u9/4fmZzc0FLr3U7ChCDhEKwozt25mdNGgQRQJ/F+offcQui0UREcEyobyjShVuam3bBqxenZfNwDaHfl0/J4fK6d9/M0Vh2zZg716q8E4nldXMTB6hQE4Od3YEQQgvzj23+J8pxVX3hAnF7yCV1JIsiLRsyYyCl18Ghg41KJtM0J8xY9i6c9as8Fx4mElEBOc5d91ldiSCnbj/fpph7thhdiTBJzYWqFvX7ChCDhEKwoiffuLm0/XXU3T0F6WARx7J/39EBDBqFK0Oypdnd5KiyqRSUphJkJVVQptDb1i2jGZfRQkBqal+ntTCtGoluwqCEI60bl3099PSOJAvWFC8SBAdTe8Zi/DYY8DnnwO33sr7kBjr24SpU4G//gJ+/jl0xHc74HLRgVqEAsEXoqMp7HXrFn4lCO3a6VImLRQmzF0vwoeUFHrIKEVPwuXL/T/XF19wEz86miUMsbHMLqhbl/WnxXmpeN3msDQaNQofw5aEBODmm82OQhCEYJOQULTz66ZN9GCZP7/kXd64OMtkFAAUkKdOpe3CCy+YHY3gNVFR7G9frVr43HetgMMR2I6OEL5ccgmNvWNjzY4keDgcLJcSdEdG/TBhyZJ8f4LcXGD4cJa/+Up6OnDPPTTS/ukn3xf9XrU5LI1zzgmfCUt2Np2BBUGwH5rGBbs/bas8HpqYFmTGDODii4Hdu4GMjKKfl5jIlK0GDYA2bXy/roH06wcMGMAOu9u3mx2N4DVJScDixXxvCcbjcAAffEAne0Hwhxdf5PsoXIiMFH8CgwiT1ZbQqRPnjpGRzATYsYMZ7Zs2+Xaep58G/v2X/bHbt9dh0e8PmgZMnkw/Am+IjLRvq6d27cQmXBDsitNJ19dHH+WkzVuBMzIS6Nw5v2NBRgY70IwadXYWQVwcr1OhAtuMvfcesH8/e9GWLavrr6MHr77KTerbbw+9VvEhTZ06wLx53t93Bf9wOJg6PmiQ2ZEIdqZsWeD11/0Tqe1Ibi47Pgi6Yw+hQCng66/p7Fy2LAfQ1atlluEDBdP+ly5lmX9qKjec5szx7hxbtwLPPkszqvbtjY23VMaN4/ugNMU0IoL9GJs14+TbTiQmStmBINiZ8uWZBjpuHLB+PVOxvFloxcYC06bx39u28XmffUaRICKCO7yxsRyI//c/Fv0fPsy6squv5nUtSvXq7JL2ww/Axx+bHY3gE23bsoVFOO1U6oU3IqHDAcyeLebFgj5ccw2dZO029/WH5OTwyTQOMpqywWI7OSlJrcvOzk+11DROtrp3B7780tzgrE56OrByJV+rM9izh1ntv/4KPPEEswNK8gHp25clDH//zXJF08nO5q7b2rVntwXLo3x5/jwigmKBnZybY2M5+Zd0T1PRNO0XpVSy2XEYSbKmqXVmBxFqOBzMJBg/Pv97Hg+t/x96iPczj6fwcyIi+HmfN4+Lsq++YpZARgZTwmrWBPr3p2jerp1ta1Bzc6mf/PMPcMcdQK9e0gnBVjz4IN/Hgd5PY2OhZWaG/PgKAMn16ql1Bw8W/5o5HMCnnwJ9+gQ3MCG02bGDc99QNjaMiWGWsXh6FEmgc1h7yC9VqxZewSrFBfAPPwCffGJeXFZn3Toa/w0dmm9QUIAaNWhqOGQIMHEiMHgwX9ai+O47HpMmWUQkAFhDMXcuxYK4OE6wo6KoniYmMvtk+XL2lq1Th60a7JQ22amTiASCYFc8HuDGGwt/LyICGDsW+OMPGhUWTAvNEwJ++y1/1Tx7Nl1oZ82iL8HWrcDzzwNduthWJAA4RN9+O31ynniC3XBSUsyOSvCaJ58ELrtMMgt8oXx5YM0aTrzO/Ow6ndz0EpFA0Ju6dSlM22nu6ytxcUDHjmZHEbLYI6MgOVmtGzsWGDHibFUsKQk4dMjWkybdyc3l7OuZZ9jO6IUXSmyxoxRLCu6/nxmu33wD1KqV//OMDJb+REdzfhsTE4TfwVeys9m+aeFCBtisGdCjBweQPHJyWPO7dat5cXpLYiJbIw0cGNh59uxhndrbb/M1KleOpRjnnMMJS/XqQJUqQOXK+V8rVZIJYAEko0Dwi549mRlQHB4P8Mor3J3VNLaOefbZsPEkefppCtRK8dd/4AGuP3Vh2zZ6NljQoyFkcLvZvnPz5iI3IryiWzdoCxeG/PgKnJ7HrlsHnDrFXZmlS5ld4HSytPayy8wOUQhVsrM59922zexIjCEmhrXUllycmE/Ac1illOWPli1bKqWUUs89p5TTqRTnFjxiY5U6ckQJp9m5U6kWLfJfp7JllXK7vXrq3LlKJSUpVamSUsuW5X//iSd4qgULDIo5mPz8s1IOR+H3kBWP2Fil0tL8+x1zcpT67julOnfmeWJji79OVJRS8fFKlSnDP77TqVRkJJ/To4euL71dAbBOWWAcNPJoafb7PdSOxESl5s/37g126JD/n3Ubs2oVh2JNy3/JPvhAKY9HhxPHxCjVqpVSubm6xCoUw4EDnDD48xlJSFDqhx/CYnxVqsA8Vim+yZ95Rqly5ZRauDDgP4MglEpKij3mvv4cF15o9qtraQIdY+1RepDHuHHAbbeFdgpNIMycyZ309evzleqJEwvvqpdA797clC9Xjqmgb73FEtnJk5kFHxKCd6tW3Lnz8jUxjW7dfHerPXWKtSFVqrCeZPFiZpRkZhb/nJwc1pucPMnnu1zMzilfnrnBgiD4TkwMP8PeUKlS+DhTFyDPYPfJJ4GPPgLOP5+VGj16sKzWL/78kyfIygI2bgSee07PkIUzqVKFf0R/3r8JCd5/RkINTQMmTACOHeNkSxCMpk0bzgutPvf1lchIZu8JhmEPoaBgv+jnnqOZU55Y4PEwJz6cOXGCroS33cZFX24uv5/Xg8oHGjemWNC1K3DrrcBVV3EtuXp1CNWQPv+8tcUmf7sdDB3KcpOjR5mG5SsxMZzwTZ4M7NzJpueCIHhPYiJFtldeCQ+n6dJQKv9+VARt27LkYMgQduKZOpX3mfPOYxvwEp5aNP375499LhfHsvXr/Q5f8ILmzdm+wpdyNYcDuPtucSkXhGDywguhV1YaH88bxrPPchPQ55uGUBr2GKV3787/t6YBM2ZQHYuMZA13UpJ5sZnN0qVAw4bA/PmF3XSdTpoO+LEgLluWxoUdOnCeB7DEackSXSI2n6QkpktYVSzIzvZdIf34Y+7slJQ9UByaxpvHdddRIBg/Xmq9BMFb4uKYhXPZZfwcHjrETgXhitvNNo1XXcX0NKeTLbpKuYFERFDX3rSJ/rT33MPOCBs2+HDtMz0JMjJoYisYS58+7L3s7T3V4wFuucXYmARBKEyZMsAbb4RWBpvLBdx0E7Npv/6au5qCrthDKEhP5yIoj6goYM4c4L77wje1MCuLM6levYAjR85eIEZEAGPG+H36yEhuTsfF8d8xMSw/CBmuvDJfbLIaPXv6pvoeOACMHOlfq6r4eG7rrV0LvPceULGi7+cQhHAkIYEdeR5+mALbggWs37LimBJM3n4buOEGurifPMl71a+/8rV54ol89bkYatbk7f2jj4Dt24GLLuJa3ysN9IMPmNWhabxp1agBTJmiy68llMI99wCDBpUuFmgahYUKFYITlyAI+QwcCFx8cejcp3JyuLnmdvMm8fnnZkcUctij64GmqXX16wNbtoTOmzsQ/vqLpQa7dxfdG9XhYD7nww8HfKmUFG4EdeoUgn2ud++mE2ygvaD1JDGRu3F9+3r3eKW4k7lsGQdLX6hcGXj/fYpNBduPCoWQrgfCfzid3A3t2ZOdZDp2lM/Omfz5JyeiRd2bnE4KKu3aeXWqI0fYTXLWLJbFvfOOF0/duJGip8tFtTtMukhYguxsThbWraNAVBTx8cCPP/43oQiH8RUo0PVAEMxm5076mVlp7qsXNWoA//5rdhSWItAx1h4ZBQB3Td9/3+wozEUpFnG2bAn8/XfREzGAYkoJ7RB9Ia+GNOREAoA9ICdPtlYJQm4u0L2794//4AOmWvkqEsTHcxLdu7csdAShJCIi+HmpUwd46ilg7166vHbqJJ+domjWjL27iyIqCjh82OtTVaxIj9558zin7dABuOOOUixYzjuPtbhvvCEiQbCJjgbmzqXJYXGfjSpVmM0nCII51KnDjcRQKkHI4+hRe7RAtxH2EQrS01k7nZZmdiTmcOgQHQbvu48zpuIyQeLiuAUTzr4NvjB2LFC9utlR5HP55ax39oZ//2V5SXq679fJyeG1BEEomvh4ZmcNGQL89BPz4O+6i2aFQsncfXfRk9DcXJrv+kjPnkwUGDMGmDaNWsT33wccpWAEZcuy405i4tk/i48H7r1XBDZBMJt77wWqVTM7Cv1RCvjmG7OjCCkMEQo0TXtW07S/NE1br2naV5qmlT39/Tqaprk1Tfv99PGGTyfOzKRhTrgxdy5w7rnAihWlLwojI1krKHhHVBSLYa3gBJuURFMWb1AKGDy4cEcQXzj3XLZlE2yJYWNsuBMZyQyjJk1ou3/wIPPeW7WSxY0vDB5ctPt0drZfQgHAdefLLwMrV/Lfl19O/1UfEhSEYFG/Ph2Rz7yvejzA9debE5OPyBgrhDRRUSxztcLcV08yMjinF3TDqIyCHwGcp5Q6H8DfAB4o8LNtSqkLTx+3+XRWtxt49dXwqT9xudgmb9AgmkKVll4eFwfceefZzs9CySQnc/Jidn/Z3Fzv+0pPmwb88Yd/rWBiYznDFuyMvmNsuLcpS0jgbufNN7OUZ9MmYMSIondFhdJJTAQGDDhbXMnK8lsoyKNtW3ojTpoEfPYZNZ1Zs0r1SBSCTYcOvE/llfZFRjI7JyHB3Li8x5h5rCBYhVatOBc0e+6rNxs3AsePmx1FyGDI7FAptUAplXP6v6sB1NDt5NnZTGsMdX77jTOg2bO9NxyJiGA6keA7zz5rrleBptGgMjq69Mdu2wZMmFB8dklcXMkDf2QkryXYFt3H2KQka3l1BBOHg/XsR44Ab77JvvBC4NxxR9HvqUOHAj51bCztZX77DWjQgDrv5ZcDu3YFfGpBT268kT0vnU52oRg71uyIvMbQeawgWIXnnw+9rILYWLaMD2fS0niD/OSTgE8VjG2k4QDmFfh/XU3TftM0bammaR2Ke5KmaSM1TVunadq6QpmFOTl0Nlq71qh4zWflSqB9++K7GhRFbCwwapTUz/pLUhIttc1aLCUksKVYaXg8zDApquQgIoID/jXXcILmdBYtGJQpAzRqFHDIgmUIfIxNSgJ69AhPsUAp4NprQ29XxWzatgXKlSv8PacTaNhQt0s0a8bb5csvs/FLs2ZMOvQn0UowiGeeofHnhRfSaNKeBD7G2rlGZutWlmK1asW5ykMPhaZjfjiSlMSWtqF0709N5SZrqJOVxW6Ac+YAzz0HDBvGfsLlyvHo1ImZkYGilPLrALAQwMYijv4FHjMRwFfIb8MYC6DC6X+3BPAvgKTSrtWSU7nCx4UXKuXxqJBkwICzf9/SDodDqcOHzY7c/nTrplRUlO+vf6BHYqJS2dmlxzdlilJO59nPdzqVuuwypf75J/+xR48qdd99/FlcHB8XEaHUmDHGvX4hCIB1ys9xMpAjqGNsy5Z8//XvX/T7K1QPp1Opxx4z6J0jqGeeyR974uOVuvJKw+7bO3Yo1aMHL9W2rVJ//mnIZYSiSE8v+e9aws/MGl+VGWOsXcjOVmrpUqXuvFOp6tU5v8z7HOfNNytUUGrmTKVyc82OVggUj0epLl3MmfsaeW/PyjL7lQ2c3Fyldu1S6scflZo6ValRo5S65BKlqlRRKjJSqYQEpZKSlIqJKfa1CHSMNXIAvhFACgBnCY9ZAiC5tHMVKRTExyv12Wc6/0UsQGpq4QHZmyM2lgO6EDi7dwd/oaRpSt14Y+mxbdrEG/SZn4P69ZX66afin3fsmFITJ/Kx0dGcAAheY+ZEtqRD1zE2bxKbna1Unz7hIxZUrqyUy6Xju0UoxMGDSpUpQwF2+XLDxX2PR6kZM5QqX57zpkcfVSoz09BLCkpRYKxeXamnnlJq3z6fnmrV8VUZNcZaFY9HqU8+UapfP47/SUncWChp/IyPV6pZM6VSUsyOXgiUXbtC676flFTyvNhKeDzc6F25Uqn331dq/Hhu/NWuzTm708n76Jnzfy8PSwoFAHoC2ASg0hnfrwQg8vS/6wHYC6B8aecrUigAqKhkZOj8FzOZWbOoEPnyRnA4lDpwwOzIQ4dnnw3ugJmYqNTixSXHlJ2tVNOmFBUAikllyij15ptK5eR493udOKHU3LneP15QSilLTmR1H2MLTmKzs5Xq3Tu0Jg1nHpqmVLlyFN8EYzEh8+/gQaWGDOGfulkzpVavDnoI4cWmTVw0RkZy46JzZ6W++sqrHT0rjq/K6DHWang83KmMj/dvPHU6lbriCm60CPblmWdC574fEaHU7beb/YoWJjVVqV9/Verjj5WaPJmfmUaN+JrHxHBOHx+fP8/X6Qh0jDXKo+A1AIkAfjyjfcylANZrmvY7gM8B3KaUOub3VVJTgZdeCjBUi/HNNzSh8JaYGLbUq1LFuJjCjbFjgZo1g3e9iAg6RJfEk08CO3bk+xDcfjs9LEaOpDmhN5QpA/Tu7f3jBStj3BgbFQV8/TVw6aWhZ3IE8DNUoQKwZg0NYwVjMaGtZOXK7JA1Zw4bBrVtSw9kX26tgg80aQIsWkSvpMxMYPFi1stWqACMGcMuIvYjOPNYKzBhAjB9euntt4vD5WI7zEaNgIkT/T+PYC733ANUr252FPoQG0tPDSO5887STRPnzi3aN+CxxzjP2rKFn5+sLN6s0tO5vLcSgagMwTqKzSgAqL4cOqSP2mMFbr7ZN7UoLs7nVD/BC9at8zvNx2fVc8SIkmP5/Xc+LiKCO73btwfnNRCUUipgNdYOR5G7XVlZLPoOxucgWEdkJDPRduzw+/0g2IuTJ7mxBDCT84cfzI4ohPn++7PHi6gofq9pU2bAnTxZ6CnhML6q4sZYKzBpkr67yA4Ha3+mTxf/Ajuydq397/lOp1Jffmn8a1W3LuflEyYUnam7ebP/WTo6HoGOsfZvnp2dDTzwQOmPswvnnOP9Y6Oj2ReqWjXj4glXWrYErr7aeCd0p5M7LyXx4ovAuecCS5ZQnaxb19iYBAHg+PLtt+zAYqXMgogIID6eWT916wKJifye00kH56Skoj+3UVFA1arsmFOnTtDDFswhKQmYOhVYvpxvix492GDm6FGzIwtBevVii9GC40VODrs3bdrEHcsqVYCBA4GlSzmNFczjuefYGlrPDgZuN3DsGLMemzcHUlL0O7dgPMnJXFfYsQuQpnFuMGwYWwPee68u7QGLpU0bdiJ77TWmre3fn/+ztDTebEKgO0iei6ulSdY0ta6kB8TFAb/+GhpppK++Cowfz/S90oiOBn7+GWjRwvi4woH0dE5e5sxhGt3hw0zTN/KDXq4c+7dHlKDZZWSwxKSkxwiGoWnaL0qpZLPjMJLk5GS1bl0xo2xWFktWVq3yvl2rEcTH57cHHTOGYl4e2dnAwYPAvn089u8H/v0X2L6dJTr79wNlywLffy/CahiTkQE88QQ79pUrx9vtoEGmVEeENs8+C0yeXPy9M29Cn5AA7cCBkB9fASA5Kkqta9yYAmeDBkC9ekzzrlGDR7VqnNMFi2nTuJAyekx3OoHLLgNeeQWoVcvYawn6cOoURfhjNqqoiYrK/5qdnd8j1+EAVqxg+r/eFPwMRUWxdegXXwCdOwP9+wM//lh0K/MgowEBjbGhIRTk1XgvWRKkiAxk9mzWnXtTTBkTwxvLY49x4hzMm4yeKEUFs0cPfg0WHg8FpvnzgS+/BP78k6JTampwdjoiIoBbb+VgI1iWsBcKAAqXvXpxdyiYN76oKI5rDRrQO2TQIC4wBCEA1q8Hbr4ZWLcO6NuXQ3CNGmZHFWKMHQu89VbJQnt0NLTs7JAfX4Ei5rExMayjjojgwiYjgwuNKlUoINSrB9SvT2GhRg1+r3p1fca/6dOBUaOCJ/zmjeN33gk89BB/T8HafPUVMHSoPXbEY2M5Z8/NzRcIClKnDvDXX3ycnvz8M9C9O4WVPBwOZmGuXGmZ1y5QocDvmoVgHiV6FBSsSVmwwPcaE6vxww90vvSlBiU+nsWXwfr9c3KUevVV1hx+/XXg55s8mb/HihWBn8tbbruNr1tiYon9Rw09EhKkrZANQBjU0HpVP5uRoVTHjr63b/XnSEzk52P0aKX+/NPrv5UgeEt2tlLPP89y3MREpaZNk5JqXfF4lBo8uPh6Z6dTqcsvD4vxVSkv57FnHnl90suU4dfISL5utWop1aYNX9///c+3HqAff2xeDbrDwW4z778vHzY70K0bPUbMeK94e+S18ixpHu9wKDVunP6vj8tV9Otj1pqimCPQMTY0MgryqFsX+Ocfa7m6KwUcP8602ILHvn1Mid27l//Pcwo+doxpKwUVKm9xOoF27YA33qAabQQrVrDLwv79TNV3Oqk6vvKKf2rdZ59xl7BGDb4ewcoBTUpi5oCZVKwIHDokea8WRzIKCpCRQQV97Vr9MwvyymsuuIC1zP37548pGRnc9q1UCWjcmO7aSUn6Xl8IS7ZvZxLfokVMTHz7bb69BB3IyWEm0ooVhceLvHnD669Di4wM+fEV8GEe6ytxcUDr1sC8eaV7ycyZA1xzjbklZEC+x8w773DOKliTf/9lSbdVu1g4ncwW2Lat9HJth4NZ53p3QqhbF9i5U99z6kygGQVRegZjOocOAe++y7u+kXg8dEIqavG/a1f+4v/YMS74IyPzU8w8Htb8nvmmTkgA9uzh4JmTU/L1Y2J4jjNxuYCffgLOOw8YPRqYNEm/FK99+4A77gB++KFwOo3LBcycyQ/gnDk03fOWX34BbryRaWl33hncBXNsrLlCQXQ0cO21IhII9iIuDliwAOjWjZ9fPcSCxESOkbfeyqMos85nngGefpqfm4gIjjtOJwXR88+nuNC4MY/ata0lFguWpl49lpJ+8AH1qQsuAB55hFZBdq3mswxRUTREbdeOpX1ZWZywP/AA2+jJ/S9wMjKYAt2pE9Wu4uZ8P/4IDB5svkgAcOH5118Unbt2pVlI7dpmRyWcSc2aLG1+5BHriQVOJ8tY9u71rv2q202D8r//1teosXVrywsFARNIOkKwDp9StsqUUerUKd9TSLKz2Wbwt9+Umj+frV2mTFHqzjuVuuIKpS6+WKk6dZjiEhGhVGws8xXLlNEnfb1MGaahp6WVnOqTl3oWG1vy+fJa1MyaxRRAf8nMVOrJJ3nN6Ojir6dpfMz773t33j17GB/A3yXYLS7r1QtKys9/R2Ii/yZlyijVvbtSzz2n1LFjwf2dBb9AGKTG+ty6y+VSqm1b/8sQYmN5dO2q1Jw5HH+LY8+e0tt3xcRwbHY6OX6efz5jFAQf2L9fqauv5lvq/PPZKUzQgWPH2EosJuasOUI4jK9K+Vl64OuY2r590fO95cv1bYGo55HXPnP8eKVSU316WwlBICdHqUaNgvNeSEgofW0D8P3y0UeMb9o070tpHA6u6QqSnq7UzJlKXXutf++/V18NTjlmAEegY6zfTwzm4dMAGxfHAUcp1kDt3s27/XffKfXee0o99RSbKvfpo9RFFylVsybfnBERfBMlJeXXgwWzNicpSak1azjIl3TduDg+rly5ks+nafydANYZ+cO8eUpVr+7bDcbpVOq++0o+b1oaB57ISD6nVy//4guEZ57xfnBJTOTg1a6ddwNCVBT/ntHRStWvr9TNNyv14Yfs3R6IaCOYQjhMZP3q8Z2erlTr1r7dJBMSlKpSRanHH1dq717vrnPllb6PxYmJSq1e7fvvJAhKqa++UqpaNd5Cx43jW10IkMOHldq48axvh8P4qlQQhAKAvkuvvVb4BV6zxhK93Es9HA6lypZV6t13xb/AaqxbZ6yvRUIChcQ33lCqQYOS7/eJiUotXZof24IFvvm6ORz0Q1u2jOKAw8E5jMPBtYmvpKRwvm/256eEI9AxNrRKDwCmYb32GtPkV6xgw2SnkyluOTn8eVGumABTU8xIy4qPZ1xlyzLOhATgxImzHxcZyXq/iy9mC44XXmAKfVwcvzoc/HfeERPDw1e/gkOHmBafkuK7a6fbXXTseXg8TP/ZtYt/h8RE4O67fbuGHtx6K/Doo0X/LK9Pe24u0LMncN11TJFLSOD76t13C6dcx8fz75abyxYs3bvT9bRVK3H3FUIXp5OlTp07A3/8UXyNoMPBz3337vysd+rkfavPlBTW3pZWjnUmOTnso9y6tW/PCzVycvLbRglec8UVfJvedx/w/PM0AH/rLWZJC35SsSIPwTjS04EJEzhPrFeP7T26drVe2nhR5M2/77wTmDKF/gXt25sdlQCwFfGNNwLvv+9fuWFRHT7i4+k51LQpa746deI8+oorOI8+cIDzhjyiotjTdskSPiePBg18mx+43UCfPpyvZGRwKR0dzTWBPx1FHA5LtEA0ktAyM8wjKopvhAce4CDpTavBYJG3gHe7aeDXtCkwcCDQpk2+g1KdOlxIF/XcX3+luYiRvPkmcNddpZuDFEVSEvDxx7xRFcX48TQlyxMgKlakn4O3Cwc9GTOGs7+sLA4UMTH80F91FQ1/2rc/u0g1LY0ti06c4CDXvj3rtS+5hPXRZvwegqGImWEppKfzJr9hQ/6YoWkUEipU4MTvxhv5b1/weOi3snmzf3Fddx0wa5Z/z7Uzhw4BH33EcXzHDtaG169vdlS2ZckSYMQIYOtWYPhw4LnnOF8V9CEcxlfAQDPDM4mIAC68kN5Rl1wCnDwZjKvqj9NJEfq11zgnFswlLQ1o2JD3+4gIzpszMjhnzhOjMzO5YVa+PNt81qrFe0+dOoVbfFarxvl2cezcSXHi2DH+PzaWHhZLlvC5BcnJYQzeigVOJ3+Pf/7JX4fExQEbN/p+n0xL4xxl924KDhYlPMwM80wAvXlcQgIX4R4PkJxsrqlVVBQVKrebk+TWrTnwtW5Nx6Rp04CXXwa++67w8ypUOFsoiIjggtRokQDgaxgd7Z9QkJEBdOxY9M+mTy8sEsTGspevWYvrCROYHVCvHjBkCDMdLrigZIOlhASa8OTmyu6IIAAc4xYv5ud+82beMK+4ggJBmzb+G5Z98AFvwP7y88/+P9fOjBpFY9nsbN7/HnwQ+OQTs6OyLZ06cWP20UcpEsydC0ydSj1ZECyHxwNs2QK0aFG06bVdcLmA+fO5mTZ6NA31EhPNjip8SUhgd4Ft23hf3r0bOHIEqFo1XwCoXp3rl0BNSuvUAZYvB9q25TqkVSvg+++LztCNiuKm3f79pZ/X6QQGDACGDQOuvDL/+61b+y4SKMXOLQcOWFok0AN7CAV16lAhnT+fE5+8NO/sbCpBbjfTT3r3Bi67jCpq3oDSt29wdpU0jdfMzuYi+6KLgC5dOFFOTi56C+Knn9jpIO85eVSqdPZjY2Pp+h0MypTxf/F+0UX8MJ7JypWcwBYs7dA0btWYRc2a7Erha2qubCcJQmESEoClS/M7IujRuvCVVwJLmd216+yxNRx4+GGWa2Rn8z757bfcDm/QwOzIbIvDAfzvf0w0u/lmasoDBnCz85xzzI5OEM7ADqUG3pCbyznja6+xFOG559ieWzI3zcHpBJo352E0TZuyi8f8+awBK+k+Xq9e6UKB08nB++WXeW/s3ZuqL8Dsc1956SV2EvFnQ9Vm2EMoKFeONfnZ2cC6dUxVP3GCKVVNmlAYKK4W/JprOFE6dUrfmPLq0rOz+Ybu1IktgFq1YoqNN4ramjV83LZtTFvP48zUGk3jbt155+n6KxRLUpJ/imBcHMsozmTnTuDyy8/2f0hO5mLdTKR+V8jj33+5Ezt7NkuX7rvP7IjsRUJCYZU+UIYP5w3cV5+UPOLi2Dbpggv0i8kOXHgh8OSTbB3lcvEe9cADwGefmR2Z7WnRgrftF15g9+GmTYFnnwVuuUU6/QmCYWRk8LjzTs7ZbrjB7IiEYJCczKM02rRhWXZxHnNOJ+dzDz/MgTomBvj0U24if/stN5h9YdUqtne1QqvRIGCvVVJ0NFNRfKFr18AVn9hYHm43a27at+fCvVUrLvD9KW84fJhCh9PJdN2CQsGZWxRxccHLJgCYUeBPKk1ExNneBKdOsdwiNbXw9xMTgbFj/Y9REALF46Hw+NVXvGns28ebiNtNLw3BXG65hTd2f/F4WFr0wgvhJwjefTdTNZctY+3mhg1mRxQyREWxam3AAGDkSB4ffQS8/bYkbQiCoeTk5NetC0IeTz3FUuDHH2e5TUG/AocDeOYZGpGfydChPHzh4EFmqoeJSAAAoZ+/43Aw48BbIiO5ox4Tw9qbfv2Yczh/Phf2W7eydvamm4Bmzfz3QFizhgKAy8Vdr4JUqUJhAuDC5ZJLuEvkD9u3+56GlpRUfGeIknA4CgseOTn8QO3fX7THRJ8+vl9DEAIhPR34+msa3ZUvTyHxuef4OcnI4Hu2Xz8egrk4ncC4cRxX/CE9nWN15crcUS/KIDZU0TSayiYk8H3+ww9mRxRyNGzIzNi33mKDjebNadbua4MOQRC8JDfX3r4LgjHExAD33w/8/TdLCqKjuRnpcHCALkok8JcxY/TPULc4oS8UAGz1V1TbizxfAYeDXy+9lDtYn33Gxe3+/cA333B3pm1b/yesRbF3b34N6S+/FP7ZFVfk5zHGxVEN84WdO6mw1a/P0ozWrX17Y5cpw9h8pVevwvmXd9zBHdszMzqio5lWXJLrqSDoxe7ddB9r355GOzfcwC3AkyfpWltwZh8Xx61BwRrceWdgOd2pqcDx48wqaNyY74Evv/RvfLMbFSrQhW/9ejpGC7oTEUGbnU2b2En3vvuYaPjbb2ZHJgghiAgFQklUr84124EDNDPesMH3jIHSWLw47NTg8BAK+vThxDA+njsssbHcob/zTuC99+hif/IkzbgmTWK/7/LljY3pxhuBc8/lTGPjxsI/q1WLi5mICM46WrYs/Xx5k+GmTSkOPPYYd0mzstgGpHNn72t9y5ThhDo2tmhjwqJISmIuZh7TprE9T1HXjIwEbr/du/MKgq94PLxJ3HcfTW4aNWKu8MqVFK2KE82cTuDVV7kDLViDsmWZ2x2oqJjXymnlSo69lSoxW2HbNj2itC55ragEQznnHOpPn3/OCqaLL+YGVxhlpwpCcAgD8zghQMqX5zpI77bAhw6dXUYdBmjKBm0dAurxnce773JnqlUrvoHMbJuYx/79LF9wuTijKLhzdugQsxhmz2bMpfHQQ8x7LG6nLDYWGDyYqbjecvgw67ffe49bJNHRxZcxxMQw5jJlgIULmbpd3CypRQsajwiCXqSl0YH2009Zm60U33/eKr+RkSzxWbr0rB3scOjzrcsYaxT791PwycjQ97zR0fy7n38+cM89zOTKK/kSBD85fhy4917eNhs2ZIJScR2DhfAYXwEgWdOURUdYezFuHMsFBSHYzJnDDAWblR5oQEBjbHhkFABsizF8ODsHWEEkALjTM28eU0TPfONVrszdLm9EAoB+CiX9XlFRvnk1ANx1GzkSWL2a2yQvv8zODrGxZ5dyNGlCkWDLFmYWFCcSJCSwlEMQAmX3brZNateORjY33MC67FOnqPr6kh4WG8sMGLEutx7VqgGDBulvSJidTfFhzRrmj1esyPrDLVv0vY4QVpQrx32JhQuZKd2pE3DrrWzUJAhCgOgtGAuCt6xYwU2pMCN8hAKr0ro1sGcPF9mBULduyem5FStSLPGXChX4/BUruMP32mv0dIiJ4XHVVXSj7dKlZPNEj4dNqAXBVzweilYTJvD9nldSsGoV0xH9TQlzOunpIXXc1mXSJI4zxbXBDZTUVE4A3niDGU8tWtAYSRD8pGtXlsiOG8cW8E2b0kdVEIQAkHoewSx++qloY/YQR4QCK6DHLmbdusW3NIyPp2eAXpkU5cqxznfpUpYbfPIJMHo0zQwPHy4+jshIlj9463sgCGlpLP695hrWq3fvDrz4Ig07MzICnzRoGnuajRmjR7SCUdSrR4Fy6lQKlHkta/UmJ4fvqT/+AJ54Qv/zC2GF08ks6dWrmaA3YAAwcCC9tgRB8APxKBDMIDf3bD+5MEGEglChTp3izQqbNuUi3gjKlAH692c5wYYNJbuJx8bq26ZECE127aKp4CWXMJPlxhvpPZCa6ntJQWnExbFcIUKGQsuTlAQMG0aB8tVXjZ0wKgV88YVMSgVduPhiNgB68kng2295S37//eI1dUEQikFKDwQz+Osv/csfbYLMjkMFp7PoFpAOB/D668bWXj/3HCfVpe3uVq/OlF5BKEhuLpCSAowfz8yYxo3ZsSAlhW71RrnMOp28ZpMmxpxfMIbdu2k+aDSRkfSQEQQdiI4GHnyQySrNmtEyqXt3NicSBMFLpD2iYAY//xy2yq4IBaHEI49whzQxkf+PjGRzZ2/aK/rLnDmsHy6t9aLTCdx1l3FxhCK5uXTEGjyYO+vz55sdkX6kplJcGjSIpSw9egAvvaRfSYE3VK0KTJxo/HUE/cjJYXeCYLw/UlPpWSAIOtK4MZNipk3j3PO889jZODfX7MgEwQZIlpdgBkuWlOy/FsKIUBBKjBtHQ8FZs2gYWK8eZyBGsX49MGSId5N2j4dtRYSSUYo5qrffTnHgyiuZdn/sGF+/kyfNjtB/du4EXnkFaNOG5po33QR89pkxJQWl4XCw5KAkA1DBejz8MLsSBGtVtWSJ2NUL+axbB/Tuzfvr/ff7fZqICGDUKGDTJpoejhvHbsjr1+sYqyCEIiIUCGawfLnZEZhGeBZchDIOB9CvHw8jOXgQ6NbNO4VN04C+fQPv7BDK/PMPMGMGm2+fPMld9TMXQ2lpNI2cNcucGH0lN5dbZl9+CXz+Od8zmpYvLJmVQuhwsIPHxRebc33BP5YuZYvWYLpeR0XxvXvLLcG7pmBNfv+dXX3ySqFq1AAeeywgsbFGDXoWfPop/VRbtmTV1UMPMTlQEIQzEKFACDZpacDevWZHYRqSUSD4TkYGiyuPH/fu8fHxwJ13GhuTHTlwgA7+jRsDF1wATJkC7NtH8aWoHdPMTOCrr6xdgnDqFBdWAweyS0HPniwp2LUreCUFpVGmDPDMM2ZHIfjC0aNswRrs9096upQfCMCffwIdO+aLBElJwOLFumQkaRqbumzeDFx7LQ0PW7RgJ2JBEM5APAqEYPPLL9xgClNEKBB8QynOZv7+2/tU8TJlgHbtjI3LLpw6RbvrNm3YqWLiRKZSu93e3QBdLuuVIOzYwZ3eNm3YA2z4cIoFaWmcWFup+NbpBD78UFp02om8MccoU8vS2LgR2LPHnGsL5vP330D79hy7AU4Yv/uObVV1pEIFYPp06sBuN9ChAxPI8i4rCAJEKBCCz6pV1tjkMgnDhAJN0yZrmrZX07TfTx+9C/zsAU3TtmqatkXTtB5GxSAYwOTJwA8/eN+ixuFgNoGRXRfswE8/sba1cmW+Hj//zAwBfwaftDRrtJlMS2M2RNOmwAMP8HcysktBoMTG0givSxezIwmYsBpfp04FVq40b4KoaRSXhPBj+3a2ac0TZp1OZph06GDYJXv0oDZ1111sWNSsGTB3rmGXE4ohrMZYO1FSC25BMIJFi8L6fWd0RsGLSqkLTx/fA4CmaU0BDAbQDEBPANM0TYs0OA5BDz75BHj22dI7HBTE4wFuvNGwkGzBp5/So2HePIoDaWmBnS8zk3X/CxboE5+//Psv67asUlJQGk4nF52hQ+iPrxs2ABMmmOs2nJEBvPmmedcXzGH3bjoMHjvGrBank0YCw4YZfumEBFZsrVrFhLw+fegbfOiQ4ZcWChP6Y6zdCOMFm2ACeQbjYYwZpQf9AXyslMpUSu0AsBVAKxPiEHxh7VqmlPu6IOzUibvo4cr331Mo8UVc8QaXC7juOnPzUlNT2YLTDjidwDvv0DchtAmd8dXlosBmBRHqwAH6ssyZQ/FTCG327aNIcOQIJ4pxcTTvffrpoIbRpg3w66/Ao4+ym2zTpsDMmWHbztsqhM4Ya0dEKBCCyZ49YW+gabRQcIemaes1TXtP07Ryp79XHcC/BR6z5/T3CqFp2khN09Zpmrbu8OHDBocplMiePcyH9HWxm5gI3H23ISHZgqVLaepn1EInNdXcEoRAMyOCRXQ0BasrrzQ7Er3xe3wFbDDG3n47O2VYgaws4Mcf6ZXQoAHw0UfBbedpFHv3cpySyXc+hw5xhX7wIEWhqCjg3HOZUWdCCV1MDPDII2y6cO65TGjo1Qv4Z3sWes3qhV6zeiEtK+2/f2flSg23jug3xhodabggY5UQTH7+mXPIMCYgoUDTtIWapm0s4ugP4HUA9QFcCGA/gOd9ObdS6i2lVLJSKrlSpUqBhCkEQno6Gz37s3MdGwtcdpn+MdmBNWuAyy/XP5OgIJmZNA1cuNC4a5REWpo9trZiY4F33y38vb17LR+7keMrYPEx9vPPgc8+894LxWjyDDnT0mjeeeutQM2aLEmw627DwYPsx3f55fn57R9+yA4T4crRo8wk2L8//29eoQJFIpP7FTZtylber7zCjghNmuZi0cdN8dPSTFTs9zx+Wu7G0l1L0X92f1PjtBNBHWP1DT18EaFACCbLl9tnU8wgogJ5slKqmzeP0zTtbQDfnf7vXgA1C/y4xunvCVbD4+Eu7O7dvjvXx8YCt91mn9R0PdmwgWmqwairdru5y7ltGzM4gklamvXTsOPjWexbtSrbeX7yCX0KNm7kIm/kSLMjLJawHV937wZuuslYkS1Q0tJ4jBtHI88HHgBGjWJxuR1wuSgAHz2anxkxdy6zC7KyaFJ67bVAv378d7iY0Q4ZQu+VvNckPp5GtBYpn4uMpE1Cv35Acr+NODL3eUDLBaCAyPGIGd4bqG12lPYhbMdYOxMKmVyCfVi82PKbSkZjZNeDagX+OwDAxtP//hbAYE3TYjVNqwugIYA1RsUhBMC993Lrwp9dPU0DRozQPyar888/wKWXBtf536wShNatrS0UREZyG65SJebqVqvG9/TG00PRP/+YG18AhOz4mpPDzhRW8CXwhvR0ClCTJ/P99cgjNL+zMrm5FIC3bTt70p2WRqFg/Xpg0iQgOZm/16hRdH4O9dZkBw7k71g6HDSNbdrU3JiKoHZtYPuaJohq/iWgIgAVBeRGQ9vVGZ8P+tzs8EICW4+xCQlMl44KaC/QmohQIASLnBy2Lw9zjPQomKJp2gZN09YD6AxgLAAopf4E8CmATQDmAxitlLJQo3UBAPD++9xx9XdXr2VLoFYtfWOyA3365LfSChYZGeaUINSvz/5dTmdwr+sLv/wCDB3K5uSZmYWzPLZtMy+uwAnN8fXhh3lj9jWDyWxcLi6yn30WqFGDve327zc7qqK5806mU5YmAGdm8vc6eBB46y2KC2XLmt9txUgcDn51OoHnn6eBpUUZ9NlARLR9BYhyA1o2EJkNVXsxrv70arNDCxXsN8YmJACNGnH+9s47ppfLGILd7g2CfdE0ICnJ7ChMxzChQCl1vVKquVLqfKVUP6XU/gI/e1IpVV8p1UgpNc+oGAQ/WbECGD3af5EgMREYO1bfmOxCkybmpCm5XEwVDmYmA0Bnrb59rTkh8Xh4FPea7N4d3Hh0JCTH16VLgZdftnbJQWnktQp94w2gXj12itmxw+yo8nnpJeCDD3x/jT0e+tTk5gJ//mlEZNagZUtODocPZxaFxYmstQYxw3sjtvtTiBneG5G1rLWxbWdsM8ZqGoWt1q2Br78GNm8Grr6aaSehWPopGQVCsIiMBCZOtPZmWBAwoz2iYGW2b6e5VaCpv3376hOP3Rgzxrw65dRU7hYGm3fftUwNbyFKE2wOHAhOHELpHD0KXHWVfUoOSiMri6LBzJlMXR8+3OyIgG+/BR58MDAhRtNCM505j+HDOYa/9JLZkZTKN0O+QcfaHdGlgwNHvh2HLh0c6Fi7I74Z8o3ZoQnBIDKSAn2vXsCyZcDq1fQdyfMTqVEj9BbVUVFAnTpmRyGEEyNGhKbg5gMiFAj5nDwJdO4cmMNnfDwdwWNi9IvLTnTunJ++GmwyMmjWt2hRcK8bHw989539VNdwdnc3Cn8cqZUyJxsmGOTk8HM5Y4a5caxfz9c4UCEmIiK0hYLkZGa12GBiGBMZg3lD52He0HlIiEn4798xkWF67w0XYmIoEFx7LT/Xc+cyE+ZMqle3TtcYPYiOZpbEypVmRyKEE/Hx3ICzYtZskBChQCA5OayvP3DAd4O6qCh+iDp3ZurblCmGhGgLIiLY7SE21pzr53VBCPaiq3lz1vTaSSzIyQlOZ4pQZu9eYNYsusVXrszWcr4ydSonf6FslJeba65z8o8/6vP6hnpGgSBYFYeD99fRo5n5OWMG0LBh8Y+PizNv00JvYmKABg3YdtqK2YtCaHP33eHT+acI5I4vkPvu42Q9NpYeAxGnNaTcXO4SZmVxsE5IoLlH2bLsL12pElC3LlM269c39VewDLfcYq5YcuoUzdTeey+41731VmDePOCHH+zRWz4uDti3r+TJllCYgweBJUuA77/n4vPYMe70pKVxzBgwwLfzbdgATJgQOiUHxRERwTHULAFRLzSNf29BEIJDfDzFufHj2d2oTBnvn1u5sv17wMfGskXr0qW+/e6CoBcVK9IU+4MP/MuatDkiFAikd+/8xX+5cvlH+fL8Wras7CR5S61aQIsWrBk0g7wShKFDgS5dgnddTWNNduPG1nV8L0hkpAgFpXH0KCdo339Pt/tDhygYFsxYyROFYmMpUHmLy0Uvk1AXCQC+10JFKJD7gCAYT0ICj0ceAW66yb/U55o1mX1gV+LigPPPZzmlWd5PggDQ32fmTBEKhDCma1cegj7cfTdNUMyqu87rgrB1a3BvsElJwJw5QIcO1l8AejwUCoTC5OZyl/+rr1haEBtbtDBwJo0b+9Zz/vbbmaEQDkRE8HVLTDQ7ksAQoUAQjCU+HqhWDXjiCXYvCMQvo149Cr12xOGgZ8gPP4ROCYVgX+rUoXHoN9/4Xp5tc8SjQBCMoH9/8weTkycpWASbli05ybG6X0FGhggFRfHBB2zvt2MHd8G9EbsSEoB77/X+Gp9/Dnz2WWiZbZVEZKQ9ynFKQ4QCQdCfvBaHF19Mgfbvv4FrrgncVLNBA1sYc56FwwG0b8/yNhEJBKswebL9swL9QIQCQTCCPFdiM2/SGRnARx+xpjzYjB0LtGtn7e4X2dnAzp1mR2EtMjLoV+JrCz1NY3tDb9i9m6m0gbTpsxsej7lCQUKCft4CIhQIgj7ktTjs3p336TVrgMsu0884rVkz+7m1O53Mbp07NywXZYKFOf98ZrmEGSIUCIJR3H67+Tc6txsYPDj4hkaaBnz8sfXNh+xcv2kEr7zie8lIdDQNPL15r+fkAFdcYf2yFL3QNO6Ide/OemGzuP56fT6LklEgCIGT1+Jw8GDg99+B+fOZTaA3/foxM8Hq2X15OJ30y/rqKzFNFazJ44+zPCiMEKFAEIziwguBc84xOwqWIIwdG/zrli8PPPmk+WJJSfz7r9kRWIeTJ1ky4utOf2Qk3bi94eGHgS1b6IMQ6jidzKpZuZJ1jWZOfJ1OCnd6pPHKBF4Q/COvZeGtt9I/aNYsoFEj466nacDbbzNLweop/E4ns9I++UTESMG6XHopULu22VEEFREKBMFI7rrLfDU/IwP48MPgmRodOAA8+yzbZd59N3eRrUq4mOl5w5NP+ufoe9FFNM0qjaVLgZdfDv2Sg/h44LzzmDq7fDk7oFiBSy8FhgwJLBXZ45FJvCD4Q0QE8MADNIh95RWgevXgXffTT5kybVXR3ulkl6bp0/NbcwuCFdE0bqiEURcO+UQKgpFce601dk/dbqYgpqcbd/6PP2a3gzp1gEmTmNbvclnj9y+O48cBpcyOwnyys4HXXvPdXDAxkf29S+PoUe4WhXLJQXw8dxpmzQLWrwc6dTI7orN56SX/Oy/Ex3Nxc/75uoYkCGHBBRew1WG5csG/dkwMyxsaN7aeb5DTCYwcSQNdvbwZBMFI+vWzflmtjohQIAhGUr4865OtgN4lCB4PsGwZcN11QIUKbAe5YgVN2+yyINQ0vi7hzt69/gk6UVFAnz4lP0YpCmZmtQo1mvh4oFIlCi3bttGDwaoT3sREChm+ZDnlCSAzZwKbNvF3FQTBN8zeKXc6gcWL2cI2OpqtjM0WDZxOZh2+8IJ1x0xBOJPISIp+YeJVIEKBIBjNnXdao396RgYXCYGWIGzdyhTKqlWByy8HZs+mMBBsw0Q9iI3lIjncOXaMrRB9ITYWGDWq9FT0Y8eAhQt9P78dcDqBcePodXHjjfZoRda9OzBlCstFHI7i05Hj44EqVYDXX6cAMmCATOYFwc6UKwf89htw5Ajw7bfAU09xd/Scc/LFg2CVJzidnEc8+aSMK4L9uOGGsPHrEaFAEIymSxfr1AbmdUEIpARhwAB6EBw+THHAzqn7ERHAvn1mR2E+/u52jRpV+mMqVOBi0+pmWr7idFIcePRR63y+vWX0aC7+//gDmDixsGjgdHJB8eyzFECuv94eAoggCN6RlAR07EiR85tvKJYfPQp89x3w9NPMiqpe3TjxwOGge/xDD+l7XkEIFrGxLLsMtXlNEYhQIAhGExHBGjyz0/zyOHGCEwR/mTkzdIxccnJEKAD8E3vatwdq1PDusSNHAhMmmG/sqRexsUDr1jQlszMNG7ITRZ5o8NBDnMDv3UsRKEx2TAQh7ElMpMfQ2LFsT7hnD7PB5s4FnnkGuPJKtniNiqJ44K8pqsMBPP88cM89+sYvCMFm9OiwyIYRoUAQgsHIkebXKOaRkQHMmEFHdn+48EJg9Wr6L9h9kMzIkNIDf0hIAO6917fnTJpE1327iwUREdxt++ab0Nppb9iQQsE994TFLokgCKWQkEBB+K67gC++AHbv5kbDvHkUDwYOpH+Jt+KBwwFMm+ZdJpogWJ0yZdjq1CqbgAZhkZWLIIQ4tWvT9dgquN3AoEH+t6pr3BhYuxaoXNnei6XcXGDHDrOjMJ8qVXxbHDqdvpt0ahrw5pvsBhBIiz6zSUoCfvrJGr4jgiAIwSQ+HrjkEnovffopsHMnDYF/+IHlSoMGsfNRnniQd19xOID33mO5liCECuPHW2cT0CBC+7cTBCtx113WStkPtAShXj3gl19ohGTn3uoiFNCY0ts087g4vpf9uTlGRgJffskWe3ZU4R0O7qbVrm12JIIgCNbA6QTatAHuuAP45BPeU1NTgR9/ZJnBddcBn31GfyRBCCWqVQOuvtreG2alIEKBIASLAQOsZfyXkQFMn+5/CQLAFOx164C6de258AOk9ADgov/RR71r96MUcMst/l8rNhZYsACoVcteApPDAbz9NifEgiAIQvHExQGtWrHMYNYsdkgShFDk4YdD2s9HhAJBCBZxcVTUraQ8ut3ANdf4X4IAsPxgzRqgUSP7ub8DwKFDZkdgDW6/3TuhoHt3/s0DoUwZYNkydkSwg89FXr/v664zOxJBEARBEKzCueeyi4gd5jJ+IEKBIAST0aOtV5994oTvxnRnUrYssGoVfRis9vuVxsmTgMdjdhTmExMDPPdcyWJBQkJg5SoFqVaNYkFSkj7nM4q4OKBbN/b7FgRBEARBKMhjj4WsCbAIBYIQTFq0YD24lXC7gQ8+AFauDOw8CQnAkiVMzbbTgBkdDRw5YnYU1uC662hsWBxlywKXXqrf9c49l3Ws3mQymEFUFFC/PvDxxyG7WyAIgiAIQgC0agU0aWJ2FIYgQoEgBJsxY6zXIi7QLgh5OBx0P+7SxXq/Y3HExAD79pkdhTWIiABeeaXohbvTydZ5ei+YL76YrbesKC6VLQssXGjN2ARBEARBsAZPPGHdTY8AEKFAEILN9dezLZ/VOH4cmDAh8PPExLDHfL9+9hALNE0MDQvSuzd3+s/E4zGutVWPHmydaKUFudMJLFpkvQwgQRAEQRCsRY8eJWdk2hQRCgQh2JQvz5pnq+F2A+++S2PCQImMBD78kKnsVhcLsrMlo6Agmga89lrhv5umUfgpV864615/PfDII9Z4vzgcwOzZbOMoCIIgCIJQEppGrwIrtUHXAREKBMEM7rwTSEw0O4rCOJ1Mm9JroRYRwV3iUaOssfgrDrcb2LPH7CisxSWXAG3b8m8IcOF8zz3GX/f++4Hhw819vzidwKRJFEYEQRAEQRC84ZprrJUZqQMiFAiCGXTtyhR9KxAbS4Hg4Ye5YD7vPP3OrWl00p8wwbpigVLA9u1mR2E9Xn45/z16zjk06wnWdXv2NOdm63QCV16pTwmOIAiCIAjhQ1QU8NBDIeVVYIhQoGnaJ5qm/X762Klp2u+nv19H0zR3gZ+9YcT1BcHyREYCI0eaKxZERXExNnIksHs3d3ONam04aRKNXqyqtO7aZXYEPhGUMbZZM6BvX4o948YFz/U/IoJdBlq2pIgVLGJiKJK9+650OBCEMEfmsYIg+MUtt+RnY4YAUUacVCl1Td6/NU17HsDJAj/eppS60IjrCoKtGDECePHF4F9X07gA69MHeP55oFat4Fx37FjWbt11F9P9rYTNzAyDNsY++yyQlkaviWASHQ3Mmwe0bg38/TeQk2Ps9TQNqFSJ17RKpo8gCKYh81hBEPzC6eQ897nngIwMs6MJGEMlD03TNACDAMw28jqCYEvq1gWaNw/uNZ1OoF07YPVq4LPPgicS5DFiBPDee9bLLDhyxOwI/MLwMbZ2beD7783x00hIAJYsoYuw0ep8QgLw0080GhUEQTiNzGMFQfCZu+8OmcxEo3MjOgA4qJT6p8D36mqa9pumaUs1TetQ3BM1TRupado6TdPWHT582OAwBcEk7rorOA6p8fFAo0bAnDnA8uXABRcYf83iGDwY+OQTa3kWpKWx+4H9CO0xtlIlvl/LlDHuGg4H8PXXRbeEFARvWLgQePVVa7a9FQIltMdYQRD0p0IFdnKKjjY7koDxWyjQNG2hpmkbizj6F3jYEBRWYfcDqKWUagHgHgAfaZqWVNT5lVJvKaWSlVLJlSpV8jdMQbA2V17J/vRG4XRyR/btt4FNm4AuXYy7FkDH+mHDOHEuKV28b1/gm2+sY/gSFwccPGh2FIWQMfY0desCixcb815xOoEXXjD+cyGELgsWsEPG/fcDLVoAf/1ldkSCl8gYKwiCYUycmN9NzMb47VGglCqxEbymaVEArgTQssBzMgFknv73L5qmbQNwLoB1/sYhCLbG4WA7lenT9RUM4uKoZD76KDB6dPDqrgcMAAYNAmbOZKZE//4UDjp3PltZ7dYN+PFHoHt37uibSXQ0sG8fUKOGuXEUQMbYAlxwAfDdd8Dll/NzEhHBtL68r8DZaX5K8QD4HKX4Ne/IzQVuvhm47bbg/i5C6LBsGce8PM+VjRuBiy5iB5kJE2haK1gWGWMFQTCMWrU4r3z/feCpp4BTp8yf6/qBIWaGp+kG4C+l1H8NyjVNqwTgmFIqV9O0egAaApC+ZEJ4M3o08OmnQHp64OeKjmY3g9Gj2aLFyJTtoujbF/jtN+Cyy7hD/+GHwLffcmHWty9www3cvc0TLtq25WS7UycOomahFAd0exFeY2ynTty9/eMPvn+io/nV33/nHYLgD2vWAL17Ay5X/veUomjwxBPARx9xXG/SxLwYhUAJrzFWEAR9cTo5Hx81ipsdkycDW7bwPpG3kWFxjBQKBuNs85dLATymaVo2AA+A25RSxwyMQRCsz0UXsTxgewBzjYgILoCuugp45hmgenX94vOVxo25szZgAPDzz0BqKr//8cfA3Lncye3Thynf1aszXXf1aqB9e+D4cXMGz+xs23U+QDiOse3a8RAEM/njD2ZEFSfuulzAn3+yxedDDwH33SfZBfYk/MZYQRD0JyKCJWr9+gHr1gGPP86Nj9xcy/tjGWZmqJS6USn1xhnf+0Ip1UwpdaFS6iKl1Byjri8ItkHTgDFj/Df3czqZ2v/LL8CsWeaKBHmUKUOfgtGjC3c4SE3lJPrzzzl5zqNJE2DtWqByZXMm1G438O+/wb9uAMgYKwgmsHkz0LFjvgBaHHnZBU8+ydKZzZuDE5+gGzLGCoKgO8nJ9OjasgW49VbO4Y3qBKZDxyijux4IguAN11/vu2N2fDxw3nnADz9wUd60qTGx+UtEBDBlCvDBB2eLIB4P8MUXQEEn6Hr1qLRWq8byiWATSEaHIIQzWVmlL5xDgW3bmPl08qT3z3G5aCTbsiVLEkoyeRUEQRDCg1q12C1n/37gsceAihX174IWFxfwKUQoEAQrUKEC0LWrd4+Nj2fWwPTpwPr1nLhamUGDWFpQterZNeGvvVb4/zVqMDOiTp3gGTDmsXt3cK8nCKHA/v1AmzbWH4cCZfdu4JJLWB7lK3nZBU8/DVx4IYUDQRAEQUhKAu69l/fSt99m+a4enRLi47lZFyAiFAiCVbjzTiAxsfifOxxM6Z8yBdixg34EZzq9W5XmzVmzm5ycn12QkQG8/DKQmVn4sZUr0yjs3HOB2Njgxbh/f/CuJQihwKpVQLNmrNkP5mc12Bw4QJHg6NHAPFTysguSk1mjKtkFgiAIAsBM2sGDeY+YP58+OHFx/mXYRkXR/+z22wMOS4QCQbAK3boVvYseE0OR4J57gD17+MG3o1t7+fLscDB8eL5YkJNDd/AzKVeOi5Dzz9cldcorjhwJznUEwe4oBbzyCses48dZSlSzJn+2cycX1KHCkSPsznLwoO/lYUWRl13wv//Ru+DPPwM/pyAIghAaaBoz9H78kVnD11/PebAvc2GHgwbiOmwmilAgCFYhMhIYMSJfLIiM5MAwdCgzCJ54Qv/6pWATFcWarNdf50CWns7fq6hdusREYOlSoHVr44xeCpKZmd8PXRCEonG7gWuuAR54oPDnpW5dfm3cmCVEocCJE5yw7d2r/+6/y0WDw4svluwCQRAE4WwaNgTee4+bhA88wKzi0soSnE7gzTeBc87RJQQRCgTBSowYQQXQ4QC6d6ea+O67bJ8YSgwbBixfTm+G7duBxYuLfpzDwRYynTv73xXCW+LipPxAEEpi507W2H/3HRe6ecTE5IsD777Lw+6kpbG7wY4dxrWvKphdcP75kl0gCIJgR7Zto7BsFBUqAI88wsy2V1+lMK9pnLcmJFBAKFOG8+Ru3YAhQ3S7tAnW4oIgFEu9esC0aaz7bd3a7GiMpWVL1mL16gXMnQt06VL042Ji2ErmuuvOXqDoSVQUsG8f/waCIBTmhx9oTJqWxlKDgsTGslsJwM+p3XG7aS67ZQs7OhiNywX89RezC+67D5g40ZzOL4IgCIL3/PYbMH48sHIl74t16gB9+gA9egDt2uljSliQ2Fjgppt4ZGWxA8+JEywBPHGCZX8XXsi4jh7VpaRW7kSCYDWGDzc7guBRuTI7IkRGlvy4qChg9mxg5Eh+NUIs8HgoFAiCkI9STI3/3/+KL82JiGBXk1AgMxPo2ZPZXGcarRpJXnbBlCmsLf3sM7a/FQRBEKzF+vUUCJYvpzF3Xvns338DL70EvPMOx/MmTYC+fYHLLmN3ID1Mfw8fBh58kPPVQ4eAY8coEqSmch4bG8s5s6adLer7gQgFgiCYi7fGjBERbB2TmAi89Zb+YkFmpggFglCQU6eYRbB8ecn+Hbm5+RkFdiYnB+jfH1i7lpM/M3C5mMnQqpVkFwiCIFiJjRspECxdWlggKIjHw3snQEFh0yaWC2RkAHfcQdE9EEPylBRg5szihWyd58biUSAIgn3QNODFF4EJE/T3LMjKYg22IAg02mvWDFiypPSJR2am/YWC3FyKIsuWmW9qWjC7oHlzTk4FQRAEc9i0iSUFrVrRN8vt9r5Vbk4OhYOsLOCNN5gtFggXXxzY831EhAJBEOzHpEnAY4/p3w1h+3Z9zycIduSLLzgZ2bvX+/R7O3dkUQq48Ub6MJgtEhQkz7ugVStg8mTjTBUFQRCEs/nrL+CKK4DkZGDePN4fAknnd7mAb78NLKZq1Yw39y6ACAWCINiTceOAl1/WVyz491/9ziUIdiM3l5+rYcPYutTbHZNy5XTp12wKSgG33QZ8+aVxRqmB4nYDzz7L7IING8yORhAEIfS54w6gRQuaaAcqEBTkxx+9v7cWR8uW+sTiBSIUCIJgX0aMoGmMXmLBwYP6nEcQ7MaRI8CllzI10tcFc+XKxsQUDO69F5g1y7oiQR553gWtWzOjSrILBEEQjGHxYuD99+krkJur77kzMoCtWwM7R+fOgfkc+IAIBYIg2Jtrr6VLuB5iwbFjgZ9DCB9yctjas1cvLuAC3SUwi19/BZo2pYmfPwvmc87RP6ZgMHmyf8KImbjdwHPPsSPC+vVmRyMIghBa5OQAN99s3H1BKWDhwsDO0bq1/qW3xSBCgSAI9qdfP9Z9BVq3VdCtVhCKY/NmYOxYoGJFYMgQYP58LtrsWLry/vtA+/ZsueTvLnXt2vrGFAyefZaHnUSCPFwutuFq0wZ45BHJLhAEQdCL115j20GjcLuBb74J7BzJyUHz0xGhQBCE0KBbN9Z+BWKqFhcnLRKFojl5Enj9de68t2wJTJ3K76Wm8ufR0cDq1ebG6AtZWdw1ueOOwCYcERH2EwqmTWM2gR1FgoK43cDzz7M7hWQXCOGIUsC2bfbN5hKsxeHDwEMP0aPHSFasCMzzoEwZoFIl/eIpAREKBEEIHS65hP1tk5L8e35EhAgFQmFcLuCqq4CqVdk/efNmLtDO3MVNTeV7zw7s28euBrNnB75YdjjsVXowfTp9CewuEuThcgH//MPsgocfluwCIbz44AOgQQN2aBGEQJk6NThjqKYBv/8e2DnatNEllNIQoaAolAK+/hp49VXg++/NjkYQBF+46CIgJcU/J/bcXBEKhMK88w7bImVklL7LsHhxcGIKhOXLWd++aZM+qYtRUWzXZAc++QQYNcpaLRD1Ii+7YPRosyMRhOBx1VXATz8BNWqYHYkQChw+zGw7o8nKYgZsIHTsyCzYkoiMDOwaEKHgbHJzgeHDgaFDuXs0cCBw9936u14KgmAcecZslSr5NlBmZMjOhJBPTg7w5JPeLyy3bgUyM42NyV+UAl58EejRAzh+nL+bXuetWlWfcxnJnDnATTeFpkiQh9sNpKWZHYUgBI+kJDrAC0KgfP45MHNmcK6VlQV89VVg5+jQgV+LmuM6nRQRrr02sGtAhILCZGdTnfz0U+4cZWYyre/tt4GuXVmPKgiCPahfH1i3jrudUVHePScnB9i509CwBBvxxRe+pag7HIGnExqBy0XR++GH9V8oZ2VZP6Pgxx+Ba64JbZEgDzu3qhQEQQg2J05w7XfDDfmeQ8Hg998D21ho0QJYtQq49VZ6FiQm0qOralXg0UeZHTtjRsBhilBQkMGDgQULzp4Yulw0qTr/fFHrBcFO1KxJsaB2be97zm7fbmxMgj1Qiv3qfRnzMzNZ9mI1BgxgG0cjDJqys9n9waq43UCfPuEhEmiatf8WgiAIVmLhQnpczJ0bfN+a2NjADZBbtKCvwpEjwGefMSti71768JQrp0uYIhQUpGzZ4n+WmUnVyU6u1oIgAFWqAGvWAOeey4G5NPbsMT4mwfosW+b7eyEzM/C6QyM4eZJlNUaQkKBLHaRhxMXR9MnbrCI7Extb8jxGEARBoCgwciRbax89ak7JYHo6WyvrQVQUywp79KApt46IUFCQadOAunWLn/Tk5DC1VBAEe1G+PHd6mzcv3fzFyP65gn2YNMm/Hfg1a/SPJVAaNDDu3FbfwdY04KOPSv/chwJRUSIUCIIglMQff3DjaNYsczPNcnOBb7817/peIkJBQWJjqe7Ex5/9M6cTGDcOaNcu+HEJghA4iYlsX9eqVcmC34kT0pM53Nm0yf8Ff2oqsH+/vvEESu/e3Pk3AjsYGVavzi5GTqfZkRhLZKQIBYIgCCWxfDk3hKxQjrZ1K3DqlNlRlIgIBWdSsyadKAsuJGJjgUsvBSZPNi0sQRB0wOlkaninTsUvGiIjgWPHghqWYDG+/NL/FkmxscDPP+sbT6BcfrlxLZ9q1jTmvHpzww1A27ahX4IgQoEgCELx3HEH2x47nWe30A52GV1cHDewLIwIBUXRpQswcWL+m6haNXZC0LnuQxAEE4iJYbrX5ZcXLRbExkqLxHAnI8P/lripqdyxsBJlygAtWxpz7rp1jTmv3mgaU01DuXxQKREKBEEQSmPYMODXX4EhQ4Bevbh51Lq1//d9f0lNBb7/PrjX9BFZ+RbHgw8yi8Dh4A5kYqLZEQmCoBdRUcDHH7PTyZligaaxrYwQvgwc6P+CUilg0SJ949GDYcP0T72Pi2Nav12oWhV4443QLUHIyaEoJAiCIJRMo0bAhx9yob54Mc3qmzcPbgxKiVBgWzQN+Pprul4baQQlCII5REQw/WzEiMILh5wcEQrCnQsuAK6+mtkn/rB5M99HVuKKK/SPKSaGGXd2YsgQ7h552y7VTmRnS0aBIAiCv3jTGUtvDh4EDhwI/nW9JCChQNO0gZqm/alpmkfTtOQzfvaApmlbNU3bomlajwLf73n6e1s1Tbs/kOsbTmysbn0oBUGwIJoGvPgie87miQVut2VKD0J+jLUyzz3n/2IyNhbYsEHfeAKlalWgTx993f/zSvPshKYBH3wQmlkFubnGmVaGKDLGCoLwHzNmAJUqBderIDqaGQ0WJdCMgo0ArgSwrOA3NU1rCmAwgGYAegKYpmlapKZpkQCmAugFoCmAIacfKwiCYA6aBjz6KA+HA/B4gO3bzY4qDxljzaJyZeDhh4vuglMaOTlsx2k1Zs4E6tTRbxKUk2OPrgdnUqkS8O67oScWxMWdbc4llIaMsYIgkCZNgN9+A2rV8j+j0FeUAho3Ds61/CAgoUAptVkptaWIH/UH8LFSKlMptQPAVgCtTh9blVLblVJZAD4+/VhBEARzufdeZhdoGrBjh9nRAJAx1nTGjvWv5tvttqZPQV7Xj6Qkfc6XkWFPoQAArroK6N49eJPBYOCPqBXmyBgrCEIhqlen0WHz5sab38bHAwsWAC1aGHudADCqT1B1AKsL/H/P6e8BwL9nfL91USfQNG0kgJGn/5upadpGvYMMgIoAjpgdRAEknpKReEpG4jmTpUsL7sw1MjOUYpAxNrj4Hs+XXxq5u2uN1yc3N29X3hrx5BOe8Rw+7M17zmqvjRXHV0DG2GBjpXisFAsg8ZSGfeNJTwfatTM2mgDH2FKFAk3TFgIoastgolLqm0AuXhJKqbcAvHU6hnVKqeRSnhI0JJ6SkXhKRuIpGSvGY/D5ZYw9A4mnZCSekpF4isdKsQDGj6+nryFj7BlIPMVjpVgAiac0JJ6SCXSMLVUoUEp18+O8ewHULPD/Gqe/93/2zjvMqaoJ4+/Znm0UQYqAoCIIKChIUQEVQYqIBRCwN+yKvX9i7x0b9oIFBRtYEBAEQZoiRZTee92SbM35/ngTNixbUm5LMr/nuc9mU+6d3CRzz5kz8w6quF8QBCHuEB8rCIJgHuJjBUEQwsOs9ojfARiilEpVSjUD0BzAXADzADRXSjVTSqWAQjHfmWSDIAhCrCI+VhAEwTzExwqCEPdEpFGglDoXwKsA6gKYqJRaqLU+U2u9VCk1FsA/AEoA3KC1LvW95kYAPwNIBPCe1nppEIcaHYmdJiD2VI3YUzViT9WIPT7ExzoGsadqxJ6qcZI9TrIFsNke8bGOwUn2OMkWQOypDrGnaiKyR2mtjTJEEARBEARBEARBEIQox6zSA0EQBEEQBEEQBEEQohAJFAiCIAiCIAiCIAiCsB/HBQqUUoOUUkuVUl6lVIdyj92rlFqplPpPKXVmwP29ffetVErdY6JtXyilFvq2tUqphb77myqlPAGPvWmWDeXsGamU2hRw3L4Bj1V4rky251ml1L9KqUVKqa+VUjV999tyfnzHtuS7UcmxGyulflVK/eP7Tt/iu7/Sz80Cm9YqpRb7jjvfd19tpdQvSqkVvr+1LLKlRcA5WKiUylFKjbDy/Cil3lNKbVcB/a0rOx+KvOL7Li1SSp1gll1mIj42JHsc42PFv1Z4fPGxVdsiPtZixL+GZI9j/KvvmOJjDz6++NjK7bDdv/rsMNfHaq0dtQE4BkALANMAdAi4vxWAvwGkAmgGYBUoJJPou30EgBTfc1pZYOfzAP7nu90UwBIbztVIAHdUcH+F58oCe3oBSPLdfhrA0zafH1u+GwHHbwDgBN/tLADLfZ9NhZ+bRTatBVCn3H3PALjHd/se/+dmw2e1FcDhVp4fAN0AnBD4/azsfADoC+BHAApAZwBz7PgMDXjP4mODt8ExPlb8a4U2iI8N7fMSH2v++xX/GrwNjvGvvuOKjz3YBvGxwX9WlvtX37FN9bGOyyjQWi/TWv9XwUMDAHyutS7UWq8BsBJAR9+2Umu9WmtdBOBz33NNQymlAAwG8JmZx4mAys6VqWitJ2mtS3z//gH2F7YTy78bgWitt2it//TdzgWwDMBhVh0/BAYA+NB3+0MA59hgQw8Aq7TW66w8qNb6NwC7y91d2fkYAOAjTf4AUFMp1cASQw1EfKwhWO5jxb8ejPjYkBAfawHiXw1BxrBEfGzw2O1jbfGvgPk+1nGBgio4DMCGgP83+u6r7H4z6Qpgm9Z6RcB9zZRSfymlpiulupp8/EBu9KWPvBeQamPHOSnPFWDUyo8d58cJ5wEAU9cAHA9gju+uij43K9AAJimlFiilhvvuq6e13uK7vRVAPQvt8TMEBw5a7Do/QOXnwzHfJ5MQH1sxTvSx4l/LIT62WsTH2ov414pxon8FxMcehPjYKnGSfwUM9LG2BAqUUpOVUksq2CyNlEVg21Ac+IXYAqCJ1vp4ALcB+FQplW2BPW8AOBJAO58NzxtxzAjs8T/nfrDv8BjfXaadn2hAKZUJYByAEVrrHNjwuQVwitb6BAB9ANyglOoW+KBmbpKlPVOVUikAzgbwpe8uO8/PAdhxPoxAfKxh9lj6XRT/Gh7iY6tGfKyxiH81zB4Zw0YJ4mMrx8n+FYj8fCQZaEvQaK3PCONlmwA0Dvi/ke8+VHF/yFRnm1IqCcB5ANoHvKYQQKHv9gKl1CoARwOYH64dwdoTYNfbACb4/q3qXJlqj1LqMgBnAejh+3Kaen6qwbTzECxKqWTQuY7RWo8HAK31toDHAz8309Fab/L93a6U+hpMbdumlGqgtd6imIK03Sp7fPQB8Kf/vNh5fnxUdj5s/z4Fi/hY4+wJsMt0Hyv+NXTExwaF+FgDEf9qnD0BdskY9mAc8XsQH1stTvOvgIE+NppKD74DMEQplaqUagagOYC5AOYBaK6UauaL6gzxPdcszgDwr9Z6o/8OpVRdpVSi7/YRPttWm2iD/7iBdSXnAvArXlZ2rsy2pzeAuwCcrbV2B9xvy/mB9d+NA1BKKQDvAlimtX4h4P7KPjez7clQSmX5b4PCPUvAc3Kp72mXAvjWCnsCOGB1w67zE0Bl5+M7AJco0hnAvoDUrlhAfGw5nORjxb8ejPjYoBEfaz/iX8vhJP/qs0d8bDnExwaF0/wrYKSP1TYoVla1gSd1Ixi92wbg54DH7gcVQP8D0Cfg/r6gEucqAPebbN8HAK4td9/5AJYCWAjgTwD9LTpXHwNYDGCR78NvUN25MtmelWDty0Lf9qad58fq70YFxz4FTPdZFHBO+lb1uZlszxGgau7fvs/jft/9hwCYAmAFgMkAalt4jjIA7AJQI+A+y84P6Ny3ACj2+Z0rKzsfoErsa77v0mIEKFpH0yY+NiRbHONjxb9WeHzxsdXbJD7W2u+k+NfgbXGMf/UdU3zswccXH1u1Pbb6V9/xTPWxyvdCQRAEQRAEQRAEQRCEqCo9EARBEARBEARBEATBZCRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIAiCIAiCIAiCIAjCfiRQIISNUuoypdRMu+0QBEGIVsSPCoIg2IP4X0GoGgkUxCBKqVOUUrOUUvuUUruVUr8rpU50gF39lVJLlFJ5Pvtahfj6YUqp+b7Xb1FK/aiUOiVCm9Yqpc4I4fmdlVK/+M7rDqXUl0qpBgGP/+izz78VKaUWBzzeTik1w/fZbFRKPVjFsd4st69CpVRuwONNlVI/KKX2KKW2KqVGKaWSfI/V8X3uu5RSe5VSs5VSJ4d+hgQhPnGwHx2tlPpPKeVVSl1WweO3+vxBjlLqPaVUagj7bqCUetfnX3OVUv8qpR5WSmVEYG/IA3Gl1GDfuXcrpaZV8HiV1xKl1BFKqQm+97BTKfVMBftorpQqUEp9UoUdSin1tM+P7vLdVgGPa6VUfoCPfifgsVSfD9/m+/58r5Q6LJTzIAjxSjT6X6VUG6XUzz6fo8PYd7ZS6iWl1HqfP1nl+79OBPaeqpTaGOJrblVKrfZdQzYrpV70jy3LPa+7zwc+VsW+aiulvvD5z51KqTFKqeyAx39VHEvnKKX+VkoNCHisgVLqO58NWinVNJT3IRiDBApiDN8PcAKAVwHUBnAYgIcBFNpsV3MAYwBcC6AmgO8BfFeR86nk9bcBeAnAEwDqAWgC4HUAA6p4mRnUAjAaQFMAhwPIBfC+/0GtdR+tdaZ/AzALwJcBr/8UwG/gZ9MdwPVKqbMrOpDW+tpy+/qs3L5eB7AdQAMA7fz78z2WB+AKAHV9Nj8N4Ptgz7cgxDNO9aM+/gZ/53+Wf0ApdSaAewD0AP3TEaDd1aKUqg1gNgAXgC5a6ywAPUF/faQRhofAbtDfP1X+gequJUqpFAC/AJgKoD6ARgAqCga8BmBeNXYMB3AOgLYAjgPQH8A15Z7TNsBPXxVw/y0Auvhe1xDAHvD7JAhCFUSr/wVQDGAsgCtD3anPb00B0BpAbwDZoP/YBaBjuMaGyXcATtBaZwNoA/q/mwOfoJRKBvAygDnV7OsxcAzaDLyO1AMwMuDxWwA08B1rOIBPVNnimxfATwDOj+TNCBGitZYthjYAHQDsreY5VwBYBg5cfgZweMBjLcFB1m4A/wEYHPDYIaADyQEwF8CjAGYGadeNACYG/J8AwAOgRxCvrQFOfAdV8ZxUcGC52be9BCDV91gd8KKz1/e+ZviO/zHoiDy+/d8Vxvk+AUBuJY81BVAKoGnAfW4ArQL+/xLAvUEcJwMMSnQPuG8ZgL4B/z8L4K0KXpsADnA1gEPt/o7KJpvTN6f60XLHnwngsnL3fQrgiYD/ewDYGuT+HgOwGEBCFc85CZxc7/P9PSngscsArPb5qTUALgRwDIACnx/Mq+6cVnC8qwBMK3dfldcScLA5o5r9DgEH9CMBfFLF82YBGB7w/5UA/gj4XwM4qpLXvgHgmYD/+wH4z+7vtmyyOX2LVv8b8NhRAHSI+7sKwDYAmVU85xgA08Cx7FIAZwc81hfAPz7/uwnAHeC40QOOc/N8W8MQ7ToEwGQAr5e7/x4AzwD4AMBjVbz+RwDXB/x/A4CfK3luR9/1omO5+5N8vrap3d/NeNwkoyD2WA6gVCn1oVKqj1KqVuCDvrSe+wCcB642zwBXquFLL/0FHGweCg6mXg9I63wN/BE3AJ30FeX2PUEpdU8VtqlytxUYrayOLgDSAHxdxXPuB9AZXFlvCzqcB3yP3Q5gI/h+64HvX2utLwawHkB/zdWgZ3zvY5FSalgQdgFAN9BhV8Ql4IB1bcB9LwG4RCmVrJRq4Xtvk4M4zvkAdoDZCIH7GqKUSveltPYBo6/7UUotAj+z7wC8o7XeHsSxBCHecbIfrYrW4IqXn78B1FNKHRLEa88AMF5r7a3oQV/GwUQAr4CDxxcATFRKHeJ7z68A6KOZiXASgIVa62Xgyv9sn4+t6dvXMJ9vCpeqriWdAaxVLAPbqZSappQ6NuB9ZAN4BMBtQRynovPZutxzflMs9RhfLjX2XQAnK6UaKqXSwcDJj0EcUxDinWj1v5FwBoCftNZ5FT3oW8H/HsAk8H3dBGCMbxwJ0N9c4/O/bQBM1Vrng+PCzbos62mzr6xjb1XG+Hx0DoCd4Jj6rYDHDgfP2yNBvK/XAJyllKrl+xzPRzk/6DvnBWB2wjQA84PYr2AREiiIMbTWOQBOAaNvbwPY4avxqed7yrUAntRaL9Nal4Cp/O18P/yzAKzVWr+vtS7RWv8FYByAQUqpRPAH/j+tdb7WegmAD8sd+yyt9UGpoj4mA+juq5dKAZ18CoD0IN7WIQB2+uytjAsBPKK13q613gGmqV3se6wYvCgcrrUu1lrP0FpXWj+mtT5Oa/1pdUYppY4D8D8Ad1bylEvAaGsgEwAMBKO8/wJ4V2tdXforAFwK4KNydv8GDlpzwEDIfADfBL5Ia30cmMI2DIyAC4JQDQ72o9WRCa72+/HfzgritYcA2FLF4/0ArNBaf+x7X5+BPqy/73EvgDZKKZfWeovWurIAKrTWn/p8UzhUdy1pBE4OXgFT/icC+Nb3XIAriO9qrYOp263ofGYqtV+noDuYOdYSzGSbEFDetQLABnB1LwdcDQxmYC0IcU0U+99IqM7/dgb90VNa6yKt9VRwPDnU93gxgFZKqWyt9R6tdUWlEQAArfVMf9C2iud8qlkOcDSAN8FsBz+vAHiwsqBGOf4E/fMu31YKls0GHuss8BrVF8CkyoLVgj1IoCAG8TnPy7TWjcDIYkNw9Rlg3erLigJ3e8HULAXWgB0OoJP/Md/jF4J1nnXB9J8NAYdaF4JN/4KT3VGgM6wDpkkFM1jbBaBONfX1DcvZs853H8CU/JUAJikKtEQcLVZKHQVGRW/RWs+o4PFTwPP2VcB9tcEV/0fADInGAM5USl1f/vXl9tUEwKkAPgq4L8G3r/FgelkdlGkRHIDWusA3qL9HKdU2pDcqCHGKE/1oEOSBgUE//tu5FTy3PLvAgGpllPex8P1/mG/l6gJwAL9FKTVRKdUyOJNDI4hriQdMJf5Ra10E4DlwEH6MUqoduHL3YpCHq+h85vkDtlrr33yD9r1grW0zMCAAcCUt1XfsDNBXS0aBIARBlPrfSAjG/24oN4leB75ngAGQvgDWKaWmK6W6GGGU1noFmDX7OkAhWQBZWusvgtzFWDBDJAv0n6tQgWaMbxHvRwC9VCW6XYI9SKAgxvENqj5AWVrmBjA9qWbA5tJaz/I9Nr3cY5la6+vAtPcScHLrp0mItnyltW6jtT4EwEPgSkwwq+mzQRGbc6p4zmbwAhFo22bfcXO11rdrrY8AcDaA25RSPfxmhfIegP1pV5MBPKq1/riSp10KpvEGRlyPAFCqtf7IF+neCOBz0LlXxcUAftdarw64rzb4HkdprQu11rtAUcWq9pXss0EQhBBwkh+thqVgmqiftgC2+fxDdUwGcK4vCFkR5X0sQNs3AYDW+metdU9wsPsvuBIIhOFjq6Oaa8miKo55qu+565VSW8E63vOVUpWtvlV0PivNlPAd159t0A7AB1rr3VrrQlCYraOKQMFcEOKRKPK/kTAZXDiqrMPMZgCNy/nnQP87T2s9ACxL+AacoAPG+N8klAna9gDQwVdutRUMEI9QSn1byWvbgdpZ+b7x8JuoepwaeCzBAUigIMZQSrVUSt2ulGrk+78xmJr0h+8pbwK4VynV2vd4DaXUIN9jEwAcrZS6WLGGPlkpdaJS6hitdSm4IjJSsSa+FTgZDsW29kqpRKVUXbBzwHe+C4C/hUuFDk1rvQ9M8X9NKXWO7/jJvto1f9urzwA8oJSq6xuI/Q++qKVS6iyl1FG+dNF9YOqTPyq7DSFMnhW1AKaCE/Q3K3mOC8BgHFx2sJwPq2FKqQSlVH3QyVZXq3tQCYPWeicoGHadUipJKVUT/DwW+Wzo7KtDS1FKuZRSd4P6DNUp1ApC3ONwP5qilEoDJ6TJSqm0gMHjRwCuVEq18vmEBxDgOxTr9UdWsusXwBWfD33BUCilDlNKvaBYZvWD730N8/mcCwC0AtPt6ymlBvgGuYXgSnygj22kylL/g3mPib73mAQgwfcekwMer/RaAvr9zkqpMxRTjUeAdbbLfM89Ehy8tgM/x4kAzqzElI/AwPJhSqmGoN7NBz4bWiu2u01USmUCeB4ctC/zvXYeqEdTw2f79WCt8M5gz4MgxCPR6n8VSQNT7eF7LDXgtR8opT6oZNcfg0GOcb73n6Co/3KfUqovOHZzA7jL955OBcu+PvfZdKFSqobWuhgsdQr0v4copWqE8B6vUkod6rvdCsC9YEcGAHgQLEdo59u+A4PCl1eyu3kArvKNQ12g2Kx/nNrSN453+d7TRaDu1/QAW9LAzCwASPX9L1iJdoCiomzGbWAa0lhwwJLv+/sWgOyA51wMqlvngI7pvYDHWoADpx1gKtRUAO18j9UFnXCFarFgWuV9Vdg2E0yB3e2zKaOcTb9X894uBOvw8wFs9dl5ku+xNLBuaotvewVAmu+xWwGs9b1uI1hb5d/nAFDQcC+AO3z3LQVwYSU2PARGaPMCt3LPGQqmhKkKXn86ylTDt4IONt33WBPf/poEPL+Lz+6sCvbVDhR+2QMOhMcCqOd7rDsovOU/39MBdLP7+ymbbNGwOdyPTvP5oMDt1IDHbwMHhzlgllFqwGOrAPSsYt8NAbzn8025YGbAQwE+6hQAC3z+awGAU3z3N/D5mH0+XzoNvu4u4KB5os8P7fTddyGApVXYcVkF7/GDgMcrvZb4Hj8PLDfL8dnSupLjjERA1wMAXRHgz8HJwDO+4+z23Va+x04HFdXzwTa13wBoHvDaQ8A2jtt952Qmyql5yyabbAdviFL/C2YrlX9sbcBrpwC4uop91wDLKzaAY8FVYAD3EN/jrQP87D8AzvXdnwKWou7xva958Plm3+Pv+c7DXtDHH+DnKrDjffAakg+OnZ+FbzxdwXM/QEDXA5Tz7WA51ve+4+/22dnc99gxYAAk12fbPP97Cnh9+fOp7f5+xtvmv+AJgq0opd4B8KXW+me7bREEQYg1fKtzY7XWJ9ltiyAIQjzhy6j6G8Bxmqv+ghAVSKBAEARBEARBEARBEIT9GKJRoJR6Tym1XSm1JOC+2kqpX5RSK3x/a/nuV0qpV5RSKxX71Z9ghA2CIAixiPhXQRAE8xAfKwiCUDFGiRl+AKB3ufvuATBFa90crMvxt6TrA6C5bxsO4A2DbBAEQYhFPoD4V0EQBLP4AOJjBUEQDsKQQIHW+jdQpCKQAQA+9N3+EGWt7QYA+EiTPwDUVEpV1TtUEAQhbhH/KgiCYB7iYwVBEComycR919Nab/Hd3gq2ZgOoZroh4HkbffdtCbgPSqnhYLQWGRkZ7Vu2bGmiqUJcoDWwcCHg9Vb71KgnKws4+mi7rYgJFixYsFNrXdduO8oRkX8F4szHag2sXAnk5vJ2MCQmAkcdBWRmmmubIMQxDvWvgPhYQYhOCguBpUuDv9bHOAvYbShsH2tmoGA/WmutlArpE9NajwZ7HqNDhw56/vz5ptgmxBmXXAJ88knsO5CLLwZee81uK2ICpdQ6u22oinD8q+918eFji4qAs88Gli0L7XeflATMmAHUdeIcRhBiA6f7V0B8rCBEFQ88ACxfzmu/AMV27WFjlEZBRWzzp2P5/m733b8JQOOA5zXy3ScI5nPxxVxtj2VSUoDmze22QjAX8a/B4A8S/PYb4PGE9trERKBOHXPsEgTB6YiPFYRow+sFRo+WIIGBmBko+A7Apb7blwL4NuD+S3zKsZ0B7AtI7xIEczn1VKC01G4rzCUtDTj8cLutEMxF/Gt1FBUB/fuHFyQAgGbNAKWMt0sQhGhAfKwghEteHvDkk8CoUcC4ccDvvwOrVwNut7nH/e03oKDA3GPEGYaUHiilPgNwKoA6SqmNAB4C8BSAsUqpK8G0h8G+p/8AoC+AlQDcAC43wgZBCIrkZE4ePv/cbkvMpUkTuy0QDEL8axgUFQFnnQXMnBlekAAA2rQx1iZBEByJ+FhBMJgxY4CRI4GEBGa5KgWUlHASn5wM1KoFHHoocNhhXNhq0gRo2BCoX5/bEUeEpw/0+usMUgiGYUigQGs9tJKHelTwXA3gBiOOKwhhccklwA8/ADk5dltiDoWFklEQQ4h/DREjggTJycAJ0h5dEOIB8bGCYDBvv12W/l9+hb+0FNiyhdvff/O+pCQgNZV//VpC330HdO8e/DHz8oDvv499DTKLMbP0QBCcSY8ejGzGKl4vcMghdlshCNZjRJAAANLTgVatjLNLEARBEOKBLVuAJUtCe01JCZCfD+zbx0W8nBygTx/gzTeD38dXXzHQIBiKBAqE+CMlBejb124rzKNuXamtFuKPoiKgX7/IgwQABy3SykwQBEEQQmPsWJYcRIrHA9x+O3DNNcEt7r36qpQdmIAECoT45JJLgOxsu60wB9EnEOINf5Dg998jDxIALN9p2jTy/QiCIAhCPPH228ZchwGKH37yCUsQ9uyp/Hlr1gD//GPMMYUDkBwNIT7p2RMoLrbbCnM46ii7LbCeTz4BXnqJq8Bt2wItWgBHH01BnJQUu60TzKSwkEGCWbOMG5w0aCApjIIgCIIQCuvWAatWGbtPtxuYPx849lhg6lSO7crz3nssuxUMR0ZCQnySlgb06gV8+231z40mEhLiK2W6pAS49VZeJNxuYMECpr25XLxoeDzUa2jeHDjuOF5ojj6aQnW1atltvRApZgQJgPj6DQmCIAiCEZjVUayoCNi8GejQAVi4kItAfrxeYPToMvFEwVAkUCDEL5deCvz6a2x1P0hPj5+OB7t3s9XlwoUH9uYtLj4wW2T7dm6//84AUXIydRxWrDCmjk6wh8JCih398YexQQKlgPbtjdufIAiCIMQD77xzcJcDo9CaHRMmTwaGDy+7f8aMA8eAgqHIKDke8XqBjz4C/vvPbkvspXfv2ItAJibGR6BgzRr2uZ8/P7QLREEBkJsLbNsGjB9vnn2CuZgVJADYu7lNG2P3KQiCIAixzPLlwKZN5h7D7aZgcSBvvMGOCYIpSKAg3tixAzjtNKqIdukCrF5tt0X24XIBp59utxXGUlwcH4GCJ57gZD/cQE9+PnDXXVLTFo0UFjLIZ0aQAGBGgZQeCIIgCELwjBnDFX+zmT277HZeHvDdd8w2EExBSg/iienTgfPO44pqcTEH3CedxLruww6z2zrDKC4uxldffYWSCtqpnHfeecjIyCi747LLmLaUm2udgWZSUAA0bGi3FeZSUkIdgkgn+du3A19/DZx/vjF2CeZTVMQgwZw55gQJAK5YtGhhzr5jhDVr1mBm+VUdAPXq1UOvXr1ssEgQBCF2mDp1KjZVsDrfqVMnHF2RmJ/daA28/741Wbrr1vE4KSnAuHHMpBVMQwIF8UBpKfDww8Bzzx04uNYa2LmzLFhQp459NhrIxIkTcdUNI5DZ9LgD7s/f9B9ycnJwww03lN3Zp09slB9kZjL4c9llsa/W/uuvxkSP/VkF554rWgXRwq+/AvPmmRckAICsLP6ehEq5ccTtmLl4JdJq1jvg/l1LpmPHtm2oJUKhgiAIYVFUVIQzevZE3bYHZrwW5uzEsU3qYsbUSTZZVgVLlgC7dllzrLQ0Hu+EE4BXX2VWgWAaMT6jELB1KydCixZVPLguLQW2bAG6duUqXXa29TYajNfrRWajFnD1GnHA/aW/joa3/Cp0Zib7s05yoOOtjqwsBjm6dgWuuAI46yzeF+u8+65xGSDbtklWQTSRl2f+6kE8thcNkZJSL1KO6wdXy1MOuD95xVxoSQEVBEGIiISExIPGsFi9AKXbp9tiT7V8/LF1LcdLS7m4Wbs2sHSpNceMY2QZLZb55RfgmGOqF3wrLqY43Omnx6dy6OWXR88EOzMTSE0FevQA3nqLmhO//AIMHRo97yESCgqA7783bn/5+cDdd4tWQbTg8Zj/WR1/vLn7FwRBEIRYQWsKpFsVKPALGr7/vmgTWIAECmKRkhKmVA8YAOzdy/+ro7CQkbm+fWMjFT8U+vVz9nuuKDgweXL8BAcC+fFH41eUt20Dpkwxdp+CObjd5gYKXC6gbVvz9i8IgiAIscSCBdan/8+axfFwYaG1x41DJFAQi9x/PzBqVOh1vAUFwNy5FDy0QrnUKWRlASefbLcVB5KVdWBwYPt2BgeGDYu/4EAgWVn8bqanG7tfo/cnmIPHY65vSkmRjgeCIAiCECwffsj5g5WsXi0tES1CAgWxyIQJ4Yt9eTwUDLvkkvhK6bn8cvsFzPyZA6efDrz55oHBgRjQjjCEM85gBsBTTwENGhjzmaWnU9BTcD4eT3AZUuFSWCiBAkEQBEEIBq8X+PRT6xcXU1MlUGAREiiINQoKgBUrItuH2w188w1w443xEyzo39+6+qpAKgoOTJkiwYGqyMwEbroJ2LgR+OwzoGNHpoyH07kgJQW4+mpAKePtFIzH7TZ3QKI1A1DBsmIF8OCDzML64Qfz7BKii3jKyBMEIX6ZNcuesbPHEz/zE5uRQEGs8eefnDRFitsNfPABB8HxQI0anHBaQWXBgQsvlOBAKCQksNPDnDnchgxh25y0tND2cfnl5tkoGItR3S4q4/DDgw8a5eSwY8rjj7Nzxu23m2ub4Hx27gQuughITqaPr1OHXTQ6dqSv+vRTuy0UBMEpjB3LrlUvvBD5Ap9dfPCBrOzHOBIoiDV+/924WiG3G3jxReD5543Zn5kYkY58+eVARkbk+6kIf3DgtNMkOGAGxx4LjBkDrF/PLgY1agRXltC8OXDkkebbJxiD2YJJbdoE9zyt+dvdvbtsVWPtWm5C/OH10q8fcQTw5Zf8ThQVsa/4qlXAvHnAxInMXnrxRbutFQTBCbhcXJG/7z6K6D7zTHStkpeU0N9J16iYRgIFscakScYq+LvdzCp4+23j9mkEXi8HX/fdx4lecjLw11+R7XPAAGPrnwODA2+8wdr6qVMlOGAmdesCI0cyEPPaa1zNqyz4k5HB8hohejAzUJCUBLRvH9xz33iDv+XyistffGG8XYKzmT+fAaY77mDGS1XXX7cbeOAB4JFHrLNPEARnctZZwNFH8zri8dAv9OrFAHQ0MH16dAU2hLCQQEEsoTW7FhiNxwPccgvTpJzADTcAtWszdf/ZZ6l+mp3NVpCRULs2cMIJke2jsuDARRdxlVuwhpQUCnIuX86Wir16sSQhObnsOSUlwODB9tkohI6ZKY7p6cAxx1T/vL//5qTQ7T7w/oIC4L33zLFNcB67dzMLrVs3YNmy4L+bbjfw9NPAnXfKIFsQ4hmlgOeeK1vMyM8HfvuNGZLR4Bvee8/6toiC5UigIJZYu9Y8RXCPB7jsMk667MTrBcaPB/bto4Pyv9/SUqBp08j3H075gT84cOqpEhxwGkqxBvDnn4F//gGGD+eEMCWFrSdr1rTbQiEUzAwUeL3VdzzIzQX69au8q8z69QxcCrGL1wu88w7QrBnFVMPpMOR2A6+/Dlx3XXRMCARBMIe+fYEmTcr+Lyqi1onT0/mLiih6Lv4r5pFAQSwxa1Z4yu/B4vEAAwcCM2aYd4zqSEgA3nrr4L73BQVA48aR7//cc4NTcA0MDrz2GoMDv/4qwQEn06wZMGoUsHUr8Mor3IToovwqvpF4PFXrVWjNYOmuXVU/5/PPDTdNcAgLFwLt2gEjRlDMsnzpSSi43cDHHzPzSbokCEJ8Uj6rIFr45ReW6wkxjwQKYokpU8xPA3K7gT592F3BLvr3Z4lAYFCkVi1jnFadOhSVqYjKggOXXCLBgWgiKwu45hoRMYxGwlm9DZZDD2WmSWW88w4zU6oSiy0sBN5/33jbBHvJz2c20kknAYsXG5fZ4nYzQ27QIPOyAQVBcDZ9+rDjTjTx7rsMlgoxj4SDYonp0605Tn4+a/D/+CO4ml6jUYriiscfDxQUYE5CIt5ISgWuGg4AWLdmDSpLhvrk08+w4O/F+/+/YNBA9Dmz14FPuvxyYMkSTkoyM5lh0LkzcMUVFDyUoIAg2IOZgYKqyg6WLuUqcjAZDZs2Uek+hgJRL73yKhYuKvObSxYtBNq3quCZCjfcPAKpvhaliQkJeO7pJ1GrVi1rDDWL3FyqewPUOjGqsxDA79RPP1HY7NtvGYwWBCFuyM3Lw+3NjkTR6rVASQm8GoC34sDhyv/+xWW+sS4AHNPiaNx95x3WGOrH47G/DFmwDAkUxAo5OcCGDdYe75RTqPjcrJl1x/XTsiXwxBPA+PGYWlSMsRt2w7XBJ1SXdDTSOh570EvS2p+DlavmY6XvNHmW/460lNSDAwXnnUfl/BNPLAsOSC27INiPkRO08lQmZJqfzzrSYMsevF6WH9x/v3G22cyrr7+J7a7DkXKoz9e36o/MI0886HnZ/e7EpB2b9/+f+9uHGH7l5ejUqZNVpppD/foUL1y2jJl7333HUr/ERNbqRlKCAHDg/dtvwBlnMGulfGmdIAgxy/r16/HepJ9R49QruRAG4JAa9Q56XtrhbZGXOxDfb2AQoXjXRmT8PAl33XE7lO91lvDjjxSGNvN6LDgGCRREM8uXA7ffzraA27ZxJSKY+nqj2LsXOPlkYMECoEED647r59ZbgVtvxaCVK/H4iV2Q2a43lKq8miYp+1BkHd93//962WQMGzLo4CfWq8fzKQiCszBrYJKRwRZ3FXHVVWy3GSz+8oMYChQMu2Ag3vh5MTID/GdFuJq2A5q2AwAU7VwPVSMbJ554cEAhKlEKaNWK2003UVdg0SJg8mRmAixYwNIVjye867DHw8B7t24sacvKMv49CILgOFq1aoX6hzVCaYPmSG1wdKXPU4lJyGpbtrCVO/NjDBk80NogAcAyvNxca48p2IZoFEQjpaVsC9iuHTBxIlNdS0rMVQSvCK8X2LGDdZtVCXyZzFFHHYV69Q5F4aZlQb+meO9WePP34OSTTzbRMkEQDKWqHvWRkJhYcenBhx9y9TjUAMXmzcCKFcbY5gAuGDQIRatmQ4egcF24YhYGnn8+EswU2LWTxESWv915JzBzJrPsfvoJeOABoH17Bg2ys/m8YCkoYNlbly7Anj3m2S4IgmNQSmHo4EEoWjk7pNeVrp6DIYMrWOwyk9xcdvUS4oYYvYLHMCtWcBAyciRXIOxuTVJSwkBFt262RhgvHDIIJSv/CPr5nuW/45xzBiAxlEGcIAj2YlagwOM5OFDw77/A9deH12nBX34QI7Ru3RrZmeko2hp88EOvmYNhF1g8iLWT5GRO8P/3P2YG7NvH9mF33gm0bs3Hs7Or70xUWMhswYsussRsQRDsZ8jgQShZ9UfQwdiineuR5C20PmPr++/py4S4wdTSA6VUCwBfBNx1BID/AagJ4GoAO3z336e1/sFMW6Ierxd44QUOQgoLndVjtbiY4l2nn846S5fLchMuGDQIL732FnT3K4JKw1Jr5+LCe1+0wDJBMIe49K9mBQpcrgN1SDweoF+/8MUTCwuBDz4AHnyw+ufm5lIXZeFCppvXqMEuLnXqAHXrshtDrVq0r6ItK2t/XatZ+Fe83ps5u8rUWD/Fe7bAm783vjO20tIo+nvaacCTT7Ij0cyZzDr44Qdg3To+pyLl8OJirtoVF8ug3Ebi0scKtnDCCScgLREo3rG2TAumCgpXzMIgOzK23n7b/O5qgqMwNVCgtf4PQDsAUEolAtgE4GsAlwN4UWv9nJnHjxlWrgQGDwb++89c1e9IKCxkymS/fhRjsnhw06pVK9TIzEDR1hXVDmRLcnaiaPdmnHrqqdYYJwgmEHf+VWvzWsiV71BwzTXAli2RZWxt2UKf3aJF5c/Ztg3o3h1Yu5Y+dOfOip+XmkqfmpDAoID/XBQXsxQtLY06C4cfznr5hg3Dt7sShgwehNEfngt9yiXVBmMlY6sCMjOB3r25vfQSSwumT6cw2I8/UgcjJaUsMy8pid+fyrQzBNOJOx8r2IZSCoMHno9P/5wdVKBAr5mDYY++Y4FlAfiDnUJcYWUoqgeAVVrrdRYeM7rxZxEcdxzw99/hpcBaSUEBWyYOGsTBq4UopTD0guBqvNzLZ6Ffv7OQLCs1QuwQ+/61oCC0eu9QOO64stuffgqMGxd5ULa0tOrygxUrqDOzalX1qvmFhRyk5eQwpT0nh9eD4mJeJ9xu6sX89Rc1Y3bsqHp/YRC44lUdau1cXDhksOE2xBS1agHnnAO89Rawfj2DRaNHs+SgXj1+3iKq6yRi38cKtjL0gkHwrqm+hNa2jC2Xiy3RJQAcV1gZKBgC4LOA/29USi1SSr2nlDqoybJSarhSar5Sav4OEwY9jmfVKqBjR5YaeDzOKjWoCo8H+OUX4PLLLddPCLbGK2HdXFw0VAaxQkwRkn8FotDHejxcZTWa1FRO2AFO3ocPNyYoW1TE8oOK2L2b/n3bNmOzJEpLKaR4yimGa8b4V7wKV1QdjC3J2YGiPVskYytU6tcHhgwBPv4Y2LqV340ePey2Sigj9n2sYCudO3eGKspH8a6NVT7PtoytxESWTWVmWntcwVYsCRQopVIAnA3gS99dbwA4Ekzp2gLg+fKv0VqP1lp30Fp3qFu3rhVmOgOvl2mJxx3H1SGrOxkYgdvNFblbbrE0WHD88cdXu+JVmr8Hnq2r0bNnT8vsEgQzCce/AlHoYz0ec1Yy0tK4SlJQwNIpIzO3tm0DllXQjeWFF3g8M/xjcTGDBT//bPiug1nxci+fhX5nScZWxBx6qN0WCD7ixscKtpKQkIDzzzsXBStmVfk8WzO2GjWioGGNGiyVEmIeqzIK+gD4U2u9DQC01tu01qVaay+AtwF0tMgOZ7N6NdCpE/tvu93Rk0VQEW438O67wMMPW3ZIpRQuGDSwyhUv94o/0PPMM5GammqZXYJgMvHhXz2e6hXjw6G4mB0PbrwR2LjR2Ml7aSnw2WcH3peby2BwqC0XQyE/H5g3z/DdBrPilbBuLi6SsgMhtogPHyvYzrALBgNr5lT6uCMytrp2pXZa375Aerp9dgiWYFWgYCgCUraUUg0CHjsXwBKL7HAmXi/wyivAsccCf/7pfC2CYHG7gWefBV60rrtAdSteCWvn4OKhF1hmjyBYQHz4VzMDBXPmcEJvtFhsURHw4YcH3vfqq+YHgbUGZswwfLf+FS9PJStepXl74Nm6RjK2hFgjPnysYDtdu3ZFSe5OFO/dWuHjjsnYqlMH+Ppravqkpdlri2AqpgcKlFIZAHoCGB9w9zNKqcVKqUUATgNwq9l2OJY1a4DOnYF7743+LIKKcLuZIfH++5YcrlOnTr4Vrw0HPVbqyUXexn/Ru3dvS2wRBLOJK//q8ZjTBjA9HbjySvMCtDt3AkuX8rbHAzzzjDXda5YsMaW0YdgFg6EqWfFyr5gtGVtCTBFXPlawnaSkJPQ/+2x4llccjE1Y67CMrfXrzQngC47B9E9Xa52vtT5Ea70v4L6LtdbHaq2P01qfrbXeYrYdjkNr4LXX2PpowYLYySKoCI8HuOEG4KuvTD9UQkICBp5/HgoqcLKelXPQ7dTTkZGRYbodgmAFceVfzZpc79tnrv8tKSkrP3jrLWYwWEFxMVs0GkzXrl1RXMmKV8K6ufZnbJnZRlOIO+LKxwqO4KIhg5Gwbu5B95fm7YFnm4MytsaMAe6+O7bnL4KlXQ+EQBYsAO66KzazCCrC4wEuucQUga3yDLtgMPTag1e81No5uHSYlB0I1eDxWN6xQwgCswIF6enm+uCiIuCjj/j3scesG1SlpLCUzWCSkpJwdgUrXqWeHPsytgoKeG259lqgQQPgyCOtt0EQBMEATj/9dHh2bEBJ7s4D7ndUxtaECcDVV1uTHSfYigQK7GLSpPhb9fB4gPPOA37/3dTDdO3aFaW5uw5Y8fIWupG3djHOOussU48tRAlaA5s2AVOmMLNn+HC2qzvkELb+OeEEivUIzqFuXXNW462YuO/aRa2CoiLzj+XHJEFDoOIVL8+KOehuZcbWxo3M0DjtNKBmTWDwYGD0aHaa2LzZ8PaQgiAIVviVlJQU9OnbD+7lBwpzOyJjCwCmTwcuuECCBHGCCU2pYxyvlwPLvLzqt9xcYM8eYO9eprfm5JQ9tmmTtYNGp+B2A717A7/9Bhx/vCmHSExMxIABAzBh+SwkdzwPAOBZNQ+dupyM7OxsU44pRBElJUDDhvx9pqYChYUHK9AvWsQL4YIF9tgoHEz79kDbtsDsyruaOJbiYuDLL60rOwDYccEEQUOgbMUrLXcnkrLqAADUujm45P6bTDkeAP5u58wBvvmGZWxbt7I21h/oKSwse67LxS5CbduaZ48gCLFNcTGweDGvOVOn8u+WLfRBAwaYeuiLhw7GtDsfBtr3B2BzxlYgCxYY30ZYcDTxFyjIywOmTeMkIS+Pqy65uZzI79lTNqH3T+rz8/mDKCjgVlQEJCcDSUns6Z2QUCawpTUHZyUl3EpLbX2rjiUvj6tAf/zBtmQmcOGQwZh43e2AL1CAtXNwyYhLTTmWEGUkJvL79913/L1XhNcrGQVO5MUXgdNPj75BSnExV/fNEGOsikWLTNmtf8Vr6vLZyG7fH95CN3LNyNjatQv46Sdg7Fhg8mT+dt3u6q+tSgGrVkmgQBCE4Nm4kcHI334Dfv0V+O8/LiaUlJStnmdmmtva1kevXr3gvvBiuNz7kJhew/qMrcoYPpzzIiFuiK9AwZo1QI8eVKEGyib1xcWh1SQXF1u7MhSL5OQAp5zC6OThhxu++9NOOw2FuzbBlbMTCa5M5K76EwMGjK/+hULsoxS7cLRty1XHyurT3W5+TwXn0KkTcOKJHMhFm45EUREDHf/7H79XFgw2kZvL612dOobvOnDFy7NqLjqfdIpxGVvffAM88ACwYgW1FvLyQnu9x8NAgSAIQiBa0/fu28dAwJw5LEGcN49+IyWFftN/fSmf+ZuQANSoYbqZLpcLp5/RE7OXz0ZWu97mZ2wFyzvvAL16MVM63sqn45T4CRRMnw6cfTYHHPEgHuh0tGYGx0knMVhQv76hu09JSUHfvv0wecVsJGUegnYndMAhhxxi6DGEKCY9nSuV7dpVPglJT5esAify/PNA167RVx9ZXMxg9apVwJ13UrPA7PeQlgb89Rdggkp2r169kH/hRXC59wFr5uCSWy8zbuf79rHtVlJS6EECgOfa35JSEITYQGsG8PftK9tycg78f88eYMcOZiPt3s0JbU4OJ/9ud5nPTU5mUMCfKeynugCuUpYECgDgkmEXYM5Dz8N7TDdzMrbC4fjjWY7RsyfHR1YEvAVbiY9AweuvA3fcEX0Dy1jH6wW2bwdOPpnR3Nq1Dd39hUMGYeodI6EzauOS4YMM3bcQAxx5JPDpp5WL8mgdn4GCv/4Cbr0V6NIFePJJu605mPbtmY00eXJ0ZRUUFwMff8xz+sYbwGWXAUOHUnzPrFIKj4edD0wIFLhcLvQ4oydm/TMN7tV/YcCAr43b+aWX8nf5ySfA448zKyLUgMG//xpnjyAI1lNQAJx6KjP/8vP5f0JCWfmvUty8XmYIh5LtW1oa3iTX67UsUNCnTx/kXn4FvEt/dZbGVv36HLMPG8ZuM9FWCiiERGx3PSguBq68kqs3EiRwJiUlwIYNQPfuhqvJ9urVC/lbViJ3xVycd955hu5biBH69wduuonZA+Vxu4Hly623yS42bqRy/MknMwPrrbfstqhynnuOq+XRxr59ZboBnTpxMnv77RTfM0O/oLiYZRomcfHQC5D7+2dod3x74zO20tKAq67iJOGbb3iNcLmoUxAMa9caa48gCNaycyfw99/MEPC3EvfrBeTmlmUT+LMFrCgJLi21LFCQlZWFU7p2x74ZH+GSoYMtOWbQpKUB48axzbvLZbc1gonEbqBg1y6uOn3+uUS7nE5xMWtRe/Y0NI3J5XLhjDPORMtWbVDf4NIGIYZ44gmm0yUnH3h/aSkHKfHAxo3A0UcDX39dFlStW9dem6riuOMoapgQZZewwkJgzJiy/1NSgEceYfnVcccBZghVmSRoCAB9+/aF8hbjkmEmDmKVorbQtGnAwoXAJZdwkFrd4HTnTqmhFYRoJj//4OtypChFgcJwKSpiO1aLuGTYBdDFBTjnnHMsO2bQKAU89BAz5SpabBFigigbZQXJ0qVAmzZMoZUgQXRQWMhJ2VlnGRoVfuv1V/D12E8N258QgyQmcsWyolWCZcssN8cWtm9ngCBwYuX04Nqzz3KiHU2UlHBQVb5k4phjWCLwxBMccCUZVBWYlgace64x+6qArKwszJs7B5dccolpxziAo48G3nuP7YUfeIDlapmZFT83LY3ZaoIgRCd5ecZmWrlc9L2BrVRDxeu1dFI8cOBAzJs719kaW+efD8ycCRxyiHHXLsExxF6g4LvvmNK5dat0Jog2CgqAWbNYm2qQ4GTDhg3RrFkzQ/YlxDB16gA//HDwKuX69fbYYzUV1fofdpj1doTCMccAffoEn4ruFHJzuTJenoQE4OabWY5wyinGZBekp7PG30Tatm2LzMom62ZRuzZw3328zr/9NtCqFc9X4KQiKYllC4IgRCf5+cYFCtLTgVq1IverycmWCvilp6fjhBNOsOx4YeMXOWzZUkoRYozYCRRoDTz6KDBkiPT4jGY8HoqjXHlldAmVCdHPiSey9j1wtSCeo+NNm9ptQfU8/XRkqal2DGjKlx+Up3FjYOpUakRkZ4efNZGRQSHfrKzwXh8NJCfzmr90KcUt+/ZlJoF/MC+BAkGIXowYyytFX/jyy/S9ke4zKYnZdiNHsquCUEaDBsDcuWyfKKUIMUNsBAo8HuC884CnnhLRwljA7QbGjgVuu81uS4R447rrKHCYksIJ1q+/2m2RPaSmAg0b2m1F9TRvDpxzTngBnXPOKRMStLKEoaSEav5VBUKVAi68kK0U+/cPfdCVkAAceyzFKeOFzp2BCRPYG/2663gOZDwgCNFLfn5k2aUuF3DEESzrWrHCmFLk/HyKKD7zDNCoEcWQpeV6GS4XtY7uvFMyC2KE6A8UbNoEdOjAnuiiRxA7uN3A6NEU+hIEq1AKeP99tq2bPBlo29Zui6yhvChgSgpQr549toTKE0+EHihITubE8tFHgTVr+HmnpVknjpiXRw2d6qhTB/jqK2516wbf6SE1FfjgA3M6KTidJk24erhrFwfxgiBEJ3l54U/C09NZO794Mf39q68aGzj0eLiNHg1s2WLcfmMBpZhx8dFHklkQA0R3oGDuXK6a/PefpTVDgkW43UwtfuUVuy0R4gmXi5Osjh3ttsQ6atXiJLRGDaZpFhSw1tCJ5OWxPv2DD/h/s2bAoEGhlSAkJgL338/32rEjBf/++oudFKwY2BQWMqsgWPr0YRr9pZdWv0rjcgHXXw+0aBGZjdGOWS0nBUGwhvx8dh8KBaXow998k8KxLhdw7bXsVmAGSUlSJlsZAwcCM2aIyGGUE72Bgo8+Ak49FdizJ3RHIkQPbjdwzz38vAVBMIemTSmi9/33bKe3bx+DsE7C66Xi/RFHUGG5W7eyxx5/PDRRw4ICXjfc7jLh25YtgV9+AX78sUwczyxKSqhTEMoAMzOTg9+pU/l5VRbQyMgAHn7YEDMFQRBsIz8/tBanaWnA4Yez3ezFF/O+yZN5vTBzniCBgso54QRmdbRoEXxGnOAooi9QUFoKjBjBGkSpP4wPPB5GhL/+2m5LBCF2OfxwoGtXTsSdVlv4229A69bAjTeyb/O0abTTT+PGwEUXBZ9VkJHB9PyePbmyf/75ZY916wYsWQK8+y7LL8zKMHC7OaANlc6dmUV3220Hrpr7V9LGjDE3yCEIgmAFeXnBBwrS06k7s3RpWTZccTGFsc0sS9ZaAgXV0aABMG8ecOaZUooQhURXoCAnhwO7t98WPYJ4w+OhuNcvv9htiSAIVrF6NdPuu3dnS7xly4AbbqhYS+CRR4LPKqhRA9ixA5g0iWUL5VPUlWKb1nXrqGOQmWn8aojHE1r5QSApKbRr/nxmfqSlsQTjzz+pOC0IghDt7NkT3PPS04FRo4DPPjtwIvrqq8DOnebY5icz0/mthJ2AX+TwjjuctxAhVEn0BApWruSA6PffJUgQr3g8jBjPnm23JYIgmElODjPHjj6a2QOjRzN99PDDK39NgwbMPApmEHLcccG1DUxN5cr9hg3ANddw30bVWpaWhl5+UJ5WrRgc+OabsvROQRCEWCAnp+rH09IoXjp3LnD55Qc+tmMH8L//mTNfyMriteG004Bx40Ire4tnlGJZ3IcfSmZBFBEdgYKcHNa5bNhgniCJEB243Vwx+/tvuy0RBMFoSktZh9+oEZXrTzmFba2uvjo4YbpnnwX69at6EKIUryehULMm8NJL1HEYMMA4obyCAqZkRkJioqR0CoIQe+zbV/lj6enAWWex1KB164Mfv+02lh4YSVoacOKJzGresYN6MV27GnuMeGDQILazDyZYL9hOdAQKVq4EcnOlDkggeXkUsly+3G5LBEEwiilTgObNqT9TUsI2lb/+yqBBsCQlAZ9/zsl8ZRPnzMyKB5bB0KQJWxX+/ju7JUSqBeDxUJlbEARBOJDc3IrvT08HXnwRGDuW/rw8CxZwpd/ohcXkZOD221mWJpPcyBg7tvLPV3AU0REokACBUB6PB/juO7utEAQhUpYvB3r0AM44A1izhn9XrQIuuyy8VfvERNb+Dx5ccbBAqchbPx5/PEugvvqKHQjCDRiUlrKuVq5xgiAIB5KXd+D/qanUA5g9Gxg+vOLrg9YsQzBD7Dwhgfo2QmRs3hx5Jp1gGdERKBCEQNLTgd69WcMsCEJ0smcPcP31QJs2TOHMyOAEf9Ik6g1EQkICWyledNHBwQK325hafqXoh1auZFlCrVrhiTQVFgJz5kRujyAIQiwRGCjwj/uWLaPGTGV8/DFFcM1CAgWR89FHxpTuCZYggQIhukhPB04/nSt5VYmK3XorRdAEQXAWxcXUHzj8cIoUag307cssggsvNG4AoRT1Dq644sBgQY0axrYPTEwErroK2LgRuPtuHislJfjXu93hdz8QYpvNm1kL7XZL1okQf/iFCF0u6s98/XXVKf+5uVxAys83xx6vl3o1QvhoDbz+OvV5hKhAAgVC9OByUZtg/PjqlcfHjwf69wfWrjXm2Pv2UV38yy+BJ58EPvjAmP0KQjzx44/AUUcB997LQWBmJvDpp8DEiUC9esYfTynglVeYueAPFhx1lPHHAbj/hx5i+cTFF1P4qqI2juXxell+4PWaY5cQnXz3HctamjRhcCshganXNWqwNaYgxDrFxUDDhtSEuf766oPII0eaU3Lgp6REMgoiZf58YPduu60QQsCgPk+CYDIuF3upf/MNBWWqo2ZNdsk44wxg4cKKBW8C8Xq5erN6NVc2ly9nu7EVK7hSWFxMG4qLeSG65hrWUAuCUD3//MPfzF9/cbXHr1j9zjtAnTrmHlsp4JlnuMr/5JPUFzCTQw/l+7rrLuDmm4EZM6pv0VVUBPzxB3DSSebaJkQP77zD602gcntREbennuJv6Pbb7bNPEMzmt994fcjOrv65K1cCb7xh7kp1cbEECiLlzTfNDeYIhiOBAsH5uFxAt25cYQkmSAAAtWszxWnjRoqaTZzIAdaaNQwErF7NycvSpby9bRv3nZLCqHFFqZ7+YMGjjwL332/8+xTMw/9ZSl2ctezcCdxzDzBmDGvxk5MZxHv/feCcc0Lf39q1wFtvUdH68MOBs89m2n912gBKAY8/DhxxBNC5cxhvJAyOPhr46Seuhl13Hf1MZSmxHg/LDyRQIAD8rUyeXPnjbjd7xGdns3WoIMQiRxwR/HOvuYa/GzPxeqOjDe3u3cAddzD4PHMmx8NOoKCAXYkkey6qkECB4GxcLvZSDyVIAAB16/JvYSEwfTrQqRNLB1wu1hQXFBx8USkpqTrSmZ7O/rnDhoX+PgR7yM2lcM6zzzJ1948/uOIrmEtREXUIHn6YAbaiIv5++vXjikIoA5fCQuDbb9kOa+FCDjKKipjt8/vvwNNPs9VSMJPsK68M+y2FzcknA3//zeDGzTcDOTkHBwxKSzmAGjUquHIFIbaZPJnXu6quR243cMstrNkeMsQ62wTBafz4I6/tZk9A09Kcvdjg9TIIf9ttvG5qTaHdRx6x2zLy/fccfwtRhekjEqXUWqXUYqXUQqXUfN99tZVSvyilVvj+1jLbDiEKcbk4+J8wITRxMODAyaDbzSBBaSlVdPftCy3yrBQHYz/9JEGCaOG//7jSXK8eBebWrWN2ycknU20/RnCcf9Wa5UHNmrFeND+fv5/atYEvvuCEPtggwdKlwA03MPX0qqs4ECwoOLA3tscDbNrEEqMbb6w+xd8ulAIGDmRGxGOP0Z+kpR34nKIiYNYsW8wTHMYnnzCgVB0eD8U6J04036Y4xXE+VjiQoiJm1Vjh+40UwTWahQuBdu0YPMzJ4Ri3qIiBArPEHUNl1Cgu3ghRhVVLF6dprdtprTv4/r8HwBStdXMAU3z/C0IZaWlMEZ44MfQgAcBAQWDkt7Q0PDuSk4H69dnztWvX8PYhWM/llzOy7vGUXSSLi4H161nGElsXK2f410WL+Ju96CLqfbjdzCI4/3yW+5x1VvX7yMsD3n2XLRNPPJFdEfLyqv+8PB62Q2zenKmWTiUlharcGzYwCOJyUZg1LY1Cdf5MKCF+KSlhcDxYPB5g0CBg+3bzbBKc4WOFg3nxReuC/9VpXdnB3r3A8OFcVFu8uOJstdGjbTHtALZskTbAUYpdOY4DAHzou/0hgHNsskNwImlpLBX48UcOnsOhdu3wXxtoR8uWTBs2ou+6YB0jRx68YguUpayffrpzV58jx3r/etNNDBLMm8eBSloaMwG+/pr6BMG0lPJ4qPB+yy3MJvB4OGkKFo+HAYpu3ais7GRq1ACee46ZL0OGANdey2wD8TPCjBmhpzcXFztzEhO7yBjWCWzdyrR6q67lwYgqWsk337AzykcfVV6m5HYDTzxxoCiqHXz8sbPLNoRKsSJQoAFMUkotUEoN991XT2u9xXd7K4CD+mIppYYrpeYrpebvsMBIwSGkpXEl8aefIpvo165dfQvFqkhPB047jRFQWeWLPnr14laRrkVhIbBkCdC7t/niR+YTln8FyvnYHRF62W++4UBFa/52hgxhFkGvXsHv49dfufoRSZpkejpw7rkM8EUDjRtzAPXii1X3Bxcso6i0CH0+6YM+n/RBXlHe/ttFpUXVv9gIxoxhFk0o1K8fHSJr0YkzfKxwMLfcYu0EOJiAt5U8+GBwpbQFBdQHsAutgddeM7cjhWAaVgQKTtFanwCgD4AblFLdAh/UWmvQEaPc/aO11h201h3qShQqPkhLA9q3ByZNqng1OBT8fafDIT2domcTJlSvpi44l7feqvx7VFDAVeezz7Y/0h4ZYflX32NlPjbSYNjAgQzM1avHAcn774e++jJuXPglIUrxdztqFPDVV7K6KoTNgM8GYPq66Zg6w4M6Zz+PqTM8mL5uOgZ8NsD8g3u9/B2U77hTHe3bm2OPADjFxwoHMncurzVWXr8POcS6YwXDcccF97ySEuDYY821pSoWLAB27bLv+EJEmB4o0Fpv8v3dDuBrAB0BbFNKNQAA39+qi+skUBD7pKWxv/kvv0QeJAAoXhhO9NLlYq/1V14R9fFo59BDgRdeqFyAyONhmu8FF4SvYWEzhvhXIxgxgimgK1eyrCNUtGZnk1AnSAB/s0ccwcHI5ZfL9UKImNL1HVH07k8o/PlBFL33A0rXd7TmwHPnhlZuA1D3QvRzTMMxPlYow+ulr6+qK4gZOC1QcNll/P1nZ1eeQZuQAPTsSf0eu8jJketyFGPqTEgplaGUyvLfBtALwBIA3wG41Pe0SwF8a6YdgsNJS6Na6+TJxq3gjxlzoDp6MKSnU5n95puNsUGwnyuvBI45pvKgj8cD/PwzL7jhTFJtxFH+9fDDgXvvDX8l/59/wqszTU8Hhg5lKUm0lBsIjubLwV9CrewDlKYCSABKk6HWnYavBn9l/sE//zz0yU9aGnDCCebYE+c4yscKZXzwATsZWY3TskJ69qRA89ixDNT36wc0bMigQXY2WxGmpLDTjp2ceqrz9B2EoDF7ybQegJlKqb8BzAUwUWv9E4CnAPRUSq0AcIbv/8qR2s3YJTWV6VNTphhXY7lxI4XBgiUhAahVC/jtN6B/f2NsEJyBUmw1VpXehdsNjB8PXH99tAULjPGvTuD770NbSU1IYFDio4/YJcGILCRBADDw88EoWnUK/1ElQGIx9OG/YuDYgeYeWGsGCkLNbvJ4mI0nmEHs+NhYIScHuO0261v+JSVxnOg06tUDzjyTgfoJE9gueO9e4LDD6EtGjQq+RMEsEhKAO+8UHZUoJQK1t+rRWq8G0LaC+3cB6BH0jmrW5CDSKb1AhchQisEfjwfo0YPRUCMdyLffMpIaLFoDs2eL4nis0qIFcMcdwPPPV75q7XZT02DkSF54owDD/KsT+Pzz4DOA0tOBo47i77xpU1PNchRa83tqdi/vzZspjhenpVdrJg6EXncyEk96BUlZe6AP/xWJTeYC6G7ugRctCl3EEODkxWkiazFCTPnYWOGBB+wRIU5JofZVNLBoEbBsGQWbr7zSbmvI5ZcD991ntxVCGETHSCA7O2priAVwwJmdTQX65s2BG2/kKu+2bcDEicYPfD/+OLQ05tRU4O67o201WQiFBx5gu77KSEgAzjgjaoIEMcWePRzUBIPLBVx3HYUoYz1IsG8fy7Eee4y6D3XrmpPxpDWwcCEHcYcfzq1TJ2DNGuOP5XB+/RVY+dXlqN9pOs649kfs/O52nN7Vhe6Hd8e3Q03OLv/22/AmQO3aGW6KIDiSHTsY0LdDPT8xMToCBaWlLKUEuIrvFGrUYJlgKIt4giMwNaPAMFJSGDXfsqX65wr2k5jIyb/Hw8BA796chJ18svl1Snv3An/9FdprCgooovj445xQCrFHSgp1K3r1qrgGODWVwoeC9fz8M89/VRkFSUksNfjii9BaLkYLRUVcBZozh7PVP/5gCinADKyTTmJ7qQEGKe97vTzW559zy8+nDX4F8T//BNq0Ad5+Gxg2zJhjOpzNm9nV8+ijFeb+0h1ZWcwg+PGiH60x4MwzgaefDq0EJy0N6G5ypoMgOIWaNfmdD1V/yggSEqIjUPDmmxQVrlOH2gBO4vbbgc8+s16EUoiI6AgUAECfPsB779lthVAVmZnsCz5gAEsKunQxP022PD/8UP2koyLcbuDRR4GLL+aKmhB7nHIK2/iNHXvgyl1iIv1Lmzb22RbPjB1bdVvE9HSumo4bx5T4WOTcc4Hp0zlR9/uuww5j9sRll/F2pBQXU4fl0095Lr1e+r2KsvX8j119NQWznCbiZTDFxWx+kpcHTJ1qkyxSp07A11/zu+DxHJzhlpTE34LHAzRrxuD7aadRwEwQ4oHkZKawv/66PW2NnR4o2LULuOceBpevvNJ55WOtWnGcNW+e3ZYIIRA9gYKzzmJ/7Jwcuy0RKiMxkcJiXbrYZ8Mnn4Tfiz0hIXYnIgJ5+WW24QsMFCQnA88+a59N8c6CBZU/5nJx4HP//c4b9JTH7Wb6+NdfU1yue3f2t69KSNPPzp1cSU5K4oz1+us5cTSipdTy5cCDD7LMKzGR/jHYMqvSUmZZvfVW5HY4mHvvBWbOZNJR69Y2GtKrF1skXnUVsHgxP//SUn6fevdmG8SOHUUUTIhfrr0WGD3a+kCB1+t8LZDbbmOgOTmZPsSJ3HcfcMkl4Y/TBcuJnkDBaafZU5ckhMaePfYdu6CAabvhctJJwQ3qheilVi1Oeq68kunWycmsmzviCLsti186d2aLp0D8wlHffMPfpVPxepkJ8NZbDEAlJnJZ+ttvmSJbWMhyiepKBp59lqUG55xjXItYP48/zqyNcCgspObL3XfH7G9k/HjqnF5/vUOqLFq3BmbNAn7/nROTVq2cHyQTBKto2ZIlrYsWWXvckhJnZxQsWAB8+SUDBccdR8FfJ3LWWRxnS6Agaoieq0/NmjE7UIkZSkvtDRRMncoJRjikpwODBxtrj+BMBg8GOnTgd6VxY+CJJ+y2KL7p149lS37S0xkY/u8/ZwcJlixhBtKAAZyIezxlqvVFRcx+KywELryw+kFtt24MWBkdJACAf/6J7PVFRcCttxpji8NYsYKZzB07OkyiRCmWSrVpI0ECQSjPLbcceM2wguJi5wYKvF6WqHk8LPe98Ua7LaqcpCRgxAhzrnWCKUTXFeicc0Qx08kUF9sbKPj88/BLU7xeoG9fY+0RnIlSFNR5802q7Uu5iblozdrJhQu56j5qFEWNzjqLE6Frry2bYLtcwFNPAT/+6Mye1X6KioDzzqMKd3Wp/Pn5rCffvt06+wJZuzay15eWUux1/nxDzHEKbjdw/vkct44dK8lkghA1DB5sfSc0r9e5k9sPPijrUlNS4vxFr2uukS5jUUT0lB4AFBx7/XXRKXAqRUXA7t32HNvrZbpvIJmZHA16vdW/vn59ri4L8UGDBlxKFCLH7QY2bOC2fj2wbh2zAVavZjr9jh1cFfXPxIqKKi4jy8hg7eJNN1lrfzg89FBZV4Jg2LOHqvZ//GHtjLSw0Ljg7YIFzMSJAbRmqcGSJdS/Ff1aQYgiMjMZqP3ss+DGd0bgchmjGWM0e/dSmyA/n//37u3czAc/deoAZ59N3TmrPj8hbKIrUNC5c3h9hgVr0Nq+VbM5cw6MUKanczK4cWP1rVgSE3nREQThQEpK2JZ2/XoGAtatY+ulFSv4/7ZtnPS7XPwdlZQwcFDRakF1vjs/nysj/fszKOxUFiygKGYoLZ5KShg8ueQSZj5ZNeBcu5afjT9jIxJ69qz4/iefBJo0YYlFlPDOO8CHHwL/+x/H1YIgRBk33kgNG/8E2Wys7uAVLO+8U3ZtzcpiBDQauOsuYMIEjhcERxNdgYKUFODEEylPLDiTrVsje73WjDCGWmIydmyZw3G5gIcfZkuxa66p/rUZGcb1JxeEaGTvXpYErF5Nlfw1a/hb3ruXonzJyfxdejwV93k3YiIKcP8XXMAyBadq0jz0UHh9oD0eDozef5+6DPXqGW9beVauNKZcr3btij+PnBx2pMjIoMZCFNTT//knk1Z69WKgQBCEKKRTJ/olqwIFVmsiBMtXX5Vl6CUlsTV5NNC+Pa8pS5bYbYlQDc6/qpfn3HM5cBWcyc6dkb3+zDPZI3ratOBfozWVxUtLmUnwySfAHXfwIhLMwLWkxNmiaUJ4TJjAFLdrrpGodXWsWQPceSfw4otso/fPPywj8np57vbtYy1+RUECo8nPpx9w6me2YUNkr7/ySusyJlatirxbUEICr7sV8e+/9L8PPhgVQYI9e6hLULcuWyGK5JEgRClKMeJnlW5AdrY1xwkFjwf46y/eTk4GrrgiupzaPfc4NwAj7Mf5V/by9OoVXT+EeCMSjYJ585gtsmEDV9wGDQqulOHff5keXaMGOx/4ywiCFUM79VRGYoXYoLiYqrqDB1NE7+OPgaOPZn24UDFer3Paz3q9LBm68kp7jq81AyWPPUbl+fJaBKefHn7pgNtNjYKhQyO3Mxh27448uJOZWXnG1apVQKNGVCF3OF4vKz82bWIXsTp1TDzYxo3ASy855zclCLHIZZdZV+PuRHHdGTPKFk6TkoCrrrLXnlAZNEjmc1FA9AUKWreWSZ2T2bcv/Nfec0/ZwMrtpkL6kUeyR3lVF4PVq/m8P/9kOpqfWrWqV8aVtoixxYYNLE96++2y9HCPh7OD009npononDifggLWny5bZs3xSkvZt37ECJYsnXgi8Oij7GdffqX8tNNYCxouCQnA1VdHZG7QXHBB+C1j/RQVAV27VvzYkCHA339HRcuAp59mktELL1DuyBRKS5mV06IFa3BHjTLpQIIgoG5dLvRYQe3a1hwnFL7/vqzsr1kzoGVLe+0JlZQUaipEwfUjnom+QIFSHPALziQ3N7zX/fUXMHv2gSJoRUV0grffznqmyrpd9OvHuuryNbS1anF1uTL8QQKrVvcEc5kwge32liypOG3d42HXlNatObkRnE1xsflF5IWFbM9YqxbLAUaNYnaS203/c+SRFEUN5KSTwl8pTkqi6F/NmhGbHhTHHMNJayTiiSedVPlATilnDqDL8euvwAMPMK5xww0mHuiVV4D77uP3x+WiPxIEwTxuuSWywG2wHHKI+ccIle++4yJaRobJjs1EbrzRmd0khP1EX6AAAM45R+panEq4omb33lv54Ds/nyuLt99e+esrqo+tWZOD/YpwuYBXX6WwWKQrboK9FBdzsDB4MINJVWWReDxMl+7SBRg50pqaeyE8SksZ/PH3hzaa3Fyge3fgo494Ozf3wO9OUhIwcODBr8vODr9eNSmJWhBWMnYsgwXp6aG/NgYyrjZtYoCgRQsmGpk6Jj3xRB4gI4PXre7dTTyYIAjo1Yv1+WZTt675xwiFzZvZdQjgOCZaF7waNoweAcY4JToDBT16VL1SLNhHaWnlk/NAtAa+/RaYNIl1Vr/9VnFLNT+FhVSfmj07eFuSkg4OAiQnA4ceSi2EK64Ifl+CM9mwgb3d33knNCV6jwd49lmgbVtqXAjOpKQEeOIJc/Z91lnsrlDZ98blKqvNz83lhPvssxmADDej4MQTqZdhJc2bA4sWATffHLrwl9cL9O1rjl0WUFzM6ov8fGDcOAvWF045Bdixg5lL77xjndCaIMQriYks5TJzwSc52XkaBZMmlQVIzjjDefaFwj33OLf9pBClgYLDDuNkT3AeKSmUlq6K0lJg+HBg2DCKmZxxRnB14x4PXxNMIMJP4MgwPR3o2JFCZSecEPw+BGfy/fcsI1i6NDyFfLebmSodOlDnQnAeSUnmpXzu3Fm13ykoYIlKt25UvrvqKn7nPJ7wMqcyM5n/bgfJycCTTzIHv2HD6jsHZWQAxx5LcdjGja2x0QTuuYfSE++8wyoMS8jIoGriZZdZdEBBiHOGDze360pyMsWyncT48bwOZWWxzj+aOflka9oFC2ERnYECgKscUtfiPJKTqw4UFBRwVe7TTzlRy8nhxD9Y5drt26lGHiz+FGGXi7VQ06c7s9bMyaxezVq4qjI+rMRfanDBBQeni4eK1vxOXnKJc96fUEZiImd7ZlCd8JNSLHeaMYM+Klz9FT+1agE9e0a2j0jp1Il6LkOHVlyKkJFBTYYPPmCQpEsXy000inHjKFx4440sPRAEIUY54ghz9UASE50VKPB6GfQFGCDp1cteeyJFKeDuuyWrwKFEb6DgrLOsETARQiMhofJAwZ49TM2cOjX8HuluN/Dcc8Gni9eqxdWzzz6j7LW0YgmdQYO4nXIKsHKlvbasXx9eqUFVlJYyBX3sWGP2JxhDejq1S8wS/mvXrmp/UFTEnHUjyMjge3FCcDsjA3jvPc6kGzZkMLVWLd5+7DFg7VpqMzjB1jBZvhy4/HLGRZ5/3m5rBEEwnREjzKstSkhwVqDgr7/4NykJuPTS2OgEd9FFUX3NiWWiN1DQvbtxEwXBWCoKFGzcyHT/xYsj7y1dUMAVsWCyEL74gsesrA94vLNkCScHp50GfPjhwY/PmAH89x8nTX/8ARx3HJXo7Wgx+P33XDUIt9SgKvLzqVYuOIeCAnPaCJaUMLNo9mzr2jIpxQGdk+jdm0p/+/YBu3fz9ogRUS/u6nYzzpGSwthflL8dQRCC4bzzzMsK1NpZgYIff+QYLCXFula7ZpOezuiuFcKUQkhEb6AgKyv6eobGA6WlBwcKli7l6t2GDaHpC1SG1sCKFcCbb1b/3KOO4iYcjMfD1mcPPwxMm8Yc3X37DnzOPfeUrap6vXzN889TIG36dGvsNLLUoCrWrzc+ACGET0oKJ7OVtUUNBY+HgaYhQ7h63r8/8PPP1nzeKSnUNwin64AQEloD113H+OennwJNmthtkSAIluBycRHDDD/r9VrX0jYYxo3juKhRo9hqwTpihGT9OpDoDRQAwLnnSvTJaRQXHxgomDED6NwZ2LXL2Alefj5w111sESOEx6ef8gLobxFYXmF+7lym5JfH7WbQp08fTrx27jTPRjNKDSrD5bK/tEIoo6CAwqOnnALs3Rv66/fsAT75hMGGWrWACy9khlFeHgNOweqiREpCAnDrrdYcK855+212u3zooegv2xUEIUTuvJPChkYHC0pLnZNRkJvLxbe0NC7uxBJHHBHVujixSnQHCs48s3r1ZsFaioqYxgoAX37JQXo4CuHBUFgoLQ4j4b33DqzBLigAXn2V7b0AistUteLq8QBff03n/u67xqf9mVlqUBFKsbhZcA6FhSx96dKlzK9UxaZNwGuvsTi9fn0uL//8M/cTqRhhuJx+uixtW8CCBcBNN3FY8OCDdlsjCILlKAW8+CI3I1uTFhU5J1AwfToXSLVmF7BY4557LOhjK4RCdAcKOnbkCrbgHLRmZ4KXXmJNrpkTvJISZiyMH2/eMYyguJgr7yecAPz0k3PU9W+6iaUHRx7JtLrERE7+S0ooljNnTvX78KvB33ILe8QvWxa5XcXF7PludqlBefLzOSkVnEVREbBqFSf/FWWv/Psv8Pjj7H935JHMNJo7l68zK0gZLBkZ0aN9kZcH/PADV6maNuWMO0p0gHbvpi5BvXpMIjGzU5ogCA5n+HDW8WdnGyeQ55RFyW+/5bi6e/fY7OB1xhll3coERxDdUplJSVxp8rcJEZzBp59yBc+KQabbzfrfHj2cE/ENpKiI9dAzZvB8DBzIVfI33gCOP95e24YMObBvmNdLe9PSmKkRiuhkfj7w559A+/acaDz8cHgR/fXreb5WrLB+kuLvfiA4j+JiYN06BqNmz+b3ZOxY4PPPOUv0eu0R2KyOww5jMM6JlJQA8+czePnNNyzzcLkYnNMa2LaNg9EpUxzdYcjrZXfTTZuAmTOBOnXstkgQBNvp3p1pRqefTl8WiT6Wy+UcRf6JExkJveEGuy0xh4QElpDcf79oRjmE6I+7n3uusSlGQuQUFFj7A3e7uaLtNAoLgb59y4IEACfUc+cCJ5/MoMG6dfbaGEhCAoMES5cyvS3UzAet+T5HjWI5wqRJob1+586yUgO7VjL/+cee4wrVU1zM7imHHcbA4Msvc3bo8TgzSJCZCTzwgHMGmFozY2bUKJ6/7GwW8j/xBPD33zy/OTllv/uCAmDRIgY6Kmt56wCeeopj5xdfZJKhIAgCAApZL1pEnaNI5glOEaJduxbYsoWZan362G2NeVxxhXMyb4UYCBT06uWcgZhArJ7kFRZydXHmTGuPWxUFBUzdnTXr4PPhn1B/+y3TpW+5JfKWkUZy332RTbw8HmDrVgbxBgzg7WDIyGDtnVWlBhXhpMCNcDAlJVxCzssrE+F0KomJLJ+xk6Ii4LPPmDlUpw7Ln+66C5g6lb/T3Nyqy/f8GhHnnGOZyaEwZQr1CIYOBa6/3m5rBEFwHDVrcuFj6NDwJ/xOyaj6+Wf+veii2BZyz87m55UU3UnvsUL0BwqOPto5tUOCfXg8wO23220F8XgYwJo7t+qgSUkJHx89mqJrTmD5cmYCGKEI73azTvCoo7iKWd0+XS7gyScZMLCL4mJ26BCESEhNpc5GSoq9dnzxBXDllfy7ezd/k6EGcouLqQPhMDZt4liyRQu6UFkvEAShQpKSKLj8xBMcZ4Q68XdKzbxfj+uaa+y1wwqeeYbtEuvU4eclDt42TAsUKKUaK6V+VUr9o5RaqpS6xXf/SKXUJqXUQt/WN8IDAT17GmKzEOX8/be9q9EAB+JnnAHMmxf8gLyggAP5FSvMtS0YHnzQWIHQ4mKWW9xzD9C2LdMAq+KKK4DatY07fqikpVE4LwqwzMcKoaOUc2pIjVD2s6tjRCUUFwODB9PdjhsnItmCOYiPjTFuuYUB048+Avr1Y0A3mKBBrVrm21YdfvHuI47gWCrWOeQQ4NlnqS8xYQLbG6enOye7I44wM6OgBMDtWutWADoDuEEp1cr32Ita63a+7YeIj3T22bH95XFKfVR1pKZyBc0uUcGEBHvlrvPzKZzz55+hlxIkJ9s/GF+zBvjuO3OCLfn5wJIlQOfOXGkNbMsYSFISO2bYlVVQUMAMiOjAOh8rBE9CAq9J9erZbQkDX0b4xIICR5V63HUXq7refZfVW4JgEuJjY420NJZSTZhAXaS33gJOO43j18rGHXYuXvjxLz45JQBtFQkJQLduwMcfM9vzgw+4OFzV5yUYimmzKq31Fq2MBWtjAACVUklEQVT1n77buQCWATjMlIOdcYYzxayMolYtqjQ59UeRns50rgsvBCZPtk+E5Kij7EtPysvjxebvv8PXG7A7G2LkSPMnAx4P8M47QLNmDEpUxLnn8nE7aNnSGYOCILDUxwrBk5YG3Huv3VYQo9S6U1KAvXsj348BfPklY4k33WS/BIQQ24iPjXEyM1m/NHUqRQJfeYWLGampBy7QOaEN4Q8/cNJ80UV2W2IfaWnAeeexPHbzZuD555ldkZbGz0wwBUuWX5VSTQEcD8DfmP1GpdQipdR7SqkKc3qUUsOVUvOVUvN37NhR9QEOPZRK2LFKcjJ72n/zDScyVgUMkpOZqVGjBo+ZmMi/hx/OtpRDhzJV/aWX2LLs3XeBRo3sW3nq0MGe4+bmshXPokXhBwmUsjdQsHEjBSGt+Ow8HmDHDn5/zjyTxw5EKeC116zPpElNPbBdZBQRsY+1ytB4oEULoF07u60gRgYKHKDd8d9/rE7q3Bl47jm7rRHiCdPHsYK91KpF5+Jvv/vMM2Up/k2a2GsbQH2C7t053xG4oHPNNWxpvWwZ2yk2alQ2VxGMQ2tt6gYgE8ACAOf5/q8HIBEMUjwO4L3q9tG+fXtdLTfdpHVCgtZcz46trWbNsvfp9Wr95ZdaN2qkdUZG+Pt0ubTOzuaWmqp1YqLWhxyidatWWp95ptbXX6/1s89q/dlnWv/2m9arVmnt8VT/ORQVad2iBfdn5TlyubR+/fXq7TOaffu0btuW5zAS+2vU0HrmTOvt93P11VonJ1v/3U5K0jo9XevnntO6uPhAm7p311op62xJT9d6yZKDTg2A+Vqb6ycj2QzxsVZ/7rG6ZWZqPW5ceL9BM5g5k74l0vdVo4bWs2bZ+lby8rRu3VrrOnW0Xr/eVlMEA3G6f6WJFo1jBeexebPWpaX22rBnD+c348fba4fT8Xq1nj9f6+uu49wmK8v+MYEDtkh9rKm9J5RSyQDGARijtR7vC0xsC3j8bQATDDlYv37Ahx+yD3SskZfHj1spbgMHssbqgw+Y4up2cwNY452WxohaaSlXb1NTqRzaoAHQtClT9Bs3ZhaGf6tTx5ha1uRk4JdfgOOOszZVNTmZx7SSffuArl25zFVUFPn+7Moo2LqV9V9GihgGS0kJt//9j9LlY8aUZYa8+irQqZN17TYzMoBWrap/noOw1McK1eNysSWoU3C5eO0wAhszCrQGrr0W+Ocfdghr3Ng2U4Q4Q3xsnNOggd0WsDQiK4vzHKFylALat+f2yivsn/vWW+y+lZTEuZQQMqYFCpRSCsC7AJZprV8IuL+B1nqL799zASwx5IBduzqrF73RuN0HlhwkJQFXXcV6pdde4+S8WTNujRqVBQAaNrQ+hbtxY9ZT9ehh3STP4wHatLHmWH4eeIBtw4yaYNsVKHjiCWPaIUaC283WjN268Tv93HPAsccCffsC335rbklEZiYDPTfdFFUteCz3sULVuFzAHXc4K+3RqEBBSYmtgYK33gI++QR4+GFpciRYh/hYwRF8/z0FWexutxtNJCWxtPXMMxkg+OYb4M03gfnzuShq1dwkBjAzo+BkABcDWKyUWui77z4AQ5VS7cB0iLUAjGkImp7OieKffxqyO0fhrw+tSJsgLQ24/XZuTqJLF+DFF2lXZQr3RpKdbX23hVq1OCmI5kDBzp0UFzQiI8IIPB5mN3z1FWcHzz0HTJxofKAgK4vv+dRTgYsvZqS+Zk1jj2E+1vpYoXqGD7fbggNJSzMmCFhczLZiNjB/Prua9e7N2KwgWIj4WMF+MjOpnyCER2YmF6DOOQeYORN47z3g66+ZiVxSYk82bRRhWqBAaz0TQEXLc+a1kTn3XLZgc8qkxyiSkhgocIKgSijs2GHdSrUdPbLuuYfH/fRTpjglJzNyGe57tiNQ8PTT9mcTlKeggNtllwEnnsjMlMmTI+tskpDAQJvXy6DAhRdyadLlMsxsq7HFxwoVk5REcU6nBZtcLmN+30VF9OcWs2sXK+3q12dGgZ3db4X4Q3ys4AhefdVuC2KD778Hhg3jbb/ooVISKKgGUzUKLOfMM6lUGmuBAqW48htN5Ofzs7AivUcpZjBYTXo6JwdDh/I7N2MGV8LHjWMqfXFxaN9FqwMFe/YAr7/u3Naibjejv0qFN9nx63WkpgLnn8/P6ZRTeL8gGElyMnDXXXZbcTAulzF+JT3d8kC118tkn82b6Qac0KFMEARBiFKGDgWaN+cC2YQJvDbGcsm6QcTWiPmEE+zvRW8GXm/k9aFaA7NmsYXhTz8BdeuyjVerVhQ3POIIbvXqGVOnPWqUdZ9FZiZw/PHWHKsyUlK48t2jByffS5cytemzz4DVqzk5raoEQ2vrv7svvOC8bILy+M+JyxVc0Ck1lcuOderwojB4MP1CFGkPCFFIhw70p07D3x5RqfC0CtLSWKbzySdAr17G21cFTzxBDarXXgM6drT00IIgCEIs0qED8OWXwPbtwBtvAC+/zEU9ETqslNgKFCQmcsVw0iS7LTGW4uLIAgW7dgH9+wOLFnGy5fUCW7bw/4QErhYlJHD1u7SUwYJmzRhEGDwYOP300I7ndgNPPlnWicFstKbwnVNQinoZbdoADz7IrgITJrBEYdYsTmbLd+fwejkot4qcHOCll6InmlpVkCA9nd/bI4/kEuR55wFHH22dbUJ8k5nJHs5OJCUFmDMHGDECmDs3NJ/scgFDhnAglZVlmokVMXkyG6EMGwZcd52lhxYEQRBinUMPBR56CLjvPgodPvEEO5gVFjp/Ac1iYq/i79xzrVf5N5uCgvDrQ//6ixP++fO5ol3+B+D1MpKWk8PjFBcDGzcyjf6ttxhgWLw4tGO++aa1NT8FBc5czfNTvz47VEydSkGwTz7hCLhGDU4y/K0de/SwzqZXX43u7JukJG6dOgHPPsusjaVLqRshQQLBSmrWtHy1PSTatgV+/ZWdcdq3r1gUN5C0NPqsH36g6JPFQYKNG5kMdMwx7JgqyUCCIAiCKSQnA4MGca40ezaD42lpVS/cpaY6q7uRycReoKBnT+P6RjuJzZtDf83HHzPDYvv28CfubjfQp8/BK+CVUVAAPPaYddkEANtAJidbd7xISE9n8GXMGAYNpkzh+Ro3zjqlLiv1I8yipITOWin+5hs2tNsiIR7JyADuvTc6ZrMnnQTMm8eSqJYtKw4YuFzA5ZcDK1eyI4jFFBUxia2ggC6xupiGIAjVEIvjYUEwg7ZtOTbfuJHZwHXqcDGvPP5SYaUsD6TbQewFCo48suIPNtrZujX45xYXA9dfD1x7rTET9p07GWUL5oJjR6u9du2sPZ5RJCSw+Pauu7iCZxVvvGF8u0E7yM9nOnXbtsxTdqooo2AeCQm8UNvp8y+91L5jh4o/sPbPP8BHH1GgMCODAYJGjZjz//rrts3Q77qLizrvvstYhmAzf/zB68XPPwMrVsSeUHSs89NPbOPctClw5538cUVzJqEgWMEhh7AkYetWLrh26MBrpD+LoKiI19L0dM6zBg5kBkIszj0Ri4ECgA2XY43t24N/7sCBwPvvG7eqX1gITJ/OnvZVUVQEjBxZtWif0SQlAZ07W3e8aKegAHj8cWszPszE62VmxPPPU5Rz2jS7LYpOomFFvDypqdRCmT6dinc33cRSlOxs1uZnZ/M5ZpGSwpIiJy17l5Sw3nLt2qqfpxS1PFavZmDgnns4ETzpJCusrJCxYymHcMstzCoQHMDTTwM33wxccAFFYdPTucrWvj3L5554AvjiC2aq7Nolq9dOoaQEuOMO/sb37QPWrQNefJGdwWrV4uc5frwIuAlCVSQmAuecQ/82dy7baqelMWigNec6o0Yx+27nTtbKde3KcUcUt94uT2yJGfrp35+Dpdxcuy0xjlDEDPv358pQYqJx0WO3m8IfJ50EnHxyxc95/33rxfHS01nfLwTHO+/EZs9Yt5tbv37AWWdx4linjt1WRQ8pKQz0RdNAPzmZJSfHH8/tkkvKHtuxg9oqixZxVfSvv4A1a/g+ExIq1msJFaWAW2+NbB9GsmgRBzXbtvG9tWtHEcNzzqk8YJKYeOB5s4l//wWuvJJdbp95xm5rhP0MG8byuH37yu7btYvbn3/y+5Oezt9CQQF/Ww0bMrOzTRvqxRx5JDsqNWkSPSWC0czGjcDZZ1OYLbC8sLS0bEw8dixbihQWlgV9zj7b8haoghA1tGkDfPghRcDfeYeLU/n5DLbdcQfHG6+9RoGd7dvZ8ezNNxmkKy2N6mwspaNgYNihQwc9f/784F+waxcvVlH8wRxEnTqhCRquW8cB4IIFxq7w164NLFtGxdBAioupFRCu6GK4pKUBy5cDjRtbe9xA/vuPqe+1a7PtZI0a3Pr2dVbtfFERP6OdO+22xFxSUjgxeuEFzj4iXC1XSi3QWncwyDpH0uHYY/X8NWuszQaKlBo1WE/Yr19wzy8t5Qr6okXAwoUMICxezOtFejpX4ULJtOndm4NtpzB9OjMc1q7l99/tZuAnI4PdQK6/3lndYXzk5zMRZNs2xnMaNbLbIpNZtYqlZk7KRKmMvDyOPcIt63K56I9LShhI8KfBt2gBtG4NHHkk1AUXxLx/BcIYx4bDDz9wopKfH9oikX+FtH59pvOcdx5w4onW6SYJQrRRWsrr/xNPMNugtBTo3h347jtmM/pZvhz44AMKA+fn87pscVcFBUTmY7XWjt/at2+vQ6Z5c63p+mJjS00N/Rx4vVp/8onW2dlap6QYY0dSktadOmldUnLgsd55R+uMDOvPi8vF92knb76pdXJymU3JybTryCPtty2Qt96y5zOya8vI0Pr447VeujSi0wZgvtb2+0Ezt/bt22s9fjy/t3Z/bsFuNWpoPWtWRJ+t1lrrvDyt58yhD7vmGq1POIHfnbQ0+s7A33bgd2vGjMiPbQYeD9/Pq69qPXCg1o0aaa0U7W7Thp+zQ/B6tb7wQpr3yy92W2MyXq/WTzzBa3lqqtY9emj94Yda795tt2VV062bOb/fpCSts7Liwr9qHeY4NliKirQeMcIY/+37XHR2ttZDhmj99df0kYIgVMyyZVpfdRX9euvWB8+PtKb/nzVL68sv1zozk78xi8ZKkfrY2MwoAJgK8uKLsdMPMyGBaWQpKaG/dudOCm78+KMxtenp6VydevZZ/l9SwpS1LVsi33eoHHcc8Pff1h83kG+/ZfZG+c4Q6elcuWze3BazDuKoo7iaFU8oxayTG24AHnkkrLqxuMgo8PvYW25hWl00aFhkZbF20IzWqFpTyGjxYvoXf/nCxo1Mn27UiPny0aLtkJvLVPG5c5l9NWSI3RYBoE7e9dcDjz4KPPCA3daYSGEhRS+///7A31ZmJjO92rXj4+eeCzRoYJuZFTJtGsdTRUV8H8XFvF1czK2kpOyvfxU7MZFjlsRE/kYSEvjXv/nRGionJ+b9K2BiRoHWwOmn87dtht/OzubnfuKJLFHo3z8O0n6EoNmxgzphWVn0Y+3bsyX7McfQl0XLNdIIcnJ4na2uY1BREYVG33yTbdOTkkzN5ow0oyB2AwVTpjB9Kti2fk7H5eIkL5JBxE8/cTCSkxO5loDLxTq3s86iKuj111srjJOWxon42LFAjx7WHbci5s5lH/XAOk6AqaWvvAJccYU9dpVn+HDWWMVSSU6wuFwc8Hz4IQWdQiCuAgUlJbzo//238ztjpKUB69ez3Mcqiosp+nfooaKBESHz5rF77xlncP4cs1nO27fT55SvGS9Pejon2kcdxVKR88/n7WijpKQsqFDd38JCqP79Y96/AiYGCsaO5RjDirKx9HQuvh12GAURzz2XIpcx++MVqmXePAaq/OP/1FRemwsLGSRo1owlbx06sNzomGO4sCjfGbJvH/DVV4yaL13K+wzWepNAQWUUFLCGNVYmRVlZwO+/R15jmpfHNjkfflj1oCUYWrfmhOLww4FNmyLbVyj4e30/9ZQzepiuX0/nVz6a73JR4PGCC+yxqzyTJgF9+sROlk04pKdzZvLWW0G3pIyrQAHAlfRWrYA9e+w1qjqU4mBEBNKijl27OL9QigswtWvbbZFJ7NnDjJc9e0ILvKWmcqV4yhRGU2KYePCvgEmBAreb4y87dIeSk/k9TUxklsHgwVy0SU+33hbBPn75BRg06OCFsvKkpDCAUFJSloXcpg0zVfwBhCOO4Op6vLJhA/DJJxyf7tjB+asBCzaRBgpiN6STlkYl7FghISG0zgeVkZnJyNWvvzLSF4lT374d+PLL6h2EUWRkcALz++9UF3VCkAAA6tU7MALoctEJTp1qf5CgsJCO59hjGf2Pd9xuluA0b862NvEcNKmM+vVZTuP09j4pKRIkiEK8Xi6Yb93KhZSYDRIAZSn3oQ72Cgs5AQsymCnEKY8+ap8AbXExF5727eMY46KL+GPu3p0Tnc2b7bFLsJY9e4IbRxUVMZvZ7ebtlSvZne6hh1i62749xxxNm1II/KGHOL9YsiR8MdVoo3Fj4N57KUg8ezZLZmvW5FzHxhKO2A0UAJwYmdlH20q0NiZQ4KdTJ9bY3nknf5zhfAn37mX/bbNLDpKTGSR48kkqljstAJSaWvY9c7n4416+nCncdrFhA3D33UyRvu46Olsb1FYdiX+Ac889ztC4cCJdu/JC7eTVocxMuy0QwuDxxxmre/llZqPGNDVqMGAcznc1LY2tBQWhItas4Y8o0sxQo8jJ4YTut9+A227j6vDRRwMPPkh9lyjIXhbCICMjsklsSQm/O3l5vL1uHS8Qjz3GLj4nnUT/edhhzFi5+252O/rzz+jQUgqX445jK8adOxlQGTyY8wsbFkhjO1Bw5pmxs+JUXGx8ellKCjByJH9wbduG3q5Ja2tS3kpL2VZp9WrqLOzda/4xQ+XUU5mhMXMmRR7tCFBpzUHpmWdyxfyll8ocsHAw+fmsCevSBbjpJjlPgXi9THl2uZxbSxjYgkiICn75hfGniy4CrrnGbmssonVrDvRCzdDp1i2+hMCE0Lj2WueW1rrdDBqsWAE8/TS/y3XqAJddxhaOBtdgCzbStKk5QSCvl+PX3FwGEDZv5vj22We5+HXaaQzE1q3L6HOskphIDYjPP+d86+23mbWTmmrZQo5DR4AGcdxxsXOhLSw0b1LesiWwYAEdekZG8DVCycnWpL15vVQbf+UVqu4eeihFnq67Dvj6a2fUUv/wAwMZJ5xg/bFzc4FXX2Wt4oAB1CLwC0YJ1ePxUOm/WTP2wBUoQd+rF4NyTs1CqVXLbguEENiwge67VSuKPcfKpTkoevRguVywA7uMDAoFC0JF/PILFyX8XSacjD+Db/duamMNHcp06h49eN3dutVuC4VIaNrU2qwWrTnmzckpy0Y47DDrjm8n6eksZ542jRfUp5/mBTUtLbyOeEES24GChARGXmIBr9fc9oMJCUyZ//dfnrNgsgusTnnzRxiLi9kB4q23GKE+8kgqSscb//zD1Kx69ZhGv2GDrIqHS0EBA3FDhzIjY+NGuy2yjy1bmI3idjt7ICpdB6KGoiJmThYWAuPGhZ68FhNcfjnbjwYTLNC6+hZbQnxSXMzrfrSmXftLFKZOBUaM4ETzmGOAhx9mGaCUKEQXGRnMPkxLs/7Y/u5rl11m/bHtpm5d4MYbmRW7eDFw113UtMnMNDwLNLYDBQB1CmJlVGJmoMBPo0aMVr/3HtN6TIxSRYzWvOjs2cN81nigpAQYP55KsR06AB98wIBNtA4anIbbzQFMixbAc885v0WgGYwcGR3v28q2iEJE3Hkn8McfvKy0aGG3NTby+OMU6qquDCE1VfQJhIp5+WV7uhyYQX4+gwb//gs88QRw8sn061deyTLTeBGxi3YmTGCwx8r5QmYm8PPPzKKNd446isKmmzcDkyezXWpWlmHlmbEfKDjjDGevioXC9u3WHEcpLv+sXs1ezpWtgEQqYmIksZ5RsG0bJ3D16gGXXgrMn88AQax8t51ESQkDBg89xLSueGPPHq5aOR1RhI8KvviCVWMjRgADB9ptjc0oRSGuY4+telAt+gRCRfjHAbG4MFBUxMDBrl1lbaVr1mQJ3AcfWDf+FUInI6Osk5rZunAJCSw7/P13ii4LZShFofq33+bv6NNPgX79It5t7AcKmjSJnVpWq6PItWvzi/bddxyUB66CJCRQTGTECIo1JSczemWXeOSGDfYc10y0ZouUc85het7TT7POT8oLrMHtphhTvHHSSRTQSUpiOmFmJn/bNWrwcSeIGyYlUatEcDT//lsmXP3MM3Zb4xBSUrhaWr9+xb+l9HRmHQhCeW69NT60h/zZogUFzHC96SaO5du0oRr+kiVSouA0atSgbkbDhhw/mEFSEv3mggXUoBMqJzmZQYIJEyLeVZCqdVFOnz7MeYx27BLt69GDmgD33stIlcfDCOKtt1KNE+B98+ezNc5PP/GHnJjIFW8rtAz27uUqaCx0uXC7GaB5+mmWm7jdclEUrOOCCxiQyshggMCfwpaVxe/hOedQTMhOUlIYyBQcS14eE9L8ZaSx4JoNo1YtYPp0oF079qEvz2mnWW5S2JSUUJG7dWvntS6OJebOZfeMaMj2Mhr/4sjSpUyxfuopBtTOPZdpSt27O7tM1qksWsQ2mxs28O/y5WxPeMQRFJMJdcJfpw4waxbQvj0zQIwUQk5NpWD3b78xs1awDq2147f27dvriPj6a62zs7XmMDd6t/T0yM6DESxYoHXz5lq7XFoXFlb+vNJSrRcv1vrww605NxkZWq9cadlpMIVt27S+8Ua+l4wM+79vsmkNaADztbbfD5q5heRjf/iBv387P5fsbK2/+ip4mwVL8Xq1HjZM64QEr5782r92m+Nc5s7ldT3wu12zJk+g0yks1PrNN7U+9FCtU1O17tw5rN3Eg3/VofrYPXu0Pu00rVu00PqWWzi2ad3aXp/rxE0pXgvS0rTu3VvrDz/UeseO4M9zPLNsmdYJCWXnL/C8pqdrfc894e979Wqta9fm52PE5+xyad2xo9b79hn3/uOISH2sA3JILeDUU2Ojb6vHY7/I2AknMKq7fn3VEdyEBIrSWNX6JimJEdFo5qqr2DcsP9+atpOCEA59+rDkyKIevhWilGQUOJg33mBS1CPHfYUeN7QEFi602yRncuKJwCefHFjW53R9goICYNQotiS7/XauHBYWAn/+GRvjLLtZu5aZJr//Tu2lV16hpsXatTYb5kC0LitR+Okndu467DCmpc+bZ7d1zubII3kN95+/QNxuimZOnhzevps14/fXCDG99HRmjEyfbpg4nxAa8REoqFkzNhSEU1LsKz8IJDk5uNZkY8ZYV89cXEzxxWhl9WrW4tkdCBKEYHj0UaYZ25VPrrUEChzK3LmMI/U7ZjXu/e9yTnoff9xus5zLuefy95SezoCBAeJTpuB2Ay+8ADRowHa8O3ceGNBOS+PkQAifefPoVzdsKNMi0JqLRLJ4UD15eTxvixfzNyVUTnIya8MqC0p6PMCgQeEv9rVsCUybRo2jcElPZ2nJhAn2tF8UAMRLoABgXa1ZAhtWkZxMJUszKClhFNbIC/2bb1qjTwBEv/Dc449LkECIHhITWS/rFzi0mtLS2BGpjSF27eLY8rDabny0pisSPPmc6EyYwNZNQsXcfjtw0UW8XjpNnyAvD3jySYqUPfgg9YAqmrTm5QETJ1puXszwzTfMft2719ja7nhlyhQZU1XH5ZdXPZHPy2P7wXC7a7VrB0yaFF72YXo6cOON7HgR7XO3KCd+AgW9e1OcK5pJTDSv88Eff1BJ9r77jNnfsmXAxo3G7CtYli619nhGsX0783TloiZEE3XqcGJQXU94MygslIwCh+H1cq67davGlzm9UbsgIDCgNfDii/YZFw28/jowZw57YjuBffuAhx9mBsFjj/H/qtryeb3skCSEzvPPA8OGxWbbQ7tISqKwnlA5XbvyPFVGSQnnBf/7X/jH6NIF+Pbb0IIFLhd9ztNPO7sMK06wLVCglOqtlPpPKbVSKXWP6Qfs3JmDy2hG66ozCv76i2qgd94Z+qRzwgSWCcybZ0w96XvvWT/xXbXK2uMZxXPP8bMVBIOwzL927MiLudV6BVpHf+A3xnjsMZYJv3LvVnRIWnjgg4WFzDCTiVDlJCby92T3wHjPHuD++1nr/fTTXFUM9nPbsCFu+t0b5mM3b2Yph1XZl/FCXh4wfrzdVjiLvDwKyFx6KbMEEhKACy+sesXe7WaQd+rU8I97xhnAZ58Ft6jgcrG72q23hn88wVBsCRQopRIBvAagD4BWAIYqpVqZetCUFAoHRTMlJZUHCv7+m2lr27dzZaJjR160gyU1lQOUggLggQcis9PrBd5/3/o2PuVSW8csHoOmLzVFwsMJaPpSU4xZPMZae4IhN5efV7QHsQTHYLl/vfFGZmxZWUOYkWH/hErY72PVxWfioZFenHLWagxvNbPiz0ZrppEKzmTnTi4yNGpELYL8/NAnr6mpTPmOcQz1sfXrS+9QM/B62eIvijF0DLtuXdlC4pdfcs4AMGhQ3bXb46GewbZt4R//7LMZAKgqWJCRweDOhReGfxzBcOzKKOgIYKXWerXWugjA5wAGmH7U886LbkGMoqKKSw8WL6ZSck4O/3e72R+1devgUwFPO42rglrzQr98efh2zpxZJsRjJQUF+/u7j1k8BsO/H451SxpAz7gb65Y0wPDvhzsvWPDmm5JNIBiNtf5VKeCjjzjgtWryHolAkmAI+33sH22Bz8cDNddgQfuO+HTxmP1++ADy86nFIvXXzmLbNuDmm4EmTYBXX+X4IdzuBbm5wNdfG2ufMzHOxyYkUMBQMJ5du6I209TwMWzt2tT1yc+nD/YH9Nq3B7Kyqn99Xh6FV8PVKwAYAHjhBQbGsrKocZSezt9AdjZt6t07/P0LpmBXoOAwAIHL3Rt995lLz57RLYpRUnJwRG/pUtYZ+YMEfkpLedEeOhS4/vrqJ+6dOpUNDoqLgZEjw7dz9Gg6Fatxufa3SLx/yv1wrz4OeH86MOVx4MMpcK8+DvdPud96uyqjqAh46ilnpuPKam00Y71/zchg3rlVJQg1a1pzHKFS7p9yP9wrTgDGjgdK0oHchvBsbI77S36uPPiZkwP88IO1hgoVs2kTcM01QNOmwFtvcdXQiMy2yZPjIfhtrI/t1avqWnEhfCZMsNuCsNg/hv3gV2PGsFlZPBcuF3/n/kVEpZhVUF1WS0kJsxAefji84/u59lqWN82dy8yGV14BHnqI+iydOkW2b8EUHCtmqJQarpSar5Sav2PHDmN22rp19DvjwPT6ZcuAU06hyFBluN1M92zbdv8kukJcLtYhuVyMNo4fD6xfH7p9BQVcUbBjoKDU/ve4ft96YO2pgDcJQAJQkgqsPZX3O4VPP3VWyYFSnPA1bx5c+0shqjHcx7ZowZIjK4IFhxxi/jGEKlm/bz2woi+gEwAooDSJPja1itXovLzIB5pC5Lz8MkUT33+f12wjMwCLijg2EYL3sWefzfLY1FTrjIsHPB7Wxkch67btAX58CShNA5AAlKZEPoZt1w549ll+1+bNKysPvuSS4Mpf3G5mhUXqLzIy2D6xZ0/gyispltiyZWT7FEzDrkDBJgCNA/5v5LtvP1rr0VrrDlrrDnXr1jXmqEoBPXoYsy+rSUriD9lfevDff8DJJ7OVTnV4PCwlOO20qmsOr78e+PNPoFUrTmDD6X09YYJ9WRsFBfsDBU1qNAGaTgOSCgB4ASQAWRt4v1P44Qdn9EZOS+N2zjlcDfrvP6agilhctFKtfwVM8rGDBgGXXWZ+JwQJZNlOkxpNgJbfAUkeQBUDicVA02loUkXcGgDwzz8U3hXsQ2um+5qhI1RaypZosY2xPvb444Hp0zmJq11bMvqM5K+/Ki6FcjC//AIkvrUU2HwikFDs869F9K+RjmGvv54ZLIWFwIIFvK9VK+oXBENmJgMNQtxg1/L6PADNlVLNQOc6BMAwS448YAAvYpGmxiclcUKcmMgLbkLCgc5da67Ml5YeuCUn80fmjx6npnKS5nJxJS49nRO0zEz+zcri7fR0Puf004EVK9hyJJgggR+vl0KHN94IvPtu5c9r2ZJdDx57DPj999DPyxtv2OeUA1YyHu/xOIa7h8N9aQ/gv7OAP4dD/fYI7r19gT22VUQon58ZZGby+3fzzUwHO/TQsscGDWI62H//2WefEC72+VcAeOkltqVassS8zifBDmoE0zjAx649FWg6DelNF+Lx79IAVJFVUFDAIPRXX1llqlCeW25hUHjyZOOz2goKKCI3YoSx+3UWxvvYDh0YAL3zzngo3bCOtDTOvM87z25LqiUnB7jjDmr+NWiahd2De6CwpKDMvx6xCI/3GB3ZQZQCxoxhcOC339gRDuDK/qOPVu8Pjj46suMLUYctgQKtdYlS6kYAPwNIBPCe1nqpJQfv2ZMT9sRETp6Tkg6cuPtXVwMn7unpZRP37OwDJ+4VbZU95u8sEAmrVrGjwd69oV9MPB7g888ZLDn77Mqfl5QUnkbBrl3hBReMxBcouPBYqqbeP+V+rG/8IOq1n48dr32Frx87AldNdIhURVUlI2aRmMjv+rHHsiVT//4Vl+MkJACjRvG74kQNBaFSbPWvAIOhEydyIGLWd7x+fXP2KwTNgT72aTSp0QSPJ1+KC5dVI7bl9fL7sWkTW/AJ1qMUU7JbtQI2bjR+//PmccIRo6n0pvnYevVE7NNocnKAsWMdHyiYNAm46iq6xbvuAkaOrIHxK6860L/2GL3f70ZEdjY1AgKzXIYN4wJhVbhcDGQJ8YXW2vFb+/bttaG43VoXFGjt9Rq7X7NZtUrrOnW0VkprhgnC27Kztd682Xj7Ro3SOj09Mtsi3Ro3rtS80aP5lPvuM/6th0XLltadl/R0rV0ura+6Sut//gnexk6d7P08HbABmK+1/X7QzM1wH6u11r/+yu+c0Z9JaqrWr7xivL1C5IwYEdxnmJKi9e23222tsGSJOdfs7Gz+/oMgHvyrDsXHWjkuiJctK0vr0tLgzr/F7N2r9ZVX0syWLbX+4w8bjWnVqvJz6HJp/fnnNhqntS4u1vqll7R+7z2tZ87UeseO6JvH2UCkPtaxYoamYtTqvpWsXcsUod27+bONBLebqeVGR66//NL+1eetWys9P1dfze2JJ6jVaDtWdIbIzAQOPxx45hl2zHj7beCYY4J//ahR5tebC7HJqacC991nvLhhcjLreAXnMXducM8rKqLSvhM0WuKZ1q3Zotfo32h+PrNGhNDp0SO6xqbRwvz5dltwED/9BLRpQ03Ru++mnIKtwv/Dh1c83nO5mIF0wQXW2xTIhAnAvfcCN90E9OsHNGrEMe4xxwDnn8+MiK++Ynv4qvTYhJCIz0BBtLF+PYMEu3YZM7kvKaEOwfPPR76vQF5+GejWzboWaRWRmEgthkp49VU64ksvpaaWrZg1SPaX0PTuDXz/PQUeb7ghuF655enQgSKYjqjVEKKO++8HTjrJWPGjxEQJFDiVUNTuteYIWbCXiy8GhgwxNiBcWgp8+61x+4snTj01vGu1UDkeD7txOYS9eykJ0KcPqwBmz2an7LQ0mw274IKD5xjp6VxZGzDAHpsCefppfpb5+SxrLCzk4uS//9LGkSOBK65gN7jsbGp+dOzImo5XXgF+/pnj4dJSu99JVKF0pKvTFtChQwc934HRQEvYsIFf9O3bjc8AcLkoOtaunbH7nTOHdUwLFlifYZCdTWfgF2ipgE2bgPbtOXe5/HLOp7t0sdBGPy4XhZ+MIjOTk6jrr2dgwKj63+XL2V7TSFujCAUs0Fp3sNsOMzHVx+7dy1roLVuM2V9GBkXYqviNCzawdy8FUUNR0m/QgDXyCbJmYSuFhbwo/vuvcYPolBS2c66mlalSKub9KxCCj928GTjiCGe1To4Fjj7aEeLMP/zAhfstW5hF8L//OSBAEEjHjtQYAXit/f57LhbZTaTjUP8CWkkJf1sNGvA7cfzxHJ+0aMH/Dzkk5jJ6IvWxcnV2Mps2cTC8Y4c5AjcejzlidZ06UU11yhS2cLQyw6C0dH+LxMo47DAK+m/YADzyCDP9Zs+2yD4/Xq8xA4HERJ7ftm1ZVrB9O2srjBQJO/poYPDg4PrsCkJ5atbk6MgIP5CeTp9ywgmR70swlqVLQ/+Mc3OZTirYS2oqf6NGtsRNTeUYQAiNhg0lo8BIMjM5KQxHoNtA9uzhwlS/frwk/vEHh2qOChIArM9NSaEv+PlnZwQJAOCFFyLrolRYyCyE/HzuZ8MG+qfnnmMpQ9++ZaUMrVqxlMHfnWfx4rguZZBAgVPZsoUT7m3bzE2T8bdMNIPOnYGZM9mapksX8wMGSUn8kZ9ySrVP3bu3LGjo8dgwVs3Pr7jbQLCkp/MKM2wYs0IWLmT6qFn9bZ98MjJ7hfimXTum/kXiA1wu4IEHWNgpfZydx5IloWUTANRpefhhc+wxk9277bbAeJo0Ab74wrgShNxc4JtvjNlXvHHSSXZbEN0oxWtNu3bAJ59wUjh0qG3mTJxILYKPP2Y13oIFwIkn2mZO1QwcyLH71KkMyjuB/HyePLPaLZcvZVi2jKUMDz3EUoaTTz64lOHVV+OmlEECBU5k61ZrggQA03i++MLcesKTTuJkdtIkvi8zAgapqcCRR3LC3LhxtU8/9VTOs/0Zr++/b3FWWk5OeCv0/uj4I48wmPTRR8wmMJuGDVnS4LjwtxA1XHklcO65oU9EkpK4BPPjjxQyirG0wJhh9+7wBnL//gv8+afx9piF202B2CVL7LbEeHr3BkaMMO4aPWlS5OLL8UjPniIiHA7JyRyj9OsH/Por1QEHDLBNY2nPHuphnXUWZXXmzKHenqO7htaqBUyfzgmxU/j4Y3uu+6WlDHjm5vLatmsXyzLefZfl1RdcwFbjaWkMtPbsyfs/+IBznhgp1xWNAqexfTt/oJs2mRc9q4jsbA7YGjQw/1gzZgB33MGBlhFlDy4XU5F//DGklL3Zs4Fp01hWe999XAz79luga9fITaqWZcsYNMnNrf65ycm80HXpAtxzD3DGGfbU9O7dyyCMFd0aHIRoFBhIQQFXeVasCK6cKj0daNmSKT9W+CYhfLZvB5o2DT1FMyGBg3lHtKIJkj59+D6nTbPbEuMpLWUkfe5cdqeIhPR0BoFatKj0KaJRUAF//QV07x7c+EDgGFAp4LLLOFFr2tRui/D998A119At3ncfk+EkES4MtOYiYDUlxY4iI4PXtSOPZHTI5g9eNAq0Bm6+mcU/Tz4JfPop093XrQs9DdJuduxgyo/VQQKAE/aBA83RQihP16788fzwA1X1I1m9SE9n9Hjq1JDr+rp04QLllVcyaHDooZyDf/ZZ+OYETU5O9ZP9zExuN97IwMLUqUCvXvYJf9Wsybw5O7taCNFNWhoDesF8h1wu/jj/+EOCBNHAoYcC110XetaR18vvxKZN5thlBtdey1W3qVPttsR4EhOpEJ+dHfm+tGZWgRAaxx4beZAmHsjMpPjcQw9RBPK112wPEuzezUYiZ58N1K3LeNsjj9g+V4xeZs2qspOZI8nPZ5Dvv//MK+22Eq2147f27dvrSvnvP61dLq0BrRMTtc7K0rpGDa3T07VOSNC6Vi2tW7XSum9frUeM0PrVV7X+/nuti4sr36cd7Nih9ZFHap2czPdix5aRofXTT1v/3n/9VesTTuDxQ7E3PV3r227T2us1xIxdu7Tu1o27fuIJw3ZbMZMm8Xta/j0pxffVsqXW77+vtcdjohFh4PFofcgh9n1HbdgAzNcm+TanbFX6WDP47rsyv13RbyAjQ+uvvrLWJiFydu6k/wr1d5aSQl8eLRQW8jvaooXWpaV2W2MOc+ZU/hsNZevevcrDxIN/1eH42A4dIj/3sbplZGjdvLnWn3yidVFRaOfVRL79Vuv69bVOStL6oYfoJoQIOftsjgns/s6Fu51+ut1nMGIfG/YLrdyqdLAvvaR1WlrwH1pqKgcy998f+tk2i1276PTsDBL4N5dL67/+sv4ceL1aT5middu2wQUMXC6tX3zRcDMKCrQeOpSHuPpqrX/7jUGDWbMMPtBXX2mdnV32ftLS+N0cNEjruXMj339hoda//671xInGRzzefjv0oE4Ub/EwkLU8UKC11nfccfCkMi1N62bNGAAWopN77gntmuzfMjK0zs212/rgufJK2v3JJ3ZbYh6vvBJe4Kf8b7qKyVw8+Fcdjo+9914ufjngGuiILTGRY6T69bWeMMHklZzQ2LlT6wsvpJlt29ozhI5Jtm7lZ273dy/cLSND62nT7D6LEfvY6C89GDs2NMEIv6rlCy8AK1eaZ1ew7NlDsb+1a51RKuHxMGfK6JaJ1aEUcPrprM379lvguOMqb9WUnk4RvxEjDDcjNZUiuffdx26Dp54KPPigCS0U9+1j+UFmJpVUH3yQ/cTHjg1PDtftZhrsgw+yH3ZWFutoBw9me5vNm42z/bLLqMwjCJHw1FP8nftFPf1lRIsXsyWnEJ3cfXd44mFaU1U2Wrj6av699dbY7Xl/440sd4tExDYlheVDQmh062Zsu8poJS2NW+/evFbs2gW89ZbdVu3nm2+A1q2pCT5yJEsN2rWz2ahY4Y037LYgMho35u84yonuQIHHwz4j4VBYSF0DrY21KRT27mXbjTVrnBEk8LNjBxXu7UApzsoXLmSdZJs2B14ss7LYkmTgQNNMSEjg+KhmTZbPlpayXNBQ3apWrShm+Omn7HJx330MGATLvn3UeLj9dl6latakovyTT1I8qqiIgYj8fOD33ykm9cknxnzfk5KAl1+WQYwQGYmJDApmZXEg+MwzwJdfyvcq2qlZk2K1oaq2u930X9HSaqpjR/bd3rEDeOklu60xB6V43ahfP3zV8fx8alAIodG5c1z3bkdGBnUy7rgD+PxzDsDy8jhWnjLF9knkzp3sTn3uuZTQmT+fUgmiRWAQJSVsQRitQdjMTEaOYqFLUyTpCFZtlaZs/fjjgenboW7p6VqPHRteLkek7NundZs2rM20Oz2msnPz9df2nJtAvF6tf/5Z69attT70UK2XLjX9kNOna12vHjOeUlKY8eZymVB+EArbt2s9bpzW115bpmWRnR1a7VZ6uta9e3NfkeL18vtr9/fUgg1xkBprS+mBn1WrtF6yxL7jC8aTk6N1Zmbov7fMTK2/+cZu64Pn11/LbN+1y25rzOPffyMrQWjZstJdx4N/1eH62CZNwj/n0bplZmrduLHWb71FTaRvv61YK8Pl0nrhwtDPqQGMG8fhaHKy1o884iiZhNhh/Hhqztn9fQx3O/RQx2jhRepjozuj4JtvImsf43ZTvdjqFjS5uVT+X7HCucq2bjdTK63oglAVSjH1cfFirry3amXaobQGnnuOFRA1ajBZZdo04NFHGcDu0sW0Qx/Mxo3MNrj0UqYvNWrEDJg33wRWrWJUPSeHRgeL28030rw5MG5cZPYpBYwaJR0QhMg54ghmxQixQ1YWs6RCzSrIywMeftgcm8zg1FO52gkAZ55pqymm0qIF8N574fv71atZZimERvfudltgDQkJ/G6deCJz+NeuBYYPZynmkCEVZ1Z4PCxVs3D8vmMHzTn/fA7J5s9ntae/es50vF5miC5ZwhKMUMZ/0cZTT0Vve9D0dF7/kpLstsQQovtdfPdd5D8Ut5u96V97zRibqiMvjzUr//3n/JSaggLWvZ9xht2WmJ6+88svLDVdupRVDe++W9YdyvQAgdac/P/2G1M0p0+ng0xOPtBRGhFUKi5m2cIllwBjxvCN1qoV3r66d6cewsyZsX3BEgQhdO66i9oo770XmubNf/9xBN4h7LbP1nLBBbyW21WuZxUXXMDI+Ycfhp4Sn5rKscT555tiWszSowdLMPPy7LbEHFJSGCTo2xd44AHg+OPLHnvxRbZjruq7tnMnF1PGjTN9jPjVV/yJ790LPPYY3ZtlAQKAqfhDh7LkNDGR48HSUq5q1a0LHHYYcPjhQLNmQMOGrIdo0IC369Sxr612qBQWAq+/DixaZLcl4ZOQAFx1ld1WGEck6QhWbRWmbK1aZUzrHitTmPLytG7fPrpUPPv3N/+82Mynn5Zl8Ccns1mAqZSWar14sdajRmndr19ZO0+rOwmkpLB96IQJ4b+XhQuN+x06dEMcpMbaWnogxDbvvx+aj1BK6wED7LZaqIiiIsq6h6PGf8klFe4yHvyrDtfHLl8eedcJJ27+8c6IEVpv2HDw+37//eDfd3o6yxRMYts2NqMCOHxfvNi0Q1VOYaHWffoEd04SEvi87GxuaWn8vdasye5q3bppffHFWv/vfzxv332n9bx5Wm/aZG+qfEmJ1u+9p3XdutHdVSs1Veu777bvPFZApD42ejMKjBTH8XiAiy+mgJ5ZUTe3m+rzS5Y4P5MgkMmTme4ULdHIEJkyBbjiCv7CAb7V6dPZiMIwSkr43Zo+HZg4kbK4SjEabKdYUVERt/POY1lHOJkFbdtSjfj77/k+BUEQArnsMuCYY9iFJTe3ej+hNQVrN2xg2ZXgHJKTeQ1r3ZqZaaHw44/8bGNB3MsqjjoqvA4iTiUzk2nZ99zD0tbMzIqf98UXwWchud1MB+3SBTj2WONsBSsfbriBVZ5PPAHceacN2eQeD33n3LnBjRe93orP3d693Fas4P9KUUTYnxZRXMy5SWYmcMghzEZo3JilgY0alWUoNGhAcdPUVGPen9bA+PH8DHfvpvhpNKMU30sMEb2BgrFjjZ1krVzJ1kxXXmncPv14PEwhW7w4uoIEAAMEK1fGZLuyt99mKlmTJsyQLS5mJtypp0a448JCYN48pmlOnMggQXIyJ+VO/PxTUljvFm4JwvPPcxAogQJBECqiUycGyc88k/XqiYlMp/ZHaMvj9bKF8YsvWmunUD2HHcZU7/79QxuD5eWxxO6oo8yzLdZQiiU4v/5qtyWRkZEBNG3KtgDnnlv9bDvUtHO3m3oF//xTefAhBLZtY4Bg3DjKJrz/vk0yOnl5nDssWhRaG/hg0Jq/3/K/4ZwcbmvWlN2XlsZxolIcKBcUUH/mkEOAevXKAgqNGx9Y8tCgQeU6NVpzIfLmmxkUjvYAAcDr2sCBPCcxRHQGCgoKgDlzjNtfZiYnxKG0pwuWggLW+C9caPwP3QqUYiQzhgIFpaWsL3vhBS6Gf/EFtQmmTWOQIGRNgvx8YPZs1mD++CMvVmlpdMD+tpdO/uwTExlpDpdmzZiR8+GHzhXnFATBXho2BP7+m4GC+fPpM2fOpL9MTOQ12K/JUlTESO6jjxoy8BcMpkcP4O672dI0FP2JSZMkUBAqZ55JAbtou7YmJXHr1o0BglDSNLduDf14O3YwPXTs2NBf60NrjgdvvJGu6Kmn2IHaFk26vXupA+UEPbOCgoPHsPn53Nav58IYwCwDv+5ESQlfk5wM1K7NyXOjRmUBhS++oO+PhQCBn+Rkam3EGNEZKJg5k1/ISH48SjEFqmlTpkENGmRcKo2fggIq9v/5p7MnilWRl8eU+YsustsSABxbhj2hB9/OsGHMlL/pJgYLkpK4r6D3t3cvv4NTpgA//cRVEpeLDs/fAzzaLuqhppGW57HH2G9bEAShMhISOFE86ijKhwPMHli1im1mZs2ib122jP50+nSuFArO48EH+fkEO4n1eJhiHOuij0Zz8slceIiWMUVaGsfXF17IsfWRR4a+j+Tk0Mf3BQXM4HzvPQYMQmTbNn41x48HOnZkFoGJTbaqZscOfu7r1kXP5w7wMyv/uZWWMmV382bgr794X3Jy2SJaLHHSSewQE2NEZ6Dg22/DV4FNS+Pf/v25rGyWsnJhIeuK5s+P3iCBnxkz7LYAAMcj3btzXJmSwgX8UILUGzbwY1+8mJ39brghyBdu28Zz8Msv3DZuZGAgL6+sfWQ0Oz2tI8soAIBDD2Vd1osv2qu7IAhCdJGQwJatzZsfGDxYvTq8SYZgDQkJzM0+5hheI4Ph99+50hgjbcMsoUOH6LimZmbyc73tNg6uatcOf1+NGjF4GCpuN1eAOncOepavNTuc3ngjY5PPPMOhjG1f0c2bObD118PGIrH4vjIyoqu1bwhEp0LdN9+UTdCCxS/Qcd99TJUZO9a8IEFREVdB5syJDgdfHatX25/6BGahlpbSsRcWUoPv5ZdZXl8d8+YxSrxmDYPOVQYJ1q/n6vjFF7Mes0kTRqhHj+YOiotZwxXqd9CplJZGHigAuHpgab8gQRBiEn/mgQjfOZtatdiurbI65PIkJ7OUUQietDRnl2tkZrL88NVXGTB68MHIggQAcPrp4Ys4+vUKgiiJ2bqV48hhwxin/OsvmwQL/axbx3nJxo2xOZmOZZo2ZRZIDBJ9gYJ169g7NRgSE3kB69AB+OgjeoUHH2TPUbMoLuay9axZsREkAHgO//7bVhNmzeJifmIiN3/Z04gRLH0dOpQZBhXN3b/6ipkIaWncT+/eFRzA6wWuuYbfjRYtgOuuY7Bg82YGfvy1s7FIUZExgYKsLGDkSEZWBUEQhNjnhBOYSZaeXv1zPR5jO1bFCz16OC9o5nJxYvT111z9v+wypnoawciRwX2fKmPr1ipXg7QGxoxh0sFPPwHPPstkl2OOCf+QEbN8Oecq27aVlbAK0UFmJrMJnPYbNYjoCxT8+GP1rfrS0+nELr6YS8nz5gWntBopxcXAgAFMU4+VIAHAieQff9h2+N27mZHatCk//kcfZWnkP/8wfnHNNXT2PXpQc/HJJ4EtWxgUOPNMyk+0a8cEj0qVa197jYGBnTtZKhJuaUs0UlwM7NljzL6uvz6yC7wgCIIQXQwfzgUSf2lnZZSUcGIphMappzIQ7xRcLmo0zZxJsW6jJ0gNGwLvvhveWMKvzl/JYG/LFuCccyi71bIldcbvuMPmLpRLlrAzzK5dsZOpGk9kZfFLFaNEX6Dgq68qTynKzGQ7jkcf5UqwlT1NSkoYjJg2LbaCBAAnzja159EauPxyBoi/+ALo2RO4994y4cHjjgNeeYUf95gxFFO97z6WuJ1yCkWWExPZA/fQQys5yLp1TJsPRb051ti+3Zj9pKayXaJkFQiCIMQHSlFE7rDDqp80rlgRuXhuvHHSSY4o/wTAyfvTT4enJh0KgwYx+BSsyHhyMgNVV17Jctk77jjgYa2Bjz9mFsGkSRymzJjhAO25+fOZmbF3b+XtYgXnkpEB3H+/zZEmc4muQEFREfODAvE7h+7dgS+/ZG3PbbcBNWtaZ1dJCXtn/vpr7AUJ/BjZjjIEXnkF+O47poZVJSnhcrHO7NdfmcHVteuBPnf27EpeqDUzT5xyEbaLYMt5guHCC2Ouj6wgCIJQBenpTO2rbhU4Lc22hYeopUEDIDvbbiu4Wn/KKVT+s4LRo6sfy/vnAJdcAqxcCbz+OlC//gFP2bwZOPtsPqV1a2ai3nabA+Z2M2cyWyQnx2ZDhLBRiquZMUx0BQp+/71MLC0jg9vw4ZSxnzaNxefVlSUYTWkpcMEFLKCP5RXpXbuMS08PkvnzKSxz9tnAzTcH/7rmzVl+4HLxQpCSQl9cIR9+yPaV8V4TFowiZLAkJDDCI1kFgiAI8cNRR3HZtipxw5wc9icWQiOUFk9mkZ0NfPaZdbXY2dn8rjRuzIzhQBITGSAYMgT47z/gnXeY0RKA1hzitW7NSokXX2TZ6tFHW2N+lfzyC2tj8/PttkQIl9RUTk5ivNw2ugIFP/5IUbmmTYHnnqPox6hR9inClpZSRe+nn2I7SADQKc+fb9nh9u1j/KV+fVaQhHpd6tKFF4ZHH+XfCrPkvF620hFHbYyYYSB9+zrkaiwIgiBYxrnnAldfXfXg+YcfrLMnVujZM/juEmbgclFfItKOBqFy4oksDx0/nqmiLhcDBIMGUajqo4/YmaocmzYBZ51FjcU2bZhFMGKEA7IIAKbJDhgQ+/OGWEcpfqliHFPU/ZRSzwLoD6AIwCoAl2ut9yqlmgJYBuA/31P/0FpfG/SOb7+dbU+6dbNfXdLrpRrKxImx/WNPTuYKcY8eQPv2lhxSayaKrFvH6G+416UuXaopoysqit1SkVAxumZUKQpEnnFGbP8+bMI0HysIghApzz/PDNC//2ZpZnn27WOr4WbNrLctSBznY085xb6+fenpHH+fcoo9x1eKgZKePVlekJhY6XdHa+CDD4Bbb+UQ7+WXWSlhdbJxpXz2GXUUZOwZ3SQlMZvFzC56DsGsn84vANporY8DsBzAvQGPrdJat/NtoTnXevWoReCEIMGllzIqGKuTIJeL29VXM63r++8tiSTPns2+tmPHAo89ZnJb0pIS+79LTsGMLg9dujBd0jFX6JjCHB8rCIIQKUlJwIQJlSv1K0VFOWfjLB/bpg07FFlNUhJz9x96yPpjV8RRR1UaJNi4kcmMV1wBtG0LLFrEzHDHDEHeeUeCBLFCUhKV0+MAU34+WutJWmt/GPkPAI3MOI4taM0f+vjxsRkkyMwEDjmEF4UtW7gqfPjhlhx69mzg9NOBb76hY+/a1eQDlpY66ApiM2aVX7z8cvCqxULQmOZjN2yQQYwgCJFTvz4v5hWly7vdjm+T6LhxbGIicOyx1h83PZ2flSNy9itGazbdaN0a+O034NVXqZdpV1Vyhbz0EqMWcn2NDbp1oyBaHGDFLOkKAD8G/N9MKfWXUmq6UsrsqaCxaA1cdRWXu2MtSJCRwS/9m28yQHD33UCNGpaaMG0aU8UAJm1MnGjyASWjoIzCQnP697ZqxVo8u1Im4wNjfOykSVypycqiPzj8cPZ2HjyYPUlffx349ltg3jwWgFaUUiwIguCnWzfgwQcr1iuYMSOaRISdMY7t1cvaCXt6OvDJJweJBDqJDRuAPn24fnf88dQ2d1SpAcD02PvvlyBBrJCeDowcabcVlhH26F0pNRlA/Qoeul9r/a3vOfcDKAEwxvfYFgBNtNa7lFLtAXyjlGqttT6oN4hSajiA4QDQpAKhEsvRGrj2WuDzz2MnSOBvCdCpEzMIbC7rOPVULj7756wffwxcfz3QyKw4vgQKykhOphq1GW1Fn3mGE0yZWIaE5T5WKWYU7dtHH7d+Pbe5c/mCtDT6C4ApsIWFDCoceijQsCFFZo88koPKww5jg+qmTY07IYIgRB/33EOxoWnTDmxDnJgILFhgm1lAFI5ju3XjcrkV7fRcLvYT7N/f/GOFgdbAu++yzaHXS13z665zWIBAa37/R42KnXmDwFSVKgXQYouwAwVa6zOqelwpdRmAswD00Jod7bXWhQAKfbcXKKVWATgawEFy+lrr0QBGA0CHDh30/gdmzQIKChjR8dfRl9+M9hRaM0T5ySex8WNPS+PfQYNYY9Oypb32+PB3Kpg2jdUPd97J2MXUqSZVP5SUOOyqYiPJyex8YEagoHFjhvvffvvAgaJQJZb72Lp16esqo6CAWyD79nFbsYKTgYSEslTj7Gw2sBYEIX5RCvjiC2aXBfqDggJ2srIR28ax4dKpkzWr0krxuv3SS+YfKwzWr2dy7y+/AKedxtL/I46w26py+OcNH3wQG/MGgWRmAo88YrcVlmJW14PeAO4C0F1r7Q64vy6A3VrrUqXUEQCaA1gd9I5XrOCysz+NTWuGEr1eprCVlnLy518pT0nhEnVqKifHaWkcxHbpErwD1Bq45ZbY+LFnZHAgf/PNfE8OVOsM7FTQrh3bzPqDBYZfCKIn7dF8EhON73wQyMiRLCIUDMEUH1u3buRZH14v9S5SUoCBAyPblyAIsUGNGgwKdOlSNo4qLqbWk0MxbRwbCTVqMHtr3Tpzj+NyUcDaYfpCWnO94Y47eKl5/XXgmmscuN5TWgpcfjkwblz0zxuEA8nOdmyWjVmY9fMaBSALwC9KqYVKqTd993cDsEgptRDAVwCu1VrvDnqviYmsdfavYuXkUK3d7eZKpX+QW1rKqOu+fcD27SxiWrGCxUsLFgDLlgV3PK3pkd59N7p/7JmZzN9//nlg2zbWSzkwSFCejh2ZYZCby2DBypUGH0BKD8pQihkFZnHIIdS9sLMPdGxhvI+tU+fgjIFwSUhgyqUgCAIAHHccU7AD9QqCHYvZgznj2Ejp3v3A//1ZXEZlA6ancwZ+9NHG7M8g1q2jRMM11wAnnggsWeLAUgOA48rBgyVIEItkZFBzxXFfOnMxJaNAa12h1qjWehyAcWHvuFkzOsNIUq9q1ADGjKn+eVoDd91Fcb9o/LEnJDAa3Lo1V3P79InKL/cJJzCb4IwzWJ43daqBlRISKChDa3MDBQD7ML/4ogj6GIApPjY1lSUokZaHJCYC55/Pla9oprDQcStqghDVXH455ei/+orXAZfLnpZ/QWDaODZSevQAvvyyrGtTv37AAw8AP/9MwbxIMiXT0jhWvPRS4+yNEK8XGD2apagAh+TDhzt06FZYSPHmGTOic94gVE1iInDZZXZbYTnRNXNUChg6NHzVV5eLF6g6dap/7v33M6oabT/2lBQ6+wEDgJkzqVDer19UBgn8tG3LsUVpKXDSScCIEWylGDESKCjD6zU/UJCRATz+OP8KzsSITifJycD//hf5fqxAa9ZNT5nCVrBXX83lqtq1mWK4c6fdFgpCbDF6NNCkCcckubl2WxN9nHYa0KAB699XruSYtl07+t1Ix3m1awPvv2+ImUawZg3QsyczBzp3ZhbBNdc4dNjmdtPY336LvnmDUD1paZx8+DXe4ojo61k2eDAvNHl5ob0uPZ3e5rTTqn/u//7H/u/R9GP3p/NdfTXLJUxrFWAPbdpQVmLYMH40o0dzbB+R8GhpqUOvODZQXGyuRoGfq69msCA/3/xjCaFTqxbLtcJFKerIOCxtFcXFwKpVTHVetowlaEuWMJ81IYEB1sLCstKLlBQGpYMJKguCEDxpadQraNtWAgXh0LgxfVl5UlIiCxT4dQmyssLfR5gUlRZhwGcDAABfDv4SAz8fjA1T+2LdVzcgIUFh9GiKFzp2uJabC/y/vfMOc6L63vh7N7vZTXbpNhSkqWABKYuCCiKiAhYURcGGKCgKKnYRK4goKnb9iaJfLIiAAlZEpCqIVBEQpDfpnWzYbLm/P97EzfZkM5OZJOfzPPPs7iSZOTtJztx77jnvad+e9xSjyvcEe6EU9d0SkNgLFLRsychpOCQlUQlv2LDyn/vcc6zlj5UgQUYGHfxjjzEfywInHy02buRbmZ8P+HzsjhBRoEDa9RWQnQ3s32/+eVJSgBEj2AVBggX249hjgdWrK/56l8taReCDB2n/339z0LZoEf/etYsTlKQk+vai3/3gcpjkZJZsjRwZXdsFIVGoVw8YM4YLP1KKZgyRZBS43Rz7Nm9urE0h0uWLLpi1aRbyNp+DGiNHIWftUOjtzVCj8SIs/q4F7NAhvVT272dd7Jo10tUpXklOBm66iVpbCUjsBQqSkoBx44BbbqGYYSgTepeLfdzLCzAMHcqe77EQJEhPZ/reM8+wHjg59t7KcGnXjkHzo0dZfdKuXYQHlEBBYXbvjs55unVj1s4//0TnfELo3HknV6sCZSjhDuIbN2Yw10y0BrZtA1at4rZkCbB0Ke3OyqK/z88vnnUWahZa1apc8XQ6jbZcEIQAV1zB9PmXX7bakvigohkFKSlsu/jQQ8bbFAZ5m8+Bb9RPQB79rqPtcGT2noGTT7a2hWaZ7NoFnH8++zX6fFZbI5hFcjIwcKDVVlhGbBaud+jA5eVBgxgJLSsAEFBwLa+33osvAi+8YO8gQXIyV8U6dACmTAFWrABuuCEhggQAswemTuW/e801EWYTAFJ6UJRIAgX//APcey9XJF54oexV6aSk4urXgj245RbW7C9fDrzyCqNxaWms1y9vEJqezo4qRuHzAStXsoXa0KH80p92GgMBp53G9ouPPMK2m4sXM5sgJ6egG05FcLspCnb88cb9H4IglEwoWZ5CaKSkVGw8U6kSF98sHAuNv3481KaLgHwHAAWoPCS7vPjqhgmW2VQu27YxKL5xowQJ4hmlWFZieH/22CF2Z5ipqcATT1BFd8AA1lYVXf1KTQU6dgRuvbXsY73yCjBkiH2DBAHxjBtvZMuxU0+11h4LadMGaNEC2LHDgINJRkFh9u4N/zUrVgC3387Wo7m5nKitXMkJY/XqrPO+//7imhmXXMLV5/nzjbFdMJb69YF77uHm8wG//QZ89x0wcSIDCSkpxSfjtWpRkTtcDhwoyA4oWi7gdvNG7fEUV/M2OmXZ7Wa5gUXpt2GzYgXfA6ez7M0IkTNBMIOKClMLxXE6w5/shyPwbSLdxnWDruMFHI8AeRpw5EDXmYHrxv2OH2+2YUbBhg1U1t69O7IuE4L9cbnYOS6Bid1AQYCaNYEvvwT++IMTlk2bePPJzaUwV3kKrq+/zjRoO9bJpadz+fyBB5iil6D1MUVp1gz44gtmIEcUBJdAQWHC1SjQGujenZO7YAJ1etu2UY9AKZb0FOXtt1nbZ8fvnlCA00kR2Isuon7Lv/8ytWfCBLYjCfjbIUNK/0JqDWzdSu2AVatYKhAoFwi0ScvLK65bES2xM7ebZRc33RSd80VKfj77qR85wkCy1tzy8wt+5uUV/ExK4vuUnFywpaTwZyCYkJLC31NTC34GtrQ0/nS5+HtgKy9IEe6WnCxZXoJQEcINFLjdzAIMReA7CjhO/gPO2ztDbboIus4MOE7+A8CFVptVnNWrWW6wfz/9qxDfNGxofjmlzYn9QEGAc84Bli3jwDUlBTjhBArmlFWW8PbbzEqw20QlI4MR3qee4sBVenkXolkz9tLdsCHCbCAJFBQm3K4HX3/NN6Es3G62rCiJzEymdE2ZIlH5WOLEE9lL+Lbb+L4tXMjJf9euDBKtXcuAwMqVLAlYvhzYsqVgcnr0aHHRJyt7qTudHAi88op1NoRLUhLwyScsvwjle5ufz83I66wUgw9JSYU3pQq2ogQCGsGBjcAWCGwEAhqBn4GARnAwo7SgRiCgEQhkBAIbgeeVt9WvDzRoYNw1EoRoEY7It8PBCZCRpWIRMLnHZHY9qAOMf+shdBv3O4ALMbnHZKtNK8yyZQzQHjxI/yXENxkZ1ooz24T4CRQAHKSEmvr63nvsFGCXIEFSEgczZ5/NNJdLL5WVlVIIZAYvWRJhoEAmp4UJZ/U2J4etYsrrXKAUezyXxogRwPTp9vkeCqGxf39BucCyZQwIPP44UzFLKxewYx2nUsBxxwGTJsVeGnTnzgxuPPKINWVzWpsTbM3LM943Bwc1HA7+HQhqHD1aEEB58EFmzQhCrBFORoHbTZ9nE30rp8NZqMTAluUGCxZwfiEtPROHatV4n01w7OElos3IkVR4tcPkJKBUe+WVwJNPAk2aWG2R7TnrLI71Fi9mw4cKk5srUeFgwmlXOHJkaCuZXi/QqFHpj592GltkjRlj7aqyEBpjx1K3IFCmkpxcfLIYSwOp9HRg2jR2OohF7rmHqbAffmhfjR07UFJQIymJGQc1arBs8bbbElr/R4hxQs0ocLuB0aNh756DNmP2bE4YpaVz4pCezqxu0fdJwEDBqFEUP7Q6SBBYdevbl6sYJ55orT0xRFoacMYZzCiICCk9KIzXG7rww4svhnbTrF27/DZzL7xA1WUJFNifNm2At95iacGff3KSumULPzepqVwJzsqKjQCcy8XAR8OGVlsSGa+9xnKP6dO5Oi6UTaVK/Nm9O3DHHSxblOw9IdYJpZ2ry8XP/TXXmG9PvPDTTyyrk0BsYpGcXL4QfoKQWIGC0aMp3mJlkCAjg5GqJ57gKkZGhnW2xDC1agFz5gDz5kXQJlECBYVJSuLkP5TPZK9eTNEt7+bZokX5xzrxRK6MvvOOTHTszkknFRf80xrYswdYs4ZbIIjwzz8UtFSKg9jcXPsMttxu9kW+/HKrLYmcpCQKS557Lq+9+LXiZGTwunTsSNHKDh3Cq+kWBLtTXqBAKd5r33knOvbEA5MmsduY1QuLQnRxuZh1LvpwABIpUPDZZ8Ddd1vzhVeKH7wGDag/0KVL7NXD2oh585gtnJNDwd4ZMyoYLMjLi42Vz2jhdLJVXSiBgkGDGHjbvLn056SmsoVQKDz5JPD++6E9V7AXSgHHHsut6PutNXuZFg0irFnD7gkB1f2cnOgFEdLS2J5z0KDonC8auFx0imefDezcKX4N4DXJz6doat++wNVXS2BeiF9SUsr+3rtcbCMeaLctlM3nnwN9+kiQIFHp399qC2xDYgQKvviCqwjR/sKnpDAgcNFFbMHYqlV0zx+nzJxZ0JUmO5tB3woFCkSjoDAOB3UHatUq/7mpqQy+XXZZ6d+r1FS2qAiFqlU5cRsyJLqrzgEl9eC2bHl5nLj6fHzMjiJ8sYJSbGFbsyZbYQaTn89gQSCIsHJlQRBh586Cdnk+n3GZJg4Ha3PHjIm/dPPjjqNzbNkytnQijCSg+VOvHnDXXUCPHrwughDvOJ2lj2fcbrYCP/30qJoUs3z2mTVzBsF6UlJYclCtmtWW2Ib4DxR8+SXrEKP5hXe5+POWW9hZISJpfqEo7drxnujzcU733XfsYBJ2lpAECgqTlMSMglBp04a1exMmFG93B3Byd/bZoR9vwACquIcTKChvou90cpBUqRJQuTKdf/XqBSvgNWowSFHSVrkyjx1vE0q7kJTEoFStWsV7eeflUfsgEERYsYLdFdatY2eF1FS+5yW1WiyLjAzg55/5mYhHGjbkqmGnTokzyHU4uEpaqRLQuzcHeSJKKCQapWUUpKay1KZ37+jbFKu8/nri+E+hMA4HOzgJ/xHfgYKvvmItdbS+8BkZdNYPP8wyB4lImULr1sAvv3DxDKDcwwMPAO++G+aBJFBQnHACBQDw5puM1JQ0WatUKbzvQFoaMHw4vztKlT/RP+44/l7eRF+IPRwOoG5dbpdcUvix3Fxg0yZqIKxZAyxfDvz1F7B+PbB3LwO1SUkMIgRngwRSb+Nd7fvCC1nGc9dd8T3YDYgS9ujBxYCWLSWoJyQuTmdBqmUw1aoBn3wi341wKKukUohflOJ4o25dqy2xFfEbKJg0iSv60RgopacDxx8PPPMMFWVDUZ8VIqJ164JygwMHOL8891ygZ88wDmJ0r+5YJy8vtJaHwVSvDrz9NmuAi3ZBOOus8G24/XY6ardbJvpCySQnU++lQQOunAfj8wEbNjCA8M8/DCAsX86B35AhzIJJBG65hf//iBH2EZA0goAoYadOBaKENukFLwiWUlJGgcsFTJ4MVKlijU2xSE4OsG+f1VYIVuByUUdOKER83mG//dZ8pVKHgwGBzEwGCNq3l4itRQwdCixYwLnq2WcDTZuG+MLc3JIj8IlKbm74GQUAVfBHjWKvYaW45edXXFG+du2KvU4QnE6m38d6y0MjGDyYAZNvvontzAK3m0HMli2ZbdSlC4PzgiAUUDSjINBd65xzrLMpFtm8mdmNobR/FuKLvLyKLXDFOfEXKNAauPZa83qyp6ZyItS1K53wmWeacx4hZJKT2Q69eXO+9QsXhpjxLqUHhfH5gP37w3+dUuzhnp3N6xnY4rUOXBBiAaWYcty2LbBkSWyJcgaLEt59N3DDDaGJEmpNX7RkCf/u2ZNlSoIQ7wQHClJSKCScqLXWXi8HhhXJSFy/XrKUEpXUVN4/Ona02hJbEX/fBqWA226jaqmRqyjp6Tx2//4UXTv+eOOOLUTMcccB48ezPPeWW7iIlpRUzoskUFCY/HzWeFcEpaTtkiDYDacTmDKFaVZbttg7gyopiamflSsXiBKeckror1+4kEGFv/9m0FIpihnPnSslTEL8k5JS8P1OT6fIcLmDoBjA5+O4ZM+ewtvu3cC2bcD27eySs3cvMyIPHeLK8DnnsJd2uKxfH1tBVcE4Dh3i3FECBYWIv0ABALzxBpWtN26M/FgZGRy4DBrEAISsktqW1q0pVtuvH7v2DR5cTtvEvDx7D5ytYPduqy0QBMFIqlal8muzZhUrLTKbSpU4qQ+IEmZmhl/Gt2MHcMEFxUVVV6wA7rsPeO894+wVBDuSksIxjcvFAFmsL2bNmgVcfTUnb6mpBR2I8vOZMRzIYCyNpUupV1OvXnjnXbUqtku1hMj45hsuIkpWyX/EQbixBFwuihkG2hSGi1IMCDRrBnz+OVdi7rlHggR2YOdOvielCBE2bcog+rRpwMUXlxNQloyC4uzZY7UFgiAYTd26wNSp9rmHZWQwA6lrV6aC7d0L/N//Vbxzwa5dJffH9XpZfvHZZ5HbLAh2xuHgd6dvX+DSS622JjK+/x7o3JmBzfx8fo8PHaLY8uHD7GhT3thNa+B//wv/3CtWVMRiIZ6YM8dqC2xFfAYKAKraPftseAOjlBQOXq64gtHMxYuBq66Kj/StWOfgQeDRRxkd7t2bAnolZAP88kvBbp+voIViiYiYYXEqolEgCIL9admSE+aKBtAjxeXiZL5tW2DkSAYlv/qK6V+Rrt4cOlR6gCEri60ily6N7ByCYHeWLAFeeslqKyLjyy+Bbt0i79aSnQ18+GH4i0Hr1kV2XiG28Xi4GAkww1bKUOI4UAAADz/MgEF5gxCXi9uddzLt6JtvmP4oWE9WFvDCC0CtWsBbbzGynJPDm8mWLcWeHtCwTEpieW67dmUcOydHMgqKYsfUZEEQjOGaa1iTFa3MAqeT99YzzmAP2y1bGITv0cPYzgWHDpX9eFYW606l7ZkQj+TlMSvH5WI72GiMa3bsML5U8cMPgV69jEv9P3iQLbFCRWvg33+NObcQm+TnM4B99dUUPxs+3GqLLCe+izCSkijo0qgR05WKkpHBFY5HH+WKg/SatQ85ObxpDBrEyHBWFrM90tKA664DBg4E6tQp9BKt2TI4kHRw0UXlaBTk5pr7P8QiJX1PBEGIHx56CFi9GhgzJvJVu5IIiBJWqVIgStiggfHnCebw4fKzw/btA7p3ZwmGQNG29etZoyetne2B1vxO7t3Lbd++gt/37OHkfPt2TtD37CkQ7/N6GZRLSeHYafx44MorzbMzO5uLcB4P+1P36xd5VtBrr3G8Z6Q+gNcLfPBB6C0i9+2TxSOBgbfJk3kfO/98q62xnPgOFADAiScCH3/MwUpgUJSeDpx0EvDMM0xxEkVk+5Cfz16HDz/MG6DHw/ercmXg/vuBe+8ttd3V9OnAsmXAqFHA7beHcC5JKSrOkSNWWyAIgpkoRT2AdevYEaCoAGBFCYgS3ngjRQlbtIjeBDSgdF4eJekYJCKLFzPdzufjz9GjY1/8zu4cOMCx6N691FoKqPXv2cMJ6qFDBfff1NQCzYFQxfuys7k5HMCff5obKHj/fY7NPB5O7t96i5+hikyqtGaW0/DhxosI5ucz+/Tdd0Mb569fz2tvlE8UYhOPhz8dDpbKJTjxHygAgGuvBb7+mhPQCy9kgKBtW4mi2wmtgR9/pEL19u0M6mRkUITrqac4+Cyn/d6IEcwUuvHGEM8ZqFMQCjBjhVEQBHvhcLDErkULBgxCmWSXREYGX9u5M0v32re3Ri368OHy/XlaGrPUEp1ly5huF8gemz4dOPVU4J13gJtvlnGRWWzYwIWO7OzysxkjyXbMywMWLar468sjKwt4+umCyZTHQx9yySUMTrz1FgdioaA18OCD1Cwxc+wxZUpogZP16yWjQCjITuvWjffKBCe+NQqCGT2a9ZHTpzNYIDdD+/Drr0Dz5qwJCjjq889ncGf9eqYHlBMk+Ptv4IcfmAFXzlMLkIyC4mhNRWFBEOKbjAxgxgygWrXwXud2F4gSfvABV0QnTKDSulUtpQ4eLDtQkJ7OVcVEXzVfsQJo06awpkNODoMGd98NdOggNdpmkZ/PSXU0Sh6XLzfv2K+/XvJ3zesFJk4E6tdni/Ly/s/8fGYemR0kOHyYGVShsG6dLJYIxO3mnEQwL1CglHpWKbVNKbXUv3UOemygUmqtUmq1Uuoys2woRHIyyxAE+/DnnwzatGlDReqkJKYDLFjA4MEll4Qc0HntNQYI7r47jPOLRkFxnE4OugVbYzv/KsQmJ57I4Hl5woJOJx3smWcWFiXs3t0eLRfr1aONlSoVfyw5GWjVip1yEp377y9d+NHjAWbPBho2ZIp8gq+sxrSP3bzZnI5OBw8Cw4aVPpnOySkoRzj9dJY2lURuLnDDDSwLiMbE/JdfQhNqXrGi4tlVQnzh80mbRD9mZxS8prVu6t9+AACl1BkAugM4E0BHAO8qpSS3I5FYuxbo0gVo2pQDk0qVeGPZvJntu848M6zD7d7NVtm33lqqfEHJSOlBcZKTpfNB7CD+VYicxo2p8ly0baLDUaDnM3AgB9HLlzNtKyxHGwVuu40Cje+9xwy0evVYk1y5MgMZn34qWYQAA/EZGaU/npvLOvl776V2wdatUTPNpsSmj01OBrZtM/64L74Y2gKLx8NxXocO7HCya1fBY9nZbEH+ww/RW71PTqbAY2nk5gIffcRyLEEA+JkYMybhA6aANaUHXQCM1Vpna603AFgLIERJUiGm+fdfoGdPrlh88w1w8slMO9u1C3j++dDr2orw7ru89wwYEOYLJVBQnKQkCRTENuJfhfC57DKmZblcDNxWqULNgVmzmD3w7LNMKbYzdesya2DUKJas7dkDTJrElsc1a1ptnT248cbQAiYeD1eDGzVieYkMloOxv49NSWE9ppHs2QO8+WZ4pYleL0tI69fnaw8fZpeN2bOjm+Lv8TCIWBStWTZVrx71sUTMWQjmwAEGyBMcswMF/ZVSy5RSHymlAoWQJwHYEvScrf59Qryybx9n8XXqcOn/3HMpLrNxI9CnTxiiAsWZORN4+WW2QTz99DBfLBoFJSOBglhB/KtgHHfdBfzvf8wu2LOHEdhodi4wmsqVKdonQYIC0tKYERJK94fcXE6wHniAol6JSWz62KNHgZUrjT3mc89VLC3f5+Pn6IknmIm0aJHx3Q1C4e+/gU2b+LvWbJN6+unMRtq6tUCcURAC5OayPCbBiShQoJSappRaXsLWBcB7ABoAaApgO4BXwzz2nUqphUqphbt3747ETMEqjhzhzaV2beDtt4HrrqPi8ty5XMGKcAA6bx4P4/EACxfy77CQWrTi5OeLRoFNMNO/+o8vPlYozPXXUxvGKlFCwXzuuy+85/t8cav8HVUfa6zpZZOdDSxZYtzxtm1jpk4kbQM9Hr7eKrFkrblQNW8e0LIl0LUry5UkQCCUhs/HcugEJ6LRgNa6QyjPU0p9AOA7/5/bANQOeriWf1/RY48EMBIAMjMzJe8tlvD5mOYViEDffz83gxWnZ84smOvn5AAPP0xdrpBbZcfqSpmZ5OVJRoFNMNO/+o8vPlYQEo2aNdnOctKk0EoKUlJYlhKHRNXHKhVdH/vnn8Yda9Cg2Bd/zs4GBg+mzoJ0NhBCZedOYM0atpBNUMzsehCc73cNgEC/lm8AdFdKpSql6gE4FcAfZtkhRJk5c/iFeustquPu2AG88IIpbanataPQtcPBBbC5c4HzzuN3OiTuvtseit12wueTQEEMIP7VZP76i6tPL7/MFdhrrmHJ1HnnMS1fEGKZJ54oLl5ZEm438MgjCdkxKuZ97Pr1xh3nyy/jQ9MpN1eCBEJ45OcD48ZZbYWlmJlfOFwp1RSABrARwF0AoLVeoZQaB2AlgFwA/bTWkgMeL5x0EnvWXnYZhfFMpHVrdr2ZOZNBg127gF69gObNgfffp25TmVx8MXDOOQxuSBkCyc2lpoRgd8S/msXPP7N/slJchSq6krZ/P3DMMZaYJgiGkJkJnHIKSwHLIj0deOyx6NhkP2Lbx2Zn815evXpkx3n00fgIEghCRcjO5qLBoEFWW2IZSseAmm1mZqZeuHCh1WYIMcCWLQwQ/PorgwZvvVVOi/B164AmTSTKHEyvXmwVJAAAlFKLtNaZVtthJuJj/Rw5wm4s+/cXf8ztBr7/nlFJQYh1xo0D7rijdKX39HTgww+B7t1NNSMR/CvA0oOoetjKldmC8PzzK36MFStYz2+F+KAg2IW0NOpZnHyy1ZZUiEh9rBXtEQXBNGrXBmbMAJ58kgLeZ55JeYRShQ4bNAC+/ZaplVKGQCS1WkhU5s4tObvI7eagW4IEQrzQtWvZgj6nnALccEP07BGMJTc38haJDz0UmYChIMQLEyZYbYFlSKBAiDuSk4EhQ4A33mA3nDffBNq3LyNY0L496/AeeYR1m3Gq8BwyUnogJCqVKxcXOQ0ECS680BqbBMEMkpM5EQwEC1JS+PmvXJn7PvhABH9jmays8ktLymLhQmD2bNZoC0Iic/QoMHq01VZYhvRAEuKWI0c458/LY1B85kzqGpRIairw7LNAz55A797A778nbjmCiBkKiUr16oUzCtxu4McfgbZtrbNJEMyib19gwQJ+7hs1AurXB+rV488qVay2ToiUxYsr/toBA6TkQBACrF5NcfYTTrDakqgjgQLBWrKzgcsvB7ZuZZeEa64x7NCBrghHj7ILVOPGIbyoXj0qJE6eDPTpw2hDot0sDx2y2gJBsIYaNQqEu9xuYMoUoE0ba20SBLOoVg34+murrRDM4p9/Kva62bOBJUuMtUUQYhmHg77ynnustiTqSOlBvKB1aD2R7UReHnDllawLXr2a9ZBr1xp2+EBXhAce4N8LFoTx4i5dgI0bgX79WI5gcgcHW1GauJUgxDtVqzJ46XJJkEAQhNhm//7wFzq0ZkvYRM2oFISSyMqi8FkCkkCznzjnxx+pUnzqqWztNXgwxTf++otL6nZk7162IgvcyFwu4NhjDT1F69bAq68yHvHee2FeCrebfdSXLGEbxTLbJ8QByclUd5VabCFRcTiYcjt1qgQJBEGIbVyu8LMKfvrJ0AUbQYgb/vyT85YEQwIF8UKHDhQmWr+eafODB7P10fnnAxkZwPHHAxdcAPTvD4wcydSyXbuszUI47jjgsss4AU9LA4YPN60ucsAAYPduYMyYCry4YUNmPXz4IVM109KMNs9a0tO53XknHeHEiVZbJAjW8dpr9JWCIAixTjidD7RmmyiPxzx7BCFWSUkBJk2y2oqoIxoF8YLTSan/669nCv+mTYVrzXft4vbbb1wpT0nh8npSElC3LnDWWUDz5hQ0atSIbQNTUsy3e+JE4KuvmObfu7dpp7noIqBJE+D114FevSog5qwU+0l37gwMHAh8/HGB+EEsohRXG046CXjsMaBHD2kPKQiCIAjxwpEjwPLloT//q6+AbdvMs0cQYhmPh90P7rjDakuiitIxMNHJzMzUCxcutNqM2CE3F3jpJWDo0PAms8nJnCzm5/N1xx0HnHYaAwhnncUAQsOGVEiOQT7+GLj9duoWtG8f4cGWLQNuuQVYty62ou8uF9/fq64CHn4YaNlSWmCVg1JqkdY602o7zER8rCAIVpAI/hUAMpXSlnjYjh1ZmloeeXkUc96yxXybBCFWcTq56BpDXWEi9bGSURCPJCcDgwYB117L7IJQJ7O5uYWzEP79l9vMmUxNT06mnoDTyfZJjRsDTZsCp5/OIELduqzxtSk9enDx/PXXDQgUNGlC7YKPPwYefJACaNnZRphpDhkZfA8feICZGzVqWG2RIAiCIAhmEmrpwaefAvv2mWuLIMQ6Tifw3XfATTdZbUnUkEBBPNOoEfvovv468PTTzBLIz6/YsYIDDT4fV9SXLQPGj2fNfl4eJ8o1a/K8LVoAZ57JDISGDYHKlQ35lyIhLQ24+25WaKxZQ93HiEhKAu64A/NqdcPMgT+h3Yp30No3yxBbDcHppI2tWjFCcumlidW9QRAEQRASmW3bOD4raxHH5wMefTS2siMFwQqOHGH5gQQKhLjB4aDI4dVXc0l95UpjbwY+H7cAW7ZwmzaNK9hJSWwrkpFB3YMmTZiFENBCqFUrqpPXu+9mRUbPnuyG0Lp1ZMebMwfocFVl5OV1gzO5K36pfSNa7/ve2htuRgagFHx9bkeXRksBVxrGt78A3cZcDgCY3GMynA6ndfYJgiAIgmA+qanAhg3AKaeU/pwPPpB2iIIQKrNnc4wf753Q/MjyYqLQoAHw++/ULnC7zS8R0JqRt0OHWNJw4ACwaBFT9R99lKKLp5/OZf769YErrgCeeQYYOxZYutS0m9aGDfw5bx4FDufNi+xYN9/MOEleHpCd48DMu74Ahg2jA4mGGGQAh4Pva+PG7AO5eze6NFuNWbv+wPQ5Xhxz1auYPseLWZtmocsXXaJnlyAIgiAI1uBwlF1+kJUFPPmkZBMIQqg4naHpfsQJEihIJJKSgH79gL/+4lK6VdGw7Gzg4EHeoHJyOOP+/nvg+efZoq9tWwqFHHMM0+b79qUCoQHMnFmg7ZidDfTpA2zeHP5xPvsMOPtstlQNxAPy84Fde5Kg+99LXYguXSgeaCZuN4MtN97IjhbLljF6kZoKAMhb3RG+D6Yhe+og+D76AXmbzzHXHkEQBEEQ7IHXW3ag4M03C2eFCoJQNocPs/wgQZBAQSJy881AnTrAiBFMU0+2SQVKfj6/gIcPMwth715g/nzg/feBp54y5BTt2nEO7XBwgr9mDRMbhg0LTYvw4EFevltuYaBgxQpg1ixKQFxwAeUgbr4Z8GQcT/2GKVMo8mh068GMDJZtvPACsGMH8MknLOnwk5sLXLx7EnxjxgDaAehkIC8FatNFmHD9BGNtEQRBEATBfuTkMJuzJA4dYi2mlB0IQnhMm0bdtwRAAgWJSL16wJgxwP/9H1eh27Y1fiJrJJUqUWfBAFq3ZnLCkCGc4P/zD3DZZcATT1A+YerU0l87dy7n4mPHAoMHAzNmMN7S+tQ9eM79Embd/AGeH6LxxRc8z9q14LX95x8GOtzuyIIyqanMHujYEfjmG6ZC3H9/sTYtv/5KLclHHkyFOmEZkHwUUDmAIwe6zgxcN+66itsgCEJ0OXiQYihvvcXModNOY4nRa6+xTZMgCEJZ/PVXyfuHD+eqghD9clEhtnE6GSxIBLTWtt9atGihBQOZMEHrSpW0Tk7W+phjtF68WOvPPuO+lBStmZ1vn61GDa1zcky9JD/8oPUpp/B0112n9ebNBY/l5Gj93HNaOxxa16un9dy5Wuv8fK1/+03ra67ROjVV67Q0rdPTtb70Uj1l/CFdvbrWVapo/e23QSfZskXrTp20drvD+/8rVdK6alWtBw3SeuvWUv+HHTu07tmTL6ldW+um9w3RaUNc2nnnhTr1sme1884Ltet5l+74aUeTrmJ8AmChtoEfNHMTH2szDh3S+uab6Z9TUuhM0tIK+wWXS+vKlbWePt1qa4WyWLFC62uv1fqll7TOzrbaGtuRCP5Va40WVo6hXC6OWYLZsyf8sUg8b06n1vfdp3XXrlo3aEC/m55OH+twWG+fbPbbrr8+It8XLSL1sRV+YTQ3GcQazIEDdIqBD7vbrfXYsVrv3Kn15Zfb6+bhcmk9dGhULovXq/WQIRyPu91a9+2r9YMPat24MU25+WatD249pPU77zBikJ6utVKF7XU6tT7mGL3hy/m6WTPuevpprfPygk40ZYrWNWuWfZ0dDv7vmZlajx+vtc9Xqt05OVq/+SbnEikpWg8cqPWRI1pn52brjp921B0/7agPZx/+7/fsXBmshkMiDGTFx9qMs85iADJUH/naa8UnAoK1bNjAqHNamtZJSfT3tWoxKi38RyL4V60tDhSkpWm9fXvhC3/ffaH7mETY0tK0fvHFguuTm6v1mjVaT5qk9eDBHBvXqcMFtowMLuAkJVlvt2zWbenpZY7N7YIECoSK0aRJ4Q+8y6X1Y49xRjt+PGedwcEEq7a0NEa+o8iGDVq3aVPYjGf67tC6Vy9ep/T08u12uXTWY8/q23rmaUDrVq20fvJJfzaC1oxKPPUUjxccrU5P54CyTx+tV64s19Zffy14Ky+5ROtVq0y9NAlJIgxkxcfajHPPDc9Put1aP/SQ1VYLWnNC1rs3710lrUSmp2t94YXirP0kgn/V2uJAQZUqhTOPtm3j2MPq8Z3dtmOP1XrRorI/sD4fx2bjxjHL85JLtD7xRAYQKlViEKHoApJs8blVrqz11KmhuDlLidTHikZBonL99ayxCeD1sga2UycW7a9bB1x5pbXaBQ4HcO21QI0aUT1t3bq8DElJmmYgF6kfvkPBQK83tDZCXi9cw5/DR7uuxCOPsDPl888D7dv7WzKmpVHoYPlyoE0bahfUqwe88gqwcycwciRVFkth507gttsooLh/PzBhAvDTT0DDhoZcAkEQrOSuuyhYGipZWWzpIljH/v3Aww+z3e8nn1DoKi+v+PM8HmpONG0K9O9PDQpBMBOfr3DngyefFG2Ckti9m4Oq3r35fS6JlBSOzbp146Bu6lRg2zaKcM+ZQ+2vhx+mPtVxx3FsV7mydV3GBPM4fJgt0OIcCRQkKp07Fw4UABxszppFOf9Dhzj7HDsWqF79v3Z7UcXpBB57LPrn3bAB7f58A6n5XjiQAyd8aJf7c8mDvgBuN0UFnU6KLzZtCtx2G9SdfVCtGjtTAhw7zpgR9Lr69YHp04H16xmc6du3zAlCbi7jOQ0bUo9y4EDe/6+9FlDKkP9eEASr6dqVauXhUNSfC9HB46E6bu3awDvvMJhcXru5/HzeDEaNoiLuyJFl318EIRK8XmDpUv6+YQPwxRfh+5dEwevl5K9uXX4/8/NDe11aGsfON91EkchZs7iis38/Re/efhu4914qXVerxoBD5cr2FhIXykbrshXQ4wSb9MUTok7TplyxL0p2NrBpEx+fNIlZBevWceVj4sTottE580yqe0eDvDzgxx/p4BcsQOu8PPyCsZiJdmiHmWiN3/m8jAzO+r1eBgROPZUtBs4+GzjjDEaai2RAtDuecZbsbN5zigmVK8VBZhnMm8e2rb/8wm4Kl1xSEDAQBCHOqFIFuPDC8AYhEiiILj4f8N57wDPP8HevN/xjHD3K7cEHmU02ahQzzATBaJYs4c/HHpMgQXlkZ3O7/37gjTc4+GrWrGLHysgAWrbkdtttBfsPHABWrmRW6eLFwMKF7JCVnc2gg8+XMO33YpoEGIRLoCBRUYqzzQkTij+Wn8+MgssvB156iVHQzz4Dfv4ZuPlmPma2A8vIAAYNMvccQEGa/5tvAvv28X9XCsjIQOu0FWjtXciJf8O2dPSNGzMg0KgRAwUhEGjJOGMGYxHvvgvceivQvHloJv78M0sh8vJo2tChzCSQDAJBiGP69GGE8PDh0J5vRdZXIpKXx9KCxx5j4DyUUrTy8HiANWvY+vbii7n6ePLJkR9XEAKsW8f0w2+/leyVUPF42Fry/POZKfDyy0DVqsYcu2pV4LzzuAWzezewYgUDCAsXMoiwdi1Xr1NTQ8tYEqKD08l5UpwjgYJE5rrrWNhe2kDU6wUefxxYtIiT6Usu4c1mwADmvVdkBSVU0tKYzWAWWlOnYeJE3jQdDuCkk5gR0LIlcNZZDAicdhptiZDWrbnddReTD3r04GUtrwx5+nSWwgXu60lJDBBIkEAQ4pzLLw+vjlgCBeZz4AAjvLt2GRMgKEpWFqPJjRoxy+CJJyQ1WTCGw4c5AJFJZvh4vcCnnwLjxwMjRjAzIMmkyu1jjwXateMWQGtg+3YGD5YvB/74A/jzT5aROBzUQcjKEt2JaJOaysy/OEc0ChKZDh2Y5lQWWVnAuHGMeu7ezZnthx8CU6YANWsCLpfxdrlcFIMpqTTCKJSiaOP48cCqVbwRbN7MwMnzzwPduwNNmhgSJAimRg0mZ6xZA9x3X+nP83oZj7n4Ypaxpabycjidhe8fgiDEKS4XcMUVoT9fSg/M5733gB07zAkSBMjN5Q1gxAjqF4wdy4mCIESC280V6lBr7oXCZGdTePS++1iGENB8iAZKASeeCFx6KQOIY8cyOyQri9kHY8ZQJ+Waa6h7lZJC8cTKlc0dRyc6Pl/oqcExjAQKEpkaNYAGDcp/ntcLLFvGVfY//+S+tm2ZDnX77cYHC7QG7rzT2GOWRO/edKwNG9KxRol27VhV8fHH1BQqyqJFlD144w1KQ6xaxbKFIUNYwtC6ddRMFQTBSu64I+QSJ6ODmkIRcnKoI2BmJl0wXi+wZw/vUy1aFNSYC0JFyMmJ3mc3nvF4OB4+7zyOUw8csM6WpCSKLl5+ObN/v/6aWb9eL/3F//4HPP00xctPPpmZBxkZvKdIWmrkNG3KaxrnSKAg0enWLbQPek4O0y3PO69A18DtZi3l9Ol0QkYEDBwOlgRUqxb5sWzMM89wwt+3LxseALzEgwcDrVpRBuKnnyhY6HbzuQMHSpBAEBKKiy8O/blSemAu48dbk7bt8XDQf/75wC23lKCGKwghIEECY/F6qVVSty4n5HbK+nE4KLR9zTUMFHz/PUXKPR726v7wQw4oO3RgZrDDweBBRoYEEEIlLY3l2wmABAoSncsvD2+Cn5VFJb4nnihIYWvVCli9GujXL/JggdMJPPpoZMeIAZKTmS2mFKUYBgygdsEzzzBO8tdfzDITQmTePCoGC0I8kZxMhxBKPawZZWAC0Rp47jngyBHrbPB6WQZYvz6788RKrbnWrLe74QbaPWUKsHWrvSZWglARAuUI/fszBT2QcWtXnE52E7v+eqpi//wz8O+/9GuzZ7O06qGH2HnlmGN4/6lcmWUMQmECi6cJgNImOGul1JcAAj0jqgI4oLVuqpSqC+BvAKv9j/2ute5b3vEyMzP1woULDbdTACf7VaqEPwByu1l+8PrrdCaBEobFi+mEtm+vWCvFc89lxDNBGDoUePLJgr+HDCn8t1AO8+bxxrZwIYUnly83/BRKqUVa60zDDxwB4mMTiLlzqadSno9+8EHg1VejY1OiMXs203fN1CYIh/R0Zt2NHMmWOHZl4UKWJ65fz2uXksKxg8/HKPkpp0AtW2Y7/wqY4GOV0uJh45y0NC6kDR/OcXWsc+QIWziuWMGx/YIFXJA5coSB6UQuZ3G7gV9/rXjbzCgS6RjWlOIKrfUNgd+VUq8COBj08DqtdVMzzitUgKQkprdOnhze67KygJkzqc6cnEz11Vq1GFVduZIz3ldfDc+JRKsloo0IdDHQmtlfojsTIvPmUfBy6dKCgNSaNWxxWb26paZFA/GxCUTr1hyUlRcoEI0C8xg82D5BAoC2eDxMfW3ZEnj/fXv18961C3jgAXYVCh4D5ORwBTbAsmXRty1ExMcKYXP0KDB6NPDllxSZuvXW2E7lz8gAzjmHW69eBfv37+c4f/lyimotWsQAQk4OS+B8PvNbqFtN3boxESQwAlNLD5RSCsD1AEqQbBNsw3XXld+nrySCHcGttxakEjqdDBTMn892g6G2d0pP56pNAtGuHcf30tEgRH7/HbjgAtbWzZ1bOGslNRWYOtU62yxAfGwCoBT9a1laMi4XU9IF41mzBvjtN6utKJmsLGDOHIpq9e9feBJuBT4fV1Pr16eWURysNoqPFcIiUI7Qrx8XzmwcDKsw1apRM+Wuu5jVtGgR229u3gxMmkQfcOutFEB3uTjIrVIlfjrzZGRwoSpBMFujoA2AnVrrNUH76imlliilZiml2ph8fiEULr00snrH3Fz2dR0+vPD+xo3pJAcOpLMoK7IajZaINqR1a3YykI4G5TB/PuvmLr6Yg/aSylry8nizSizExyYCPXsWH2QlJdFvXnQRnccdd1hjW7zz4ov27k+en8+g/ahRbKc4ciR9YbT58UeWIAayL2JFQ6F8xMcK4ePxULOgVSuqVlsdxIsGxx3H+9G99zKz4q+/eB3WrmWWxQsvsDT5tNN4P3O7qYEQa50D8vOpuZIgVFijQCk1DcAJJTw0SGs92f+c9wCs1Vq/6v87FUCG1nqvUqoFgEkAztRaHyrh+HcCuBMATj755BabNm2qkJ1CiDRsGLkYnNvNL8/77xdvN7hqFR9bt67kFM60NOoaVK0amQ1CfPHHHwwgLVpUvuZFaiqVfY8/3lATrNIoEB8rFKJuXX6+HQ7610svZYSxSROrLYtf9u0DTjopttJo09PZc33UKAZXzWbNGraJ++OPCukSKcAyjYKo+lighXjYBCUtjeOTeChHMIr8fN7PVqxgQGH+fC4sbt3Ka5WUxLmCFUHPsnA4gD59KPwYI0Q8htVam7KB+gc7AdQq4zkzAWSWd6wWLVpowWQef1zr5GStWUBQ8c3l0rplS6137y5+jtxcrV95RWu3W+ukpILXOBxa9+oV/f9ZsC/z52vdti0/K6F+9po1M8UUAAu1SX4ykk18bIIxYgQ/5zfdpPU//1htTWIweDDvaZHeF63Y3G6tr7xS602bzLk2Bw9qfd99vD7B9/MwN7v6V220j7X68yCb9Vt6Oscpy5YZ+12MJ3JytF69WuuvvtL6mWe07tRJ61q1OD/JyNC6UiWtlbLuPaxSRet//7X6KoVFpD7WzNKDDgBWaa23BnYopY5VSjn8v9cHcCqA9SbaIITKlVca017L66XA3FlnMUoYjMNBhfply4AWLQpariRIS0QhBBYvplDDRRdRaTzUFSqXC7jtNjMtsyPiYxOJBx6gWNRnn7FHtmAuPh8wYkTs1tlnZbEcoFEjttKpSBeiksjPBz7+uKDMwestaJUcf4iPFYzD4+H4+NxzgXvuSYxyhHBJTmZpQteuwLPPAj/8AGzZwms3bx59zuOPA+3bAyecUNDCsSI6a+GSmspe5jVrmn8uG2FmoKA7iou/tAWwTCm1FMAEAH211vtMtEEIlXPOMS7FJycH2LmTtVkTJxZ/vEEDitK99BK/eM2acTAjCD17ArNm8TMUDvn5wLXXmmOTfREfm2jEWi1nLPPFF/bWJgiF3FxO5EeM4MR+7Fiui1WU+fOpPXTvvcCBA7FVklExxMcKxqI1v5Mff8xysk8/jew7mSg4nVyA7N6dWge//MJy5YMHgRkzgHffZTD9gguAY44pCCAEFiSNQKlEXJCquEZBNJEe31Hi8ssZvTOSgEjhc8+VXJe1YwcjgdGIBgr2Jz+fWQXffw989RWwejWDSeWJFJaUwWIQVmkURBPxsYIQhNbAKacA6+NsoTg9nat1o0aF19prxw7g/vuBb781PMPCSo2CaJKplBYPKxQjPZ0aYaNHcxwjGMPhwwUtHJcsARYs4HjS6+W8xOtlMMHnCz0g3LQpjxVjRDqGleUJoYDrruNqrpH9or1e4NVXOfn78svi0b0TStIREhKWpCQgM5PbM89w1eqXX5iZ8uOPbD2Um8ufAdxuimkJgiAYwYwZwK5dVlthPB4PB7rnn88MrFdfpVJ5WWjNbjNr1oSf6SUIQtkEvpPnnAP06gUMG8aVcCEyKlViice55xbev28fBRSXL+d1XrMGmD6dJSG5uQwelLQwlZ7OlpcJiGQUCAVs3w7Uq1d4EmYUaWlA7drAzz8zBVIQwkVr4O+/GTAYP543V6XYP/zll01TEpaMAkFIMC68kBop8YzTye4ZTz/NutvSepxPnw5cdZWxCwhBSEaBIPhJS+P29tvAjTdKd4RoojW7MMyfD/z6KzBzJjvBpaayLDs/n5lVVapYbWnYRDqGlUCBUJj69YENG8w5dlISo3zffcc6IkGIhKwsflbPPNPU00igQBBKISeHolxjx1Jzpm9f+vlY5u+/gebNE6H+nqSnsy3xyJFA587FHz/vPIqImYQECgShCOnp1O0aPdr08Y1QBjk5zD6YP58+8oYbrLaoQkQ6ho3xO7pgOF27sjuBGeTnU3jk0kuB//s/c84hJA5ut9xEBcEqAoK1n38OHDnCzjVNm7KrTSwzbFhipdh7PMC2bUC3buw4s3p1wWOLFzMlVxCE6OHx8LvXsiUzJg8dstqixCQlhfe0u+6K2SCBEUigQCjMlVdyAmYmXi/bJPbpk1gDMkEQhHhg5UrgjDMYFAiI23k8FBRt1Qq47z7TUtVNZfduljUZ1QEolsjKAubM4cC4f38G9b/7LvY7P8QjycnMzqxSpUAIOtYzeYTCBLojjBrFct0xY6Q7gmAJ4lmEwpx3XnQm71lZdHxt2gB795p/PkEQBDPQGti8Gfj6a2Dq1PgfzB05AnTsSFGokiaRXi/wwQds/TV5ctTNi4i33rLaAmvJz2fJxahRwMkn82+zMgyF8HA6gcsuY6nPsGHMypw8mVo9PXrI+xSvHD1KUec776Tg4YoVVlskJBjS9UAoTEoK9QOmTTP/XFlZTK866yyeT9LIBUGwM1oDW7cCixYBv/9Owbu//uIKdEoKf9auDbzyCuu941GM6osvyg/uHj3K7cYbGXz+6CNeFztz9CjwxhuJo01QFoH375VX+NPt5v1asI769YEpU4rv37iRXYEkOzO+8Xh432nZEujdGxg6lFklgmAyklEgFKdbN/PLDwLk5FBJ9NxzY2/1SRCE+EVr1m5/8w0waBADqFWqsOd1z57stDFvHlfYvV7WkXo8wKpVrGe8/PL4zC7Yuzf0zjhZWVSPbtQIGD7c3mnsn3+emCUHZREoH4nHz3GsceKJJe9/7DF7f68E4wiUI3zwAcsRvvhCvpuC6UigQChOp05MOYwmHg/T5557ThyfIAjRZ/t24NtvgaeeYklU1arAKacAt9wCvPgi8Ntv7K8cCAqU5SM9HmDWLGDEiKiZHzUOHAhvQp2by4DB4MEMGPz+u2mmVRitgSFDYlNXIRoEdCgE6yiprfTff9NnSaAgsTh6FNi/nzpf555LzRhBMAkpPRCKU7s2cOyxwJYt0T2v18tVp0WL2G4rWlkNgiAkFjt20M/Mn88J/Z9/cpXc6WSGQHAQoKKp6FlZDDq0awe0aGGI2bagopoyHg+wbh3Qvj0zLkaMAKpVM9a2ijJ1qmjlCPYlKYmlB0V5+OHQs3uE+MPjARYuBDIzGTR4/nkpRxAMRzIKhJK5+mprVHSzsoCff2Yf62gHKgRBiD927QJ+/JHZSu3bA9WrU2jvxhuBF16gzsDBgwwIlJcpEC5eLzvJHD5s3DGtZt++yF7v9TJltl494LPP7JFB9txzDBAJgh1JSyteerBkCTBjRvSzPwV7EShHGDmS97WxY+3hU4W4QQIFQslcdVVB251oc/QosHYt0KQJMHeuNTYIghC7bNwIXHwxUKMG1du7d2dq+YwZTNnMzmZQIBo16fv2AbfeGj+Dt/37Iz9GdjaDM337UuxwzZrIj1lRli8Hli617vyCUB4pKUDNmoX3DRggwptCAUeP8l7TuzfQujXLUgTBACRQIJRMmzbWprTl5bEWtkMHCrcIgiCEyurV1BTYty+6QYGSyM5mavtHH1lzfqM5eNC4Y3k8LP9o1cq4Y4bL889L+rZgb7QunFHw229MOY+X4KNgHB4P8McfLHe7/37JlBIiRgIFQsmkplIkxWq8XkbO+/aNHcGe335jW7Rt26y2RBASkw4dAJfLaisKyMoC7rsvPlZ5jC6jcLmABx809pihsmMHu+1I+rZgZ3y+gowCrTkBlHaVQmkElyPUqQN8+aUElYQKI4ECoXSuv94eg+2sLODTT4G2bSOvj40GF1zAn4cOWWuHICQqDgfQqxdTdu2C1wtccUXsK8gb2RnA6QTOPx944gnjjhkOb7whA2jB/uTkAMccw9+nTWMLVkEoj0A5wh13sMRLPjdCBZBAgVA6nTpZbUEBWVlUKW/c2P6rcm+/DaxfD5x+utWWCELi0qcPkGyjxj5aA//+C/TrZ7UlkWFkoKBGDWDcOGZgRRuvl75ayg4Eu1O5MsWltWZmkrTxFMIhUOLVvDnwwANSjiCEhQQKhNKpX5+9xO2Cz8eBdsuW7B1sV/r1o6K3IAjWcfrpVIG2E0ePMg10wgSrLak4RmVEuFzADz9Yd4/53/8km0CIDY49lj+nTQO2brXWFiE2CZQjvP8+yxHGjRP/J4SEBAqEsrnqKmtWe8rC42Ef7uefF0cnCELp9O8PpKdbbUVhsrJYFrFxo9WWhI/WxmjFuN1M+2/aNPJjVYT8fGDoUFmZFWKDgD7B9u3W2iHEPl4vyxFuv13KEYSQkECBUDZXXw1UqmS1FcXxeoFhw4Brr439ml9BEMzhxhvtKYKalcUgbE6O1ZaEh1LASy9xol9R0tKALl1YGmIVP/5obPcGQTCTOnWstkCINwLdEZo3Bx56SIKmQqlIoEAomwsvtG8NZ1YWB3wtWkg6niAIxalaFbj0UqutKE5+PrBuHfDoo1ZbEj4PP8xgQUWEbpUCatcGRo0y3q5wePZZqdMVYgOlWAYa+F0QjCI/nwtt773HYNT48ZKlKxRDAgVC2bhcnIjblaNHgX/+AZo0AX7/3WprBEGwG/362TMrKiuL9aJTplhtSfj078/SgXCDBenpDO5a2U1nyRJg5Urrzh9vuFz2K++JJ1wu4MQTrbZCiGe8XmDvXpbEXXABsHq11RYJNkICBUL5dOvGdFG7kpcH7N8PXHwx8PHHVlsjCIKd6NCB7RLtiNcLdO8em7XHffqwT3eok363m21uGzQw167yGDqUAWYhctxupi1Xr261JfFLcnKBRoEgmInHwwW3Zs2YOSblCAIkUCCEQufObM1jd7KyuNLVv78965IFQYg+Dgf7SKekWG1JyXg8QNeuDHjGGjffDIweXX6wwO1mYOHqq6NiVqls2wZ8/z1TboXICLyngwczMyYS3QqhbAIZBVJ6IJhNoBzh3XfZNeirr6QcIcGJgdmfYDmnnho7qYVZWcwquOgiZhkIgiD07s2VOTuSmwssW8YuLrFIt24cTGZmMvMsI4MbADidvHeccQbwyivW2gkAI0ZIkMAI3G7guuuA117j5LVTJ77/sbCgEGvk5BRkFKSlSbBAiA5eL7BnD9CzJ9C2LUt8hYREvLpQPkoBV15ptRWhk5VFNdfGjaXWShAEoFEjoF49q60onawsCgT+9pvVllSMTp2ABQuYHbFgAfDOOwWih598wv7vVgdqjhzhyrfPZ60dsY7LBVxyCfDRR4Unre+/D6SmWmdXvJKdDRx3HH/v0EE+v0J08XiAuXPZyvaRR6QcIQGRQIEQGldfDVSubLUVoePzAf/+y1WOH36w2hpBEKymf397Z0bl5jItPpZJSmJQ5tZbgZdfBgYMYFlFlSpWW8ZMM0mhjYy0NKBVK6qjF9X9CLzvEiwwlkqVCq511arUYhKEaBIoR3jnHZYjfP21+NIEQgIFQmhcdFHsCUBpzVWk664Dhg0TxyYIiUyPHvbWAXA4gHvusdqK+CQvD3jhBWZuCBUjNRU480wGs0rT+xg2jOUmgnEcc0zhv+++255dXIT4J1COcOutbJ2+Zo3VFglRQAIFQmhkZLAFYSzi9bL+t1u32At2CIJgDFWrMmXajjgcXHmvVctqS+KTb79l0FioGCkpLN2ZPr1s4cpq1dhVws6ZO7FG0Y4Hl11mjR2CEMDjYZnc2WcDjz4qAdg4J6JAgVKqm1JqhVIqXymVWeSxgUqptUqp1Uqpy4L2d/TvW6uUejyS8wtR5vrrYzetMCuLJQiZmSxJEIQYQHyswfTrZ8/VuJQU4NlnrbYifnnuOQkUVBSHg6r7c+aEVn54993Asceab5dB2N7H1qlT+O+UFGZH2bXlq5AYBMoR3n6b5QgTJ0rWbpwSaUbBcgBdAcwO3qmUOgNAdwBnAugI4F2llEMp5QDwDoBOAM4A0MP/XCEW6NzZekGqSPB6KW541lkUOxQE+yM+1kg6dLDfAFsp1h2feqrVlsQna9cCq1ZZbUVsohRT33/7rXgKfGkkJwMffBBL7RLt7WNLEmHt04d6EYJgNV4vsHs3g1cLF1ptjWACEQUKtNZ/a61LkpXvAmCs1jpba70BwFoA5/i3tVrr9VprH4Cx/ucKscAZZ8RuRkGA3Fy2TWzXjmrcgmBjxMcajMMB3HFH6TXWVpCWFrutEWOB44+3tzaFnalalUGCk04K73UdOgCtW5fcys/hoI6By2WL7B5b+1iXq+Rr36IFyzwEwS5oLcHuOMWs5eGTAPwe9PdW/z4A2FJk/7km2SAYjVLMKvjsM6stiRyvlymSixaxt7bdVhkFoWzEx1aUPn2Ad99lf3I7kJnJ1lOCOVSqxPTttWuttiS2qFQJmD0baNCgYq8fNQp44gneW9PTCzaXi8GxtDS+L507G2u3cVjvY1NSimsUAByL3XUX9SBEd0mwA40aMbAoxB3lBgqUUtMAnFDCQ4O01pONN+m/894J4E7/n9lKqeVmnasCHANgj9VGBCH2lE3J9mRlAW++yc0O9liH2FM2Dc08uPjYErHbZ8A8e+bMKXnltWwS5/pUDLGndEKz5fBhoHFj860x2b8CNvKxLHMInUOH2JraHOz0mQTsZY+dbAFiwZ5lyypyHzMK+18fa4nIx5YbKNBad6jAcbcBqB30dy3/PpSxv+h5RwIYCQBKqYVa68ySnmcFYk/ZiD1lI/aUjR3tMfP44mOLI/aUjdhTNmJP6djJFsB8/wqIjy0Jsad07GQLIPaUh9hTNpH6WLPaI34DoLtSKlUpVQ/AqQD+ALAAwKlKqXpKKScoFPONSTYIgiDEK+JjBUEQzEN8rCAICU9EGgVKqWsAvAXgWADfK6WWaq0v01qvUEqNA7ASQC6AflrrPP9r+gP4CYADwEda6xUR/QeCIAhxivhYQRAE8xAfKwiCUDoRBQq01hMBTCzlsaEAhpaw/wcAP4R5qpHhW2cqYk/ZiD1lI/aUjdjjR3ysbRB7ykbsKRs72WMnWwCL7REfaxvsZI+dbAHEnvIQe8omInuU1tooQwRBEARBEARBEARBiHHM0igQBEEQBEEQBEEQBCEGsV2gQCnVTSm1QimVr5TKLPLYQKXUWqXUaqXUZUH7O/r3rVVKPW6ibV8qpZb6t41KqaX+/XWVUt6gx/7PLBuK2POsUmpb0Hk7Bz1W4rUy2Z6XlVKrlFLLlFITlVJV/fstuT7+c0fls1HKuWsrpWYopVb6P9P3+/eX+r5FwaaNSqm//Odd6N9XXSn1s1Jqjf9ntSjZ0jDoGixVSh1SSg2I5vVRSn2klNqlgloDlnY9FHnT/1lappRqbpZdZiI+Nix7bONjxb+WeH7xsWXbIj42yoh/Dcse2/hX/znFxxY/v/jY0u2w3L/67TDXx2qtbbUBOB3s+TgTQGbQ/jMA/AkgFUA9AOtAIRmH//f6AJz+55wRBTtfBfC0//e6AJZbcK2eBfBwCftLvFZRsOdSAMn+318C8JLF18eSz0bQ+WsCaO7/vRKAf/zvTYnvW5Rs2gjgmCL7hgN43P/744H3zYL3ageAOtG8PgDaAmge/Pks7XoA6AzgRwAKQCsA8614Dw34n8XHhm6DbXys+NcSbRAfG977JT7W/P9X/GvoNtjGv/rPKz62uA3iY0N/r6LuX/3nNtXH2i6jQGv9t9Z6dQkPdQEwVmudrbXeAGAtgHP821qt9XqttQ/AWP9zTUMppQBcD+ALM88TAaVdK1PRWk/VWuf6//wd7C9sJVH/bASjtd6utV7s//0wgL8BnBSt84dBFwCj/b+PBnC1BTZcDGCd1npTNE+qtZ4NYF+R3aVdjy4APtHkdwBVlVI1o2KogYiPNYSo+1jxr8URHxsW4mOjgPhXQ5AxLBEfGzpW+1hL/Ctgvo+1XaCgDE4CsCXo763+faXtN5M2AHZqrdcE7aunlFqilJqllGpj8vmD6e9PH/koKNXGimtSlNvBqFUAK66PHa4DAKauAWgGYL5/V0nvWzTQAKYqpRYppe707ztea73d//sOAMdH0Z4A3VF40GLV9QFKvx62+TyZhPjYkrGjjxX/WgTxseUiPtZaxL+WjB39KyA+thjiY8vETv4VMNDHWhIoUEpNU0otL2GLaqQsAtt6oPAHYjuAk7XWzQA8CGCMUqpyFOx5D0ADAE39NrxqxDkjsCfwnEFg3+HP/btMuz6xgFIqA8BXAAZorQ/BgvctiAu01s0BdALQTynVNvhBzdykqLZCUUo5AVwFYLx/l5XXpxBWXA8jEB9rmD1R/SyKf60Y4mPLRnyssYh/NcweGcPGCOJjS8fO/hWI/HokG2hLyGitO1TgZdsA1A76u5Z/H8rYHzbl2aaUSgbQFUCLoNdkA8j2/75IKbUOwGkAFlbUjlDtCbLrAwDf+f8s61qZao9S6jYAVwC42P/hNPX6lINp1yFUlFIpoHP9XGv9NQBorXcGPR78vpmO1nqb/+cupdREMLVtp1KqptZ6u2IK0q5o2eOnE4DFgeti5fXxU9r1sPzzFCriY42zJ8gu032s+NfwER8bEuJjDUT8q3H2BNklY9ji2OL7ID62XOzmXwEDfWwslR58A6C7UipVKVUPwKkA/gCwAMCpSql6/qhOd/9zzaIDgFVa662BHUqpY5VSDv/v9f22rTfRhsB5g+tKrgEQULws7VqZbU9HAI8CuEprnRW035Lrg+h/NgqhlFIARgH4W2s9Imh/ae+b2fakK6UqBX4HhXuWg9ekp/9pPQFMjoY9QRRa3bDq+gRR2vX4BsCtirQCcDAotSseEB9bBDv5WPGvxREfGzLiY61H/GsR7ORf/faIjy2C+NiQsJt/BYz0sdoCxcqyNvCibgWjdzsB/BT02CBQAXQ1gE5B+zuDSpzrAAwy2b7/AehbZN+1AFYAWApgMYAro3StPgXwF4Bl/je/ZnnXymR71oK1L0v92/9ZeX2i/dko4dwXgOk+y4KuSeey3jeT7akPqub+6X8/Bvn31wDwC4A1AKYBqB7Fa5QOYC+AKkH7onZ9QOe+HUCO3+/cUdr1AFVi3/F/lv5CkKJ1LG3iY8OyxTY+VvxriecXH1u+TeJjo/uZFP8aui228a/+c4qPLX5+8bFl22Opf/Wfz1Qfq/wvFARBEARBEARBEARBiKnSA0EQBEEQBEEQBEEQTEYCBYIgCIIgCIIgCIIg/IcECgRBEARBEARBEARB+A8JFAiCIAiCIAiCIAiC8B8SKBAEQRAEQRAEQRAE4T8kUCAIgiAIgiAIgiAIwn9IoEAQBEEQBEEQBEEQhP+QQIEgCIIgCIIgCIIgCP/x/4VjXYTY4BwtAAAAAElFTkSuQmCC\n", - "text/plain": [ - "
" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" } - ], + }, + "outputs": [], "source": [ "def plot_situation(\n", " obstacles: dict[str, Polygon],\n", @@ -442,40 +510,60 @@ " handles, labels = plt.gca().get_legend_handles_labels()\n", " by_label = dict(zip(labels, handles))\n", " plt.legend(by_label.values(), by_label.keys())\n", - " return None\n", - "\n", - "\n", - "plt.figure(figsize=(17.5, 25))\n", - "for seed in tqdm(range(12)):\n", - " plt.subplot(4, 3, seed + 1)\n", - " wind_dir = 180\n", - " obstacles = generate_obstacles(seed)\n", - " destination = generate_destination(obstacles, seed)\n", - " route = None\n", - " try:\n", - " route, _ = experiments.generate_route(\n", - " position=Point(0, 0),\n", - " goal=destination,\n", - " obstacles=obstacles,\n", - " wind=(18, wind_dir),\n", - " )\n", - " except Exception as e:\n", - " route = None\n", - " plot_situation(\n", - " obstacles=obstacles,\n", - " destination=destination,\n", - " obstacle_color=\"RED\",\n", - " route=route,\n", - " title=f\"Seed: {seed}, Cost: {route.cost:.3f}\",\n", - " legend=seed == 0,\n", - " )\n", - "plt.show()" + " return None" ] }, { "cell_type": "code", - "execution_count": 12, + "execution_count": 13, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.749664Z", + "start_time": "2022-07-11T18:34:19.740070Z" + }, + "pycharm": { + "is_executing": true, + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "if not NO_SHOW:\n", + " plt.figure(figsize=(17.5, 25))\n", + " for seed in tqdm(range(12)):\n", + " plt.subplot(4, 3, seed + 1)\n", + " wind_dir = 180\n", + " obstacles = generate_obstacles(seed)\n", + " destination = generate_destination(obstacles, seed)\n", + " route = None\n", + " try:\n", + " route, _ = experiments.generate_route(\n", + " position=Point(0, 0),\n", + " goal=destination,\n", + " obstacles=obstacles,\n", + " wind=(18, wind_dir),\n", + " )\n", + " except Exception as e:\n", + " route = None\n", + " plot_situation(\n", + " obstacles=obstacles,\n", + " destination=destination,\n", + " obstacle_color=\"RED\",\n", + " route=route,\n", + " title=f\"Seed: {seed}, Cost: {route.cost:.3f}\",\n", + " legend=seed == 0,\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.769250Z", + "start_time": "2022-07-11T18:34:19.756225Z" + }, "pycharm": { "is_executing": true, "name": "#%%\n" @@ -488,6 +576,7 @@ " destination: Point,\n", " route_type: Literal[\"line\", \"dot\"],\n", " route: np.ndarray | TimingFrame | None = None,\n", + " seed=None,\n", ") -> Image:\n", " \"\"\"Generate an image from the map.\n", "\n", @@ -503,30 +592,61 @@ " img = Image.new(\n", " \"RGB\",\n", " (IMG_SIZE, IMG_SIZE),\n", - " \"#ffffff\",\n", + " \"#000000\",\n", " )\n", " draw = ImageDraw.Draw(img)\n", " for polygon in obstacles.values():\n", " draw.polygon(\n", - " list(np.dstack(polygon.exterior.xy).reshape((-1)) + SIZE_ROUTE),\n", + " list(\n", + " (np.dstack(polygon.exterior.xy).reshape((-1)) + SIZE_ROUTE)\n", + " / (2 * SIZE_ROUTE)\n", + " * IMG_SIZE\n", + " ),\n", " fill=\"#FF0000\",\n", " outline=\"#FF0000\",\n", " )\n", " if isinstance(route, TimingFrame):\n", " route = route.points\n", - " route = route + 100\n", + " route = ((route + SIZE_ROUTE) / (2 * SIZE_ROUTE) * IMG_SIZE).astype(int)\n", " if route_type == \"line\":\n", " draw.line([tuple(point) for point in route], fill=(0, 0, 0xFF))\n", " elif route_type == \"dot\":\n", - " for point in route.round().astype(int):\n", - " img.putpixel(point, (0, 0, 0xFF))\n", + " for point in route[1:]:\n", + " try:\n", + " img.putpixel(point, (0, 0, 0xFF))\n", + " except IndexError as err:\n", + " print(point)\n", + " if seed:\n", + " print(f\"Seed: {seed}, Point: {point}\")\n", + " return None\n", " pass\n", " else:\n", " raise ValueError(\"Route type unknown.\")\n", - " img.putpixel((int(destination.x) + 100, int(destination.y) + 100), (0, 0xFF, 0))\n", - " return img\n", - "\n", - "\n", + " img.putpixel(\n", + " (\n", + " int((destination.x + SIZE_ROUTE) / (2 * SIZE_ROUTE) * IMG_SIZE),\n", + " int((destination.y + SIZE_ROUTE) / (2 * SIZE_ROUTE) * IMG_SIZE),\n", + " ),\n", + " (0, 0xFF, 0),\n", + " )\n", + " return img" + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.784712Z", + "start_time": "2022-07-11T18:34:19.774368Z" + }, + "pycharm": { + "is_executing": true, + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ "def generate_example_image(route_type: Literal[\"line\", \"dot\"]):\n", " seed = 42\n", " wind_dir = 180\n", @@ -552,135 +672,113 @@ }, { "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "generate_example_image(route_type=\"dot\").resize(\n", - " (IMG_SHOW_SIZE, IMG_SHOW_SIZE), Image.Resampling.BICUBIC\n", - ").show()" - ] - }, - { - "cell_type": "code", - "execution_count": 14, + "execution_count": 16, "metadata": { - "pycharm": { - "is_executing": true, - "name": "#%%\n" + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.798844Z", + "start_time": "2022-07-11T18:34:19.789736Z" } }, - "outputs": [ - { - "data": { - "image/png": "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\n", - "text/plain": [ - "" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "generate_example_image(route_type=\"line\").resize(\n", - " (IMG_SHOW_SIZE, IMG_SHOW_SIZE), Image.Resampling.BICUBIC\n", - ").show()" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, "outputs": [], "source": [ - "seed = 42\n", - "wind_dir = 180\n", - "obstacles = generate_obstacles(seed)\n", - "destination = generate_destination(obstacles, seed)\n", - "route = None\n", - "route, _ = experiments.generate_route(\n", - " position=Point(0, 0),\n", - " goal=destination,\n", - " obstacles=obstacles,\n", - " wind=(18, wind_dir),\n", - ")" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "34edef2ff55249f6ac7d8dcff4fdd482", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/1 [00:00" - ] - }, - "metadata": { - "needs_background": "light" - }, - "output_type": "display_data" - } - ], - "source": [ - "for seed in tqdm([42]):\n", - " plt.figure(figsize=(8, 8))\n", - " wind_dir = 180\n", - " obstacles = generate_obstacles(seed)\n", - " destination = generate_destination(obstacles, seed)\n", - " route = None\n", - " try:\n", - " route, _ = experiments.generate_route(\n", - " position=Point(0, 0),\n", - " goal=destination,\n", - " obstacles=obstacles,\n", - " wind=(18, wind_dir),\n", - " )\n", - " except Exception as e:\n", - " route = None\n", - " plot_situation(\n", - " obstacles=obstacles,\n", - " destination=destination,\n", - " obstacle_color=\"RED\",\n", - " route=route,\n", - " title=f\"Seed: {seed}, Cost: {route.cost:.3f}\",\n", - " legend=seed == 0,\n", - " )\n", - " plt.show()" + "if not NO_SHOW:\n", + " generate_example_image(route_type=\"dot\").resize(\n", + " (IMG_SHOW_SIZE, IMG_SHOW_SIZE), Image.Resampling.BICUBIC\n", + " ).show()" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.810949Z", + "start_time": "2022-07-11T18:34:19.804587Z" + }, + "pycharm": { + "is_executing": true, + "name": "#%%\n" + } + }, + "outputs": [], + "source": [ + "if not NO_SHOW:\n", + " generate_example_image(route_type=\"line\").resize(\n", + " (IMG_SHOW_SIZE, IMG_SHOW_SIZE), Image.Resampling.BICUBIC\n", + " ).show()" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.822370Z", + "start_time": "2022-07-11T18:34:19.815008Z" + } + }, + "outputs": [], + "source": [ + "if not NO_SHOW:\n", + " seed = 42\n", + " wind_dir = 180\n", + " obstacles = generate_obstacles(seed)\n", + " destination = generate_destination(obstacles, seed)\n", + " route = None\n", + " route, _ = experiments.generate_route(\n", + " position=Point(0, 0),\n", + " goal=destination,\n", + " obstacles=obstacles,\n", + " wind=(18, wind_dir),\n", + " )" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.834989Z", + "start_time": "2022-07-11T18:34:19.827279Z" + } + }, + "outputs": [], + "source": [ + "if not NO_SHOW:\n", + " for seed in tqdm([42]):\n", + " plt.figure(figsize=(8, 8))\n", + " wind_dir = 180\n", + " obstacles = generate_obstacles(seed)\n", + " destination = generate_destination(obstacles, seed)\n", + " route = None\n", + " try:\n", + " route, _ = experiments.generate_route(\n", + " position=Point(0, 0),\n", + " goal=destination,\n", + " obstacles=obstacles,\n", + " wind=(18, wind_dir),\n", + " )\n", + " except Exception as e:\n", + " route = None\n", + " plot_situation(\n", + " obstacles=obstacles,\n", + " destination=destination,\n", + " obstacle_color=\"RED\",\n", + " route=route,\n", + " title=f\"Seed: {seed}, Cost: {route.cost:.3f}\",\n", + " legend=seed == 0,\n", + " )\n", + " plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.849543Z", + "start_time": "2022-07-11T18:34:19.839918Z" + }, "pycharm": { "is_executing": true, "name": "#%%\n" @@ -738,117 +836,25 @@ }, { "cell_type": "code", - "execution_count": 18, + "execution_count": 21, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:19.864373Z", + "start_time": "2022-07-11T18:34:19.853992Z" + }, "pycharm": { "is_executing": true, "name": "#%%\n" } }, - "outputs": [ - { - "data": { - "application/vnd.jupyter.widget-view+json": { - "model_id": "2cb839fa6dd14b45b7451c75fbc83edb", - "version_major": 2, - "version_minor": 0 - }, - "text/plain": [ - " 0%| | 0/2 [00:00\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
obstaclesdestination_xdestination_yimageroutecost
seed
0{'0': POLYGON ((-17.62168766659423 -98.3692662...-66.0-54.0<NA>[[0.0, 0.0], [-6.514627334268863, -5.502693040...100.151629
1{'0': POLYGON ((-97.82715137072381 -82.2211677...-38.065.0<NA>[[0.0, 0.0], [-38.0, 65.0]]75292.761936
\n", - "" - ], - "text/plain": [ - " obstacles destination_x \\\n", - "seed \n", - "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", - "1 {'0': POLYGON ((-97.82715137072381 -82.2211677... -38.0 \n", - "\n", - " destination_y image route \\\n", - "seed \n", - "0 -54.0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... \n", - "1 65.0 [[0.0, 0.0], [-38.0, 65.0]] \n", - "\n", - " cost \n", - "seed \n", - "0 100.151629 \n", - "1 75292.761936 " - ] - }, - "execution_count": 18, - "metadata": {}, - "output_type": "execute_result" - } - ], + "outputs": [], "source": [ - "df = pd.DataFrame(\n", - " [generate_all_to_series(i, image=False) for i in tqdm(range(2))]\n", - ").set_index(\"seed\")\n", - "df.to_pickle(\"test.pickle\")\n", - "df" + "if not NO_SHOW:\n", + " df = pd.DataFrame(\n", + " [generate_all_to_series(i, image=False) for i in tqdm(range(2))]\n", + " ).set_index(\"seed\")\n", + " df.to_pickle(\"test.pickle\")\n", + " df" ] }, { @@ -902,8 +908,12 @@ }, { "cell_type": "code", - "execution_count": 19, + "execution_count": 22, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:22.957476Z", + "start_time": "2022-07-11T18:34:19.869252Z" + }, "pycharm": { "is_executing": true, "name": "#%%\n" @@ -913,12 +923,12 @@ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "093d037b2e3549798a9d5a516f4839a0", + "model_id": "d258c85212de4108b7a2981d7f0bdc90", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/2668 [00:00...\n", " \n", " \n", - " 133445\n", - " {'0': POLYGON ((-4.444500832239974 -101.105815...\n", - " -63.0\n", - " 28.0\n", + " 5043\n", + " {'0': POLYGON ((-97.17848102949412 -87.6302200...\n", + " -42.0\n", + " 58.0\n", " <NA>\n", - " [[0.0, 0.0], [-63.0, 28.0]]\n", - " 83.316185\n", + " [[0.0, 0.0], [-17.581061295760854, 6.486983123...\n", + " 48079.922052\n", " \n", " \n", - " 133446\n", - " {'0': POLYGON ((-50.18524806320142 -94.6903944...\n", - " -44.0\n", - " -65.0\n", + " 5044\n", + " {'0': POLYGON ((-21.480358556657755 -103.89997...\n", + " 64.0\n", + " 68.0\n", " <NA>\n", - " [[0.0, 0.0], [-44.0, -65.0]]\n", - " 50.032302\n", + " [[0.0, 0.0], [1.155661243721632, 8.57324543724...\n", + " 9580.39044\n", " \n", " \n", - " 133447\n", - " {'0': POLYGON ((-15.11578684131388 -83.2968281...\n", - " 60.0\n", - " -27.0\n", + " 5045\n", + " {'0': POLYGON ((1.3857549075057696 -92.4233317...\n", + " 62.0\n", + " 36.0\n", " <NA>\n", - " [[0.0, 0.0], [5.224296002931534, -3.9995913883...\n", - " 263.430207\n", + " [[0.0, 0.0], [62.0, 36.0]]\n", + " 114.532882\n", " \n", " \n", - " 133448\n", - " {'0': POLYGON ((-40.190401796991324 -82.393980...\n", - " 40.0\n", - " 46.0\n", + " 5047\n", + " {'0': POLYGON ((-99.59500547589474 -59.5289597...\n", + " -59.0\n", + " -70.0\n", " <NA>\n", - " [[0.0, 0.0], [40.0, 46.0]]\n", - " 785.893562\n", + " [[0.0, 0.0], [-59.0, -70.0]]\n", + " 55.52741\n", " \n", " \n", - " 133449\n", - " {'0': POLYGON ((-36.69132405456605 -97.9877273...\n", - " -30.0\n", - " -66.0\n", + " 5048\n", + " {'0': POLYGON ((-105.68258135922765 -70.781887...\n", + " 69.0\n", + " 35.0\n", " <NA>\n", - " [[0.0, 0.0], [-2.7740483244056953, -6.60226117...\n", - " 120.022162\n", + " [[0.0, 0.0], [4.90187046897843, 6.039674046160...\n", + " 7912.705859\n", " \n", " \n", "\n", - "

120446 rows × 6 columns

\n", + "

4633 rows × 6 columns

\n", "" ], "text/plain": [ - " obstacles destination_x \\\n", - "seed \n", - "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", - "1 {'0': POLYGON ((-97.82715137072381 -82.2211677... -38.0 \n", - "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", - "3 {'0': POLYGON ((-7.4210414351932155 -83.111096... 31.0 \n", - "4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n", - "... ... ... \n", - "133445 {'0': POLYGON ((-4.444500832239974 -101.105815... -63.0 \n", - "133446 {'0': POLYGON ((-50.18524806320142 -94.6903944... -44.0 \n", - "133447 {'0': POLYGON ((-15.11578684131388 -83.2968281... 60.0 \n", - "133448 {'0': POLYGON ((-40.190401796991324 -82.393980... 40.0 \n", - "133449 {'0': POLYGON ((-36.69132405456605 -97.9877273... -30.0 \n", - "\n", - " destination_y image \\\n", - "seed \n", - "0 -54.0 \n", - "1 65.0 \n", - "2 49.0 \n", - "3 56.0 \n", - "4 54.0 \n", - "... ... ... \n", - "133445 28.0 \n", - "133446 -65.0 \n", - "133447 -27.0 \n", - "133448 46.0 \n", - "133449 -66.0 \n", - "\n", - " route cost \n", + " obstacles destination_x \\\n", "seed \n", - "0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... 100.151629 \n", - "1 [[0.0, 0.0], [-38.0, 65.0]] 75292.761936 \n", - "2 [[0.0, 0.0], [43.20648551245758, 31.2114102262... 18967.522925 \n", - "3 [[0.0, 0.0], [5.303962239032221, 10.6856391688... 63200.630758 \n", - "4 [[0.0, 0.0], [4.691900284503645, -5.4114328014... 28914.654143 \n", - "... ... ... \n", - "133445 [[0.0, 0.0], [-63.0, 28.0]] 83.316185 \n", - "133446 [[0.0, 0.0], [-44.0, -65.0]] 50.032302 \n", - "133447 [[0.0, 0.0], [5.224296002931534, -3.9995913883... 263.430207 \n", - "133448 [[0.0, 0.0], [40.0, 46.0]] 785.893562 \n", - "133449 [[0.0, 0.0], [-2.7740483244056953, -6.60226117... 120.022162 \n", + "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", + "1 {'0': POLYGON ((-97.82715137072381 -82.2211677... -38.0 \n", + "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", + "3 {'0': POLYGON ((-7.4210414351932155 -83.111096... 31.0 \n", + "4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n", + "... ... ... \n", + "5043 {'0': POLYGON ((-97.17848102949412 -87.6302200... -42.0 \n", + "5044 {'0': POLYGON ((-21.480358556657755 -103.89997... 64.0 \n", + "5045 {'0': POLYGON ((1.3857549075057696 -92.4233317... 62.0 \n", + "5047 {'0': POLYGON ((-99.59500547589474 -59.5289597... -59.0 \n", + "5048 {'0': POLYGON ((-105.68258135922765 -70.781887... 69.0 \n", "\n", - "[120446 rows x 6 columns]" + " destination_y image route \\\n", + "seed \n", + "0 -54.0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... \n", + "1 65.0 [[0.0, 0.0], [-38.0, 65.0]] \n", + "2 49.0 [[0.0, 0.0], [43.20648551245758, 31.2114102262... \n", + "3 56.0 [[0.0, 0.0], [5.303962239032221, 10.6856391688... \n", + "4 54.0 [[0.0, 0.0], [4.691900284503645, -5.4114328014... \n", + "... ... ... ... \n", + "5043 58.0 [[0.0, 0.0], [-17.581061295760854, 6.486983123... \n", + "5044 68.0 [[0.0, 0.0], [1.155661243721632, 8.57324543724... \n", + "5045 36.0 [[0.0, 0.0], [62.0, 36.0]] \n", + "5047 -70.0 [[0.0, 0.0], [-59.0, -70.0]] \n", + "5048 35.0 [[0.0, 0.0], [4.90187046897843, 6.039674046160... \n", + "\n", + " cost \n", + "seed \n", + "0 100.151629 \n", + "1 75292.761936 \n", + "2 18967.522925 \n", + "3 63200.630758 \n", + "4 28914.654143 \n", + "... ... \n", + "5043 48079.922052 \n", + "5044 9580.39044 \n", + "5045 114.532882 \n", + "5047 55.52741 \n", + "5048 7912.705859 \n", + "\n", + "[4633 rows x 6 columns]" ] }, - "execution_count": 19, + "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ - "DATA_COLECTION_PATH = \"data/collected.pickle\"\n", - "if os.path.exists(DATA_COLECTION_PATH):\n", + "DATA_COLECTION_PATH: Final[str] = \"data/collected.pickle\"\n", + "if os.path.exists(DATA_COLECTION_PATH) and not GENERATE_NEW:\n", " collected_data = pd.read_pickle(DATA_COLECTION_PATH)\n", "else:\n", " collected_data = pd.concat(\n", - " [pd.read_pickle(filename) for filename in tqdm(glob.glob(\"data/raw_*.pickle\"))]\n", + " [\n", + " pd.read_pickle(filename)\n", + " for filename in tqdm(glob.glob(\"data/raw_*.pickle\")[:NUMBER_OF_FILES_LIMIT])\n", + " ]\n", " )\n", " number_of_maps = len(collected_data.index)\n", " print(f\"{number_of_maps: 10} maps collected\")\n", @@ -1152,20 +1165,24 @@ }, { "cell_type": "code", - "execution_count": 20, + "execution_count": 23, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:23.421419Z", + "start_time": "2022-07-11T18:34:22.961997Z" + }, "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "6ff27b91fe08449a860abcede0394675", + "model_id": "716cda0b5b564e738740e80c00462265", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/72 [00:00\n", - "\n", - "\n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - " \n", - "
obstaclesdestination_xdestination_yimageroutecost
seed
28{'0': POLYGON ((-79.19430592183373 -49.2547523...-74.0-70.0<NA>[[0.0, 0.0], [0.7011646546083345, -10.16210451...46695.546503
288{'0': POLYGON ((-44.931306151516914 -95.541097...68.065.0<NA>[[0.0, 0.0], [52.841238026497464, 57.151140944...908.105976
390{'0': POLYGON ((-56.94613026317691 -86.1604982...-60.0-48.0<NA>[[0.0, 0.0], [3.1740647727139097, -9.016239845...62476.439296
427{'0': POLYGON ((-4.107753795465081 -85.5721111...-65.0-60.0<NA>[[0.0, 0.0], [-35.26727571107932, -32.33274441...51429.594921
443{'0': POLYGON ((-28.5553767564301 -13.94116836...-57.0-32.0<NA>[[0.0, 0.0], [-26.80256330110968, -4.965386176...96004.14884
.....................
132727{'0': POLYGON ((-7.984031435102791 -87.5340307...-73.072.0<NA>[[0.0, 0.0], [-4.500562847367333, -9.540504836...79728.435665
132753{'0': POLYGON ((2.9624246636150606 -99.4650021...68.032.0<NA>[[0.0, 0.0], [22.53803703650179, 3.66799839781...711.110756
132844{'0': POLYGON ((-92.86419757197173 -96.0586227...-71.068.0<NA>[[0.0, 0.0], [-3.6298965550474294, 8.796817242...59687.179116
132949{'0': POLYGON ((3.306510959750937 -84.76053956...-53.073.0<NA>[[0.0, 0.0], [-100.9203527809008, 95.352606668...705.265287
133160{'0': POLYGON ((-26.146276709249783 -92.813408...-72.0-55.0<NA>[[0.0, 0.0], [6.406637183421581, 6.40663718342...578.437288
\n", - "

542 rows × 6 columns

\n", - "" - ], - "text/plain": [ - " obstacles destination_x \\\n", - "seed \n", - "28 {'0': POLYGON ((-79.19430592183373 -49.2547523... -74.0 \n", - "288 {'0': POLYGON ((-44.931306151516914 -95.541097... 68.0 \n", - "390 {'0': POLYGON ((-56.94613026317691 -86.1604982... -60.0 \n", - "427 {'0': POLYGON ((-4.107753795465081 -85.5721111... -65.0 \n", - "443 {'0': POLYGON ((-28.5553767564301 -13.94116836... -57.0 \n", - "... ... ... \n", - "132727 {'0': POLYGON ((-7.984031435102791 -87.5340307... -73.0 \n", - "132753 {'0': POLYGON ((2.9624246636150606 -99.4650021... 68.0 \n", - "132844 {'0': POLYGON ((-92.86419757197173 -96.0586227... -71.0 \n", - "132949 {'0': POLYGON ((3.306510959750937 -84.76053956... -53.0 \n", - "133160 {'0': POLYGON ((-26.146276709249783 -92.813408... -72.0 \n", - "\n", - " destination_y image \\\n", - "seed \n", - "28 -70.0 \n", - "288 65.0 \n", - "390 -48.0 \n", - "427 -60.0 \n", - "443 -32.0 \n", - "... ... ... \n", - "132727 72.0 \n", - "132753 32.0 \n", - "132844 68.0 \n", - "132949 73.0 \n", - "133160 -55.0 \n", - "\n", - " route cost \n", - "seed \n", - "28 [[0.0, 0.0], [0.7011646546083345, -10.16210451... 46695.546503 \n", - "288 [[0.0, 0.0], [52.841238026497464, 57.151140944... 908.105976 \n", - "390 [[0.0, 0.0], [3.1740647727139097, -9.016239845... 62476.439296 \n", - "427 [[0.0, 0.0], [-35.26727571107932, -32.33274441... 51429.594921 \n", - "443 [[0.0, 0.0], [-26.80256330110968, -4.965386176... 96004.14884 \n", - "... ... ... \n", - "132727 [[0.0, 0.0], [-4.500562847367333, -9.540504836... 79728.435665 \n", - "132753 [[0.0, 0.0], [22.53803703650179, 3.66799839781... 711.110756 \n", - "132844 [[0.0, 0.0], [-3.6298965550474294, 8.796817242... 59687.179116 \n", - "132949 [[0.0, 0.0], [-100.9203527809008, 95.352606668... 705.265287 \n", - "133160 [[0.0, 0.0], [6.406637183421581, 6.40663718342... 578.437288 \n", - "\n", - "[542 rows x 6 columns]" - ] - }, - "execution_count": 20, - "metadata": {}, - "output_type": "execute_result" } ], "source": [ @@ -1400,8 +1224,7 @@ "print(\n", " f\"{data_before} - {data_before-data_after} = {data_after} sets of data remaining.\"\n", ")\n", - "del data_before, data_after\n", - "filtered" + "del data_before, data_after, filtered, df_filter" ] }, { @@ -1413,18 +1236,23 @@ }, { "cell_type": "code", - "execution_count": 21, - "metadata": {}, + "execution_count": 24, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:23.847712Z", + "start_time": "2022-07-11T18:34:23.424364Z" + } + }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "537d1cb795a249248b710128ac55af1d", + "model_id": "5d822bd6baaf4666a48e867c8708814b", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/72 [00:00" ] @@ -1515,20 +1353,24 @@ }, { "cell_type": "code", - "execution_count": 24, + "execution_count": 27, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:26.440028Z", + "start_time": "2022-07-11T18:34:24.025987Z" + }, "scrolled": false }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "4c10672a73e2486781171b31c6e2df49", + "model_id": "6a77a51f117646a5873e48f8cc45fddc", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/10 [00:00" + "
" ] }, "metadata": { @@ -1553,11 +1395,11 @@ " enumerate(\n", " collected_data[collected_data[\"cost\"] > DATA_UPPER_LIMIT_QUANTIL]\n", " .sort_values(\"cost\")\n", - " .iloc[0 :: int(OVER_QUANTILE / 15)]\n", - " .iloc[:10]\n", + " .iloc[0 :: int(OVER_QUANTILE / 12)]\n", + " .iloc[:12]\n", " .iterrows()\n", " ),\n", - " total=10,\n", + " total=12,\n", "):\n", " plt.subplot(5, 3, count + 1)\n", " plot_situation(\n", @@ -1572,8 +1414,13 @@ }, { "cell_type": "code", - "execution_count": 25, - "metadata": {}, + "execution_count": 28, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:26.499749Z", + "start_time": "2022-07-11T18:34:26.450483Z" + } + }, "outputs": [ { "data": { @@ -1669,102 +1516,102 @@ " ...\n", " \n", " \n", - " 133445\n", - " {'0': POLYGON ((-4.444500832239974 -101.105815...\n", - " -63.0\n", - " 28.0\n", + " 5041\n", + " {'0': POLYGON ((-27.141984707823323 -99.785221...\n", + " 48.0\n", + " 37.0\n", " <NA>\n", - " [[0.0, 0.0], [-63.0, 28.0]]\n", - " 83.316185\n", + " [[0.0, 0.0], [2.490366796957902, 5.01962884879...\n", + " 5970.65358\n", " \n", " \n", - " 133446\n", - " {'0': POLYGON ((-50.18524806320142 -94.6903944...\n", - " -44.0\n", - " -65.0\n", + " 5044\n", + " {'0': POLYGON ((-21.480358556657755 -103.89997...\n", + " 64.0\n", + " 68.0\n", " <NA>\n", - " [[0.0, 0.0], [-44.0, -65.0]]\n", - " 50.032302\n", + " [[0.0, 0.0], [1.155661243721632, 8.57324543724...\n", + " 9580.39044\n", " \n", " \n", - " 133447\n", - " {'0': POLYGON ((-15.11578684131388 -83.2968281...\n", - " 60.0\n", - " -27.0\n", + " 5045\n", + " {'0': POLYGON ((1.3857549075057696 -92.4233317...\n", + " 62.0\n", + " 36.0\n", " <NA>\n", - " [[0.0, 0.0], [5.224296002931534, -3.9995913883...\n", - " 263.430207\n", + " [[0.0, 0.0], [62.0, 36.0]]\n", + " 114.532882\n", " \n", " \n", - " 133448\n", - " {'0': POLYGON ((-40.190401796991324 -82.393980...\n", - " 40.0\n", - " 46.0\n", + " 5047\n", + " {'0': POLYGON ((-99.59500547589474 -59.5289597...\n", + " -59.0\n", + " -70.0\n", " <NA>\n", - " [[0.0, 0.0], [40.0, 46.0]]\n", - " 785.893562\n", + " [[0.0, 0.0], [-59.0, -70.0]]\n", + " 55.52741\n", " \n", " \n", - " 133449\n", - " {'0': POLYGON ((-36.69132405456605 -97.9877273...\n", - " -30.0\n", - " -66.0\n", + " 5048\n", + " {'0': POLYGON ((-105.68258135922765 -70.781887...\n", + " 69.0\n", + " 35.0\n", " <NA>\n", - " [[0.0, 0.0], [-2.7740483244056953, -6.60226117...\n", - " 120.022162\n", + " [[0.0, 0.0], [4.90187046897843, 6.039674046160...\n", + " 7912.705859\n", " \n", " \n", "\n", - "

110745 rows × 6 columns

\n", + "

4011 rows × 6 columns

\n", "" ], "text/plain": [ - " obstacles destination_x \\\n", - "seed \n", - "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", - "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", - "4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n", - "5 {'0': POLYGON ((-71.45682729091783 -138.627922... -67.0 \n", - "6 {'0': POLYGON ((-76.20025009472265 -92.9434076... -67.0 \n", - "... ... ... \n", - "133445 {'0': POLYGON ((-4.444500832239974 -101.105815... -63.0 \n", - "133446 {'0': POLYGON ((-50.18524806320142 -94.6903944... -44.0 \n", - "133447 {'0': POLYGON ((-15.11578684131388 -83.2968281... 60.0 \n", - "133448 {'0': POLYGON ((-40.190401796991324 -82.393980... 40.0 \n", - "133449 {'0': POLYGON ((-36.69132405456605 -97.9877273... -30.0 \n", - "\n", - " destination_y image \\\n", - "seed \n", - "0 -54.0 \n", - "2 49.0 \n", - "4 54.0 \n", - "5 37.0 \n", - "6 55.0 \n", - "... ... ... \n", - "133445 28.0 \n", - "133446 -65.0 \n", - "133447 -27.0 \n", - "133448 46.0 \n", - "133449 -66.0 \n", - "\n", - " route cost \n", + " obstacles destination_x \\\n", "seed \n", - "0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... 100.151629 \n", - "2 [[0.0, 0.0], [43.20648551245758, 31.2114102262... 18967.522925 \n", - "4 [[0.0, 0.0], [4.691900284503645, -5.4114328014... 28914.654143 \n", - "5 [[0.0, 0.0], [-42.539218405821984, 15.14880405... 186.095369 \n", - "6 [[0.0, 0.0], [-7.80975254664349, 3.41866699781... 23898.229531 \n", - "... ... ... \n", - "133445 [[0.0, 0.0], [-63.0, 28.0]] 83.316185 \n", - "133446 [[0.0, 0.0], [-44.0, -65.0]] 50.032302 \n", - "133447 [[0.0, 0.0], [5.224296002931534, -3.9995913883... 263.430207 \n", - "133448 [[0.0, 0.0], [40.0, 46.0]] 785.893562 \n", - "133449 [[0.0, 0.0], [-2.7740483244056953, -6.60226117... 120.022162 \n", + "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", + "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", + "4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n", + "5 {'0': POLYGON ((-71.45682729091783 -138.627922... -67.0 \n", + "6 {'0': POLYGON ((-76.20025009472265 -92.9434076... -67.0 \n", + "... ... ... \n", + "5041 {'0': POLYGON ((-27.141984707823323 -99.785221... 48.0 \n", + "5044 {'0': POLYGON ((-21.480358556657755 -103.89997... 64.0 \n", + "5045 {'0': POLYGON ((1.3857549075057696 -92.4233317... 62.0 \n", + "5047 {'0': POLYGON ((-99.59500547589474 -59.5289597... -59.0 \n", + "5048 {'0': POLYGON ((-105.68258135922765 -70.781887... 69.0 \n", "\n", - "[110745 rows x 6 columns]" + " destination_y image route \\\n", + "seed \n", + "0 -54.0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... \n", + "2 49.0 [[0.0, 0.0], [43.20648551245758, 31.2114102262... \n", + "4 54.0 [[0.0, 0.0], [4.691900284503645, -5.4114328014... \n", + "5 37.0 [[0.0, 0.0], [-42.539218405821984, 15.14880405... \n", + "6 55.0 [[0.0, 0.0], [-7.80975254664349, 3.41866699781... \n", + "... ... ... ... \n", + "5041 37.0 [[0.0, 0.0], [2.490366796957902, 5.01962884879... \n", + "5044 68.0 [[0.0, 0.0], [1.155661243721632, 8.57324543724... \n", + "5045 36.0 [[0.0, 0.0], [62.0, 36.0]] \n", + "5047 -70.0 [[0.0, 0.0], [-59.0, -70.0]] \n", + "5048 35.0 [[0.0, 0.0], [4.90187046897843, 6.039674046160... \n", + "\n", + " cost \n", + "seed \n", + "0 100.151629 \n", + "2 18967.522925 \n", + "4 28914.654143 \n", + "5 186.095369 \n", + "6 23898.229531 \n", + "... ... \n", + "5041 5970.65358 \n", + "5044 9580.39044 \n", + "5045 114.532882 \n", + "5047 55.52741 \n", + "5048 7912.705859 \n", + "\n", + "[4011 rows x 6 columns]" ] }, - "execution_count": 25, + "execution_count": 28, "metadata": {}, "output_type": "execute_result" } @@ -1776,12 +1623,17 @@ }, { "cell_type": "code", - "execution_count": 26, - "metadata": {}, + "execution_count": 29, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:26.837920Z", + "start_time": "2022-07-11T18:34:26.504277Z" + } + }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1799,14 +1651,18 @@ }, { "cell_type": "code", - "execution_count": 27, + "execution_count": 30, "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.494500Z", + "start_time": "2022-07-11T18:34:26.842407Z" + }, "scrolled": false }, "outputs": [ { "data": { - "image/png": "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\n", + "image/png": "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\n", "text/plain": [ "
" ] @@ -1833,10 +1689,9 @@ " obstacles=row.obstacles,\n", " obstacle_color=\"RED\",\n", " route=row.route,\n", - " title=f\"Cost: {row.cost}\",\n", + " title=f\"Cost: {row.cost:.3f}\",\n", " legend=count == 0,\n", " )\n", - "\n", "plt.show()" ] }, @@ -1844,13 +1699,275 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# fisualize costs" + "# Visualize Complexity" ] }, { "cell_type": "code", - "execution_count": 28, + "execution_count": 31, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.506644Z", + "start_time": "2022-07-11T18:34:28.497676Z" + } + }, + "outputs": [], + "source": [ + "def get_route_points(data):\n", + " df = data[\"route\"].apply(lambda r: r.shape[0] - 1)\n", + " df.name = \"route complexity\"\n", + " return df\n", + "\n", + "\n", + "route_points = get_route_points(collected_data)" + ] + }, + { + "cell_type": "code", + "execution_count": 32, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.623493Z", + "start_time": "2022-07-11T18:34:28.510989Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "route_points.plot.hist()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 33, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.634493Z", + "start_time": "2022-07-11T18:34:28.627196Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "4011 - 274 = 3737 if only routes with less then 15 course changes remain.\n" + ] + } + ], + "source": [ + "routes_before = len(collected_data.index)\n", + "collected_data = collected_data[route_points <= 15]\n", + "routes_after = len(collected_data.index)\n", + "print(\n", + " f\"{routes_before} - {routes_before - routes_after} = {routes_after} \"\n", + " f\"if only routes with less then 15 course changes remain.\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 34, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.773895Z", + "start_time": "2022-07-11T18:34:28.638505Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "get_route_points(collected_data).plot.hist(bins=13)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 35, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.789074Z", + "start_time": "2022-07-11T18:34:28.777273Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1 1620\n", + "2 24\n", + "3 38\n", + "4 113\n", + "5 382\n", + "6 75\n", + "7 125\n", + "8 155\n", + "9 145\n", + "10 157\n", + "11 226\n", + "12 224\n", + "13 200\n", + "14 149\n", + "15 104\n", + "Name: route complexity, dtype: int64" + ] + }, + "execution_count": 35, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_route_points(collected_data).value_counts().sort_index()" + ] + }, + { + "cell_type": "markdown", "metadata": {}, + "source": [ + "# Dropping routes that are to easy " + ] + }, + { + "cell_type": "code", + "execution_count": 36, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.801868Z", + "start_time": "2022-07-11T18:34:28.793309Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Limiting simple cases to 5.0% of the total routes. Reducing simple routes to 11.0% of theire volume.\n" + ] + } + ], + "source": [ + "LIMIT_SIMPLE_CASES = 0.05\n", + "values = get_route_points(collected_data).value_counts().sort_index()\n", + "chance_limit = (\n", + " (len(collected_data.index) * LIMIT_SIMPLE_CASES * (1 - LIMIT_SIMPLE_CASES))\n", + " / values.get(1, 1)\n", + " if 1 in values.index\n", + " else 1\n", + ")\n", + "print(\n", + " f\"Limiting simple cases to {LIMIT_SIMPLE_CASES * 100:.1f}% of the total routes. Reducing simple routes to {(chance_limit * 100):.1f}% of theire volume.\"\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 37, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.945307Z", + "start_time": "2022-07-11T18:34:28.806425Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "collected_data = collected_data[\n", + " (\n", + " (get_route_points(collected_data) > 1)\n", + " | (np.random.random(len(collected_data.index)) < chance_limit)\n", + " )\n", + "]\n", + "get_route_points(collected_data).plot.hist(bins=13)\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 38, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:28.962854Z", + "start_time": "2022-07-11T18:34:28.949690Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "1 174\n", + "2 24\n", + "3 38\n", + "4 113\n", + "5 382\n", + "6 75\n", + "7 125\n", + "8 155\n", + "9 145\n", + "10 157\n", + "11 226\n", + "12 224\n", + "13 200\n", + "14 149\n", + "15 104\n", + "Name: route complexity, dtype: int64" + ] + }, + "execution_count": 38, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "get_route_points(collected_data).value_counts().sort_index()" + ] + }, + { + "cell_type": "code", + "execution_count": 39, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:29.030033Z", + "start_time": "2022-07-11T18:34:28.966774Z" + } + }, "outputs": [ { "data": { @@ -1910,15 +2027,6 @@ " 18967.522925\n", " \n", " \n", - " 4\n", - " {'0': POLYGON ((-77.97638439917915 -70.2390972...\n", - " 47.0\n", - " 54.0\n", - " <NA>\n", - " [[0.0, 0.0], [4.691900284503645, -5.4114328014...\n", - " 28914.654143\n", - " \n", - " \n", " 5\n", " {'0': POLYGON ((-71.45682729091783 -138.627922...\n", " -67.0\n", @@ -1928,13 +2036,22 @@ " 186.095369\n", " \n", " \n", - " 6\n", - " {'0': POLYGON ((-76.20025009472265 -92.9434076...\n", - " -67.0\n", - " 55.0\n", + " 7\n", + " {'0': POLYGON ((10.806865516434499 -102.670968...\n", + " 67.0\n", + " -52.0\n", " <NA>\n", - " [[0.0, 0.0], [-7.80975254664349, 3.41866699781...\n", - " 23898.229531\n", + " [[0.0, 0.0], [10.886352485821806, -16.87002927...\n", + " 63.479684\n", + " \n", + " \n", + " 8\n", + " {'0': POLYGON ((-38.740101054728726 -89.986420...\n", + " 58.0\n", + " 61.0\n", + " <NA>\n", + " [[0.0, 0.0], [-8.211437427025228, -1.293253961...\n", + " 16899.906926\n", " \n", " \n", " ...\n", @@ -1946,102 +2063,102 @@ " ...\n", " \n", " \n", - " 133445\n", - " {'0': POLYGON ((-4.444500832239974 -101.105815...\n", - " -63.0\n", - " 28.0\n", + " 5034\n", + " {'0': POLYGON ((-48.94669508881438 -43.8785808...\n", + " -49.0\n", + " 25.0\n", " <NA>\n", - " [[0.0, 0.0], [-63.0, 28.0]]\n", - " 83.316185\n", + " [[0.0, 0.0], [-6.7135078992502235, -0.26701365...\n", + " 631.293022\n", " \n", " \n", - " 133446\n", - " {'0': POLYGON ((-50.18524806320142 -94.6903944...\n", - " -44.0\n", - " -65.0\n", + " 5035\n", + " {'0': POLYGON ((-24.170482600477584 -90.730767...\n", + " 55.0\n", + " -52.0\n", " <NA>\n", - " [[0.0, 0.0], [-44.0, -65.0]]\n", - " 50.032302\n", + " [[0.0, 0.0], [5.352102390649866, 5.35210239064...\n", + " 126.366345\n", " \n", " \n", - " 133447\n", - " {'0': POLYGON ((-15.11578684131388 -83.2968281...\n", - " 60.0\n", - " -27.0\n", + " 5041\n", + " {'0': POLYGON ((-27.141984707823323 -99.785221...\n", + " 48.0\n", + " 37.0\n", " <NA>\n", - " [[0.0, 0.0], [5.224296002931534, -3.9995913883...\n", - " 263.430207\n", + " [[0.0, 0.0], [2.490366796957902, 5.01962884879...\n", + " 5970.65358\n", " \n", " \n", - " 133448\n", - " {'0': POLYGON ((-40.190401796991324 -82.393980...\n", - " 40.0\n", - " 46.0\n", + " 5044\n", + " {'0': POLYGON ((-21.480358556657755 -103.89997...\n", + " 64.0\n", + " 68.0\n", " <NA>\n", - " [[0.0, 0.0], [40.0, 46.0]]\n", - " 785.893562\n", + " [[0.0, 0.0], [1.155661243721632, 8.57324543724...\n", + " 9580.39044\n", " \n", " \n", - " 133449\n", - " {'0': POLYGON ((-36.69132405456605 -97.9877273...\n", - " -30.0\n", - " -66.0\n", + " 5048\n", + " {'0': POLYGON ((-105.68258135922765 -70.781887...\n", + " 69.0\n", + " 35.0\n", " <NA>\n", - " [[0.0, 0.0], [-2.7740483244056953, -6.60226117...\n", - " 120.022162\n", + " [[0.0, 0.0], [4.90187046897843, 6.039674046160...\n", + " 7912.705859\n", " \n", " \n", "\n", - "

110745 rows × 6 columns

\n", + "

2291 rows × 6 columns

\n", "" ], "text/plain": [ - " obstacles destination_x \\\n", - "seed \n", - "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", - "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", - "4 {'0': POLYGON ((-77.97638439917915 -70.2390972... 47.0 \n", - "5 {'0': POLYGON ((-71.45682729091783 -138.627922... -67.0 \n", - "6 {'0': POLYGON ((-76.20025009472265 -92.9434076... -67.0 \n", - "... ... ... \n", - "133445 {'0': POLYGON ((-4.444500832239974 -101.105815... -63.0 \n", - "133446 {'0': POLYGON ((-50.18524806320142 -94.6903944... -44.0 \n", - "133447 {'0': POLYGON ((-15.11578684131388 -83.2968281... 60.0 \n", - "133448 {'0': POLYGON ((-40.190401796991324 -82.393980... 40.0 \n", - "133449 {'0': POLYGON ((-36.69132405456605 -97.9877273... -30.0 \n", - "\n", - " destination_y image \\\n", - "seed \n", - "0 -54.0 \n", - "2 49.0 \n", - "4 54.0 \n", - "5 37.0 \n", - "6 55.0 \n", - "... ... ... \n", - "133445 28.0 \n", - "133446 -65.0 \n", - "133447 -27.0 \n", - "133448 46.0 \n", - "133449 -66.0 \n", - "\n", - " route cost \n", + " obstacles destination_x \\\n", "seed \n", - "0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... 100.151629 \n", - "2 [[0.0, 0.0], [43.20648551245758, 31.2114102262... 18967.522925 \n", - "4 [[0.0, 0.0], [4.691900284503645, -5.4114328014... 28914.654143 \n", - "5 [[0.0, 0.0], [-42.539218405821984, 15.14880405... 186.095369 \n", - "6 [[0.0, 0.0], [-7.80975254664349, 3.41866699781... 23898.229531 \n", - "... ... ... \n", - "133445 [[0.0, 0.0], [-63.0, 28.0]] 83.316185 \n", - "133446 [[0.0, 0.0], [-44.0, -65.0]] 50.032302 \n", - "133447 [[0.0, 0.0], [5.224296002931534, -3.9995913883... 263.430207 \n", - "133448 [[0.0, 0.0], [40.0, 46.0]] 785.893562 \n", - "133449 [[0.0, 0.0], [-2.7740483244056953, -6.60226117... 120.022162 \n", + "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", + "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", + "5 {'0': POLYGON ((-71.45682729091783 -138.627922... -67.0 \n", + "7 {'0': POLYGON ((10.806865516434499 -102.670968... 67.0 \n", + "8 {'0': POLYGON ((-38.740101054728726 -89.986420... 58.0 \n", + "... ... ... \n", + "5034 {'0': POLYGON ((-48.94669508881438 -43.8785808... -49.0 \n", + "5035 {'0': POLYGON ((-24.170482600477584 -90.730767... 55.0 \n", + "5041 {'0': POLYGON ((-27.141984707823323 -99.785221... 48.0 \n", + "5044 {'0': POLYGON ((-21.480358556657755 -103.89997... 64.0 \n", + "5048 {'0': POLYGON ((-105.68258135922765 -70.781887... 69.0 \n", "\n", - "[110745 rows x 6 columns]" + " destination_y image route \\\n", + "seed \n", + "0 -54.0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... \n", + "2 49.0 [[0.0, 0.0], [43.20648551245758, 31.2114102262... \n", + "5 37.0 [[0.0, 0.0], [-42.539218405821984, 15.14880405... \n", + "7 -52.0 [[0.0, 0.0], [10.886352485821806, -16.87002927... \n", + "8 61.0 [[0.0, 0.0], [-8.211437427025228, -1.293253961... \n", + "... ... ... ... \n", + "5034 25.0 [[0.0, 0.0], [-6.7135078992502235, -0.26701365... \n", + "5035 -52.0 [[0.0, 0.0], [5.352102390649866, 5.35210239064... \n", + "5041 37.0 [[0.0, 0.0], [2.490366796957902, 5.01962884879... \n", + "5044 68.0 [[0.0, 0.0], [1.155661243721632, 8.57324543724... \n", + "5048 35.0 [[0.0, 0.0], [4.90187046897843, 6.039674046160... \n", + "\n", + " cost \n", + "seed \n", + "0 100.151629 \n", + "2 18967.522925 \n", + "5 186.095369 \n", + "7 63.479684 \n", + "8 16899.906926 \n", + "... ... \n", + "5034 631.293022 \n", + "5035 126.366345 \n", + "5041 5970.65358 \n", + "5044 9580.39044 \n", + "5048 7912.705859 \n", + "\n", + "[2291 rows x 6 columns]" ] }, - "execution_count": 28, + "execution_count": 39, "metadata": {}, "output_type": "execute_result" } @@ -2052,113 +2169,1269 @@ }, { "cell_type": "code", - "execution_count": 29, - "metadata": {}, + "execution_count": 40, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:29.039493Z", + "start_time": "2022-07-11T18:34:29.033596Z" + } + }, "outputs": [], "source": [ - "def generate_image_maps(row):\n", - " return (\n", - " generate_image_from_map(\n", - " obstacles=row.obstacles,\n", - " destination=Point(row.destination_x, row.destination_y),\n", - " route=row.route,\n", - " route_type=\"dot\",\n", - " ),\n", - " generate_image_from_map(\n", - " obstacles=row.obstacles,\n", - " destination=Point(row.destination_x, row.destination_y),\n", - " route=row.route,\n", - " route_type=\"line\",\n", - " ),\n", - " )" + "del chance_limit" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Memory consumption" ] }, { "cell_type": "code", - "execution_count": 30, - "metadata": {}, + "execution_count": 41, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:29.105061Z", + "start_time": "2022-07-11T18:34:29.043526Z" + } + }, + "outputs": [ + { + "data": { + "text/html": [ + "
\n", + "\n", + "\n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + " \n", + "
obstaclesdestination_xdestination_yimageroutecost
seed
0{'0': POLYGON ((-17.62168766659423 -98.3692662...-66.0-54.0<NA>[[0.0, 0.0], [-6.514627334268863, -5.502693040...100.151629
2{'0': POLYGON ((-46.23706006792075 -76.7569948...73.049.0<NA>[[0.0, 0.0], [43.20648551245758, 31.2114102262...18967.522925
5{'0': POLYGON ((-71.45682729091783 -138.627922...-67.037.0<NA>[[0.0, 0.0], [-42.539218405821984, 15.14880405...186.095369
7{'0': POLYGON ((10.806865516434499 -102.670968...67.0-52.0<NA>[[0.0, 0.0], [10.886352485821806, -16.87002927...63.479684
8{'0': POLYGON ((-38.740101054728726 -89.986420...58.061.0<NA>[[0.0, 0.0], [-8.211437427025228, -1.293253961...16899.906926
.....................
5034{'0': POLYGON ((-48.94669508881438 -43.8785808...-49.025.0<NA>[[0.0, 0.0], [-6.7135078992502235, -0.26701365...631.293022
5035{'0': POLYGON ((-24.170482600477584 -90.730767...55.0-52.0<NA>[[0.0, 0.0], [5.352102390649866, 5.35210239064...126.366345
5041{'0': POLYGON ((-27.141984707823323 -99.785221...48.037.0<NA>[[0.0, 0.0], [2.490366796957902, 5.01962884879...5970.65358
5044{'0': POLYGON ((-21.480358556657755 -103.89997...64.068.0<NA>[[0.0, 0.0], [1.155661243721632, 8.57324543724...9580.39044
5048{'0': POLYGON ((-105.68258135922765 -70.781887...69.035.0<NA>[[0.0, 0.0], [4.90187046897843, 6.039674046160...7912.705859
\n", + "

2291 rows × 6 columns

\n", + "
" + ], + "text/plain": [ + " obstacles destination_x \\\n", + "seed \n", + "0 {'0': POLYGON ((-17.62168766659423 -98.3692662... -66.0 \n", + "2 {'0': POLYGON ((-46.23706006792075 -76.7569948... 73.0 \n", + "5 {'0': POLYGON ((-71.45682729091783 -138.627922... -67.0 \n", + "7 {'0': POLYGON ((10.806865516434499 -102.670968... 67.0 \n", + "8 {'0': POLYGON ((-38.740101054728726 -89.986420... 58.0 \n", + "... ... ... \n", + "5034 {'0': POLYGON ((-48.94669508881438 -43.8785808... -49.0 \n", + "5035 {'0': POLYGON ((-24.170482600477584 -90.730767... 55.0 \n", + "5041 {'0': POLYGON ((-27.141984707823323 -99.785221... 48.0 \n", + "5044 {'0': POLYGON ((-21.480358556657755 -103.89997... 64.0 \n", + "5048 {'0': POLYGON ((-105.68258135922765 -70.781887... 69.0 \n", + "\n", + " destination_y image route \\\n", + "seed \n", + "0 -54.0 [[0.0, 0.0], [-6.514627334268863, -5.502693040... \n", + "2 49.0 [[0.0, 0.0], [43.20648551245758, 31.2114102262... \n", + "5 37.0 [[0.0, 0.0], [-42.539218405821984, 15.14880405... \n", + "7 -52.0 [[0.0, 0.0], [10.886352485821806, -16.87002927... \n", + "8 61.0 [[0.0, 0.0], [-8.211437427025228, -1.293253961... \n", + "... ... ... ... \n", + "5034 25.0 [[0.0, 0.0], [-6.7135078992502235, -0.26701365... \n", + "5035 -52.0 [[0.0, 0.0], [5.352102390649866, 5.35210239064... \n", + "5041 37.0 [[0.0, 0.0], [2.490366796957902, 5.01962884879... \n", + "5044 68.0 [[0.0, 0.0], [1.155661243721632, 8.57324543724... \n", + "5048 35.0 [[0.0, 0.0], [4.90187046897843, 6.039674046160... \n", + "\n", + " cost \n", + "seed \n", + "0 100.151629 \n", + "2 18967.522925 \n", + "5 186.095369 \n", + "7 63.479684 \n", + "8 16899.906926 \n", + "... ... \n", + "5034 631.293022 \n", + "5035 126.366345 \n", + "5041 5970.65358 \n", + "5044 9580.39044 \n", + "5048 7912.705859 \n", + "\n", + "[2291 rows x 6 columns]" + ] + }, + "execution_count": 41, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "collected_data" + ] + }, + { + "cell_type": "code", + "execution_count": 42, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:29.149676Z", + "start_time": "2022-07-11T18:34:29.111848Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "'246.8 kB'" + ] + }, + "execution_count": 42, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "import humanize\n", + "import sys\n", + "\n", + "\n", + "def generate_image_maps(row, route_type: Literal[\"dot\", \"line\"]):\n", + " img = np.expand_dims(\n", + " np.asarray(\n", + " generate_image_from_map(\n", + " obstacles=row.obstacles,\n", + " destination=Point(row.destination_x, row.destination_y),\n", + " route=row.route,\n", + " route_type=route_type,\n", + " seed=row.name,\n", + " )\n", + " ),\n", + " axis=0,\n", + " )\n", + " img = img // 0xFF\n", + " return img\n", + "\n", + "\n", + "generated = collected_data.head().apply(generate_image_maps, axis=1, args=(\"dot\",))\n", + "humanize.naturalsize(generated.memory_usage(deep=True))" + ] + }, + { + "cell_type": "code", + "execution_count": 43, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:29.160218Z", + "start_time": "2022-07-11T18:34:29.154190Z" + } + }, + "outputs": [], + "source": [ + "if \"image\" in collected_data.columns:\n", + " del collected_data[\"image\"]" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:30.030972Z", + "start_time": "2022-07-11T18:34:29.164607Z" + } + }, + "outputs": [], + "source": [ + "DATA_WITH_IMG_PATH: Final[str] = \"data/collected_and_filtered.pickle\"\n", + "if os.path.exists(DATA_WITH_IMG_PATH) and not GENERATE_NEW:\n", + " collected_data = pd.read_pickle(DATA_WITH_IMG_PATH)\n", + "else:\n", + " collected_data.to_pickle(DATA_WITH_IMG_PATH)" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:35.027458Z", + "start_time": "2022-07-11T18:34:30.033852Z" + } + }, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { - "model_id": "c48fbc156301459ea6bd45ba18c0dbb2", + "model_id": "2714b97790dd4acabec798c503b007a1", "version_major": 2, "version_minor": 0 }, "text/plain": [ - " 0%| | 0/72 [00:00" + ] + }, + "execution_count": 51, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Source: https://www.tensorflow.org/tutorials/generative/pix2pix\n", + "def downsample(filters, size, apply_batchnorm=True):\n", + " initializer = tf.random_normal_initializer(mean=0.0, stddev=0.02)\n", + "\n", + " result = tf.keras.Sequential()\n", + " result.add(\n", + " tf.keras.layers.Conv2D(\n", + " filters,\n", + " size,\n", + " strides=2,\n", + " padding=\"same\",\n", + " kernel_initializer=initializer,\n", + " use_bias=False,\n", + " )\n", + " )\n", + "\n", + " if apply_batchnorm:\n", + " result.add(tf.keras.layers.BatchNormalization())\n", + "\n", + " result.add(tf.keras.layers.LeakyReLU())\n", + "\n", + " return result\n", + "\n", + "\n", + "downsample(64, 4)" + ] + }, + { + "cell_type": "code", + "execution_count": 52, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:35.859119Z", + "start_time": "2022-07-11T18:34:35.852272Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(128, 128, 3)" + ] + }, + "execution_count": 52, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "collected_routes[0].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 53, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:35.873070Z", + "start_time": "2022-07-11T18:34:35.862530Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([1, 128, 128, 3])" + ] + }, + "execution_count": 53, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "tf.expand_dims(collected_routes[0], 0).shape" + ] + }, + { + "cell_type": "code", + "execution_count": 54, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:35.948246Z", + "start_time": "2022-07-11T18:34:35.877228Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "(1, 64, 64, 3)\n" + ] + } + ], + "source": [ + "down_model = downsample(3, 4)\n", + "tf.cast(tf.expand_dims(collected_routes[1], 0), \"float16\", name=None)\n", + "\n", + "down_result = down_model(\n", + " tf.cast(tf.expand_dims(collected_routes[1], 0), \"float16\", name=None)\n", + ")\n", + "print(down_result.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 55, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:35.959098Z", + "start_time": "2022-07-11T18:34:35.953165Z" + } + }, + "outputs": [], + "source": [ + "# Source: https://www.tensorflow.org/tutorials/generative/pix2pix\n", + "def upsample(filters, size, apply_dropout=False):\n", + " initializer = tf.random_normal_initializer(0.0, 0.02)\n", + "\n", + " result = tf.keras.Sequential()\n", + " result.add(\n", + " tf.keras.layers.Conv2DTranspose(\n", + " filters,\n", + " size,\n", + " strides=2,\n", + " padding=\"same\",\n", + " kernel_initializer=initializer,\n", + " use_bias=False,\n", + " )\n", + " )\n", + "\n", + " result.add(tf.keras.layers.BatchNormalization())\n", + "\n", + " if apply_dropout:\n", + " result.add(tf.keras.layers.Dropout(0.5))\n", + "\n", + " result.add(tf.keras.layers.ReLU())\n", + "\n", + " return result" + ] + }, + { + "cell_type": "code", + "execution_count": 56, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:36.012492Z", + "start_time": "2022-07-11T18:34:35.963668Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "TensorShape([1, 128, 128, 3])" + ] + }, + "execution_count": 56, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "up_model = upsample(3, 4)\n", + "up_result = up_model(down_result)\n", + "up_result.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 57, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:36.888819Z", + "start_time": "2022-07-11T18:34:36.015415Z" + } + }, + "outputs": [ + { + "data": { + "image/png": "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\n", + "text/plain": [ + "" + ] + }, + "execution_count": 57, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "def Generator():\n", + " OUTPUT_CHANNELS: Final[int] = 1\n", + " inputs = tf.keras.layers.Input(shape=[IMG_SIZE, IMG_SIZE, 2])\n", + "\n", + " down_stack = [\n", + " downsample(64, 4, apply_batchnorm=False), # (batch_size, 64, 64, 128)\n", + " downsample(128, 4), # (batch_size, 8, 8, 512)\n", + " downsample(512, 4), # (batch_size, 4, 4, 512)\n", + " downsample(512, 4), # (batch_size, 2, 2, 512)\n", + " downsample(512, 4), # (batch_size, 1, 1, 512)\n", + " downsample(512, 4), # (batch_size, 1, 1, 512)\n", + " downsample(512, 4), # (batch_size, 1, 1, 512)\n", + " ]\n", + "\n", + " up_stack = [\n", + " upsample(512, 4, apply_dropout=True), # (batch_size, 4, 4, 1024)\n", + " upsample(512, 4, apply_dropout=True), # (batch_size, 4, 4, 1024)\n", + " upsample(512, 4, apply_dropout=True), # (batch_size, 4, 4, 1024)\n", + " upsample(512, 4), # (batch_size, 16, 16, 1024)\n", + " upsample(128, 4), # (batch_size, 32, 32, 512)\n", + " upsample(64, 4), # (batch_size, 64, 64, 256)\n", + " ]\n", + "\n", + " initializer = tf.random_normal_initializer(0.0, 0.02)\n", + " last = tf.keras.layers.Conv2DTranspose(\n", + " OUTPUT_CHANNELS,\n", + " 4,\n", + " strides=2,\n", + " padding=\"same\",\n", + " kernel_initializer=initializer,\n", + " activation=\"tanh\",\n", + " ) # (batch_size, 256, 256, 3)\n", + "\n", + " x = inputs\n", + "\n", + " # Downsampling through the model\n", + " skips = []\n", + " for down in down_stack:\n", + " x = down(x)\n", + " skips.append(x)\n", + "\n", + " skips = reversed(skips[:-1])\n", + "\n", + " # Upsampling and establishing the skip connections\n", + " for up, skip in zip(up_stack, skips):\n", + " x = up(x)\n", + " x = tf.keras.layers.Concatenate()([x, skip])\n", + "\n", + " x = last(x)\n", + "\n", + " return tf.keras.Model(inputs=inputs, outputs=x)\n", + "\n", + "\n", + "generator = Generator()\n", + "tf.keras.utils.plot_model(generator, show_shapes=True, dpi=64)" + ] + }, + { + "cell_type": "code", + "execution_count": 58, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:36.909543Z", + "start_time": "2022-07-11T18:34:36.893252Z" + } + }, + "outputs": [], + "source": [ + "generator.compile(\n", + " optimizer=tf.keras.optimizers.RMSprop(), # Optimizer\n", + " # Loss function to minimize\n", + " loss=\"binary_crossentropy\",\n", + " # tf.keras.losses.SparseCategoricalCrossentropy(),\n", + " # List of metrics to monitor\n", + " metrics=[\n", + " \"binary_crossentropy\",\n", + " \"mean_squared_error\",\n", + " \"mean_absolute_error\",\n", + " ], # root_mean_squared_error\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 59, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:36.922590Z", + "start_time": "2022-07-11T18:34:36.913165Z" + } + }, + "outputs": [ + { + "name": "stderr", + "output_type": "stream", + "text": [ + "2022-07-11 18:34:36.917085: I tensorflow/core/profiler/lib/profiler_session.cc:99] Profiler session initializing.\n", + "2022-07-11 18:34:36.917167: I tensorflow/core/profiler/lib/profiler_session.cc:114] Profiler session started.\n", + "2022-07-11 18:34:36.918650: I tensorflow/core/profiler/lib/profiler_session.cc:126] Profiler session tear down.\n" + ] + } + ], + "source": [ + "tqdm_callback = tfa.callbacks.TQDMProgressBar(\n", + " leave_epoch_progress=False, leave_overall_progress=True, show_epoch_progress=True\n", + ")\n", + "\n", + "early_stop = tf.keras.callbacks.EarlyStopping(\n", + " monitor=\"some metric\",\n", + " min_delta=0.0001,\n", + " patience=5,\n", + " verbose=0,\n", + " mode=\"auto\",\n", + " restore_best_weights=True,\n", + ")\n", + "\n", + "tf_board = tf.keras.callbacks.TensorBoard(\n", + " log_dir=\"./log_dir\",\n", + " histogram_freq=100,\n", + " write_graph=False,\n", + " write_images=False,\n", + " write_steps_per_second=True,\n", + " update_freq=\"epoch\",\n", + " profile_batch=(20, 40),\n", + " embeddings_freq=0,\n", + " embeddings_metadata=None,\n", + ")\n", + "\n", + "reduce_learing_rate = tf.keras.callbacks.ReduceLROnPlateau(\n", + " monitor=\"some metric\", factor=0.2, patience=5, min_lr=000.1, verbose=1\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 60, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:37.387799Z", + "start_time": "2022-07-11T18:34:36.925978Z" + } + }, + "outputs": [ + { + "data": { + "application/vnd.jupyter.widget-view+json": { + "model_id": "7d2ac0fb253a4cdb9912c39538f2b0d4", + "version_major": 2, + "version_minor": 0 + }, + "text/plain": [ + " 0%| | 0/3 [00:00\n File \"/usr/local/lib/python3.10/dist-packages/mapply/mapply.py\", line 231, in run_apply\n File \"/usr/local/lib/python3.10/dist-packages/pandas/core/frame.py\", line 8845, in apply\n return op.apply().__finalize__(self, method=\"apply\")\n File \"/usr/local/lib/python3.10/dist-packages/pandas/core/apply.py\", line 733, in apply\n return self.apply_standard()\n File \"/usr/local/lib/python3.10/dist-packages/pandas/core/apply.py\", line 857, in apply_standard\n results, res_index = self.apply_series_generator()\n File \"/usr/local/lib/python3.10/dist-packages/pandas/core/apply.py\", line 873, in apply_series_generator\n results[i] = self.f(v)\n File \"/tmp/ipykernel_21416/2110571306.py\", line 5, in generate_image_maps\n generate_image_from_map(\n File \"/tmp/ipykernel_21416/3792534904.py\", line 37, in generate_image_from_map\n img.putpixel(point, (0, 0, 0xFF))\n File \"/usr/local/lib/python3.10/dist-packages/PIL/Image.py\", line 1868, in putpixel\n return self.im.putpixel(xy, value)\nIndexError: image index out of range\n\"\"\"", - "\nThe above exception was the direct cause of the following exception:\n", - "\u001b[0;31mIndexError\u001b[0m Traceback (most recent call last)", - "Input \u001b[0;32mIn [30]\u001b[0m, in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[0;32m----> 1\u001b[0m collected_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mimage_points\u001b[39m\u001b[38;5;124m\"\u001b[39m], collected_data[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mimage_lines\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m \u001b[43mcollected_data\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmapply\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgenerate_image_maps\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maxis\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;241;43m1\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[1;32m 2\u001b[0m collected_data\n", - "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/mapply/mapply.py:110\u001b[0m, in \u001b[0;36mmapply\u001b[0;34m(df_or_series, func, axis, n_workers, chunk_size, max_chunks_per_worker, progressbar, args, **kwargs)\u001b[0m\n\u001b[1;32m 107\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m isseries:\n\u001b[1;32m 108\u001b[0m kwargs[\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124maxis\u001b[39m\u001b[38;5;124m\"\u001b[39m] \u001b[38;5;241m=\u001b[39m axis\n\u001b[0;32m--> 110\u001b[0m results \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mlist\u001b[39;49m\u001b[43m(\u001b[49m\n\u001b[1;32m 111\u001b[0m \u001b[43m \u001b[49m\u001b[43mmultiprocessing_imap\u001b[49m\u001b[43m(\u001b[49m\n\u001b[1;32m 112\u001b[0m \u001b[43m \u001b[49m\u001b[43mpartial\u001b[49m\u001b[43m(\u001b[49m\u001b[43mrun_apply\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mfunc\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[38;5;241;43m*\u001b[39;49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 113\u001b[0m \u001b[43m \u001b[49m\u001b[43mdfs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 114\u001b[0m \u001b[43m \u001b[49m\u001b[43mn_workers\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mn_workers\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 115\u001b[0m \u001b[43m \u001b[49m\u001b[43mprogressbar\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mprogressbar\u001b[49m\u001b[43m,\u001b[49m\n\u001b[1;32m 116\u001b[0m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 117\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[1;32m 119\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[1;32m 120\u001b[0m isseries\n\u001b[1;32m 121\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(results) \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m1\u001b[39m\n\u001b[1;32m 122\u001b[0m \u001b[38;5;129;01mor\u001b[39;00m \u001b[38;5;28mlen\u001b[39m(results[\u001b[38;5;241m0\u001b[39m]) \u001b[38;5;241m*\u001b[39m \u001b[38;5;28mlen\u001b[39m(results) \u001b[38;5;129;01min\u001b[39;00m df_or_series\u001b[38;5;241m.\u001b[39mshape\n\u001b[1;32m 123\u001b[0m ):\n\u001b[1;32m 124\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m concat(results, copy\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m)\n", - "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/mapply/parallel.py:105\u001b[0m, in \u001b[0;36mmultiprocessing_imap\u001b[0;34m(func, iterable, n_workers, progressbar, args, **kwargs)\u001b[0m\n\u001b[1;32m 102\u001b[0m stage \u001b[38;5;241m=\u001b[39m tqdm(stage, total\u001b[38;5;241m=\u001b[39mn_chunks)\n\u001b[1;32m 104\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m--> 105\u001b[0m \u001b[38;5;28;01myield from\u001b[39;00m stage\n\u001b[1;32m 106\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mException\u001b[39;00m, \u001b[38;5;167;01mKeyboardInterrupt\u001b[39;00m):\n\u001b[1;32m 107\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m pool:\n", - "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/tqdm/notebook.py:258\u001b[0m, in \u001b[0;36mtqdm_notebook.__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 256\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m 257\u001b[0m it \u001b[38;5;241m=\u001b[39m \u001b[38;5;28msuper\u001b[39m(tqdm_notebook, \u001b[38;5;28mself\u001b[39m)\u001b[38;5;241m.\u001b[39m\u001b[38;5;21m__iter__\u001b[39m()\n\u001b[0;32m--> 258\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m obj \u001b[38;5;129;01min\u001b[39;00m it:\n\u001b[1;32m 259\u001b[0m \u001b[38;5;66;03m# return super(tqdm...) will not catch exception\u001b[39;00m\n\u001b[1;32m 260\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m obj\n\u001b[1;32m 261\u001b[0m \u001b[38;5;66;03m# NB: except ... [ as ...] breaks IPython async KeyboardInterrupt\u001b[39;00m\n", - "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/tqdm/std.py:1195\u001b[0m, in \u001b[0;36mtqdm.__iter__\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 1192\u001b[0m time \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_time\n\u001b[1;32m 1194\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m-> 1195\u001b[0m \u001b[38;5;28;01mfor\u001b[39;00m obj \u001b[38;5;129;01min\u001b[39;00m iterable:\n\u001b[1;32m 1196\u001b[0m \u001b[38;5;28;01myield\u001b[39;00m obj\n\u001b[1;32m 1197\u001b[0m \u001b[38;5;66;03m# Update and possibly print the progressbar.\u001b[39;00m\n\u001b[1;32m 1198\u001b[0m \u001b[38;5;66;03m# Note: does not call self.update(1) for speed optimisation.\u001b[39;00m\n", - "File \u001b[0;32m/usr/local/lib/python3.10/dist-packages/multiprocess/pool.py:870\u001b[0m, in \u001b[0;36mIMapIterator.next\u001b[0;34m(self, timeout)\u001b[0m\n\u001b[1;32m 868\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m success:\n\u001b[1;32m 869\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m value\n\u001b[0;32m--> 870\u001b[0m \u001b[38;5;28;01mraise\u001b[39;00m value\n", - "\u001b[0;31mIndexError\u001b[0m: image index out of range" + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.figure(figsize=(17.5, 25))\n", + "np_array = np.flip(collected_routes[1, :, :, :], axis=0)\n", + "\n", + "for chanel in tqdm(range(3)):\n", + " plt.subplot(1, 4, chanel + 1)\n", + " plt.imshow(np_array[:, :, chanel], interpolation=\"nearest\")\n", + "plt.subplot(1, 4, 4)\n", + "plt.imshow(0x88 * np_array[:, :, 0] + 0xFF * np_array[:, :, 2], interpolation=\"nearest\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 61, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:37.398038Z", + "start_time": "2022-07-11T18:34:37.391964Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(2291, 128, 128, 2)" + ] + }, + "execution_count": 61, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "collected_routes[:, :, :, :2].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 62, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:37.769969Z", + "start_time": "2022-07-11T18:34:37.402840Z" + } + }, + "outputs": [], + "source": [ + "train_dataset = tf.data.Dataset.from_tensor_slices(\n", + " (collected_routes[:, :, :, :2], collected_routes[:, :, :, 2])\n", + ")\n", + "# test_dataset = tf.data.Dataset.from_tensor_slices((test_examples, test_labels))" + ] + }, + { + "cell_type": "code", + "execution_count": 63, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:37.780494Z", + "start_time": "2022-07-11T18:34:37.772901Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 63, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "train_dataset" + ] + }, + { + "cell_type": "code", + "execution_count": 64, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:37.789908Z", + "start_time": "2022-07-11T18:34:37.784588Z" + } + }, + "outputs": [], + "source": [ + "BATCH_SIZE = 64\n", + "SHUFFLE_BUFFER_SIZE = 100\n", + "# train_dataset = train_dataset.shuffle(SHUFFLE_BUFFER_SIZE).batch(BATCH_SIZE)" + ] + }, + { + "cell_type": "code", + "execution_count": 65, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T18:34:37.800259Z", + "start_time": "2022-07-11T18:34:37.794044Z" + } + }, + "outputs": [], + "source": [ + "train_dataset = train_dataset.batch(BATCH_SIZE)" + ] + }, + { + "cell_type": "code", + "execution_count": 66, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T20:34:10.831132Z", + "start_time": "2022-07-11T18:34:37.804670Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Epoch 1/20\n", + "36/36 [==============================] - 375s 10s/step - loss: 0.0132 - binary_crossentropy: 0.0132 - mean_squared_error: 0.1258 - mean_absolute_error: 0.2735\n", + "Epoch 2/20\n", + "36/36 [==============================] - 375s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1279 - mean_absolute_error: 0.2783\n", + "Epoch 3/20\n", + "36/36 [==============================] - 369s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1281 - mean_absolute_error: 0.2795\n", + "Epoch 4/20\n", + "36/36 [==============================] - 362s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1284 - mean_absolute_error: 0.2806\n", + "Epoch 5/20\n", + "36/36 [==============================] - 359s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1290 - mean_absolute_error: 0.2822\n", + "Epoch 6/20\n", + "36/36 [==============================] - 354s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1293 - mean_absolute_error: 0.2830\n", + "Epoch 7/20\n", + "36/36 [==============================] - 357s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1305 - mean_absolute_error: 0.2850\n", + "Epoch 8/20\n", + "36/36 [==============================] - 354s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1318 - mean_absolute_error: 0.2873\n", + "Epoch 9/20\n", + "36/36 [==============================] - 354s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1318 - mean_absolute_error: 0.2873\n", + "Epoch 10/20\n", + "36/36 [==============================] - 354s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1318 - mean_absolute_error: 0.2873\n", + "Epoch 11/20\n", + "36/36 [==============================] - 356s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1395 - mean_absolute_error: 0.3011\n", + "Epoch 12/20\n", + "36/36 [==============================] - 357s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3044\n", + "Epoch 13/20\n", + "36/36 [==============================] - 353s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3044\n", + "Epoch 14/20\n", + "36/36 [==============================] - 354s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3045\n", + "Epoch 15/20\n", + "36/36 [==============================] - 357s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3044\n", + "Epoch 16/20\n", + "36/36 [==============================] - 357s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3044\n", + "Epoch 17/20\n", + "36/36 [==============================] - 355s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3044\n", + "Epoch 18/20\n", + "36/36 [==============================] - 355s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3045\n", + "Epoch 19/20\n", + "36/36 [==============================] - 355s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3044\n", + "Epoch 20/20\n", + "36/36 [==============================] - 362s 10s/step - loss: 0.0070 - binary_crossentropy: 0.0070 - mean_squared_error: 0.1414 - mean_absolute_error: 0.3044\n" ] } ], "source": [ - "collected_data[\"image_points\"], collected_data[\"image_lines\"] = collected_data.mapply(\n", - " generate_image_maps, axis=1\n", - ")\n", - "collected_data" + "history = generator.fit(\n", + " train_dataset,\n", + " epochs=20,\n", + " batch_size=128,\n", + " use_multiprocessing=True,\n", + " # callbacks=[tqdm_callback, early_stop, tf_board], validation_split=0.20, shuffle=True,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 69, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T20:35:09.893719Z", + "start_time": "2022-07-11T20:35:09.785795Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 69, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.plot(history.history[\"loss\"])" + ] + }, + { + "cell_type": "code", + "execution_count": 74, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T20:36:41.233512Z", + "start_time": "2022-07-11T20:36:41.228150Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(1, 128, 128, 2)" + ] + }, + "execution_count": 74, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "collected_routes[0:1, :, :, :2].shape" + ] + }, + { + "cell_type": "code", + "execution_count": 81, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T20:40:42.106870Z", + "start_time": "2022-07-11T20:38:39.288499Z" + } + }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "72/72 [==============================] - 122s 2s/step\n" + ] + } + ], + "source": [ + "predicted = generator.predict(\n", + " collected_routes[:, :, :, :2],\n", + " batch_size=None,\n", + " verbose=\"auto\",\n", + " steps=None,\n", + " callbacks=None,\n", + " max_queue_size=10,\n", + " workers=1,\n", + " use_multiprocessing=False,\n", + ")" + ] + }, + { + "cell_type": "code", + "execution_count": 83, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T20:40:42.284261Z", + "start_time": "2022-07-11T20:40:42.275481Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "(2291, 128, 128, 1)" + ] + }, + "execution_count": 83, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "predicted.shape" + ] + }, + { + "cell_type": "code", + "execution_count": 84, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T20:40:42.419205Z", + "start_time": "2022-07-11T20:40:42.290807Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 84, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(predicted[0, :, :, 0], interpolation=\"nearest\")" + ] + }, + { + "cell_type": "code", + "execution_count": 82, + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T20:40:42.270774Z", + "start_time": "2022-07-11T20:40:42.111264Z" + } + }, + "outputs": [ + { + "data": { + "text/plain": [ + "" + ] + }, + "execution_count": 82, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": "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\n", + "text/plain": [ + "
" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "plt.imshow(collected_routes[0, :, :, 0], interpolation=\"nearest\")" ] }, { "cell_type": "code", "execution_count": null, "metadata": { - "pycharm": { - "is_executing": true, - "name": "#%%\n" + "ExecuteTime": { + "end_time": "2022-07-11T20:34:11.274201Z", + "start_time": "2022-07-11T20:34:11.274188Z" } }, "outputs": [], "source": [ - "DATA_WITH_IMG_PATH: Final[str] = \"data/collectedWithImage.pickle\"\n", - "\n", - "\n", - "def generate_image_maps(row):\n", - " return generate_image_from_map(\n", - " obstacles=row.obstacles,\n", - " destination=Point(row.destination_x, row.destination_y),\n", - " route=row.route,\n", - " )\n", - "\n", - "\n", - "if os.path.exists(DATA_WITH_IMG_PATH):\n", - " collected_data = pd.read_pickle(DATA_WITH_IMG_PATH)\n", - "else:\n", - " (\n", - " collected_data[\"image_points\"],\n", - " collected_data[\"image_lines\"],\n", - " ) = collected_data.mapply(generate_image_maps, axis=1)\n", - " del collected_data[\"image\"]\n", - " collected_data.to_pickle(DATA_WITH_IMG_PATH)" + "# tf.keras.utils.plot_model(generator)" ] }, { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], + "cell_type": "raw", + "metadata": { + "ExecuteTime": { + "end_time": "2022-07-11T16:47:19.020872Z", + "start_time": "2022-07-11T16:47:17.607427Z" + } + }, "source": [ - "# pd.Series([1,2,3,4,5,6]).apply()" + "!pip install pydot pydotplus graphviz" ] }, { @@ -2171,53 +3444,6 @@ "source": [ "Ich würde auch zu 1. tendieren, stimme Ihnen aber zu, dass das Thema sehr umfangreich ist. Könnte man sich nicht einen Teilbereich herauspicken? Ich verstehe nicht viel vom Segeln, daher lassen Sie mich kurz zusammenfassen, was Sie vorhaben: - Sie generieren Trainingsdaten mit dem existierenden aber langsamen GD Algorithmus. Ich nehme an, es handelt sich um lokale Routen in einem relativ kleinen Kartenausschnitt. Lässt es die Laufzeit zu, dass Sie eine große Menge an Routen berechnen. - Sie haben dann eine Karte und als Ausgabe eine Liste der Wendepunkte - Warum wollen Sie daraus eine Heatmap berechnen? Diesen Schritt habe ich noch nicht verstanden - Wenn Sie aus einer Karte eine Heatmap trainieren wollen und dafür genügend Beispiele haben, könnnten GANs hilfreich sein: https://arxiv.org/abs/1611.07004 Ich würde Ihnen raten, das Problem möglichst so zu reduzieren, dass es im Rahmen des Moduls noch handhabbar bleibt. Alles Weitere kann man sich auch für spätere Arbeiten aufbewahren. Das 2. Thema ist auch ok. Aber vielleicht nicht ganz so spannend. Ich überlasse Ihnen die Entscheidung. Freundliche Grüße Heiner Giefers" ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "import matplotlib\n", - "import numpy as np\n", - "import matplotlib.pyplot as plt" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "xs = np.linspace(-1, 1)\n", - "plt.subplot(2, 2, 1)\n", - "plt.plot(xs, np.sin(xs))\n", - "plt.subplot(2, 2, 2)\n", - "plt.plot(xs, np.cos(xs))\n", - "plt.subplot(2, 2, 3)\n", - "plt.plot(xs, np.tan(xs))\n", - "plt.subplot(2, 2, 4)\n", - "plt.show()" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "f, ax = plt.subplots(figsize=(5, 5))" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "metadata": {}, - "outputs": [], - "source": [ - "# better next time\n", - "Min distance zwischen ziel und hindernis einfügen" - ] } ], "metadata": { @@ -2237,6 +3463,19 @@ "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.10.4" + }, + "toc": { + "base_numbering": 1, + "nav_menu": {}, + "number_sections": true, + "sideBar": true, + "skip_h1_title": false, + "title_cell": "Table of Contents", + "title_sidebar": "Contents", + "toc_cell": false, + "toc_position": {}, + "toc_section_display": true, + "toc_window_display": false } }, "nbformat": 4, diff --git a/pyrate b/pyrate index d44f308..814b6dd 160000 --- a/pyrate +++ b/pyrate @@ -1 +1 @@ -Subproject commit d44f308f9f1e65b158c0d504c65fcb33ffc523ab +Subproject commit 814b6dd028e67ceb55ac6babac2344f7c1f7c01a