{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Demo Pos Hujan \n", "\n", "_Notebook_ ini akan mendemonstrasikan penggunaan module `hidrokit.prepkit` dan menunjukkan potensi penggunaan _python_ saat melakukan analisis hidrologi (atau data analisis). _Notebook_ ini diharapkan memberi bayangan apa yang bisa dilakukan oleh _python_ dan _jupyter notebook_. " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Tentang `hidrokit.prepkit`\n", "\n", "`prepkit` merupakan module bagian dari hidrokit yang berisikan fungsi pengolahaan data mentah menjadi data yang siap di analisis (_data munging_). Saat ini `prepkit` dibuat dengan dasar berpikir mengolah data hidrologi berupa curah hujan, debit (AWLR), dll. Sehingga, penggunaan `prepkit` sekarang hanya dibatasi dengan tujuan penggunaan pengolahan data hidrologi. Akan tetapi, Anda bisa mengembangkan `prepkit` lebih lanjut untuk menyesuaikan kebutuhan Anda.\n", "\n", "\n", "## Penggunaan\n", "\n", "Saat ini penggunaan _script_ ini __tidak langsung pakai__, setidaknya pengguna __harus__ terbiasa dengan penggunaan _python_, serta memahami penggunaan `pandas` dan sifat `dataframe`. Berbeda dengan _software_ yang biasa digunakan, dengan dokumentasi terbatas, pengguna diharapkan mampu mengevaluasi kode yang telah dikembangkan. Akan tetapi, diharapkan kedepannya lebih mudah dievaluasi, praktis digunakan, dan teruji. \n", "\n", "----\n", "\n", "__Catatan__: data `../testdata/` tidak tersedia dalam github terkait legalitas penyebaran data informasi." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Aksi `prepkit`\n", "\n", "----\n", "\n", "**Contoh dalam _notebook_ ini hanya untuk file excel, dengan _single sheet_, dan nama file menunjukkan tahun dan nama stasiun. (Penggunaan untuk _multi sheet_, _multi file_ akan dibahas di _notebook_ berikutnya).**\n", "\n", "**Data yang digunakan hanya sebagai contoh**" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Import Library\n", "\n", "Melakukan import library yang akan digunakan:\n", "- `numpy` : library utama dalam penggunaan pandas\n", "- `pandas` : library untuk pengelolaan data\n", "- `matplotlib.pyplot` : library utama dalam penggunaan plot\n", "- `pathlib` : built-in library untuk navigasi sistem\n", "- `prepkit` : module `hidrokit` untuk persiapan pengelolaan data\n", "- `viewkit` : module `hidrokit` untuk penampilan data" ] }, { "cell_type": "code", "execution_count": 1, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:20.024234Z", "start_time": "2018-10-19T12:12:00.836379Z" } }, "outputs": [], "source": [ "# INITIALIZATION, importing library\n", "import numpy as np\n", "import pandas as pd\n", "import matplotlib.pyplot as plt\n", "import pathlib\n", "from hidrokit import prepkit, viewkit\n", "import seaborn as sns\n", "%matplotlib inline" ] }, { "cell_type": "code", "execution_count": 2, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:20.244110Z", "start_time": "2018-10-19T12:12:20.027228Z" } }, "outputs": [], "source": [ "## USE THIS CODE FOR DEVELOPMENT ONLY\n", "# %load_ext autoreload\n", "# %autoreload 2\n", "# %aimport hidrokit" ] }, { "cell_type": "code", "execution_count": 3, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:20.445972Z", "start_time": "2018-10-19T12:12:20.246095Z" } }, "outputs": [], "source": [ "## Temporary View Functions\n", "def viewp(df, fmt='en'):\n", " return viewkit.in_pivot(df, col=df.columns[0], month_fmt=fmt)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Menentukan dokumen\n", "\n", "Contoh dokumen berupa _single file_ dan _single sheet_. Berikut gambar isi excelnya:\n", "\n", "![_Screenshot_ Excel](./img/contohxls01.png)\n", "\n", "Nama format dokumen ini saya sebut `phderi` singkatan `poshujan-deri` (Karena data excelnya saya dapat dari deri). Saat ini, format tersebut merupakan format _default_.\n", "\n", "Kode dibawah ini mendemokan bagaimana memperoleh tabel hujan dalam excel tanpa perlu membuka file tersebut (karena membuka excel hanya untuk memperoleh data hujan itu cukup merepotkan).\n", "\n", "`prepkit.get_rawdf(dokumen)`, fungsi melakukan pengambilan data mentah (_raw_) dalam bentuk `dataframe` (df) `pandas`." ] }, { "cell_type": "code", "execution_count": 4, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:21.342132Z", "start_time": "2018-10-19T12:12:20.449970Z" } }, "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", " \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", " \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", " \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", "
123456789101112
1-70.319.3-17.3--48--8045.5
23021.50.80.0710.6106.5-1.8--0.20.8
3-95.2-0.4-----6.558.3
4-21.9---------40
55.2--1519.8-----39.58.7
6-51.6-8.516.2-----6.3-
74.3---25.51031.58.2--525
8--31.9-----2-363
99.516.826.419.830.21.2----63.231.8
10-75.3--------89.448.5
11--4862.5167.4-9.315--81NaN
12-39--59--2.33.5-19.553
13--92.5----110.8--2341.8
1428.7-----22--0.39.3
15--18.4-8.31-----50.2
1629.4-----35.2---30.516.5
17-27.5-41.316.5-16---4241.8
1821.5-23.5---58.777.3-6.5--
19---1015.9-----3.89
209.7-80.3---13.29.8---7.3
21--7511.411--40.2-1.818-
22-8102-32.5--15---38.5
23---7---23.7--23.714.8
2415.4--24--14.2-----
25-4.55.2--5.5-5--17.50.3
26---18.3-6-4----
27-9.44.59.517.7170.5--14-0.9-
28-18.67.8---2.5-219-30.4-
29--193520-17.8-4-102.5-
3028.5NaN3.678.418.6----12.5--
310.8NaN-NaN-NaN--NaN-NaN56.56
\n", "
" ], "text/plain": [ " 1 2 3 4 5 6 7 8 9 10 11 12\n", "1 - 70.3 19.3 - 17.3 - - 48 - - 80 45.5\n", "2 30 21.5 0.8 0.07 10.6 106.5 - 1.8 - - 0.2 0.8\n", "3 - 9 5.2 - 0.4 - - - - - 6.5 58.3\n", "4 - 21.9 - - - - - - - - - 40\n", "5 5.2 - - 15 19.8 - - - - - 39.5 8.7\n", "6 - 51.6 - 8.5 16.2 - - - - - 6.3 -\n", "7 4.3 - - - 25.5 10 31.5 8.2 - - 5 25\n", "8 - - 31.9 - - - - - 2 - 36 3\n", "9 9.5 16.8 26.4 19.8 30.2 1.2 - - - - 63.2 31.8\n", "10 - 75.3 - - - - - - - - 89.4 48.5\n", "11 - - 48 62.5 167.4 - 9.3 15 - - 81 NaN\n", "12 - 39 - - 59 - - 2.3 3.5 - 19.5 53\n", "13 - - 92.5 - - - - 110.8 - - 23 41.8\n", "14 28.7 - - - - - 2 2 - - 0.3 9.3\n", "15 - - 18.4 - 8.3 1 - - - - - 50.2\n", "16 29.4 - - - - - 35.2 - - - 30.5 16.5\n", "17 - 27.5 - 41.3 16.5 - 16 - - - 42 41.8\n", "18 21.5 - 23.5 - - - 58.7 77.3 - 6.5 - -\n", "19 - - - 10 15.9 - - - - - 3.8 9\n", "20 9.7 - 80.3 - - - 13.2 9.8 - - - 7.3\n", "21 - - 75 11.4 11 - - 40.2 - 1.8 18 -\n", "22 - 8 102 - 32.5 - - 15 - - - 38.5\n", "23 - - - 7 - - - 23.7 - - 23.7 14.8\n", "24 15.4 - - 24 - - 14.2 - - - - -\n", "25 - 4.5 5.2 - - 5.5 - 5 - - 17.5 0.3\n", "26 - - - 18.3 - 6 - 4 - - - -\n", "27 - 9.4 4.5 9.5 17.7 170.5 - - 14 - 0.9 -\n", "28 - 18.6 7.8 - - - 2.5 - 219 - 30.4 -\n", "29 - - 19 35 20 - 17.8 - 4 - 102.5 -\n", "30 28.5 NaN 3.6 78.4 18.6 - - - - 12.5 - -\n", "31 0.8 NaN - NaN - NaN - - NaN - NaN 56.56" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dokumen = '../testdata/xls/fmderi/PHTANJUNGBARU/2016 HUJAN TANJUNG BARU.xls'\n", "rawph = prepkit.get_rawdf(dokumen)\n", "rawph.index = [i for i in range(1,32)]\n", "rawph.columns = [i for i in range(1,13)]\n", "rawph" ] }, { "cell_type": "markdown", "metadata": { "ExecuteTime": { "end_time": "2018-10-12T05:38:08.307311Z", "start_time": "2018-10-12T05:38:08.087444Z" } }, "source": [ "### Contoh format lain\n", "\n", "Format pengambilan data berikut mengacu pada `'pdderi'` (untuk singkatan `'pos duga-deri'`). Untuk melakukan pengambilan spesifik, bisa menggunakaan argumen `format=nama_format`. Berikut _screenshot_ excelnya:\n", "\n", "![_screenshot_ pos duga](./img/contohxls02.png)" ] }, { "cell_type": "code", "execution_count": 5, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:21.919641Z", "start_time": "2018-10-19T12:12:21.345129Z" } }, "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", " \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", " \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", " \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", "
123456789101112
10.440.40.431.160.740.630.640.550.640.920.790.81
20.450.170.460.720.570.590.590.5910.860.770.8
30.560.1110.30.680.580.590.570.60.840.870.791.11
40.280.1110.270.650.630.790.540.510.850.831.061.13
50.20.90.380.770.660.660.530.521.071.10.851.01
60.190.110.31.061.10.590.550.480.830.860.870.94
70.2220.360.240.990.770.570.540.431.091.161.270.93
80.40.550.220.840.750.950.540.480.880.861.490.84
90.450.410.860.80.650.670.530.510.740.751.450.81
100.480.751.050.920.830.590.810.560.70.750.90.87
110.50.360.90.791.010.690.640.640.860.660.820.77
120.680.250.620.850.770.670.630.920.720.690.860.71
130.440.180.590.761.11.170.60.830.680.640.870.72
140.480.150.340.680.770.670.590.420.630.731.070.73
150.540.110.510.610.831.050.760.810.620.630.920.72
160.380.90.40.590.80.760.650.70.610.610.780.64
170.490.250.380.580.70.921.050.650.670.591.150.63
180.340.140.570.571.280.771.10.770.640.571.050.64
190.580.260.290.60.610.710.771.460.840.570.890.63
200.580.410.250.640.580.660.680.670.780.530.990.8
210.380.190.210.590.670.60.660.70.690.620.890.71
220.230.160.40.620.710.550.610.680.771.280.930.76
230.170.130.350.591.050.520.610.691.030.850.950.79
240.170.140.230.840.690.50.60.650.780.880.970.79
250.190.360.190.820.640.60.590.850.730.850.970.8
260.130.220.380.70.61.150.590.70.70.850.810.71
270.10.210.590.640.590.780.570.6510.870.760.85
280.10.50.770.780.750.640.7262.50.80.810.740.78
290.10.530.810.720.940.610.610.610.720.810.710.73
300.11NaN0.671.680.760.770.60.650.70.820.820.69
310.11NaN0.62NaN0.68NaN0.560.7NaN0.78NaN0.69
\n", "
" ], "text/plain": [ " 1 2 3 4 5 6 7 8 9 10 11 12\n", "1 0.44 0.4 0.43 1.16 0.74 0.63 0.64 0.55 0.64 0.92 0.79 0.81\n", "2 0.45 0.17 0.46 0.72 0.57 0.59 0.59 0.59 1 0.86 0.77 0.8\n", "3 0.56 0.111 0.3 0.68 0.58 0.59 0.57 0.6 0.84 0.87 0.79 1.11\n", "4 0.28 0.111 0.27 0.65 0.63 0.79 0.54 0.51 0.85 0.83 1.06 1.13\n", "5 0.2 0.9 0.38 0.77 0.66 0.66 0.53 0.52 1.07 1.1 0.85 1.01\n", "6 0.19 0.11 0.3 1.06 1.1 0.59 0.55 0.48 0.83 0.86 0.87 0.94\n", "7 0.222 0.36 0.24 0.99 0.77 0.57 0.54 0.43 1.09 1.16 1.27 0.93\n", "8 0.4 0.55 0.22 0.84 0.75 0.95 0.54 0.48 0.88 0.86 1.49 0.84\n", "9 0.45 0.41 0.86 0.8 0.65 0.67 0.53 0.51 0.74 0.75 1.45 0.81\n", "10 0.48 0.75 1.05 0.92 0.83 0.59 0.81 0.56 0.7 0.75 0.9 0.87\n", "11 0.5 0.36 0.9 0.79 1.01 0.69 0.64 0.64 0.86 0.66 0.82 0.77\n", "12 0.68 0.25 0.62 0.85 0.77 0.67 0.63 0.92 0.72 0.69 0.86 0.71\n", "13 0.44 0.18 0.59 0.76 1.1 1.17 0.6 0.83 0.68 0.64 0.87 0.72\n", "14 0.48 0.15 0.34 0.68 0.77 0.67 0.59 0.42 0.63 0.73 1.07 0.73\n", "15 0.54 0.11 0.51 0.61 0.83 1.05 0.76 0.81 0.62 0.63 0.92 0.72\n", "16 0.38 0.9 0.4 0.59 0.8 0.76 0.65 0.7 0.61 0.61 0.78 0.64\n", "17 0.49 0.25 0.38 0.58 0.7 0.92 1.05 0.65 0.67 0.59 1.15 0.63\n", "18 0.34 0.14 0.57 0.57 1.28 0.77 1.1 0.77 0.64 0.57 1.05 0.64\n", "19 0.58 0.26 0.29 0.6 0.61 0.71 0.77 1.46 0.84 0.57 0.89 0.63\n", "20 0.58 0.41 0.25 0.64 0.58 0.66 0.68 0.67 0.78 0.53 0.99 0.8\n", "21 0.38 0.19 0.21 0.59 0.67 0.6 0.66 0.7 0.69 0.62 0.89 0.71\n", "22 0.23 0.16 0.4 0.62 0.71 0.55 0.61 0.68 0.77 1.28 0.93 0.76\n", "23 0.17 0.13 0.35 0.59 1.05 0.52 0.61 0.69 1.03 0.85 0.95 0.79\n", "24 0.17 0.14 0.23 0.84 0.69 0.5 0.6 0.65 0.78 0.88 0.97 0.79\n", "25 0.19 0.36 0.19 0.82 0.64 0.6 0.59 0.85 0.73 0.85 0.97 0.8\n", "26 0.13 0.22 0.38 0.7 0.6 1.15 0.59 0.7 0.7 0.85 0.81 0.71\n", "27 0.1 0.21 0.59 0.64 0.59 0.78 0.57 0.65 1 0.87 0.76 0.85\n", "28 0.1 0.5 0.77 0.78 0.75 0.64 0.72 62.5 0.8 0.81 0.74 0.78\n", "29 0.1 0.53 0.81 0.72 0.94 0.61 0.61 0.61 0.72 0.81 0.71 0.73\n", "30 0.11 NaN 0.67 1.68 0.76 0.77 0.6 0.65 0.7 0.82 0.82 0.69\n", "31 0.11 NaN 0.62 NaN 0.68 NaN 0.56 0.7 NaN 0.78 NaN 0.69" ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "dokumenpd = '../testdata/xls/fmderi/PDAPALAKBERUNG/2016 PALAKBENGKERUNG.xls'\n", "rawxlpd = prepkit.get_rawdf(dokumenpd, format='pdderi')\n", "rawxlpd.index = [i for i in range(1,32)]\n", "rawxlpd" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Ubah dalam bentuk kolom\n", "\n", "Tabel yang kita peroleh biasanya hanya cocok untuk laporan dan bukan untuk penggunaan analisis, sehingga tabel tersebut harus diubah dalam bentuk kolom dengan indexnya berupa tipe seri-waktu. \n", "\n", "Dalam `prepkit` sudah disiapkan fungsi `tf_rawdf()` untuk mengubah tabel tersebut dalam bentuk kolom tunggal. \n", "Fungsi `tf_rawdf` memiliki 1 argumen posisi, dan 2 opsional yaitu `dataframe` mentah yang diperoleh dari `get_rawdf` (argumen posisi), `year` yang menunjukkan tahun datanya, `name` untuk nama stasiun (argumen opsional)." ] }, { "cell_type": "code", "execution_count": 6, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:22.130514Z", "start_time": "2018-10-19T12:12:21.922640Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 366 entries, 2016-01-01 to 2016-12-31\n", "Data columns (total 1 columns):\n", "TANJUNGBARU 365 non-null object\n", "dtypes: object(1)\n", "memory usage: 5.7+ KB\n" ] } ], "source": [ "dokumen = pathlib.Path(dokumen) # Mengubah menjadi object pathlib\n", "tahun = int(dokumen.stem.split()[0])\n", "nama = ''.join(dokumen.stem.split()[-2:])\n", "phdf = prepkit.tf_rawdf(rawph, year=tahun, name=nama)\n", "phdf.info()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:22.502305Z", "start_time": "2018-10-19T12:12:22.133511Z" }, "scrolled": true }, "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", "
TANJUNGBARU
date
2016-01-01-
2016-01-0230
2016-01-03-
2016-01-04-
2016-01-055.2
2016-01-06-
2016-01-074.3
2016-01-08-
2016-01-099.5
2016-01-10-
\n", "
" ], "text/plain": [ " TANJUNGBARU\n", "date \n", "2016-01-01 -\n", "2016-01-02 30\n", "2016-01-03 -\n", "2016-01-04 -\n", "2016-01-05 5.2\n", "2016-01-06 -\n", "2016-01-07 4.3\n", "2016-01-08 -\n", "2016-01-09 9.5\n", "2016-01-10 -" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phdf.head(10)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Eksplorasi Data\n", "\n", "Karena `phdf` merupakan `dataframe` maka berbagai rekayasa `pandas` dapat dilakukan, seperti:\n", "\n", "- `phdf['20161001':'20161231']` : mengambil data dari bulan Oktober sampai akhir Desember. (Disarankan menggunakan `.loc` atau `.iloc`)\n", "- `phdf.describe()` : memunculkan informasi statistik \n", "- `phdf[phdf == '-'] = 100` : mengubah data yang memenuhi kondisi `== '-'` ke nilai `100`\n", "- `phdf['TANJUNGBARU'] = pd.to_numeric(phdf['TANJUNGBARU'])` : mengubah ke tipe data numerik\n", "\n", "Penggunaan `viewkit` akan dibahas lebih lanjut, untuk sementara `viewkit.in_pivot()` mengubah `dataframe` kolom tunggal menjadi bentuk tabel yang biasanya ada di laporan." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Ubah ke Tabel Numerik\n", "\n", "Karena data yang diperoleh dari excel tidak otomatis terubah menjadi tipe data numerik (karena isian `-` dan kosong), maka perlu diubah tipe data `object` menjadi numerik `float64`. Berikut langkah yang akan dilakukan:\n", "1. Mengubah isian `-` menjadi `0`.\n", "2. Memeriksa apakah ada data kosong (data tak terukur/diragukan).\n", "3. Mengisi data kosong tersebut dengan metode yang digunakan. Untuk contoh ini, digunakan metode `ffill` (_forward fill_) yang nilainya diperoleh dari data hari sebelumnya.\n", "4. Pastikan kolom dalam bentuk tipe data numerik dengan melakukan metode `.info()`." ] }, { "cell_type": "code", "execution_count": 8, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:22.690192Z", "start_time": "2018-10-19T12:12:22.505306Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "TANJUNGBARU 211\n", "dtype: int64\n" ] } ], "source": [ "# Mengecek jumlah data '-'\n", "print((phdf == '-').sum())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maka dapat dinyatakan bahwa pada tahun ini terjadi hujan sebanyak 211 hari. Diubah isian `-` menjadi `0.0`, dan menggunakan metode `infer_objects()` untuk mengubah data tersebut otomatis menjadi numerik. " ] }, { "cell_type": "code", "execution_count": 9, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:22.927046Z", "start_time": "2018-10-19T12:12:22.694189Z" } }, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "DatetimeIndex: 366 entries, 2016-01-01 to 2016-12-31\n", "Data columns (total 1 columns):\n", "TANJUNGBARU 365 non-null float64\n", "dtypes: float64(1)\n", "memory usage: 5.7 KB\n" ] } ], "source": [ "phdf[phdf == '-'] = 0.\n", "phdf = phdf.infer_objects()\n", "phdf.info()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Cek apakah ada data yang kosong (diragukan/tidak diisi/bukan `-`) dengan menggunakan metode `.isnull` atau `.isna`." ] }, { "cell_type": "code", "execution_count": 10, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:23.136918Z", "start_time": "2018-10-19T12:12:22.931045Z" } }, "outputs": [ { "data": { "text/plain": [ "True" ] }, "execution_count": 10, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phdf.isna().values.any()" ] }, { "cell_type": "code", "execution_count": 11, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:23.359784Z", "start_time": "2018-10-19T12:12:23.139917Z" } }, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
TANJUNGBARU
date
2016-12-11NaN
\n", "
" ], "text/plain": [ " TANJUNGBARU\n", "date \n", "2016-12-11 NaN" ] }, "execution_count": 11, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phdf[phdf['TANJUNGBARU'].isnull()]" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Maka, diketahui bahwa pada tanggal 11 Desember 2016, data tidak tercatat. Data tersebut akan diisi dengan cara `ffill` dari metode `.fillna`." ] }, { "cell_type": "code", "execution_count": 12, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:23.648658Z", "start_time": "2018-10-19T12:12:23.363781Z" } }, "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", "
date2016-12-05 00:00:002016-12-06 00:00:002016-12-07 00:00:002016-12-08 00:00:002016-12-09 00:00:002016-12-10 00:00:002016-12-11 00:00:002016-12-12 00:00:002016-12-13 00:00:002016-12-14 00:00:002016-12-15 00:00:00
TANJUNGBARU8.70.025.03.031.848.5NaN53.041.89.350.2
\n", "
" ], "text/plain": [ "date 2016-12-05 2016-12-06 2016-12-07 2016-12-08 2016-12-09 \\\n", "TANJUNGBARU 8.7 0.0 25.0 3.0 31.8 \n", "\n", "date 2016-12-10 2016-12-11 2016-12-12 2016-12-13 2016-12-14 \\\n", "TANJUNGBARU 48.5 NaN 53.0 41.8 9.3 \n", "\n", "date 2016-12-15 \n", "TANJUNGBARU 50.2 " ] }, "execution_count": 12, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phdf.loc['20161205':'20161215'].T" ] }, { "cell_type": "code", "execution_count": 13, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:23.946477Z", "start_time": "2018-10-19T12:12:23.651656Z" } }, "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", "
date2016-12-05 00:00:002016-12-06 00:00:002016-12-07 00:00:002016-12-08 00:00:002016-12-09 00:00:002016-12-10 00:00:002016-12-11 00:00:002016-12-12 00:00:002016-12-13 00:00:002016-12-14 00:00:002016-12-15 00:00:00
TANJUNGBARU8.70.025.03.031.848.548.553.041.89.350.2
\n", "
" ], "text/plain": [ "date 2016-12-05 2016-12-06 2016-12-07 2016-12-08 2016-12-09 \\\n", "TANJUNGBARU 8.7 0.0 25.0 3.0 31.8 \n", "\n", "date 2016-12-10 2016-12-11 2016-12-12 2016-12-13 2016-12-14 \\\n", "TANJUNGBARU 48.5 48.5 53.0 41.8 9.3 \n", "\n", "date 2016-12-15 \n", "TANJUNGBARU 50.2 " ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phdf.fillna(method='ffill', inplace=True)\n", "phdf.loc['20161205':'20161215'].T" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Setelah data kosong tersebut diisi, dilakukan pengecekan kembali. \n", "\n", "__Catatan__: Pengisian data kosong tersebut bisa dikembangkan lebih lanjut kembali dengan menggunakan metode pengisian data hilang hidrologi, semisal data rata-rata hujan pada bulan tersebut, rata-rata stasiun lain pada DAS yang sama, dll." ] }, { "cell_type": "code", "execution_count": 14, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:24.198323Z", "start_time": "2018-10-19T12:12:23.951473Z" } }, "outputs": [ { "data": { "text/plain": [ "False" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phdf.isna().values.any()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Mengambil data pada periode tertentu\n", "\n", "Dengan index yang telah bertipe data `pd.TimeStamp`, maka melakukan pengambilan dengan periode tertentu akan lebih mudah juga. Format tanggal ditulis `YYYYMMDD` (terdapat juga format penulisan yang diterima oleh `pandas`, lihat dokumentasinya untuk lebih lanjut).\n", "\n", "Catatan: Abaikan penggunaan `viewp` (fungsi yang dideklarasikan di awal notebook). Penggunaan `viewp` hanya sebatas menampilkan data berbentuk kolom tunggal menjadi tabel yang biasa ditampilkan dalam laporan. __`viewp` tidak mengubah data__." ] }, { "cell_type": "code", "execution_count": 15, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:24.446184Z", "start_time": "2018-10-19T12:12:24.201321Z" }, "scrolled": false }, "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", " \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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
monthJanFebMarAprMayJunJulAugSepOctNovDec
day
10.070.319.30.0017.30.00.048.00.00.080.045.5
230.021.50.80.0710.6106.50.01.80.00.00.20.8
30.09.05.20.000.40.00.00.00.00.06.558.3
40.021.90.00.000.00.00.00.00.00.00.040.0
55.20.00.015.0019.80.00.00.00.00.039.58.7
60.051.60.08.5016.20.00.00.00.00.06.30.0
74.30.00.00.0025.510.031.58.20.00.05.025.0
80.00.031.90.000.00.00.00.02.00.036.03.0
99.516.826.419.8030.21.20.00.00.00.063.231.8
100.075.30.00.000.00.00.00.00.00.089.448.5
110.00.048.062.50167.40.09.315.00.00.081.048.5
120.039.00.00.0059.00.00.02.33.50.019.553.0
130.00.092.50.000.00.00.0110.80.00.023.041.8
1428.70.00.00.000.00.02.02.00.00.00.39.3
150.00.018.40.008.31.00.00.00.00.00.050.2
\n", "
" ], "text/plain": [ "month Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov \\\n", "day \n", "1 0.0 70.3 19.3 0.00 17.3 0.0 0.0 48.0 0.0 0.0 80.0 \n", "2 30.0 21.5 0.8 0.07 10.6 106.5 0.0 1.8 0.0 0.0 0.2 \n", "3 0.0 9.0 5.2 0.00 0.4 0.0 0.0 0.0 0.0 0.0 6.5 \n", "4 0.0 21.9 0.0 0.00 0.0 0.0 0.0 0.0 0.0 0.0 0.0 \n", "5 5.2 0.0 0.0 15.00 19.8 0.0 0.0 0.0 0.0 0.0 39.5 \n", "6 0.0 51.6 0.0 8.50 16.2 0.0 0.0 0.0 0.0 0.0 6.3 \n", "7 4.3 0.0 0.0 0.00 25.5 10.0 31.5 8.2 0.0 0.0 5.0 \n", "8 0.0 0.0 31.9 0.00 0.0 0.0 0.0 0.0 2.0 0.0 36.0 \n", "9 9.5 16.8 26.4 19.80 30.2 1.2 0.0 0.0 0.0 0.0 63.2 \n", "10 0.0 75.3 0.0 0.00 0.0 0.0 0.0 0.0 0.0 0.0 89.4 \n", "11 0.0 0.0 48.0 62.50 167.4 0.0 9.3 15.0 0.0 0.0 81.0 \n", "12 0.0 39.0 0.0 0.00 59.0 0.0 0.0 2.3 3.5 0.0 19.5 \n", "13 0.0 0.0 92.5 0.00 0.0 0.0 0.0 110.8 0.0 0.0 23.0 \n", "14 28.7 0.0 0.0 0.00 0.0 0.0 2.0 2.0 0.0 0.0 0.3 \n", "15 0.0 0.0 18.4 0.00 8.3 1.0 0.0 0.0 0.0 0.0 0.0 \n", "\n", "month Dec \n", "day \n", "1 45.5 \n", "2 0.8 \n", "3 58.3 \n", "4 40.0 \n", "5 8.7 \n", "6 0.0 \n", "7 25.0 \n", "8 3.0 \n", "9 31.8 \n", "10 48.5 \n", "11 48.5 \n", "12 53.0 \n", "13 41.8 \n", "14 9.3 \n", "15 50.2 " ] }, "execution_count": 15, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Jika ditampilkan dalam bentuk kolom, maka akan menghabiskan tempat. viewp() digunakan untuk mengatasi masalah tersebut.\n", "viewp(phdf).head(15)" ] }, { "cell_type": "code", "execution_count": 16, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:22:32.991505Z", "start_time": "2018-10-19T12:22:32.462546Z" }, "scrolled": false }, "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", " \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", "
monthOctNovDec
day
1NaN80.045.5
2NaN0.20.8
3NaN6.558.3
4NaN0.040.0
5NaN39.58.7
6NaN6.30.0
7NaN5.025.0
8NaN36.03.0
9NaN63.231.8
100.089.448.5
110.081.048.5
120.019.553.0
130.023.041.8
140.00.3NaN
150.00.0NaN
160.030.5NaN
170.042.0NaN
186.50.0NaN
190.03.8NaN
200.00.0NaN
211.818.0NaN
220.00.0NaN
230.023.7NaN
240.00.0NaN
250.017.5NaN
260.00.0NaN
270.00.9NaN
280.030.4NaN
290.0102.5NaN
3012.50.0NaN
310.0NaNNaN
\n", "
" ], "text/plain": [ "month Oct Nov Dec\n", "day \n", "1 NaN 80.0 45.5\n", "2 NaN 0.2 0.8\n", "3 NaN 6.5 58.3\n", "4 NaN 0.0 40.0\n", "5 NaN 39.5 8.7\n", "6 NaN 6.3 0.0\n", "7 NaN 5.0 25.0\n", "8 NaN 36.0 3.0\n", "9 NaN 63.2 31.8\n", "10 0.0 89.4 48.5\n", "11 0.0 81.0 48.5\n", "12 0.0 19.5 53.0\n", "13 0.0 23.0 41.8\n", "14 0.0 0.3 NaN\n", "15 0.0 0.0 NaN\n", "16 0.0 30.5 NaN\n", "17 0.0 42.0 NaN\n", "18 6.5 0.0 NaN\n", "19 0.0 3.8 NaN\n", "20 0.0 0.0 NaN\n", "21 1.8 18.0 NaN\n", "22 0.0 0.0 NaN\n", "23 0.0 23.7 NaN\n", "24 0.0 0.0 NaN\n", "25 0.0 17.5 NaN\n", "26 0.0 0.0 NaN\n", "27 0.0 0.9 NaN\n", "28 0.0 30.4 NaN\n", "29 0.0 102.5 NaN\n", "30 12.5 0.0 NaN\n", "31 0.0 NaN NaN" ] }, "execution_count": 16, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Mengambil data dari periode 10 oktober 2016 sampai 13 Desember 2016. \n", "viewp(phdf['20161010':'20161213'])" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Menampilkan data statistik dengan `.describe`" ] }, { "cell_type": "code", "execution_count": 17, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:22:37.971858Z", "start_time": "2018-10-19T12:22:37.584094Z" } }, "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", "
TANJUNGBARU
count366.000000
mean12.140246
std26.038050
min0.000000
25%0.000000
50%0.000000
75%14.650000
max219.000000
\n", "
" ], "text/plain": [ " TANJUNGBARU\n", "count 366.000000\n", "mean 12.140246\n", "std 26.038050\n", "min 0.000000\n", "25% 0.000000\n", "50% 0.000000\n", "75% 14.650000\n", "max 219.000000" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "phdf.describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Dari perintah menghasilkan informasi statistik berupa jumlah data dalam dataframe, rata-rata, standar deviasi, nilai minimum dan maksimum, kuartial bawah dan atas, dan median. Fungsi `describe` juga dapat digunakan untuk melihat statistik untuk setiap bulannya dengan bantuan `viewp`. " ] }, { "cell_type": "code", "execution_count": 18, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:22:38.651649Z", "start_time": "2018-10-19T12:22:37.978854Z" } }, "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", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
monthJanFebMarAprMayJunJulAugSepOctNovDec
count31.00000029.00000031.00000030.00000031.00000030.00000031.00000031.00000030.00000031.00000030.00000031.000000
mean5.90322612.87586218.17419411.35900015.70645210.0233336.46451611.7129038.0833330.67096823.97333320.940645
std10.40821721.18609129.76891019.54842731.25983535.99194113.44984625.26362039.9262432.50189230.46218621.693582
min0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.000000
25%0.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0000000.0500000.000000
50%0.0000000.0000003.6000000.0000008.3000000.0000000.0000000.0000000.0000000.00000012.0000009.300000
75%7.35000018.60000021.40000014.10000018.1500000.0000005.9000009.0000000.0000000.00000034.62500041.800000
max30.00000075.300000102.00000078.400000167.400000170.50000058.700000110.800000219.00000012.500000102.50000058.300000
\n", "
" ], "text/plain": [ "month Jan Feb Mar Apr May Jun \\\n", "count 31.000000 29.000000 31.000000 30.000000 31.000000 30.000000 \n", "mean 5.903226 12.875862 18.174194 11.359000 15.706452 10.023333 \n", "std 10.408217 21.186091 29.768910 19.548427 31.259835 35.991941 \n", "min 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "50% 0.000000 0.000000 3.600000 0.000000 8.300000 0.000000 \n", "75% 7.350000 18.600000 21.400000 14.100000 18.150000 0.000000 \n", "max 30.000000 75.300000 102.000000 78.400000 167.400000 170.500000 \n", "\n", "month Jul Aug Sep Oct Nov Dec \n", "count 31.000000 31.000000 30.000000 31.000000 30.000000 31.000000 \n", "mean 6.464516 11.712903 8.083333 0.670968 23.973333 20.940645 \n", "std 13.449846 25.263620 39.926243 2.501892 30.462186 21.693582 \n", "min 0.000000 0.000000 0.000000 0.000000 0.000000 0.000000 \n", "25% 0.000000 0.000000 0.000000 0.000000 0.050000 0.000000 \n", "50% 0.000000 0.000000 0.000000 0.000000 12.000000 9.300000 \n", "75% 5.900000 9.000000 0.000000 0.000000 34.625000 41.800000 \n", "max 58.700000 110.800000 219.000000 12.500000 102.500000 58.300000 " ] }, "execution_count": 18, "metadata": {}, "output_type": "execute_result" } ], "source": [ "viewp(phdf).describe()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### _Plotting_ distribusi untuk setiap bulan" ] }, { "cell_type": "code", "execution_count": 19, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:25:41.443504Z", "start_time": "2018-10-19T12:25:37.654344Z" } }, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Miniconda3\\envs\\testhidrokit\\lib\\site-packages\\scipy\\stats\\stats.py:1713: FutureWarning: Using a non-tuple sequence for multidimensional indexing is deprecated; use `arr[tuple(seq)]` instead of `arr[seq]`. In the future this will be interpreted as an array index, `arr[np.array(seq)]`, which will result either in an error or a different result.\n", " return np.add.reduce(sorted[indexer] * weights, axis=axis) / sumval\n" ] }, { "data": { "text/plain": [ "" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phdf_month = phdf.assign(month=phdf.index.month)\n", "g = sns.FacetGrid(phdf_month[phdf_month['month'] <= 4], col='month')\n", "g.map(sns.distplot, 'TANJUNGBARU')\n", "\n", "g = sns.FacetGrid(\n", " phdf_month[(phdf_month['month'] > 4) & (phdf_month['month'] <= 8)],\n", " col='month')\n", "g.map(sns.distplot, 'TANJUNGBARU')\n", "\n", "g = sns.FacetGrid(phdf_month[(phdf_month['month'] > 8)], col='month')\n", "g.map(sns.distplot, 'TANJUNGBARU')\n", "\n", "### Abaikan peringatan dibawah, hal tersebut tidak mempengaruhi hasil perhitungan/plotting.\n", "### Gunakan paket warnings untuk menghilangkan peringatan tersebut." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "## Plotting" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting dengan periode seluruh yang ada di `dataframe`" ] }, { "cell_type": "code", "execution_count": 20, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:26.429098Z", "start_time": "2018-10-19T12:12:25.288679Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAAXoAAAEVCAYAAADuAi4fAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJztvXmcHVWZ//957r29ZemQfWNJCCBChAARRFFxmRlURmDUQRwFdBzU0VEcZxRFf+OGOn5VxGV0BGTRIWyCAmJYgywBQhKSQDaydZLO1p3upPe71vn9UXWqTtWtqrvVrXu687xfr371vVV1T52qOvXUU5/znOeQEAIMwzDM2CXR6AowDMMw9YUNPcMwzBiHDT3DMMwYhw09wzDMGIcNPcMwzBiHDT3DMMwYhw09wzDMGIcNPcMwzBiHDT3DMMwYJ9XoCgDAtGnTxLx58xpdDYZhmFHFqlWrDgohppfaTgtDP2/ePKxcubLR1WAYhhlVENHOcrZj6YZhGGaMw4aeYRhmjMOGnmEYZoyjhUbvRy6XQ2dnJ9LpdKOrwpRJa2srjj76aDQ1NTW6KgzDKGhr6Ds7OzFx4kTMmzcPRNTo6jAlEEKgp6cHnZ2dmD9/fqOrwzCMgrbSTTqdxtSpU9nIjxKICFOnTuU3MIbREG0NPQA28qMMvl5HLobBM9XpjNaGnmEY/Vmxoxen/NdSHBrKNroqTABs6APo6enBokWLsGjRIsyaNQtz5861v2ezWdx///0gImzatMn+TUdHB4gIP//5z+1ln/vc53DrrbcCAK688krce++9AMxBYgcPHrS3e+qpp3DhhRcCAG699VYkEgmsW7fOXr9w4UJ0dHQAAAYHB/GZz3wGCxYswBlnnIGzzjoLN954o12HtrY2LFq0CKeffjre/OY3Y/Pmza5j+8IXvoC5c+fCMAx72a233orp06dj0aJFOPnkk3H99dfb69R6SyZMmFDxOWXGJnsODyOdM9A7zIZeV9jQBzB16lSsWbMGa9aswac//Wl88YtftL83NzdjyZIlOO+883DnnXe6fjdjxgzccMMNyGZra/RHH300rrvuOt91n/zkJzF58mRs2bIFL7/8MpYuXYre3l57/YIFC7BmzRqsXbsWV1xxBb73ve/Z6wzDwP33349jjjkGTz/9tKvcSy+9FGvWrMFzzz2H6667Drt3767pGJgjAyHc/xn90DbqRuVbD67Hhr39kZZ5ypx2/Nffn1rVbwcHB/Hcc89h2bJleP/7349vfvOb9rrp06fjLW95C2677Tb8y7/8S9X1u/DCC/H0009j8+bNeN3rXmcv37ZtG1asWIE77rgDiUTC3udXvvIV33L6+/sxefJk+/uyZcuwcOFCXHrppViyZAnOP//8ot9MnToVJ5xwAvbt24djjjmm6mNgjgwcA8+WXlfYo6+CP/7xj7jgggtw0kknYcqUKVi9erVr/TXXXIMf//jHKBQKVe8jkUjgy1/+sssbB4D169fj9NNPt428H9u2bcOiRYuwYMEC/OQnP8G///u/2+uWLFmCyy67DJdccgkeeugh5HK5ot/v2rUL6XQap512WtX1Z44cpHlnj15fRoVHX63nXS+WLFmCq6++GgDw4Q9/GEuWLMGZZ55pr58/fz7OPvts3HHHHYFl+EWoeJd95CMfwXXXXYcdO3YElnPdddfhnnvuQVdXF/bu3QvAkW4A4K677sJVV12FpUuXIpvN4uGHH8b111+PiRMn4pxzzsGjjz6K973vffa2y5Ytw+bNm3HjjTeitbW17LoyRy6GZeHZzuvLqDD0OtHT04Mnn3wSr776KogIhUIBRIQf/vCHru2+9rWv4YMf/CDe9ra3+ZYzdepUHDp0CNOmTQMA9Pb22p8lqVQKX/rSl/Df//3f9rJTTjkFa9euhWEYSCQSuPbaa3HttdcGdo6+//3vx8c//nEAwNKlS9HX14c3vOENAIDh4WGMGzfONvSXXnopfvGLX+D555/H+973PrznPe/BrFmz7LpK/OrKHMGwRq89LN1UyL333ovLL78cO3fuREdHB3bv3o358+fj2WefdW138skn45RTTsFDDz3kW87555+P3/3udwCAQqGA3//+93jHO95RtN2VV16Jxx9/HN3d3QCAE044AYsXL8bXv/51WxpKp9MQAXfZs88+iwULFgAw30RuuukmdHR0oKOjAzt27MCjjz6K4eFh12/OPfdcfOxjH8MNN9xg1/Wuu+6yO5hvvfVW37oyRyYCwvWf0Q829BWyZMkSXHLJJa5lH/jAB3xlmmuvvRadnZ3293w+j5aWFgDAN77xDWzduhWnn346zjjjDJxwwgn46Ec/WlRGc3MzPv/5z6Orq8tedtNNN6GnpwcnnHACzjrrLLz73e92ef1Soz/99NPxta99DTfddBOGh4fxyCOP2N47AIwfPx7nnXceHnzwwaL9fuUrX8Ett9yCgYEBXHjhhXjrW9+Ks846C4sWLcJzzz3n2h9zZCN9DCVal9EMCvIE42Tx4sXCO/HIxo0b8frXv75BNYoewzDwxje+EbfffjtOPVWvPocoGWvXjSnNkhW78NX7XsGfP38eTp0zqdHVOaIgolVCiMWltmOPPgb27t2LhQsX4k1vetOYNvLMkQnH0esPd8bGwJw5c7Bhw4ZGV4Nh6gJr8/qjtUevg6zElA9fryMTgz167dHW0Le2tqKnp4eNxyhB5qOXsffMEYTgqBvd0Va6Ofroo9HZ2WmHFTL6I2eYYo4seGSs/pQ09ER0DIDbAcwCYAD4jRDiBiKaAuAuAPMAdAD4RyHEITKHTN4A4L0AhgFcKYRY7Vd2GE1NTTxTEcOMAuzO2MZWgwmhHOkmD+BLQojXA3gTgM8S0SkArgHwhBDiRABPWN8B4D0ATrT+rgLwq8hrzTCMNkh5lWVWfSlp6IUQ+6RHLoQYALARwFwAFwG4zdrsNgAXW58vAnC7MHkBwFFENDvymjMMowXC85/Rj4o6Y4loHoAzALwIYKYQYh9gPgwAzLA2mwtATWTeaS3zlnUVEa0kopWswzPM6MWJumFTrytlG3oimgDgDwCuFkKEJYf3S2tY1AKEEL8RQiwWQiyePn16udVgGEYzHOmmwRVhAinL0BNRE0wj/39CiPusxQekJGP9l8lYOgGos1UcDWBvNNVlGEZX2M7rS0lDb0XR3AxgoxDiJ8qqBwBcYX2+AsCflOWXk8mbAPRJiYdhmLEHp0DQn3Li6N8C4GMAXiGiNdayrwH4AYC7ieifAewC8CFr3cMwQyu3wgyv/HikNWYYRivsNMVs6bWlpKEXQjwLf90dAN7ls70A8Nka68UwzCiB4+j1R9sUCAzDjA44143+sKFnGKYmeIYp/WFDzzBMTQgeMaU9bOgZhokEtvP6woaeYZiakNE2Bov02sKGnmGYmuA4ev1hQ88wTE2wRK8/bOgZhqkJg9MUaw8beoZhaoIHTOkPG3qGYWpCFH1gdIMNPcMwtcGTg2sPG3qGYWqCJwfXHzb0DMPUBIdX6g8beoZhasKOumlwPZhg2NAzDFMT0sDzyFh9YUPPMExNsHSjP2zoGYapCcFjY7WHDT3DMLXBHr32sKFnGKYm2J/XHzb0DKPQcXAIh4ezja7GqELYuW4aXBEmEDb0DKNw5S0r8Isntza6GqMKe85Y9um1hQ09wygMZvIYyuYbXY1RBUfd6A8beiZ2/rCqU1t5xBCAYTS6FqMLZ3JwRlfY0DOxsrVrEF+6Zy2uvmtNo6viixCCJYgKcTx6Pm+6woaeiZV0rgAAONCfaXBN/DEESxDVwudNX9jQM7GSIAKgr/cnhLA7F5nyEJymWHvY0DOxYtl5bRGCDValGNwZqz1s6JmGoKtRENC3brpid8byedMWNvRMrOjv0QttZSVd4Tlj9YcNPdMQdJVHDMEGq1KcGab4zOkKG3omVgh6u/QC3BlbKezR6w8beiZWpHSjq/NnhldqWjltYUuvO2zomViR/ry2sxFxHH3FyJHEuspxDBt6JmZ074w1eGRsxXDUjf6woWcagq42gcMrK4c1ev1hQ8/Eiu5G1BwZq3klNYMnB9efkoaeiH5LRF1E9Kqy7JtEtIeI1lh/71XWfZWIthLRZiL6u3pVnBmd2BEtmtoEznVTOZymWH/K8ehvBXCBz/LrhRCLrL+HAYCITgHwYQCnWr/5HyJKRlVZZvQj9VwdvT8nZwtTCZymWH9KGnohxNMAesss7yIAdwohMkKIHQC2Aji7hvoxYwwN7bsNp9utEmfEVEOrwQRTi0b/OSJaZ0k7k61lcwHsVrbptJYVQURXEdFKIlrZ3d1dQzWY0YShsdfM9qo6dL6mjEm1hv5XABYAWARgH4AfW8v9gud8r78Q4jdCiMVCiMXTp0+vshrMaENnIyoNlo6yks7wA1J/qjL0QogDQoiCEMIAcCMceaYTwDHKpkcD2FtbFZmxhM4ddxwmWB0seelPVYaeiGYrXy8BICNyHgDwYSJqIaL5AE4EsKK2KjJjCafjTj+jYEsQ+lVNazQPpGIApEptQERLAJwPYBoRdQL4LwDnE9EimNe2A8CnAEAIsZ6I7gawAUAewGeFEIX6VJ0ZjYyGSSpYuqkMwQ9I7Slp6IUQl/ksvjlk++sAXFdLpZixi85GQcc6jQbYo9cfHhnLxIrOxoA7Y6vDeXjzedMVNvRMrOhsDDh6pDp07mBnTNjQM7GiszHgztjqcKKV+MTpCht6Jlaczlj9jIKsEks3lcFpivWHDT0TK8LWwRtcER8410118PgD/WFDz8SKzsZAcPhIVXDfhv6woWdixcmLop9V4Kib6hAaX1PGhA09Ey8a2wJ26KuDo270hw09Eys6j4zlztjq4LOlP2zomVjReZIKnUft6gwPmNIfNvRMrGjt0Xv+M+XhzBnb0GowIbChZ2JFaBzaYrBnWhWs0esPG3omVnS2BWywqsN5dPOJ0xU29Eys6KyDc3hldeh8TRkTNvRMrOg8ipI9+urQ+ZoyJmzomVjROdeNRN+a6Ykt2Wh8TY902NAzsaJzPhnujK0O9uj1hw09Eys6GwOWbqqDz5v+sKFnYkXnjjud8/DojM4TvjMmbOiZWNHRwEt44E916DwIjjFhQ8/Eis6dsTyUv0rsHEGNrQYTDBt6Jlb0znXj/s+UB0s3+sOGnokV2+vT0CYYHD1SFRpntWAs2NAzsaJzeKUz96mOtdMXtvP6w4aeYSwEa81VwX0b+sOGnokVnQclcXhldfCcsfrDhp6JFZ1HUdoevdHYeow2uG9Df9jQM7Gic8y1jnUaFWg8CI4xYUPPxIrQWB7RvTN2W/cgNu7rb3Q1iuB89PrDhp6JFZ1NgaF5Z+wP/rIJ3/jjq42uRhE8/kB/2NAzsaJzrhud3zYAIJ0rIJPXrwNB9zchhg09EzNad8bK/zpWDma9dJz9SudrypiwoWdiJcqRsS919GLFjt7aC7KQHqmu0k3BEChoWDmdO9gZEzb0TKxEmRflx49uxvWPvVZzORLHUOlpsQwhtDSmukteDJBqdAWYI4soHdJ8QYAougJ174zVVbqRaFy1Ix429Ey8RNgZawgBAtVekIXuQ/kNIbQ09KzR609J6YaIfktEXUT0qrJsChE9RkRbrP+TreVERD8joq1EtI6Izqxn5Rk3L+86hA179YuzVonSGBgRe7i6j/DUVrpBdA9vHfjWg+vxwV8tb3Q1IqUcjf5WABd4ll0D4AkhxIkAnrC+A8B7AJxo/V0F4FfRVJMph0v+Zzne+7NnGl2NUAwjuuyVQohIZRZpsAxNtZuoH2xRoXvfRqXc8lwHVu481OhqREpJQy+EeBqAN7ThIgC3WZ9vA3Cxsvx2YfICgKOIaHZUlWVGP04IY+1GwRDRyiy6SxCGEChoaOiNCOU4pj5UG3UzUwixDwCs/zOs5XMB7Fa267SWFUFEVxHRSiJa2d3dXWU1mNFGlPJI1OGGuo/wNITQMuGa7uMPmOjDK/16xnwvvxDiN0KIxUKIxdOnT4+4GoyuRDky1qiTdKNtZ6yhad3sh7eGdWMAVG/oD0hJxvrfZS3vBHCMst3RAPZWXz2GCUZELN2Mhs5YHbsPZJV0rBtjUq2hfwDAFdbnKwD8SVl+uRV98yYAfVLiYRgg6iiZaMMNnZGxelosXePodc5fxJiUjKMnoiUAzgcwjYg6AfwXgB8AuJuI/hnALgAfsjZ/GMB7AWwFMAzg43WoM+ODjkPj/YjSGBhCROp+jwqNXsO6cZpi/Slp6IUQlwWsepfPtgLAZ2utFFM5WQ2zGvoRpaEyhH+nULU46Rn0pKD5gCltTxzDuW5GE7t7h3Hhz59B71C2aF06V2hAjSonSq8vaulGRrRo2eEJfaUbZ65dRlfY0I8iNu0fwKt7+rGzZ6hoXTo/Sgx9xNJNtFE31n9NLZYZXqlf5RzJS7+6MSZs6EcRht1ZWLwunRsd0k2kUTJGtB6u7p2xuqZAkOhSNSEEMqPE8YkLNvSjCOnN+Rmi0dKw1arXavSj9nC1D6+M+MEWFbpF3Xz/L5vwuq8vHTUBCnHAhn4UYafR9WnAo8WjV6te630YfRSKXgbLi/5RN3qwZMUuAED3QKbBNdEHNvSjCJnnxC/fyWjsjK3VO61X9kpAT71Z11w3umn0k8c1AwD29Y00uCb6wIZ+FBH2ijxaDL3bo6/NMESevVL4f9aFqJO4RYVuSc0mjzcN/f6+dINrog9s6EcRUnP00x4zoySOXrUGtRqG6D366N426kHUD7ao0G3A1ORxTQCAfWzobXiGqVGEM9XdaJZuHGo1pgVDgCIcMSUCPuuC7vnodalaW1MSALC/nw29hD36UURo1I3VGZuIcqhoHVDrXmtURNRRNyLCt416IMMr9ZNv9JJupNNTq0ev45iFamFDP4qw4+h9VBo5YKopqfclVY1BrfeRafRqK8NbnkRHz7lgP+gbXBEPzoQtelRMRqDtr7EzVsc2UC16WwXGRVDUzVObu/D//Wk9AKA5pfcljTKyJfLslZoYqiDkoepmgBoxoviW53Zga9eg7zrp9PT4pAqpBN0eqLWgt1VgXNjSjacF/uAvm+zPLQ029D2D4bHL7vDK2vYVdbih+qakmS0FoI6M1qtycee6MQyBbz24AQ+s9Z/qQnr0UUiDYwU29KMIpzPWvfyEGRPszxRl72SFPLbhAM767uNYvvVg8EYRyiPmSNGainARZUdxPfCGMWbzBvqGcw2skUncnbEF4e/wSDKWRs+G3oEN/SjCDq/0NMB5U8fbnxvZUfdShzmH/Lo9fYHbuEIYI7gRo51hSumMjazU6PBGXf32uR1478+eaWCNTJxrEM9ZC7oPJOnIDH1NP9cKNvQRsHb3YRwerk0PLAfHo3O3wIQSatPI/B7ScIdF/kTZGRt5SgDNO2OdpGvm9+6BDLpLSGVxELdGb5Tw6NPWmJI8e/Q2bOgj4KJfPodL//eFuu9HNjyvMVcbfCO9ELlrCpkOJMqRsYaI9sHm8ug1vMe9A+YKhiZpi2PuJA4bOAhE6NHrcG4jgg19jUgva/OBgbrvK0ijl6+wbz1xWkO9ELnrsG6CqHLdqDdhVPKNCPyiB3Z2TaVTVofcN/EKN06nud+xCyFsQ58v1DZafAzZeTb0tRJnY7DjqH08+pZUAifNnNhQL0Qa7rAO4ajyybjTFVRfTnCZet3lwud4C4YeA6jiTlMc1hmbKwjX+akUoXEbqAU29DWS9xu9VCeCJsYoGALJBCGZoMZKN6IcjT4ij74OerrrIRRJidHhd7xBUl7cxJ3HP6wzVsbQJxNU1duO6zyPIZeeDX0ZLH11H95zwzO+Fz7Om6wQ8MpqCCBBBKLGeiHyVCTCPHrlcy3nrh7et1qKbt6c3/GWij6JC3tS9Zjq4Rx/8Top24xvTlbVvtTfjCE7z0nNyuHqu9YgnTOQyRtoa0661tXas18JQa+shhBIkGlgG6rRo7RHH5Xk4oreieilSudcN34dxdLQxfhS6Uvc5ypIwgScnE8TWlIYyOQrLltn+a4W2KMvAxlF4uc5FQrxNQZveJ1dByndUGOlG3vfZWv01Ve2UA+P3iXd6HWTq8bcyXmji0dv/Y9Low+TbqRH35KCEJXLL6pH32hJLErY0JeB9FD9evFj9egDwsoKwjT0iQZLN3bUTcg2UU0lWA/PS+fwylDpptEGydbo45VuwqbUHN9iihWV3p/q9rq1gVpgQ18GMook5+O9x3mTBeWjNwxhafTU0CgMud/wLAzRGGihPHOjugRRRQTVA3/pRg9D72j08eyvnM7Y8S1J17bl4h6TolkjqAE29GUg7ZZfo4kz6iYoqZUadWOuj61KLmS1wl6X3SNjI+qMjeiA3SkQ9LrJ/aJudDH0Tnx/XPsLPm6nM9b06CuVtdTtGy2JRQkb+jKQHmrOT7qJUaN3Jh5xLy8I06OXElOjPBG537DXZbeBrn5f9dDoVRqthnjxjaMPePDHTVDYb72wO6F9NXqnMxaovA+tHgPxdIANfRlI6cbPgDUi6sYvBUIyQXY9q/XwsnkDn7xtJTbvr26UbzkDVeri0ddFutHrJi/4SAqGJh698PyvN2FvMtKjH2dJN5W+ceeN6NuVDrChL4Owztg4bzJpe7xGqCDgkm6qtVFdA2k8vvEAVu08VGX9ShueqAY61cMo690Zq3z2aNQNN/QxW3pHwixel8m7O2MrPTccdXMEE9YZG6dG73gy7uVmZyxqlm6c8qs7JrnXsLecqCYeqYtHr37W7B4PSoFgftejsnH1a4TG0VudseOaqou64Tj6IxjZGetn1GWji2O+j6CpBGVnrByRWm0nUr5GKaAcjz4qT1zdRVSdZlF1xqZzBTy7JWTylSrQNQVCIwaZBd0HgDNgqtqoGw6vPIKRRjxMo49jXicneZRXupGdsZZ0U+VLhvSQqu13kC88oR69Uvda+jdcYXARGTp3/0H15Xz9j6/ioze/GDinaTWExdHrMHYCiE+jD3MovNJNxR69R7p5+rVuzLvmz9jeHd21bARs6MvA7oxtcBx9UCeUYTgDpoDqb/xaPXrZhxEm/agl12Kg66Gnu73T6gt9zUpZPVTFEPwg/I7XTtfbwBQIRkTnrBLCom5s6aa5Oo/eG8310DpzXtoXd/RWU9WS/HLZVjwXNvVmRLChL4PQkbEFKd3U36d3Bky5l9sjYxO1STeFGj16GX4aHl7pfK7Jo4+oU1clKo/eSddcY4XUMl0DxPTpjBUBn+tJWNRNJm+gOZlAUzIRuE05ZQNmG2htMh8YMponan76+Gt4lg29HshcNzmfRmNr9DHUwwh4VS8YbummUR697KwOi11Wvb6osldGp9Gr36ovU1YnLItnpRg+50076SamajjhpcXr0rkCWlIJOwKt0mAJtU0KIRRDX5/Xprwh0BSWBTAi2NCXQXiuG3NZHJ2xQTk+DOHujK32hqt1pKX06MMMr7qqFo8+KpnFVSbUMqsvpx4Otl+UkRadseo5i2mfYSkQMnkDLU0JpBLVjSnxhle2phJWuf4effdABn3DuYr2ITEMc+KYZKL+ZrimPRBRBxG9QkRriGiltWwKET1GRFus/5OjqWrjKCfXTdg8qVEhd1+Uj96AK7yy2hu/VkMvZazQqBuoN1L1XlKhzrluaimzHlq1Wh9vZ2Qjh+o3YpBZmGSVyRloSSVtGbO28EqgpYRH/8brHsffXP/XivYhkXVLJUeHR/8OIcQiIcRi6/s1AJ4QQpwI4Anr+5hANqzN+wfwlh88iZ7BjNOQYvTovfeTN+qmeummtMYeRrYMjV6I8CimcqnLxCMRhVfanaURGr7QOHpNBvbEJt2ESFaZvCndVO/RO5/d0k2xRz9odbZ3DWQq2oezL7NuyVEq3VwE4Dbr820ALq7DPmJFvllJQ7itexB7Do9g7+F0QzT6wKibGkfG1jpgSp6fMI3eEAJNieo6yrzl2J+jmnhE/RxBZ2yU6TH8Op91SGrWiERwpTpjW5qStvGsPI7eaUymA+WU6+XVPX3254ODGfznPWsr6rTNWftKjQJDLwA8SkSriOgqa9lMIcQ+ALD+z/D7IRFdRUQriWhld3d3jdWoL3ZnrGXApBadM4xYc90EZq8U7vDKqqWXgJG35ZLLlzZwQgBNyeBw1XKJKmeOSlRvCfKXURpgVzSIR7Jp7IAp/8/1JKxvIpM3LI++OmfC8EiC8vcZjwHPFwzc9dJu+/tLO3pxz6rOivJESYcoDo++1qkE3yKE2EtEMwA8RkSbyv2hEOI3AH4DAIsXL9bj3TMAb2es6lEUYuqM/dEjm+1Y3qB89LVKN0aNHr30UMJ+bwgglUwAKNRkoPySfNVKVEbL9ujLfJD9ac0eDGUK+Mg5x5Ys0/xs/ddBo1c/x1SN0Dj6oqibCqUbz8Ne/j7t6Yz93Qs7cf/Le+zvQ1lzfbYCL8nR6DXvjBVC7LX+dwG4H8DZAA4Q0WwAsP531VrJRmN3xhruGzhXMJw4+jqLN//79DYctnr3A2eYqjEfvWx49YyjB4Qd4xydRl91MZ4ync81GS2Phl6Ke1Z24s6XdoUX6SfdaOHRq9JNPIR2xlrSjaPRVxpe6WxvGMLeh7czdn9/GgDwqbcfDwA4YH3P+kg8wfuyDL3O0g0RjSeiifIzgL8F8CqABwBcYW12BYA/1VrJRmPnulEkG/O70xDq7dGHpU8tGHDlo682+iGOqBtDlW5qENfrMmDKFSpY+0Oo3OPLG4ZvRJdfmepnI8SzjQu3Rx9PPYLmZQB84ugrlAdVh/zxjQfQeWjELldlMJ3HtAnNOOOYowBUZ+hl+9BdupkJ4H7L200BuEMIsZSIXgJwNxH9M4BdAD5UezUbix0l4jFkBcN5tavnpSpY8baSojh6QyCZQMOTmuXKCa8Uwg4nq02jL9asayYij75SjT5fEL5jNFTCpxKsuIqR0YhnTJhDkrU0+mo7Y9Xtl6xwNPjhrMfQZ/KY0JLClPEtAID9faah9+u0LbWvODz6qg29EGI7gNN9lvcAeFctldIN78QjaqesvFhRjoL04p3ZKrgz1pJuqrzxC4a7D6JScoXSvxdA1cPTVdwefdXFeMqMRvevNOompzgMldRNO+kmLo0ZiJaEAAAgAElEQVS+ZGesIt1UWKmg6z6cdectGkznMaE1hSnjmwEAB6wQy0o0+lyMnbE8MrYMijtjHYMWRxy91wh4HWGnM9b6XrV047+/csmXmetGhlfWotHXvTM2gnLKfWPJFwzfaSpV1FPljZ/XJgVCTCp9yTj6Jn+Pvnsgg109w6FlB7XJoYzbox9Imx79VGnoLY9+OJMvO8RS1q1J987YI42c16NXo27quF/va31Jj75qQ1/skRuGwHce2oDOQ+E3CFC+dNOUqq6jzFuOXcc65LqpSbqRhr5cjb4gSj4UXGmZpXSjg0evftbBo88ZaE0l7fBK9by+8brH8bb/tyy07CAZcNCTiXQgk8eEliZMamtCgoADA6ahv+a+V3DyN5aWdRxxavRs6MvAzupYFF4ZTxy9t6PO2xgLhkCSnKkEa4+6cQzUvv40bn52B/76WvhYByGE00kdlqZYIKKoG3eZUeDOdVO7dFOuATbHY5Tv0XtTIBhC4L+XbrLTI8dJPR64pQj36M1cN8lk7Rq9ylAm7zrWwUwOE1tTSCQILalkVW1wVETdHEnIa5/3GPxcQdiDHoayBfzk0c0lO9WqwWsEfOPoE2R3Gtc+laCzLJd3IoxK/dbbSeiHgCMzRZa9MqKHbeTSTQWdsaWiNfxSIEiD1zeSw6+e2oZH1++vvLI1IgI+1xNvZ+z3H96IK29ZAcMQyBaszlhPv1rZZQfcO3mrbMmgJd0AQEtTsBktGAJ9I/5Jz2Td2KPXBGlonRGx0uALV6TKz57cio37oveqvEbW+ywpCNOjdzpjq9XYnTcViX3MJR5g6g1VamRsgoBUIqF1rpsoJkUpP+qm9JuhXzipNEoyIqReqXTDEA2w9HZyP+ukbD84hB0Hh2xD3JJSUyBUn6bYi3wYCyEwmMljYqtp6JtDNPZvPbgep3/rUd/sl45Hzxq9Fjgz+QjPf6OoYVTS614uJaNuDCCRqF268YsWkcdT6rjU9WFG0hACBLOuUXn0USkGLnmkhnLkbyuKuin1xhQSR+8Y+vpMjhFGI9IUe+PocwUD2bxhH79fUrNyH9zlGPpM3hz3MEEa+lSwGf2jNXp2JFt8beR9zR69JsiLX5TrplAcFlfK860G7z6KpBthxtHXKt34xdFLA1TKEKnry8lemUpQTXH0fjMu1UoU+eh7BjNOaoIy20K+YNj9G0GEhVeOWKF/I40w9D59B/VGHrc8D9LQyxh2VaOXbTFIPvES1pZk+QNp83xPlNJNiKGXRtwvvt6JutE4jv5IwqvN++W6kdTD0HvLLMpeGZF04zcQpVzpRl0fHnVjZgNNJqmmqJu6a/RVGK3+dA5nffdx+3slGr0QVqd6gHfnlpXM7/K4pYFvtHTTKI0+lzf7ODI5R7rxevS9w9myyg5zPqRHLyNwHI8+GfgbOamIn0fPGr1meCUNJ7yyWFuti0fvaXxeG1QwBCiKqBuf8MiypRvFYwn16K3O2FSCIpwztupiAsuspshhT6x1JVE3QHjb8b7BqEXb0k3ALEj1JKpZuSrBG3WTLZjevNTB/ZKa9Q45hj7sIV6ORz9oefQTWpoA+Es33ogav7ctGcjBGr0m5D1erR1v7hP/nM1H19pzBQNdA+niAVNej95wpymuNY4+7/LoHa8pjGyZHr1hSTelNPqfPPYantkSHNLp1uijOufF8kgleH9TiUdfantvn4R67uQDJu3jNdabRgyY8sbR5woGsgXDfqNpbUraUTdym55Bx9CHtbuwdfJBMpAxZSA76sanM9arv/sZevboNcMOr/To1X5D16P06P/7L5tw9nVPuLwRsz4ew28NmKIac934DURxRruW59G3NiVKxNGbnbGlom5+9sQWfOzmFYHr65K90jW7kP82S1/dj6/et853nTdEshyPXghRJA361s31BiNcxz+ca6RHr3yO3aO3xm9Y500aYD+P/pAi3YQlkAu7d7JFHn1weKV3mkC/h7C8T0bLVIIN5UB/uu7xw/aAKcMx8IB5Y9ZTo39+ew8AYPP+ftfy4jh6M9eO9GKq9XD90hSXq9HLm6CtKRk4w9RD6/Zi9a7DJT36curvF25YK+VEkDy7tRt/fHmv7zqvvFWOR+8X4eSH98Gmnrt0Q8Mr45duCp5zIQ237CRtSSVsKVM+FFRnKew8h82OJqWbtGzrzab59AuvlONPwjz60T6VYKwsWbELn/79qpLe01Amj837B/DV+9bhl8u2ll3+YCavGPqQXDcWURr6eVPHAwA2eWat8R5qQbizV1ad1Mxq5IbL+Fg6aAnpRh73uOZUoFd087M7AJhJ4sI0+nIyANY7BUJQmdm8EWgoij360sfhilYqMQWjXa4QrnM8nLOibhot3cQVdWOon53BZraht+Z5TSptTD03YW9OfvevjIqxwyvtME5zP34avS3dUIh0Y13vJtboSzOSLcAQpfNA//6Fnbjol89i+bYerN55qKyyuwcyOPPbjzmTXtvhlc7/ojh6pR67e4drGngzo91Mgbphn9ujL5p4xDCjbmR4Za1pilXpRXomZXv0zcnAh66MikjYHr1/md6UsH7UZ8CU+sV/m0zeHDvhZyyq8ejVsMpwQ6/WU7jaVUM7Y61qJBMUW9SN9yFvSzdpR7oBzI5Q2cbUAUth0o2fkzGuOeUqI62EcQIBht7jrfs9hG2PnqWb0mTyxRfSj0PDOaRzBvpGcmXnjD44mHHdvN40vH65bqQH3NWfxvk/egrLNlc/wZY98q97yLXcbwSnOmAqyolH8nYHbfg5y9gefTLEUzevEcHytgJuOG9KWP+6Op8jmxxclSECzJZ8oPl59UUefRnjBNRtwmLpvddcvUbSiGQaId1Y5ylBcU4lKFyf5X3ZP+JIN4Dbo1fv+TCnJZM3iuLaxzUnXWV4PXq/OHrpINkafUhnLOe6KQNpPEoZb7ld/0iu5ENB4r04Tnil5eUaouhmlut6hrIoGAJdVp7qagi6cQue13gA7jj6Km84WZZbNy5PunE6Y4s1+oF0Dss2ddnXiIiQSgZr9OVIEHXx6NXyA5qTc7MXb+A1INF69B6NXvkuZYFGDpgiotijbuRnR6O3PHpLukkp/UDq9Qo39AW0Nrnj4osMvfToUyEevR11Y8XR+2r08Y2MHfUDpuRJLyXdyO0MUf4sMN7t8h4Jxy9HSc7TGLyzx1dCkBbs1SgB06OX7aXaAUR+Gn2YdCOEcObTDfHoP3vHy3j6tW67fqZ0Exx1U450Uw+Nvpz5Tyvy6MvpjFU9+kri6JXvjU2BYBKnR+9K2Ww4ycb6PdKN6tG738xDpJucgXHNSVvvB1TpxsAHfrUcBwczrv00J4sHTNmTilhtfiTr5xiwR1825Uo36hO93FfcIkPvkTbyRvDI2HTOredVQ9AxSYNkGALXP/YaAHgmB69Voy82Pl7pZvm2g5j/1YexrvMwAMfIjfPR6GWfiLOYXN6Wl/I0ev/PtVBOZ6z9BunThryGvqyomzJTR6herPB49HK/w9kCPnHrS7EafNkWExSfRu/y6A1VozeNc6vSGds7mEW+YHg0euc63be6076HAPOel4ZdIj36kWweq3Yews6eYTuyBwj36OXl5aibGpE3XKnQMrWjqmrppiBweDhrl6Vmr5RIqSPsFb9cgt5SZAPZ1TuM/316OwC3dFOtZ+U38YgtV3mkm8c2HAAArNjR66pra1Oy6KHgnbRBdsYG6f4juXI0+vpKN0FFOh59cRvyevnlRN24pZvyNPqCpzNW5clNXVi/t993XT1wPHqKUaN3PmcLhr1fNbwSMD3mpev343sPbwqUbpa+uh/3vdxpf/eTbsZb8fKyD0Ddh/ezdx+yvYRp9DzDVBmUrdErF/rQcA4fv2UFOg4OhfyiuMxcwcCibz+GdZ19AGSuG3+NPh3BIJagY5KGTfUSIpFurJ+5NPoAqcLrjcj1bU1JeyBLEDKpWS0evV9+9lpxPzCCPPpgx6JWjz48jt5dz7BrHJZkK2ocjx6IK9uN+pBTr8NAOmelwDbbpIydX77toKcz1t2/ocoqmbyBVs8AqDbLo1cTo7UoDwN/j97dn+cfdROfRj8GDH2Z0o2yvm8kh2Wbu7GyRJilV18/0J92fc/5afReQ1/Da3SwoTf/q4Y+SahpKsGu/rR9fIaPdBPU0ShvKlW6AZwHwab9xd6lTFNcjUb/pzV7zAyRyk8ji98uQw4K1ehLJJ/zQz2v5XbGeqUbL+W+sUaBrEYiEaNHL1RD7xzrQDqPllTSllQkp86ZhGzesA2qes4zOcNVhpyKUKU5mUBTknBYMfTqwyDMo7cNfVgKBGJDXxJvT3ip7VRGSoTxqfr6+OYkhjwGKMyjL7deBwcz6Dg4hI/d/GJRKtUg6Ube9OqwalWj995w97/cia1dg6H1uPquNbYM46vReyc/KTidwIDi0Vv6Zt4Q6B7I4IKfPlO0r7whQj166f14PZ2Dgxl84c41eNP3nygKsYuCcnLch0lyVXn0PqGs/nVTPvu0OxW/jr964ZJuYtqn26N37oH+dD5wtqdMvmCnLFAN/UiugJFcwXYW5OTiKgkypwt0efTKwyDU0OeDDX3BEEiQcw/Vk9Fv6HPlxRD7Rb+UkgjU30yb2FK03i/XjQxDzJTh0QshcMFPn8bn73wZz2w5iC2eOT+DHhI7e4ZxxW9XBEs3noRfX7xrLd73s2KDq9KthIG60xS7X0El8rh/9/xOfPaO1a4UCLIMGQXhJVswzKibwDj6YkO/vXvQ7vjNFQRe3n3YXheVdCMESiaGy4R49EXppMM8dEPg7pW7Xa/0YdEg3snBQw19rJ2x5v8ERddXUgq3R++c8/50zmV07//XN4PIvAczeUMx9AK9Q1l896ENGEjnUDAE9vWl7Zz2XsNNZMozbkPvbBMm3cg+Oz87kCuIWDJXAmMgvDJbtnRTfGOWNPTKb6aOb8bOnmHX+rBcN+V49H0jORwczNqdld5Oy2zIMb2yp88j3Ti5btQbTnYglXqzUM+Fa2RsQJpiuY9N+wewvXsIx04Zh2SC7BsgmzcC4+FzeQPjmtzRORv29uOEGRPQnErYb1qqn/P1P76KjcoI4e4BR0aLSroRMJPDGYXgiHAn6sanM7YCj/7l3Yfw5XvX4dNvX+BsX0kKBF0MvT1gimJMgaAYeuUeyeYNl6d9xrGTsXDOJAxn88jkDYxvMdflCwae2dKNm6yUHADw1h8uwzUXnGwZerd0I4Rp2PsrMvRu6cbP0BcMIxZ9HhgDhr4m6cZz8tfuPoyFcyc5s8KoHv2EYo8+b4iiNwnvhQ2Loz/Qn7G2NX8z5MlnLr0Q7wPA3DbvMqQJcrJXqjbg4FB5A7aGFBlLdqYSUaBGr37PFgx0D2TQnExgZnsrAGBfXxpDPvWW2yeTTtTNoaEs/v4Xz+ITb5mHw8M5e0IHM6LCrEfvUBaHhp0bTY1zjjLXjXkORaDRqiyOPrhNHhoyj6VXuT7lSjfCk73SS5zpih2PPj5Drx679/7yeuNtzUmM5ArI5g1MHmfew9mCUXSvFQyBPYdHkMkVisoQQvh49M7DwC9qplyNPo7MlcBYkG7Kjrrxk24cY7G7dxgX/fI5O2zQW+ZUP0NfMDCYyWNSW5O9zDH0pcM+uwbcnbtew5jNG2hv9X8WZ/KG6wGgSjfqa743xbGkP53DSdf+BU9sNI/X+3bjnT7R6216vfXOQ8NoTiVw3NRxAIBdvUN2mRcvmuPaNlcwXBq9HEV8z6pO3LOqE7usNychHK94yNOfohr6qPLICQElA6jfehGu0RcEiIAvvOtEnDxrosujLxgCu3udN0KZUvew8vAKkm5W7zqE7zy0wf5eKuomTo9eGt04c924PHrPdfCGRrY1JTGSLSCTL9hhkrmC8HVChjKm5++n83s9erUzVraZvzllJh794tsAOPeLOsbB7zjiGCwFjAlD745XLbWdinryZaoCVRJQfzN9QnPR7wuGwGDabeidOPqC678f0qOXeI1ZtmCgXSnbixyhBwDJhKNpqx6POuGCyq6eYWQLBr7/l032nJsq3nQPXg92wHOjdB4aQXMqgWMtQ7+zZ9g+no+de5z7uKwICLkP+cCSRu+Acg28OcDt/Sv6f5QjY+18QT5mK1ciFDKbNzChOYUv/s1JmNiawp5DI+g8ZBr3v7y6D+/88VPosa6ZlNRUQx8UR79O6Y8ATO/ee8xnz5+Cr7/v9QAao9FbL0KxoJ4mryTi9cbHWR59JmdgouU05QtGUfsFzPvPV7qBKc+oD251Gxk0QwCOGmfer9mCAUPpw/N7sOQNYadIqDdjxtCX0uj9NDLVK5WGo18xKOpv/Dz6bEFgMOvx6PPRefSZXLihVztQg6Qb6dF7EzXJ83ZoKBvobQDB4ZVew7uvL43mZALtrU2YMr4ZHT3D9sxHU8a7z13W49F7y+pSHoDS0HtftdW3meg0eqcz1q9ItY35avSFApqU4ffbDw7hS3evBQDsOTSCXEGg2zL0sr0dHlEnxPBvK/2e82N69O5t2pqS+MRb5gOIN12xPX9qSyoWO//4hgN4fKPz1l1k6L0x8E2WoS8YGN/sRN34Gd6BdN6MuvGRbrzG370f6Rw4uelzBfeE7+pgK0mhEJ9HP6o1eiGcXNQlo25KePTyZlIjRdTfTBlf7NH3j+QgBHylm3I8+i6PRz/oMWbZgoH21jCP3jESyUDpxtyHt3dfHmfPUNY3W2TR/LjW/3tXdaI5lSjqNygYwu6UOnbKOOzqHcJJMycAAI5qawIpuVByMurG2seAJzpHTQQn5wL1etCqdx3lgCknjUTxevWtxzfqJi/sG12eb3ksUt/tszx4KT2VI92o5ydlxat7pZuWVAKJBKG1KRFrCgR5XEeNa3JJU/Xi9y/udH33phjxGuTW5iSGM6ZGL6WbbIB005/OI1coNuqGKH5TUO8nxzkQSFnXP19wkq21t6bQn84jmzdcHbe5GDtjR7VHrxriMI3eL/kYYHojzo3nvgHNMp0bprUpaYdnSQ5b05O5pZtoPHozoke4yvbSo0o3rsnBFenG8ugz+YLL81X1Rq+3DDgPCzU18+MbDuCmZ7bjtuUdvh3E0sgdN3UcdvYM2w/S8S0pO+wSMA2m6tH7vUar23rr570O8nj3HB7Bi9asXNXg1uiL24urvflq9M6NLK+FbCO2oR+Rb47FGn1QZ6zqDcqZubzSjdxvq+XBxoVt6NuaY/Ho1Q55oAzppsmJf1elG7/2K50i71uBlG5cy5Tzr2aNtScpKRj2270M5PA6NAXujC0Pt6F3X/CfPv4aPnvHagDBQ8tX7TyEt/9oGXIFwzbwAy7pxvldKkG2/iaRA6hUecWb2yLMu/J69Kqhl3Vubwt+6VI9erMzNli6MQRcA75UOWBf30hR2V6NHgA+eftKdPQMoXcoWyS3AM7NMGtSK7oGMhjM5JFKEJpTCVcnWa4grHz0ZtkDPmVJ3TNbKLjOS4KAqVZ/CXneYH65bCuu+t2qorLKRfXo/aQbr0d/aCiLj9+yAl3WiGLVY5Ov5H0jORiGUN4Y3f/LyarY7/Ho/Tpj5fmVnY9x0a949HEE3Rwedvc5eR08v6gb2ZbHt4RLN73W/eQv3biXqbH80li3pBL2bFF3vrTLnhlOtlevBCcHDsbBKDf0aqIy9wV/cXsvnt9mendhXvXh4Rx6h7J2g1U9XbX8RILwzpNnuDxTifoACIujv/nZHdigJJw64PXoFQlFGpUwj77b49Hbhk9phGrUjepRqJ837itOU+CNupGkcwb296V9H57Sm5k+oQXZvIEDfWk7JUKrcqOoHv0Pl25yRZRI5kxqA1AcXTS+OWVrrQk5L6hVxQN9afSN5GqSLmyP3sc/9b5Brtl9GMs2d+OljkP2MhlqJ39tCPONpcij94yCBtyRTbc/32FPeaka+qSUbjxWVXqNbQ3w6IlMbzmOfPSHS3r0nqibZuf7eOuzKd0UnyPpCPl1xnrve/U5+9YTp+Mz5y/Ady5eaDsKu3tHcNmNLwAAplp9VN5rXohxwNToNvQhqYe7BtLoHcpao93CG35Xf0bx6BVDr5SZJMK3L1qIL7z7xKLfuzV690g49f93HtqAJSt2ATC9hK7+jG2cAbeEIo1KmEavephJ1aO3WqEQAtuU1AeqBKB+9kuPIGUEvw7CIEMivVlpdHb2DtteVKtywzlx9AKPBEzsPnuSGY/vNfTjWpL2wBczY6fzYJNRSN1VTvYihCO5lPTo84adG0j+zynSjVrnvuFckaH3e4tRpZs/rN6De1buBlAs3Rg+2SunWyO3W5uSsWv07a1NSCgP3GroHcr6vlmq+I22XuOJSCpKSKYY6JamJJqSFBh1Y2/n49FP94yMV52pZILwlQtO9h1rA6gevbvuZtQNe/Ql8Uo36VzBvgFkJ9jBwUzJjtruwbSvRu+XedJvcMREJdbdz6MXQmB/n2kMZGPuHzFDueYe1Wb/tj+dcwbkWP8nBsTRe0kk1JGx5oNlW/cg9valccGps6xjcxqa2ui2dRdn8ZQefamwVcAxys2WJ2Qb+p5hxaNXpRvDnhx8X18afsy2zkvWa+ibU/bDg8gc4CQNjDTw6ptOuXT1p7Grd1h5Kyrexv0GWbDbmPyfzRtosdqHKm0dHsliwOPJe/VawP32tO/wCPb1pSGEcG2bDJBupCGSA4Tion8kh0ltTSBQTeGV3/jTq/jkbStDt+mzgh9UXt5lGnrZzrz3p8vQpxJIJRKB0o29nU8cvRwIKKlkLuiptkbvDWAwWKMvB/XGG8rk8dYfLsNtz3dgZUevfVK7BjIlB1N19Wf8o27UHNaWt9Xsc2HGNbuNGOB+pczkDey1DPyew2l0D2Rw2/MdAID508bb263r7MOHfr3cdWwtPlKRH4YQtpFavesQ3vDNR/Db58x9XHj6bADuhtY/ksO8qePQnExgW3exR69OrlKK46ebxyA7Y6dNND2Yg4MZx6NXbh7Tc06gYIjANBRzrIeH2RmrGvqkXWZC8eiFEHafRTUe/U+f2IL9fWl83ApR9JMhsh7pRnryslNd7YxVZbjDikdvS4Semz5B7hzm3YNmu+0dyrq2lQ82b2fsjImOdPPc1h5cecuKWDz7PmnoKXie3XLYvH8AWw4Mhg4EOzTsPyYEAD71NjOVhNdrVqWblpTp0QcNmFK3UxHC7HdSqSSRnhyD45Vu2KMvE9WAb94/gO6BDH786Gv44K+ft5d3D2RKSjfdA5mAqBunfKmf+nn0bU2O1+31yGU5ew87Hv1Nz27HT6xZbY5XDD0ArNvTZ+fmAMrPLZ7NGyBLp39hew9yBYG7X9qN+dPG4+RZ7QDcN8FAOo9J45oxc1JLke4JFMfR+yG9yOOnmWGUzSmz0aqvsLZH73lgleqEmqVKN2mvRm+WlSBTvjEMgf6RvN1vcLAKj37jvn6cedxR+Hvroejv0buvqe3RW53quYIzsbRa50PDWR/pxmOQmpJ25/SB/rTtue7rS7sMRILgGogjUaUbAHhqczd+9Mjmcg/fZvm2g4Fymh/S0CeJfLO5lkPBEPYAvjD5xtsRq/KRc47F9//hDfjcO9zSqlu6SaApmcCtyzvsaDQ/vPecIQRmeT36Cg5TevRF0k2McfR1M/REdAERbSairUR0TT32oXrcey0JwBs21TWQLjn7VPego9EPZwv2Dac+IOQyvwRGbc3uiBLA49HnCth72GzAh4dzeGF7r71uvsfQCwG8dmDQflD47c8PuX2SyDZIeUPg9KMnYfakViQThNeU7Jj96RzaW1OY3d7mW54zs1RwrO9Ey7P2evSTxzXbv5Edp97OrFKezOxJAdJNi9ejNz3c7kFHAqrUoxdCYOuBQZw0c6IpQZgLi7ZzJjc369WlePR9wzkc6E/b10vVgPf3pe3zKeW5dM5w9c+0NiWRs7ZR5axt3YMuo24eb7B0o+onf32tu6zj7zw0bD/Qv/PQRnz1vlfKliakoV8wYzwMYTpclbKvb8R+SHccHA7ct8wP5EdzKoHLzj7WHpktUacFbEkmQg28vV2RRl8s3Zw8a2LJciZbQRqT2pqQTFDRoCkzBcIo7owloiSAXwJ4D4BTAFxGRKdEvR/ZOLxx1Spd/Y5HP745aXuD3m1Ur0ka/bRLuvH36L0GzJZu8oa9Lp1zeyprlQ6k+dMnFNVn077+qjx6wInplZx29FEY35LCaUdPsqOQAPM1sr21yfacvXMf2B59iJcmIz+Ony49eieGXA4wG2dLN0nXuSrlycw5ypJuCoWiqBv7epNZb0MI1yCr37+wqyjl8+b9AzgUcJPv60tjIJPHiTMnOoNffLaT7WhCc8qSbsx9HujP4PLfvogD/Rl7wIz6RrdLGUjUN5LDizvM6/B6600LMM+PDO9T24o0nDPbW3DUuCa0NiWxry9dJN3Ih67MsHr6MUdhS9dgqBcMmDme3vmjv+LHj76Gg4MZbNzXj96hLDb6TBjjR99IHu1tKSw+bgoAYNXO3hK/KEbNCvvohv1Y+M1H8OSmA0XbhUk3zQHT8bU1KxOEBOSq9+KVSwXchv4Pn3kzrvYJyvAyy3JWmpIJa9CUV7qJT6Ov18jYswFsFUJsBwAiuhPARQCK4+hqQA5Db2/1z/DYlCQs33bQ1lDb25pAQNEEIhv396N3OGuPYLtleQeOamtyjRidaXlMXkM/rjnp8kDyhsDNz+7AYCaPqeObMdJXwJ0v7cKqnYcsPdldxxme3vxUgvDA2r22lxxk6L1ZLYPypJ929CQAwJsXTMX//nU7bnpmOxJE6BrI4Oz5KUy0onomNKdcXugfX96DFTt6i+Llm1MJ24jJB8Bcyyir52bahBZ0D2TQZt1cLU0JtDQl7I7CUh69fN19clM3egYz1hSFAm3NSdtLG8kWMKE1hfV7+1ya68HBDP7pphfxqbcvAMF8cP/8yS04enIbPnbuPHj3vLPH7CzkjZcAABL2SURBVIw+acYEO43E8q09RYnc1lr58Ce2prCrZwgHBzNoShL6RnJYa00v+YzHi25rSuKlDtP4TWhJYX9fGr94civaW1N4/6I52GCFtv7tqTNx+/M78eu/brMnU08mCE9tNsv7xoWn4MLT5uD6x17DDU9scfULAbDr3WEdy+VvOg5f2n0Y1z/2Go6b6n5rVHlu60FkCwZ+/8JOV3bGXz21DWceOznwd5K+kSza25pw9OQ2zGxvwf0v7wnNq++HPK8AcPvz5sjX7/55IzoOukfaygekH94UH5LWJrdGXw6TPeNlXj+73fVmfdZxpc8LYD6cN+4zH+6pZAK3P78TE1pStrR5oD+DE2cGR9VFSb0M/VwAu5XvnQDOUTcgoqsAXAUAxx57bFU7kcbtpFkTsbcvjb87dSae29qD046ehOXbenDO/Kl4dutBvNRxCC2pBM47YRp6h7LY25fGwrnteHVPP979+hl4fGMXAODC0+bgvtWd+NkTW+x9fOfihVg4px1nWI1eGs6/OWUmHttwACfMmICTZ5uvcbIsGRd+3gnTcN/Le/A/T20DALxn4Sw8sakL2byBU+e04+BgBnMmtWHyuCb85NJFmDGxBT96ZDOWbe7G8m09aE4mMGtSG2a1t6I5lcCu3mGcOqcd6/f2443zJmPZ5m67HovnmfU7ftp4bD84hEvOmIvnth7EqXMmWXWbiV89tQ3f/fNG+9gWTJ9gv/IvmDEBa3Yfxtnzp2D1zkOuXN3ve8Ns/PmVfbjg1FnoHcpiRUcvLj/3OBw/bTy++eAGzJ7UhoVz27FAeTv5xFvm4T/vXYeTZprn5qSZE9HZO4IVHb247OxjcfRk8xX75FkTsWn/AM47YRrW7D6MhXPb8cL2Xkwe14T21hQeXLsXALBwbjuakgmcNHOCbbhOmDEBTckEXuo4hJc6DqG9NYU3HT8VazsPI50zXPH5r5/djs5Dw74x+4DpEZ88ux0tqQQmj2vC0vX7sdRHq57YksIZx07Gn1/ZBwD4hzPn4r7VezCrvRX7+9O44s3zAABXnHscbnt+J143ayLW7D6MZILwt6fOxH2r9+DFHb345/Pm26//86aOw2fOX4A/rOrED/6yCYAp6R01rgkv7zJ/O8865ivePA+3Lu/AI+sPYHxzEsdNHe8aK/Hpty/Az5/cive+YTa+9/BG3Pa8O2WAH29eMBUvdfRiyYpdmHtUG6ZOaMZD6/bhoXX7Sv4WAE6cMRFE5jiTJSt2Y/Wuw6V/5GH2pFYcO2UcXtzRi7eeOA3PbDmIb/tcq9mTWtE/ksOpcyahbySHWZNa8dfXugMdh+OmjseC6eOx93AaM9tbccKMCRhI53CgP4Mzjz0Kq3cdxtTxzZg+sQXbu4dw+bnH4bip4zFlfDNOnDEBX3vv67FwrnkPTZvQbN9PYRwzxbxnrzh3Hp7a3I2TZk7AGccchSc3deHXf93mcvbeefKMis9VNVA9ckgT0YcA/J0Q4pPW948BOFsI8W9+2y9evFisXBkeWuVHrmBgOFPA+JYkhjIFtLelQFZebLI6h6RH2tKUKOoQBEx9tn8kD0qYMetDmbztycllQQykc2hrStqv63KZYTi/Hc7mkbNmnWpvS1nhlm5dX0Wtc3MqEbrdUDZfVL9cwXDNpqOi1gXkxP97jyNou0qR1yGIwUzeHE0Y8NqdtrIOAqY2r24nfwvATp7W0pRASyoBIcwoqbQypd7E1lTRMhW1fWTyhdDtmpMJDKTzSCSAia1NGMzk0ZxMIKVM5yjJW7nPm1KEcc0p02sWsNuqeg68x0uA67cSWb+wNk1Eoceh0t6WQjpnZjBta04iQf5pMfyQ50Du1y95VznI/Q7nCmi3zqnfDF1tzcmy+61UDEMd9Wzd3562WahjFIwQAkKYzqkq68l2UC1EtEoIsbjkdnUy9OcC+KYQ4u+s718FACHE9/22r9bQMwzDHMmUa+jr1eX7EoATiWg+ETUD+DCAB+q0L4ZhGCaEumj0Qog8EX0OwCMAkgB+K4RYX499MQzDMOHULR+9EOJhAA/Xq3yGYRimPEb1yFiGYRimNGzoGYZhxjhs6BmGYcY4bOgZhmHGOHWJo6+4EkR9ALb4rJoEoK/E8mkADlawfanlQduq+6m27LDlxwLYVaeyozhflWw7DUCuhjqWWxfvNRmt58u7n1rKKVWXqO8Xv+VyH1Gcl7DlTSg+Z1FfozjOF+B//5dTxuuEEKUzrAkrl3cj/wD8ptrlAFZGUU4Z266stewSy7vrWHbN56vCbVfWo+7eZd5rMlrPV73bVz3vF7/lch8RnZfA5X7nLOprFMf5spYV3f/llBHUbrx/ukg3D2q0PGjbIKKqi1+CkNFwXo70ugQtr7SMIMba+eK6+C8PShAUSTvSQrqpBSJaKcoYAqz7fsbKccS1j7j2M5aOJa798LHEt59yf6eLR18Lvxkj+xkrxxHXPuLaz1g6lrj2w8cS337K+t2o9+gZhmGYcMaCR88wDMOEwIaeYRhmjDNqDD0RDda5/AIRrVH+5oVsez4RPVRh+YKIfqd8TxFRd6XlVLC/S6x9nhxxubEeh7WPul77SvZFRE8RUTWdZnW5Hj77uZaI1hPROqsdn1P6V1Xt52gi+hMRbSGibUR0g5WSPGj7q4loXNB6n+0FEf1Y+f4fRPTNGqvt3Ye859cT0Voi+nciqptNjLMdexk1hj4GRoQQi5S/jojLHwKwkIjarO9/A2BPJQUQUSXZRi8D8CzMuQAq2UepiTVrPo4jlKquRyVYE/5cCOBMIcRpAN4N95SeUe2HANwH4I9CiBMBnARgAoDrQn52NYCyDT2ADIB/IKJpVVe0NPKePxVmO34vgP+q4/4axqgy9EQ0gYieIKLVRPQKEV1kLZ9HRBuJ6Ebr6fyoYohq2V+SiP4fEb1keUifUla3E9H9RLSBiH5dpifwFwDvsz5fBmCJsq+ziWg5Eb1s/X+dtfxKIrqHiB4E8GiZ9Z4A4C0A/hmWYbHeQp72qzMRDRLRt4noRQDn1uk4niGiRcp2zxHRaeUcj1L/h5TvvyCiK63PHUT0LaVd1OQ1h+2ryvKCrkfQ8byXiDYR0bNE9LMK3pZmAzgohMgAgBDioBBiLxGdRUR/JaJVRPQIEc229vMUEf3Uuk6vEtHZZe7nnQDSQohbrP0UAHwRwCeIaDwR/ci6DuuI6N+I6PMA5gBYRkTLytxHHmZEyRe9K4joOMsOrLP+H0tEk6x2INv0OCLaTURlzYMphOiCOYf158gk8N4noi9bx7eWiH5Q5vHI38Zqw9QDHBV/AAZh5s9vt75PA7AVAAGYB7NhLLLW3Q3goxWWXwCwxvq731p2FYCvW59bYI74nA/gfABpAMfDnFjlMQAfLKP+pwG4F0CrtZ/zATxkrW8HkLI+vxvAH6zPV8KcXH1KBcfyUQA3W5+XAzgzrM4ABIB/rOA6VHMcVwD4qfX5JJQ5ok/Zp70Pa9kvAFxpfe4A8G/W538FcFON7SxsX08BWFxhmUHXo2gf1jndDWC+tXyJul2J/UywrsdrAP4HwNthpglYDmC6tc2lMCcCksdyo/X5bQBeLXM/nwdwvc/ylwF8AcAflDYwRblG0yq8Du3W7yYB+A+Y05MC5mChK6zPn4D5ZgEAfwLwDuU4Q9sBgEGfZYcAzETwvf8e63yOU4+vgmOqmw0L+xtVHj3ME/I9IloH4HEAc2FeFADYIYRYY31eBfPEVYIq3VxiLftbAJcT0RoALwKYCuBEa90KIcR2YXozSwCcV2oHQoh1Vr0uQ/GkLJMA3ENErwK4HsCpyrrHhBC9FRzLZQDutD7faX0Pq3MB5s1ZFlUexz0ALrQ8rE8AuLWC4ymH+6z/1Vz7ehN0Pfw4GcB2IcQO6/uSkG1dCCEGAZwF00h1A7gLwKcALATwmNWOvw7gaOVnS6zfPg3zLfWoMnZFMJ0Dv+VvA/BrIUTeKreSdutCCNEP4HaYDxaVcwHcYX3+HZx2fBdMAw+Yb053VbFbOVN30L3/bgC3CCGGrTpWenz1tGGB1G2GqTrxTwCmAzhLCJEjog6YHhBganqSAoAoXnsIpqf4iGsh0fkobujlDkh4AMCPYHp0U5Xl3wGwTAhxCZkdwU8p64bKrjDRVJiv1guJSMD03gVMgxxU57Rl/CuhouMQQgwT0WMALgLwjwAq7dDMwy01tnrWy+tfQO3tutS+yibkejwQsA9CDVjX8SkATxHRKwA+C2C9ECJIkqumHa8H8AF1ARG1AzgGwPYyyyiXnwJYDeCWkG3k/h4A8H0imgLzgfdkJTsiouNhtp8uBN/7F6C244vbhgEYZRo9TG+xyzpB7wBwXJ339wiAz0idj4hOIqLx1rqzyZz8PAHTi3i2zDJ/C+DbQohXPMsnwenUvLKGOn8QwO1CiOOEEPOEEMcA2AHT66m2zn5Ucxw3AfgZgJeq8IR2AjiFiFqIaBKAd1X4+0btK+h6IGAfmwAcT07U16UoEyJ6HRGdqCxaBGAjgOlkdtSCiJqISH1bvNRafh6APiGEX6ZEL08AGEdEl1u/TQL4Mcy3tEcBfJqswAHL6ALAAIDSWRY9WO3kbpj9G5LlcDq1/wlWO7beaFYAuAGm3FW280JE0wH8GsAvhKmdBN37j8LsixjnOb5yiduGARglHr3VaDIA/g/Ag0S0EqYWuanOu74J5uvTaiIimK/DF1vrngfwAwBvAPA0gPvLKVAI0QmzIXr5IYDbiOjfUaEn4uEyq14qfwDwGVRZZz+qOQ4hxCoi6ke4d+ZCXnshxG4iuhvAOpgprV+utu4x7yvoenwEpgFz7UMIMUJE/wpgKREdhGm4ymUCgJ9b8ksepv57FcxOzZ9ZD5QUTC95vfWbQ0S0HKYe/olydiKEEER0CYD/IaJvwHQYHwbwNZie6EkA1hFRDsCNMPsffgPgL0S0TwjxjgqOCTAfIp9Tvn8ewG+J6D9h3pMfV9bdBVMmPL+MctssaaYJ5vn6HYCfWOt8730hxFIygwpWElFWOe5QGmjDzP1bwr/WENHpMDuNyo0KYDxYctN/CCEubGAd5sCUFU4WQhhl/ia2a69LOyOiCUKIQcvA/BLAFiHE9XXYz1Mw28TKqMtm3DS6bWkv3RDRp2F2GH290XVhqsd6zX8RwLUVGPnYrr1m7exfLE9zPcxX/f9tcH2YGtChbY0Kj55hGIapHu09eoZhGKY2tDP0RHQMES2zRomtJ6IvWMunENFjZObWeIyIJlvLTyai54koQ0T/4SnrKCK6l8xRhhtl5AHDMEw9icqOWZFUag6ufiK6uuL66CbdkDk8e7YQYjURTYQ5cOBimKF6vUKIHxDRNQAmCyG+QkQzYIYoXQzgkBDiR0pZtwF4RghxE5kJl8YJIYKm7GIYhomEKO2YUmYSZujyOUKInZXURzuPXgixTwix2vo8ADMOeC7MgTa3WZvdBivMUQjRJYR4CUBOLYfMARxvA3CztV2WjTzDMHEQlR3z8C4A2yo18oCGhl7FGjRyBsxojZlCiH2AeRIBzCjx8+Nhxr7eQmaCrZvIGezEMAwTCzXaMZUPo4KUGCraGnoyM/79AcDVVs6LSknBTB71KyHEGTDTCFwTYRUZhmFCicCOyXKaAbwf5mCwitHS0FvDjv8A4P+EEDJZ1QFy0qvOhpmPIoxOAJ1CiBet7/fCNPwMwzB1JyI7JnkPgNVCiAPV1EU7Q2+NBrwZwEYhxE+UVQ/ATHUL6/+fwsoRQuwHsJusfOgw9a0NEVeXYRimiKjsmIJr3oeK66Nh1M15AJ4B8AoAOYLyazD1rbsBHAtgF4APCSF6iWgWzFzR7db2gwBOEUL0WzkpbgLQDDOr3seFEIfiPB6GYY48IrZj42DOUXB8mUnniuujm6FnGIZhokU76YZhGIaJFjb0DMMwYxw29AzDMGMcNvQMwzBjHDb0DMMwYxw29AwDgIi+6c1+6ll/MRGdEmedGCYq2NAzTHlcDIANPTMq4Th65oiFiK4FcDnMwSjdMFPJ9sGcULsZ5uTaHwOwCMBD1ro+AB+wivglgOkAhgH8ixAilomeGaZS2NAzRyREdBaAWwGcAzMB3moAvwZwixCix9rmuwAOCCF+TkS3AnhICHGvte4JAJ8WQmwhonMAfF8I8c74j4RhSpNqdAUYpkG8FcD9QohhACCiB6zlCy0DfxSACQAe8f7Qykj4ZgD3mClNAAAtda8xw1QJG3rmSMbvdfZWABcLIdYS0ZUAzvfZJgHgsBBiUf2qxjDRwZ2xzJHK0wAuIaI2a6q3v7eWTwSwz0ox+0/K9gPWOlh5xXcQ0YcAM1MhEZ0eX9UZpjJYo2eOWJTO2J0w5y/YAHOCmi9by14BMFEIcSURvQXAjQAyAD4IM8PgrwDMBtAE4E4hxLdjPwiGKQM29AzDMGMclm4YhmHGOGzoGYZhxjhs6BmGYcY4bOgZhmHGOGzoGYZhxjhs6BmGYcY4bOgZhmHGOP8/dCUZdufk0tQAAAAASUVORK5CYII=\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phdf.plot();" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Plotting dengan periode tertentu" ] }, { "cell_type": "code", "execution_count": 21, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:26.985760Z", "start_time": "2018-10-19T12:12:26.433096Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phdf['20160501':'20161001'][:-1].plot();" ] }, { "cell_type": "code", "execution_count": 22, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:27.471044Z", "start_time": "2018-10-19T12:12:26.988759Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "phdf.plot.hist(bins=10)" ] }, { "cell_type": "code", "execution_count": 23, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:30.566981Z", "start_time": "2018-10-19T12:12:27.476043Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,8))\n", "g = sns.heatmap(viewp(phdf), cmap='plasma', annot=True, fmt='.2f')\n", "g.set_title('Heatmap Data Hujan');" ] }, { "cell_type": "code", "execution_count": 24, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:33.843757Z", "start_time": "2018-10-19T12:12:30.643848Z" } }, "outputs": [ { "data": { "image/png": "iVBORw0KGgoAAAANSUhEUgAAA9EAAALICAYAAAB4nnOUAAAABHNCSVQICAgIfAhkiAAAAAlwSFlzAAALEgAACxIB0t1+/AAAADl0RVh0U29mdHdhcmUAbWF0cGxvdGxpYiB2ZXJzaW9uIDMuMC4yLCBodHRwOi8vbWF0cGxvdGxpYi5vcmcvOIA7rQAAIABJREFUeJzs3Xd4FNX+x/H32STUhEAKBEK7SAeREpAiEIpSVIp6DSgKSLnqJQpWRH/WC9goXtGrKCp6Rbl2QFE6KAYlIChdqgkhpJGQEECyO78/NgZCAhuFLQmfF88+z+7MOTPfs/tlNmfOmVljWRYiIiIiIiIi4prN2wGIiIiIiIiIlBbqRIuIiIiIiIiUkDrRIiIiIiIiIiWkTrSIiIiIiIhICakTLSIiIiIiIlJC6kSLiIiIiIiIlJA60SIiIqWMMSbHGNPA23GIiIhcitSJFhG5xBlj9htjep+1bIQx5ruLtH3LGNPwYmzrQhljnjTGnDLGZOc/dhljZhljav6Jbawyxoy+gBjeMcb866xl9fPfJ/+SbMOyrEDLsvb+1RhERETkr1MnWkRELjXzLcsKAkKAwUAEsOHPdKRFRETk0qVOtIiIuGSMqWWM+cQYk2qM2WeMueeMdR2MMXHGmExjzKH8kd1y+evW5BfbnD8FOcYYE22MSTTGPGSMScmvM8gY0z9/ZDjDGDOpJNvPX28ZY+4xxuw1xqQZY14wxrj8frMs65RlWVuBGCAVuD9/e9WMMYvy23ok/3nt/HWTga7ArPz2zMpf/pIxJsEYc9QYs8EY0/UC3+9Co91nzww4c3TfGHOtMean/H0nGGOePKPcHyPcw40xv+W/P49eSGwiIiKXOnWiRUTkvPI7pAuBzUAk0AsYb4zpk1/EDkwAwoBO+evvBrAsq1t+mSvypyDPz38dAVTI397jwBvAMKAdzk7q42dc83vO7Z9hMBAFtAUGAneUtH2WZdmBL/L3C87vxreBekBd4DgwK7/so8C3wLj89ozLr7MeaI1zdHse8JExpkJJY7hAx4DbgarAtcBdxphBZ5W5CmiC87173BjTzEOxiYiIlDnqRIuICMDn+SO9mcaYTODVM9a1B8Ity3rasqzf86/FfQMYAmBZ1gbLstZZlpVnWdZ+4HWgu4v9nQImW5Z1CvgQZwf5JcuysvNHh7cCrf7E9p+zLCvDsqzfgJnA0D/Z/iScHWAsy0q3LOsTy7JyLcvKBia7ao9lWf/Nr5dnWdY0oDzOTuu5PHDW+/3zn4z3zH2vsizrF8uyHJZl/Qx8UEy8T1mWddyyrM04T4Zc8Vf3JyIicqlTJ1pERAAGWZZV9Y8HhUd66wG1zur0TQJqABhjGudPeU42xhwFpuDsFJ9Pev4IMDhHegEOn7H+OBD4J7afcMbzA0CtErX6tEggI39/lYwxrxtjDuTvbw1Q1Rjjd67Kxpj7jTHbjTFZ+e9PcDExnunFs97vVn8y3jP3faUxZmX+9PMs4M5i9p18xvNc8t9bERER+fPUiRYREVcSgH1ndvosywqyLKt//vr/ADuARpZlVcHZwTYXcf8l2X6dM57XxTmyXCL509WvxzlNG5zXRjcBrszf3x9T0v/Yp3VW/a7Aw8DNQLX8TnFWMTH+GceASme8jjhP2XnAAqCOZVnBwGsXuG8RERE5D3WiRUTElR+Bo8aYh40xFY0xfsaYlsaY9vnrg4CjQI4xpilw11n1DwMX8pvGrrYP8GD+DcHqAPcC84spU4gxJiD/2uAPcHZSp5+xv+NApjEmBHjirKpntycIyMN5czJ/Y8zjQJWSNu4cNgE35I+KNwRGnadsEJBhWdYJY0wH4JYL3LeIiIichzrRIiJyXvnTrq/HeeOsfUAa8CbOKcsAD+DsuGXjvFb67A7sk8Dc/KngN/+FEFxtH5w3BtuAs/P5JTDnPNuLMcbkAJk4R3DTgXaWZf0xej0TqIizneuAr8+q/xJwU/6du/8NfAMsBnbhnEp+gsLTy/+KGcDvODvsc4H3z1P2buBpY0w2zpu0/e8C9y0iIiLnYSzLcl1KRETERxljLJxTvXd7OxZPyJ9+bgfq5d9ITURERDxII9EiIiKlS0uco93JrgqKiIjIxadOtIiISClhjLkRWAk8bFnW796OR0RE5FKk6dwiIiIiIiIiJaSRaBEREREREZES8vd2AOfS/LEZGiKX84qc8r23QxCRUi77lk7eDkF8XNC8OG+HID7u2N87ejsE8XHfz7/feDuGi8WR3NjrfTRbxC6vv58aiRYREREREREpIXWiRURERERERErIZ6dzi4iIiIiIiO9w4PB2CD4xCuwLMYiIiIiIiIiUCupEi4iIiIiIiJSQpnOLiIiIiIiIS3bL+9O5faED6wsxXHLqh1Vjekz/gte1qwXz8vI4FmzaxrSYa4msWoWDmUe578MvOXriZKG6taoG8dLQ6/GzGfxtfry/bhPz1/8MQPNa1ZlyQx8qBPizZtc+pny5ypPNEjeK6tOau2eOxOZnY/Gc5cx/7vNC6wPK+fPQ3FgatWvA0fRsJg+ZweEDqQAMmTiIvnf0wmF38Oq9bxG/ZLM3miBuphyRc7EZw9vP3ErqkRwemPY5US3qEDu0G8YYjp84xTOzvyHxcGaRerdf357roy/H4XAw/d2V/PDLAQA6tqrPhNuisdlsLFj1C+8tXO/pJomb6Dgi52IzhremDiM1I5sHn/+cR+/qQ5vmdcjJdf6dOvnVr/k1PxfO9O0HE9jzWxoAh9OyefgFZ07VDK/C0/deR5XACuzcl8LTs74iz+79zplISWk6txfsTzvCDa+8zw2vvM9Nr87jxKk8lm/fzehuHVi3N4F+M99h3d4ERndrX6RuavYxbpk9nxteeZ8hr3/A6G5RhAdVBuDxAb144otl9J3xNvVCq9K1UX0Pt0zcwWazETtrFJP6T2Z0iwn0GNKFus1qFyrTd1RPcjJzGNE4lk9nLmL0s8MAqNusNtExXRjTcgKT+k0m9pXR2Gz6b1/WKEfkfGL6tmF/UkbB64dG9OaJVxdz+6P/ZUncDkYOvLJInfq1Qri6Y1NueXgu45//lAdH9MJmDDZjeGB4TyY8/xlDH3qHazo2pX6tEE82R9xExxE5n5v7t2X/wfRCy17572pGPPweIx5+r9gONMDJ3/MKyvzRgQa4+9ZuzP9qAzHj3yL72Amu73m5W+MXudh0hPOyjpfV4beMLJIys+nZtAGfb9wGwOcbt9Gr2WVFyp+yOzhltwMQ4OeHzTh/azwssDKB5cuxOeEQAF9s2k6v5kXrS+nTpENDknYnk7wvhbxTeayav5bOA6MKlek8oD1L5q4GYM3H62jTq6Vz+cAoVs1fy6nf80jen0LS7mSadGjo8TaIeylH5FzCQwLp3LoBC1b9UrDMwqJyxXIAVK5YjtTMnCL1urW7jKXrdnAqz86h1KMkHs6k+WURNL8sgsTDmSSlZpFnd7B03Q66tdN3TVmg44icS3hIIJ3b/I2FK35xXbiE2rWoy8p1uwBYvHor3dorX0oLB5bXH77A451oY8xIT+/Tl/W/vAlf/bwDgNDASqTlHAMgLecYIYGViq0TERzIZ+OGseLB0bz5bTyp2ceoUSWQw0dP/yF0OCuH6kGB7m+AuF1YZAipiafP/qYlZhAWGVqoTGhkCKkJzulSDruDY1m5VAkNIiwylNSE03VTD2YQFqlRo7JGOSLnMmFYNLM+WINlnf6jY8qbS5n+wGAW/HsM/a5qzrvFTMcOrxZESsbp75SUjBzCqwUSXi2QlIzss5YHubcR4hE6jsi5jB/eg1feX4PDKtx5GTvkKt59/nbuuT2aAH+/YuuWC/BnzpRbmf2voXSLcnaUg4MqkpN7ArvDub2UjBzCQ/Q3q5Qu3hiJfupcK4wxY40x8caY+CMb4zwZk1cE+Nno0fQyvtny65+ql5yVw+BZ/6XvjLcZ2KY5oZUrkT8gXYhvnKeRC1XsZ3vWF5kpppBlWSWqK6WfckSK06X13zhyNJed+1MKLR/aty33vfgZA+55g0VrtjL+1u5F6haXF+dernwpC3QckeJ0btvAeRzZV/g48toH3zF0wtuMmvQ+VQIrMGxg0UsQAW7452xGTXqfJ//9FfcOjyayRjDFHUaUL6WHwwf++QK33FjMGPPzuVYBNc5Vz7Ks2cBsgOaPzSjz/5u6NqrPtkMppB/LBSA9J5ewwMqk5RwjLLAyGTm5562fmn2MPSnptKsfycYDSdSocvosXo3gQFKzi07Rk9InNTGD8NqnRwPCaoeQfsb1jQBpiemE1wkj7WAGNj8blYMrkZ2RQ2piOuF1TtcNjwwhPemIx2IXz1COSHFaNY6ka9vL6HzF3ygX4E/liuWY9sAg6tUMYeueZACWrdvJzIduKFI3JSOb6meMDFUPCST1SE7+86Bil0vppuOIFKdVk1pc1e4yOrX+G+XKOY8jT4zrx1OzFgNwKs/Ol6u2cMt1UcXWTzvinGGZlJLFxm0JNK5fnZU//EpgpQr42Qx2h0X1kMCCciKlhbtGomsAtwPXF/NIP0+9S0r/Vk0LpnIDrNyxl0FtmwMwqG1zVuzYW6ROjSqBlM+fMlOlQnna1K3FvrQM0nKOcezk77SqHQHAwNbNWLF9jwdaIe62c/1uIhvVJKJ+dfwD/ImO6ULcgvhCZeIWxnPNcOdoUrebOrJpxRbn8gXxRMd0IaCcPxH1qxPZqCY7f9zt8TaIeylHpDj/+d93DLjnDQZPmMP/vfIl8dsSeGj6FwRWKk+diKoAdGhZj/0HM4rU/XbjXq7u2JQAfz9qhlehTkRVtu1JZvveZOpEVKVmeBX8/Wxc3bEp324s+l0lpY+OI1Kc1z74jkF3z+bG2Dd5/KVFbNjyG0/NWkxo1coFZbq1b8jehKJ/3gdVLl8wzTs4qCKtmkSyL/+SgY3bfqNHx8YA9Ovegm/jlS9SurjrJ64WAYGWZW06e4UxZpWb9lmqVAjwp3PDujz5xbKCZW+sWc+MIddyY9sWHMrKZsKHiwBoUasGMR0u5/HPl9EgPISH+nXDspxTr97+bgO/HnYekJ5esIIpN15D+QB/vt21nzW79nujaXKROewOZsXOYerXj2Lzs/HN2ys5sC2R4U/FsCt+D3EL41k8ZwUT343lnV0vk52Rw+ShMwA4sC2RNR/F8ebWGdjzHLw87k0cDt+YBiMXj3JESsrusJg6ZylT7x2A5bDIzj3Bv2YvAaBr2wY0/VsEb3zyPfsOprP8h5188Nxw7A4HL76zwnk9pAUvzl3JSw/diM1mWLR6C/sO6tx4WaDjiPwZT8b2p2qVihhj+HV/Cs+/4fx7tmmDGgy6+gqefX0J9SJDeXhMbxyWhc0Y3vvix4KTdq++/y1P33stY2O6sGt/CgvzT8iI77Nr6j0AxlevQbgUpnPLhYmc8r23QxCRUi77lk7eDkF8XNC8sn+PFrkwx/7e0dshiI/7fv7957jTROlzNKmu1/toVWr95vX3010j0SIiIiIiIlKG+MpPTHmbfidaREREREREpITUiRYREREREREpIU3nFhEREREREZfsms4NaCRaREREREREpMR8diS67gL9ZIacn93bAYjPS/j4cm+HID6ubsyP3g5BfJzGXMSVyh/rOCKXDt1YzEkj0SIiIiIiIiIlpE60iIiIiIiISAn57HRuERERERER8R12S9O5QSPRIiIiIiIiIiWmkWgRERERERFxyeHtAHyERqJFRERERERESkgj0V4QViOYByffSLWwQCyHxVefxPPF+3F0vboFw+7qSZ0G4dx7y2v8ui2p2PpzF99Pbu5JHHYLu93BPUP/A0BglYpMeiGGGrWqcjgpkykPfEhO9glPNk3cJKpPa+6eORKbn43Fc5Yz/7nPC60PKOfPQ3NjadSuAUfTs5k8ZAaHD6TS85aruPmBgQXl/taqLne3e5g9m/d7uAVyMUxuez3REY1JP3mMActfAyA4oALTO9xEZOVgDh7LYsKPH3P0lPP/fYewejzSqg/+NhuZJ49z27dzi2xzarsBtA+rR/apkwA8suELdmQdBuDRVn3oFtGIE/ZTPLLhC7ZlJnuopeIO973xDzr2b0tmylHGtnmwyPpKVSoyce44wuuG4edn4+MZi1gydzUAV9/WjVseGQzAvKmfsfS9NR6NXTzjr37XAAyZOIi+d/TCYXfw6r1vEb9kszeaIG4W1ecK7p4xIj9HVjD/+S8KrQ+vE8pDb/+TwKqVsPnZmDNpHj8u3gTAkIcH0feOHs4cGf+OckRKNXWivcBht/PGtMXs3n6IipXK8fKHd/NT3G72707hmfs+4J7/G+hyGw+PeoujmbmFlsWM6samH/byv7fWcPMd3bh5VDfemrnEXc0QD7HZbMTOGsXD1zxDWmIGs36cStyCeH7bnlhQpu+onuRk5jCicSzRMZ0Z/ewwJg+dwYp537Fi3ncA1G9Zl6c/f0gd6FLsswObeX/vep5tN6hg2ZgmV7EudR9vrF3LmMZdGNO4C9O2LicooDyPt+7PmLXvc+j4UULKVzrndl/4ZRnfJG0vtKxbjYbUCwylz5JZXFEtkidaX0vMqjlua5u439K5q1nw6jc89NY/i10/4K4+HNh+kMcHv0BwWBBztjqPIRUDKzDssRsZ13ESlgWv/DCFuIUbyMk85uEWiDtdyHdN3Wa1iY7pwpiWEwitFcJzS/+PkU3uxeHQxM+yxGYzxL58Bw/3mUxaYjqzfphK3MJ4ftt+sKDMrY/ewOqP41j02lLqNotk8qKJ3HZZLHWbRRId05kxl99PaK1qPLfkMUY2HY/DoZtUlTZ2/U404Mbp3MaYpsaYXsaYwLOW93XXPkuLjLQcdm8/BMDx3N9J2JdKaPUqJOxLJXF/2l/ebqceTVm2YCMAyxZspHPPZhclXvGuJh0akrQ7meR9KeSdymPV/LV0HhhVqEznAe0LRozWfLyONr1aFtlOz6FdWPnhWo/ELO4Rn/4bWb8fL7SsV83GfP6b82z+579tpnetJgBcV+dylibt4NDxowBknCx80s2VXrWa8EX+djcfOUiVgPKEVwh0UUt82S/f7SA74zwdX8uiUlAFACoGViA7Iwd7noN211zBxuW/kH3kGDmZx9i4/Bei+lzhoajFUy7ku6bzwChWzV/Lqd/zSN6fQtLuZJp0aOjxNoh7NenQkKQ9h/NzxM6q+d/TeUD7QmUsCyoHVQSgcnAl0pOOAM7cWTX/+/wcSSVpz2HliJRqbulEG2PuAb4AYoEtxpgzh1anuGOfpVWNWlW5rGlNdv6S6LpwPguY8voIXv7wLvrdePoLrmpIIBlpOYCzox4coj94y4KwyBBSE9MLXqclZhAWGVqoTGhkCKkJzhMwDruDY1m5VAkNKlSm+82dWfnBd+4PWDwqtHwgqSec/+9TT+QQUr4yAPUDQ6gSUIF3u97OJz1GM7Buq3NuY3yLHnzR6x9MvPwaAmx+ANSoEFTQAQdIPp5NjQpB59qElAFfvPoNdZpG8sFv/+H1n17gP/fNxbIswmqFkJpw1jGoVogXIxV3uJDvmrDI0EI5knowg7BI5UhZExZ51rHgYDphkdUKlXnvqY/odWtX5h14lcmLJvLKvW/n161GauLpgaLUxHTlSCllt7z/8AXums49BmhnWVaOMaY+8LExpr5lWS8B5lyVjDFjgbEAzSP7USekrZvC8w0VKpbjselDef35r8g9drLE9e67fTYZqdkEh1Rm6usjSNifxpYN+90XqHiVKeZ/jHXWb/SZYgqdWaZph4aczP2d/VsTLnp84pv8jY0W1Woy8tv3KO/nz4fRd7A5I5H9ORmFyk3fuoLUEzkE2Px4ps11jGnchVd3rCk28Xzke0vcJOqaK9i7+QAPXf0MtS6rwbOLH+XO73aU6Bgkpd+FfNcoRy4NxX/+hV/3GNKFJXNX8/GMRTTr2IiH545jTKsHXP6dIlLauGs6t59lWTkAlmXtB6KBfsaY6ZynE21Z1mzLsqIsy4oq6x1oP38b/zd9KCu/3Mza5dv+VN2M1GwAsjKO8f2K7TRpGQlAZkYOIWHO0eeQsECyMnIubtDiFamJGYTXPj0aEFY7hPSkwh2htMR0wuuEAWDzs1E5uBLZZ3z+0UO6sPJDjUKXRekncwqmWYdXCCTjpHO6bvLxbL47vIfj9lNk/n6c+LTfaBJco0j9P0axTznsfHpgE62q1QLg8PGj1KxYpaBcRMUgUk5ku7s54kXXDO/Od5/9COCcsrk/hTpNa5F6MIPwOmcdgw4d8VaY4iYX8l2TmpheKEfCI0MKpvFK2XH25xwWGVrkc+57Rw9WfxQHwPZ1v1KuQgDBYUH5+RVWUC68dtG6IqWJuzrRycaY1n+8yO9QXweEAZe7aZ+lyoSnBvPbvlQ+fe/7P1WvfMUAKlYqV/C8baeG7N+dAsC6VTvoPcB58qH3gLbErdxxcYMWr9i5fjeRjWoSUb86/gH+RMd0IW5BfKEycQvjuWZ4dwC63dSRTSu2FKwzxtDtpk66HrqMWnFoF4PqOq9PHVT3CpYf2gXA8kM7aRdaFz9jqODnT6tqkezNLnrPhTOvc+5Vqwm7jqYWbHdg/navqBZJ9qmTBR1uKZtSEtJp09N5jWvV6sHUblyLQ3tT2LBkM+16tyKwamUCq1amXe9WbNBddcucC/muiVsQT3RMFwLK+RNRvzqRjWqy88fdHm+DuNfO9XuIbBhBRP1w/AP8iI7pTNzCwjmSkpBWcK183aaRlKsQQGbqUeIWxhMd0zk/R8KJbBihHCmlHD7w8AXGHVMpjDG1gTzLsor8HooxpotlWS7/mu/b6rEyO8ejRZt6TJs7hn27kgvuSvjOv5cSUM6Pux65juBqlTmWfYK9Ow7x6F1zCQkPYvyTg3j8n+8REVmNx2feAoCfn42Vi3/mwzecN/kICq7IpBeHUD0imJTkLCbf/yE5R4+fM47Szr5lp7dD8JgO/dpwV/5PSnzz9krmTfmU4U/FsCt+D3EL4wkoH8DEd2O5rM3fyM7IYfLQGSTvc55cadW9OaOn3so9nR/1cis8L+HjsnXOblr7G2gfXo9q5SqRfvIYL29bxfJDO5nR4SZqVqrCodyjjP/hI7Lyf+LqjkaduKFeaxyWxcf7f+LdPT8A8HrnofzfxoWknMjhnatuy79zt2FHVjJP/vQlufZTAPzfFf3oWuMyTthPMWnDArZkHvJW092mbsyfmwlUmj3yXiytujcnOCyII4ezeO/pj/ELcF4D/+XsZYTUrMaDc+4ipGZVDIb5L3zB8vy7+/cZEc2Qh513hf/g2c8Kbi51KbDsdm+H4DEX8l1zy6Qb6DOyB/Y8B/+Z8Dbrv97k5dZ4kHHbfXp9Tod+rblr+vD8HFnFvKmfMfzJv7Nrw17iFm6gbrNI7nv9H1QIrACWxRsT32fD0p8BuOWRwfQZGe3MkfvmXlI5stQ+/5wzcUubvYk1vd5Ha1D7kNffT7d0oi+GstyJlovjUupEy19T1jrRcvFdSp1o+WsupU60/EWXUCda/hp1oi8uX+hE63eiRURERERExCX7uW9vdUnRqTMRERERERGREtJItIiIiIiIiLjk8Ppkbt+gkWgRERERERGRElInWkRERERERKSEfHY6tzlU9PdMRUT+jDo3/eLtEMTHaVaaiFyotDs7ejsEEY/RjcWcNBItIiIiIiIiUkI+OxItIiIiIiIivkMj0U4aiRYREREREREpIXWiRUREREREREpI07lFRERERETEJYel6dygkWgRERERERGREtNItA8YOLYnfYd1wRjD1//9js9fX1GkzJ1TbqZ975aczP2daffMZc/PCQD0junIkPv6A/Dh9K9YNn+dR2MXz4jq05q7Z47E5mdj8ZzlzH/u80LrA8r589DcWBq1a8DR9GwmD5nB4QOpAAyZOIi+d/TCYXfw6r1vEb9kszeaIG6mHBFXlCPiinJEivPl03dw7MQpHJYDu93i1ufn0bh2OI8O6UX5AD/sdosp85ez9cDhQvVqhgTx4pjr8bMZ/P38+HDVJj7+7mcAmtWpzlO39aF8OX/Wbt3H8x+t8kLL5K/QjcWcNBLtZfWa1qLvsC6M7/Msd0f/iw5XX06tBtULlWnfuyW1GlRnVIfH+ff97zPu+VsACKxaiVseuJbxfZ5l/DXPcssD1xIYXMkbzRA3stlsxM4axaT+kxndYgI9hnShbrPahcr0HdWTnMwcRjSO5dOZixj97DAA6jarTXRMF8a0nMCkfpOJfWU0Npv+25c1yhFxRTkirihH5HzGvvQRQ6a+z63PzwNg/KCuzP5qHUOmvs9/vvye8YO6FqmTmnWMEdPmM2Tq+9z2wgeMvCaK8ODKAEwa0ot/fbCMgU++Td3wqnRpXt+TzRG5YG47whljOhhj2uc/b26Muc8Y099d+yut6jSOYMeGfZw8fgqH3cEv3/9K5/6tC5Xp2LcVy/NHmHds2EdgcEWq1ahCux7N+Wn1dnIyc8nJyuWn1dtp17O5N5ohbtSkQ0OSdieTvC+FvFN5rJq/ls4DowqV6TygPUvmrgZgzcfraNOrpXP5wChWzV/Lqd/zSN6fQtLuZJp0aOjxNoh7KUfEFeWIuKIckT/DsiwqVygHQGCF8qRmHStSJs/u4FSeHYBy/n4Y4xzBDKtSmcoVyvHzvkMALPphO9FXXOahyEUuDrdM5zbGPAH0A/yNMUuBK4FVwERjTBvLsia7Y7+l0YHtSQyfNJCgapX5/cTvtO/dkl83HyhUJrRmVdKSjhS8TkvKJCyiKmE1q5F69vKa1TwWu3hGWGQIqYnpBa/TEjNoemWjQmVCI0NITUgDwGF3cCwrlyqhQYRFhrJ93a6CcqkHMwiLDPFM4OIxyhFxRTkirihH5FwsC14ddwMW8Ml3v/Dp2l948ePVvDJuMBNu6IbNGEZM+7DYujWqBvLvuwdRJ7wqMz/7ltSsYzSvW4OUzJyCMoczc6geHOih1siFsmsiM+C+a6JvAloD5YFkoLZlWUeNMS8APwDFdqKNMWOBsQAtArtSp0LZH1VN+DWZj17+hikf38vxYyfZuzURe56jUJk/ztydybKguEsSLMtyU6TiLcV8/EU+5+JzxCpRXSn9lCPiinKFrxoFAAAgAElEQVREXFGOyLmMnD6f1KxjVAusyGuxN7L/cAa92zRi2ierWb5pN1e3bcwTt17DnS9/UqTu4cwcYqb8l/DgykwfO4BlP/1a7D6ULVLauOtUQp5lWXbLsnKBPZZlHQWwLOs44DhXJcuyZluWFWVZVtSl0IH+w5L3vye21xQeGjCN7MxjHNybUmh9WtIRwmqdHmEOq1WV9MOZpCUdIfzs5cmZHotbPCM1MYPw2qEFr8Nqh5CelFGoTFpiOuF1wgCw+dmoHFyJ7IwcUhPTCa9zum54ZAjpZ8xekLJBOSKuKEfEFeWInMsfU7WP5BxnxebdtKgXwXVXNmf5pt0ALN24ixb1arjcxp5D6bRtGElKZg7Vq54eea5RNZDUrJzz1BZf4rCM1x++wF2d6N+NMX/c4ardHwuNMcGcpxN9qQoOCwIgPLIaXa5tw+pP1xdav+6bn+kV0xGApu3+xrGjJzhy+CgbVm6jbXRzAoMrERhcibbRzdmwcpvH4xf32rl+N5GNahJRvzr+Af5Ex3QhbkF8oTJxC+O5Znh3ALrd1JFNK7Y4ly+IJzqmCwHl/ImoX53IRjXZ+eNuj7dB3Es5Iq4oR8QV5YgUp0I5fyqVDyh43qlZPfYcSiM1K4d2jZw3nuvQpA6/pRYdxKleNZDyAX4ABFUsT+sGtdh/OIO0o8fIPfk7l9ePAOC6K5ux+uc9HmqRyMXhrunc3SzLOglgWdaZneYAYLib9llqPfb2WKpUCyTvlJ1XH/6AnKxc+g933uXwq7nfsn7pFtr3bslbPz7DieO/M+OeuQDkZObywfSveGnpRADmTfuSnMxcr7VD3MNhdzArdg5Tv34Um5+Nb95eyYFtiQx/KoZd8XuIWxjP4jkrmPhuLO/sepnsjBwmD50BwIFtiaz5KI43t87Anufg5XFv4nDoPFZZoxwRV5Qj4opyRIoTGlSZ6WOvB8DPz8bi9Tv4ftsBck8u48GbovG32TiZl8e/5i0DoHndGtx01eU8PW8Zf4sI4b4bujnnaht4d/kGdic5r7uf8uEKnrrtGsoH+LN2236+27rfSy0U+WuMr16z0i/8Tt8MTHxGXnq660IiIiIibpR2V2dvhyA+7qdXJvjGHOSL4PsDDbzeR+tcb6/X30/dXk1ERERERESkhNw1nVtERERERETKELulMVjQSLSIiIiIiIhIiakTLSIiIiIiIlJCms4tIiIiIiIiLjk0Bgv4cCfaqhnm7RDE1+nu3CIiIuJlQYl53g5BRDxMpxJERERERERESshnR6JFRERERETEd9jx+k80+wSNRIuIiIiIiIiUkEaiRURERERExCX9TrST3gURERERERGRElInWkRERERERKSENJ3bC8JqBPPg5BupFhaI5bD46pN4vng/jq5Xt2DYXT2p0yCce295jV+3JRVbf+Ctneh3YxQGWPxpPJ//Nw6AwCoVmfRCDDVqVeVwUiZTHviQnOwTHmyZuEtUn9bcPXMkNj8bi+csZ/5znxdaH1DOn4fmxtKoXQOOpmczecgMDh9IBWDIxEH0vaMXDruDV+99i/glm73RBHEz5Yi4ohwRV5Qjci42m2H2tNtIS89h4r8+pWb1YJ548DqqBFZk197D/GvGl+TlOYrUu/XGK7n26stxOCxeemM563/aD0CHNvW5Z0wvbDbDl0t/5v1PfvRwi+SvcujGYoBGor3CYbfzxrTFjB30b8YPe53rY66kboNw9u9O4Zn7PmDLhgPnrFuvYXX63RjFvbe8xl1/f4UruzWlVt1QAGJGdWPTD3sZdf1MNv2wl5tHdfNUk8SNbDYbsbNGMan/ZEa3mECPIV2o26x2oTJ9R/UkJzOHEY1j+XTmIkY/OwyAus1qEx3ThTEtJzCp32RiXxmNzab/9mWNckRcUY6IK8oROZ+brmvHgYT0gtf/GN6N/y3YwC13vUl2zgmu7d2qSJ16dULp1bUpw8e9zYNPfsx9/7gam81gsxkm/ONqHnzqY24f9xa9ujajXp1QTzZH5IJ57AhnjHnXU/vydRlpOezefgiA47m/k7AvldDqVUjYl0ri/rTz1q37t3B2/JzAyROncNgd/BK/j869mgHQqUdTli3YCMCyBRvp3LOZexsiHtGkQ0OSdieTvC+FvFN5rJq/ls4DowqV6TygPUvmrgZgzcfraNOrpXP5wChWzV/Lqd/zSN6fQtLuZJp0aOjxNoh7KUfEFeWIuKIckXMJDw2kU1QDvlz6S8Gytq3qsnrtTgC+XrGVrh2Lft5XdWjI8m93cCrPzqGULA4mH6FZo5o0a1STg8lHOHQ4i7w8B8u/3cFVypdSw47N6w9f4JYojDELznosBG7447U79lla1ahVlcua1mTnL4klKr9/dwot29YnKLgi5SsE0L5rY8JrBANQNSSQjLQcwNlRDw4JdFvc4jlhkSGkJp4++5uWmEFYZOEztqGRIaQmOE/AOOwOjmXlUiU0iLDIUFLPOHOcejCDsMgQzwQuHqMcEVeUI+KKckTOJXZ0T/4zdzUOywIgOKgiOcdOYnc4X6emZxNWzN+c4aGBpKRlF7xOTcsmLDSQsLOXp2cTHqq/WaV0cdc10bWBbcCbgAUYIAqYdr5KxpixwFiA5pH9qBPS1k3h+YYKFcvx2PShvP78V+QeO1miOgn7Uvno7W+ZOnskx3N/Z+/OZOz2otegSNlhirn0xMr/Ijtdpmghy7JKVFdKP+WIuKIcEVeUI1KcTlENOJKZy649h2ndso5zYXGXxBbzcReXL1jnyrULClPE49zViY4C7gUeBR60LGuTMea4ZVmrz1fJsqzZwGyAvq0eK9P/nfz8bfzf9KGs/HIza5dv+1N1v/lsA998tgGAEfdcTdrhLAAyM3IICXOORoeEBZKVkXPR4xbPS03MILz26dGAsNohpCdlFCqTlphOeJ0w0g5mYPOzUTm4EtkZOaQmphN+xnVG4ZEhpCcd8Vjs4hnKEXFFOSKuKEekOJc3i6RLh4Z0bNeAcuX8qVypHPeM7klg5fL42Qx2h0V4aBBpR4r+zZmSlk31sKCC1+FhQaTl/21aaHno6eXi+/Q70U5ueRcsy3JYljUDGAk8aoyZhe4EXsiEpwbz275UPn3v+z9dNzikMgDhEcF06dWcVV/9DMC6VTvoPcA5et97QFviVu64eAGL1+xcv5vIRjWJqF8d/wB/omO6ELcgvlCZuIXxXDO8OwDdburIphVbnMsXxBMd04WAcv5E1K9OZKOa7Pxxt8fbIO6lHBFXlCPiinJEijP7vW+5adRrxIydzVMvLmTjz7/xzPQv+emXBLp3aQJA354t+O6Hop/32h9306trUwL8/ahZPZjaNaux/ddD7Pj1ELVrVqNm9WD8/W306tqUtcoXuYiMMW8ZY1KMMVvOWPakMeagMWZT/qP/GeseMcbsNsbsNMb0Kck+3NqxtSwrEfi7MeZa4Kg791WatGhTj97Xt2HfrmRe+d8/AXjn30sJKOfHXY9cR3C1yjz9yu3s3XGIR++aS0h4EOOfHMTj/3wPgP+bPpSg4ErY8+y8MmVhwc9YzZ+zhkkvDqHP4LakJGcx+f4PvdZGuXgcdgezYucw9etHsfnZ+ObtlRzYlsjwp2LYFb+HuIXxLJ6zgonvxvLOrpfJzshh8tAZABzYlsiaj+J4c+sM7HkOXh73Jg6Hpv+XNcoRcUU5Iq4oR+TPeG3uap584HpG33oVv+5NKbjpWJcOl9GkYQRvzVvL/oR0Vq7dybuz7sDucDDj9WU48q+jnjl7GS8+eRM2m42vlv/C/jOuqRff5vCRG3u58A4wCzj7xtYzLMt68cwFxpjmwBCgBVALWGaMaWxZlv18OzC+es1KWZ/OLRfOvmWnt0MQERGRS9zJ6zt4OwTxcWu+eLDM/LjyF3tbe72PNrDBJpfvpzGmPrDIsqyW+a+fBHKK6UQ/AmBZ1tT8198AT1qWFXe+7ZeKUwkiIiIiIiIixpixxpj4Mx5jS1h1nDHm5/zp3tXyl0UCCWeUScxfdl66TllERERERERcslveH1Q/82bUf8J/gGdw3kv+GZy/GnUHJb7ffGEaiRYREREREZEyy7Ksw5Zl2S3LcgBvAH9ch5EI1DmjaG0gydX2NBItIiIiIiIiLtlL6RisMaamZVmH8l8OBv64c/cCYJ4xZjrOG4s1An50tT11okVERERERKRMMMZ8AEQDYcaYROAJINoY0xrnVO39wD8ALMvaaoz5H7ANyAP+6erO3ODDnWjdeVlc8a9Xx3UhuaTlHUhwXUhEROQCVP5+j7dDEJEzWJY1tJjFc85TfjIw+c/sw2c70SIiIiIiIuI7HFbpnM59seldEBERERERESkhjUSLiIiIiIiIS6X1xmIXm94FERERERERkRJSJ1pERERERESkhDSdW0RERERERFyyW8bbIfgEdaJ9QFSf1tw9cyQ2PxuL5yxn/nOfF1ofUM6fh+bG0qhdA46mZzN5yAwOH0gFYMjEQfS9oxcOu4NX732L+CWbvdEEcYMJz8XQoWdzMtNzuKvvCwDcem8f+g7pSFZGDgBzX/iK9au2F6nbrltT7nxiEDabja/nr+Oj11YAUKN2CBNfvo2g4Ers3prIi/fNI++Uy5/Ck1JAxxFxRTkirihHxJVB/+hF32FdsCyL/duTmH7PXE6dzCtYP/aZv9PqqsYAlK9YjqphQfy94X0A9I7pyJD7+gPw4fSvWDZ/necbIHKRaDq3l9lsNmJnjWJS/8mMbjGBHkO6ULdZ7UJl+o7qSU5mDiMax/LpzEWMfnYYAHWb1SY6pgtjWk5gUr/JxL4yGptNH2lZsfST9Tw2YnaR5Z+/tZpx105j3LXTiu1A22yGfz59A/83Yjb/uOY5oge0pW7DGgDcMfE6Pp+zmtE9p5KTdZw+N1/p9naI++k4Iq4oR8QV5Yi4EhpRlYFjenDP1VO5q9sz2PxsdB/cvlCZ2f/3EeN6TGZcj8ksfHMl33/5EwCBVStxywPXMr7Ps4y/5llueeBaAoMreaMZIheFR45wxpirjDH3GWOu8cT+SpMmHRqStDuZ5H0p5J3KY9X8tXQeGFWoTOcB7VkydzUAaz5eR5teLZ3LB0axav5aTv2eR/L+FJJ2J9OkQ0OPt0HcY8uPe8nOzP3T9RpfUZekA2kkJ2SQd8rO6oU/0fFqZ85c0akh3y7+GYBln6yn0zUtL2rM4h06jogryhFxRTkiJeHnb6NchQBsfjbKVwwgIznznGW7D27Pqk/jAWjXozk/rd5OTmYuOVm5/LR6O+16NvdU2HIRObB5/eEL3BKFMebHM56PAWYBQcATxpiJ7thnaRUWGUJqYnrB67TEDMIiQwuVCY0MITUhDQCH3cGxrFyqhAYRFhlKasLpuqkHMwiLDPFM4OI1199+Fa8ufoAJz8UQWKVikfVhEcGkHjr9pZaWnEloRDBVqlXm2NETOOyO/OVZhNYI9ljc4j46jogryhFxRTkirqQnZ/LJq8t4d9MU5m15jtyjJ9hYzIw4gOq1Q4ioF8bmb3cAEFazGqlJRwrWpyVlElazmkfiFnEHd3XlA854Pha42rKsp4BrgFvPVckYM9YYE2+MiU+09ropNN9iirk237Kss8oULWRZVonqStny5ftruaP7ZP7ZfxoZqUcZ8+iAooWKT4xzLZYyQMcRcUU5Iq4oR8SVwOBKdOzbipHtHuPWyx+mfKVy9LipQ7Fluw+O4ruFG3E48vNAOVJm2C2b1x++wF1R2Iwx1YwxoYCxLCsVwLKsY0DeuSpZljXbsqwoy7KiapsGbgrNt6QmZhBe+/SZ3rDaIaQnZRQqk5aYTnidMABsfjYqB1ciOyOH1MR0wuucrhseGUL6GWf5pOzJTMvB4bCwLIvFH6yj8RV1i5RJO5RJeM2qBa/DIqqSfvgoWRnHqFylAjY/W/7yYDJSsjwWu7iPjiPiinJEXFGOiCutuzfl8G/pZKXnYM9z8P2XP9G8/WXFlu0+OIpVn64veJ2WdITwWqdHnsNqVSX9PFPBRXyduzrRwcAGIB4IMcZEABhjAin2XNSla+f63UQ2qklE/er4B/gTHdOFuAXxhcrELYznmuHdAeh2U0c2rdjiXL4gnuiYLgSU8yeifnUiG9Vk54+7Pd4G8Zxq4UEFzzv3uZwDu5KLlNn1cwK16odTo3YI/gF+dL++DeuWOXPm53W76dqvFQC9b2xP3NItnglc3ErHEXFFOSKuKEfEldTEDJq2+xvlKzonnLbu1pSEXw8VKRd5WQ0Cgyuzff3pWaUbVm6jbXRzAoMrERhcibbRzdmwcpvHYhe52NzyE1eWZdU/xyoHMNgd+yytHHYHs2LnMPXrR7H52fjm7ZUc2JbI8Kdi2BW/h7iF8Syes4KJ78byzq6Xyc7IYfLQGQAc2JbImo/ieHPrDOx5Dl4e9yYOh8PLLZKL5eGXhtGqY0OqVKvMe98/znszv6FVx8to0CwSsDicmMG/J30EQEj1Kox/NobH73gDh93Bf574lH+9OxY/m40lH/3Ib78eBuCtZxcx8eXbuf3+/uzZlsiS//3gxRbKxaLjiLiiHBFXlCPiys6N+/lu4UZeXv4o9jw7e35JYPG733Hbw9eza9MBfvjGeePS6Bvas/rz9YXq5mTm8sH0r3hpqfPWSPOmfUnOX7h5qnifQ+OhgHOqtbdjKNbVtr/7ZmDiM/zr1fF2COLj8g4keDsEEREp4/xDQ10Xkkva4tTXykzP881dXb3eRxvd+Fuvv59uGYkWERERERGRssVXbuzlbXoXREREREREREpInWgRERERERGREtJ0bhEREREREXHJrjFYQCPRIiIiIiIiIiXmsyPRmcM7eTsE8XGhC3d4OwQRERG5xOWlp3s7BBGPcVhevzG2T9BItIiIiIiIiEgJqRMtIiIiIiIiUkI+O51bREREREREfIduLOakd0FERERERESkhDQSLSIiIiIiIi45LI3BgkaiRUREREREREpMI9Fe8sULo8g9cQqHw0Ge3cHwp+fRK6oRYwd1on7NUEY8M4/t+w8XWzewYnkeG3k1l9UOw7IsnnlrCb/sOUSVyhWYcte11AyrwqG0ozzy6iKyc096uGXiDoPv7E3fYVdhWRb7tx9kWuw7nDqZV7D+6iGdGPXkTaQfygRg4ZyVfP3f7wDoHdOJoff3B+CDaV+xbH6c5xsgbhfVpzV3zxyJzc/G4jnLmf/c54XWB5Tz56G5sTRq14Cj6dlMHjKDwwdSARgycRB97+iFw+7g1XvfIn7JZm80QdxMOSKuKEfEFeWIiJNGor3ozuf+x61P/JfhT88DYM/BdB6atZCfdiWet979t0YTt2U/f5/0Drc8/h77kjIAGN6/Peu3/caNE99m/bbfGH5tB7e3QdwvNKIqA8f0JLb3ZO7s+hQ2m43owe2LlFvzeTz/7PEM/+zxTEEHOrBqJW598DruvWYq9149lVsfvI7A4EqeboK4mc1mI3bWKCb1n8zoFhPoMaQLdZvVLlSm76ie5GTmMKJxLJ/OXMToZ4cBULdZbaJjujCm5QQm9ZtM7Cujsdn01VDWKEfEFeWIuKIcEQA7xusPX+CW7DXGXGmMqZL/vKIx5iljzEJjzHPGmGB37LMs2H8ogwPJR85bpnKFcrRpXJsv1mwBIM/uIOe4c7S5e5vLWLR2GwCL1m4jus1l7g1YPMbP30a5CgHY/GyUr1SO9OSsEtWL6tmCn1ZvJyczl5ysXH5avZ2oXi3cHK14WpMODUnanUzyvhTyTuWxav5aOg+MKlSm84D2LJm7GoA1H6+jTa+WzuUDo1g1fy2nfs8jeX8KSbuTadKhocfbIO6lHBFXlCPiinJE5DR3nQJ6C8jNf/4SEAw8l7/sbTfts1SxLJj1wI28+8StDO5+eYnrRYYHk5l9nCdG9eG/Tw7j0ZFXU6Gcc1Z+SHAl0rOOAZCedYxqVTTiWBakJ2fy8StLeG/Ts8zb+gLHjh5n46ptRcpddX1b/rP6cR596x+E1aoGQGjNqqQezCgok5Z0hNCaVT0Wu3hGWGQIqYnpBa/TEjMIiwwtVCY0MoTUhDQAHHYHx7JyqRIaRFhkKKkJp+umHswgLDLEM4GLxyhHxBXliLiiHBFw3ljM2w9f4K4obJZl/XHBZpRlWeMty/rOsqyngAbnqmSMGWuMiTfGxKfuLNvXbY6e8iG3Pfk+907/lJt6tqZN48gS1fPzs9GkXnU+XrmZYU/+lxMnTzFC07bLtMDgSnTq15oR7SZxa8uHqFCpPD3/fmWhMuu++ZnhbR7hru5P89Oa7TzwykgAjCk65cWyPBK2eFAxHzPWWR908blglaiulH7KEXFFOSKuKEdETnNXJ3qLMWZk/vPNxpgoAGNMY+DUuSpZljXbsqwoy7Kiwpt0clNoviEt0zlifCT7OKs27qZFg4gS1UvJyCblSDZb9yYDsHz9rzSpVx2AjKxcQoMrAxAaXJkjR3PPuR0pPdp0b8bhA2lkpedgz7OzdtFGmrUvPFU/+8gxTv3uPG/19bvf0uiKeoBz5Dn8jDO9YbWqkZGc6bngxSNSEzMIr316NCCsdgjpSRmFyqQlphNeJwwAm5+NysGVyM7IITUxnfA6p+uGR4aQnnT+y0qk9FGOiCvKEXFFOSJymrs60aOB7saYPUBzIM4Ysxd4I3/dJa1COX8qVQgoeN6xZT32nDE95nzSj+ZyOCObehHO6brtm9ctuLHYmk17ua5LcwCu69Kc1T/tcUP04mkpiRk0jWpA+YrlAGjdrSkJuw4VKhNS4/StBjr2vYLf8tfHr9hK2+jmBAZXIjC4Em2jmxO/YqvngheP2Ll+N5GNahJRvzr+Af5Ex3QhbkF8oTJxC+O5Znh3ALrd1JFNK5z3VYhbEE90TBcCyvkTUb86kY1qsvPH3R5vg7iXckRcUY6IK8oRAd1Y7A9u+Ykry7KygBHGmCCc07f9gUTLsor/zaZLTGhwZZ4fNwAAfz/D1+t2ELdlP9FtG/LArT2oFlSRGeMHsSshlXumfUpY1co8NvIaxs/4DIAX/7uSp8f2I8Dfj4OpWTw95xsA5n75I1Pvvo4B3VpyOD2bia8u8lob5eLZuXEf3y7cwKwVj2HPs7PnlwQWv/stt00cwK+bDrDu680MHNOTjn2vwJ5nJzszl2nj3gEgJzOXedO+5N9LJwHw/ouLyMnUDIWyxmF3MCt2DlO/fhSbn41v3l7JgW2JDH8qhl3xe4hbGM/iOSuY+G4s7+x6meyMHCYPnQHAgW2JrPkojje3zsCe5+DlcW/icDi83CK52JQj4opyRFxRjoicZnz1eoT2I6f7ZmDiM0IX7vB2COLj7BmaKiYiIiLetdTxkW8Mn14Ek7de5/U+2qMtFnn9/fSN25uJiIiIiIiIlALqRIuIiIiIiIiUkFuuiRYREREREZGyxe4jv9PsbXoXREREREREREpInWgRERERERGREvLZ6dxV58Z5OwTxcXZvByA+z796uLdDEB9n5eV5OwTxcbrLv7hia9vC2yGIeIzDR36n2ds0Ei0iIiIiIiJSQj47Ei0iIiIiIiK+QzcWc9K7ICIiIiIiIlJC6kSLiIiIiIiIlJCmc4uIiIiIiIhLDks3FgONRIuIiIiIiIiUmEaifUBUn9bcPXMkNj8bi+csZ/5znxdaH1DOn4fmxtKoXQOOpmczecgMDh9IBWDIxEH0vaMXDruDV+99i/glm73RBHEz5YgUZ8KMYXS4+nIy07K5K/pfAARWrcQjr4+iRp1QDiekM3Xsm+RkHS9St/fNVzJkfD8APpy5mGX/+wGAhq3qcN9Lt1O+QgDrl2/ltcc+8lyDxK0G39mbvsOuwrIs9m8/yLTYdzh18vRPfN1wV2/6DLsKR56DzPRsZtwzl5TEDAB6x3Ri6P39Afhg2lcsm6+foSyL9F0jZwuvUYUHnxpMtdBALIfFV59t4PMPf2DY2Gj6DWpL1pFcAN5+dTnr1/5apH5Up4bc+UBf/Gw2Fn++kf/N/Q6AGrWqMmnKTQRVqcjuHYd4/vHPyMvTj5eWBnaNwQIaifY6m81G7KxRTOo/mdEtJtBjSBfqNqtdqEzfUT3JycxhRONYPp25iNHPDgOgbrPaRMd0YUzLCUzqN5nYV0Zjs+kjLWuUI3IuS+ev47Ghswotuzm2D5u+3cnozk+y6dud3Bzbp0i9wKqVuOX+axnf/3nG93uOW+6/lsDgigCMe24o/35gHqM6PUmtBtWJ6tncI20R9wqNqMrAMT2J7T2ZO7s+hc1mI3pw+0Jldv+SwD29p3BX96f5buFGRj15I+DMl/9n777Doyr2P46/Z1MoKZAGgYTeewtdAUEFUYooAsoFKXqVKyrqRX549epVRLGggg1BxMbFglxEaYKAYigR6c0gICGkLqm0JHt+fywGQxISlM0m8fN6nn2enDkze2ay35zsnJkz545/3sQD10/ngeumc8c/b8K3SmV3NENcSP9rpCA52Q7mzFzFXUNf54ExcxkwtBO164UA8MXHm5hwx1tMuOOtAjvQNpvhH4/251/3f8RdQ1/nmr4tc8uOn3gdiz/exNghs8hIP0O/Qe1KtF0if5ZLznDGmPuNMbVc8d7lTZNODYmNjiPucALZWdmsW7SRboMi8uTpNrAjqxasB2DDZ5to16elM31QBOsWbSTrXDZxRxKIjY6jSaeGJd4GcS3FiBRm96Zo0lMy86R17duabz7ZBMA3n2yia782+cp16NWcn9bvIyPlFBmpp/lp/T46XNOCgGr+VPatyP4fDwOw5pPNBZaXssnD04Z3RS9sHjYqVPYmOS41z/6d3x/g7OlzAOyP+oXgGgEARPRu8bt4OcVP6/cR0adFiddfXEv/a6Qg9uQMog+cAOD0qXMcO5JIcDW/YpVt0iKM2GN24o6fJDs7h3WrdtO1ZxMA2nSsx3dr9gKwetl2uvZq6poGiLiIqy4TPg1sNsZ8Z4yZYNqOVS0AACAASURBVIwJcdFxyrzgsEASY5Jzt5Ni7ASHBeXJExQWSOKxJAAcOQ4yU0/hH+RHcFgQicculE08bic4LLBkKi4lRjEil6NqiB8nE9IAOJmQRpXg/F92gmtUJTH2ZO520okUgmtUJbhGVZJOpPwu/SRBNaq6vtLicslxKXz2+io+2P4cH+95gcy002xbt7fQ/H3vuIqoNbsBCKpRlcTj9tx9SbGKi/JI/2ukKNVrVKVBkxrs330cgAG3deLNhffy0BOD8PWrmC9/UDV/EuPTcreTEtIIruaPf5XKZKafwZHjyJMuZYPDMm5/lQau6kT/AoTj7Ex3APYaY1YYY0YbYwq9fGWMudsYE2WMiYqxfnFR1UoXU0AcWJZ1UZ78mSzLKlZZKfsUI3LFFRIXBcURCpdywbdKZbre0JY7O0zljpaTqVi5Ar2Hdi4wb++hnWnUtg6fzV4FFHZ+cWl1xQ30v0YupWIlbx6fcRtvvbSCU5lnWfbZVsYMfpUJt7+FPSmduyflv3WooK6O4kXKC1d1oi3LshyWZa2yLGscUBN4A+iHs4NdWKE5lmVFWJYVEW7qu6hqpUtijJ2Q8AtXeoPDA0mOtefJkxSTTEitYABsHjZ8qlQm3Z5BYkwyIbUulA0JCyT5d6NLUj4oRuRypCSmE3D+in5ANX9Sk9Lz5UmKTSGkZkDudnCNqiTHpZIYe5Lg340wBtcIIDkuJV95KXva9WxG/NEkUpMzyMnOYeOybTTr2CB/vh7NGD6pP0+OfJ2sc85Fx5JiTxLyu1HF4JoB2BUX5Y7+10hhPDxsPD7jNtau2MXGb/cBkGLPxOGwsCyL5V9so0mLsHzlkhLSCKl+YYQ5uJo/yYnppKacwsevIjYPW550KRsc2Nz+Kg1cVYs815gsy8qyLGupZVkjgNouOmaZdGBrNGGNahBatxqeXp70GtadyKVRefJEfhnF9aN7AtDj1i5sX+ucYhe5NIpew7rj5e1JaN1qhDWqwYEt0SXeBnEtxYhcjk2rdnLtbV0AuPa2LkSu3Jkvz4/r9tK+VzN8q1TCt0ol2vdqxo/r9nIyIY3TmWdp2r4uAH1u68ymAspL2ZMQY6dpRH0qVPIGoG2Pphw7eCJPngatajHxpZE8OfL1PBdfotbuoX2v5vhWqYxvlcq079WcqLV7SrT+4nr6XyOFeeiJQRw7nMTijy6syh8Y5Jv7c7drmnLkUEK+cgf2xhJWK4jqNavi6elBr+tbsmnDAQB2RB3m6j7OhSuvu6ktkesPuLgVIleWccX0CWNMY8uyDv6Z97jONvQvM6+j0w3tuHfmndg8bKyc/y0fP7uY0U8N42DUISK/jMKrghdT3p9Ig3b1SLdnMG3ETOIOO09Wt08dQt8x15CT7eDNSfPZumK7m1sjrqAY+WM8q5Xv5RgefXMMrbs1xj/Ql5TEND544SsiV+xg6pxxhIQFknjczrS75pKRcopGbWrTf9TVvPrwRwBcP6Irw+53Tr/776srWP1f52JkjdrUvvCIq7V7eHPqJ25rX0mwsrOLzlROjHx0AD0HdyQnO4dDu47xyoPvM/yh/vy8/SibVuxg+ueTqNssDHu8c8GxxON2nhz5OgDX394995FoC2d+zeqFP7itHSUtx/7XGVHV/5o/xta+/C6016JNbV6eN5Zffo7Hcji/ms9/Yw29+rakQeNQLAviT6Tw2rQvsSdnEBjsx6THB/L4A87/NR27N+Keh/ph8zCsWvoTC9/9DoDQsIALj7g6cIIZjy8mK6v8PuJqZdSTpeNG3ivgkR3D3N5He7HNIrf/Pl3Sib4S/kqdaBFxjfLeiZY/76/UiZY/5q/UiZY/pjx3ouXKKE+d6Enbh7u9jzaz7X/d/vssHZPKRURERERERMoAT3dXQEREREREREq/0vKIKXfTSLSIiIiIiIhIMakTLSIiIiIiIlJMms4tIiIiIiIiRXJYGoMFdaJFpBzLTkh0dxVERKS82/2zu2sgIiVMnWgREREREREpUg5aWAx0T7SIiIiIiIhIsakTLSIiIiIiIlJMms4tIiIiIiIiRdJzop00Ei0iIiIiIiJSTOpEi4iIiIiIiBSTpnOXAhF92zLhlTHYPGwsn7eGRc8vybPfy9uTyQsm0qhDfdKS05k2fCbxR52P7hk+ZTD9xvbBkePgjQfeJWrVDnc0QVxMMSJFUYxIURQjUhTFiFyKVwUvXvrmcbwqeOLh6cF3X2zhg6c/z5vH25N/zruXRu3rkpacwbN/m0X80SQAhv1zIP3u7ElOjoM3H3qfH7/Z5Y5myJ+k50Q76bfgZjabjYmzxzG1/zTGt5jENcO7U7tZeJ48/cb1JiMlgzsbT2TxK8sY/9xIAGo3C6fXsO7c1XISU2+YxsTXx2Oz6SMtbxQjUhTFiBRFMSJFUYxIUbLOZjG53zTu7TSVeztNJeK61jTt1DBPnr539iIjJZMxLR5m8azljHtmBAC1m4bRa2gX7m73KI8NnMF9r43BZtO9tVJ2ueQMZ4zxNsaMMsZce377dmPMbGPMP4wxXq44ZlnVpFNDYqPjiDucQHZWNusWbaTboIg8eboN7MiqBesB2PDZJtr1aelMHxTBukUbyTqXTdyRBGKj42hy0clMyj7FiBRFMSJFUYxIURQjUhxnMs8C4OnlgYeXB5Zl5dnfdUAHVn+4AYDvFm+h7TUtctPXfbqJrHPZxB9JJPZQPE06NijZyssV4cC4/VUauOoy4XzgRuABY8wHwFBgM9ARmOuiY5ZJwWGBJMYk524nxdgJDgvKkycoLJDEY86pMI4cB5mpp/AP8iM4LIjEYxfKJh63ExwWWDIVlxKjGJGiKEakKIoRKYpiRIrDZjO8sflZFh17k5/W7ObA1kN59gfXDCAxxg6cj5G0U/gH+Z5P/118HbcTVFMxImWXq+6JbmVZVmtjjCdwHKhpWVaOMeZDoNCbZIwxdwN3AzSlPeGmvouqV3qYAi6mXHxVzxSQybKsYpWVsk8xIkVRjEhRFCNSFMWIFIfDYTGh81R8qlTm359Mok7zcI7ujcndX3CMUFiAubCmIq7lqpFomzHGG/ADKgNVzqdXAAqdzm1Z1hzLsiIsy4r4K3SgARJj7ISEX7jSGxweSHKsPU+epJhkQmoFA2DzsOFTpTLp9gwSY5IJqXWhbEhYIMmxJ0um4lJiFCNSFMWIFEUxIkVRjMjlyEw9xY4N++h4fes86YnH7YSEO0eYbR42fPydMZJ0/KL4Cgsk+YRipCzKsYzbX6WBqzrR84D9wHbgMeBTY8w7wFbgvy46Zpl0YGs0YY1qEFq3Gp5envQa1p3IpVF58kR+GcX1o3sC0OPWLmxfu9uZvjSKXsO64+XtSWjdaoQ1qsGBLdEl3gZxLcWIFEUxIkVRjEhRFCNSlCrBfvhUqQyAd0Uv2vduwbEDJ/Lk2bRsG9eN7AHA1UM6sWPdnvPpP9JraBe8vD2pXjeEsIah+aaCi5QlLpnObVnWTGPMovM/xxpj3geuBd6xLGuLK45ZVjlyHMyeOI/pKx7D5mFj5fxvObo3htFPDeNg1CEiv4xi+by1THl/Iu8dnEW6PYNpI2YCcHRvDBs+jWTunpnkZDuYdd9cHA6Hm1skV5piRIqiGJGiKEakKIoRKUpgaFUemXsPNg8bNpthw+eb2bz8J0Y9cQsHfzzMpq+2seK9dUx+917m73mJdHsmz46aBcDRfcfZ8Plm5myfQU52DrMfeA+HQ9O5yyI94srJlNZ7Vq6zDS2dFRMREREROc/m7e3uKkgpt/LMR6VjDvIVMHrLOLf30RZ0muf236cuJYiIiIiIiIgUk6tW5xYREREREZFyxFFKFvZyN41Ei4iIiIiIiBSTRqJFRERERESkSA40Eg0aiRYREREREREptlI7Eu3ZoJ67qyClnVepDV8pJbIP6BmUUgRLj+ERkT8nu0sLd1dBREqYeiEiIiIiIiJSJC0s5qTp3CIiIiIiIiLFpJFoERERERERKZLD0hgsaCRaREREREREpNjUiRYREREREREpJk3nFhERERERkSJpYTEndaLdZNL0oXS6phkpyRnce+PLuekD/9aNASO7k5OTw5Z1+3l3xtf5yg6+82r63dYRy4IjB+N4+dFPyDqXTfXwAKa8cgd+VSoTvec4L/7zv2Rn5ZRks+QKmvTMEDr1bEqKPZN7B70KQL0moUz892AqVvYm4fhJZkz+hFOZZ/OVHTyqO/1ujbgQI4997oyRsACmvDQcvyqViN4by4tTPlWMlBMPz72Hzje2JyUhjbvbPJJvf+/br2LYPwcCcDrjDK/9Yx6/7DwKQETfNkyYeSc2DxvL561l0Yz/lWjdpWRE9G3LhFfGnP+c17Do+SV59nt5ezJ5wUQadahPWnI604bPJP5oIgDDpwym39g+OHIcvPHAu0St2uGOJoiLKUbkYl7eHrzy6t/w8vLAw8PGhvX7WfDedwy6uQO33NqRsLBAbh40k7TU0wWWv/vv19C5S0OMzfBj1GFen7UagEaNQ5k85SYqVPBk86ZDuekiZYWmc7vJ6sVR/GvsvDxprTs3oEufFkwY8DL39H+Zz+euz1cuqLo/g0Z15/6bX+PeG1/GZjP0vKkNAGP/2Z8l879j/HUzyEg7Td+hHUukLeIaq7/Yxr/ufi9P2oP/GcL8l1cyYfBr/LBmL7eMvTpfuaBq/gwa2ZX7h77OvYNexeZho2f/1gCMfbgfSxZsZPwNLztjZEhESTRFSsCqBeuZ2n96ofvjDifw8DVP8fd2k/lo2mIefOsuAGw2w8RZY5l643TGt3yIa4Z3p3azsJKqtpQQm83GxNnjmNp/GuNbTDr/OYfnydNvXG8yUjK4s/FEFr+yjPHPjQSgdrNweg3rzl0tJzH1hmlMfH08Npu+PpQ3ihEpSNa5HB5+6CPuHj+Pu8fPo2On+jRrXpM9u2L458MLiYtLKbRs8xZhtGgZzl3j5jJ+zDs0bVqDNm1rA/DgpH7MfHE5o+54i/DwQDp1ql9STZI/yYFx+6s0cNkZzhjTwBjziDHmVWPMS8aYe4wxVVx1vLJm99bDpKeeypN24+1d+GTOt2Sdc44MptozCyzr4WnDu6IXNg8bFSp5Y09IA6BNl4Z8t2IXAN8sjqLrtS1c2AJxtd0/HskXI+H1gtkVdRiAbT9Ec9X1LQss6+Hxuxip6HUhRjrX57tVuwH4Zsk2uvZp5sIWSEna9d0+0u0Zhe7fG3mQjBTnOWXfpp8JCQ8CoEmnhsQeiifucALZWTmsW/QD3QbqAlx506RTQ2Kj485/ztmsW7SRboPyXkTrNrAjqxY4L95u+GwT7fo4zy/dBkWwbtFGss5lE3ckgdjoOJp0aljibRDXUoxIYc6czgLA09OGp6cHlgXR0fHEx6VeuqAF3t6eeHp6OEeyPT04ac8kMNCHyj4V2Lv3OACrVu6i+1VNXN0MkSvKJZ1oY8z9wFtARaAjUAmoBUQaY3q54pjlQVi9EFpG1GPmZ/cx46N7aNwqPF+e5Pg0Pp+3nvfXT+XjH/7FqfQzbPv+Z/wDKpOZfhpHjgOApLhUgqrrmkV5c+TneLr0dnZ8r+7bkuDQ/J9xckIan8//nvfXTObj9f/HqYwzbPshGv+qlclMP3MhRuLTFCN/Uf3GXsPWFdsBCA4LJPFYcu6+pOPJBIcFuKtq4iLBYYEkxvzuc46xExwWlCdPUFggiceSAHDkOMhMPYV/kB/BYUF5YiTxuJ3gsMCSqbiUGMWIFMZmM7w9dxyfL3mQH6MOs39fbLHK7d17nO3bj/Lp4vv55PP7idryC7/+mkxwiB+JiWm5+ZIS0wkO8XVV9UVcwlUj0XcB/SzLega4FmhuWdZjQD9gZmGFjDF3G2OijDFRx1L/evfSeHjY8K1SiUm3zmbu81/xf6+OzJfH178SXfq0YEzv57ij+zNUqOTFNQPbYUz+qQ2WZZVEtaUEzfzXYgaM6MJrn/6DSj4VCryf2de/Il16N2PMdS9yR6/pVKjkzTUD2ipGBIA2vVpww9jevDPlI4BC4qKkayWuVsDHnO/vv7BzRHHKStmnGJHCOBwWfx8/j2FDZ9G0WU3q1gspVrmaYQHUrh3MsKGzGDZ0Fu3a16FV61qYAqbjKlzKDodl3P4qDVx5w8pvi5ZVAPwALMv6FfAqrIBlWXMsy4qwLCuiVpU2Lqxa6ZQUl8rGlc6ptgd3HsOyLKoE+uTJ07ZbQ+Jj7KTaM8nJdvDDqt00b1+HVHsmPn6VsHk4P9Lg0Cq5U3il/Ig5nMhjd83n/qGvs/6rHZz4NTlfnrZdGxJ//CSpJ8/HyOo9NG9bm9STmfj4VbwQI9X9FSN/MfVa1eahOXfzxM0v5E79ToxJJqTWhdGm4LAgkmNPuquK4iKJMfbcKfwAweGBJMfa8+RJikkmpFYwADYPGz5VKpNuz8gXIyFhgYqRckgxIkXJzDjL9u1H6VjM+5evuqox+/Ye58zpLM6czmLL5l9o3jyMxMQ0QkL8c/MFh/iRnFT47UgipZGrOtFzga3GmDlAJDAbwBgTAtgvVfCvLPKbPbTt6ryHKKxuMJ5eHvnui048kULTtrWpUNF5LaJt14YcO5QAwM7Nh7i6XysArh0SQeQ3e0uw9lISfruoYoxh+D3X8PUnW/LlSTyRQtM2tS7ESJcGHPvFuXrqzi2/cPX5+6ivHdyeyLX7Sqjm4m4htYL492cP8/zo1zn+84nc9ANbDxHWMJTQuiF4ennQa1g3Ir+McmNNxRUObI0mrFENQutWw9PLk17DuhO5NO/nHPllFNeP7glAj1u7sH2t86Ju5NIoeg3rjpe3J6F1qxHWqAYHtkSXeBvEtRQjUpAqVSrj41sBcN7f3KFDPY4VcAG/IAkJabRuWxubh8HDw0brNrX59WgSdnsmp06dpVnzmgBc37cVGzcedFkbRFzBuGq6jTGmBdAM2G1Z1v7LLX9Do8nlemLHozNvp3Wn+vgH+JCSnM4Hr65m7f+2MWn6UOo3q0l2Vg5zn1vGjk2HCKzmz4PTbuWJu94FYOT919Gjfxtychwc2nucVx/7jKxzOYTWCmTKzNvxq1qZQ3tjeeGRhbmLlJVLXuX7CW2PvjCM1p3q4V/Vh5TkDD6Y/Q2VKlfgptu7APDD6j3Mn7kSgMAQPx58eghP3LMAgJH39aFHv9bOGNkXy6uPLyYrK4fQ8ACmvDjcGSP7Ynlh8idkleNHXGUfOOTuKpSYqR/dT+uezakS7MfJ+FTef+pTPL08AFj29jc8NOfvXDWkEwlHnfcz5mTn8I/OUwHodENb7n15NDYPGyvnr+Pj6V+4rR0lznK4uwYlptMN7bj3/KPMVs7/lo+fXczop4ZxMOoQkV9G4VXBiynvT6RBu3qk2zOYNmImcYedF2lvnzqEvmOuISfbwZuT5ufeUy/li2Lkj3H0aOfuKrhM/fohTP6/AXjYbBibYf23+/jg/e+5eUgEw0Z0ITDQl5MnM9my+RAvvfA1jZuEMmBge1564WtsNsMDD/ajVZtaYMHWLYd48401ADRuEsrkKQOo4O3Jli2HmPXqKje31LXWrJtaOuYgXwGDvr/P7X20/1012+2/T5d1ov+s8t6JliugnHei5c/7K3Wi5Q/6C3WiRcQ1ynMnWq4MdaKvrNLQiVYvRERERERERIpUWhb2cjdXLiwmIiIiIiIiUq6oEy0iIiIiIiJSTJrOLSIiIiIiIkXSdG4njUSLiIiIiIiIFFOpHYn+ZVQNd1dBSrna//7B3VUQERGRv7jM8IruroJIiXGgkWjQSLSIiIiIiIiUE8aYd40xCcaY3b9Le8EYs98Ys9MY84Uxpurv9v2fMSbaGHPAGNO3OMdQJ1pERERERETKi/eAfhelrQZaWpbVGjgI/B+AMaY5MBxocb7MG8YYj6IOUGqnc4uIiIiIiEjpURYWFrMsa4Mxpu5Faat+t7kJuPX8z4OA/1qWdRY4bIyJBjoBkZc6hkaiRUREREREpEwwxtxtjIn63evuy3yLscDy8z+HAcd+ty/mfNolaSRaREREREREilQaRqIty5oDzPkjZY0xjwHZwEe/JRV0iKLeR51oERERERERKdeMMaOBm4A+lmX91lGOAWr9Lls4EFvUe6kT7Qb1ggKYOaR/7natgCq8ti4Sv4oVuK1dK+ynTgHw8rcb2RB9JE9Zbw8PPhp9G96eHnjYbKzc9zOz1jun7IdX9eflIf2pUrEie+MSmLxkBVkOR4m1S1wnom9bJrwyBpuHjeXz1rDo+SV59nt5ezJ5wUQadahPWnI604bPJP5oIgDDpwym39g+OHIcvPHAu0St2uGOJoiLKUakKIoRKYpiRApjM4b5T99B4skMHnlpCREtajFxRA+MMZw+k8XTc1YSE5+Sp0yNYH8WzriTX0/YAdgdfYIZ89cA0KRuNR7/ez8qeHsSuf0wL3/wbYm3Sf5ajDH9gEeBnpZlnfrdrqXAx8aYl4GaQCNgS1Hvp3ui3eBw8kkGv/MRg9/5iCFzP+Z0VjarD0QD8N7mbbn7Lu5AA5zLyWH0B58xaM6HDJ7zIVc3qEObsFAAHulzNe9t3kbfN94j7cxZbm3XsiSbJS5is9mYOHscU/tPY3yLSVwzvDu1m4XnydNvXG8yUjK4s/FEFr+yjPHPjQSgdrNweg3rzl0tJzH1hmlMfH08Npv+7MsbxYgURTEiRVGMyKUM69eOI7H23O3Jd17Lv99YzqjHPmRV5H7GDOpcYLnj8SmMeuxDRj32YW4HGmDymGt5bt5qhj78LrVCq9K1dV1XN0GuEIdl3P4qijFmIc6FwZoYY2KMMeOA2YAfsNoYs90Y8xaAZVl7gE+AvcAK4B+WZeUUdQyd4dysa71aHDuZSmxqerHLnMrKAsDTZsPTZuO3yQhd6tZi5d6fAfhix176NGlwxesrJa9Jp4bERscRdziB7Kxs1i3aSLdBEXnydBvYkVUL1gOw4bNNtOvjvIDSbVAE6xZtJOtcNnFHEoiNjqNJp4Yl3gZxLcWIFEUxIkVRjEhhQgJ96da2PkvX7cpNs7DwqeQNgE8lbxJTMor9fkFVffCp5M3u6BMAfP39XnpEKF7kyrEsa4RlWTUsy/KyLCvcsqx5lmU1tCyrlmVZbc+/7vld/mmWZTWwLKuJZVnLL/Xev9F0bje7sUUTlu3en7t9R8c2DG7djN0n4nlu9QbSzpzNV8ZmDIvH307twKp8HLWDnbFxBFSqSNqZs+Sc71HHpadT3c+3xNohrhMcFkhiTHLudlKMnaadG+XJExQWSOKxJAAcOQ4yU0/hH+RHcFgQ+zYdzM2XeNxOcFhgyVRcSoxiRIqiGJGiKEakMJNG9mL2wg25nWaAZ+eu5uVHbuZsVjaZp88x7smFBZatGVKFBc+MJPP0Od7+bCM7DhwnJMCXRPuFwaMEewYhAfrOWlaUhoXFSgOXjEQbY6oYY54zxuw3xiSff+07n1b1EuVylytPibrko7nKBS+bjd6NG7Bin3P0eOGPO7lu9nwGzfmQhIxMplzXo8ByDsti8Dsf0fOVubSuGUqjkCAw+QO6yGXlpEwo4KPlwloIv+Up4PO3rGKVlbJPMSJFUYxIURQjUpDubetxMu0UB44k5Ekf0a89D734BQPvf4dlG/bw4B0985VNSslk0IPvMPpfH/LqR+v4z4T+VK7kXWC8oHiRMsZV07k/AU4CvSzLCrIsKwi45nzap4UVsixrjmVZEZZlRVSN6OqiqpUePRrWZc+JBJIznfe2J2eewmFZWMCn23bTqmboJcunnz3L5qMxXN2gLidPnca/YgU8zp+ZQv38SEgv/tQaKb0SY+yEhAflbgeHB5L8u/uSAJJikgmpFQyAzcOGT5XKpNszSIxJJqTWhbIhYYEkx54smYpLiVGMSFEUI1IUxYgUpHXjMK5u34AvZo7j6X/cSETzWrz0yGAa1g5hz6E4AL7ZdIBWjWrmK5uVnUNaxhkADhxJ4HhCCrVDA5wjz4F+ufmqBfqSmJJZMg0SuUJc1Ymua1nW85Zlxf2WYFlWnGVZzwO1XXTMMufGlk35as+Fqdwhvj65P1/btAE/JybnKxNQuRJ+FSoAUMHTg271avNLsvOf3OYjx+jb3Dn16uY2zVl74JArqy8l5MDWaMIa1SC0bjU8vTzpNaw7kUuj8uSJ/DKK60c7rwL3uLUL29fudqYvjaLXsO54eXsSWrcaYY1qcGBLdIm3QVxLMSJFUYxIURQjUpA3P/megfe/w82T5vH4618RtfcYk1/+H76VK1Ar1Dm5tFPLOhw5bs9XtqpfJWznB3dqhlQhvHoAsQmpJKdkcurMOVo0qAFA/6uas+FHfWctKyzLuP1VGrjqnuijxpjJwALLsuIBjDHVgTuBYy46ZplS0dOTbvVq88RX3+Sm/bPP1TQNDQHL4nhqGk985VzFsJqvD8/cdB13/3cJ1Xx9eG5QXzyMwRjDir0HWffzYQBeWPM9M4f058Fe3dkXl8Cn2/e4pW1yZTlyHMyeOI/pKx7D5mFj5fxvObo3htFPDeNg1CEiv4xi+by1THl/Iu8dnEW6PYNpI2YCcHRvDBs+jWTunpnkZDuYdd9cHHrsWbmjGJGiKEakKIoRKa4ch8X0eauZ/sBALIdF+qkzPDNnFQBXt69P03qhvPP5D7RrGs5dt3QlJ8fCYTmYMf8b0jKdI9Mz5q/h8bv7Oh9xteMIkTsOu7NJIpfNuOKeFWNMADAFGARUO58cj/M5XM9ZllXkHJ8mT8/UzRFySbX//YO7qyAiIiJ/cem3l/9bEOXP2fThQ6Vj+PQK6LHmn27vo23o84Lbf58uGYk+30l+9PwrD2PMGGC+K44rIiIiIiIi4krueE70U244poiIiIiIiMif5pKRaGPMzsJ2AdVdcUwRERERERFxHT0n2slVC4tVB/rifKTV7xlAN7KKiIiIiIhImeSqTvQywNeyrO0X7zDGrHPRMUVEWjTuJgAAIABJREFURERERERcylULi427xL7bi/MeWnlZihL/QDd3V0FKueqv6jwil+ZZp5a7qyClXPZRPZlTROQ3peU5ze7mjoXFRERERERERMokV03nFhERERERkXJEC4s5aSRaREREREREpJjUiRYREREREREpJk3nFhERERERkSJpYTEnjUSLiIiIiIiIFJNGokuBiL5tmfDKGGweNpbPW8Oi55fk2e/l7cnkBRNp1KE+acnpTBs+k/ijiQAMnzKYfmP74Mhx8MYD7xK1aoc7miAu4FexAk8Ov46GoUFYWDyxcDXXtm5Izxb1ycrJ4VhSKk8sXEX6mbP5yi5/fCynzmSRYznIcViMePljAPwrV+CFUTdSM9CfWHsajyz4ivTT+ctL2aPziBRk0vPD6NS7OSnJGdzb7wUA7nigL/2GdyHVngHAghe+Zuu6ffnKdujRlHv+PRibzcaKRZv49K21AFQPD2TKrL/hV6Uy0XtiePGhj8nOyim5RonL6DwihbEZw/yn7yDxZAaPvLSEiBa1mDiiB8YYTp/J4uk5K4mJT8lTpkawPwtn3MmvJ+wA7I4+wYz5awBoUrcaj/+9HxW8PYncfpiXP/i2xNskf4wWFnPSSLSb2Ww2Js4ex9T+0xjfYhLXDO9O7WbhefL0G9ebjJQM7mw8kcWvLGP8cyMBqN0snF7DunNXy0lMvWEaE18fj82mj7S8eHRILzbuO8Kg5xZw6wsfcjjeTuTBowyZ8T63vvAhRxNPMu7ajoWWH/fGp9z24ke5HWiAcX06sfnnYwx49j02/3yMcX0KLy9lh84jUpjVn2/lX3fOyZe+5N313HfjS9x340sFdqBtNsM//jOEx++cw9+vf55eA9tTu2F1AMZOuYkl89Yzvvd0MlJP0/e2zi5vh7ieziNyKcP6teNIrD13e/Kd1/LvN5Yz6rEPWRW5nzGDCj4PHI9PYdRjHzLqsQ9zO9AAk8dcy3PzVjP04XepFVqVrq3ruroJIleUznBu1qRTQ2Kj44g7nEB2VjbrFm2k26CIPHm6DezIqgXrAdjw2Sba9WnpTB8UwbpFG8k6l03ckQRio+No0qlhibdBrjyfCt50qB/G4s27AcjOcZB+5iyRB34lx2EBsPPoCapX9b2s972mZX2Wbt0LwNKte+ndqsGVrbi4hc4jUpjdW34hPeXUZZdr3KY2sUeTiDtmJzsrh/Vf/kSX65wx06ZrQ75bvhOAbz7fStfrW17ROot76DwihQkJ9KVb2/osXbcrN83CwqeSNwA+lbxJTMko9vsFVfXBp5I3u6NPAPD193vpEaF4kbJF07ndLDgskMSY5NztpBg7TTs3ypMnKCyQxGNJADhyHGSmnsI/yI/gsCD2bTqYmy/xuJ3gsMCSqbi4VHhQFewZp3l6xPU0rhnCvph4nv9iHafPZefmublzS1b8dKDgN7Dg7XuGYFnwaeQuPo90/uML9KtMUlomAElpmQT6VnZ5W8T1dB6RyzVg1FX0GRLBzzuP8c60pWSknc6zPzi0CoknLkzNTIpLoUnbOvgH+JCZdgZHjuN8eipB1auUaN3FNXQekcJMGtmL2Qs35HaaAZ6du5qXH7mZs1nZZJ4+x7gnFxZYtmZIFRY8M5LM0+d4+7ON7DhwnJAAXxLt6bl5EuwZhARc3qCAuI9lubsGpUOpGok2xtxtjIkyxkTFWL+4uzolwhRwW4F1UXSaAjJZllWsslI2eXjYaBZejU827mTYSx9x+lw2Y3839fquazuRnePgqx/3F1h+1GuLGPbSx0yY8wXDu7ehQ/2wkqq6uIHOI3I5vvpoI2N7TuMf/V/CnpjGXY8NzJ+p4MAoLFnKAZ1HpCDd29bjZNopDhxJyJM+ol97HnrxCwbe/w7LNuzhwTt65iublJLJoAffYfS/PuTVj9bxnwn9qVzJu8B40YlEypoS70QbY5YXts+yrDmWZUVYlhURbuqXZLXcJjHGTkh4UO52cHggyb+75wQgKSaZkFrBANg8bPhUqUy6PYPEmGRCal0oGxIWSHLsyZKpuLhUfEo68anp7Po1DoDVO36mWXg1AAZ2bE6PFvX4vw8L/VMi8fxosz3jNGt3RdOydqhzO/0Uwf4+AAT7+2DPuPxpnlL66DwilyMlKQOHw8KyLJYv3ETjNrXz5Uk6kUJIjaq528GhVUmOTyPVnomPf0VsHrbz6VWwJ6SWWN3FdXQekYK0bhzG1e0b8MXMcTz9jxuJaF6Llx4ZTMPaIew55PyO8s2mA7RqVDNf2azsHNIyzgBw4EgCxxNSqB0a4Bx5DvTLzVct0JfElMySaZD8aQ6M21+lgUs60caY9oW8OgBtXXHMsurA1mjCGtUgtG41PL086TWsO5FLo/LkifwyiutHO6/w9bi1C9vXOu+TjVwaRa9h3fHy9iS0bjXCGtXgwJboEm+DXHnJ6aeIT8mgbkgAAJ0b1eKXODvdm9ZhTO8I7p+7lDNZ2QWWreTtSeUKXrk/d21Sh+g45/S7dbt/YWDH5oCzM/7t7r/GjI/yTucRuRwBIRe+vHbr24qjB+Py5Tm48xg164ZQPTwQTy8Peg5ox6ZvnDGzc1M0V9/QGoBrb+lI5OrdJVNxcSmdR6Qgb37yPQPvf4ebJ83j8de/ImrvMSa//D98K1egVqjzQlunlnU4ctyer2xVv0rYzg871wypQnj1AGITUklOyeTUmXO0aFADgP5XNWfDj4dKrlEiV4Cr7oneCqyHAi8VVC0g7S/LkeNg9sR5TF/xGDYPGyvnf8vRvTGMfmoYB6MOEfllFMvnrWXK+xN57+As0u0ZTBsxE4Cje2PY8Gkkc/fMJCfbwaz75uJwONzcIrlSpn/+LdP/dgNeHjZiklN5fOEqFk66HW9PD96+dwgAO4/G8cynawjx9+HJYdfxj3eWEOjnwytjBgDOaeHLf9zPxv1HAZi3Zisvjr6Rmzu3IO5kOg8vWOa29smVo/OIFObRV0fSuktD/AN8+OCHJ/jglZW07tKA+s3CAIv4GDuvTf0UgMBq/jz43DCeGPsOjhwHb/57Mc+8fzceNhurPt3Crz/HA/Duc8uYMmsUox7uz6G9Maz6ZLMbWyhXis4jUlw5Dovp81Yz/YGBWA6L9FNneGbOKgCubl+fpvVCeefzH2jXNJy7bulKTo6Fw3IwY/43pGU6R6ZnzF/D43f3dT7iascRInccdmeTRC6bccU9K8aY3cDNlmX9XMC+Y5Zl1SrqPa6zDdXNEXJJ8Q90c3cVpJSr/uoP7q6ClHKedYr8dyR/cdlHj7m7ClLKpd/e1d1VkFJu04cPlY45yFdA+6//5fY+2rb+z7j99+mqe6KfvMR7T3TRMUVERERERERcyiXTuS3L+uwSuwNccUwRERERERFxHYfl9kHgUsEdj7h6yg3HFBEREREREfnTXDISbYzZWdguoLorjikiIiIiIiLiaq5anbs60Be4+CGBBtBKPyIiIiIiImWMC9akLpNc1YleBvhalrX94h3GmHXFeYNzN3a60nWSckYrL4vIn5VzPP8zkkVELkd2BXfXQERKmqsWFht3iX23u+KYIiIiIiIi4jqWFhYD3LOwmIiIiIiIiEiZpE60iIiIiIiISDG56p5oERERERERKUc0ndtJI9EiIiIiIiIixaROtIiIiIiIiEgxaTq3G3h7efDacyPw8vLAw8PG+o0Hmf/xRtq1rs2Esb3w9LRxMDqeGa+tIMeR/2FsfXu3YNSwrgC8vyiSlWv3ANC4QXX+78Eb8Pb2ZPOPv/DanLUl2SxxoYi+bZnwyhhsHjaWz1vDoueX5Nnv5e3J5AUTadShPmnJ6UwbPpP4o4kADJ8ymH5j++DIcfDGA+8StWqHO5ogLqYYkUsJCQ/kn+/eS2BoVRwOi6/nrmXJ7BV58nQd0IHRTw7FcjjIyXbw5sMfsOeHAwBc97eruX3KzQB8/NwXrP7guxJvg7ieziNSkKXPj+PUmSxyHA5yHA5GPf0x9wzuRs+2DXBYFifTT/HkuytJSsnMV/bGbs0Zd1NnAOYt28xXP+wFoGmdajw5th8VvDzZuOswLy78tkTbJH+cQ9O5AXWi3eJcVg6THlvE6TNZeHjYmP38CLZsO8zUB29g0r8+ISb2JGPv6E7fPi35evWuPGX9fCty54hu3D3pAyzL4p1XRrFxczQZmWd5aMJ1vDh7FXsOxDLjyVvo3KEem3887KZWypVis9mYOHscj17/NEkxdmZvmU7k0ih+3ReTm6ffuN5kpGRwZ+OJ9BrWjfHPjWTaiJnUbhZOr2HduavlJIJqBvL86scZ0+QBHA6HG1skV5piRIqSk+1gzuSPiN5+hEq+FXl98zS2rdnFr/uO5+b5ae1uIr/8EYB6rWrxr48fYFyrR/AL8GHkY7dwX9fHsCx4fdM0Ir/cRkYBX5il7NJ5RC7l7y98QmrGmdztD1ZE8daSHwAY1qcddw3owvQP1uQp4+9TkbsGdmHU0x9jWRYfPHEHG7YfIv3UWf5v5LVMe381uw6d4NUHb6Zby7r8sPtISTZJ5E/RdG43OX0mCwBPTxuenh44HBbnsnKIiT0JQNRPR+jZrXG+cp3a1yVq+1HSM86QkXmWqO1H6dyhHoEBPlSu7M2eA7EArFy7h6u6NCq5BonLNOnUkNjoOOIOJ5Cdlc26RRvpNigiT55uAzuyasF6ADZ8tol2fVo60wdFsG7RRrLOZRN3JIHY6DiadGpY4m0Q11KMSFHscSlEbz8CwOmMM/y6/zjBNQPy5DmTeTb354qVK2JZzplQHa5vzbY1u0g/mUlGSibb1uwiom/rEqu7lAydR+RyZJ45l/tzpQqeWPknTtK1RR227PmVtMwzpJ86y5Y9v9KtZV2CqvjgU8mbXYdOAPD1D3vp1U7xUlZYlvtfpYFGot3EZjPMmTmKsBpVWfLVT+w7eAJPTxtNGlbnQHQ8Pbs3oVqwX75ywUF+JCSm5W4nJqUTHORHSJAviUkZF6X7lkhbxLWCwwJJjEnO3U6KsdO0c94LJEFhgSQeSwLAkeMgM/UU/kF+BIcFsW/Twdx8icftBIcFlkzFpcQoRuRyVK8TTMM2ddm/5VC+fd0HRTD2meFUCfHn8UEvABBc86L4Om4nuKZipLzReUQKY1nw+kO3YFmweP1OvtjgnCU54ebu9O/WnMzTZ/n7jE/zlQsJ8CX+ZHrudvzJdEICfKlW9eL0DEIC9J1VypZS1Yk2xtwN3A3QqNUQatTp4uYauY7DYTH+gQX4+lTgmamDqVc7mP/MWMZ943vj5eXB1p+OkJOTfxpUQXchWJaFMQXsKS2XauRPKfijtS7Kkz+TMy6KLitln2JEiquiTwWeWDSJNx/5gFPpp/Pt3/i/KDb+L4pWVzVl9JNDmXLDs4XGjpQvOo9IYcY991+SUjIJ8KvE6w/fypE4Oz8dPM4bX2zkjS82cmf/jtzWpy1z/heZp5wp4FurZRUv1kRKO5dM5zbG+BtjphtjPjDG3H7RvjcKK2dZ1hzLsiIsy4oozx3o38vIPMtPu47RqUM99hyIZeKUhdzz8Ifs2BNDzImT+fInJqdTLcQ/dzsk2I9kewYJSemEBPvmSU+y63618iAxxk5IeFDudnB4IMmx9jx5kmKSCakVDIDNw4ZPlcqk2zNIjEkmpNaFsiFhgSTH5o8rKdsUI1IcHp4ePLFoEmsXbmTjkq2XzLvr+/3UrF8N/yA/Eo8n542vsECSC/j/JGWbziNSmN8WDDuZfpp126JpUS80z/4Vm/fTp0P+WwgTTqZTPeDCrMrqAX4kpWQQfzLjonTfAhclk9LJsozbX6WBq+6Jno9z0PRzYLgx5nNjTIXz+/4aveNLqOJfCV8f56/D29uTiLZ1+DUmmapVKgPg5enB7bd04n/L869suWXbETq2q4OvTwV8fSrQsV0dtmw7gv1kJqdPn6N5kxqAcwXv7zf9XHKNEpc5sDWasEY1CK1bDU8vT3oN607k0qg8eSK/jOL60T0B6HFrF7av3e1MXxpFr2Hd8fL2JLRuNcIa1eDAlugSb4O4lmJEiuOhOXfz6/7jfP7q1wXur9mgeu7PDdvWxdPbk7TkdH5ctZMO17bCt6oPvlV96HBtK35ctbOkqi0lROcRKUhFb08qV/TK/blzizocOp5MrWpVc/P0bNOAIyfs+cpG7jlK5xZ18KtcAb/KFejcog6Re46SnJpJ5plztKzv/M7av1tz1m/Pf3uJSGnmquncDSzLuuX8z0uMMY8Ba40xA110vDIlKNCXqQ/egM1mw9hg3fcHiNz6C/eM6Um3jg0wxvC/5dv5aeevADRpWJ2BN7TlhVkrSc84w/v/jeTtl/8GwIKFkaSfXy3x5TdWM+XBG6jg7cXmH3/RytzlhCPHweyJ85i+4jFsHjZWzv+Wo3tjGP3UMA5GHSLyyyiWz1vLlPcn8t7BWaTbM5g2YiYAR/fGsOHTSObumUlOtoNZ983VaqnlkGJEitKiWxOuG3k1v+z6lTe3PgvAu49/QrXzo4dfvbOGq27uxLUjryYnK5uzp7OYdscsANJPZvLRs18w64enAfhw2hekn9SoUXmj84gUJMjfhxfuc35997AZVm7eT+TuI8yYMIA6oQE4HBYnktNyV+ZuVqc6t/RqzTMLVpOWeYZ5yzbx/r/uAGDul5tIy3R+Z33ugzU8Oa4vFbw8+WHXETbu0nfWsqK0jAS7m3HFPQjGmH1AC8uyHL9LGw1MBnwty6pT1Hv0HPCCbo6QS/L+aou7qyAiZZzx9HJ3FaSUs7Kz3F0FKeVOjunq7ipIKRc176Fy0/Nsuvg/bu+j7R/yhNt/n66azv0l0Pv3CZZlLQAeBs4VWEJERERERESklHPJdG7LsiYXkr7CGPOsK44pIiIiIiIiruP2YehSwlUj0ZfylBuOKSIiIiIiIvKnuWQk2hhT2LKdBqheyD4REREREREppbSwmJOrVueuDvQFLn5IoAF+cNExRURERERERFzKVZ3oZThX4d5+8Q5jzLrivIFWXhYREVdL+KKBu6sgpVzIgP3uroKUcpXsepyXyF+NqxYWG3eJfbe74pgiIiIiIiLiQlpZDHDPwmIiIiIiIiIiZZKrpnOLiIiIiIhIOaKFxZw0Ei0iIiIiIiJSTOpEi4iIiIiIiBSTpnOLiIiIiIhIkSwtLAaoE10qRPRty4RXxmDzsLF83hoWPb8kz34vb08mL5hIow71SUtOZ9rwmcQfTQRg+JTB9BvbB0eOgzceeJeoVTvc0QRxMcWIFEUxIgBPth5Mj2pNsJ/L5NYNswG4LrQF9zTuTT3fYEZufJu9qbG5+cc26MHgWu1xWBbP7/mKyKTofO/ZKag+k5r1xYbhVM45ntixmGOn7HjZPHimzS00q1KT1HOnePSnT4g9nVJibZUrT+cRKYzNZnjnhZEk2TN4dNoXDLmhHUMHtCe8RgA3jXqd1PTTBZa7d1QPunaoj7EZorYf5dV5awFoXL86U+/vRwVvTzb9eDg3XaSs0HRuN7PZbEycPY6p/acxvsUkrhnendrNwvPk6TeuNxkpGdzZeCKLX1nG+OdGAlC7WTi9hnXnrpaTmHrDNCa+Ph6bTR9peaMYkaIoRuQ3S2N+YsKW9/OkRWck8NCPC9lmP5onvb5vCH1rtuKWDbOYsGUBU1sOwEb+BWMeazmAqds/Y9j3b7A8did3NewJwM21OpCWdZqB617hw8ORPND0etc1TFxO5xG5lKE3tedojD13e9f+40z696ecSEgttEzLJjVp1TSMOyctYPQD79G0UShtW9QC4OF7ruWFN1cxYsI8wmsG0Ll9PZe3Qa4MyzJuf5UGOsO5WZNODYmNjiPucALZWdmsW7SRboMi8uTpNrAjqxasB2DDZ5to16elM31QBOsWbSTrXDZxRxKIjY6jSaeGJd4GcS3FiBRFMSK/2WY/SlpW3hGhwxmJHM1Mype3V/VmrIzdRZYjh9jTKRw7lUzLquH58lmAj2cFAHw9K5J4Nv18+aZ8GbMdgG/i9tApuP4Vbo2UJJ1HpDAhQb507VCfZd/szE37+XACcYlplyxnYeHt7YGnpwdenh54etg4mZpJUIAPPpW82XPgBAArvt3D1YoXKWPUiXaz4LBAEmOSc7eTYuwEhwXlyRMUFkjiMecXIEeOg8zUU/gH+REcFkTisQtlE4/bCQ4LLJmKS4lRjEhRFCPyR1Sr6EfcmQujSPFn0qhW0T9fvqd2LmF2x7+xsvcj3BjWhncPfXe+vH9u+RzLQUbWWap6VS6ZyssVp/OIFOb+sb15Y8EGHI7LK7fnwAm27TrGknfvYcm797Jl+xGOxtgJDvQlMTkjN19icjohQb5XuNYiruWSTrQxJtQY86Yx5nVjTJAx5kljzC5jzCfGmBqXKHe3MSbKGBMVY/3iiqqVOqaAGQnWRXfsmwIyWZZVrLJS9ilGpCiKEfkjTAFTty3yf/Yj63fjvq0f0HftiyyN2cbDzfpdVnkpG3QekYJ0i6jPydRTHPwl/rLLhoVWpW54ELeMf5sh49+ifavatGkeXkgcXYnaSomwjPtfpYCrRqLfA/YCx4BvgdPAjcB3wFuFFbIsa45lWRGWZUWEm7/GtLDEGDsh4Reu9AaHB5Ica8+TJykmmZBawQDYPGz4VKlMuj2DxJhkQmpdKBsSFkhy7MmSqbiUGMWIFEUxIn9E/Jk0QitWyd2uXtGfxDPpefIEeFemsV8ou1NiAFgZu5s2AbXPl0/NLe9hbPh6VSA1q+DFhaT003lECtKqaRjdOzbgk7fv4smHb6J9q9o8/mD/YpXt0aURew7GcvpMFqfPZLF522FaNK6Rb+Q5JMiPJHvGJd5JpPRxVSe6umVZsyzLeg6oalnW85Zl/WpZ1iygjouOWSYd2BpNWKMahNathqeXJ72GdSdyaVSePJFfRnH9aOdCLj1u7cL2tbud6Uuj6DWsO17enoTWrUZYoxoc2JJ/ZVUp2xQjUhTFiPwR6+P307dmK7xsHtSsVJXaPkG5neXfpGWdwderArV9nB2kLiENOJyRmFt+QHhbAK4NbcHWpMMl2wC5onQekYK8/eF33HLX29z293d48qVlbNv1K0+/8nWxysYnptG2RS08bAYPDxttW4RzJCaZ5JOZnDqdRfPGzsmp/a5pwfeKFyljXPWIq993zt+/aJ+Hi45ZJjlyHMyeOI/pKx7D5mFj5fxvObo3htFPDeNg1CEiv4xi+by1THl/Iu8dnEW6PYNpI2YCcHRvDBs+jWTunpnkZDuYdd9cHJd7w4qUeooRKYpiRH4zve1QIoLqUdW7Mit7P8KbP68l9dxpprS4kQBvH2Z1/BsH0k4wYcv7HMpIYPWJ3SzucT85loPpu5fhOD8de3bHv/HUziUknk3nPzv/x0vtR+DAIj3rNP/e8QUAXxzbxrS2t7C014OkZZ3m0W2fuLPp8ifpPCKX45Yb23H74E4EBvjw3iuj2fTjLzz/xiqaNKjO4L5teP6NVayLPEj7VrV579U7wYLNPx3mhyjn7Zovvb2aqfff4HzE1bbDbNqmi3BlhabeOxlX3LNijPkPMMOyrIyL0hsCz1mWdWtR73Gdbag+IhERcanEL5u6uwpSyoUM2O/uKkgpd2ZQZ3dXQUq57754pHTcyHsF1F/4rNv7aL+MmOr236dLRqIty3qikPRoY8xXrjimiIiIiIiIuJDbu9ClgzsecfWUG44pIiIiIiIi8qe5ZCTaGLOzsF1AdVccU0RERERERMTVXLWwWHWgL3Dx8w0M8IOLjikiIiIiIiIuYpWS5zS7m6s60csAX8uytl+8wxizzkXHFBEREREREXEpVy0sNu4S+253xTFFREQuV7WbD7m7ClLKaQ0dKYrv93rGsfyF6KQIuGdhMRH5f/buPDyKIv/j+LsmCQIJhFxcCYjIIYfIEZBDMQoIgoI/L5BFEUHWKyLqKou6K6sRWI944qqgouuB17KogCCXyiEERTnkiCAQQiAn5EAgmfr9kSwwJDAR6ZkkfF7PMw8z1VXTVcmXSldXdbeIiIiIiFRKGkSLiIiIiIiIlJNT10SLiIiIiIhIFaIbixXTTLSIiIiIiIhIOWkmWkRERERERLzTjcUAzUSLiIiIiIiIlJtmoiuA2L7tufO5EbgCXMyZtoAZk2d6bA+qFsiD0+Np3qkp+zNzSRiSyJ7t6QAMGXc1/W7thbvIzZQxb5A070d/NEEcphgRbxQjcjJRMeH85Y07CK9fB7fbMnvqQma+NLdUvjufvZnO/dpz8MAhnh75L5LX/ApAn5suZui4/wPgvUn/Yf473/iy+uIj6kfEm0GjL6PfsB4YY5j772+Z+epCj+1d+13AzeOuwm0tRYVuXnvkQ9Z/V/wowd6DuzLkvv4AfPDsbL6ascLn9Rc5XTQT7Wcul4v4l0Yyvn8Co9qM5dIhPWjcKsYjT7+Rl5GXk8ctLeL59LnPGTVpGACNW8UQN7gHt7Udy/grEoh/eRQul36lVY1iRLxRjIg3RYVuXnvwXUa1+wtjLvobA+/oQ+NW0R55OvdrT3Sz+oxofR/P3TGVe166FYBaYcEMe/ha7rnoUeJ7PMqwh68lpE6wP5ohDlI/It6cfV5D+g3rwb19J3Fn3BN06XM+DZvW9ciz5puN3Bn3BHdfmkDimLcZk3gTACF1ajL0gQHc23cS914+iaEPDCAktKY/miF/mKkAL/9TD+dnLbs0IzU5jbRteyk8XMjiGUvpPijWI0/3gZ2ZN30JAF9/vIIOvdoWpw+KZfGMpRw+VEjar3tJTU6jZZdmPm+DOEsxIt4oRsSbrLScI7PKB/J+Y8fGXUQ2DPPI0/2qTsx/t3iGeePKZILr1CS8fh06Xd6O7xesJTc7n7ycfL5fsJbYvu183QRxmPoR8aZRi/psXL2NgwcO4y5ys3bZFrr3b++R57f8g0feV69ZDWuLL6DtdGlrfljyM3k5BeTtK+CHJT/T6bJqNALUAAAgAElEQVTWPq2/yOnks0G0Maau91xnnsjocNJTMo98zkjJIjI6wiNPRHQ46TszAHAXucnfV0DtiFpERkeQvvNo2fRdWURGh/um4uIzihHxRjEiv0e9syNpdkETNq78xSM9omEY6TuzjnzOSMkiomEYkQ2Pi69dWUQ2VIxUNepHxJvtP6fStltzaoUFc1aNIDr3bktUdFipfN37t+e1ZY/xj/fuJnHM2wBENggjPTX7SJ6M1BwiG5QuK5WArQCvCsCRa6KNMcf3nAZYaYzpABhrbVYZxTDGjAZGA5xHR2JMUyeqV6GYMlYk/O+s3dE8pTNZa8tVVio/xYh4oxiR8qoefBZ/mzGWVx54h4LcAx7byooR7IljR6oW9SPizc4taXz04pc8+fEYDuQfZOv6FIoK3aXyLZu9hmWz19C2WzNuHjeQ8dc9X+YKXMWIVGZOzURnAKuPeSUB0cD3Je/LZK19zVoba62NPRMG0ADpKVlExRw90xsZE05mquc5hoyUTKIaRQLgCnARHFqT3Kw80lMyiWp0tGxUdDiZx5zlk6pBMSLeKEakPAICA/jbjLEsfH8pS2euKrU9Y1cWUY2OngOPjAknc3c26bsyPeMrujhdqhb1I1Ie895dRnyvJ3lw4DPk5uSza+veE+ZdtzyZBk2iqB0eTEZqNlHHXEIS2bAOmWk5vqiyiCOcGkQ/CGwCBlprz7HWngOklLw/M0bH5bRpVTLRzRtQv0ldAoMCiRvcg+WzPM8zLP8sicuHXwJAz+u6smbhuuL0WUnEDe5BULVA6jepS3TzBmxamezzNoizFCPijWJEyuO+10azY+MuPnl+dpnbl3++mj5/uhiA87o0I3/fAbLSclg97yc69T6fkDrBhNQJplPv81k97ydfVl18QP2IlEdoZC0AoqLD6DGgA0s+9Twh1+CcqCPvz23XiMBqgezPymf1og10jGtNSGhNQkJr0jGuNasXbfBp3eU08fdS7gqygMGR5dzW2qeNMR8AicaYncDfqTBNrljcRW5eip/GxLkP4wpw8eWbi9i+IYXhEwazOekXln+WxJxpCxn3djxvbX6R3Kw8Em5MBGD7hhS+/mg5U9cnUlTo5sW7p+J2l15WI5WbYkS8UYyIN226t6TPsIvZunYHr6x6EoA3Hv2QuiWzh1+8voCVc9bQpV973vo5kYMHDvL0qFcByM3O590n/8OLyx4H4N8J/yE3O98/DRHHqB+R8njkzdHUDguh8HARUx56n7x9BfQfXnzybfb0b7joyg70uqErhYVFHDpwmEm3vQ5AXk4B7z87m+fnjwPgvWe+IC+nwG/tEPmjjNPXIxhjrgIeBppYa+uXt1wf1/UadIuIiKNMYJC/qyAVnC087O8qSAUXGBHhPZOc0eak/6tiPJfpNGjy5j/9Pkb7dcSDfv95On53bmvtZ8ClQG8AY8wIp/cpIiIiIiIi4gSfPOLKWnvAWruu5OMEX+xTRERERERE5HRz6hFXJ7rjiAHqObFPERERERERcY6eTFbMkUE0xQPlvsDxzzcwwDKH9ikiIiIiIiLiKKcG0Z8DIdbaNcdvMMYsdmifIiIiIiIiIo5y6hFXI0+ybagT+xQRKcX45LYPUonpzssi8kdl9m/h7yqI+I6WcwM+urGYiIiIiIiISFXg1HJuERERERERqUqs3x/RXCFoJlpERERERESknDSIFhERERERESknLecWERERERERr4xuLAZoJlpERERERESk3DQTXQHE9m3Pnc+NwBXgYs60BcyYPNNje1C1QB6cHk/zTk3Zn5lLwpBE9mxPB2DIuKvpd2sv3EVupox5g6R5P/qjCeIwxYh4c//U27lwQEdy9u5n9AUPlJnnzuduocsVHThYcJCnbn2F5B+2AdDn5p78afw1ALz75KfMf/trn9VbfEf9iHijGJGyzHx6JAW/HcbtdlPkdjP8sfeoHVydhDsH0CCyNrsz9jP+5c/JLTjoUa554yjGDe9FcI1qFLktb876jq9WbgagYWRtnrhzALWDq7Np+17+/uocCovc/mie/F6aiQY0E+13LpeL+JdGMr5/AqPajOXSIT1o3CrGI0+/kZeRl5PHLS3i+fS5zxk1aRgAjVvFEDe4B7e1Hcv4KxKIf3kULpd+pVWNYkTKY970JYzvP/GE27tc0Z7o5vW5peUYnrv9de55eSQAtcKCuenR64jv9jB3d32Ymx69jpA6wb6qtviI+hHxRjEiJ3PHpA8Z9rd/M/yx9wAYPqAzqzbs4LqH3mTVhh0Mv7JLqTIHDx7msdfmMmT824x5+lPu+1McITXPAuDuwRfz/pffc91Db5Kb/xuDLmnr0/aI/FHq4fysZZdmpCankbZtL4WHC1k8YyndB8V65Ok+sDPzpi8B4OuPV9ChV3FH031QLItnLOXwoULSft1LanIaLbs083kbxFmKESmPtd/8TG5W3gm3dxvYma/eKZ5h/vm7LYTUCSa8fh1i+17A6q/WkpudT15OPqu/Wkvnfhf4qtriI+pHxBvFiPwePTueyxffbgDgi283cEnHc0vl2bEnh517cgDIyMkne/8BwmrVACC2VWMWrtp8THnFi1QuGkT7WWR0OOkpmUc+Z6RkERkd4ZEnIjqc9J0ZALiL3OTvK6B2RC0ioyNI33m0bPquLCKjw31TcfEZxYicDpHRYezdeWwcZRIZHU5Ew3CPGMlIySSioWKkqlE/It4oRuRkXvzLtUyf8CeujjsfgPDaNcnclw9A5r58wmrXPGn51k3rExjoImVvDqEh1cktOEiRu3hd8J7sXKLCQpxtgJw+1vj/VQFUqGuijTGjgdEA59GRGNPUzzVynikjDqy1x+UpnclaW66yUvkpRuR0OHGMlBUkPqiQ+JT6EfFGMSInMuqJD8jIySesVg1eevA6tu/O+l3lI0KDmTC6HxNe/xJrTxRHp6u2IsWMMWOA2wADvG6tfc4YEw7MAJoAvwI3WGuzT+X7HZmJNsb0O+Z9qDFmmjHmJ2PMe8aYeicqZ619zVoba62NPRMG0ADpKVlExRw90xsZE05mqmfnlJGSSVSjSABcAS6CQ2uSm5VHekomUY2Olo2KDicz9ZTiQCowxYicDukpWdRtdGwcRZCZmk3GLs8YiYyJIPN3HiBJxad+RLxRjMiJZOQUzzhn5x5g8epkWjetT9b+AiJCi++fEREaTPb+gjLLBlevRuJ9V/OvT5ay7pfdAOTkHqBWzbMIcBUPpuuF1SIj58SXI0kFYyvAywtjTFuKB9BdgAuAK40xzYFxwAJrbXNgQcnnU+LUcu4nj3n/DLAbuApYBbzq0D4rpU2rkolu3oD6TeoSGBRI3OAeLJ+V5JFn+WdJXD78EgB6XteVNQvXFafPSiJucA+CqgVSv0ldops3YNPKZJ+3QZylGJHTYflnSfS+qScArS5sTv6+ArLSckj68kc69WlHSJ1gQuoE06lPO5K+1F11qxr1I+KNYkTKUr1aIDWrBx15f2Hbs/klJZOvf9jKgItaAzDgotZ8/f0vpcoGBrj45z0Dmb10AwtWbfHYtvrnnVzWucWR8kvKKC/yB7QCVlhrC6y1hcAS4P+AQcD0kjzTgatPdQe+WM4da61tX/I+0Rgz3Af7rDTcRW5eip/GxLkP4wpw8eWbi9i+IYXhEwazOekXln+WxJxpCxn3djxvbX6R3Kw8Em5MBGD7hhS+/mg5U9cnUlTo5sW7p+J26/EAVY1iRMpj/Lv30O6S1oRG1uK97VN4e8JHBAYFAPD5q1+xcvYPXHhFB6Zvfp6DBYd4euQrAORm5/Nuwie89F3xuc93n/iE3Ox8v7VDnKF+RLxRjEhZwkODeeqegQAEBBi+XL6RFWt/5eetaTx515UM7NmWPZm5/PXlzwFo1aQe11zWjoQ35tP7wpZ0aBlNaEh1rryoDQATpn7Jlh3pvPjhNyTcOYDbr+3B5u17mfX1Or+1USqfYy8BLvGatfa1Yz6vAxKMMRHAAaA/kATUs9buBrDW7jbG1D3lOjhxzYoxJgV4luI16HcB59qSHRljfrLWtvP2HX1c1+vqCBH5Y4zunSheWB3oi8gfs++mbv6uglRwK6ffVzHuhnUaNHnlab+P0X694wGvP09jzEiKx6F5wAaKB9MjrLV1jsmTba0NO5U6OHWE+TpQCwiheKo8EsAYUx9Y49A+RURERERE5AxnrZ1mre1ore0JZAFbgD3GmAYAJf/uPdXvd2Q5t7V2wgnS04wxi5zYp4iIiIiIiDjI7/PQ5WOMqWut3WuMaQxcA3QDzgGGA5NK/v3vqX6/P9Y6ljnAFhERERERETkNPjHGbAA+A+4qeZTVJKCPMWYL0Kfk8ylxZCbaGPPTiTYBJ3zElYiIiIiIiMgfYa29uIy0TKDX6fh+p+7OXQ/oCxz/kEADLHNonyIiIiIiIuIUW2XukfaHODWI/hwIsdaWuomYMWaxQ/sUEfGkOy+LiIjDIpbu9ncVRMTHnLqx2MiTbBvqxD5FRERERETEOaaS3FjMaXqIqoiIiIiIiEg5aRAtIiIiIiIiUk7lWs5tjAmw1hY5XRkRERERERGpoLScGyj/THSyMeYpY0xrR2sjIiIiIiIiUoGVdxDdDtgMTDXGrDDGjDbG1HawXiIiIiIiIiIVTrmWc1trc4HXgdeNMT2B94FEY8zHwOPW2mQH61jlxfZtz53PjcAV4GLOtAXMmDzTY3tQtUAenB5P805N2Z+ZS8KQRPZsTwdgyLir6XdrL9xFbqaMeYOkeT/6owniMMWIeKMYEW8UI+KNYkSON3bi9XS5rDU5mXnc0f+ZI+kDb+rBVTd1p6jIzcpFG3njn1+UKvvW4r9SkH8Qd5GlqKiIMf/3AgAhoTX46/PDqBcTxp6UbCbe82/y9h/wWZtETodyzUQbYwKMMQONMf8BngeeAZoCnwGzHaxfledyuYh/aSTj+ycwqs1YLh3Sg8atYjzy9Bt5GXk5edzSIp5Pn/ucUZOGAdC4VQxxg3twW9uxjL8igfiXR+Fy6V5xVY1iRLxRjIg3ihHxRjEiZZn/aRKP3DrVI61d13Pp2rsNd175LLdf8QyfTF18wvLjhv2LuwcmHhlAA9zw58tYszyZUb3/yZrlydzw50udqr6IY8rbw20BBgFPWWs7WGuftdbusdZ+DMx1rnpVX8suzUhNTiNt214KDxeyeMZSug+K9cjTfWBn5k1fAsDXH6+gQ6+2xemDYlk8YymHDxWS9uteUpPTaNmlmc/bIM5SjIg3ihHxRjEi3ihGpCzrVm0jN6fAI23A0G58+OoiDh8qvufwvqz83/Wd3Xq35qtPkwD46tMkuvVpc3oqKz5hrP9fFUG5r4m21o601i47foO19p7TXKczSmR0OOkpmUc+Z6RkERkd4ZEnIjqc9J0ZALiL3OTvK6B2RC0ioyNI33m0bPquLCKjw31TcfEZxYh4oxgRbxQj4o1iRMorukkUbTufQ+LH8fzzvdtpcX5MmfmshYS3buOFmWO4YvCFR9LrRNYiOz0XgOz0XEIjQnxSb5HTqVzXRAOFxpi7gDZA9f8lWmtvLe+OjDER1tpML3lGA6MBzqMjMaZpeb++0jKmdJq19rg8pTNZa8tVVio/xYh4oxgRbxQj4o1iRMorINBFSO0ajL3uRVq0a8RfX7iJEZdOLJXv/sEvk7V3P6HhwTw5fTQ7t+5l3aptfqixyOlX3pnod4D6QF9gCRAD5J4oszFmkjEmsuR9rDFmK/CdMWa7MeaSE5Wz1r5mrY211saeCQNogPSULKJijp7pjYwJJzM1yyNPRkomUY0iAXAFuAgOrUluVh7pKZlENTpaNio6nMzUbN9UXHxGMSLeKEbEG8WIeKMYkfLKSNvH0nlrAdj8006stYSGB5fKl7V3P1C83HvZ/HW0bNcYgJyMXMKiagEQFlWLfZl5Pqq5nBbW+P9VAZR3EN3MWvsokG+tnQ4MAM4/Sf4B1tqMkvdPAYOttc2APhTflExKbFqVTHTzBtRvUpfAoEDiBvdg+awkjzzLP0vi8uHF5x56XteVNQvXFafPSiJucA+CqgVSv0ldops3YNNK3Si9qlGMiDeKEfFGMSLeKEakvJbPX0f7rsXXvEc3iSQwKKDUddFn1QiiRvBZR953vKgFv25JA2DFgg30vqb4evve18Sy/KsNPqy9yOlR3uXch0v+zTHGtAXSgCYnyR9kjAm01hYCNay1qwCstZuNMWedcm2rIHeRm5fipzFx7sO4Alx8+eYitm9IYfiEwWxO+oXlnyUxZ9pCxr0dz1ubXyQ3K4+EGxMB2L4hha8/Ws7U9YkUFbp58e6puN1uP7dITjfFiHijGBFvFCPijWJEyvJQ4lDaXXgutcOCeefbh3nn+XnM+3gVYyfdwCuz76fwcCHP/OUDAMLr1ubeJ6/jb6PeICyyFo9OGQ4UL/9ePOsHVn+9CYAPX13E+BeG0ff6zqSn5pAQ/47f2ienQFdqAGDKc82KMWYU8AnFs89vASHAo9baV0+QPx64CpgE9ATqAJ8CvYCm1tqbvO2zj+t6/YpEREREpEILbNrE31WQCm5O8lMVYw3yadD0uWf9Pkbbeu99fv95nnQm2hhz3zEfR5T8+3LJv6UvfihhrX3RGLMWuANoUbKfFsBM4PFTrq2IiIiIiIiIH3lbzl2r5N+WQGdgVsnnq4CvT1bQWrsYWHx8ujFmBPDm76mkiIiIiIiI+Jnf56ErhpMOoq21EwCMMfOAjtba3JLPjwEfneI+J6BBtIiIiIiIiFRC5b2xWGPg0DGfD3GSG4sZY3460SagXjn3KSIiIiIiIhWE0Uw0UP5B9DvASmPMfyiexP8/YPpJ8tej+JnSxz8k0ADLfm8lRURERERERCqCcg2irbUJxpg5wMUlSSOstT+cpMjnQIi1ds3xG4wxi8uzT3Nhu/JkkzPYgfo1/F0FqeCq//c7f1dBRESquLzztchS5ExT3plorLXfA9+XM+/Ik2wbWt59ioiIiIiISAWh5dwAuPxdAREREREREZHKotwz0SIiIiIiInIG00w0oJloERERERERkXLTIFpERERERESknLScW0RERERERLzSc6KLaRDtB1F1a/OXvw0iPCIEt9sy+7/fM/PDlYx//BoaNY4AILhWdfJzf+OO4a+XKv/2p/EcKDiEu8hNUZGbu2+dBkCt2tV5+PFrqdcglD279/HEI5+Ql/ubT9smp5fLZXj9qWFkZOXxUMJ/uOaKDlx/VUdiGoRx5c0vsy/3QKky9aJqk/DQQFwuF4EBLj6Z/QP//fJHAFo0rcf4e/pxVrVAVqzexvPTFvq6SeKQ2L7tufO5EbgCXMyZtoAZk2d6bA+qFsiD0+Np3qkp+zNzSRiSyJ7t6QAMGXc1/W7thbvIzZQxb5A070d/NEEcphgRbxQjciKncjwCcMfNPenWqSnGZUhas/3IcYeOR6Sy0yDaD4qK3Lz2wnySN6dRo2Y1Xn5zFN+v3MqTj356JM/o+N7k5x884Xf85a632b/Ps8MafFMPfkjaxox3ljH4pu4MvqkH06YscKwd4rzrr+zI9pQsgmtWA2Dtxl0sS/qFF54YfMIymdl53DHufQ4XFlGjehDTn7+Fb1cmk5mdz/239+apV+axftNunnr0Wi7seA7ffb/NV80Rh7hcLuJfGslDlz9ORkoWL62cyPJZSez4OeVInn4jLyMvJ49bWsQTN7g7oyYNI+HGRBq3iiFucA9uazuWiIbhTJ7/KCNajsHtdvuxRXK6KUbEG8WInMypHI+0bdmQ88+L5pax0wF4+ckbad+mEWvW79TxSGVmjb9rUCHommg/yMrMI3lzGgAHCg6x49cMIqNqeeS5pFdrFs1b/7u+t9vFLZk/+ycA5s/+ie49W56eCotfREWE0K1TUz7/6qcjaVu27SUtff9JyxUWujlcWARAUFAALlPc2UWEBRNcoxrrN+0GYO6i9VzcpZlDtRdfatmlGanJaaRt20vh4UIWz1hK90GxHnm6D+zMvOlLAPj64xV06NW2OH1QLItnLOXwoULSft1LanIaLRUXVY5iRLxRjMiJnOrxiMVSrVoAgYEBBAUGEBjgIntfvo5HpErQINrP6tUPpVmL+mxcv+tI2vntG5OdlU9qSlbZhaxl4vN/4uU3R9F/UIcjyWHhwWRl5gHFA/U6YTUdrbs4655bL2PK9K85lRP5dSNq8VbicD55/c+8+5+VZGbnExkeQnpJfACkZ+YSFRFyGmss/hIZHU56SuaRzxkpWURGR3jkiYgOJ31nBgDuIjf5+wqoHVGLyOgI0nceLZu+K4vI6HDfVFx8RjEi3ihG5ERO9Xhk/abdfL92JzPfuJ2Zb9zByjW/sj0lS8cjUiVUqOXcxpjRwGiAVucMJKZerJcSlVv1GkH8beL1vPLcPAoKDh1Jj+vThkXzTzwLfe+f3yIro3iQPPH5YezcnsnaNTt8UWXxke6xTcneV8DmrXto36bR7y6/NzOXW8ZOJyIsmCf/ejWLl23GmNLLb6xuDlEllPGrxR73yy3792/LVVYqP8WIeKMYkbL8keOR6Pp1aBITwbWjXgXg2ceu54LWMRw8VFgqr8KlEtHvCnBoJtoY870x5hFjzLm/p5y19jVrbay1NraqD6ADAlz87cnrWfjlWpYu2Xgk3RVguCjuPJZ8deJBdFZG8dm7nOwCli3ZSMvWDQHIzsonvORMXnhECDnZBQ62QJx0/nnR9Oh8Lh++ehuP3X8lHc9vzKP39v/d35OZnc+vOzK5oHVMqTO9URG1yMjKO0lpqSzSU7KIijk6YxQZE05mqudKloyUTKIaRQLgCnARHFqT3Kw80lMyiWp0tGxUdDiZqdm+qbj4jGJEvFGMSFn+yPFIz67NWb85lQO/HebAb4f57vtttGnRQMcjUiU4tZw7DKgDLDLGrDTGjDXGNHRoX5XSfQ9fxY7tGXzywXce6R07N2Xn9kwy0nPLLFe9ehA1Sm7qUL16EB0vbMqvW4vvjLni20306d8OgD7927H8m00OtkCc9Oq/v+Ha217lhj+/zmPPfM73a3fw+HOzy1U2KiKEatWKF5mEBJ/F+a0asmNXFpnZ+RQcOEzrFg0A6HdpG75dmexYG8R3Nq1KJrp5A+o3qUtgUCBxg3uwfFaSR57lnyVx+fBLAOh5XVfWLFxXnD4ribjBPQiqFkj9JnWJbt6ATYqLKkcxIt4oRqQsf+R4ZE/6ftq3aUSAyxAQ4KJ9mxh+TcnU8UglZ6z/XxWBU8u5s621DwAPGGMuBm4EvjfG/Ay8b619zaH9Vgpt2jWizxXt2Jq8h1em3wbAG/9axKrlycT1bsOi+es88odHhnDfX6/kkfs/oE54MH+fdANQPJu9aN46klb8AsAHby/jkYRr6XdVe/bu2c8TD3/s24aJ464d0IGhV3chPCyYt54bzorVW5k8ZR4tz63H1X0vYPKUeZwdE8Hdt8SVLLEzvD8zia07iq9he+bV+Yy/54riR0p8v40VuhNmleAucvNS/DQmzn0YV4CLL99cxPYNKQyfMJjNSb+w/LMk5kxbyLi343lr84vkZuWRcGMiANs3pPD1R8uZuj6RokI3L949VXfUrYIUI+KNYkR+j/IcjyxevpmO5zfmredvAQvf/bCNZUlbAR2PSOVnnLhmxRjzvbW243FpAUAfYLC1doS377i82+MV5DyDVFQH6tfwdxWkgqv+3++8ZxIREfkDfht0ob+rIBXcN/95oMo8F6r5pES/j9G2jBvr95+nUzPRm49PsNYWAXNLXiIiIiIiIlKZ+H0IXTE4ck20tXbIibYZY7zOQouIiIiIiIhURP54TvQEP+xTRERERERE5A9zZDm3MeanE20C6jmxTxEREREREXFORbk7tr85dU10PaAvcPxDAg2wzKF9ioiIiIiIiDjKqUH050CItXbN8RuMMYvL8wX2uxNNZosUq+7vCohIpbf9ie7+roJUcE0nr/V3FaSC05Mg5IyimWjAoUG0tXbkSbYNdWKfIiIiIiIiIk7zx43FRERERERERColp5Zzi4iIiIiISFWi5dyAZqJFREREREREyk0z0SIiIiIiIuKVHnFVTDPRIiIiIiIiIuWkmegKILZve+58bgSuABdzpi1gxuSZHtuDqgXy4PR4mndqyv7MXBKGJLJnezoAQ8ZdTb9be+EucjNlzBskzfvRH00QhylGxBvFiBzvnPAwnvu//kc+N6oTyvNfL6dDdAPOiQgDoNZZZ5F78CCDpr3rUbZaQADv3XQD1QICCHC5+HLjFl74ZjkAMaG1Sby6P6E1qrMhbS9/mTWXw2637xomjgkOrcG9L46gSatorLUk3vUmP6/65cj2dhe15O/vxZO2PQOApZ+t5r1/fgZAp15tuWPyUFwBhrlvf8OHibP90gZxlv7WiBTTINrPXC4X8S+N5KHLHycjJYuXVk5k+awkdvycciRPv5GXkZeTxy0t4okb3J1Rk4aRcGMijVvFEDe4B7e1HUtEw3Amz3+UES3H4NbBTJWiGBFvFCNSlm1Z2UcGxy5j+Cb+NuZvSmb6qh+O5BnXqye5Bw+WKnuoqIib3/2YgsOHCXS5eP+mG1jyyzZ+TE3jgcsu5q1V3/PFhs1M6NeL69q35f3vf/JZu8Q5t08ayuqv1pJw8xQCgwI4q2a1UnnWLd/C3wc/75HmchnuemYY469+hoxdWbyw6G+smL2GHZtSfVV18QH9rRE5Ssu5/axll2akJqeRtm0vhYcLWTxjKd0HxXrk6T6wM/OmLwHg649X0KFX2+L0QbEsnrGUw4cKSft1L6nJabTs0sznbRBnKUbEG8WIeNOtSSN2ZO8jdX+uR/oVrVrw+fpNZZYpOHwYgECXi8AA15EbsnY7uxFzf94CwH/WbqB3i3Mdq7f4Ts1a1Tm/Rwvmvv0NAIWHi8jfd6BcZVt2asrurXtJ+zWdwsNFLPn0O7oNaO9kdSLpLtMAACAASURBVMUP9LdG5CgNov0sMjqc9JTMI58zUrKIjI7wyBMRHU76zuKlU+4iN/n7CqgdUYvI6AjSdx4tm74ri8jocN9UXHxGMSLeKEbEmwGtW/LFho0eabGNosnIL2B7dk6ZZVzG8N+Rf2L5vX9m6bYd/JSaRliN6uz/7SBFtnhInbY/l3q1QhyvvzivfpMo9mXkcv+UW3npm79z74u3lDkT3arLuUz5dgKPfzyWs89rCEBEwzqk78o6kidjVzYRDcJ8VnfxDf2tEaD4EVf+flUAFWoQbYwZbYxJMsYkpdit/q6OTxhTOs1ae1ye0pmsteUqK5WfYkS8UYzIyQS5XPRqfi5zNm7xSL+yTUu+WL/xBKXAbS2Dpr1Lzxen0q5hfZpHRZQZbAqXqiEgMIBmF5zN59MWc/fFE/gt/yCDxw7wyJP843ZubvsX7rzo78x69Sv+9l48cOL+RaoW/a0ROcqRQbQxJtYYs8gY829jTCNjzHxjzD5jzCpjTIcTlbPWvmatjbXWxsaYpk5UrcJJT8kiKuboWbzImHAyU7M88mSkZBLVKBIAV4CL4NCa5GblkZ6SSVSjo2WjosPJTM32TcXFZxQj4o1iRE6m57lNWJ+2l8z8giNpAcZwectmfPHzZq/lcw8eZOX2FC5u2oTsggPUrn4WASVHxPVr12JvXp5jdRffydiVRcaubDatLp7E+Oa/STS7oLFHnoLc3/gtv/ga+lXz1xIYGEDt8BAydmUTdcysYmR0GFlpZa9wkMpLf2tEjnJqJnoK8E/gC2AZ8Kq1NhQYV7JNSmxalUx08wbUb1KXwKBA4gb3YPmsJI88yz9L4vLhlwDQ87qurFm4rjh9VhJxg3sQVC2Q+k3qEt28AZtWJvu8DeIsxYh4oxiRk7myzXl8ftxS7u7nNGZrZjZ7csseAIfVrEGts84C4KzAgJL8xQfLK7bvpF+r5gD83/mtWbD5lzK/QyqX7L37Sd+VRUyz+gB0uKR1qRuDhdWtfeR9i47nYFyG/Vl5bPp+Gw3PrUe9syMJDArgkmsuZMXsNT6tvzhPf2sEip8T7e9XReDU3bmDrLVzAIwxk621HwNYaxcYY552aJ+VkrvIzUvx05g492FcAS6+fHMR2zekMHzCYDYn/cLyz5KYM20h496O563NL5KblUfCjYkAbN+QwtcfLWfq+kSKCt28ePdU3eWwClKMiDeKETmR6oGBdG/SmEfnfOWRPqB1y1I3FKsbEkxC/z7c9uFM6gYHM/mqvrhcBpcxzPl5M4uTtwHw9KJvSby6P/f27MGGPXv56Mf1PmuPOGvKg+/y4NTRBAUFsPvXdJ696w363xoHwOw3FnPRoFiuHHkpRYVuDv52iIm3/gso7oOmPPBvEj69D1eAi3n//pbtG3Vn7qpGf2tEjjJOXI9gjFkO/B0IBZ4GxlhrZxpjLgGesdbGnvQLgD6u6yvIeQYREamqtj/R3d9VkAqu6eS1/q6CVHBFubneM8kZbb77ozKuCq+cznss0e9jtI2PjfX7z9OpmejbKV7O7Qb6AncYY94CdgG3ObRPEREREREREUc5ck20tfZHa21fa+0V1tqN1tox1to61to2QEsn9ikiIiIiIiLiNH884mqCH/YpIiIiIiIif4S/nxHt98XkxRxZzm2M+elEm4B6TuxTRERERERExGlOXRNdj+JroY9/AJyh+JFXIiIiIiIiUolUlEdM+ZtTg+jPgRBrbamHBBpjFju0TznDBNaN8ncVpIIr3Jvu7ypIBXf2IzqvKydX5O8KSIUXGBHh7yqIiI85Moi21o48ybahTuxTRERERERExGlOzUSLiIiIiIhIVaLl3IB/7s4tIiIiIiIiUilpEC0iIiIiIiJSTlrOLSIiIiIiIl7p7tzFNBMtIiIiIiIiUk6aia4AYvu2587nRuAKcDFn2gJmTJ7psT2oWiAPTo+neaem7M/MJWFIInu2Fz+6Z8i4q+l3ay/cRW6mjHmDpHk/+qMJ4oCxicPo0ud8cjJyuSPuCQBC6tTkr6+OpF6jCPbszGTi6Knk7TtQqmzvGy5kyL1XAPDBc3P46sPvAGjWrhH3PX8zZ1UPYtWC9fzrkY981yBxlPoR8UYxIt4oRsSbQaMvo9+wHhhjmPvvb5n56sJSeW5/8gY6927LwYJDPHPPdH75aScAvQd3Zch9/QH44NnZfDVjhU/rLqeJZqIBzUT7ncvlIv6lkYzvn8CoNmO5dEgPGreK8cjTb+Rl5OXkcUuLeD597nNGTRoGQONWMcQN7sFtbccy/ooE4l8ehculX2lVMX/GCh658SWPtBvi+7Lmm02M6v4Ya77ZxA3xfUuVC6lTk6H3D+De/v/k3ismM/T+AYSE1gDg7sk38sID7zGy22M0bFqX2Mta+6Qt4iz1I+KNYkS8UYyIN2ef15B+w3pwb99J3Bn3BF36nE/DpnU98nTu3ZaGTesyssvfeOH+d7n7n8VPtg2pU5OhDwzg3r6TuPfySQx9YAAhoTX90QyR00I9nJ+17NKM1OQ00rbtpfBwIYtnLKX7oFiPPN0Hdmbe9CUAfP3xCjr0alucPiiWxTOWcvhQIWm/7iU1OY2WXZr5vA3ijHUrksnNyfdI69a3HV99WHzm9qsPV9Ct3wWlynWKa80PS34mL6eAvH0H+GHJz3S6tA1hdWtTM6Q6G1dvA2DBh9+VWV4qH/Uj4o1iRLxRjIg3jVrUZ+PqbRw8cBh3kZu1y7bQvX97jzxd+7VjQckM88bV2wgJrUFYvdp0uvTYY5OC4mMTnciXSkyDaD+LjA4nPSXzyOeMlCwioyM88kREh5O+MwMAd5Gb/H0F1I6oRWR0BOk7j5ZN35VFZHS4byouflEnqhbZe/cDkL13P6GRtUrliWxQh/TU7COfM3bnENmgDpEN6pCxO+eY9GwiGtRxvtLiOPUj4o1iRLxRjIg3239OpW235tQKC+asGkF07t2WqOgwjzwRDeqQcewxSGoOkfXrENkgzPPYJDWHyAaeZaWSsBXgVQFUqGuijTGjgdEA59GRGNPUzzVynjGl06y1x+UpnclaW66ycgY6QVyUFUcVpSOSP0b9iHijGBFvFCPizc4taXz04pc8+fEYDuQfZOv6FIoK3R55yo4RTnhsIlJZOTITbYwJMcb8wxiz3hizzxiTboxZYYy55WTlrLWvWWtjrbWxZ8IAGiA9JYuomKNneiNjwslMzfLIk5GSSVSjSABcAS6CQ2uSm5VHekomUY2Olo2KDifzmLN8UvXkpOcSVrc2AGF1a7MvI7dUnozUHKIaHj27G9mgDplp+0hPzSbymJnnyAZhZKbllCovlY/6EfFGMSLeKEakPOa9u4z4Xk/y4MBnyM3JZ9fWvR7bM1KziTz2GKRhHTL35JCRmu15bNKwjo5BKilj/f+qCJxazv0usBXoC0wAXgBuAi41xjzp0D4rpU2rkolu3oD6TeoSGBRI3OAeLJ+V5JFn+WdJXD78EgB6XteVNQvXFafPSiJucA+CqgVSv0ldops3YNPKZJ+3QXxnxbyf6H1DVwB639CV5V/+VCrP6sUb6BjXipDQGoSE1qBjXCtWL95A9t79HMg/yHkdmwDQ64YLWVFGeal81I+IN4oR8UYxIuXxv8vIoqLD6DGgA0s+XeWxfcWXP9FrcPFxynmdziF//29k79nP6kUb6BjXmpDQmoSE1qRjXGtWL9rg8/qLnC7GiaUUxpgfrbUXHPN5lbW2szHGBWyw1p7n7Tv6uK6vIOcZnNflig7ckXgLrgAXX765iPee/JThEwazOekXln+WRNBZQYx7O55zO5xDblYeCTcmkrat+Mzf0PHX0HfEpRQVunll7JusmrvGz63xncC6Uf6ugqMeemUE7bq3oHZ4CDnp+3nnqS9YPvdHxr82kqjocNJ3ZZFw21TycgpofkFj+t98Mc/f/y4Al9/YjcH3FN+5+4Pn5zL/g+KbfDS/oPHRR1wtXM8r4z/0W/t8oXBvur+r4DPqR8QbxYh4oxg5NYEREd4zVRFPfXY/tcNCKDxcxOt/+4g132yi//CLAZg9/RsA7pw8hNhL2/DbgUMk3jOdLT/uAODyod0ZfG8/AD5InMP895f7pxF+MCf9X2UsaK+c2vw10e9jtPUTx/r95+nUIHoZ8KC19ltjzFXA3dbaviXbNllrW3r7jjNpEC2npqoPouWPO5MG0SIi4h9n0iBaTk2VGkSPqwCD6En+H0Q7dWOx24GpxpgWwDrgVgBjTBTwskP7FBEREREREXGUI4Noa+1PQJcy0tONMaXvhCQiIiIiIiIVm9/noSsGfzwneoIf9ikiIiIiIiLyhzkyE22MOdEtfw1Qz4l9ioiIiIiIiDjNqWui61H8eKvjHxJogGUO7VNEREREREQcUlGe0+xvTg2iPwdCrLWlnm9gjFns0D7lDKM7L4vIHxUYFenvKkgFV5ie4e8qSAVnCwv9XQUR8TGnbiw28iTbhjqxTxEREREREXGQZqIB/9xYTERERERERKRS0iBaREREREREpJycuiZaREREREREqhDdWKyYZqJFREREREREykkz0SIiIiIiIuKdZqIBDaIrhNi+7bnzuRG4AlzMmbaAGZNnemwPqhbIg9Pjad6pKfszc0kYksie7cWPdxoy7mr63doLd5GbKWPeIGnej/5ogjhMMSLeKEbEm0G3XUq/YRdhgLnvLmXmaws9ttesVZ0Hp4wgKjqcgAAXn7zyFfM/WA5A7xu6MmTsFQB8kDiHrz5c4evqiw+oH5GTiWlWj7++8ecjn+ufHcU7E//LzH99dSSt6xXtGf7w1bjdbooK3bw6/gPWr0gGoPeQ7tz4wAAA3n/6C776YJlvGyByGmk5t5+5XC7iXxrJ+P4JjGozlkuH9KBxqxiPPP1GXkZeTh63tIjn0+c+Z9SkYQA0bhVD3OAe3NZ2LOOvSCD+5VG4XPqVVjWKEfFGMSLenH1eQ/oNu4h7+03izssS6NLnfBqeE+WR56pb49ixaTd3XZbAQ9ckcttj1xIYFEBInZoMfWAA914xmXv7TWboAwMICa3pn4aIY9SPiDcpyXu4q+c/uKvnP4iPe5yDBw6x7IvvPfKs+fpn7rjoMe7q+Q8S49/i3ueHAxBSJ5g/PXQVY3o/yZheCfzpoavUj0ilph7Oz1p2aUZqchpp2/ZSeLiQxTOW0n1QrEee7gM7M2/6EgC+/ngFHXq1LU4fFMviGUs5fKiQtF/3kpqcRssuzXzeBnGWYkS8UYyIN42a12fj6m0cPHAYd5Gbtcs2071/e4881lpqhFQHoHrwWeTm5FNU6KbTpa35YcnP5OUUkLevgB+W/Eyny1r7oxniIPUj8nu0v6QVu39NZ+/OLI/03/IPHnlfvWY1bMnS39hebfhh8QbycvKL+5HFG4jt3daXVZbTxVaAVwWgQbSfRUaHk56SeeRzRkoWkdERHnkiosNJ35kBgLvITf6+AmpH1CIyOoL0nUfLpu/KIjI63DcVF59RjIg3ihHxZvvGVNp2bUatsGDOqhFE595tiYoO88jz2bTFNGpRn3d/msQrix/hX498hLWWyPp1SE/NPpIvIzWbyPp1fN0EcZj6Efk9LrmmC4s/+a7Mbd0HdOD17x7nHzPGkBj/JgARDeqQnnJ0wJ2xK5uIBupHpPJyZBBtjAk1xkwyxmw0xmSWvH4uSTvh/xhjzGhjTJIxJinFbnWiahWOMaXTrLXH5SmdyVpbrrJS+SlGxBvFiHizc0saH700jyc/vIfH349n6/oUigrdHnk6XdqaretS+FO7cdx12ZPcOXEwNUOqlxlgipGqR/2IlFdgUABdr7iAb2auLnP7si9+4LYLH2XCsJe4efzVwIlix9FqijjKqZnoD4FsIM5aG2GtjQAuLUn76ESFrLWvWWtjrbWxMaapQ1WrWNJTsoiKOXqmNzImnMxUz6UxGSmZRDWKBMAV4CI4tCa5WXmkp2QS1eho2ajocDKPmS2QqkExIt4oRqQ85r23jPg+E3nw6mfJzSlg19a9Htv7DOnG0i/WALD713TSdmQS07weGbuziWp4dNY6smEYmXv2+bTu4jz1I1Jesb3PJ/nHHeSk7z9pvnXLttDgnChqh4eQkZpNVMzR1QmR0WFkpeU4XVVxgKkAr4rAqUF0E2vtZGtt2v8SrLVp1trJQGOH9lkpbVqVTHTzBtRvUpfAoEDiBvdg+awkjzzLP0vi8uGXANDzuq6sWbiuOH1WEnGDexBULZD6TeoS3bwBm1Ym+7wN4izFiHijGJHyCI2sBUBUdBg9+rdnyX88YyR9VzbtL24JQJ2oWsScW4+07RmsXrSBjnGtCAmtSUhoTTrGtWL1og0+r784S/2IlFfcdV1Y/MnKMrc1OKfukffN2jUmMCiQ/Vl5JC1YT8dLWx/tRy5tTdKC9b6qsshp59QjrrYbYx4Epltr9wAYY+oBtwA7HdpnpeQucvNS/DQmzn0YV4CLL99cxPYNKQyfMJjNSb+w/LMk5kxbyLi343lr84vkZuWRcGMiANs3pPD1R8uZuj6RokI3L949Fbfb7WWPUtkoRsQbxYiUxyPTRlM7LJjCwiKm/PUD8vYV0P/miwGY/fY3vPfsbO5/4WamLH4EYwxvPP4f9mflA/D+s7N5/suHAHjvmdnk5RT4rR3iDPUjUh5n1ahGx7jWvDD2nSNp/UcUn1iZ/eYSLhrYkd6Du1FYWMShA4eZOPJVAPJy8nnvqc95YeEjALz7z8/Jy8n3fQPkj9MyfACME9esGGPCgHHAIKAexT/uPcAsYLK1NuskxQHo47pevyIREXFUYFSkv6sgFVxheoa/qyAVXEBoqL+rIBXc3OypFWUV8h/Wbmyi38doPyWO9fvP05GZaGtttjHmTWA+sMJam/e/bcaYfsBcJ/YrIiIiIiIi4iSn7s59D/Bf4G5gnTFm0DGbn3RinyIiIiIiIuIcY/3/qgicuib6NqCTtTbPGNME+NgY08Ra+zwV56ZqIiIiIiIiIr+LU4PogP8t4bbW/mqMiaN4IH02GkSLiIiIiIhUPhVkJtjfnHrEVZoxpv3/PpQMqK8EIoHzHdqniIiIiIiInOGMMXWMMR8bYzYaY342xnQzxoQbY+YbY7aU/Bt2qt/v1Ez0zUDhsQnW2kLgZmPMqw7tU84wgQ3q+7sKUsEV7k7znknOaPldm/q7ClLBVZ+d7e8qSAVXtG+fv6sgIqU9D8y11l5njKkG1ATGAwustZOMMeMofprUQ6fy5Y7MRFtrU6y1ZR69WmuXOrFPERERERERcZCtAC8vjDG1gZ7ANABr7SFrbQ7Fj1+eXpJtOnD1qf0QnFvOLSIiIiIiIuJrTYF04E1jzA/GmKnGmGCgnrV2N0DJv3VPdQcaRIuIiIiIiIhX/n68lbFgjBltjEk65jX6uGoGAh2BV6y1HYB8ipdunzZOXRMtIiIiIiIiclpZa18DXjtJlhQgxVr7XcnnjykeRO8xxjSw1u42xjQA9p5qHTQTLSIiIiIiIlVCyb25dhpjWpYk9QI2ALOA4SVpw4H/nuo+NBMtIiIiIiIi3lWe50THA++W3Jl7KzCC4gnkD40xI4EdwPWn+uUaRFcAsX3bc+dzI3AFuJgzbQEzJs/02B5ULZAHp8fTvFNT9mfmkjAkkT3b0wEYMu5q+t3aC3eRmylj3iBp3o/+aII4YOwzQ+nSuy05Gbnc0WsiABdd2Z5h9/WnUfN63Dvgabb8tPOE5V0uwwtz/kJG2j4eG178ZLl6jSIYN+UWaoXVJHltCk/f8zaFh4t80h5xlvoRORGXy/DaMzeRkZnHuCc+pUHdUP7+lyupHVKDzVv38ETiFxQWuj3KxF5wNn++uSdBgQEcLizilbeW8P3aHQC0OLce4++5gmpnBbJi9VZeeH2hP5olDrjv9T/TtX9HcvbuZ3SHv5TaXrN2DcZNv5uoxpEEBLj4OPFz5k1fAkCfm3oy9K//B8B7E//D/He+9mndxTf0t0YqC2vtGiC2jE29Tsf3azm3n7lcLuJfGsn4/gmMajOWS4f0oHGrGI88/UZeRl5OHre0iOfT5z5n1KRhADRuFUPc4B7c1nYs469IIP7lUbhc+pVWFfM//I5H/jTFI237xt08fttU1q34xWv5QaPi2LFlj0farQ8PZObrixh10ePk7Sug743dTmudxT/Uj8jJXHdlJ7bvzDzy+c/De/LhrNUMvWMquXm/MaB3u1Jl9u0/wLiET7llzFs8+fwcHh7b/8i2+2/vw1NT5jH09qnENAjjwo7n+KQd4rz505cw/sqJJ9w+8I6+bP95F3d0eoi/9P4Ho/95E4FBAdQKC2bYI9dyT49HiO/+CMMeuZaQOsE+rLn4gv7WCFSAm4pVkJlwRa+ftezSjNTkNNK27aXwcCGLZyyl+yDPkybdB3Y+cqb3649X0KFX2+L0QbEsnrGUw4cKSft1L6nJabTs0sznbRBnrPvuF3JzCjzSdibvYdcv3u+BENmgDl16teHL95d7pF/QowXffLEGgK8++o5ufUsfPEvlo35ETiQqIoRusU35Yv7aI2kd2zVmydJNAMxduJ6Lu5b+fW/ZtpfMrHwAtu3IoFpQIEGBAUSEBVOzZjXWb0oF4MtF67n4wuY+aIn4wtpvN5Jb8nsvk7XUrFUdgBoh1cnNyqOo0E2nyy/g+wVryc3OJy8nn+8XrCW27wU+qrX4iv7WiBylQbSfRUaHk55ydIYgIyWLyOgIjzwR0eGk78wAwF3kJn9fAbUjahEZHUH6MbML6buyiIwO903FpUL784RrmPbEf3G7jy7RrB0WTP6+A7iLitMyducQUT/UX1WU00j9iJxI/KjLeGX6Ety2+NR9aK0a5OUfpMhd/Dk9M5fI8JCTfscl3VuwZdteDhcWERkRQnpm3pFt6Zm5REacvLxUHf+d8iWNzovm/R2v8OoPT/HKfdOx1hLZMNyjH8lIySKyofqRqkZ/a0SO8vkg2hgz5yTbjjzzK8Vu9WW1/MaY0mnW2uPylM5krS1XWTnzdOndhpyMPJLXel4vXXYc+apW4iT1I1KWbrFNyc4pYPMvx1zWUcbv+2Q3iWnSKILbb76Ep6fMKyledhzJmSH28gvY+uN2bmx8B3fEPsTdz4+gZq0a6kfOEPpbI0Dx3wx/vyoAR24sZozpeKJNQPsTlTv2mV99XNdXkB+Rs9JTsoiKOXoWLzImnMzULI88GSmZRDWKJGNXFq4AF8GhNcnNyiM9JZOoRkfLRkWHk5ma7bO6S8XUOrYpXf+fvTsPj6LI/zj+rkk4hJBAMuEKl9wgCEhADlciIKcKu4sbXPkBCuIZFVcRb3Hl8kLkUFEQVFQUXQTlllMMSjhFLqOAhBDIQSDhTqZ+f0w2IRAIu2vPhPh5Pc88z3R1Vboq+aZ7aqq6uksTWnVsTIlSJShTrjSPvdGflx98n7IhV+AKcOHJ9uCuUp60g0f8XV35Heg8IgVp2iiC9q3r0qZlbUqWDKRsmZI8OLgjQWVLEeAyZHss4WHlSDmcWWD58LAgRj7Rm5GvzycxKR3wjjyHnzXyHB5WLnfatxR/XQZ0YNZLcwFI/OUgSXsOUb1hVZL3p9GsQ+PcfO5qoWxeuc1f1RSH6Fojksepkeh1wCvAq+e8XgHKO3TMy9LOdfFE1KtC5VoVCSwRSFR0e2LnxuXLEzsvji4DOgBwfZ82bFq21Zs+N46o6PaUKBlI5VoViahXhZ0/xPu8DVK0TB8zj/+LfJaBbZ5nzH3vsXnNLl5+8H0Atnz3M3/q6f0eq/Ot1xK7+MeL/Si5TOg8IgWZ8sFq+gx6i+ghUxjxyjw2bPmNf772NRt/3EeH9t5HZ3breBXffn/+3zuobCnGPvNXpnywmq079uempx4+xvETp2lcvwoAXW+4im9/+Nk3DRK/O7QvlRYdvfe4lq8YQrX6VTnw6yHWL95My85XE1S+LEHly9Ky89Ws18rLxY6uNQL+X1SsqCws5tQjrrYDd1trz7uyGmMu/EyePyBPtoeJMVMZvfApXAEuFr23nL3bEhgwIppdcb8QOy+OBVOXMfz9GKbvmkBGWiYjbxsHwN5tCaz6LJZ3fxpHdpaHCQ+8m+8eWLm8PT5pIFe3rUtwaBAfxL3AB6/MJzP9OPe+2IeQ0CBGvH8Pv/60n6dvn0xopWAefvnvPNv/rYv+zGkjv2T45DvoP+wmfvkpgcXnLDwmlyedR+Q/8daMlTz/6M0Mvv06fv71UO6iY+1b16FB3cpM+2gNf+nRgogq5en/t7b0/5t3Ff9/PP8Z6UeO89pbS3jiwe6UKlmC7zf8ytr1u/3ZHPkdPfFBDFd3aEyIuxwzd0/igxdmE1AiAICvpyxl5sgveGzqvby98SUMhqlPfsTR1AwAZo76ggmxIwH4cOTnZBzWDIXiRtcakTzGifsRjDF9gB+ttTsL2NfbWjungGL5/FGmc8t/L7BKZX9XQYq4rANJ/q6CFHGnbm7t7ypIEVd6/np/V0GKOJud7e8qSBG3xPNZQStSXJauuXec3/toG94c6vffpyPTua21swFjjOlkjDl32c6TThxTREREREREHOTvRcX83oX3cqQTbYx5EPgSiAG2GmN6nbV7lBPHFBEREREREXGaU/dE3wW0tNZmGmNqAbONMbWsteMp+AEbIiIiIiIiIkWeU53oAGttJoC1do8xJgpvR7om6kSLiIiIiIhcforIdGp/c+oRV0nGmNznQed0qG8C3EBTh44pIiIiIiIi4iinRqL7A1lnJ1hrs4D+xpi3L+UHBIRWcKJeUoxo5WUR+V+V3XLA31WQIi5LKy9LIU53b+XvKoj4TFF5TrO/OdKJttYmXGTfGieOKSIiIiIiIuI0p6Zzi4iIiIiIiBQ7Tk3nFhERERERkeJE07kBjUSLiIiIiIiIXDKNRIuIiIiIiEihjNVQNGgkWkREREREROSSaSS6CPjzPZ3p1u86rLXsbqe+CgAAIABJREFU2b6fV2Omc+ZU3hPCSpQM5NHJd1Dv6pocPXyM0YOncHBfKgDRD3Wj6+3X4fF4ePOJT1i/fJu/miEOiuzanPtevwNXgIsFU79h1tg5+faXKBnIsBkx1GtZm6OpGYzsO46De5MB6Du8N93u7IQn28Pkh6YRt3izP5ogDlOMSEGGjo2mdcfGpKdmcm+3lwG4/aGudOvbhiNpmQDMeHk+61ZsP69sy+sbcs9zvXG5XCyctZbP3loGQKVqoQyf8H+UCylD/E8JvPLIR2Sd0WOgigOdR+RcJUsE8MbYv1OiRAABAS5WrtnJezPXcE2zGtx75w0YF5w4cYYx4+az/0B6vrKVKwbz/luD+G1/GgDbdhzgtUmLAahftxJPDO1ByZKBfB/3K2+8/Y3P2ybyv9BItJ+FVS5Pr7s6EtN5JPf8aQQul4uoP+d/3mDX29uTmX6cO1s/zb/eWsqdz/0FgBr1q9Dhz624+7rneepv47n/pdtxuYw/miEOcrlcxEwcxJM9RjL4qqHc0Lc9NRpVy5en26COZKZnMrB+DF+8/hWDx/QDoEajakRFt+euJkN5svtIYiYNxuXSv31xoxiRC1ny+TqeHjjlvPQ501byQM9XeaDnqwV2oF0uw/0v/IVnBk7h7i5jibrlGmrUrQTAncNvYs7UlQzuOJrMIyfo+rdrHW+HOE/nESnI6TPZDH3yEwbFTGdQzHRat7ySxg2q8Mj9XXjxlXkMjpnBNyu38X992xZYfv+BdAbHzGBwzIzcDjTAI/d14ZUJi7j9rneoVrUC17a80ldNkv+VLQKvIkBnuCIgINBFydIlcAW4KFWmJKlJR/Ltb9u9OUs/iQVg9dz1NP9To5z0Zqz81zrOnM7i4G+pHNh9iAbX6CRU3DRoXZfE+CSSdh8i60wWK2atoV2vyHx52t3SisUzVgKwavZaWnRq4k3vFcmKWWs4czqLpD2HSIxPokHruj5vgzhLMSIXsvWHX8lIP/4fl6vfrAaJe1NI2pdG1plsVs7bSJsbvTHTrG1dVi/YAsDSz9fRtkuT37XO4h86j8iFnDh5BoDAQBeBAQHefoyFMmVKAVC2TClSUzMv+eeFVihLmTIl+WlHIgCLlv3EdW3r/e71FnGSpnP7WWpSOrMnLeaDTWM4dfIMG1ZsY8OK/FOyw6qUJzlnKown28OxoycIDg0irEoFdqz/NTdfSuJhwqqU92n9xXnuiFCSE1Jzt1MS0mh4bf6LTVhEKMn7UoCcGDlynOCwcrgjwti+dlduvuT9abgjQn1TcfEZxYj8p27ufx2d/hLJz1v28c7IuWQePZFvv7tyCMlnTc1MSUqnQfOaBFcoy7GjJ/Fke3LSjxBWKcSndRdn6DwiF+JyGaaM709ElQrM+Xoj23ce4OU3FjL2+T6cOp3F8eOnuPeRDwssW6VyCO++MYBjx08z9YPVbPkpgfCwciSnZuTmSU7JwB1WzlfNkf+RKSIjwf7myEi0MSbYGDPaGPOBMebv5+ybfJFyQ4wxccaYuH0nz59eVhwFhZShbffmDGz5JLc3GUbpMqXoeGv+qXHGnD9F21pLAclowbzip+C/sz0nz38SIwqS4kYxIv+Jr2eu4c4OI7m/x6ukJR/lrqduOT/TBS4wuu4UXzqPyIV4PJbBMTO4dcCbNKpfhStrurm1dySPPz+bWwe8yYIlW7n/ro7nlUtNO8bfBr7F4AdnMOndZTzz2E2UuaJkgfGiE4lcbpyazv0eYIDPgb7GmM+NMaVy9rW5UCFr7RRrbaS1NrJ66UYOVa1oadGhEQf3pnAkNZPsrGzWfLWBRq3q5MuTkniY8JxvdF0BLsoGX0HG4WPe9KoVcvO5q1YgLSn/og5y+UtOSCO8WljutrtaKKmJafnypCSkEl7dDeTESEgZMtIySU5IJbx6XtnwiFBSEw/7puLiM4oR+U+kp2Ti8VistSz4eC31m9U4L0/KgXTCz5rZ5K5cntSDRzmSdoyywaVxBbhy0kNIO3TkvPJy+dF5RAqTeewUG7f8xrUta1PnynC27zwAwLLV22nSqOp5+c9kZXM04yQAu+IPsv9AOtUjQjmUkkH4WSPP4e5ypKRd+nRwkaLAqU50HWvtcGvtHGvtLcAGYJkxJqywgn80hxLSaBhZm1JXlASg+fUN2bfrQL48axdupnPOgg1/uqUlm1fvyE3v8OdWlCgZSKUaYVStXZGdG3b7tgHiuJ3r4omoV4XKtSoSWCKQqOj2xM6Ny5cndl4cXQZ0AOD6Pm3YtGyrN31uHFHR7SlRMpDKtSoSUa8KO3+I93kbxFmKEflPVAjP+/DarmtT9u5KOi/Pri37qFornErVQgksEUCHm1uwdqk3ZrasjedP3a8GoPNfWxG7ZKtvKi6O0nlEChISfAVBZb3jYCVLBhLZvCZ796VStkwpquUM5ES2qMXefakFlv33grdVKodQrWoFEpPSSTt8jBMnTtO4QRUAuna8im/XKl4uG/5eVKyITFpw6p7oUsYYl7XWA2CtHWmMSQBWAUEOHfOytHPDblbPW8/EZU+TnZXNLz/uY8H7q/m/4bfw86a9rF24mYUzv2XY5EFM++FFMtKPMfqudwDYu/MAq75cz9trRuDJzmbS4x/j8RSRyJLfjSfbw8SYqYxe+BSuABeL3lvO3m0JDBgRza64X4idF8eCqcsY/n4M03dNICMtk5G3jQNg77YEVn0Wy7s/jSM7y8OEB97F4/H4uUXye1OMyIU8Pr4fV7epS3CFsnzw3bN88Poirm5Th9qNIgDLwYQ03njyMwBCKwbz8Jhonr3zHTzZHt587gtefH8IAS4Xiz/7gd9+PgjAtDFfMXxCf/r/owe/bEtg8aff+7GF8nvReUQKEhYaxJOP9MDlMhhjWPHtTmLX/cIrExbxz6d64/FYMjJPMnb8AgDaXVuXhvUqM+3Db2nWpDp39ruO7GwPHo/ltUmLycj0jky/NmkJw4d2p1SpQL6P2833cb9erBoiRY5x4p4VY8xLwGJr7dJz0rsBE6y1hS7B1809RL1BuajsNE0VE5H/TWDN6v6ughRxWXv3+bsKUsSd7t6q8Ezyh7by62HF5hm0rQe+5vc+2g/TH/H779OR6dzW2mFAgjGmkzEm6Kz0hcCDThxTRERERERExGlOrc4dA3wJxABbjTG9zto90oljioiIiIiIiDjNqXuihwAtrbWZxphawGxjTC1r7Xi8q3aLiIiIiIjI5cTvk7mLBqc60QHW2kwAa+0eY0wU3o50TdSJFhERERERkcuUU4+4SjLGNP/3Rk6H+ibADTR16JgiIiIiIiLiEGP9/yoKnBqJ7g9knZ1grc0C+htj3r6UH6CVl6UwASEh/q6CFHHZR474uwpSxHnKlys8k/yx7fV3BaSoK7Pt/Geti0jx5kgn2lqbcJF9a5w4poiIiIiIiIjTnBqJFhERERERkeKkiEyn9jen7okWERERERERKXbUiRYRERERERG5RJrOLSIiIiIiIoUqKqtj+5tGokVEREREREQukUaii4DIrs257/U7cAW4WDD1G2aNnZNvf4mSgQybEUO9lrU5mprByL7jOLg3GYC+w3vT7c5OeLI9TH5oGnGLN/ujCeKganUr8cS0u3O3K9cM54PRXzLnraX58t075jZa3diUUydO8+p904jf8hsAnfu247ZHewLw8Stfs/ST73xXefEZnUfkXOGVgnnsn3+hQlgQ1lrmf76eOR+vpf99HWnboQHWWtLTjvHKc3NIS87IV7ZZZC3ufrRb7nb1Wm5GDZ9N7IodVKpanifH3Eq5kCuI336Al57+gqysbF83Txyg84gUZOjYaFp3bEx6aib3dns5376/3hXF4CdvIfqaZzh6+Nh5Ze8cfhOtb2iMcRk2fruLt0b8C4C6TarxyMu3Uap0Cdat2J6bLpcBq6Fo0Ei037lcLmImDuLJHiMZfNVQbujbnhqNquXL021QRzLTMxlYP4YvXv+KwWP6AVCjUTWiottzV5OhPNl9JDGTBuNy6U9a3CTEH+T+61/g/utfICbqn5w6cZrvvt6QL0+rG5tStU5F7mz5JOMffp8HXvXGSFD5stz++M081HkUD3Uaye2P30xQSBl/NEMcpPOIFCQ728OU1xZx118n8lD/d7g5uhU1aocze8Ya7o1+k/v6vsX3q3fRb0iH88pujtvDfX3f4r6+b/H4kBmcOnmGDWt/AWDwQzfyxcxY7uz1BpkZJ+j252t83TRxgM4jciFLPl/H0wOnnJfurlKeFtfV5+D+tALLNbqmFo1bXsl93V/m3q4vUf/q6jS9tg4AD7zYhzee/JRBN4yiai03kR0aOtoGkd+bznB+1qB1XRLjk0jafYisM1msmLWGdr0i8+Vpd0srFs9YCcCq2Wtp0amJN71XJCtmreHM6SyS9hwiMT6JBq3r+rwN4jvNOzTiwJ5kDu3Lf8Fq26M533wSC8COuF8JCilDaKUQIjtdxcYV28hMP0bmkeNsXLGNyM5N/FF1cZDOI1KQtJRM4nccAODE8dPs252CO7wcx4+dys1T+oqShQ4qXNe5MevWxHPq5BkAmrW6ktVLtwGwZN4m2kbpw29xoPOIXMjWH34lI/34eel3P9OLqWO+uuAjj6y1lCwVSGCJQEqUDCQgMID0lAwqhJejTFApdmzcC8A3X8TRtktTJ5sg8rtTJ9rP3BGhJCek5m6nJKThjgjLlycsIpTkfSkAeLI9HDtynOCwcrgjwkjel1c2eX8a7ohQ31Rc/KLDX1qz4vPvz0sPq1Ke5LO+CU5OPExYlfLe9IS89JT93nQpXnQekcJUqlKeOg0qs2PrfgAG3t+JDxc8QsfuTXn/zWUXLRvVtQkrFv4IQHD5MhzLOIkn2wNAysGjuCuWc7by4hM6j8h/4trOV5GSdITd2xMvmGfHxr1sWRvPzB+eZ+b3z7Nh9Q72/XIId+UQUg4cyc2XkpROWKVgX1RbfgfG+v9VFDjSiTbGVDbGvGmMmWSMCTPGPG+M+dEY86kxpspFyg0xxsQZY+IS7K9OVK3IMeb8NHvOsIApIJO19pLKSvERWCKANt2bsXrO+vP2FRwjF06X4kXnEbmY0leU5JlXonnrlYW5o9DTJ31Dv+6vsWzBj9wSfe0Fy4a6g6hVrxJxsfHAhWLNkWqLj+k8IpeqVOkS9L2/Mx+MW3jRfFVquqlepxL/13YE/dqOoFnbejRpXbvAOBK53Dg1Ej0d2AbsA5YDJ4CewGrgrQsVstZOsdZGWmsjq5naDlWtaElOSCO8Wt43ve5qoaQm5p+qm5KQSnh1NwCuABdlQ8qQkZZJckIq4dXzyoZHhJKaeNg3FRefi+zclPjNv5GefPS8fSmJhwk/61v/8KoVSEtK96ZXy0t3R3jTpXjReUQuJCDQxTOvRLNswRbWLNt+3v7lC7ZwXadGFyx//Y1N+G7ZdrKzvCPPRw4fp2y50rgCvB8f3JWCST1nUTK5POk8IpeqSk03lauFMnn+o0xf/TTuyiFMmPcIFdz5Z6W069qUHZv2cvL4aU4eP03cih00bFGT5APpuKuE5OZzVy5P6sHzP9tIEWWLwKsIcKoTXclaO8FaOwYob60da639zVo7Aajp0DEvSzvXxRNRrwqVa1UksEQgUdHtiZ0bly9P7Lw4ugzwLvxyfZ82bFq21Zs+N46o6PaUKBlI5VoViahXhZ0/xPu8DeIbUX1as+LzHwrct3bBJjr1bQtAw8jaHDt6grSDR4j75ieuuaExQSFlCAopwzU3NCbum598WW3xAZ1H5EIeea4X+3Yn88WHsblpVWvkfbHWpkND9u1JuWD5qG55U7n/bXPcHv7UuTEAN97cnNgVO37nWos/6Dwil2rPzgPc1uo5Bv7pRQb+6UVSko4Qc/NrHE7J/4Va8v7DNG1dB1eAi4BAF02vrc2++IMcTs7gROYpGjb3dgk6/SWStUu2+qMpIv81px5xdXbn/P1z9gU4dMzLkifbw8SYqYxe+BSuABeL3lvO3m0JDBgRza64X4idF8eCqcsY/n4M03dNICMtk5G3jQNg77YEVn0Wy7s/jSM7y8OEB97F4/H4uUXihFJXlOSaqMa8MfSD3LQed3g/yMx/byU/LP6RVjc2ZdqGUZw6cZrX7n8PgMz0Y3z08le8sexpAGa+9BWZ6ec/gkIubzqPSEGual6Dzjc159ddSUz+5B4A3pv4Dd16X0O1mmF4PJZDB47wxsh5ANRrXJWefSJ5/YW5gPc+6vDKIWxZvzffz506fglPjunDwPs6Er8ziUVz8j8tQC5POo/IhTw+vh9Xt6lLcIWyfPDds3zw+iIWf3r++iwA9ZpWo8ft7Rg//FO+XbCZZu3q8ebCx8Ba4lbu4PtvvIsSTnxmdt4jrlbuYN2K82fKiBRlxol7VowxLwAvWWszz0mvC4yx1vYp7Gfc6Lq1iAzWS1EVEBJSeCb5Q8s+cqTwTPKH5mrW2N9VkCLOs3mbv6sgRVxgzer+roIUcQt2v1ZsbgRvF/2q3/to3836h99/n45M57bWPgtUM8Z0MsYEnZUeD7zrxDFFREREREREnObU6twxwJdADLDVGNPrrN2jnDimiIiIiIiIOMjfi4r5fRzcy6l7oocALa21mcaYWsBsY0wta+14wO/D7yIiIiIiIiL/Dac60QH/vh/aWrvHGBOFtyNdE3WiRURERERE5DLl1COukowxzf+9kdOhvglwA00dOqaIiIiIiIg4xFj/v4oCp0ai+wNZZydYa7OA/saYtx06pvzB2NoR/q6CFHUbtTq3XJxWXhaR/1XW3n3+roKI+JgjnWhrbcJF9q1x4pgiIiIiIiLiIAcej3w5cmo6t4iIiIiIiEixo060iIiIiIiIyCVy6p5oERERERERKUaKysJe/qaRaBEREREREZFLpJFoERERERERKZxGogGNRBcJkV2bM237eKbvmkD0473P21+iZCBPfTyU6bsm8EbsKCrVDM/d13d4b6bvmsC07eOJ7NLMl9UWB4VXCualtwfyzuwHmPLp/fS+rU2+/X3+rx2L1o8guHyZAst3vqkZ0/71INP+9SCdb8qLi7oNq/DWrPt4b86D3PtYd0fbIL6l84gURjEihVGMSGEUIyJe6kT7mcvlImbiIJ7sMZLBVw3lhr7tqdGoWr483QZ1JDM9k4H1Y/ji9a8YPKYfADUaVSMquj13NRnKk91HEjNpMC6X/qTFQXa2hynjFnFXn4k8NPAdbr61FTWu9F6IwisF0+LaOhw8kF5g2XLBV9DvrigeGvAOD/afQr+7oggqVxqAB5+4ifEvzuWO3m8QUT2MyHZ1fdYmcY7OI1IYxYgURjEihVGMiORR9PpZg9Z1SYxPImn3IbLOZLFi1hra9YrMl6fdLa1YPGMlAKtmr6VFpybe9F6RrJi1hjOns0jac4jE+CQatFanqDhIS8kkfscBAE4cP82+3Sm4K5YD4O5HujF1/GLsBZ7T17JtHTZ8/ysZR0+QmXGSDd//SmS7uoS6gygTVIrtP3of47706020i2rkmwaJo3QekcIoRqQwihEpjGJEwLuwmL9fRYHPOtHGmIq+OtblxB0RSnJCau52SkIa7oiwfHnCIkJJ3pcCgCfbw7EjxwkOK4c7IozkfXllk/en4Y4I9U3FxWcqVSlPnYaV2bF1P22ub0BKcga//nzwgvndFYNJPngkdzvl0FHcFYMJCw8m5eDRvPSDR3M75nJ503lECqMYkcIoRqQwihGRPI50oo0xoee8woAfjDEVjDEX/I8xxgwxxsQZY+IS7K9OVK3IMeb8tHNHGE0Bmay1l1RWLm+lryjJMy9H89YrC8nO9nDboOt5/61lhZQqKF4uFGu/Tz3Fv3QekcIoRqQwihEpjGJEJI9TI9EpwPqzXnFABLAh532BrLVTrLWR1trIaqa2Q1UrWpIT0givlvctnrtaKKmJafnypCSkEl7dDYArwEXZkDJkpGWSnJBKePW8suERoaQmHvZNxcVxAYEunnk5mmULtrBm+XaqVKtA5arlefPje5kx72HCKwYzaebdVAgLylcu5dARwiuF5G67KwaTmnzUOyJdKTgvvVIwqckZPmuPOEfnESmMYkQKoxiRwihGBPCOwPj7VQQ41YkeBuwEbrHWXmmtvRJIyHn/x+gdX6Kd6+KJqFeFyrUqElgikKjo9sTOzf89Q+y8OLoM6ADA9X3asGnZVm/63DiiottTomQglWtVJKJeFXb+EO/zNogzHnmmF/t2J/PFzFgA9sQfIvrGlxlw8+sMuPl1kg8d5f7b3+Zwama+cutjf6FlmzoElStNULnStGxTh/Wxv5CWksnxY6dp2MS7CEjnns2JXbnD5+2S35/OI1IYxYgURjEihVGMiORx5DnR1tpXjDGfAOOMMfuA59BTxQrkyfYwMWYqoxc+hSvAxaL3lrN3WwIDRkSzK+4XYufFsWDqMoa/H8P0XRPISMtk5G3jANi7LYFVn8Xy7k/jyM7yMOGBd/F4PH5ukfwermpeg843NefXn5OY/NE9ALw36RvWrfm5wPz1GlWlZ59IXv/nXDKOnmDmuyuZ8MEQAGa+s4KMoycAmDD6Kx59vjclS5cgbs3PF/x5cnnReUQKoxiRwihGpDCKEYGis7CXvxmn70cwxtwMPAXUstZWvtRyN7pu1Z9ILsrVorG/qyBFnGfjNn9XQURERP7glng+K+Cu8MvT9b1e9nsfbdWXj/n99+nY6tzGmIbGmE7AcuAGoHNOejenjikiIiIiIiLiJKdW534Q+BKIAbYCXay1W3N2j3LimCIiIiIiIuIgWwReRYAj90QDdwEtrbWZxphawGxjTC1r7XgKev6OiIiIiIiIyGXAqU50gLU2E8Bau8cYE4W3I10TdaJFREREREQuO1pYzMupe6KTjDHN/72R06G+CXADTR06poiIiIiIiIijnBqJ7g9knZ1grc0C+htj3r6UH+C64gon6iXFiFZelsIEBAX5uwpSxFk9YkUK4Tl+3N9VEBGRIsap50QnXGTfGieOKSIiIiIiIg7yaD43OPiIKxEREREREZHixqnp3CIiIiIiIlKcaCAa0Ei0iIiIiIiIyCVTJ1pERERERETkEmk6t4iIiIiIiBRKz4n2Uie6iHC5DBO+fYHUxMM82+e1fPtu7Hcdg1/sS+qBwwDMfWspC2esBKDz7dfx92G3APDRS3NZOvNb31ZcfCKya3Pue/0OXAEuFkz9hllj5+TbX6JkIMNmxFCvZW2OpmYwsu84Du5NBqDv8N50u7MTnmwPkx+aRtzizf5ogjhsxo8vczzzJJ5sD9lZ2TwY9UK+/Vdf14DnPn6QpL0pAKyZt56Pxs4FoGXnJtw79u+4AlwsnLGKT8fN93n9xXkzfnqFE7kx4iHm+ufPy3Pvy7fTukszTp44zat3v0P85r0AdP57+/zXmo/0oI3iSNcaKUxhMXLT3Tdyy33d8GR7OJF5knF3v81v270P7VGMSHGiTnQR0fv+ruzbmUiZcgU/H3vV598z6R8f5EsrV6Es/Z7oTcyfnsNay8RvX2Dt1xvITNczLYsTl8tFzMRBPN7ln6QkpDHxh9HEzo3LvSgBdBvUkcz0TAbWjyEquh2Dx/Rj5G3jqNGoGlHR7bmryVDCqoYydskz3NHgITx6Nm6x9HjPsRxNy7zg/q2xu3jub+Pzpblchvtf/T+e7PUKKfvTeGPFs6ydv4nfdiY6XV3xg2E9xnA0teAYadXlaiLqVOaOZsNo2KoOMa8P4KEbXsi71lz/vPdas3oEa+dv1LWmmNG1RgpzKTGy7KNv+ertJQC0vTmSe14dwJM9RipGihOroWjQPdFFgrtqBVp3a8aC6Sv+o3ItOzdlw7KtZBw+Rmb6cTYs20rkjVc7U0nxmwat65IYn0TS7kNknclixaw1tOsVmS9Pu1tasThndsKq2Wtp0amJN71XJCtmreHM6SyS9hwiMT6JBq3r+rwNUnQ1iKzNgV8PkbQnmawz2az8/Afa9mzh72qJH7S96RqWfuwdYd6x7hfKhpQhtFKI91qz/Ke8a83yn3StKYZ0rZHCXEqMHM84kfu+dNlS2JwOl2JEiht1oouAe166nXefmoW9yMPL2/duxZvfv8jTHz5AeEQo4O18Jyek5eZJ2X8Yd9UKjtdXfMsdEUpyQmrudkpCGu6IsHx5wiJCSd7nnabryfZw7MhxgsPK4Y4II3lfXtnk/Wm4c+JHihdrLaPmPMqElc/RfWCHAvM0al2XyWtG8M/Ph1KzYVUAwqqccx5JTCNM55HiycKoLx9j4uoRdL8j6rzd7ioV8p9rcmLBfW6M7E/DXUUxUtzoWiOFuZQYAbjlvq7M+HkCg8f2Y/JD03LKKkakeHFkOrcxppu1dmHO+xDgNaAVsBUYaq09eIFyQ4AhAI1LXku1wPpOVK9IubZbc9KTM4jftIer/9SwwDxr529ixadrOXM6i56DbuDRd4bweI8xYMx5ea2mWBQ7BfyZz/s7mwvEwqWUleLhkS6jSEtKJ8RdjtFfPsq+XQfY+t2u3P3xm/fS/6pHOXnsFK26XM2zHz/IoBbDFSN/IEM7v+iNkfByjJk7zBsja3bmZSgwFi6UrhgpbnStkcJc6t957uRFzJ28iBtuu46/P/VXXr5jkmKkGNHCYl5OjUSPOuv9q8AB4GZgHfD2hQpZa6dYayOttZF/hA40QOO29WjTswUztr3KEzPuo1mHRgybene+PBlpmZw5nQXAgvdWUK95LcA7GhBeLe9bPHdEBVIPpPus7uIbyQlphFfL+6bXXS2U1MS0fHlSElIJr+4GwBXgomxIGTLSMklOSCW8el7Z8IhQUhMP+6bi4lNpSd7//SMpGXz31QYatKydb//xjJOcPHYKgHWLtxAYGEBwaBApiYfzn0eqhpKm80ixlBsjyRmsmbeehufEiDcWzjrXVA0l7cDh82MkIpTUJMVIcaNrjRSbAqqDAAAgAElEQVTmUmLkbCs+WUP73q1zyipGpHjxxXTuSGvt09bavdbacUAtHxzzsvHec5/Rr/7DDGj8D0YPmMzmldt5aVD+7xlCK4fkvm/T85rcBX/WL/2Rlp2aElS+DEHly9CyU1PWL/3Rp/UX5+1cF09EvSpUrlWRwBKBREW3J3ZuXL48sfPi6DLAO4X3+j5t2LRsqzd9bhxR0e0pUTKQyrUqElGvCjt/iPd5G8RZpcqU5Iqg0rnvr+nYhD1nLfQCUKFicO77+i2vxLgMR9My2bl+N1VrV6RSTTeBJQLo8NfWrJ2/0af1F+edGyMtOzZhz7b8MbL26410vq09AA1b1eH40ROkHTzivdZ0bJJ3renYRNeaYkjXGinMpcRIRN3Kue+v7XkN+38+AChGihVbBF5FgFOrc1c0xjyCdxJYsDHG2Lw5G7oP+xL0f/ov7Nqwm7XzN9Lr3i607dGC7GwPGWmZvHr3OwBkHD7GzLFfMmHVCABmjplDxuFj/qy2OMCT7WFizFRGL3wKV4CLRe8tZ++2BAaMiGZX3C/EzotjwdRlDH8/hum7JpCRlsnI28YBsHdbAqs+i+Xdn8aRneVhwgPvaiXMYqhCxRCenfkAAAGBASz/bC3rl26lx51RAMyftoLrerfipkE3kJ2VzamTZxh9x1uAN74mPzaTkf/6B64AF4s/WM3eHVqZu7ipUDGE5z5+EMiJkU9jiVv6Iz0H3QDA11OX88OizbTqejXvbXmZUydO8eo97wJnXWtWPg/AzDFf6lpTDOlaI4W5lBjp9UB3WnRqSvaZbDIOZ/LSwImAYkSKH+PE/QjGmOfOSZpsrU02xlQGXrLW9i/sZ3Qt27+IfM8gRZXnxInCM8kfWkBQkL+rIEWc1Yc4KYTnuB7lJSL/myWezwq4K/zydEOXsX7voy1f/Ljff5+OjERba0cYYxoCEcD31trMnPQkY8xHThxTREREREREnGO0IBzg0NRqY0wM8CUQA2w1xvQ6a/eogkuJiIiIiIiIFG1O3RM9BGhprc00xtQCZhtjallrx1PgwzJEREREREREij6nOtEBZ03h3mOMicLbka6JOtEiIiIiIiKXHy0lAji3UnaSMab5vzdyOtQ3AW6gqUPHFBEREREREXGUUyPR/YGssxOstVlAf2PM2wUXyU8rL0thAuvV8XcVpIizSYf8XQUp6rRAioiIyCXTwmJeTq3OnXCRfWucOKaIiIiIiIiI05yazi0iIiIiIiJS7Dg1nVtERERERESKE83mBjQSLSIiIiIiInLJNBItIiIiIiIihdPCYoBGokVEREREREQumUaii4DIrs257/U7cAW4WDD1G2aNnZNvf4mSgQybEUO9lrU5mprByL7jOLg3GYC+w3vT7c5OeLI9TH5oGnGLN/ujCeKAoaP60DqqIempmdx78+sA1G5YhZgRf6ZEqUCysz1Men4Ou37Mvxh+xarleXpCP1wBLgIDA5j74XfM/+R7AOpeFcEjo2+lVOlA1q3cyVsj5/m8XeKMsiFX8PCEO6jVKAJrLePuf4/t637Jl+fesX+nVZemnDp+mlfvm0r85t8A6HxbO2577GYAPn55Hks//s7n9RffcLkME759gdTEwzzb57V8+0qUDOSxd+6mXotaHE3LZFT/SRz8LQWA6Edvolv/DmRne3jzsQ9Zv/RHf1RfHKbPI1IYxYiIl0ai/czlchEzcRBP9hjJ4KuGckPf9tRoVC1fnm6DOpKZnsnA+jF88fpXDB7TD4AajaoRFd2eu5oM5cnuI4mZNBiXS3/S4mLJF+t5evC0fGmDHuvOzElLeaD3G3w4fgmDHutxXrm05Az+0fdNHuj9Bg//bRJ/uyuK0IrlAHjg+d688ewXDOryClVruYm8vr5P2iLOu2fM31m/9EfuavUU97V/jt92Jebb3+rGplStU4k7WzzB+Idm8MBr/QEIqlCW24f34qFOL/JQx39y+/BeBJUv448miA/0vr8r+3YmFriv64AOZKYf446rH+OLiQsZ9M9oAGo0rEpUnzYMiXyCp3q/zAPj+uNyGV9WW3xAn0ekMIoRATDW/6+iQNHrZw1a1yUxPomk3YfIOpPFillraNcrMl+edre0YvGMlQCsmr2WFp2aeNN7RbJi1hrOnM4iac8hEuOTaNC6rs/bIM7YGrebjCMn8qVZC2XKlgagTLnSpB46el65rDPZnDmTDXi/ETY5H3YrhJejTFApdmzyjj5+M2cDbTtd5WQTxEfKlCtN0/b1Wfj+asAbA8fOiZ22PVvwTc4I8464XwkKKUNopRAiOzZh4/KfyDx8jMz042xc/hORnZr6vA3iPHfVCrTu1owF01cUuL/tTdewZOa3AKz+1zqaRzXOTV8xey1nTmdxcG8Kib8eokFkHV9VW3xEn0ekMIoRuVwYY0obY34wxmw2xvxkjBmRk36lMeZ7Y8zPxphZxpiS/+0xfNaJNsaE+epYlxN3RCjJCam52ykJabgj8v+qwiJCSd7nnVLnyfZw7MhxgsPK4Y4II3lfXtnk/Wm4I0J9U3Hxi7dHzWPQsB68v2I4gx/vwfTXFhaYz105hMlzH+L9FcP57J0VpB3KwF0pmJSkI7l5UpKOEFYp2FdVFwdVrhXOkZQM/jH5Tiaufo6HJwykVJn814WwKhVI3p+Wu52cmEZY1QqEVS1PckJeesr+w4RVLe+zuovv3PPS7bz71Cysp+Cv8d1VK+RejzzZHo4dPU5wWBDuKhXOiRFv7Ejxos8jUhjFiADeER1/vwp3CuhorW0GNAe6GWPaAGOBcdbaesBhYNB/+2twpBNtjBljjHHnvI80xvwKfG+M2WuM6XCRckOMMXHGmLgE+6sTVStyTAEz4uw5wWEKyGStvaSyUrz0vK0NU0Z/Rf+oMUwZ/RUPj/xrgflSko5w3y3jGdTlZTr/uSXlw4IKjCM96694CAgMoG6zmnw1dQUP/GkEJ4+dInpoz3x5LnS+KPj84lRNxV+u7dac9OQM4jftuWCegiZoW8uFguf3qpoUEfo8IoVRjMjlwnpl5myWyHlZoCMwOyd9BtD7vz2GUyPRPa21KTnvXwairbV1gRuBVy9UyFo7xVobaa2NrGZqO1S1oiU5IY3wannf4rmrhZKamJYvT0pCKuHV3QC4AlyUDSlDRlomyQmphFfPKxseEUpq4mHfVFz8ovOfW7Jm8VYAVi/4kQZXV79o/rRDGez9+SBNImuRnHQEd+WQ3H3uyiEFTgeXy0/K/jRS9h9m53rvl4+rv4yjbrMa+fMkHib8rG/9w6uGknYgnZT9hwmvlpfujqhA2oF031RcfKZx23q06dmCGdte5YkZ99GsQyOGTb07X57kxMO51yNXgIuywd5rTUpi2jkxEkqqYqTY0ecRKYxiRIqKswdec15DCsgTYIzZBBwClgC/AOnW2qycLAlAxH9bB6c60SWMMf9e+fsKa+06AGvtLqCUQ8e8LO1cF09EvSpUrlWRwBKBREW3J3ZuXL48sfPi6DLAO4B/fZ82bFrm7UTFzo0jKro9JUoGUrlWRSLqVWHnD/E+b4P4TuqhozRt7f2CqXmbOuzfk3JeHnelYEqW8v77BQVfQeNrapKwO5nDyRmcOHaKhs28He9Ova9h7TfbfFd5cczhQ0dJ3p9GtbqVAWjRoTG/nbN41Nr5m+h0WzsAGkbW5tjR46QdPELcsq1c0/EqgsqXIah8Ga7peBVxOecYKT7ee+4z+tV/mAGN/8HoAZPZvHI7Lw16O1+etV9v4MbbrwPgT39uxeaV23LSNxLVpw0lSgZSqaabiDqV2Bn3y3nHkMubPo9IYRQjAmA8/n+dPfCa85pybj2ttdnW2uZANaA10KiA5vzX0yGcesTVJGC+MWYMsNAY8zrwBdAJ2OTQMS9LnmwPE2OmMnrhU7gCXCx6bzl7tyUwYEQ0u+J+IXZeHAumLmP4+zFM3zWBjLRMRt42DoC92xJY9Vks7/40juwsDxMeeBePx+PnFsnv5fFX+3J169oEVyjLByuf4IMJS3jjmc+5+8mbCQgM4PSpM7zx7L8AqNckgh592zD+6c+pXqcidw3vibXeqVdfTFvNnl0HAZj4/JycR1yVYN2qnaxbtdOfTZTf0eRhMxn27hBKlAjgwJ5kXrt/Gj3ujAJg/rQV/LB4C626XM20TWM4dfw0r93vXfk98/AxPnppHm8sfwaAmWPnkXn4mJ9aIb7W/+m/sGvDbtbO38jCGasY9u7dvLflZTIOZzJqwGQA9m7fz6rPv2fK+tFkZ3mY+Mj7eC5wX7VcvvR5RAqjGJHLkbU23RizAmgDlDfGBOaMRlcDCn5cxSUwTt2PYIyJAu4F6uPtrO8D5gDvWWvPFFb+RtetukLLRQXW0+qwcnE26ZC/qyBFnM3KKjyT/KF5TpwoPJOIyEUs8XxWbJ4LeGP7F/3eR1uy5umL/j6NMeHAmZwO9BXAYryLig0APrfWfmKMeQvYYq2d/N/UwamRaIAkYArw/Vk3dmOM6QYUvKSwiIiIiIiIyH+vCjDDGBOA9/blT621XxljtgGfGGNeBDYCU//bAzjSiTbGPAjcD2wHphpjHrLWfpmzexTqRIuIiIiIiMjvzFq7BWhRQPqveO+P/p85NRJ9F9DSWptpjKkFzDbG1LLWjqfgp2iIiIiIiIhIUeb3ydxFg1Od6IB/T+G21u7JuT96tjGmJupEi4iIiIiIyGXKqUdcJRljmv97I6dDfRPgBpo6dEwRERERERFxiLHW76+iwKmR6P5AviVPc5YS72+MebvgIvkFhrudqJcUJ+lH/F0DKeLm7/zW31WQIq5r1Wb+roKIiIhcZhzpRFtrEy6yb40TxxQRERERERFxmpOPuBIREREREZHioohMp/Y3p+6JFhERERERESl21IkWERERERERuUSazi0iIiIiIiKF8/i7AkWDRqJFRERERERELpFGoouAXnfdQLd+12GAhTPXMGfKsgLz1W9ek9fmD2PMkHf59quNAHT+Wxv6Du0OwCfjFrD007W+qrb4UGEx0rRdPZ6bcS9Jv6UA8N3Xm/jotfkAtLyhMfe8+DdcAYaFM9fw2YTFvq6+/E6eGgMrYiG0Asyb7k0b+jzs2ed9fzQTgoPgX1O921M+hM/ng8sFTz0I17U+/2c+MRrWbYJyQd7tUcOhUT3vuiGj3oBV30PpUjDqCbiqvtMtFCdFdm3Ofa/fgSvAxYKp3zBr7Jx8+0uUDGTYjBjqtazN0dQMRvYdx8G9yQD0Hd6bbnd2wpPtYfJD04hbvNkfTRCHKUakMIoRKSrPafY3daL9rGbDqnTrdx0PdxvDmdPZvPhJDD8s+ZHE3cn58rlchjue+TMblm/LTQsqX4a/P9qTB7uMBgtvLHmCtYu2kHnkuK+bIQ661BjZ+n08z/ebnC/N5TLcP6YvT/7tDVISDzN+0XC+X7SF33Yl+bIJ8jvp3R3+/hcYPiovbdzzee/HToKgst738Xtg/jJvZ/tQKtz5CCz4EAICzv+5j90LXaPyp636HvYmwMKZsHkbvPAazHrr922P+I7L5SJm4iAe7/JPUhLSmPjDaGLnxvHb9rwnUnYb1JHM9EwG1o8hKrodg8f0Y+Rt46jRqBpR0e25q8lQwqqGMnbJM9zR4CE8Hs3pK04UI1IYxYhIHk3n9rPq9SqzY/1uTp04gyfbw4/f7aJdj+bn5btl8A2s+Woj6SkZuWktb2jMxpXbyUw/TuaR42xcuZ2WHRv7svriA5caIwWpf00tEncnk7Q3hawz2aycE0ebbs0crrE4pVUzKF+u4H3WwsLl0LOzd3vZt9CjI5QsCdWqQI0I2LL90o+17Fvo1RWMgeZXeUe5D6X+720Q/2jQui6J8Ukk7T5E1pksVsxaQ7tekfnytLulFYtnrARg1ey1tOjUxJveK5IVs9Zw5nQWSXsOkRifRIPWdX3eBnGWYkQKoxgRyaNOtJ/t3ZFIkzZ1KVehLKWuKEGrzk0Ij6iQL09Y5RDadW/G/Bmr8qW7K5cnOfFw7nZK4mHclcv7pN7iO5cSIwCNWl7JpGVP8cJHD1CjQRWg4BgJU4wUS3FbICwUalXzbh9MgcoV8/ZXCodDKQWXff1d6HUHjJ4Ip08XXL5yOBxKLri8FH3uiFCSE/K+BUlJSMMdEZYvT1hEKMn7vEHiyfZw7MhxgsPK4Y4II3lfXtnk/Wm4I0J9U3HxGcWIFEYxIoD3W3t/v4oAR6ZzG2M2AF8AH1trf/kPyg0BhgBcVe56ql9R/EdV9/2cxGcTFzPq0wc5cewUv/6UQHZW/qktd//zVqa9OAeP55ygMea8n2eLSGDJ7+dSYuSXLfsY0PJpTh4/RatOV/Hs9HsY3Pa5AmMEFCPF0ddLoWenvO2CTgUFhcPQIRAeCmfOwLOvwDsfwf0DL728XB4K+tude70wF7imXEpZufwpRqQwihGRPE7dE10BKA8sN8YkAR8Ds6y1iRcrZK2dAkwB6F7p3j/Mf9bij75j8UffATDgyV6knDVyCFCveU2GvzUIgOCwsrTq3ITsbA8pBw5zdbu8lX7cVSuw5btdvqu4+ExhMXI882Tu+3Xf/MT9YwIIDi1LyoHDhFfNG7V2V61AatIR31RafCYrC5auhtlT8tIqh0PSobztg8kQHnZ+2Yo5aSVLwl+6w7RZBZdPSoZw9+9fd/GN5IQ0wqvlBYC7WiipiWn58qQkpBJe3U3K/jRcAS7KhpQhIy2T5IRUwqvnlQ2PCCX1nHOQXP4UI1IYxYgARWYk2N+cms592Fr7qLW2BvAPoB6wwRizPGe0Wc4S4vbe5BgeUYH2PZqz8l9x+fbf0eoZBrZ6moGtnubbeRuZ9PjHxC7YzPrl27gmqhFBIWUICinDNVGNWH/WwmNSfBQWIxXCg3Pf129RE+MyHE07xq6Ne6lauyKVaoQRWCKADr0jWbtoi0/rLs6LXQ9X1sg//fqG9t6FxU6fhoQD3kXCrm50ftl/3+dsLSz9FupdmVf+y0Xe9E0/QbmyeR1uufzsXBdPRL0qVK5VkcASgURFtyd2bv7zSOy8OLoM6ADA9X3asGnZVm/63DiiottTomQglWtVJKJeFXb+EO/zNoizFCNSGMWISB7HV+e21q4GVhtjYoAbgWhyRpvF6+mpQwiuUJasrGwmP/EJmUeO06P/nwCY//7qC5bLTD/Ox6/NZ/yixwH46NX5ZKZrZe7iqLAYue7mFvQccD3Z2R5OnzzDmLu9zzjyZHt484lPePGTGAICXCz++Dt+23nAn02R/8E/RsAPmyD9CET1gQfugD49vZ3ls6dyg7cz3O0GuGmAd0XuZx7OW5l7yDB4cRhUdMOwf0JauneSf6O68Nwj3jwd2sCqtdD17zmPuBru06bK78yT7WFizFRGL3wKV4CLRe8tZ++2BAaMiGZX3C/EzotjwdRlDH8/hum7JpCRlsnI28YBsHdbAqs+i+Xdn8aRneVhwgPvakXdYkgxIoVRjIjkMU7cj2CM+cRa2/d/+Rl/pOncIuKMrzd/4+8qSBHXtapWqxcREWct8XxWbFYV6driOb/30RZtHOH336cj07mttX2NMQ2NMZ2MMUFn7zPGdHPimCIiIiIiIiJOc6QTnTN1+0sgBthqjOl11u5RThxTREREREREnGOs9furKHDqnughQEtrbaYxphYw2xhTy1o7HvD78LuIiIiIiIjIf8OpTnSAtTYTwFq7xxgThbcjXRN1okVEREREROQy5dQjrpKMMc3/vZHTob4JcANNHTqmiIiIiIiIOMVa/7+KAKdGovsDWWcnWGuzgP7GmLcv6SeUD3GgWlKcZP38i7+rIEWcVl4WERERkd+bI51oa23CRfatceKYIiIiIiIi4qAiMhLsb05N5xYREREREREpdtSJFhEREREREblETt0TLSIiIiIiIsWJpnMDGokWERERERERuWQaiRYREREREZHCefxdgaJBnWg/GTqqD62jGpKemsm9N78OQO2GVYgZ8WdKlAokO9vDpOfnsOvH8xc6D68SwsMv/hV3lfJgLc8Mmc6h/YepVK0Cw1+7jXIhZYjftp9Xhn1K1plsXzdNHBDZtTn3vX4HrgAXC6Z+w6yxc/LtL1EykGEzYqjXsjZHUzMY2XccB/cmA9B3eG+63dkJT7aHyQ9NI27xZn80QRymGJHCKEakMIoRKYxiRMRL07n9ZMkX63l68LR8aYMe687MSUt5oPcbfDh+CYMe61Fg2UfHRjN76iru7vEaD906iSOpmQDc+Wh35kz/lsFdXyHz6Am69ol0vB3iPJfLRczEQTzZYySDrxrKDX3bU6NRtXx5ug3qSGZ6JgPrx/DF618xeEw/AGo0qkZUdHvuajKUJ7uPJGbSYFwu/dsXN4oRKYxiRAqjGJHCKEZE8ih6/WRr3G4yjpzIl2YtlClbGoAy5UqTeujoeeVq1KlIQKCLjd/FA3Dy+GlOnTwDQLM2dVi9aCsAS/+1gbadrnKyCeIjDVrXJTE+iaTdh8g6k8WKWWto1yv/FyTtbmnF4hkrAVg1ey0tOjXxpveKZMWsNZw5nUXSnkMkxifRoHVdn7dBnKUYkcIoRqQwihEpjGJEAIy1fn8VBepEFyFvj5rHoGE9eH/FcAY/3oPpry08L09ELTeZR0/w9IR+TPzXgwwa1h2XyxBcoQzHjp7Ak+29USEl6QhhlYJ93QRxgDsilOSE1NztlIQ03BFh+fKERYSSvC8FAE+2h2NHjhMcVg53RBjJ+/LKJu9Pwx0R6puKi88oRqQwihEpjGJECqMYEcnjSCfaGBNpjFlujPnQGFPdGLPEGHPEGLPOGNPiIuWGGGPijDFx+9I3OVG1Iq3nbW2YMvor+keNYcror3h45F/PyxMQ6KJJ5JX/396dx0dV3nsc//wmC8puCAgGNC6ACioKokJFVERFK9qrDVgrWpGKNS69vYpbrb0XlbqgghuiuNRWi9tFK5sioBiVaFEBBcMmAZEsCAkokMzv/jEjEJI48ZYzM0m+79drXuY853nm/E7y8zDPPM95DhPHvMHV54+nfcc2DPhFTwyrVjdJvqiRf5NV/9Piu/1xrYZK7l6ntlL/KUckFuWIxKIckViUIyI7BTUS/TDwF+CfwHvAY+7eChgV3Vcjd5/g7r3cvVen1j0CCi15DTivJ/NmRKZjvzP1M7oe2alaneJ1G1m2eC3rCksJV4bJe2sRhxyexcYNm2nWcm9CKZE/aWb7VpTWMB1c6p+iwlLadtz5TW9mxwxK1pZWqVNcWELbTpkAhFJCNGvVlLLScooKS2jbaWfbtlkZlKzdEJ/AJW6UIxKLckRiUY5ILMoRASKjdIl+JYGgOtFp7j7V3f8OuLu/SOSHt4C9AjpmvVeyfhNH9D4IgB7HH8yalcXV6iz9rJDmrfam1T7NADjquIP5quAbAD79YBknnh6592TAeceQN2txnCKXIC2ZX0BW5w60z25Haloq/XP6kjclv0qdvNfyGTjsJAD6nX88C2ZFvozJm5JP/5y+pKWn0j67HVmdO7Dkw4K4n4MESzkisShHJBbliMSiHBHZKahHXH1vZgOBVoCb2bnu/qqZnQTomUvADfcO4cjeB9Fyn2Y8O+dGnh03kwdvfYnf3vRzUlJT2LZ1Ow/+8RUAOnfPYtCQ43nglpcIh52JY/7JnU8PB4yCRWuYNnk+AE/ePY1RY4dy8bUDWfb5WmZEy6V+C1eGGZ/7BHdOu5lQSojpk95m1eJCht2ew9L8ZeS9ls/UJ2Yx6plcnlo6jrLSckYPHQvAqsWFzJ2cx8RFY6msCDPuqomEw3rAX0OjHJFYlCMSi3JEYlGOCADh5BgJTjQL4n4EMzuKyHTuMHAdMBIYBqwBLnf392K9x5ldR+kvJD+q4stliQ5BRERERORHzQxPruGu8PopGfpoU5fclfDfZyDTud39E+Ba4B6g0N2vcffW7t4N0JLRIiIiIiIiUi8FtTr31cArQC6w0MwG77L7jiCOKSIiIiIiIgFK9KJiSbKwWFD3RF8O9HL3cjPLBl40s2x3fwBqeBaTiIiIiIiISD0QVCc6xd3LAdx9pZn1J9KRPgB1okVEREREROqfJBkJTrSgHnG1zsx2POg52qE+G8gEjgjomCIiIiIiIiKBCmok+mKgYtcCd68ALjazx+ryBlp5WWKpGNAr0SFIkkt9Mz92JRERERGRnyCQTrS7F/7IvnlBHFNEREREREQCpOncQHDTuUVEREREREQanKCmc4uIiIiIiEhDEtZINGgkWkRERERERKTO1IkWERERERERqSNN5xYREREREZHYPJzoCJKCOtFJoNfpPbjy/ksJpYSY+sRbvDDm1Sr709JTuf7pXDr3PIhNJWWMHjKWb1YVATBk1Lmc8ZtTCVeGefiaJ8mf8UkiTkH2sLS0FB6490LS01JJSQkx550lPPXsu9zwh0EcdWQnNm/eCsBdd7/BsuXrq7U//bTuXHThCQD89W95TJ+5EIAunfflhj+cRZP0VD6Yv4xxD78Vv5OSQOk6IrEoRyQW5YjEohwRidB07gQLhULkjr+MmwaNZni36zh5SF/2P6xjlTpnXHYK5d+Wc0mXXF6+/3WG33URAPsf1pH+OX25vPt13HTmaHIfGk4opD9pQ7B9eyW/v/55ho+cxPCRk+h97IEcduh+ADz6+GwuH/kUl498qsYOdIsWe3HxRX258upnGZn7DBdf1JfmzZsAcG3uQO69fxoXXTqBrKwMeh97UFzPS4Kh64jEohyRWJQjEotyRIDII64S/UoCyt4E69r7ENYWrGPdivVUbK9g9gvz6DO4V5U6fc45lhlPzwFg7ovvc/Sp3SPlg3sx+4V5bN9WwbqV61lbsI6uvQ+J+zlIML7/fjsAqakhUlJCQN0uGsf2PJCPPl5JWdn3lJdv5aOPV9K710FkZDSjWbMmLP58LQAzZi7kZ306BxW+xJGuIxKLckRiUY5ILGmarHQAABlnSURBVMoRkZ3UiU6wzKwMigpLdmwXF5aSmdWmSp02WRkUrS4GIFwZZvPGLbRs04LMrDYUrd7ZtmhNKZlZGfEJXAIXChmPP3IJr/wjl48+XsnnX3wNwGWXnMjERy/lyitOIS0tpVq7zMwWrC/atGO7qLiMzMwWZLZpQVFRWdXyNs2DPxEJnK4jEotyRGJRjkgsyhGRnQLpRJtZczP7s5ktMrONZlZkZu+b2SUx2o0ws3wzyy/05UGElnTMqpf5btMUrIZK7l6ntlJ/hcPO5SOf4oILH+bQrh3Izs7k8SfnMOyyiYzMfYaWLfZi6C+Pq9autryosTyAuCX+dB2RWJQjEotyRGJRjggQeU50ol9JIKiR6OeA5cDpwO3Ag8CvgZPN7I7aGrn7BHfv5e69OlrjuFezqLCUth13fouX2TGDkrWlVeoUF5bQtlMmAKGUEM1aNaWstJyiwhLadtrZtm1WBiVrN8QncImbzZu3suDT1fTudRClpZuByD3TU6d/xqFdO1SrX1RURru2LXdst81sQUlJOUXFZbRt26JaudR/uo5ILMoRiUU5IrEoR0R2CqoTne3uT7l7obvfB5zj7l8ClwK/COiY9dKS+QVkde5A++x2pKal0j+nL3lT8qvUyXstn4HDTgKg3/nHs2BWZKXlvCn59M/pS1p6Ku2z25HVuQNLPiyI+znInteq1d40axZZDCw9PZWeRx/AV6tLyMhotqPOz/p0YcXK4mpt53+0gl49s2nevAnNmzehV89s5n+0gtLSzWzZsm3HAmUDT+vOvPe+jM8JSaB0HZFYlCMSi3JEYlGOCJD4RcWSZAZDUI+42mxmP3P3d83s50ApgLuHraZ5Ho1YuDLM+NwnuHPazYRSQkyf9DarFhcy7PYcluYvI++1fKY+MYtRz+Ty1NJxlJWWM3roWABWLS5k7uQ8Ji4aS2VFmHFXTSQc1rPbGoI2Gc0Z9V9nEQoZoZAxe84XvP/BMu79yxBat2qKGRQsW899D0wHoEvn9pxzdg/uGTuNsrLvefa593h03DAAnvnre5SVfQ/A2AdnMOq/BpGensqH85fzwfzGcdtEQ6friMSiHJFYlCMSi3JEZCcL4n4EMzsKeBzoAiwELnP3JWbWFhjq7g/Geo/TQhckx9cMkrQqBvSKXUkatdQ382NXEhEREQnQzPDkBjOIeGanaxLeR5u6+oGE/z4DGYl290/MbBiQBbzv7uXR8iIzWxrEMUVERERERCRASTKdOtGCWp37auAV4CpgoZkN3mV3rQuLiYiIiIiIiCSzoO6Jvhzo5e7lZpYNvGhm2e7+AJDw4XcRERERERH5iTQSDQTXiU7ZZQr3SjPrT6QjfQDqRIuIiIiIiEg9FdQjrtaZWY8fNqId6rOBTOCIgI4pIiIiIiIiEqigRqIvBip2LXD3CuBiM3ssoGNKI1N4cnqiQ5Akl/1moiMQkfoudb8OiQ5BklzF2q8THYJI/OjRZEBwq3MX/si+eXV5j5nhyXsuIGmQOt85NtEhiIiIiIhIIxPUdG4RERERERGRBieo6dwiIiIiIiLSkGh1bkAj0SIiIiIiIiJ1ppFoERERERERiU0j0YBGokVERERERETqTCPRIknowIx9eODcQTu2O7VuxQPv5PHBqkL+fMapNElNoSLs/Gn6W3z69Tc1vkfz9HSmjhjGzKUF/HnG2wB0a9+OMWedzl5pqcxZtoL/njk7HqcjcdDr9B5cef+lhFJCTH3iLV4Y82qV/WnpqVz/dC6dex7EppIyRg8ZyzerigAYMupczvjNqYQrwzx8zZPkz/gkEacgAVOOyO6uu+dCeg/oxrfFZYwccBcAl90ymOMGdKdiewVfryrmvt//jc2bvqvW9qm829iyeSvhyjCVFWGuOeseAJq3bsqND1/Cvp0y+GZ1KXeOnET5xurtpX7SdUQkQiPRIkloRekGznnyOc558jnOnfQ3vttewYwlBVx/yomMe/d9znnyOR545z2uP/nEWt/j2n59mP9V1afN3X76qdwy7U0GPDqJA/ZpTb+DsgM+E4mHUChE7vjLuGnQaIZ3u46Th/Rl/8M6VqlzxmWnUP5tOZd0yeXl+19n+F0XAbD/YR3pn9OXy7tfx01njib3oeGEQvqnoaFRjkhNZk7+gFsueqRK2b/mLuGKU+/kytPGsGZ5ETlXnVZr+1EXjOOq0/+yowMN8MvfDWDBvKUMP/F/WDBvKb/8Xe3tpX7RdUQACHviX0lA2SuS5Ppkd+KrbzeydlMZ7k7zJukAtGjShPXlm2ts0619O9o0a8q7K1btKGvbrBnNm6SzYM3XALy68HNO63Jw8Ccggeva+xDWFqxj3Yr1VGyvYPYL8+gzuFeVOn3OOZYZT88BYO6L73P0qd0j5YN7MfuFeWzfVsG6letZW7COrr0Pifs5SLCUI1KThR8so+zbLVXKPp77BeHKMABffLySzA6tf9J7njDwCN6c/CEAb07+kBNOP2LPBCsJp+uIyE7qRIskubMO68rri78AYPSbc7jh5BOZ+7vh3HBKP+6Z/W61+gbceEo/xsyaW6V83xbNWbepfMf2uk3l7NuieaCxS3xkZmVQVFiyY7u4sJTMrDZV6rTJyqBodTEA4cowmzduoWWbFmRmtaFo9c62RWtKyczKiE/gEjfKEfn/GJhzPPPfXlzjPncY/bcrefCN/+LMX/XZUd46swUb1m8CYMP6TbRq0yIusUrwdB0RAPdwwl/JIJBOtJmlmtlvzWyamX1qZp+Y2VQzu8LM0n6k3Qgzyzez/AkTJgQRmki9khYKcUrng5n6+ZcAXHjMkdzx1hz6PTSRO96cwx2DBlZr86ueRzFn2UrWlZVXKTer/v5aYLFhqPlv67vVqV7J3evUVuo/5Yj8VENyB1JZWcnbL+fXuP8/zxtL7pl3c+uvH+HsYSfS/TjNbGrodB0R2SmohcWeBb4F/gT8cFNmR2AY8Fcgp6ZG7j4B+KH3rP+zpNHrd3A2i79ZT8mWyHS787ofvmMxsKlfLOWOQQOqtTk6qwO9OmZx4TFH0jQ9nfSUEFu2befp+f+ifcudI8/tWzZnfXl5tfZS/xQVltK2487RgMyOGZSsLa1Sp7iwhLadMileU0ooJUSzVk0pKy2nqLCEtp12tm2blUHJ2g1xi13iQzkiP8WA83vTe0A3bswZX2ud0m8io80bS8p5b9qndO1xAAs/WMa3xWXs064lG9ZvYp92LdlYUhavsCVguo6I7BTUdO5j3H2ku7/v7oXR1/vuPhI4OqBjijQ4Zx9+KK8v+mLH9vrycnrvH1nE44QDOrGy9Ntqbf5zyjROevgJTn7kScbMmssrCz/nntnvUrR5M5u3baPHfu0BOLf7Ybz55bL4nIgEasn8ArI6d6B9djtS01Lpn9OXvClVR4/yXstn4LCTAOh3/vEsmLUwUj4ln/45fUlLT6V9djuyOndgyYcFcT8HCZZyROqqZ//DuODKAdx+6eNs/X57jXWa7J3O3s2a7Pj5mH6HsnJJZL2N92cuZMAFvQEYcEFv8mZ8Fp/AJXC6jgiQ+EXFkmRhsaBGojeY2QXASx6duG5mIeACQF87idTBXqmp9D1wf26d9uaOspunvsktA/qTEgqxrbKCW6L7urffl6FHH8HNU9+s7e0AuG3aLMacPZC9UlOZs3wlc5atDPIUJE7ClWHG5z7BndNuJpQSYvqkt1m1uJBht+ewNH8Zea/lM/WJWYx6Jpenlo6jrLSc0UPHArBqcSFzJ+cxcdFYKivCjLtqIuFwctxvJHuOckRqcsP4YRx5wiG0zGjOs/P/zLP3vkHOVaeRlp7K6L9fCUQWFxt/4z/I2Lcl1949lD9e/Bj7tG3BrROHA5CSEmL2qx/x0ezPAfjH+Jnc9OilnD7keIrWbGD0FZMSdn6yZ+k6IrKTBXE/gpllA2OAk4lM6wZoDbwNjHL3FXV4m+T4mkGSVuc7xyY6BEly2Te/l+gQRKSeS92vQ6JDkCRXsfbrRIcgSW5meHINd4XXT2fsMzzhfbRpGyYm/PcZyEi0u680s/uAe4FlwGHA8cDiOnagRURERERERJJOIJ1oM7sNODP6/jOB3sAcYJSZHe3uo4M4roiIiIiIiEiQgron+nygB9AEWAd0dPdNZnY38AGgTrSIiIiIiEh9onvZgeBW565w90p33wIsc/dNAO7+HaDfvIiIiIiIiNRLQY1EbzOzptFOdM8fCs2sFepEi4iIiIiI1D8BLEpdHwXVie7n7lsBfnjEVVQaMCygY4qIiIjsUVp5WWIpGdEn0SGISJwFtTr31lrKi4HiII4pjc+XN16X6BAk2SlHJIbTQhckOgQRERGpZ4IaiRYREREREZEGxLWwGBDcwmIiIiIiIiIiDY5GokVERERERCQ2LSwGaCRaREREREREpM7UiRYRERERERGpI03nFhERaQR6nd6DK++/lFBKiKlPvMULY16tsj8tPZXrn86lc8+D2FRSxughY/lmVREAQ0adyxm/OZVwZZiHr3mS/BmfJOIUJGDKEanJ66N/w+bvtxMOh6kMOxfd+TcAcvr3IKf/UVSGnXcXruCBl9+pc9u6tpckFNZ0blAnWkREpMELhULkjr+MGwb+N8WFpYz/8E7ypuTz1eeFO+qccdkplH9bziVdcumf04fhd13E6KFj2f+wjvTP6cvl3a+jzX4ZjJl5K5d2vYawVmhtUJQj8mN+e99kvt38/Y7tXl060v+og8n5n7+yvaKSfVrsXee2P7W9SDLSdG4REZEGrmvvQ1hbsI51K9ZTsb2C2S/Mo8/gXlXq9DnnWGY8PQeAuS++z9Gndo+UD+7F7BfmsX1bBetWrmdtwTq69j4k7ucgwVKOyE9x/klHMWn6fLZXVAKwoey7uLYXSTSNRIuIiDRwmVkZFBWW7NguLizl0OM6V6nTJiuDotXFAIQrw2zeuIWWbVqQmdWGz99fuqNe0ZpSMrMy4hO4xI1yRGrjDg9d8wtweOmdz3j53c84oF1rjjkki98N7sO27ZWMfWkui1d9U6e2QJ3bSxJyzTCBBHSizWyCu4+oZd8IYATAY489xogRNVYTERGRn8Csepnv9pgSq6GSu9eprdR/yhGpzaV3v0Dxxs3s02JvHrnmP1i5rpSUUIgWTZswbMzzdMvelzGXn8XPb3myTm0/LlhT5/YiySqQTrSZ1fb1owGDamvn7hOACT9s7um4REREGqOiwlLadmyzYzuzYwYla0ur1CkuLKFtp0yK15QSSgnRrFVTykrLKSosoW2nnW3bZmVQsnZD3GKX+FCOSG2KN24GIlOu315QQLcD27P+23JmLSgAYNHKbwi707r53nxb/l3Mth8XrKlze0k+roXFgODuiS4C8oGPdnnlR1/tAjqmiIiI1GDJ/AKyOnegfXY7UtNS6Z/Tl7wp+VXq5L2Wz8BhJwHQ7/zjWTBrYaR8Sj79c/qSlp5K++x2ZHXuwJIPC+J+DhIs5YjUZK/0VJo2Sdvx8/GHHcCyNcW8vWAZx3btBMD+7VqTlpJSrQNcW1ugTu1FkllQ07mXA6e6+1e77zCz1QEdU0RERGoQrgwzPvcJ7px2M6GUENMnvc2qxYUMuz2HpfnLyHstn6lPzGLUM7k8tXQcZaXljB46FoBViwuZOzmPiYvGUlkRZtxVE7XqcgOkHJGatGnZjHuv+DkAKaEQ0+Z/wXuLV5GaEuJPFw/kH7f+mu2Vldz29HQAMls144+/Po2rx79aa1uA/31vYY3tReoLC+KeFTP7HfCuu1d7SKCZ5br7uDq8jeYKiIhIoE4LXZDoEESknisZ0SfRIUiS+/jR62pYOaB+Gpg2JOF9tBnbn0/47zOQ6dzu/hDQxMyOBTCzw83s92Y2qI4daBEREREREZGkE9TCYrcBZwKpZjYTOA6YDYwys6PdfXQQxxUREREREZFgaGGxiKDuiT4f6AE0AdYBHd19k5ndDXwAqBMtIiIiIiIi9U5Qq3NXuHulu28Blrn7JgB3/w7QShMiIiIiIiISCDM7w8yWmFmBmY3a0+8f1Ej0NjNrGu1E9/yh0MxaoU60iIiIiIhI/ePJ35UzsxTgIeA0oBCYb2ZT3H3xnjpGUCPR/aIdaNyr/KbTgGEBHVNEREREREQat95Agbsvd/dtwPPA4D15gEBGot19ay3lxUBxHd8m4UuXJxszG+HuExIdhyQv5YjEohypamZ4cqJDSDrKEYlFOSKxKEcarpnhyQnvo5nZCGDELkUTdsu3LGD1LtuFRBa63mOCGomWYIyIXUUaOeWIxKIckViUIxKLckRiUY5IYNx9grv32uW1+xc2NXX09+iy4upEi4iIiIiISENRCHTaZbsjsHZPHkCdaBEREREREWko5gOdzexAM0sHhgBT9uQBglqdW4Khe0skFuWIxKIckViUIxKLckRiUY5Iwrh7hZldBUwHUoAn3X3RnjyGue/R6eEiIiIiIiIiDZamc4uIiIiIiIjUkTrRIiIiIiIiInWkTnQSMbNKM1uwyyv7R+r2N7PX4xedJAszO8/M3MwOTXQskpzMrDzRMUjy0jVE6sLMOprZ/5rZl2a2zMweiC7QU1v9a82saTxjlMTY5fPqIjP7xMx+b2bqU0ijooRPLt+5e49dXisTHZAkpaHAu0RWGqwzM0sJJhwRqWf+X9cQaTzMzICXgVfdvTPQBWgOjP6RZtcC6kQ3Dj98Xu0GnAYMAm5LcEwicaVOdJIzsxQzu9vM5pvZp2b22112tzSzV8xssZk9qm8BGz4zaw70BS4j+gE4Oithbk25YGblZvZnM/sAOCFxkUu87T5bxczGm9kl0Z9XmtntZvaxmX2mEcnG40euIbXlyiAz+8LM3jWzBzUDqtE4Bfje3ScBuHslcB3wGzNrZmb3RK8dn5pZrpldDewHvG1mbycwbokzd18PjACusohaP7ea2fXRvPnEzO5KXNQi/z494iq57G1mC6I/r3D384h80Nno7seaWRNgnpnNiNbpDRwOrAKmAb8AXox30BJX5wLT3H2pmZWa2THR8tpyoRmw0N3/mJBoJZkVu/sxZnYl8AdgeKIDkrio7RpSjZntBTwG9HP3FWb297hFKYnWDfho1wJ332RmXxG5VhwIHB19jEyGu5ea2e+Bk929OAHxSgK5+/Lol/ftgMHU/Ln1UCLXn+PcfYuZZSQwZJF/m0Yuk8uu07nPi5YNBC6Odq4/ANoAnaP7PnT35dFviP8O/Cz+IUucDQWej/78fHQbas+FSuCl+IYo9cTL0f9+BGQnMA6Jr9quITU5FFju7iui2+pENx4G1PQMVAP6AY+6ewWAu5fGMzBJWhb9b22fWwcAk9x9CyhvpP7TSHTyMyDX3adXKTTrT/V/4PTQ7wbMzNoQmWLX3cycyMPjHXiD2nPh+2jHWhqfCqp+UbrXbvu3Rv9bif4taBR+5BoyhZpzxZDGahHwH7sWmFlLoBOwHH3ekF2Y2UFE/i1ZT+2fW89AeSMNiEaik990YKSZpQGYWRczaxbd19vMDoxOockhslCMNFznA8+4+wHunu3unYAVREadlQuyu1XA4WbWxMxaAacmOiBJuNquIVBzrnwBHLTLkyJy4hqtJNJbQFMzuxh2LEx5L/AUMAO4wsxSo/t+mJZbBrSIf6iSSGbWFngUGO/uTu2fW2cQuae+abRc07mlXtPoQ/KbSGSq5cfR1TKLiNxTApAH3AUcAcwFXklEgBI3Q4n8vXf1EjAS5YJERT/YbnX31Wb2D+BT4EvgX4mNTJJAbdeQC4FqueLu30XvmZ9mZsXAh3GMVRLI3d3MzgMeNrNbiQy6vAHcRGTEsQvwqZltBx4HxgMTgKlm9rW7n5yg0CU+fljDJ43IrKdngfui+2r83Oru08ysB5BvZtvYmU8i9ZJFvjQSkfoqOrX/D+5+dqJjkcQzs6OAx929d6JjkfrPzJq7e3n0w/BDwJfuPjbRcYmIiCSSpnOLiDQQZnYFkcWfbkl0LNJgXB4dcVoEtCKyWreIiEijppFoERERERERkTrSSLSIiIiIiIhIHakTLSIiIiIiIlJH6kSLiIiIiIiI1JE60SIiIrsxs9bRxzv9sN3fzF5PZEwiIiKSHNSJFhERqa41cGXMWiIiItLoqBMtIiL1mpllm9kXZjbRzBaa2XNmNsDM5pnZl2bW28wyzOxVM/vUzN43syOjbf9kZk+a2WwzW25mV0ff9i7gYDNbYGZ3R8uam9mL0WM9F312soiIiDQyqYkOQEREZA84BLgAGAHMBy4EfgacA9wErAb+5e7nmtkpwDNAj2jbQ4GTgRbAEjN7BBgFdHf3HhCZzg0cDXQD1gLzgL7Au/E4OREREUkeGokWEZGGYIW7f+buYWAR8Ja7O/AZkE2kQ/0sgLvPAtqYWato23+6+1Z3LwbWA/vWcowP3b0weowF0fcVERGRRkadaBERaQi27vJzeJftMJFZVzVNvfYa2lZS+yytutYTERGRBkydaBERaQzmAr+CHVOzi91904/ULyMyvVtERESkCn2LLiIijcGfgElm9imwBRj2Y5XdvSS6MNlCYCrwz+BDFBERkfrAIreMiYiIiIiIiEgsms4tIiIiIiIiUkfqRIuIiIiIiIjUkTrRIiIiIiIiInWkTrSIiIiIiIhIHakTLSIiIiIiIlJH6kSLiIiIiIiI1JE60SIiIiIiIiJ19H+u33tU+jywpwAAAABJRU5ErkJggg==\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plt.figure(figsize=(15,10))\n", "g = sns.heatmap(viewp(phdf).iloc[:,1::2], cmap='viridis', annot=True, fmt='.2f')\n", "g.set_title('Heatmap Data Hujan');\n", "plt.tight_layout()" ] }, { "cell_type": "code", "execution_count": 25, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:39.069650Z", "start_time": "2018-10-19T12:12:33.848755Z" } }, "outputs": [ { "data": { "text/plain": [ "" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "viewp(phdf, fmt='id').plot.bar(stacked=True, figsize=(20,10))\n", "# ini plot untuk coba-coba saja, \n", "# kenyataannya gak mungkin dalam bentuk seperti ini untuk representasi hujan dalam satu tahun." ] }, { "cell_type": "code", "execution_count": 26, "metadata": { "ExecuteTime": { "end_time": "2018-10-19T12:12:40.597099Z", "start_time": "2018-10-19T12:12:39.076646Z" } }, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "g = phdf.loc['20160501':'20160801',:][:-1].plot(legend=False)\n", "\n", "pddf = prepkit.tf_rawdf(rawxlpd, 2016, name='PALAKBENGKERUNG')\n", "g = pddf.loc['20160501':'20160801',:][:-1].plot(secondary_y=True, ax=g, legend=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Update Notes\n", "\n", "```\n", "> 20190109\n", "- koreksi penulisan dan tata bahasa, menambahkan keterangan. \n", "> 20181019\n", "- fix typo, add info.\n", "> 20181018\n", "- struktur folder baru\n", "> 20181015\n", "- tambah grafik\n", "- viewp dapat menampilkan dengan bulan\n", "> 20181014\n", "- merombak penulisan dan struktur notebook\n", "- tambah sns plot\n", "> 20181012\n", "- initial commit\n", "```" ] } ], "metadata": { "hide_input": false, "kernelspec": { "display_name": "Python [conda env:testhidrokit]", "language": "python", "name": "conda-env-testhidrokit-py" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.7.2" }, "toc": { "base_numbering": 1, "nav_menu": { "height": "172px", "width": "243px" }, "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 }, "varInspector": { "cols": { "lenName": 16, "lenType": 16, "lenVar": 40 }, "kernels_config": { "python": { "delete_cmd_postfix": "", "delete_cmd_prefix": "del ", "library": "var_list.py", "varRefreshCmd": "print(var_dic_list())" }, "r": { "delete_cmd_postfix": ") ", "delete_cmd_prefix": "rm(", "library": "var_list.r", "varRefreshCmd": "cat(var_dic_list()) " } }, "types_to_exclude": [ "module", "function", "builtin_function_or_method", "instance", "_Feature" ], "window_display": false } }, "nbformat": 4, "nbformat_minor": 2 }