From da7b09dab344743b37d3d61bd41df02b8a92aab3 Mon Sep 17 00:00:00 2001 From: 1Cansa <99196612+1Cansa@users.noreply.github.com> Date: Wed, 23 Jul 2025 23:41:30 +0200 Subject: [PATCH] mapping of regions (educational provinces) into the current political provinces, then into 11 large former provinces to facilitate distribution (#5) --- mapping.py | 140 ++++ notebooks/eda.ipynb | 1585 +++++++++++++++++++++++++++---------------- 2 files changed, 1132 insertions(+), 593 deletions(-) create mode 100644 mapping.py diff --git a/mapping.py b/mapping.py new file mode 100644 index 0000000..3ab4acd --- /dev/null +++ b/mapping.py @@ -0,0 +1,140 @@ +REGION_MAPPING = { + # Kinshasa + "kinshasa": ("KINSHASA", "KINSHASA"), + "kinshasa-centre": ("KINSHASA", "KINSHASA"), + "kinshasa-est": ("KINSHASA", "KINSHASA"), + "kinshasa-funa": ("KINSHASA", "KINSHASA"), + "kinshasa-lukunga": ("KINSHASA", "KINSHASA"), + "kinshasa-mont-amba": ("KINSHASA", "KINSHASA"), + "kinshasa-ouest": ("KINSHASA", "KINSHASA"), + "kinshasa-plateau": ("KINSHASA", "KINSHASA"), + "kinshasa-tshangu": ("KINSHASA", "KINSHASA"), + + # Bas-Congo → Kongo-Central → BAS-CONGO + "bas-congo": ("KONGO-CENTRAL", "BAS-CONGO"), + "bas-congo-1": ("KONGO-CENTRAL", "BAS-CONGO"), + "bas-congo-2": ("KONGO-CENTRAL", "BAS-CONGO"), + "kongo-central": ("KONGO-CENTRAL", "BAS-CONGO"), + "kongo-central-1": ("KONGO-CENTRAL", "BAS-CONGO"), + "kongo-central-2": ("KONGO-CENTRAL", "BAS-CONGO"), + "kongo-central-3": ("KONGO-CENTRAL", "BAS-CONGO"), + + # Kwilu, Kwango, Mai-Ndombe → BANDUNDU + "bandundu": ("BANDUNDU", "BANDUNDU"), + "bandundu-1": ("BANDUNDU", "BANDUNDU"), + "bandundu-2": ("BANDUNDU", "BANDUNDU"), + "bandundu-3": ("BANDUNDU", "BANDUNDU"), + "kwilu": ("KWILU", "BANDUNDU"), + "kwilu-1": ("KWILU", "BANDUNDU"), + "kwilu-2": ("KWILU", "BANDUNDU"), + "kwilu-3": ("KWILU", "BANDUNDU"), + "kwango": ("KWANGO", "BANDUNDU"), + "kwango-1": ("KWANGO", "BANDUNDU"), + "kwango-2": ("KWANGO", "BANDUNDU"), + "mai-ndombe": ("MAI-NDOMBE", "BANDUNDU"), + "mai-ndombe-1": ("MAI-NDOMBE", "BANDUNDU"), + "mai-ndombe-2": ("MAI-NDOMBE", "BANDUNDU"), + "mai-ndombe-3": ("MAI-NDOMBE", "BANDUNDU"), + + # Katanga → HAUT-KATANGA, HAUT-LOMAMI, LUALABA, TANGANYIKA + "haut-katanga": ("HAUT-KATANGA", "KATANGA"), + "haut-katanga-1": ("HAUT-KATANGA", "KATANGA"), + "haut-katanga-2": ("HAUT-KATANGA", "KATANGA"), + "haut-lomami": ("HAUT-LOMAMI", "KATANGA"), + "haut-lomami-1": ("HAUT-LOMAMI", "KATANGA"), + "haut-lomami-2": ("HAUT-LOMAMI", "KATANGA"), + "lualaba": ("LUALABA", "KATANGA"), + "lualaba-1": ("LUALABA", "KATANGA"), + "lualaba-2": ("LUALABA", "KATANGA"), + "lualaba-74-corrige-922a": ("LUALABA", "KATANGA"), + "tanganyika": ("TANGANYIKA", "KATANGA"), + "tanganyika-1": ("TANGANYIKA", "KATANGA"), + "tanganyika-2": ("TANGANYIKA", "KATANGA"), + + # Equateur → MONGALA, NORD-UBANGI, SUD-UBANGI, TSHUAPA + "equateur": ("EQUATEUR", "EQUATEUR"), + "equateur-1": ("EQUATEUR", "EQUATEUR"), + "equateur-2": ("EQUATEUR", "EQUATEUR"), + "equateur-3": ("EQUATEUR", "EQUATEUR"), + "equateur-4": ("EQUATEUR", "EQUATEUR"), + "equateur-5": ("EQUATEUR", "EQUATEUR"), + "mongala": ("MONGALA", "EQUATEUR"), + "mongala-1": ("MONGALA", "EQUATEUR"), + "mongala-2": ("MONGALA", "EQUATEUR"), + "nord-ubangi": ("NORD-UBANGI", "EQUATEUR"), + "nord-ubangi-1": ("NORD-UBANGI", "EQUATEUR"), + "nord-ubangi-2": ("NORD-UBANGI", "EQUATEUR"), + "sud-ubangi": ("SUD-UBANGI", "EQUATEUR"), + "sud-ubangi-1": ("SUD-UBANGI", "EQUATEUR"), + "sud-ubangi-2": ("SUD-UBANGI", "EQUATEUR"), + "tshuapa": ("TSHUAPA", "EQUATEUR"), + "tshuapa-1": ("TSHUAPA", "EQUATEUR"), + "tshuapa-2": ("TSHUAPA", "EQUATEUR"), + + # Province-Orientale + "province-orientale": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), + "province-orientale-1": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), + "province-orientale-2": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), + "province-orientale-3": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), + "province-orientale-4": ("PROVINCE-ORIENTALE", "PROVINCE-ORIENTALE"), + "haut-uele": ("HAUT-UELE", "PROVINCE-ORIENTALE"), + "haut-uele-1": ("HAUT-UELE", "PROVINCE-ORIENTALE"), + "haut-uele-2": ("HAUT-UELE", "PROVINCE-ORIENTALE"), + "bas-uele": ("BAS-UELE", "PROVINCE-ORIENTALE"), + "ituri": ("ITURI", "PROVINCE-ORIENTALE"), + "ituri-1": ("ITURI", "PROVINCE-ORIENTALE"), + "ituri-2": ("ITURI", "PROVINCE-ORIENTALE"), + "ituri-3": ("ITURI", "PROVINCE-ORIENTALE"), + "tshopo": ("TSHOPO", "PROVINCE-ORIENTALE"), + "tshopo-1": ("TSHOPO", "PROVINCE-ORIENTALE"), + "tshopo-2": ("TSHOPO", "PROVINCE-ORIENTALE"), + + # Kasaï + "kasai-1": ("KASAÏ", "KASAÏ-OCCIDENTAL"), + "kasai-2": ("KASAÏ", "KASAÏ-OCCIDENTAL"), + "kasai-ce": ("KASAÏ", "KASAÏ-OCCIDENTAL"), + "kasai-central": ("KASAÏ-CENTRAL", "KASAÏ-OCCIDENTAL"), + "kasai-central-1": ("KASAÏ-CENTRAL", "KASAÏ-OCCIDENTAL"), + "kasai-central-2": ("KASAÏ-CENTRAL", "KASAÏ-OCCIDENTAL"), + "kasai-occidental": ("KASAÏ-CENTRAL", "KASAÏ-OCCIDENTAL"), + "kasai-occidental-1": ("KASAÏ-CENTRAL", "KASAÏ-OCCIDENTAL"), + "kasai-occidental-2": ("KASAÏ-CENTRAL", "KASAÏ-OCCIDENTAL"), + "kasai-oriental": ("KASAÏ-ORIENTAL", "KASAÏ-ORIENTAL"), + "kasai-oriental-1": ("KASAÏ-ORIENTAL", "KASAÏ-ORIENTAL"), + "kasai-oriental-2": ("KASAÏ-ORIENTAL", "KASAÏ-ORIENTAL"), + "kasai-oriental-3": ("KASAÏ-ORIENTAL", "KASAÏ-ORIENTAL"), + "kasai-orientale": ("KASAÏ-ORIENTAL", "KASAÏ-ORIENTAL"), + "lomami": ("LOMAMI", "KASAÏ-ORIENTAL"), + "lomami-1": ("LOMAMI", "KASAÏ-ORIENTAL"), + "lomami-2": ("LOMAMI", "KASAÏ-ORIENTAL"), + "sankuru": ("SANKURU", "KASAÏ-ORIENTAL"), + "sankuru-1": ("SANKURU", "KASAÏ-ORIENTAL"), + "sankuru-2": ("SANKURU", "KASAÏ-ORIENTAL"), + + # Nord-Kivu + "nord-kivu": ("NORD-KIVU", "NORD-KIVU"), + "nord-kivu-1": ("NORD-KIVU", "NORD-KIVU"), + "nord-kivu-2": ("NORD-KIVU", "NORD-KIVU"), + "nord-kivu-3": ("NORD-KIVU", "NORD-KIVU"), + + # Sud-Kivu + "sud-kivu": ("SUD-KIVU", "SUD-KIVU"), + "sud-kivu-1": ("SUD-KIVU", "SUD-KIVU"), + "sud-kivu-2": ("SUD-KIVU", "SUD-KIVU"), + "sud-kivu-3": ("SUD-KIVU", "SUD-KIVU"), + + # Maniema + "maniema": ("MANIEMA", "MANIEMA"), + "maniema-1": ("MANIEMA", "MANIEMA"), + "maniema-2": ("MANIEMA", "MANIEMA"), + + # Divers + "hors-frontieres": ("AUTRES", "AUTRES"), + "lukaya": ("AUTRES", "AUTRES"), + "recours": ("AUTRES", "AUTRES"), + "junacyc": ("AUTRES", "AUTRES"), + "junacyp": ("AUTRES", "AUTRES"), + "junacyc-lualaba-corrige": ("LUALABA", "KATANGA"), + "options-techniques-toutes-les-provinces-et-hors-frontieres": ("AUTRES", "AUTRES"), + "region": ("AUTRES", "AUTRES"), +} diff --git a/notebooks/eda.ipynb b/notebooks/eda.ipynb index 3256d97..1a697f9 100644 --- a/notebooks/eda.ipynb +++ b/notebooks/eda.ipynb @@ -2,6 +2,7 @@ "cells": [ { "cell_type": "code", + "execution_count": 1, "id": "c93a55c8", "metadata": { "ExecuteTime": { @@ -9,6 +10,17 @@ "start_time": "2025-07-03T10:13:04.404599Z" } }, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + ">> Loading CSV dataset from names_featured.csv\n", + ">> Detected fieldnames: ['name', 'sex', 'region', 'year', 'words', 'length', 'probable_native', 'probable_surname', 'llm_annotated']\n", + ">> Successfully loaded with UTF-8 encoding\n" + ] + } + ], "source": [ "#dependencies for visualization\n", "import pandas as pd\n", @@ -23,24 +35,85 @@ "importlib.reload(misc)\n", "from misc import load_csv_dataset\n", "\n", - "data = load_csv_dataset(\"names.csv\")\n", + "data = load_csv_dataset(\"names_featured.csv\")\n", "df = pd.DataFrame(data)" - ], - "outputs": [ - { - "name": "stdout", - "output_type": "stream", - "text": [ - ">> Loading CSV dataset from names.csv\n", - ">> Detected fieldnames: ['name', 'sex', 'region', 'year']\n", - ">> Successfully loaded with UTF-8 encoding\n" - ] - } - ], - "execution_count": 1 + ] }, { "cell_type": "code", + "execution_count": 41, + "id": "0cb0fe61-154b-4bc0-9a70-93248f273740", + "metadata": {}, + "outputs": [], + "source": [ + "# mapping for region\n", + "os.getcwd()\n", + "sys.path.append(os.path.abspath(\"..\"))\n", + "from mapping import REGION_MAPPING\n", + "\n", + "df['region_clean'] = df['region'].str.strip().str.lower()\n", + "df['legacy_province'] = df['region_clean'].map(lambda r: REGION_MAPPING.get(r, ('AUTRES', 'AUTRES'))[1])" + ] + }, + { + "cell_type": "code", + "execution_count": 45, + "id": "27f6bcd2-f1de-419a-8d56-e29064934e2f", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Pie chart legacy_province\n", + "legacy_counts = df['legacy_province'].value_counts()\n", + "plt.figure(figsize=(7, 7))\n", + "plt.pie(legacy_counts, labels=legacy_counts.index, autopct='%1.1f%%', startangle=140)\n", + "plt.title(\"Breakdown by former major province\")\n", + "plt.axis('equal')\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 44, + "id": "d51f3bee-d2a1-46a0-9e0b-af10c1ca7cb4", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Bar chart legacy_province\n", + "plt.figure(figsize=(10, 5))\n", + "legacy_counts.plot(kind='bar', color='skyblue')\n", + "plt.title(\"Breakdown by former major province\")\n", + "plt.xlabel(\"Former province\")\n", + "plt.ylabel(\"Number of persons\")\n", + "plt.xticks(rotation=45)\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, "id": "0374f8ee", "metadata": { "ExecuteTime": { @@ -48,30 +121,9 @@ "start_time": "2025-07-03T10:13:30.265456Z" } }, - "source": [ - "#breakdown of names into surname, middle name and first name\n", - "#constraint: take into account compound names (eg. ILUNGA WA ILUNGA MARC)\n", - "# take into account missing names (eg. LOKUA KANZA, KASONGO GERMAINE)\n", - "\n", - "df['split'] = df['name'].str.strip().str.split()\n", - "df = df[df['split'].notna() & df['split'].str.len() > 0]\n", - "df['surname'] = df['split'].apply(lambda x: x[0] if len(x) >= 1 else \"null\")\n", - "df['first_name'] = df['split'].apply(lambda x: x[-1] if len(x) >= 2 else \"null\")\n", - "df['middle_name'] = df['split'].apply(lambda x: ' '.join(x[1:-1]) if len(x) > 2 else \"null\")\n", - "df.drop(columns=['split'], inplace=True)\n", - "df[['name', 'surname', 'middle_name', 'first_name']].head()" - ], "outputs": [ { "data": { - "text/plain": [ - " name surname middle_name first_name\n", - "0 DIKOKO PAMITSHEFU FABRICE DIKOKO PAMITSHEFU FABRICE\n", - "1 EPENGE DJONGESONGO JONAS EPENGE DJONGESONGO JONAS\n", - "2 EYONGOYONGO SHAKO MICHEL EYONGOYONGO SHAKO MICHEL\n", - "3 KASSONGO OSANGO ISRAEL KASSONGO OSANGO ISRAEL\n", - "4 OKAWONGA ONGONDJO ALPHONSE OKAWONGA ONGONDJO ALPHONSE" - ], "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", - "
sexregionsurnameFM
0bandundu1210
1bandundu1011
2bandundu1323
3bandundu1711
4bandundu226
5bandundu3711
6bandundu425
7bandundu542
8bandundu714
9bandunduABANA11
10bandunduABBE11
11bandunduABEDI23
12bandunduABEL12
13bandunduABILA14
14bandunduABUKANI34
15bandunduABUYA11
16bandunduADINGISI23
17bandunduADOULA13
18bandunduAFILAFWA11
19bandunduAFILI11
\n", - "
" - ], - "text/plain": [ - "sex region surname F M\n", - "0 bandundu 1 2 10\n", - "1 bandundu 10 1 1\n", - "2 bandundu 13 2 3\n", - "3 bandundu 17 1 1\n", - "4 bandundu 2 2 6\n", - "5 bandundu 37 1 1\n", - "6 bandundu 4 2 5\n", - "7 bandundu 5 4 2\n", - "8 bandundu 7 1 4\n", - "9 bandundu ABANA 1 1\n", - "10 bandundu ABBE 1 1\n", - "11 bandundu ABEDI 2 3\n", - "12 bandundu ABEL 1 2\n", - "13 bandundu ABILA 1 4\n", - "14 bandundu ABUKANI 3 4\n", - "15 bandundu ABUYA 1 1\n", - "16 bandundu ADINGISI 2 3\n", - "17 bandundu ADOULA 1 3\n", - "18 bandundu AFILAFWA 1 1\n", - "19 bandundu AFILI 1 1" - ] - }, - "execution_count": 24, - "metadata": {}, - "output_type": "execute_result" + "name": "stdout", + "output_type": "stream", + "text": [ + "AUTRES → ilunga (5443 M / 1760 F) - Total: 7203\n", + "BANDUNDU → mbo (2281 M / 1209 F) - Total: 3490\n", + "BAS-CONGO → nzuzi (1789 M / 2054 F) - Total: 3843\n", + "EQUATEUR → mboyo (885 M / 796 F) - Total: 1681\n", + "KASAÏ-OCCIDENTAL → ntumba (3466 M / 1537 F) - Total: 5003\n", + "KASAÏ-ORIENTAL → ngoyi (6209 M / 1706 F) - Total: 7915\n", + "KATANGA → ilunga (10672 M / 5384 F) - Total: 16056\n", + "KINSHASA → ntumba (1500 M / 3251 F) - Total: 4751\n", + "MANIEMA → amisi (831 M / 135 F) - Total: 966\n", + "NORD-KIVU → kambale (17226 M / 42 F) - Total: 17268\n", + "PROVINCE-ORIENTALE → bahati (867 M / 209 F) - Total: 1076\n", + "SUD-KIVU → bahati (1766 M / 597 F) - Total: 2363\n" + ] } ], "source": [ - "# Find surnames common to both sexes per region\n", - "common_surnames = df.groupby(['region', 'surname', 'sex']).size().unstack(fill_value=0)\n", + "# Find surnames common to both sexes per region - the most popular per region\n", + "\n", + "common_surnames = df.groupby(['legacy_province', 'surname', 'sex']).size().unstack(fill_value=0)\n", "common_surnames = common_surnames[(common_surnames.get('M', 0) > 0) & (common_surnames.get('F', 0) > 0)]\n", + "common_surnames['total'] = common_surnames['M'] + common_surnames['F']\n", "common_surnames = common_surnames.reset_index()\n", - "common_surnames = common_surnames.sort_values(['region', 'surname'])\n", - "common_surnames.head(20)" + "top_common_surnames = common_surnames.sort_values(['legacy_province', 'total'], ascending=[True, False])\n", + "top_common_surnames = top_common_surnames.groupby('legacy_province').first().reset_index()\n", + "\n", + "for _, row in top_common_surnames.iterrows():\n", + " print(f\"{row['legacy_province'].upper()} → {row['surname']} ({row['M']} M / {row['F']} F) - Total: {row['total']}\")" ] }, { @@ -1061,7 +1212,7 @@ }, { "cell_type": "code", - "execution_count": 29, + "execution_count": 23, "id": "78253678-8bcd-4c29-9412-b0b4a5d5268c", "metadata": {}, "outputs": [ @@ -1069,44 +1220,85 @@ "name": "stdout", "output_type": "stream", "text": [ - "EQUATEUR\n", - " MBOYO 336\n", - " LOKULI 219\n", - " NKOY 199\n", + "AUTRES\n", + " ngoy 3646\n", + " ilunga 3591\n", + " kasongo 2761\n", "\n", - "KASAI-CENTRAL\n", - " NTUMBA 863\n", - " NGALAMULUME 589\n", - " MUAMBA 543\n", + "BANDUNDU\n", + " moke 3243\n", + " mbo 1634\n", + " mpia 1444\n", + "\n", + "BAS-CONGO\n", + " ngoma 3570\n", + " nlandu 2066\n", + " khonde 1787\n", + "\n", + "EQUATEUR\n", + " mboyo 1226\n", + " lokuli 1071\n", + " nkoy 724\n", + "\n", + "KASAÏ-OCCIDENTAL\n", + " ntumba 4552\n", + " muamba 2830\n", + " ngalamulume 2329\n", + "\n", + "KASAÏ-ORIENTAL\n", + " ngoyi 8302\n", + " ilunga 6402\n", + " kazadi 5260\n", + "\n", + "KATANGA\n", + " ilunga 8185\n", + " ngoy 8108\n", + " kasongo 6136\n", "\n", "KINSHASA\n", - " MATONDO 2062\n", - " NTUMBA 1616\n", - " ILUNGA 1615\n", + " matondo 3989\n", + " ntumba 3289\n", + " ilunga 3232\n", + "\n", + "MANIEMA\n", + " ramazani 835\n", + " amisi 625\n", + " shabani 525\n", + "\n", + "NORD-KIVU\n", + " tsongo 1678\n", + " bahati 1212\n", + " mahamba 946\n", + "\n", + "PROVINCE-ORIENTALE\n", + " ramazani 549\n", + " bahati 476\n", + " yenga 432\n", + "\n", + "SUD-KIVU\n", + " bisimwa 1658\n", + " bahati 1633\n", + " mirindi 1049\n", "\n" ] } ], "source": [ "# Grouping middle names by region\n", - "middlenames_by_region = df.groupby(['region', 'middle_name']).size().reset_index(name='count')\n", - "middlenames_by_region = middlenames_by_region.sort_values(['region', 'count'], ascending=[True, False])\n", - "top3_middlenames_per_region = middlenames_by_region.groupby('region').head(3)\n", + "middlenames_by_region = df.groupby(['legacy_province', 'middle_name']).size().reset_index(name='count')\n", + "middlenames_by_region = middlenames_by_region.sort_values(['legacy_province', 'count'], ascending=[True, False])\n", + "top3_middlenames_per_region = middlenames_by_region.groupby('legacy_province').head(3)\n", "\n", - "demo_regions = ['kinshasa', 'kasai-central', 'equateur']\n", - "demo_middlenames = top3_middlenames_per_region[top3_middlenames_per_region['region'].isin(demo_regions)]\n", - "\n", - "for region, group in demo_middlenames.groupby('region'):\n", - " print(f\"{region.upper()}\")\n", + "for province, group in top3_middlenames_per_region.groupby('legacy_province'):\n", + " print(f\"{province.upper()}\")\n", " for _, row in group.iterrows():\n", - " print(f\" {row['middle_name']:<15} {row['count']}\")\n", - " print()\n", - " " + " print(f\" {row['middle_name']:<20} {row['count']}\")\n", + " print() " ] }, { "cell_type": "code", - "execution_count": 30, + "execution_count": 27, "id": "1e8697a3-edcb-4d15-a33f-0f3b8a8adcd0", "metadata": {}, "outputs": [ @@ -1114,58 +1306,145 @@ "name": "stdout", "output_type": "stream", "text": [ + "AUTRES - F\n", + " ilunga 1196\n", + " kasongo 917\n", + " ngoy 824\n", + "\n", + "AUTRES - M\n", + " ngoy 2822\n", + " ilunga 2395\n", + " kasongo 1844\n", + "\n", + "BANDUNDU - F\n", + " mbo 669\n", + " mpia 590\n", + " modiri 580\n", + "\n", + "BANDUNDU - M\n", + " moke 2829\n", + " mbo 965\n", + " n 894\n", + "\n", + "BAS-CONGO - F\n", + " ngoma 1574\n", + " nlandu 920\n", + " khonde 797\n", + "\n", + "BAS-CONGO - M\n", + " ngoma 1996\n", + " nlandu 1146\n", + " muanda 999\n", + "\n", "EQUATEUR - F\n", - " MBOYO 122\n", - " MPUTU 52\n", - " NKOY 50\n", + " mboyo 462\n", + " lokuli 362\n", + " lokwa 219\n", "\n", "EQUATEUR - M\n", - " MBOYO 214\n", - " LOKULI 172\n", - " NKOY 149\n", + " mboyo 764\n", + " lokuli 709\n", + " nkoy 509\n", "\n", - "KASAI-CENTRAL - F\n", - " NTUMBA 234\n", - " MULUMBA 157\n", - " NGALAMULUME 149\n", + "KASAÏ-OCCIDENTAL - F\n", + " ntumba 1136\n", + " muamba 679\n", + " mulumba 597\n", "\n", - "KASAI-CENTRAL - M\n", - " NTUMBA 629\n", - " NGALAMULUME 440\n", - " MUAMBA 399\n", + "KASAÏ-OCCIDENTAL - M\n", + " ntumba 3416\n", + " muamba 2151\n", + " ngalamulume 1790\n", + "\n", + "KASAÏ-ORIENTAL - F\n", + " ngoyi 2488\n", + " ilunga 1817\n", + " kazadi 1522\n", + "\n", + "KASAÏ-ORIENTAL - M\n", + " ngoyi 5814\n", + " ilunga 4585\n", + " kazadi 3738\n", + "\n", + "KATANGA - F\n", + " ilunga 3504\n", + " ngoy 2664\n", + " kasongo 2578\n", + "\n", + "KATANGA - M\n", + " ngoy 5444\n", + " ilunga 4681\n", + " kasongo 3558\n", "\n", "KINSHASA - F\n", - " MATONDO 1169\n", - " NTUMBA 955\n", - " ILUNGA 802\n", + " matondo 2325\n", + " ntumba 1947\n", + " ilunga 1606\n", "\n", "KINSHASA - M\n", - " MATONDO 893\n", - " KASONGO 829\n", - " ILUNGA 813\n", + " matondo 1664\n", + " ilunga 1626\n", + " kasongo 1539\n", + "\n", + "MANIEMA - F\n", + " fatuma 162\n", + " feza 153\n", + " sifa 123\n", + "\n", + "MANIEMA - M\n", + " ramazani 713\n", + " amisi 523\n", + " shabani 421\n", + "\n", + "NORD-KIVU - F\n", + " tsongo 739\n", + " furaha 525\n", + " bahati 522\n", + "\n", + "NORD-KIVU - M\n", + " tsongo 939\n", + " bahati 690\n", + " muhindo 578\n", + "\n", + "PROVINCE-ORIENTALE - F\n", + " mave 406\n", + " neema 320\n", + " furaha 265\n", + "\n", + "PROVINCE-ORIENTALE - M\n", + " ramazani 409\n", + " baraka 300\n", + " kombozi 290\n", + "\n", + "SUD-KIVU - F\n", + " bisimwa 726\n", + " bahati 717\n", + " mirindi 456\n", + "\n", + "SUD-KIVU - M\n", + " bisimwa 932\n", + " bahati 916\n", + " mirindi 593\n", "\n" ] } ], "source": [ - "# Grouping middle names by region and sex\n", - "middlenames_by_region_sex = df.groupby(['region', 'sex', 'middle_name']).size().reset_index(name='count')\n", - "middlenames_by_region_sex = middlenames_by_region_sex.sort_values(['region', 'sex', 'count'], ascending=[True, True, False])\n", - "top3_middlenames_by_region_sex = middlenames_by_region_sex.groupby(['region', 'sex']).head(3)\n", + "# Grouping middle names by legacy_province and sex\n", + "middlenames_by_legacy_province_sex = df.groupby(['legacy_province', 'sex', 'middle_name']).size().reset_index(name='count')\n", + "middlenames_by_legacy_province_sex = middlenames_by_legacy_province_sex.sort_values(['legacy_province', 'sex', 'count'], ascending=[True, True, False])\n", + "top3_middlenames_by_legacy_province_sex = middlenames_by_legacy_province_sex.groupby(['legacy_province', 'sex']).head(3)\n", "\n", - "demo_regions = ['kinshasa', 'kasai-central', 'equateur']\n", - "demo_middlenames = top3_middlenames_by_region_sex[top3_middlenames_by_region_sex['region'].isin(demo_regions)]\n", - "\n", - "for (region, sex), group in demo_middlenames.groupby(['region', 'sex']):\n", - " print(f\"{region.upper()} - {sex}\")\n", + "for (province, sex), group in top3_middlenames_by_legacy_province_sex.groupby(['legacy_province', 'sex']):\n", + " print(f\"{province.upper()} - {sex}\")\n", " for _, row in group.iterrows():\n", - " print(f\" {row['middle_name']:<15} {row['count']}\")\n", - " print()\n" + " print(f\" {row['middle_name']:<20} {row['count']}\")\n", + " print()" ] }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 26, "id": "38a99578-e224-472b-95ac-e2f2510f8347", "metadata": {}, "outputs": [ @@ -1173,37 +1452,82 @@ "name": "stdout", "output_type": "stream", "text": [ - "EQUATEUR - COMMON\n", - " 0ONGO M: 1 F: 1\n", - " 0UKU M: 1 F: 1\n", - " ABANDA M: 5 F: 2\n", + "AUTRES\n", + " ngoy 3646\n", + " ilunga 3591\n", + " kasongo 2761\n", "\n", - "KASAI-CENTRAL - COMMON\n", - " AKOKA M: 1 F: 2\n", - " AKULAYI M: 2 F: 1\n", - " AMBA M: 1 F: 1\n", + "BANDUNDU\n", + " moke 3243\n", + " mbo 1634\n", + " mpia 1444\n", "\n", - "KINSHASA - COMMON\n", - " ABA M: 1 F: 1\n", - " ABABA M: 1 F: 1\n", - " ABABU M: 1 F: 2\n", + "BAS-CONGO\n", + " ngoma 3570\n", + " nlandu 2066\n", + " khonde 1787\n", + "\n", + "EQUATEUR\n", + " mboyo 1226\n", + " lokuli 1071\n", + " nkoy 724\n", + "\n", + "KASAÏ-OCCIDENTAL\n", + " ntumba 4552\n", + " muamba 2830\n", + " ngalamulume 2329\n", + "\n", + "KASAÏ-ORIENTAL\n", + " ngoyi 8302\n", + " ilunga 6402\n", + " kazadi 5260\n", + "\n", + "KATANGA\n", + " ilunga 8185\n", + " ngoy 8108\n", + " kasongo 6136\n", + "\n", + "KINSHASA\n", + " matondo 3989\n", + " ntumba 3289\n", + " ilunga 3232\n", + "\n", + "MANIEMA\n", + " ramazani 835\n", + " amisi 625\n", + " shabani 525\n", + "\n", + "NORD-KIVU\n", + " tsongo 1678\n", + " bahati 1212\n", + " mahamba 946\n", + "\n", + "PROVINCE-ORIENTALE\n", + " ramazani 549\n", + " bahati 476\n", + " yenga 432\n", + "\n", + "SUD-KIVU\n", + " bisimwa 1658\n", + " bahati 1633\n", + " mirindi 1049\n", "\n" ] } ], "source": [ "# Find middle names common to both sexes per region\n", - "common_middlenames = df.groupby(['region', 'middle_name', 'sex']).size().unstack(fill_value=0)\n", + "common_middlenames = df.groupby(['legacy_province', 'middle_name', 'sex']).size().unstack(fill_value=0)\n", "common_middlenames = common_middlenames[(common_middlenames.get('M', 0) > 0) & (common_middlenames.get('F', 0) > 0)]\n", - "common_middlenames = common_middlenames.reset_index().sort_values(['region', 'middle_name'])\n", + "common_middlenames['total'] = common_middlenames['M'] + common_middlenames['F']\n", + "common_middlenames = common_middlenames.reset_index()\n", + "common_middlenames = common_middlenames.sort_values(['legacy_province', 'total'], ascending=[True, False])\n", + "top3_common_middlenames = common_middlenames.groupby('legacy_province').head(3)\n", "\n", - "demo_regions = ['kinshasa', 'kasai-central', 'equateur']\n", - "demo_common = common_middlenames[common_middlenames['region'].isin(demo_regions)]\n", - "\n", - "for region, group in demo_common.groupby('region'):\n", - " print(f\"{region.upper()} - COMMON\")\n", - " for _, row in group.head(3).iterrows():\n", - " print(f\" {row['middle_name']:<15} M: {row['M']:<4} F: {row['F']}\")\n", + "for province, group in top3_common_middlenames.groupby('legacy_province'):\n", + " print(f\"{province.upper()}\")\n", + " for _, row in group.iterrows():\n", + " print(f\" {row['middle_name']:<20} {row['total']}\")\n", " print()\n" ] }, @@ -1236,13 +1560,49 @@ }, { "cell_type": "code", - "execution_count": 45, + "execution_count": 28, + "id": "154b6421-a719-4574-8fcd-50bd8acd0d5c", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Pie chart of surnames bu sex and region\n", + "prov_sex_counts = df.groupby(['legacy_province', 'sex']).size().reset_index(name='count')\n", + "provinces = prov_sex_counts['legacy_province'].unique()\n", + "cols = 3\n", + "rows = (len(provinces) + cols - 1) // cols\n", + "\n", + "plt.figure(figsize=(cols * 5, rows * 5))\n", + "for i, prov in enumerate(provinces, 1):\n", + " data = prov_sex_counts[prov_sex_counts['legacy_province'] == prov]\n", + " plt.subplot(rows, cols, i)\n", + " plt.pie(data['count'], labels=data['sex'], autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n", + " plt.title(f\"Distribution of Surnames by Sex\\nin {prov}\")\n", + " plt.axis('equal')\n", + "\n", + "plt.tight_layout()\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 30, "id": "b8ffcff1-7457-4a97-a1b0-629121a157f5", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1252,26 +1612,26 @@ } ], "source": [ - "# Top 10 surnames per region (aggregated)\n", - "top_surnames_region = surnames_by_region.sort_values('count', ascending=False).drop_duplicates('region').head(10)\n", + "# surnames per region (aggregated)\n", + "top_surnames_region = surnames_by_region.sort_values('count', ascending=False).drop_duplicates('legacy_province').head(12)\n", "plt.figure(figsize=(10,6))\n", - "sns.barplot(y='region', x='count', data=top_surnames_region, hue='surname', dodge=False)\n", - "plt.title(\"Most Common Surname per Region (Top 10)\")\n", + "sns.barplot(y='legacy_province', x='count', data=top_surnames_region, hue='surname', dodge=False)\n", + "plt.title(\"Most Common Surname per Region\")\n", "plt.xlabel(\"Count\")\n", "plt.ylabel(\"Region\")\n", "plt.legend(title=\"Surname\", bbox_to_anchor=(1.05, 1), loc='upper left')\n", - "plt.show()\n" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 46, + "execution_count": 31, "id": "af71df02-7694-4da4-b60d-02bf73a20b71", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1282,26 +1642,26 @@ ], "source": [ "# Bar chart surnames by region and sex\n", - "top10_regions = df['region'].value_counts().head(10).index.tolist()\n", - "df_top10 = df[df['region'].isin(top10_regions)]\n", + "top10_regions = df['legacy_province'].value_counts().head(12).index.tolist()\n", + "df_top10 = df[df['legacy_province'].isin(top10_regions)]\n", "plt.figure(figsize=(12,6))\n", - "sns.countplot(data=df_top10, y='region', hue='sex', order=top10_regions)\n", - "plt.title(\"Surnames Distribution by Region and Sex (Top 10 Regions)\")\n", + "sns.countplot(data=df_top10, y='legacy_province', hue='sex', order=top10_regions)\n", + "plt.title(\"Surnames Distribution by Region and Sex\")\n", "plt.xlabel(\"Number of entries\")\n", "plt.ylabel(\"Region\")\n", "plt.legend(title='Sex')\n", - "plt.show()\n" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 36, "id": "df7a7ce3-37c8-4ec5-9c03-6bd0f1c0a91b", "metadata": {}, "outputs": [ { "data": { - "image/png": "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", + "image/png": "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", "text/plain": [ "
" ] @@ -1312,23 +1672,23 @@ ], "source": [ "# Pie chart of middle names by sex\n", - "middlenames_sex_count = middlenames_by_sex.groupby('sex')['count'].sum()\n", + "middlenames_sex_count = middlenames_by_legacy_province_sex.groupby('sex')['count'].sum()\n", "plt.figure(figsize=(6,6))\n", "plt.pie(middlenames_sex_count, labels=middlenames_sex_count.index, autopct='%1.1f%%', colors=['skyblue', 'lightpink'])\n", "plt.title(\"Distribution of Middle Names by Sex\")\n", "plt.axis('equal')\n", - "plt.show()\n" + "plt.show()" ] }, { "cell_type": "code", - "execution_count": 49, + "execution_count": 38, "id": "7f713203-b498-4147-8a86-921f32dc5358", "metadata": {}, "outputs": [ { "data": { - "image/png": "iVBORw0KGgoAAAANSUhEUgAABE0AAAIjCAYAAAD2seUxAAAAOnRFWHRTb2Z0d2FyZQBNYXRwbG90bGliIHZlcnNpb24zLjEwLjMsIGh0dHBzOi8vbWF0cGxvdGxpYi5vcmcvZiW1igAAAAlwSFlzAAAPYQAAD2EBqD+naQAAoApJREFUeJzs3Xl4jNf///HXJJGFSWJLxRISRARBUC1aYmmDWFu11BbUvjRapT5Ug1pri7WtIqgIWqWqqihasZZGq7ZSW1tbLUERkdy/P/wyXyMTkgghfT6ua666zzn3Oe/7ngmdd859jskwDEMAAAAAAACwYpfVAQAAAAAAADyJSJoAAAAAAADYQNIEAAAAAADABpImAAAAAAAANpA0AQAAAAAAsIGkCQAAAAAAgA0kTQAAAAAAAGwgaQIAAAAAAGADSRMAAAAAAAAbSJoAAPCYmEwmhYeHP7BdeHi4TCZThvqMjIyUyWTS8ePHMxYk/jOy+rNy7do1PfPMM1q0aFGWjP847d+/Xw4ODtq3b19WhwIASCeSJgDwEJK/dJhMJm3ZsiVFvWEY8vLykslkUqNGjR5JDH///bfCw8MVGxubrvOOHj2q7t27q3jx4nJ2dpabm5tq1KihiIgI3bhx45HEmh08Ce/547Rp0ybL9e7evTtFfWhoqMxmcxZElj0k39vkl5ubm2rVqqXVq1dndWiPXEREhFxdXdW6dWsdP348xb1I7fU4kjyjRo1SkyZNVKBAgQcmO//66y+1bNlSuXPnlpubm5o2bao//vjDqk2ZMmUUEhKiYcOGPeLIAQCZzSGrAwCA7MDZ2VlRUVF64YUXrMo3b96sP//8U05OTo9s7L///lvDhw+Xt7e3KlasmKZzVq9erddee01OTk7q0KGDypUrp1u3bmnLli1655139Ntvv+mTTz55ZDFnBxl5z2/cuCEHh6f3n97w8HCtWrUqq8PIdl566SV16NBBhmHoxIkTmjVrlho3bqw1a9YoODj4kY3bvn17tW7d+pH+/ZSahIQERUREqH///rK3t5eHh4cWLlxo1WbixIn6888/NXnyZKtyDw+PRx7f0KFD5enpqcDAQK1duzbVdteuXVPt2rUVFxen//3vf8qRI4cmT56sWrVqKTY2Vvny5bO07dGjhxo2bKijR4+qRIkSj/waAACZ4+n9PzcAeII0bNhQy5Yt09SpU62+FEdFRaly5cr6559/sjA6a8eOHVPr1q1VrFgxff/99ypYsKClrnfv3jpy5Mh/4rfcDysj77mzs/PjDDFTVaxYUV9//bX27NmjSpUqZXU4T42bN2/K0dFRdnapT+4tVaqU2rVrZzl+9dVXVaZMGUVERDzSpIm9vb3s7e0fWf/38/XXX+v8+fNq2bKlJClXrlxW90CSoqOjdenSpRTlj8OxY8fk7e2tf/75575JmpkzZ+r333/Xzp079eyzz0qSGjRooHLlymnixIkaPXq0pW29evWUJ08ezZ8/XyNGjHjk1wAAyBw8ngMAmaBNmza6cOGC1q1bZym7deuWPv/8c73++us2z/n333/19ttvy8vLS05OTvLz89OECRNkGIZVu3Xr1umFF15Q7ty5ZTab5efnp//973+S7jw6kfw/6p06dbJMX4+MjEw11vHjx+vatWuaM2eOVcIkWcmSJfXmm29ajm/fvq2RI0eqRIkScnJykre3t/73v/8pPj7e6jxvb281atRImzZtUpUqVeTi4qKAgABt2rRJkrR8+XIFBATI2dlZlStX1s8//2x1fvJjHidPnlSjRo1kNptVuHBhzZgxQ5L066+/qk6dOsqVK5eKFSumqKioFLH/8ccfeu2115Q3b17lzJlTzz//fIoEUPLjJkuXLtWoUaNUpEgROTs7q27dujpy5Eiq9+1eGXnPbU3z37Jli5599lk5OzurRIkS+vjjj22eGx8fr/79+8vDw0Ourq5q0qSJ/vzzzzTHu2bNGr344ovKlSuXXF1dFRISot9++y3N5/ft21d58uRJ05osK1euVEhIiAoVKiQnJyeVKFFCI0eOVGJiolW7oKAglStXTr/88otq1aqlnDlzqmTJkvr8888l3Zm189xzz8nFxUV+fn5av359irH++usvde7cWQUKFJCTk5PKli2ruXPnpumaTCaT+vTpo0WLFsnPz8/y2fzhhx8yNE7yZys6OlpDhw5V4cKFlTNnTl25ciVN8STz9/dX/vz5dfToUavy+Ph4vf/++ypZsqScnJzk5eWlgQMHpvhZvHHjhvr166f8+fNbPit//fVXmte/mTlzpsqWLSsnJycVKlRIvXv31uXLl63aJL93+/fvV+3atZUzZ04VLlxY48ePT9M1rlixQt7e3umecXHu3Dl16dJFBQoUkLOzsypUqKD58+dbtUl+1GfChAmaPHmyihUrJhcXF9WqVSvNa4p4e3unqd3nn3+uZ5991vL3sCSVLl1adevW1dKlS63a5siRQ0FBQVq5cmWa+gYAPBlImgBAJvD29la1atW0ePFiS9maNWsUFxen1q1bp2hvGIaaNGmiyZMnq379+po0aZL8/Pz0zjvv6K233rK0++2339SoUSPFx8drxIgRmjhxopo0aaKYmBhJd75cJf/Gslu3blq4cKEWLlyomjVrphrrqlWrVLx4cVWvXj1N1/bGG29o2LBhqlSpkmXa+ZgxY2xe15EjR/T666+rcePGGjNmjC5duqTGjRtr0aJF6t+/v9q1a6fhw4fr6NGjatmypZKSkqzOT0xMVIMGDeTl5aXx48fL29tbffr0UWRkpOrXr68qVapo3LhxcnV1VYcOHXTs2DHLuWfPnlX16tW1du1a9erVS6NGjdLNmzfVpEkTffnllyliHTt2rL788ksNGDBAgwcP1vbt29W2bds03RMp/e+5Lb/++qtefvllnTt3TuHh4erUqZPef/99m/G+8cYbmjJlil5++WWNHTtWOXLkUEhISJrGWbhwoUJCQmQ2mzVu3Di999572r9/v1544YU0rw/h5uam/v37a9WqVdqzZ89920ZGRspsNuutt95SRESEKleurGHDhundd99N0fbSpUtq1KiRnnvuOY0fP15OTk5q3bq1lixZotatW6thw4YaO3as/v33X7Vo0UJXr161nHv27Fk9//zzWr9+vfr06aOIiAiVLFlSXbp00ZQpU9J0XZs3b1ZYWJjatWunESNG6MKFC6pfv77Vl+v0jjNy5EitXr1aAwYM0OjRo+Xo6JimWJLFxcXp0qVLypMnj6UsKSlJTZo00YQJE9S4cWNNmzZNzZo10+TJk9WqVSur80NDQzVt2jQ1bNhQ48aNk4uLS5o/K+Hh4erdu7cKFSqkiRMn6tVXX9XHH3+sl19+WQkJCVZtL126pPr166tChQqaOHGiSpcurUGDBmnNmjUPHGfr1q3pnrF048YNBQUFaeHChWrbtq0+/PBDubu7KzQ0VBERESnaL1iwQFOnTlXv3r01ePBg7du3T3Xq1NHZs2fTNW5qkpKS9Msvv6hKlSop6qpWraqjR49afV4lqXLlytq3b1+6E2kAgCxkAAAybN68eYYkY9euXcb06dMNV1dX4/r164ZhGMZrr71m1K5d2zAMwyhWrJgREhJiOW/FihWGJOODDz6w6q9FixaGyWQyjhw5YhiGYUyePNmQZJw/fz7VGHbt2mVIMubNm/fAeOPi4gxJRtOmTdN0fbGxsYYk44033rAqHzBggCHJ+P777y1lxYoVMyQZW7dutZStXbvWkGS4uLgYJ06csJR//PHHhiRj48aNlrKOHTsakozRo0dbyi5dumS4uLgYJpPJiI6OtpQfPHjQkGS8//77lrKwsDBDkvHjjz9ayq5evWr4+PgY3t7eRmJiomEYhrFx40ZDkuHv72/Ex8db2kZERBiSjF9//fW+9ySj77lhGClibtasmeHs7Gx1b/bv32/Y29sbd/8Tnfw+9OrVy6q/119/PUWfyfEdO3bMcg9y585tdO3a1ercM2fOGO7u7inK75V8v5YtW2ZcvnzZyJMnj9GkSRNLfceOHY1cuXJZnZN8P+7WvXt3I2fOnMbNmzctZbVq1TIkGVFRUZay5PfWzs7O2L59u6U8+bN09+e8S5cuRsGCBY1//vnHaqzWrVsb7u7uNuO4myRDkvHTTz9Zyk6cOGE4OzsbzZs3T/c4yfeqePHiDxz77hi6dOlinD9/3jh37pzx008/GfXr1zckGR9++KGl3cKFCw07Ozurz7dhGMZHH31kSDJiYmIMwzCM3bt3G5KMsLAwq3ahoaEP/KycO3fOcHR0NF5++WXLz4thGMb06dMNScbcuXMtZcnv3YIFCyxl8fHxhqenp/Hqq6/e95oTEhIMk8lkvP322/dtFxISYhQrVsxyPGXKFEOS8dlnn1nKbt26ZVSrVs0wm83GlStXDMMwjGPHjln+3vnzzz8tbXfs2GFIMvr373/fce92/vz5FPft3roRI0akqJsxY4YhyTh48KBVeVRUlCHJ2LFjR5pjAABkLWaaAEAmadmypW7cuKGvv/5aV69e1ddff53qYxrffPON7O3t1a9fP6vyt99+W4ZhWH5Tmzt3bkl3Hne4d1ZGRiT/dtPV1TVN7b/55htJspr9khynpBSPvpQpU0bVqlWzHD/33HOSpDp16qho0aIpyu/dYUK6M6MiWe7cueXn56dcuXJZ1j6QJD8/P+XOndvq/G+++UZVq1a1WpjVbDarW7duOn78uPbv3281TqdOnaxmALz44oupxpSa9Lzn90pMTNTatWvVrFkzq3vj7++fYh2L5Pfh3s9LWFjYA8dZt26dLl++rDZt2uiff/6xvOzt7fXcc89p48aNaYpXktzd3RUWFqavvvoqxeNVd3NxcbH8+erVq/rnn3/04osv6vr16zp48KBVW7PZbDUzJ/m99ff3t3xOpJSfGcMw9MUXX6hx48YyDMPq2oKDgxUXF/fAGTGSVK1aNVWuXNlyXLRoUTVt2lRr165VYmJihsbp2LGj1T14kDlz5sjDw0PPPPOMqlSpog0bNmjgwIFWP3fLli2Tv7+/SpcubRVDnTp1JMnyPn777beSpF69elmN0bdv3wfGsX79et26dUthYWFWa7B07dpVbm5uKX7ezWaz1Xojjo6Oqlq16gN/hi5evCjDMKxm0qTFN998I09PT7Vp08ZSliNHDvXr10/Xrl3T5s2brdo3a9ZMhQsXthxXrVpVzz33nOXn6WEl7zJmayHd5PWL7t2JLPman6R1rgAA90fSBAAyiYeHh+rVq6eoqCgtX75ciYmJatGihc22J06cUKFChVIkL/z9/S31ktSqVSvVqFFDb7zxhgoUKKDWrVtr6dKlGU6guLm5SVKKKeOpOXHihOzs7FSyZEmrck9PT+XOndsSZ7K7v/xLd75kS5KXl5fN8kuXLlmVOzs7p1h00d3dXUWKFJHJZEpRfvf5J06ckJ+fX4pruPeephZr8peZe2O6n/S85/c6f/68bty4IV9f3xR1915H8vtw7/oPtq73Xr///rukO4krDw8Pq9d3332nc+fOpSneZG+++aZy585937VNfvvtNzVv3lzu7u5yc3OTh4eH5ct1XFycVdvU3tsHfWbOnz+vy5cv65NPPklxXZ06dZKkNF2brftfqlQpXb9+XefPn8/QOD4+Pg8c925NmzbVunXrtHr1aoWHh8tkMun69etWiYvff/9dv/32W4oYSpUqZRVD8mfl3hju/Rm2Jfln5N7PlaOjo4oXL57iZ8jWe5cnT540/wwZ96zflJb4fH19Uyyqm9rPeGrvbWZtWZycGLt3TRnpzgLAd7dJlnzN9943AMCTi91zACATvf766+ratavOnDmjBg0aWGaKZJSLi4t++OEHbdy4UatXr9a3336rJUuWqE6dOvruu+/SvfOFm5ubChUqlObFEJOl9X/wU4sntfJ7vzQ97PnpkVl9ZvZ7ntmSE2wLFy6Up6dnivr0boGcPNskPDzc5myTy5cvq1atWnJzc9OIESNUokQJOTs7a8+ePRo0aFCKhF9G3/Pkftq1a6eOHTvabFu+fPk0X1dqMjJOemaZSHeSD/Xq1ZN0Z1em/Pnzq0+fPqpdu7ZeeeUVSxwBAQGaNGmSzT7uTTI9Dhn9GcqbN69MJlO6EpRPorx588rJyUmnT59OUZdcVqhQIavy5GvOnz//ow8QAJApSJoAQCZq3ry5unfvru3bt2vJkiWptitWrJjWr1+vq1evWs02SX50oVixYpYyOzs71a1bV3Xr1tWkSZM0evRoDRkyRBs3blS9evXS/RvLRo0a6ZNPPtG2bdusHqVJLc6kpCT9/vvvlt/mSncWxrx8+bJVnFmtWLFiOnToUIpyW/c0M6X1Pb+Xh4eHXFxcLDNB7nbvdSS/D0ePHrWaBWDreu+VPDvlmWeesXwxf1hhYWGaMmWKhg8fniJJtGnTJl24cEHLly+3WpD47kV7M0PyLkKJiYkPdV227v/hw4eVM2dOy6ynzBgnPbp3767Jkydr6NChat68uUwmk0qUKKG9e/eqbt269/2ZT/6sHDt2zGqmRVp2hkr+GTl06JCKFy9uKb9165aOHTuWadfv4OCgEiVKpPszUaxYMf3yyy9KSkqymm2S2s94au9tWnfGeRA7OzsFBATop59+SlG3Y8cOFS9ePMVswmPHjsnOzs4yQwgA8OTj8RwAyERms1mzZs1SeHi4GjdunGq7hg0bKjExUdOnT7cqnzx5skwmkxo0aCDpzrP/96pYsaKk/5sSnitXLklKsSVoagYOHKhcuXLpjTfesLmLxNGjRy07UTRs2FCSUuwQkvzb7rTuyPE4NGzYUDt37tS2bdssZf/++68++eQTeXt7q0yZMo9k3LS+5/eyt7dXcHCwVqxYoZMnT1rKDxw4oLVr11q1Tf48TJ061ao8LTvEBAcHy83NTaNHj06x+4l05zGX9EqebbJy5UrFxsZa1SXPPrh7tsGtW7c0c+bMdI9zP/b29nr11Vf1xRdf2Jw5ldbr2rZtm9WaJKdOndLKlSv18ssvy97ePtPGSQ8HBwe9/fbbOnDggGV72pYtW+qvv/7S7NmzU7S/ceOG/v33X0myrIdz7/2eNm3aA8etV6+eHB0dNXXqVKv3b86cOYqLi8vUn/dq1arZTDbcT8OGDXXmzBmr5OTt27c1bdo0mc1m1apVy6r9ihUr9Ndff1mOd+7cqR07dlh+njJDixYttGvXLqtrOXTokL7//nu99tprKdrv3r1bZcuWtTxuBgB48jHTBAAyWWpT+O/WuHFj1a5dW0OGDNHx48dVoUIFfffdd1q5cqXCwsIsswNGjBihH374QSEhISpWrJjOnTunmTNnqkiRIpYFT0uUKKHcuXPro48+kqurq3LlyqXnnnsu1XUVSpQooaioKLVq1Ur+/v7q0KGDypUrp1u3bmnr1q1atmyZQkNDJUkVKlRQx44d9cknn1geu9i5c6fmz5+vZs2aqXbt2plz0zLBu+++q8WLF6tBgwbq16+f8ubNq/nz5+vYsWP64osvUqyDkJnS8p7bMnz4cH377bd68cUX1atXL8sXwLJly+qXX36xtKtYsaLatGmjmTNnKi4uTtWrV9eGDRvSNHvAzc1Ns2bNUvv27VWpUiW1bt1aHh4eOnnypFavXq0aNWqkSN6lxZtvvqnJkydr7969lsSdJFWvXl158uRRx44d1a9fP5lMJi1cuPChHqVKzdixY7Vx40Y999xz6tq1q8qUKaOLFy9qz549Wr9+vc2k473KlSun4OBg9evXT05OTpZkw/DhwzN1nPQKDQ3VsGHDNG7cODVr1kzt27fX0qVL1aNHD23cuFE1atRQYmKiDh48qKVLl2rt2rWqUqWKKleurFdffVVTpkzRhQsX9Pzzz2vz5s06fPiwpPs/aufh4aHBgwdr+PDhql+/vpo0aaJDhw5p5syZevbZZ60WfX1YTZs21cKFC3X48OE0z7ro1q2bPv74Y4WGhmr37t3y9vbW559/rpiYGE2ZMiXFrI6SJUvqhRdeUM+ePRUfH68pU6YoX758Gjhw4APHWrhwoU6cOKHr169Lkn744Qd98MEHkqT27dtbZrX06tVLs2fPVkhIiAYMGKAcOXJo0qRJKlCggGXB7GQJCQnavHlzikV6AQBPuMe/YQ8AZB93bz97P7a2n7169arRv39/o1ChQkaOHDkMX19f48MPPzSSkpIsbTZs2GA0bdrUKFSokOHo6GgUKlTIaNOmjXH48GGrvlauXGmUKVPGcHBwSPP2w4cPHza6du1qeHt7G46Ojoarq6tRo0YNY9q0aVbbwiYkJBjDhw83fHx8jBw5chheXl7G4MGDrdqkdo2GcWdL1d69e1uVJW8JeveWqra2rjWMO1ubli1bNkW5rfGOHj1qtGjRwsidO7fh7OxsVK1a1fj666+t2ty9ha6tmB507x7mPZeNrUs3b95sVK5c2XB0dDSKFy9ufPTRR8b7779v3PtP9I0bN4x+/foZ+fLlM3LlymU0btzYOHXq1AO3kb37uoODgw13d3fD2dnZKFGihBEaGmq13a4tqd0vwzAscd77vsXExBjPP/+84eLiYhQqVMgYOHCgZcvgu7eZTs97axi2P0tnz541evfubXh5eRk5cuQwPD09jbp16xqffPLJfa/r7v4+++wzw9fX13BycjICAwOtYkzPOPe7Vw+KwZbw8HCre3br1i1j3LhxRtmyZQ0nJycjT548RuXKlY3hw4cbcXFxlvP+/fdfo3fv3kbevHkNs9lsNGvWzDh06JAhyRg7dqylXWqflenTpxulS5c2cuTIYRQoUMDo2bOncenSJas2qb13HTt2tNomODXx8fFG/vz5jZEjR6ba5t4thw3jzvvQqVMnI3/+/Iajo6MREBCQ4mf27r9fJk6caHh5eRlOTk7Giy++aOzdu/eBsRnG/22pbOt17+fj1KlTRosWLQw3NzfDbDYbjRo1Mn7//fcUfa5Zs8aQZLMOAPDkMhnGI/jVDwAAwBPOZDKpd+/eGZpp87SJjY1VYGCgPvvsM7Vt2zarw5EkjRw5UvPmzdPvv/+e7kWt7+f48ePy8fHRhx9+qAEDBmRavw+rWbNmMplM+vLLL7M6FABAOrCmCQAAQDZy48aNFGVTpkyRnZ2d1eK8Wa1///66du2aoqOjszqUR+7AgQP6+uuvNXLkyKwOBQCQTqxpAgAAkI2MHz9eu3fvVu3ateXg4KA1a9ZozZo16tatW5ZsTZwas9msc+fOZXUYj4W/v79u376d1WEAADKApAkAAEA2Ur16da1bt04jR47UtWvXVLRoUYWHh2vIkCFZHRoAAE8d1jQBAAAAAACwgTVNAAAAAAAAbCBpAgAAAAAAYANrmiBTJSUl6e+//5arq6tMJlNWhwMAAAAgixiGoatXr6pQoUKys+P39Xg6kTRBpvr777+fqJX5AQAAAGStU6dOqUiRIlkdBpAhJE2QqVxdXSXd+YvRzc0ti6MBAAAAkFWuXLkiLy8vy3cE4GlE0gSZKvmRHDc3N5ImAAAAAHhsH081HiwDAAAAAACwgZkmeCRqDl0seyeXrA4DAAAA+M/Y/WGHrA4ByHaYaQIAAAAAAGADM00AAAAAALiHYRi6ffu2EhMTszoUZLIcOXLI3t4+TW1JmgAAAAAAcJdbt27p9OnTun79elaHgkfAZDKpSJEiMpvND2xL0gQAAAAAgP8vKSlJx44dk729vQoVKiRHR0d2AMpGDMPQ+fPn9eeff8rX1/eBM05ImgAAAAAA8P/dunVLSUlJ8vLyUs6cObM6HDwCHh4eOn78uBISEh6YNGEhWAAAAAAA7mFnx9fl7Co9M4f4FAAAAAAAANhA0gQAAAAAAMAGkiYAAAAAAGShoKAghYWF3beNt7e3pkyZct82JpNJK1askCQdP35cJpNJsbGxmRLjfxVJEwAAAAAAMlFoaKhMJpN69OiRoq53794ymUwKDQ21lC1fvlwjR458jBGmzaZNm2QymVS2bFklJiZa1eXOnVuRkZFZE9hjRNIEAAAAAIBM5uXlpejoaN24ccNSdvPmTUVFRalo0aJWbfPmzStXV9fHHWKa/fHHH1qwYEFWh5ElSJoAAAAAAJDJKlWqJC8vLy1fvtxStnz5chUtWlSBgYFWbe99POfcuXNq3LixXFxc5OPjo0WLFqXo//fff1fNmjXl7OysMmXKaN26dQ+Mad++fWrQoIHMZrMKFCig9u3b659//nngeX379tX777+v+Pj4VNtMmjRJAQEBypUrl7y8vNSrVy9du3bNUh8ZGancuXPr66+/lp+fn3LmzKkWLVro+vXrmj9/vry9vZUnTx7169fPalZLfHy8BgwYoMKFCytXrlx67rnntGnTpgfGnFlImgAAAAAA8Ah07txZ8+bNsxzPnTtXnTp1euB5oaGhOnXqlDZu3KjPP/9cM2fO1Llz5yz1SUlJeuWVV+To6KgdO3boo48+0qBBg+7b5+XLl1WnTh0FBgbqp59+0rfffquzZ8+qZcuWD4wnLCxMt2/f1rRp01JtY2dnp6lTp+q3337T/Pnz9f3332vgwIFWba5fv66pU6cqOjpa3377rTZt2qTmzZvrm2++0TfffKOFCxfq448/1ueff245p0+fPtq2bZuio6P1yy+/6LXXXlP9+vX1+++/PzDuzEDS5DFIy6I+T6qnOXYAAAAAyErt2rXTli1bdOLECZ04cUIxMTFq167dfc85fPiw1qxZo9mzZ+v5559X5cqVNWfOHKvHfNavX6+DBw9qwYIFqlChgmrWrKnRo0fft9/p06crMDBQo0ePVunSpRUYGKi5c+dq48aNOnz48H3PzZkzp95//32NGTNGcXFxNtuEhYWpdu3a8vb2Vp06dfTBBx9o6dKlVm0SEhI0a9YsBQYGqmbNmmrRooW2bNmiOXPmqEyZMmrUqJFq166tjRs3SpJOnjypefPmadmyZXrxxRdVokQJDRgwQC+88IJVMupRcngso+CptXz5cuXIkSOrwwAAAACAp46Hh4dCQkIUGRkpwzAUEhKi/Pnz3/ecAwcOyMHBQZUrV7aUlS5dWrlz57Zq4+XlpUKFClnKqlWrdt9+9+7dq40bN8psNqeoO3r0qEqVKnXf87t06aKJEydq3LhxNhM069ev15gxY3Tw4EFduXJFt2/f1s2bN3X9+nXlzJlT0p3kS4kSJSznFChQQN7e3lYxFShQwDKr5tdff1ViYmKK2OLj45UvX777xptZSJrgvvLmzZvVIQAAAADAU6tz587q06ePJGnGjBlZFse1a9fUuHFjjRs3LkVdwYIFH3i+g4ODRo0apdDQUMv1JDt+/LgaNWqknj17atSoUcqbN6+2bNmiLl266NatW5akyb2/kDeZTDbLkpKSLDHb29tr9+7dsre3t2pnK/nzKPB4zmN26dIldejQQXny5FHOnDnVoEEDq2exMro4zsKFC1WlShW5urrK09NTr7/+utUzb8lbRa1du1aBgYFycXFRnTp1dO7cOa1Zs0b+/v5yc3PT66+/ruvXr1vO4/EcAAAAAMi4+vXr69atW0pISFBwcPAD25cuXVq3b9/W7t27LWWHDh3S5cuXLcf+/v46deqUTp8+bSnbvn37ffutVKmSfvvtN3l7e6tkyZJWr1y5cqXpWl577TWVLVtWw4cPtyrfvXu3kpKSNHHiRD3//PMqVaqU/v777zT1eT+BgYFKTEzUuXPnUsTs6en50P2nBUmTxyw0NFQ//fSTvvrqK23btk2GYahhw4ZKSEiwtMnI4jgJCQkaOXKk9u7dqxUrVuj48eNW+34nCw8P1/Tp07V161adOnVKLVu21JQpUxQVFaXVq1fru+++u+/iPveKj4/XlStXrF4AAAAAgDvs7e114MAB7d+/P8VsCVv8/PxUv359de/eXTt27NDu3bv1xhtvyMXFxdKmXr16KlWqlDp27Ki9e/fqxx9/1JAhQ+7bb+/evXXx4kW1adNGu3bt0tGjR7V27Vp16tTJ6hfyDzJ27FjNnTtX//77r6WsZMmSSkhI0LRp0/THH39o4cKF+uijj9LcZ2pKlSqltm3bqkOHDlq+fLmOHTumnTt3asyYMVq9evVD958WJE0eo99//11fffWVPv30U7344ouqUKGCFi1apL/++ksrVqywtEvv4jjSnSlfDRo0UPHixfX8889r6tSpWrNmjdUWT5L0wQcfqEaNGgoMDFSXLl20efNmy1gvvviiWrRoYdXvg4wZM0bu7u6Wl5eX10PfJwAAAADITtzc3OTm5pbm9vPmzVOhQoVUq1YtvfLKK+rWrZueeeYZS72dnZ2+/PJL3bhxQ1WrVtUbb7yhUaNG3bfPQoUKKSYmRomJiXr55ZcVEBCgsLAw5c6dW3Z2aU8N1KlTR3Xq1NHt27ctZRUqVNCkSZM0btw4lStXTosWLdKYMWPS3Of9zJs3Tx06dNDbb78tPz8/NWvWTLt27VLRokUzpf8HMRmGYTyWkf7DgoKCVLFiRdWpU0evvvqqbt68aZVhDAwMVPPmzTVs2DBFRkaqd+/eVlm7999/X59//rl+++03S1nHjh119epVy57fu3fvVnh4uPbu3atLly4pKSlJ169f12+//aYyZcpo06ZNql27ts6dOycPDw9Jdz58ffr0STHWqlWrtGfPHqvYp0yZYvPa4uPjrfbqvnLliry8vFSh70eyd3KxeQ4AAACAzLf7ww5ZHYKVK1euyN3dXXFxcelKGGS1mzdv6tixY/Lx8ZGzs3NWh4NHID3vMQvBPoHSuzjOv//+q+DgYAUHB2vRokXy8PDQyZMnFRwcrFu3bqXa94P6TQsnJyc5OTmluT0AAAAAAE8LHs95jPz9/XX79m3t2LHDUnbhwgUdOnRIZcqUyXC/Bw8e1IULFzR27Fi9+OKLKl26tNUisAAAAAAAIP1ImjxGvr6+atq0qbp27aotW7Zo7969ateunQoXLqymTZtmuN+iRYvK0dHRsujOV199pZEjR2Zi5AAAAAAA/PeQNHnM5s2bp8qVK6tRo0aqVq2aDMPQN998k+IxmfTw8PBQZGSkli1bpjJlymjs2LGaMGFCJkYNAAAAAMB/DwvBIlMlL/bEQrAAAADA48VCsJmDhWCzv/S8x8w0AQAAAAAAsIGkCQAAAAAAgA0kTQAAAAAAAGwgaQIAAAAAAGCDQ1YHAAAAAADAk67yOwse63hP2sK+/1XMNAEAAAAAIBsIDQ2VyWTS2LFjrcpXrFghk8lkOTYMQ7Nnz1a1atXk5uYms9mssmXL6s0339SRI0eszr148aLCwsJUrFgxOTo6qlChQurcubNOnjwpSRo5cqQKFiyoixcvWp23d+9eOTk56euvv5YkmUwmrVix4hFc9aNF0gQAAAAAgGzC2dlZ48aN06VLl2zWG4ah119/Xf369VPDhg313Xffaf/+/ZozZ46cnZ31wQcfWNpevHhRzz//vNavX6+PPvpIR44cUXR0tI4cOaJnn31Wf/zxhwYPHiwvLy/17t3bcl5CQoI6duyodu3aqVGjRo/8mh8lHs8BAAAAACCbqFevno4cOaIxY8Zo/PjxKeqXLFmi6OhorVy5Uk2aNLGUFy1aVM8//7wMw7CUDRkyRH///beOHDkiT09PS7u1a9fK19dXvXv31po1a7RgwQIFBgbq888/V4sWLTRq1ChdvnxZkydPfvQX/Igx0wQAAAAAgGzC3t5eo0eP1rRp0/Tnn3+mqF+8eLH8/PysEiZ3S36MJykpSdHR0Wrbtq0lYZLMxcVFvXr10tq1a3Xx4kWVLl1aY8aMUc+ePbV27VqNGTNG8+bNk5ubW+Zf4GNG0gQAAAAAgGykefPmqlixot5///0UdYcPH5afn59VWVhYmMxms8xms4oUKSJJOn/+vC5fvix/f3+bY/j7+8swDMsaKG+++abKlSunhg0bqmfPnqpdu3YmX1XWIGkCAAAAAEA2M27cOM2fP18HDhx4YNshQ4YoNjZWw4YN07Vr16zq7n5c535MJpOGDBmipKQkDR06NEMxP4lY0wSPxA8ftMkWU7EAAAAA4GlUs2ZNBQcHa/DgwQoNDbWU+/r66tChQ1ZtPTw85OHhoWeeecaqLHfu3KkmXQ4cOCCTyaSSJUtayhwcHKz+mx0w0wQAAAAAgGxo7NixWrVqlbZt22Ypa9OmjQ4dOqSVK1fe91w7Ozu1bNlSUVFROnPmjFXdjRs3NHPmTAUHBytv3ryPJPYnBUkTAAAAAACyoYCAALVt21ZTp061lLVu3VotWrRQ69atNWLECO3YsUPHjx/X5s2btWTJEtnb21vajh49Wp6ennrppZe0Zs0anTp1Sj/88IOCg4OVkJCgGTNmZMVlPVbZZ84MAAAAAACPyO4PO2R1CBkyYsQILVmyxHJsMpm0ZMkSzZ49W/PmzdP48eOVkJCgIkWKqG7dupo0aZKlbb58+bR9+3aNGDFC3bt315kzZ5Q3b141aNBAn332mYoWLZoVl/RYmYy0ruoCpMGVK1fk7u6uuLg41jQBAAAA/sOe1u8GN2/e1LFjx+Tj4yNnZ+esDgePQHreYx7PAQAAAAAAsIGkCQAAAAAAgA0kTQAAAAAAAGwgaQIAAAAAAGADSRMAAAAAAAAb2HIYj8Spsc/L1dn+wQ0BAACQbRUd9mtWhwAAD4WZJgAAAAAAADaQNAEAAAAAALCBpAkAAAAAAIANrGkCAAAAAMADnBwR8FjHY02gJwMzTQAAAAAAyAZCQ0PVrFmzFH++V1BQkMLCwlKUR0ZGKnfu3Jbj8PBwmUwm9ejRw6pdbGysTCaTjh8/blX+xRdfqE6dOsqTJ49cXFzk5+enzp076+eff04x1o0bN5Q3b17lz59f8fHx6bnMx4qkCQAAAAAAsMnZ2Vlz5szR77//ft92gwYNUqtWrVSxYkV99dVXOnTokKKiolS8eHENHjw4RfsvvvhCZcuWVenSpbVixYpHFP3D4/EcAAAAAABgk5+fn5555hkNGTJES5cutdlm+/btGj9+vCIiItSvXz9LedGiRVW5cmUZhpHinDlz5qhdu3YyDENz5sxRq1atHtk1PAxmmgAAAAAAgFSNHTtWX3zxhX766Seb9YsXL5bZbFavXr1s1ptMJqvjo0ePatu2bWrZsqVatmypH3/8USdOnMj0uDMDSRMAAAAAAJCqSpUqqWXLlho0aJDN+sOHD6t48eJycPi/h1kmTZoks9lsecXFxVnq5s6dqwYNGihPnjzKmzevgoODNW/evEd+HRlB0gQAAAAAANzXBx98oB9//FHfffddmtp37txZsbGx+vjjj/Xvv/9aHtFJTEzU/Pnz1a5dO0vbdu3aKTIyUklJSY8k9odB0gQAAAAAgP8QNzc3q5kfyS5fvix3d3eb55QoUUJdu3bVu+++m2KNEl9fX/3xxx9KSEiwlOXOnVslS5ZU4cKFrdquXbtWf/31l1q1aiUHBwc5ODiodevWOnHihDZs2JAJV5e5SJoAAAAAAPAf4ufnpz179qQo37Nnj0qVKpXqecOGDdPhw4cVHR1tVd6mTRtdu3ZNM2fOfODYc+bMUevWrRUbG2v1at26tebMmZP+i3nEnojdc4KCglSxYkVNmTIlq0PRpk2bVLt2bV26dMlqf2oAAAAAAJ4mcXFxio2NtSrLly+fevbsqenTp6tfv35644035OTkpNWrV2vx4sVatWpVqv0VKFBAb731lj788EOr8mrVquntt9/W22+/rRMnTuiVV16Rl5eXTp8+rTlz5shkMsnOzk7nz5/XqlWr9NVXX6lcuXJWfXTo0EHNmzfXxYsXlTdv3ky7Bw/riUiaPA6hoaG6fPnyY9n/+UlKAqXV6dOn9fbbb+unn37SkSNH1K9fv6cqfgAAAAB4lIoO+zWrQ0i3TZs2KTAw0KqsS5cu+vTTT/XDDz9oyJAhqlevnm7duqXSpUtr2bJlql+//n37HDBggGbNmqWbN29alU+YMEFVq1bVrFmzNHfuXF2/fl0FChRQzZo1tW3bNrm5uWnixInKlSuX6tatm6LfunXrysXFRZ999pnVtsVZ7T+TNMH9xcfHy8PDQ0OHDtXkyZOzOhwAAAAAQDpFRkZa/fnu43s9++yzD1zUNTw8XOHh4VZlbm5uOn/+vM32yVsIpyZ5Nootjo6OunTp0n3jyQpPzJomSUlJGjhwoPLmzStPT0+rN2bSpEkKCAhQrly55OXlpV69eunatWuW+vDwcFWsWNGqvylTpsjb29tSP3/+fK1cuVImk0kmk0mbNm1KU1zXr19XgwYNVKNGDV2+fFkXLlxQmzZtVLhwYeXMmVMBAQFavHixpX1oaKg2b96siIgIy1jHjx9XYmKiunTpIh8fH7m4uMjPz08RERFWY4WGhqpZs2aaMGGCChYsqHz58ql3795Wi+mcPn1aISEhcnFxkY+Pj6KiouTt7W01K+RB98sWb29vRUREqEOHDqku/AMAAAAAwH/JEzPTZP78+Xrrrbe0Y8cObdu2TaGhoapRo4Zeeukl2dnZaerUqfLx8dEff/yhXr16aeDAgWlaZEa6M33owIEDunLlimXv57Q8I3X58mWFhITIbDZr3bp1ypkzp/766y9VrlxZgwYNkpubm1avXq327durRIkSqlq1qiIiInT48GGVK1dOI0aMkCR5eHgoKSlJRYoU0bJly5QvXz5t3bpV3bp1U8GCBa0ycRs3blTBggW1ceNGHTlyRK1atVLFihXVtWtXSXee8/rnn3+0adMm5ciRQ2+99ZbOnTtnFffD3q/0iI+PV3x8vOX4ypUrmT4GAAAAAABZ4YlJmpQvX17vv/++pDvbFU2fPl0bNmzQSy+9pLCwMEs7b29vffDBB+rRo0eakwBms1kuLi6Kj4+Xp6dnms45c+aMWrVqJV9fX0VFRcnR0VGSVLhwYQ0YMMDSrm/fvlq7dq2WLl2qqlWryt3dXY6OjsqZM6fVWPb29ho+fLjl2MfHR9u2bdPSpUutkiZ58uTR9OnTZW9vr9KlSyskJEQbNmxQ165ddfDgQa1fv167du1SlSpVJEmffvqpfH19rWJ/2PuVHmPGjLG6LgAAAAAAsosn5vGc8uXLWx0XLFjQMoNi/fr1qlu3rgoXLixXV1e1b99eFy5c0PXr1x9qzAYNGshsNstsNqts2bJWdS+99JJKliypJUuWWBImkpSYmKiRI0cqICBAefPmldls1tq1a3Xy5MkHjjdjxgxVrlxZHh4eMpvN+uSTT1KcV7ZsWdnb21uO774Phw4dkoODgypVqmSpL1mypPLkyWPVx4PuV/I1m81m9ejRI413y7bBgwcrLi7O8jp16tRD9QcAAAAAwJPiiZlpkiNHDqtjk8mkpKQkHT9+XI0aNVLPnj01atQo5c2bV1u2bFGXLl1069Yt5cyZU3Z2djIMw+r8u9cBSc2nn36qGzdu2Bw/JCREX3zxhfbv36+AgABL+YcffqiIiAhNmTLFsm5IWFiYbt26dd+xoqOjNWDAAE2cOFHVqlWTq6urPvzwQ+3YsSNN9yGt0nK/7t5yys3NLc192+Lk5CQnJ6eH6gMAAAAAgCfRE5M0Sc3u3buVlJSkiRMnys7uzsSYpUuXWrXx8PDQmTNnZBiGTCaTJKXYi9rR0VGJiYlWZYULF0513LFjx8psNqtu3bratGmTypQpI0mKiYlR06ZN1a5dO0l3FrA9fPiwpT61sWJiYlS9enX16tXLUnb06NG03AILPz8/3b59Wz///LMqV64sSTpy5IjVCsNpuV8lS5ZM17gAAAAAAPwXPTGP56SmZMmSSkhI0LRp0/THH39o4cKF+uijj6zaBAUF6fz58xo/fryOHj2qGTNmaM2aNVZtvL299csvv+jQoUP6559/0jQTZcKECWrbtq3q1KmjgwcPSrqz3sq6deu0detWHThwQN27d9fZs2dTjLVjxw4dP35c//zzj5KSkuTr66uffvpJa9eu1eHDh/Xee+9p165d6boXpUuXVr169dStWzft3LlTP//8s7p16yYXFxdLsigt9ys1sbGxio2N1bVr13T+/HnFxsZq//796YoRAAAAAIDs4olPmlSoUEGTJk3SuHHjVK5cOS1atEhjxoyxauPv76+ZM2dqxowZqlChgnbu3Gm1WKskde3aVX5+fqpSpYo8PDwUExOTpvEnT56sli1bqk6dOjp8+LCGDh2qSpUqKTg4WEFBQfL09FSzZs2szhkwYIDs7e1VpkwZeXh46OTJk+revbteeeUVtWrVSs8995wuXLhgNeskrRYsWKACBQqoZs2aat68ubp27SpXV1c5Ozun+X6lJjAwUIGBgdq9e7eioqIUGBiohg0bpjtGAAAAAACyA5Nx72IgeKr8+eef8vLysiz+mtWuXLkid3d37RvsL1dn+wefAAAAgGyr6LBfszoEZKHk7wZxcXEPvZbi43Tz5k0dO3ZMPj4+ll9OI3tJz3v8xK9pAmvff/+9rl27poCAAJ0+fVoDBw6Ut7e3atasmdWhAQAAAEC2VWNajcc6XkzftD0dgUfriX88B9YSEhL0v//9T2XLllXz5s3l4eGhTZs2pdh1BwAAAADw3xIaGiqTyaSxY8dala9YscKyDqYkGYah2bNnq1q1anJzc5PZbFbZsmX15ptv6siRI1bnXrx4UWFhYSpWrJgcHR1VqFAhde7cWSdPnrQ5do8ePVLE1bt3b5lMJoWGhqao27Ztm+zt7RUSEvIQV/7okDR5ygQHB2vfvn26fv26zp49qy+//FLFihXL6rAAAAAAAE8AZ2dnjRs3zmqX1bsZhqHXX39d/fr1U8OGDfXdd99p//79mjNnjpydnfXBBx9Y2l68eFHPP/+81q9fr48++khHjhxRdHS0jhw5omeffVZ//PGHVd9eXl6Kjo7WjRs3LGU3b95UVFSUihYtajOeOXPmqG/fvvrhhx/0999/Z8IdyFw8ngMAAAAAQDZRr149HTlyRGPGjNH48eNT1C9ZskTR0dFauXKlmjRpYikvWrSonn/+ed297OmQIUP0999/68iRI/L09LS0W7t2rXx9fdW7d2+rnWsrVaqko0ePavny5Wrbtq0kafny5SpatKh8fHxSxHLt2jUtWbJEP/30k86cOaPIyEj973//y7R7kRmYaQIAAAAAQDZhb2+v0aNHa9q0afrzzz9T1C9evFh+fn5WCZO7JT/Gk5SUpOjoaLVt29aSMEnm4uKiXr16ae3atbp48aJVXefOnTVv3jzL8dy5c9WpUyebYy1dulSlS5eWn5+f2rVrp7lz5+pJ26uGpAkAAAAAANlI8+bNVbFiRb3//vsp6g4fPiw/Pz+rsrCwMJnNZpnNZhUpUkSSdP78eV2+fFn+/v42x/D395dhGCnWQGnXrp22bNmiEydO6MSJE4qJiVG7du1s9jFnzhxLXf369RUXF6fNmzen+3ofJZImAAAAAABkM+PGjdP8+fN14MCBB7YdMmSIYmNjNWzYMF27ds2qLr0zPzw8PBQSEqLIyEjNmzdPISEhyp8/f4p2hw4d0s6dO9WmTRtJkoODg1q1aqU5c+aka7xHjTVNAAAAAADIZmrWrKng4GANHjzYatcaX19fHTp0yKqth4eHPDw89Mwzz1iV5c6dO9Wky4EDB2QymVSyZMkUdZ07d1afPn0kSTNmzLB5/pw5c3T79m0VKlTIUmYYhpycnDR9+nS5u7un+VofJWaaAAAAAACQDY0dO1arVq3Stm3bLGVt2rTRoUOHtHLlyvuea2dnp5YtWyoqKkpnzpyxqrtx44Zmzpyp4OBg5c2bN8W59evX161bt5SQkKDg4OAU9bdv39aCBQs0ceJExcbGWl579+5VoUKFtHjx4gxeceZjpgkAAAAAANlQQECA2rZtq6lTp1rKWrdureXLl6t169YaPHiwgoODVaBAAZ04cUJLliyRvb29pe3o0aO1YcMGvfTSSxo/frzKlSunY8eOaejQoUpISEh1Fom9vb1lhsrd/SX7+uuvdenSJXXp0iXFjJJXX31Vc+bMUY8ePTLjFjw0kiYAAAAAADxATN+YrA4hQ0aMGKElS5ZYjk0mk5YsWaLZs2dr3rx5Gj9+vBISElSkSBHVrVtXkyZNsrTNly+ftm/frhEjRqh79+46c+aM8ubNqwYNGuizzz5T0aJFUx3Xzc0t1bo5c+aoXr16Nh/BefXVVzV+/Hj98ssvKl++fAavOvOYjCdtPx881a5cuSJ3d3ftG+wvV+eUGUUAAAD8dxQd9mtWh4AslPzdIC4u7r5foJ80N2/e1LFjx+Tj4yNnZ+esDgePQHreY2aa4JHwenf7U/UXIwAAAAAA92IhWAAAAAAAABtImgAAAAAAANhA0gQAAAAAAMAGkiYAAAAAAAA2kDQBAAAAAACwgaQJAAAAAACADSRNAAAAAAAAbCBpAgAAAAAAYINDVgeA7Omlj16SgwsfLwD4r4vpG5PVIQAAkCk216z1WMer9cPmxzoebGOmCQAAAAAA2UBoaKhMJpN69OiRoq53794ymUwKDQ21Kt+2bZvs7e0VEhKSop/UXt7e3pa2v/32m1q2bCkPDw85OTmpVKlSGjZsmK5fv241jre3t0wmk7Zv325VHhYWpqCgIMtxeHi4ZRwHBwflz59fNWvW1JQpUxQfH5/iutI6fkaRNAEAAAAAIJvw8vJSdHS0bty4YSm7efOmoqKiVLRo0RTt58yZo759++qHH37Q33//LUmKiIjQ6dOnLS9JmjdvnuV4165dkqTt27frueee061bt7R69WodPnxYo0aNUmRkpF566SXdunXLaixnZ2cNGjTogddQtmxZnT59WidPntTGjRv12muvacyYMapevbquXr1qaZfe8TOCpAkAAAAAANlEpUqV5OXlpeXLl1vKli9frqJFiyowMNCq7bVr17RkyRL17NlTISEhioyMlCS5u7vL09PT8pKk3LlzW449PDxkGIa6dOkif39/LV++XFWrVlWxYsX02muvadWqVdq2bZsmT55sNV63bt20fft2ffPNN/e9BgcHB3l6eqpQoUIKCAhQ3759tXnzZu3bt0/jxo2TpAyNnxEkTQAAAAAAyEY6d+6sefPmWY7nzp2rTp06pWi3dOlSlS5dWn5+fmrXrp3mzp0rwzDSNEZsbKz279+vt956S3Z21qmFChUqqF69elq8eLFVuY+Pj3r06KHBgwcrKSkpXddUunRpNWjQwJIMysj4GUHSBAAAAACAbKRdu3basmWLTpw4oRMnTigmJkbt2rVL0W7OnDmW8vr16ysuLk6bN6dtAdrDhw9Lkvz9/W3W+/v7W9rcbejQoTp27JgWLVqU1suxKF26tI4fP/5Q46cXSRMAAAAAALIRDw8Py+M28+bNU0hIiPLnz2/V5tChQ9q5c6fatGkj6c4jMa1atdKcOXPSNVZaZ6bcHduAAQM0bNiwdK85YhiGTCbTQ42fXiRNAAAAAADIZjp37qzIyEjNnz9fnTt3TlE/Z84c3b59W4UKFZKDg4McHBw0a9YsffHFF4qLi3tg/6VKlZIkHThwwGb9gQMHLG3u9dZbb+nGjRuaOXNmOq7oTp8+Pj4PPX56kDQBAAAAACCbqV+/vm7duqWEhAQFBwdb1d2+fVsLFizQxIkTFRsba3nt3btXhQoVStNaIBUrVlTp0qU1efLkFOuT7N27V+vXr7fMYrmX2WzWe++9p1GjRlnthnM/Bw8e1LfffqtXX331ocdPD5ImAAAAAABkM/b29jpw4ID2798ve3t7q7qvv/5aly5dUpcuXVSuXDmr16uvvpqmR3RMJpPmzJmj/fv369VXX9XOnTt18uRJLVu2TI0bN1a1atUUFhaW6vndunWTu7u7oqKiUtTdvn1bZ86c0d9//61ff/1V06ZNU61atVSxYkW98847mTJ+Wjk8dA8AAAAAAGRztX5I2wKpTxI3Nzeb5XPmzFG9evXk7u6eou7VV1/V+PHj9csvv6h8+fL37b969eravn27hg8frgYNGujq1asqWrSoOnbsqMGDB8vJySnVc3PkyKGRI0fq9ddfT1H322+/qWDBgrK3t5e7u7vKlCmjwYMHq2fPnlZ9Psz4aWUyHvWqKfhPuXLlitzd3VV1XFU5uJCTA4D/upi+MVkdAgAgiyR/N4iLi0v1y/uT6ObNmzp27Jh8fHzk7Oyc1eHgEUjPe8zjOQAAAAAAADZkadIkKCgoU54xwoOFhoaqWbNmWR0GAAAAAABPDWaaPKHCw8NVsWLFxzrm8uXL9fLLLytfvnwymUyKjY19rOMDAAAAAPAkIWnylEtISMi0vv7991+98MILGjduXKb1CQAAAADA0+qJSpqsXr1a7u7uWrRokX799VfVqVNHLi4uypcvn7p166Zr165Z2iY/bjJhwgQVLFhQ+fLlU+/eva2SCKdPn1ZISIhcXFzk4+OjqKgoeXt7a8qUKZY2J0+eVNOmTWU2m+Xm5qaWLVvq7NmzD4w1JiZGQUFBypkzp/LkyaPg4GBdunRJkpSUlKQxY8bIx8dHLi4uqlChgj7//HPLuZs2bZLJZNKGDRtUpUoV5cyZU9WrV9ehQ4ckSZGRkRo+fLj27t0rk8kkk8mkyMhISXe2VZo1a5aaNGmiXLlyadSoUUpMTFSXLl0s4/n5+SkiIiLd9799+/YaNmyY6tWrl+5zAQAAAADIbp6Y7U2ioqLUo0cPRUVFqXbt2vL19VW1atW0a9cunTt3Tm+88Yb69OljSR5I0saNG1WwYEFt3LhRR44cUatWrVSxYkV17dpVktShQwf9888/2rRpk3LkyKG33npL586ds5yflJRkSZhs3rxZt2/fVu/evdWqVStt2rQp1VhjY2NVt25dde7cWREREXJwcNDGjRuVmJgoSRozZow+++wzffTRR/L19dUPP/ygdu3aycPDQ7Vq1bL0M2TIEE2cOFEeHh7q0aOHOnfurJiYGLVq1Ur79u3Tt99+q/Xr10uS1VZQ4eHhGjt2rKZMmSIHBwclJSWpSJEiWrZsmfLly6etW7eqW7duKliwoFq2bJkZb0+q4uPjFR8fbzm+cuXKIx0PAAAAAIDH5YlImsyYMUNDhgzRqlWrVKtWLc2ePVs3b97UggULlCtXLknS9OnT1bhxY40bN04FChSQJOXJk0fTp0+Xvb29SpcurZCQEG3YsEFdu3bVwYMHtX79eu3atUtVqlSRJH366afy9fW1jLthwwb9+uuvOnbsmLy8vCRJCxYsUNmyZbVr1y49++yzNuMdP368qlSpopkzZ1rKypYtK+lOEmH06NFav369qlWrJkkqXry4tmzZoo8//tgqaTJq1CjL8bvvvquQkBDdvHlTLi4uMpvNcnBwkKenZ4rxX3/9dXXq1MmqbPjw4ZY/+/j4aNu2bVq6dOkjT5qMGTPGamwAAAAAALKLLH885/PPP1f//v21bt06SwLhwIEDqlChgiVhIkk1atRQUlKS5REW6U6iwt7e3nJcsGBBy0ySQ4cOycHBQZUqVbLUlyxZUnny5LEcHzhwQF5eXpaEiSSVKVNGuXPn1oEDByxjmM1mmc1mNWjQQNL/zTSx5ciRI7p+/bpeeukly3lms1kLFizQ0aNHrdqWL1/eKnZJVjNhUpOcBLrbjBkzVLlyZXl4eMhsNuuTTz7RyZMnbZ6/aNEiq9h+/PHHB46ZmsGDBysuLs7yOnXqVIb7AgAAAADgSZLlM00CAwO1Z88ezZ07V1WqVJHJZErzuTly5LA6NplMSkpKytT4vvnmG8s6KS4uLlb/tSV53ZXVq1ercOHCVnVOTk5Wx3fHn3zdaYn/7mSSJEVHR2vAgAGaOHGiqlWrJldXV3344YfasWOHzfObNGmi5557znJ8b5zp4eTklOK6AAAAAADIDrI8aVKiRAlNnDhRQUFBsre31/Tp0+Xv76/IyEj9+++/lgRBTEyM7Ozs5Ofnl6Z+/fz8dPv2bf3888+qXLmypDuzQJIXa5Ukf39/nTp1SqdOnbLMNtm/f78uX76sMmXKSJKKFSuWou/y5ctrw4YNNh9LKVOmjJycnHTy5EmrR3HSy9HR0bJGyoPExMSoevXq6tWrl6Xs3lktd3N1dZWrq2uGYwMAAACA/5rpb696rOP1mdj4sY4H27L88RxJKlWqlDZu3KgvvvhCYWFhatu2rZydndWxY0ft27dPGzduVN++fdW+fXvLeiYPUrp0adWrV0/dunXTzp079fPPP6tbt25ycXGxzOqoV6+eAgIC1LZtW+3Zs0c7d+5Uhw4dVKtWLZuPwCQbPHiwdu3apV69eumXX37RwYMHNWvWLP3zzz9ydXXVgAED1L9/f82fP19Hjx7Vnj17NG3aNM2fPz/N98Tb21vHjh1TbGys/vnnH6vFVu/l6+urn376SWvXrtXhw4f13nvvadeuXWkeK9nFixcVGxur/fv3S7rziFNsbKzOnDmT7r4AAAAAAI9XaGioTCaTxo4da1W+YsUKq6c6DMPQ7NmzVa1aNbm5uclsNqts2bJ68803deTIEatzL168qLCwMBUrVkyOjo4qVKiQOnfubFkOYuTIkSpYsKAuXrxodd7evXvl5OSkr7/++hFd7ePxRCRNpDszQ77//nstXrxY7733ntauXauLFy/q2WefVYsWLVS3bl1Nnz49XX0uWLBABQoUUM2aNdW8eXN17dpVrq6ucnZ2lnTnkZiVK1cqT548qlmzpurVq6fixYtryZIl9+23VKlS+u6777R3715VrVpV1apV08qVK+XgcGfizsiRI/Xee+9pzJgx8vf3V/369bV69Wr5+PikOfZXX31V9evXV+3ateXh4aHFixen2rZ79+565ZVX1KpVKz333HO6cOGC1ayTtPrqq68UGBiokJAQSVLr1q0VGBiojz76KN19AQAAAAAeP2dnZ40bN87qKYu7GYah119/Xf369VPDhg313Xffaf/+/ZozZ46cnZ31wQcfWNpevHhRzz//vNavX6+PPvpIR44cUXR0tI4cOaJnn31Wf/zxhwYPHiwvLy/17t3bcl5CQoI6duyodu3aqVGjRo/8mh8lk2EYRlYH8bj8+eef8vLy0vr161NdyBUP58qVK3J3d1fVcVXl4JLlT38BALJYTN+YrA4BAJBFkr8bxMXFyc3NLavDSbObN2/q2LFj8vHxsfzCXXo6Hs8JDQ3VhQsXdOTIETVu3Fjjx4+XdGemSfPmzWUYhqKjo9WmTRutXLlSTZo0SdGHYRiWWSk9e/bUwoULdeTIEaudXW/cuCFfX18FBARozZo1OnjwoAIDA7Vw4UK1aNFC4eHhioyM1C+//PJEvvepvce2PDEzTR6F77//Xl999ZWOHTumrVu3qnXr1vL29lbNmjWzOjQAAAAAADKdvb29Ro8erWnTpunPP/9MUb948WL5+fnZTJhI1puUREdHq23btlYJE+nO5ii9evWyPCFSunRpjRkzRj179tTatWs1ZswYzZs374lMmKRXtk6aJCQk6H//+5/Kli2r5s2by8PDQ5s2bUqx6w4AAAAAANlF8+bNVbFiRb3//vsp6g4fPpxig5WwsDCZzWaZzWYVKVJEknT+/HldvnxZ/v7+Nsfw9/eXYRiWNVDefPNNlStXTg0bNlTPnj1Vu3btTL6qrJGtkybBwcHat2+frl+/rrNnz+rLL7+0uRsOAAAAAADZybhx4zR//nwdOHDggW2HDBmi2NhYDRs2TNeuXbOqS+uKHiaTSUOGDFFSUpKGDh2aoZifRNk6aQIAAAAAwH9RzZo1FRwcrMGDB1uV+/r66tChQ1ZlHh4eKlmypJ555hmrsty5c6eadDlw4IBMJpNKlixpKUveHCX5v9kBSRMAAAAAALKhsWPHatWqVdq2bZulrE2bNjp06JBWrlx533Pt7OzUsmVLRUVF6cyZM1Z1N27c0MyZMxUcHKy8efM+ktifFCRNAAAAAADIhgICAtS2bVtNnTrVUta6dWu1aNFCrVu31ogRI7Rjxw4dP35cmzdv1pIlS2Rvb29pO3r0aHl6euqll17SmjVrdOrUKf3www8KDg5WQkKCZsyYkRWX9VhlnzkzAAAAAAA8IhnZAvhJMGLECC1ZssRybDKZtGTJEs2ePVvz5s3T+PHjlZCQoCJFiqhu3bqaNGmSpW2+fPm0fft2jRgxQt27d9eZM2eUN29eNWjQQJ999pmKFi2aFZf0WJmMtK7qAqRB8l7sVcdVlYMLOTkA+K+L6RuT1SEAALJI8neDuLi4p2rr2Zs3b+rYsWPy8fGRs7NzVoeDRyA97zGP5wAAAAAAANhA0gQAAAAAAMAGkiYAAAAAAAA2kDQBAAAAAACwgZU68Uis67HuqVrsCQAAAACAezHTBAAAAAAAwAaSJgAAAAAAADaQNAEAAAAAALCBpAkAAAAAAIANLAQLAAAAAMADjGrX4rGON+Szz9N9TmhoqObPn6/u3bvro48+sqrr3bu3Zs6cqY4dOyoyMlJBQUGqWLGipkyZYtUuMjJSYWFhunz5siQpPDxcK1asUGxsrKXNjz/+qMaNGys0NFSTJ0/W8OHDNXz48BTx+Pn56eDBg5KkoKAgbd68WYsXL1br1q0tbaZMmaIpU6bo+PHjlvE7deokSbKzs5Obm5tKlSqlkJAQvfnmm3J3d7e63suXL2vFihXpvldpxUwTAAAAAACyCS8vL0VHR+vGjRuWsps3byoqKkpFixZ96P5Xr16t4OBgvfXWW5oyZYpMJpMkqWzZsjp9+rTVa8uWLVbnOjs7a+jQoUpISLjvGG5ubjp9+rT+/PNPbd26Vd26ddOCBQtUsWJF/f333w99DelB0gQAAAAAgGyiUqVK8vLy0vLlyy1ly5cvV9GiRRUYGPhQfUdFRemVV17R+PHjNWzYMKs6BwcHeXp6Wr3y589v1aZNmza6fPmyZs+efd9xTCaTPD09VbBgQfn7+6tLly7aunWrrl27poEDBz7UNaQXSRMAAAAAALKRzp07a968eZbjuXPnWh55yagZM2aoU6dOmjt3rvr06ZOhPtzc3DRkyBCNGDFC//77b7rOfeaZZ9S2bVt99dVXSkxMzND4GcGaJngkttRvoFwOfLwAIL1q/bA5q0MAAABPuXbt2mnw4ME6ceKEJCkmJkbR0dHatGlThvo7cOCA+vTpozlz5qht27Y22/z6668ym80p4rh3bZVevXopIiJCkyZN0nvvvZeuOEqXLq2rV6/qwoULeuaZZ9J3ERnEt1oAAAAAALIRDw8PhYSEKDIyUoZhKCQkJMWjMulRpEgR5c6dWx9++KEaNGigggULpmjj5+enr776yqrMzc0tRTsnJyeNGDFCffv2Vc+ePdMVh2EYkmRZR+Vx4PEcAAAAAACymc6dOysyMlLz589X586dU9S7ubkpLi4uRfnly5etdqiRJFdXV61fv165cuVS7dq1dfr06RTnOTo6qmTJklav1GaDtGvXTsWKFdMHH3yQrms6cOCA3NzclC9fvnSd9zBImgAAAAAAkM3Ur19ft27dUkJCgoKDg1PU+/n5ac+ePSnK9+zZo1KlSqUoz5Mnj9avXy83NzcFBQU91C42dnZ2GjNmjGbNmmXZavhBzp07p6ioKDVr1kx2do8vlUHSBAAAAACAbMbe3l4HDhzQ/v37ZW9vn6K+Z8+eOnz4sPr166dffvlFhw4d0qRJk7R48WK9/fbbNvvMnTu31q1bpzx58qRInNy+fVtnzpyxep09ezbV+EJCQvTcc8/p448/TlFnGIbOnDmj06dP68CBA5o7d66qV68ud3d3jR07NgN3I+NY0wQAAAAAgGzI1poiyYoXL64ffvhBQ4YMUb169XTr1i2VLl1ay5YtU/369VM9z93dXd99953q16+vWrVqWRaX/e2331KsdeLk5KSbN2+m2te4ceNUvXr1FOVXrlxRwYIFZTKZ5ObmJj8/P3Xs2FFvvvnmfa/pUTAZySupAJngypUrcnd31+pq1dk9BwAygN1zAADZRfJ3g7i4uMf+Rfdh3Lx5U8eOHZOPj4+cnZ2zOhw8Aul5j3k8BwAAAAAAwAaSJgAAAAAAADaQNAEAAAAAALCBpAkAAAAAAIANJE0AAAAAAABsIGkCAAAAAABgA0kTAAAAAAAAG0iaPKSgoCCFhYXZrAsNDVWzZs0ybSxvb29NmTIl0/oDAAAAAACpc8jqALKziIgIGYaR1WEAAAAAAIAMIGnyCLm7u2d1CAAAAAAAIIN4PCeTrV69Wu7u7lq0aFGKx3OCgoLUr18/DRw4UHnz5pWnp6fCw8Mt9YZhKDw8XEWLFpWTk5MKFSqkfv36WfV//fp1de7cWa6uripatKg++eQTq/pBgwapVKlSypkzp4oXL6733ntPCQkJlvq9e/eqdu3acnV1lZubmypXrqyffvpJknThwgW1adNGhQsXVs6cORUQEKDFixff93rj4+N15coVqxcAAAAAZDcHRn3/WF8ZERoaKpPJpLFjx1qVr1ixQiaTyVKf2svb21tS6ktDhIeHq2LFiinG69GjR4q2vXv3tox5b/vkV758+VS/fn398ssvNq+ne/fusre317Jly9J9LzILSZNMFBUVpTZt2mjRokVq27atzTbz589Xrly5tGPHDo0fP14jRozQunXrJElffPGFJk+erI8//li///67VqxYoYCAAKvzJ06cqCpVqujnn39Wr1691LNnTx06dMhS7+rqqsjISO3fv18RERGaPXu2Jk+ebKlv27atihQpol27dmn37t169913lSNHDknSzZs3VblyZa1evVr79u1Tt27d1L59e+3cuTPVax4zZozc3d0tLy8vrwzfPwAAAADAw3F2dta4ceN06dKlFHURERE6ffq05SVJ8+bNsxzv2rUr3eN5eXkpOjpaN27csJTdvHlTUVFRKlq0aIr29evXt4y3YcMGOTg4qFGjRinaXb9+XdHR0Ro4cKDmzp2b7rgyC0mTTDJjxgz16tVLq1atsvmGJytfvrzef/99+fr6qkOHDqpSpYo2bNggSTp58qQ8PT1Vr149FS1aVFWrVlXXrl2tzm/YsKF69eqlkiVLatCgQcqfP782btxoqR86dKiqV68ub29vNW7cWAMGDNDSpUst9SdPnlS9evVUunRp+fr66rXXXlOFChUkSYULF9aAAQNUsWJFFS9eXH379lX9+vWtzr/X4MGDFRcXZ3mdOnUqQ/cPAAAAAPDw6tWrJ09PT40ZMyZFnbu7uzw9PS0vScqdO7fl2MPDI93jVapUSV5eXlq+fLmlbPny5SpatKgCAwNTtHdycrKMV7FiRb377rs6deqUzp8/b9Vu2bJlKlOmjN5991398MMPWfZdk6RJJvj888/Vv39/rVu3TrVq1bpv2/Lly1sdFyxYUOfOnZMkvfbaa7px44aKFy+url276ssvv9Tt27dTPd9kMsnT09NyviQtWbJENWrUkKenp8xms4YOHaqTJ09a6t966y298cYbqlevnsaOHaujR49a6hITEzVy5EgFBAQob968MpvNWrt2rdX593JycpKbm5vVCwAAAACQNezt7TV69GhNmzZNf/7552MZs3Pnzpo3b57leO7cuerUqdMDz7t27Zo+++wzlSxZUvny5bOqmzNnjtq1ayd3d3c1aNBAkZGRmR12mpA0yQSBgYHy8PDQ3LlzH7hbTvKjMMlMJpOSkpIk3ZnWdOjQIc2cOVMuLi7q1auXatasabUmyf3O37Ztm9q2bauGDRvq66+/1s8//6whQ4bo1q1blvbh4eH67bffFBISou+//15lypTRl19+KUn68MMPFRERoUGDBmnjxo2KjY1VcHCw1fkAAAAAgCdb8+bNVbFiRb3//vuPZbx27dppy5YtOnHihE6cOKGYmBi1a9fOZtuvv/5aZrNZZrNZrq6u+uqrr7RkyRLZ2f1feuL333/X9u3b1apVK0v/8+bNy5LdaUmaZIISJUpo48aNWrlypfr27ftQfbm4uKhx48aaOnWqNm3apG3btunXX39N07lbt25VsWLFNGTIEFWpUkW+vr46ceJEinalSpVS//799d133+mVV16xZARjYmLUtGlTtWvXThUqVFDx4sV1+PDhh7oeAAAAAMDjN27cOM2fP18HDhx45GN5eHgoJCREkZGRmjdvnkJCQpQ/f36bbWvXrq3Y2FjFxsZq586dCg4OVoMGDay+u86dO1fBwcGWPho2bKi4uDh9/33GFsh9GGw5nElKlSqljRs3KigoSA4ODjZXGn6QyMhIJSYm6rnnnlPOnDn12WefycXFRcWKFUvT+b6+vjp58qSio6P17LPPavXq1ZZZJJJ048YNvfPOO2rRooV8fHz0559/ateuXXr11Vct53/++efaunWr8uTJo0mTJuns2bMqU6ZMuq8FAAAAAJB1atasqeDgYA0ePNhqB5u0cHNzU1xcXIryy5cvy93d3eY5nTt3Vp8+fSTdWfMzNbly5VLJkiUtx59++qnc3d01e/ZsffDBB0pMTNT8+fN15swZOTj8X8oiMTFRc+fOVd26ddN1LQ+LpEkm8vPz0/fff6+goCDZ29un+/zcuXNr7Nixeuutt5SYmKiAgACtWrUqxbNdqWnSpIn69++vPn36KD4+XiEhIXrvvfcs2xrb29vrwoUL6tChg86ePav8+fPrlVde0fDhwyXdWUT2jz/+UHBwsHLmzKlu3bqpWbNmNn9YAAAAAABPtrFjx6pixYry8/NL13l+fn7avXt3ivI9e/ak2lf9+vV169YtmUwmBQcHp3ksk8kkOzs7y+4733zzja5evaqff/7Z6nv1vn371KlTJ12+fFm5c+dO1/U8DJImD2nTpk1Wx/7+/jp79mya2kp39stO1qxZMzVr1izVsY4fP56iLDY21up4/PjxGj9+vFVZWFiYJMnR0VGLFy9Otf+8efNaxQMAAAAAeHoFBASobdu2mjp1arrO69+/v1588UWNGjVKr7zyihITE7V48WJt27ZNM2fOtHmOvb295VGg+00iiI+P15kzZyRJly5d0vTp03Xt2jU1btxY0p0FYENCQiy7vCYrU6aM+vfvr0WLFql3797pup6HwZomAAAAAABkUyNGjLBsHpJW1atX15o1a7RmzRrVqFFDQUFB2rp1qzZs2KBy5cqlel5adlT99ttvVbBgQRUsWFDPPfecdu3apWXLlikoKEhnz57V6tWrLUtI3M3Ozk7NmzfXnDlz0nUtD8tkZMXys8i2rly5Ind3d62uVl25HJjIBADpVeuHzVkdAgAAmSL5u0FcXNwDv0g/SW7evKljx47Jx8dHzs7OWR0OHoH0vMfMNAEAAAAAALCBpAkAAAAAAIANJE0AAAAAAABsIGkCAAAAAABgA0kTAAAAAAAAG0iaAAAAAABwj/Ru04unR3o2EWZPWAAAAAAA/j9HR0fZ2dnp77//loeHhxwdHWUymbI6LGQSwzB0/vx5mUwm5ciR44HtSZoAAAAAAPD/2dnZycfHR6dPn9bff/+d1eHgETCZTCpSpIjs7e0f2JakCQAAAAAAd3F0dFTRokV1+/ZtJSYmZnU4yGQ5cuRIU8JEImmCR+SFb9fIzc0tq8MAAAAAgAxJfnwjLY9wIPtiIVgAAAAAAAAbSJoAAAAAAADYQNIEAAAAAADABpImAAAAAAAANpA0AQAAAAAAsIGkCQAAAAAAgA0kTQAAAAAAAGwgaQIAAAAAAGCDQ1YHgOzp1Njn5epsn9VhAMBDKTrs16wOAQAAAFmImSYAAAAAAAA2kDQBAAAAAACwgaQJAAAAAACADSRNAAAAAAAAbCBpAgAAAAAAYANJEwAAAAAAABtImgAAAAAAANhA0gQAAAAAAMAGkiYAAAAAAAA2kDQBAAAAAACwgaQJAAAAAACADSRNAAAAAAAAbCBpAgAAAAAAYMNTnTQJCgpSWFhYVochSdq0aZNMJpMuX76c1aEAAAAAAIBM8FQnTR6H0NBQNWvW7LGM9SQlgQAAAAAA+K8jaQIAAAAAAGDDU580SUpK0sCBA5U3b155enoqPDzcUjdp0iQFBAQoV65c8vLyUq9evXTt2jVLfXh4uCpWrGjV35QpU+Tt7W2pnz9/vlauXCmTySSTyaRNmzalKa7r16+rQYMGqlGjhi5fvqwLFy6oTZs2Kly4sHLmzKmAgAAtXrzY0j40NFSbN29WRESEZazjx48rMTFRXbp0kY+Pj1xcXOTn56eIiAirsZJnw0yYMEEFCxZUvnz51Lt3byUkJFjanD59WiEhIXJxcZGPj4+ioqLk7e2tKVOmpPl+AQAAAADwX+KQ1QE8rPnz5+utt97Sjh07tG3bNoWGhqpGjRp66aWXZGdnp6lTp8rHx0d//PGHevXqpYEDB2rmzJlp6nvAgAE6cOCArly5onnz5kmS8ubN+8DzLl++rJCQEJnNZq1bt045c+bUX3/9pcqVK2vQoEFyc3PT6tWr1b59e5UoUUJVq1ZVRESEDh8+rHLlymnEiBGSJA8PDyUlJalIkSJatmyZ8uXLp61bt6pbt24qWLCgWrZsaRlz48aNKliwoDZu3KgjR46oVatWqlixorp27SpJ6tChg/755x9t2rRJOXLk0FtvvaVz585ZxZ2R+xUfH6/4+HjL8ZUrV9J0bwEAAAAAeNI99UmT8uXL6/3335ck+fr6avr06dqwYYNeeuklq/VBvL299cEHH6hHjx5pTpqYzWa5uLgoPj5enp6eaTrnzJkzatWqlXx9fRUVFSVHR0dJUuHChTVgwABLu759+2rt2rVaunSpqlatKnd3dzk6OipnzpxWY9nb22v48OGWYx8fH23btk1Lly61SprkyZNH06dPl729vUqXLq2QkBBt2LBBXbt21cGDB7V+/Xrt2rVLVapUkSR9+umn8vX1tYo9I/drzJgxVvEBAAAAAJBdPPWP55QvX97quGDBgpYZFOvXr1fdunVVuHBhubq6qn379rpw4YKuX7/+UGM2aNBAZrNZZrNZZcuWtap76aWXVLJkSS1ZssSSMJGkxMREjRw5UgEBAcqbN6/MZrPWrl2rkydPPnC8GTNmqHLlyvLw8JDZbNYnn3yS4ryyZcvK3t7ecnz3fTh06JAcHBxUqVIlS33JkiWVJ08eqz4ycr8GDx6suLg4y+vUqVMPvB4AAAAAAJ4GT33SJEeOHFbHJpNJSUlJOn78uBo1aqTy5cvriy++0O7duzVjxgxJ0q1btyTdeRzFMAyr8+9eByQ1n376qWJjYxUbG6tvvvnGqi4kJEQ//PCD9u/fb1X+4YcfKiIiQoMGDdLGjRsVGxur4OBgSyypiY6O1oABA9SlSxd99913io2NVadOnVKcl9p9SKu03C9bnJyc5ObmZvUCAAAAACA7yPDjOZcvX9bOnTt17ty5FF/OO3To8NCBPazdu3crKSlJEydOlJ3dndzQ0qVLrdp4eHjozJkzMgxDJpNJkhQbG2vVxtHRUYmJiVZlhQsXTnXcsWPHymw2q27dutq0aZPKlCkjSYqJiVHTpk3Vrl07SXcWsD18+LClPrWxYmJiVL16dfXq1ctSdvTo0bTcAgs/Pz/dvn1bP//8sypXrixJOnLkiC5dumRpk5b7BQAAAADAf0mGkiarVq1S27Ztde3aNbm5uVkSDtKdGQ5PQtKkZMmSSkhI0LRp09S4cWPFxMToo48+smoTFBSk8+fPa/z48WrRooW+/fZbrVmzxmq2hLe3t9auXatDhw4pX758cnd3TzGr414TJkxQYmKi6tSpo02bNql06dLy9fXV559/rq1btypPnjyaNGmSzp49a5U08fb21o4dO3T8+HGZzWblzZtXvr6+WrBggdauXSsfHx8tXLhQu3btko+PT5rvRenSpVWvXj1169ZNs2bNUo4cOfT222/LxcXF8t6l5X4BAAAAAPBfkqHHc95++2117txZ165d0+XLl3Xp0iXL6+LFi5kdY4ZUqFBBkyZN0rhx41SuXDktWrRIY8aMsWrj7++vmTNnasaMGapQoYJ27txptVirJHXt2lV+fn6qUqWKPDw8FBMTk6bxJ0+erJYtW6pOnTo6fPiwhg4dqkqVKik4OFhBQUHy9PRUs2bNrM4ZMGCA7O3tVaZMGXl4eOjkyZPq3r27XnnlFbVq1UrPPfecLly4YDXrJK0WLFigAgUKqGbNmmrevLm6du0qV1dXOTs7p/l+AQAAAADwX2Iy7l3UIw1y5cqlX3/9VcWLF38UMeEx+PPPP+Xl5WVZ/DWzXLlyRe7u7to32F+uzvYPPgEAnmBFh/2a1SEAAPDUSv5uEBcXx9qHeGpl6PGc4OBg/fTTTyRNniLff/+9rl27poCAAJ0+fVoDBw6Ut7e3atasmdWhAQAAAADwRMpQ0iQkJETvvPOO9u/fr4CAgBRrfDRp0iRTgkPmSUhI0P/+9z/98ccfcnV1VfXq1bVo0aIHrs8CAAAAAMB/VYYez0neXcVmhyZTih1g8N/B4zkAshMezwEAION4PAfZQYZmmty7xTAAAAAAAEB2k6HdcwAAAAAAALK7DCdNNm/erMaNG6tkyZIqWbKkmjRpoh9//DEzYwMAAAAAAMgyGUqafPbZZ6pXr55y5sypfv36qV+/fnJxcVHdunUVFRWV2TECAAAAAAA8dhlaCNbf31/dunVT//79rconTZqk2bNn68CBA5kWIJ4uLAQLIDthIVgAADKOhWCRHWRopskff/yhxo0bpyhv0qSJjh079tBBAQAAAAAAZLUMJU28vLy0YcOGFOXr16+Xl5fXQwcFAAAAAACQ1TK05fDbb7+tfv36KTY2VtWrV5ckxcTEKDIyUhEREZkaIAAAAAAAQFbI0JomkvTll19q4sSJlvVL/P399c4776hp06aZGiCeLjy3CAAAAEDiuwGyhwwnTQBb+IsRAAAAgMR3A2QPGVrTBAAAAAAAILtL85omefPm1eHDh5U/f37lyZNHJpMp1bYXL17MlOAAAAAAAACySpqTJpMnT5arq6skacqUKY8qHgAAAAAAgCcCa5ogU/HcIgAAAACJ7wbIHjK05fCVK1dslptMJjk5OcnR0fGhggIAAAAAAMhqGUqa5M6d+75rmhQpUkShoaF6//33ZWfHWrMAAAAAAODpk6GkSWRkpIYMGaLQ0FBVrVpVkrRz507Nnz9fQ4cO1fnz5zVhwgQ5OTnpf//7X6YGDAAAAAAA8DhkaE2TunXrqnv37mrZsqVV+dKlS/Xxxx9rw4YNWrhwoUaNGqWDBw9mWrB48iU/tzi+d7RcnHJmdTgA/mP6TGyc1SEAAID/jzVNkB1k6NmZrVu3KjAwMEV5YGCgtm3bJkl64YUXdPLkyYeLDgAAAAAAIItkKGni5eWlOXPmpCifM2eOvLy8JEkXLlxQnjx5Hi46AAAAAACALJKhNU0mTJig1157TWvWrNGzzz4rSfrpp5908OBBff7555KkXbt2qVWrVpkXKQAAAAAAwGOUoaRJkyZNdPDgQX388cc6fPiwJKlBgwZasWKFvL29JUk9e/bMtCABAAAAAAAetwwlTSTJx8dHY8eOzcxYAAAAAAAAnhgZWtNEkn788Ue1a9dO1atX119//SVJWrhwobZs2ZJpwQEAAAAAAGSVDCVNvvjiCwUHB8vFxUV79uxRfHy8JCkuLk6jR4/O1AABAAAAAACyQoaSJh988IE++ugjzZ49Wzly5LCU16hRQ3v27Mm04AAAAAAAALJKhpImhw4dUs2aNVOUu7u76/Llyw8bEwAAAAAAQJbLUNLE09NTR44cSVG+ZcsWFS9e/KGDAgAAAAAAyGoZSpp07dpVb775pnbs2CGTyaS///5bixYt0ttvv81WwwAAAAAAIFvI0JbD7777rpKSklS3bl1dv35dNWvWlJOTk9555x298cYbmR0jAAAAAADAY5ehmSYmk0lDhgzRxYsXtW/fPm3fvl3nz5+Xu7u7fHx8MjtGAAAAAACAxy5dSZP4+HgNHjxYVapUUY0aNfTNN9+oTJky+u233+Tn56eIiAj1798/UwILCgpSWFhYpvT1sDZt2iSTyfTULnL7tMcPAAAAAEBWSFfSZNiwYZo1a5a8vb117Ngxvfbaa+rWrZsmT56siRMn6tixYxo0aNCjijXThYaGqlmzZlkdxiNXvXp1nT59Wu7u7qm2OX36tF5//XWVKlVKdnZ2T0zCCgAAAACArJKuNU2WLVumBQsWqEmTJtq3b5/Kly+v27dva+/evTKZTI8qRjwkR0dHeXp63rdNfHy8PDw8NHToUE2ePPkxRQYAAAAAwJMrXTNN/vzzT1WuXFmSVK5cOTk5Oal///6PLGGSlJSkgQMHKm/evPL09FR4eLilbtKkSQoICFCuXLnk5eWlXr166dq1a5b68PBwVaxY0aq/KVOmyNvb21I/f/58rVy5UiaTSSaTSZs2bUpzbF988YXKli0rJycneXt7a+LEiVb13t7e+uCDD9ShQweZzWYVK1ZMX331lc6fP6+mTZvKbDarfPny+umnnyznXLhwQW3atFHhwoWVM2dOBQQEaPHixVb9BgUFqW/fvgoLC1OePHlUoEABzZ49W//++686deokV1dXlSxZUmvWrLGck5bHc7y9vRUREaEOHTrcd0YKAAAAAAD/FelKmiQmJsrR0dFy7ODgILPZnOlBJZs/f75y5cqlHTt2aPz48RoxYoTWrVsnSbKzs9PUqVP122+/af78+fr+++81cODANPc9YMAAtWzZUvXr19fp06d1+vRpVa9ePU3n7t69Wy1btlTr1q3166+/Kjw8XO+9954iIyOt2k2ePFk1atTQzz//rJCQELVv314dOnRQu3bttGfPHpUoUUIdOnSQYRiSpJs3b6py5cpavXq19u3bp27duql9+/bauXNnivuSP39+7dy5U3379lXPnj312muvqXr16tqzZ49efvlltW/fXtevX0/z/cio+Ph4XblyxeoFAAAAAEB2kK7HcwzDUGhoqJycnCTd+ZLfo0cP5cqVy6rd8uXLMyW48uXL6/3335ck+fr6avr06dqwYYNeeuklqzU3kmd19OjRQzNnzkxT32azWS4uLoqPj3/goyv3mjRpkurWrav33ntPklSqVCnt379fH374oUJDQy3tGjZsqO7du0v6v/Vgnn32Wb322muSpEGDBqlatWo6e/asPD09VbhwYQ0YMMByft++fbV27VotXbpUVatWtZRXqFBBQ4cOlSQNHjxYY8eOVf78+dW1a1ersX755Rc9//zz6bq29BozZoyGDx/+SMcAAAAAACArpGumSceOHfXMM8/I3d1d7u7uateunQoVKmQ5Tn5llvLly1sdFyxYUOfOnZMkrV+/XnXr1lXhwoXl6uqq9u3b68KFCw89u6JBgwYym80ym80qW7aszTYHDhxQjRo1rMpq1Kih33//XYmJiTbjL1CggCQpICAgRVnyNSUmJmrkyJEKCAhQ3rx5ZTabtXbtWp08edJqrLv7tbe3V758+e7b772Sr89sNqtHjx6p3Im0GTx4sOLi4iyvU6dOPVR/AAAAAAA8KdI102TevHmPKg6bcuTIYXVsMpmUlJSk48ePq1GjRurZs6dGjRqlvHnzasuWLerSpYtu3bqlnDlzys7OzvLYS7KEhIQHjvnpp5/qxo0bNsd/mPiT132xVZaUlCRJ+vDDDxUREaEpU6ZY1msJCwvTrVu3Uu03uZ/79Xuv2NhYy5/d3NzSe1lWnJycLDOPAAAAAADITtKVNHlS7N69W0lJSZo4caLs7O5Mllm6dKlVGw8PD505c0aGYViSCHcnC6Q7u8rcPTNEkgoXLvzA8f39/RUTE2NVFhMTo1KlSsne3j69l2PVR9OmTdWuXTtJd5Iehw8fVpkyZTLcpy0lS5bM1P4AAAAAAMiO0vV4zpOiZMmSSkhI0LRp0/THH39o4cKF+uijj6zaBAUF6fz58xo/fryOHj2qGTNmWO0oI91ZC+WXX37RoUOH9M8//6RpJookvf3229qwYYNGjhypw4cPa/78+Zo+fbrVeiQZ4evrq3Xr1mnr1q06cOCAunfvrrNnzz5Un+kRGxur2NhYXbt2TefPn1dsbKz279//2MYHAAAAAOBJ8lQmTSpUqKBJkyZp3LhxKleunBYtWqQxY8ZYtfH399fMmTM1Y8YMVahQQTt37kyR1Ojatav8/PxUpUoVeXh4pJg9kppKlSpp6dKlio6OVrly5TRs2DCNGDHCahHYjBg6dKgqVaqk4OBgBQUFydPTU82aNXuoPtMjMDBQgYGB2r17t6KiohQYGKiGDRs+tvEBAAAAAHiSmIx7F/4AHsKVK1fk7u6u8b2j5eKUM6vDAfAf02di46wOAQAA/H/J3w3i4uIeei1FIKs8lTNNAAAAAAAAHjWSJgAAAAAAADaQNAEAAAAAALCBpAkAAAAAAIANJE0AAAAAAABsIGkCAAAAAABgA0kTAAAAAAAAG0iaAAAAAAAA2EDSBAAAAAAAwAaSJgAAAAAAADaQNAEAAAAAALDBIasDQPbUfXQDubm5ZXUYAAAAAABkGDNNAAAAAAAAbCBpAgAAAAAAYANJEwAAAAAAABtImgAAAAAAANhA0gQAAAAAAMAGkiYAAAAAAAA2kDQBAAAAAACwgaQJAAAAAACADSRNAAAAAAAAbHDI6gCQPX3Ytb2cc+TI6jAA/IcM+ezzrA4BAAAA2QwzTQAAAAAAAGwgaQIAAAAAAGADSRMAAAAAAAAbSJoAAAAAAADYQNIEAAAAAADABpImAAAAAAAANpA0AQAAAAAAsIGkCQAAAAAAgA0kTQAAAAAAAGwgaQIAAAAAAGADSRMAAAAAAAAbSJoAAAAAAADYkOVJk6CgIIWFhWXJ2OHh4apYseIj6XvTpk0ymUy6fPnyI+k/vUwmk1asWJHVYQAAAAAA8NTI8qRJVhowYIA2bNjwSPquXr26Tp8+LXd390zr8/jx4zKZTIqNjc20Pu/Wr18/Va5cWU5OTo8smQQAAAAAwNPiP500MZvNypcvX6b3m5CQIEdHR3l6espkMmV6/49S586d1apVq6wOAwAAAACALPfEJU1Wr14td3d3LVq0SAsXLlSVKlXk6uoqT09Pvf766zp37pyl7aVLl9S2bVt5eHjIxcVFvr6+mjdvnqV+0KBBKlWqlHLmzKnixYvrvffeU0JCgqU+rY/nzJo1SyVKlJCjo6P8/Py0cOFCq3qTyaRZs2apSZMmypUrl0aNGmXz8ZwtW7boxRdflIuLi7y8vNSvXz/9+++/lnpvb2+NHj1anTt3lqurq4oWLapPPvnEUu/j4yNJCgwMlMlkUlBQkCRp165deumll5Q/f365u7urVq1a2rNnT5ru992mTp2q3r17q3jx4uk+FwAAAACA7OaJSppERUWpTZs2WrRokdq2bauEhASNHDlSe/fu1YoVK3T8+HGFhoZa2r/33nvav3+/1qxZowMHDmjWrFnKnz+/pd7V1VWRkZHav3+/IiIiNHv2bE2ePDldMX355Zd688039fbbb2vfvn3q3r27OnXqpI0bN1q1Cw8PV/PmzfXrr7+qc+fOKfo5evSo6tevr1dffVW//PKLlixZoi1btqhPnz5W7SZOnKgqVaro559/Vq9evdSzZ08dOnRIkrRz505J0vr163X69GktX75cknT16lV17NhRW7Zs0fbt2+Xr66uGDRvq6tWr6brWjIiPj9eVK1esXgAAAAAAZAcOWR1AshkzZmjIkCFatWqVatWqJUlWyYfixYtr6tSpevbZZ3Xt2jWZzWadPHlSgYGBqlKliqQ7MzXuNnToUMufvb29NWDAAEVHR2vgwIFpjmvChAkKDQ1Vr169JElvvfWWtm/frgkTJqh27dqWdq+//ro6depkOf7jjz+s+hkzZozatm1rWfTW19dXU6dOVa1atTRr1iw5OztLkho2bGgZa9CgQZo8ebI2btwoPz8/eXh4SJLy5csnT09PS9916tSxGuuTTz5R7ty5tXnzZjVq1CjN15oRY8aM0fDhwx/pGAAAAAAAZIUnYqbJ559/rv79+2vdunWWhIkk7d69W40bN1bRokXl6upqqTt58qQkqWfPnoqOjlbFihU1cOBAbd261arfJUuWqEaNGvL09JTZbNbQoUMt597rxx9/lNlstrwWLVokSTpw4IBq1Khh1bZGjRo6cOCAVVly4iY1e/fuVWRkpNUYwcHBSkpK0rFjxyztypcvb/mzyWSSp6en1SNJtpw9e1Zdu3aVr6+v3N3d5ebmpmvXrqV6rQ0aNLDEULZs2fv2/SCDBw9WXFyc5XXq1KmH6g8AAAAAgCfFEzHTJDAwUHv27NHcuXNVpUoVmUwm/fvvvwoODlZwcLAWLVokDw8PnTx5UsHBwbp165akO1/+T5w4oW+++Ubr1q1T3bp11bt3b02YMEHbtm1T27ZtNXz4cAUHB8vd3V3R0dGaOHGizRiqVKlitStNgQIF0nUNuXLlum/9tWvX1L17d/Xr1y9FXdGiRS1/zpEjh1WdyWRSUlLSffvu2LGjLly4oIiICBUrVkxOTk6qVq2a5T7d69NPP9WNGzdsjpdeTk5OcnJyeqg+AAAAAAB4Ej0RSZMSJUpo4sSJCgoKkr29vaZPn66DBw/qwoULGjt2rLy8vCRJP/30U4pzPTw81LFjR3Xs2FEvvvii3nnnHU2YMEFbt25VsWLFNGTIEEvbEydOpBqDi4uLSpYsmaLc399fMTEx6tixo6UsJiZGZcqUSdc1VqpUSfv377c5Rlo5OjpKkhITE63KY2JiNHPmTDVs2FCSdOrUKf3zzz+p9lO4cOEMxwAAAAAAwH/FE5E0kaRSpUpp48aNCgoKkoODg4YMGSJHR0dNmzZNPXr00L59+zRy5Eirc4YNG6bKlSurbNmyio+P19dffy1/f39Jd9YMOXnypKKjo/Xss89q9erV+vLLL9Md1zvvvKOWLVsqMDBQ9erV06pVq7R8+XKtX78+Xf0MGjRIzz//vPr06aM33nhDuXLl0v79+7Vu3TpNnz49TX0888wzcnFx0bfffqsiRYrI2dlZ7u7u8vX1tew0dOXKFb3zzjtycXFJ97UeOXJE165d05kzZ3Tjxg3LzJsyZcpYEjYAAAAAAPxXPBFrmiTz8/PT999/r8WLF2vs2LGKjIzUsmXLVKZMGY0dO1YTJkywau/o6KjBgwerfPnyqlmzpuzt7RUdHS1JatKkifr3768+ffqoYsWK2rp1q9577710x9SsWTNFRERowoQJKlu2rD7++GPNmzfPst1vWpUvX16bN2/W4cOH9eKLLyowMFDDhg1ToUKF0tyHg4ODpk6dqo8//liFChVS06ZNJUlz5szRpUuXVKlSJbVv3179+vXTM888k674JOmNN95QYGCgPv74Yx0+fFiBgYEKDAzU33//ne6+AAAAAAB42pkMwzCyOghkH1euXJG7u7uGtmwi54dcLwUA0mPIZ59ndQgAAOAuyd8N4uLi5ObmltXhABnyRM00AQAAAAAAeFKQNAEAAAAAALCBpAkAAAAAAIANJE0AAAAAAABsIGkCAAAAAABgA0kTAAAAAAAAG0iaAAAAAAAA2EDSBAAAAAAAwAaSJgAAAAAAADaQNAEAAAAAALCBpAkAAAAAAIANJE0AAAAAAABsMBmGYWR1EMg+rly5Ind3d8XFxcnNzS2rwwEAAACQRfhugOyAmSYAAAAAAAA2kDQBAAAAAACwgaQJAAAAAACADSRNAAAAAAAAbCBpAgAAAAAAYANJEwAAAAAAABtImgAAAAAAANhA0gQAAAAAAMAGh6wOANnToQ83y+ycK6vDAPAf4D+kTlaHAAAAgGyKmSYAAAAAAAA2kDQBAAAAAACwgaQJAAAAAACADSRNAAAAAAAAbCBpAgAAAAAAYANJEwAAAAAAABtImgAAAAAAANhA0gQAAAAAAMAGkiYAAAAAAAA2kDQBAAAAAACwgaQJAAAAAACADSRNAAAAAAAAbHgikyZBQUEKCwvLkrHDw8NVsWLFLBn7UTKZTFqxYkVWhwEAAAAAwFPjiUyaZKUBAwZow4YNWR2GvL29NWXKlMc6Zr9+/VS5cmU5OTlly8QRAAAAAADpQdLkHmazWfny5cvqMNIkMTFRSUlJmdpn586d1apVq0ztEwAAAACAp9FTkTRZvXq13N3dtWjRIi1cuFBVqlSRq6urPD099frrr+vcuXOWtpcuXVLbtm3l4eEhFxcX+fr6at68eZb6QYMGqVSpUsqZM6eKFy+u9957TwkJCZb6tDyek5SUpPHjx6tkyZJycnJS0aJFNWrUKEv9qVOn1LJlS+XOnVt58+ZV06ZNdfz4cUt9aGiomjVrpgkTJqhgwYLKly+fevfubYkjKChIJ06cUP/+/WUymWQymSRJkZGRyp07t7766iuVKVNGTk5OOnnypHbt2qWXXnpJ+fPnl7u7u2rVqqU9e/ak+z5PnTpVvXv3VvHixdN9LgAAAAAA2c0TnzSJiopSmzZttGjRIrVt21YJCQkaOXKk9u7dqxUrVuj48eMKDQ21tH/vvfe0f/9+rVmzRgcOHNCsWbOUP39+S72rq6siIyO1f/9+RUREaPbs2Zo8eXK6Yho8eLDGjh1rGSsqKkoFChSQJCUkJCg4OFiurq768ccfFRMTI7PZrPr16+vWrVuWPjZu3KijR49q48aNmj9/viIjIxUZGSlJWr58uYoUKaIRI0bo9OnTOn36tOW869eva9y4cfr000/122+/6ZlnntHVq1fVsWNHbdmyRdu3b5evr68aNmyoq1evZuCOp098fLyuXLli9QIAAAAAIDtwyOoA7mfGjBkaMmSIVq1apVq1akm68/hIsuLFi2vq1Kl69tlnde3aNZnNZp08eVKBgYGqUqWKpDtrg9xt6NChlj97e3trwIABio6O1sCBA9MU09WrVxUREaHp06erY8eOkqQSJUrohRdekCQtWbJESUlJ+vTTTy0zRObNm6fcuXNr06ZNevnllyVJefLk0fTp02Vvb6/SpUsrJCREGzZsUNf/1969R1VV5/8ffx3RgyAcjiZCNuAtJC+hKNZiHBVTO2qR2aw1jfEtmrLJBjIstfyZpuNMshSdpaZmV8ohcczQvpbOMCh4DRU9aomMN8SZ8TKpyOXrhWD//nC5Vye3jpR6AJ+Ptc5a5+zPZ3/2+8P6LFy8/Ox9nntOLVq0kI+Pj7mb5vuqqqq0YMECdevWzTz2wAMPePR555135HQ6lZeXp4cffvi65vVjTZ8+XVOnTr2p1wAAAAAAwBvq7E6TTz/9VGPGjFF2drYZmEhSQUGB4uPjFR4ersDAQLOtpKREkvTCCy8oMzNT3bt31/jx47V582aPcZcuXarevXsrNDRUAQEBev31181zf2jDhg0KCAgwXxkZGSosLNSFCxc0YMAAy3N27dqlAwcOKDAw0DyvRYsWOn/+vA4ePGj269Kli3x8fMzPd955p8dtRldjt9sVFRXlcezEiRN67rnnFBERoaCgIDkcDlVUVFx1XkOGDDFr69Kly3+95rVMmDBBZ8+eNV9Hjx79SeMBAAAAAFBX1NmdJtHR0dqxY4c++OADxcTEyGazqbKyUi6XSy6XSxkZGQoODlZJSYlcLpd568uQIUN05MgRffnll8rOztaAAQOUlJSktLQ0bdmyRQkJCZo6dapcLpeCgoKUmZmpWbNmWdYQExMjt9ttfg4JCfF4NomViooK9ezZUxkZGVe0BQcHm++bNGni0Waz2a7roa5+fn7mDpbLEhMTderUKc2ZM0dt2rSRr6+vYmNjPW4H+r733ntP586ds6yjtnx9feXr6/uTxgAAAAAAoC6qs6FJhw4dNGvWLMXFxcnHx0dvvfWW9u3bp1OnTik1NVVhYWGSpO3bt19xbnBwsBITE5WYmKg+ffpo3LhxSktL0+bNm9WmTRtNnDjR7HvkyJGr1uDn56e7777b41hERIT8/PyUk5OjkSNHXnFOjx49tHTpUrVq1UoOh+PHTl92u13V1dXX1XfTpk1asGCBhg4dKunSg2i//fbbq/a/6667fnRdAAAAAADcLurs7TmS1LFjR61bt07Lly9XSkqKwsPDZbfbNW/ePB06dEiff/65pk2b5nHO5MmTtXLlSh04cEDffPONVq1apU6dOkm6FHiUlJQoMzNTBw8e1Ny5c5WVlVWrmpo2bapXX31V48eP18cff6yDBw/qq6++0vvvvy9JSkhIUMuWLTVs2DBt2LBBhw8fVm5urkaPHq1//vOf132dtm3bav369frXv/51zQDk8rwWL16swsJC5efnKyEhQX5+frWalyQdOHBAbrdbx48f17lz5+R2u+V2u6+6YwUAAAAAgIasTocmkhQZGam1a9dqyZIlSk1NVXp6upYtW6bOnTsrNTVVaWlpHv3tdrsmTJigqKgo9e3bVz4+PsrMzJQkPfLIIxozZoySk5PVvXt3bd68WZMmTap1TZMmTdIrr7yiyZMnq1OnTnr88cfN55H4+/tr/fr1Cg8P12OPPaZOnTrp2Wef1fnz52u18+T3v/+9iouL1aFDB4/beqy8//77OnPmjHr06KEnn3xSo0ePVqtWrWo9r5EjRyo6OlqLFi3SP/7xD0VHRys6Olr//ve/az0WAAAAAAD1nc0wDMPbRaDhKCsrU1BQkLa+/rkCmjbzdjkAbgOdJj7w3zsBAIBb7vLfBmfPnv1Jjy4AvKnO7zQBAAAAAADwBkITAAAAAAAAC4QmAAAAAAAAFghNAAAAAAAALBCaAAAAAAAAWCA0AQAAAAAAsEBoAgAAAAAAYIHQBAAAAAAAwAKhCQAAAAAAgAVCEwAAAAAAAAuEJgAAAAAAABYITQAAAAAAACw09nYBaJgix/WTw+HwdhkAAAAAAPxo7DQBAAAAAACwQGgCAAAAAABggdAEAAAAAADAAqEJAAAAAACABUITAAAAAAAAC4QmAAAAAAAAFghNAAAAAAAALBCaAAAAAAAAWGjs7QLQMPV9fYl8fP28XQaAeqRg5lPeLgEAAADwwE4TAAAAAAAAC4QmAAAAAAAAFghNAAAAAAAALBCaAAAAAAAAWCA0AQAAAAAAsEBoAgAAAAAAYIHQBAAAAAAAwAKhCQAAAAAAgAVCEwAAAAAAAAuEJgAAAAAAABYITQAAAAAAACwQmgAAAAAAAFggNAEAAAAAALBQJ0OTuLg4paSkeOXaU6ZMUffu3W/K2Lm5ubLZbCotLb0p49eWzWbTihUrvF0GAAAAAAB1Up0MTbxp7NixysnJuSlj//znP9exY8cUFBR0w8YsLi6WzWaT2+2+YWMCAAAAAACpsbcLqGsCAgIUEBBww8etqqqS3W5XaGjoDR8bAAAAAADcePVip8kXX3yhoKAgZWRkaPHixYqJiVFgYKBCQ0P1xBNP6OTJk2bfM2fOKCEhQcHBwfLz81NERIQ+/PBDs/3VV19Vx44d5e/vr/bt22vSpEmqqqoy26/39pyFCxeqQ4cOstvtioyM1OLFiz3abTabFi5cqEceeUTNmjXTH//4R8vbczZu3Kg+ffrIz89PYWFhGj16tCorK832tm3b6s0339QzzzyjwMBAhYeH65133jHb27VrJ0mKjo6WzWZTXFycJGnbtm0aNGiQWrZsqaCgIPXr1087duy45pyOHj2qX/3qV3I6nWrRooWGDRum4uLia55z4cIFlZWVebwAAAAAAGgI6nxo8sknn2jEiBHKyMhQQkKCqqqqNG3aNO3atUsrVqxQcXGxnn76abP/pEmTtHfvXq1evVqFhYVauHChWrZsabYHBgYqPT1de/fu1Zw5c/Tuu+/qT3/6U61qysrK0ksvvaRXXnlFX3/9tZ5//nn95je/0bp16zz6TZkyRcOHD9eePXv0zDPPXDHOwYMHNXjwYP3yl7/U7t27tXTpUm3cuFHJycke/WbNmqWYmBjt3LlTv/vd7/TCCy+oqKhIkrR161ZJ0t///ncdO3ZMn332mSSpvLxciYmJ2rhxo7766itFRERo6NChKi8vt5xTVVWVXC6XAgMDtWHDBm3atEkBAQEaPHiwLl68eNWfxfTp0xUUFGS+wsLCrv8HCQAAAABAHWYzDMPwdhE/FBcXp+7duysiIkITJ07UypUr1a9fP8u+27dvV69evVReXq6AgAA98sgjatmypT744IPrulZaWpoyMzO1fft2SZeCjhUrVlzzGSG9e/dWly5dPHZ8/OpXv1JlZaW++OILSZd2mqSkpHgEMrm5uerfv7/OnDkjp9OpkSNHysfHR4sWLTL7bNy4Uf369VNlZaWaNm2qtm3bqk+fPuZOFsMwFBoaqqlTp2rUqFEqLi5Wu3bttHPnzmvukKmpqZHT6dQnn3yihx9+2KwxKytLjz76qP785z/rD3/4gwoLC2Wz2SRJFy9elNPp1IoVK/Tggw9ajnvhwgVduHDB/FxWVqawsDB1e/Ft+fj6XbUeAPihgplPebsEAABwA5WVlSkoKEhnz56Vw+HwdjnAj1Jnd5p8+umnGjNmjLKzsz0Ck4KCAsXHxys8PFyBgYFmW0lJiSTphRdeUGZmprp3767x48dr8+bNHuMuXbpUvXv3VmhoqAICAvT666+b5/7Qhg0bzGecBAQEKCMjQ5JUWFio3r17e/Tt3bu3CgsLPY7FxMRcc467du1Senq6xzVcLpdqamp0+PBhs19UVJT53mazKTQ01OOWJCsnTpzQc889p4iICAUFBcnhcKiiouKqc921a5cOHDigwMBAs5YWLVro/PnzOnjw4FWv4+vrK4fD4fECAAAAAKAhqLMPgo2OjtaOHTv0wQcfKCYmRjabTZWVlXK5XHK5XMrIyFBwcLBKSkrkcrnMW0iGDBmiI0eO6Msvv1R2drYGDBigpKQkpaWlacuWLUpISNDUqVPlcrkUFBSkzMxMzZo1y7KGmJgYjx0nISEhtZpDs2bNrtleUVGh559/XqNHj76iLTw83HzfpEkTjzabzaaampprjp2YmKhTp05pzpw5atOmjXx9fRUbG3vVW20qKirUs2dPMxj6vuDg4GteCwAAAACAhqjOhiYdOnTQrFmzFBcXJx8fH7311lvat2+fTp06pdTUVPPZGZdvq/m+4OBgJSYmKjExUX369NG4ceOUlpamzZs3q02bNpo4caLZ98iRI1etwc/PT3ffffcVxzt16qRNmzYpMTHRPLZp0yZ17ty5VnPs0aOH9u7da3mN62W32yVJ1dXVHsc3bdqkBQsWaOjQoZIuPeT122+/vWYtS5cuVatWrdgtAgAAAACA6vDtOZLUsWNHrVu3TsuXL1dKSorCw8Nlt9s1b948HTp0SJ9//rmmTZvmcc7kyZO1cuVKHThwQN98841WrVqlTp06SZIiIiJUUlKizMxMHTx4UHPnzlVWVlat6xo3bpzS09O1cOFC7d+/X7Nnz9Znn32msWPH1mqcV199VZs3b1ZycrLcbrf279+vlStXXvEg2Gtp1aqV/Pz8tGbNGp04cUJnz56VdGmuixcvVmFhofLz85WQkCA/v6s/YyQhIUEtW7bUsGHDtGHDBh0+fFi5ubkaPXq0/vnPf9ZqXgAAAAAANAR1OjSRpMjISK1du1ZLlixRamqq0tPTtWzZMnXu3FmpqalKS0vz6G+32zVhwgRFRUWpb9++8vHxUWZmpiTpkUce0ZgxY5ScnKzu3btr8+bNmjRpUq1revTRRzVnzhylpaWpS5cuWrRokT788EPz636vV1RUlPLy8vSPf/xDffr0UXR0tCZPnqzWrVtf9xiNGzfW3LlztWjRIrVu3VrDhg2TJL3//vs6c+aMevTooSeffFKjR49Wq1atrjqOv7+/1q9fr/DwcD322GPq1KmTnn32WZ0/f56dJwAAAACA21Kd/PYc1F+Xn5DNt+cAqC2+PQcAgIaFb89BQ1Dnd5oAAAAAAAB4A6EJAAAAAACABUITAAAAAAAAC4QmAAAAAAAAFghNAAAAAAAALBCaAAAAAAAAWCA0AQAAAAAAsEBoAgAAAAAAYIHQBAAAAAAAwAKhCQAAAAAAgAVCEwAAAAAAAAuNvV0AGqb1fxghh8Ph7TIAAAAAAPjR2GkCAAAAAABggdAEAAAAAADAAqEJAAAAAACABUITAAAAAAAAC4QmAAAAAAAAFghNAAAAAAAALBCaAAAAAAAAWCA0AQAAAAAAsNDY2wWgYVr0/1bLz9ff22UAqEOSZ8V7uwQAAACgVthpAgAAAAAAYIHQBAAAAAAAwAKhCQAAAAAAgAVCEwAAAAAAAAuEJgAAAAAAABYITQAAAAAAACwQmgAAAAAAAFggNAEAAAAAALBAaAIAAAAAAGCB0AQAAAAAAMACoQkAAAAAAIAFQhMAAAAAAAALhCYAAAAAAAAWCE1usLi4OKWkpHi7DAAAAAAA8BMRmtQhubm5stlsKi0t9XYpAAAAAADc9ghNAAAAAAAALBCa3GRffPGFgoKClJGRocWLFysmJkaBgYEKDQ3VE088oZMnT0qSiouL1b9/f0lS8+bNZbPZ9PTTT0uS1qxZo1/84hdyOp2644479PDDD+vgwYPmNYqLi2Wz2fTZZ5+pf//+8vf3V7du3bRlyxaPWt59912FhYXJ399fw4cP1+zZs+V0Os32gwcPatiwYQoJCVFAQIB69eqlv//97zf3BwQAAAAAQB1FaHITffLJJxoxYoQyMjKUkJCgqqoqTZs2Tbt27dKKFStUXFxsBiNhYWFavny5JKmoqEjHjh3TnDlzJEmVlZV6+eWXtX37duXk5KhRo0YaPny4ampqPK43ceJEjR07Vm63Wx07dtSIESP03XffSZI2bdqkUaNG6aWXXpLb7dagQYP0xz/+0eP8iooKDR06VDk5Odq5c6cGDx6s+Ph4lZSUXHWOFy5cUFlZmccLAAAAAICGwGYYhuHtIhqSuLg4de/eXREREZo4caJWrlypfv36Wfbdvn27evXqpfLycgUEBCg3N1f9+/fXmTNnPHaA/NC3336r4OBg7dmzR127dlVxcbHatWun9957T88++6wkae/everSpYsKCwt1zz336Ne//rUqKiq0atUqc5z/+Z//0apVq675DJWuXbtq1KhRSk5OtmyfMmWKpk6desXxGUmZ8vP1v+q4AG4/ybPivV0CAAC4hcrKyhQUFKSzZ8/K4XB4uxzgR2GnyU3w6aefasyYMcrOzvYITAoKChQfH6/w8HAFBgaabdfaySFJ+/fv14gRI9S+fXs5HA61bdvW8ryoqCjz/Z133ilJ5u0/RUVFuu+++zz6//BzRUWFxo4dq06dOsnpdCogIECFhYXXrG/ChAk6e/as+Tp69Og15wIAAAAAQH1BaHITREdHKzg4WB988IEub+SprKyUy+WSw+FQRkaGtm3bpqysLEnSxYsXrzlefHy8Tp8+rXfffVf5+fnKz8+3PK9Jkybme5vNJklX3MJzLWPHjlVWVpbefPNNbdiwQW63W/fee+816/P19ZXD4fB4AQAAAADQEDT2dgENUYcOHTRr1izFxcXJx8dHb731lvbt26dTp04pNTVVYWFhki7dnvN9drtdklRdXW0eO3XqlIqKivTuu++qT58+kqSNGzfWuqbIyEht27bN49gPP2/atElPP/20hg8fLunSzpPi4uJaXwsAAAAAgIaAnSY3SceOHbVu3TotX75cKSkpCg8Pl91u17x583To0CF9/vnnmjZtmsc5bdq0kc1m06pVq/Sf//xHFRUVat68ue644w698847OnDggNauXauXX3651vW8+OKL+vLLLzV79mzt379fixYt0urVq80dKZIUERGhzz77TG63W7t27dITTzxRq50qAAAAAAA0JIQmN1FkZKTWrl2rJUuWKDU1Venp6Vq2bJk6d+6s1NRUpaWlefS/6667NHXqVL322msKCQlRcnKyGjVqpMzMTBUUFKhr164aM2aMZs6cWetaevfurbfffluzZ89Wt27dtGbNGo0ZM0ZNmzY1+8yePVvNmzfXz3/+c8XHx8vlcqlHjx4/+ecAAAAAAEB9xLfn3Maee+457du3Txs2bLhhY15+QjbfngPgh/j2HAAAbi98ew4aAp5pchtJS0vToEGD1KxZM61evVofffSRFixY4O2yAAAAAACokwhNbiNbt27VjBkzVF5ervbt22vu3LkaOXKkt8sCAAAAAKBOIjS5jfzlL3/xdgkAAAAAANQbPAgWAAAAAADAAqEJAAAAAACABUITAAAAAAAAC4QmAAAAAAAAFghNAAAAAAAALBCaAAAAAAAAWCA0AQAAAAAAsEBoAgAAAAAAYKGxtwtAw/T8m0PkcDi8XQYAAAAAAD8aO00AAAAAAAAsEJoAAAAAAABYIDQBAAAAAACwwDNNcEMZhiFJKisr83IlAAAAALzp8t8El/9GAOojQhPcUKdOnZIkhYWFebkSAAAAAHVBeXm5goKCvF0G8KMQmuCGatGihSSppKSEX4zwqrKyMoWFheno0aN8kxO8jvWIuoK1iLqE9djwGYah8vJytW7d2tulAD8aoQluqEaNLj0mJygoiH/8UCc4HA7WIuoM1iPqCtYi6hLWY8PGf6SivuNBsAAAAAAAABYITQAAAAAAACwQmuCG8vX11RtvvCFfX19vl4LbHGsRdQnrEXUFaxF1CesRQH1gM/j+JwAAAAAAgCuw0wQAAAAAAMACoQkAAAAAAIAFQhMAAAAAAAALhCYAAAAAAAAWCE1wQ82fP19t27ZV06ZNdf/992vr1q3eLgn12Pr16xUfH6/WrVvLZrNpxYoVHu2GYWjy5Mm688475efnp4EDB2r//v0efU6fPq2EhAQ5HA45nU49++yzqqio8Oize/du9enTR02bNlVYWJhmzJhxs6eGemb69Onq1auXAgMD1apVKz366KMqKiry6HP+/HklJSXpjjvuUEBAgH75y1/qxIkTHn1KSkr00EMPyd/fX61atdK4ceP03XffefTJzc1Vjx495Ovrq7vvvlvp6ek3e3qoZxYuXKioqCg5HA45HA7FxsZq9erVZjtrEd6Smpoqm82mlJQU8xjrEUB9R2iCG2bp0qV6+eWX9cYbb2jHjh3q1q2bXC6XTp486e3SUE9VVlaqW7dumj9/vmX7jBkzNHfuXL399tvKz89Xs2bN5HK5dP78ebNPQkKCvvnmG2VnZ2vVqlVav369fvvb35rtZWVlevDBB9WmTRsVFBRo5syZmjJlit55552bPj/UH3l5eUpKStJXX32l7OxsVVVV6cEHH1RlZaXZZ8yYMfrf//1fLVu2THl5efr3v/+txx57zGyvrq7WQw89pIsXL2rz5s366KOPlJ6ersmTJ5t9Dh8+rIceekj9+/eX2+1WSkqKRo4cqb/+9a+3dL6o2372s58pNTVVBQUF2r59ux544AENGzZM33zzjSTWIrxj27ZtWrRokaKiojyOsx4B1HsGcIPcd999RlJSkvm5urraaN26tTF9+nQvVoWGQpKRlZVlfq6pqTFCQ0ONmTNnmsdKS0sNX19fY8mSJYZhGMbevXsNSca2bdvMPqtXrzZsNpvxr3/9yzAMw1iwYIHRvHlz48KFC2afV1991YiMjLzJM0J9dvLkSUOSkZeXZxjGpbXXpEkTY9myZWafwsJCQ5KxZcsWwzAM48svvzQaNWpkHD9+3OyzcOFCw+FwmOtv/PjxRpcuXTyu9fjjjxsul+tmTwn1XPPmzY333nuPtQivKC8vNyIiIozs7GyjX79+xksvvWQYBr8bATQM7DTBDXHx4kUVFBRo4MCB5rFGjRpp4MCB2rJlixcrQ0N1+PBhHT9+3GPNBQUF6f777zfX3JYtW+R0OhUTE2P2GThwoBo1aqT8/HyzT9++fWW3280+LpdLRUVFOnPmzC2aDeqbs2fPSpJatGghSSooKFBVVZXHerznnnsUHh7usR7vvfdehYSEmH1cLpfKysrMHQJbtmzxGONyH36P4mqqq6uVmZmpyspKxcbGshbhFUlJSXrooYeuWDOsRwANQWNvF4CG4dtvv1V1dbXHP3iSFBISon379nmpKjRkx48flyTLNXe57fjx42rVqpVHe+PGjdWiRQuPPu3atbtijMttzZs3vyn1o/6qqalRSkqKevfura5du0q6tFbsdrucTqdH3x+uR6v1erntWn3Kysp07tw5+fn53YwpoR7as2ePYmNjdf78eQUEBCgrK0udO3eW2+1mLeKWyszM1I4dO7Rt27Yr2vjdCKAhIDQBAKAWkpKS9PXXX2vjxo3eLgW3scjISLndbp09e1affvqpEhMTlZeX5+2ycJs5evSoXnrpJWVnZ6tp06beLgcAbgpuz8EN0bJlS/n4+FzxNPQTJ04oNDTUS1WhIbu8rq615kJDQ694EPF3332n06dPe/SxGuP71wAuS05O1qpVq7Ru3Tr97Gc/M4+Hhobq4sWLKi0t9ej/w/X439ba1fo4HA7+JxUe7Ha77r77bvXs2VPTp09Xt27dNGfOHNYibqmCggKdPHlSPXr0UOPGjdW4cWPl5eVp7ty5aty4sUJCQliPAOo9QhPcEHa7XT179lROTo55rKamRjk5OYqNjfViZWio2rVrp9DQUI81V1ZWpvz8fHPNxcbGqrS0VAUFBWaftWvXqqamRvfff7/ZZ/369aqqqjL7ZGdnKzIykltzYDIMQ8nJycrKytLatWuvuKWrZ8+eatKkicd6LCoqUklJicd63LNnj0eQl52dLYfDoc6dO5t9vj/G5T78HsV/U1NTowsXLrAWcUsNGDBAe/bskdvtNl8xMTFKSEgw37MeAdR73n4SLRqOzMxMw9fX10hPTzf27t1r/Pa3vzWcTqfH09CB2igvLzd27txp7Ny505BkzJ4929i5c6dx5MgRwzAMIzU11XA6ncbKlSuN3bt3G8OGDTPatWtnnDt3zhxj8ODBRnR0tJGfn29s3LjRiIiIMEaMGGG2l5aWGiEhIcaTTz5pfP3110ZmZqbh7+9vLFq06JbPF3XXCy+8YAQFBRm5ubnGsWPHzNf//d//mX1GjRplhIeHG2vXrjW2b99uxMbGGrGxsWb7d999Z3Tt2tV48MEHDbfbbaxZs8YIDg42JkyYYPY5dOiQ4e/vb4wbN84oLCw05s+fb/j4+Bhr1qy5pfNF3fbaa68ZeXl5xuHDh43du3cbr732mmGz2Yy//e1vhmGwFuFd3//2HMNgPQKo/whNcEPNmzfPCA8PN+x2u3HfffcZX331lbdLQj22bt06Q9IVr8TERMMwLn3t8KRJk4yQkBDD19fXGDBggFFUVOQxxqlTp4wRI0YYAQEBhsPhMH7zm98Y5eXlHn127dpl/OIXvzB8fX2Nu+66y0hNTb1VU0Q9YbUOJRkffvih2efcuXPG7373O6N58+aGv7+/MXz4cOPYsWMe4xQXFxtDhgwx/Pz8jJYtWxqvvPKKUVVV5dFn3bp1Rvfu3Q273W60b9/e4xqAYRjGM888Y7Rp08aw2+1GcHCwMWDAADMwMQzWIrzrh6EJ6xFAfWczDMPwzh4XAAAAAACAuotnmgAAAAAAAFggNAEAAAAAALBAaAIAAAAAAGCB0AQAAAAAAMACoQkAAAAAAIAFQhMAAAAAAAALhCYAAAAAAAAWCE0AAAAAAAAsEJoAAAAAAABYIDQBAAAejh8/rhdffFHt27eXr6+vwsLCFB8fr5ycnFtah81m04oVK27pNQEAAL6vsbcLAAAAdUdxcbF69+4tp9OpmTNn6t5771VVVZX++te/KikpSfv27fN2iQAAALeMzTAMw9tFAACAumHo0KHavXu3ioqK1KxZM4+20tJSOZ1OlZSU6MUXX1ROTo4aNWqkwYMHa968eQoJCZEkPf300yotLfXYJZKSkiK3263c3FxJUlxcnKKiotS0aVO99957stvtGjVqlKZMmSJJatu2rY4cOWKe36ZNGxUXF9/MqQMAAFyB23MAAIAk6fTp01qzZo2SkpKuCEwkyel0qqamRsOGDdPp06eVl5en7OxsHTp0SI8//nitr/fRRx+pWbNmys/P14wZM/T73/9e2dnZkqRt27ZJkj788EMdO3bM/AwAAHArcXsOAACQJB04cECGYeiee+65ap+cnBzt2bNHhw8fVlhYmCTp448/VpcuXbRt2zb16tXruq8XFRWlN954Q5IUERGht956Szk5ORo0aJCCg4MlXQpqQkNDf8KsAAAAfjx2mgAAAEnS9dyxW1hYqLCwMDMwkaTOnTvL6XSqsLCwVteLiory+HznnXfq5MmTtRoDAADgZiI0AQAAki7t9rDZbD/5Ya+NGjW6IoCpqqq6ol+TJk08PttsNtXU1PykawMAANxIhCYAAECS1KJFC7lcLs2fP1+VlZVXtJeWlqpTp046evSojh49ah7fu3evSktL1blzZ0lScHCwjh075nGu2+2udT1NmjRRdXV1rc8DAAC4UQhNAACAaf78+aqurtZ9992n5cuXa//+/SosLNTcuXMVGxurgQMH6t5771VCQoJ27NihrVu36qmnnlK/fv0UExMjSXrggQe0fft2ffzxx9q/f7/eeOMNff3117WupW3btsrJydHx48d15syZGz1VAACA/4rQBAAAmNq3b68dO3aof//+euWVV9S1a1cNGjRIOTk5WrhwoWw2m1auXKnmzZurb9++GjhwoNq3b6+lS5eaY7hcLk2aNEnjx49Xr169VF5erqeeeqrWtcyaNUvZ2dkKCwtTdHT0jZwmAADAdbEZ1/PUNwAAAAAAgNsMO00AAAAAAAAsEJoAAAAAAABYIDQBAAAAAACwQGgCAAAAAABggdAEAAAAAADAAqEJAAAAAACABUITAAAAAAAAC4QmAAAAAAAAFghNAAAAAAAALBCaAAAAAAAAWCA0AQAAAAAAsPD/Ace95ZAsWA4qAAAAAElFTkSuQmCC", + "image/png": "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", "text/plain": [ "
" ] @@ -1338,21 +1698,60 @@ } ], "source": [ - "# Top 10 middle name per region\n", - "top_middlename_region = middlenames_by_region.sort_values('count', ascending=False).drop_duplicates('region').head(10)\n", + "# most popular middle name per region\n", + "top_middlename_region = middlenames_by_region.sort_values('count', ascending=False).drop_duplicates('legacy_province').head(12)\n", "plt.figure(figsize=(10,6))\n", - "sns.barplot(y='region', x='count', data=top_middlename_region, hue='middle_name', dodge=False)\n", - "plt.title(\"Most Common Middle Name per Region (Top 10)\")\n", + "sns.barplot(y='legacy_province', x='count', data=top_middlename_region, hue='middle_name', dodge=False)\n", + "plt.title(\"Most Common Middle Name per Region\")\n", "plt.xlabel(\"Count\")\n", "plt.ylabel(\"Region\")\n", "plt.legend(title=\"Middle Name\", bbox_to_anchor=(1.05, 1), loc='upper left')\n", - "plt.show()\n" + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 40, + "id": "a2124712-e13b-403c-96ec-e6d6f1fc15a7", + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": "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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "#Bar chart middle name by region and sex\n", + "middlenames_by_sex_region = df.groupby(['legacy_province', 'sex', 'middle_name']).size().reset_index(name='count')\n", + "top_middlename_sex_region = middlenames_by_sex_region.sort_values('count', ascending=False).drop_duplicates(['legacy_province', 'sex'])\n", + "\n", + "# Bar chart\n", + "plt.figure(figsize=(12, 6))\n", + "sns.barplot(\n", + " data=top_middlename_sex_region,\n", + " x='legacy_province',\n", + " y='count',\n", + " hue='sex'\n", + ")\n", + "plt.title(\"Most Common Middle Name Count by Region and Sex\")\n", + "plt.xlabel(\"Region\")\n", + "plt.ylabel(\"Count\")\n", + "plt.xticks(rotation=45)\n", + "plt.legend(title=\"Sex\")\n", + "plt.tight_layout()\n", + "plt.show()" ] }, { "cell_type": "code", "execution_count": null, - "id": "a2124712-e13b-403c-96ec-e6d6f1fc15a7", + "id": "554a486f-6159-44af-a364-3dfb02dab33f", "metadata": {}, "outputs": [], "source": []