diff --git a/notebooks/Drama_Speakers.ipynb b/notebooks/Drama_Speakers.ipynb
index 1cd30d3224d8cbc44ba96f84fc93f64897986b64..dc1fe0fcf681e4645165a6f293c5842a835d7bca 100644
--- a/notebooks/Drama_Speakers.ipynb
+++ b/notebooks/Drama_Speakers.ipynb
@@ -50,7 +50,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 2,
"id": "3b2ba965",
"metadata": {},
"outputs": [],
@@ -87,10 +87,22 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"id": "d1d478a9",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Code: 30531\n",
+ "Markdown: 58779\n",
+ "Summe: 89310\n"
+ ]
+ }
+ ],
"source": [
"import json\n",
"# Quelle: https://stackoverflow.com/a/71221024 / Bereitgestellt von Robert Jaeschke\n",
@@ -125,7 +137,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"id": "162cb8ac",
"metadata": {},
"outputs": [],
@@ -155,7 +167,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"id": "ebd3165c",
"metadata": {},
"outputs": [],
@@ -176,7 +188,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"id": "1e1d5b37",
"metadata": {},
"outputs": [],
@@ -203,7 +215,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"id": "68b4b592",
"metadata": {},
"outputs": [],
@@ -227,7 +239,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"id": "5f9c057d",
"metadata": {},
"outputs": [],
@@ -247,9 +259,11 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"id": "62b05649",
- "metadata": {},
+ "metadata": {
+ "scrolled": false
+ },
"outputs": [],
"source": [
"gerdrama = pd.read_csv ('gerdracor-metadata.csv')\n",
@@ -331,10 +345,19 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 57,
"id": "51ed473c",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "(Anzahl der Einträge, Anzahl der Attribute): (591, 34)\n",
+ "(Anzahl der Einträge, Anzahl der Attribute): (1560, 34)\n"
+ ]
+ }
+ ],
"source": [
"print(\"(Anzahl der Einträge, Anzahl der Attribute): \", gerdrama.shape)\n",
"print(\"(Anzahl der Einträge, Anzahl der Attribute): \", fredrama.shape)"
@@ -350,10 +373,139 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"id": "c42eb88c",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>name</th>\n",
+ " <th>id</th>\n",
+ " <th>firstAuthor</th>\n",
+ " <th>numOfCoAuthors</th>\n",
+ " <th>title</th>\n",
+ " <th>subtitle</th>\n",
+ " <th>normalizedGenre</th>\n",
+ " <th>yearNormalized</th>\n",
+ " <th>size</th>\n",
+ " <th>libretto</th>\n",
+ " <th>...</th>\n",
+ " <th>numConnectedComponents</th>\n",
+ " <th>yearWritten</th>\n",
+ " <th>numOfSegments</th>\n",
+ " <th>wikipediaLinkCount</th>\n",
+ " <th>numOfActs</th>\n",
+ " <th>wordCountText</th>\n",
+ " <th>wordCountSp</th>\n",
+ " <th>wordCountStage</th>\n",
+ " <th>numOfP</th>\n",
+ " <th>numOfL</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>adolph-am-ersten-mai</td>\n",
+ " <td>ger000569</td>\n",
+ " <td>Adolph</td>\n",
+ " <td>0</td>\n",
+ " <td>Am ersten Mai</td>\n",
+ " <td>Eine Tragikomödie der Arbeit aus Friedenstagen</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1919</td>\n",
+ " <td>7</td>\n",
+ " <td>False</td>\n",
+ " <td>...</td>\n",
+ " <td>1</td>\n",
+ " <td>NaN</td>\n",
+ " <td>18</td>\n",
+ " <td>0</td>\n",
+ " <td>0</td>\n",
+ " <td>7696</td>\n",
+ " <td>7438</td>\n",
+ " <td>998</td>\n",
+ " <td>244</td>\n",
+ " <td>2</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>alberti-brot</td>\n",
+ " <td>ger000171</td>\n",
+ " <td>Alberti</td>\n",
+ " <td>0</td>\n",
+ " <td>Brot!</td>\n",
+ " <td>Ein soziales Schauspiel in fünf Akten</td>\n",
+ " <td>NaN</td>\n",
+ " <td>1888</td>\n",
+ " <td>49</td>\n",
+ " <td>False</td>\n",
+ " <td>...</td>\n",
+ " <td>1</td>\n",
+ " <td>1888.0</td>\n",
+ " <td>36</td>\n",
+ " <td>0</td>\n",
+ " <td>5</td>\n",
+ " <td>28744</td>\n",
+ " <td>26008</td>\n",
+ " <td>1771</td>\n",
+ " <td>797</td>\n",
+ " <td>12</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>2 rows × 34 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name id firstAuthor numOfCoAuthors title \\\n",
+ "0 adolph-am-ersten-mai ger000569 Adolph 0 Am ersten Mai \n",
+ "1 alberti-brot ger000171 Alberti 0 Brot! \n",
+ "\n",
+ " subtitle normalizedGenre \\\n",
+ "0 Eine Tragikomödie der Arbeit aus Friedenstagen NaN \n",
+ "1 Ein soziales Schauspiel in fünf Akten NaN \n",
+ "\n",
+ " yearNormalized size libretto ... numConnectedComponents yearWritten \\\n",
+ "0 1919 7 False ... 1 NaN \n",
+ "1 1888 49 False ... 1 1888.0 \n",
+ "\n",
+ " numOfSegments wikipediaLinkCount numOfActs wordCountText wordCountSp \\\n",
+ "0 18 0 0 7696 7438 \n",
+ "1 36 0 5 28744 26008 \n",
+ "\n",
+ " wordCountStage numOfP numOfL \n",
+ "0 998 244 2 \n",
+ "1 1771 797 12 \n",
+ "\n",
+ "[2 rows x 34 columns]"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerdrama.head(2)"
]
@@ -368,10 +520,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"id": "5f9122fd",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['name', 'id', 'firstAuthor', 'numOfCoAuthors', 'title', 'subtitle',\n",
+ " 'normalizedGenre', 'yearNormalized', 'size', 'libretto',\n",
+ " 'averageClustering', 'density', 'averagePathLength', 'maxDegreeIds',\n",
+ " 'averageDegree', 'diameter', 'yearPremiered', 'yearPrinted',\n",
+ " 'maxDegree', 'numOfSpeakers', 'numOfSpeakersFemale',\n",
+ " 'numOfSpeakersMale', 'numOfSpeakersUnknown', 'numPersonGroups',\n",
+ " 'numConnectedComponents', 'yearWritten', 'numOfSegments',\n",
+ " 'wikipediaLinkCount', 'numOfActs', 'wordCountText', 'wordCountSp',\n",
+ " 'wordCountStage', 'numOfP', 'numOfL'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 9,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerdrama.columns"
]
@@ -386,10 +558,139 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"id": "c711aafb",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>name</th>\n",
+ " <th>id</th>\n",
+ " <th>firstAuthor</th>\n",
+ " <th>numOfCoAuthors</th>\n",
+ " <th>title</th>\n",
+ " <th>subtitle</th>\n",
+ " <th>normalizedGenre</th>\n",
+ " <th>yearNormalized</th>\n",
+ " <th>size</th>\n",
+ " <th>libretto</th>\n",
+ " <th>...</th>\n",
+ " <th>numConnectedComponents</th>\n",
+ " <th>yearWritten</th>\n",
+ " <th>numOfSegments</th>\n",
+ " <th>wikipediaLinkCount</th>\n",
+ " <th>numOfActs</th>\n",
+ " <th>wordCountText</th>\n",
+ " <th>wordCountSp</th>\n",
+ " <th>wordCountStage</th>\n",
+ " <th>numOfP</th>\n",
+ " <th>numOfL</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>0</th>\n",
+ " <td>abeille-argelie,\"fre000001\",\"Abeille\",\"0\",\"Arg...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>1</th>\n",
+ " <td>abeille-coriolan,\"fre000002\",\"Abeille\",\"0\",\"Co...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>...</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " <td>NaN</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "<p>2 rows × 34 columns</p>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " name id firstAuthor \\\n",
+ "0 abeille-argelie,\"fre000001\",\"Abeille\",\"0\",\"Arg... NaN NaN \n",
+ "1 abeille-coriolan,\"fre000002\",\"Abeille\",\"0\",\"Co... NaN NaN \n",
+ "\n",
+ " numOfCoAuthors title subtitle normalizedGenre yearNormalized size \\\n",
+ "0 NaN NaN NaN NaN NaN NaN \n",
+ "1 NaN NaN NaN NaN NaN NaN \n",
+ "\n",
+ " libretto ... numConnectedComponents yearWritten numOfSegments \\\n",
+ "0 NaN ... NaN NaN NaN \n",
+ "1 NaN ... NaN NaN NaN \n",
+ "\n",
+ " wikipediaLinkCount numOfActs wordCountText wordCountSp wordCountStage \\\n",
+ "0 NaN NaN NaN NaN NaN \n",
+ "1 NaN NaN NaN NaN NaN \n",
+ "\n",
+ " numOfP numOfL \n",
+ "0 NaN NaN \n",
+ "1 NaN NaN \n",
+ "\n",
+ "[2 rows x 34 columns]"
+ ]
+ },
+ "execution_count": 5,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"fredrama.head(2)"
]
@@ -404,10 +705,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"id": "7b6eec94",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Index(['name', 'id', 'firstAuthor', 'numOfCoAuthors', 'title', 'subtitle',\n",
+ " 'normalizedGenre', 'yearNormalized', 'size', 'libretto',\n",
+ " 'averageClustering', 'density', 'averagePathLength', 'maxDegreeIds',\n",
+ " 'averageDegree', 'diameter', 'yearPremiered', 'yearPrinted',\n",
+ " 'maxDegree', 'numOfSpeakers', 'numOfSpeakersFemale',\n",
+ " 'numOfSpeakersMale', 'numOfSpeakersUnknown', 'numPersonGroups',\n",
+ " 'numConnectedComponents', 'yearWritten', 'numOfSegments',\n",
+ " 'wikipediaLinkCount', 'numOfActs', 'wordCountText', 'wordCountSp',\n",
+ " 'wordCountStage', 'numOfP', 'numOfL'],\n",
+ " dtype='object')"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"fredrama.columns"
]
@@ -438,10 +761,51 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 4,
"id": "1b9fffc5",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "Im Deutschen Dramenkorpus sind die folgenden Attribute mit verschieden vielen Ausprägungen vertreten:\n",
+ " name: 591 Ausprägungen \n",
+ " id: 591 Ausprägungen\n",
+ " firstAuthor 220 Ausprägungen \n",
+ " numOfCoAuthors: 3 Ausprägungen\n",
+ " title: 575 Ausprägungen\n",
+ " subtitle: 372 Ausprägungen \n",
+ " normalizedGenre: 3 Ausprägungen \n",
+ " yearNormalized: 182 Ausprägungen\n",
+ " size: 82 Ausprägungen\n",
+ " libretto: 2 Ausprägungen \n",
+ " averageClustering: 476 Ausprägungen\n",
+ " density: 384 Ausprägungen\n",
+ " averagePathLength: 406 Ausprägungen\n",
+ " averageDegree: 373 Ausprägungen \n",
+ " diameter: 8 Ausprägungen\n",
+ " yearPremiered: 193 Ausprägungen \n",
+ " yearPrinted: 181 Ausprägungen \n",
+ " maxDegree: 68 Ausprägungen\n",
+ " numOfSpeakers: 82 Ausprägungen \n",
+ " numOfSpeakersFemale: 27 Ausprägungen\n",
+ " numOfSpeakersMale: 71 Ausprägungen \n",
+ " numOfSpeakersUnknown: 25 Ausprägungen\n",
+ " numPersonGroups: 0 Ausprägungen\n",
+ " numConnectedComponents: 7 Ausprägungen \n",
+ " yearWritten: 127 Ausprägungen \n",
+ " numOfSegments: 80 Ausprägungen\n",
+ " wikipediaLinkCount: 36 Ausprägungen\n",
+ " numOfActs: 11 Ausprägungen \n",
+ " wordCountText: 582 Ausprägungen \n",
+ " wordCountSp: 588 Ausprägungen\n",
+ " wordCountStage: 543 Ausprägungen \n",
+ " numOfP: 394 Ausprägungen\n",
+ " numOfL: 330 Ausprägungen\n"
+ ]
+ }
+ ],
"source": [
"# nach Juliane Köhler: Datenanalyse & -auswertung: MAP - Untersuchung der AirBnB Nutzung in Berlin \n",
"# abgerufen unter https://scm.cms.hu-berlin.de/ibi/notebooks/-/blob/master/AirBnB_Use_Berlin.ipynb\n",
@@ -511,10 +875,50 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 112,
"id": "97591c15",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " frename: 1560 Ausprägungen \n",
+ " freid: 1560 Ausprägungen\n",
+ " frefirstAuthor 397 Ausprägungen \n",
+ " frenumOfCoAuthors: 6 Ausprägungen\n",
+ " fretitle: 1481 Ausprägungen\n",
+ " fresubtitle: 571 Ausprägungen \n",
+ " frenormalizedGenre: 3 Ausprägungen \n",
+ " freyearNormalized: 281 Ausprägungen\n",
+ " fresize: 51 Ausprägungen\n",
+ " frelibretto: 2 Ausprägungen \n",
+ " freaverageClustering: 905 Ausprägungen\n",
+ " fredensity: 382 Ausprägungen\n",
+ " freaveragePathLength: 430 Ausprägungen\n",
+ " freaverageDegree: 360 Ausprägungen \n",
+ " frediameter: 7 Ausprägungen\n",
+ " freyearPremiered: 646 Ausprägungen \n",
+ " freyearPrinted: 283 Ausprägungen \n",
+ " fremaxDegree: 36 Ausprägungen\n",
+ " frenumOfSpeakers: 51 Ausprägungen \n",
+ " frenumOfSpeakersFemale: 13 Ausprägungen\n",
+ " frenumOfSpeakersMale: 23 Ausprägungen \n",
+ " frenumOfSpeakersUnknown: 25 Ausprägungen\n",
+ " frenumPersonGroups: 0 Ausprägungen\n",
+ " frenumConnectedComponents: 8 Ausprägungen \n",
+ " freyearWritten: 4 Ausprägungen \n",
+ " frenumOfSegments: 67 Ausprägungen\n",
+ " frewikipediaLinkCount: 33 Ausprägungen\n",
+ " frenumOfActs: 9 Ausprägungen \n",
+ " frewordCountText: 1513 Ausprägungen \n",
+ " frewordCountSp: 1502 Ausprägungen\n",
+ " frewordCountStage: 494 Ausprägungen \n",
+ " frenumOfP: 447 Ausprägungen\n",
+ " frenumOfL: 783 Ausprägungen\n"
+ ]
+ }
+ ],
"source": [
"# nach Juliane Köhler: Datenanalyse & -auswertung: MAP - Untersuchung der AirBnB Nutzung in Berlin \n",
"# abgerufen unter https://scm.cms.hu-berlin.de/ibi/notebooks/-/blob/master/AirBnB_Use_Berlin.ipynb\n",
@@ -647,10 +1051,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 81,
"id": "05b8250b",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Hist({'Goethe': 23, 'Scheerbart': 20, 'Hofmannsthal': 17, 'Kotzebue': 17, 'Schnitzler': 17, 'Grillparzer': 13, 'Hebbel': 13, 'Wagner': 13, 'Wedekind': 12, 'Lessing': 12, 'Hauptmann': 12, 'Schiller': 11, 'Nestroy': 11, 'Raimund': 8, 'Grabbe': 8, 'Gryphius': 8, 'Kleist': 7, 'Tieck': 7, 'Iffland': 6, 'Schlegel': 6, 'Thoma': 6, 'Klinger': 6, 'Anzengruber': 6, 'Birch-Pfeiffer': 5, 'Gottsched': 5, 'Sudermann': 5, 'Holz': 5, 'Immermann': 5, 'Weißenthurn': 5, 'Lenz': 5, 'Gutzkow': 4, 'Laube': 4, 'Arnim': 4, 'Benedix': 4, 'Stephanie': 4, 'Neuber': 4, 'Leisewitz': 3, 'Fouqué': 3, 'Freytag': 3, 'Gotter': 3, 'Bauernfeld': 3, 'Günderode': 3, 'Wieland': 3, 'Hartleben': 3, 'Lautensack': 3, 'Müllner': 3, 'Mosenthal': 3, 'Lortzing': 3, 'Eichendorff': 3, 'Wildenbruch': 3, 'Kaiser': 3, 'Wildgans': 3, 'Ertler': 3, 'Platen': 3, 'Sorge': 3, 'Büchner': 3, 'Heiseler': 2, 'Uhland': 2, 'Bleibtreu': 2, 'Wilbrandt': 2, 'Heyne': 2, 'Heyse': 2, 'Bäuerle': 2, 'Holtei': 2, 'Busoni': 2, 'Horváth': 2, 'Schink': 2, 'Ayrenhoff': 2, 'Boßdorf': 2, 'Brandes': 2, 'Widmann': 2, 'Kaltneker': 2, 'Brentano': 2, 'Klabund': 2, 'Brawe': 2, 'Klemm': 2, 'Alberti': 2, 'Klopstock': 2, 'Körner': 2, 'Braun von Braunthal': 2, 'Kraus': 2, 'Krüger': 2, \"L'Arronge\": 2, 'Heine': 2, 'Chézy': 2, 'Ludwig': 2, 'Beer': 2, 'Essig': 2, 'Panizza': 2, 'Dohm': 2, 'Weidmann': 2, 'Gellert': 2, 'Weiße': 2, 'Mühsam': 2, 'Maler Müller': 2, 'Devrient': 2, 'Dehmel': 2, 'Cronegk': 2, 'Moser': 2, 'Rosenow': 2, 'Malß': 2, 'Meisl': 2, 'Chlumberg': 2, 'Hafner': 2, 'Raupach': 2, 'Quistorp': 1, 'Roeber': 1, 'Vischer': 1, 'Raché': 1, 'Rilke': 1, 'Riese': 1, 'Voß': 1, 'Zedlitz': 1, 'Wolfram': 1, 'Rambach': 1, 'Wohlbrück': 1, 'Richter': 1, 'Reinick': 1, 'Reil': 1, 'Treitschke': 1, 'Sonnleithner': 1, 'Rubiner': 1, 'Stramm': 1, 'Soden': 1, 'Simrock': 1, 'Stavenhagen': 1, 'Sievers': 1, 'Seume': 1, 'Sessa': 1, 'Seemann': 1, 'Schütz': 1, 'Schröder': 1, 'Schouwärt': 1, 'Sternheim': 1, 'Prutz': 1, 'Sturz': 1, 'Ruederer': 1, 'Schönthan': 1, 'Schönherr': 1, 'Schober': 1, 'Wette': 1, 'Schnitzer': 1, 'Schlaf': 1, 'Werner': 1, 'Schildbach': 1, 'Solbrig': 1, 'Schikaneder': 1, 'Schaefer': 1, 'Sander': 1, 'Törring': 1, 'Adolph': 1, 'Pfeil': 1, 'Collin': 1, 'Brachvogel': 1, 'Braun': 1, 'Bretzner': 1, 'Büschel': 1, 'Bunge': 1, 'Castelli': 1, 'Cornelius': 1, 'Fock': 1, 'Costenoble': 1, \"d'Elpons\": 1, 'Dovsky': 1, 'Droste-Hülshoff': 1, 'Eckartshausen': 1, 'Engel': 1, 'Borkenstein': 1, 'Borchert': 1, 'Bodmer': 1, 'Blumenthal': 1, 'Beyer': 1, 'Bernard': 1, 'Berg': 1, 'Benkowitz': 1, 'Barlach': 1, 'Ball': 1, 'Bahr': 1, 'Baggesen': 1, 'Avenarius': 1, 'Auenbrugger': 1, '(Anonym)': 1, 'Angely': 1, 'André': 1, 'Ernst': 1, 'Ganghofer': 1, 'Niebergall': 1, 'Lasker-Schüler': 1, 'Klingemann': 1, 'Kobell': 1, 'Koller': 1, 'Kupelwieser': 1, 'Kurz': 1, 'Lachmann': 1, 'Lassalle': 1, 'Gehe': 1, 'Laufs': 1, 'May': 1, 'Möser': 1, 'Moritz': 1, 'Musil': 1, 'Mylius': 1, 'Kind': 1, 'Kannengießer': 1, 'Kafka': 1, 'Kaffka': 1, 'Houwald': 1, 'Hippel': 1, 'Heym': 1, 'Herzenskron': 1, 'Hensler': 1, 'Hasenclever': 1, 'Halm': 1, 'Haffner': 1, 'Gleich': 1, 'Gessner': 1, 'Gerstenberg': 1, 'Gerhäuser': 1, 'Gemmingen-Hornberg': 1, 'Zschokke': 1})"
+ ]
+ },
+ "execution_count": 81,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"thinkstats2.Hist(gerdrama.firstAuthor)"
]
@@ -665,10 +1082,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 66,
"id": "ae84fe89",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Hist({'Corneille': 73, 'Carmontelle': 63, 'Dancourt': 51, 'Voltaire': 45, 'Molière': 35, 'Sacy': 35, 'Marivaux': 35, '[anonyme]': 29, 'Regnard': 27, 'Quinault': 24, 'Feydeau': 21, 'Courteline': 20, 'Garnier': 20, 'Genlis': 20, 'Moissy': 20, 'Rotrou': 19, 'Bernard': 19, 'Dufresny': 18, 'Racine': 17, 'Du Ryer': 17, 'Boyer': 15, 'Boissy': 14, 'Gueullette': 14, 'Campistron': 13, 'Boursault': 12, 'Donneau de Visé': 12, 'Musset': 11, 'Carcassonne': 10, 'Crébillon': 10, 'Scudery': 10, 'Mareschal': 10, 'Durant': 10, 'Scarron': 10, 'Cubières-Palmézeaux': 9, 'La Calprenede': 9, 'Rousseau': 9, 'La Motte': 9, 'Beissier': 9, 'Monselet': 9, 'La Fontaine': 9, 'Biancolelli': 8, 'Nadal': 8, 'Chevalier': 8, 'Cros': 8, 'Dorneval': 7, 'Magnon': 7, 'Euripide': 7, 'Hugo': 7, \"d'Hervilly\": 7, 'Diderot': 7, 'Sophocle': 7, 'Puget de la Serre': 7, 'Piron': 7, 'Becque': 7, 'Gonnet': 6, 'Beaunoir': 6, 'Archambault': 6, 'Dumaniant': 6, 'Saurin': 6, 'Montchrestien': 6, 'Baro': 6, 'Palissot de Montenoy': 6, 'Legouvé': 6, 'Labiche': 6, 'Blémont': 5, 'Poisson': 5, 'Vadé': 5, \"Tristan l'Hermite\": 5, 'Scribe': 5, 'Collé': 5, 'Legrand': 5, 'Favart': 5, 'Saint-Foix': 5, 'Florian': 5, 'La Harpe': 5, 'Pradon': 5, 'Desfontaines': 5, 'Mercier': 5, 'P. G.': 5, 'Joly': 5, 'Nivelle de la Chaussée': 5, 'Hugues': 5, 'Lemierre': 4, 'Eschyle': 4, 'Nadaud': 4, 'Fagan': 4, 'Anseaume': 4, 'Boisrobert': 4, 'Fuzelier': 4, 'Sand': 4, 'Gilbert': 4, 'La Tessonerie': 4, 'Dorimond': 4, \"Dumas d'Aigueberre\": 4, 'Lesage': 4, 'Mairet': 3, 'Taconet': 3, \"Le Métel d'Ouville\": 3, 'Somaize': 3, 'Verconsin': 3, 'Sedaine': 3, 'Grandval': 3, \"L'Estoile\": 3, 'Poinsinet de Sivry': 3, 'Saint-Gilles Lenfant': 3, 'Jodelle': 3, 'Hauteroche': 3, 'Genest': 3, 'Lagrange-Chancel': 3, 'Giraudoux': 3, 'Guerin de Bouscal': 3, 'Gouges': 3, 'Plaute': 3, 'La Thuilerie': 3, 'Abeille': 3, 'Bornier': 3, 'Barbier': 3, 'Benserade': 3, \"d'Aure\": 3, 'Chabanon': 3, 'Chazet': 3, 'Barante': 3, 'Delavigne': 3, 'Audiffret': 3, 'Bilhaud': 2, 'Bizet': 2, 'Bièvre': 2, 'Billardon de Sauvigny': 2, 'Marmontel': 2, 'Mirbeau': 2, 'Desjardins': 2, 'Longhaye': 2, 'Liquier': 2, 'Moline': 2, 'Bohaire-Dutheil': 2, 'Blanc': 2, 'Le Noble': 2, 'Laforgue': 2, 'Lafont': 2, 'Bonnetain': 2, \"La Fosse d'Aubigny\": 2, 'Brohan': 2, 'Brosse': 2, 'Brueys': 2, 'Jaquelin': 2, 'Imbert': 2, 'Hoffmann': 2, 'Hénault': 2, 'Guerville': 2, 'Montfleury': 2, 'Deshoulières': 2, 'Beaumarchais': 2, 'Normand': 2, 'Deschamps': 2, 'Viau': 2, 'Vallée': 2, \"Soulas d'Allainval\": 2, 'Allais': 2, 'Ancelot': 2, 'Staël-Holstein': 2, 'Andrieux': 2, 'Sivry': 2, 'Sénèque': 2, 'Dorvigny': 2, 'Schelandre': 2, 'Aubignac': 2, 'Saint-Aignan': 2, 'Roy': 2, 'Rosimond': 2, 'Ronsin': 2, 'Riccoboni': 2, 'Renard': 2, 'Pure': 2, 'Pradel': 2, 'Montauban': 2, 'Patrat': 2, 'Barré': 2, 'Pain': 2, \"d'Ouzicourt\": 2, 'Grévin': 2, 'Campan': 2, 'Zola': 2, 'Fatouville': 2, 'Dorat': 2, 'Champmeslé': 2, 'Fournier': 2, 'Chauvin': 2, 'Desmarets de Saint-Sorlin': 2, 'Cyrano': 2, 'Caylus': 2, 'Chamfort': 2, 'Desmarres': 2, 'Chappuzeau': 2, 'Carbon de Flins': 2, 'Pirouette': 2, 'Graffigny': 2, 'Coupigny': 2, 'Carrière-Doisin': 2, 'Prade': 1, 'Colleville': 1, 'Dupaty': 1, \"Baculard d'Arnaud\": 1, 'Dumas': 1, 'Poulhariez': 1, 'Nicolas-Médard AUDINOT (1732-1801)': 1, 'Constant': 1, 'Audinot': 1, 'Pompigny': 1, 'Radet': 1, 'Raisin': 1, 'De Rayssiguier': 1, 'Duhomme': 1, 'Rétif de la Bretonne': 1, 'Riccoboni père': 1, 'Dugazon': 1, 'Ponsard': 1, 'Plancher de Valcour': 1, 'Banville': 1, 'Poinsinet': 1, \"d'Ormoy\": 1, 'Fabié': 1, 'Claretie': 1, 'Pacarony': 1, 'Pagès': 1, 'Colardeau': 1, 'Ecker und Eckhoffen': 1, 'Panard': 1, 'Duvert': 1, 'Péchantré': 1, 'Pellegrin, Simon-Joseph': 1, 'Pellet Desbarreaux': 1, 'Périn': 1, 'Perrault': 1, 'Pesselier': 1, 'Robbe': 1, 'Pic': 1, 'Pifteau': 1, 'Piis': 1, 'Xavier': 1, 'Guilbert-Pixerécourt': 1, 'Rochon de Chabannes': 1, 'Baptiste': 1, 'Robinet': 1, 'Duché de Vancy': 1, 'Roger': 1, 'Desportes': 1, 'Sommerive': 1, 'Soret': 1, 'Donnay': 1, 'Subligny': 1, 'Discret': 1, 'Tanevot': 1, 'Trimouillat': 1, 'Des Essarts': 1, 'Turnèbe': 1, \"d'Urfé\": 1, 'Vander-Burch': 1, 'Romagnesi': 1, 'Alain': 1, 'Vessaire': 1, 'Vierne': 1, 'Vigé': 1, 'Gaillard': 1, 'Delisle de la Drevetière': 1, \"Villiers de l'Isle-Adam\": 1, 'Voisenon': 1, 'Adenis': 1, 'Vondrebeck': 1, 'Arago': 1, 'Caux de Montlebert': 1, 'Dalibray': 1, 'Ségur': 1, 'Crossonnois': 1, \"Fabre d'Eglantine\": 1, 'Balisson de Rougemont': 1, 'Aude': 1, 'Du Bosc de Montandré': 1, 'Aubryet': 1, 'Saint-Évremond, Charles de Marguetel de Saint-Denis': 1, 'Feriol de Pont-de-Veyle': 1, 'Artaud': 1, 'Saint-Glas': 1, 'Mérard de Saint-Just': 1, 'Saint-Priest': 1, 'Saint Roman': 1, 'Sallebray': 1, 'Arnould': 1, 'Arnault': 1, 'Armand': 1, 'Dorvo': 1, 'Aristophane': 1, 'Arène': 1, 'Gazon-Doruxigné': 1, 'Onhet': 1, 'Gresset': 1, 'Nizas': 1, 'Boniface': 1, 'Ceillier': 1, 'La Chapelle': 1, 'La Croix': 1, 'Brécourt': 1, 'La Forge': 1, 'Cérou': 1, 'Bouilly': 1, 'Boucher': 1, 'Giffart': 1, 'Griffet de Labaume': 1, 'Laboullaye': 1, \"L'Affichard\": 1, 'La Font': 1, 'Lagarde': 1, 'Boileau': 1, 'Laignelot': 1, 'Lambert': 1, 'Lantier': 1, 'Laujon': 1, 'Launay': 1, 'Le Boulanger de Chalussay': 1, 'Le Franc de Pompignan': 1, 'Goetschy': 1, 'Kolb': 1, 'Chevreau': 1, \"Cailhava d'Estendoux\": 1, 'Grosclaude': 1, 'Gudin de la Brenellerie': 1, 'Gueudeville': 1, 'Cailleau': 1, 'Guibert': 1, 'Guymond de la Touche': 1, 'Guyot de Merville': 1, 'Hardy': 1, 'Van Haren': 1, 'Gourmont': 1, 'Goullinet': 1, 'Joliet': 1, 'Cahusac': 1, 'About': 1, 'Hervilly': 1, 'Goulard': 1, 'Cadet de Gassicourt': 1, 'Hus': 1, 'Gosse': 1, 'Jarry': 1, 'Jeannet': 1, 'Bruleboeuf-Letournan': 1, 'Champrepus': 1, 'Le Senne': 1, 'Le Tellier': 1, 'Beys': 1, 'Mélandri': 1, 'Bideau de Montigny': 1, 'Meerle': 1, 'Millevoye': 1, 'Millot': 1, 'Minier': 1, 'Ferrier': 1, 'Dominique': 1, 'Beze': 1, 'Fénelon': 1, 'Moncrif': 1, 'Le Vayer de Boutigny': 1, 'Mongin': 1, 'Mons': 1, 'Berton': 1, 'Montalembert': 1, 'Chéron de la Bruyère': 1, 'Montgaudier': 1, 'Bertol-Graivil': 1, 'Bertaut': 1, 'Néricault-Destouches': 1, 'Nittis': 1, 'Mayeur de Saint-Paul': 1, 'Matthieu': 1, 'Marolles': 1, 'Chénier': 1, 'Lebardin': 1, 'Lebeau de Schosne': 1, 'Leclerc': 1, 'Leclercq': 1, \"Galoppe d'Onquaire\": 1, 'Gabriel': 1, 'Lemercier de Neuville': 1, 'Lescarbot': 1, 'Lesguillon': 1, 'Bellin de La Liborlière': 1, 'Linant': 1, 'Longepierre': 1, 'Fontenelle': 1, 'Folard': 1, 'Maintenon': 1, 'Billard-Demonceau': 1, 'Malézieu': 1, 'Marchadier': 1, 'Maréchal': 1, 'Fiot': 1, 'Fièvre': 1, 'Louet-Lemarchant': 1})"
+ ]
+ },
+ "execution_count": 66,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"thinkstats2.Hist(fredrama.firstAuthor)"
]
@@ -683,10 +1113,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"id": "5b4c674a",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
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\n",
+ "text/plain": [
+ "<Figure size 1152x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Quelle: https://stackoverflow.com/questions/38622082/plot-histogram-of-a-list-of-strings-in-python\n",
"counts = Counter(gerdrama.firstAuthor)\n",
@@ -710,10 +1151,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"id": "9ebde73d",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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tWyolJUVpaWmyWq1KSEiQn5+fw4sFAAAAADgv19JGWLVqlXJycjR37lz7YwMHDtTcuXMVFhamnJwc+fv7KzAw0KGFAgAAAACcW6kBNDw8XOHh4cU+FxcXV+4FAQAAAADuT2W+CREAAAAAAPeCAAoAAAAAMAQBFAAAAABgCAIoAAAAAMAQBFAAAAAAgCEIoAAAAAAAQxBAAQAAAACGIIACAAAAAAxBAAUAAAAAGIIACgAAAAAwBAEUAAAAAGAIAigAAAAAwBAEUAAAAACAIQigAAAAAABDEEABAAAAAIYggAIAAAAADEEABQAAAAAYggAKAAAAADAEARQAAAAAYIgyBdDLly+rd+/eSk9PlyTt3r1bZrNZAQEBioyMdGiBAAAAAID7Q6kB9MiRIxo0aJBSU1MlSdnZ2Zo8ebJWrFihLVu2KDk5WUlJSY6uEwAAAADg5EoNoBs2bNA777wjLy8vSdLRo0fl4+Mjb29vubq6ymw2KzEx0eGFAgAAAACcm2tpI7z77rtFhrOysuTp6Wkf9vLyUmZmZvlXBgAAAAC4r9zxTYjy8/NlMpnswzabrcgwAAAAAADFueMA2qBBA1ksFvuwxWKxn54LAAAAAEBJ7jiAtmzZUikpKUpLS5PValVCQoL8/PwcURsAAAAA4D5S6jWgN6tatarmzp2rsLAw5eTkyN/fX4GBgY6oDQAAAABwHylzAN2xY4f9b19fX8XFxTmkIAAAAADA/emOT8EFAAAAAOBuEEABAAAAAIYggAIAAAAADEEABQAAAAAYggAKAAAAADAEARQAAAAAYAgCKAAAAADAEARQAAAAAIAhCKAAAAAAAEMQQAEAAAAAhiCAAgAAAAAMQQAFAAAAABiCAAoAAAAAMAQBFAAAAABgCAIoAAAAAMAQBFAAAAAAgCEIoAAAAAAAQxBAAQAAAACGIIACAAAAAAxBAAUAAAAAGOKeAmh8fLyCg4MVEBCgqKio8qoJAAAAAHAfcr3bF2ZmZioyMlLR0dFyd3fXwIED1aFDB/3xj38sz/oAAAAAAPeJuw6gu3fvVseOHVWnTh1JUs+ePZWYmKgxY8bc9nVWq1WSdPbs2bt9a8PkXT1X0SVUuPT09HueBn0sQC/LR3n0UaKXEr0sT/Sy/LCuLD/0svzQy/LBurL8lFcvHaUw6xVmvxuZbDab7W4m+j//8z+6evWqxo4dK0n67LPPdPToUc2cOfO2rzt48KCGDBlyN28JAAAAAHASUVFRatu2bZHH7voIaH5+vkwmk33YZrMVGS5J8+bNFRUVJU9PT7m4uNzt2wMAAAAAKiGr1SqLxaLmzZvf8txdB9AGDRro4MGD9mGLxSIvL69SX1etWrVbUjAAAAAA4P7h4+NT7ON3fRfcP//5z9qzZ4/OnTuna9eu6YsvvpCfn99dFwgAAAAAuL/d9RHQ+vXra+zYsRo2bJjy8vI0YMAAtWjRojxrAwAAAADcR+76JkQAAAAAANyJuz4FFwAAAACAO0EABQAAAAAYggAKAAAAADAEARQAAAAAYAgCaDm5fPmypk+frt69e6tv374aOnSofvjhB4e9X2ZmpkaMGCFJmjhxoqKjo5Wenq5u3bo57D3Li9G9KqslS5YU+W3b4jhTr9PT09W8eXP17dtXffv2Vc+ePTVp0iT98ssvFV2a3dGjR7VgwYKKLuOODBo0SJs3by7y2NWrV9WhQwedO3fulvGjo6M1ceJESWVbxhYvXqzt27eXX8GVSHp6upo2baqpU6cWefzYsWNq2rSpoqOjyzSdG9d/KHAvve3WrZvS09O1fft2LV682P54WFiY3n//fYfV7IwSExMVEhKiPn36yGw268MPP6zokirUvn371KpVKw0fPryiS7ljBw8eVHBwcKX+Lr/5e9xsNqtbt25asmRJRZdW5LsNuFME0HKQn5+vESNGqHbt2tq0aZNiY2M1evRojRgxQr/99ptD3rN+/fr63//9X4dM25EqoldldeDAAVmt1gqtobx5eXkpNjZWsbGxSkxMVL169fTaa69VdFl2P/30k3799deKLuOOhIaGKj4+vshjX3zxhTp06KC6deve9rVlWcZef/11de/e/Z7rrKzq1KmjnTt3FunDli1bSu3djZx1/edo99rb7t276/XXX7cPT58+XT/++GO51+msMjMzNW/ePK1atUpxcXFat26dtmzZct/uMCqr5s2b6+9//3tFl3HH2rZtqw8++KCiyyjVjd/j8fHx+vTTT/XRRx/p559/rujSnM7Vq1c1Z84c9ezZU3369NGQIUO0d+/e277GETuFhw4dqn379unSpUsaPXp0uU7bWdz174DiP/bt26eMjAy99tprqlKlINN37NhRc+bMUX5+vt5//33FxcXJxcVFnTp10oQJE5SRkaGXX35ZHh4eqlatmsxms3bu3KkLFy7o9OnT6tSpk6ZNmyZJ+uCDD7R161ZZrVZ17txZEyZM0JkzZzRs2DDt2LGj2Jp++eUXTZ06VWfPnpXJZNK4ceP05z//2aiWlKi0XoWHh+vkyZP65Zdf1LRpU7333nv65ZdfbunVN998o/PnzysrK0sDBw7UmTNntHfvXtWpU0cffvihqlatqo0bN2r16tUymUx66qmnNGXKFD3wwAPq3LmzevbsqUOHDsnFxUWLFi3SoUOHlJycrPDwcC1btkzVqlXTtGnTdP78eVWrVk1TpkxRs2bNip2nytrrm5lMJoWFhalTp046fvy41q5dW2yvx4wZoyZNmujYsWN66KGHtHjxYtWpU0fx8fFauXKlTCaTnn76ac2cOVPXr19XeHi4Tpw4IZPJpL/+9a/q16+foqOjtX//fs2dO1dSwcp2zJgxkqQFCxYoPz9f9evX17Fjx3T16lWtXLlSr7zySkW2p8yCgoI0f/58nT9/XnXq1JEkxcXFadiwYRo3btwtvSi0adOmIsvYhQsXFBkZqezsbF28eFGTJk1Sjx49NHHiRLVv317t27cvstx/+OGHmj9/vvbv3y+r1aqQkBCnPOrwwAMP6IknntCBAwfUsWNHSdI///lP+2dm7dq1io2N1bVr1+Tm5qaIiAg1btxY3bp1U4sWLXTs2DEtWLBAb7zxhjZu3KjevXvrm2++kZubm/79739r/PjxiouLU2RkpPbs2aMLFy7Iy8tLkZGRqlevnpo2baoTJ05Ikn05ff311xUSEqK1a9fK29tboaGhGjdunLp06VJRbborpfX266+/1qJFi5Sfny9vb2/NmDFD9erVs7/+xs/t0aNHNWfOHGVnZ+ull17S9OnT5e3traFDh6p27do6efKkFi1aJIvFoiVLluj69etq1KiRZs6cKQ8PjwqZf0f77bfflJeXp+zsbEkF/Z47d66qVq2qrVu3avXq1crOzlZubq5mz56t1q1b69ixY5o6daqys7NVu3ZtLVy4UBEREWrXrp2ee+45SQXrx/Hjx6tly5YVOXv3rKTPXHHfud7e3jp8+LDeffdd5eTkyMPDQzNmzJCPj4+GDh2qp59+WocOHdK5c+cUHh6uNm3aqHv37tq+fbtq1qyp9PR0/fd//7c++OADjR49Wo0bN9ZPP/2kZs2aqVWrVoqJidGFCxe0fPlyPf7440WWZw8PD/vy7IwsFotsNpseeOCBYrcPTSaT/vGPf2jt2rV68MEH1bhxYz366KMKCwsr8X9R0vJ78+f9xIkTWrlypWrWrKlHHnlENWrUqOh2lJnNZrMvKwkJCXJzc9OPP/6okSNHKjIyUm3bti32dTfulCtvFy5c0LFjxxw2/cqMI6Dl4Mcff9QTTzxhD1SF/P39lZycrB07dmjjxo2KiYlRWlqa1q1bJ0lKSUnRggULtHr1aknSd999pyVLliguLk5ff/21Tpw4oW+//VbJycn6/PPPtWnTJmVmZiouLq7Umt59912FhoYqOjpaK1eu1NSpU3X58uXyn/k7dLtenTp1Sm5ublq/fr2+/PJLXbp0SUlJSZJu7dX333+vFStWaNWqVZozZ478/PzsR6V27typEydO6P3339eaNWsUHx+v6tWra9myZZIKVt6+vr7atGmT2rVrp6ioKPXr10/NmzfXrFmz1LRpU7399tuaMGGCYmJiNHPmTI0dO7bEeaqsvS6Ou7u7fHx89NVXX5XY6+PHj+vFF19UQkKCatWqpfj4eGVmZmrOnDn66KOPtHnzZlmtViUlJWnp0qXy8PBQQkKCPv74Yy1dulTHjx+/bQ2pqan6+OOPtXLlSr322mvq1q2b04RPqWCjs3v37kpMTJRUcFQkJSVF+/btu20vbl7G1q5dq1mzZikmJkazZs0qcupjoRuX+w0bNkiSYmJi9Pnnn2v79u2lns5bWQUFBWnbtm2SCk7Dbtq0qdzc3HT58mV99dVXWrNmjRISEtSlSxdFRUXZX+fn56dt27bZj+h5eHioRYsW2rVrlyRp8+bN6tOnj9LS0nTq1CmtW7dO27ZtU8OGDW+73mzYsKHGjx+vadOmafny5WrVqpXThc9CJfX2119/1dSpU7V8+XLFx8erdevWmjFjRrHTyM3NVXh4uCIiIhQTE6MXX3xRU6ZMsT/ftGlTbdu2TfXr11dERIRWrVqlTZs2qXPnzlq4cKEh81kRnnjiCXXv3l09evTQgAED7DvTvL29tW7dOvvO5pdfftl+ZG38+PF69dVXFR8fr+DgYH388ccKDQ1VbGysJOnMmTM6d+6c04fP233mivvOzc3N1ZtvvqkpU6YoLi5OAwcO1JtvvmmfXl5entavX69JkyZp8eLFqlmzprp06WJf727atMm+g+/EiRMaMWKEYmNj9a9//UtnzpzR+vXr1bt3b61fv77U5bmyy8rKUt++fRUYGKgOHTpo0aJFWrZsmf79738Xu314/PhxRUVFKTo6Wp988onS0tLs0yruf5Gfn1/i8iv95/Net25dLVy4UFFRUVq/fr2uXLlSEe24a4cOHVJKSoomTpwoNzc3SVKzZs00atQoLV++3H5UUlKRy6xuvPSqX79+mjBhgnr37q0XXnhB58+fl1Sw4/TZZ59V79691b9/f506dUrSfy5vkAoOwAwdOrRITbNmzVJWVtbv8igoR0DLQZUqVVS1atVin9u7d6969eql6tWrSyo4fW/Tpk3y9/fXQw89pEaNGtnHbdWqlWrWrClJ8vb21oULF7Rnzx4dPXpUISEhkqTs7Gw9/PDDatOmzW1r2r17t06dOmW/TuD69es6ffq0nnzyyXue33txu161a9dOderUUVRUlE6dOqXU1FRdvXpVkm7pVevWrVWzZk17v3x9fSVJjzzyiC5evKgDBw6oa9eu9j3xzz//vCZNmmR//TPPPCNJatKkyS0b8VeuXFFycnKR8a9evVriKcKVtdclMZlMatasmby9vUvsdeHR3iZNmujChQv67rvv1Lp1azVo0ECS7NdtrlixQrNnz5Yk1a1bV927d9f+/fvt/5fi/OEPf9CDDz7oyFl0uJCQEC1evFgDBw5UfHy8+vTpo507d95RLxYsWKCvv/5aiYmJOnLkSLFf5jcu93v27NGxY8fspwtdvXpVJ06cKHGvbWXWrVs3+5G4rVu3KigoSFu2bFHNmjUVERGhzZs3KzU1VTt37izyOSpuI71Pnz7avHmzunbtqq1bt2rNmjWqX7++3n77bX322WdKSUnR4cOH9eijj962ptDQUG3dulXx8fFKSEgo93k2Skm9rV69ulq0aGFfnp5//vkSTz9MTU3V6dOni+wYunGnWosWLSRJR44cUUZGhoYNGyap4BKL2rVrO2rWKoXp06fr1Vdf1a5du7Rr1y4999xzWrhwoZYvX64dO3YoJSVF+/fvV5UqVXTu3DlZLBZ17dpVkjR48GBJBUdipkyZovT0dMXGxqpv374VOUvlwsfH57afuZu/c1NTU1WrVi37shQUFKSpU6fq0qVLt4xfuJEfGhqqpUuXasCAAfYdfXl5eapXr579O6tBgwb27YGHH35Y6enppS7PlV3hKbj5+fmaO3eufv75Z3Xq1EkLFiwodvvw3Llz6tq1q/27p1evXrp48aJ9ejf/L6pUqVLs8luo8H/03XffqVWrVvazJsxmc6mnr1Ym33//vZ588kl7+CzUvn17RURE6Kmnnip1GsePH9fs2bPVrFkzhYWFKT4+Xv3797fvOK1WrZoWL16sqKioMu3kCA8P17Bhw7R8+fK7ni9nRQAtB82bN9cnn3wim80mk8lkf/y9997Tnj171L9//yLjX79+XZJUrVq1Io/fGMxMJpNsNpusVqteeOEFvfjii5KkixcvysXFpdTrJfPz8/Xxxx/bTxHMysrSQw89dNfzWF5u16sWLVpo6dKlGjZsmEJCQvTbb7/JZrNJurVXN69AXF2LLsr5+flFhm02m73v0n96Xdjnm1/r7u5u30MtSWfPnrX38maVtdfFyc3NVUpKik6fPq3FixcX2+vilkNXV9ci/6/Cm+3c3LvCZfbmvubl5dn/vvl/6YzatWsni8WijIwMxcXFadmyZfr222+LjFPYi5IMHjxYHTp0UIcOHeTr66vx48ffMs6NvbJarZowYYICAgIkFfwPHnjggXKaI2MVnip66NAh7d27V+PGjdOWLVuUkZGh559/Xn/5y1/k5+enevXqFTk9qbidV927d9fcuXN14MABNWzYUPXr11dycrLGjRun4cOHq2fPnqpSpUqR5bFw/XPjOiEnJ0dnz56V1WrV2bNn1bhxY8c2wUFK6m1p68Qb5efnq1GjRvZ1oNVqLXLzssLl0mq1qnXr1vYbFeXk5DjdUZE78c033+jq1asKDg5WaGioQkNDtWHDBkVFRem9995Tnz591K5dOzVt2lRRUVFyc3Mrst7MyclRVlaWvL291a9fP23evFlbt27VqlWrKnCuykdpn7mbv3NvXh6louvMG8cv1K5dO2VlZemLL75Qo0aNVL9+faWnp8vd3b3IdFxcXIoMl7Y8O4sqVarorbfeUr9+/bRq1aoStw8///zzYvtb6Ob/xZUrVzRgwIBblt9ChZ/3m7/Xb97uquxu3u4slJ2dfcu2TEmK20Ff2o5TFI9TcMtB27Zt9dBDD2nZsmX2lefOnTsVHR2tF154QZs3b1Z2drauX7+ujRs32q/NKYuOHTsqNjZWV65c0fXr1zV69Gj76VWlve6TTz6RVHCjF7PZrGvXrt3dDJaj2/Vq586dCgoKUmhoqGrVqqV9+/bd9U2B2rdvrx07dtj3nG7YsEEdOnS47WtcXFxktVr14IMP6rHHHrN/Wf3zn//UkCFDSnxdZe31zfLz87V06VK1bNlSp0+fvqNeP/300zp8+LAsFoskafbs2dq+fbs6duyozz//XFJBINq+fbvat28vDw8P/fzzz7LZbDp9+rT9mrububi4lLgRXNn169dPK1euVO3atfXoo4+W2IsbFS5j58+fV2pqql5//XX5+flp+/btpS7rHTt21IYNG5SXl6crV65o8ODBOnz4sKNmz+GCgoIUERGh5s2b2zdkatSoIR8fHw0fPlxPP/20vvrqq1L74u7urmeeeUazZ89Wnz59JBXc7Kl9+/YaNGiQHnvsMX3zzTf26Xh4eOjkyZOy2WxFrqFftGiROnbsqEmTJmnSpElOfUOy4nqbnZ2tI0eO2E8HW79+fYnrxMaNG+vChQv2s0M2btxY7A6Sli1b6vDhw0pJSZFUcEbE/PnzHTFLlUK1atUUERFh76HNZtOxY8fk7u4uk8mkUaNGqUOHDvryyy/t3yX169e3nyIeGxtrP9U+JCRE69ats+80cXa3+8wVp3Hjxjp//ryOHj0qqeBmWQ8//HCJO3qlggDUr18/zZo1y37UryzKujw7A1dXV7311ltasWKFmjVrVuz2oa+vr5KSknT58mXl5ubqiy++KDZ4FUpNTS12+b1ZmzZtdPjwYWVmZio/P19btmxx5KyWuxYtWuiHH36w7xA/d+6cbDabjhw5Yj/6WRhES9ouKW4HfeGO00uXLsnPz0/9+/e/ZYfn7ab5e+Vcuy8qKZPJpBUrVmjOnDnq3bu3XF1d5eHhoQ8++EDNmjVTRkaGQkNDdf36dXXu3Fl/+ctfdPbs2TJNu1u3bjp+/Liee+45Wa1WPfPMM+rfv7/OnDlz29eFh4dr6tSpMpvNkqT58+ff9rRIo9yuVy4uLho/frw2b94sNzc3tW7d2v5Ff6eeeOIJjRw5UkOHDlVeXp6eeuopTZ8+/baveeaZZ/TOO+9o3rx5WrBggaZNm6YPP/xQbm5uioyMLHEFXll7Lf3n2hGpIIA++eSTeu+993T27Nk76nX9+vX1t7/9TX/961+Vn5+vP/3pTwoJCdG1a9c0bdo0mc1mWa1WjRo1Sk899ZRyc3O1ceNGBQYG6g9/+EOJp4y3aNFCy5Yt08KFC51ugyAkJETdunXTu+++K0kaPXp0sb24MXzfuIwNGDBAvXr1kqurqzp27Kjs7Gz7adDFGThwoNLS0tS/f39dv35dISEhpe5Uqcy6du2qv/3tb0Vu8ODm5qb8/HwFBwfLZrOpXbt2OnnyZKnT6tu3r+Li4tSzZ09JUnBwsMaMGWP/TDZv3ty+fI8bN06jRo1SvXr11KZNG/322286fPiwtm3bpri4ONWsWVMxMTH66KOPnPanXorrbb169TRjxgyNGTNGeXl5evjhh+3L7s3c3d21ePFi+w1iatasqXnz5t0ynqenp2bPnq033njDfmMxZ/tZpTvRsWNHjRkzRqNGjbJvxD7zzDNavny5Jk6cqKCgIJlMJnXu3FmHDh2SJPt3yYIFC+Th4WEP6A0bNlTDhg1vOUPKWd3uM1ccd3d3RUZGaubMmbp27Zpq166tyMjIUt+nV69e+uijj9SjR48y11bW5dlZ+Pn5qVWrVjp48KACAgJu2T40mUwaNmyYnn/+edWoUUMeHh4lXvokFWwvPfnkk8UuvzeqV6+ewsPDNXz4cFWvXl1//OMfHTmb5a5NmzZ6/PHHNW/ePL399tuKiYnRl19+qf/7v/9TRESEPv30U/3000/q2LGjvvrqqzJP9/vvv7fvOM3OztaSJUvslyt5eHjop59+kre3d7F30nV1df3dBlOTrazHnQEAAHBPbDabsrKyNHToUCUkJNxyCqkz2bdvn5YtW6Y1a9Y4/L3y8/P16aefKiUlReHh4eUyzfT09Nv+ooAzSklJUVJSkv0u6a+88oqeffbZSv17p0a5du2aIiIi9O2338rNzU21atWSzWZTq1atFBgYqEmTJqlq1arq3r27oqOjtWPHjiJ3pr9xWVm6dKkk6aWXXtKYMWOUmZlZZMfpp59+qqSkJM2cOVO1a9dW586d9a9//Utr1qyx/zJA4Z2G3dzcDPkMVSYEUAAAAIMkJiZq2rRpmjZtmgIDAyu6nHuyb98+jRo1Si1btnT4b4G++uqrysjI0KpVq+7od4NLcvDgQftP5NxPATQ3N1eTJk2y/yRY586d9dZbb932NNzfs/z8fCUlJalLly70yEAEUAAAAACAIbgJEQAAAADAEARQAAAAAIAhCKAAAAAAAEMQQAEAAAAAhiCAAgAAAAAMQQAFAAAAABji/wN65ZJb757D2QAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<Figure size 1152x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"# Quelle: https://stackoverflow.com/questions/38622082/plot-histogram-of-a-list-of-strings-in-python\n",
"fcounts = Counter(fredrama.firstAuthor)\n",
@@ -754,10 +1208,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 32,
"id": "f0837f53",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Hist({'Comedy': 173, 'Tragedy': 130, 'Tragicomedy': 7})"
+ ]
+ },
+ "execution_count": 32,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gergenre = thinkstats2.Hist(gerdrama.normalizedGenre)\n",
"gergenre"
@@ -773,10 +1240,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"id": "b5be78ba",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Hist({'Comedy': 710, 'Tragedy': 321, 'Tragicomedy': 83})"
+ ]
+ },
+ "execution_count": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"fregenre = thinkstats2.Hist(fredrama.normalizedGenre)\n",
"fregenre"
@@ -792,10 +1270,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 48,
"id": "ce1ba852",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"plt.subplot(121)\n",
"thinkplot.hist(gergenre, align=\"left\")\n",
@@ -839,10 +1328,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 113,
"id": "a13cced7",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1650, 1947, 1834.0, 1837.678510998308, 57.35055623228082, [1904])"
+ ]
+ },
+ "execution_count": 113,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerdrama.yearNormalized.min(), gerdrama.yearNormalized.max(), gerdrama.yearNormalized.median(), gerdrama.yearNormalized.mean(), gerdrama.yearNormalized.std(), mode (gerdrama.yearNormalized)"
]
@@ -857,10 +1357,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"id": "9b324475",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(1170, 2017, 1740.0, 1746.8121794871795, 85.6225961577697, [1778])"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"fredrama.yearNormalized.min(), fredrama.yearNormalized.max(),fredrama.yearNormalized.median(), fredrama.yearNormalized.mean(), fredrama.yearNormalized.std(), mode (fredrama.yearNormalized)"
]
@@ -875,10 +1386,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 114,
"id": "9ee73b1c",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1650 3\n",
+ "1651 1\n",
+ "1657 1\n",
+ "1658 1\n",
+ "1659 1\n",
+ " ..\n",
+ "1929 1\n",
+ "1930 1\n",
+ "1931 1\n",
+ "1932 1\n",
+ "1947 1\n",
+ "Name: yearNormalized, Length: 182, dtype: int64"
+ ]
+ },
+ "execution_count": 114,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerdrama.yearNormalized.value_counts().sort_index() "
]
@@ -893,10 +1426,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 37,
"id": "74e70f57",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "1778 43\n",
+ "1881 33\n",
+ "1769 26\n",
+ "1771 25\n",
+ "1785 22\n",
+ " ..\n",
+ "1874 1\n",
+ "1860 1\n",
+ "1845 1\n",
+ "1895 1\n",
+ "1774 1\n",
+ "Name: yearNormalized, Length: 281, dtype: int64"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"fredrama.yearNormalized.sort_index().value_counts()"
]
@@ -911,10 +1466,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 47,
"id": "1735808d",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 4 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"plt.subplot(221)\n",
"plt.hist(gerdrama.yearNormalized, align=\"left\", bins=182)\n",
@@ -965,10 +1531,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 49,
"id": "e62a37ee",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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DBuTk5AAAXnvtNRw6dMjsiupEhiryECyH656w6h5S96a1JO0hlbeNL/dDkm4/JHOK9zo6fvw4zp49i2HDhgEA8vLyUL9+fXTo0AF16tTRL97arFkz3Lt3D7/88gvat28PDw8PANAvxnrx4kX06NEDjo6OqF27NmrVqoV79+7BxcUFLi4uEELgzp07qF27dpn3gagybHW4DrD2QPKqY9EtfrkfknT7IZlT/P0UFRVh3Lhx+rml+/fvw87ODnfu3DHaD0mlUkEIAXt7e6P9i7Kzs83eh+LzDdtpuGEfEf05/H+TxIYNG4YtW7agXr16cHd3R40aNfT7IQFP9hgaM2aM/uuwsDC88cYb+PHHHwE8235IGzZsAACj/ZAAPJf9kCravuL9kObPn69/rW3btjhz5gxu3LgBAPjss8+wfPlyeHt76/dDAlDufkjl6dy5M+Lj45Gbm4vCwkL9FvGl8fHxwZkzZ6DVPqmKWrp0KQ4cOFDmNYqH7lxdXcttDxFVjFX3kOSA+yFJsx9SWXr37o1Lly5h5MiRKCoqQo8ePTB06FCkpaWZPd/d3R3z5s3DhAkToNPp0K5dOwwbNgyfffZZqdf473//K4vVxUl+Krs6Az3F/ZAkxP2Qni/D/ZDKGrqrCtOmTcP06dPh7e1d4f9GTj+bJA1zzx8t6F/2z0j8iRTEHkzWH2//wF+y9lka90OyIO6H9HwZ7odkSWfPnoWnp2elwohsQ2WfPwJY8m2IQ3YS4n5Iz5/hfkiW4uvrW27VI9mmyj5/BLDk25BVBpIQwqhqisjSFDgyTpVQ/BC+oWep8LXlkm/ACgPJzs4OBQUFHCIjWSkoKDBbSk/KVdZKMOWt7E3mWd0ckqurKzQajb6yi8jSdDodNBoNatasaemm0HNSXLxQWhhVZO4I4A6xpqzuT7a6desiNTWVC1+SrLz44ouoW7div6RI3kwr6YpVZH1LQ6bVdbZe0ABYYSBVq1YNjRo1snQziMhKmc4VVbR4wZRhdR3AggbACofsiIikYrrp3rOGEWBcXRfau7nNFzQAVthDIiJ6nkorXqjIpnsVxTB6gj0kIqIylFZJV9HCBao49pCIiAyUt7FnZYsXqOIYSEREqFgQlbcuHf05HLIjIkLpQ3NA5Z4tomcnaQ8pISEB69atQ2FhIcaNG6ff96fY+fPnMX/+fBQUFKBevXpYsWIFXnrpJSmbRERUgmn1HIflLEOyHpJGo0FUVBQ2b96MnTt3Ii4uDlevXjU6Z8mSJQgLC8OuXbvw8ssv6zeWIyKqKqVtGcEwqnqSBdKxY8fQuXNnuLq6wtnZGQEBAdi7d6/ROTqdDrm5uQCAR48elbtNNxHR8/YsW0aQNCQLpIyMDLi5uemP1Wo1NBqN0TkRERGIjIxE9+7dcezYMQQHB0vVHCKiEp7ng66VwTXszJMskHQ6ndEWEKZbQuTl5WHevHn48ssvkZSUhJCQEMyZM0eq5hARGTE3VFdVw3TclM88yQLJw8MDWu3Tf2ytVgu1Wq0/Tk5OhpOTk36js1GjRuHUqVNSNYeISM/cAqlVOVTHTfnMkyyQunbtiuPHjyM7OxuPHj1CYmIi/Pz89O83btwY6enpuH79OgDgwIED8PHxkao5REQAzIdRVQ3VASWH67hs0FOSlX27u7tj5syZCA0NRUFBAUaMGAFfX19MnDgRYWFh8PHxwbJly/D+++9DCIE6depg6dKlUjWHiGxQeQ+7AlUbRgCH68oi6XNIQUFBCAoKMnpt/fr1+q979uyJnj17StkEIrJBFQkioOrDCOBwXVm4dBARWZXSNtAzJJcHXzlcZ4yBRERWxfS5IrmED5WPgUREVsNSzxVVFJ8/KhsXVyUiq2DJ54oqigUNZWMgEZFVUMISQCxoKBsDiYgUT+5DdeawoKEkBhIRKZoShuqoYhhIRKRoShiqA1jQUBEMJCJSNKUM1bGgoXwMJCJSrKRrWUbHcg2j+BMpLGioAAYSESmW4XCdo72qjDMty7R3xIIG8xhIRKRYhsN1cp07AljuXVEMJCKyCnIerjPE3lHpGEhEpEim80dyxWKGimMgEZEiKWH+iMUMlcNAIiJFkvv8UfyJFMQeTNYfs5ihfFztm4gUT07zR/EnUhB35JpRzwhg76gi2EMiIsWR8/yRuTAK7d2cvaMKYA+JiBRHrvNHpnNGTg52GNXDi2FUQQwkIlIU05W95TJ/ZG7OaHN4Hwu2SHk4ZEdEimLaO5LD/JFpGAGcM3oWDCQiUhQ59o4MnzUCOGf0rDhkR0SKZenekbmKOobRs2MgERFVUmml3XzW6M/hkB0RUSWVFkacN/pz2EMiIqoElnZLh4FERIohhwdiTRdLZWn388MhOyJShKRrWdhzQas/tsQDsVwsVVoMJCJSBMPnj4CqL/nmYqnSYyARkSIYPn/Uv5VblZd8mz5rxN7R88dAIiLFscTzR3zWSHoMJCKicnAb8qrBQCIi2bNkdZ25uSOShqSBlJCQgAEDBsDf3x+bNm0q8f7169cxduxYDBo0CBMmTMC9e/ekbA4RKZQlt5vg3FHVkSyQNBoNoqKisHnzZuzcuRNxcXG4evWq/n0hBN577z1MnDgRu3btQsuWLRETEyNVc4hIwSy5oCrnjqqOZIF07NgxdO7cGa6urnB2dkZAQAD27t2rf//8+fNwdnaGn58fAGDy5MkYM2aMVM0hIithyQVVGUbSkiyQMjIy4Obmpj9Wq9XQaDT641u3bqFu3br44IMPMHToUCxYsADOzs5SNYeIiGROskDS6XRQqZ6O9QohjI4LCwtx6tQpjB49Gt999x0aNmyIv//971I1h4gUSg7LBVHVkCyQPDw8oNU+XeZDq9VCrVbrj93c3NC4cWP4+PgAAAIDA3H27FmpmkNECmXJggbTcm+SlmSB1LVrVxw/fhzZ2dl49OgREhMT9fNFAPDqq68iOzsbly5dAgAcPHgQrVu3lqo5RKRQlixoMF1IlaQl2Wrf7u7umDlzJkJDQ1FQUIARI0bA19cXEydORFhYGHx8fPDpp58iMjISjx49goeHB5YvXy5Vc4jIClR1QQMXUq1akm4/ERQUhKCgIKPX1q9fr/+6bdu22LZtm5RNICIFs/QDsYZYYSc9rtRARLJk6e0mOFxX9RhIRCQ7pmEEWPaBWA7XVQ0GEhHJjuneR5bYbsIQh+uqBgOJiGTH0nsfkWUwkIhIVkwLGRhGtoOBRESyYelChmJ8INYyygykoUOH6r/+8ccfJW8MEdk207mjqi5kALj/kSWVGUhCPB3HjYqKkrwxRGTb5DB3xP2PLKfMB2NNF0clIpJC0rWsEr0jS80dcf8jy6nwHJJhOBERPU8HkjONekeWmjsyxTCqWmX2kO7fv4//+7//gxACDx48QGJiotH7/v7+kjaOiGyDaRhZYu4IYDGDpZUZSPXr10dsbCwAoF69evj666/176lUKgYSEf1ppmXeC/p7W6glXC7I0soMJMMAIiJ63uRS5l2MywVZVrmrfefm5mL37t1ITk5G9erV4e3tjX79+sHR0bEq2kdEVqi4iMFwqA6wTJl3aTh/VPXKLGq4efMmBg4ciMTERDg5OQEAtm3bhn79+iEtLa1KGkhE1sdcGFl6iSDOH1lemT2kNWvWYObMmRg8eLDR699++y1WrlzJZ5OI6JmYK2Kw9BJBnD+yvDJ7SMnJySXCCADefPNN3LhxQ7JGEZH1MlfEYOkwAjh/JAdlBpKdXel/JfC5JCJ6FoYPwFq6iKE0nD+yjDIDiaFDRM9T0rUso+E6uRQxcP5IHsqcQ0pPT8fixYtLvC6EgEajkaxRRGSdTHtHchiqAzh/JBdlBtKYMWNKvPb48WM4OTkhJCREskYRkXWSa++I80fyUOaQ3aRJk/D777/D29sb06ZNw7Rp05CcnIzU1FRMnjy5qtpIRFZArhvvmfaOOH9kOWUGUnR0NHJyctC+fXv9awsXLsT9+/cRHR0teeOIyHrItZiBvSP5KDOQDh06hFWrVqFOnad/ybi7u2P58uXYv3+/5I0jIushx+E6U+wdWVaZgeTg4IDq1auXeN3FxYVLBxFRhcl1uI7kpcxAqlatGnJyckq8npOTg8LCQskaRUTWQ24LqBpiube8lBlIgYGBiIyMxMOHD/WvPXz4EJGRkdx6gogqxHQnWDkN17HcW17KDKRx48ahRo0a6NatG0aOHIkRI0agW7dueOmllzB16tSqaiMRKZTpg7CWXkDVFAsa5KXM55CqVauGRYsWYfLkyTh//jyqVasGX19fqNXqqmofESmYXB+EBUoO17GgwfLK3Q8JADw9PeHp6Sl1W4jIish1maBiHK6TnzKH7IiInpXce0ccrpMfBhIRPXdK6x1xuE4eJA2khIQEDBgwAP7+/ti0aVOp5x0+fBi9e/eWsilEVIXk3DsCWMwgVxWaQ3oWGo0GUVFR2LFjBxwdHREcHIxOnTrhlVdeMTovMzMT//jHP6RqBhFVoaRrWSW2J5db78gUe0fyIVkP6dixY+jcuTNcXV3h7OyMgIAA7N27t8R5kZGRmDZtmlTNIKIqZBpGcuwdkXxJFkgZGRlwc3PTH6vV6hJ7KMXGxqJVq1Zo27atVM0goipiOm/kaK+SZe+IqzPIl2RDdjqdzmjHWSGE0XFycjISExPx5ZdfIj09XapmEFEVMZ03WtDf24KtKR3LveVLsh6Sh4cHtNqn61dptVqjB2r37t0LrVaL4cOHY9KkScjIyOCmf0QKJfeqOkMsaJAvyQKpa9euOH78OLKzs/Ho0SMkJibCz89P/35YWBj27duH+Ph4xMTEQK1WY/PmzVI1h4gkYm7xVLnOG3F1BnmTLJDc3d0xc+ZMhIaGYsiQIQgMDISvry8mTpyI3377TarLElEVk/PiqaY4XCdvks0hAUBQUBCCgoKMXlu/fn2J8xo0aICDBw9K2RQikoDcF081xeE6eeNKDUT0TJQ0VAdwuE4JGEhE9EyUNFQHcLhOCRhIRFRpShuqAzhcpwQMJCKqNLmvVVceDtfJEwOJiCpNKc8cFePqDMrAQCKiSkm6lmV0rITeEeePlIGBRESVYjpcpwScP1IGBhIRVYrShutMcf5IvhhIRFRhShyu4/yRcjCQiKjClDhcx/kj5WAgEVGFKXG4jvNHysFAIqIKUeJwnSnOH8kbA4mIKkSJw3WcP1IWBhIRVYgSh+s4f6QsDCQiKpcSh+viT6Rw/khhGEhEVC4lDteZ9o44fyR/DCQiKpPpyt5KGa5j70h5GEhEVCalr+wNsLpOKRhIRFQqpfaOWF2nTAwkIiqVUntHrK5TJgYSEZVKib0jgPNHSmVv6QYQkfwkXcsy6h0Byij1NofzR8rBHhIRlXAgOdOod6SUUm9SNgYSERkxLWRwtFcpariOBQ3KxSE7ItJLupaFPRe0+mNHexUW9Pe2YIsqjwUNysUeEhHpmc4bKalnVIwFDcrFQCIiACWH6vq3clNcIYPpcB0LGpSFgUREAJT7zJEhDtcpGwOJiBS7IoMhru6tfAwkIrLK3hGH65SHgURE7B2RLDCQiGycEjffM8XekXVgIBHZOCVuvmeIvSPrIWkgJSQkYMCAAfD398emTZtKvL9//34MHjwYgwYNwpQpU3Dv3j0pm0NEZih9uI69I+shWSBpNBpERUVh8+bN2LlzJ+Li4nD16lX9+zk5Ofjoo48QExODXbt2wdvbG9HR0VI1h4jMsIbhOvaOrIdkgXTs2DF07twZrq6ucHZ2RkBAAPbu3at/v6CgAAsWLIC7uzsAwNvbG7dv35aqOURkhjUM1xli70jZJAukjIwMuLm56Y/VajU0Go3+uFatWujbty8AIC8vDzExMXjjjTekag4RmaHk4br4EymIPZisP+aDsMonWSDpdDqoVE//4hJCGB0Xe/DgASZNmoQWLVpg6NChUjWHiMqhtOE6w7kjgMN11kCyQPLw8IBW+3TVYK1WC7VabXRORkYGQkJC4O3tjSVLlkjVFCKyQoZzR6G9m3O4zgpIFkhdu3bF8ePHkZ2djUePHiExMRF+fn7694uKijB58mT0798f8+bNM9t7IiKqCIaRdZBsPyR3d3fMnDkToaGhKCgowIgRI+Dr64uJEyciLCwM6enpuHDhAoqKirBv3z4AQJs2bdhTIqoiphV2SsJN+KyTpBv0BQUFISgoyOi19evXAwB8fHxw6dIlKS9PRGVQcoUdV/W2TlypgcgGKXl1b67MYL0YSEQ2SMmre3NlBuvFQCKyQUrtHQFcmcGaMZCIbIw1LBdUjL0j68JAIrIxSi5mIOvGQCKyMUoeriPrxkAisiFKH67j80fWjYFEZCOSrmVhz4Wny3kpcbiOzx9ZNwYSkY0wnDsClDlcxwo768ZAIrIBpg/C9m/lprjhOlOssLM+DCQiG6DkB2HJdjCQiKyckpcJItvCQCKyctbSO2KFnfVjIBFZOWvoHXG7ctvAQCKyIUrsHZmGEcAKO2vFQCIiWTN89gjgduXWjIFEZMWUvCtsMcNnjxhG1o2BRGTFlL6QqmkhA8PIujGQiKyU0su9WchgexhIRFZKyeXeLGSwTQwkIiul5N4RCxlsEwOJyAopfZsJFjLYJntLN4CInj+lFjPEn0gp0TtiGNkO9pCIrJBSh+vijlwz6h2xkMG2sIdEZGWUOFxX3DMyDSMWMtgWBhKRlVHicJ25MNoc3seCLSJL4JAdkZVR2nBd/IkU9owIAHtIRFZNCcN1hkUM7BnZNvaQiKyI0tauM+0dsWdk2xhIRFZEafNHpr0jlnjbNg7ZEVkJpaxdZ66iDmDviBhIRIqUdC0LB5IzjQLIkFzXrjO3Rh3A3hE9IWkgJSQkYN26dSgsLMS4ceMwZswYo/cvXryIefPmITc3Fx07dsTf/vY32NszI4kMlRc+5pTXOyqtl2IJrKqjYpL99tdoNIiKisKOHTvg6OiI4OBgdOrUCa+88or+nPDwcCxevBjt2rXDBx98gK1btyIkJESqJhHJwrMETEU52qvQp3ndcntHcggjrlFHpiQLpGPHjqFz585wdXUFAAQEBGDv3r2YNm0aACAtLQ15eXlo164dAGDYsGFYs2YNA4lkRcrw+LMqGj7F5NIrKu4RMYzIlGSBlJGRATc3N/2xWq3G2bNnS33fzc0NGo1GquaUIOdfNESmKhs+5pgLIz73Q3IiWSDpdDqoVE/LToUQRsflvS+1pOt3GEZkMc8jYP4szt2Q3EgWSB4eHvjpp5/0x1qtFmq12uh9rVarP87MzDR6X2rdm9ZiD4kqRA7h8TyM6uGFhFM3EfSXxhwuI1mSLJC6du2K6OhoZGdn44UXXkBiYiIWLVqkf9/T0xNOTk44ffo0OnTogPj4ePj5+UnVnBK6e9VR/C8YosoY3LkJg4hkTbKVGtzd3TFz5kyEhoZiyJAhCAwMhK+vLyZOnIjffvsNALBy5UosW7YM/fr1w8OHDxEaGipVc4iISOYkfegnKCgIQUFBRq+tX79e/3WLFi2wbds2KZtAREQKwbXsiIhIFhhIREQkCwwkIiKSBQYSERHJgiJXMi0qevK0eXp6uoVbQkREFVX8O7v4d7gpRQZS8QO1pquHExGR/Gm1WjRu3LjE6yohhOKWKsjLy8O5c+fg5uYGOzs7SzeHiIgqoKioCFqtFm3atEH16tVLvK/IQCIiIuvDogYiIpIFBhIREckCA4mIiGSBgURERLLAQCIiIllgIBERkSwwkIiISBYYSABycnIQGBiI1NRUAEBcXBwCAwMRFBSEuXPnIj8/HwBw8eJFDBs2DAEBAZg3bx4KCwsBAH/88QfGjBmDfv364b333kNubq7FvpeqZHrfin3zzTcYO3as/pj3rSTTe/fLL79g5MiRGDhwIGbNmsWfuTKY3rukpCQMGjQIgYGBmD17Nu9dKdauXYuBAwdi4MCBWL58OQDg2LFjCAoKgr+/P6KiovTnWuzeCRt35swZERgYKFq3bi1+//13cf36ddG3b1/x4MEDodPpxOzZs8XGjRuFEEIMHDhQ/PLLL0IIIebOnSs2bdokhBBi0qRJYvfu3UIIIdauXSuWL19uiW+lSpnet2JXrlwRPXr0EG+99Zb+Nd43Y6b37sGDB6Jbt27i4sWLQgghZs6cqb9HvHfGzP3c+fn5iatXrwohhJg+fbrYunWrEIL3ztDRo0fFqFGjxOPHj0V+fr4IDQ0VCQkJomfPnuLWrVuioKBAjB8/Xhw+fFgIYbl7Z/M9pK1bt2LBggVQq9UAAEdHRyxYsAAuLi5QqVRo3rw5/vjjD6SlpSEvLw/t2rUDAAwbNgx79+5FQUEB/vvf/yIgIMDodWtnet8AID8/H/Pnz0dYWJj+Nd63kkzv3dGjR9GuXTu0aNECABAZGYm+ffvy3plh7ueuqKgIOTk5KCoqwuPHj+Hk5MR7Z8LNzQ0RERFwdHSEg4MDvLy8kJKSgsaNG6Nhw4awt7dHUFAQ9u7da9F7p8jFVZ+nJUuWGB17enrC09MTAJCdnY1NmzZh2bJlyMjIgJubm/48Nzc3aDQa3LlzBy4uLrC3tzd63dqZ3jcAWLVqFYYPH44GDRroX+N9K8n03t28eRPOzs6YOXMmrl+/jvbt2yMiIgIXLlzgvTNh7ufuo48+wtixY+Hi4oIGDRqgX79+OH/+PO+dgWbNmum/TklJwZ49e/DWW28Z3SO1Wg2NRmPR/8/afA+pNBqNBuPGjcPw4cPRqVMn6HQ6qFQq/ftCCKhUKv3/GjI9tgVHjx7F7du3MXz4cKPXed/KV1RUhKSkJMyaNQs7duzAo0ePEBMTw3tXAVqtFitXrsTu3buRlJSEtm3bYtmyZbx3pbhy5QrGjx+P2bNno2HDhmbvkSXvHQPJjGvXriE4OBhDhw7F1KlTAQAeHh76bS8AIDMzE2q1GrVr18aDBw/0+3totVqj4QRbsXv3bly5cgWDBw9GZGQkzp07h/fff5/3rQLq1q2Ltm3bomHDhrCzs0P//v1x9uxZ3rsK+Omnn9C8eXM0atQI1apVw8iRI3Hq1CneOzNOnz6Nt99+G3/9618xdOjQEveo+F5Y8t4xkEzk5ORgwoQJmDFjBsaPH69/3dPTE05OTjh9+jQAID4+Hn5+fnBwcEDHjh3xn//8BwCwc+dO+Pn5WaTtlrRs2TLs2bMH8fHxWLx4Mdq0aYNPPvmE960CunfvjvPnz+P27dsAgEOHDqF169a8dxXQvHlznD17FpmZmQCAAwcOwMfHh/fOxO3btzF16lSsXLkSAwcOBAC0bdsWN27cwM2bN1FUVITdu3fDz8/PoveO20/8f71790ZsbCz279+PlStXwsvLy+i9GTNm4NKlS4iMjEROTg5at26NZcuWwdHREWlpaYiIiEBWVhbq1auHjz/+GDVr1rTgd1N1iu+b4bzRyZMnsXbtWnz99dcAwPtWCsN7d/jwYURFReHx48do2bIlli5dihdeeIH3rhSG9+67777D+vXrYWdnh8aNG2PhwoWoXbs2752BxYsXY/v27WjUqJH+teDgYDRp0gTLli3D48eP0bNnT8ydOxcqlcpi946BREREssAhOyIikgUGEhERyQIDiYiIZIGBREREssBAIiIiWWAgEVmxiIgIbNiwAQAwePBg3L9//7l87rvvvosdO3Y8l88iKmbza9kR2Yr4+HhLN4GoTAwkshmRkZGoU6cOZs6cCeDJL+jExER8+umnOHjwINatW4eCggJUr14dc+bMwauvvorMzEzMnz8fWVlZ0Gq18PT0xCeffII6deqgd+/e8PX1xeXLlzFr1iz07dtXf63o6GikpaVBq9UiLS0N7u7uWLFiBdRqNa5cuYKFCxfi7t27UKlUGD9+PIYMGYKTJ09iyZIlcHZ2Rm5uLmbPno21a9eiXr16uHHjBl544QVMmjQJX3/9NW7cuAF/f3988MEH0Ol0WLp0KX799Vfk5uZCCIHFixejQ4cORt+/t7c3jh8/jq+++gqHDx8G8GSdssuXL2Px4sV488038e233+Lf//43dDodXF1d8eGHH8LLywsajQYRERHIyMhA/fr1kZWVVWX/bmRDnutmFkQyduHCBdGtWzdRUFAghBAiJCRE/Pjjj+LGjRsiMDBQZGdnCyGESE5OFt26dRO5ubniyy+/FJ9//rkQQgidTif+53/+R2zYsEEIIUSvXr3E2rVrzV5rzZo1ok+fPuLBgwdCCCHeffddsXr1alFQUCD69Okj9u3bJ4QQIj09XfTo0UP8/PPP4sSJE6JFixYiNTVVCCHEiRMnRMuWLcX58+eFEEJMmDBBv6dNVlaWaN26tUhPTxc///yzmD59uigqKhJCCPH555+Ld999VwghxJw5c8S//vUvIYQQzZs3F1lZWUbtXL58uZg0aZIoLCwUJ0+eFCEhIeLhw4dCCCGOHDki+vXrJ4QQYsqUKSIqKkoIIURKSopo166d2L59+zP/WxCZwx4S2YyWLVvql+l5+eWXkZGRge7du2Pz5s3IyMjA22+/rT9XpVLh1q1bGDduHH766Sds3LgRKSkpuHLlCtq2bas/r2PHjqVe7y9/+QtcXFwAAK1atcK9e/eQkpKCx48fw9/fHwDg7u4Of39/HDlyBJ06dUK9evX0258AQIMGDdCqVSsAQKNGjVCjRg04Ojqidu3aePHFF3Hv3j28+uqrqFmzJrZs2YLff/8dJ0+exIsvvlju/YiNjcXx48fxzTffwM7ODocPH8bNmzcRHBysP+f+/fu4e/cujh07hjlz5gAAGjdujE6dOlXgjhNVDgOJbMqYMWOwfft2NGnSBCNHjtQvt9+lSxd88skn+vNu374NtVqNFStW4OzZs/ptSAoLCyEMVttydnYu9VrVq1fXf128fH9RUVGJJfuFEPotok0/z9HR0ei4eC8aQ4cPH8aSJUvwzjvvoE+fPmjatCl27dpV5n3Ys2cPvvrqK2zZskV/TZ1Oh8GDByM8PFx/nJGRgZo1a+rbX1Y7iP4sVtmRTQkICMDFixexb98+/d5NXbp0wdGjR3Ht2jUAwA8//IBBgwYhLy8PSUlJGDduHIYMGYI6derg2LFj+uX3n0XTpk1hb2+PxMREAE/23dq3bx+6du36zJ959OhR9OrVCyEhIWjTpg32799fZhtPnTqFJUuW4PPPPzfaiK179+74/vvvkZGRAQD497//jXHjxgEAevTogbi4OADAH3/8gZMnTz5ze4lKwz9zyKY4OjoiICAAmZmZqF27NgDglVdewcKFCzFr1iwIIWBvb49169bhxRdfxNSpU7F8+XKsXr0aDg4OaN++PW7duvXM13dwcMBnn32GxYsXIzo6GkVFRZg6dSo6d+78zL/kg4OD8de//hVBQUEoLCxEt27dkJiYCJ1OZ/b8Dz/8ECqVCrNnz9YHV/GK9hMnTsT48eOhUqng4uKCtWvXQqVSYcGCBZg7dy769+8PDw8P/XbrRM8TV/smm/Lw4UO89dZbmD9/Ptq1a2fp5hCRAQ7Zkc04cuQIXn/9dfTo0YNhRCRD7CEREZEssIdERESywEAiIiJZYCAREZEsMJCIiEgWGEhERCQLDCQiIpKF/wcSRNLcHse68AAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"cdfgeryearN = Cdf(gerdrama.yearNormalized, label='year Normalized (german)')\n",
"cdffreyearN = Cdf(fredrama.yearNormalized, label='year Normalized (french)')\n",
@@ -1005,10 +1582,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"id": "5648bf7f",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "count 591\n",
+ "unique 2\n",
+ "top False\n",
+ "freq 536\n",
+ "Name: libretto, dtype: object"
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerdrama.libretto.describe()"
]
@@ -1023,10 +1615,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 50,
"id": "43a285ef",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Hist({False: 536, True: 55})"
+ ]
+ },
+ "execution_count": 50,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerlibretto = thinkstats2.Hist(gerdrama.libretto)\n",
"gerlibretto"
@@ -1042,10 +1645,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 51,
"id": "98a5f96d",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "Hist({False: 1502, True: 58})"
+ ]
+ },
+ "execution_count": 51,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"frelibretto = thinkstats2.Hist(fredrama.libretto)\n",
"frelibretto"
@@ -1061,10 +1675,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 37,
"id": "f6251ee2",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Anteil der Libretti im deutschen DramaCorpus: 9.306260575296108%\n",
+ "\n",
+ "Anteil der Libretti im französischen DramaCorpus: 3.717948717948718%\n"
+ ]
+ }
+ ],
"source": [
"print(\"\\nAnteil der Libretti im deutschen DramaCorpus:\", percentage(55, 591))\n",
"print(\"\\nAnteil der Libretti im französischen DramaCorpus:\", percentage(58, 1560))"
@@ -1097,10 +1722,127 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 24,
"id": "713fb637",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>numOfSpeakers</th>\n",
+ " <th>numOfSpeakersMale</th>\n",
+ " <th>numOfSpeakersFemale</th>\n",
+ " <th>numOfSpeakersUnknown</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>591.000000</td>\n",
+ " <td>591.000000</td>\n",
+ " <td>591.000000</td>\n",
+ " <td>591.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>23.834179</td>\n",
+ " <td>16.898477</td>\n",
+ " <td>4.862944</td>\n",
+ " <td>2.067682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>43.906444</td>\n",
+ " <td>36.944023</td>\n",
+ " <td>6.362749</td>\n",
+ " <td>4.434322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>2.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>9.000000</td>\n",
+ " <td>6.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>16.000000</td>\n",
+ " <td>10.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>27.000000</td>\n",
+ " <td>18.000000</td>\n",
+ " <td>6.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>925.000000</td>\n",
+ " <td>802.000000</td>\n",
+ " <td>93.000000</td>\n",
+ " <td>37.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " numOfSpeakers numOfSpeakersMale numOfSpeakersFemale \\\n",
+ "count 591.000000 591.000000 591.000000 \n",
+ "mean 23.834179 16.898477 4.862944 \n",
+ "std 43.906444 36.944023 6.362749 \n",
+ "min 2.000000 0.000000 0.000000 \n",
+ "25% 9.000000 6.000000 2.000000 \n",
+ "50% 16.000000 10.000000 4.000000 \n",
+ "75% 27.000000 18.000000 6.000000 \n",
+ "max 925.000000 802.000000 93.000000 \n",
+ "\n",
+ " numOfSpeakersUnknown \n",
+ "count 591.000000 \n",
+ "mean 2.067682 \n",
+ "std 4.434322 \n",
+ "min 0.000000 \n",
+ "25% 0.000000 \n",
+ "50% 0.000000 \n",
+ "75% 2.000000 \n",
+ "max 37.000000 "
+ ]
+ },
+ "execution_count": 24,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerspeakers_tab =(gerdrama.loc[:,['numOfSpeakers','numOfSpeakersMale', 'numOfSpeakersFemale', 'numOfSpeakersUnknown']])\n",
"gerspeakers_tab.describe()"
@@ -1116,10 +1858,127 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 26,
"id": "a1589585",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "<div>\n",
+ "<style scoped>\n",
+ " .dataframe tbody tr th:only-of-type {\n",
+ " vertical-align: middle;\n",
+ " }\n",
+ "\n",
+ " .dataframe tbody tr th {\n",
+ " vertical-align: top;\n",
+ " }\n",
+ "\n",
+ " .dataframe thead th {\n",
+ " text-align: right;\n",
+ " }\n",
+ "</style>\n",
+ "<table border=\"1\" class=\"dataframe\">\n",
+ " <thead>\n",
+ " <tr style=\"text-align: right;\">\n",
+ " <th></th>\n",
+ " <th>numOfSpeakers</th>\n",
+ " <th>numOfSpeakersMale</th>\n",
+ " <th>numOfSpeakersFemale</th>\n",
+ " <th>numOfSpeakersUnknown</th>\n",
+ " </tr>\n",
+ " </thead>\n",
+ " <tbody>\n",
+ " <tr>\n",
+ " <th>count</th>\n",
+ " <td>591.000000</td>\n",
+ " <td>591.000000</td>\n",
+ " <td>591.000000</td>\n",
+ " <td>591.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>mean</th>\n",
+ " <td>23.834179</td>\n",
+ " <td>16.898477</td>\n",
+ " <td>4.862944</td>\n",
+ " <td>2.067682</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>std</th>\n",
+ " <td>43.906444</td>\n",
+ " <td>36.944023</td>\n",
+ " <td>6.362749</td>\n",
+ " <td>4.434322</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>min</th>\n",
+ " <td>2.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>25%</th>\n",
+ " <td>9.000000</td>\n",
+ " <td>6.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>50%</th>\n",
+ " <td>16.000000</td>\n",
+ " <td>10.000000</td>\n",
+ " <td>4.000000</td>\n",
+ " <td>0.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>75%</th>\n",
+ " <td>27.000000</td>\n",
+ " <td>18.000000</td>\n",
+ " <td>6.000000</td>\n",
+ " <td>2.000000</td>\n",
+ " </tr>\n",
+ " <tr>\n",
+ " <th>max</th>\n",
+ " <td>925.000000</td>\n",
+ " <td>802.000000</td>\n",
+ " <td>93.000000</td>\n",
+ " <td>37.000000</td>\n",
+ " </tr>\n",
+ " </tbody>\n",
+ "</table>\n",
+ "</div>"
+ ],
+ "text/plain": [
+ " numOfSpeakers numOfSpeakersMale numOfSpeakersFemale \\\n",
+ "count 591.000000 591.000000 591.000000 \n",
+ "mean 23.834179 16.898477 4.862944 \n",
+ "std 43.906444 36.944023 6.362749 \n",
+ "min 2.000000 0.000000 0.000000 \n",
+ "25% 9.000000 6.000000 2.000000 \n",
+ "50% 16.000000 10.000000 4.000000 \n",
+ "75% 27.000000 18.000000 6.000000 \n",
+ "max 925.000000 802.000000 93.000000 \n",
+ "\n",
+ " numOfSpeakersUnknown \n",
+ "count 591.000000 \n",
+ "mean 2.067682 \n",
+ "std 4.434322 \n",
+ "min 0.000000 \n",
+ "25% 0.000000 \n",
+ "50% 0.000000 \n",
+ "75% 2.000000 \n",
+ "max 37.000000 "
+ ]
+ },
+ "execution_count": 26,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"frespeakers_tab =(gerdrama.loc[:,['numOfSpeakers','numOfSpeakersMale', 'numOfSpeakersFemale', 'numOfSpeakersUnknown']])\n",
"frespeakers_tab.describe()"
@@ -1135,10 +1994,35 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 53,
"id": "be941ff4",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Modalwert für `numOfSpeakers` im deutschen Drama: [11]\n",
+ "\n",
+ "Modalwert für `numOfSpeakersFemale` im deutschen Drama: [2]\n",
+ "\n",
+ "Modalwert für `numOfSpeakersMale` im deutschen Drama: [5]\n",
+ "\n",
+ "Modalwert für `numOfSpeakersUnknown` im deutschen Drama: [0]\n",
+ "\n",
+ "Modalwert für `numOfSpeakers` im französischen Drama: [9]\n",
+ "\n",
+ "Modalwert für `numOfSpeakersFemale` im französischen Drama: [2]\n",
+ "\n",
+ "Modalwert für `numOfSpeakersMale` im französischen Drama: [4]\n",
+ "\n",
+ "Modalwert für `numOfSpeakersUnknown` im französischen Drama: [0]\n"
+ ]
+ }
+ ],
"source": [
"print(\"\\nModalwert für `numOfSpeakers` im deutschen Drama:\", mode(gerdrama.numOfSpeakers))\n",
"print(\"\\nModalwert für `numOfSpeakersFemale` im deutschen Drama:\", mode(gerdrama.numOfSpeakersFemale))\n",
@@ -1160,10 +2044,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 80,
"id": "136c1612",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
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+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"cdffemale = Cdf(gerdrama.numOfSpeakersFemale, label= 'female speakers (german)')\n",
"cdfmale = Cdf(gerdrama.numOfSpeakersMale, label = 'male speakers (german)' )\n",
@@ -1216,10 +2111,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 82,
"id": "156147b8",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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XkyZN1KtXL/3www/auXOnatasKUkqWbKkVq1apU2bNmnIkCGKjo7WkCFDNHLkSFWtWlWHDh1Snz59tGHDBn3xxRd67bXXFBAQoKNHj+rZZ581B5OGYWj48OHy9vbW4MGDlZqaqunTp2vBggW67777tHTpUk2bNk0TJkyQJAUGBmrmzJlauXLlTXviXJs2bVLnzp0lXenjFy9erBUrVsjFxUXdu3dXxYoV8328xMRE7d+/X5MmTZKfn59atGghT09PRUVF6f3331dUVJQiIiK0dOlSzZkzR2XLltXy5cs1d+5czZkzR9KVG4JGRUVp06ZNeu+999S4cWNJV/rOFStWEEwCAGAr0TsSrNJgSdLlzGxF70i442CyXLlyqlq1qiTpscce09mzZ83rXnrpJbVs2VKPPPKI+bF69erJ1dVV5cqVk7u7u86fP6/t27erXbt2cnJyUokSJRQaGqq4uDg1a9ZMn376qfz9/fXoo4/qjz/+0KlTp8zf0h49elSPPfaYvL29JUm+vr55ji9JtWrV0rvvvqukpCQ1adJEffr0Ma/LDQEff/xxeXh4aP/+/dq2bZv++OMPRUZGSpKysrJ09OhRvfTSS/rxxx/18ccf6+DBg8rMzNSlS5ckST/88INSU1O1fPlyOTs7KyEhQUePHtWrr75qPtaFCxfMP9eoUcN8vv7880+99NJLCgwM1ODBg687vwkJCfL395ck/fzzz6pVq5a8vLwkSW3bttU333yjI0eO5Ot4uQIDAyVJPj4+qlOnjiTpgQce0Llz5yRJU6dO1bfffqv169frt99+U1pamvm5DRo0kMlkUuXKlXXmzBnz4z4+PkpISLiufgAAAFuxd88cEBCgfv36KT4+Xo0bN9bzzz9vXpfbdwYFBSkiIkInTpzQnj17NHToUPM2Fy9e1OnTpxUREaHNmzfro48+0oEDB3Tx4kXzNkuXLtX58+cVGxsrSfrtt990/Phx9ejR4/+3d9+BUdT5/8dfSxrtlJZygopGISodTkIJGEAiJDEkoDTBO5RTEVFUipADqQKi3IHtrHcinCACMYAUwUKJKNH7AkoRFCSUEKoQQrKbnd8f/LJnaIFkMrPJPh9/ZdnZz7zns1ny2dd8PjOSJLfbrWuvvdazfePGjSVdfkxcYO/evZ5xZlpamqKjo1W1alVJUmxsrH777bcr3p8k1apVy/M9ISwsTK1atZJ0btyZkZGhChUq6NVXX9WaNWv0yy+/6JtvvlGFCv+7umNUVJSkc2Nmq8ed5TKYfOy1tQqsWrNEbZR0VgsAoGyKv/PGUj37G3/njZfdxuFwyDAMz2On0/m/1wcFXXK76dOna/jw4brvvvsUERFxye3dbneh/RmGofz8fDVt2lQjR47Uhg0bdOedd6pmzZpavny5XC6XrrvuOu3bt++y+5ekunXr6tNPP9XatWv1+eef691339WyZcskSX5+fp7t3G63/P395Xa79e9//9uzdPrw4cOqWbOmpkyZon379ikuLk6dOnXShg0bPPuqXbu2hg4dqvHjx+vDDz+U2+1WnTp1lJKSIunccpuCZTOSVLFiRUlS9erVtXTpUq1fv15ffvmlEhMTtXTpUl1zzTWFjsnf/9zQqEKFChf0VUHtV7K/Ar9f6v77PijQp08ftWzZUi1btlSrVq307LPPep4r6O/z73ro7+/PHTEBXGDd7qNavfOI8lxG0RtfoUB/hzrWq6W24SX7bgWg/LF7zNy8eXMtXbpUX3zxhZYtW6ZFixbpvffekyTPeE46N3bLz89XYGCgZ/wmnVuZUq1aNQ0ZMkTXXHONoqOj1bVrVy1ZssSzTdOmTXX77bdr4sSJmjlzpvLz89WsWTPPLMPc3NxCJ5ULxm6XGhP/Pgh0OByeZdyXGnde6f6kwmNO6cJxZ3Z2tnr06KF7771Xf/rTn1S/fn3NmTPngrbOH2P6+fmV+rizXAaTZsh15mve2t0EkwDgYxIi69r6f3/16tW1b98+5ebm6uTJk0pPT1ebNm2KfF2rVq30zDPPKDk5WfPnz7/kdpGRkVq8eLGio6OVl5en1NRUPfroo/L391ejRo00e/ZsvfHGGwoODta4ceOUlJR0xbV/8MEH2rdvn5577jm1a9dO0dHRntmEy5YtU6NGjbRlyxb99ttvqlevniIjIzV37lwNGjRIu3btUt++fbV69WqtX79e48aNU7NmzfTFF18oMzPTM1gLDw/XfffdpyVLlmjOnDmKi4vTyZMntWnTJrVo0UIff/yxUlNTPdfoLLB69Wp98skn+vvf/66oqCilpaXp4MGDhYLJG264Qfv375ckNWvWTOPHj9fhw4cVHBysZcuWKSgoSDfffPMV7e9KnDhxQnv27NHcuXMVGBio6dOnKz+/6MF9RkaGZ7k+ABQwO5SUpDyXodU7jxBMAriA3WPmadOmKTQ0VA8++KBatmypxMREz3NLly5Vv379tGrVKoWHh6t27dqqW7euUlJSlJCQoPXr12vMmDH67LPPtH79en366acKDQ31BHUF47GIiAgNHDhQCQkJWrNmjRo3bqzk5GT98ssvuummm/Taa68pMzNTU6ZMKVTbpcbE5487MzIyFB4e7pn9OWTIEAUGBmrlypVq1arVFe/vSuzZs0cOh0OPPvqoDMPQ8OHDr2jcuX///lIfdxJMXkZpTUsGAOBSbr31VrVv316xsbEKCwvzLP+9Et26ddPChQsvG5L17NlTe/bsUUJCgpxOp+Lj43X33XdLktq3b69vv/1W4eHhCg4O1tGjRz3Xl7zS/T/99NOKj4+Xn5+fhg0b5hmA7du3zzNgnDFjhvz8/JScnKwxY8YoPj5e0rkBZtWqVfXII49o+PDhqlixosLCwtSgQQNlZGQU2tfzzz+v3r17q02bNvrHP/6hSZMmKTc3V1WrVtXUqVMvqK1du3ZauXKlYmNjFRQUpHvvvVf169cvtE2HDh304Ycfqk+fPqpRo4aSk5M1YMAABQYGqk6dOrrmmmsUGBh4Rfu7EtWqVVOPHj0UGxsrf39/RUZG6uzZs4WWEF3Mxo0bL7hOEQCYHUqWdrsAUBL9+vXTM888o4ULF8rPz6/QeOy7777TggULVKlSJU+I9+KLL+r555/X22+/rYCAAM2YMUMOh0NPPPGE+vTpo6CgIEVERKh27dqFxp2BgYF6/vnnNXLkSC1ZskSTJ0/WU089JbfbrdDQUL344osX1Ha5MXGB6Ohobdy4Ue3bt1e9evXUv39/9ezZU5UrV1b16tUVFBSk4ODgK9rflYiIiNBtt92mLl26yOFwqG3btkpPTy/ydVaMOx3G+euwyrCMjAx17NhRq1evVp06dYrdTvfJKz0/fzyqsxmleZX09PSr+qLri+ijotFHRaOPLs9b+mfbtm267bbb7C7jorKzs1WlShW7yyixfv36afDgwWrZsqXpbZvdR7169dJrr70mh8Oh2bNna/DgwapQoYImTpyoG2+8sdBNeOzSu3dvvfLKK6pZs/AMpov9Lps1NsKF6Ft4m9Gp2z0/T4qP8Lr2AJR93jxuLtChQwe9//77Xv+3OTc3V71799a8efOUkZGhL7/8Un/+858lSY899pjuu+++QjeZtENeXp569eqlDz/88IKl4tKFvw/FHRtVKHoTAAAA3zBq1Ci99dZbqlatmn777TfFxcUpPj5ep0+fvuAu3nZYvny5YmJiLgglAQAAUHYEBQXpscce09y5c1W7dm1t2bLFM+6sW7euoqOj7S5Rs2fP1qBBgy4aSpqJpdwAAKBUFef6i3Zp1KiR587aycnJNldzoXvuucfuEgAAALzWmjVr7C7hihVcTkmSXnrpJRsrubiHHnrIkv0wYxIAAAAAAACA5QgmAQAAAAAAAFiOYBIAAAAAAACA5QgmAQAAAAAAAFiOYBIAgDKufv36dpdgiYULF2rkyJGluo8ffvhBL774oiRp/vz5ioqK0tSpU0tlX5c6nkOHDmnEiBGlsk8AAAAUbdasWZo1a1ap7mP16tV6//33JUkzZ87UXXfdpffee69U9nWp49myZYumTZtWKvu8UgSTAAAA/98LL7yggQMHSpKWLFmiF154wfKQMCwsTDVr1tSXX35p6X4BAABgjby8PL311lvq3bu3JCklJUXvvfee/vKXv1haR8OGDXXo0CHt2LHD0v3+HsEkAABeZOPGjerXr5/n8ciRI7Vw4UJlZGSoW7duGjZsmOLi4vTggw/qxIkThV773XffqXPnztq7d69mzZql5ORk9evXTx06dNDrr78uSXK73Zo4caJiY2MVFxenN998U5IUHx+v3bt3S5KeeeYZjR07VpL0/fff669//as2btyoAQMGaNCgQYqJidGQIUOUl5dXaP+nT5/WX//6VyUlJSkpKUmrV6+WJPXr10+TJk1SYmKiunbtqnXr1kmSjhw5okGDBikpKUndu3fXhg0bJEmZmZl66KGHdP/99+uuu+7SP/7xjwv6adKkSXr66aeVn5+vzZs3q3fv3kpMTNSAAQO0b98+z34HDx6smJgYbd68WcOGDVO3bt3UrVs3zZ8//4I209LSFBwcrGrVqumVV17Rli1bNG7cOH355Zfq0KGDnnrqKcXExOjo0aNavHixEhMTlZCQoFGjRik3N1eS1LZtW02YMEHdunVT9+7dPbVs2LBB9957r+Lj4/XII4/o9OnTkqS9e/eqX79+6tixo5KTkz21dOvWTW+99dblf1kAAAB81KFDh/TAAw8oKSlJPXr00H//+19JUocOHTRt2jTPmO/HH3+UdG7M9Ze//EWJiYnq3bu359937typfv36qXv37oqOjtZ//vOfQvvJz8/XkCFDPLMKv/rqK/Xo0UPdunXT4MGDdfz4cc9+C8aKBw4cuOiY+Pc++eQTtWjRQgEBARozZowyMzP1+OOPa9u2bYqMjNTDDz+shIQEOZ1Ovfnmm0pMTNS9996radOmyTCMy343SE1NVdeuXRUbG6uRI0fK6XRKkjZv3qx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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 4 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"frepmfmale = Pmf(fredrama.numOfSpeakersMale, label = 'male speakers (french)' )\n",
"frepmffemale = Pmf(fredrama.numOfSpeakersFemale, label = 'female speakers (french)' )\n",
@@ -1298,10 +2206,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 87,
"id": "27620330",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"cdfmale = Cdf(gerdrama.numOfSpeakersMale, label='number of speakers male (german)' )\n",
"frecdfmale = Cdf(fredrama.numOfSpeakersMale, label='number of speakers male (french)')\n",
@@ -1332,10 +2253,30 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"id": "64a40579",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "n, mean, std 588 1.0121790720177073 0.3790225010907578\n"
+ ]
+ },
+ {
+ "data": {
+ "image/png": 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OLX4jvpziF7PiGIrPUXJIaMnjruV+XM6V3Nbl7i9Q9NgPGDAAEyZM8G2bTCZERUXJjqtfvz6+++477NmzB7t378YTTzyBWbNmISwsrMz6UJVKVe7zWlBQgEGDBuGuu+5C586d8cADD+D777/3xaZSqbB06VI8++yz6Nu3L9q1awdJktCtWze89dZbvtu4ePEi4uPj8d13313Rc6dSqWSPt8PhQFpaWpkJxZLPw5U+ryUfByEElEolMjIyMHToUDz00EPo1KkT+vbtix9++MF3XMm4K3ouSv6/VBRDSZe7X8W2b9+OuXPn4oknnsCdd96JJk2a4KuvvirznCWTqJf+D5d8bCVJkt3Opc9PydeCS4dJA7js41aeK3muLhdrWY+z1+tF06ZN8Z///Me3LzMzE7Gxsdi4ceNl4yKiqlXdX6tKvl9IkiTbLo5BkqQy37OL41UqlaX2aTQazJ8/H4cOHcIDDzyALl26wOPxyM5T8vckSbqmD2jDhg3DkCFDcMstt6BZs2ay5Hp597P4ffHSmCt6Pq7E1T6n5WEf9crvx+Wwj3r1fVQKDK4aU0M988wzWLJkCY4cOeJrW7t2Lb799ttyEx1nzpzBu+++W2YdYEXat2+PlJQUHDp0CEBR7eO+fftwyy23VPh7KpXqil4we/TogS+++AIulwuSJGH69Ol48803yz2+SZMmUKvV2LJlC4CiDyTffvstunfvjl69emHLli3Iz88HUDQnRLFffvkFY8aM8V1BOXjwYLnzqRRTq9Xwer2lXpwrw7U+rlfqSu5vjx498M0338BkMgEAvvzySzz22GOlzrV8+XJMnjwZPXr0wIQJE9CjRw/88ccfAIDjx4/j+PHjAICVK1eiQ4cOiIyMLPd5PXfuHGw2G/75z3/ijjvuwJ49e3zHAIDRaETHjh0xceJEvPjiiygsLES3bt2wY8cOnD59GgDw448/4v7774fD4bjix6NLly7YtWuX776uWLEC8+fPx2233Yb//ve/vhnK16xZg+joaDRs2PCKzw0AmzZtgsvlgtPpxLp169C7d28cOXIEsbGxePbZZ9GjRw9fB7msv7uKnovbbrsNK1euBFBUj13eSiYl/+eu9H7t2LEDvXv3xvDhw3HTTTfh+++/v+z/RVmxf/755xBCwOVyYdWqVejevftVnaOkq3ncrtZtt92GNWvW+K48LVu2DDfffDMMBgNat27tS3YcPXrUtwpX+/btce7cOezbtw8AcOzYMfTp06fGTrRHVFtVl9eq3bt3+14/VqxYUeZ8Q+Hh4WjXrh2++OILAEB+fj7Wr1/vi9dqtfpub9u2bdDr9WjYsCF++eUXPPbYYxg4cCDi4uKwc+dOWTzFo2PS09Oxa9cudOvW7bL389K+UJ06ddC+fXu88sorePjhh8v9vbLeF0sq7/VYq9VeVR/yWp5T9lErxj5q1fZRKTA4IqSG6ty5M+bMmYO5c+eioKAAbrcbDRo0wGeffQaDwYDU1FTfBEpA0RUAnU6H559/HrfffvtV3VZsbCzefvttzJ49Gw6HAwqFAvPmzUPjxo195QNlad++Pd555x2MHTsWjz76aLnHPfvss3jttdcwaNAgeL1etGrVCpMmTSr3eI1Gg3fffRdz5szB4sWL4fV6MWbMGHTt2hVA0TDToUOHQq/Xo1mzZggJCQEAjB8/HmPGjEFoaCjCw8Nx8803+4atlcdoNKJt27a47777fJ2RynKtj+uVupL726NHD4waNQpPPvkkFAoFwsPDsWTJklJXAQYOHIi9e/fi3nvvRUhICOrUqYNHH30Ux48fh8FgwFtvvYW0tDTExsbi9ddfB1D+8xoaGorbb78d/fr1g1arRfPmzXHDDTfg3LlzsqsIgwYNwrfffotXX30VM2fOxKxZs/D8889DCAG1Wo333nuvzBKOqVOn4qabbirVOWvRogUmTJjgm2jOaDTilVdeQUJCAh5//HE89thjkCQJsbGx+OCDD0pdubocvV6P4cOHIy8vD3369MEDDzwAp9OJ1atXo2/fvlAoFLjlllsQGxuLc+fOlfr9ip6LGTNmYPLkyejXrx8SExN9wzEvVfJ/bsmSJVd0v4YNG4Z//etfSE5Ohsfjwa233uqbVO1KH4Np06Zhzpw5SE5Ohtvtxm233YbRo0df1eNX0q233nrFj9vVGjJkCC5evIgHH3wQkiShYcOGvsnL3nzzTUyePBkrVqxAgwYN0KRJEwBF/6uLFi3C66+/DqfTCSEEXn/9dSQlJWHv3r3XHRMRVY3q8lqVkJCACRMmwGw244Ybbih32dUFCxZg1qxZWLt2LVwuF5KTkzF48GCkpaUhLi4OW7ZswVtvvYWQkBAsXrwYarUaY8aMweuvv463334bGo0GHTt2lL33O51ODBo0CG63G9OmTUPjxo19HzTLc2lfKCYmBoMHD8bs2bN9V9TLUtb7YkkVvR537doVL7zwAmbPno3p06eXexvX+pyyj1ox9lH900el6kUh/JFGJAqQw4cP47fffvOtq/7xxx/j4MGDsuFqVHnKm2k+kHbs2IHz589XeJWqsk2aNAnNmjXD3/72tyq7TSIiqnmKR+9ebn626kySJMyaNQt169b1zcVxKb4vlsY+atWqjn1Uql44IoSCSuPGjfHhhx9i1apVUCgUqFOnDmbPnh3osKgKWa1WJCcnBzoMIiKioGOz2dC7d2907NixwpERVBr7qETVC0eEEBEREREREVGtwclSiYiIiIiIiKjWqJGlMQ6HA0eOHIHRaCxzWSQiIiLyH6/XC7PZjJtuukm2VCn9hX0VIiKiwLlcX6VGJkKOHDmCESNGBDoMIiKiWu2LL75A586dAx1GtcS+ChERUeCV11epkYkQo9EIoOhOJSYmBjgaIiKi2iUjIwMjRozwvR9TaeyrEBERBc7l+io1MhFSPMQ0MTERSUlJAY6GiIiodmLJR/nYVyEiIgq88voqnCyViIiIiIiIiGoNJkKIiIioVnr77bdx77334r777sPHH39cav+xY8cwePBg9OnTB1OnToXH4wlAlERERFTZmAghIiKiWmfv3r3YvXs3vvrqK6xZswbLli1DSkqK7JgJEybgpZdewrfffgshBFatWhWgaImIiKgy1cg5QiridruRmpoKh8MR6FCIagS9Xo+kpCRoNJpAh0JEVGVuueUWfPbZZ1Cr1cjMzITX60VoaKhvf1paGhwOB9q3bw8AGDx4MBYtWoThw4df1+2yn0KBwPd6IiK5oEuEpKamIiIiAo0aNYJCoQh0OETVmhACWVlZSE1NRePGjQMdDhFRldJoNFi0aBH+7//+D3379kVCQoJvn8lkks00bzQakZmZed23yX4KVTW+1xMRlRZ0pTEOhwNxcXHsXBBdAYVCgbi4OF6ZJKJaa9y4cdi1axcuXrwoK32RJEnWlxBCVErfgv0Uqmp8ryciKi3oEiEA2Lkgugr8fyGi2uj06dM4duwYACAkJAT33HMPTpw44dufmJgIs9ns27ZYLIiPj6+U2+brLlU1/s0REcn5NRFis9nQv39/pKamltrHmdiJiIgoUFJTUzFt2jS4XC64XC5s3boVnTp18u2vV68edDodDhw4AADYsGEDevbsGahwiYiIqBL5bY6QgwcPYtq0aTh79myZ+ydMmIA5c+agffv2mDJlClatWnXdE5AFsz179mDJkiVYtmxZucdMmjQJt9xyCwYPHlyFkRFRbSSEAFBUPiCEgBBC9nPxV/GxZbVV9L2inytqq6j9eo+tqZRKJSIiIhASEhLoUKqVXr164dChQxg4cCBUKhXuuece3HfffRg1ahTGjRuHNm3aYMGCBZg2bRpsNhtat26NkSNHBjrsaov9FCKi0lJMNjSJDw90GNVacf9QqazaYhW/JUJWrVqFGTNm4MUXXyy1z18zsZdUUFAAs9kMt9tdaecsSaPRwGg0ymaYJyKqSYQQ8Hq9si9Jkkp9v/SrOOlB1d/WPX9i277TuOOWG/Dkg3dwxYhLPPfcc3juuedkbR9++KHv55YtW2L16tVVHRYREQWJM2Y7EyHlkCQJ2dnZyM3NhVKprPKVrfyWCJk7d265+/w1E3tJ/kyCAEXL35nNZjRs2LDC4/bs2YP3338fGo0GqampuOOOOxAaGorvv/8eALB06VIcPnwYb731FiRJQv369TFr1iwYDAb88ssvmDdvHnQ6nWyW73PnzuHll1+G1WqFXq/H9OnTceONN/rtvhJRzSRJEtxut+/L4/HIvrxeb6Xf5tY9f+KbX07A5Wa5Y3Xyzc/H8ciAHkyEVEM5OTnIzs72y+gkhUKB2NhYxMTElHsM+ylERFSVhBCw2WywWCy+vqjX64XD4QiOREhF/DUTe3V18OBBfPPNN4iOjkb37t0xceJErF27FpMnT8aKFSuwcuVKfPnll0hKSsK///1vzJo1CwsWLMCkSZPw6aefomnTppg6darvfBMnTsRLL72EG2+8EX/++SfGjBmDb7/9NoD3kIgCyev1wul0+uY6cLlccLvdV5zoYPIi+CmVCpbGVFNWq9VvJVpCCFit1goTIQD7KURElSnFZMMZs923vfVo0QX/xsawWj86xOVywWw2o7CwUNYeEhKC8PCqfWwCkgjx50zsxYxGIywWC1wuV6Wet5hWq4XBYLiiY5s3b446deoAAGJiYtCtWzcAQN26dbFt2za0bdsWSUlJAIChQ4di6dKlOHHiBOLj49G0aVMAwKBBg/D222/DbrfjyJEjmDx5su/8BQUFyMnJqcy7R0TVVHHSw+Fw+L5fzciOyk96KFCcx5YntP9qBxT/21/271V0bt9PV5wrv/yBQZx3L5Neq8HD991S5bW3dGWio6P9OiIkOjr6ssexn0JEVHmaxIf7Eh5bj2biztYJAY4o8IrLYKxWq6xdpVLBYDAgPDy8ygdGBCQRUnIm9k6dOvllJvbQ0FA0aNCgUs95rS4d4qNSqXw/X9rxEULA4/FAoVDI9hX/jiRJ0Gq12LBhg29fRkbGFXV0iKjmKR4qWFhYiMLCQjidzqv6/csnPhRQKIq/4Pv5r/a/Ehx/tQMVJTJ0Wg2G9uuMAXe0u6pYiWqjmJiYy47Y8Df2U4iIyB/KKoMpFh0djdjY2IBdqKnSRAhnYi+tbdu22Lp1K1JTU5GUlISVK1eiS5cuaNGiBSwWC44fP46WLVvim2++AQBERESgUaNG2LBhAwYMGIAdO3bgpZde8tXyElHNJoSA2+2G3W6H3W6Hw+G4ot8rL+GhUCihVCqgVmugUCigVJZMfCh9yQwmL4ioLOynEBFdu8bGsECHEDBOpxNms7lUXzYkJAQGgwE6nS5AkRXxeyJk27Ztvp85E3tpBoMBs2bNwtixY+F2u1G3bl3MnTsXGo0Gb775JiZMmAC1Wi2bZGz+/Pl4+eWX8e9//xsajQYLFy4M6jlWiGoDp9OJ/Px82O32q5roeeueP/HfX07A7ZWgVCqh0WihVCr/l/BQljlqg0kPIrpS7KcQEV272jgniNfr9a0GU1Igy2DKohD+mqHLj1JTU3HnnXdi69atvprVYseOHUOrVq0CFBlRzcT/m8DweDzIz89Hfn7+Vc1npNVqsf3AWWz88Q+4PUUJkIreT5j4oMpW0fswFSnvMeLrLQUK//aIyJ+EEMjPz0dWVla1KIO5XF8lIHOEEBHVVkIIFBYWwmq1oqCg4LLHb93zJzbtPAWPV0ClUkKlUsmy6CrVX28oTHgQERERUVWrqAzGaDRCq9UGKLLyMRFCRFQFJElCXl4ecnNzL1v6olAULXX6469nsXl3ClRqDVQVvFozAUJEREREVa28Mhi1Wg2DwYCwsLBqUQZTFiZCiIj8yOv1Ijc3F1arFZIkVXjsz79fwKYdJ+DxCt+bRkVDCJkAISIiIqKqVl4ZTPGy7TExMQFbDeZKMRFCROQHl0uAFK/y4vFKUKvVUKnUUCpLLlMrN3JANyY8iIiIiCigHA4HLBZLqTKY0NBQGAyGalkGUxYmQoiIKpEQArm5ucjOzi53BMjWPX/iq59OQKNRQ69RcaJTIiIiIqrWvF4vsrKykJeXJ2uvCWUwZWEihIioktjtdlgslnLnAFEqlYiKisL23y5Ary977XQmPoiIiIiouhBCIC8vD1lZWbKLfDWpDKYsTIQQEV0nl8sFi8VS7iowSqUS0dHRiIqKwtc/HoHL/VctJUteiIiIiKg6cjgcMJvNcDqdsvaaVgZTlpqXuiE8+uij2LNnj19vw2azYfDgwejfvz/OnDlTaedt0aJFpZ3rek2aNAlr166tlHN5vV6MHTsWhYWFlXK+yma32zF27NhSa3rT9RFCwGq14sKFC2UmQZRKJWJjY9GoUSPExsbi6x+P4LMNu3z7dVoNkyBEdFVSTLZAh3BZNbmfcjmV2Xe4HnfccQdSU1MDHQYRBSmv1wuTyYTU1FRZEkStVqNOnTqoU6dOjU6CABwRQuU4duwYtFpttXizrwm+/PJL9OjRAyEhIYEOpUxhYWHo1q0bVqxYgREjRgQ6nKDgcrlgMplKTRRVLDIyErGxsVCr1diw7SBWbtoPp0teMjO0X+eqCJWIgsgZsx1N4sMDHUbAsZ9CRFT5KiqDiYmJQXR0dI0sgylLUCdCyvvwURmupI5/z549+OCDD6DX63H69Gm0aNECCxYsgMlkwsiRI7Ft2zYAwOLFiwEAzz33HG699VbceeedOHToEAwGAx544AEsW7YMGRkZePXVV3HLLbcAAFatWoV58+YBACZPnowuXbrAbrdj1qxZOHXqFLxeL0aNGoX+/ftj7dq1WLduHaxWK3r37o3nn3/eF6PFYsHUqVORnp4OtVqN8ePHo3Xr1pgyZQosFgtGjx6N999/33f82rVrsX37dlitVphMJgwbNgxpaWnYvXs3oqOj8e9//xs6nQ4LFy7Erl27kJubi/j4eCxcuBAGg8F3nvJiLen48eN46aWX4PF4oNPpMG/ePDRq1AjdunXD3Xffjd9++w1hYWFYsGABkpKScOjQIcybNw8OhwMxMTGYOXMm6tevj71792LhwoVwOBzIy8vD5MmTcdddd/lup7CwEE8++ST69++PESNGYP369fj0008hSRJat26NGTNmQKfToWvXrrjppptgNpuxevVqaDQaAEUvGMuWLcPq1asBABkZGXjhhReQm5uL5s2bY9++ffjpp5+u+PkxmUwICQnBH3/8gby8PDz//PPYsGEDjh8/jrvuuguTJk2CzWbDlClTkJmZCZPJhG7dumHu3LnYu3dvmX9zWq0W/fv3x0MPPYThw4fXqImMqpviyVCzsrIghCi1X6/Xw2g0Qqf7aw6Qsl6HWBJDRIEWjP2UmtJ32LNnD95//31oNBqkpqbijjvuQGhoKL7//nsAwNKlS2EwGPD5559jw4YNKCwshEajwRtvvIEmTZr44vB6vXj99dexd+9eeL1eDB48GI8//rgf/lqIKNiVVwYTFhYGg8Hge/0KFsGRzinHxh8O+iUJAgBOlxsbfzh42eN+++03vPTSS9i0aRPS09Pxyy+/VHi8xWJBz549sX79ejidTnz//fdYvnw5nnvuOXz66ae+40JDQ7F+/Xq8+uqrmDBhAlwuF9577z20bt0aa9euxRdffIH3338fFy5cAABkZmZi3bp1ss4FAMyePRtdu3bFxo0bsWjRIkyZMgVCCMyZMwc33XSTrHNR7PDhw3j33Xfx0UcfYd68eejZsyc2btwIAPj5559x7tw5pKSkYMWKFfj2229Rp04dfPXVV7JzVBRrsU8//RRPPPEE1q5di4ceegi///47ACA7OxsdOnTAxo0bcd9992HOnDlwuVyYNm0a3njjDaxbtw5PPPEEpk+fDgD4/PPPMWfOHKxbtw5z5szB22+/7bsNt9uNsWPHok+fPhgxYgROnTqFVatWYcWKFdiwYQPi4uLw0UcfAQBycnIwatQobNiwQfZCcPz4cURERCAiIgIAMHfuXPTr1w8bN25E3759kZmZedn7fOnzYzKZsHLlSjz11FOYPHkyZs6cifXr12PVqlXIz8/H9u3b0apVK6xcuRLffvst9u3bh6NHj1b4NxcVFYXQ0FCcOHGigr9AqojX68XFixdhsVhKJUGUSiXi4+NRr1496HQ6bNh2EMMnfIQH/vG+7HVIp9UwCUJEVyXFZMPWo5nYerTo/aT458ookwm2fkpN6TsAwMGDBzFz5kysWbMGX3zxBWJjY7F27Vq0aNEC33zzDWw2G77//nssW7YMX3/9NW6//XZ88cUXsnOsWrUKALBu3TqsXr0aW7duxf79+yt8DomISvJ6vcjMzCxVBqPRaHxlMMGWBAGCfERIcu92fh0Rktz78h9kmjVrhsTERABA06ZNkZube9nf6dmzJwCgXr166NSpEwCgbt26sqWKhgwZAgBo2bIl4uLikJKSgp07d8LhcGDNmjUAgIKCApw6dQoAcOONN0KtLv107969G3PmzAEA1K9fH+3atcPBgwcRHl7+sNuOHTsiPDzcd0y3bt188ebl5aFhw4aYOHEi/vOf/+DMmTP4/fff0aBBA9k5you1fv36vmN69eqFWbNm4eeff8Ydd9yB3r17AwB0Oh0GDhwIABg0aBDefPNNnD17FhcuXMAzzzzj+32braiDOH/+fPzwww/YvHkzDh48CLvd7jvm7bffhlKpxJIlSwAUXaE5d+4cHnroIQBFnZ0bb7zRd3y7dqWf87Nnz/qeYwDYsWOH7yrY3XffjcjIyArvM1D6+Sn+G6hbty6aNWuGuLg4AEB0dDRyc3PRv39/HDp0CJ988glSUlJgtVp9c1RU9DdXt25dnD17Fi1btix1P6hiDocDGRkZ8Hg8pfaFhoZi99EMrH7vhwpfb3RaDZbP/5s/wySiINQkPtxXDrP1aCbubJ1QaecOtn5KTek7AEDz5s1Rp04dAEBMTIyvP1X8WIaHh+ONN97AN998g7Nnz+Lnn39Gq1atZOfYtWsXjh07ht27d/se0xMnTqBzZ5ZeElHFikc5Z2dnB30ZTFmCOhEy4I52Ab/qWnJ4vEKhgBDC972Yx+ORvfmXnHhGpVKVed6S7ZIkQa1WQ5IkzJ8/H61btwZQdNUmKioKGzduhF6vL/M8l17VFkJcdkLNSzOCl3Zcjhw5gn/96194/PHH0adPHyiVylK3U16sJfXt2xcdOnTADz/8gE8++QTbt2/HnDlzoFQqfaUdkiRBpVJBkiQkJSVhw4YNAIoymxaLBQAwfPhwdOnSBV26dEG3bt3wwgsv+G7jvvvuQ0FBARYtWoSJEyfC6/WiX79+mDZtGoCiEp6Sj0dZj6NCoZA9BiqVqsySiat5fko+xmV1DJctW4Zvv/0WDz30ELp3746TJ0/6brOsv7mSsQXzC5o/VFQKo1QqYTQasXXvaXzx9d4Kz1NcTkdEVJ0EWz+lpvQdgNL9qUsfy4sXL+LRRx/FI488gp49e8JgMODYsWOyY7xeLyZMmIB77rkHQNHIl7CwsHIfHyIioKi8z2w2w+VyydqDtQymLPxEFACRkZGwWq3Izs6Gy+XCzz//fNXnKC5FOXz4MOx2Oxo2bIiuXbviyy+/BFBUWnH//ffj4sWLFZ6na9euvrktLly4gF9//RXt27e/6nhK2rdvH2655RY8/PDDaNSoEbZv316q03Ilsf7zn//E4cOHMWzYMPzjH//AH3/8AaDoH7e4bnnt2rXo2bMnmjRpgtzcXN9w0DVr1uCFF16A1WrF2bNn8Y9//AM9e/bE1q1bZbG0atUKEyZMwMaNG3Hs2DF06dIF3333ne9D78svvywb6luWhg0bIi0tzbfdrVs33/Pz448/+q6QXcvzU54dO3Zg6NChuP/+++F0OnH8+HFZJrc8aWlppUbnUPmEEDCZTGWWwuj1evx+2oqnZ63Csq92l/n7xWUwa94ejeXz/xbwxCwR1XyNjf7/kFuT+yk1pe9wJQ4fPoyGDRvi8ccfR5s2bfD999+X2Z9atWoV3G437HY7hg8f7isHIiK6lMfjQWZmJtLS0mRJEI1Gg7p16wZtGUxZgnpESHUVERGBv//97xgyZAgSExPRpk2bqz5HQUEBBg4cCKVSiTfeeAMajQZjx47Fyy+/jP79+/uuEDRo0KDCWtGpU6fipZde8s26PmfOHMTHx1/XUnT33nsvxo4di+TkZADATTfdVGqJt/JiLWn06NGYOnUq3nnnHWg0Grz88su+fZs3b8bChQsRHx+P1157DVqtFm+//Tbmzp0Lp9OJ8PBwvPbaa4iOjsaQIUNw3333Qa1Wo2vXrnA4HLKlTqOjo/Gvf/0L06ZNw6pVqzB27Fg89thjkCQJrVq1wlNPPVXh/W3ZsiVycnKQn5+PiIgITJ06FRMnTsSqVavQsmVLX2nMtTw/5Xnsscfw8ssvY+nSpQgPD0eHDh2QmppaYZIjLy8PNpuNZTFXqHg+kLJWhYmOjkZcXBxWv/0tJ0EloipVFSvG1OR+Sk3pO1yJW2+9FV9++SXuvfdeCCFw8803+0qJig0bNgznzp3DoEGD4PF4MHjwYHTp0uW6b5uIgktFZTCxsbGIjo6udYspKERZY/irudTUVNx5553YunUrkpKSZPuOHTtWqn6SgkuLFi2q3YSfn332GZRKJR555BF89tln6N69O2644QYcPXoU06dPrxbL+3366adQq9VlLp/L/xs5t9uN9PR0uN3yJMe2fafx/d6z8EqlXzavZCUpomBR0fswFSnvMeLrbWBUx75DVePfHlHtVF4ZTHh4OOLi4oJ2BMjl+iocEUJUCR5++GGMGzcODzzwABo2bIjnn38eSqUSOp0Os2fPDnR4sNvt2LVrl29iNypfYWEhLl68KMuWb93zJzbtPAmFUl3mHCucBJWIiIiIqhOPxwOLxeKbBLqYRqOB0WhEaGhogCKrHpgIoRqnOl7R0Wg0eO+99wAUzVjfq1evAEckFxYWVuZSyCRnt9uRkZFRaj6Qzbv+hFKlKXPIICdBJSKq/qpj34GIyB+EEL55nkr2aWtzGUxZgjIRUjzjORFdXg2sjvOLS5MgW/f8iW9+OQFJAFqtDsUvKSyBIQoeS5YswaZNmwAUJbFffPHFUvvXrFnjm+vpoYceKrO88Gqxn0JVje/1RLVDQUEBzGZzqfLu8PBwGAyGMlejrK2C7pHQ6/XIyspCXFwcOxlElyGEQFZWVrlL+9UWNpsNGRkZAP5KgLjcHmg0Gmi1WlkShCUwRMFh586d+OWXX7Bu3TooFAr8/e9/x3fffYe7777bd8yRI0fw5ptvokOHDpV2u+ynUFXjez1R8CuvDEar1cJgMNT6MpiyBF0iJCkpCampqTCbzYEOhahG0Ov1tXqyw/z8fGRmZgIoSoKs++EogKI3jpKTR7EEhii4GI1GTJo0CVqtFgDQtGlTpKeny445cuQIPvjgA6SlpeHmm2/GxIkTodPprut22U+hQKjt7/VEwaq8MhilUonY2FhERUUx6V6OoEuEaDQaNG7cONBhEFENUJwEKTkKBCgqhdFo1CyDIQpizZo18/189uxZbNq0CV9++aWvzW63o1WrVpgwYQIaNmyISZMm4d1338X48eOv63bZTyEiospQXhlMREQE4uLiWAZzGXx0iKhWstvtWP7VDlkCBAB0Oh3UajVGDujGBAhRLXDq1Ck8/fTTePHFF9GoUSNfe1hYGD788EPf9pNPPokpU6ZcdyKEiIjoerjdblgsFtjtdlm7VquF0WhESEhIgCKrWUqvA0lEFOQKCwuRkZFRZhIkLDSESRCiWuLAgQN4/PHH8a9//QuDBg2S7UtPT8fq1at920IIXl0jIqKAkSQJ2dnZOH/+vCwJolQqYTAYUL9+fSZBrgLf0YmoVnE6nbh48SKEELIkSGREOEYkd2UChKiWuHjxIsaMGYOFCxeiW7dupfbr9XrMnz8fXbp0QVJSEr744gvZRKpERERVxW63w2KxsAymEvERI6Jaw+VyIT09Hd/tOolvfjnha9dqtVi18OkARkZEVe2jjz6C0+nEq6++6msbNmwYtm3bhnHjxqFNmzaYNWsWnnnmGbjdbnTs2BFPPPFEACMmIqLaprwyGJ1OB4PBwBEg14GJECKqFbxeL9LT0+H1emUlMRqNFuFhXFKMqLaZNm0apk2bVqr94Ycf9v3cp08f9OnTpyrDIiIigiRJsFqtyMnJKbUaTFxcHCIjI7kazHViIoSIgp4QAhcvXoTHU5T8+CsJokFEeAiXxSUiIiKiasFut8NsNvv6rcUiIyMRFxcHlUoVoMiCCxMhRBTUhBAwmUxwOBy+ZXIBQK1WQ6PRYvn8vwc4QiIiIiKq7dxuN8xmMwoKCmTtOp0ORqMRer0+QJEFJyZCiCioWa1W5OfnA4CvJEapVEGr1UGv0wQ4OiIiIiKqzSRJQk5ODqxWK8tgqhATIUQUtOx2O7KysnwjQVxuDxQKJfT6oiQIS2KIiIiIKBCEEL7VYFgGU/WYCCGioORyuZCRkQEAJSZHVfwvCaLF8vl/C2yARERERFQruVwuWCwWlsEEEBMhRBR0JElCRkYGvt99SrZCjF6vQ4hex5EgRERERLVYismGJvHhVX67FZXBGAwGREREsAymijARQkRBpXhyVJfLJUuCaLVahIboORKEiIiIqJY7Y7ZXaSKkojKYqKgoxMbGsgymijERQkRBJS8vDzabDcBfy+Sq1WqEh3GZXCIiIiKqWi6XC2azGYWFhbJ2vV4Po9EInU4XoMhqNyZCiChoOBwOWCwWWZtSqYRWy2VyiYiIiGqzFJMNZ8x23/bWo5kAgMbGML+MDpEkCdnZ2bBarbJ2lUqFuLg4lsEEGBMhRBQUvF5vmfOC6HQ6vskQERER1XJN4sN9CY+tRzNxZ+sEv9yOEAI2mw0WiwVer1e2j2Uw1QcTIURU4xXPC+LxeEolQZRKJXRaTYAjJCIiIqJgxzKYmoOJECKq8fLz82G3Fw11/GteEA3UajV0Wg3nBiEiIiIin8bGsEo9X0VlMAaDAeHh4RyhXM0wEUJENZrb7YbZbJa1Fc8Lsubt0QGKioiIiIiqq8qaE6SiMpjo6GjExsZCqVRWym1R5WIihIhqLCEEMjMzIYTA1j1/4ptfTgAonhckwMERERERUdByOp0wm81wOByy9pCQEBgMBpbBVHNMhBBRjZWTk+N78ymeG0Sr1XJeECIiIiLyC6/Xi+zsbOTm5sraWQZTszARQkQ1ksPhQHZ2tm/b5fZApVJBrdZwXhAiIiIiqlRCCOTn5yMrK4tlMEHAr4mQjRs34r333oPH48Fjjz2GESNGyPYfPXoUL730EtxuN+rUqYP58+cjMjLSnyERURCQJAmZmZm+chiX2wOFQgGttqgkZvn8vwU6RCIiIiIKEhWVwRiNRmi12gBFRtfKbymrzMxMLFy4EMuXL8f69euxcuVK/Pnnn7Jj5s6di3HjxuGrr75C48aN8dFHH/krHCIKItnZ2XC73bKlcrVaHZRKBUtiiIiIiGqRFJPNb+f2er0wm824cOGCLAmiVquRmJiIunXrMglSQ/ktEbJz50507doV0dHRCA0NRZ8+fbB582bZMZIk+Za8LCwshF6v91c4RBQkHA6Hb2myv5bKVUOtVrEkhoiIiKiWOWO2V/o5hRDIy8vD+fPnZXOBKBQKxMTEoEGDBpwLpIbzW2mMyWSC0Wj0bcfHx+PQoUOyYyZNmoQnn3wSr7zyCkJCQrBq1Sp/hUNEQUAIAZPJJGsrKonhUrlEREREdP0cDgcsFkupMpjQ0FAYDAaOAAkSfkuESJIky5AJIWTbDocDU6dOxSeffIK2bdvi448/xsSJE7F06VJ/hURENVxOTg5cLpdsqdyieUGYjSciIiKqLVJMNtlIkK1HMwEAjY1haBIffk3n9Hq9yMrKQl5enqxdrVbDYDAgLCyMfc4g4rdESGJiIvbv3+/bNpvNiI+P922fPHkSOp0Obdu2BQAMHToUb7/9tr/CIaIazuVyIScnB8BfS+WWLIkhIiIiotqhSXy4L+Gx9Wgm7mydcM3nKi6DycrKgiRJvnaFQoHo6GjExMRwNZgg5LdESPfu3bF48WJkZ2cjJCQEW7ZswezZs337GzZsiIyMDKSkpKBJkybYunUr2rRp469wiKgGE0Lg8w0/Y/22I755QYpLYjgvCBERERFdC4fDAbPZDKfTKWtnGUzw81siJCEhAePHj8fIkSPhdrsxZMgQtG3bFqNGjcK4cePQpk0bzJs3D//85z8hhEBcXBxeeeUVf4VDRDVYXl6eLAkCAFqtFnqdlkvlEhEREdVijY1hV/07FZXBGI1GhIaGsgwmyPktEQIAycnJSE5OlrV9+OGHvp979eqFXr16+TMEIqrhPB4PsrKyZEkQlUqFsFA9R4IQERER1XJXMydIRWUwMTExiI6OZhlMLeHXRAgR0fW69I0KADa8MxZqNV++iIiIiOjKlFcGExYWBoPBAI2Gc87VJvwkQUTVVmFhIfLz82VtWq2WSRAiqhRLlizBpk2bABSNUn3xxRdl+48dO4apU6fCbrejc+fOmDlzJl9/iIgCJMVku6YVYbxeLywWS6k+pUaj8a0GQ7UPx/0QUbUkhIDZbJa1KZVKqNXM1hPR9du5cyd++eUXrFu3DuvXr8fRo0fx3XffyY6ZMGECXnrpJXz77bcQQmDVqlUBipaIiEoul3slhBCwWq04d+6cLAmiUCgQGxuL+vXrMwlSi/GyBhFVS1arFZt+/sO3VC5QNBqE81YRUWUwGo2YNGmSb0WApk2bIj093bc/LS0NDocD7du3BwAMHjwYixYtwvDhwwMRLhFRrXUtI0EKCwthNpvhcrlk7SyDoWJMhBBRtePxeJCdnS1LgqjVaqhUKui0fOMiouvXrFkz389nz57Fpk2b8OWXX/raTCYTjEajb9toNCIzM7NKYyQiqu1+PGbCgbM5aNcgGgCw9WjR63BjY1iZyZHiSfbLKoMpXg2GCGAihIiqIYvFAiFEiZViFNBqtdBpNVwphogq1alTp/D000/jxRdfRKNGjXztkiTJlk4UQnApRSKiSlTRSI/ifR5JoF2DaNzZOgFbj2biztYJZR4vhEBubi6ys7NLrQYTGxuL6OhovoaTDBMhRFSt/GfzXizbsEu2XK5Wq8HaRc8EMCoiCkYHDhzAuHHjMGXKFNx3332yfYmJibJ5iiwWC+Lj46s6RCKioFBW0uOM2V5uImTXqSycMdtx8LwV7RpEY+vRTBw8by1zJEh5ZTDh4eGIi4tjGQyViZOlElG1IYTA8o17ZEkQpVKJ8LCQAEZFRMHo4sWLGDNmDBYsWFAqCQIA9erVg06nw4EDBwAAGzZsQM+ePas6TCKioLDrVNYVH5tisiEzzwEAaNcgGgfPWwEAnRrFyJIgHo8HGRkZSEtLkyVBNBoN6tati8TERCZBqFwcEUJE1UZ+fj4KnfJsfkR4GIb2uzlAERFRsProo4/gdDrx6quv+tqGDRuGbdu2Ydy4cWjTpg0WLFiAadOmwWazoXXr1hg5cmQAIyYiqplKJjZSTDbZ6i8l5/wA/loZpnhOkIPnrUiI1MtKYopXg8nOzoYQwtfOMhi6GkyEEFG1IEkSsrLkVws+mTMCiYmJAYqIiILZtGnTMG3atFLtDz/8sO/nli1bYvXq1VUZFhFR0ChOehSP6Lh0otOy5vwoHvFRcl9xkgQACgoKYDab4Xa7Zb8XHh4Og8EAtZofb+nK8C+FiAJuw7aDWLZhB2z2Qll7XFxcgCIiIiIiokArTpp4PB5YLBbYbDbZfq1WC4PBwNVg6KpxjhAiCrgV3+wtlQQJDwthXScRERFRDVQ8GiTD6kC7BtG+kpeSk52WHOlxqeJ9jY1hyMnJwblz52RJEKVSCYPBgPr16zMJQteEI0KIKODybAWybZ1Wg0eSuwUoGiIiIiK6HheyCtDYGIYMa9HcIF2bxpVbBlOWJvHh5ZbBREREIC4ujmUwdF3410NEAeVwOOD1/rVKzJJJAxAfH4/IyMgARkVERERE1yLFZMOBsznwSAKZeQ4kRuvRrdmVlzu73W5YLBbY7XZZu1arhdFoREgIVxOk68dECBEFjBACFotF1qbT6RARERGgiIiIiIjoenz1a7psZZjiUSFAxaNAJEmC1WpFTk6ObDUYpVKJ2NhYREVFcTUYqjRMhBBRQGzYdhDLN+5Gbr580qu4uDi+yRERERHVMD8eM+H7o5n4+YQF8ZE6ZOY6YC1wo1WdSNzSNLbCOUHsdjssFgvLYKjK8C+KiAJi5aZ9yLfL5wYJ1es44RURERFRDZNissEjCbSsE4mYMC3OmO1FE53a3Jj94E3l/l55ZTA6nQ4Gg4FlMOQ3TIQQUUDY7A5IkuTb1mrUGJ7cNYAREREREdG1yrA6cDw9HzHhf636FxehLfPYispg4uLiEBkZyRHC5FdMhBBRlZMkCW63y7e9ZNIAREREICEhoYLfIqLazuVyIS0tDSqVCnXq1OES20RE1UST+HDsOpXlS4IMuTkJ9ePKHuVrt9thNpvh8Xhk7ZGRkYiLi4NKpfJ7vERMhBBRlcvNzZVl/xUKBWJjYwMYERFVZ8ePH8eSJUvw008/QafTQaVSweVyoXfv3nj66afRvHnzQIdIRFRrpZhsOGO24/sjmWjTIAo5dhc8UlE/r+TkqG63G2azGQUF8tJonU4Ho9EIvV5fpXFT7cZECBFVKa/Xi5ycHFlbVFQUr+wSUZneffdd7N+/H0OGDMHcuXMRFRUFALDZbPjll18wd+5c3HzzzRg7dmyAIyUiqn1STDbsOpWF4+n5sLs8OGO2IzpUgwyrwzc5qiRJyMnJgdVqZRkMVRtMhBBRldiw7SBWbtqPfJv9khnBFYiJiQlYXERUvTVv3hzPPvtsqfbw8HD07dsXffv2xffffx+AyIiICAAs+U4AQEJU0YiO21vFo7ExDI2NYbDZbLBYLCyDoWqHiRAiqhIrN+1HocNVelm0sBC+CRJRue666y7fz3a7HSqVqtTw6ZLHEBGRf/14zAQAvjlAfj9nRXhI0cfK6NCiEb4utxsXL15kGQxVW0yEEFGVcLrcpZIgOq0GI7hSDBFVwG63Y8GCBdi4caNvecXIyEjceeedmDRpEiIjIwMcIRFR7ZBisgEADpwtKnFOzS5EYrQedpcHbRpE4fCFXNzSJBbRGjc0DhsKLimDMRgMiIiIYBkMVQtMhBBRlZAkCR5PUSJkyaQBAACj0eir9yciKsvUqVORlJSEDRs2IDExEQCQkZGBlStX4sUXX8T7778f4AiJiIJTceKjSXy4by6QxOiikRznLHYcvpCLcH3Rx8ldp7Jgd7pxOtWEJF04omL+WjY3KioKsbGxHAFM1QoTIURUJS4dDaJWq3kll4gu68SJE3jrrbdkbfXq1cPzzz+P++67LzBBERHVAsWJjybx4fjq13Rs+v0inF4JWrUSLo8Et1dCuE4NSQCGUAXubhaG9vVCUf9/SRC9Xg+j0QidThfge0JUGhMhROR3Lper1CRZsbGxHBpJRJel0Whw4cIF1K9fX9Z+/vx5qNXsxhAR+UOKyYbj6fkAgC92nMNpkw3N60agsTEMu//MQphWjTtaG9GvZQReWPkH2tULRfJN0QAAlUqFuLg4lsFQtcYeBBH5XXZ2tmxbo9EgIiIiQNEQUU3y/PPPY+jQoWjbti0SExOhUCiQmZmJQ4cO4ZVXXgl0eEREQaW4BGb36SycM9uRmlMAu9ODMG3Rx8YzZjtCtWrER6qhdOXDavWiQYwW7esVTZzKMhiqKZgIISK/cjqdsNlssjaOBiGiK3X77bfj66+/xo4dO3Dx4kUIIdChQwfMmTMHsbGxgQ6PiCjoWPKdaGwMAwA0NoahXYNoZFgdyMxz4MY64bDb8uByupAYUfRRsnezSDSrE8kyGKpRmAghIr/YsO0gVm7aj9y8fHi9Xl+7UqlEeHh4ACMjopomNjYWycnJgQ6DiCioLd5yCln5Thw4m4PeN8YjM9cBAEiI1EMSEsJUHujcubghUQugaJlclUqFzi3rIzw8nBe5qEZhIoSI/GLlpv0oKHTKkiAAEBEWyjdKIiIiomrkx2MmnMzIR2NjGBr9bxRIjt2Fx29rhPhQ4LdTafDqFL6JUAEgOjoasbGxUCqVAYyc6NowEUJEfuF0ueF2u2RtITotHu7fJUAREVFNNHDgwFIJ1ZI2btxYhdEQEQWntftTceJiPjJzHUiI0mP9gTTkFrjw28kLaF9Hi7qRf31sDAkJgcFgYBkM1WhMhBCRX3i9ku/Dy5JJAwAAderUQVhYWCDDIqIa5oUXXsDzzz+P1157ja8fRESVbMWu81i3PxV/pOUjMlQNu9ODY2l5iI/Q4KY6esTp/zpWpVLBYDCwDIaCAhMhROQXl44G0el0CA0NDVA0RFRT9ejRA8OHD8eePXswadKkQIdDRFTj/XjMhPpxodh7Ohvp1kI0T4xEfJQex9PzEaFXwhCixBuD5EuWswyGgg3/komo0jmdpecG4UoxRHStnnnmGXTu3DnQYRARBYXvj5hwxmyHMVKH5/u1wO03GuH1SmgQrcaNRg3a1QvxHRsSEoIGDRrAYDAwCUJBhSNCiKjSZWdny7Y5GoSIrodOp8Ndd90V6DCIiGq8FJMNqdkFAIAMqwNbDl/EnhMZKCgoQFSICkoF0CohBGq1GgaDAWFhYbyQRUGJiRAiqlROpxN2u13WxtEgRHS9Jk+eLNtWKBQICQlBs2bN8OCDD0KlUl3TeW02G4YNG4b3338fSUlJsn1LlizBmjVrEBkZCQB46KGHMGLEiGu7A0REAfTjMRO+P5qJbX+YAABvbT6JAqcH4RqgYawWDreEO1tEon60Dm0axyMmJoYjQCioMRFCRJXq0tEgSqWSo0GIqFL88ccfGDRoEJRKJb7++mvExcUhMzMTp06dwvTp06/6fAcPHsS0adNw9uzZMvcfOXIEb775Jjp06HCdkRMRBZ4hXIcwnRqROjVuqqODx+PBnc0jkZpbNK/bnTfGw2AwQKvVXuZMRDUfEyFEVCk2bDuIL7/ZA2tuvqxdo9FyNAgRXbfTp0/jiy++QHh4OADgwQcfxJNPPonly5ejf//+13TOVatWYcaMGXjxxRfL3H/kyBF88MEHSEtLw80334yJEydyuUgiqlEWbzmFtvWjsHZfGtKthfC4PbA4XTir8SJSXzSSTqVUoU2TBNSpY2SfjWoNjnciokqxctN+5NsKZW1KpRJhofzQQETXLzc315cEAQC9Xg+bzQaFQgGNRnNN55w7d265k7Da7Xa0atUKEyZMwLp165CXl4d33333mm6HiKiqrdh1HikmG9bsS8W2PzJxJNUKc64dYVoFCt0SClwSYsNUaNskAbfc2BBtGsUzCUK1CkeEEFGlKHQ44fV6ZG0RYaEY2u/mAEVERMGkffv2eOGFFzBkyBAIIbB27Vq0bdsWP/74I0JCQi5/gqsUFhaGDz/80Lf95JNPYsqUKRg/fnyl3xYRUWWaufYoLDYnvJJAZm4hfkuxIFQtEBelw2+pBWgYq8WwWxLQ/+am0Gq1iAt0wEQBwEQIEVUKt9vt+3nJpAHQarWoX78+ry4QUaWYOXMm3nnnHcybNw9qtRq9evXC008/ja1bt2LWrFmVfnvp6enYuXMnhgwZAgAQQkCtZreJiKqvH4+ZcNHqwFe/pcHjFdh10gwhARl5Ljg9AqZ8N2JDVHj2rhvQpz37aFS78R2diK6b2+2GxyMfDcKVYoioMun1eowePRo9evSA1+tF27ZtodPpcO+99/rt9ubPn48uXbogKSkJX3zxBe6++26/3BYRUWX47JezOHwhF3kFHoRqlXB7AY8EeCWBcK0STeLDcW/7uujboUGgQyUKOL8mQjZu3Ij33nsPHo8Hjz32WKkl51JSUjBjxgzk5ubCaDTizTffRFRUlD9DIiI/yMnJkW1rtVqEhYUFKBoiCkaHDh3Cs88+C4PBAK/Xi8zMTLz//vvo2LFjpd7OqFGjMG7cOLRp0wazZs3CM888A7fbjY4dO+KJJ56o1NsiIqos/V7/CanZBZAkgXpRGphtHoTplHC4gUl9G6FAaNHIGI5ereIDHSpRteC3REhmZiYWLlyItWvXQqvVYtiwYejSpQtuuOEGAEVDTJ955hlMnToVPXv2xIIFC7B06VJMmDDBXyERkR94PB7k58tXiomJieFoECKqVK+99hoWLFiArl27AgB27dqFV199FatWrbruc2/bts33c8l5Qfr06YM+ffpc9/mJiPxl5tqj2PhbGvIKPQjRKBEXrkZ6rhshWiV6NI3E4YsOdGqRBABoEh9+mbMR1R5+S4Ts3LkTXbt2RXR0NICizsTmzZsxduxYAMDRo0cRGhqKnj17AgBGjx6NvLw8f4VDRH6Sk5MDIYRvW6FQylZ2ICKqDHa73ZcEAYBu3brhlVdeCWBERESBs2LXeZjyHEjPyofbI6FupAYRehXiwoo+3j3SPQm331QP+89YmQAhKoPfEiEmkwlGo9G3HR8fj0OHDvm2z58/D4PBgClTpuDYsWNo0qQJpk+f7q9wiMgPPB5PqQSmRqPhaBAiqnQKhQJpaWmoV68eACA1NRUqlSrAURERVZ0Vu84DAOpE6/Hf39PxR6oV+U4Jbqlof0aeGycARIao0axeHG5IjMQNiZGBC5ioGvNbIkSSJNmHISGEbNvj8WDv3r34/PPP0aZNG7z11lt49dVX8eqrr/orJCKqRBu2HcSy9TtgKyj0tSkUCq6qQER+MWbMGAwdOhTdunUDAOzYsQMzZswIcFRERFVnxykLhCSQk1+APWfyIQFQK4q+8p0SlACaJYZj04s9Ax0qUbXnt08siYmJ2L9/v2/bbDYjPv6vyXmMRiMaNmyINm3aAAD69++PcePG+SscIqpkK/67T5YEAYpGg+h1mgBFRETB7K677kKTJk2we/duSJKE0aNHo2nTpoEOi4ioSmz/IxP7U7KQV+CGVwJ0agXUKgUKXRK8AogJU2NE94Z4vl+LQIdKVCP4LRHSvXt3LF68GNnZ2QgJCcGWLVswe/Zs3/4OHTogOzsbx48fR8uWLbFt2za0bt3aX+EQUSWz2Qtk2wqFAuGhIRjar3OAIiKiYLRlyxbZtsFgAACcPn0ap0+fxj333BOIsIiI/G7FrvPYezobO06akW1zQwKgURbtc3oFBIBGxjBk5jlxf4d66NQoJpDhEtUofkuEJCQkYPz48Rg5ciTcbjeGDBmCtm3bypale+eddzBt2jQUFhYiMTERr7/+ur/CIaJKJEkS3G6Pb3vJpAGIi4tDTAzfgImoci1btqzcfQqFgokQIgpav5www+l0Ij5chRA1UOCWcGNiCBrE6nE00wmVSoXBnZOw9agJMwbzgjLR1fBrMX9ycjKSk5NlbSWXpWvXrh1Wr17tzxCIyA+KJkj9a6UYpVKJqKiowAVEREGrokQIEVEwEkLg/7Yex+9nslDokWB3SlApi+ZaPHChAKey3GgQG4ruzQ0Y1q0BhnVrEOCIiWoezmpIRFdFCIGcnBxZW1RUFJRKZYAiIqJg9uyzz2LMmDHlls8eOnQI7777Lt5///0qjoyIqHLNXHsU4VoF/rP3Akw2r3ynVHQBKj5CjXtuSsSjPRpyWVyi68BECBFdlby8PHi98jfn6OjowARDREFvxowZmD59OrKzs3H77bejYcOGkCQJFy5cwE8//YTIyEjMnDkz0GESEV0Xj8eDH//IwBNd49AyIQTGcA8y8924qW4ocp1Fq8K0qBOBxSM7BjpUoqDARAgRXTEhBKxWq6xNrdZApVIFJiAiCnoJCQlYunQpDh06hE2bNuGbb74BADRu3BhTp05Fu3btAhwhEdG1e3ntEXROCkVKRjZyC914/2cTsuwe6DRKuLwCu87YoFQqEB+hw63NDIEOlyhoMBFCRFfMZrPB7XbL2jQaLpdLRP7Xtm1btG3bNtBhEBFVmoKCAqzZcwFr9gAOt4BSAeRDAhRAobtoXpD2DaLRsm4kWtSJ4FwgRJWIiRAiuiJlzQ2iVquh/N/kXURERER0eVuPXMTuE+k4kpqPSL0KvZtHItXqwtlsF168rwU2HTEjM9eBhCg9S2GI/ISJECK6rA3bDmL5xt3IzbfJ2jkahIiIiOjKSJIEq9WK+RuPIsXsggeAEsCqX7MBBeCVgLe/S4FOo0SHhjFoVTcy0CETBS0mQojoslZu2o98e4GsTaVSQ6lUQqdlMoSIiIioPCt2nceR89lom6jGut8taB4fAo1KifM5LoRolBjSpT7OZRXCEK7Doz0aYu/pbNzSNJarwhD5ERMhRHRZBYUOSJIka9NoNNBpNRjar3OAoiKi2mbz5s04duwYRo8eja1bt6J///6BDomIqEJutxvfH0rF4dR8fHcEMNvlK+/lOyW8t/UMIkPUWPOP7mgSH84ECFEVYCKEiC6r5ASpSyYNQGhoKOrWrRvAiIiotlm6dCl27NiBjIwMPP7441iyZAnOnTuHMWPGBDo0IiKZxVtOISvfAXOuHT0aheBCVgFCNEr0aBqBjUes6No0BtkFXqSYbejQIAaP9miIi1YHEyBEVYiJECKqkNPphNcrv3oRHR0dmGCIqNb65ptv8J///AcPPfQQYmJisGrVKgwdOpSJECKqdrb/kYGz5gJYC7349ghQPKZ2+YFsAMB3f2QBAJQKoPeN8ejVKj5AkRLVXkyEEFGFrFarbFun0yEkJCQwwRBRraVWq6HVan3bkZGRUKvZjSGiwFux6zy2HjWhdVI40sxWZOU7EKFTQqUE7mkZhS3H8xAZosW9Hergi53n8OitjaBSKnDofC66NYsLdPhEtVKFPYhBgwZh3bp1AICffvoJPXv2rJKgiKh6cLvdyM/Pl7XFxMRAoeCSuURUterUqYPt27dDoVDA5XLho48+Qr169QIdFhERfjlhxs8nTPjhDxOkS/YVjwLJsnuwZl8qHG4JbepH4c7WCVUfKBH5VJgIEUL4fl64cCETIUS1zKWjQRQKJcLCwgITDBHVatOnT8eLL76IEydOoH379mjXrh0WLFgQ6LCIqBYTQsBut6OgsAA6tRLNjFrkO7wocEsI16nh8AJDbknC9j9M6NQ4Fre3MuLzHefR2Mi+FFGgVZgIKXnVt2RShIiCn9frRV5enqxNo9FwNAgRBURCQgI+/fRTFBYWwuv1IjyckwoSUWA8//nv+P1cNiz5Tthcf31GOprh8P1ssXuhVgLnzAVoaAzDjMGtAYDzgRBVE1dcXMsPP0S1i9VqlSVAFQoF6/GJqMrNmTOnwv3Tpk2rokiIiABJkrDzlBn5hR4MaheDLcdzkRChwfkcF5omhCHfIcEQrkHLulHILXBjQKe6uGh1XP7ERFSlKvxUk5eXh++++w5CCOTn52PLli2y/ffcc49fgyOiwJAkCbm5ubK2otEgAQqIiGotrlJFRIGQYrJh2S/nfNvNE8MRHaLAvpMZKHTJV9NTqVRQqZRQq1RQKCTc3DQOz/drUdUhE9FVqDARUrduXXz22WcAiiYpW7ZsmW+fQqFgIoQoSOXl5UGSSk73xdEgRBQYY8eOLXdfQUFBFUZCRLXJGbMdO05ZAACSJLDp9zSYbB7ZMcUToVrsdigAXMxx4OYmsejUKKaqwyWiq1ThJ5uSiQ8iCn4bth3Eyk37kGPNk5XFcG4QIgq077//HosWLUJBQQGEEJAkCVarFb/99lugQyOiICUE4PV6IHkltEzQ464WWhxMK0CKxQmlUoHHezbC2v1pmPXATVwFhqiGuewlXrvdjq+//honT56EXq9HixYt0LdvX2i12qqIj4iq0MpN+2GzO0pNjqzRaAAAOq0mEGEREeH111/HP//5T3z55ZcYNWoUvv/++0pZxcpms2HYsGF4//33kZSUJNt37NgxTJ06FXa7HZ07d8bMmTM5Oo4oCKWYbLiQVYANB9Lx+/kcnLUUljrmvNV9SYvA2v1pcLi9pY4loupPWdHOc+fO4b777sOWLVug0+kAAKtXr0bfvn2RlpZWJQESUdVxON1wu+Vv9Gp10WgQnVaDof06BygyIqrtQkJCcO+996J9+/bQ6XR4+eWXsX379us658GDB/Hwww/j7NmzZe6fMGECXnrpJXz77bcQQmDVqlXXdXtEVD2dMdtx4GwOjqTlIjZMC60K6Nk0HA2iNb6v3s2jMLp3I3RuHI3mCWHo2jQWrzzYBr1axHM5XKIaqMLLGosWLcL48eMxYMAAWft//vMfLFiwAAsXLvRrcERUtbxeD4QomhtkyaSi//uGDRv6RoQQEQWKTqeDy+VCgwYNcOzYMXTp0uW6S/ZWrVqFGTNm4MUXXyy1Ly0tDQ6HA+3btwcADB48GIsWLcLw4cOv6zaJqHqSJAGPxwOn0wuUHBirUEClUiEkRA+1WgUAuKdtom8yVC6HS1QzVZgIOXnyJN54441S7Q8++CC++OILvwVFRFVPCFFqNEhERASTIERULdxxxx146qmn8Nprr2Ho0KE4cOAAYmKub0LCuXPnlrvPZDLBaDT6to1GIzIzM6/r9oioekgx2TDmk1+RmeuAR5JQ4JQgXXLMT6dtAAC9WoFbm0ejR3Mj6kTroVEp0bZ+VNUHTUSVqsJEiEqlKncfJ04kCi4Oh+OSlWK4bCURVR+jR4/G/fffj4SEBLz77rvYt28f+vfv77fbkyRJ1tcRQrDvQxQkzpjtOGuxw+0VqB+jRcMYJdrVC8Uvp/MRoVfhlNmBJ3s2wovJN5b6XY4AIQoOFc4Rwjd8otojJydHth0aGuqbG4iIqDowmUz48ccfYTab0ahRIxw5csRvt5WYmAiz2ezbtlgsiI/nByCiYOCVpKKJ4QUgpBJ1MAoFNNqiudGKy2CIKDhVOCIkIyMDc+bMKdUuhODwUKIg4nQ6UVBQIGu73iHnRESVafz48di/f78sGaFQKNCrVy+/3F69evWg0+lw4MABdOrUCRs2bEDPnj39cltE5H8pJhv+/uE+nM2SrwhTtBqMG0czHAjXKdGsTjRa1lGiUyP2g4iCWYWJkBEjRpRqczqd0Ol0nCyMKIhcOhpEqVRCr9cHKBoiotKOHDmCrVu3QqvV+vV2Ro0ahXHjxqFNmzZYsGABpk2bBpvNhtatW2PkyJF+vW0iqjwz1x5FbLgWxoii0a0ZOXY82zMBn+/JQJ7Di3SrGx4JqB+rRat60Xj3Ca6MR1SbVJgIeeqppzB9+nTcdddduPvuuwEATz/9NGJiYsocKUJENY/b7YbNZpO1aTRalsYRUbXSpEkTeDwevyRCtm3b5vv5ww8/9P3csmVLrF69utJvj4j8b8cpC6JDNYiP0MHpciHDWoh29UJxyuSEt7gcRgGo1RqoVBXOFkBEQajCRMjixYths9nQsWNHX9usWbMwc+ZMLF68GOPHj/d7gETkX1arVbatVCornCiZiCgQhg4divvvvx8dOnSAWv1X92XevHkBjIqIqishAI/XC3thgXweEABKlQLNE8KR7/CiR3MDWtSJCFCURBQoFSZCfvjhB6xevVo2RD4hIQGvv/46hg4dykQIUQ22YdtBrPjvXuRY82TtGo0GHAxCRNXN4sWL0aNHDzRo0CDQoRBRNTVz7VF89Vsa8go88IrS+49mOHw/H0rNhxLAiYv5mDG4ddUFSUTVQoWJEI1GU+Y8AeHh4X6v0SUi/1q5aT9sdvmEYQqFAiqVGjqtJkBRERGVTalU4uWXXw50GERUzQx/Zzfu71gXJy7mIzpUjS4NI5FuLYA534PYMDXiwtRQKhWwOoFbmxvxyc9nAQCH5/UNbOBEFFAVJkKUSiVsNhvCw8Nl7TabDR6Px6+BEZF/OZwuuN3y/2ONRgO9ToOh/ThhGBFVL61bt8b27dtx++23BzoUIqpGDqdaERuuwbG0PIRqBDLz3LA7JYTpiub90Gq10Go0sHmcnP+MiHwqTIT0798f06ZNwyuvvILQ0FAAQEFBAaZNm4Z77rmnSgIkIv8oSoIUjRtdMmkAVCoVGjZsCKWSE4YRUfWzc+dOrFq1ChqNBhqNBkIIKBQK/Prrr4EOjYgCSQAFBYXwejyA+q85zprHh6DzDUYkRocBAMz5TrStH4X9KTnlnYmIapEKEyGPPfYYZsyYgVtvvRXNmjWDJEk4ffo0kpOTMWbMmKqKkYgqmSRJ8HjcsraoqCgmQYio2vr0008DHQIRVRPD39mNA2ez4fYWbW8/VTzf2V99m51nbNh9xoZmieF45/GOaBJfNMK9V6v4Ko6WiKqjy5bGzJ49G6NHj8bRo0ehVCrRtm1bxMfzBYSoJsvPz4cQf80iplAoEBUVFcCIiIgqVq9evUCHQEQBsHjLKbStH4VDF3KRbXOheWI4tCoJY3vGI8XsxJbjebi5YRjOZjkRG65DRr4b+Q433nqkA+5snRDo8ImomqowEVKsXr167IAQBQkhRKklc6OiorhkLhEREVU7P58ww+2VsPvPLGTnu3AuMwe/nbcB3lCczXICANRqNdRaAbVGDYXCfZkzEhFdYSKEiIKHzWaD2y3vJERHRwcmGCIiIqLLkCQBl8sNj8cNSSpRxqtQoE1SJO5qm4QTF/MRG67FGZMdGbkONDaGBS5gIqr2mAghqkWEEMjJkU8SplaroVbzpYCIqrcXX3wRr7/+eqDDIKIqsHjLKXz9azrSrYWwuyTsP2P17TtvLbqY89NpGwAg1epCSlYh7mtXB8/d0ywQ4RJRDcRPP0S1SEFBAVwul6xNo9EEKBoioit37Ngx30oxRBTcnrunGf5+WxLMZjPGrPgT7eqF4mBaAfIdXtyQEIZfL9hwa3MDTlzMx5aJvQIdLhHVQEyEENUSZY0GUanUXCmGiGqE+Ph43HfffWjXrh3Cwv4a8j5t2rQARkVElc3j8SArKwv5+fmydoVCAbVajZAQPRQKW4CiI6JgwUQIUS3hcDjgcDhkbRwNQkQ1RYcOHdChQ4dAh0FElWjxllMwRugAAKY8B8LVEppGC6RbXdh7zoZjpkLoNUp0bRaPeIMHOXY3WtSJgMMl4dZmBhjCdQG+B0RUUzERQlRLlB4NooJKxdEgRFQzjB07Fg6HA+fOnUOzZs3gdDoREhIS6LCI6Dr8fMKMhCg9PB4v0rJsiA1VQdMiEicyHfgttQAZ+W7cVD8a/W9pIvu9Yd0aBChiIgoWTIQQBbEN2w5i5ab9KCgsPRpEr9cHKCoioqt38OBBjBkzBmq1GitWrMCAAQPw3nvvoWPHjoEOjYiukRCAo9ABt8cDIYSvXalUQq1WQ6HwQMlpgYjID5gIIQpiKzfth9PlLrVcrlKphEqlAgDotCyPIaLq77XXXsMnn3yCF154AYmJiXj99dcxd+5crFmzJtChEdFVWLzlFNbsTYU5rxCFntL7i1eDKbb/jBVNnv8vQrVKPH1HU64MQ0SVwq+JkI0bN+K9996Dx+PBY489hhEjRpR53Pbt2zFr1ixs27bNn+EQ1TpOlxuSJMHr9craNRotgKIkyNB+nQMRGhHRVXE4HLjhhht827169cLChQsDGBERXYu/9aiH+1to4Xa7MX7tecSFFX0csToEkuLCMejmJBw8b8XmQxm4kFWANvWjsOq57gGOmoiCjd8SIZmZmVi4cCHWrl0LrVaLYcOGoUuXLrJODABYLBa89tpr/gqDqNYrHg2yZNIAAIBOp0NSUhKXoCSiGkWtViM3N9f32pWSkhLgiIjoang8HlgsFths8hEfSqUCOp0OBZIHCtbBEFEV8VsiZOfOnejatSuio6MBAH369MHmzZsxduxY2XHTpk3D2LFj8cYbb/grFKJaS5IkeDzycacxMTFMghBRjTN69Gg88sgjsFgseP7557Fjxw7MmjUr0GER0WUIIWC1WpGdnV1qHpCeLQxIMkZBoVDAnO+EMUKHxsYwqJUK5Bd68LvWittaGAMYPREFK78lQkwmE4zGv1644uPjcejQIdkxn332GW688Ua0a9fOX2EQ1WqXzg2i1WoRFhYWoGiIiK7dHXfcgaZNm2LHjh2QJAljxoxB06ZNAx0WEZXw4zETth8zIzZci7b1o2AIVeLo2QxkWB1oUzcUP/6ZBwAo9KpwT/skTBjQpMzzNIkPR69W8VUZOhHVMn5LhEiSJLvqLISQbZ88eRJbtmzBJ598goyMDH+FQVRrud1ujgYhoqDx+++/o3379mjYsCEAwOl0YubMmZgxY0aAIyOiYgfO5mDHKQsiQzTItuahSawKJzIdSLW6EBOmxq+phdBoNMh3OpEQl4c7b6oT6JCJqJZS+uvEiYmJMJvNvm2z2Yz4+L8yu5s3b4bZbMYDDzyAp556CiaTCcOHD/dXOES1jtVqlW1rNBqEh4cHJhgious0fvx4nDp1CgBw6NAh3H///cjMzAxwVERUkiQJeD1eOB0O2ahUhQKIjIiETqeDSuW3jx9ERFfMbyNCunfvjsWLFyM7OxshISHYsmULZs+e7ds/btw4jBs3DgCQmpqKkSNHYvny5f4Kh6hW8Xg8yMvLk7VxNAgR1WTz58/HmDFjcNddd2HdunWYOHEiBg4cGOiwiGq9H4+ZsHDTCZy4mA9niUXqjmY45Mf9eVy2veS70/jwhxS0SIzA+H7NWQpDRFXKb4mQhIQEjB8/HiNHjoTb7caQIUPQtm1bjBo1CuPGjUObNm38ddNEtZ7VapVNSKZQKBARERHAiIiIrk/nzp0xe/ZsjB49Gh9//DHat28f6JCICED3G2LQ/OEbYLfb8ckeC345nY8IvQodG0SgS/NEHM8swBmzHQM71cMH204DAKwFbvRtm4jn+7UIcPREVFv5LRECAMnJyUhOTpa1ffjhh6WOS0pKwrZt2/wZClGt4fV6kZubK2vTaDQcDUJENdKl/Qi1Wo1nnnkGBoMBALBx48ZAhEVU60mSBKvVipycHNnFFyiK+h2RkRHQ6bQACgIWIxFRefyaCCGiqlfWaBC1mv/qRFQzTZ8+PdAhENEl7HY7zGZzqUnZb24SB7U+DHERerStH4X6caFQKxWoGx2CxsYw31K42TYXOjWKCUToREQAmAghCiper7fUJKlqNUeDEFHNdcstt/h+tlqtKCwshBACXq8X58+fv65zb9y4Ee+99x48Hg8ee+wxjBgxQrZ/yZIlWLNmDSIjIwEADz30UKljiGoTt9sNs9mMggL5KA+dTgej0YgbbtBjwCW/0yT+r4nan7unWRVESUR0eUyEEAWRskaDaDT8Nyeimu/tt9/G0qVLAQAqlQputxs33HDDNZfGZGZmYuHChVi7di20Wi2GDRuGLl264IYbbvAdc+TIEbz55pvo0KFDpdwHopogxWTDhawC3+SlK3adx0NdkvD1/hTYbXbgf92Mveds6NI4HJERkWhRPxqv/fc0WtSJwLBuDQIYPRHRleH6VURBoqy5QTgahIiCxYYNG/DDDz+gT58+2LJlC+bNmydLWlytnTt3omvXroiOjkZoaCj69OmDzZs3y445cuQIPvjgAyQnJ2PWrFlwOp3XezeIqr0zZjsOnM0BAAghsP2PDJw/fx57T1lw9GIhjmYUfR1MdyC1QIfjZhfOWgqw45QFO05ZAhw9EdGVYSKEKEhYrVZIkuTbVqlUHA1CREEjNjYW8fHxaNKkCY4fP46BAwfi5MmT13w+k8kEo9Ho246Pj0dmZqZv2263o1WrVpgwYQLWrVuHvLw8vPvuu9d1H4hqEpfLhYsXL8LhcMjmAlGpVIiMiIRao4ZSyYstRFQz8VMSUQ23YdtBrPjvPuRY8+AbrwpAo9FCq9UELjAiokqkVqtx/vx5NGnSBPv370ePHj2ua4SGJEmyEXNCCNl2WFiYbKW7J598ElOmTMH48eOv+TaJqqsUkw1f/ZqO0yYbhCSQkpmPFTvPwisJeCSBAUtPwu0BvCjuaZgBAEu+O+07hwLAWbMdrSduRkKkDk/d0ZRlMkRUbTERQlTDrdy0HzZ7AUomQS6dG0THhAgR1XBPP/00pk+fjvfeew9vv/021q9fj9tvv/2az5eYmIj9+/f7ts1mM+Lj433b6enp2LlzJ4YMGQKgKFHCFbgoWDWJD8c/+jSD3W7HV3vPIFqjx+NdkgAAc75Nx/yHWuHTvVmyESCbD2Wgb9tEAEC7BtF47evjaFEnAotHdgzIfSAiuhp8Ryeq4RxOF9xu+fJ1JecG0Wk1GNqvcyBCIyKqNL1790bv3r0BAOvXr8e5c+fQokWLaz5f9+7dsXjxYmRnZyMkJARbtmzB7Nmzffv1ej3mz5+PLl26ICkpCV988QXuvvvu674fRNWRy+WC2WxGYWEhvJLX167X6xEaGgqj0QilMjuAERIRVS4mQohqOLfbjeLRIEsmDYBSqUSjRo2gVHIKICIKHna7HQsWLEBKSgrefvttLF++HBMnTkRYWNg1nS8hIQHjx4/HyJEj4Xa7MWTIELRt2xajRo3CuHHj0KZNG8yaNQvPPPMM3G43OnbsiCeeeKKS7xVRYEmShOzsbFitVl9bUpQWWpUS8fHxiIiIQM+WRfOPdWoUI/vd/EKPr61+XChubWZAizoRVRY7EdH1YCKEqAbzer3/S4T8JSYmhkkQIgo6c+bMQXx8PLKysqDT6WCz2fDSSy/hjTfeuOZzJicnIzk5WdZWcl6QPn36oE+fPtd8fqLqSggBm80Gi8UCr9cr23dTIyNiY2OhUqkAwDfPR/FyusUu3Z4xuLUfIyYiqlz8tERUg+Xk5Mi2VSoVoqKiAhQNEZH/HDt2DOPHj4darUZISAgWLFiAY8eOBTosohrH5XIhPT0dmZmZsiSIXq9H/fr1YTQafUkQIqJgxREhRDWUx+NBbm6urC06OpqjQYgoKF362ub1evl6R3QVyiqDAYouohgMBoSHh8tWTiIiCmZMhBDVUDk5ORBCvlIMR4MQUbC6+eabMX/+fDgcDvz888/44osv0KVLl0CHRVTtVVQGEx0djdjYWCYViajW4aseUQ3kdruRl5cna9NoNOzIEFHQeuGFFxAaGoqIiAgsXLgQLVq0wIsvvhjosIiqNafTibS0tFJlMCEhIahfvz4MBgP7DkRUK3FECFENVNZoELVaE8CIiIj8S6PRYMyYMXjkkUegUqkQHh4e6JCIAi7FZAMANIkPR4rJhibxRf8Xpy7mIVrtxJGzZtnxRzMK8djtzWEqAHan5KJXq3j8eMwEADh0IRf3ta/jOx8RUTBjCpiohil7NIgWLOslomB2+vRpPPDAA+jevTu6dOmCRx55BOnp6YEOiyigzpjtOGO2+34WQiAvLw97j51Fbm4uUnNdvi+rR4PjWUBERATOWgpw4GzRhOsHzubgwNkc/HzCLDsfEVEwYyKEqIbJzs6WbSsUSqjVHNxFRMFtypQpePDBB/H777/jt99+Q58+fTB16tRAh0VUbbjdbqSlpcFkMkGSJF+7TquF0WBEZGQkFEpeNSEiAlgaQ1SjOJ1O5Ofny9q0Wg1HgxBR0CssLMSwYcN8248++ihWrVoVwIiIAiPFZMOuU1nIzHMgx+5Cjs2FFTtS4PW48V9d0bK3NqcX3xzNRZ4LyC3wwOFJhRAKeCWBdlO2FJ1IAXz4w2l4/jd1iEIBjP30V4TqVGiWEIHkDnXRrVkcy2SIKCgxEUJUg2RlZcm2tVotVCr+GxNR8GvSpAl+/fVXdOzYEQBw8uRJJCUlBTgqoqrXJD4cTeLDIYTA1/vPIi8/H10aRGHXWRu6NSpaAveQSWBAlyb44Zh8jpD1B9KweGRHbD2aiYPnrXi+Xwu8uekEAGD3n1l4+o6mAIA7WydU+f0iIqpK/ARFVEMUFhaioKBA1hYXF8fRIERUK6Snp+PRRx9FixYtoFar8ccff8BoNCI5ORkAsHHjxgBHSFR1HA4HLBYLrLm5svbQ0FAYDAacdeRwNRgiogowEUJUAwghYLFYZG16vR6hoaEBioiIqGq98MILgQ6BKOC8Xi+ysrJ8k6YnRWkBAGq1Gu1vqIs6dYxQKBRobAwDAN/3Yrc2M/ja1f+bL6RToxgAgEalLHU8EVGwYiKEqBrbsO0gVm7aD3tBIZxOp2yfXq+HSqUKUGRERFXrlltuwYULF1C/fn1s374dR48exciRIxERERHo0Ij8rng1mKysLNlEqA1idYiOjkZMTIxsBEjxvB6Xzu9Rsr34516t4mXfiYhqA46ZI6rGVm7aD4fTDZfLLWtXqVSlkiA6raYqQyMiqlIvvfQSPvzwQ5w+fRrTpk1DamoqpkyZEuiwiPzO4XAgNTUVZrNZlgQJDQ1F/fr1ERcXxzIYIqKrxBEhRNWY0+WGx+OGEJKsXavVyrZ1Wg2G9utclaEREVWpI0eOYPXq1Vi6dCkGDRqEf/3rXxg8eHCgwyLym0vLYIqp1WoYjUaEhoZCwYnCiIiuCRMhRNWYEAJud9FokCWTBgAAIiMjER/P4atEVLsIIaBUKrFjxw6MHj0aQNGVcqJgU14ZjEKhQExMDKKjozkChIjoOjERQlSNud1uCCF82wqFArGxsQGMiIgoMBo0aIBRo0YhNTUVt9xyC/71r3+hZcuWgQ6LqFI5HA6YzeZS84KFhYXBYDBAo2EZLBFRZWAihKia8ng8vtEgxaKjo6FW89+WiGqfefPm4bvvvkOnTp2g0WjQuXNnDBw4MNBhEVUKr9cLi8WC/Px8WbtGo4HBYEBYGFdzISKqTPxERVRNZWVlybZVKhViYmICFA0RUWCFhoZiwIABvu2HH344gNEQVQ4hBHJzc5Gdnc0yGCKiKsRECFE15HA4Sl0V4qzwREREwaOwsBBmsxkul0vWzjIYIiL/YyKEqJoRQsBiscjalEolIiIiAhQRERERVRaPx4OsrKwyy2CKV4MhIiL/YiKEqJqx2WylVkLQarVcIo+IiKgGq6gMJjY2FtHR0XyvJyKqIkyEEFUjkiSVOTeISqUKUERERER0vcorgwkPD0dcXBzLYIiIqhgTIUTViNVqhcfjkbVptdoARUNERETXw+PxwGKxwGazydpZBkNEFFhMhBBVE263Gzk5ObI2jUbDCVKJiIhqGCEErFYrsrOzIYTwtbMMhoioemAihKiasFgsss6SSqXiUFkiIqIapqCgAGazGW63W9YeHh4Og8EAtZrdbyKiQOMrMVEAbNh2ECs37YfTVdRJ8ni8cDovnSBVB42G/6JERP6yceNGvPfee/B4PHjssccwYsQI2f5jx45h6tSpsNvt6Ny5M2bOnMkPsbVIismGJvHhZbaVta+8MhitVguDwVBmGUzJ8/x4zIRereJL3UaKqeh8l95uWTEQEdGV4Zh7ogAomQQRQsDlcsr2K5VKWWdbp+XIECKiypSZmYmFCxdi+fLlWL9+PVauXIk///xTdsyECRPw0ksv4dtvv4UQAqtWrQpQtBQIZ8z2cttK7hNCICcnB+fOnZMlQZRKJQwGA+rXr1/uXCAlz3PgbE6Zt3HGbC/zdsuKj4iIrgwTIUQBUJwEAYrmBilZEgMUjQYpLh3WaTUY2q9zVYZHRBT0du7cia5duyI6OhqhoaHo06cPNm/e7NuflpYGh8OB9u3bAwAGDx4s208EFJXBnD9/HllZWbL38oiICDRo0IBzgRARVVMc30kUQJIk4a0X7pN1nqKiomA0GgMYFRFR8DOZTLLX2vj4eBw6dKjc/UajEZmZmVUaI1W9FJNNNtJi69FMZFj/Kl3NzHPg4HkrvF4Jx89nIlIjISlKi/oxRSu8abVaGI1GhISEXNFtHL6Qi/UH0mBzeAABPLF0L+xOD5bvOA8JAp//cg5QABDA+gNpUEKB7X+YEROuQUKkHluPFv1NNjaGsUyGiOgqMBFCFCBCAC6Xq9QEqbGxsQGMioiodpAkSXalXggh277cfgpOTeLDfQmFrUczcWfrBNn+7w5noFM9Lf776wV0bRTma1cqlYiNjUVUVNRl/05K3gYA/LNvcwDAm5tO4Pl+LXy3W/I7AFlbefEREdGVYWkMUYB4vR54vV5Zm8FggEqlClBERES1R2JiIsxms2/bbDYjPj6+3P0Wi0W2n2ofu90Oi8VStCQuWAZDRFSTMRFCFABFE6S6ZG0hISEID+ewViKiqtC9e3fs2rUL2dnZKCwsxJYtW9CzZ0/f/nr16kGn0+HAgQMAgA0bNsj2U/BrbCwa8eF2u3Hx4kVcvHgRieFFXeekKC10Oh3q1auHhISEa15NqPg2AKBToxhZW8nvl7Zd+jMREV0dlsYQBcClJTEKhQJGo5FXkoiIqkhCQgLGjx+PkSNHwu12Y8iQIWjbti1GjRqFcePGoU2bNliwYAGmTZsGm82G1q1bY+TIkYEOm6pQI0MosrOzkZOT43vPrh+jhVKpRMfm9RAZGXnd79slS2R6tYqXtV36vaKfiYjo6jARQlTF7HY7PB6PrC0mJgZarTZAERER1U7JyclITk6WtX344Ye+n1u2bInVq1dXdVhUDdjtdpjN5lLv15GRkYiLi2MZKxFRDefX0piNGzfi3nvvxT333IMvvvii1P7vv/8eAwYMwP33349nn30Wubm5/gyHKOAkSZLVnANFM8zHxMQEKCIiIiIq5na7kZ6ejosXL8qSIDqdDklJSYiPj2cShIgoCPgtEZKZmYmFCxdi+fLlWL9+PVauXIk///zTt99ms+Hll1/G0qVL8dVXX6FFixZYvHixv8IhqhaysrJKXV2Kj49nSQwREVEASZKErKwsnD9/HgUFBb52pVIJo9GIpKQk6PX6AEZIRESVyW+JkJ07d6Jr166Ijo5GaGgo+vTpg82bN/v2u91uzJgxAwkJRct+tWjRAhcvXvRXOEQBV1hYWGrUk0ajYceKiIgoQIQQsNlsOH/+vGwuEKCoDKZhw4ZXtCQuERHVLH5LhJhMJhiNRt92fHw8MjMzfdsxMTG4++67AQAOhwNLly7FXXfd5a9wiAJKkiTZ3z8AKBRKaDSaAEVERERUu7lcLly8eBEZGRksgyEiqmX8NlmqJEmy7LkQosxsen5+PsaMGYOWLVti0KBB/gqHKKDKmnBNp9PyChMREVEVkyQJOTk5sFqtshEgSqUSBoMBERERfH8mIgpyfhsRkpiYKJsU0mw2Iz4+XnaMyWTC8OHD0aJFC8ydO9dfoRAFlM1mQ35+vqxNo9HwKhMREVEVqqgMJioqCg0bNqyUJXGJiKj681sipHv37ti1axeys7NRWFiILVu2oGfPnr79Xq8Xo0ePRr9+/TB16lS+6VBQ8ng8MJlMsjatVsuSGCIioirkcrmQnp5eqgxGr9ejfv36MBqNvEBBRFSL+K00JiEhAePHj8fIkSPhdrsxZMgQtG3bFqNGjcK4ceOQkZGBP/74A16vF99++y0A4KabbuLIEAoaQgiYTCZIkuRrUygUSEhIYOKPiIioCkiShOzsbFitVlm7SqVCXFwcy2CIiGopvyVCACA5ORnJycmytg8//BAA0KZNGxw/ftyfN09UJTZsO4iVm/bD6XLL2t1uN1wul6xNo9FCq+VoECIiIn8qLoOxWCzwer2yfVFRUYiNjeUIECKiWsyviRCi2qCsJIjXK5VKgiiVpVeJ0TEpQkREVKlcLhfMZjMKCwtl7Xq9HkajETqdLkCRERFRdcFECNF1ujQJIoSA0+m45CgFdDodSo6+1Wk1GNqvs/8DJCIiqgUqKoMxGAwIDw9nGQwREQFgIoSoUq1+62lkZGTAbrfL2hMSEhARERGgqIiIiIJXRWUw0dHRiI2NhVLpt/UBiIioBmIihKgS5ebmlkqCREVFMQlCRETkB06nE2azGQ6HfCRmSEgIDAYDy2CIiKhMTIQQVRKv1wuLxSJr0+l0MBgMAYqIiIgoOHm9XmRnZyM3N1fWzjIYIiK6EkyEEFUCSRJwOp2yNqVSicTERHbEiIiIKokQAvn5+cjKymIZDBERXTMmQoiuU/HkqEIIWXtCQkKpVWKIiIjo2lRUBmM0GqHVagMUGRER1TRMhBBdByEEXC4XJEmStUdHRyMsLCxAUREREQWP8spg1Go1DAYDwsLCOPqSiIiuChMhRNchJycHHo9H1hYaGoq4uLgARURERBQcyiuDUSgUiI6ORkxMDMtgiIjomjARQnSNbDYbsrOzZW0ajQYJCQm8MkVERHQdHA4HLBZLqTKY0NBQGAwGlsEQEdF1YSKE6Bo4nU5kZmZe0qpAnTp1oFKpAhITERFRTef1epGVlYW8vDxZO8tgiIioMjERQnSVXC4X0tPTS02OqtfreIWKiIjoGgghkJeXh6ysLNm8WyyDISIif2AihOgqeDwepKenl1qyT6vVciQIERHRNXA4HDCbzaWWoWcZDBER+QsTIURXyOv1Ij09vdTkqBqNhsvkEhERXaWKymCMRiNCQ0NZBkNERH7BRAjRFZAkCRcvXoTL5ZK1R0ZGQqPhlSoiIqIrVVEZTExMDKKjo1kGQ0REfsVECNV6G7YdxMpN++F0ucvcL4SAw+GEJMnLYVQqFXQ6PXixioiI6MqUVwYTFhYGg8HAEZZERFQlmAihWu9akiBKpQo6nU6WBNFp2XkjIiIqi9frhcViQX5+vqxdo9H4VoMhIiKqKkyEUK1XcRLEIRu2CwBKpRJ6vU5Wt6zTajC0X2e/xklERJUnPT0dEyZMQFZWFho3bowFCxaU+jCelpaG/v37o0GDBgAAg8GAjz76KBDh1lhCCOTm5iI7O5tlMEREVG0wEUJUwpq3RwP4a2LUS4fu6nQ61K1blyvEEBHVcDNnzsTw4cNx33334Z133sG7776LCRMmyI45cuQIkpOTMWvWrABFWbMVFhbCbDaXml+LZTBERBRoTMETXcLj8SAtLY1JECKiIOV2u7Fv3z706dMHADB48GBs3ry51HGHDx/GyZMnMWDAAIwcORInTpyo6lBrJI/Hg8zMTKSlpcmSIBqNBnXr1kWdOnWYBCEiooDiiBCiEpxOJy5evFhqiVy9Xo+6dety+C4RURDIyclBeHg41OqibpDRaERmZmap43Q6He6//34MGzYMP//8M8aMGYP//ve/0Gq5WlhZKiqDiY2NRXR0NJfDJSKiaoGJEKL/8Xq9SEtLKzUnSEhICOrUqcMkCBFRDbRp0ybMmzdP1tawYcNSH8jL+oD+3HPP+X7u1asX3njjDaSkpKBly5b+CbYGK68MJjw8HHFxcRwBQkRE1QoTIUQA3G4PXC5nqSRIaGgoEhMTmQQhIqqh+vXrh379+sna3G43unTpAq/XC5VKBbPZjPj4+FK/u2zZMvTv3x8xMTEAikY8FI8ioSIejwcWiwU2m03WrtFoYDQaERoaGqDIiIiIysdPd1SrCSHgcrngcjlL7YuKiuJIECKiIKTRaNC5c2f897//BQCsX78ePXv2LHXcvn37sHr1agDA3r17IUkSmjRpUqWxVldCCOTk5ODcuXOyJIhCoUBcXBwaNGjAJAgREVVbvKxBtZbH40FGRgbc7tLL5xoMBkRFRbGWmYgoSM2YMQOTJk3Ce++9hzp16uDNN98EAHz55ZcwmUz4xz/+galTp2LSpEnYsGEDdDod3njjDSbHARQUFMBisZRZBmMwGDhqhoiIqj2+U1GtZLfbkZmZWaoURqFQICEhAeHh4QGKjIiIqkK9evWwbNmyUu0PP/yw7+eEhAR8/PHHVRlWtVZeGYxWq4XBYOAIECIiqjGYCKFaRQiB7Oxs5OTklNqnUChQr1496PX6AERGRERUPQkhYLVakZ2dDSGEr12pVCI2NpYjKImIqMZhIoRqDafTiczMzFJDeQFApVJBp9MxCUJERFRCQUEBzGZzqTLSiIgIxMXFsQyGiIhqJL57UdCraBQIUDRpnkajBS9mERERFXG73bBYLLDb7bJ2rVYLo9GIkJCQAEVGRER0/ZgIoRpjw7aDWLlpP5yu0pOblsfr9cLlcpWaCwQoKoXR6XTQarWVGSYREVGNJUkSrFYrcnJyWAZDRERBi4kQqjGuJgkiSRJcLje8Xk+Z+9VqNbRarawzp9NqKiVOIiKimshut8NisbAMhoiIgh7f0ajGuJIkiBACbre7zCVxgaJRIFqtDmq1Stau02owtF/nSomTiIioJimvDEan08FgMLAMhoiIgg4TIVQjrXl7tGxbkiTk5uYiJyenzDIYoOiKlsFggEqlKnM/ERFRbVJRGUxcXBwiIyNZBkNEREGJiRCq0a4kAcIrWkRERHJ2ux1msxkej7yENDIyEnFxcbxoQEREQY2JEKqRXC4XcnNzkZ+fX24CRKVSIS4uDhEREbyiRUREhKIyGLPZjIKCAlm7TqeD0WjkMvJERFQrMBFCNYYQRavAeDxunD9/vtzjlEoloqKiEBMTA6VSWYUREhERVU+SJCEnJwdWq5VlMEREVOsxEULVmhACTqcTNpsNhYUFss7bpZRKJaKjoxEVFcUhvURERCh6Hy1eDYZlMEREREWYCKFqpzj5YbfbYbfb4XK5fO1lUalUiIqKYgKEiIioBJfLBYvFwjIYIiKiSzARQtWC1+tFYWEhCgoKYLfb4fV6L/s7Op0O0dHRCA8P53BeIiKi/6moDMZgMHDuLCIiqvWYCKGA8Hg8cDgcKCwsRGFhoW/Ux+UpoFarkJSUxCtZREREJVRUBhMVFYXY2FiOnCQiIgITIXSJDdsOYuWm/XC63JVyPiEAISRIkoAkSZAkLyRJqnCuj7KoVCrodDqoVCooFAomQYiIiEpwuVwwm80oLCyUtev1ehiNRuh0ugBFRkREVP0wEUIy15IEKcppCF+Co+R3SRIAri7pUUQBlUoFtVrlS34U02k113A+IiKi4CNJErKzs2G1WmXtXEKeiIiofEyEkEzJJEjRaI6iRIYQpb8kqfhnqVJuW6lUQqUqSnwolSqU1W/TaTUY2q9zpdweERFRTSWEgM1mg8ViKTWvFstgiIiIKubXRMjGjRvx3nvvwePx4LHHHsOIESNk+48dO4apU6fCbrejc+fOmDlzJtRq5mYuVbKMpDgJUbL90rbyvsoasfHXyI2ir8LCQt/xSyYN8Nt9UigU0Ol00Ol0CAkJQUhICDtsREREV4BlMERERNfHb1mHzMxMLFy4EGvXroVWq8WwYcPQpUsX3HDDDb5jJkyYgDlz5qB9+/aYMmUKVq1aheHDh/srpAo5nU5kZ2dfxaSdf7mS+S7KOuZybVc7j0ZlkKTKGd1RklKphFarhVarhU6ng16vh1ar5VBdIiKiq1BRGYzBYOAqakRERFfIb4mQnTt3omvXroiOjgYA9OnTB5s3b8bYsWMBAGlpaXA4HGjfvj0AYPDgwVi0aFHAEiEmkwlOpzMgtx0MFAoF1Go1NBqN7KvkBKdERER07UwmE2w2m6wtOjoasbGxUCqVAYqKiIio5vFbIsRkMsFoNPq24+PjcejQoXL3G41GZGZm+iucy7q0vra20mrUcLk90GqK/jSK5uv4a+6OoglM1b7vxV9KpZLJDiIiIj9yu/+axyskJAQGg4FlMERERNfAb4kQSZJkH4yFELLty+2vanFxcTCZTAEpR7lSxY9PWd+Lvy7dLv4qTlSU3C5uK/5ZqVRi5MBb8d+fjiC5d1s0bdqUyQ0iIqJqIiEhAXl5edDr9QgLC+N7NBER0TXyWyIkMTER+/fv922bzWbEx8fL9pvNZt+2xWKR7a9qERERCAsLg8fjueyxV9vxKO/4S9sr2q6qzs6QPp0xpA9XZSEiIqputFotDAZDoMMgIiKq8fxWUNq9e3fs2rUL2dnZKCwsxJYtW9CzZ0/f/nr16kGn0+HAgQMAgA0bNsj2B0LJST0r+rp0HozLfZUsISn5VbLcpLgEpeTXpSM9iIiIiIiIiOj6+C0RkpCQgPHjx2PkyJEYOHAg+vfvj7Zt22LUqFE4fPgwAGDBggWYN28e+vbti4KCAowcOdJf4RARERERERER+a80BgCSk5ORnJwsa/vwww99P7ds2RKrV6/2ZwhERERE5XrrrbegUqnw3HPPldrncrkwdepUHDlyBHq9HgsWLEDTpk0DECURERFVJq61RkRERLVOfn4+pkyZgo8//rjcY5YtW4aQkBBs2rQJU6ZMweTJk6swQiIiIvIXJkKIiIio1tm6dSsaNWqEJ554otxjtm/fjvvvvx8AcPPNNyM7+//bu/OoqK47DuBftgEVW6sFlzSxUWtEjOJKDUYy1AWcQdCQSKSguKMnaKIGRJRI1boQl8QEjXE59dBoVJRK1BpJtSegFNTU4BI9REU2QTDIPjDz6x8ep46AGEVGZr6fc3JO3ruXeb/77g3vl9/cGYqRm5vbXCESERHRM8JCCBEREZkdX19fzJgxA1ZWVg32KSgogIODg/7YwcEB+fn5zREeERERPUPP9DtCiIiIiIzpyJEj+Otf/2pwrlu3bti5c2ejPysiBn+5TURgacn3kIiIiFo6FkKIiIjIZHl5ecHLy+uJfrZjx44oKCjASy+9BAC4ffs2HB0dmzI8IiIiMgK+rUFERERUD3d3dyQkJAAA0tPTYWtriy5duhg5KiIiInpaLXJHiFarBQB+TpeIiMgI7j9/7z+PTcmXX36JgoICzJ07F4GBgVi6dClUKhUUCgXWrFnz2K/DXIWIiMh4GstVLEREmjOgppCeno6AgABjh0FERGTW4uLiMGjQIGOH8VxirkJERGR8DeUqLbIQUlVVhYyMDDg4ODzy296JiIio6Wm1WhQWFqJPnz6ws7MzdjjPJeYqRERExtNYrtIiCyFERERERERERE+CX5ZKRERERERERGaDhRAiIiIiIiIiMhsshBARERERERGR2WAhhIiIiIiIiIjMBgshRERERERERGQ2WAghIiIiIiIiIrPBQggRERERERERmQ0WQoiIiIiIiIjIbJh9ISQ3NxcBAQHw9PRESEgIysvL6/TJyclB//794ePjAx8fH0ydOtUIkTa9Q4cOYcyYMRg1ahTi4uLqtF+6dAnjx4/H6NGjsXjxYtTW1hohymensfFv2rQJSqVSP+/19WnpysrKoFarkZ2dXafN1OcfePT4zWH+N23aBJVKBZVKhTVr1tRpN/U10Nj4TX0NbNy4EWPGjIFKpcKOHTvqtJv6/FPzu3jxIvr06WPsMEzKmTNn4OfnBx8fH0yaNAk5OTnGDskkNJYj0tNp7PlLT2/16tUIDw83dhjPNzFzM2bMkMTERBER2bRpk6xZs6ZOn6NHj8qSJUuaO7RnKj8/X5RKpdy5c0fKy8vF29tbrl69atBHpVLJuXPnRERk0aJFEhcXZ4RIn43HGf/MmTPl7NmzRorw2fv+++9FrVaLs7Oz3Lx5s067Kc+/SOPjN/X5T05OlgkTJkh1dbVoNBoJCgqSY8eOGfQx5TXwOOM35TWQmpoq/v7+UlNTI5WVlaJUKiUzM9OgjynPPzW/iooK8ff3l549exo7FJOiVCrl0qVLIiKyd+9emTVrlpEjavkeJ0ekJ/c4z196OikpKeLq6iphYWHGDuW5ZtY7QmpqapCWlobRo0cDAMaPH4+jR4/W6ffDDz/gypUr8PHxQVBQEH788cfmDrXJpaSk4I9//CPatWuH1q1bY/To0QZjz8nJQVVVFVxcXAA0fG9aqsbGDwAZGRnYsmULvL29ER0djerqaiNF+2x89dVXiIqKgqOjY502U59/4NHjB0x//h0cHBAeHg6FQgEbGxt0794dubm5+nZTXwONjR8w7TUwZMgQ/O1vf4O1tTWKioqg1WrRunVrfbupzz81v1WrVmHSpEnGDsOkaDQazJ07F7169QIAvPLKK8jLyzNyVC3f4+SI9OQe5/lLT+7nn3/G+vXrMWvWLGOH8twz60LInTt3YG9vD2trawD3/sO8detWnX62trYYO3YsDhw4gKlTp2LOnDnQaDTNHW6TKigogIODg/7Y0dHRYOwPtzd0b1qqxsZfXl4OJycnLFy4EAcOHMDdu3fx2WefGSPUZ2bFihUYNGhQvW2mPv/Ao8dvDvP/hz/8Qf8/udevX8eRI0fg7u6ubzf1NdDY+M1hDdjY2ODjjz+GSqXC0KFD0bFjR32bqc8/Na+kpCRUVVXB09PT2KGYFIVCAR8fHwCATqfDpk2bMGLECCNH1fI1liPS02ns+UtPZ+nSpXjvvffwq1/9ytihPPfMphBy5MgRDB8+3OCf+fPnw8LCwqDfw8cA8O6772LixImwtLSEu7s7WrdujZ9++qm5Qn8mdDqdwVhFxOC4sfaWrrHxtWnTBlu3bkX37t1hbW2NKVOm4OTJk8YI1ShMff4bY07zf/XqVUyZMgUffPABfv/73+vPm8saaGj85rIGQkNDcerUKeTl5eGrr77SnzeX+aemVV+uNXnyZMTGxmLJkiXGDq9Fa+jeAvd2hixYsAC1tbWYOXOmcQM1Afz91zwaev7Sk9u7dy86d+6MoUOHGjuUFsHa2AE0Fy8vL3h5eRmcq6mpgaurK7RaLaysrFBYWFjvNvldu3ZBrVbjN7/5DYB7vxDv7yJpqTp16oT09HT98cNj79SpEwoLC/XHt2/fbvAjBC1RY+PPzc1FSkoK/Pz8AJjGnP8Spj7/jTGX+T9z5gxCQ0MREREBlUpl0GYOa+BR4zf1NZCZmQmNRgMnJye0atUKo0aNMvjYpznMPzW9+nKtvXv3YsuWLQgICNCfu//lw/b29s0dYotV370F7u1eCwkJQbt27RAbGwsbGxsjRGdaGssR6ek96vlLT+7w4cMoLCyEj48PSkpKUFFRgZUrVyIiIsLYoT2XzGZHSH1sbGwwaNAgHD58GABw8OBBDB8+vE6/tLQ07Nu3DwDwn//8BzqdDt26dWvWWJvaa6+9hlOnTqG4uBiVlZU4duyYwdhfeOEF2Nra4syZMwCAhISEeu9NS9XY+O3s7LB27VrcvHkTIoK4uDiMHDnSiBE3L1Of/8aYw/zn5eVhzpw5iImJqTcJMfU10Nj4TX0NZGdnIzIyEhqNBhqNBklJSRg4cKC+3dTnn5rPW2+9hePHjyMhIQEJCQkA7q0nFkGaxsKFC9G1a1ds2LABCoXC2OGYhMZyRHo6jT1/6cnt2LEDiYmJSEhIQGhoKDw8PFgEeQTTeXvrCUVFRSE8PByxsbHo3Lkz1q1bBwD48ssvUVBQgLlz52Lx4sUIDw9HQkICbG1t8dFHH8HSsmXXkDp27Ij33nsPQUFBqKmpgZ+fH/r27Yvp06cjNDQUr776KmJiYhAZGYmysjI4OzsjKCjI2GE3mccZf3R0NEJCQlBTU4MBAwYgODjY2GE/c+Yy/w0xp/nftm0bqqursWrVKv05f39/fPvtt2axBh5n/Ka8Btzd3XH+/Hn4+vrCysoKo0aNgkqlMvvfAUQtycWLF5GUlIQePXpg3LhxAO59n8XWrVuNHFnL1lCOSE2joefvO++8Y8SoyBxZiIgYOwgiIiIiIiIioubQsrc1EBERERERERH9AiyEEBEREREREZHZYCGEiIiIiIiIiMwGCyFEREREREREZDZYCCEiIiIiIiIis8FCCBE9tvDwcGzbts3YYdTLw8MDP/zwg7HDICIiMhnff/89AgMD4e3tDbVajWnTpuHq1av69ilTpqC4uLjJrjdz5kzEx8c/1Wts27YN4eHhTRRR0/vkk08QHR1t7DAAAKmpqVCr1cYOg8gorI0dABERERERPV80Gg1mzpyJ7du3w9nZGQCQkJCA6dOnIykpCVZWVkhOTjZylERET4aFECIzkZqainXr1qFz5864du0aWrVqhRkzZmDXrl24du0aRo0ahYiICOh0OqxcuRL//e9/UV5eDhHB8uXLMXDgQIPXy8zMxIoVK/Dzzz9Dq9UiMDAQfn5+da7797//Hbt374aNjQ1sbW0RHR2NHj16wMPDAyqVCsnJySgtLUVwcDAmTpwIAPj2228RGxuLmpoa2NnZISwsDP3798ft27exdOlSFBUVobCwEC+88AI2bNiADh066K9XXl6OGTNmwMXFBQsXLsStW7cQHR2NvLw81NTUQKVSYdasWcjOzkZAQAC6d++OnJwc7Nq1C46Ojs92EoiIiFqIyspKlJaWoqKiQn9u7NixsLe3h1arRWRkJABg0qRJ+Pzzz3H58mVs2bIFGo0GxcXF8PX1xbx585Camor169fjxRdfxNWrV1FbW4tly5Zh4MCBuHXrFsLDw1FQUIAuXbqgqKhIf619+/Zhz549qKmpQUlJCaZPn46JEyciPj4e+/btQ2VlJezt7bF9+3YsX74cKSkp6NChAzp06IC2bdvWGU98fDy++eYbWFpa4saNG7Czs8Pq1avRvXt35Ofn48MPP0ROTg5EBL6+vpg2bVqdXGHVqlVYsGAB3NzckJGRAa1Wi9DQUOzZswc//fQT+vTpg3Xr1sHS0hKbN29GUlISqqqqUFlZibCwMIwcObLB+52ZmYnFixdDo9FARODn54eAgIBH5j4eHh5Qq9U4ffo0SkpKMG3aNJw9exYXLlyAtbU1YmNj0bFjx0fmXPdpNBrExMQgLS0NWq0WvXv3RmRkJOzt7Z92KRE9n4SIzMLp06fFyclJLly4ICIiU6dOlQkTJkh1dbUUFRWJs7Oz5Ofny9mzZ+Xdd98VrVYrIiJbtmyRmTNniohIWFiYfPHFF1JTUyNjxoyRjIwMERG5e/eueHl5yblz5wyuWVtbK87OznLr1i0RETlw4IDs3r1bRESUSqUsWbJEdDqd5OXliaurq1y+fFmuXbsmarVaiouLRUTkypUr4ubmJuXl5bJz507ZsmWLiIjodDqZNm2abNu2Tf96KSkpMmHCBH0fEZHAwEBJSkoSEZGqqioJDAyUr7/+Wm7evCk9e/aUtLS0Jr/XREREpmD79u3St29f8fDwkAULFsjevXuloqJC396zZ08pKioSnU4nf/7zn+XatWsiIpKfny9OTk5SVFSkzz8uXrwoIiLbtm2TgIAAERGZPXu2rF+/XkRErl+/Li4uLrJ//34pKyuTt99+W58LnDt3TlxcXEREZP/+/TJ48GApLS0VEZGdO3dKUFCQVFdXS3l5uYwbN07CwsLqjGX//v0ycOBAycvLExGR6Oho+eCDD0REJCAgQLZv3y4i93Iab29vSUxMrJMr3D8+fvy4iIgsXbpUlEqllJaWSlVVlbi5ucmZM2ckOztbAgMDpbKyUkREEhMTRa1Wi4jIxx9/LMuWLasT36JFi/T5S0FBgcybN0+0Wm2juc/KlStFROTrr7+WXr16yaVLl/T3NjY2Vt+vvpzr9OnTolKpRETkk08+kVWrVolOpxMRkY8++kiioqIaWhpELR53hBCZkd/97nfo3bs3AOCll15C27ZtoVAo0L59e7Rp0wYlJSXo378/fv3rX2P37t24efMmUlNT0aZNG4PXuX79OrKyshAREaE/V1VVhYsXL8LFxUV/zsrKCp6envD398cbb7yBYcOGwd3dXd8+ceJEWFhYoFOnTnj99deRnJwMW1tbFBQUYPLkyfp+FhYWyMrKwqRJk5Ceno4dO3bg+vXruHr1Kvr166fvt3DhQlhbWyMoKAgAUFFRgbS0NJSUlGDjxo36c5cvX0bfvn1hbW1tEC8RERH9X3BwMN566y2kpaUhLS0NW7duxdatW7Fv3z6DXRcWFhbYvHkzTpw4gcTERGRmZkJEUFlZCQDo0qULnJycAAC9e/fGgQMHAAApKSkICwsDAHTt2hWurq4AgDZt2mDz5s04efIkrl+/jsuXLxvsTHnllVf0OxVOnToFtVoNhUIBhUIBb29v/Pjjj/WOx9nZGZ06ddLH8c0336CiogJnz57F9u3bAQBt27bF+PHj8e9//xv9+vWrkyvY2NjAw8MDwL1cqn///vpYHB0dUVJSggEDBmDNmjU4dOgQbty4od9l+ygjR45EWFgYzp8/j6FDhyIyMhKWlpaN5j6jRo0CALz44ov47W9/i169euljKykp0ferL+e6/5EnADhx4gRKS0uRkpICAKipqTHYcUtkalgIITIjCoXC4Njauu6vgBMnTmDFihUIDg7Gn/70J3Tr1g3/+Mc/DPpotVq0bdsWCQkJ+nO3b9+udytqTEwMrly5gpSUFHz++edISEjQFyUevL5Op4OlpSV0Oh2GDh2KDRs26Nvy8vLg6OiItWvX4vz583jzzTfh6uqK2tpaiIi+X0hICFJTU7F27VosWbIEOp0OIoLdu3ejVatWAIDi4mLY2trizp07UCgU9d4DIiIic3fmzBmcO3cO06ZNg1KphFKpxPvvvw+1Wo3k5GR4enrq+1ZUVGDcuHEYMWIEBg0ahDfffBPHjx/XP6Pt7Oz0fS0sLPTnH/x34P95QX5+PiZMmIC3334bAwcOhKenJ/71r3/p+7Vu3brBuK2srBpsqy+O+7nCg3Q6HWprawGgTq5gY2MDCwsLg+OHXbhwAbNnz8bkyZPh5uaGwYMHY9myZQ3GBQBKpRL//Oc/kZKSglOnTuHTTz9FfHw8du3a9cjc58Hcrr5Y7qsv53p4zBEREfo3rMrLy1FdXf3ImIlaMv7VGCIykJycDKVSiYkTJ6JPnz44fvw4tFqtQZ+XX34ZdnZ2+kJIXl4e1Go1MjIyDPoVFxfD3d0d7dq1w+TJkzFv3jyDv+xy8OBBAEBubi6Sk5MxfPhwDB06FMnJycjMzAQAnDx5EmPHjkVVVRW+++47TJo0Cb6+vujQoQNSUlIMYuvbty8+/PBDHD16FN999x3s7e3h4uKCHTt2AADu3r2Ld955B0lJSU1+34iIiExJ+/btERsbi/T0dP25wsJClJWVoWfPngDuFR1qa2tx48YNlJWVYd68efDw8EBqaio0Gg10Ot0jr/H6669jz549AO7lAqmpqQCAjIwMtG/fHrNnz8awYcP0RZCH85H7r3Hw4EFUV1ejuroahw8f/kXjtLe3R79+/RAXFwcAKC0txcGDB/Haa6/9otd5UFpaGvr06YPg4GAMGTIESUlJ9cb+oPnz5+Pw4cNQqVSIioqCvb09srKyGs19Hld9OdeDhg0bhri4OP28LVmyBOvWrfvF1yFqKfhWKBEZ8Pf3x/z58+Ht7Y3a2lq4ubnh2LFjBsmMQqHAZ599hhUrVuCLL75AbW0t5s6dW+cLVdu3b4+QkBBMnjwZdnZ2sLKywvLly/Xt2dnZGD9+PKqqqhAZGYlu3boBAKKjo/H+++9DRPRf9tWmTRvMmTMHa9aswcaNG2FjY4MBAwYgKyurzjWjoqIQERGBQ4cOISYmBn/5y1/g7e0NjUYDtVqNsWPHIjs7+xneRSIiopbt5Zdfxqeffor169cjPz8ftra2aNu2LVauXKl/Xnt6eiIwMBAbN27EG2+8AS8vLygUCvTs2RM9evTAjRs36uxGfVBUVBQWLVoELy8vdOrUSf+xDjc3N+zbtw+enp6wsLDAkCFD0L59e9y4caPOa/j7+yMrKwtqtRrt2rVD165df/FYY2JiEB0djfj4eGg0Gnh7e2P8+PHIycn5xa8FAGq1GseOHYOXlxd0Oh2USiVKSkpQVlbW4M/Mnj0bixcvxp49e2BlZYURI0Zg8ODBj5X7PI76cq7CwkKD669evRrjxo2DVquFk5PTc/1niImeloU8vBeMiKgZeHh4YOPGjXj11VeNHQoRERGRyWLORVQXPxpDRERERERERGaDO0KIiIiIiIiIyGxwRwgRERERERERmQ0WQoiIiIiIiIjIbLAQQkRERERERERmg4UQIiIiIiIiIjIbLIQQERERERERkdn4H6WRrQpx6SNpAAAAAElFTkSuQmCC\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"values = np.log10(gerdrama.numOfSpeakersMale.loc[~(gerdrama.numOfSpeakersMale == 0)]) # Löschung der Nullwerte \n",
"\n",
@@ -1377,10 +2318,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"id": "86ca31e3",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"cdffemale = Cdf(gerdrama.numOfSpeakersFemale, label='number of speakers female (german)')\n",
"frecdffemale = Cdf(fredrama.numOfSpeakersFemale, label='number od speakers female (french)')\n",
@@ -1428,10 +2382,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 8,
"id": "09e7866c",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(0, 12, 3.0, 2.10424092668631, [5])"
+ ]
+ },
+ "execution_count": 8,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerdrama.numOfActs.min(), gerdrama.numOfActs.max(), gerdrama.numOfActs.median(), gerdrama.numOfActs.std(), mode (gerdrama.numOfActs)"
]
@@ -1446,10 +2411,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 28,
"id": "4ede504a",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(0, 8, 1.0, 2.0146790306447677, [1])"
+ ]
+ },
+ "execution_count": 28,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"fredrama.numOfActs.min(), fredrama.numOfActs.max(), fredrama.numOfActs.median(), fredrama.numOfActs.std(), mode (fredrama.numOfActs)"
]
@@ -1464,10 +2440,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 64,
"id": "d4a40a61",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "497 1\n",
+ "587 5\n",
+ "778 1\n",
+ "968 1\n",
+ "1405 1\n",
+ " ..\n",
+ "329 0\n",
+ "478 1\n",
+ "1014 5\n",
+ "838 1\n",
+ "1147 1\n",
+ "Name: numOfActs, Length: 591, dtype: int64"
+ ]
+ },
+ "execution_count": 64,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"frea = fredrama.numOfActs.sample (n=591)\n",
"frea"
@@ -1483,10 +2481,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 65,
"id": "174de5fd",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"bins = np.linspace (0,12,13)\n",
"plt.hist([gerdrama.numOfActs, (frea)], bins, label = ['number of acts (german)', 'number of acts (french)'], align='left')\n",
@@ -1522,10 +2531,38 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"id": "08b249a7",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "(count 591.000000\n",
+ " mean 16460.189509\n",
+ " std 11999.471088\n",
+ " min 394.000000\n",
+ " 25% 7883.500000\n",
+ " 50% 16073.000000\n",
+ " 75% 21653.000000\n",
+ " max 172530.000000\n",
+ " Name: wordCountSp, dtype: float64,\n",
+ " count 1560.000000\n",
+ " mean 9258.995513\n",
+ " std 6526.229428\n",
+ " min 0.000000\n",
+ " 25% 3596.250000\n",
+ " 50% 7848.500000\n",
+ " 75% 14661.000000\n",
+ " max 50352.000000\n",
+ " Name: wordCountSp, dtype: float64)"
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"gerdrama.wordCountSp.describe (), fredrama.wordCountSp.describe ()"
]
@@ -1540,10 +2577,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"id": "904081da",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"plt.subplot(121)\n",
"plt.hist(gerdrama.wordCountSp, bins=300)\n",
@@ -1606,10 +2654,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"id": "2e40bec7",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"x= fredrama.yearNormalized\n",
"y= fredrama.numOfSpeakersFemale\n",
@@ -1728,7 +2787,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"id": "e274173f",
"metadata": {},
"outputs": [],
@@ -1751,7 +2810,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 25,
"id": "73bf4752",
"metadata": {},
"outputs": [],
@@ -1791,7 +2850,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 26,
"id": "93021984",
"metadata": {},
"outputs": [],
@@ -1816,10 +2875,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 27,
"id": "062d63af",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 4 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"plt.subplot(221)\n",
"plt.plot(geryearjitter, gerfemalejitter, 'o', alpha=0.5, markersize=5) \n",
@@ -1905,10 +2975,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 20,
"id": "079baf50",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 3 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"x= fredrama.numOfSpeakersFemale\n",
"y= fredrama.numOfSpeakersMale\n",
@@ -1992,7 +3073,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 104,
"id": "3a071007",
"metadata": {},
"outputs": [],
@@ -2020,7 +3101,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 105,
"id": "ec73a4eb",
"metadata": {},
"outputs": [],
@@ -2041,10 +3122,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 110,
"id": "f1155409",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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uTyS99ASA5Gr169dn9erVrF69mtdff51ixYrRqlUr5syZQ/ny5e3z7dq1izp16uDh4WG/e8fPz4/KlSvz008/pVhugQIFWLJkCc2bN+fUqVP88MMPLF26lKNHjybrRuJWrt9R0qFDh2SvP/jgg0RERHD06FH7azf2K2q1WilevDhXrlyxT7ty5QpdunRh9uzZ7N+/n549e/LQQw8lW+6NjwIXK1aMwoUL2x8fTk3btm3Jnz+//efWrVtz9epV/vjjjzTfU6RIERo3bmz/uUqVKpQtW9Y+yNauXbto2rQpVqvVvp/r1KmDu7t7qvsZoFmzZpw9e5YTJ05w8eJFDh06xODBgzl58iTnz5/n+PHjnD59mhYtWnD16lX2799Pq1atkt2J1bx5c2w2G7t27eL48eOcO3eOli1bppgnJiaG/fv329ddu3btZFlKlChh3+9p8fPzS3b3lbe3NxUrVkz2GHixYsXsjw+3aNGCZcuWYbPZOHjwIBs3buTdd98FSLXC78g2piY967nxeLveh+z1RyN/+eUXmjVrlmxg1Hbt2t1yn6TG0WMhICAANzc3+8/e3t5Ur14dqzXpz1f+/PkpVKiQfX/26NGDOXPmcOXKFX7//Xe++OILVqxYkep2Auk6Hm5Ut25dfvjhB/r160dwcDChoaGMGTPGfpcfJH0emjdvbv/Z39+fsmXL2j/7juyDSZMm8fTTTxMREcGePXtYtWoVW7duTbE9J06cYNiwYZQqVYqnnnrK/np6jpfKlSunextvdvr0aYf7Hb5xfenJWbNmzWTHX8mSJe2fy99++43ExETuv//+ZOtavnw5Q4cOTbZtNypdunSK70N3d3eKFi1620fORUQkb1N743/U3lB7Q+0NtTfudnsjLi6O3377jdatWyeb7+bvPUePh3LlyuHq6ppivTVr1rT/29vbG4DAwED7azd+5vz8/Fi+fDn+/v6cOHGCb7/9lnfeeYfw8PBbfhZu/u69rnTp0vZtF7lTGgRYcrUiRYrYv6hr1qyJn58fjz/+OPnz5+eNN96wzxcVFcVvv/1GjRo1UizD19c31WVv2bKF119/ndDQUDw9PQkMDMTNzc2hfishaWBMFxcXihUrlux1Hx8fIKnPz+uD2tx4QgJJfxiMMQA0aNCABQsWsHTpUhYvXsyCBQsoW7Ys06dPp379+vb33GoZqbl5u68P2nV9QM/UXP9DePP7zp07ByTt55UrV6Z47A3g/PnzqS6zZs2aeHp6smvXLry9vfHx8aFDhw68+OKL7N27lwsXLlCyZEkCAgIICwvDZrPx5ptv8uabb6a6juuPlo4dOzbFY4E35yhYsGCyabfbZwCFCxdO8drNy7lRYmIi06ZNY+XKlcTHx1OuXDn7CU9q64qOjr7tNmZ0PTceK9dPfK8f19HR0Xh6eiab//oxmx6OHgvp3Z9XrlzhpZde4uuvvwagYsWKVK1aFUh9f6bneLjRU089RcGCBVm9ejVTp05l6tSpBAUFMXPmTEqUKAGk/t3h5eVl/ww5sg+OHj1qP9YLFixI1apV7fvkxu05ceIEzZo14/vvv2fNmjX07NkTSN/xcvPn15FtvNnly5dv+fu50Y3rS0/Om5dvsVjs++L6vr3dIIOOfrbd3NySjS8gIiJyM7U31N64eR1qb6i9cXMOUHsDsqa9cfHiRWw2W4rz/5vX5ejxkNp3DKT/OPn00095++23uXDhAr6+vtSuXZsCBQrc8rMAqX8HXJ/neoFB5E6oACB5SuPGjenZsyeffvopHTp0sN8l6u7uTvPmzRk5cmSK96T2RX/ixAlGjRpFt27d+PDDD+0V6FGjRiW7k+ZWihYtSkJCAlFRUclOyi9cuACQ4kT9Vu6//37uv/9+Ll26xHfffcfChQsZMmQIP/74o8PLuNn1E5XrrvdnmNYfRCDVO3wuXLiAv78/kLSfW7duzaOPPppivptP8q6zWq00bdqUXbt24evrS4MGDXBxcaFu3brs2bOH06dP2+96uP67evrpp1PcAQBQvHhx+8nQSy+9RK1atVLMU6ZMmTS3LyssXLiQVatWMX36dFq0aEGhQoW4evUqq1evTnV+R7YxM9aTlmLFiiUb3AhSHiuOuJNjwRGvvvoqO3bsYPHixdx7773kz5+fI0eOJBvs7kZFihQB0n885MuXj4EDBzJw4ED++ecfNm/ezNy5c3nhhRfsfXmmtl/Cw8MJCAgAbr8PbDYbTz/9NMWKFeOLL77gnnvuwWq1smLFCn744Ydk89eqVYt3332XsWPHMmPGDO6//368vLzu+HhxdBtvduOdL+mRkZw3uv77jIyMTNZoOHDgAMYYqlevnq5c0dHR6fouFhERUXvDcWpv3B1qb6i9kZvbG97e3ri6uqYYf+Hmn7PqeEjN7t27efHFF3nmmWfo27evvThxvWiSXte/99QukYxQF0CS5zz77LMUKVKEadOm2R+/ql+/PseOHSMgIICaNWtSs2ZN/P39mTdvHnv37k2xjJCQEOLj43nqqafsJ+NXrlxh7969yaq11+9mSM31u2U2btyY7PUNGzbg7e1NhQoVHNqeuXPn0qtXLyDp5KJjx44MHjyYS5cuZejO1e+++y7ZtmzevBl3d/dbXkCLiIjgzz//tP/8559/curUKYKCgoD/7efAwED7fvbz8+PNN9/k8OHDQOr7rFmzZuzevZu9e/fa7yJp0KABO3fuZPfu3bRo0QJI+qNetWpVQkND7cuvWbMmrq6uvPXWW5w9e5ZKlSpRrFgxwsLCks0TFRXF7Nmz7/rdvvv27SMwMJAHHnjAfgfW9UGPUruDxJFtzIz1pKVhw4Zs27aNhIQE+2s3D1LkCEeOhTuxb98+mjVrRtOmTe2PlN9qO+/0eBg0aBCvv/46AKVKlaJ///60adMm2YCxERERyR7p/euvvwgNDaVRo0YO7YOIiAhOnjxJr1698Pf3t382UhsUy8vLC4vFwvjx47l27RozZswA7vx4cXQbb1ayZMlbLjMtGcl5o1q1auHi4sK2bduSvf7SSy/x/vvvpytTdHQ0V69exc/PL13vExERUXvDMWpv3B1qb6i9kZvbG/ny5aNOnTr2bouu27JlS7Kfs+p4SM2+ffuwWCw8/fTT9ov/YWFhHDp0KF2fhevCwsIA1C6RDNETAJLneHl5MWTIEGbOnMny5csZPHgwjz/+OJ999hlPPPEE/fv3x9XVlSVLlrBv374Uo8IDVKtWjXz58jFjxgweffRRIiMjWbJkCRcuXEjWj6WHhwcHDhxg165dKfp3rFq1Ku3bt2fatGnExMQQEBDAli1b+Oqrr3jppZdueTJ/o4YNGzJ//nwmTZpEx44duXjxIu+88w7169e/bTcYt3LkyBHGjBlDjx49+O2331i+fDljx45Ntn03y58/P88++yzjxo0jPj6emTNn2rcT4JlnnqF3796MGjWKHj16cO3aNRYsWMCZM2fsJ/oeHh5cvXqVzZs3U6tWLYoXL06zZs2YMGEC58+fZ+rUqQDce++9zJ49G1dX12T9gI4cOZJhw4bh7u5O27ZtiYyM5O2338ZqteLv74+LiwsjRoxg2rRpQNJdWqdOneLNN9+kQoUKd/2OnJo1a/Luu+/y4Ycf4u/vz++//878+fOxWCzExsam+p7bbWNmrSc1Q4cOpUePHgwbNow+ffrw119/2fu8TA9HjoU7UbNmTbZu3cq6devw8/Nj586d9gu/qW3nnR4P9evXZ+HChfj6+lKzZk2OHj3Kxo0bGTBggH0ei8XC6NGjGTduHACzZs2iWrVq9j5Mb7cPfHx8KFWqFMHBwfj4+GC1Wlm/fj3ffvst8L9+Um9UokQJhg0bxowZM+jevTv33nvvHR0vjm7jzRo3bpziIoOj7jTnjby9venduzcLFy7ExcWFwMBAvv76aw4cOMBLL72Urjy//vorFosl2feLiIiII9TecIzaG3eH2htqb+T29sawYcN4/PHHmTRpEh06dGDfvn18+OGHwP8Kfll1PKSmZs2a2Gw2pk6dSocOHThz5gwLFy7k2rVrqe7T2/n1119xd3dP8R0vkh4qAEieNGDAAD7++GMWLlxIt27dKFWqFB999BEzZszgueeew2KxUKNGDZYuXUq1atVSvL9ixYpMnz6defPm8dRTT+Hr60vz5s3p0aMH//nPfwgLC6NEiRIMHDiQMWPG8MQTTxAcHJxiOTNnzmT27NksW7aMqKgoKlWqxIwZM+jSpYvD2xIUFMRbb73F4sWL+fLLLylQoADNmzdnwoQJGdpH3bp149q1awwfPhxfX18mTpzIY489dsv3lC5dmoEDB/LKK68QExNDixYtePHFF+0n8YGBgQQHB/P2228zcuRIChQoQL169XjjjTfs3XV07NiR9evXM3r0aEaNGsWTTz5pH4jp9OnTVKlSBcDeh169evWSPTbdunVrFixYwPz581m7di3u7u40adKEcePG2fvo69u3L25ubixbtowlS5ZQrFgxOnTowJgxY5INNnU3PPXUU5w/f5558+YRFxdHhQoVePHFF/nyyy/59ddfU32PI9uYGetJTZUqVViyZAlvvPEGI0aMoGLFirz00ks899xz6dpuR46FOzFhwgRiY2PtDbfKlSszb948pk6dyq+//kq3bt1SvOdOjoehQ4dis9n4+OOPefvtt/Hx8WHAgAEMHz7cPk/BggUZPnw4U6dOJTY2llatWjFx4kRcXFwc3gdz585lypQpjB49Gnd3d2rWrMnSpUsZOHAg+/btsw8IdaMBAwawZs0aJk+ezPr16+/oeHF0G2/Wtm1bFi9ezN9//025cuXSnC81d5rzZhMnTsTT05MVK1YQGRlJlSpVePfdd5MN3OWIHTt2UKdOHYe7HxIREbmR2hu3p/bG3aH2htobub290bhxY9544w3mz5/P+vXrqV69OmPHjuX111+3P42SVcdDaho3bszzzz9PcHAwa9asoWTJkjzwwAO4uLgQHByc6mDRt7Jjxw5atmyZ6uDEIo6ymDt5/kREcrX777+fli1bpvuOWRFJMnfuXJYsWZKuxk5u0a9fP+rVq8eYMWOcHeWOXbt2jebNmzNlyhTatGnj7DgiIiK5jtobIhmj9sb/2hubN2+mXLlyyZ42WLlyJS+//DK7du3Cw8PDWVEzLDw8nBYtWrBq1apMf1JB8haNASAiIiKZZvTo0axevfqu92+bmT777DPKli2b6kBmIiIiIiLiPDe3N7Zt28aTTz7J559/zs8//8wnn3zCW2+9RZcuXXL0xX+ADz74gNatW+viv2SYUwsA/fr1o2PHjnTt2pWuXbvy22+/8eOPP9K5c2fatWvHrFmznBlPRERE0ql+/fp07Ngx3YPuZhexsbEsWrSIadOm3fVH9EUkc12+fJlOnTpx6tQpgDTbGQcOHKB79+60b9+eF154IdnAkyIiIpK93NzemDhxIq1bt+bNN9/k8ccfZ/HixfTu3ZtXX33VyUkz5ty5c3z++ed6UkoyhdO6ADLG0Lx5c7Zt22bvnyw2NpYOHTqwfPly/Pz8GDJkCP3796dFixbOiCgiIiIiIjnQb7/9xqRJkzh+/DgbN27Ex8cnzXZGp06dmDJlCnXq1GHixIkEBgbSp08fZ2+CiIiIiEimcNoTAMeOHQNg0KBBdOnShQ8//JD9+/dTvnx5ypYti4uLC507d04xureIiIiIiMitrFq1ismTJ9sH8k6rnXH69GliY2OpU6cOAN27d1f7Q0RERERyFRdnrTg6OprGjRvz4osvEh8fT//+/XniiSfw9fW1z1O8eHHCwsIcWl5sbCx//PEHvr6+5MuXL6tii4iIiEgelZiYyPnz5wkMDMTNzc3ZceQWXnvttWQ/nzt3LtV2xs2v+/r6Otz+ALVBRERERCRrZUYbxGkFgLp161K3bl37zz179mTOnDnUr1/f/poxxuH+d//44w8ee+yxTM8pIiIiInKjFStW0KBBA2fHkHSw2WzJ2hXX2xlpve4otUFERERE5G7ISBvEaQWAPXv2EB8fT+PGjYGkk+3SpUtz/vx5+zznz5+3P7Z7O9fv3FmxYgUlS5bM/MAiIiIikqedPXuWxx57LNkd45IzlCxZMtV2xs2vX7hwweH2B6gNIjnIhV3wY2+o8waUe9jZaURERMRBmdEGcVoB4NKlS8yZM4dPPvmE+Ph41q1bxyuvvMLo0aM5efIkZcqU4csvv6RHjx4OLe/6I7clS5akTJkyWRldRERERPIwdfWS89SuXZvjx4+naGeULl2aAgUKsHfvXurXr89nn31G8+bNHV6u2iCSY5wYC8WLQNAQcCnk7DQiIiKSThlpgzitANCqVSt+++03HnroIWw2G3369KFu3bpMmzaNESNGEBcXR4sWLejQoYOzIoqIiIiISC5QoECBNNsZM2fOZNKkSVy+fJkaNWrQv39/J6cVyWRXz0DoWggYqYv/IiIieZDTCgAAo0ePZvTo0clea9y4MZ9//rlzAomIiIiISK6xdetW+7/TamdUrVqV1atX381YInfXkcVgEqDK085OIiIiIk5gdXYAEREREREREckCtvikAoBfByhyj7PTiIiIiBM49QkAERG5O+Lj4zl16hSxsbHOjiIiku25ublRpkwZXF1dnR1FRCRjTn0GV/+Be99xdhLJpdTOEBHJHFnZBlEBQEQkDzh16hRFihShQoUKWCwWZ8cREcm2jDGEh4dz6tQpKlas6Ow4IiIZc3gBFC4PpR50dhLJpdTOEBHJuKxug6gLIBGRPCA2NhZvb2+dlIuI3IbFYsHb21t3MopIzncxBMK2wT1DwZrP2Wkkl1I7Q0Qk47K6DaInAERE8gidlIuIOEbfl5Kb2GyGM+ExRETH4uXhhp93YaxWHeN5wqEFYM0PlQc7O4nkcvq7KSKScVn5XaonAERE8qK1JeEjS+b/t7bkbVe9a9cu+vXrl+L133//nRdeeCErtjbH6Nq1a4aXkdb+vZU5c+awZ8+eDK/bWQICAu7auubOncvcuXNTvL5q1SqaNWvG9OnTs2S9a9euZcKECVmy7DuR0X3+559/MmPGDMB5++7s2bOMHz8+S9Ypkl3YbIZNu0+yatNfbN79N6s2/cWm3Sex2Yyzo0lWi78Exz+Aco+Am6+z00he46S2htoZaVM7486onXH3ZWY7Izv673//y4cffnjX16snAERE8qLYsGy33Jo1a1KzZs1MDJPzfPbZZ05Z788//0zDhg2dsu7c4ssvv+T111/nvvvuc3aUHOH1119n3rx5gPP2XcmSJfH29mb79u20aNHirq5b5G45Ex5DyLFwfL0KYbVYsBlDyLFwAiv7UNrX3dnxJCud+BASLoH/M85OInlRNmtrqJ2hdkZOpnZG+tzYzsiO2rVrR//+/XnggQfw9va+a+tVAUBERLKFXbt2MW/ePJYvX06/fv2oWbMme/fuJSIigkmTJtGiRQsuXLjASy+9xNmzZ7FYLIwdO5YmTZoQFhbGxIkTuXTpEufOnaNbt26MGjWKtWvXsm7dOqKiomjVqhXPPvusfX0TJkwgKiqKkydP8txzz+Hj48Prr79ObGwsnp6evPLKK5QtW5ZDhw4xYcIEEhMTadCgAd999x2bNm1y+P1Lly5l3bp1WK1WatWqxX/+8x8OHjzISy+9REJCAgUKFOD111+nQoUKBAQE8Ndff3H16lUmTZrEX3/9hcViYfDgwTz00EOsXbuW77//nosXLxIaGkrTpk15+eWXU+zLyMhIBg8ezLlz56hVqxaTJ08mf/78fPfdd8yZM4eEhATKlCnDq6++yvbt2/njjz+YNGkSXbt25ciRI7z99tscP36cDh06sGPHDnx8fBg8eDCjRo2iaNGivPzyy0RFReHm5saLL75I9erV0/zdzJ07l7CwME6ePMnp06d5+OGHefrpp5PlXbt2Ld9++y1RUVGcO3eO3r17c/r0aXbu3EmxYsV47733KFCgALNmzeKnn37i4sWLFC9enFmzZuHj42NfTkxMDP/5z384fPgwiYmJPPnkk3Tq1CnZui5fvszEiRMJCwvj3LlzNG7cmNdee43du3ezaNEi3NzcOHr0KAEBAcycOZP8+fPz3nvvsWrVKjw9PfHw8KBWrVrJljlv3jx+//13XnnlFSZNmoSnp2eqx0K/fv2oXr06e/fuJS4ujnHjxvHBBx9w9OhRBg4cyMCBA9M8lm+0f//+VJd/o9SOu+v7OTw8nPPnz9OqVSsmTJiAxWJh8eLFfP311yQmJnLffffx3HPPYbFYbrvPf/nlFyZMmMC7776Lj49Pqvv/5s9h48aN8fX1pVixYin23SuvvEKtWrU4cOAAH330Ed9//z3BwcHYbDZq1KjB5MmTKVCgAPfddx/t27dn79695MuXj7fffpuyZcvy448/Mm3aNIwxlCpVijfffBOAkydP0q9fP/755x8aN27MlClTAHjooYf4z3/+owKA5FoR0bFgsWD995Fyq8UCFguR0bEqAORmxiR1/+NZD7x14U1E7Qy1M9TOyHvtDIANGzYwZ84cChUqRLVq1UhMTGTatGlpbme/fv0oWrQohw8f5u233+aJJ56gdevW7N+/Hx8fH3r06MHy5cs5e/Ys06ZNIygoiN27dzNr1ixiY2OJjo7m+eefp02bNkyYMAF3d3f+/PNPwsLCGDZsGD169ACSigArVqxg5MiRt/n2ykQmlwgNDTX+/v4mNDTU2VFERLKdkJCQ5C+sIOv+u42dO3eavn373vL1vn37milTphhjjNmyZYvp1q2bMcaY0aNHm82bNxtjjAkLCzOtW7c2ly5dMu+9955Zu3atMcaY6OhoU7duXRMeHm7WrFlj2rZta+Lj41Osb/z48Wb8+PHGGGPi4uJM586dzenTp40xxnz33XdmwIABxhhjunXrZr799ltjjDFLly41rVq1cvj9CQkJpmHDhubatWsmMTHRTJgwwZw9e9ZMmDDBbNiwwRhjzNq1a826deuMMcb4+/sbY4yZPn26efXVV40xxoSHh5v777/fHDhwwKxZs8a0aNHCXLp0yVy5csU0b97cHDx4MMV+rF27tjl+/Lix2Wxm1KhRZtmyZSY8PNx06dLFREVFGWOM+fjjj83EiRPt+3vnzp3m0qVL5r777jM2m8189NFHpnHjxuarr74yV69eNa1atTI2m8088sgj5s8//zTGGHP48GHTrl27W/5u5syZY3r27Gni4uLMhQsXTJ06dczFixeTZV6zZo1p2bKluXTpkjl16pTx9/c33333nT3bpk2bzIkTJ8zw4cNNYmKiMcaY5557zrz//vvJ9tuMGTNMcHCwMcaYS5cumY4dO5q///472bq++OILs2DBAvvvrU2bNub33383O3fuNHXq1DFnzpwxiYmJpkePHmbLli1m//79pkOHDuby5csmJibGdOrUycyZMyfF8XR9H97qWOrbt6957bXXjDHGzJ0717Rp08ZcuXLFnDp1yjRo0MAYY255LI8fP/6Wy78ureNuzZo1pkmTJub8+fMmLi7OPPLII+abb74x27dvNyNGjDAJCQkmMTHRPPvss2b9+vW33ecHDhwwHTp0MEePHr3l/r/5czhlyhTz4Ycfpth3xhjTqlUrs2bNGmOMMYcOHTKPPvqoiY2NNcYYM3PmTDN//nz7+jdt2mSMMeb11183r7/+uomLizONGze2f9/NnDnTfPDBB/bPTWRkpImLizPNmjUzhw4dsq+/YcOGJjIyMsXvNMX3ptH5pqSU3Y+JU+cumbdW7DHLvw4xKzYeMMu/DjFvrdhjTp275OxokpXCtiedkx1539lJJA9I7e+ls9oaameonaF2htoZ19sZ4eHhpmnTpubs2bMmMTHRDBs27Lbb2bdv32S/gxvbHH379jXPPvusMSbps/XMM88YY4wZMWKEOXLkiDHGmB9//NF06tTJGJP0OR42bJix2Wzm4MGDJigoyL7cAwcOmK5du6b4XRuTdW0QPQEgIiLZUrNmzQCoUqUKUVFRAPz4448cO3aMOXPmAJCQkEBoaCiDBw9m586dvP/++xw+fJj4+HiuXr0KQPXq1XFxSf3P3fU7LE6cOEFoaGiyO0YuX75MVFQUp0+ftt8d3KNHDz744AOH358vXz7q1q1Lz549ad26NY8//jglSpSgRYsW/Oc//+H777/n/vvvp1WrVsly7dy5k6lTpwLg5eVF69at2b17N+7u7tStWxd396S7NsuWLcvFixdTbFeDBg2oUKECAJ07d2bt2rWUK1eOM2fO0L9/fwBsNhtFixZN9j53d3cqVqzIX3/9xc6dOxkwYAA///wzhQsXplGjRly5coU//viD559/3v6eK1euEBkZmebvBqBhw4bkz58fb29vihUrxqVLl/Dw8Ei27nr16uHu7m7ftsaNGwNQunRpoqOjKV++POPHj+fTTz/l+PHj7Nu3j3LlyiVbxo8//khsbCxr1qyxZzt8+HCyu1Y6derE/v37WbZsGceOHSMqKoorV64AScdayZJJfctWrlyZixcvcvz4cVq0aEHhwoUB6NChAzabLcU+vy6tY+G65s2bA1CqVClq165NwYIF7dsI3PJYdmT5QJrHHUDr1q3td9Y8+OCD7Ny5kwIFCrB//366d+8OQGxsLKVKlaJr16633OeDBw+mQ4cOVKpU6Zb7H5J/Dk+ePEmjRo3S3Ie1a9cGku7WO3nyJL169QIgPj6e6tWr2+e78Ttiz549/PXXX5QoUYJq1aoBMHbsWCDpzq8GDRrY7wQqV64ckZGR9uWULFmS0NBQ+3SR3MTPuzDVK3kTciwcLBYwhuqVvPHzLuzsaJKVDs2H/J5Qvrezk4hkS2pnqJ0Bamfk9nbGnj17qFu3rj3fQw89xObNm2+7nTc/hXF9v5YuXZr69evb9/H1/Tpjxgy2bdvGxo0b+e2334iJibG/t2nTplgsFvz9/e3fNdeXdfLkSe4mFQBERCRbKlCgAACWf7stgKSTyeDgYPuFunPnzuHt7c20adMIDQ2lU6dOtGnThh9//BFjkgY4dHNzS3Md16fZbDbKlClj7xszMTGRCxcukC9fPvty7uT9AAsWLGDfvn189913PPHEE8ycOZMOHTpQt25dtm3bxrJly/j222/tXZIAKdZpjCExMTHZfrm+b1LLd2NDxBiDi4sLiYmJ1KtXj3feeQeAuLi4ZCcn17Vs2ZIdO3Zw7NgxXn75Zfr374/VaqVVq1bYbDby58+frA/Rs2fPUqxYsTR/N5s3b3Yos6ura5rbAPDHH38wduxYBg4cSPv27bFarSmWY7PZmDFjBjVq1ADgwoULKRofy5cv55tvvqFXr140adKEQ4cO2ZeTWs6b87q4uHDt2rUU+W/MkNaxcPN2ptZgvNWx7Mjyr0vtuIOkk/Ybl5UvXz4SExMZMGAAjz/+OADR0dHky5fvtvt85syZ/N///R8PP/wwVatWTXP/f/HFF8k+hxaLJc3GMvzv95CYmMgDDzzApEmTgKRHr69/Dm6c7/rvyNXVNdn3xaVLl+zH+I3ru/l3mi9fPqxWa5p5RHIyq9VC26DyBFb2ITI6Fk8PN/y8C2O1Wm7/ZsmZrp6B0LUQMBJcCjk7jUi2pHYGyX5WO0PtDEeWf11OaWdYrdZUCyq3286bP9f58+e3//vGbbyuT58+NGzYkIYNG9K4cWPGjRtnn5badw0k/X5ufi2rqbUjIiI5RqNGjfjoo48AOHLkCJ07d+bq1avs2LGDwYMH88ADD3D8+HHCwsJueffEzSpVqsTFixfZs2cPAGvWrGHcuHEUKVKEsmXLsn37dgC++OKLdL0/IiKCBx98EH9/f0aNGkXTpk3566+/GD16NL///ju9e/dm1KhRhISEpNjO1atXAxAREcGWLVsICgpyeHv27t3LP//8g81mY/369TRp0oTatWuzb98+jh8/DiSduL3xxhsA9pMzgBYtWvDJJ59wzz334OnpiaurK9u2baNJkyYUKVKEChUq2E+WduzYwWOPPWbPnNrvJrP8/PPPBAUF8eijj1KhQgW+/fbbZBeDr2f4+OOPgaSGQZcuXThz5kyyeXbs2MEjjzxCly5diIuL4+DBg7c8Vho3bsy2bdu4dOkScXFxbNq06ZY50zoWHHW7Y9mR5ad13AF8//339m356quvaN68OY0aNeKzzz4jJiaGhIQEhg0bxjfffHPbfd64cWPGjh3LpEmTsNlsDu1/SLoD//Tp07fdFw0bNmTTpk2Eh4djjOHll18mODg4zfkrVqxIeHg4R44cAeC9996z57mVsLAwypQpc9v5RHIqq9VCaV93+8C/uvifyx15F0wC3DPU2UlEchS1MxyjdobaGTmlnVGvXj1+//13zp07hzGGDRs2YLFYMrwfbxQVFcWJEycYNWoUzZs3Z8uWLSmOndScOnWK8uXL39E675SeABARkbvu+uN413Xu3JmOHTve9n2TJk3ipZdeonPnzgC88cYbuLu7M2TIEP7v//4PNzc3SpYsSWBgIKdOnXI4T/78+Zk9ezavvfYacXFxuLu7M336dPs6Jk6cyNtvv01AQECqd/qk9X4vLy8eeeQRevbsScGCBalYsSI9evTg3nvv5YUXXmD+/Pm4urqmGGBr2LBhvPzyy3Tu3JnExESGDh1KjRo17CdXt3PPPfcwceJEzp8/T6NGjejZsyf58uVj6tSpjB49GpvNRokSJZgxYwaQ9Bj05MmTmT59OvXq1cMYY28IBAUFcfjwYfujqTNmzODll1/mvffew9XVlVmzZmGxWNL83WSWBx98kOHDh9uXn9rvePjw4bz88st06tSJxMREnnvuuRSP7w4YMICXX36ZxYsX2x91PnXqVIr5rqtWrRoDBgygZ8+eeHh4UKpUqVvmvNWx5IjbHcuOLD+t427jxo14eXnx5JNPEhkZSZcuXeyPwB88eJBevXqRmJhIs2bN6NatG+fOnbvtPr8+aNzy5cvT3P/XT66vu//++/nkk0/o06fPLfdF1apVGT58OAMGDMBms1GtWjWeeuqpNOcvUKAAM2bM4P/+7/+Ij4+nXLlyvPHGG3zzzTdpvufQoUNUrFgxxR1cIiI5ki0ejiwCv/bgUcXZaUScQu0MtTPSS+0Mx5efk9oZXl5eTJo0iUGDBpE/f37KlCmDh4dHhvfjjYoVK0bPnj3p2LEjLi4uNGrUiNjYWHvXT2nZtWsXrVu3vqN13imLudUzRznIqVOnaN26NVu2bNFdXCIiNzlw4IC9X2wA1paE2LDMX5FbCeh+NvOX60Tz5s2jV69eFC9enP/+97988cUXzJ0719mxRNJt7dq17N69m2nTpjk7Cr1792bBggV4eXk5NcfUqVNp0qQJLVu2TDEtxfcmOt+UlHLqMWGzGc6ExxARHYuXugXKPf5eAz/0hOafQ5nOzk4jeURqfy/V1nCM2hmSW2THdobFYrEXD6xWK1OmTKF8+fL069fP2RF59NFHmTdvHt7e3immZVUbRE8AiIjkRbnoxDmrlSpVikGDBuHi4oKHhwevvfaasyOJ5HgTJ07k3XffZfz48U7LcObMGS5cuJDqxX+R3MxmM2zafTLFwMBtg8qrCJDTHZ4PhctDqQednUTyOrU1HKJ2hkjmu97O+L//+z+io6Pp1KkT+fLlo0aNGvTq1cvZ8di4cSPt27dP9eJ/VlIBQERE5Ba6d+9O9+7dnR1DJMOy07Fcq1YtatWq5dQMfn5+vPXWW07NIOIMZ8JjCDkWjq9XIawWCzZjCDkWbh8jQHKoiwcgbBvUfh2sKQcpFJHsJzudm4lkRHY6lm9sZ0yaNMnJaVLq0KGDU9arQYBFRERERETyiIjoWLBYsFqS7va3WixgsRAZHevkZJIhhxeANT9UHuzsJCIiIpLNqAAgIpJH5JIhX0REspy+LyU38/JwA2Ow/Xuc24wBY/D0SDn4pOQQ8ZfhWDCU6wVuvs5OI3mQ/m6KiGRcVn6XqgAgIpIHuLm5ER4erpNzEZHbMMYQHh6Om5suhkru5OddmOqVvDkfcYWwiCucj7hC9Ure+HkXdnY0uVMnPoSES+A/zNlJJA9SO0NEJOOyug2iMQBERPKAMmXKcOrUKc6fP+/sKCIi2Z6bmxtlypRxdgyRLGG1WmgbVJ7Ayj5ERsfi6eGGn3dhDQCcUxkDh+aDZz3wbujsNJIHqZ0hIpI5srINogKAiEge4OrqSsWKFZ0dQ0RERLIBq9VCaV93DfqbG5z/AS7+AQ3fA4uKOHL3qZ0hIpL9qQsgERERERERkZzo0HxwLQblH3V2EhEREcmmVAAQERERERERyWmunoHQNVDpcXAp5Ow0IiIikk2pACAiIiIiIiKS0xx5D0wCVHna2UlEREQkG1MBQERERERERCQnsSXAkUXg1x48qjg7jYiIiGRjKgCIiIiIiIiI5CSnPoOrp6HKM85OIiIiItmcCgAiIiIiIiIiOcnhBVC4PJTq6OwkIiIiks2pACAiIiIiIiKSU1w8AGFb4Z6hYM3n7DQiIiKSzakAICIiIiIiIpJTHF4I1vxQebCzk4iIiEgOoAKAiIiIiIiISE4QfxmOB0O5XuDm6+w0IiIikgOoACAiIiIiIiKSE5z4EOKjwX+Ys5OIiIhIDqECgIiIiIiIiEh2Z0zS4L+edcG7obPTiIiISA7h4uwAIiIiIiIiuYHNZjgTHkNEdCxeHm74eRfGarU4O5bkFud/gKjfoeF7YNFxJSIiIo5RAUBERERERCSDbDbDpt0nCTkWnnRx1hiqV/KmbVD5HFcEUCEjmzo0H1yLQflHnZ1EREREchAVAERERERERDLoTHgMIcfC8fUqhNViwWYMIcfCCazsQ2lfd2fHc1huKmTkKlfPQuga8B8BLoWcnUZERERyEI0BICIiIiIikkER0bFgsWD9t2sWq8UCFguR0bFOTpY+NxYySngVwterECHHwjkTHuPsaHnbkXfBJECVp52dRERERHIYFQBEREREREQyyMvDDYzBZgxA0v+NwdPDzcnJ0ie3FDJyFVsCHFkEJduBRxVnpxEREZEcRl0AiYiIiIiIZJCfd2GqV/JO0XWOn3dhZ0dLlxsLGde7MsqJhYxc5fTncPU03LvA2UlEREQkB1IBQEREREREJIOsVgttg8oTWNmHyOhYPHPo4Lm5pZBxoxw/qPGh+VCoHJTq6OwkIiIikgOpACAiIiIiIpIJrFYLpX3dc9SgvzfLLYWM63L8oMYXD0DYVqg9Faz5nJ1GRMTpcnxRV8QJVAAQERERERERu9xQyLjuxkGNr3dpFHIsnMDKPjlj+w4vBGt+qPyEs5OIiDhdji/qijiJBgEWERERERGRXClHD2ocfxmOB0O5XuDm6+w0IiJOd2NRt4RXIXy9ChFyLJwz4THOjiaSrakAICIiIiIiIrnSjYMaAzlrUOMTKyA+Gqo84+wkIiLZQo4u6oo4kboAEhERERERkVwpxw5qbAwcng+edcGnkbPTiIhkCzcWda9365ZjiroiTqQCgIiIiIiIiORKOXZQ4/M/QNTv0PC9pMKFiIjk3KKuiJOpACAiIiIiIiK5Vo4c1PjwAnAtBuUfdXYSEZFsI8cWdUWcTAUAERERERERkezi6lkIXQNVhoNLIWenERHJVnJkUVfEyTQIsIiIiIiIiEh2cfQ9sMVDlaednURERERyARUARERERERERLIDWwIcWQQl24FHFWenERERkVxABQARERERERGR7OD053DlFPgPc3YSERERySVUABARERERERHJDg4tgELloFRHZycRERGRXEIFABERERERERFnu3gQwrZAlaFgzefsNCIiIpJLqAAgIiIiIiIi4myHF4A1P1Qe7OwkIiIikouoACAiIiIiIiLiTPGX4XgwlHsY3Io7O42IiIjkIioAiIiIiIiIiDjTiRUQHw1VNPiviIiIZC4VAEREREREREScxRg4PB8864JPI2enERERkVxGBQARERERERERZzm/A6J+hyrPgMXi7DQiIiKSy7g4O4CIiIiIiMi1a9fYt28fp06dIjIyknz58uHt7Y2fnx916tTBxUVNF8mlDs8H16JQoY+zk4iIiEgupLNoERERERFxmm3btvHhhx+ye/duEhISMMYkm26xWChYsCCNGjWiV69etGzZ0jlBRbLC1bMQuiap73+XQs5OIyIiIrmQCgAiIiIiInLXfffdd7z22mucPHkSf39/Bg0aREBAAGXLlsXd3R2bzUZUVBRhYWHs27ePvXv3MnToUCpVqsSzzz5LmzZtnL0JIhl35F2wxSd1/yMiIiKSBVQAEBERERGRu2rkyJH8/PPP9O/fn86dO1OmTJlbzv/ggw8CcPLkSdatW8cLL7zA+vXrmTdv3t2IK5I1bAlwZBGUbAceVZydRkRERHIpDQIsIiIiIiJ3VbVq1diyZQtPP/30bS/+36h8+fKMHj2aLVu2ULVq1SxMKHIXnP4crp4Gf939LyIiIllHTwCIiIiIiMhd9fTTT2fo/e7u7gwfPjyT0og4yaH5UKgclOrk7CQiIiKSi6WrAHDt2jX27dvHqVOniIyMJF++fHh7e+Pn50edOnVwcVE9QUREREREJK+z2QxnwmOIiI7Fy8MNP+/CWK0WZ8fKPi4egLCtUHsqWPM5O42IiIjkYg5dsd+2bRsffvghu3fvJiEhAWNMsukWi4WCBQvSqFEjevXqRcuWLbMiq4iIiIiI5FIff/wxX3zxBRcuXCAxMTHFdIvFwubNm52QTNLLZjNs2n2SkGPhYLGAMVSv5E3boPIqAlx3eCFY80Plwc5OIiIiIrncLQsA3333Ha+99honT57E39+fQYMGERAQQNmyZXF3d8dmsxEVFUVYWBj79u1j7969DB06lEqVKvHss8/Spk2bu7UdIiIiIiKSQ82bN4958+ZRtGhRKlasiKurq7MjSQacCY8h5Fg4vl6FsFos2Iwh5Fg4gZV9KO3r7ux4zhd/GY4HQ7mHwa24s9OIiIhILpdmAWDkyJH8/PPP9O/fn86dO992cK4HH3wQgJMnT7Ju3TpeeOEF1q9fz7x58zI3sYiIiIiI5Cpr1qwhKCiI9957j/z58zs7jmRQRHQsWCxYLUl3+1stFrBYiIyOVQEA4MQKiI+GKsOcnURERETyAGtaE6pVq8aWLVt4+umnb3vx/0bly5dn9OjRbNmyhapVq2ZKSBERERERyb3Cw8Pp3LmzLv7nEl4ebmAMtn+7jrUZA8bg6eHm5GTZgDFweD541gGfRs5OIyIiInlAmk8APP300xlasLu7O8OHD8/QMkREREREJPerUqUKx48fd3YMySR+3oWpXsk7xRgAft6FnR3N+c7/AFG/Q9C7SftGREREJIs5NAiwiIiIiIhIVhk9ejRjxoyhYcOGtGjRwtlxJIOsVgttg8oTWNmHyOhYPD3c8PMurAGAAQ4vANeiUOFRZycRERGRPCJdBYAPPviATZs2cf78eeLj41NMt1gsbN68OdPCiYiIiIhI7hccHEyhQoUYOnQobm5ueHp6Yrnp7mi1NXIWq9VCaV939fl/o6tnIXRNUt//LnoaQkRERO4OhwsACxcuZPbs2bi7u1OpUiUKFCiQlblERERERCSPiIuLo3z58pQvX97ZUUSyzpF3wRYPVTLW3a6IiIhIejhcAFi1ahUNGjRg0aJFFC6ceXcrTJ8+ncjISKZNm8aPP/7I66+/TlxcHA888ABjxozJtPWIiIiIiEj2tHz58ru2rs8++4zFixcD0Lx5c8aPH692iGQ9WwIcWQQl24KHv7PTiIiISB5idXTG8PBwOnfunKkX/3/66SfWrVsHQGxsLBMnTmTBggVs2LCBP/74g+3bt2faukREREREJOcKCQnJ8DKuXr3Ka6+9xvLly/nss8/Ys2cPW7duVTtEst7pz+HqafAf5uwkIiIiksc4/ARAlSpVCA0NzbQVR0VFMWvWLIYOHcrBgwfZv38/5cuXp2zZsgB07tyZjRs3ahAwEREREZFcLj4+nsWLF/Pf//6XK1euYLPZ7NMSExOJiYnh8uXLHDhwIEPrSUxMxGazcfXqVQoVKkRCQgLu7u5qh0jWOzQfCpWDUp2cnURERETyGIefAHj22Wf5+OOP2bJlC8aYDK/4pZdeYsyYMXh4eABw7tw5fH197dOLFy9OWFhYhtcjIiIiIiLZ29tvv83cuXO5ePEiBQsW5PTp0/j5+eHi4sLZs2eJj4/nhRdeyPB63N3dGTVqFA888AAtWrSgdOnSaodI1rt4AMK2QpUhYM3n7DQiIiKSx6T5BEDr1q1TvBYfH8/w4cNxc3PD09MTi8WSbLrFYmHz5s23Xemnn36Kn58fjRs3Zu3atQDYbLZkyzPGpFi+iIiIiIjkPhs3biQoKIhly5Zx/vx5WrRowUsvvYS/vz/bt29n2LBhuLq6Zng9Bw8eZM2aNWzbto0iRYowbtw4Tpw4oXaIZK3DC8HqCpWfcHYSERERyYPSLACUKlXKodfuxIYNGzh//jxdu3bl4sWLXLlyhdOnT5Mv3//uhjh//jzFixfPlPWJiIiIiEj2FRYWxuOPP47VaqVEiRJ4e3vz66+/4u/vT4sWLejWrRurVq3ikUceydB6fvjhBxo3boy3tzcA3bt35/3331c7RLJO/GU4HgxlHwY3HVciIiJy96VZAFi+fHmWrXTp0qX2f69du5bdu3fzyiuv0K5dO06ePEmZMmX48ssv6dGjR5ZlEBERERGR7MHNzS3ZHf7lypXj0KFD9p9r1arFN998k+H1VK1alRkzZnDlyhUKFizI1q1bqV27Nl988UWebIfYbIYz4TFERMfi5eGGn3dhrFY9/ZCpTqyA+GgN/isiIiJO4/AgwAB//PEH77//PpMmTbLfNTN9+nROnz7NqFGjqFy58h0HKVCgANOmTWPEiBHExcXRokULOnTocMfLExERERGRnKFatWp899139jv8K1WqxK+//mqfHhYWlind8tx3332EhITQvXt3XF1dqVmzJiNGjKBp06Y5qh2SGRfubTbDpt0nCTkWDhYLGEP1St60DSqvIkBmMQYOzwfPOuDT2NlpREREJI9yuACwZ88eBg0ahJubG5GRkfYCgK+vL59//jk9e/bk448/pmrVqukK0L17d7p37w5A48aN+fzzz9P1fhERERERydkee+wxRo8eTZ8+fVi8eDEdO3ZkzZo1PP/881SqVIlly5ZRp06dTFnXU089xVNPPZXstZzUDsmsC/dnwmMIORaOr1chrBYLNmMIORZOYGUfSvu6Z+EW5CHnf4Co3yFocdLvSkRERMQJrI7OOHv2bCpWrMh///tf7rnnHvvrgwYNYsOGDZQtW5Y333wzS0KKiIiIiEju1aFDB1599VWioqIoWLAgTZo04cknn2TdunW8+eabeHh48Pzzzzs7ZrZw44X7El6F8PUqRMixcM6Ex6RrORHRsWCxYP33wrTVYgGLhcjo2KyInTcdXgCuRaFCH2cnERERkTzM4QLAgQMHeOSRRyhWrFiKaUWLFqVXr17s378/M7OJiIiIiEge8fDDD7Nhwwb7gLxjx45l69atrFu3jo0bN2aou9HcJLMu3Ht5uIEx2IwBSPq/MXh6uGV65jzp6lkIXQOVHgeXws5OIyIiInmYw10Aubi4EBkZmeb0y5cvY7PZMiWUiIiIiIhIqVKlKFWqlLNjZCs3Xri/3nXPnVy49/MuTPVK3im6EvLz1sXqTHHkXbDFQ5WnnZ1ERERE8jiHCwANGzbkww8/pEuXLpQtWzbZtLCwMD788EOCgoIyPaCIiIiIiORuFy9eZPr06ezYsYPz589j/r0r/UYWi4WQkBAnpMteMuvCvdVqoW1QeQIr+xAZHYvnHQ4mLKmwJcCRRVCyLXj4OzuNiIiI5HEOFwBGjRrFww8/TJcuXWjevDkVKlTAYrHw999/s337diwWC88++2xWZhURERERkVzo5Zdf5uuvv6ZevXo0bNjQ3g2QpJSZF+6tVgulfd016G9mO/05XD0N9853dhIRERERxwsAlSpVYu3atcyaNYvvvvuOb775BgA3NzeaNm3Ks88+q345RUREREQk3X788Uf69u3LpEmTnB0lR9CF+2zu0AIoVBZKdXR2EhERERHHCwAA5cuX5+2338YYQ2RkJDabDU9PT92hIyIiIiIid8zV1ZVKlSo5O4ZIxl08CGFboPZrYE1Xc1tEREQkS1jv5E0WiwUvLy98fHx08V9ERERERDKkW7dufPbZZyQkJDg7ikjGHF4AVleo/ISzk4iIiIgA6XwC4OOPP+aLL77gwoULJCYmpphusVjYvHlzpoUTEREREZHcb9SoUQwZMoT27dvTvHlzvL29U8xjsVgYNmyYE9KJOCj+MhwPhrIPg1txZ6cRERERAdJRAJg3bx7z5s2jaNGiVKxYEVdX16zMJSIiIiIiecSXX37JTz/9hM1m4+OPP051HhUAJNs7sQLio8Ffx6mIiIhkHw4XANasWUNQUBDvvfce+fPnz8pMIiIiIiKSh8ybN49y5crx/PPPU7FiRXUzKjmPMXB4PhSrDT6NnZ1GRERExM7hAkB4eDjPPPOMLv6LiIiIiEimOn/+PBMmTKBFixbOjiJyZ87vgKjfIWgxWCzOTiMiIiJi5/AgwFWqVOH48eNZmUVERERERPKgatWqcfr0aWfHELlzh+eDa1Go0MfZSURERESScbgAMHr0aFatWsX27duzMo+IiIiIiOQx//d//8enn37KRx99xLlz57DZbM6OJOK4q2chdA1UGgguhZ2dRkRERCQZh7sACg4OplChQgwdOhQ3Nzc8PT2x3PRoo8ViYfPmzZkeUkREREREcq/JkycD8Oqrr/Lqq6+mOo/FYiEkJORuxhJxzNH3wBYPVZ5xdhIRERGRFBwuAMTFxVG+fHnKly+flXlERERERCSPCQwMdHYEkTtjS4Aji6BkW/Dwd3YaERERkRQcLgAsX748K3OIiIiIiEge1bFjR2rXrk2RIkWcHUUkfU5/AVdOQf25zk4iIiIikiqHxwC4LiEhgV9//ZUNGzZw4cIFLl++zMWLF7Mim4iIiIiI5AFjx45l8eLFzo4hkn6H5kOhslC6k7OTiIiIiKQqXQWAr7/+mpYtW9KnTx/Gjh3L4cOH2bt3Ly1atOC9997LqowiIiIiIpKLGWMoXry4s2OIpM/FgxC2BaoMBavDD9eLiIiI3FUOFwB++OEHxo4dS4UKFRg/fjzGGADKlCmDv78/b775Jp999lmWBRURERERkdxp9OjRLFq0iPXr13PhwgV7W0MkWzu8EKyuUGmws5OIiIiIpMnh2xTmz59PYGAgH3zwARcvXmTatGkAVK5cmY8++oj+/fsTHBxM165dsyysiIiIiIjkPsuXL+fy5cs8//zzac5jsVgICQm5i6myB5vNcCY8hojoWLw83PDzLozVanF2LIm/DMeXQdmHoWAJZ6cRERERSZPDBYADBw4wZswYrNaUDw24uLjQqVMnZsyYkanhREREREQk96tTpw516tRxdoxsx2YzbNp9kpBj4WCxgDFUr+RN26DyKgI424kVEB8N/sOcnURERETklhwuALi6upKQkJDm9KioKFxdXTMllIiIiIiI5B2vv/66syNkS2fCYwg5Fo6vVyGsFgs2Ywg5Fk5gZR9K+7o7O17eZQwcXgDFaoNPY2enEREREbklh8cACAoKYvXq1cTFxaWYdu7cOT766CPq16+fqeFERERERCTviIiI4Msvv2Tx4sWcOnWKiIgIjh496uxYThMRHQsWC1ZL0t3+VosFLBYio2OdnCyPO78DovYn3f1v0ZMYIiIikr05/ATAmDFj6N27N126dKF58+ZYLBa2bNnCt99+y7p167h27RojR47MyqwiIiIiIpJLLVmyhNmzZxMXF4fFYqFmzZrExMQwYsQIevfuzUsvvYQlj11s9fJwA2OwGWN/AgBj8PRwc3a0vO3wAnAtChX6ODuJiIiIyG05/ATAPffcw4oVKyhevDjLly/HGMOHH35IcHAw5cqVY9myZVSrVi0rs4qIiIiISC70xRdf8MYbb9C2bVtmz56NMQaAGjVq0LZtWz755BOWL1/u5JR3n593YapX8uZ8xBXCIq5wPuIK1St54+dd2NnR8q6rYRC6GioNBBf9HkRERCT7c/gJgMOHD+Pv78/y5cuJiori77//xmazUbp0aXx9fbMyo4iIiIiI5GJLliyhadOmzJw5k8jISPvrfn5+zJkzh6FDh/Lpp5/Sv39/J6a8+6xWC22DyhNY2YfI6Fg8Pdzw8y6sAYCd6ei7YIuHKk9naDE2m+FMeAwR0bF46fcqIiIiWcjhAsDAgQPp1q0b48aNo1ixYhQrViwLY4mIiIiISF5x9OhRevbsmeb0Vq1a5dmBgq1WC6V93TXob3ZgS4Aji6BkG/AIuPPF2Aybdp8k5Fh40hgCxlC9kjdtg8qrCCAiIiKZzuECwJUrVyhTpkxWZhERERERkTyocOHCXLp0Kc3p//zzD4UKFbqLifIO3YmeDqe/gCunoP7cDC3mTHgMIcfC8fUqZB/bIeRYOIGVfVToERERkUzn8BgAAwYMYMmSJezZsycr84iIiIiISB7TrFkzPvroI8LDw1NMO3jwICtWrKBJkyZOSJa7Xb8TfdWmv9i8+29WbfqLTbtPYrMZZ0fLng7Nh0JloXSnDC0mIjoWLBas/w5qbbVYwGIhMjo2M1KKiIiIJOPwEwB//PEH58+fp1+/fri5uVGsWDGs1uT1A4vFwubNmzM9pIiIiIiI5F5jx46lZ8+edOzYkXvvvReLxcLKlStZsWIF3377Le7u7owaNcrZMXMd3YmeDhcPQtgWqDUFrA43o1Pl5eEGxmAzxr7fMQZPD7dMCisiIiLyPw6fucTFxREYGJiVWUREREREJA8qUaIEa9as4a233mLLli0YY9i4cSMFCxakdevWjBs3jrJlyzo7Zq5zqzvRVQC4yeGFYHWFyk9keFF+3oWpXsk7xRgAft6FMyGoiIiISHJpFgDeeust2rdvT40aNQBYvnz5XQslIiIiIiJ5S/HixZk2bRrGGCIjI0lMTMTLy4t8+fI5O1qupTvRHZQQA8eXQdmHoWCJDC/OarXQNqg8gZV9iIyOxVNjL4iIiEgWSnMMgODgYA4cOGD/uVq1anz55Zd3JZSIiIiIiORNFosFLy8vfH19dfE/i12/E/18xBXCIq5wPuKK7kRPzYkVEB8N/s9k2iKtVgulfd3t3S3p4r+IiIhklTSfAChSpAirV6/G19eXQoUKYYzhyJEj/Pzzz7dc4L333pvpIUVEREREJPeqWrUqFsutL4Dmz58fb29vatWqxbBhw6hSpcpdSpd76U50BxiTNPhvsdrgo4GoRUREJOdJswDwxBNPMG3aNIYOHQok3YmzaNEiFi1alOr8xhgsFkuypwZERERERERuZ/jw4SxfvpxLly7RtGlTKlWqRIECBThx4gTff/89AG3atOHSpUts376d7du388knnxAQEODk5Dnf9TvR1ed/Gi78CFH7IWhxUn/9IiIiIjlMmgWAgQMH0qRJEw4dOsS1a9eYOHEivXr1om7dunczn4iIiIiI5BFr166latWqyV4LDQ2ld+/e3HPPPQwZMoQLFy7w2GOPMXfuXObNm+ekpJJnHJoPrkWhQh9nJxERERG5I2kWAAD8/f3x9/cHYN26dTzwwAM0btz4rgQTEREREZG8YdWqVfTr1y/FxX+AsmXL0rdvXz766COGDBmCj48PDz/8MO+//74TkkqecjUMQldDlWfAReMiiIiISM6U5iDA+/btS/bz8uXL033xf8+ePXcUSkRERERE8o7Lly9TqFChNKcXKFCAqKgo+89FixYlNjb2LiSTPO3oe2CLhypPOzuJiIiIyB1LswAwZswYhg4dyv79+9O90J07dzJo0CCee+65DIUTEREREZHcLzAwkI8//jjZRf7rLl26xCeffEK1atXsr+3cuZNy5crdxYSS59gS4Mg7ULINeGisCREREcm50uwCaMOGDcyZM4c+ffrg5+dHmzZtaNGiBQEBAXh6eiabNzw8nN9++409e/awceNGzp07x6OPPsrcuXOzfANERERERCRnGzt2LAMGDKB9+/Z07dqV8uXLkz9/fo4fP85XX31FREQEU6ZMAeCJJ55gx44dTJo0ycmpJVc7/QVcOQX11aYVERGRnC3NAkDBggUZP348ffr0Yfny5axevZply5YB4ObmRpEiRbDZbFy8eJGEhASMMXh4eNCtWzcGDhyIn5/f3doGERERERHJwWrXrs2HH37IjBkz+PDDD7HZbPZpdevWZfbs2dSpU4cLFy5w7NgxhgwZwmOPPebExJLrHV4AhcpC6U7OTiIiIiKSIbccBBiSBt2aOHEiY8eOZc+ePfzyyy+EhoYSFRWF1WrF29ubUqVK0ahRI+rWrYvVmmavQiIiIiIiIqkKDAwkODiY6OhoQkNDSUhIoGzZsnh5ednn8fHxYevWrU5Mmf3YbIYz4TFERMfi5eGGn3dhrFaLs2PlbNF/wdnNUGsKWG/bZBYRERHJ1hw+mylQoABNmzaladOmWZlHRERERERyuX379lGnTp1Up3l4eFCjRo3bLmPPnj00aNAgk5PlLDabYdPuk4QcCweLBYyheiVv2gaVVxEgIw4tAKsrVH7C2UlEREREMky364uIiIiIyF01ZswYhg4dyv79+9P93p07dzJo0CCee+65LEiWs5wJjyHkWDi+XoUo4VUIX69ChBwL50x4jLOj5VwJMXB8GZTtCQVLODuNiIiISIbpeUYREREREbmrNmzYwJw5c+jTpw9+fn60adOGFi1aEBAQgKenZ7J5w8PD+e2339izZw8bN27k3LlzPProo8ydq8FZI6JjwWLBakm6299qsYDFQmR0LKV93Z2cLoc6sQLio8F/mLOTiIiIiGQKFQBEREREROSuKliwIOPHj6dPnz4sX76c1atXs2zZMgDc3NwoUqQINpuNixcvkpCQgDEGDw8PunXrxsCBA/Hz83PuBmQTXh5uYAw2Y7BaLNiMAWPw9HBzdrScyRg4NB+K1QKfJs5OIyIiIpIpVAAQERERERGnKFu2LBMnTmTs2LHs2bOHX375hdDQUKKiorBarXh7e1OqVCkaNWpE3bp1sVrVg+mN/LwLU72Sd4oxAPy8Czs7Ws504UeI2g9Bi5L2p4iIiEguoAKAiIiIiIg4VYECBWjatClNmzZ1dpQcxWq10DaoPIGVfYiMjsXTww0/78IaAPhOHZoPrh5Q4TFnJxERERHJNBkqAMTHx7Njxw6sVitNmjTBxUX1BBERERERkbvFarVQ2tfdKX3+22yGM+ExRETH4pXTiw9XwyB0NdzzNLjoCQoRERHJPRy+Yn/t2jWmTJnCqVOnWLJkCdeuXeORRx7h4MGDAFSuXJng4GC8vb2zLKyIiIiIiIg4n81m2LT7ZIruh9oGlc+ZRYCj74EtHvyfcXYSERERkUzlcCea8+bNY9WqVfYBt9avX8+BAwfo168fU6dO5fz588yePTvLgoqIiIiIiEj2cCY8hpBj4fh6FaKEVyF8vQoRciycM+Exzo6WfrYEOPIOlGwDHgHOTiMiIiKSqRx+AuDrr7+mZ8+eTJkyBYBvvvmGIkWK8H//93+4uLgQGhrKp59+mmVBRUREREREJHuIiI4FiwXrv4PlWi0WsFiIjI51SndEGXL6S7hyCurPcXYSERERkUzn8BMAZ8+epU6dOgBcvXqVn3/+mcaNG9v7/ffz8yM6OjpLQoqIiIiIiEj24eXhBsZgMwYg6f/G4Onh5uRkd+DwfChUFkp3dnYSERERkUzn8BMAPj4+XLhwAYDvv/+ea9eu0bJlS/v0v/76i+LFi2d6QBERERERyXvi4+PZsWMHVquVJk2a2G88kuzBz7sw1St5pxgDwM87hw2gG/0XnN0MtaaAVceYiIiI5D4On+E0bNiQ4OBgChQowIoVKyhYsCBt2rQhOjqaNWvWsGrVKnr37p2VWUVEREREJBe6du0aU6ZM4dSpUyxZsoRr167xyCOPcPDgQQAqV65McHAw3t7eTk4q11mtFtoGlSewsg+R0bF4erjh51045w0AfHghWF2h8hPOTiIiIiKSJRzuAmjixIlUrVqV6dOnExERwZQpU/Dw8ODw4cNMnz6d2rVrM3z48KzMKiIiIiIiudC8efNYtWoVfn5+AKxfv54DBw7Qr18/pk6dyvnz55k9e7aTU8rNrFYLpX3dCazsQ2lf95x38T8hBo4tg7I9oWAJZ6cRERERyRIOPwGQmJjI0qVLiYiIwN3dnfz58wNQrVo1Vq5cSe3atbMspIiIiIiI5F5ff/01PXv2ZMqUKQB88803FClShP/7v//DxcWF0NBQPv30UyenlFznxAqIvwhVnnF2EhEREZEs4/ATAN26dWP+/Pl4eXnZL/4DFCpUSBf/RURERETkjp09e5Y6deoAcPXqVX7++WcaN25s7/ffz8+P6OhoJyaUXMcYODQfitUC36bOTiMiIiKSZRx+AiAiIgJfX9+szCIiIiIiInmQj48PFy5cAOD777/n2rVrtGzZ0j79r7/+onjx4k5Kl33YbIYz4TFERMfilVP73M8uLvwIUfshaFHSIMY5nI4NERERSYvDBYDOnTuzcuVKmjRpQpkyZbIyk4iIiIiI5CENGzYkODiYAgUKsGLFCgoWLEibNm2Ijo5mzZo1rFq1it69ezs7plPZbIZNu08Sciw86YK1MVSv5E3boPK60HsnDs0HVw8o38fZSTJMx4aIiIjcisMFAKvVyrFjx2jfvj3lypXD29sbqzV5D0IWi4Xg4OBMDykiIiIiIrnXxIkTCQsLY/r06RQqVIgpU6bg4eHB3r17mT59Ovfeey/Dhw93dkynOhMeQ8ixcHy9CmG1WLAZQ8ixcPsAvJIOV8MgdDXc8zS45vx9p2NDREREbsXhAsCOHTvw9PQEIC4ujn/++SfLQomIiIiISN6RmJjI0qVLiYiIwN3d3T7mWLVq1Vi5cqXGHAMiomPBYsH6b3c1VosFLBYio2N1kTe9jr4Htnjwzx2D/+rYEBERkVtxuACwdevWrMwhIiIiIiJ5VLdu3Xj44YcZNmxYstcLFSqki///8vJwA2OwGWO/yxtj8PRwc3a0nMWWAEcWQYnW4BHg7DSZQseGiIiI3IrDBYAbhYWFcfbsWSpVqkSBAgVwcXFJ0R2QiIiIiIiIIyIiIvD19XV2jGzNz7sw1St5p+jn3c+7sLOj5Synv4QroVB/trOTZBodGyIiInIr6SoA7N27l9dee40DBw4AsGTJEhITE5k4cSITJkzgwQcfzJKQIiIiIiKSe3Xu3JmVK1fSpEkTypQp4+w42ZLVaqFtUHkCK/sQGR2Lp4cbft6FNchreh2eD4XKQOnOzk6SaXRsiIiIyK04XADYv38/jz/+OH5+fgwYMMA+2G/RokVxcXFh3LhxFC5cmBYtWmRZWBERERERyX2sVivHjh2jffv2lCtXDm9v7xRPGFssFnsbJK+yWi2U9nVXv+53KvovOLsZar0K1jt6GD7b0rEhIiIiaXH4rGf27NmUKVOGtWvXcuXKFZYtWwZAzZo1+fzzz3n00UdZtGiRCgAiIiIiIpIuO3bswNPTE4C4uDj++ecfJyeSXOnwQrC6QuUnnJ1ERERE5K5xuADw66+/8swzz+Dm5sbVq1eTTXN3d6dXr17MmTMn0wOKiIiIiEjutnXrVmdHkNwuIQaOLYOyPaBgSWenEREREblr0jVyb/78+dOcFhcXh81my3AgERERERHJu8LCwvjtt9+4dOkS165dUxtDMseJjyD+IlQZ5uwkIiIiIneVwwWA2rVr8+WXX6Y67cqVK3z66afUrFkz04KJiIiIiEjesXfvXrp3707Lli3p3bs3f/zxB7t376Zly5Zs2LDB2fEkJzMGDs2HYrXAt6mz04iIiIjcVQ4XAEaOHElISAh9+/Zl/fr1WCwW9u/fzwcffEDXrl05deoUQ4cOzcqsIiIiIiKSC+3fv5/HH3+cmJgYBgwYYH+9aNGiuLi4MG7cOLZv3+7EhJJT2WyG80c2Q9RvRPoNxmacnUhERETk7nK4AFC3bl0WLVrE2bNnmT59OsYYZs2axdSpU4mNjWXWrFk0atQoXSufPXs2Dz74IB07dmTp0qUA/Pjjj3Tu3Jl27doxa9as9G2NiIiIiIjkOLNnz6ZMmTJ89tlnPPXUUxiTdJW2Zs2afP7551SuXJlFixZlyrq2bt1K9+7deeCBB5gyZQqgNkhuZbMZNu0+yYWf3yKOwqw4UJdNu09iUxVARERE8hCHBwEGaNq0KZs2bSIkJIS///4bm81G6dKlCQwMxMUlXYti9+7d7Ny5k88//5yEhAQefPBBGjduzMSJE1m+fDl+fn4MGTKE7du306JFi3QtW0REREREco5ff/2VZ555Bjc3N65evZpsmru7O7169WLOnDkZXk9oaCiTJ0/m008/xdvbmwEDBrB9+3YmT56sNkgudCY8hhPHDtGGzRxxe5RihXwIORZOYGUfSvu6OzueiIiIyF3h8BMAJ06cAMBisVCjRg0eeOABOnbsSJ06dXBxceHy5cu8/PLLDq84KCiIDz74ABcXF8LDw0lMTCQ6Opry5ctTtmxZXFxc6Ny5Mxs3bkzvNomIiIiISA6TP3/+NKfFxcVlymDAmzZt4sEHH6RkyZK4uroya9YsChYsqDZILhURHUsNPicfCRx2643VYgGLhcjoWGdHExEREblrHC4A9O3blyNHjqQ6bcOGDXTo0IGVK1ema+Wurq7MmTOHjh070rhxY86dO4evr699evHixQkLC0vXMkVEREREJGepXbs2X375ZarTrly5wqeffkrNmjUzvJ6TJ0+SmJjI0KFD6dq1Kx999JHaILmYl7sLtVjNGZdGROerhM0YMAZPDzdnRxMRERG5axwuALi5udG3b18OHDhgfy00NJQnnniCsWPHYrFYmDlzZroDjBw5kp9++okzZ85w4sQJLBaLfZoxJtnPIiIiIiKS+4wcOZKQkBD69u3L+vXrsVgs7N+/nw8++ICuXbty6tQphg4dmuH1JCYm8tNPPzF16lRWrlzJ/v37CQ0NVRskl/KL24YHYfyc0IOwiCucj7hC9Ure+HkXdnY0ERERkbvG4Y77P/nkEwYNGsSAAQNYsGABv/zyCwsXLiQ+Pp4BAwYwYsQIChd2/ETq6NGjXLt2jWrVqlGwYEHatWvHxo0byZcvn32e8+fPU7x48fRtkYiIiIiI5Ch169Zl0aJFTJ48menTpwPYB+P19fVl1qxZNGrUKMPr8fHxoXHjxnh5eQHQpk0btUFyMeuRhZiCZajf5AkqXU7A08MNP+/CWK0q8IiIiEje4XABwMfHhw8//JAhQ4bQr18/ABo0aMBLL71ElSpV0r3iU6dOMWfOHD7++GMAtmzZQu/evXnjjTc4efIkZcqU4csvv6RHjx7pXraIiIiIiOQsTZs2ZdOmTYSEhPD3339js9koXbo0gYGBuLg43Gy5pVatWjF+/Hiio6MpXLgw33//PR06dGDx4sVqg+Q20Yfg7CYstV6ldIlilC7h7EAiIiIizpGuM2kPDw+WLVvGyJEj+eGHHxg8ePAdXfwHaNGiBfv37+ehhx4iX758tGvXjo4dO+Ll5cWIESOIi4ujRYsWdOjQ4Y6WLyIiIiIiOcOJEyeoUKECFouFGjVqUKNGjWTTL1++zMyZM3n55ZcztJ7atWvzxBNP0KdPH+Lj42natCmPPvoolSpVylVtEJvNcCY8hojoWLzy6l3vhxeA1RUqP+HsJCIiIiJOZTHGmNQm9O/fP803JSQk8Msvv5A/f37q1Knzv4VZLAQHB2d6SEecOnWK1q1bs2XLFsqUKeOUDCIiIiKSe+l8M+vcd999LFu2jHvuuSfFtA0bNjB16lTCw8OTjUeWHWTHY8JmM2zafZKQY+FgsYAxVK/kTdug8g4VAXJF8SAhBtaVhlIPQNOPnZ1GRERE5I5lxvlmmk8AnDp16pZvLFWqlEPziYiIiIiI3Iqbmxt9+/Zl6dKlVKtWDYDQ0FBeeeUVduzYgY+PDzNnznRyypzhTHgMIcfC8fUqhNViwWYMIcfCCazsQ2lf91u+N6PFg2zjxEcQfxGqDHN2EhERERGnS7MAsHXr1ruZQ0RERERE8qhPPvmEQYMGMWDAABYsWMAvv/zCwoULiY+PZ8CAAYwYMYLChQs7O2aOEBEdCxYLVkvSBXurxQIWC5HRsbctAGSkeJBtGJPU/U+xmuDb1NlpRERERJwuc0bT+ldiYiL58uXLzEWKiIiIiEgu5+Pjw4cffsiQIUPo168fAA0aNOCll1664zHH8iovDzcwBpsx9ov4GIOnh9tt35uR4kG2ceEniNwH976T9BSDiIiISB6XrgLAnj17+Oabb7hy5Qo2m83+emJiIjExMezdu5edO3dmekgREREREcndPDw8WLZsGSNHjuSHH35g8ODBuvh/B/y8C1O9kneKbnz8vG//BEVGigfZxqH54OoBFR5zdhIRERGRbMHhAsCaNWuYNGkS18cMtlgs3Dh+cP78+WnZsmWmBxQRERERkdylf//+aU5LSEggMTGRkSNHUqdOHfvrFouF4ODgu5Au45w5kK7VaqFtUHkCK/sQGR2LZzrWn5HiQbYQew5CP4V7hoJrDnliQURERCSLOVwA+OCDDyhbtiyLFi0iPj6eLl26sH37dvuJ+NKlS+nTp09WZhURERERkVzg1KlTt5xeqlQph+bLjrLDQLpWq4XSvu7p7rYnI8WDbOHoe2CLhyrPODuJiIiISLbhcAHgxIkTDB8+nIoVKwJQuHBhfv75Zzp16sRzzz3HoUOHWLx4MY0aNcqysCIiIiIikvNt3brV2RGyTE4fSPdOiwdOZ0uAw+9AidZQtKqz04iIiIhkG1aHZ7Ra8fT0tP9cvnx5Dh48aP+5VatWHDp0KHPTiYiIiIiIkDTuWE5wq4F0JQv98xVcCQV/3f0vIiIiciOHnwAoV65csgv8FSpU4MCBA/afExISiImJydx0IiIiIiKSJ+zZs4dvvvmGK1euYLPZ7K8nJiYSExPD3r172blzpxMTOiZXDKSbEx2aD4XKQOkuzk4iIiIikq04XAB48MEHmTt3LgULFuSZZ56hadOmTJ48mXXr1lG5cmVWrFhh7x5IRERERETEUWvWrGHSpEkYY4CkAX+v/xsgf/78tGzZ0knp0ifHD6SbE0UfgrOboNarYHW4iSsiIiKSJzh8djR48GAOHz7Mu+++y9ChQ+natSvr16/n+eefx2KxkC9fPubOnZuVWUVEREREJBf64IMPKFu2LIsWLSI+Pp4uXbqwfft2LBYLwcHBLF26lD59+jg7pkNy/EC6OdHhhWB1hcpPODuJiIiISLbjcAHAxcWFmTNnMmHCBAoWLAjAkiVL+Oqrr4iKiqJp06ZUqVIly4KKiIiIiEjudOLECYYPH25/orhw4cL8/PPPdOrUieeee45Dhw6xePFiGjVq5OSkjsmxA+nmRAkxcGwplO0BBUs6O42IiIhItuPwIMDX+fj4YLPZuHDhAsYYHnroIQYOHKiL/yIiIiIickesViuenp72n8uXL8/BgwftP7dq1SrZeGQidic+hviLUEWD/4qIiIikJl0FgJMnTzJixAjq169P8+bN2bt3Lz/99BMPP/wwe/bsyaqMIiIiIiKSi5UrVy7ZBf4KFSpw4MAB+88JCQnExMQ4I5pkZ8bA4flQrCb43ufsNCIiIiLZksMFgBMnTvDwww+ze/dumjVrZh+UK1++fBw7doxBgwaxb9++rMopIiIiIiK51IMPPshHH33ErFmziIuLo2nTpuzatYt169axf/9+VqxYYe8eSMTuwk8QuQ+qDEsacFlEREREUnC4APDWW2/h5ubGhg0bePnll+0FgKCgIDZs2ICPjw/z5s3LsqAiIiIiIpI7DR48mA4dOvDuu+9is9no2rUrdevW5fnnn+eRRx7h9OnTjBgxwtkxJbs5vABcPaDCY85OIiIiIpJtOTwI8M6dO3n88cfx9vYmMjIy2bQSJUrQp08f3nvvvUwPKCIiIiIiuZuLiwszZ85kwoQJFCxYEIAlS5bw1VdfERUVRdOmTTXmWB5hsxnOhMcQER2Ll4cbft6FsVpTubs/9hz8/SncMwRcNdiyiIiISFocLgBcu3YNDw+PNKe7uroSFxeXKaFERERERCTv8fHxwWazERERgYeHBw899JCzI8ldZLMZNu0+Scix8KQufYyheiVv2gaVT1kEOPoe2K5Blaft73WocCAiIiKSxzjcBVDVqlXZunVrqtMSEhL4/PPPCQgIyLRgIiIiIiKSd5w8eZIRI0ZQv359mjdvzt69e/npp594+OGH2bNnj7PjyV1wJjyGkGPh+HoVooRXIXy9ChFyLJwz4TcNAG1LhMPvQIn7oWg1e+Fg1aa/2Lz7b1Zt+otNu09isxnnbIiIiIhINuJwAWDIkCH8+OOPjBs3jp07dwJw+vRptmzZQv/+/QkJCeHxxx/PsqAiIiIiIpI7nThxgocffpjdu3fTrFkz+3hj+fLl49ixYwwaNIh9+/Y5N2QeYrMZTp+/zO9HL3D6/OW7diE9IjoWLBas/w7oa7VYwGIhMjo2+Yz/fAlXQsF/GJCOwoGIiIhIHuRwF0CtWrXitddeY+rUqXz11VcAvPjiixhjKFCgAOPHj6d9+/ZZFlRERERERHKnt956Czc3N9atW4fFYuG///0vAEFBQWzYsIFHH32UefPmacyxuyBd3fBkMi8PNzAGmzFYLRZsxoAxeHq4JZ/x0AIoWBpKdwFuXTgo7avxAURERCRvc7gAANC9e3fatWvHjh07CA0NxWazUbp0aZo0aYKnp2dWZRQRERERkVxs586dPP7443h7exMZGZlsWokSJejTp48u/t8lN95Nf/0ifMixcAIr+2T5xXQ/78JUr+Sdovjg5134fzNFH4Kz/4Wa/wFrUnPW4cKBiIiISB6UrgIAgLu7O+3btycyMpJ8+fLdcmBgERERERGR27l27dot2xWurq7ExcXdxUR5lzPvprdaLbQNKk9gZR8io2PxTG0w38MLweIC9zxpf8mhwoGIiIhIHpWuAsCJEyeYO3cu27dvJyYmqT/FYsWK0a5dO0aMGIGPj0+WhBQRERERkdyratWqbN26lcceeyzFtISEBD7//HMCAgKckCzvcfbd9FarhdK+7qkXGxJi4NhSKNsDCpZM9p7bFg5ERERE8iiHCwAHDx6kb9++xMbG0qxZMypUqEBiYiInT55k9erVbNu2jZUrV+Ln55eVeUVEREREJJcZMmQIzzzzDOPGjaN169YAnD59mi1btvD+++8TEhLC22+/7dyQeUS2vpv+xMcQf9E++O+Nblk4EBEREcnDHC4AzJgxAzc3N1atWkWlSpWSTTt06BD9+/dn5syZvPnmm5keUkREREREcq9WrVrx2muvMXXqVL766isAXnzxRYwxFChQgPHjx9O+fXsnp8wbsu3d9MbA4flQrCb43ufcLCIiIiI5iMMFgF9//ZWhQ4emuPgP4O/vT//+/QkODs7UcCIiIiIikjd0796ddu3asWPHDkJDQ7HZbJQuXZomTZrg6enp7Hh5Sra8m/7CTojcB/cuTHoyQUREREQc4nABoHDhwiQkJKQ5PX/+/Fit1kwJJSIiIiIieY+7uzvt27cnMjKSfPny3XJgYMljDs8HVw+o0NfZSURERERyFIcLAH379mXJkiXcf//9VK1aNdm0f/75hxUrVtCvX79MDygiIiIiIrnfiRMnmDt3Ltu3bycmJgaAYsWK0a5dO0aMGIGPj4+TE+ZcNpvhTHgMEdGxeGWXLn3SI/Yc/P0p3DMEXO/sqYQcvw9ERERE7pDDBQCbzUbhwoXp0aMH9913H5UqVSJ//vz8/fffbN26FYvFQmhoKM8//7z9PRaLhalTp2ZJcBERERERyR0OHjxI3759iY2NpVmzZlSoUIHExEROnjzJ6tWr2bZtGytXrsTPz8/ZUXMcm82waffJFIP6tg0qn3MugB99H2zXoMrTd/T2XLEPRERERO6QwwWA2bNn2/+9fft2tm/fnmKedevWJftZBQAREREREbmdGTNm4ObmxqpVq1KMOXbo0CH69+/PzJkzefPNN52UMOc6Ex5DyLFwfL0KYbVYsBlDyLFwAiv7ZK8+/tNiS4TD70CJ+6FotTtaRI7fByIiIiIZ4HAB4ODBg1mZQ0RERERE8qhff/2VoUOHprj4D+Dv70///v0JDg52QrKcLyI6FiwWrP8OnGu1WMBiITI6Nmdc/P7nS7jyN9SfdceLyPH7QERERCQDMjxq7+XLl7l69WpmZBERERERkTyocOHCJCQkpDk9f/78WK0ZbrrkSV4ebmAMNmMAkv5vDJ4ebk5O5qBDC6BgaSjd5Y4XkeP3gYiIiEgGpOss+quvvmLWrP/deTF58mSCgoJo0KABL7744i1P2kVERERERFLTt29fgoODU33q+J9//mHFihX069fPCclyPj/vwlSv5M35iCuERVzhfMQVqlfyxs+7sLOj3V70ITj736TBf60OP7yeQo7eByIiIiIZ5PBZ1Jo1a3jhhReoUaMGY8aMYfv27axcuZL69etTrlw51qxZQ+nSpRk6dGhW5hURERERkVzGZrNRuHBhevTowX333UelSpXInz8/f//9N1u3bsVisRAaGsrzzz9vf4/GG3OM1WqhbVB5Aiv7EBkdi6eHG37ehXPG4LeHF4LFBe55IkOLydH7QERERCSDHC4ArFixgqCgIJYsWQLA559/jqurKwsWLKBo0aLkz5+f9evXqwAgIiIiIiLpMnv2bPu/t2/fzvbt21PMs27dumQ/qwDgOKvVQmlf95zV331CDBxbCmV7QEG/DC8uR+4DERERkUzgcAHg2LFjTJw4ERcXF2w2Gz/88AP16tWjaNGiAAQGBqY4KRcREREREbmd1Lr+kezFZjOcCY8hIjoWr9vcQZ+eedN04mOIvwj+wzIhvYiIiEje5XABoGDBgly7dg2AX375hYsXL9K8eXP79HPnzlGsWLFMD5iXZMqJsoiIiIhILnH58mXy5ctHwYIFnR0lT7PZDJt2nyTkWDhYLGAM1St50zaofIr2SnrmTZMxcHg+FA0E3/uyYItERERE8g6HCwDVq1dn1apV1K1bl/nz52O1WmnXrh0Af/75Jx9//DH16tXLsqC5XaacKIuIiIhI5ku4Ahd+hGO7nZ0kV/vqq684dOgQY8aMAWDy5Ml8+umnWCwWunfvzuTJk3FxufOBYCVtNpvh9IXLHAmNAuCeMsUo7etub4ecCY8h5Fg4vl6FsFos2Iwh5Fg4gZV9UnSpk55503RhJ0Tug3sXJrWNREREROSOOXwGPX78eAYNGkTPnj0xxtC/f3/Kli3Lzp07GThwIN7e3owaNSors+ZqmXKiLCIiIiIZlxibdAEybFvSf+E7wRYP0YWB0s5OlyutWbOGF154gRo1ajBmzBi2b9/OypUrqV+/PuXKlWPNmjWULl1a441lAZvN8N9dJ9i8+2+iYq5hMVC0SAHa3FuWdg0rYLVaiIiOBYsF678X460WC1gsREbHpmirpGfeNB2eDy5FoELfTN1WERERkbzI4QKAv78/X3zxBTt37qRkyZLUrVsXgCpVqvDss8/SrVs3fH19syxobpcpJ8oiIiIikn6J1yDiZzi7Fc5tgws/JRUBLFbwrAcBY6BEK7hWCWZ1dnbaXGnFihUEBQWxZMkSAD7//HNcXV1ZsGABRYsWJX/+/Kxfv14FgCxwJjyGvQfCiI1PxMfDDSxw+co19h48R817fCnt646XhxsYg80Y+81KGIOnh1uyZdlshvgEG5HRsbjlz4dH4fwYSHXeNMWeg78/hXueAle1g0REREQyKl3P0Hp6evLAAw8ke83b25unnnoqU0PlRY6eVIuIiIhIBtkSIGLv/+7wP/8DJF4BLOBZG+55OumCf/HmkL/o/9536pTTIud2x44dY+LEibi4uGCz2fjhhx+oV68eRYsm7f/AwEDWrVvn5JS5U0R0LHEJNqyA5d+bkSwWK3HXEu03I/l5F6Z6Je8U3ZX6eRe2L+d6l6Z/HgvnSlw8ew+eo1iRApTyLkSNyj7J5r2lo++D7RpUeSYLtlZEREQk71EnmtmEIyfVIiIiInIHbIkQte9/F/zPfQ8Jl5KmFQ2EyoP/veDfAgp4OTVqXlWwYEGuXbsGwC+//MLFixdp3ry5ffq5c+coVqyYk9LdHTab4Ux4DBHRsXh5uOHnXfiujAXm5eFGARcrNsAYAxYwxkaB/PnsNyNZrRbaBpUnsLIPkdGxeKaS73qXpsW9ClHCqxDRMdc4cyGGlg3KUaeKr2PbYkuEw+8kfR6LVsuiLRYRERHJW1QAyCYcOakWEREREQcYG0T9fsMF/+8gPippmkcAVHgs6QJjiZbgVtyZSeVf1atXZ9WqVdStW5f58+djtVpp164dAH/++Scff/wx9erVc3LKrHP97vmbbwZqG1Q+y9sDft6FqV+tBJt3/82F6Fj7GAD1qxZPdjOS1WqhtK97mt2T3tylaVH3AsReSyS/i9XxbfjnK7jyN9R7K8PbJSIiIiJJVADIRm53Ui0iIiIiqTAGLob8e7F/G5zbDnHhSdPcK0O5nv/e4d8SCpVyalRJ3fjx4xk0aBA9e/bEGEP//v0pW7YsO3fuZODAgXh7ezNq1Chnx8wy1++e9/UqZO8ONORYOIGVfbK8bWC1WmjXsAI1KvtwJDQKC1C5TDFK+7qnq/iQKV2aHpoPBUtBma7p3xARERERSZUKACIiIiKSsxgDlw7dcIf/t0kDhwIUKgelOv17h38rKFzOqVHFMf7+/nzxxRfs3LmTkiVLUrduXQCqVKnCs88+S7du3fD19XVyyqxz893zVosFLBZ7H/xZzWq1ULZ4EcoWL3LHy8hwl6bRh+Dsf6HmK2BVM1VEREQks+jMSnItZ/WjKiIiIpnMGIg5/r8L/mHb4Oo/SdMKloKSbW+44F8x6eKj5Dienp488MADyV7z9vbmqaeeclKiuydT7p5Ph8w4T05tGRnq0vTwO2BxgXuevIMtEhEREZG0pKsAEBUVxTvvvMO2bds4e/Ys77zzDgUKFOCDDz5g9OjRVKhQIYtiiqSPM/tRFRERkUwQ83fyC/5X/k563a04FG/1vwv+Rarogr/keBm+ez4dMuM8+VbLuKMuTROuwLGlULYHFPS7g60SERERkbQ4XAA4f/48vXv3JiwsjOrVq/P330mNsEuXLrFp0yZ++uknPvroIypXrpxlYUUc5cx+VEVEROQOXD1zwwX/rXD5WNLrBbyT+u6v/n9JF/w9qumCv+Q6VqslY3fPpyKtu/wz4zz55mUk2mzsCTlLftd8+JfzTH/2Ex8lDdTt/8ydbayIiIiIpMnhAsBbb73FxYsXWb9+PV5eXjRp0gSAFi1asHr1agYNGsTs2bOZM2dOloUVcZSz+1EVERGR24g9B2Hf/m/g3ui/kl53LQrFW4D/yKQL/sUCwWJ1alSRu8FqtdzZ3fOpuNUd+plxnnzjMowxnPgnmpNhl4iLD2XfX+fS90SBMXB4ARQNBN9mGdlsEREREUmFwwWAb7/9lr59+3LPPfcQGRmZbFq1atV47LHH+OSTTzI9oMiduNv9qIqIiMhtxIXDue3/u8v/4p9Jr7sUgeLNoPIT/17wrwPWfE6NKpLT3eou/8w4T75xGZevxBMWeQU3VyulfN1xL+SavicKLuyEyF/h3gV6ukdEREQkCzhcAIiJiaFkyZJpTvf09OTSpUuZEkoko+5mP6oiIiKSimsX4dx3/7vDP/I3wEC+QuB7H1Tom3TB36s+WNM1LJWI3Mat7vKvXtE7w+fJN55rR16OIy4ukbIli1CkkCuW9D5RcHhBUiGwQt873VwRERERuQWHW1uVK1dm165d9O7dO9XpmzdvpmLFipkWTCQjsqIfVREREbmF+Etw/of/3eEf+QsYG+RzA58mUOs//17wvxfy5Xd2WsmGoqKieOedd9i2bRtnz57lnXfeoUCBAnzwwQeMHj2aChUqODtijnGru/wz4zz5xmUc+juSH/f/Q7mSRbCk94mC2HPw9yq45ylwLZKBLRYRERGRtDhcAOjXrx8TJ06kXLly3H///QBcu3aNgwcPsnjxYnbu3MnkyZOzLKhIemVmP6oiIiJyk4QrcH7H/y74R/wMJhGsruDdCGpMSrrg79MoqQggcgvnz5+nd+/ehIWFUb16df7++28ALl26xKZNm/jpp5/46KOPqFy5spOT5gy3exo2M86Try/Dz7sw1+IT7+yJgqPvg+0aVHn6jnOIiIiIyK05XADo3r07//zzDwsWLGDx4sUADB06FABjDP369Uvz6QARERERyeESY+HCT/+74B++C2zxYHEB73uh+vh/L/g3AZdCzk4rOcxbb73FxYsXWb9+PV5eXjRp0gSAFi1asHr1agYNGsTs2bOZM2eOk5PmDBm9y99mM5wJjyEiOhav27z3jtdlS4TD7yR9bxStnt5NFBEREREHpavD1eHDh9O1a1c2bdpEaGgoiYmJlClThlatWlGlSpWsyigiIiIid1viNQjfDWFbky74X/h/9v48Pq67Ovz/X/fe2Rdto12WbVm24y0LsROSkBUHB8JOQwokJA2EhkKg9FO20tB+aIHS7y808GMr8A0QQn4QSkkaIFBI4ixO4hgb4iRe4kXyKlnSjEazz52Ze+/vjyuNJEuyR9Yyknyej0eLNTOaeUuG5LzP+7zPeR5MHRQVqtfDOX9nJ+7qLgen3LYTU/Pkk09y8803s3z5cqLR6KjnVq9ezU033cTPfvazMq1ufjrTKn/TtPjDtsNjKvrfcPGSUx4CTPqzun4D6SNw4X9Man1CCCGEEGJyJj1xrbW1lQ984AMzsRYhhBBCCFEuZgH6tw9X+PdtASMDKFB9Aaz86GDC/wpwVZZ7tWKBSaVSNDY2Tvh8dXU1iURiFld09uqOpNjdEaGuxlecH7C7I8K69trTJvgnc3OAfd8CbzMsetsM/BRCCCGEEGLIhAcA3/zmNyf9Zoqi8NGPfnRKCxJCCCGEELPANCD65xEJ/2egkLSfqzoX2j9kJ/zrrwR3TXnXKha89vZ2XnjhhQlbij722GO0tbXN8qrOTv3xLCgKqmIn7lVFAUUhGs+e8gBgUjcH4vvhxO/h3C/Yc0OEEEIIIcSMkQMAIYQQQoizgWXCwMvDLX16n4Z8zH6uYhW0vX8w4X81eOrKulRx9nn/+9/P5z73ORYvXszrX/96AHK5HHv37uV73/seW7du5Z//+Z/LvMqzQ02FBywL07KKNwCwLKorTj3Me1I3B/Z/x54fsvxDM/iTCCGEEEIIOMUBwOOPPz6b6xBCCCGEENPJsiC2ezDZvxl6nwI9Yj8XWA6Lb7QT/g1Xg7eprEsV4l3vehddXV18+9vf5nvf+x4AH/7whwGwLIv3v//9E94OENOrKeRnzbLQmEr+ppD/lN9X8s2BQho6fgit75J/9gghhBBCzIIJDwBaWlpmcx1CCCGEEGIqLAsS+4Zb+vQ+Cdle+zn/Emh5K9RfYyf9/a1lXaoQ47nzzjt5+9vfzh/+8AeOHj2KYRgsWrSIa665hhUrVpR7eWcNVVV4w8VLWNdeSzSepfp0vfwHlXxz4PBPIT9gzxURQgghhBAzblJDgI8dO8Zjjz1GOp3GNM3i44ZhkEql2Lp1K4888si0L1IIIYQQQpzEsiDZMSLhvxky3fZz3hZo3DRY4X8NBKR3upgfWltb+cAHPlDuZZz1VFWhpS5w2qG/I5V0c8Cy7OG/levsgeJCCCGEEGLGlXwA8MQTT/Dxj3+cQqEA2P3+Lcsq/llVVVatWjUzqxRCCCGEEJA6PJzw79kM6aP2456G4WR//TUQXG4n4ISYo2Te2MJT0s2ByAv28PGLvj1j/4wyTYvuSIr+eJaaEm8vCCGEEEIsZCUfAHz3u9+lqqqKr3zlKxiGwR133MF//dd/kc/n+clPfsJjjz3GF7/4xZlcqxBCCCHE2SV9fHTCP9VpP+4O2cN613zGTvpXrJaEv5hX5ABgYTrtzYF93wJHEJbePCOfb5oWf9h2eMwthDdcvEQOAYQQQghx1ir5AGDfvn188IMf5PLLL8c0TTweD93d3WzatIkLL7yQ97znPXzjG9/g29/+9kyuVwghhBBi4cr02L37ezZDzxOQ2G8/7qyChqvgnL+1E/5V60BRy7lSIabk8ccfL/cSxGzL9sKRn8PyvwZncEY+ojuSYndHhLoaX3EOwe6OCOvaayfVzkgIIYQQYiEp+QDAMAyampoAUFWVxYsXs2fPHjZt2gTA9ddfz7333jszqxRCCCGEWIj0CPQ8OdzDP7bbftwRhPorYfkdgwn/80HVyrpUIaZTS0tLuZcgZtvBH4CZgxV/M2Mf0R/PgqKgDt6IUhUFFIVoPCsHAEIIIYQ4a5V8ANDS0sKRI0eKXy9ZsoS9e/cWv3Y6ncRiseldnRBCCCHEQpIbgN6nhlv6DLxkP+7wQ93l0HaL3cO/5kJQSw7ThFgQjh07xmOPPUY6ncY0zeLjhmGQSqXYunUrjzzySBlXKM6YacCB/7QPNCvXzNjH1FR4wLIwLat4AwDLorrCM2OfKYQQQggx15W8s7z22mv5yU9+wqJFi3jnO9/JRRddxFe/+lW2bdtGe3s7v/jFL6SSRwghhBBipHwcep8ZTvhH/wxYoHmg9jI474t2Qix0EajOcq9WiLJ54okn+PjHP06hUADsfv+WZRX/rKoqq1atKucSp914w2qBhTnAtus39hDz19w9ox/TFPKzZllozAyAod+tEEIIIcTZqOQDgA9/+MP86U9/4p/+6Z9405vexLvf/W5+9rOfceuttwJgWRZf+tKXZmyhYu4ab/OyIDYqQgghxGQVUtD37HAP//4dYBmguqD2Elj3T3bCv/YS0NzlXq0Qc8Z3v/tdqqqq+MpXvoJhGNxxxx3813/9F/l8np/85Cc89thjfPGLXyz3MqfNeMNqV7fVALCns3/hDbDd/23wNsOit8/ox6iqwhsuXsK69lqi8SzVsjcRQgghhCj9AMDv9/PAAw/w0ksvEQjY/RMffPBB7rvvPmKxGFdeeSVXXHHFjC1UzE3jbV4WzEZFCCGEOJ1CBsLPD/fwj2wDMw+KA0IXw5rPDib8LwWHr9yrFWLO2rdvHx/84Ae5/PLLMU0Tj8dDd3c3mzZt4sILL+Q973kP3/jGN/j2t79d7qVOi/GG1e7Y0wOKwpKmioU1wDa+H7r/F879wpRuOpVadKSqCi11gfn9OxNCCCGEmEaTbi573nnnFf8cDAa58847p3VBYn4Zb/OyIDYqQgghxHgMHSIvDLf0CT9vD7VUVKheD6v+j93Dv+514JR/DwpRKsMwaGpqAkBVVRYvXsyePXvYtGkTANdffz333ntvOZc4rcYbVqsXTLBYeANsD/ynfSi6/ENn/BZSdCSEEEIIceYmdQCwfft2tmzZQl9f36jBXEMUReHLX/5yye/3zW9+k9/+9rcAXHXVVXz605/mueee49/+7d/QdZ03velN/N3f/d1klihm2XiblwWxURFCCCHAruaPbLfb+fRshvBzYGQABaovgJV32hX+dVeAq7LcqxVi3mppaeHIkSPFr5csWcLevXuLXzudTmKx2LR+5r//+78TjUb5yle+Mut7kPGG1bodKgz+ecEMsC2k4eAPoPVd4G0647cZKjqqrfaSyhRIZ/Ns39PDmrYQrQ3BaVywEEIIIcTCU/IBwP3338+Xv/zl4jCu8UzmAOC5555jy5YtPPTQQyiKwu23386vf/1r7r77bu6//36ampq44447eOqpp7jqqqtKXWbJpG/99Bhv8zLvNypCCCHOXmbBHtQ7VOHf94zd1x+g6lxo/5Cd8K+/Etw15V2rEAvItddey09+8hMWLVrEO9/5Ti666CK++tWvsm3bNtrb2/nFL35BS0vLtH3e888/z0MPPcTVV19NNpvlc5/73LTuQU631xhvWO361Q3A2BkA83qA7eGfQn4AVn50Sm/TH89iAZ1dcfqiaUAhqxf4w7bD/NWb18o+TgghhBDiFEo+APjRj37EunXr+OpXv8qiRYtQVXVKH1xXV8dnP/tZXC4XAO3t7Rw6dIglS5bQ2toKwFvf+lZ+97vfTfsBwFy4QrpQDiDG27zM+42KEEKIs4dlQnTniIT/05CP289VrIa2WwcT/leBp668axViAfvwhz/Mn/70J/7pn/6JN73pTbz73e/mZz/7GbfeeisAlmXxpS99aVo+a2BggHvuuYcPf/jD7N27l5deemla9yCl7DUmGlYLcO7yuoUxwNayYN+3oHKtfUtqCmoqPGT0Ar39KQI+F1hgYdHdl6Q7kpKbx0IIIYQQp1DyAUB/fz933HEHixcvnpYPXrFiRfHPhw4d4re//S0333wzdXXDm+v6+np6enqm5fNGKnff+rlwADFdJtq8zLefQwghxFnCsiC2azjh3/sk5KL2c8EVsOQ9dg//hqvB21jOlQpxVvH7/TzwwAO89NJLBAJ2PP7ggw9y3333EYvFuPLKK7niiqklkYf80z/9E3/3d39Hd3c3AL29vdO6Byl1rzHRsNrpHGBb1qKjyAv2jaqLvm3veaagKeSnKeSnszuOmsljodBQ7cPrcUrrUSGEEEKI0yj5AODCCy9k165d076A/fv3c8cdd/DpT38aTdM4dOhQ8TnLslCmGCyOp9x968t9ADHdJtq8CCGEEGVnWRB/FXoHE/49T4LeZz/nXwqL3gENr7cT/r5F5VunEAKA8847r/jnYDDInXfeOa3v/1//9V80NTVx6aWX8stf/hIA0zRH7Tmmugcp915jSNmLjvZ9CxxBWHrzlN9KVRXecMkSusNJvF4nPrcTv9dBOJqZldajC+X2thBCCCHOTiUfANx111381V/9Fffccw8bN24kFAqNGxg3NzeX/OE7duzg4x//OJ/73Od485vfzLZt2+jr6ys+39fXR319fcnvV6py962fK5sCIYQQYsGxLEh2DCb7n7Ar/DN2lS++RdD0RrulT8M1EFhazpUKIU6yfft2tmzZQl9fH6Zpjnl+MvPGJvLoo4/S19fH29/+dmKxGOl0muPHj6NpWvE1U92DlHuvMaSsRUfZPjjyc3tuinN6hvS21AbYsKaR3R0RMnqBTDY/ra1HJ0ryl/0gRQghhBBiiko+ANA0jaqqKr73ve/xve99b8LX7dmzp6T36+7u5qMf/Sj33HMPl156KQDnn38+nZ2dHD58mEWLFvHrX/+av/iLvyh1iSUrd9/6ubIpEEIIIRaE1OHhlj49myF91H7c0zic7G+4BgLtU25DIYSYGffffz9f/vKXsSxrwtdMxwHAD3/4w+Kff/nLX7Jt2za+8IUvsGnTpmnbg5R7rzGkrEVHB+8FMwcrPzJtbzmTrUdPleSfyYMUuVkghBBCiNkwqRsABw8e5LrrrmPp0qU4HCV/67juvfdedF3nK1/5SvGx97znPXzlK1/hYx/7GLquc9VVV/HGN75xSp8znnL3rZ8rmwIhhBBiXkofH53wT3Xaj7trof5qWPNZO+FfsUoS/kLMEz/60Y9Yt24dX/3qV1m0aBGqqs7aZ7vd7mndg5R7rzGkbEVHpgEH/tP+53Dlmml965lqPXqqJP9MHaTIzQIhhBBCzJaSs/gvvfQSt99+O5/4xCem5YPvuusu7rrrrnGfe+SRR6blM06lnH3r58qmQAghhJgXMifs3v1DffwT++3HXdVQfxWs+sRgomktKLOXNBRCTJ/+/n7uuOMOFi9ePGuf+a53vYt3vetdAFx66aXTugeZCzOyylZ01PWofTPrNXfP7OdMo1Ml+WfqIGWhzYUTQgghxNxV8gFAdXU1tbW1M7mWs8pc2BQIIYQQc1I2bPfuH6rwjw+2F3RWQN2VsPzDdsK/+nxJ+AuxQFx44YXs2rWr3MuYVTPd/mVk0VEklqFgWDhUhe5IamaLj/Z/C7zNsOjtM/P+M+BUSf6ZOkiRuXBCCCGEmC0lHwC8973v5YEHHuD666+npqZmJtckhBBCiLNJLgo9T9nJ/t7NMPCy/bjDD3VXwLK/Gkz4vwbUqbUgFELMTXfddRd/9Vd/xT333MPGjRsJhUIo47Twam5uLsPqpt9stX9RVYWmkJ9XDoZnp9VM4gB0/y+c+39BdU7ve8+gUyX5Z+r2tsyFE0IIIcRsKXkXraoq6XSajRs3cuGFFxIKhdA0bdRrpmMwlxBCCCEWuHwcep8ZrvCP/hmwQPNC3evg/PdA/TUQ2jCvEkhCiDOnaRpVVVV873vf43vf+96Er9uzZ88srmrmzGb7l1ltNbP/O6A4oP1D0/u+M+x0Sf6ZuL0tc+GEEEIIMVtKPgC4++7hHo7PPvvsuK+RAwAhhBBCjFFIQe+W4R7+/TvAMkB1Qe2lcO4/Q8PrIXQxaO5yr1YIUQZ33XUXBw8e5LrrrmPp0qU4HAv7ts9stn+Ztc8qpOHgD6D1XeCbfzc1ZrtFq8yFE0IIIcRsKTmy3rt370yuQwghhBALRSED4eeGK/wj28Aq2FWhta+FNf9gt/SpvRQc3nKvVggxB7z00kvcfvvtfOITnyj3UmbFbLZ/mbXPOvwzyA/Aio9M7/sOmumZCeUgc+GEEEIIMRsWdmmNEEIIIWaeoUN463AP//BWMHOgaFCzHlZ/0k74173O7usvhBAnqa6upra2ttzLmDWz2f5lVj7LsmDft6ByLdRfOX3vO2i2ZiYIIYQQQixEcgAghBBCiMkx8xD542CF/xN2tb+RBRR7UO/Kj9kJ//orwFlR7tUKIeaB9773vTzwwANcf/311NTUlHs5M24227/MymdFXoDon+Cib9sJ+mk2q3MMhBBCCCEWGDkAmIcW4vVXIYQQc5hZgP4/Dffw79ti9/UHqDoPlt8xmPC/ElzV5V2rEGJeUlWVdDrNxo0bufDCCwmFQmiaNuo1C23e2HS1fyllb6CqSrHivz+eBZjePcS+b4MjCEtvnp73O8lszkwQQgghhFho5ABgnpHrr0IIIWacacDAzuEe/n3PQD5uP1exGtpuHUz4XwWeuvKuVQixINx9993FPz/77LPjvmahHQBMh1L3BjO6h8j2wZEHof1D4AxO8Sca38lzDAzTJJ3N0zeQ4XhfUgqihBBCCCFOYcIDgCeffJJ169adVb045wO5/iqEEGLaWSbEdg0n/HufglzUfi64Apa8B+qvgYarwdtY1qUKIRamvXv3lnsJ81Kpe4MZ3UN0/MCe+7JyZob/wug5BhbQFU6BZfHnV3t58dVeKYgSQgghhDiFCQ8APvnJT/LZz36WG264AYBbbrmFv/mbv+HSSy+dtcWJseT6qxBCiCmzLIjvHZHwfxL0sP2cvw0WvdOu8G+4BnwtZV2qEELMN7PZrrPUvcGM7SFMA/Z/B+qvhso1U/lRTmnkHIP9R6JkssdZ3FSBpqpSECWEEEIIcRoTHgBYlsWOHTt485vfjNfrZdu2bdx4442zubYFr5TNwcmvqQq6sUyTWFJHzxm4XRqWaVJd4SnTTyGEEGLOsyxIHBju4d/zJGRP2M/5WqH5+uGEv39JWZcqhBDz2Wy36zy5NY5pWWBZY/YGpb5u0roehdRheM3dp3/tFA3NTOiPZ/F5XWiqaj8uBVFCCCGEEKc04QHApk2beOihh3j44YeLj33qU5/iU5/61IRvpigKu3fvntYFLlSlbA7Ge82qJTVYwI69vUMPsaathoZq35j3l0HBQghxFkseGlHhvxnSx+zHvU3Q8PrhhH9gmf3vGCGEEFM22+06R7bGGbmnGBr4O9nXTdr+b4O3GRa9fWrvMwkzdpghhBBCCLFATXgA8IUvfIG1a9eyb98+crkc//M//8P69etpbW2dzfWdsbmeAC9lczDea/60rxfLsli/qr54AyCjF+iJpovfJ4OChRDiLJQ+Npzw79kMqUP24+46u3f/UNI/uFIS/kIIMUNmu13nyNY40XiW6gn2PaW+blISB6D7d3Du/wXVObUfZBJm7DBDCCGEEGKBmvAAwOVycfPNNxe/fvjhh/nLv/xL3vrWt87KwqZiPiTAS9kcjPcaPWeAApUBd/G9sjlj1PfJoGAhhDgLZE6MTvgnD9iPu2qg/ipY9X/shH/lWkn4CyHmnCeffJJ169ZRW1tb7qVMq9muTp9M0dNQC51p2w/s/w4oDmj/0PS8X4lm5DBDCCGEEGIBm/AA4GR79+4t/jkcDtPV1YXT6aShoYGampoZWdyZmg8J8FI2B+O9xu3STvt9MihYCCEWoGyfPax3KOEfH/z3srPCTviv/Iid8K86DxS1rEsVQojT+eQnP8lnP/tZbrjhBgBuueUW/uZv/oZLL720zCubmqlWp08moV/WoqdCGjp+CK3vBF/zzH7WOKb9MEMIIYQQYgEr+QAA4JVXXuFf//Vfeemll0Y9fv755/OP//iPnHvuudO6uDM1HxLgpWwOxnvN+lX1AOzp7J/w+6QvphBCLAC5KPQ8NZjwfwJir9iPOwJQdwUs+4Cd8K9+DahaedcqhBCTZFkWO3bs4M1vfjNer5dt27Zx4403lntZUzaV6vTJJvTLWvR0+Gf2v6dWfHRmP0cIIYQQQkxZyQcAr776Ku9///sBuPHGG2lvb8c0TTo6OvjVr37FLbfcws9//nNWrFgxY4st1XxIgJeyOZjoNQDnLq+b8PukL6YQQsxDuRj0PTNc4R99EbBA80Ld5bD0fXbCv2b9rPZaFkKImbBp0yYeeughHn744eJjn/rUp/jUpz414fcoisLu3btnYXVTc6bV6ZNN6I9X9GQB+49EZ3YOmmXBvm/ZLebqr5ze9xZCCCGEENOu5AOAr33ta/j9fh588EFaWlpGPfeRj3yEG264gW9+85t8/etfn/ZFTtZ8SYCXsjmY6DWn+j7piymEEPNAPgl9W0Yk/HeAZYLqhtpL7aGKDa+H0MWgucq9WiGEmFZf+MIXWLt2Lfv27SOXy/E///M/rF+/ntbW1nIvrWwme4t5qOjJME1SmQKpbI7D3QnSmRx+n3vmWgJFtkH0T7DhWzJjRgghhBBiHij5AGD79u3cdtttY5L/AI2Njbz3ve/l/vvvn9bFnanZToBPplfnbJG+mEIIMccUMhB+bjjhH9kGVsGu5g+9Ftb+o13hX3spaHPnxpoQQswEl8vFzTffXPz64Ycf5i//8i9561vfWsZVlddkbzE3hfysbqvhsW1HGEjlMAyTXM4gVOmhvtqLBTPTEmjft+x2dG3vn773FEIIIYQQM6bkA4BcLoffP3EFfSAQIJvNTsuipsNsJcDLOnxLCCHE3GXoEN5qJ/t7N9t/NnOgaFBzEaz+lJ3wr7sMHHPrhpoQQsy2vXv3Fv8cDofp6urC6XTS0NBATU1NGVc2eyZ7i1lVFdYuq2XH3l5a6gKk9QLd4SThgSwNNXkq/K7pn4OW7YMjD0L77eAMTs97CiGEEEKIGVXyAcDq1av59a9/zU033YTDMfrb8vk8v/rVr1i5cuW0L3CuK+vwrRGmegthLt5iEEKIecXIQf8fhyv8w8+BkQVFtQf1nvNxu6VP3eWSNBFCiHG88sor/Ou//isvvfTSqMfPP/98/vEf/5Fzzz23TCubHaea/3W8LzlunD6Q1PF5nDTU+IincpyIpMCyyOoFAj7n9M9B6/iBfZi94iPT955CCCGEEGJGlXwAcPvtt3PnnXdy8803c9ttt7F06VIAOjo6+NGPfsSuXbu45557Zmqdc9Zke3XOhKneQpBbDEIIcQbMAvTvGE74920BI20/V3U+LP+wXeFffyW4qsq6VCGEmOteffVV3v9+u6XMjTfeSHt7O6Zp0tHRwa9+9StuueUWfv7zn7NixYoyr3RmnXyL+XRx+si2QUGfk9oqL0d7kqSyeaz+M5uDNmFhkGnA/u9A/dVQtXYGfnohhBBCCDETSj4AuPbaa/n85z/P3XffzSc+8Yni45Zl4Xa7+cxnPsMb3/jGmVjjnDbZXp0zYaq3EObKLQYhhJjTTAMGXhxO+Pc+A4WE/VzlWmj/wGDC/ypwh8q6VCGEmG++9rWv4ff7efDBB8fMHPvIRz7CDTfcwDe/+U2+/vWvl2mF5XG6OP3ktkFBn4trL17MmrYaQpXeM7oVPOGBQ9ejkDoMr/n/zOBPLIQQQgghplvJBwAAN910E29+85t5/vnnOXbsGJZlsWjRIi677DKqqqpmaIlz22R7dc6Eqd5CmAu3GIQQYs6xTBh4ZbiHf89TkB+wn6s4B5beZCf8G64GT305VyqEEPPe9u3bue2228Yk/wEaGxt573vfy/3331+GlZXX6eL0idoGnekt3lMeOOz/NnibYdE7pvEnFEIIIYQQM21SBwAAVVVVvOlNb5qJtcwppfbEn+6g+0xM9RbCXLjFIIQQZWdZEN8zosL/SdAj9nOBdlh8w2CF/9Xgay7nSoUQYsHJ5XL4/RMX0AQCAbLZ7CyuaG4oJU4/uW3QVJx84KAAab3A3pdfoOXE7zDX/TOq6pzy5wghhBBCiNkz6QOAs8Fke+JPZ9B9JqZ6C2Eu3GIQQohZZ1mQ2D864Z/tsZ/zLYbmtwxW+F8D/sVlXaoQQix0q1ev5te//jU33XQTDsfoLUo+n+dXv/oVK1euLNPqyme24/SRBw4KcODYAEd7kmzUfoTh0Hgm/iauNC2ZEyaEEEIIMY/IAcA4SumJX+oNgdkw1VsIc+EWgxBCzIpk53DCv2czZI7bj3ubofHaEQn/NjvRIoQQYlbcfvvt3Hnnndx8883cdtttLF26FICOjg5+9KMfsWvXLu65557yLrIMZjtOH3ngkNYLHO1J0tbg4DXOX3PMeS1/PuJgxTkpaRMqhBBCCDGPyAHAOCa6+rpjr10Z2lDt4/HtR0q+ITAbpnoLody3GIQQYkakjo7o4b/ZHl4Ids/++muGE/7BFZLwF0KIMrr22mv5/Oc/z913380nPvGJ4uOWZeF2u/nMZz7DG9/4xvItsIxmM04feeCwY4+993l9zR9wp+Ls97wP8jInTAghhBBivin5AMA0TVRVncm1zBkTXX0FOHh0gKa6AF19SepPcUNACCFEGWS6R1f4Jw/aj7tq7GG9qz5pJ/wr10jCXwgh5pibbrqJN7/5zTz//PMcO3YMy7JYtGgRl112GVVVVeVe3qyYjlvGU32PoQMHgIPHoqzM/pQBbTkntA1gZWROmBBCCCHEPFPyAcDb3vY23v3ud3PrrbfO5HrmhPGuvrY2BFjaVIEF7O6I4HZpxRsCqqKAItUwQggx67K90PPkcJV//FX7cWcl1F8FK++0E/5V54JydhxiCyHEfFZVVcWb3vSmci+jLAoFk19s3l/ca3jdDtYO3jIGSkrqT3aW2ak0hfxc2nyUUNduHucz9EUzMidMCCGEEGIeKvkA4PDhw3i93plcy5wx6urrYNufpU0VKIqCArhdGnrOwLSs4g0ALEuqYcSkzKU5EkLMG3oEep8arvCP7bIfdwSg7gpov30w4X8BqFpZlyqEEEKUyjQtfrF5P49tO4LHpaEoUFvlZVdHhDVtIXZ3RkpK6pcyy6xUqqrwWtdDmFqApgvuYFVNncSrQgghhBDzUMkHAJdffjm/+93vuP766wkEFn6V+6irr0cHsLBnAZiWhdel0b6oiu6+5KggXKphRKmmszpLiAUtF4Pep4cr/KM7AQs0L9RdDktvshP+NetBdZZ7tUIIIcQZGUrce10aAZ8LC4vwQAaHpnLw2EDJSf2TZ5mdfFN5qAAlMpChYFpomkJtpXf8xH42jHLkQZT221lzTtuUf0YpfhFCCCGEKI+SDwBWrVrFfffdx+tf/3rOO+88QqHQmJkAiqLw5S9/edoXWU4j2wENJWrXtteyccNieqJpovEs1fM4gB0vEIfSrhiLMzed1VlCLCj5BPRtGa7wj/4JLBNUN9RdBud+wU74hy4GzVXu1QohhBDToj+exe3SQFGwLAtFUbAs0HMGFoxJ6lvAviPRMfH6yFlmJ99UHipA2dURoSucZCCRoyropjnkY2177dhClI57wczBio9M+eeT4hchhBBCiPIp+QDgO9/5TvHPW7ZsGfc1C+0AYCg53hTyU1ftw6EphEZUyLTUBeZ1sna8QHx1Ww0Aezr7JTifQaerzhLirFFIQ/g5O9l/4gno/yNYhl3NH7oE1t5lJ/xrLwFN2qwJIcRCZZrmmOKis0lNhQevS6O2ykN4IAuWRTZnsGZZiOWtVbz4am8xqW+YJl19STJ6AZ/HOSpeH694aeimcvGWgduBnjMIVbpJZw28HufYQhTTgP3/ac/TqVo75Z9Pil+EEEIIIcqn5AOAvXv3zuQ65pyJqlTWLas940T4XLv2Ol4gvmNvL1gWS5orJTifQaeqzhJiQTOyEN46XOEf2QpmHhQHhC6CNZ8ZTPhfBg5fuVcrhBBilrztbW/j3e9+N7feemu5l1IWTSE/a9tr2XUwjENT0XMGr1sW4oZrVqCqyqikfjqTA0VhcWMQTVXHxOtDs8xOvqk8VICSzRmAgqqoKBTQc8bYQpTu30LqELzm/5mWn0+KX4QQQgghyqfkA4CRTNOkv7+fiooKXK6F2YJhuqtU5uK11/ECcXsDgATnM+xU1VlCLChGDiLbhnv4h5+3DwEUFaovhHM+YSf86y4HZ7DcqxVCCFEmhw8fxuv1lnsZZaOqyriJe7D3JY219o1kp6YSjmX486u9aIM3JhQgrRfYsbcHsOPM8W4qDxWgeNwOwMK0TCwU3C6NrF4YXYiy71vgbYJF75iWn0+KX4QQQgghymdSBwCHDx/m7rvvZsuWLWSzWX7wgx8A8B//8R985jOfYcOGDTOyyHKY7iqVuXjtdbxA3O3SJDifBRNt8qTNkpj3zAL07xis8H8C+p4FIw0oUH0+LP8bO+FffyW4Ksu9WiGEEHPE5Zdfzu9+9zuuv/56AoGzs+jk5BajExUQrWkLFVsCKcCBYwMc7UkCcPDowIRFRkMFKLs6IrhdGpGYTlXQTSabZ2177XAhSuIgdP8O1v2z3ZJvGkjxixBCCCFE+ZR8AHDo0CFuvPFGFEXhiiuu4A9/+AMAmqbR0dHBBz7wAX784x9zwQUXzNRaZ9V0V6n0x7NYQDKdJ6sX8LgdWHBGBwrT1UpovEB8/ap6YOwMgPkSnM+1NkunshDmSAiBacDAi8MtfXqfgULCfq5yHbR/cDDhfxW4a8q6VCGEEHPXqlWruO+++3j961/PeeedRygUGjMTYC7PG+vpT9PcbE1r3DlRAdGaZaFiDJ/WCxztSdLaEGBpUwUWTFhkNLIApT+WJW+YY2acAbD/O3ZrvuV/PW0/ixS/CCGEEEKUT8kHAP/xH/+Bx+PhoYceQlEUfv/73wNw8cUX8+ijj/Le976Xb37zm/y//+//O2OLnU3TXaVSFXTT1ZckmzdQARPwODUqg+5JJa1LbSVUynue6qrxucvr5l1wPhfbLAmx4FgmDLw8IuH/NOQH7OcqzoGlN9kJ/4arwVNfzpUKIYSYR77zne8U/7xly5ZxXzOXDwB+vaWDcNo1rXHnqW4kr1kWwuXUONabwLIs2porURQFBU55a/m0BSiFNHT8AFrfCb7mafk5Sv5sIYQQQggxI0o+ANi6dSu33XYboVCIaDQ66rmGhgbe9773LZjkP8xAlYpFMSltKaqdRFMUTGNySetSWglNJhE+USA+H4PzudhmSYh5z7Igtnu4h3/vU6BH7OcC7bD4hsEK/6unPVEghBDi7LF3795yL2FKQpWeaY87x7uRbJkmuzv76e5L2gOBs3kGEjqmZaFNR/vOww9CLgorPjItP4MQQgghhCi/kg8AcrkcFRUVEz7vdDrRdX1aFjUTzqQ1zHRWqQwkdZpr/fg8zmILoHQ2T2dXbFJJ61JmE5ytifDpntsgxFnJsiCxb0SF/5OQ7bWf8y+BlrdC/TV20t/fWtalCiGEWJhM06S/v5+KigpcLle5l1OSmYg7x7uR3FwfpKsvSf1gnG+YJtGEzpHuOD6va2q3li0L9n8LKtfYrfvmiPnU4lMIIYQQYi4q+QBg1apVPPHEE9x0001jnisUCjzyyCOcc84507q46TIXWsPUVHhQgIDPSYXfhWlZZLJ5LJhU0rqU2QQzkQifD4H3dM9tEOKsYFmQ7Bid8M902c95W6Bx02BLn2sg0FbWpQohhFjYDh8+zN13382WLVvIZrP84Ac/AOxWpJ/5zGfYsGFDmVc4MdOygOmNO8e7kRwZyNAdTo2K86sCLhY3VrCoIcjy1ipaagNnFqdHtkH/DtjwTXvPNAfMhX2cEEIIIcR8V/IBwB133MFHPvIRPvnJT7Jx40YAjh8/zuOPP869997L7t27+drXvjZT65ySuVARP9FMgeWtVbz4am/JSetSZhNMlAivDLg53pecdBJ/vgTe0z23QYgFK3VkOOHfsxnSR+zHPQ3Dyf76ayC4fM4kAIQQQixshw4d4sYbb0RRFK644gr+8Ic/AKBpGh0dHXzgAx/gxz/+MRdccEF5FzqBSCzLOSuaCMcyANNWLDPujeTBOF8BDhwb4GhPEkVRCA9kyOUNWmrH7m9KKubZ/21wBKDt/VNe93SZC/s4IYQQQoj5ruQDgGuuuYYvfelLfPnLX+Y3v/kNAJ///OexLAu3281nPvMZrrvuuhlb6FTMhdYwpxq4O5mkdSmzCcZLhK9uq2FXR5g9nf2TTuLPdOA9XbcLpn1ugxALRbpruId/z2a74h/AHbJ796/5NDS8HipWScJfCCFEWfzHf/wHHo+Hhx56CEVR+P3vfw/AxRdfzKOPPsp73/tevvnNb87ZmWP1NT66ehN0h1MzWiwzMs5P6wWO9iRpbQiwtKkCC8aN0Usq5smG7f7/7R8E58RtX6dTKXuAubCPE0IIIYSY70o+AAB417vexaZNm3j22Wc5evQopmnS0tLCZZddRnV19UytccrmSmuYiWYKTDZpfbrZBOMlwk3L4heP7TujJP5MBt7TfbtgOuc2CDFvZXrsVj49T9pJ//ir9uPOKmi4ClZ+3K7yr1oHilrGhQohhBC2rVu3cttttxEKhYhGo6Oea2ho4H3ve9+cTf4D9PanWdZWSypTIJ3Ns333CdYsC9FaH5zU+5wuKT4yzt+xpweApU12wj6ZzhNN6Ow/Eh31fSUV83TcC6Y+peG/kynqKXUPMFf2cUIIIYQQ89mkDgAAAoEAmzZtor+/H1VV53Tif8hcbw0zE0nrk9/z5YPhM07iz2TgLdd6hZgGesRO9g9V+cd22487glB/BbTfblf4V50PqlbWpQohhBDjyeVyVFRMXHnudDrRdX0WVzR5h7ri9EYzKFikcwaPbT3MrW9Ze8ok+MiEeV2ll18+dYDdHRHcLg2v28HacZLiQ3E+wMFjA5iWRWdXnN5IipRe4NHnOjnRn+aGa1bgcKinL+YxDdj/n/bg36q1Jf+8I9dfFXBP6rZxqXuAub6PE0IIIYSYDyZ1AHDw4EG+/vWvs2XLFjIZu79lMBhk48aN/O3f/i2NjY0zssipWkitYc60Xc5UkvgzGXjLtV4hzkBuAHqfHu7hP7DTflzzQd3lsPT9doV/zXpQJ33OK4QQQsy6VatW8cQTT3DTTTeNea5QKPDII49wzjnnlGFlpcnqeRLpNAGPExR7KHBXJEV3JDVuTHtyBbxlmqT1Aoe6E3hcGooCtVVedp2iMGYoRt++p4cjJ+IUCiYWCulMnse22fN9bty48vT7gO7fQuoQvOb/KfnnPXn96WyeaDzL+Svr0FT1tEU9pe4BFtI+TgghhBCiXErODL388svccsst5PN5rrzyShYvXoxpmhw6dIhHHnmEp59+mp/+9KcsXrx4Jtd7xma7NUwpifrJJvOn0i5nKkn8mQy8JxxYHDyzgcVCLEj5BPQ+M9zDP/pnsEzQPFB7GZz3r4MJ/4tAc5V7tUIIIcSk3XHHHXzkIx/hk5/8JBs3bgTg+PHjPP7449x7773s3r2br33ta+Vd5CnU1/gJHzNQUACL+ho/XrdjwqKWkyvgY0mdF/eH8XkcBH0uLCzCAxkcmjrhewzF6C6nRjyVI5bUqfS7UFUV0jl2d0ToviA1Zh9gWRbNdYHiwOLmfd9G8TbBoneU/POevP4TkRSdqRypTIEKv+u0RT2TKU6SFp9CCCGEEFNT8gHA3XffTSAQ4IEHHhiT5N+3bx+33HIL//7v/863vvWtaV/kfFNKov5MkvlTaZcz1ST+TAXeEw4sPnhmA4uFWBAKKeh7drjCv387WAaoLqi9BNZ+3k74114CmrvcqxVCCCGm7JprruFLX/oSX/7yl/nNb34DwOc//3ksy8LtdvOZz3yG6667rsyrnNjl57eQNgfwuR14PU78XgfhaGbCopaTK+D1nIGmKRimhWVZKIqCZdmPn+rGrqoqrFxczebtR3FqKqqqYmGhKOB2acUE/NA+oD+WZVdnpDiwuNI6ym38Dmvt51FUZ8k/78nr93mcKBak9TwVfte4Cf1RLYOCbla31YyJ96W1jxBCCCHE9Cv5AGDnzp189KMfHbfCf+XKldx66618//vfn9bFzSWTqdYfStTXVnuHB4Ht6WFNW4jWhuCo10wmmT/Vdjnlrp6Z6Hc4ZmCxafGLx89sYLEQ85KRhfDzwwn/yAtg5kFxQOhiWPPZwYT/peDwlXu1QgghxIx417vexaZNm3j22Wc5evQopmnS0tLCZZddNufnjjWGfGxY7WZ3R4SMXiCTzReLWnZ3RMjkDPScwZplIW64ZsWYCni3S0NVFGqrPCTTBbAssoOvP11SfKig5rFtR7DIFdsHed2OYgJ+5NyA7r4k9SE/qqJwQephrKxKT83NNA2+38kxe0O1j55oelQMf/L6/V4HlUE3mUyenv70mIT+eMVPq9tquGHjSmJJXVr7CCGEEELMoJIPACoqKjAMY8LnfT4fHs/Uh8LORZOt1u+PZ7GAzq44fdE0oJDVC/xh22H+6s1rx636KSWZP5PDeGfa6X6H0zWwWIh5wcjZSf6hhH/4eTB1UFSoXg+r/g/UXwN1rwOn/HdeCCHE2SMQCLBp0yb6+/tRVXXOJ/6HKMr4RS3/9dirJDJ5wgNZsKxib/4brlkxui2PabJ2WQjLsgh47cOC1w0eFpwuKa6qCjdcswJgzADhkw8PRu5BNCtLu/4QB7iaXK6aJsaZTWBZ9jdaFoqqFmP4jRsWj7nFe+1FraxtryWWGJvQH6/4aU9nP+cur2Ndey0Mfra0ABVCCCGEmH4lHwDcdNNN/PCHP+Taa69l+fLlo57r6enh/vvv58Ybb5z2Bc4Fk63Wr6nwkNEL9Pan8Htd5PIGFtBxPMbxviStDcEzSubP5DDemWSaFi/u7+PZnV001fqp8LuwYMLf4UwfdJzpIGUhzpiZh8j24R7+fc+CkQEUqL4AVn7UrvCvuwJcleVerRBCCFEWBw8e5Otf/zpbtmwhk7H70weDQTZu3Mjf/u3f0tjYWOYVTqynP01zM6OKWnYe6KM/odPTnybgdeJ2OYoxcM8FLWMODIYq7c+kXafDoXLjxpV0X5A65fePjLOX6Y/itmLs5N1cNhhnjzebYMfeXtavqqcy4B61D5qovWhrfXDM+k5X/DSVWWdCCCGEEOLUJjwA+Id/+Icxj+m6zjve8Q6uuOIK2traUBSF48eP8/TTT+N2L9w+1JOt1m8K+WkK+ensipPMpMnqBdwuByfCqeItgDNJ5s/kMN6TTVeSfCiYf3ZnF92RFNGETn21l2UtlRP+DmfyoEM2F2JWmAZE/zRc4d+3BQpJ+7mqc6H9Q3bCv/5KcNeUd61CCCHEHPDyyy9zyy23kM/nufLKK1m8eDGmaXLo0CEeeeQRnn76aX7605+O2450Lvj1lg7CaVcxpjRNu8L9yIkEubxBRi/g8zhwO7RRvflPbs85lXadp2v3aZoWpmlRGXRzuGuAaz0/IcIyKto2FePsk/c92ZyBotizCGDsPqjU9Z6uwGcqs86EEEIIIcSpTXgA8NBDD034TZs3b2bz5s2jHkun03z3u9/lE5/4xLQtbq6YbEW6qiq84ZIldHTFOBFJ0VTrx+VQSekFuvuSdEdSo4ZxTSaZP9k+/meSyJ/OJPlQMN9U6yeayOLzaPRGM9RWeSf8Hc7kQYdsLsSMsEwYeMlO9p94Avqehnzcfq5iFbS9fzDhfzV46sq6VCGEEGIuuvvuuwkEAjzwwANjkvz79u3jlltu4d///d/51re+VaYVnlpNhYftu0/gcmqsXFyNaVl09SVpqbOLgizTIp7M0dZcMao3/5CZvqE6Mr63gGZ1D43sIXrO3Ww8f0nxs/MFE8s0i/sej0vDsuyBwsAZ38w9XYHPVGedCSGEEEKIiU14ALB3797ZXMe0efVIFMVdNa1B85lUpLfUBljWXMmJ/jSGYZI2LBqqfXg9zmIgO9NDec80kT+dSfKhYL7C76Ku2kdfNE02Z9AdTvG685sn/B3O1O9GNhdiWlgWxHYNV/j3PgW5fvu5wHJY/Jd2wr/havA2nfKthBBCCAE7d+7kox/96LgV/itXruTWW2/l+9//fhlWVppjvQki2Tx6/igvvtpLZcC+Hb12WQhFUegbyFAwTJwObUxv/oli9o0bFo8Zvnum+5uT4/vXJh4hl/ORanwP27YfGd3zX1HojaRQVBXLsljTVkMmmyebM8Yd7lvKwcXpCnzm86wzIYQQQoi5ruQZAPPFlhe7eOlQblrbupxJRfrQLYDucBKv14nP7cTvdRCOZmYtkD3TRP6pkuRNIf+kqpOGgnkLaG+ppK7KS3c4xTuuXs4FK+pmve2ObC7EGbEsiL863MO/50nQ++zn/Etg0duHK/z9reVcqRBCCDEvVVRUYBjGhM/7fD48nrkbr4VjWbwBH811AQI+J4e743b8oPhYuyxEPJWbMAYeL2bf1REhmtDp7ktOS9vKkfG924yyNPdbXuFtRE+YYz67tz/N1RsW43Kop5xNMNlio1MV+MzXWWdCiIVB5gQKIRa6SR0APPzwwzz77LP09fVhmuaY5xVF4b777pu2xZ2JuioPFTW+aW/rciYV6S21AdavbmDH3l4G4jpul8b6VfWzFsieabX7REnyyoB70jcKxgvmX3d+c1mS/xOtRzYXYgzLguTBERX+T0Km237O2wJN1w1W+F8DgbayLlUIIYRYCG666SZ++MMfcu2117J8+fJRz/X09HD//fdz4403lml1p5fLGSyp8RP0OVEUBa/bQVXQTV9/+rQx8Hgxe0YvsLsjwsol1eMW8kyUrJro8dHDf/8bjRw7eTetMOazFUXB5VBZ115bXOPIfZBpWhzvS7LvSJTte3pY3BhEU9Up3RqezVlnQggxkswJFEKcDUo+ALjnnnv47ne/i9PpJBQKoarqTK5rSmaqrcsZnwpbFiiD/zmLzrTafaIkOQqTvlEw14L5ubYeMYekDg8n/Hs2Q/qo/binYTjZX38NBJfb/7sQQgghxBn7h3/4hzGP6brOO97xDq644gra2tpQFIXjx4/z9NNP43a7y7DK0i2qD9DWXAFALKkzkNC58sJFNFT7iCV1uyWQArs6I2P2EePF7HrOwO3SJryRO1HLoMdHtPMZmcQaiu/3dPSyjJ9ylAtpWHYxy1urePHV3pL3C6Zp8fsXDrFjby/hgQwDSR3DMGlfVDXlPdhMt0cVQojxyJxAIcTZoOQDgIceeojLL7+cb3zjG3i93plc05TNRFuXyZ4Km6bFi/v7eO6lbppq/VT4XZiWxY49PbhdDlYurp7xxPOZVrtPlCTf1Rk5oxsFcy2Yn2vrEWWSPj464Z/qtB9319qtfNZ81k76V6yShL8QQggxzR566KEJn9u8eTObN28e9Vg6nea73/0un/jEJ2Z4ZWfm3OW1nIhm6AonGUjkqAq6eXrHUda2154yMa+qyoQxe1dvYtzE/ETJqrpq+xZ0bbWXVKZAOptn++4TrFkWorU+yBsuXsL6iu1UvtiFce6/8Ya1SwAmtV843pfksT8eJavnKRgWmWyBg8dj1FX7CPpd0lpTCDHvyJxAIcTZoOQDgGQyyXXXXTfnk/99A1l00tPe1qU7kmJXRwSv20E2Z+BxO9g1wanw0GHBszu76I6kiCZ06qrsQPhIT5KBVCe/fa6Tlvog77iyndaG4IwcBEyl2n28JLn0zxfzWqbHbuXTsxl6noDEfvtxVzXUXwWrPmEn/CvXgjJ3bzgJIYQQC8HevXvLvYRpdcUFLfSl3Tz85AHaW6qo8LuwoJiY33UwjNfjtCv73Q52HQwX9xHjxewN1b5xDw1OVZRzrDeBBRzqitMbzaBgkc4ZPLb1MLe+ZS2qqlDb8wPwNlGz9r0wuCeYzH7hwLEBYgmdUJUHLLAsi/64zqHuOI01PmmtKYSYdyTPIYQ4G5R8AHDFFVewdetW3v3ud8/keqbsiguaOWdF2ykD19O18hnv+ciAXdGj5wwG+/ngdmn0x8aeCg9V5TTV+okmsvg8Gl3hFJYFuVyeE+EC+YJJZ1ecg8cGuP6ypWx67dIZOwSYrmp36Z8v5pVsGHqfGuzhvxliu+3HHUE74b/8w3bCv+o8ULXyrlUIIYQQ89qJSBpXwEN1hcdu94O9Y0BROHoiTlckjZ4zULCwUHC7NCKxTDFGHy9mnygxP1GyalF9kJf399ETTRPwOEGxb0Z3RVJ0R1K0eHqg+3ew7p9AdRY/Z7L7BcveCqEoClUBN3rBZF17iNdvWCytNYUQ847kOYQQZ4OSDwA+//nPc9ttt/H3f//3XHvttYRCIZRx2mJcdNFF07rAyVq5uPqUwevpWvlM9Hyo0stAIkeo0o2qqJiWSSSmkzfGDkMeukJW4XdRV+2jL5omoxcwDBNFUbAs8Lod5Asm6UyOLTu7im2BGqp99ETTp50zUI4p9dI/X8xpuYHhhH/PZhh4yX7c4Ye6y6HtFruHf82FoE5q/rkQQgghZsHDDz/Ms88+S19fH6Y5NsZWFIX77ruvDCs7vR/+ehdXvnYNlmmOScx7PU4GEvqYfUTBOPV8sIkS8xMlq85rr+XFfb0c6k6gDBYs1df48boddiuLY/9p33Jc/qEz/jmXt1ZR5XeRzOZRAROorfBw9fpWaZUhhJiXJM8hhDgblJwF6+rqIpFI8Jvf/IZHH310zPOWZaEoCnv27JnWBU630w14Ge/5XQfDLGmqwOVUiSVzODUVFIWqoBuHNvZfCiOrcuqqvKiKUvyXRyqTt6t/FEABPW9y5ESCzTuO8ue9PcVe48op5gyUc0r9qSqEynEoIc5i+Tj0PjOc8I/+GbBA80DtZXDeF+0K/9BFo6rchBBCCDH33HPPPXz3u9/F6XQSCoVQ1fnVjk/PFThwdIDlrdV09yVHxej11V6qgi7S2QJDN4mrgi57T3GSUuLpUyWr3nDxErrDKXxuB16PE59H4+iJBJH+KOahe1EWvRPF11LyZ52spTbAtRcvZseeHvSCiduhsn51Ay21kvwXQsxfMidQCLHQlXwA8C//8i/E43E++MEPsnTpUhyO+VlBe7oBLyc/rwBdkTQn+jPkcgaaQ8XjdrC0OUg0liUSy3K8LzkqYG4K+VndVsNj244wkMqhWFAZdFEZcDOQ0MkX7Mogt0sjmc5THfTQXBvAsix27O1l/ap6KgPuCafPz7Up9aZpcTyc5A9bD9MdSeF1O1Bg1g4lxFmikILeLXY7n57N0L8DLANUF9ReAuf+82DC/7Wgucu9WiGEEEJMwkMPPcTll1/ON77xjTk/c2w8iqKQy5usbQtxxQUtoxLz3ZEUTSE71k+kcwR9LhRFoaZydH/pyRT5TJSsaqkLsGF1A7s7IqSzeQ4cjYKikN3/E1SibCv8BRtM++bBmRQUqarCptcu5dzldVIpK4QQQggxT5Scxd+/fz933nknH/rQmV8ZnQtON+Dl5OfjqRwDCZ3XnFOLQ1PojabpG8iQ1fO43U7+tLeX517qoink5w2XLKGl1h7ktXZZLTv29tJSF8DjcWCZFt3hFOetqOPg0SiZnEGhYOF0qLTU+Qn6nPRFMygKg3MGJp4+P3RIoQDxVI6MXiCtF8adRzDThjYq23efoPNEAo9Tpb7GT1tzxawfSsgNhAWmkIHw88M9/MMvgFUAxQGhi2HNZ+2Ef+1l4Jh/iQIhhBBCDEsmk1x33XXzMvkP9m1ot0ujptIzJjHfUO1DUWDPoehgrj3FmrYa6iq9HO9LFmNX07SmXOQz8nbAviNR0tk8NZUeztd/Qb+yjC3dy2mJpACKnzW0p3h2Zxd11T4uWFF32kMAqZQVQgghhJg/Sj4AaGxsnHdXccdzcs9My7JorgsQjmUAO0Af+Xw0nqUy4CQykCWRzuHQVDJ6Hj1vsmFNiMMnEvT2p+jsjtMdTrJhTSNvuHgJA0kdn8dJfbWXg8djg3MADPS8wTlLqmmtD2KhsOdQhCVNFSiKPQzMssDtsgeSTjR9vqbCg2VZHDg2QHggg2VBNmewqzPC2mWhMQH7TCbGh24jeD1OfC4Nn9dJXzRNfbVv3MOLmVLOtkhimhg6RF4YbukTfh7MHCga1KyH1X9v9/Cvex04ZcMphBBCLCRXXHEFW7du5d3vfne5l3JG3C4H61fVjzs0sieaBsti/ap69JyB26WRzuT45VMHRrULqgy6sWDCm8qnMl68HxnIMJDU8ST+RGPdbn4e/RhdhRT9sax9zXmwoGhor5LNGTz85AH6ommJoYUQQgghFpCSDwBuv/12vvGNb3DVVVexfPnymVzTjFJVhY0bFlNX7eNIT5ze/gzHexN0h1PFpPHGDYuLPTVzBZNHn+3gRH+agMcJChQKJnnDpG8gS180jdOhoedNQGHXYJXO0E2CeCpHXzSN1+0gkc4TS+r0J3SS6TzrVzewYXUDezr77cMI02RNWw0ZvUA2Z0w4fb4p5Ke5LsBj247gdWkoikJrQ4Cu3gTdkdSoDcJMJ8aHbiP43A4sFLAAFDLZPMCYw4uZMtfaIokSmHmI/HFEwv85MDKAAtWvgZUfsyv8668AZ0W5VyuEEEKIGfT5z3+e2267jb//+7/n2muvJRQK2TOxTnLRRReVYXWnd9tb1rL+vKXjxtf98SyKqlIZsFsUWpbF8b4kx/q6Wbm4mgq/Cws43BWDwTh2vJvKE5ko3g9VeRlI5HhP0yNkTS/b0tcSTmfRC4a9vzhpr5IvmLicKtt3n2DNshCt9cGZ+FUJIYQQQohZVvIBwN69e1FVlbe97W20trZSW1uLpmmjXqMoCvfdd9+0L3I6mabF49uP2H0x9QKdXXFaGwIsX1SFBew6GKau2ofToVJT4aGh2seL+3o53J1AGRzaVV/jozeaJp6wbwXkCyaGYXG0N0HA56Q/lmXtshBrloV4dmcX2ZxBvmBiWRaVAReJVJ5swWTHnh5ufvOaUT00G6p99ETTp+ypqaoKq9tqOHhsAL/HicftIOhz0hvNjKkQmunE+NBBh9/roL7aS080ja4bpPUCG1Y3jFsFNRNONdthqPfqyTcgpGXQLDML9qDeoYR/3zN2X3+AqvNg+V8PJvyvBFd1edcqhBBCiFnV1dVFIpHgN7/5DY8++uiY5y3LQlEU9uzZU4bVnV5TrR3zHu9LEo5lMAwLh6oQqvJSFXQXW4wqwIFjAxw5kUDTFHZ39lNf7WVZSyVej5PqgJu+/vSoRP7p4umT433DNNm++wSLGoPUepOc53qCJwfewLGoA00z2LmvjwuuryvuVTK6QSKdx7KgJ5Iikzd5bOthbn3LWomNhRBCCCEWgJIPADZv3oyqqjQ2NpLP5+nu7p7JdU2L8RK8IwPkcDSD16URHsjQUGP34e+KpHn4yQN2pc2IGwHd4RQ+t8NudeNxkCuYZHIGqUwBt9Ou6KnwO+mP58gbZrH/Zl21j4efPIDLqdIdThFL5IilclhAwbR44oUj3PqWtaOS8aX01Kyt9OJzO6it9p6yQuh0Q4+namRLJb/XSZPio6kuwBsuXkJLXWDWNg0TzXaoDLjHrYjauGFx8SBIWgbNEMuE6M4RCf+nIR+3n6tYDW23Dib8rwJPXXnXKoQQQoiy+pd/+Rfi8Tgf/OAHWbp0KQ5HyduUOcGy7Cr8XQfDdEXSDCR0qoIummsDrGmrYXVbDXs6+0nrBY72JGmp85PM5PF5NHqjGWqrvCjAtZcsAQsOHhvAApa3Vp32s0fG+5ZlcagrzuETCfoGsrxW/RUuNc+23DtoqvWRzxuciKToGWzzU1ft48Hf72UglaPK70JRFax0jq5IaszNYiGEEEIIMT+VHFk/8cQTM7mOaTfRVdjGWn8xQPa4HcU5AFm9gGVZDCR02lsqqQy4i9Xya5aF2LC6gd0dETJ6gUw2z7UXteJwqPxy8wFM08KpKWR0k6qgG4c2nECuq/aytKmCjq4YqWyerG5Q4XdRGXCTypx5cH3yLAMsi9VtNZiWxcsHw8XbC/mCSTSexePSiteLS7lKXKqRg8ZOdWthpo33+1izLAQK496AqKv2Scug6WaZENs1nPDvfQpyUfu54ApY8h67h3/D1eBtLOtShRBCCDG37N+/nzvvvJMPfehD5V7KGemNZtjdkcDjdpBM5/C4VJLpPB6Xxp7Ofm7YuJJzl9exY08PFnbxSufxGLFkjoJh0R1O8brzm2mq8Y8qUnnx1d7TFqmMLIRJpvP0RNPk8wV0zWRj46O8kljL3oFFVAUN6kN+vG5HsRjoghV1vLivl+df6iatG9i3nUe/RgghhBBCzG/zq7RmEkZW+itALKnzxPajrFpSTSqtY1R5CPqc1FZ5ONqTJJXN0x/PUhV0UeF3AcPV8rGEPirJXRlwgwIHjg7QXOunpsJDLm/idmlksnlCld5RBxCmZWFZFh6XA8O0cDk10tn8GQfXQzcbGmv9drsiTaUq6GZXR5hfPLavOE9g6HAjrRfYsbe3WIW0toSrxJOhqkpJtxZm0kQHEbs6I+PegDjWk5jRmxFnBcuC+N4RCf8nQQ/bz/nbYNE77Qr/hqvBt6icKxVCCCHEHNfY2IiqquVexhkbSOpYQEdXnIGEjsOhUiiYdHbFaar1E0vqrGuvxTQtnn7xOCfCSZTBWN3lVHnble1ceE79GbXvHFkIE03qpNJ5UBReE/wT9a4e7u++FUWBpc1VNNR4CUczxWKgoRh65G1nv9cx6jVCCCGEEGJ+K/kA4JZbbinpdT/+8Y9L/vBkMsl73vMe/vM//5NFixbx3HPP8W//9m/ous6b3vQm/u7v/q7k9zrZ0FVYBfsKbUdXnFQmT3c4hcupEk3otNQHCXqdXHvxYta2hcgbJk/uOIoFKDCqrc5Qkrsp5C8m9i1gIKEzkNSpCnjoj2dZsyxEQ7WvGLzXVnvpPB4jPJAhmcmDBW6XyvJF1QR8zkkH16Zp8b9bO3n2pW5SmTx+r5PXnddEVUUduzv78bodZHMGhgWvHupn/ap6XrOyjngqR3c4xdXrW7lgRd28aHMz2R794x1ETNQaaFFDkIPHBiY9ZO2sZlmQPDiY8H8Cep6E7An7Od8iaHrTYML/GggsLedKhRBCCDHP3H777XzjG9/gqquuYvny5TP6Wd/85jf57W9/C8BVV13Fpz/96SnvQyp8LjJ6mkTKTv47NQVQiad0qoLu4RhTwY6pBvcpDoeKpijEUjrdkRThWGbSRSojC2H2HYny6LOd9EbTvNb5SwYK1bwQuwTVYRJLZtEUxswVaKkLjLntXMrsASGEEEIIMT+UfABw7NixMY+Zpkk0GkXXdVpaWlixYkXJH7xz507uuusuDh06BEA2m+Vzn/sc999/P01NTdxxxx089dRTXHXVVSW/5/C6rGLrm4JhcrwvST5fwO3SCFV6yBsmXo+T15xTz8rF1aOGwvZF02PayDSF/MVk9L4jUbbvPsHipgo0VaW2ysP23T0k0jkq/C66ehM8vv2IHTArCslMno7jMQqmRaFgomkqJ8Jpqiu8ZPXCqOC6lIT30d4E/735AMl0nsEdBCciKRyaSlc4iZ4zAIWsnietF8jmDCoDCpUBN9mcgcuhjptEn0yyfTaG507UwmmyPfonag10XnvthH/XYoTkoREV/pshPfjPAU/jcLK/4RoItNu/RyGEEEKIM7B3715UVeVtb3sbra2t1NbWomnaqNcoisJ99903pc957rnn2LJlCw899BCKonD77bfz61//mrvvvntq+xDFjjs7umI4VIWMbuBxOzBMaA75izHmQEKnuS6Az+Mkk83TN5ChN5rhqR3HeGlfH011ASzTnHSRyshipf1HB8hEXuVc/w4ejryXygo/hYLFa1bW89p1TWNi97nS0rMUs7EPEUIIIYRYaKY8A8AwDB5//HHuuusuPvjBD5b8wT//+c/553/+Zz796U8D8NJLL7FkyRJaW1sBeOtb38rvfve7SR8AFAdwdURI63kOdcfJ5gooClT5nLhdGkbGHtJbV+UdVUkzUfBrmha/2Lyf3R0RsrkCkXgWw7Soq/JyPJwmEs+yerDXvwXFHvNYFpGBDNm8gdeloWAfQAykcixpDPL6DYtHHT6UkvDesaeHWDJHwOtAUVQsyySWzLHncJSBRI5QpRtVUdE0GEjmMAwT4JSbh8kk26crMX86Z3L9eTyn2tDMl43OrEofG07492yG1CH7cXed3cqn4Rq7j3/FOZLwF0IIIcS02bx5M6qq0tjYSD6fp7u7e0Y+p66ujs9+9rO4XHbLz/b2dg4dOjTlfUgileMNlyylO5zE43FgWQqqgj077JLhOLmmwoMCBHxOAOLpGB6XSnNdgIDPSVdfkub6IN19yZKKVMZLiF+8poH23sewUNimvxWP04E7oLGitfqUtwimo6XnTCboZ2sfIoQQQgix0Ex5BoCmaWzatImdO3dy99138+CDD5b0fV/60pdGfd3b20tdXV3x6/r6enp6eia9nt5ohl0dCbxuB021flyaysGuGB6XRmXABRaYgNuhUhl0c7wvOSZAHRn8DiX/H9t2BK9LI2+YFPIGB44NsP/oANlcgVzeZHdnlIFkjvZFVViAQ1NYsyzE4388imFY5A0Lv8c+gHCkFfweJ33RdPGgwud28srBCA2hUye8k5k8YFdAjfzPfN6gKugmlSlgGCZ5w8TvdTCQzKJp6ik3D5NJtk9XYv5kJ28WzuT680Qm2tDMhdkFZZc5Ybfy6d0MJ56A5AH7cVc11F8Nq/6PnfSvXAPK/O3LK4QQQoi5baJio+k28sbyoUOH+O1vf8vNN9885X1IZcBNS22ADWsa7QS1aieoN6xppKnGX9xzVAXdrG6rYU9nP9Gkjq4btDYGCfqcKIqCoiisbQtxxQUtpy1SmSghvnaxj3MC/8sh9fU0LlppzynTC9RUekZ973Qn6mc6QT9T+xAhhBBCiIVu2oYAL126lJ/85Cdn/P2maRaT2WBX8itnUGEcjWfpCifJ6gUS6QJ6roBpWmRzJsd77Yqc6oCbC1fVs+tgmD2d/acMUIcCTY9LI+BzYVomqUyeVDZv9+3UVBQgrec53B0nkc4R9LupDnpYt6yWUKWXH/zqFQzDxOlQSaZzoMArB8M8+lwnsWQObfA93C6N+upW0JQJE95rloX43+cPoecNFKBg2teDW+qDWKZJJKETHsiiqSoFw8TvcXHBilqWD1b8jBd8D81LKCXZXuprJ9tS6OTNwplefxankQ3bw3qHKvzje+zHnRVQdyWs+Bs74V99viT8hRBCCLFg7d+/nzvuuINPf/rTaJpWbEsKZ7YPqa/2jnvDtKHax+Pbj4yKc1e31XDDxpUcODbAcy91sbgxiDIi3q2p9JRUpDJRQnyD53d4ifEn8wYsBbJ6gbUntR0dL1G/ccNieqLpMz4UmOkE/WT2LEIIIYQQYti0HADkcjkeeeQRQqHQGb9HY2MjfX19xa/7+vqor6+f9PsYpsVAIkfA58A0TTxujawOq9tqSGcKvHZdIxetbQQLfvH4PupqfChAPJXj2Z1d1FX7Rg3J7Y9ncbs0OzbGQlVU3C4NPW+gqgqWBZYClgkFxZ49kMsV2Hc0iqoqXLCijrde3lYc2uvQHHhcFhYQS+qDv78CDk0hGs/z7EvHOX9lPQGvc9yE9wXL67hwVT2vHAyT1g0Mw6Qq6OZYT4Js3qQvmsHj0khmClimxcHjMUzTJFcwJwyMJxqUW13hGZXIrwq60XMG0XgWj0ujwu/CgjHrnGz1z3ibhclefxYTyEWh56nhHv4DL9uPO/xQdwUs+6vBhP9rQJ2280AhhBBCiEm55ZZbSnrdj3/84yl/1o4dO/j4xz/O5z73Od785jezbdu2Ke9Dhg4MTr5herwvOTYp3tlPfY2fmkoP7Yuq6OpL2t8/eDhgWhYvHwyfNgk/UULce/i7WBVruOzi9xFN6GNuEZwcexumyR93n2Dv4SjJlI7X40TB3j+tXVbLQFIftZaJCn1mOkF/qj2LEEIIIYSYWMkZv4mC8lwuR2dnJ/F4nI997GNnvJDzzz+fzs5ODh8+zKJFi/j1r3/NX/zFX0z6fVRNoSroJpbQyRdMLFQ8bgcVfhcVfjcrF1fTWh/k5YNhUBQU4ODxGH3RNNmcwcNPHqAvmi4mq2sqPHjdDmqrvISjGXIFg6xewOdxkMkWcDhUHKqCZce3+DxO0rpRHOS1uq0GLAWv24GqKGRzBWIpnb6BNLmCCZa9YbAAy4Ke/gzbXjlBqMrLtRe10lDtG3VlGAs2XrSYRQ1Btr7cTXNdgKaQDxSFVw9HaQz58bkdHOlJUBnwkc7Yw4LHO9wY0lDto6kuwO6OCG6XhtftYO2yEA3VvmIi3wK6+pJY2KOHd+ztpSroork2MKai6MX9fTy7s4umWn/xkOBU1T/jbRYmc/15us3r4WL5OPQ+M1zhH/0zYIHmhbrXwfnvsXv4hzaA6iz3aoUQQgghADh27NiYx0zTJBqNous6LS0to9r3nKnu7m4++tGPcs8993DppZcC07cPGc/Jca4CdIWTPPzkAaorPFimSXN9kLVtIaqCbnZ1hPnFY/tKKqIZSogbpkkqUyCdzVOl78RnvYi5/hswuMc41Zosy+JQV5yOrhiGYVERcNFQ7WNJU5DHth1hx95evG4HmWyeproAGy9azJ7OSPEW9dD61yytoWBaWDOYoG8K+VmzLDSmyEgKhIQQQgghTq3kA4DxgnKwZwAsW7aMt7zlLbzvfe8744W43W6+8pWv8LGPfQxd17nqqqt44xvfOOn3qQl6aKrxEvQ56Tgew++xE+8el4OsXigGoEMBczyVoy+axudxAApNtf5RyeqmkJ+1y0K8cjBCZCBDKlPA63FgWWBYFmbewDDB6VDxuDSyuQIel1Yc5LVjTw8oCkuaKlAVheN9STq74lQF3SipPKZlB8q5vIWiQMDjYFFDAI9TY/WyUPHK8FACHkWhudZPNJ4lmysQT+moikJDjQ+PS0PPGXjcDpwODbBIZPLkexMYpjXmcAPsZPfj24/Q1ZuwbzbkDNoXVRWvAA9VByXTebJ5AyyLtctqAegOp7h6fWvxUGGo8v/ZnV10R1JEEzr11V6WtVSesvpnomqeUq8/D5mOxP28Gy5WSEHvFru6v2cz9O8AywDVDbWXwrn/167wD10MmrvcqxVCCCGEGNdEMwAMw+Dxxx/nrrvu4oMf/OCUP+fee+9F13W+8pWvFB97z3veMy37kPGcHOfGUzkGEjnaW6qoDLgxTJODR6M01PjIGya7OyLUh/wltdBpCvlZ3VbDY9uOMJDKoVjw103/RUHxszl8Ja/seHXceHbkmpLpPD3RNJqi4PZoBDxOeqMZvB4nA6kczbV+Uhn7NYe6E3Qcj5HNGZy/ohZVUThwbIDHth3h4LEBvC4NFIXe/nTxRsN0JujHa7E0rwp1hBBCCCHKpOQDgJkazDXyfS+99FIeeeSRKb1fbaUXRU1wtCdB3jDpG8hSGXCRzuZZ115LU8iPadoBb2XAzd7DUTK6ASjUV9sHB/3xLDv22oO/mkJ+3nDxksFe/gP4vXZyPZ8v4FBVWuoDJFI5CoZJwbAwDIv6Gn9xkFc2b6DnDMLRDB63A1UBl1PFtCxcTnXws+3qf6emkCuYGIaFN+ik41hs3AS8x+WgN5rmRCRNeCCDpqrUVnlY2lRJe0slr3REiCV10lkVy7Ko8DvJ6MaYww0YvgI8cqPR3Zekuz/FgaMDRJP2NeBMNo8KWIqKnjOor/GRzRm4HOqY68RNtX6iiSw+j0ZvNENtlXfclkJDSfrpqOYxTYvfv3CIHXt60AsmbofK+tUNbHrt0jnVu3TKChkIPzdc4R/ZBlYBFAfUvhbW/IOd8K+9FBzecq9WCCGEEGJKNE1j06ZN7Ny5k7vvvpsHH3xwSu931113cdddd4373FT3IeM5Oc6NDt7qrfC7itX3h3sS6PmjAKT1Ag2DMXApLXRqq3yoqsrSxiAtlVku1J/gxcJb2PZqmiXNlePGsyPXNDSIuL7GRyJlzypTsIgndRQLTBR6oxkCHicK9q2BWEInlSkAEB6wW4P6PU5qq730RlJcvWExLoc6Iwn6k1ssCSGEEEKI01twTb/DsQwA61c1kM0VMAy7yv+aDYu5YEUdwKi2Ni6HgsupsnppNRV+FwePxzjakwTg4NGB4kCsIyfiJNN5QpUe3C4Ny3LQn9Dp6U/jcTmwgMYaH0G/k6XNFSiD/TRjSZ1EOk8mWwBFIeBz4HZqrFpcTTZX4OCxGNG4jqaBx60R8LqIp3P4PYN/NYPXc7N6oZiA746kGEjmcDlVHJqKpir09Gc4d3kdlQHX4MBiJ7GkjmlZZLIGdTU+KvwusoM9/IeC5vHa71jAY1sP0xVJ0d1nJ+srfC4My0LBwuN2jHuld+i9gj4nQZ+Lvmiagmn387/8gpZRLYVOrkaaajXP8XCSx7YdIZs3UAETeGzbEda219JaHyz5febccDFDh/DW4R7+4a1g5kDRoGYDrP6knfCve53d118IIYQQYgFaunQpP/nJT8q9jEkZKnxpCvmpq/bh0BQKhsWT249gQbH63uNUaa4LYFkWO/b20BVO4dTsuWOWaY7bQmfkzdtoIktGz7Pe+gWaN8eTybcSK+Tpi2bwuh0Efc5R8ezISvpXD/fzxPajVAftm6LxpE62YFJhmlQG3SiKBZaJnjfI6nkc1V5MLDLZfLHKX1EYLHRSUFQVl0NlXXvtLP+2hRBCCCHERCZ1APD000/zq1/9inA4jGEYY55XFIX77rtv2hZ3JgaSOoqiUBlwU4kdyGpaulipfrwvya6DYbweJ3rOoLkuQCZboCuc4tCJBH39aZY2V7C0qQILeOVgmCMnEry4r490No9hmgS8LrxuDQtY2hiktsqHy6kSiWWoDLg5ciJR7JXpcmosbfQQjmWxLIu+aJa25gpO9KeJJ3MYloXX4yDgc+LQVJwOlYxeIOB3YxgmkVgGyzQxUTABLJNc3gAs3E4HVQE3qqqQyOTwuTX2HoqytLmStuZKusIpXj4QZklTBU21/nEH9o7XfieTzZPRCyxuDGKYFr39KXqjGXxuDZfLQTqbJ5PNj6nSrxnsY3rweIxEOoemqWRzeWoqPDTU+HjpYJhdB8MTXmueSjXPgaMDDKRy1FZ47JkKlkU4nuXA0YFJHQCUfbiYmYfIHwcr/J+wq/2NLKBAzYVwzsftHv71l4OzYnbWJIQQQghRRrlcjkceeYRQKFTupUzIsqzi3K6aCg8N1T4e336EXQfDZHL2jeA1y0K866rl9A222Ryqvm9tDBL0ObEsAIWXD4QHC45g9dJqCgVz1FBgoDhzK+h30Z/Ioud0LtR+yb7sufzxWB0ocdLZHIqiUFvlJehzjYpnVVWhKeTn5QN9ZPUCe/rTYIHP4+DSVQ1c+9rF7OmIsH33CSIJHdOwi4B6+9MoQGrwACCTM6ir8pDW81iDrU1lKK8QQgghxNxS8gHAAw88wBe/+EUAQqEQLpdrxhY1FVUBN1i5CRO44ViGrkgaPWegYGFhX7VVNQXDsOxhvoPvpQCHT8QZSOTwuNTBXv0GMUMnl3fgdmi01NsB++7Ofo71JKiudON2aAR8QV67romXDoRpqPHREMqT1QuksnkuObeJrS910VIfwDThUHcMTIu2lioUxeJQd4J4Mstvnz9Ed1+KA1g4NRVNUwlVeHA4VEwTfH670t/CIq0rRBM6R3oSGBY01nhprvXT058mnrKT8Se31hnZCulwdxyv24ECNNUFGEjoaKpKe0sl9dU+uvqSXL1hESsWVRNL6lQODiTe1RkZ1cqnud4eGDb0+3K7NF46ECaVLZDLG5O+1jzS6Xr8K0MTigf/8hRr+MtSzfpwMbMA/X8a7uHft8Xu6w9QdT4s/7Bd4V9/JbiqZmYNQgghhBBldsstt4z7eC6Xo7Ozk3g8zsc+9rFZXlXpnnnxOD2J3mL82FQX4HhvgmQmT3ggC5bFY9uOAHDDNStY117LviNRnnupi8WNQRRFIZ7SATh3eS1OTcXlVOk4HuMnv9uDz+MEy2J1Ww0Az+7s4lhfEm3w9u4KbSsNrh7++8QHBw8PLAqGhVNTONqT5NqLF4+JZ7sjKfZ09nP+yjp7iLCeJ5PJs+mSJbTWB2kJBVAUhc7uBGDhdTsBi6qgmzde2obTofLIMx0c7o4NFjvBmrYaGqp9s/ibF0IIIYQQp1PyAcCPf/xjVq1axfe//31qa+fulc76ai9rlrmKCVzLNGmuDxIZyNgJ5HCSE+Ekfq8Tn8eJnisQjWWpCbhprg+QKxj0DmSor/FjWRYDiRw+j4OqoBsLiCVyaJqC163hcWuYlsmujggdx2MUDJNs3sDndtKf0PG57UDdAir8LjtZ328fTHg9Tnxuu7d+hc9FTzRNLKnjdmm4HCqhSi89/Rn8Xo1YMo/DpWKYJs31AZY1VYJlt9bpiaYxDBNVVdix5wRp3aQ7nKK22svFaxpoDvnG7cM5ctjt0M2AqqCbN1y8BIBfPL6veIgS8DmpDro5Z3FNsUp/olY+a5bWcODoALGkTkbPksrY1UCxpE5bcwV/erWPeCpHZcA9qer60w3nXb6oisqgm2Q6h6KoWJZ9bbl9UdWk/vsz48PFTAMGdg738O97BvJx+7nKNdD2V9D4eqi/Ctxzt8pNCCGEEGI6HTt2bNzHNU1j2bJlvOUtb+F973vfLK+qdPuPDtC+bMmoW66mZRFL2q09FUXBIsfujgg9F7QUe/Hn8saY+QDNtf7BA4EcA6kcLXUBGmp8mJbFjr29WKZJwTTJZAs4NIVszuC6tkcZKNRwwreJCqOAhUJzrR+vx0EklsXr1ortiIbi2qHWl5qqUuF3UeF30dOfJpbQaakN8Pj2Izy7swtFUXBoKl63g2UtlWT0Ah6XRnWFB79bY/2qBvScgdulkcnabY2kR78QQgghxNxR8gFAd3c3n/vc5+Z08h/sNkRDCdxILMPuzn66+pL2/4WT9PanSWULJDN5wB6+a1lw6ESC7v40HqeGXjDZd7gfh0OjKuAaTJBDqMKLYZjkDQuf1x7c9cIrJ0hnC5iWiaZq+DwOCoaJW3VwpCfO2mW1dPclRyWtl7ZU8NCT+0lnDRyaHVD7PQ6uWb8IFIU/v9qLnjPI6AVSmQKapuD3Okik8+zcZ1/TrQ56AWWwLZF9GFAddON2KaSyeU6EU7x8IMLqthrqqrzFfp9DuiOpUa2Qaiq9DMSzxevAp6qCHxqUW1vttauFsnm27+lhTVuIUJUXRYGMnsfncaDnDFAgkc6hqApVQRfd4RTZnDGp6vrTDedtqQtw7UWt7NjbW9yArF9Vf0abj2kdLmaZENsFJ56wq/x7n4Zc1H4uuBKWvHewwv9q8DZM/fOEEEIIIeahJ554otxLmKLRM6TcLo3wQGawR75971hRwO3Sxu3FH41nyRXM4nwABUhn8ygWeD3O4vvqOYNsvkAmW6DC77Jv17pOcH5gB5uzt9JUV0V/MmIX2VR66O1PcyKS5pWDETqOxUYV0FQF3KSzeU5EUvg8TvxeR7E4Zyj2bqr1E03o+Dwa6Wxh8CeF6goP/fEsiqpSGXAXfwsnzxuD09/iFUIIIYQQM6vkA4DFixcTDodnci3T4nhfkv09dgWR3+fkwNEoPo/dUzORypHVDTxuBwoWqUwBywJNVbAsk2TaIDH4tcelUV/toGDYQW14IEMilSeRydt9+gf7XiqKXU3PYMBvf22S1Q27b+eSGq64oKVYTd5Q7eMXT+wjEstSKJgoqoLboVJX42N5azWqqvDnvT30DmSIp3IYhglAPJUjlzepDLjwe5y4XCq7OpK0L6okns6hqnbAXVvlxe91crwvSSZXYCCh84vH940K9mFsKyTTshPff9x9gsWNFdSHfNRV+3BqKjWVnjHVQhbQ2RWnL5oG7CHFf9h2mFvetIamkJ/O7jhOVaFgmFT4XTgdKtlsgebaAFevb8XlUMdtIzTRZuB0w3lVVWHTa5dy7vK6mancL5VlQXzvcIV/75OgD/7vJrAMWt9l9/BvuBp8LbO7NiGEEEIIMSP6oinqElkqA/atYa9LY3VbiG27TmCRQ1GgtsqL1+0Y04t/qPDENK3ifAAUhUw2T2XQbSfmAXOwvaaeK4AFNZUe/DmDN7p/j4XCnwpvR9MLeJwaKAqRgSxHe5K0NgSK882GCmiaQn52dYSJxrN0pnIoFlQG3Vx7Uav9XKe9hgq/i/pqL73RDNmcQXc4xevObx4u4DnN7KzT3eKdCXLgIIQQQggxWskHAH/913/Nl770Ja677jpWrFgxk2uaku8//DKKqwoTi3zeoGBahCo8ZHXDrqJRwO3QyOYKxQbxigJ63iq+hwMLBYvmWj+dXXE01R4qHEvmaKn1oRcsDNOiP56hrsqLnjPQNEimCwwkDEwTAl4H3eEUL+w+wSVrGwlVeWkK+e3K+85+Al4XhmnacwewDw4OHhvg8vNbaK4PsquzH7dTJVkwcWoKGd3A49JwOTXcbo2OYzGSmRwdx2IUTJN83gSrQFY3cLkULAuWNlbQGPIXq+XXLAuhKgr98Sw9kTQDiSyhSg8KCv3xDNFEjt9tPYSuG3g9DppDPjasaWTtstCooLmmwkNGL9DbnyLgc4EFFhbdgy2J3nDJErrDSTxuB8f7UsRTOslMnlQ2z0VrGrlgRR3ApDYDpQznndbK/VJZFiQODPfw73kSsifs53yt0Hw9NLzervL3L569dQkhhBBCzDNPP/00v/rVrwiHwxiGMeZ5RVG47777yrCy0zvRn6Z/ZxdNtX5aav2sba/lqgsWoQC7D/Xj9zgIeF2sPcXt15E3AiKxDLmCyc59vRzpjuP1OFGA9avqGUjoPPbHo1iAS9G5ovL3HOAarrnqUhKpHBesrKPC7+Z4bwJFgaVNFXbhEoCi0B/L0tOf5rmXulnWUjk4zLdAOpOnttrHrs4I+YJpD/UFlrVUUlvlpTuc4h1XL+eCFXUl3RqG09/ihelN2JfjwEEIIYQQYq4r+QBgx44d+P1+3v72t9PW1kZNTQ2KMjqImgtBeTShs3yZm1ze5HhvEhRwaCoBn8pAMoui2G1o8gUHJ/rTWKZpV/CPkDMgPJClsztBU62fC1c1kEjl8LgcpDM5erviWFjkcgaRWIaCYZG3O9pQMMDpUNA0FY9bY9uubvqiaXxuB2uWhWio8dEfS9PTn2KwuB+ATLbAlhePoecNVi2p5uCxAbwujWN9KeLpHLlcAVCorfSQSufpi6YxDItUNk/BsCiYUMiZ9ERTODS7j2fjiGG7FvDY1sMMJHU78I9nAYV0pkDeMImn8ricKolkDhTIxAoYpsXAtiOsbgvh0NRiUN5Q7StW+auZPBYKDdU+vB4n0XiWNW0h1q9u4LE/HiWe1ClYFl6nRn21j4YaH92RFKZpnXYzMNKsD+c9lWTncIV/z2bIHLcf9zYNJ/sbrrEr/hXZaAghhBBCnM4DDzzAF7/4RQBCoRAul6vMK5qcxpCPvOJCUxWu3rCY89preXz7EeLJLH6Pg1Qmz+LGCq65sPWUieihxPorB8PDs7oUheqAm2svWUJLbaB4+3h3R4SLPJvxKXFijR+gP5pmT2d/cQ5awO8mmzOIJXU7ya/brTt3dYTZ3dlPdyRFNKFTX+2lrbmCF/uSPPLUQaorPFimCYpCb3/a3vNZFq87v7lYyHO8L0n/YNy/ZlmIWEIf9wbu6W7xnknC/lQHBqUcOAghhBBCnG1KPgB45plnAGhsbCSTyXD8+PEZW9RUGIZJPm9hGHafTYdDJZnJ43FquBwamqaSTOftQDpo971MZgpj3qdgWgzEs1QHXKxcXE2hYPL0i8c5EU4OXr01MCxIZQ0UKPbq9Hk0ais9ZHMmhYKFx+XA73FSW+3llYMRDnXFONKTGvN5imJRU+m1A9ZqHz63g7oaHw0hP/FUjq6+JIsag+w7FGXf0RjpwcR/fkR1lNOh0N5SiWmB26nRG00X+3lmsnkyeoElTRWoit3iqDucYklTBYl0DrBbCKWzeQJeJ3nFxKWpDCRzPPzUAUzDGhWUb7x4Md3hJF6vPczY73UQjmaorvCgqgpr22vZsaeH5jo/XpeD3miabbt76BvI4HM7qBwcqjzRZmDIyAD/dBuMGZM6OtjOZzDhnzpsP+6pt3v3DyX8gysl4S+EEEIIcQZ+/OMfs2rVKr7//e/P+Zlj41EVFbdTxeN24HKo9ETT7DoYJpktEEvmsCyL51/uIqvneec1K2ipDUwYx3ZHUuzqiOB1O8jmDGoqPESTOqqiFL/ndec301DjY/3hR8hrq2ha+xaefXw/dTU+FODAsQF2H+rH53bQcXwALPB4HPg9DqIJnfZFlUTjWTQVjvQkMC2LaFynfXUVlQE3pmXRG0lx9YbFuBxqMfaG6b3FO9mE/ekODE534CCEEEIIcTYq+QBgvgzmUhTIGwYOTUVRFPweByuX1KCq0JD2ct2lbaQy+eJ11m27TvDfT+wnoxc46SIAesGgqdZPzjC49+GXOdwdt4faApo2+rWqHX9iGPZRQMGwbxY4HQqGadETSfHi/jCpTG7cdRuGyYlIGrdLQ1UZU+1++QUtrFxcza6DEZwOpZhnVu2YtjiPwO1ykMkWGEjq9EUzWApU+V2sbqshlswVg+EKv4uqoJt4KofbpVEwLII+J1m9gGXZvwiHQ8XI5unqTXLuirpRQfmaZSE2rGlkd0eEjF4gk82PqsgfSOj4vC4aanzEUznCA1k8Lq14GHK4KwaD73fyZmAo6R+OZdgzOMRZKbEiaFpkuu1WPj2boecJSB60H3fV2L37V33STvhXrpGEvxBCCCHENOju7uZzn/vcvEz+A8V2Oe7BZHl/PEsmZxAeyOLzaEQTOsl0jq2vnKC3P83lF7Rw7UVL6Immx1SyRwYydIWTg/sOu9TI7dLoj2VpCvmLCfAGdlPBS+wOfYF8Qi8mvodjbwcNIT963i5cWrWkBgWLvYei9vsqcCKSxjAtkuk8fq+DoG944LCiqrgcKuvah/9Ojvclp/UW72QT9qc7MCilbagQQgghxNmm5AOA+WKowl/VFPxeJx63k3hSx+VUWb64GpdLo7kuUAywVUXh6T8f41hPYtQBgGVhV8q4NO596GX2Ho5imnbPHkWxW/0MUdWh/7R77/f0p+3ruhaYpklnV4xILDPuTYMh2bzFgWMD+NwO9h6KcsM1K1jXXjtqoO1Tfz5GOpunOughmzMoFOxDCwVQLAvLsjjcFcMELju3GU2zhxWn9QLnr6jnmT8fKwbDFtAc8nH1hsU4NIXdnf3sPxIlEs+S0Q3cLge5fAGv20HQ7xoTlMcSerFH6XhDd0cG31m9AJZ9I8PjdqAqCl6Pk+qAm77+9KjNQEO1r7ipSesFOrvitDYEWL6oatTgsmmt4Mn22cN6h1r6xPfajzsrof4qWHmnnfCvOhcUdfo+VwghhBBCALB48WLC4XC5l3HGokmdxgaN9asbisltPWf3CM3lTaJxffCGssmJ/jSPbTtCNKFzIpwaU8leMC0GEjlClW5URcW0TCIxnbxhjkqAX5L6JXndx+bIVVy61Bo39gZwOR0oWDhUBY/biaVAfywD2K2LUtkCrfUBjvQkSKTzxRsA4yXOJ5uwHznX4HR7hlIS9qf7/DnVNlQIIYQQYo5YcAcA7S2VbLpyFQoKPf0pDh6Lkcub9EYzRONZuvpSKFAMsFvqAly2rpn/Du+nYA435VcVyOQKvLC7B6dDtQdhYbf6sU66KaCpdpW/YVgoDqgKeKgOujFMi2O9SRyOAnp+7CCzkyXTeQJeB8d77WG6Jw+0NS3LrrYfDOqHKFA8zFA1FcMwUTWFCr+LCr+Lnv40bqc2Jhhe215b7ONZHfRQV+Wlwu+kN5qx2wS5HbQvqqSrNzkmKK8Muk85rGtk8J3WC2RyBq0NAYI+J6ZloQDXXrIEdTBgH9oMjNzUhKMZvC6N8ECGhho/FX7X9Fzh1fuh96nhhH/sFftxRwDqr4T2Dw4m/C8Adfiqh2ladIeT0zKgTAghhBBCDPvrv/5rvvSlL3HdddexYsWKci9n0t5+ZTuXXLiq2NpnKBb+wwuHySUK5PIGbqeK06ES9LmIxLP8+dVezjvplu269lo0TaEq6CadNVAoYGF/7dCGW9x4rQGW6I9y0P0ucrkgTk0dN/auqfTQHU5iKQoF0yKVzeFzacSSObI5A4/LweKGIG3NFcTTObrDKbKDBxfjJc7PpMJeVZUx+5ohp0vYn9zvvyrgPuXnn+7AQQghhBDibLTgDgAULFYurkFVFHbu62NpcyXJdJ7+eAbdUvC67R/52Z1d1FX7uGBFHauX1RD6s5fefnuArqop5AsmubxJdziJqqrFSvuRHBoYBhQMOxnv9TioqXBz3vI6KvwuevvTDCR1KgMu0tk8+cLENwDUwTY+sWSO/niGSCwzJkiuDLixLPu1DoeGy2mSy1t43Rp+r4vqoJuGkJ9XD0fJZgtU+oerd2oqPaxdFhoTDMPoPp6WBecur2NNWw2hSi8N1T4e335kVFC+uq2GXQfDxSFj47XmGRl8R2IZdg+28umNZoqvH9ogjfw5R1b1eNyOwTXZlUwBn3PMBuNUQ8CKcjHoe2a4pU90J2CB5oW6y2Hp++yEf816UJ3j/v2cyYAyIYQQQghRmh07duD3+3n7299OW1sbNTU1dgvIERRF4b777ivTCk9tWXPlqL7+qqrwrquWs//oALsO2jcbCoaFy6nYLUINC2WCSvbaSi9NIR+mBYl0jqDPhapAqNJrf5hl0Zb9bzRyvOp+L+ijY/3wQIZtu05wpCdOJJbF7XIQS+rs6YxgmhZej4OltX7cTpWW+iAVfpd9O7g2wNXrW0f1/D85zp3uCvtTJezHi79Xt9Wwuq1mzD5k5Oef6sBBCCGEEOJstOAOAI72pXhs62HWr24oJpIzegFFUcGy6DgeI5srkM0ZPPzkAXr7UwwkdDJ6AcMECxPLAGvwMkAubwL2FycV/hP0OrGAoM+N06Hwpte1seuAHeD3RTMUTAtNVWiuDdDXP3bw7ygKGKZFNmdwqDvO7s5+1i2rHRV0O1SFUIWbWCqHYYLf6yTgU/B7nCxtqijeRHA6FCLxbHEw8VBQPF4wPF4fz66+JCsXV9vJeGDjhsWjgnLTtPjF4/tO2/tz5OetW1ZLdyR12kqckVVFQZ+T2ioPR3uSpLJ5rP6xFUHjJuVfE0KNPDsi4f8n+y9UdUPdZXDuF+yEf+hi0Fyn/e8UTH5AmRBCCCGEKN0zzzwDQGNjI5lMhuPHj5d5RZPz6y0dhNOuUcUhfbEMfo+D9avqeXF/H4ZhUjBMYskcVUE3Qa9jVCW7ZZrkCiZ90TSZwVaYqqrQZaVY01ZDQ7UPVVVY01ZFe+fPOMaFHIi3jIr1m0J+XjkYJpHS8bgc6DmDcxZXcyKSIp7KkczkURXY3dnP0qYgmWy+WPG/dlmIC1bUnbK4ZSYq7CdK2I8Xf+/p7OeGa1dy7vI6qfAXQgghhCjRgjsAKOQNjoeTnG/WFxPJXrcDy7Ir+tN6Aa9bQ1MVGkM+duzpKQ4E3t0RIZMbbtWjMLbdj2LPy8K0IJbK4/c60fMGy1tDXH1BK7s7+tmxtxdFsRPU1UE3oBDwuxlIFdDscwgcmkLesIrvNdR9yLTs6qZjPQm6I6liIGyaFnsP9dOf0MnljcFbBxYel/1X+OL+PszBHqM+t0Z1wE1VwMXGi5agagq7OiPjVsif3EdTAbrCSR5+8oBdaT+i0n1oLS8fDE+q9yeUXolzclVR0Ovk2osXs7YtRE3l6PUPbQoaqxXqCy9Sn3+BUMdWlM7dYBXsav7Qa2HtP9oJ/9pLQTuzAWCT7XcqhBBCCCFK98QTT5R7CVMSqvSMKQ7pj2dRFIXmugAZvUBXOEU6W6Aq6OHq1ywCxeJPe3vRCyYuzZ6R9eSOo2T0Aoe649TXeKmv8uFxO0hn87x0MIzToXJh5Z+p5Dix5f+XG9vOKRbHHO9Lsu9IlO27T7C4qQJNVTEti32Ho5iWhZ43qAq6UVBQyJHLm1z/usWnrPgfz1BcP9S+8+WOMIZhzxgIVXmnLSE/UfwdS+hShCOEEEIIMQkL7gAgZ9jDcB2aUkwkW4Db5SCeypDR86QyGh633Vs+b5goKJyzpBqHqrLvaJR8wcQwTXJ5A1VVcagK2ZyBhd3vX1UUFAUqfA7aF1VTXeGhP57l0ec7SWfzXHhOHbm8idulkc7muWZDKxsvbuUXj+/nyIk4ecPEMCyqfQ4yeoGsbhRvFyhAJpvnwLEBtu3uZkljJZpmXxPefzSKQ1OxLCgU7H6gpmXh1FRUBdK6gcupki9YROI6uc5+vB7nuMPFJhq8FU/lGEjkaG+pKg4AO3kzc6renyW15DmFkqqKjCyEt+LY+xvezeM0RV9BI4+JxgnWEG76KHXnvNmu9ndMz8CvM+l3KoQQQgghzg4KjCkOGYofLaB9URV11T66wyled34zmgrbdvfSO5DF7VQxHCoDqRznr6gjPJDF43KQTOcJVdpzyQ6fSBQLdN5ufY2AWke06npqsQuFhlp2RhM6XZEUpmUXOKmKgtulER7IYlmgYLfXZPBxl0NlXXvtpGP4oZu4uw6G6YqkGUjoVAVdNNcGWDtNbTIl/hZCCCGEmB4L7gAACxLpPKFKL+uW1RYTydmcwUNPHqAnkiLod2FZFkd6klQH3VQG7L6XoSoP3l4HTodBVoeMbmCaJoYCmgoFE9xOFZdDQ1EU/D4XXo+DY71JjvUmORFJ2wcFFrQ1V5DMFIglc8QSWZa3VvPujSvojWbIZHN4PS7qqrw89eIxtr1ygkQ6X5wxkCtYHO9L8T9PHaRQMAn6XbidGqlMAb9HI5G2sAaPDHI5gzg5XA7Vfq3PRcEwcTnUUw4XG6rYCccyNNUF6OpLogxuWqqCbnvgLuNXuk/U+7Oh2jctffJPrirafbCbBusVQtmtqH1PQvh5MLLUo9LLObzquZke5yX0OC6kO6pw49pzYJorgqa736kQQgghhFg4Dp2I09AQoCuc4uDxGK0NQda1hUbFj5ZlURlw8b9bD9EVTpHJFtBUBY9bo8LvJpUtcGiw7U/BMMnqBV49FEFVFfrjOn6Pg7ZgmLbYc/xP+H08//uDVPictC+qoiucor7Gh9fjpD+eoSeapq7aR8DnxOvSWNNWwwu7TqCQA0WhtsqD16UVC3gmG8MP3cT1epzoOYNQpZt0toDX7Zi2NplTib+nWpQkhBBCCLGQLLgDANO0aKkPjul5//LBMDUVHizL4vCJOPmCiWWBU7NbAZ0Ipzh8IkY0kcWyLAoFO8FuDf6/wuAQ4IYaH6qq0h1OkcsVONaT5FhfEtO0BodVmfT023074ymdTM7goacO4HI6aAr5yeYKNIX8vGF1Iy21AWqrvXQcHSCVzg9OGhgWieloin2g4XU7yObsTcLIgWgmkM0Z5AsmWDB0NOBwqBMOF4vEMrxyMDy8GTFNmuuDrG0LkTdMntx+pDg/YLxKm/Gq9Buqfbx0MMyzO7toqvUXh4nt7oiwZlkIVVFKD8DNAmZkOwe2/xJ39GnOYSdO7HkEGd9ajJYP4lvyBqi7khdfjNk/hz76IOJ4X3JaA/6Z6HcqhBBCCCEWhq6+FFkS7D3cj6IoWBasaavhzhsuKMaPuYLJo892kMrkYXBvUTAskukCyUwBgJ37+wh4neQNg3TWoL7ah2lZ+DwOEukczbGfYKLwv31voODOksrmOd6borrKg6IoeFwa9dU+jvYk6epL4naqNNUFuGZDK0Gfk92d/bhdGl6XxtoRRUGTnXU11J5HzxkoWKiKCthfT1ebzDONv8/kQEMIIYQQYiFbcAcAVUEXb7tiWTG4G6r+6OtPc/hEnKyeJ18wUQC3S2Pd8hDZbAFVVemP6yiKHYgPVdg7NNBUlXzBxOlQ0fPm4GMKpgXH+pLk8oPP5QxyBYNsziASS+P3uqjyu9HzBlk9TySWIZ7S6eyO0x1OsmFNIxs3LKaxNsDhEwk0BYyTTgGMwd5Aqay9KTBMu/f/EKcGoNgzBQoWqXQev89FfrDH58nDxbAsCoYd1NdWe0llCqSzeQ4eG+B15zXTUhegL5outk7K6PaBRcEwOdwTp+NYDMuyqPC7cTlUQlVeGqp9PL79CM/u7LIH/Say1FX7aG+pxAIe23qYgaQ+YQBuFgr0HnqOZOfvqU4/T3X2j6hGgpXAgLacDse7eDG2lqe7VhCoaqSi38l6rYFNLVW84eKqMQcRQ1egpzvgL3WOgRBCCCGEOLtUBdzEEjpNtT5URcW0THZ39vNKZ4QLz6kvFiTl8mZx9lcxoh8xY0zTVLI5E49bw+2C1oYAHreTQ10xnOistf6HPyYuJW7V0eBz4XQoHO5OEE1mORFOoQCVARd1NT5CFW6S2QIDCZ2HNx9gdVsNH3rHucSS+qhk+pnMuhpqz+N2OwbbkpqAhdulkdUL09am50zi7zM50BBCCCGEWMgW3AGAYVrsPRRhSWMFQLH6I5XNE45mMK3BGQEODVVVUBWVTM6gsytKRi9gGMOV/6oCTodG0Ockkc5THfTQ2hDE53aQCvlorPHx2B+PoKpQKBjoudG9/FUlD9gHCh6XRm9/mqDfhZ4zyOgGW148Tl21j4tWNfDSgTBGwQDsTYE15iezOdTBn9MCh6rgcKiYpkV9tR+jYOD2OKnwuXC7NC5cWY+iwp7O/lHJcIeqYAGdx2N0hVMUDBM9b/D/+989vO+61WzcsJg1bSH+sO0wmWyeaCLL//fBPxNL6liWfShgWhY1QQ/NdX6Wt1bR1ZukqdZPNKHj82j0RdPUVXnJZPNk9AJLmipGBOB9XFDfTUPuBayezRjdT9JoxgHozi1iq3EN2aoreFU/n8qqVmJJna1Hu+0DFtWudHps2xHWttfSWh8ctSk43peUgF8IIYQQQsyqgmGiacpgJTyoioqiwPHeBBeeUw/YSXO3S0NVh79v6LaxMthy1OfWADvp3d2fwu9xUl/jI5XJ0Zr6LX41zu8i1+P3OnE57QKkbK6Ax+1gIKljGBaReJaGGh+6nueCc+qLw4D3dPZz7vI61rXXjlr7mfTaH2rPs+tgGLdLIxKzZwBk9AJry9wm80wONIQQQgghFrIFdwDgdjn4095ezlthB9pDyWAzkkJRLHJ5AyzQVMtOZmfzxJI60YROvnBS2n2wYFxVFOqrfWT0QvGpDasb2NMZIZU1xl2HhT2wy+1ykM7kyeXzmJZCKpsnVzCJpXI4NJWf/u8eWuoCVAVcJDM5TB3AHHMTYOT7BrxO4qn84E0FE4eqEB7IUF/t5eY3rcbj1IpVPQDnLq8bdW22O5Iilc2z70iUvGFRKBgYpsWf9/WRL5hctKaRNctCxBI6S5orSabzJNNRkuk8NRVu4mmTfN4gbGYwTJOucIrmWj8NIT91VR66winS2QKdXXHOWVJFLKlTZRykofACDfkXqGMb3q0xAAzvMl7JXc3OxDqOs4EEtSTTOarydl/SoGXRH8+i5ww0TSHoc+FyqITjWQ4cHaC1Pjjq9yMBvxBCCCGEmG3LW6t5tdvAtEwURSGrF9BzBm6Xg0LBpCeaJhzL0L6okv54hlhSxxyx9bAs+waAvd9QKJgG1X43ab1AbzRD0Ovk7RX/S1JdQb/3ElyGRSpTIJHSURSF6oCLgVQezQW5vEnQ5ySayNHTn0FTFbxuBxaMion//+zdd5hdd33g//ept08vGo1677LcjW3cjcGYFgdssM2GZDc8GzBLdjcxLMvveZLNkrCwbEI2bVMIYEIxEMCUgI0NbmDkJtkqVtdIM5p6751bTj/f3x/nzrVGM2ruSJ/X84A1Z+4999yro5lv+ZSpTOlje4KdSq39o8vzjJbqjEw4OG7A/DktbFjaddzM21ejNv+LbR7869A34NfhGoUQQgjx+nPGbQBoCibrAU/sGKaQtZu17A+NVKk0amvqGnh+iBeE7D9SIW0bRFGMoU8vwZOydExDp62Qprcjy7zeAmsWd9DZmiGOFfc9PnDCawlCKNd8wjDGDyGOQddB0zTytTGfCgAAf3FJREFUaYOqEzFedjk8UiVGgdIwDR1DSxp/BdHMPABdh2gqb1hLBoEhoIgJopje9izze6cvih+bNtvdmmG0WKdcC9C1ZLJhmRA3zrtt7zi2ZTQX0h0vbKYqu15EFClMQ0fXNWzLoFL3GSs5ZNImjhfgByGd+gAXpXZyvr+NLh4nVx4HoKr3sZc30rf2rXQsezPbj2T49v3PU3JcchkbDdA0HV3T6OvOMzpRZ7LmE8WKlryNbenNv+fZhrovdsAvhBBCCCHEi3XzVcv59mOjbNs3Tt0LCYKY1rzNll2jPLtnDJRC03XiOGbFgg4WzCnw6DNDBGFErJI5yNS4PJMyGC26XHPBfJbNa2fngQnmGdvpHN9KtOnzvKV/MU/sGGkGyPhhjGHoSXawoeEHMUGoqDo+2/eNkU3bKBWTTlm05lPAzDr5Ko7p684zpyNHjKI1l2Lr3jG6WjPHXWTWdY2+zty03mJ7D5cZLdZnLb/5atXmfzHNg1/pa3s5Fu6lt4EQQgghXqwzbgNgfNLF06o88/wIXhAzUXYJwpCB4QqqsZ5+9Lq64wYEfpg0ztW1pIluowSPBnS1pdFQWJbOJev7mN9TQNc1tu4ZI4pjLFObmTlwFEPX0E2ddNokCCLCSBGEMXU3Io5j6m6A60fk0wZ2yqSrLUOl7hOEMdV60Kz9PyUIIY4jTCOZKCiVlBiKY4XjhkxMujM2AI4Wx4pvPriLobFa8vXUZxKBob0QMa9BcyE9kzKbqcqa3jhO8lhDTyYZmXCAtuGnOd96knXzn6XTThb8y04Xo9k38Ii3kQHO54jTS19nnuv6FtKWydPRUiNl6sSAUsmqvlIxKdtoDmafP1Dk2z/bTRzF1JwQpWJaCymWzmub8f5ezIBfCCGEEEKIl8KydO589yZ++sQAP3p0H33defo6s1TqAU/sGOG8VT205Gx2HyqxfX+RfMYijhVthTS6plGtB0RKsXBOC3O7ctTcAMeN+Pr9OxkvuXyg529w8xkeGr+cay9e2Mzwdf2If/nxDqp1P+lF5sVECooVF9cL0TSNjB0lUUTqhQiaY+vkR3HME9uHaSukKFU9ShWftrxNWyHF3K481128kP6u/IyF5lOttx/Hiqd3jfLIM4P0deVoySWBWqdTqvNUF9FfTPPgV7JvwMu1cC+9DYQQQgjxYp1xGwCOF6K7AYdGKpiGQanmMb7DxQtm1tRJmm0pstkU2ngdQ9ewTJ0oVvhBzJolneiaxkjJ4dnd41TrAeev7uW6CxfS0ZImm04a7B6PriU9CbIpk2zKohIpDJINgCBKyvyEjRJC5XqEVo/QNHD9pJFwe96m7obNzQjTTK46nzHx/JjAe6H8kGXqVJ2A4Yn6CT+fofEaT+0cQdM0DD3ZAGgEyWOYBm2FFJ4fsXReG14QNZsB57M2UawIwxgFdFtjnN++nXX5LSzveJpuewSAUtDK9vpGBtzzOKjOZ+dEF+990ypWz2/n0OMHwK1Sqnrcc9/zrFnSyTXnL+C81b3c9/hBxiZdNAWthRTnrUqapU1FFnlB2Ix0StlG8/szPvMXMeAXQgghhBDipRieqDN3rkZfV475c1ro7cgCybhe08DzIypakGTN2gYpW8cwdLwgor2QxvFDiKC9kKKrPcP4focte8YYL9XJ6ZNclP8ZD5au495fjLNqRa3ZByuOFWOlOpu3D6NiGJ90MI1kXqChEQQRuqEzv7eFyZrP7oES/V35GWUza05IqeY35wIdLSlGig6Vus/+IxWGxqqcv2bOjEXrUym/ObUA/sgzgwyN1yhWXLrbsyztbz3lUp2nu4h+us2DX8kyoi/Xwr2UOhVCCCHEi3XGbQBoQBAqhsYdClkrqXdpKepeOOOxCpis+WiajmXqKJKFdCJFi22SS9scODJJPmOhoZFNmWzbO86qxR2MFpN6mvEsLQCmhqC5tEkmbTHV0tfQtaTBl6EThDM3JBTguCF+GDcaeHkokoZgALmURagUQajIZUzcRtNhpZKyQpal43jBCT+fiUkXrTFwzKTMRopwci2FjMnEpMvcxgDyqnPn092e5dBwhWvWWfTFjxMeup/s5MO0cQiAWtzCnuAc9mf/PU+W1vHA7jymbjQ3SJTWGKjqWrOnwLED3+svWsTapV3sHiihAUvntTUX/yEZwF9/0aIZvQyOt6h/ugN+IYQQQgghXop7H97LWN1mzeLOaeUoU7ZOGMZUHZ+aGxDHCl3X6WrLcmTcwfNDXC9EBwKVlO15ZucodT+kXPWoOSE3zP0xth7w44m3MB667DpYbPbBOnqcvHn7MA89dZih8SpaGBPEiiiKGRqr4QUxcaR4dMsgfhCxZsn066y7QVJiU9MAjTBSuF5IIZtBAzIZa9ZF646WNEopylUP149I2wbqmPKbUwvgfV05ihUXQ9cYOFIhmzLRde2USnW+0tHvr2QZ0Zdr4V5KnQohhBDixTrjNgCmVt+VgslagOOF5DMneJsKClmLlKWRSVtYhk65FlB3A3YenCAMY3IZE1Bk0hY1x+cfvr2VwfE61brPbPH/pgGZlEk+myKKY7JpmzCMsS0Dy9DIpS3GJ138WbISHC+ivSVF1QkwdY2K80L9/cl6gFKQTRuEYTytcVgURVimRn9jMnC8FNmOljT5jIVl6vhBhN6oFdqSTyYsdS+kVPG49/5fMJ8nmK82c5m2mY5DB5KPy2rlsH0eDxXfwe5wE+NqKW4IG+d0E7cEpMxBvCAmCCOqrqItZ7NsfttJB77zewozGvoeTRb1hRBCCCHE61Vna5pte8dZs6SzWY5SAYNjVQxDY9/hMkEU4/oRS/pbmNORoeYU2Dc4mYzHTZ32ljRhpPCjmLVLOtm8bZi68ri27Qc8V13L3toCNCJ++ewROtsy0+rzT42RH90ySBQpshkL1wtx/Qg/iPH8kCX9bSyYU0iuc3HntLKZjhvQWkjRXkhxZLyGHyTBU6ahE0aKbMrC8cIZi9a97UmmwxM7RqYC81mzuKN5HF5YAC9kLRRwZLxOFCu27B7jnBXd0x57PK909PsrWUb05Vq4l1KnQgghhHixzrgNAKWYtigfxwrbNDD0gDhmxoJ9DARhRG9HjrGSw0jVoSVnAeB6IY4focZqdLVlqTk+R8ZqjJYdTF3D9WdmFQCEEbQVbNoKaVrzKa48dz4KxTd/uovJmo/jBkTRzMV/ANPQMAyNqFHXH17oR6BUUoPfD+MZpYeCCPQgpr2QmpYiq0jKIvV15rju4oX0tmXJpk2iSCWRQEphGhqtVpXCxC9585znmRM9Tlu0GwCPHAPRRp6Mb2JfuAmV2cTj28ZIWzphrMimY+pOyNbdY7TkUnS1ZwnCiLSd3FqbVvbQ15EMSuuOz5FxRTZtJZsqr2DEysvRaEsIIYQQQohTMbUgXa54zXKUuw4WcdyA9Us72XmgxEjRwQ8Vw+N1wgj6OjJcurGfQ8OVZl384Yk62/dNoGtJOaGl+iPMSQ3zpcO3Y+hJhP7OAxPU3ABd01izpJObr1qOaer0deaY25Vj7+EyQRBhGDq5tEbdC5nfU2Bpf2sS4a9plKvetLKZrYUUz+0ZY9u+CVK2wXg5idT3w4g5HTmyaYPxssNoyeHwaLU5th4u1kEpzlvV0yzV6bgBw8V6c2F+agG8Ug9AKeZ0ZanVQ1YsbAelpj32eF7p6PdXsozoy7VwL6VOhRBCCPFinXEbAMeKYhguutgW2JaO472w8K4BKUunLZ9CKRgtOdiWASTle8ZKAUopqk5I1S0zOF7FNg3qbkAUK2Zbw9c1yKZNetrzGIaGH8Z87+E9WKbO8ESdUsWbFrl/LDeIGSs5dLdl0TQYLbmAIpc28YK4WV7I9V+oPaRryf/iOObnTx7i4NwKm7cPM7+3wP7BModHq+w8UGTvYJl1S5N034tWplHDP2dl+mlWZ7awIL0fXVN4bpphcxNbuYEf71/MfncFQaSjVFL7P3XwCJmUQRDG1NyA0VIEKvks0pbB+St7UZpix/4iKdtgaLTKfb86gIqhWPXZP1RBadCWs7n2wgX0deZe9sX6l6vRlhBCCCGEEKciCc5JFqSnIvLHSw5oGodGknFuZ2uKTMpgTkcWL4i56oKFmLrG/U5Aaz4FQDZtobQkEGnN4k42pX/MRNDOFv9y0ikTFSsUcHi0iqFr7B+aZHi8xjuuWoaOxrqlnezYP0EQJUE+SiU9v/q6cmjHLJwfm2Hb35Vn7ZIudh0qMlF2OTRSpVr3yaRMtuweB6V4aucIT+8caY6tJyZdNF2nJWdT0YJmANV42Wmed2oB/JFnkkxhTdNZMKfA3K4cI0XnlKL4X43o91cq4/jlXLiXrGghhBBCvBhn5AaArjFjkd0PQGf6ir0CKvWQ7fsniGOIUc0SOFPP1wBdVxi6hudF6IDnx7OW/oFkPGpoUKy6mHrSgMsPIkoVD11PovtVqGY8XyOp9R8pUEojipMIl7RtEIQhsYKwUatf0zQMQycOY2xTxzSSOp1hHPOL546wZdcYY5Muw+M1JioeURRjqhrt1V/RuedZ3pjfyhxjJ/rcGD+2ed5ZzbfGbmNzcQ37vRW0tbaQTZscKFewLI1MSsfxYxwnIggiak5S0z9tG6hYYZk6hqHR151n71AZlGLFwvZmdM4T24dB09i4vIuaE+K4AXUvZO2SLoAXtVh/ok2DV7pGqBBCCCGEEEcbL7tcfO6i5oJ0HCu27Z9g3+AkoKjWA2KlSFkGHa0ZJiZdDo1UmNdTQClFFMfUnJCa45NNGYyVXajuZXXucb5bfC+2lSIGqq5PEIWkbZ1YJc2FH90yyJ5DJWzbpK8zRzZjEQQRbYU0tqmRSbfh+hHDE/WTLpxv2zfeHJerOGbZ/HZ6OjK4zwyyoK8FQ9enja07WtKoOGb3oRJjJReUwvEjtu2bYN2SLnRday6Ad7dn+dcHdzezHRScchT/r3v0uyzcCyGEEOK1dMZtAGizLP5Pmb3oDvihwtRp1to/miLJIogaJ42csFnfcjZRDHU/4shYjSgGpZLF/kgpgkAlpXyOd+26hhErDEMjCGOyKYMoivECDcdLNgFMQyObNqnU/UZZoJgo1omiZFMiCEJG6wG+W6VN28blLVtZX3iW5bldGFpMqEwOhmt40vodHji0nG2Ty/BimzhWxHEMmkYYK8ZKLulU0mvADWI8P2purOiQlA+KFVGsaM/aWIaO50d4fgQa0+pzemFSe8loRAdNpTeXq8mmyOku1p8swv/oGqFKJROuYtXj+YPFX6uJghBCCCGE+PXw1suWsGndwmkBKYMjFeb35hkaqwFQrngsndfGyESNgZHk2O6DRRTwzK5RypWkv5hSMX4QcU3nN1Fo/LzyZjIZizCMKTfG32gaURhjmTpxrJisB+SVIpexOGdFNwePVHjDhrmsWNBOb3uW4WL9pAvnU0E0Xe0ZqvWA8bLPUztHuHB1L5m0haHrwAvljsbLDq2FFG4QsWugRC5tYpk683vzDI5WGRqvNcfzuq5xzvJuRot1tu0dT7KZTzOKXxbRhRBCCCFenDNuA0A1FqiPt9g/G0MHNA1NU8dd2J8Sq2af4VnpQBQpfGKiSDUfq2nJ0v/xTq+AIFRYJqCBZWqYpkHB0EjZJplUUpqoOOklzYNVcr4wAh1FygxYld3BJb3Ps1h/kqWZnZhaSKgMdtWW8Z3R32C3fw7PlFawdsV80qHBABWqfg3LTK6qNZ/CMHTm9xZwvBDPD5ms+clCfxjjqwhD07Asg9gLUUA2Y5HPWNS8kCCKsS0dDabV50yZOjT+fGzNzhfT0OtkEf5TNUKjOGb/4CTDxTqel0RH+UEkpYCEEEIIIcTLqrcjO218OVUaZ9m8Nnras+w9XGas7BDGMSMjDvN78yzqa0EB+w+XSNsmcxfnqTo+2/eOo+NxYf8PeKJ6CYOVVs5dlWe05DAxqRNEEXU3RAMyKSOZc2igaTquF9KSs8mkkn5bzx8s8vzBIsvmtbFmcecJx8ATky4K2Hu4zN7DZTw/IooVxUmXlpxNd3ummQGg4pjn9o7zxPZhRooOrheilGJBb4Hu9gxHxursOib4Rtc1rjl/Ad3t2Wb2w4alXTIuF0IIIYR4hZ1xGwDQXBs/ZVEM2mk84bgR/CR9BqayBY4uI5S2NBz/5K8RRTTK+hhkUiZL+lsZn3Tx/Yg5nVm27B7DNDSiwGV1yx76wsdZX9jK0tR2LD0gVjr73GX8W/EdPFlczdbJNXgqQ8oysC0dDLho7RxWLepktFTnV88Ns2ugxGipTipl0tueZcGcAqNFh7ldOTbvGObQSDWJ0mlsTOTSJqauoRs6GorBsRq2pbNj/wRrFnewZnEHO/YXm9H5563uBWD7vonZa3aepKHXseV+puqpTm0aoGB80uV7D+3lwrVzWLe4kzVLOtm87QgHhiukLZ35cwosmFOQUkBCCCGEEOIV11ZIUXd8jqgYpTR6OzKkLJ0VCzsYGK6wqK8FTdPQAD9KxsFVJ2Df4UkcP+LKjp+TNyr82/iNOH7EvsFJDENnTkeGQyM1dF0jiGI0TSOdMrCMpGdXOmUSxTGHR6vsHypT9yI0Ba2FFNdeMJ/rL1p03AX3jpY0jhcyOFolilXS9ytSaCj8MObg0CTZjA1KMbenwO6BIm4Q0dmabm4KHBqpMjHpEil45JnDeEcF38Sx4v7NB5tZvHsGSowW6xKcI4QQQgjxCjvjNgB0PVlA94Pj1+mfzek89kSvnbINqk5IIWPh+hGuH6EA09Ax9ZhYHb9EkW1qZFIGuqZjmhqVuo9SimzKZHl/jvKBR7m+8AtWZ7awNPUctuYSK40Bfyk/Kb2VzRNr2FlbQy3OYxpJ1kGgklyIqU2J3s4sKxZ0NNNnNyzt5vBolR//Yh87DpSYKLt4QcSlG/q47sJFLFvQztd/vIOKEzBedrEMnbobsmhuUgM0CCK6O7KYukY6ZeK4AeuWdrNhec+0NGOA9cu6KU66SZMzDZ7bN05bIcXqxR1s2zfRyDqIWLOkk972LJD0PbjngV1s2ztOyk42ReZ251GNTQMU/OLZQYYnHA6PVtm8fZg1izv40M3nYFsGXjDA3O48hayVZGGcJLtACCGEEEKIlyKOFc/tGaNY9RjcP0EQJH275nTlsE2djG2goJk1mzJ1HD9iZKJGyjZQCt7S9UMGnHlsd9ajaRFjZYdMyqQlZzO3O0cQxhQb5TS729No6ARRsvCvlCIIImKgqyUNGlTrPk/sGGH9su5p4+CjA23a8inmdGTZebDY6D2mk0tb2JZOWz7FpRv76WrL0N4IyNm2bxydZP6TS1sUKy6hH5KyDRbOaWFBX8u04Bvp0yWEEEII8do44zYAVAxhFKPrU5H9SdA5HH/hPWn0m5QPOvYxszUUPp4ohroXYujghxEaCkNvNAY2dDRdQ4+TMkOznTKKFHU3Ai3C8TyWZPcxZ2Q7l/c9T1fpCbRcFXIwHC/hF86bebq0lqfKa8i29FKuenh+SAykbQ2/0SA4m7YIwhhdA13XuWB177QBtq5r9HXmKFV9xkoOUawoVT227ZvgmvMXUqn5pFIWXe1ZLFOnUg9QCixTZ3FfK6Wqx5yj6na6fkS56s06kO/vztPXmZtRv3/VonbmduXYtm+ClG0wOFLh/s0Hueb8BdzzwC7ue/wgadtA06CrLcPhkQr9PQWGRquMlV2OjNfJZSza8iksU2fbvgme3TfOigXtPL1zhHxj8X+27AIhhBBCCCFequGJOnPnKnRdY2i8xvZ9EyyZ20q1HmAaGmGkWNrfyuBYjbmNcezR2bKHR2s8trWO54cszexiRW4Xf3Pw31OpRxg6WJZBECoKOZs1izqpOgGDY1UuP2ceve1Ztu0fZ89AET9UTNZ9qk6AbRmggYaGpiX9uo4OhJmtr1Zfd4753TmGSy6FjIVtGdQcn5RtsHxB+7TxfcrUk7KrKsl48PyQMFKsWtRJX2d2RvCN9OkSQgghhHhtnHEbAFpjwT2Mkv+aRjKQzKRMokjh+iGgoRvJYNjUNbraMpSrXlLmBvCDuNlMeGqAerI9AEOnudgfRhD6ESTrzY1jcbO/wNTmxLTrJmZBej8bWp5lY8tW1uS2kTOS5mCBtgJt8e0EnVfwP+5Ns23IQKkkFdfUNbJKETVTgHX6u/P4QYSmaWRsg/FJlziGMI5xvHDGtW/ZM8b2/UV6OjLomk4Uxzy7Z4zPfGUzE2WXA8OTaEojbeuk0xamrvP2K5bR25HlnvueP2H5nmPNFvnz5I4R0DSWL2ij5oTU3YDN247Q2ZZh295xMrZBPmujUIyVHExDZ83iDi7dMJe/+dYzKJLPd7TkkEtbABweqXDO8m7WLOmc0Sz4VBuNCSGEEEIIcSrufXgvY3Wb6y5c2Fzo9oIYyzSSflmO35hjaKxd3Mnl5/QzXnYII5XMR9qz7D1c4vBolbd2/ZB6lOan41cBScBOIWPT0ZJitOhyMFMhmzK5bGM/116wgKHxGkc211g4t5X9g5O4XkS55mPoGnEck8vYOG5Aa95OMnEbZhuXHx6psaCvlWLFp1T10DXIZWzmdGaJY0Ucq2YA0Xmre7nv8YOMTbpoClryKWxTp7cjM2vwjfTpEkIIIYR4bZxxGwDJ4DX5s2o07FUKak6y8K3rGtmUSRCEhDGgabh+RFshxZHxWjIINzTCxknCWKEna8cnft3Gon42bWDqikiB19hQ0DXIpk2UUnhBTMrQ8YKQ/tQA6wtb2VjYytrCc7SYFQAG3T4eLr6Bg/F5RN1Xctn681izuJP7f7mf50e2kbI1TF3H9UPqXsTwRB0/jKHxmoOjVdpb0qQsnZGSQyFrY5s6NS9kaKzG0HhtWvTOwHAFTQNd01EoylWfSj3gyZ2j6BoEwVQZoaSuaCZtgoJi2aWvO8/gSAU0DccN6OvOT5scHGu2pr9eGKNilUwEJupEUZw0Ff75HqxGA2GlFJqmoRrvsbM1AyR/v5ahY5s6mqZRrXvYtkl/TwFd17juwoWsW9o1o/RQR6M00SsxyTi2Z4FENAkhhBBCnNk6W9PNcjZTC93plAkoYhWj0EjZBq4X0tGajA+f3TPWDFSJowg/jLGiIpe2P8z9Y1fjxklJTKWgkLNYu6STA0cqbFjWxbmreptBLc8fLFKsekQKRop12go2rh8SBBGjJZeJSa/52s/tHaO/O4+uazPG5Sg4cGQSQ9dob0mRDUx0TaeQtShXfe65/3nWLOlsLtRff9Ei1i7tYvdACQ1YPLeV7fvHj9v3q68z97L16ZLxthBCCCHEqTvjNgDiWGFpEAOmDrZl0N6SZmLSxdR1clkLU1OMTcZEYYweK8pVjzCykkh/BZFKFv3RkkX9UykBFDQC6yv1EFOHXNrE85NjYQzjZZf5mUHO6XyO9bmtrMxsodUsATDi9/B46UK2VNaxtbKOsaAbU4fu9gwL/VZa8yl+9Og+/vmH25ISQQ1TvY694IV0AtPQqLkBYaSwTY2aF1Gp+aRTFkv7W8ikrWYa7tTAOYpiwigmiiPqbkSp4iZR/YBlGoRRTCZl4gcx3e1ZPD/iuz/fQ3tLGqUUc3vy1OsBjhdSqngzJgdHm5oQHZ01MFX39MhEjTBoLP4HEbsOlcimTLraMlTqARpJiaGpicRz+8Zpb0nT3e4zWnSApNfB0v48G5Z2AcmGz/FKDx3vGl+K2VKpX4nXEUIIIYQQrx8aNMvdrFncyZolnTzX6GE1XvZoK6Rw3IC1S7vo68xNi77XgN2HSowV61zTdh8p3ef+0o3ksyZ1N0TXYU5HDrQkkOncVb3NsfxPHj/A5u3DDI3WGBytEkaKbNqiJWvT3Z5h58Ei87rzLJrbSi5j8sT2YVK2yYoF7bQVUqg4TjKhvZCB4QqDo1U6WzOEUUw+YzFaclk8t4XWfGpGzX5d15jfU2B+T6H5OfR35+npyHFopMK8ngIblnY1x8BTwTkvtU+XjLeFEEIIIU7PmbcBoBrlf0jq1CsFURRjmwa9nVmW9rdxeKTCaNkjlzboaM1g6BpDY3VMw8APkwV2TUHK1lCBOuUeAFPCGMr1gDn2ETYUnmV9YSsbWrbSYRUBKEVdHORinhpfy9bKOnaMt896jolJj7ndSUT/dx7aM23xH17oI6BrYJkaQaiIItX4DEICU0NvNOdNWTqZlEmp4uGHMWEYc//mg2zbO95cjN83OEkUJ5+XZWrEscIwkp0QTdMw9CSVeaTosH5plnTKwHFDnt0zTto2WDS39aQNvXrbs/R1519o6msbjbqnVQ4/XcXxkkmOZRoEUcRkPdnMKORsWnM2ly7t4uarlqPrGh0taXRN44I1vYwUXSZrHnEU89vvXI9p6tNe99VqOibNzYQQQgghzj77hybpm1ugvSU9LQt1ouziBRGVmgeaxrL5bUCSFauAaj1gvOwwNFYjlzZ4U+cPea66lt21+Rh6hGnoGLrOSKmOrmusWdxBrBRb94wRhDHP7RljwZwCUaw4PFKhXPUpVVz6ewrkMibZlMXi/jYKWYu9h8scGK7gBQM8vXOEVYvaUcATO0aI4phy1ccyNdryNpquNfuDvZDVnCzUT5RdAMZLDmFjvtDVmqG3PducX6Bp7BkoMVqsT1uY13XtJffpkvG2EEIIIcTpOeM2ADSSJrhRDEGkUGFEXPHIpi0K6aR2ftUJULEiABwvJG2bhHFMNmWSsg3KVZ9YgeefvPb/0brtETYUtrK+8CwbClvptscAKAZtbKmsZ2tlHVsq6xkJ+ljS34ZtGeyvlEjyFWbygpjdh0r8/XefZWSiftzXjRWEYZK9YBigkvYDxDHkMiaeH+EFEVt2j9HekubbD+xi8/ZhKjWP3s4cuqaRtg1++ewROlrTVOoBubTJ4bEarh+ilMJxA9A0BoYnUcBTz49i6Bqt+RSTNZ981mLx3FZg5uRgYtKlrZAijhX3P36QwbEqtm3g+RFL57Vx7QULGRqvsfNAkdGig65rOF6IaegUsjbzevL4Qcw7rlzGOcu7mxOIqTTibXvHk1TlfIo1SzqZ312Y8RnNVnrodCKNTtWr9TpCCCGEEOL1Y9/gJOdtXEFfZ25aeZq2Qorn9o41y+I8vXOENUs6WTm/nf1Dk9SdgChW1NyA81ufoNsc4quT78c09GRxO056k6FgblcOpRT33Pd8c3xZ90J6O3Ms7W+lqy3NUztHsSwDXdNw3JDWQopcxqRc9dhzqIQXRITtGTpa0zy5Y4RYwaqF7QyO1YhjhesnpYjStomu60RBSMo2AIiVQinFc/vGGRytMjhWpVTxaSukmNuZZW5PgcGRCj2N+cXRC/NTWQ9Tn8nqxR3HLRV0MjLeFkIIIYQ4PWfcBoAC/EBhGxDrGqahk8/YFLIWbqh4bOsQdTdols0JQhcNRaySaPlC1iKKFZO1YNbFf+2ofgAd1nhjwX8rGwrPMic1DMBkWGBrZR33HHkXWyrrOeTOo5EY3LRroExHi92sr388URQzXq6fNAshanx/qrmwqWtoGqQsA8s0qLsh3e0ZgjCmVPE4cOQwbYUUcxoD7SBUpFImC+e0UHUChot1dC3ZWLBMnSCMUHGyyRBGoFSEaWhYZpJZUHdDyjUPXdOpuwF1N+C5vWMMjdVQwOBoFT+MqbshaVunpyPH8gVtDI1WGS7W6evM0ZKz2Tc4iUIRhop8xsQ0dLrasjheiG3q09J6j63x336C+p+zlR46nUijU/VqvY4QQgghhHj9iGJFT1tSs//o8jQ1x2dkos7CuS3kUha5jMlze8fZPzTZjLD3g4goUlzdci+lsJ3Hihdi6BoojUzKxDB0FvW1sOdQCTSNhX0tzQCeJ3aMMFnzacnZjBYd4ljRlk/hBxGrFrVDDE8+P8LewTJBmEwYntszzoHBSfq6ctSdAMPUCcIYz4/QgErdJwyTEqHLF7TjeCGuH4FSzG30/8qkrUZfrhR1NyKTtpoZvscuzI+XnWn9DlCK1Ys7uPmaFZSr3gnH8LOR8bYQQgghxOk54zYAIImI9yPIpnRyWRtD1yhWkgZYlqkRxfG05fgoBqUUxcmk/qXrR7Oet90ssb7lWdbnt7KusJV56UEAqmGOZ6tr+e7IW9laWc8BZwEKvVmj/3iKk/5JMwxqTnRaWQh2o/SNroEXxrh+SKw02go2fpDU8tQ0DT+MKFU8Jms+rfkUKdtAKUinTHo6sqRTJpNVj6X9bYyVHQaGq0Sxam4wQPLmKnWfZfPb8P2IZ/eMEwQxSoNsyqQ46XLOyh5qTogbRLiNqP581ma0WKenPduM1gHI2AbL5rdyZLxOzQkIwpiWnE0uY+K4wayD+qka/yeL9jk6W+DFRBqdqlfrdYQQQgghxOtHFMWUaj5D4zWe2ztOJmXieCEjxTpD4/Wkwa9p0NWWplLzGS+7pG2DIAhxXEWPPcy5LU9wz8h7cAKDQtZEI6ajJUsQxfhBjBfGoGgusLfkbNoKNkNjNQ6PVjl4pEJ/T45VC5PSPk9uH8GLYkYmas3F/ymT9YBwuIKmayzozZPLWERRTLHiYZk62YzFpRvn8o43LmPbgYlmTX9dg6GxWmO+pKGhEYYRR8ZrxErheuGMhfkwUjNK9mzfN8H6Zd2sa/TtOh0y3hZCCCGEOD1n5AYATG0CxHRYSRPbSi1ZQM6mrWRBOg6xLYN0yqDq+ARhEqNf915Y/G8xJ1mXf7ZZ0mdBZgCAepRhe20N90+8iR3uBnaWFhAqY8ZC/ckW7k/2ff0UHjPFNMA0DCAZZIdKYTY6GbdkkwbHAJqmoVBYho6W1nh27xi5jEUhbbJ60QsRPpWaT09Hjp6OLPuPTIJSzQ2Nqf/qhkZLLkV3a4a6G5AJYjpa02RTFjXHZ/uBYvJZeyE6YBo6Uawab0pLygpBs0mzbhisW9LFgl6fvYfLjJUdTENnrOiwZkknve1ZDo9WmZh06TgmUujoVOtjvwenly3wUrxaryOEEEIIIV4/dEOnLW8zXnIYHKvi+RFBGDMx6RLFcZI1a+ts3T2GHyTBSFNxNZoGb+7+IQqNHwxfl5QEcgJAYVseKTspU5oydWgsoOuahgL6OvMUcjbb9o4RxTGHRqr4fszS/hbGJ128ICQIp2ccT2Uz63rS52uyFmAZSRaAaeqkbYOWrEVr3ubBpwaapXr2DJTo686jlCJtG/hByGTNw/FCYpVkQSzsa2FkvIam682FeVPXXtaSPTLeFkIIIYQ4PWfkBoChJxsAQaA40qidHzZqa+Yz099yyjIoVZJF7Y6Mw8rMVtZkt7Ch8CyLs/sBcKMU26qreWD8SrZU1rPPXYphWGRSBl4Qkc0aWJaO74e4foyCGVE2L0qj3NDUWPZEZYAMXSebMpnfm2ek5OJ5AT0d2WQRvz3NE9tHqDhB49EKpcFkzccwdCq1ALeQ4obVvaxf1kO5mjQKfnDzQRwvTC5F19BV0mBYI7kuy0yyHBw/Ym5PgVLFY07HC5E3moK6F5BNWcQkfy8dLRkm6z6eF1H3Qs5f3ftCtI5Kei605lNsWN7FwaFJLt3Yz/IF7TOaik1NKK67cCEwPdX66O8duwlwKtkCL9Wr9TpCCCGEEOL1obs1zfIF7YwWHUoVn87WFI4bYZlJAEzdCRgaqzXLkB49rLfwuK7rfn5RuojxoBNDB8vUCEKYqPj0d1s4Xsh5q3sBptXO7+/Jc2h4EscLqTkhugZ7amXGyw5+GBFGipRlEoRB8/WmXts0dCKlmNeTTzKEj0TkshYrF3aSz1o8uWNkWsmhWCkGRyrM7c6zeccw5ZqP44YYuobrhyyZ20I2ZXLl+fOxTb25MD80XkMpRbnq4foRaTvpy3Z0du/JgnmOJeNtIYQQQohTd8ZtAGiAYehEjcF1HCepskpB3QkZiutEUbKQrcdVFsTP8eb+JMJ/cXYfhhbjxTY7qiv50uH3srWynl31ZYTKar6GoUMhY6Gh8IKYKIYwSurjB6EilzYIo6gZXXO69EaIfcrSUSQL7TUnxNCZXoLnqOvJZ0wcP0pq8Vc8wjjGG64xWnJx5rawYE4ByzI4PFLDCyMmyg6WqTGnM4cfRFTqPj/dfJi6F9HRkiaftWktpNh3uIxqRP/ruoYWKyKVlOtZ0ldg2YKO5iL8Pfc/34xIymVMWgspHCcABWnLAM2kszVNLm3S153nugsX0t+dR9e1WVN5z18zhzdumoeuaxwerTZThzWSzYtHnhmkuz1Ld3tmRlrxVMMxmRQIIYQQQohX2hs3zQUFB49Mkk0n/bHCMCaKFPm0SUdLmpGSO+tzL2t/hBazwvdH3gIkY+5sxkLXNPJZm6vPm895RwXNrF/W3Yx8H2vU1y9XfdK2nsxJophyzU96m0URaVvH8abPI1KWTnvBZnjCTZ6bMokUzOvIUcgmJUPdIMLzI8aKDumUmRzXdXo7srTnU2RSFoNjNTIpgzCM6enM4XoRtqlPK+0zlS389POjGEaSCbC2kd0LyeL/qQTzCCGEEEKIF+eM2wBAg+ioNNfwqHL+tu6yKrWdCzu3szq7hUWp5zG0mCA22VlbydeGfpOtlfXsqK2ctuB/LEWS4uo4QTMSXtd1HDdpHOxHJ1/5P1F/AA1ABy+IsUwN14uS0j3H2VEwDI2aG6HrMFysY5k6hoKUbeAHEYdHa8zrydGSSwGKKIyJY4Vu6JQqLjUnxPFDxkoOB4cnMY0ksr+nI5M0GDMN/JSZNAbTNdKGxor5bfz7d21gfncBXdeIYzVjAf/aC+azdmkX5YpHayEFCooVlzBKyhOdTomeiUkXNA0N2Hu4zEjRwfVD/vXB3Szqa0lKEr1MacVCCCGEEEKcjsl6wD33P0/dC6k5AT3tGbra0hwerTNWcpKx7HG8peeHDDjzeLa2DoCMnYy78xmb7tY0m1b2APDcvvFmdHx/d544VgxPJOePopiUbWAYEMU6lqmzuL+V3QdLOF5EyjLw/IhIgWVoKAWHR+ukrKToaFdbhpSpsXBuC5qW9EwrVz0q9QDHDUHT6GpLU8hYoGlkMzadbSalikcubVJzQ1w3yRw+NrL/Wz/bzf6hZGMkihVdbWlUHDNcrNPfnWdovDZrMM+axZ3ounbKWQFCCCGEEGJ2Z9wGQEvWRksZ+GGMFrmsyu9kfWErGwrPsjy7C0sPiZTBAX8VP3Pfx5PFNfxqdCn10J52nhM28FXgeCFBY6HfcUMUL5ToMXUNwzZwvNmbCVtGUrMzPM5GQaSS8jlpW8c0dOZ0Ztk3OEnK1ql7M1MAUqaOZRnU3QgMSNk6SunU3IAwVMSxz2TN5MBQBcPQ8IM4yYhwA/wgwjR04uiFHgEAsYo5PFpLridKyhq15GyW9bfS0ZpJ6vpr2rRU3WvOXzDrAv78nkJyzlixbd/4caN7TpTK29GSBqWYrPmMFB2y6aTfQV9XklaMUjMajs3WNFgIIYQQQoiX28+fPMSFm1bR0ZomDCMODlepuclmQFveZqLizfq8ZdndrMzt4m8O/nt0NJQGVTdA1zRacjZL+lv58S/3c2SsRiZtoQFrlnRyzfkLuO9XB/jVtmFKVR83iPGCGMPQyKZMUqbBJev76Cik2Dc4iQImyg4ALbkUYyUHNLAtnZ6OHGEYsWxBB0OjVdA06o6PbRksmpNmrOyilGJguMq1Fy5g2fw2nt45Qi5j0tOeYbhYn1be8+i+XUEY89yeMdK2SSFro5SiWg/JZ+JmsM5UoM/RwTyKpMRnueJJVoAQQgghxEt0xm0A3LRmlHb/xyw2n2JZege2HhApnd31pXxn5G1sqaxnMn0uTpzFNvWkHn00c0DeGGfOKpe2iFWMH4ChJQv/jfEqugZ+GGNbOoauJU1vjxHF6oT1/KfoRvJ8yzJJ2SauH876OE3Tkk0IBZO1gLoTolA0qh8Rx4rDo7XkerxkQd8PI0AjiiJ8LX6hMTCKOE6igrxGjU7D0FGxouaExGi05lO4fsR9vzhAqTpzUH68qPvjRfecSqmeqRJBjzwz2PgcFN3tWVpyNo4X0lZIMTpRn3Ytzd4CQgghhBBCvILKtYCndo6Qz9rkMxbthTRRHHN+o27/UzuHqdRm9vS6sfsHOFGan45fha5DyrYIo2ScvnReG3sOlzkwVCGVMuhtz7Jobgvb9o7T2ZbhvscPUqkHRFGE3piTGLqGF0QUcjYPPz1I2jboastgmwbdbRniWHFwuEIQxURxEjxz4Mgkadvk2gsXcvk5/RQnXUZLDk/tHKG3I0tvZ4DrhdTcgLWLO+nvyjczf3MZiz4t2yzv2deZm9a3qzjpUq75gEKhkmAjpfD8qBmsMxXoc3Qwj+OFOG7AwrmtUuJTCCGEEOIlOuM2AK50/ytzWyP2OYv5/uib2TK5geeqa3DibPMxRlWhVA3D0EElNe2PdaIFei8ImqWFpp7b3CxolARqL6QpZG32D5aIlEYUxc1znsrivwI8L4niMTQIwoj4qOB/XYNc1iKOYtA0TMPA8UM0kobHRz9O0xRVJ8TQaEbMRFHyKinbIG3p1L1k0G1oeqO3QZQ0Uo4UUaNgqKbB8weKTFY9UrZB3Q1YdIJB+bHNvMZLzozonlMt1TNVIqi7Pcu/Pribvq4cLTkbRZKtMRUNNFv5ICGEEEIIIV5pNSfAD2MmJl1s06CjJQUaDI3V0HWdQtai6gTNWvwtxiSXdzzMT8evxomzmLqGF4SNeBbFnoMl8jmLMI7J6SYjxTrd7VnQNLbtHadU9QnCiChWGDqoKJmHpGyDmhNgGTrlRukePwjRdJ1Fc1sYLTmEoULXATQ8P8T1kvNMZeMeHq3y9M6RZhZwPmuhJhQdrekTlu48um+XrmmkbYPBsRrdbWmqjfKprh9x6VHBOrP1AuvrzFGsuFTryeZDOmWiQEp8CiGEEEK8CGfcBsC36/+VXw2soegXjvuYuNEUOA6nl9OxDK1Z1ud4TAPCOEmXVUrhB2paqSDdSBa+82mTyZqPZZmYSlELZ+neexJhnETKHCnWGzXup28eWIZGPQA/DJuNjQ096RWQ/BkyaQtT1yhXfWJAJ8lAmDqNoWvohk4uY1GpB6hGOkMcT42/42Y2RKzA9UMOHKnQVrBpzaWYWmI/djF/tmZefd35xrW9uFI9uq5xzvJuRot1tu0dx/WjZrT/VDNhmRAIIYQQQojXQhhD7Ce9uzIpg7Gyy9M7R9AaY2TLTEp7TpQdXF9xbddPSek+/zbx5iSrOFbTAn4OjdWwihphpChVPNK2QbXuY+ga+YxFGMW4fpIFPDW49/wIt5HFG0QxSikGx2rM687R35nj4JFJJibdJMhI19A1qNQCejqyWIbefO3ZFuWPzrA9XunOY8v5tORs2go2lmkwp9PG8yPWLOnk5quWN4N1ZttQCOOYz3/1KdxgEh2IgbRlJH3FhBBCCCHEaTnjNgD+bf9KtNTxF/81jl/a50SL/xqg62BbJkEQNQfoxz4jjCCMYvYMTqLrSQMtfbYTngLT0OjtyFJ3AlBJlE4cJa+pFI1a/jFB+MJVxLHCNDXiUKEBtqGj6S+UKDINgyiOsM1kI6A1b6NpGvN78tS9iJWL2kEptu+fYLToUKp4Sa8CTWEZGr0dGeIY5vbkODBUZbLm05pPzVjMn63cz+BIhbk9hWZtUaUUc7vzjJWdxvOhVPVO2OTrZM2ChRBCCCGEeC3oGmRSJnGc5KjGKiZSkDZ1FCTBNiTBNtm0xo29/8a26lpGomVAwGzhQlPzkzBKMnqf2TXKe69fxepFHfzrz/bgNnqOvZBprNB1jZoT4jR6dgG4bsjKRR3oE0l9fcvQ0XWwLIO8pdOat+lofSEo5+gx90TZJYiSzOSh8doJx97HlvNRwNyuPFeeNx/b1I87dj92Q2FguNLceFCaDmoqOulF/uUIIYQQQpzFzrgNgGNHhcc2832xY8ap53W2phidcFBApOIZUflT4lglUfMxqCQ4nrRt0JJNMVlzcfyTZwS0ZC0mqy41N3qhwbCRnDNW4AUhUTg9M2Cq5n8SkJ/UAAVoK6RI20ajYbFq1gelEcOfSVtk0xbXnL8AgPGSy+pFHewfqrB7oIhSyfVblkG54uN6Edm0wdBYbVok/lRU0GzNvDRdZ83iDi4/p5+Jsstz+8YZHKkwOFplsLEpMLcr12xudrwmXydqFnwqji1NJBsIQgghhBDiJdPA80Ms06BS99GA+d15JsoOcRyj6+B4ESqGC9qepMca4kuH34emN3p/hSeeqegkgUbdnVkMS6ctb+P6IXEc4wfJc3VdI4peyPYNG38uVT2+9/O9BFFMytTJF2zqboTjBsSRQVdbthHgpKZF5vd15nh2z9iMTIDjjdNnyxxYu6STc5Z3n9Z4u1T1mNuVI5u2miWA6m5Aueoxv/f4wV5CCCGEEGKmM24DQKHQpn398tAA2zIASNlGs4bl8c4fT4XpA6ahk0ubZNMmy+e3s/dwiSPj9RNmHKQsg5rjE0TTNxjCqJGNoCWPqYYRxlHXqICUbbK0vwWUwg1isimTN2zoQ0Pnka2DHDxSIY5jbNOgVHGJlEI7COev6SWO1bSBez5j0dORww9CRosOE5MeaFA/FKJrsHZJF29YP5eO1ukL6bM180IpOlszzYX7odEqPZ25pLZnkGwiZFLJLfnIM4N0t2dPe7JwMrOVJjrRJEYIIYQQp0422cXZqrM1jTJN0LSkLn9jnL9roHjUmF9rZhG/qfP7lMIOHq9cQkw07VzHBjBNHaPRz+vwSIWUZbCwr4V81ubQcIUg9JsBRzUnBJg2V0lZGqmUiV/1SCp+auQyJqVKRDplEoYx99z//Ixx8WxZvSdqxnu8bF2Aw6PV4/5sOPZnR1s+KTWaz1q05OykMbAbnHLpUCGEEEII8YIzbgPANnXC43xP1zjhov2J5LMW3e0ZDF1nIvJIWQZ1Lzr5E4EwjGnN2bhBzEixThgp8hmDSj3keK0BvCBqbmSYRmOy0Lhw29IJwpggSJ4cHRX9rwEpK6kvahoGczqynLdmDvN7kkiZdcu7+PYDu3jq+VHaChZBGBPFMY4fMjRW5577n2f14g5WL+psbnj8xtWtjEzU+X//upVixSVlGc3U4dGJGh2t6RkTgJPVDT06Q8D1wkZtT429h8u4foTrh/zrg7sZLdZf1sX5053ECCGEEOLUyCa7OJudt6qX5w6HoMAPIjJpE9+PqHsRQRg3y4lqQI89zKbCE/yg/F7QbGxTxzJ1HC+k7kazzlVU4/8cN2R4wmHD8m6Kky6GrtHTkSWMFWGUBPjUCJvBS34YJb29dIO0ZVDVNVK2wYI5SbCQH8QsX9CGricNe59rjIv7OnMMjdfYvH2Yuhcet+/XbI7N1j3Zz4bZvr96cQerF3ewfd/ErHMJIYQQQghx6s64DQAviDGMF74+OoJmtlI9p6K9YGFbJgvntPD086MopZK6+DTHo8c19fq6DpmUTrHi4gcxXqDQdA2d6c2+jqZImvSahkakQdxICw7CmFjN3rNAAcWKz32PH8I0NGzLYO9gmTvffS7DpTq7B0q0FlLM7crR1ZohUrB/sAxAPmPR2ZbmvscP8sSOEbJpqzExiOjpzNJaSBGEMSnbwNA1/CCm4oSMl51pA/yp6J01SzpZs7iTctWbUe/z6AyBdMokBoIwIoxiWvM2oOjryr3si/OzlSY62SRGCCGEECcnm+zibHb5pn6cuIjXCNDx/BAjbZLLWBwZqyflQxtj/hu6f4RC44cj14OW9BhTcUx3a4awEFOqeLh+lIy3jykL1N2epVxx+PIPt7NvaBI/iJNMW2BuZ5ZMOmkO7HgRqhH5pGmQtnRyGZNKTSdqTIpcP9ls2HmgiGnoWIZOKmUwVnSaZX/qXsi+wUnCKGbZvLbGRoQ6rUj8k/1smO372/dNcPO1K1i/rFv6fgkhhBBCvERn3AaAbehohoaha+iawvFfGDQfr17/yeiaTiZlEkURKUunWo9olNaftvg/FdkzNbg/evNheMIhkzbJpS1s08DzI2xTxzR0JmvBCbISVLPsj6GDoWnNhf9j34tx1GurxgV4QcSvtg/zj99/lt0HS5RqPlEU4/sRtmXQkrWbKcXplEnNCSnVfPq78/R2ZImV4rm94xw4UmGs5OB4IVW30ZRY03D9kAeeOER7IRmU37/54ClF/h2dIaCAtGUQx0kUUt0N6W7P0pKzcbyQ5w8WX7ZSAscrTSTpxEIIIcRLI5vs4mw2pyPL+WtSbN4+TBjGBGGcLLjXp4/zLc3n+q77+GXpIo647bTlLdoLKcq1pIRPf3eeuhthmwaRUoRx0AwWymcsls9vZXjC4ch4jf7uPEEYM16qM1kPKFV9SjWfIIxZMKdAR0uKkYk6oyUHXdeZKHt0d2Q5f1UvqxZ38MCvBthxYALbNNB0jUzKwPFDhov15oK8RtJ3YGC4imnoZFPmaUfin+xnw/G+X654soEohBBCCPEyOOM2AGIFbVkLQ9coVvzmcb3RFNfQFFF84sj9qYV7y4C0bdJWsBmecBiZqCfRNMd7cS2J2J+Kqpl6nGnAkrkFBkZrTNZ8gijGCyKUAkOPT3gtmbRJHCcZB7auYZsGfi1A05IF//CoKkRHbwjoWrJxoYjxg5indo5imTpdLWkUcGS8xv7BSfp78jh+xPzePIWsxfBEHU1BOm0yWfNxvJCJSZfipMeiOQV2Hyrj1Hw0TcMyk9fZunuMat1n6bw2Bkcq9HTmpkX3rFnSia5pMxbxj64P2lpIMTxe57s/30NfV65Z63NwtIrjhc1shJdaSuBkpYmEEEII8eLIJrs4m40UHa45fxlrFnfyzQee57GtQxQr3rSxOsBl7Y/QYlb4weibCYKYSs3HMgxsS0fTdd6wYS69nXkeeeYwTj1IIvgbz3WDkF0DZSp1v/nvTNM0YjRSlkEmZRIrRRDGFCsuhqGzaG4rb9jYT28jun7pvLZm1P3EpEs2bRHHCqWgUgvo6cjiuMG0Bfll89owDZ0Ny7o4d1XvaQfknOxng/zsEEIIIYR4ZZ1xGwCGodGat6nUg2Y0vmlo5DNmIyVX4XoxhpbUzp9aMzd0yKYMLNOk7gVEMeRSBrmszZFxJ0mhBSxTxz9O4f60pWOZGpap8AOFQmHqOrquJc18I4UfRkkmQqOmfxyfuCdB2jZpzaUYLdXJZywc74WmXtFxSgdNfT9WUfP8KlboABoEQYxlGuSzFuev7sX1IwZHq4wUHRw3oLVgMzxW48hEnTCMcf2IjpYUF67twzQMdh8uEUUKXYfejix1NyKbMtm2d5yUbUyL3lHAfb84QKnqzZoV0NueZXiizpM7RujvyXPJ+jns2F/E9SPqjg+axoI5BQxdf1lKCRyvMZmkEwshhBAvjWyyi7PZPfc/z2jN4vqLFvHOK5az80CRwbHajMfd2PMDBpx5PFdfjwL8IKZc88imTPwoplz1ueOG1RwarrB1zxhp2yCKk0X9OE4a4bbkbEZLDo4fEMcaKlaNEkMxhaxNFMW0NJroXnHefM5d0TNjrDsx6ZJOmRSyFpZpEEVJ2c/WnM38OS3sPVyesSCfz9ov6rM52c8G+dkhhBBCCPHKOuM2AOIYJiY9PD8iCBWGDkqpZpmdbMrEtpLBtmFoKKXIpS06WlO05tOkbYOUbTI6UUc3NIbGarhBRByrF7rsHofjxwRRkgUwpzPLRNnFj2J8P2bfUJk4VmiaRtCo5Tk1Dj9RD4Fq3aOQtUlZBhOTHm15G9vSkg0GdVSPgamMgPiFRsdBoxuypkHdDbFNg4myS90NCKKYKEoW92++ajnDxXozEv+hpw7z/Uf2EjVKDZmGxljZYbLm0dmWYWi8iuvHWEYSdQSNOv6TLmNFB9syMHWNdMqk7iRZBAv7WmbU/Oxtz/IXX3+KbfsmmlkQqxe1c/M1K6jUfEZLDk/tHMHQ9cbn9fKUEji2MZkQQgghXjrZZBdns5Finft+NcDaJV1M1n0KuRR20SHSksX5MFIsy+5mZW4Xf3/4PxCrxr8LDaIoplj10DWNXzw7xP6hSRw3wGj828mkTEwzxvOTuqCmoaNrGkNjdbJpEy+IyKaTckPFiksYQs0NsUydZ54f5dwVPTOut6MlTSZl0t2eZazkoBSEsWLt0i42LO1itFEGSAGDo1XQNJ7aOcLTO0dOOyP3ZD8b5GeHEEIIIcQr64zbANA0RRQlUTLN0jqN2v+FrMXCvgJjEzVidLpa0wRhzOBYjcGxOkfG60lkfMZsNtSquwFxpF6I0p9lsV5vlP6ZKsHjh4qJiosXRESNCPwwUpiGhqnr2CbkMlZSFqfioeKYKJ69P0GsNAaOTBI3Xnu87GIYSX+DqT0JAMvUaMnaoEG1FuIEUbMnQTZtEsUxXhBSrCSTC8vUaS+keHb3KCsWtHPO8u7mgvicziy2aZBvsbAMA8NQDAzX2LZvgjmdWVK2ia5H1NyQat2nuz3LSLHOkfEaYaQ4NFrFtnTStsnc7hxteWvWmp/DE3W27ZugszWFrunEKmb7/iLjZZdzV/ZweLTK0ztHJB1YCCGE+DUhm+zirKVpjJccdh0qsnJBByiFYegYBgRRjB4r3tL9Q5wozRPemzANjaBReieIFEopLNsgl7HYtm+cFfPbODJRJwhjXC9sxiF1tKRJ2yaqPYNp6MzvzTM0XmfgyCSOn6QHa43/BWHMvsEyQ41+AUfr68yxdkknz+0dxzR0PD9izZJObr5qObqusWZxJ7ZlUJxMgocW9rW8pIzck/1skJ8dQgghhBCvnDNuAyBlJ4vdU46ur+94IUNjdVwvwjKTRf3JekAUJ9HsXhDjhwFVJ6CjJYVtGHh6hCKa9bUMLSk5pOsaYaiIY0XaNtCI8fyYqUpBup4sfPuBItQidF0jin0MXcfQNfzw+M2J4+iF8yRfq2YT4KMppah7Ef3deRyvik3SpEvTNOJYYVo6Kxa08/xAkTBUhFGy8WEYGt9+YBejxXozkkfTNAxTJ5e2AChOuoRxjGno+EHMBat7uWhDHw8+PsDgeA2lFPuHKnS3ZajUA9ryNjU3ZMWCdjw/xPXCWRfxN28fRmv0KoDkv5oGh0cqnLuyR9KBhRBCCCHEr4WJsoOZyfDsrjHeuHEem1b2cGikShwrDF2jLVvjio6HeGjyWkaqFmEYgzY1xE3G9rapMzBcoe6FjBTrzXF8GMcYuoamQaWeZPLqukbNDRkpOoyX3WZG8FSAkOdH5HMWmqax8+AEzx8sAkk9//7uPLqucc35C+huz3JouMK83gIblnah6xo/efxAM/p/eKJOtebT2ZahJWu/Js2941g1exZ0SHaAEEIIIcRpO+M2AGpOgJGOmwvqRy+VJw2uFJ4fUneTgXEYJ/U0DdskmzaTxeo4qYGJmUTOwAuldqbogG5oRDFEKm7W43f9ZLMgidJPjqWspHYnURLlk3wd4/ohUQy2CVE4871oHH9jAKYa/U6VANJJpZKGwQpAKaI4Rtd1osYkYUFfCzsPlmjNW4yVXSxTw/Uioijm4WcG6W7Pcs7ybpbNb6MtZ1N1A6IwplzzyaVMVi5qp5C1GRqrYRsG73/rWobGa2zefgTXj9A1jTDyyGdTxLHCMnSMtEVbIcXoRH3GIv783kKjV0HczABQCvp7Csn7k3RgIYQQQgjxa0DFSdbtZN1nuFjnN69eAcBTO0YoVj2uyf0UW/f5afmtzO3MUnUCKnWfKFZEEWTTBnO7c3h+RLHiUaz4zOnMUK0HDI3V8IOk/1ap4pIPLUxTb76264X4YTytrKgCokhRqrj86wO7qfsRmoLWQoprL5jPtRcs5P7NB5uBNrsPlXj+YJHu9gybtw8zv7fA/qFJShWXiUmPp3eO0N9TYPHcllc1IzeOVXNDYrZ+YkIIIYQQ4uTOuA2AZEH5ha+P/XNx0msu5HtB1Px+EEYEYVKqJ1ZJzXzfiJOFe2ZW/lEazVr+xw49dT0ZrBpGErXjetG059uWhmnaFCddNMCfZfEfkjGuoWvEjYh/46ionub3DT2p9x/FVGo+rhfgeskmhF8Pm5sQC9oztOVTpCydcjWpyx830o53HSpjWTr/+uBuRot1rjl/AddeuIAntg8zNumS8SMWz22hJWsnNf+Pivrp68zheBFHxusYOpSrPlEck7ZNUraB64XNAfqxi/gblnaxZnHHtB4AaxZ3sGFp11GfpaQDCyGEEEKI1zfb0lnS30o2bTXHye+5diXLF7TzjZ9s503tP+JgfA5lcyVhFGOZOj0dOcbLDqGezDnKVR+rkYXrBxEjRYdKzW9mAyuVzD8mKj66lvTpcrwIxw9R8fTMZ6WS3mhBEBEDGcvANHUc1+eJHSP0dOTYtnecrvZkk2HPoRJbdo/R056hOOlRcwIqNZ+2QgrPj4gUDBypYOga56/ufdUycofGa2zbO053R3ZGPzGZHwghhBBCnJozbgPANDQ0PRnwHrtor5FEzEcqGSCnbYNYKVw/xg9Vs9GWqScL7XEcJ02Eo+nn0gDL0DAMvVlfc6osj+KFJry2qVH31Izr8IKYIARD15NyRceJ8leN62y+7lGDekgWx4OwkRIMdBRSGDr46ZiJskfK0lEK+jqzWIbOQ08dwmv0NohjRcY2cIOItK0ThIqWnN0cUF97wUJ6OnI8u2eM5w8WWTS3NUlDPqYO/9B4jcGRCvN784yVHNK2Sani09dl4bgBaxuD86mF/Gl/V6bOne/exJY9YxweqdDfk6QeHx3RJIQQQgghxOtdf0+B7rYMrh/R3pImjhUDoxXufWgvnc7Pae88zD2j76fqBOiawvNj/NDHD5OJhq4pdA1WL+pgrFRnrOxRmnRJ2yZBGADTpwxKJc2AoyjG1JN+AgCmrqFQdLdlaCukGSs7OI2GwAC6ruN6IQPDFWpuwOFdNUoVj2rdB5IM6VTKYGSijmnqaGjkszaL5rYyWfN4w4a5XLFp3qsWfT8x6YKmzdpPTDYAhBBCCCFOzRm3AaChUcja2KaO44dU62ESka+SAfFURL+mQRgrTF1D1yFlGliWjh9EpCyTMIoamwAKU0v+C0kd+2SBvzEI1XU0XaFFCsNIBuNRPNV8S2uWDjIaGw+QDKx1XaFrCsvUCcN41lI/pgkt+RQaGuNlB017YXNCqSStN4n+V1imBhp4oaKQsak5Ia35FIauMacrx55DZbJZi572DCMTdQD8MG6WGUrZBl4Q4gUxzx8osnX3KNv3TaBI0oq37B5jblcODabV4Z+YdNF0nWXz2ujtyOF4AeNllwvX9HLe6jnNaP/j1e40TZ1zV/Zw7sqeV+6mEEIIIYQQ4hU0NF5lMhhh7ZJOulsz/PiX+/nBo/sYHK3xBwu/RzFo45fli4njmCBWOH6EimOyKRMVK9wgyeY9PFpF1zQcL6Q+lbELGMcEOGlaElRkGEn/rlzGQNc08tmkh9fG5d0MjtWIwuQxlqmjlEqygJVieKLO7kPlpMGwUsRKYVsGrh/S2Zqh5gT4bohp6vR2ZOntyGBosGJB+6taeqejJQ2N6zu2n5gQQgghhDg1Z9wGgB/F1L2AIDRoyVqARhhFaJpOytap1HziKFmgD6MYP0iyAmxLp6cjy2TNJ5+1qNR8KvUA00iW8r2j6vSEcVJnKI4hZTUibQwIjuoVrADHf+FArBqbAtpUSq5C0zU6CjYVJ6DmTm80bGiQsiyW9beyYE4Lv9p2hFhBJmUQx4pyNaCtxWas5JCxDYoVn5RlUK27ZFPJBCCXNgmjmJFinaoTMFZ0MA2d1nwKL4jo7cxSqnjk0ialqs/BI0mjsvs3H8T1Qjau6MbQdbrbMxwcmuTclT0sX9A+rQ7/1KBcAS05O5l0KDhv9ZxmVI7U7hRCCCGEEGcyyzTo6cgQRxEPPDnADx/Zx/CEQ7s+xPktT/D1od9ktBKTtiNWL+xgYLhCxQmSDGRdp2AZWKZBzQ2p1pPjmZRJ2jYYKTkzFv8BNBQqhraWFCjIZW3qbkhbIYXrhSye24rjJsE5dS9MMg0MjZ72LJWqS1drmkMjNQxDw3NDCjkD2zTobEuTTZsUcimqNY9M2mKs6EwLAnq19HXmWLOkc8Y84tW+DiGEEEKIX2dn3AaArkEubeL6MYapM6czx4Ejk4RhiB8kDboyKZ0gUM1sAMvUKWQtJiZdLNOgVPFJ2zqmqWObelLH36fR6DdJz7XMJHrd9SN0IJy+fo9G8vip9e2pAbtSkLENQOGHMVEjmr+QNanUQ7IpnamuAlEc4/gRVSdgYV8rV50/H9vUGS05PLVzBF3T8P2IbNqi7sV4YYxuaFTqAfmsRdUJyKZNKrWAbMqgNZ8CVPL+UiYpM9kMGC+7jVqkGj0deXIZk+3769SckJacjaHrZDM2XW2ZGam2pzIol9qdQgghhBDiTNaWT1GtB1TrAc/tLzJeclHAb/b/CIXGj8aux9I1dE1nfl8LQaQwijV0PYnMDyNFGMV0taaJIkU2beAFEbqukUtbRFHSJ8DQNcJIJdnMkSKXNlEKLl4/l4vWzCFSqtGPDIoVl6GxKkvmtVKq+M2gnXXLutiya4yl89qoOknA01RJUSeIcN2QC9bM4ZrzFzBcrM/o4/Vq0nWN6y5cyLqlXa/pdQghhBBC/Do74zYAAFqyaQpZRTZj0V5IMTJRw8hYqDhuRtHXvQg/SErgtBZsqk4S4Z/PGOQySamcMFJ0taaZmHTZtm+Cuhug6xqWoSUL+ioZxKtYMVXpX9eO34R4iqYDaOh6krKbzVjJ8+KkLn4QxsSxIopiDh6pcGS83myOa5o6h0erPL1zhJRtoJLYHwpZk4V9rVRqPped059EIMUwMFxhy65RHDdgtOTg+hGOF9LTniWTtlgyL09b3uaZXWPM7c5TyFpU6gGagroX0JKzT5hqeyqD8pe7dufxygkJIYQQQgjxWtA0DT+MqdT9pGQoYGk+13fdxy9LFzIedGHoClMpduwfp1oPmKwHRGHSvVfToJC16GhJMzxRR9M0ChmLOZ05XD/ksnP6OTxSZceBCUaKDqap05K1mdedw/EjLlnXx/plXdMybxVQqvqUKh5zu/PNUp4rFrSz5flR8lmLuV05Do/V0DToaMmwemE7112yiP6uF3p49XXmGBqv8dy+8ddk7D11HRI4JIQQQgjx4pxxGwC6puEGIaaRRO+PFR3aC2nyWZtYxRwZr+P4MUBSSxKoOiGOG2AaOtm0hR9GbNlVoyVnUa56VOo+rhfSkksRxzG6rlGu+dimRjZlYNsGYyW30YwrGfAH4Qsr/1N9AKYEQYymJTX8O1vTpCyDlnyKA0cmMRvn1lBYpsnCOQXaW9LUHZ+nd48mJYyUYk5XjsHRKinbYLzs0VawMXSNSzfO5doLFjQH5d3tGR566hCuHxFEipobkLZM1i3ppJC3OXikQnshRco2yGXMRg1Rk9ZCCscJGJ6onzTV9mSD8pezdqeUExJCCCGEEK83pYoLdlI6x/OTsf5l7Y/QYlb4/uhbgCTr2NBhrOiiaYogjOlpyzCvN49tGuw8WAKguz3LyEQNN4gBxWXn9HPdhQsBeHrXKP/64G76unK05GwUMDpRp6M1aTz89K5RHnlmkL6uHIWsTTplsH+wwqK+Fi5YM6e5mN9aSHFgsEy56uP7EYWsTWveZm5Pvrn4DzL2FkIIIYQ4E5xxGwBBGFOueNiWQRTFdLdnCCKFUgpd08lnLExTB2C85JD0CIhRJBsCfhBSrvqNxfKQoXEHXU/K9FTrPpalE3oxcQx+ECW1OS0DTdNQShGESUquroFhaARhkoablA9KKKUADV0D1w/p785TqfukLYNS1Sdrm3hhTH93jvaWNK4XcmC4wj9+51mCMEZp0Ja1OW9NL9deuJAoVliGTkdrurlIf3i0ysSkixdEKAWVuk/dDYkihUfEwZFJ9FGdQyNVylWPOFYUK16z0e+1F8xn7dIuyhVv1qj+04nCfzlrd74a5YQkw0AIIYQQQpwOz49YNr9AytI5cKSCocFbe37AgDOPrdX1GEkFUFw/RtMiwigJDwqimLRtoemQTZscGa/TVkhhdCWR9xtWdGM1MoBpzC/WLOlkcLSK60fNcXVve5afPH6AR54ZZGi8RrHiJhemwA0inn5+lGza5Lm9Y2zfN4EC3CDG8UMuWNtLay6FArbvm2D9su7muFpKeQohhBBC/Po74zYAFBApRRDFVJyAtGXQ2Z5hvOyBUnhBzGXn9FN3Qx7dOohtJHX8NQ2CMKJaDwgiNS1qXzUW74NIEUZR83isoFjxKFa8addgWzpL+tsIo5i9h8vNAf6UKAZdT46NFB1acynStsHqxR1sXN7DZN3j0acPE8aKbfsmCIKIsbJD2jbo7ymgAVU3YO+hEm/cNG/a4PvYKJ3ipEsQRmRsg0zKZLLmo2lwYKhCGMUYus5kzWdOZxbT0Gc0+p3fU5jxGZ9uJNDLWbvz5S4n9FLfmxBCCCGEEJtW9WBlUsztzlOu+nTFz7Iit4v/N/DvSVk6rfk0pYqHYWhYloGmxbh+RM0J2LF/gpRt4Poh65Z2ccm6PtoKKZ7bO8ZDTx5CAYNjNVCKud15UIq+7jxzOnKgwbJ5bQxNJAv1fV05ihUPQ4cj43XmdGZJawaFnM1PNw9gWwYrF7Zj6ElA1PB4HV3T0bSkB8Cx4+pXeuwthBBCCCFeeWfcBoBGMjDNZy0yKZNIgalrzOnM4vkRly7p5OarlnN4rMq+wTK6plHI2YyXHJ4fKBHFyWr/0Uv2x/vz0ZsEGpCyNGIFUaN+/5GxGmGkMI2kvv9UPwBFsiiukWQWmKaOQmPngSIbV/Twxo3zGJlwuO/xg6RtgyiOsW2DMEpShVOWgQ54YTxj8H1slE7aNtg/NEkmZdBeSBHHilLVI4hiTD1pAtyatxkvu8zpzM3a6PdYLyYS6OWq3flylhOajUQ5CSGEEEKI01XIWPi6zrolXbxhw1yqP/0sXpxmu3YjadukXPUIo5gogDCMyaRNbDMJRGrNJ33B5vcWqNY8OlqTce22fRNkUiYTky6VmodlGWTTFrmMyRPbh2lvSZNNWzy9c4TWfBLB35Kz6WnPcGC4QhQrqk5IJmVwYGiSSt1HKbAtg6X9rWTTFkoDxz1+369XeuwthBBCCCFeea/LDYDvfe97/PVf/zVhGPL+97+f973vfaf83KlSPpWaj2UYzOvJsWZJF6ahM6+3wIalXQA8tmWQibJL3Q8xNY2WvM3iuS3sOVQ65dcyDQii5M8pWyeTsqg6AbqeNBqeEkbTn6cBYaQwtKQc0La94yilEauYf/zOs7ztjUtYtbCdPYdK5NIWYazYdbBIqZJE89umTgykTH3G4Hti0kUB1XqA64WkbIO2gk2p4mPXA1K2wZzOLOMll3TKpC1vJ42MVZK6fOz5ZiuHc6JIoKm6oq9U+ZyXs5zQbCTKSQghhBDi7PRS5iAVJyCVVXS0ptH9cVbyY/Zm3s7c/nkMbjuCoesYtkYcJxnJpqGjAZ1taVYsaCeTsihkLUaKDsVJlzhWDI5V8fwI14uoOD5p28TxAgBKNZ/+7jy9HVlipTgwNAlKoYAl/a2kUyZbd48xvzfPaNEhlzGTsqcKRiZq9LRnyWVM2nI2dS88bt+vV3rsLYQQQgghXnmvuw2A4eFhPve5z/Gtb30L27a55ZZbuOiii1i2bNkpPb+xbosfxGhAadJj+/4JsmmLPYdKjEzUKFY87v/VAGnbIG0Z5LMWbTmbC9b28sWxKpV6iDrhqyRipaFpCqWSCPcgjFBKoaFTqvq4fphcU+PxU+fMps3G4D/C86NGvwAdTYMwitm87QgXrpuL50d0tKTpylrUHJ+q41OtBzh+RFvO5rzVvTMG322FVFITNIjQoblRcOnGuRweSZoGqzjGMg1acjZjJRdUiOtHMwbzxyuHs2Zx56yRQK351CtePuflLCc0G4lyEkIIIYQ4+7zUOcjohMP165Kx9PCj/xsTj93p9zI57gEapqFhmjphGBEryKZMNq3qZbI6tbAfolTSt6y9Jc3wRJ1SxaezNYVlGtRdH8cNqNQDJiY9ojAmnU6mcrqmkUmZtBVSjE7UQdMwdI1zVnRTbPQE0zToa/T6OjhSZXC0SnshxbUXLmDtki5KlSRD2DA0hsZrzfH1Kz32FkIIIYQQr7zX3QbAo48+ysUXX0xbWxsAb3rTm/jRj37Ehz70oVN6fiaVLK4roFh1CeMUG1f2YBo6URzz8DODFCddlIrRSOrie34EeY0ndozhBTGZlE4UJ9H5YaRI2waunzTTPXpjIIpVo+QQuN4LvQG6Wi0cLyJlGSgVEceKqTYAtplMAHx11JkamQC6nkQCDY7XeejpQzheyBM7RmgrpOjryHDTZUvo6cyiobFsfhv9XUlE+lTD346WNIEfUXMDavUAyzJI2zqabnLDxYswTZ3ipEtrIcVze8bYtncc09CnlUY6ejB/vHI4a5Z0zhoJhMYJy+e8XM11X65yQrORKCchhBBCiLPPS52DXH/xwiToRVN0j/4zhzmHCWMFLbk6kMxN2gsplFJMTHq886rlXLlpHn95z9M8sWNkatjJmsUd9LZnGSs7tBVS1N2k0a9pGvhBwO6BEoau4YcRI+M1WrI2iiTgaCroZmqhvrc9y5Y9Y/zrg7vp68o1y/wYusalG/ubfb8Atu0bP24Qzys59hZCCCGEEK+8190GwMjICN3d3c2ve3p62LJly0mfF0VJnR2nMoGZjjF0jZ6OHKOlSbbt9LBtg7GJOiMlhyCICaIYS9fQTR1QjI+ZGLqGFkREAAqCIGoszNsoLyCKFXGsGgv2yfjYNDQWzClgmSaeH1CueXg1h6obEgURhZyJZZuMl52kH0DORvk6WUMHFaDpGr4fY5o6cagoh8kmwIKObuZ0WlSyMDpRYs28FrraNUrVEnGk2Pl8kSODKZ4/OMHuQ2VAQ8UR+49UGC+7zayDtkKKXGeWBx57lvXLuuhpz6D5LmvnmXTnWihXPVrzKXraMxw5MohSipGiQ6nqMTHpMlkaJ0UGSDYpRkaq3P+wx9qlnVy2Js9kzSeMYvRokl88OTrt8QCTJZedu2xit42Hnj7MroESU90Tls9v4/Jz+tG011cE0Zp+g65s4ajPxmBw8PBrfVlCCCGEeI0dOXIEeGHcKc4cL3UO0pHxGRw8jBp+EG3oII+lPsZz23djWwZmPInrRIwGZaJI0deVo9V2eGb7birFEZb1JgFJUaw4NHCI+x816WhNUzBqdLWZ+H5Mezpm10CFua0FUpbJ6ITDjt0lnGrSJ2D5/DbwSyhNoy0FynM5cqREd1axaq7OroEhRo4agy/tAeWVGBwsMTxR5xdP7qWzNY1OEsTziydH6cr69HZkX6FPXAghhBBCnIqXYw7yutsAiON42oKwUuqUFohHR0cB2PvQXzWPbW/896mX9Qpnev4VOOeTx3x97z+8tPN956U9/SX5ymv42kIIIYQQL7fR0VEWLlz4Wl+GeBm91DnIbbfddtTRJcDXGv+b3fdPMLb//j8e/3vHzhGO/frl9JU/fwVPLoQQQgghTstLmYO87jYA5syZw+bNm5tfj46O0tPTc9LnrVu3jrvvvpvu7m4Mwzjp44UQQgghhDgdURQxOjrKunXrXutLES8zmYMIIYQQQojXo5djDqIppU6l3+2rZnh4mFtvvZV77rmHTCbDLbfcwh//8R+zYcOG1/rShBBCCCGEEGcgmYMIIYQQQogz1esuA6C3t5ePfvSj3HHHHQRBwM033ywDbyGEEEIIIcQrRuYgQgghhBDiTPW6ywAQQgghhBBCCCGEEEIIIcRLp7/WFyCEEEIIIYQQQgghhBBCiJefbAAIIYQQQgghhBBCCCGEEGcg2QAQQgghhBBCCCGEEEIIIc5AsgEghBBCCCGEEEIIIYQQQpyBZANACCGEEEIIIYQQQgghhDgDnREbAN/73vd4y1vewvXXX8/dd9/9Wl+OeI1Vq1Xe+ta3cujQIQAeffRRbrrpJq6//no+97nPvcZXJ15tf/mXf8mNN97IjTfeyKc//WlA7gkBf/7nf85b3vIWbrzxRv7pn/4JkPtCJP7sz/6Mu+66C5B7QsDtt9/OjTfeyNvf/nbe/va388wzz8h9IaaReYgAGW+K45NxhTjaT3/6U971rnfx5je/mf/xP/4HIPeFgO985zvN3yF/9md/Bsh9cbY61fXM7du38653vYs3velN/Lf/9t8Iw/DkJ1e/5o4cOaKuuuoqVSwWVa1WUzfddJPatWvXa31Z4jXy9NNPq7e+9a1q7dq1amBgQDmOo6644gp18OBBFQSB+sAHPqAefPDB1/oyxavkkUceUe95z3uU53nK9311xx13qO9973tyT5zlfvnLX6pbbrlFBUGgHMdRV111ldq+fbvcF0I9+uij6qKLLlJ/+Id/KL8/hIrjWF122WUqCILmMbkvxNFkHiKUkvGmOD4ZV4ijHTx4UF122WVqaGhI+b6vbr31VvXggw/KfXGWq9fr6oILLlDj4+MqCAJ18803q/vvv1/ui7PQ6axn3njjjeqpp55SSin1sY99TN19990nPf+vfQbAo48+ysUXX0xbWxvZbJY3velN/OhHP3qtL0u8Rr7+9a/z//1//x89PT0AbNmyhYULFzJ//nxM0+Smm26S++Ms0t3dzV133YVt21iWxdKlS9m/f7/cE2e5Cy+8kC9+8YuYpsn4+DhRFDE5OSn3xVmuVCrxuc99jg9+8IOA/P4QsHfvXgA+8IEP8La3vY0vf/nLcl+IaWQeIkDGm2J2Mq4Qx/rJT37CW97yFubMmYNlWXzuc58jk8nIfXGWi6KIOI5xHIcwDAnDkHw+L/fFWehU1zMPHz6M67qcc845ALzrXe86pfvj134DYGRkhO7u7ubXPT09DA8Pv4ZXJF5Lf/Inf8L555/f/Fruj7Pb8uXLmz8U9+/fzw9/+EM0TZN7QmBZFn/xF3/BjTfeyCWXXCI/KwSf/OQn+ehHP0pLSwsgvz8ETE5Ocskll/B//+//5Qtf+AJf/epXGRwclPtCNMnPCQEy3hSzk3GFONaBAweIoogPfvCDvP3tb+crX/mK3BeCfD7PRz7yEd785jdzxRVX0N/fL/fFWepU1zOPPd7d3X1K98ev/QZAHMdomtb8Wik17WtxdpP7QwDs2rWLD3zgA/zBH/wB8+fPl3tCAHDnnXfy2GOPMTQ0xP79++W+OIt94xvfoK+vj0suuaR5TH5/iE2bNvHpT3+aQqFAR0cHN998M3/xF38h94Vokp8T4mgy3hRTZFwhZhNFEY899hj/83/+T772ta+xZcsWBgYG5L44y+3YsYNvfvObPPDAAzz00EPoui5zUwEc//fGi/19Yr4iV/kqmjNnDps3b25+PTo62kyXEGLOnDmMjo42v5b74+zzxBNPcOedd/Lxj3+cG2+8kccff1zuibPcnj178H2f1atXk8lkuP766/nRj36EYRjNx8h9cXb5wQ9+wOjoKG9/+9spl8vU63UOHz4s98RZbvPmzQRB0FzAUUrR398vv0NEk8xDxBQZb4qjybhCzKarq4tLLrmEjo4OAK699lqZgwgefvhhLrnkEjo7O4GknMs//MM/yH0hjrueeezxsbGxU7o/fu0zAN7whjfw2GOPMTExgeM4/PjHP+aNb3zja31Z4nVi48aN7Nu3r5lud++998r9cRYZGhri937v9/jMZz7DjTfeCMg9IeDQoUN84hOfwPd9fN/n/vvv55ZbbpH74iz2T//0T9x777185zvf4c477+Tqq6/m7//+7+WeOMtVKhU+/elP43ke1WqVb3/72/z+7/++3BeiSeYhAmS8KWaScYWYzVVXXcXDDz/M5OQkURTx0EMPccMNN8h9cZZbtWoVjz76KPV6HaUUP/3pT+V3iACOP5bo7+8nlUrxxBNPAPCd73znlO6PX/sMgN7eXj760Y9yxx13EAQBN998Mxs2bHitL0u8TqRSKf70T/+UD3/4w3iexxVXXMENN9zwWl+WeJX8wz/8A57n8ad/+qfNY7fccovcE2e5K664gi1btvCOd7wDwzC4/vrrufHGG+no6JD7QjTJ7w9x1VVX8cwzz/COd7yDOI5573vfy6ZNm+S+EE0yDxEg401xamRcITZu3Mjv/M7v8N73vpcgCLj00ku59dZbWbJkidwXZ7HLLruMbdu28a53vQvLsli/fj0f/vCHufTSS+W+OMud6PfGZz7zGT7xiU9QrVZZu3Ytd9xxx0nPpyml1Ct90UIIIYQQQgghhBBCCCGEeHX92pcAEkIIIYQQQgghhBBCCCHETLIBIIQQQgghhBBCCCGEEEKcgWQDQAghhBBCCCGEEEIIIYQ4A8kGgBBCCCGEEEIIIYQQQghxBpINACGEEEIIIYQQQgghhBDiDCQbAEKIl93KlSu56667XuvLOCHf9/nYxz7Gueeey7nnnstPf/rTl/S418KhQ4dYuXIln//851/rS3nFXX311dx+++2v9WWcUL1e58orr+TJJ59sHvvCF77AZZddxoYNG/jMZz7zGl7dTLfffjtXX331SR/3V3/1V3z4wx9+Fa5ICCGEEOLUyHzj1SHzjdeX2eYbZxuZmwjx4piv9QUIIcRr4etf/zrf+ta3ePvb384FF1zAunXrXtLjhPj85z/PypUrOffccwHYuXMnn/rUpzjnnHP4yEc+wqpVq17jK3xx3v/+93PNNdfws5/9jCuuuOK1vhwhhBBCiF8LMt8QL7dj5xtnI5mbCPHiyAaAEOKstHPnTgA++clPks/nX/LjxNltYGCAL37xi3z5y19uHnv++ecB+N3f/d1TirR/vcrlctxxxx38yZ/8CZdffjm6LsmDQgghhBAnI/MN8XKabb5xNpK5iRAvjvxLEUKclYIgADjpIPtUHyfObl/60peYM2cOmzZtah6bundyudxrdVkvm5tuuokDBw7wwAMPvNaXIoQQQgjxa0HmG+LlNNt842wlcxMhTp9sAAhxhrj66qv55Cc/yXe+8x1uvPFG1q9fz/XXX8/dd98943Gz1TY89vjVV1/NH/3RH/GNb3yDN73pTWzYsIHf+I3fYMuWLYyOjvKRj3yETZs2cfnll/O5z32OOI5nnPNv/uZvuPzyy9m4cSN33HEHW7ZsmfGYBx54gFtuuYWNGzdywQUX8OEPf5h9+/ZNe8zKlSv5P//n//DBD36QdevW8Za3vIUwDI/7Wdx3333ccsstbNiwgfPPP58PfvCD7NixY9r5vv3tbzf/fLxajyd63Kle9//7f/+Pv/u7v+PKK69k48aN3H777Rw4cIB9+/bx27/925xzzjlcffXVfPGLX5z23Gq1ymc/+1luuOEG1q9fz6ZNm3j3u9/N/ffff9z3PeVb3/oW73jHO1i/fj0XX3wxd911FyMjIyd93s6dO/nt3/5tLr74YjZu3Mg73/lO7rnnnhnv6a/+6q/427/9Wy677DI2bdrEBz7wAbZv3z7jfKfyGQVBwN/+7d/ytre9jXPOOYcNGzbwtre9bcbrHmt0dJRrr72WN7zhDezdu7d5/KmnnuK3fuu32LRpU/Pajr3vrr76aj7xiU/w8Y9/nPXr1/PGN76RiYkJyuUyd911F1deeSXr1q3j2muv5bOf/Sye553wWlzX5Vvf+hbXXntt89jtt9/Oxz72MQDuuOMOVq5c2Tz+27/923zuc59j06ZNXHLJJc2or927d/N7v/d7nH/++WzcuJFbbrmFhx56aNprTT3/5z//Oe9617tYv349V155JZ///Odn/Bvcs2cPH/nIR7jooos477zzuP3229m8efOM63/44Yenneuv/uqvZpxr/vz5rFixYsbPEyGEEEKcPWS+8QKZb8h847Web0x55plnuOOOO5r/Vj7/+c/zl3/5l835x5QjR47wB3/wB1x88cWsX7+ed7zjHXz3u9+d9pi77rqLG264gbvvvpsLLriACy64gJ///OfcddddvPWtb+WJJ57gPe95Dxs2bOCaa67h29/+NkEQ8NnPfpZLL72UCy+8kP/0n/4TxWJx2nl/9KMfcdttt3Heeeexbt06rr76aj796U/j+37zMaczz5G5iRCnT1NKqdf6IoQQL93VV1+NUoparcZtt91GV1cXX/va19ixYwd/93d/16yPd/XVV9Pf38+XvvSlGc8/+vjVV19NFEVEUcT73/9+lFL89V//NS0tLRQKBZYvX87FF1/Mj3/8Yx5++GH+9E//lHe+851AMmjLZrPYts0dd9yBZVl88YtfpFqt8o1vfIPly5cDycDx4x//OJdccgnXXHMN5XKZf/mXf8HzPL7+9a+zePHiaefbuHEjN9xwA67r8u/+3b+b9XO4++67+aM/+iPWrVvHTTfdRLVa5Stf+QqO4/DP//zPbNiwge985zt8/etfZ/PmzXz605+mq6uLSy+9dMa5jve407nu3t5eMpkM73vf+xgfH+fv//7vWbp0KaVSiSuvvJI1a9bwjW98g2effZYvfelLXHjhhSiluO2229i2bRu33XYbCxYs4MiRI3z1q1+lWCzyb//2b8yfP59Dhw5xzTXX8KEPfajZCOkv//Iv+fznP8+b3vQmLr74YoaHh/nyl79Ma2sr99xzDx0dHbN+bhMTE7ztbW+jvb2dm2++mVQqxfe//30ef/xxPvOZz3DTTTc139PcuXOpVqu8//3vx7Is/vmf/xnXdbnnnntYsmTJaf3d/pf/8l/44Q9/yK233srKlSspFot8/etfZ2BgoPl5HHt/Tk5OcttttzE8PMwXv/jF5uD2kUce4Xd/93dZtWoVb33rW/F9n29961scPnyYf/qnf+L8889vnqtYLLJ48WLe/e53MzY2xoc+9CF+67d+i23btnHHHXfQ09PDU089xTe/+U3e/e5388d//MfH/bf3yCOP8IEPfIAvfOELXHLJJc1j//Zv/8bXvvY1PvjBD7JkyRLe/va3c/vtt/Pss8/S2dnJBz7wAQ4dOsR//s//md27d/Pe976Xrq4ubr75ZizL4t577+W5557js5/9LG95y1uAZGC8f/9+arUa73nPe1i0aBH33nsvjz/+OJ/85Cd53/veB8D+/fv5jd/4DUzT5LbbbqOjo4OvfvWr7N+/n7vvvpsNGzZw++238/TTT2OaJrfeeivz58/ne9/7Hk888QQf+9jHZvwb+9znPsc//MM/sHnzZtLp9HE/DyGEEEKcmWS+kZD5hsw3Xg/zDYBnn32W973vfXR1dXHrrbfiOA5f/OIX0XWdUqnUDDQaHh7m5ptvRinFrbfeSmtrK/fffz+PPvoo//W//ld+53d+B0g2AH74wx+Sy+X43d/9XUZGRvgP/+E/8KlPfYoHHniAOI75zd/8Tfr7+/niF7/IwYMHueSSS6hUKrzjHe9gz5493H333bzrXe/iU5/6FADf+MY3+MQnPsHVV1/NG9/4RoIg4Cc/+QmPP/44H/7wh/nQhz4EnPo8Z4rMTYQ4TUoIcUa46qqr1MqVK9X27dubx0ZGRtTKlSvV7//+70973G233Tbr848+PnW+HTt2NI/92Z/9mVqxYoX6T//pPzWP1Wo1tXbt2mmvsWLFCrV69eppz92/f79au3at+tCHPqSUUqpSqahzzz1XffSjH512HSMjI+qCCy5Q//E//sdp5zvvvPNUuVw+4WcwMTGhNm7cqG6++WbleV7z+MDAQPP4lD/8wz9UK1asOOH5Znvc6V73xo0b1ejoaPPYnXfeqVasWKH+1//6X81j+/fvVytWrFD/+3//b6WUUk8//bRasWKF+pd/+Zdpr/Hzn/9crVixQv3jP/5j832tWLFC/cVf/IVSSqmDBw+qVatWqc985jPTnrdz5061du1a9Sd/8ifHfZ/f//731YoVK9SWLVuaxzzPU+985zunnW/FihVq1apV6tlnn20e2717t1qzZk3zMznVz2jq/jz2evfs2aNWrFih/viP/7h5bOr+dBxH3XLLLeq8885TW7dubX4/iiJ1zTXXqFtuuUWFYdg8XqvV1HXXXafe/va3TzvXqlWr1IEDB5rHxsbG1IoVK9Tf//3fT7uWu+66S73//e8/7uemlFJ//ud/rlasWKHGx8enHf/mN7+pVqxYoX7xi180j912220zjk0dv/baa1WtVmseC4JAvfe971VveMMbmvfz1PPvv//+5uNc11UXXHCBes973tM89pGPfERt2LBB7d+/v3lsYmJCnXfeeerOO++cdq4f//jHzcdM/d29973vnfE+p+6Rxx577ISfhxBCCCHOTDLfkPmGzDdeX/ONO+64Q51//vnTjj/33HNq1apV0+6pP/zDP1QXXnihGh4envb83//931fr1q1TY2NjzcetWLFCffOb35z2uKnjX/rSl5rHHnzwQbVixQp11VVXTfu3cMstt6jLLrus+fUNN9yg3vOe96g4jpvHgiBQb3zjG9Vb3/rW5rFTnedMkbmJEKdHmgALcQZZvHgxq1atan7d3d1NV1cXY2NjL+p8CxYsmJY6OBVFcd111zWPZbNZOjs7GR0dnfbcyy+/fNpzFy5cyOWXX87DDz9MFEU88sgjVKtVrr32WiYmJpqPMwyDiy++mJ/97GeEYYhpJj+mNm7cSEtLywmv97HHHsNxHH7rt34L27abx+fNm8fb3vY2vva1rzEyMkJPT8+L+DQSp3vdmzZtoqurq/m4RYsWAdM/w3nz5gE002Y3btzIr371q2mRDFEUNVMfa7XarNf2k5/8hDiOufrqq6ddW1dXF6tXr+bBBx/k4x//+KzPnTNnDgCf/exn+dCHPsSmTZuwbZtvfetbMx576aWXsnbt2ubXS5cu5fLLL+fBBx8kjuNT/oy6u7t54oknpjVuUko1062PfZ9BEHDnnXfy5JNP8qUvfYl169Y1v7dt2zYGBga49dZbKZfL05531VVX8YUvfIEjR4403+eCBQtYsGBB8zGFQoFsNstXvvIV5s2bx+WXX042m21GrpzIwMAAmUzmuNFOx0qn01xwwQXNr4vFIo8//ji33347ruvium7ze9dddx2f+tSn2Lp1K+eddx4AmUyGK6+8svmYVCrF4sWLm//O4zjmZz/7GVdccQULFy5sPq69vZ2vfOUrtLe3N49lMplpDYrz+TxLliyZ9WfG1H166NChU3qfQgghhDjzyHxD5hsy33h9zDfK5TKPP/4473vf+6YdX7NmDZdeemmzlGgcx9x3331cdNFFmKY57fO6/vrruffee3nkkUd429ve1jx+2WWXzXodR99TU/fZ5ZdfPuPfwlNPPdX8+rvf/S6O46BpWvPY+Pg4LS0t1Ov1aec/2TznaDI3EeL0yAaAEGeQ2RYgbduetV7mqejs7Jz2tWEYs76OYRioY6qJTaVmHm3BggX89Kc/ZWJigoMHDwLw0Y9+9LivPzEx0Rw8n8ri6tQv/9lee+nSpQAMDg6+pAH56V73sZ/h1ED96Pcz9bke/RmapslXv/pVHn/8cQ4cOMDBgwebC8PHftbHXtstt9wy6/ctyzruNZ977rncfvvtfPnLX+axxx6jra2Nyy67jJtuumnaIAxg2bJlM56/aNEiHnjgAUql0ml9RrZt893vfpeHH36Y/fv3c+DAgeZA/Nj3+dRTTzUH708++WQzXffo9/7pT3+aT3/607O+5tDQUHNAfuzfi23b/NEf/RH//b//d+68805s2+bCCy/k+uuv5x3veAepVOq476VUKp1W07a2trZpk5CBgQEgaex1bKr80dd+vOdPXf/Uv/NSqUS9Xp+2+D9lxYoVM65l6v6bkk6nGR8fn/Hcqfd4bE1PIYQQQpw9ZL4h8w2Q+cbrYb4xMDBAHMezjvmXLFnS3AAoFotUKhXuu+8+7rvvvuNe99GOvfbZjk/dU7P9Gz76c7Usi1/96lfce++97N27l4MHDzbnGv39/dOee7J5ztFkbiLE6ZENACHOIMf+sjwdURTNODY1eDzW0bv3p2PqF7dh/P/t3WtMU3cYBvCnFUFEriq6OjTqAC8E7TQ6ISPxEoiLwtjKEGpnEyU60ZWIzht+ULzUiGAQZWKhcglINdNlmIXFiHXNMjQadWQanQpx6owkVqMu0Ab2YWnHoS3QFsTB8/sE5fSc9xx69Dz8b0OsX2dnZ1tb7zvz9/e3ft35j5TOsjyEdPVQ2hPO1u3KNXz58iWWLVuGhw8fIjo6GgsWLMCUKVMwbtw4JCUldVtbYWGhS/MgZmVl4csvv0RtbS0uXbqE2tpa1NTUIDk5Gbt27bJuZ+8aWj4/YrG4x9eotbUVK1euxNWrVzF37lzMmzcPSqUSc+bMsQkBluPm5+ejpKQEhYWF+OSTT6y9aizHVKlUmDlzpt1jdgxq9j5PS5cuxccff4zz589Dr9fjl19+gcFgQGVlJU6dOiXo2dKRWCx2GJLs6Xxsy7WTy+V2F/YChCGou/u84++iO878m2E5R3fvRSIiIvr/Yt5wjHmje8wbvZc3LKMY7L2nY2OC5brFxcU5bLgJCQkRfO/oXrD3WevuXj148CCKioowbdo0zJw5EwkJCZBKpcjOzrZpeGA2Ieo7bAAgGmTEYjFaW1sFr5nNZjx//lwwRNFdjx49snmtqakJvr6+CAwMtLb2BwUFISoqSrBdfX092traHD4AOWLZ5/379wVDky2vAf8NPXVVX9TdWVlZGe7du2ezyNO1a9d6VNt7772HqVOnCn6m1+u77KXe3NyMu3fvYt68eUhLS0NaWhqeP3+O9PR06HQ6bNq0Cb6+vgD+6/3SUVNTEwICAhAQENDja/T999/j8uXL2LNnD2QymXWbp0+f2q1RKpViwYIFeP/995GYmIidO3eiuLhYcO7Dhw+3OebNmzfx4sWLLkPK69evcevWLYSGhkImk0Emk6G1tRUHDhxAWVkZDAaDYKqcjkaOHGkzDNgZltqHDBliU/sff/yBP//8E97e3j3eX2BgIIYNG4ampiabnxUXF6O5uRmbN292uk5L7xpHPYKIiIiIAOYN5g37mDd6N29Y/mjf2Nhos33HHBAUFARvb2+YzWabuh8/fozff//dqazhjEePHqGoqAgJCQk2oyZcnTbMgtmEyDmuN98T0f/SqFGj8ODBA8E84xcuXEBLS0uvHufnn38WPFjduXPH+lAjEokQFRUFLy8vaDQamEwm63ZPnz7F2rVrkZOT43TPH8s+tVqtIHT89ddf+OGHHxAZGen2A0Jf1N2Z0WgEIOz13d7ejoqKCgD/9fbobP78+QCAY8eOCXqI3Lp1C1999RVKS0sdHvO7776DUqnEb7/9Zn0tMDAQEyZMgEgkEvTGuHDhgiBwWX63sbGxAHp+jeydJ/BvIOnqPMPCwrB8+XIYDAbU1NQAACIiIjB69GiUl5cL5vJ89eoVMjIysHXr1i57h9y9exdyuRynT5+2vubp6Ylp06YB6LpniUQigclkspmXtqeCg4MRERGBM2fOCO4Zk8mEbdu24euvv3Z4Lezx8PBAdHQ09Hq9oFfNixcvUFxcbDdQ9YSlNolE4tL7iYiIaHBg3mDesId5o3fzxsiRIyGVSlFTUyNoHHj48CEuXbpk/d7DwwMxMTHQ6/W4ffu2YL9qtRrp6el9No2Opa7O11+v16OxsdGpjNMZswmRczgCgGiQWbJkCbKzs7Fq1SrEx8ejqakJOp3OZv49d3l6eiI1NRUKhQJ///03Tpw4AT8/P2RkZAD4tyfChg0bsG/fPiQnJyM+Ph5msxmVlZVoaWlxqYdyYGCgdZ8pKSlYunQpXr9+jaqqKrS1tSErK8vt8+qLujuLiYlBeXk5Vq9eDZlMBpPJhB9//BENDQ0Qi8UOF+UKCwuDQqFAeXk5jEYjFi1aBKPRiIqKCvj4+EClUjk85qeffgqtVos1a9YgJSUFY8aMQUNDA86ePYvExET4+PhYtxWJREhNTcXy5cthMplQWlqKoKAgrF+/3qlrFBUVBQ8PD3zzzTeQy+Xw8PBAXV0dDAYDhg4d6vA8AWD9+vU4d+4c9u3bh5iYGPj5+WHHjh3IyMjAZ599BplMBi8vL5w6dQqPHz9GTk6Ow+HRwL8Loc2ePRt5eXl48uQJwsPD8eTJE1RUVGDSpEmCnlGdffTRRzh8+DBu3LjhcAqf7mRlZWHFihX4/PPPkZKSgoCAAJw7dw43btxAZmamYOHensjMzERSUhKSkpIgl8sxYsQI6HQ6vHnzxnoPOuv69esYPnw4ZsyY4dL7iYiIaHBg3nAP8wbzRmeO8sbmzZuhUCggk8mwbNkytLa2ory83Ga6oI0bN6K+vh5yuRxyuRwSiQQXL15EXV0dkpOTERoa6vDY7vjggw8gkUjw7bffoqWlBWPHjsXNmzdx5swZeHl5dXn9u8NsQuQcNgAQDTKpqakwGo04ffo0srOzMWXKFBQUFKCkpARv3rzpteMkJydDJBJZ/7OfO3cutmzZImihVyqVGDNmDLRaLfLy8jBs2DBMnz4dBw4cwKxZs1w6rlKpRHBwMEpKSpCbmwtvb2/MmTMH69atQ3h4eK+cW1/U3VFMTAx2796NkpISqNVq+Pv7Y/r06aiursaOHTtQX1/v8L3bt2/HpEmTcPLkSezfvx++vr6YPXs2VCqVdWEye4KDg1FWVob8/HycPHkSRqMR48aNw7p165CWlibYdvHixQgJCYFGo0FbWxuio6OxadMmwWJnPblGYWFhyM/PR0FBAXJzc+Hj44PQ0FBotVpUVlbi8uXLMJlMducAHTFiBLZs2YLMzEzk5ORg165diIuLs87XefToUYjFYoSGhqKwsNDaW8kRkUiEI0eOoKCgAHV1daiuroa/vz9iY2OhUqm6HGYtlUrh5+eHq1evutwAIJVKUVVVhcOHD0Or1cJsNmPixIlQq9VITEx0en+TJ09GdXU1cnNzodFoIBaLERkZif3797v8gG+ZO9XdIedEREQ0sDFvuI95g3mjI0d5QyqVQqPRIC8vD4cOHUJAQAAUCgXu3buH2tpa63bjx4+HTqdDfn6+tVNQSEgItm7dCoVC0WXd7vD09ERRURHUajXKysrQ3t6O8ePHY9u2bTCbzdizZw8aGhoQERHh9L6ZTYicI2p3ZuVCIiIa1MLDw5GYmAi1Wt3fpbxT9u7di59++gl1dXVuD8l+FzU2NiIuLg5Hjx7FwoUL+7scIiIiIhqgmDfss5c3nj17htGjR9tsu2bNGty+fRsXL158y1W+HcwmRM7jGgBERERuUiqVePbsGX799df+LqVPnD17FhMnTnS4MBkREREREfUde3njiy++wMqVKwXbNTc3o76+HpGRkW+7xLeG2YTIeWwAICIicpNEIkFKSgqKior6u5Re9+rVK1RVVWHDhg0DcnQDEREREdG7zl7eiI+Ph8FgQGZmJnQ6HTQaDVJTU9HW1ob09PR+rLbvMJsQuYYNAERERL0gIyMD9+/fx5UrV/q7lF514sQJfPjhh4iNje3vUoiIiIiIBq3OeUOlUiErKwt37tzB3r17cfz4cetaYL21HsW7htmEyDVcA4CIiIiIiIiIiIiIaADiCAAiIiIiIiIiIiIiogGIDQBERERERERERERERAMQGwCIiIiIiIiIiIiIiAYgNgAQEREREREREREREQ1AbAAgIiIiIiIiIiIiIhqA2ABARERERERERERERDQA/QMHZR8N8ji0pgAAAABJRU5ErkJggg==\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"plt.subplot(121)\n",
"plt.plot(frefemalejitter, fremalejitter, 'o', alpha=0.5, markersize=5) \n",
@@ -2107,10 +3199,33 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 22,
"id": "f9fde0c8",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x360 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 864x360 with 1 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"sp_data2 = gerdrama.dropna(subset=['numOfActs', 'numOfSpeakersFemale'])\n",
"\n",
@@ -2159,10 +3274,23 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 27,
"id": "c571f5e9",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"x= fredrama.numOfSpeakersFemale\n",
"y= fredrama.wordCountSp\n",
@@ -2273,10 +3401,31 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 85,
"id": "f89ba97a",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Spearman-Korrelation und Signifikanz für H 1.0 im deutschen Drama: \n",
+ " SpearmanrResult(correlation=0.1066122908209504, pvalue=0.009494769221482137)\n",
+ "\n",
+ "Pearson-Korrelation und Signifikanz für H.1.0 im französischen Drama: \n",
+ " (-0.31338133604760454, 6.8377655858924926e-37)\n",
+ "\n",
+ "Spearman-Korrelation und Signifikanz für H 2.0 im deutschen Drama: \n",
+ " SpearmanrResult(correlation=0.09162666706436537, pvalue=0.025916496358614833)\n",
+ "\n",
+ "Pearson-Korrelation und Signifikanz für H.2.0 im französischen Drama: \n",
+ " (-0.3277110330035343, 2.2469830148833226e-40)\n"
+ ]
+ }
+ ],
"source": [
"print(\"\\nSpearman-Korrelation und Signifikanz für H 1.0 im deutschen Drama: \\n\", st.spearmanr(gerdrama['yearNormalized'], gerdrama['numOfSpeakersFemale']))\n",
"print(\"\\nPearson-Korrelation und Signifikanz für H.1.0 im französischen Drama: \\n\", st.pearsonr(fredrama['yearNormalized'], fredrama['numOfSpeakersFemale']))\n",
@@ -2324,10 +3473,25 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 89,
"id": "ac6c690c",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": true
+ },
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Pearson-Korrelation und Signifikanz für H 3.0 im deutschen Drama: \n",
+ " (0.6846109047333306, 6.235982955791386e-83)\n",
+ "\n",
+ "Pearson-Korrelation und Signifikanz für H.3.0 im französischen Drama: \n",
+ " (0.2458554909612099, 6.563116176189737e-23)\n"
+ ]
+ }
+ ],
"source": [
"print(\"\\nPearson-Korrelation und Signifikanz für H 3.0 im deutschen Drama: \\n\", st.pearsonr(gerdrama['numOfSpeakersMale'], gerdrama['numOfSpeakersFemale']))\n",
"print(\"\\nPearson-Korrelation und Signifikanz für H.3.0 im französischen Drama: \\n\", st.pearsonr(fredrama['numOfSpeakersMale'], fredrama['numOfSpeakersFemale']))"
@@ -2351,10 +3515,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 99,
"id": "09bc4811",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "R-Squared-Wert für`numOfSpeakersMale` und `numOfSpeakersFemale` im deutschen DramaCorpus: LinregressResult(slope=3.9750556898894547, intercept=-2.4319967051477036, rvalue=0.6846109047333294, pvalue=6.2359829557957e-83, stderr=0.1743873178274918, intercept_stderr=1.3957991617532597) 0.46869209087978786\n",
+ "\n",
+ "R-Squared-Wert für`numOfSpeakersMale` und `numOfSpeakersFemale` im französischen DramaCorpus: LinregressResult(slope=0.4208740643355455, intercept=3.3938131286357507, rvalue=0.24585549096120943, pvalue=6.563116176185327e-23, stderr=0.04203873575567845, intercept_stderr=0.1351607756579322) 0.06044492243577733\n"
+ ]
+ }
+ ],
"source": [
"print(\"\\nR-Squared-Wert für`numOfSpeakersMale` und `numOfSpeakersFemale` im deutschen DramaCorpus:\", res4, res4.rvalue**2)\n",
"print(\"\\nR-Squared-Wert für`numOfSpeakersMale` und `numOfSpeakersFemale` im französischen DramaCorpus:\", res5, res5.rvalue**2)"
@@ -2379,10 +3554,20 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 102,
"id": "e883b868",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "\n",
+ "Spearman-Korrelation und Signifikanz für H.3.0 im französischen Drama: \n",
+ " SpearmanrResult(correlation=0.3420137291707682, pvalue=4.820025517431225e-44)\n"
+ ]
+ }
+ ],
"source": [
"print(\"\\nSpearman-Korrelation und Signifikanz für H.3.0 im französischen Drama: \\n\", st.spearmanr(fredrama['numOfSpeakersMale'], fredrama['numOfSpeakersFemale']))"
]
@@ -2421,7 +3606,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 30,
"id": "e2a4e11e",
"metadata": {},
"outputs": [],
@@ -2440,7 +3625,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 31,
"id": "0b0611e6",
"metadata": {},
"outputs": [],
@@ -2459,20 +3644,64 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 37,
"id": "76d4041e",
- "metadata": {},
- "outputs": [],
+ "metadata": {
+ "scrolled": false
+ },
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot:>"
+ ]
+ },
+ "execution_count": 37,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"sns.heatmap(cormat)"
]
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 35,
"id": "7b7ca929",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "<AxesSubplot:>"
+ ]
+ },
+ "execution_count": 35,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"sns.heatmap(fre_cormat)"
]
@@ -2557,10 +3786,21 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 137,
"id": "49c9bec4",
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ "<Figure size 432x288 with 2 Axes>"
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
"source": [
"italy = mp.Patch(color='orange', label = 'italy')\n",
"russia = mp.Patch(color='cornflowerblue', label = 'russia')\n",
@@ -2632,9 +3872,22 @@
}
],
"metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
"language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
"name": "python",
- "pygments_lexer": "ipython3"
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.11.2"
}
},
"nbformat": 4,