diff --git a/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten_Zusatz.ipynb b/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten_Zusatz.ipynb index 44dbefc..848b55b 100755 --- a/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten_Zusatz.ipynb +++ b/Kapitel_2._Das_Auge_plottet_mit_und_das_Einlesen_von_Daten_Zusatz.ipynb @@ -6,10 +6,10 @@ "source": [ "# Zusatz-Notebook\n", "\n", - "In diesem Notebook findet ihr Zusatzinhalte, die euch beim Praktikum helfen könnten.\n", + "In diesem Notebook finden Sie Zusatzinhalte, die Ihnen beim Praktikum helfen könnten.\n", "\n", "Gliederung:\n", - "- Das Einlesen von Messdaten\n", + "- Einlesen von Messdaten\n", " - Mit numpy\n", " - Mit csv\n", "- Arbeiten mit Numpy-Arrays\n", @@ -17,7 +17,7 @@ " - Plotgröße ändern\n", " - Linien in allen Arten und Farben\n", " - Mehr Text ist manchmal mehr Information\n", - "- Tabelle unter einem Plot mit matplotlib\n", + "- Tabelle unter einem Plot\n", "- 3d-Plots" ] }, @@ -25,13 +25,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Das Einlesen von Messdaten:\n", + "# Einlesen von Messdaten:\n", "\n", - "Im PGP-2 ist es in verschiedenen Versuchen nötig, Messdaten von txt-Dateien einzulesen. Hierfür könnt ihr verschiedene Methoden verwenden. Dies ist oft in Python der Fall, dass mehrere Wege ans Ziel führen. Im Folgenden möchten wir euch zwei Methoden etwas näher bringen.\n", + "Im PGP-2 ist es in verschiedenen Versuchen nötig, Messdaten von txt-Dateien einzulesen. Hierfür können Sie verschiedene Methoden verwenden. Dies ist oft in Python der Fall, dass mehrere Wege an das Ziel führen. Im Folgenden möchten wir Ihnen zwei Methoden etwas näher bringen.\n", "\n", "## Mit Hilfe von numpy:\n", "\n", - "Eine weitere nützliche `numpy`-Funktion verwenden. Gucken wir uns jedoch zunächst einmal einen typischen Beispieldatensatz (*BeispielDatenPGP2.txt*) an: \n", + "Eine weitere nützliche `numpy`-Funktion verwenden. Gucken wir uns jedoch zunächst einmal einen typischen Beispieldatensatz (*BeispielDatenPGP2.txt*) an: \n", "\n", "``` \n", "Messwertnummer\tHallspannung UH\tProbenspannung Up\tProbenstrom Ip\tProbentemperatur Tp\tFlussdichte B\n", @@ -50,12 +50,12 @@ "11\t6,3\t2,55\t50\t24,3\t-0,006860\n", "```\n", "\n", - "Wie ihr sehen könnt, besteht diese Datei aus mehreren bei Leerzeichen getrennten Spalten und durch Umbrüche getrennte Zeilen. Allgemein unterscheidet man bei solchen Datensätzen zwischen zwei Informationskategorien: \n", + "Wie Sie sehen können, besteht diese Datei aus mehreren mit Leerzeichen getrennten Spalten und durch Umbrüche getrennte Zeilen. Allgemein unterscheidet man bei solchen Datensätzen zwischen zwei Informationskategorien:\n", "\n", "1. Der Kopfzeile (*Header*) \n", "2. Den Messwerten selbst\n", - " \n", - "Der Header enthält allegemeine Informationen über unsere Daten. In unserem obigen Beispiel ist dies z.B. der Name der einzelnen Messwerte wie *Hallspannung UH* und deren Einheiten *mV*. Gefolgt ist der Header von unseren tatsächlichen Messwerten, welche wir für unsere Analyse brauchen. Was für uns einfach lesbar und verständlich ist, bedeutet im Allgemeinen nicht, dass das gleiche auch für unseren Computer gilt. Probieren wir doch erstmal diesen Datensatz mit Hilfe von `np.genfromtxt` einzulesen." + "\n", + "Der Header enthält allegemeine Informationen über unsere Daten. In unserem obigen Beispiel ist dies z.B. der Name der einzelnen Messwerte wie *Hallspannung UH* und deren Einheiten *mV*. Gefolgt ist der Header von unseren tatsächlichen Messwerten, welche wir für unsere Analyse brauchen. Was für uns einfach, lesbar und verständlich ist, bedeutet im Allgemeinen nicht, dass das gleiche auch für unseren Computer gilt. Probieren wir doch erstmal diesen Datensatz mithilfe von `np.genfromtxt` einzulesen." ] }, { @@ -89,16 +89,16 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# Notebook befindet, reicht es den Dateinamen anzuegebn. Ansonsten\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m# müsst ihr den gesamten Pfad angeben.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpfad\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# <-- Einlesen der txt-Datei\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", - "\u001b[0;32m/usr/lib64/python3.8/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mgenfromtxt\u001b[0;34m(fname, dtype, comments, delimiter, skip_header, skip_footer, converters, missing_values, filling_values, usecols, names, excludelist, deletechars, replace_space, autostrip, case_sensitive, defaultfmt, unpack, usemask, loose, invalid_raise, max_rows, encoding, like)\u001b[0m\n\u001b[1;32m 2120\u001b[0m \u001b[0;31m# Raise an exception ?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2121\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0minvalid_raise\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2122\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2123\u001b[0m \u001b[0;31m# Issue a warning ?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2124\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/tmp/ipykernel_30692/1415598361.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 2\u001b[0m \u001b[0;31m# Notebook befindet, reicht es den Dateinamen anzuegebn. Ansonsten\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 3\u001b[0m \u001b[0;31m# müssen Sie den gesamten Pfad angeben.\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 4\u001b[0;31m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenfromtxt\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mpfad\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# <-- Einlesen der txt-Datei\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m~/.cache/pypoetry/virtualenvs/pgp1-python-einfuehrung-uZxcWp5O-py3.9/lib64/python3.9/site-packages/numpy/lib/npyio.py\u001b[0m in \u001b[0;36mgenfromtxt\u001b[0;34m(fname, dtype, comments, delimiter, skip_header, skip_footer, converters, missing_values, filling_values, usecols, names, excludelist, deletechars, replace_space, autostrip, case_sensitive, defaultfmt, unpack, usemask, loose, invalid_raise, max_rows, encoding, like)\u001b[0m\n\u001b[1;32m 2122\u001b[0m \u001b[0;31m# Raise an exception ?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2123\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0minvalid_raise\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2124\u001b[0;31m \u001b[0;32mraise\u001b[0m \u001b[0mValueError\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0merrmsg\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 2125\u001b[0m \u001b[0;31m# Issue a warning ?\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2126\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: Some errors were detected !\n Line #2 (got 1 columns instead of 11)\n Line #4 (got 6 columns instead of 11)\n Line #5 (got 6 columns instead of 11)\n Line #6 (got 6 columns instead of 11)\n Line #7 (got 6 columns instead of 11)\n Line #8 (got 6 columns instead of 11)\n Line #9 (got 6 columns instead of 11)\n Line #10 (got 6 columns instead of 11)\n Line #11 (got 6 columns instead of 11)\n Line #12 (got 6 columns instead of 11)\n Line #13 (got 6 columns instead of 11)\n Line #14 (got 6 columns instead of 11)" ] } ], "source": [ - "pfad = 'BeispielDatenPGP2.txt' # <-- Pfad zur Datei, sofern sich die Datei am selben Ort wie euer\n", + "pfad = 'BeispielDatenPGP2.txt' # <-- Pfad zur Datei, sofern sich die Datei am selben Ort wie Ihr\n", " # Notebook befindet, reicht es den Dateinamen anzuegebn. Ansonsten\n", - " # müsst ihr den gesamten Pfad angeben. \n", + " # müssen Sie den gesamten Pfad angeben. \n", "np.genfromtxt(pfad) # <-- Einlesen der txt-Datei" ] }, @@ -106,7 +106,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Wie ihr seht, bekommen wir eine etwas längliche Fehlermeldung, welche so viel sagt wie: *Hey du, ich verstehe deine Datei nicht, mal hast du mehr Spalten mal weniger*. Das Problem hier ist, dass unser *Header* scheinbar eine andere Spaltenanzahl als unsere Messdaten aufweist. Dieses Problem können wir relativ einfach mit dem Paramter `skip_header` umgehen: " + "Wie Sie sehen, bekommen wir eine etwas längliche Fehlermeldung, welche so viel sagt wie: *Hey du, ich verstehe deine Datei nicht, mal hast du mehr Spalten mal weniger*. Das Problem hier ist, dass unser *Header* scheinbar eine andere Spaltenanzahl als unsere Messdaten aufweist. Dieses Problem können wir relativ einfach mit dem Paramter `skip_header` umgehen:" ] }, { @@ -151,7 +151,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Wie ihr sehen könnt, ist uns hier schonmal ein Teilerfolg gelungen. Unsere Messwerte wurden eingelesen und wurden als ein `numpy.array` gespeichert. Ein `numpy.array` ist eine etwas bessere Form einer Liste wie ihr sie bereits kennt (denkt euch einfach das array() weg, dann sieht es genauso aus wie eine Liste. Guckt euch auch gerne mal in eurer Freizeit an, wie numpy-Arrays funktionieren (z.B. auf YouTube). Arrays nehmen euch viel Arbeit ab. Des Weiteren seht ihr aber auch, dass Python nicht all unsere Messwerte richtig einglesen hat. Lasst uns nochmal die Messdaten der ersten Zeile mit unseren eingelesenen Daten vergleichen:\n", + "Wie Sie sehen können, ist uns hier schonmal ein Teilerfolg gelungen. Unsere Messwerte wurden eingelesen und als ein `numpy.array` gespeichert. Ein `numpy.array` ist eine etwas bessere Form einer Liste, die Sie bereits kennen (denken Sie sich einfach das array() weg, dann sieht es genauso aus wie eine Liste. Gucken Sie sich auch gerne mal in Ihrer Freizeit an, wie numpy-Arrays funktionieren (z.B. auf YouTube). Arrays nehmen Ihnen viel Arbeit ab. Des Weiteren sehen Sie aber auch, dass Python nicht all unsere Messwerte richtig einglesen hat. Lasst uns nochmal die Messdaten der ersten Zeile mit unseren eingelesenen Daten vergleichen:\n", "\n", "Messdaten:\n", "\n", @@ -165,9 +165,9 @@ "[ 1., nan, nan, -53., nan, nan]\n", "``` \n", "\n", - "Tja, dumm gelaufen. \"Leider\" studiert ihr in Deutschland. In Deutschland (aber auch in anderen Ländern) ist es üblich, ein Dezimalkomma **\",\"** zu verwenden, wohingegen in den USA der Punkt **\".\"** das übliche Trennungszeichen ist. Sprich Python versteht nicht, wie er die Zahl -9,9 in eine Float-Zahl umwandeln soll. Aus diesem Grund bekommt ihr den Wert **nan** (not a number) zurück. Aber keine Sorge, auch dieses Problem lässt sich relativ einfach mit Hilfe des `converters` Parameters lösen. \n", + "Tja, dumm gelaufen. \"Leider\" studieren Sie in Deutschland. In Deutschland (aber auch in anderen Ländern) ist es üblich, ein Dezimalkomma **\",\"** zu verwenden, wohingegen in den USA der Punkt **\".\"** das übliche Trennungszeichen ist. Sprich Python versteht nicht, wie er die Zahl -9,9 in eine Float-Zahl umwandeln soll. Aus diesem Grund bekommen Sie den Wert **nan** (not a number) zurück. Aber keine Sorge, auch dieses Problem lässt sich relativ einfach mit Hilfe des `converters` Parameters lösen.\n", "\n", - "Der Paramter `converts` benötigt ein sogenanntes python dictionary als Eingabe. Keine Sorge, es klingt kompliziert, ist aber relativ einfach. Bei einem dictionary wird einem Schlüsselbegriff (key) ein Wert (value) zugewiesen. Dies sieht wie folgt aus:\n", + "Der Paramter `converts` benötigt ein sogenanntes \"python dictionary\" als Eingabe. Keine Sorge, es klingt kompliziert, ist aber relativ einfach. Bei einem dictionary wird einem Schlüsselbegriff (key) ein Wert (value) zugewiesen. Dies sieht wie folgt aus:\n", "\n", "```python\n", "{key1: value1, key2: value2, key3: value3}\n", @@ -224,7 +224,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Wie ihr seht, haben wir für Spalte 1. erfolgreich die Messwerte einlesen können. Um dies nun auch mit unseren anderen Spalten machen zu können, müssen wir nur unser dictionary entsprechend erweitern:" + "Wie Sie sehen, haben wir für Spalte 1. erfolgreich die Messwerte einlesen können. Um dies nun auch mit unseren anderen Spalten machen zu können, müssen wir nur unser dictionary entsprechend erweitern:" ] }, { @@ -284,9 +284,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Ihr könnt sehen, wir haben alle Messwerte erfolgreich eingelesen, auch wenn diese hier etwas gewöhnungsbedürftig in einer scientific-Schreibweise angegeben sind. Bei dieser Schreibweise steht z.B. 3.2e+01 für $3.2 \\cdot 10^1$. \n", + "Sie können sehen, wir haben alle Messwerte erfolgreich eingelesen, auch wenn diese hier etwas gewöhnungsbedürftig in einer scientific-Schreibweise angegeben sind. Bei dieser Schreibweise steht z.B. 3.2e+01 für $3.2 \\cdot 10^1$.\n", "\n", - "Außerdem sind unsere Daten nicht in Form einer Liste, sondern in sogennanten nump arrays abgespeichert. Mit diesen Arrays können wir wie gewohnt arbeiten und noch mehr:" + "Außerdem sind unsere Daten nicht in Form einer Liste, sondern in sogennanten Numpy-Arrays abgespeichert. Mit diesen Arrays können wir wie gewohnt arbeiten und noch mehr:" ] }, { @@ -301,31 +301,31 @@ "outputs": [], "source": [ "zeile1 = data[0] # <-- Erste Zeile von Messdaten\n", - "Messwertnummer = data.T[0] # <-- Erste Saplte von Messdaten mit der Messwertnummer \n", - "Hallspannung = data.T[1] # <-- Zweite Spalte mit der Hallspannung \n", + "Messwertnummer = data.T[0] # <-- Erste Saplte von Messdaten mit der Messwertnummer\n", + "Hallspannung = data.T[1] # <-- Zweite Spalte mit der Hallspannung\n", "\n", "# Nebenbemerkung:\n", "# Arrays verhalten sich eher wie mathematische Vektoren bzw. Matritzen\n", - "# Mit dem Befehl .T transponiert ihr im obigen Beispiel eine \"Matrix\"\n", - "# wordurch ihr die jweiligen Spalten als Zeilen bekommt." + "# Mit dem Befehl .T transponieren Sie im obigen Beispiel eine \"Matrix\"\n", + "# wordurch Sie die jweiligen Spalten als Zeilen bekommen." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Mehr zu numpy arrays erfahrt ihr etwas weiter unten in diesem Notebook." + "Mehr zu Numpy-Arrays erfahren Sie etwas weiter unten in diesem Notebook." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "## Mit Hilfe des CSV-package:\n", + "## Mithilfe des CSV-package:\n", "\n", - "Eine weitere Methode, welche zum Einlesen von Datein verwendet werden kann, kommt mit dem CSV-Package. txt- oder csv-Dateien nutzen zur Trennung von Spalten Trennzeichen (separator), wie z.B. ‘,‘ ,‘;‘ oder auch ein Leerzeichen. Aus diesem Grund werden Dateien dieser Variante als CSV-Datei, das für comma separated variable steht, genannt. Wie im obigen Beispiel bereit gezeigt, ist im deutschsprachigen Raum zu beachten, dass Kommas als Dezimaltrennzeichen benutzt werden und daher nicht als Spaltentrennzeichen verwendet werden sollten.\n", + "Eine weitere Methode, welche zum Einlesen von Dateien verwendet werden kann, kommt mit dem CSV-Package. txt- oder csv-Dateien nutzen zur Trennung von Spalten Trennzeichen (separator), wie z.B. ‘,‘ ,‘;‘ oder auch ein Leerzeichen. Aus diesem Grund werden Dateien dieser Variante als CSV-Dateien, das für \"comma separated variable\" steht, genannt. Wie im obigen Beispiel bereit gezeigt, ist im deutschsprachigen Raum zu beachten, dass Kommas als Dezimaltrennzeichen benutzt werden und daher nicht als Spaltentrennzeichen verwendet werden sollten.\n", "\n", - "Für das Einlesen solcher CSV-Dateien hält Python das csv-Modul bereit. Hierbei ist zu beachten, dass die eingelesenen Werte zunächst vom Typ str sind und vor der Weiterverwendung in Rechnungen entsprechend umgewandelt werden müssen. Folgendes Beispiel demonstriert die notwendigen Schritte:" + "Für das Einlesen solcher CSV-Dateien hält Python das csv-Modul bereit. Hierbei ist zu beachten, dass die eingelesenen Werte zunächst vom Typ `str` sind und vor der Weiterverwendung in Rechnungen entsprechend umgewandelt werden müssen. Folgendes Beispiel demonstriert die notwendigen Schritte:" ] }, { @@ -345,7 +345,7 @@ "traceback": [ "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", "\u001b[0;31mValueError\u001b[0m Traceback (most recent call last)", - "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mreadCSV\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;31m# Erste Spalte enthält die Messwertnummber (Die Werte werden in Fließkommazahlen umgewandelt)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mmesswertnummer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 16\u001b[0m \u001b[0;31m# Zweite Spalte enthält die Hallspannung\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mhallspannung\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m','\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# <-- Hier müssen wir wieder das Komma erstzen\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/tmp/ipykernel_30692/431611573.py\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[1;32m 13\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mrow\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mreadCSV\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 14\u001b[0m \u001b[0;31m# Erste Spalte enthält die Messwertnummber (Die Werte werden in Fließkommazahlen umgewandelt)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m---> 15\u001b[0;31m \u001b[0mmesswertnummer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 16\u001b[0m \u001b[0;31m# Zweite Spalte enthält die Hallspannung\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 17\u001b[0m \u001b[0mhallspannung\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mfloat\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mrow\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mreplace\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m','\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'.'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;31m# <-- Hier müssen wir wieder das Komma erstzen\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", "\u001b[0;31mValueError\u001b[0m: could not convert string to float: 'Messwertnummer'" ] } @@ -379,7 +379,7 @@ "source": [ "Leider gibt uns auch dieser Ansatz erstmal eine Fehlermeldung, da wir wieder unseren Header überspringen müssen. Dazu wird eine weitere for-Schleife eingesetzt, die nur die Header-Zeilen liest, ohne sie weiterzuverarbeiten.\n", "\n", - "Um hieraus nutzen ziehen zu können, müssen wir den obigen Code wie folgt modifizieren:" + "Um hieraus Nutzen ziehen zu können, müssen wir den obigen Code wie folgt modifizieren:" ] }, { @@ -404,7 +404,7 @@ " \n", " n = 3 # Anzahl der Headerzeilen, die übersprungen werden müssen\n", " for i in range(n):\n", - " next(readCSV) # Zeilen auslesen, aber icht weiterverarbeiten\n", + " next(readCSV) # Zeilen auslesen, aber nicht weiterverarbeiten\n", " \n", " for row in readCSV: # Restliche Zeilen mit Daten auslesen und in Liste speichern \n", " messwertnummer = float(row[0])\n", @@ -419,7 +419,7 @@ "source": [ "# Arbeiten mit Numpy-Arrays: \n", "\n", - "In unseren Aufgaben haben wir oftmals viele Zeilen Code definieren müssen, bevor wir etwas berechnen konnten. Viele der von uns definierten Funktionen existieren bereits und sind in anderen Packages enthalten. Ein sehr nützliches Package ist das **Numpy**-Package. Hierbei sind insbesondere die **Numpy-arrays** eine tolle Sache, welche viele Prozesse vereinfacht. Im Nachfolgenden möchte ich euch anhand der Beispielaufgabe noch zeigen, wie Numpy-arrays funktionieren. Sofern ihr mehr lernen möchtet, gibt es viele Turotials zu Numpy im Internet bzw. auf YouTube." + "In unseren Aufgaben haben wir oftmals viele Zeilen Code definieren müssen, bevor wir etwas berechnen konnten. Viele der von uns definierten Funktionen existieren bereits und sind in anderen Packages enthalten. Ein sehr nützliches Package ist das **Numpy**-Package. Hierbei sind insbesondere die **Numpy-Arrays** eine tolle Sache, welche viele Prozesse vereinfacht. Im Nachfolgenden möchte ich Ihnen anhand der Beispielaufgabe noch zeigen, wie Numpy-Arrays funktionieren. Sofern Sie mehr lernen möchten, gibt es viele Turotials zu Numpy im Internet bzw. auf YouTube." ] }, { @@ -447,7 +447,7 @@ }, "outputs": [], "source": [ - "# Dies sind die gleichen Messdaten wie in dem Beispiel zum fitten der Schiefenebene in \n", + "# Dies sind die gleichen Messdaten wie in dem Beispiel zum Fitten der Schiefenebene in \n", "# Erweiterete_Musterloesung_Fitten_mit_der_Schiefenebene.ipynb\n", "h = np.array([0.095, 0.112, 0.134, 0.148, 0.17, 0.188, 0.21, 0.235, 0.25, 0.276]) # [m]\n", "t = np.array([[2.65, 2.4, 2.17, 2.06, 1.91, 1.8, 1.68, 1.6, 1.52, 1.46], # Messwerte 1 [s]\n", @@ -461,7 +461,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Das Arbeiten mit Numpy-arrays funktioniert ähnlich wie mit Listen, d.h. das Slicing ist da gleich:" + "Das Arbeiten mit Numpy-Arrays funktioniert ähnlich wie mit Listen, d.h. das Slicing ist da gleich:" ] }, { @@ -557,7 +557,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Jedoch ist die große Stärke von Numpy-arrays, dass diese sich ähnlich wie Vektoren bzw. Matrizen verhalten. Zum Beispiel beim multiplizieren von einem \"Vektor\" mit einem Skalar:" + "Jedoch ist die große Stärke von Numpy-Arrays, dass diese sich ähnlich wie Vektoren bzw. Matrizen verhalten. Zum Beispiel beim multiplizieren von einem \"Vektor\" mit einem Skalar:" ] }, { @@ -583,7 +583,7 @@ } ], "source": [ - "# Mit listen hätte das Ganze so ausgesehen:\n", + "# Mit Listen hätte das Ganze so ausgesehen:\n", "delta_h_liste = [dh * 10**(-3) for dh in delta_h]\n", "\n", "# Jetzt können wir einfach schreiben:\n", @@ -625,7 +625,7 @@ } ], "source": [ - "t # <-- Spalte 2 hatte ich in ms definiert ..." + "t # <-- Spalte 2 war in ms definiert..." ] }, { @@ -686,8 +686,8 @@ } ], "source": [ - "np.array([1,2,3]) * np.array([3,3,3]) # Etwas anders als in der Mathematik, \n", - " # hier bekommt ihr kein Skalar sondern \n", + "np.array([1,2,3]) * np.array([3,3,3]) # Etwas anders als in der Mathematik,\n", + " # hier bekommen Sie kein Skalar, sondern\n", " # nur die Produkte der Einträge" ] }, @@ -713,7 +713,7 @@ } ], "source": [ - "np.array([1,2,3]) + np.array([3,3,3]) " + "np.array([1,2,3]) + np.array([3,3,3])" ] }, { @@ -752,7 +752,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Diese nützlichen Features der arrays lassen uns Funktionen viel einfacher definieren und anwenden. Anstatt " + "Diese nützlichen Features der arrays lassen uns Funktionen viel einfacher definieren und anwenden. Anstatt" ] }, { @@ -839,7 +839,8 @@ ], "source": [ "fallhoehe(t[0], 9.81)\n", - "# Dies liegt daran, das wir innerhalb unsrer Funktion ein Produkt zwischen einem \"Skalar\" und einem \"Vetor\" bilden." + "# Dies liegt daran, dass wir innerhalb unserer Funktion\n", + "# ein Produkt zwischen einem \"Skalar\" und einem \"Vetor\" bilden." ] }, { @@ -876,9 +877,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Die Zeitwerte hatten wir als eine Art n x m Matrix gespeichert. Viele der Funktionen von numpy erlauben es uns, diese nur über bestimmte Spalten oder Zeilen anzuwenden. Im Folgenden möchten wir das Ganze anhand von `np.mean` und `np.std` uns anschauen. \n", + "Die Zeitwerte hatten wir als eine Art n x m Matrix gespeichert. Viele der Funktionen von Numpy erlauben es uns, diese nur über bestimmte Spalten oder Zeilen anzuwenden. Im Folgenden möchten wir das Ganze anhand von `np.mean` und `np.std` uns anschauen.\n", "\n", - "Gucken wir uns zunächst nochmal die genaue n x m Form von t an: " + "Gucken wir uns zunächst nochmal die genaue n x m Form von t an:" ] }, { @@ -993,7 +994,7 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Das gleiche geht auch mit der Standardabweichung:" + "Das Gleiche geht auch mit der Standardabweichung:" ] }, { @@ -1042,7 +1043,7 @@ { "data": { "text/plain": [ - "[]" + "[]" ] }, "execution_count": 29, @@ -1051,7 +1052,7 @@ }, { "data": { - "image/png": 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\n", 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IPvRiUmc+qA8NeUSFLiIHrKpyD588cAEpFR+SPfg6Ui/5P5W5h1ToInJA9uwqY8ODk0iqXsnSo24jbfJ3ntsnLUyFLiL7bef2L9j60NkM960jJ/kPpOoRuK2CCl1E9su2rUXsWnA2Q/zFfHzsA4w7fbrXkaSeCl1EglaycQ2Bp8+hT2AHa099gqTjJnkdSRpQoYtIUDZ9mkfswvPpSDVFZ7/IyJRTvI4ke1Ghi0iTCldl0vP1qfiJYNsFrzN8ZKrXkaQRur9IRL5XQfa/6PPaBVTRgarpb3KYyrzVUqGLyD599O6rDPnnj9kR2QO74l8MOHyk15Hke6jQRaRRyxc9yfD3ZrIlaiCdr36LQwce7nUkaYIKXUS+Y9lf72PM0pv4LGY4h1z/Fj0OaWzWSWlt9KaoiHxL9vO/IW3dPXwUO45h179ObKcuXkeSIAV1hm5mE81sjZkVmtk+P99rZuebmTOzlNBFFJGW4AIBsh+7mbR195DX+QSG3/QPlXkb02Shm1kkMB84A0gEpppZYiPjugA3AEtDHVJEmlfA72fZQzNIK36cZd3PYvSNrxHToaPXsWQ/BXOGPh4odM6td87VAAuBxj4e9lvgTqAqhPlEpJnV+mpYPm8qqaWvkt1nKuOuf07PMm+jgin0/sDmBsvF9eu+YWbJwEDn3Jvf94XMbKaZ5ZpZbmlp6X6HFZHQqq6q4ON7z2XczsUsGXQ1qVf9RY+/bcMO+r+cmUUA9wC3NDXWObfAOZfinEvp3bv3we5aRA7Cnl1lrL33TJIqssg+cg7pl9+pMm/jgvm9agswsMHygPp1X+sCjATeMzOAQ4EMMzvHOZcbqqAiEjo7vypl619+SKJvDTlJvyft3Ou8jiQhEEyh5wDDzGwIdUU+BZj29Ubn3E6g19fLZvYe8FOVuUjrtG1rEeX1j79ddcwDjPvBj72OJCHSZKE752rNbBawGIgEnnDO5ZvZXCDXOZfR3CFFJDQ+37QG/1OTODTwFWtOeYzk48/zOpKEUFBvZTvnFgGL9lp3+z7GnnjwsUQk1IrWrqTDCz+iE1UUnfU8o8af5nUkCTHdmyTSDhSuyqLH61NwGKXnv8bwUWleR5JmoEIXCTeZ95FZkcCcvHhKyio5udN65tX+loBFUnbxvxg6bLTXCaWZ6B4lkTCTWZFAYtZsEspzOS5iFX+pvYOO+MgdeTsDVeZhTWfoImFmTl48Cb7ZPBp9N7FU4zCu9c1mdeGRZHkdTpqVztBFwswXZbs5OWIFna2KSHM85j+TxYHxlJRVeh1NmpnO0EXCyFdfbuHZmD+SHpFPlYvmMf+ZTI18h/cDoynqqoeghjsVukiYWLfiA7r87XLG2g52u47M8N3CksAIsgIjmR89j4LkeV5HlGamQhcJA8tef4DRK3/DDounfOQlfNrteIry4rGySoq6plCQPI8JcUVex5RmpkIXacNqqqtY8eg1pG57jdUdx9D/yoV0792XCUDW6V6nk5amQhdpo7aVbKL0ySmk+grIPvRiUq64j6joGK9jiYdU6CJt0KfL3qLnohkMchUsH383aWdd6XUkaQVU6CJtiAsEWPbq3STl/4EvI3qz+8KXGDsi1etY0kqo0EXaiKrKPXz0yJWkli1iVew4Bs98kW49NFGM/I8KXaQN2Lq5kPKnpzK+di1LBvyE8ZfdpXk/5Tv0HSHSyuVnvUnft66mn/Ox4tj5pJ8+3etI0kqp0EVaKRcIsHTh70hZcw9bIvvB5OdJOnKM17GkFQvqWS5mNtHM1phZoZnd2sj2q83sYzNbaWaZZpYY+qgi7Uflnl0sv+9C0tb+mY87pdPjhv8ySGUuTWiy0M0sEpgPnAEkAlMbKewXnHOjnHNjgD8B94Q6qEh7UbLhU0ruOY7knf9hyeBrGH3L3+nSrYfXsaQNCOaSy3ig0Dm3HsDMFgKTgIKvBzjnyhuM7wS4UIYUaS8+fv81Br57PZ1xfHzio6SfdKHXkaQNCabQ+wObGywXA9+58dXMrgNuBmKAkxv7QmY2E5gJkJCQsL9ZRcKWCwTIfvZXjF8/n6LIQcRMf4HRh43wOpa0MSF7Hrpzbr5zbigwB/jlPsYscM6lOOdSevfW/bMiALvLd7Dinkmkb3iQlV1PpM/NH9BfZS4HIJgz9C3AwAbLA+rX7ctC4KGDCSXSXmxetwr/ixcz2l9M9rCbSJ12OxaheWfkwART6DnAMDMbQl2RTwGmNRxgZsOcc+vqF88C1iEi32vlfxYy9IMbqbUoPjn1adKOm+R1JGnjmix051ytmc0CFgORwBPOuXwzmwvkOucygFlmdirgA3YAlzZnaJG2LOD3s/SpOaRvfpTCqKF0uuRFRg460utYEgaC+mCRc24RsGivdbc3eH1DiHOJhKXysu2sf2Qa6ZXZ5HSbyKirHqdjXGevY0mY0CdFRVrIxk9yiXz5x4wIfMHSxNsYf+H/0/VyCSkVukgLyPvnkwzPnkOFxbLujBdITZvodSQJQyp0kWbkr61l2eM3kf75M6yJHk73yxeS2H+I17EkTKnQRUIl8z4yKxKYkxdPSVklR3T1Ma/2t6QHClnacxJjZjxMh45xXqeUMKZCFwmRzIoEErNmk+CbTTfrxFNVd9LbdvJ+r8mccP0Cr+NJO6BCFwmROXnxJPiu57HoPxODjwgcv/Jdxrt7JpHldThpF1ToIiHScedn3BT9VzpZNQCP1p7Jc4HTsbJKj5NJe6FCFzlIvppqcl+cy6KYR/ARyW7Xkcf9ZzA98m3eCSRR1DXF64jSTqjQRQ5C4aosyLiedP9nrI4eQX/fJq713cCSwAiyA4nMj55HQfI8r2NKO6FCFzkAVZV7WPHczxlX/Axl1pW8tPtJ7lxGZkUCRXnxWFklRV1TKEiex4S4Iq/jSjuhQhfZT58u/Tdxi28kPbCFnO5ncMSP7ye5Zx8AJgBZp3ubT9ovFbpIkHaX7yD/mVsYV/oaX1gvPj7pScad8COvY4l8Q4UuEoSP3vsrh7w3h3FuG8sOuYBRl/yZvl3ivY4l8i0qdJHvsXP7F6x9Zjbjdv6LTREDWPuDl0lL1TUVaZ1U6CL7kPevp0jI/jVJrpwlAy4nafrv6BjbyetYIvsUVKGb2UTgfuomuHjMOffHvbbfDFwJ1AKlwE+cc5tCnFWkRWwr2UTR89eRvOe/FEYOZeekF0k/+hivY4k0qcmHMZtZJDAfOANIBKaaWeJew1YAKc65o4FXgT+FOqhIc3OBAMtef4CYBemM2J3NksNmM/jWbIaqzKWNCOYMfTxQ6JxbD2BmC4FJQMHXA5xz7zYYnw1MD2VIkeZWsnEN21+8mvHVeRREj6TzhfNJP2KM17FE9kswhd4f2NxguRhI/Z7xVwD/bGyDmc0EZgIkJCQEGVGk+fhra8l55U6O/vR+umEsTfw54y74KRGRkV5HE9lvIX1T1MymAynACY1td84tABYApKSkuFDuW2R/bfo0j8q/Xkear4CPYsdxyLSHSE0Y5nUskQMWTKFvAQY2WB5Qv+5bzOxU4BfACc656tDEEwk9X001uS/8mrEbHqXCOpKT9AdSzr5a83tKmxdMoecAw8xsCHVFPgWY1nCAmSUBjwATnXNfhjylSIgUrsrEMmaR7t/A8i4nMmj6g4w7dGDTf1GkDWiy0J1ztWY2C1hM3W2LTzjn8s1sLpDrnMsA7gI6A6+YGUCRc+6cZswtsl+qKnaz4tnbGFfyHDusGyuOmc/Y0/XevYSXoK6hO+cWAYv2Wnd7g9enhjiXSMgULPknXf59M+muhGU9zuLIS+aR1L2X17FEQk6fFJWwtWvnVxQ8ewup216jxPqw+pRnGH/cJK9jiTQbFbqEh8z7yKxIYE5ePCVllfwwbjV3BB5knCsnu89kjr7kLvp17uZ1SpFmpUKXsJBZkUBi1myO8s3g5uhlnB/IpNZF8N7Qn3HyJb/0Op5Ii1ChS1j4ZW5HLvensSD6XhxQ4WK4yncz60tSOdnrcCItRIUubVpV5R5WvnE/L1U/Qp+oMjYHejEwYhuP1p7FfwNHY2WVXkcUaTH6JIW0SdVVFSx96U7K7xxJ2po72eT6Mrfmx8RZNffXnsf0yLdJj8inX3ys11FFWozO0KVNqamuYsXfHmBQwcOkso1Pokfw5Qn3U73Hx6wPb+A632yWBEaQHUhkfvQ8CpLneR1ZpMWo0KVN8NVUsyJjPgmr/0IqpXwadRSlx9/DyAln131kP/M+Mo+dR1FePFZWSVHXFAqS5zEhrsjr6CItRoUurZqvppoVf3+IAavnM959yZqoI/lywp2MOv68bz97ZcKNTACyNDuctGMqdGmVan015P3jEfp/9ADj3ResixrGqmN+x9EnXqCHaInsgwpdWpVaXw0rFj1G35XzGO8+pzByKCuPmcvoky5SkYs0QYUurYK/tpYVix6jz4r7GedK+CzyMFakzmfMqdNU5CJBUqGLp/y1taxY/CS9l99HSqCYDRGDyUt7kDGnTtOsQSL7SYUungj4/axY/BQ9c+8lJbCZjREJ5KXex5jTL2GIilzkgKjQpUUF/H5WvvUs3Zfdw9jAJjZFDGT5uLtJmng5g1XkIgclqIuTZjbRzNaYWaGZ3drI9uPNLM/Mas3sgtDHlLbOBQLkLX6Wjb9LJjn7BiKpJTflLgb8fCVjz7pSl1dEQqDJM3QziwTmA6cBxUCOmWU45woaDCsCLgN+2hwhpe1ygQCr/rOQztl/Jtn/GZutH7nJfyTpzBkkROkXRJFQCuYnajxQ6JxbD2BmC4FJwDeF7pzbWL8t0AwZpQ1ygQAfvfcycR/+mTG16yi2Q8kZ83uSzprBwOgYr+OJhKVgCr0/sLnBcjGQ2jxxpM3Za2KJft068NvebzOq5BVGB7ZRYn1YNvq3JJ11FQNiOnidViSstejvvGY2E5gJkJCQ0JK7lmby9cQSCb7rOSwiwK8qn+GI4hK20Y1lo+4g6exr6aciF2kRwRT6FmBgg+UB9ev2m3NuAbAAICUlxR3I15DWZW5uJBf6J/BM9B+JtgB+ZzxaewbPxl3GB+dP9DqeSLsSTKHnAMPMbAh1RT4FmNasqaRVq66qIP/9v8JHL/H36iV0iKrlK9eZHuzmIf85/Ll2Mlbu9zqmSLvTZKE752rNbBawGIgEnnDO5ZvZXCDXOZdhZuOA14HuwNlm9hvn3IhmTS4tygUCfJrzFuXLnmf49rdJZg/b6cbLnEZBTV9+Gv3KNxNLZAVGUtQ1xevIIu1OUNfQnXOLgEV7rbu9wesc6i7FSJgpWruSLR88zaAt/+Ao9yWVLob8bscTkzSVxAnnMOTdf3BW1mxNLCHSCuhGYPmO7V8Us+6dp+nx2RscUbuW/s4o6JjElsSbOOqkqaR07f7N2AlxRZpYQqSVMOe8eW8yJSXF5ebmerJv+a7KPbvIf/dFovNfYURFLlEW4LPIwyg97FyGnnQpvfsN9jqiiABmttw51+g1TZ2ht2P+2loKPnyTquUvkFj2HilWxVZ6kdN/OodOuIShieMY6nVIEQmaCr0dWr96KV9mPs1hW//JKL5il4slv8cpdEq5mKPSJnKonqsi0iap0NuJL4o/Y8M7T9FnYwaHBTYy0EWyulMqm0dexIgTL2R8XGevI4rIQVKhh7FdO7/ik3eeJ+7TV0msWkUfc6yJGs7SI3/OESdfQlLvvl5HFJEQUqG3VXs/QyU+ljuTy0jvsJ7V/gHUrljIiPJMxpuPYjuUpYNmMPD4Szny8JFeJxeRZqJCb6P+9wyV2WwhkZPK/0ZK1vPsIYrRVskOurCq99l0S5vOkcknMUDzcoqEPRV6G/X7HMdJtRN5IvouKomhh+2mxkWS5UbT97jLSDzuPFI7dPQ6poi0IBV6G1BVuYeNq5dQtvZDorfm0Xd3PovclxANfmfEWg1v+ZO52Xctu4ljw6lneR1ZRDygQm9lXCDAlvUFbC34L/6iHLqXfcxg32cMt7qHXW2lNyWdE3lh90R21cAN0a/zbO2pTI98m5ERG/QMFZF2TIXusZ07tlH00Qfs/iybuNIVJFR+wgB2MQCocB3Y0OFIlve/mI6DUxk48jgO7TeIQ4GKf79Gop6hIiINqNBbUK2vho0FOWxfk0XEluX02fUxCYEtjAICziiKHMi67sdD/xR6H3UsCUeOZcQ+5t3UM1REZG96lsv+2sftghPiimDCjd8a+kXxZ2z5+ANqNuXQbftKBtesI9ZqANhON4riRlB9SBKdD09j0KgJdOnWw4N/kIi0JXqWSwh9+3bBESSU55KYNY8Pxv2Rnh8uYlfhEjp8kUf/PQX04Sv6ANUumg3Rh7Oqz3lEDRpHvxHH0zdhGD11K6GIhJAKfT/UVFfx+xzHUb6pPBx9L8sCwzku4mO2uh4cmzOLSKv7bafY+lLUNZn1fcfS48hjGTwileG6hVBEmllQhW5mE4H7qZux6DHn3B/32t4BeAYYC2wHJjvnNoY06X5c6mhKra+G8h2l7C4rpaKslKpd2/Ht2oZ/z1e4iq+IqNpBVHUZMb6dxNaW08lfTle3i05WVTfLR0zd1zktMo8qF0WRO4S/BY7hxJPPJGHUcQzo3VezfYhIi2uy0M0sEpgPnAYUAzlmluGcK2gw7Apgh3PucDObAtwJTA5l0H1d6ng/+f8YWriaPWVfflPMtV8Xc+UOIr8p5p3E+cvp4nbRlQp6AI1dsfY7o9y6sNs6syeyG3tierEj5nD8HeJxsd15Z1MtXXzbuCxqMX/zH8uZkUt5yH8ORV1TuOHkk0P5TxYR2S/BnKGPBwqdc+sBzGwhMAloWOiTgDvqX78KPGhm5kL4juucvHgSfLN5NPpufETSjT0AnLDiBljx3fEBZ+yyOHZZFyoiu1IZFc/OuEEUd4gnENsDi+1OVOeexHTuScduvekU34vO3fvQpWt3ukdG0v27XxIAf/3tglf5bmZJYASLAqm6XVBEWoVgCr0/sLnBcjGQuq8x9ZNK7wR6AtsaDjKzmcBMgISEhP0KWlJWyRZG8G5gDGdHZrMqMIT3AmPY6TpzxvhEYrr0oEPX3nTq1osu3fvQJb4X3aKi6LZfe2mabhcUkdaqRd8Udc4tABZA3W2L+/N3+8XHklCeyzER+d/MLp8dSKSoawq3T2rBSx0TbmQCkHV6y+1SRCQYwRT6FmBgg+UB9esaG1NsZlFAN+reHA2ZO5PLSMyap09GiojsQzA3QucAw8xsiJnFAFOAjL3GZACX1r++AHgnlNfPoe5SR8Gx8yjqmoJB3aWOY3WpQ0Tka02eoddfE58FLKbutsUnnHP5ZjYXyHXOZQCPA8+aWSHwFXWlH1q61CEi8r2CuobunFsEdbdgN1h3e4PXVcCFoY0mIiL7Q589FxEJEyp0EZEwoUIXEQkTKnQRkTDh2fPQzawU2HSAf70Xe30KtZ3T8fg2HY//0bH4tnA4HoOcc70b2+BZoR8MM8vd1wPe2yMdj2/T8fgfHYtvC/fjoUsuIiJhQoUuIhIm2mqhL/A6QCuj4/FtOh7/o2PxbWF9PNrkNXQREfmutnqGLiIie1Ghi4iEiVZd6GY20czWmFmhmd3ayPYOZvZS/falZjbYg5gtJojjcbOZFZjZR2b2HzMb5EXOltDUsWgw7nwzc2YWtreqQXDHw8wuqv/+yDezF1o6Y0sK4mclwczeNbMV9T8vZ3qRM+Scc63yD3WP6v0MOAyIAVYBiXuNuRZ4uP71FOAlr3N7fDxOAuLqX18TrscjmGNRP64L8AGQDaR4ndvj741h1M2+271++RCvc3t8PBYA19S/TgQ2ep07FH9a8xn6N5NTO+dqgK8np25oEvB0/etXgVPMzFowY0tq8ng45951zlXUL2ZTN7tUOArmewPgt8CdQFVLhvNAMMdjBjDfObcDwDn3ZQtnbEnBHA8HdK1/3Q0oacF8zaY1F3pjk1P339cY51wt8PXk1OEomOPR0BXAP5s1kXeaPBZmlgwMdM692ZLBPBLM98YRwBFmlmVm2WY2scXStbxgjscdwHQzK6ZurofrWyZa82rRSaKlZZjZdCAFOMHrLF4wswjgHuAyj6O0JlHUXXY5kbrf3D4ws1HOuTIvQ3loKvCUc+5uM0unbsa1kc65gNfBDkZrPkPfn8mpaa7JqVuRYI4HZnYq8AvgHOdcdQtla2lNHYsuwEjgPTPbCKQBGWH8xmgw3xvFQIZzzuec2wCspa7gw1Ewx+MK4GUA59wSoCN1D+5q01pzobeKyalbkSaPh5klAY9QV+bhfI30e4+Fc26nc66Xc26wc24wde8nnOOcy/UmbrML5mflDerOzjGzXtRdglnfghlbUjDHowg4BcDMjqKu0EtbNGUzaLWFXn9N/OvJqT8BXnb1k1Ob2Tn1wx4HetZPTn0zsM/b19q6II/HXUBn4BUzW2lme38Th4Ugj0W7EeTxWAxsN7MC4F3gZ865sPxtNsjjcQsww8xWAS8Cl4XDyaA++i8iEiZa7Rm6iIjsHxW6iEiYUKGLiIQJFbqISJhQoYuIhAkVuohImFChi4iEif8PYPtX52pLvmMAAAAASUVORK5CYII=\n", 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" ] @@ -1068,7 +1069,7 @@ "x = [i/10 for i in range(10)]\n", "plt.plot(x, [i**2 for i in x], marker='o')\n", "\n", - "# Mit numpy:\n", + "# Mit np.arange:\n", "x = np.arange(0, 1, 0.1)\n", "plt.plot(x, x**2, marker='x')" ] @@ -1077,14 +1078,63 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Das Auge plottet mit:\n", - "\n", - "In diesem Abschnitt möchte ich noch ein paar weitere nützlichen Befehle rund ums Thema **Plotten** zeigen. Hierbei handelt es sich nur um verschiedene Beispiele, wie ihr eure Plots noch etwas weiter ausschmücken könnt. Nehmen wir hierfür wieder unseren Spannungsplot aus Kapitel 1:" + "Noch einfacher geht es mit `np.linspace`, wenn man nur die Anzahl der Punkte angeben will, die man in einem Interval haben möchte:" ] }, { "cell_type": "code", "execution_count": 30, + "metadata": {}, + "outputs": [ + { + "data": { + "text/plain": [ + "[]" + ] + }, + "execution_count": 30, + "metadata": {}, + "output_type": "execute_result" + }, + { + "data": { + "image/png": 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LJCl357431vGrf6xidL9u3P+V4+jZJTvosiRAUd1DN7PxZrbazNaa2c0HOe4SM3Mzy49diSLSUGVNLdOeXsL0Oas4b1Rv/jLlRIW5NH2FbmaZwL3AOUAhMN/MZrn7igbHdQa+A7zXFoWKSNj2PVVc++gC5m3YznfOGsoNZw/FTA22JLpbLmOBte6+DsDMngImAisaHPdz4FfAtJhWKCL7TeXPyDBwV08WOUA0t1z6ApvqvS6s27aPmR0L9Hf3Fw/2RmY2xcwKzKygpKTxZa9E5D/2TuUvKi3HCfczb5eZQSjkQZcmCabV49DNLAP4DXBTU8e6+wx3z3f3/Ly8vNZ+tEhauHPuqgOm8lfWhLhz7uqAKpJEFU2gFwH9673uV7dtr87AUcDrZrYBOBGYpQejIq23u7KGotKKiPs0lV8aiibQ5wNDzWywmbUHJgGz9u509x3unuvug9x9EPAucIG7F7RJxSJpYu3W3Uz83ZuN7tdUfmmoyUB39xrgemAusBKY6e7Lzew2M7ugrQsUSUdzln7MxN+9SWlZNdedcTg5DfqzaCq/RBLVxCJ3nw3MbrDt1kaOPb31ZYmkp5raEHe+tJr7/rWOo/t344+XH0vvrjkM69lZU/mlSZopKpIgtu2u5FtPLuTtD7dx2QkD+MkXRtKhXfjK/MIxfRXg0iQFukgCWLyplKmPLeCTPVX8+r9Gc2l+/6a/SaQBBbpIwJ6ct5GfPL+cvM4deGbqZ/c11xJpLgW6SJzVn/WZ0z6TsqpaThmayz2TxtD9kPZBlydJTIEuEkcNF3AuqwovRnHRMX0V5tJqWrFIJI4iLeBcE3Lu+ueagCqSVKJAF4mTiupairSAs7QhBbpIHHxYspuLfv92o/s161NiQYEu0obcnZkFmzj/njfZsrOCa04ZrFmf0mb0UFSkjeyqqOaHzy5j1uJiThpyKHdPOoZeXbI5sk9XzfqUNqFAF2kDizaV8u0nF1JUWs5/f34YU08/gsyM8KpCmvUpbUWBLhJDoZBz/7/Xcefc1fTqks3Mb5zIcQN7BF2WpAkFukgr1J8k1KtLNl07ZrF68y4mHHUY0y8eTdeOWUGXKGlEgS7SQg0nCW3eWcHmnRV8Mb8fv75ktBZulrjTKBeRFoo0SQjg7bXbFOYSCAW6SAs1NhlIk4QkKLrlItJMlTW13PPKB3gj+zVJSIKiQBdphuXFO7hp5mJWbd7F2EHdWVK0g4rq0L79miQkQVKgi0ShujbEH17/kHte+YDuh7Tnz1fkc9aIXvuNctEkIQmaAl2kCWu27OKmmYtZWrSDC47uw88uOHJfq1tNEpJEokAXqdPwavumc4axdXclv3lpDZ2y2/H7Lx/LuaN6B12mSKMU6CIcOKa8qLScm55ejDuMO7IXt180itxOHQKuUuTgFOgiRB5T7g7dO2bxx8uP07hySQoahy5C42PHS8uqFeaSNBTokvbKqmo4pEPkf6xqTLkkEwW6pLVXVm7hnN+8we7Kmn3tbffSmHJJNrqHLmlp844KfvbCcuYs28wRPTsx8xsnUVxarjHlktQU6JJWakPOo+9s4H9eWkN1bYhp44ZzzSlDaN8u/I9VBbgkMwW6pKyG48onje3PP1dsYUnhDk4ZmssvLjyKgYceEnSZIjGjQJeUFGlc+V0vraFTh0zumTyGL4zurdErknKieihqZuPNbLWZrTWzmyPsv9HMVpjZEjN7xcwGxr5Ukeg11qu8c3YWFxzdR2EuKanJQDezTOBeYAIwEphsZiMbHLYQyHf30cDTwK9jXahIczQ2rnzzjoo4VyISP9FcoY8F1rr7OnevAp4CJtY/wN1fc/eyupfvAv1iW6ZIdEp2VXLz35aoV7mkpWjuofcFNtV7XQiccJDjrwLmRNphZlOAKQADBgyIskSRplVU1/LAW+v5/WsfUlFdy2nDcnlv/Xb1Kpe0EtOHomZ2OZAPnBZpv7vPAGYA5OfnN3YRJRI1d2f20s3cMWclhZ+Wc/aIXvzg3M8wJK+TepVL2okm0IuA/vVe96vbth8zOxv4IXCau1fGpjyRxi0pLOXnf1/B/A2f8pnDOvP41Sdw8hG5+/arV7mkm2gCfT4w1MwGEw7yScBl9Q8wszHAfcB4d98a8yol7dW/2u7VJZt+3bMp+KiU3E7tuePiUVya3/+Aqfsi6abJQHf3GjO7HpgLZAIPuPtyM7sNKHD3WcCdQCfgr3XDwTa6+wVtWLekkYZjyjfvrGDzzgrO+kxP7p50DJ2zswKuUCQxRHUP3d1nA7MbbLu13tdnx7gukX1+/Y9VEceUr9q8S2EuUo9mikrCqq4N8bcFhRQ3Mna8sbHmIulKgS4JpzbkPL+oiLtf/oCN28vIyjSqaw8cFKUx5SL7U6BLwgiFnNnLPua3/1zDhyV7GNm7C3++Ip+d5dX84Nll+9120ZhykQMp0CXuGo4P/+/PD6NTdhZ3vbSaVZt3MbRnJ/7w5WMZd+RhZNSNXDEzjSkXaYK5BzO/Jz8/3wsKCgL5bAlOwxErAGbhBZkHHdqR754zjPNH99EQRJFGmNkCd8+PtE9X6BJXkbogukO3jlm8fONptMvUqogiLaU/PRI31bUhihoZmbKjrFphLtJKukKXNre7soan5m3kgTfXN3qMRqyItJ4CXdrM1l0VPPz2Bh595yN2VtRwwuAenD+6N4+++xHl6oIoEnMKdGm1hqNWvvrZgWz4ZA9/W1BEdSjEhKMOY8qph3NM/24AjOzTVSNWRNqARrlIq0QatQKQaTBp7ACuPmUIg3O1ELNIrGiUi7SZxvqs5HXJ5vaLRgVQkUj6UqBLi6z/ZA9PztvYaJ+VLVq7UyTuFOgSteraEC+v2MLj723kzbWfkJlhZGdl7LfM214atSISfwp02U+kZduOH9yDp+Zt5Kn5myjZVUmfrtncdM4wLj2+P+98uO2Ae+gatSISDAW67NPwAWdRaTk3zlxEyMPT888c3pMvnziA04b13Dc1f+/oFI1aEQmeAl32iTQtP+TQuUM75txwCv26d4z4fVq7UyQxKNCFLTsreGFxcaPT8ndX1jQa5iKSOBToaWpHWTX/WP4xzy8q5p1123BHC0mIJDkFegpr+IDzhrOH0rF9O55fVMTrq0uoqg0xOPcQvn3mUC44pg9LC3foAadIElOgp6hIDzinPb0EgJ6dO/CVkwYy8Zg+jOrbFbPwA87D8zoBesApkqwU6Clo+54qfvbC8ogzOHM7teedW85qdAEJPeAUSV4K9CQSaYz4hWP64u6s3rKLV1Zu5dVVW3l/46c01qJn2+4qrQYkkqIU6Eki0i2U7z29hKcXbGL9J2X7RqiM6tuVb585lCfmbaRkV+UB76MHnCKpS4GeJO6ce2ATrKraEG+u3cbZI3px/ZlHcMbwnhzWNRuAwbmH6AGnSJpRoAeksdsne4VCzgdbdzNv/TbeW7+dotLIza4M+NMVB3bS1AxOkfSjQA9ApNsntzyzhE2flpGTlcm89duZv2E7n5ZVA3BYl2xysjIjPuQ82C0UPeAUSS8K9ABEmmJfXh3irpfWADCgR0fOHtGLsYN7cMLgQ+nfI4fnFxXrFoqIHJQCPQYOdvvE3dmys5LlxTtYUbyT5cU7G51iD/DOLWfSu+uBV926hSIiTVGgt1LkCTyLmbWoiOqQs7x4J9v3VO07ftChHcnJythvkeS9+nbLiRjme+kWiogcjAI9goNdcVfVhCgqLWfj9jI2btvDryIswVZd67y6uoSj+nbhnBG9GNmnCyP7dGFE7y506tAu4jqcun0iIq0V1SLRZjYe+F8gE/iTu09vsL8D8AhwHLAN+JK7bzjYe7ZkkeimRobE4ntmzt/Ej59fRmXNf66gMzOMIbkdKasK8fGOckJRrKttwPrp58X0XEREDrZIdJOBbmaZwBrgHKAQmA9MdvcV9Y65Dhjt7tea2STgInf/0sHet7mB3thV7R0Xj9oXhKGQU1UbCv+qCfHC4mKmz1m1XzhnZRrjjuzFYV1y2L6nim17qvi0rIptu6vYvqcq4kiSvd937qjeDOzRkQGHHsKAHh0ZeGhHLvr9WxRHGFLYt1sOb918ZtTnJyISjdYG+knAT919XN3rWwDc/Y56x8ytO+YdM2sHbAby/CBv3txAP3n6qxEfJppBx6xMqmpDEVu/NiY7K4NDD+lAj0Pa0+OQ9hxa998/vbk+4vGNXXFH8xeNiEisHCzQo7mH3hfYVO91IXBCY8e4e42Z7QAOBT5pUMgUYArAgAEDoip+r+JGRoa4w6SxA2jfLoP2mRm0b5dBh3bh/976/PKI32PAqp9PiLhvzrLNEf/iaGy8t0afiEiiiOtDUXefAcyA8BV6c763T7eciEHbt1sOPz5/ZMTvue9f65oVzgDTxg1v9gNLjT4RkUSQEcUxRUD/eq/71W2LeEzdLZeuhB+Oxsy0ccPJycrcb1tTQduS77lwTF/uuHgUfbvlYIT/wtDtExFJBtFcoc8HhprZYMLBPQm4rMExs4ArgHeA/wJePdj985Zoya2Nlt4O0RW3iCSjaIctngvcTXjY4gPufruZ3QYUuPssM8sGHgXGANuBSe6+7mDv2ZJhiyIi6a61D0Vx99nA7Abbbq33dQXwxdYUKSIirRPNPXQREUkCCnQRkRShQBcRSREKdBGRFBHVKJc2+WCzEuCjFn57Lg1moaYBnXN60Dmnh9ac80B3z4u0I7BAbw0zK2hs2E6q0jmnB51zemirc9YtFxGRFKFAFxFJEcka6DOCLiAAOuf0oHNOD21yzkl5D11ERA6UrFfoIiLSgAJdRCRFJHSgm9l4M1ttZmvN7OYI+zuY2V/q9r9nZoMCKDOmojjnG81shZktMbNXzGxgEHXGUlPnXO+4S8zMzSzph7hFc85mdmndz3q5mT0R7xpjLYrf2wPM7DUzW1j3+/vcIOqMFTN7wMy2mtmyRvabmd1T9/9jiZkd2+oPdfeE/EW4Ve+HwBCgPbAYGNngmOuAP9Z9PQn4S9B1x+GczwA61n09NR3Oue64zsAbwLtAftB1x+HnPBRYCHSve90z6LrjcM4zgKl1X48ENgRddyvP+VTgWGBZI/vPBeYQXhXzROC91n5mIl+hjwXWuvs6d68CngImNjhmIvBw3ddPA2eZmcWxxlhr8pzd/TV3L6t7+S7hFaSSWTQ/Z4CfA78CKuJZXBuJ5pyvAe51908B3H1rnGuMtWjO2YEudV93BYrjWF/MufsbhNeHaMxE4BEPexfoZma9W/OZiRzokRanbriM0H6LUwN7F6dOVtGcc31XEf4bPpk1ec51/xTt7+4vxrOwNhTNz3kYMMzM3jKzd81sfNyqaxvRnPNPgcvNrJDw+gvfik9pgWnun/cmxXWRaIkdM7scyAdOC7qWtmRmGcBvgCsDLiXe2hG+7XI64X+FvWFmo9y9NMii2thk4CF3v8vMTgIeNbOj3D0UdGHJIpGv0BNiceo4i+acMbOzgR8CF7h7ZZxqaytNnXNn4CjgdTPbQPhe46wkfzAazc+5EJjl7tXuvh5YQzjgk1U053wVMBPA3d8Bsgk3sUpVUf15b45EDvR9i1ObWXvCDz1nNThm7+LU0EaLU8dZk+dsZmOA+wiHebLfV4Umztndd7h7rrsPcvdBhJ8bXODuybwgbTS/t58jfHWOmeUSvgVz0HV6E1w057wROAvAzEYQDvSSuFYZX7OAr9aNdjkR2OHuH7fqHYN+EtzEU+JzCV+ZfAj8sG7bbYT/QEP4B/5XYC0wDxgSdM1xOOeXgS3Aorpfs4Kuua3PucGxr5Pko1yi/Dkb4VtNK4ClhBdeD7zuNj7nkcBbhEfALAI+H3TNrTzfJ4GPgWrC/+K6CrgWuLbez/jeuv8fS2Px+1pT/0VEUkQi33IREZFmUKCLiKQIBbqISIpQoIuIpAgFuohIilCgi4ikCAW6iEiK+H/BgML/gqQDIAAAAABJRU5ErkJggg==\n", 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" + ] + }, + "metadata": { + "needs_background": "light" + }, + "output_type": "display_data" + } + ], + "source": [ + "# Mit np.linspace:\n", + "x = np.linspace(0, 1, 25) # Erstellt 25 Punkte im geschlossenen Intervall [0, 1]\n", + " # mit demselben Abstand zueinander.\n", + "plt.plot(x, x**2, marker='o')" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Sieht die Kurve nicht glatt genug aus, dann kann man einfach die Anzahl der Punkte (im Beispiel oben 25) erhöhen." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Das Auge plottet mit:\n", + "\n", + "In diesem Abschnitt möchte ich noch ein paar weitere nützlichen Befehle rund um das Thema **Plotten** zeigen. Hierbei handelt es sich nur um verschiedene Beispiele, wie Sie Ihre Plots noch etwas weiter ausschmücken können. Nehmen wir hierfür wieder unseren Spannungsplot aus Kapitel 1:" + ] + }, + { + "cell_type": "code", + "execution_count": 31, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:47.033616Z", @@ -1094,7 +1144,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1145,12 +1195,12 @@ "source": [ "## Plotgröße ändern:\n", "\n", - "Als Erstes kann es nützlich sein, die Größe unseres Plots zu erhöhen. Die können wir über `plt.figure()` erreichen. Je nach dem solltet ihr auch die fontsize eurer Beschriftung entsprechend anpassen." + "Als Erstes kann es nützlich sein, die Größe unseres Plots zu erhöhen. Das können wir über `plt.figure()` erreichen. Je nach dem sollten Sie auch die `fontsize` Ihrer Beschriftung entsprechend anpassen." ] }, { "cell_type": "code", - "execution_count": 31, + "execution_count": 32, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:47.464824Z", @@ -1160,7 +1210,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1206,12 +1256,12 @@ "source": [ "## Linien in allen Arten und Farben:\n", "\n", - "Das zweite nützliche Feature sind verschiedene Arten von Hilfslinien, welche wir zu unserem Plot hinzufügen können. Fangen wir mit einem einfachen Gitternetz an. Dies könnt ihr über `plt.grid` zu eurem Plot hinzufügen:" + "Das zweite nützliche Feature sind verschiedene Arten von Hilfslinien, welche wir zu unserem Plot hinzufügen können. Fangen wir mit einem einfachen Gitternetz an. Dies können Sie über `plt.grid` zu Ihrem Plot hinzufügen:" ] }, { "cell_type": "code", - "execution_count": 32, + "execution_count": 33, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:47.885189Z", @@ -1225,13 +1275,13 @@ "" ] }, - "execution_count": 32, + "execution_count": 33, "metadata": {}, "output_type": "execute_result" }, { "data": { - "image/png": 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\n", 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\n", 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" ] @@ -1275,7 +1325,7 @@ }, { "cell_type": "code", - "execution_count": 33, + "execution_count": 34, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:48.309117Z", @@ -1285,7 +1335,7 @@ "outputs": [ { "data": { - "image/png": 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HDzJqVDm/w2obK55gx9WKJ9hxzcpzpHPw+0juorlbRFYUt8qGmA1Lly4NHUIuWPEEO65WPMGOawjPcn6dfDvdao5nn302dAi5YMUT7Lha8QQ7riE8h0zwqvoPeQTiOI7jVJZy7qL5BcldM71Q1fdmElEFWblyZegQcsGKJ9hxteIJdlxDeJYzB98KnJZuZwIrgFyLhg2XrVuDrDOSO1Y8wY6rFU+w4xrCc8gEr6r/UbL9SlXvJFnEo+ppb28PHUIuWPEEO65WPMGOawjPcqZoTi15exTJFX389zQ5juPUOOUk6uUlrw8C24FLMommwixcuDB0CLlgxRPsuFrxBDuuITzLuYvm3DwCyYKZM2eGDiEXrHiCHVcrnmDHNYTnkHPwInKMiHxSRG4UkbbilkdwI+WKK64IHUIuWPEEO65WPMGOawjPcqZoHiNZg3UDvsCH4zhOzVBOgp+oqrMzjyQDTjvttNAh5EKMnoPVTS/9LNa66TGO6UBYcQ3hWU6xsVVAu6puzjoYX/DDKeILYzhOeYy02NgsYIOI/ExENonIZhHZVNkQs+H0008PHUIuxOipqr22IjNmzOi3PTZiHNOBsOIawrOcKZpC5lFkxKFDh0KHkAtWPMGOqxVPsOMawrOc2yRfEZE64D3l7F9N1NXVhQ4hF6x4gh1XK55gxzWEZzlz8IuBm4FXKVmyT1U/XOlgfA7eGYjinHzM0zKOMxxGOgd/FcmSfR9U1Q+lW8WTexZceeWVoUPIBSueYMfViifYcQ3hWU6C30FyH3zNsW7dutAh5EIsniIy6N0zDUfD2rVrj/i4WiSWMS0HK64hPMuZU/858IyI/DMlDzqp6u2DHSQi9cC/Acek/TyiqjePIFbHMI2jYeK7YPeuV0KH4jg1QzlX8L8EngJGA8eWbEPxB+A8VZ0KTANmi8gZw4xzWNx///15dheM2D07OjoY2wjrlkHDqAN0dnaGDilzYh/TUqy4hvAspx78l/rbyjhOVXVv+vbodMv1G7Lnnnsuz+6CEbNnT08PSxYt4L6FMKYRvvrfk/c9PT2hQ8uUmMe0L1ZcQ3iWU2xsvIjcJiIdIvL94lbOyUWkTkQ2Aq8BT6nq8yOM94hYtWpVnt0FIzbP4py6iNDc1MD7xuxi9tTks8I0mNzcRXNTQ5Rz70ViG9PBsOIawrOcKZo1wE+BycCXSOrBl/VtgaoeUtVpwERghoic3HcfEVkoIutFZH13d3e5cTtGGF0HbXN7t7VdnLQ7jjM45ST4d6nqauCAqv6rqv4P4Lwj6URVfws8DbytaJmqrlLVVlVtHT9+/JGcdkgWL15c0fNVK7F5lpYiuOELbSx/srHX58ufaOTGm26OulxBbGM6GFZcQ3iWk+APpP92icificgpwHFDHZRO7bwjfd0AXEDyl0BunHTSSXl2F4yYPZd+/gY2dY2hc2PyvmMjbHl1LNded33IsDIn5jHtixXXEJ7lJPj/LSJjgb8GrgXuBa4u47gJwNNpYbJ1JHPw3xl2pMNg0aJFeXYXjJg96+vrab/rPhbcA3v2wcLVR7Fi5Wrq6+tDh5YpMY9pX6y4hvAspxZNMSnvAcpevk9VNwGnDDMuxzlMoVBgzz6Y0QaHjmqiUKjZ+neOkyvl3EXzXhF5XER2i8hrIvKYiLw3j+BGyplnnhk6hFyIxXOwOfV9b8CO3VC46BNHdFytEsuYloMV1xCe5RQb+wHwVeChtOkyYLGqVry4caWLjR08eJBRo2qqAOawsOBZvB3ywIED0buCjTEtYsU1K8+RFhtrVNX/q6oH0+0fgZqYAD3jjFwfnA2GFU+w42rFE+y4hvAs59dJp4hcD3yN5EnUS4EOETkOQFX/M8P4HMdxnGFSToK/JP33M33aLyNJ+FU7H9/U1BQ6hFyI0XOgJ1Q3bNhgYtHtGMd0IKy4hvAccg4+T3zBD6eIL7rtOOUxrDl4ETlNRP6o5P3l6R00K4rTM9XO/PnzQ4eQCzF69l10u7h9+tOfNrHodoxjOhBWXEN4DvYl693AGwAichbwt8CDJPfD10R1oC1btoQOIReseIIdVyueYMc1hOdgc/B1JV+gXgqsUtVvAt9MK0Q6juM4VcxgV/B1IlL8BXA+UFoiuCZuWn3ooYeG3ikCrHiCHVcrnmDHNYTnYAn+IeBfReQxYD/wLICITKFG1mi1sPIP2PEEO65WPMGOawjPARO8qt5CUmDsAWCWvvWN1lFATdT3fPDBB0OHkAtWPMGOqxVPsOMawnPQqRZV/UE/bS9lF47jOI5TKcopVVCzLF26NHQIuWDFE+y4WvEEO64hPKNO8BMmTAgdQi5Y8QQ7rlY8wY5rCM+oE/w111wTOoRcsOIJdlyteIId1xCeUSd4x3Ecy9TE/ezD5YILLggdQqaU1msZrHZLTI/0xz6mRax4gh3XEJ5RFxvbu3cvzc3NFTtftWGxIFfsY1rEiifYcc3Kc6QLftQs55xzTugQMqVYcGv69Om9knjfAl0xEfuYFrHiCXZcQ3hGneAdx3EsE3WCHzduXOgQcsGKJ9hxteIJdlxDeEY9B2+N4px8NY2p4zjZYnYO/rLLLgsdQmaIyOGEXurZcDRs37693/1iIOYxLcWKJ9hxDeEZdYLftm1b6BByoejZOBomjYOrF/ddPjcerI2pBay4hvDMLMGLyCQReVpEXhSRn4jIVVn15UBHRwdjG2HdMtj8wlozJVgdxxmYzObgRWQCMEFVXxCRY4ENwBxVfXGgYyo9B79jxw4mTZpUsfNVE6Xz7S+//DKFC87iK5fuYvZU6NwIS74xgc1bf05DQ8Ph/WIg5jEtxYon2HHNyjPIHLyqdqnqC+nr3wNbgT/Oqr/+sLBSjIhw0onv531jkuQOUJgGk5u7aG5qCBpbFlgYU7DjCXZcq21Fp4ohIi3AKcDz/Xy2UETWi8j67u7uivb78MMPV/R81croOmib27ut7eKkPTasjKkVT7DjGsIz8wQvIs3AN4HPqerv+n6uqqtUtVVVW8ePH591ONGhqox79wSWP9nYq335E43ceNPNgaJyHKcayDTBi8jRJMl9jap+K8u++qOtrS3vLoNw+50r2NQ1hs6NyfuOjbDl1bFce931IcPKBCtjasUT7LiG8MzyLhoBVgNbVfX2rPoZjPr6+hDd5s6YMWNov+s+FtwDe/bBkjWNrFi5Okr/GJ36w4on2HEN4tm3MFWlNmAWoMAmYGO6fXywY6ZPn66VpNLnqybS/7aq+pZn42j0/RPQORd+rN/9YiDmMS3FiqeqHdesPIH1OkBOzawevKquBeJ5hLLK0H5ue9z3BuzYDU+03z3ofo7j2CDqJ1kvuuii0CHkQqnn/gPQ0tISLpiMsTimsWPFNYRn1MXGuru7sXBnTtHTQrExa2NqASuuWXmaLTZWKBRCh5ALVjzBjqsVT7DjGsIz6jVZY2egNVn7Vo+M+YrecZyBifoKfuLEiaFDcCqMlTG14gl2XEN4Rj0H7ziOEztm5+DnzJkTOoRcsOIJdlyteIId1xCeUSf4nTt3hg4hF6x4gh1XK55gxzWEZ9QJ3nEcxzJRz8H7/bXxYcXViifYcfX74CvMypUrQ4eQC1Y8wY6rFU+w4xrCM+oE//jjj4cOIReseIIdVyueYMc1hGfUCd5xHMcyUSf4W2+9NXQIuWDFE+y4WvEEO64hPKNO8D09PaFDyAUrnmDH1Yon2HEN4Rl1gl+2bFnoEHLBiifYcbXiCXZcQ3hGneAdx3EsE3WCv+SSS0KHkAtWPMGOqxVPsOMawjPqB5127NjBpEmTKna+asWKJ9hxteIJdlyz8jT7oNPcuXNDh5ALVjzBjqsVT7DjGsIzygU/Blv8opRq+uvFcRyn0kR9BW+FKVOmhA4hN6y4WvEEO64hPKOegy9iYTFqx3FsYnYOfvbs2aFDyAUrnmDH1Yon2HEN4ZlZgheR+0TkNRHZklUfQ7F79+5QXeeKFU+w42rFE+y4hvDM8gr+AcDGr2bHcZwqJNM5eBFpAb6jqieXs/9w5+AHmmPfu3cvzc3NiAgNR8OLL/2ClpaWso+vFYqeFrDiasUT7Lhm5Wl2Dv6WW24BoHE0TBoHVy/+TOCIsqHoaQErrlY8wY5rCM/gCV5EForIehFZ393dXdFzP/XUU3R0dDC2EdYtg80vrKWzs7OifVQDTz31VOgQcsOKqxVPsOMawjN4glfVVaraqqqtlV6v8M0332TJogXctxDGNEL7p/axZNECM+VJHcexTVRPsvZ9arXuKDj/gzB7avK+MA0md3bR3NTAoTfzjy8rbr/99tAh5IYVVyueYMc1hGeWt0k+BDwHnCAiO0VkQVZ9DcToOmjrU/6h7eKkPSa6urpCh5AbVlyteIId1xCemSV4VZ2nqhNU9WhVnaiqq7Pqq6TPXtu4d09g+ZONvfZZ/kQjN950c6/9ap3bbrstdAi5YcXViifYcQ3hGXwOPkvGvfuP2NQ1hs6NyfuOjbDl1bFce931IcNyHMfJhajm4Psyf/58jj/+eBZ88uNsvQ2WrGmk/d7V1NfXhw6tolx++eWhQ8gNK65WPMGOawjPqBN8oVDg+OOPZ88+mNEGH5o+i0KhEDqsihOj00BYcbXiCXZcQ3hGMUUz0Fz6vHnzANj3BuzYDXe0331Ex9cKRU8LWHG14gl2XEN4RpHgy2H/AfotU+A4jhMrUSf4k08uqwROzWPFE+y4WvEEO64hPH3BD8dxnBrGXLExEem1DdVe65x99tmhQ8gNK65WPMGOawjPKBO8NV5//fXQIeSGFVcrnmDHNYRnlAm+eFfM9OnT3/Z0a0xPsDqO4wxG1HPwBw8eZNSoqG/1B+x4gh1XK55gxzUrT3Nz8EWWLl0aOoRcsOIJdlyteIId1xCeUSf4Z599NnQIuWDFE+y4WvEEO64hPKNO8I7jOJaJOsGvXLkydAi5YMUT7Lha8QQ7riE8o07wW7duDR1CLljxBDuuVjzBjmsIz6gTfHt7e+gQcsGKJ9hxteIJdlxDeEad4B3HcSxTVffBi0g38EoFTzkO2F3B81UrVjzBjqsVT7DjmpXnn6rq+P4+qKoEX2lEZP1ADwDEhBVPsONqxRPsuIbw9Ckax3GcSPEE7ziOEymxJ/hVoQPICSueYMfViifYcc3dM+o5eMdxHMvEfgXvOI5jFk/wjuM4kVLTCV5E7hOR10RkS0nbcSLylIi8nP77zrRdRGSFiGwTkU0icmq4yI8MEZkkIk+LyIsi8hMRuSptj8pVROpF5Ici8uPU80tp+2QReT71+bqIjE7bj0nfb0s/bwkqcISISJ2I/EhEvpO+j9Vzu4hsFpGNIrI+bYvqZxdARN4hIo+IyE9FZKuIzAztWdMJHngAmN2n7Xrge6p6PPC99D1AATg+3RYCd+UUYyU4CPy1qn4AOAP4rIh8gPhc/wCcp6pTgWnAbBE5A/g74A5VnQL8BliQ7r8A+E3afke6Xy1xFVBaoCRWT4BzVXVayX3gsf3sAnwZ+K6qnghMJRnbsJ6DLWlXCxvQAmwpef8zYEL6egLws/T13cC8/vartQ14DLggZlegEXgBOJ3k6b9RaftM4In09RPAzPT1qHQ/CR17mX4TSf6HPw/4DiAxeqYxbwfG9WmL6mcXGAv8ou+4hPas9Sv4/niPqnalr3cB70lf/zGwo2S/nWlbTZH+eX4K8DwRuqbTFhuB14CngP8H/FZVD6a7lLoc9kw/3wO8K9eAh8+dwHXAm+n7dxGnJ4ACT4rIBhFZmLbF9rM7GegG7k+n3e4VkSYCe8aY4A+jya/GaO4DFZFm4JvA51T1d6WfxeKqqodUdRrJFe4M4MSwEVUeEbkQeE1VN4SOJSdmqeqpJNMSnxWRs0o/jORndxRwKnCXqp4CvM5b0zFAGM8YE/yrIjIBIP33tbT9V8Ckkv0mpm01gYgcTZLc16jqt9LmKF0BVPW3wNMkUxXvEJHiasWlLoc908/HAv+Rb6TD4iPAn4vIduBrJNM0XyY+TwBU9Vfpv68Bj5L84o7tZ3cnsFNVn0/fP0KS8IN6xpjgvw18On39aZL56mL75em312cAe0r+dKpqRESA1cBWVb295KOoXEVkvIi8I33dQPI9w1aSRP+JdLe+nkX/TwDfT6+SqhpVvUFVJ6pqC3AZSdyfIjJPABFpEpFji6+BjwFbiOxnV1V3ATtE5IS06XzgRUJ7hv5yYoRfbDwEdAEHSH6DLiCZm/we8DLwL8Bx6b4CfJVkTncz0Bo6/iPwnEXyp90mYGO6fTw2V+DDwI9Szy1AW9r+XuCHwDbgG8AxaXt9+n5b+vl7QzsMw/kc4DuxeqZOP063nwBfSNuj+tlNY58GrE9/fv8JeGdoTy9V4DiOEykxTtE4juM4eIJ3HMeJFk/wjuM4keIJ3nEcJ1I8wTuO40SKJ3jHcZxI8QTv1CQi8oW0pPCmtAzt6Wn750SkMYf+54tIt4jcO4xjR6XH/m2f9jUi8p8i8omBjnWcI8ETvFNziMhM4ELgVFX9MPBR3irc9DmSSpT9HVdX4VC+rqr/cxjHXQC8BPxF+pQyAJo8zfrtSgXnOJ7gnVpkArBbVf8AoKq7VfXXIrIE+C/A0yLyNICI7BWR5SLyY2CmiFwjIlvS7XPpPi3pIg0PiMhL6ZX0R0Xk39OFGmYMFVB6Rf9P6aIO20Xkr9K+fiQiPxCR40p2n0dSe+aXJLV2HCcTPME7tciTwKQ0Ga8UkbMBVHUF8GuSxSXOTfdtAp7XZBGR/cAVJDXmzwD+UkROSfebAiwnqV55IvBJkhIR1wI3lhnXycDFwGnALcA+TSoLPgdcDsmqVSR/cTxOUmpj3rD+CzhOGXiCd2oOVd0LTCdZCacb+LqIzB9g90MkVTghSdiPqurr6Tm+BZyZfvYLVd2sqm+S1Ez5niZ1PDaTLCpTDk+r6u9VtZukZvvjaXvpOS5M99ufxjUng6kjxwGSGsaOU3Oo6iHgGeAZEdlMUqnvgX527Un3HYo/lLx+s+T9m5T//0k555gHzEpLBUNSjOo8ksVNHKei+BW8U3OIyAkicnxJ0zTglfT174FjBzj0WZIr5sa0dO3ctC0XRGQMyV8Mf6KqLZqUC/4sPk3jZIRfwTu1SDPQntaOP0hSRre4FNwq4Lsi8uuSeXgAVPUFEXmApOQuwL2q+qN0GcQ8mEtSy730Sv8x4O9F5Jg+7Y4zYrxcsOMMg3TOv1VV/6rC532ApD78I5U8r2MTn6JxnOGxHygM50GngRCRNcDZQE+lzunYxq/gHcdxIsWv4B3HcSLFE7zjOE6keIJ3HMeJFE/wjuM4kfL/AYgnjmfcj7PfAAAAAElFTkSuQmCC\n", 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\n", 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" ] @@ -1332,7 +1382,7 @@ }, { "cell_type": "code", - "execution_count": 34, + "execution_count": 35, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:49.048140Z", @@ -1342,7 +1392,7 @@ "outputs": [ { "data": { - "image/png": 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\n", 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NGiRmk2xqasLo0aPzxyZpyh6INpfg+DYXm4vHR4pP7NnKJduxOXzkiovGwsLCwkIfoks0RLQZwF4ABwC0Kb+m9Jo4//zzg0grkPjcXKT5krEl+VbTYGCSRmGtk8s3aez6oTvW4C9QSjlBBOrVSzZdTnxuLtJ8ydiSfKtpMDBJo7DWyeWbNHb9EKolGs6NGen43Fyk+ZKxJflW02Bgkka6fCICER1yrqg32re2TPW8SRqZNHb9ILonKxF9BKAeyZsnlUqpBSk4swDMAoDS0tKJ8+bN843nOA6i0aj2+0vybS7B8G0u+ZtLRUUFAOCBBx5ANBrFd26rwOBSoO9xJ+Mb37qj/fnKykrxXLrCNyWXrO3JCuAz7r/HAlgP4LzO+OlcNKtXr9a6q+yBe9eaE5+biyRfsk5pvtU0NUzSVCo2XNdMZWWlWr58uRrYH6rhMaiTBkVUVVVVSleNSRqZMnaRLReNUupj999dAP4A4IxM4p1++ulBpBVIfG4u0nzJ2JJ8q2kwMEkjLn///v24ffZMPDEL6BsB5l8Xw+2zZ2Yll7COXT+ITfBEVExEfbyfAUwBUJ1JzCVLlgSRWiDxublI8yVjS/KtpsHAJI24/G/ffitO6rsTl45NPi4fBwwt2YGeKWYnkzQyaez6QfIT/HEAXiei9QD+DmC5Umql4PtZWFiEEAU9gblXHXpu7heS5y0yg5jPRyn1IYCxQcbs27dvkOEyis/NRZovGVuSbzUNBiZpxOVPKZ+Kh1atxjkjY+3nHnohgtYDsSO4Jmlk0tj1hd/ifDYOu+FH15AvdSqVP7XmQ51wb6I++uij6qQTj1dV34NSS6CWfw9qeNlArdYFYUI2NvwIVbOx+vp67N27F4BMs7G6ujp861vf0mpiNX/+fAwYMEC72djq1avbG3bpNBvzGh5JNBtbuXIlBgwYoN1s7Be/+AUikQgAvWZjHJ3q6uowbdo0sWZjHJ169uyJSZMmaTcbq6urw5133qndbKyurg6jRo0SaTZWUlKCkpIS7WZjLS0tuPXWW7Waja1evRoDBgzQbjb28MMPo6SkBIBes7EePXrgsiuuxszH5qPmQeD2JRF86Ws34Gc/+xmAQ5uN1dXV4eqrr9ZuNrZ9+3YMGDBAu9nYY489hgEDBmg1G+vduzfGjx8v1mysrq4O48aNs83GssG3uQTDt7nkby7oYJNUSqlIAdSIgVDTp0055PnuyKUrfFNygW02ZmFhYRq8SchDrBXY5gA/n1+Z8nmLLsBv5s/Gke4TfFNTk9ZvNA/c35ic+NxcJPmSdUrzraapYZKm0teF0y7YJI1MGbvIlU/wa9asMSY+NxdpvmRsSb7VNBiYpFFY6+TyTRq7fgjVBO/dDDMhPjcXab5kbEm+1TQYmKRRWOvk8k0au34wwkVjYWGRf+jYKdJrLHb4eQB2HT4DGDHB69okL7jggvbnJWyS8XgcDQ0NWva7eDyOBQsWaNskR4wY0Z67jk3yvPPOw0svvSRik/Ry17VJlpSUtOeuY5Pk6BSPx1FdXS1mk+TodPLJJ2Pjxo3aNsl4PI7W1lZtm2Q8HtfWiWuTnDx5srb9DgD69euHRCKhZZP0rqGuTbKgoKA996D3ZI3H4/jggw+0bZJe7ro2SY+vY5McO3Ys1q1bJ2aTjMfjWLlyZf7YJN977z2tmw4euDc1OPG5uUjyJeuU5ltNU8MkTaWvC6dWkzQyZewiV26yer+xTYjPzUWaLxlbkm81DQYmaRTWOrl8k8auH3yXaIjoEY3XNyqlfphxFhYWFhYWgaOzNfgrAcxN8/q7AXTbBH/KKacYE5+bizRfMrYk32oaDEzSKKx1cvkmjV0/dDbB/1wp9ZvOXkxER2ecAQNjxowxJj43F2m+ZGxJvtU0GJikUVjr5PJNGrt+6GwN/q/pXqyU+kXGGTDg3SU3IT43F2m+ZGxJfr5p6m0kne7gwiSN7NgNBkHE7+wT/AIiKgHwNICnlFLvZvxuPtC1SSqlRG2SjuNo2yQ9u56uTbKlpYVlk0wkEmI2SS93XZtkQ0MDyybJ0clxHFGbJEeneDzOskk6jsOySXo2OR1wbZKAvv0OABobG7Vtkt411LVJ1tfXa9skR4wYgQMHDrTz0+nkOA7LJunlrmuT9Pg6NsnW1lZRm6TjOLI2SQAjAdwP4F0kN82+G0BZZ6/J5Ehnk1y6dKmWbcgD15bEic/NRZIvWac0P981hU//FZM0lb4unFrt2D0S6MQmqT35Irk7038C+ADAX3Vfxznshh9dQ77UqVTu1RrUBB9m5Eut2djwQ8sHT0Q9AByL5D6rxQA0/jYIHosXLzYmPjcXab5kbEm+1TQYmKRRWOvk8k0au37otFUBEZ0L4FoA0wFsQHI9/jtKqYaM37kL8NanTYjPzUWaLxlbkm81DQYmaRTWOrl8k8auH3w/wRPRNiSXZN4FME4pdYlS6n+zNblbWIQdFRUVKR0yRb2BzZs3tz8mokOab1lYdBWdfYKfpJTa0h1J6LpobrjhBlEXjVJK20WjXKeIrovmnHPOYblovvrVr4q5aLzcdV00xx9/PMtFw9FJKSXqouHodN5557FcNEoploumIzydIgXA4FLga9d+EV+78dBJneOimTFjBstFM3jwYG0XjXcNdV00/fv3F3PRKKVYLhovd10XjcfXcdFMmTJF1EWjlJJz0QD4kd9zHA7nSHeT9cUXX2TdfODe1ODE5+YiyZesU5qfT5risBuqy5cvVwP7QzU8BnXSoIiqqqpKyZPIxaTrwtHUjt0jgU5usnb2Cf5mImrs5HkC8BUAP0r/ayQYeL99TYjPzUWaLxlbkp9PmnZES0sLbp89E0/MAvpGgPnXxXD77JnYUNO1mCZpZMduMAgifmcT/GMA+qR5/WMZZ2BhkWcgIvTsAUw+Bbh0bPJc+Thg6IodKCkuympuFrkF3wleKfXjIN6AiHoC+AeAj5VS0zKJdckllwSRUiDxublI8yVjS/LzSdOOKOgJzL3q0HNzvwC8vhFoTvDjmaSRHbvBIIj43dEP/tsAaoIItHfv3iDCBBKfm4s0XzK2JD+fNPWglMI9P5iLh1ZFDjn/0AsR3PvD+7sU0ySN7NgNBkHEF53giWgwgKkAHg8innfHWwqc+NxcpPmSsSX5+aRpR3zv+/fgnR19sWJd8nHVOqD6036Yc9fdXYpnkkZ27AaDIOJT8iasDIhoGZJe+j4A5qRaoiGiWQBmAUBpaenEefPm+cZzHAfRaFT7/SX5Npdg+PmUi+dtr6ysBABUV1dj2W/no+ZBYOwPCnDFNRUYM2bMEbxs555PGoUxl4qKirVKqdNSPulnr/EOAI+kOH4K4Mo0r5sG4Ffuz/8B4Pl075XOJvnmm29q2YY8cG1JnPjcXCT5knVK8/NJU6SwP0YKoEYMhJo+bUqnvKBzMem6cDS1Y/dIIMNeNIUAxgH4t3t8DsBgADOJ6BedvO4cAFcQ0WYkWxxcSEQZNVcYPnx4Ji8PND43F2m+ZGxJfj5p6jiO9+GnHbFWYJsD/Hz+wU/rSinWp/eu5GLSdZGMbdJ14SKI+DoT/OcAXKCUmq+Umg/gIgCjAFwFYIrfi5RS9yilBiulypD0y7+ilLo+k2QP/zZg0ODE5+YizZeMLcm3mgLN+4GysjJWLKlcujs2F3bs8qAzwR8NoKTD42IAA5RSBwDEM87AwsLCwkIEnXaTdPHfANYR0atIfnv1PADziKgYwEs6b6KUehXAq11L8SCOPfbYTEMEFp+bizRfMrYk32oaDEzSKKx1cvkmjV1f+C3Oq0NvmA4EcKV7DNJ5TVcOu+FH15AvdSoV/lrh3kBNd4S9Tg7ypdZsbPih8wkeSC7l1CL5iX84EQ1XSr2W+a+XJHS7Se7YsQP79+8HINNNcvfu3Zg9e7ZWl8JHHnkEpaWl2t0kX3jhBfTqlbzcOt0ke/XqhSFDhoh0k1yxYgVKS0u1u0k+9NBD6NMn2bVCp5skR6fdu3fj8ssvF+smydHpwIEDuPDCC7W7Se7evRvf/e53tbtJ7t692/f/wOHg7snaq1cvRKNR7W6STU1NuOOOO7S6Sb7yyisoLS3V7ib54IMPol+/fgCC7ya5e/dufPnLX9buJrlt2zaUlpZqd5NcsGABSktLtbpJKqVw5plninWT3L17N8aPHy+3J2vylwN+BmAzgOUAnnOPP6V7XVeOdJ/gub8BJfk2l2D4Nhebi80lMz4y/AQ/HcBIpZS9oWphYWERJvjN/N4BYAWAknS8II50n+APHDig9RvNA/c3Jic+NxdJvmSd0nyraWqYpKn0deHUapJGpoxdZPhFpxiSLppKInrEOyR/6fhh1apVxsTn5iLNl4wtybeaBgOTNAprnVy+SWPXDzpLNH9yj6zDu7lhQnxuLtJ8ydiSfKtpMDBJo7DWyeWbNHb9kHaCV0r9JuN3SQNdF41SSnRPVsdxtPdk9dwcui6alpYW1p6siURCbE9WL3ddF01DQwNrT1aOTo7jiO7JytEpHo+z9mR1HIe1JytHJ66LBtB3ZwBAY2Oj9p6s3jXUddHU19eL7cnqOA5rT1Yvd10XjcfXcdG0traK7snqOI7cnqzeAeAjAB8efqR7XVeOdGvw27dv11qT8sBd8+LE5+YiyZesU5pvNU0NkzSVvi6cWk3SyJSxiwzX4E8DcLp7nItkN8mMmoZ1FbW1tcbE5+YizZeMLcm3mgYDkzQKa51cvklj1w9pJ3il1O4Ox8dKqV8guYlHt8P7U8iE+NxcpPmSsSX5VtNgYJJGYa2Tyzdp7Poh7Ro8EU3o8LAHkp/odb8Ba2FhYWGRJehM1A91+LkNyW+1flkkmzSYOHGiMfG5uUjzJWNL8q2mwcAkjcJaJ5dv0tj1g46L5oKM3yUgDB482Jj43Fyk+ZKxJflW02BgkkZhrZPLN2ns+kFnieYoAF8EUNaRr5T6ScbvfvA9tGySW7ZsAREBkLNJ3nLLLVr2u4ULFyIajWrbJJcvX47CwkIA+jbJ4cOHi9gkq6qqEI1GtW2STz75ZHvzKB2bJEcnx3FwxRVXiNkkOTrF43FMmTKFZZOcM2cOyyY5evRoEZtkIpHAoEGDWDbJO++8U8sm+fLLLyMajWrbJBctWoSjjz4agIxN8pprrtG2SW7duhXRaFTbJumNF12b5KRJk0RtkhMmTBC3Sa4E8DsAdwH4rneke11XDttsLPy5cPk2F5uLzSUzPjJsNjZYKXWpBk8cgwYNMiY+NxdpvmRsSb4f1/sLIBUqKiraf06Ob9lcssWXjG3SdZGMbdJ14SKQ+H4zv3cAWADg1HS8IA674UfXkIt1QnNjjFxFLmrqh3ypNRsbfuh80WkSgLVEtJGI3iGiDUT0Tua/Wvjw1qFMiM/NRZovGVuS78c9fKB6qKysTHleMpds8SVjm3RdJGObdF24CCK+zhJNecbvEhASiYQx8bm5SPMlY0vyrabBwCSNwlonl2/S2PWDjk1yCxH1BHCcDl8SXlMlE+Jzc5HmS8aW5FtNg4FJGoW1Ti7fpLHrBx2b5G0A7gfwKQDvV4oC8LmM3/3ge2jZJG+66SbRbpIAtLtJJhIJVjfJc889l9VNcsaMGWLdJL3cdW2Sxx9/PKubJFcnnW6SHrg2Sa5OnG6SAFjdJAGIdZO8+eabWd0khwwZot1N0ruGujbJ/v37i3WTBMDqJunlrmuT9Pg6NsmpU6eKdpME0C3dJN8HUJqOF8SR7ibrc889x7r5wL2pwYnPzUWSL1mnNF+XC/emqtW0+3ORvi6cWk3SyJT5CBneZN0GoEGDJw7vt54J8bm5SPMlY0vyO3KJqFN7ZFFvtH8K6ojOXmc1zZyfL3Vy+SbNR37QmeA/BPAqEd1DRHd6R7oXEVEhEf2diNYT0b+I6McZZ2uRt4gUACdEgT8szUqnaguLcMLvo713ILn+fsSh8TqCu1k3gN4A3gJwVmevSbdEs3PnTq0/WTxw/yTixOfmIsmXrFOa35ELH2/78uXL1cD+UA2PQZ14bIGqqqo65Hm/12WSS7b5JmkqfV04tZqkkSnzETJZolFK/TjVofE6pZRqch/2do/0xuVOsH379kxeHmh8bi7SfMnYkvx03JaWFtw+eyaemAX0jQC//norbp89Ey0tLd2eS3fzJWObdF0kY5t0XbgIIn7aCZ6IjiGiB4moiohe8Q6d4ETUk4jWAdgF4EWl1FuZJOvdaZYCJz43F2m+ZGxJfiqut6ZORCgpLsJJfXfi0rHJ58rHAUNLdqCkuCjtmn0QuWSTLxnbpOsiGduk68JFEPFJpfk2IBGtQrLZ2BwA3wTwdQC1Sqnva78JUX8AfwBwm1Kq+rDnZgGYBQClpaUT582b5xvHcRxEo1HdtxXl21yC4Xfkduwx46GoN/DiPcA5Iw+ee30jMOU/geb9h3IrKysDyyXbfJuLzUWXX1FRsVYpdVrKJ/3WbtTBtfS17r/vdDi3Jt3rUsSZC2BOZ5x0a/Bvv/221pqUB+6aFyc+NxdJvmSd0vyOXKRYS//Jj+aqq86KKLUE7cf0MyPqpz++v9PXZZpLtvkmaSp9XTi1mqSRKfMRMrRJep+TdhDRVCIaD2BAuhe5Szv93Z+LAFwM4D2N9/PFMccck8nLA43PzUWaLxlbkp+O+73v34N3dvTFinXJx1XrgOpP+2HOXXd3ey7dzZeMbdJ1kYxt0nXhIoj4OhP8/yOifkj2gZ8D4HEA39F43UAAq93GZGuQXIN/vsuZAu3f7pICJz43F2m+ZGxJfjpuYWEh5v/6Ccx8DGiIAbN/U4BHfrWwffOU7sylu/mSsU26LpKxTbouXAQRX6cXjTcpNwDQ3r5PKfUOgPFdzMvCoh3l5eVoiAFnzAWOGXQSysuN6X9nYWE0dFw0w4joOSJyiGgXEf2RiIZ1R3KHY8iQIcbE5+YizZeMLcnvyFUH79ccgVgrsM0Brrr6+iOe6+x1VtPM+flSJ5dv0nzkBx0XzZsA/gfAU+6pryDphjkz43c/+B5es7Fv3HfffQBSN0e66KKL8MQTTwDQbzY2ffp0VrMx3SZWS5YsAaDXHGny5MlobW3FX/7yFwB6TaxuuOEGvP7664Hv9VlbW6vdHKmrTay4Ouk0sfra174GAHjggQcQjUZFdLrggguQSCRYzcZ0m1h5zcZ0m1gtXbq0vcmajk433XQTqqqqWDqla2LVFZ2uv/56LF26FPX19QD0/j/V1NSgZ8+e2jpNnjxZu9mYpE7l5eXYvXs3q9nYvffey/7/lE6nTF0076Q4tz7d67py2D1Zw58Ll8/Yd7JLzcbCeh1tLjaX7tqTdQUR3Q3gafc/2TUAqohogPsLok4jhoWFhYVFN0Nngv+y++/h30L5CpITfretxxcUFBgTn5uLNF8ytiTfj+v3DdWKigrWpttW08z5+VInl2/SfOQLv4/22TjspttdQy7WCbvpdrZT6DbkS61GbbpNRKcT0fEdHt/gOmge8ZZnuhvPPvusMfG5uUjzJWNL8v24fgOWu+m21TRzfr7UyeWbNB/5oTObZCWAVgAgovMA/BeAJ5H0wy/I+J27AK0tqropPjcXab5kbEm+1TQYmKRRWOvk8k0au37obA2+pzp4A/UaAAuUUs8AeMbtEBkYdPdkVUqJ7snqOI72nqze3qC6tq6WlhbWnqyJREJsT1Yvd12bZENDA2tPVo5OjuNo7cnq6cTdk5WjUzweZ+3J6jgOa09Wjk7cPVkB3l6fjY2N2nuyetdQ1yZZX18vtier4zisPVm93HVtkh5fxybZ2toquier4zhye7ICqAbQy/35PQDndXzO73WZHOnW4B3HYa1Ncde8OPG5uUjyJeuU5ltNU8MkTaWvC6dWkzQyZeyii83GngLwZyL6I4BmAH8BACIajizt0fr+++8bE5+bizRfMrYk32oaDEzSKKx1cvkmjV0/+E7wSqkHkGwwtgjAJPc3hfea2zJ+5y7AW3oxIT43F2m+ZGxJvtU0GJikUVjr5PJNGrt+6NQHr5R6M8W5TRm/q4WFhYWFOHTaBRuDs88+25j43Fyk+ZKxJflW02BgkkZhrZPLN2ns+iFUE3yfPn2Mic/NRZovGVuSbzUNBiZpFNY6uXyTxq4fdFoViEPXJrlly5b2r7BL2SRvueUW7S6F0WhU2ya5fPny9k0qdG2Sw4cPF7FJVlVVIRqNatskf//736Nfv34A9GySHJ0cx8EVV1whZpPk6BSPxzFlyhSWTXLOnDksm6Ru10+uTTKRSGDQoEEsm+Sdd96pZZN8+eWXEY1GtW2STz/9NI4++mgAMjbJa665RtsmuXXrVkSjUW2bpDdedG2SkyZNErVJTpgwQcYmmY3DdpMMfy5cvs3F5mJzyYyPDLtJGoNhw2T7mnHic3OR4HdsyNWxAdfhUId9pd+E3Lsam4uwadpVmKRRWOvk8k0au77wm/mzcaT7BB+Px7V+o3ng/sbkxOfmIsFHFxtymZB7V2PnuqYeJOvk8qWvC6dWkzQyZeyii190Mg7eWp8J8bm5SPA9Eb0GXIef947uyKWrfKtpMDBJo7DWyeWbNHb9EKoJ3sLCwsJCH0asweu6aIqKikSbjdXV1Wk3G6urq2M1G1NKsZqNFRYWspuNefDex89F4+Wu66LZt28fq9kYR6e6ujrRZmMcnQCwmo3V1dWxmo3V1dWJNRuLRCKsZmOxWEy72Zh3DXVdNHv37hVrNlZXV8dqNublruui8fg6LpoePXqINhurq6uTazaWjcNu+NE1eHUixzfBUCr/NM0H5EutRm34YSKWLVtmTHxuLkHziSjltnZFvYHNmzd3yst27pnE5iJMmmYCkzQKa51cvklj1w+hmuDr6mT39+bE5+YizQeASAFwQhT4zm3+lsnuyEXyOnIRdk2lYpt0XSRjm3RduAgivtgET0QnENFqInqXiP5FRN+Wei8LoKqqCv0iwJqfABv++TpWrFiR7ZQsLCyyDb+1m0wPAAMBTHB/7gNgE4DRnb0m3Rr8nj17WGtT3DUvTnxuLkHz0WG9/dFHH1UnnXi8WnEXlFoCVfU9qOFlA1Vzc3PKdfls555J7FzWtCMk6+Typa8Lp1aTNDJl7CIba/BKqR1KqX+6P+8FUAPgM5nErK6uDiK1QOJzc5HiExG+ffutOKnvTlw6NnmufBwwtGQHSoqLujWXrvCtpsHAJI3CWieXb9LY9QOpFF+ECRpEVAbgNQBjlFKNhz03C8AsACgtLZ04b9483ziO4yAajWq/ryQ/27l0bE1Q1Bt48R7gnJEHn399IzDlP4Hm/cnHlZWVxuTeXbFtLjaXfMiloqJirVLqtJRP+n20D+oAUAJgLYAvpOPaZmP6fHRYernyiqnqqrMiSi1B+zH9zIj66Y/vT7lEk+3cbS42F5tLcHxkyyZJRL0BPANgiVLq/zKNd/7552eeVEDxublI8i+eUo53dvTFinXJx1XrgOpP+2HOXXd3ey5cvtU0GJikUVjr5PJNGrt+kHTREICFAGqUUg8HEbNXL9kv3nLic3OR5Pfu3Rvzf/0EZj4GNMSA25dE8MivFrb3n+/OXLh8q2kwMEmjsNbJ5Zs0dv0g+Qn+HABfA3AhEa1zj8syCeh9vVkKnPjcXKT55eXlaIgBZ8wFTp0wCeXl5VnLRfI6chFmTSVjm3RdJGObdF24CCK+2K8gpdTrAI78qqVFIFApbo7HWoFtDvDC/MpOeRYWFvmBUH2TdcSIEcbE5+YizffQvB8oKyvLai6S15GLXNBUIrZJ10UytknXhYsg4oeqm+Q555wj2k0ykUhg/PjxWl0K33vvPWzatEm7m+TRRx/N6iZ59dVXi3WT9HLX7Sa5Z88eVjdJjk6JRALRaFSsmyRHp3POOYfVTTKRSODss8/W7iaZSCSwZ88ekW6S1157Laub5KBBg7S7SXrXULeb5M6dO8W6SSYSCZxwwgna3SSbmpqwadMm7W6SXq063SQvvPBC0W6SiUQCLS0t+dNN0hRbkqm5QLObpIm5m8C3udhcwpgLcmVPVotD4bcn6+HdI5Vdh7ewyEuEag2+b9++xsTn5iLNl4wtybeaBgOTNAprnVy+SWPXF34f7bNx2A0/uoZ8qVOp/Kk1X+pUKn9qtRt+pMHTTz9tTHxuLtJ8ydiSfKtpMDBJo7DWyeWbNHb9YMQavK6LpqGhQdRF4ziO9p6sH374IWtP1l27drFcNIlEgu2i0XFn1NbWtueu66LZtm0by0XD0clxHNE9WTk6xeNxlovGcRzWnqwcnbgumkQiwXLRNDY2artovGuo66LZsmWLmIvGcRzWnqxbt25l7cnq1arjomltbRV10TiOk197sppy19rmEhzf5mJzsblkxkcnSzRZn9Q7Hukm+KamJq2CPXAvKCc+NxdJvmSd0nyraWqYpKn0deHUapJGpozdzib4UK3Br1mzxpj43Fyk+ZKxJflW02BgkkZhrZPLN2ns+iFUE7y3VmpCfG4u0nzJ2JJ8q2kwMEmjsNbJ5Zs0dv0QqgnewsLCwkIfoZrgJ0+ebEx8bi7SfMnYknyraTAwSaOw1snlmzR2/RAqm+SJJ54oapNsaWnB17/+dS373fLly1FYWKhtk9yyZUt7DB2b5Nlnny1mk3zttddQWFiobZN8880323PXsUlydGppacGFF14oZpPk6DRixAht+10sFkNLSwu++c1vatskW1paMGTIEBGb5LnnnsuySfbp0wdDhw7Vskm+9dZbKCws1LZJvvbaa+06BG2TbGlpwdSpU7V1qqurQ2FhobZN0hsvOjbJMWPGYO/evWI2yZaWFowYMcLaJLPBt7kEw7e52FxsLpnxkSsuGgsLCwsLfYRqgj/llFOMic/NRZovGVuSbzUNBiZpFNY6uXyTxq4fQjXBjxkzxpj43Fyk+ZKxJflW02BgkkZhrZPLN2ns+iFUE7x3E8WE+NxcpPmSsSX5VtNgYJJGYa2Tyzdp7PrBCBdN0PDbCONwJO9PWFhYWOQmjJjgdW2SHfc17czWpYvFixcfYpOsr6/X7iZZX1/P6ibZq1cvVjfJfv36idkkvdx1bZItLS2sbpK6Oq1fvx719fWi3SQ5OhUUFLC6SdbX17O6SdbX14t1kxwwYADLJhmPx7W7SXrXUNcmuW/fPrFukvX19axukl7uujZJj69jkywsLBTtJllfX59f3SS54O5VGlbky4YJSuVPrflSp1L5U6vd8CMNFi9ebEx8bi7SfMnYknyraTAwSaOw1snlmzR2/SA2wRPRE0S0i4iqg4rpLV9IgROfm4s0XzK2JN9qGgxM0iisdXL5Jo1dP0h+gl8E4FLB+BYWFhYWncFv7SaIA0AZgGpdfro1+Hg87rcGlXKNveMafFFvqI8++qjT1/vF5+SSDT53bc+k3LmxJWs16bqYpKn0deHUapJGpoxd5Moa/Guvvdal10UKgBOiwHdu87dMcuNzc5HmS8aW5EvWyY1v0nXhwiSNwlonl2/S2PUDKUEvOBGVAXheKeX7lSwimgVgFgCUlpZOnDdvnm88x3EQjUaPOO953SsrK4/g79ixA88sfhTvPQh87gcFuOKaiiO+Iea9/oEHHkgZn5NLNvgm5cLl21xsLjaXzPgVFRVrlVKnpXzS76N9EAcCXqLx+xMHPks0jz76qDrpxOPVirug1BKoqu9BDS8bqJqbm1O+Poyd5EzLhcu3udhcbC6Z8dHJEo0RX3TSxSWXXNLp8x2/wQoAPXsAk08BLh2bfFw+Dhi6YgdKiotwIMGP31Vud/AlY0vyJevkxjfpunBhkkZhrZPLN2ns+kHSJvkUgDcAjCSi7UQ0M9OYe/fuZfELegJzrzr03NwvJM9nGp+bizRfMrYkX7JObnyTrgsXJmkU1jq5fJPGrh/EJnil1LVKqYFKqd5KqcFKqYWZxvS+VtzJex5yTCmfiodWRQ7hPPRCBPf+8P7Dl5K04nNy6W6+ZGxJvmSd3PgmXRcuTNIorHVy+SaNXT+EykXDxcVTyvHOjr5YsS75uGodUP1pP8y56+5spmVhYWHRLRB10WgncbDZ2Dfuu+8+AKmbWPXr1w8bNmwAcGjTnauuSq7DOI5zxJ6s/fr1w73fuRE1DwLjfngUfrng99i5cyeAg82RvLX7hx9+GDfddJNWE6sFCxaguLhYu9nYu+++ix07dgDQazZ2yimnoLm5WbvZ2OjRo7Wbja1evRrFxcXazcaeeOIJtLW1AdBrNuanU6pmY/v27cPFF1+s3Wxs06ZNiEaj2s3GODp95jOfwfDhw7Wbje3btw+33HKLdrOxffv2YejQoVo6LV26FJFI8q9PHZ1OPfVU1NbWajcbKygowA033KDVbOxvf/sbiouLtZuNVVZWtv+f0tGppqYGPXsm103T6bRv3z5cccUV2s3GamtrUVxcrN1s7Mknn0RxcbFWs7ETTzwRxx13HKvZ2L333qvdbGzfvn04+eST0zYby5qLhnukc9E4juN3F7nTLzpFCqBGDISaPm1Kp6/3i8/JJRt87t15k3Lnxpas1aTrYpKm0teFU6tJGpkydpErX3R65plnUp73ivFDrBXY5gA/n1+Z8nnv9X7xOblkiy8ZW5IvWSc3vknXhQuTNAprnVy+SWPXD6Ga4DNB836grKws22lYWFhYdBtCNcEfe+yxxsTn5iLNl4wtybeaBgOTNAprnVy+SWPXF35rN9k47IYfXUO+bJigVP7Umi91KpU/tdoNP9LAu1ufDkQEIkJFRcUh3271zntHV+Nzud3Bl4wtyZeskxvfpOvChUkahbVOLt+ksesHI1oV6O7JGo/HRfdkdRxHe0/WTz75hLUna2NjI2tP1kQiIbYnq5e7rk2ytraWtSerrk7r16+H4ziie7JydIrH46w9WR3HYe3JytGJuydrIpFg7cna2NiovSerdw11bZKffvqp2J6sjuOw9mT1cte1SXp8HZtka2ur6J6sjuPk156spjT3sbkEx7e52FxsLpnx0ckSTdYn9Y5Hugn+wIEDWgV74F5QTnxuLpJ8yTql+VbT1DBJU+nrwqnVJI1MGbudTfChWoNftWqVMfG5uUjzJWNL8q2mwcAkjcJaJ5dv0tj1Q6gmeG/ty4T43Fyk+ZKxJflW02BgkkZhrZPLN2ns+iFUE7yFhYWFhT5CNcFPnTrVmPjcXKT5krEl+VbTYGCSRmGtk8s3aez6IVQ2yWOPPfaQbnid2e+AZDfJLVu2aNnv6urqEIvFcOONN2rZ77xuf7o2yU2bNrXnrmOTnDBhAmpqakRskq+++ioikYi2TfKll15CPB4HoGeT5OgUi8Vw0UUXidkkOTqVlZWhqalJ2yYZi8Uwe/ZsbZtkLBZDWVmZiE3ytNNOw9tvv61tkywqKsJ1112nZZN84403EIlEtG2SK1asQCKR3DItaJtkLBbD5Zdfrm2TdBwHkUhE2ybpjRcdm+RnP/tZ1NbWitkkY7EYRo0aZW2S2eDbXILh21xsLjaXzPjIFReNhYWFhYU+jNjwwwMR1QLY0gmlH4AGRsgoAIfB58Tn5iLJl6xTmm81TQ2TNJW+LpxaTdLIlLF7olLqmJTP+H20N/EAsIDJ9/3TJdP4XchFjC9ZZzfkbjU1XNNuuC7atRqmkTFj1+8I2xLNcwbF5+YizZeMLcm3mgYDkzQKa51cvkljNyWMWqIJGkT0D+W3V2EOIV/qBPKn1nypE8ifWrNRZ9g+wXOxINsJdBPypU4gf2rNlzqB/Km12+vM6U/wFhYWFvmMXP8Eb2FhYZG3sBO8hYWFRY4i1BM8ET1BRLuIqLrDuQFE9CIR/dv992j3PBHRI0T0PhG9Q0QTspc5D0R0AhGtJqJ3iehfRPRt93xO1UpEhUT0dyJa79b5Y/f8UCJ6y63nd0RU4J4/yn38vvt8WVYLYIKIehLR20T0vPs4V+vcTEQbiGgdEf3DPZdTYxcAiKg/ES0joveIqIaIPp/tOkM9wQNYBODSw87dDeBlpdRnAbzsPgaAcgCfdY9ZAH7dTTkGgTYA31VKjQZwFoBbiGg0cq/WOIALlVJjAYwDcCkRnQXgZwB+rpQaDqAewEyXPxNAvXv+5y4vTPg2gJoOj3O1TgC4QCk1roOLJNfGLgD8EsBKpdQoAGOR1Da7dWZqpM/2AaAMQHWHxxsBDHR/Hghgo/tzJYBrU/HCdgD4I4CLc7lWABEA/wRwJpLf/uvlnv88gBfcn18A8Hn3514uj7Kdu2Z9g5H8D38hgOcBUC7W6ea8GUD0sHM5NXaR/NbpR4frku06w/4JPhWOU0rtcH/eCeA49+fPANjWgbfdPRcquH+ejwfwFnKwVnfZYh2AXQBeBPABgD1KqTaX0rGW9jrd5xsAlHZrwl3HLwDcBSDhPi5FbtYJAArAKiJaS0Sz3HO5NnaHAqgF8L/ustvjRFSMLNeZixN8O1TyV2PO+ECJqATAMwDuUEo1dnwuV2pVSh1QSo1D8hPuGQBGZTej4EFE0wDsUkqtzXYu3YRJSqkJSC5L3EJE53V8MkfGbi8AEwD8Wik1HsA+HFyOAZCdOnNxgv+UiAYCgPuv1zT5YwAndOANds+FAkTUG8nJfYlS6v/c0zlZKwAopfYAWI3kUkV/IvL2LuhYS3ud7vP9AOzu3ky7hHMAXEFEmwE8jeQyzS+Re3UCAJRSH7v/7gLwByR/cefa2N0OYLtS6i338TIkJ/ys1pmLE/yfAHzd/fnrSK5Xe+dvcO9enwWgocOfTkaDiAjAQgA1SqmHOzyVU7US0TFE1N/9uQjJ+ww1SE70X3Jph9fp1f8lAK+4n5KMhlLqHqXUYKVUGYCvIJn3dcixOgGAiIqJqI/3M4ApAKqRY2NXKbUTwDYiGumemgzgXWS7zmzfnMjwxsZTAHYA2I/kb9CZSK5Nvgzg3wBeAjDA5RKA/0FyTXcDgNOynT+jzklI/mn3DoB17nFZrtUK4HMA3nbrrAYw1z0/DMDfAbwPYCmAo9zzhe7j993nh2W7hi7U/B8Ans/VOt2a1rvHvwD8wD2fU2PXzX0cgH+44/dZAEdnu07bqsDCwsIiR5GLSzQWFhYWFrATvIWFhUXOwk7wFhYWFjkKO8FbWFhY5CjsBG9hYWGRo7ATvIWFhUWOwk7wFqEEEf3AbSn8jtuG9kz3/B1EFOmG959BRLVE9HgXXtvLfe1/HXZ+CRHVEdGX/F5rYcGBneAtQgci+jyAaQAmKKU+B+AiHGzcdAeSnShTva5nwKn8Til1cxdedzGATQCudr+lDABQyW+z/imo5Cws7ARvEUYMBOAopeIAoJRylFKfENHtAAYBWE1EqwGAiJqI6CEiWg/g80R0JxFVu8cdLqfM3aRhERFtcj9JX0REf3U3ajgjXULuJ/pn3U0dNhPRre57vU1EbxLRgA70a5HsPbMVyV47FhYisBO8RRixCsAJ7mT8KyI6HwCUUo8A+ATJzSUucLnFAN5SyU1EmgHciGSP+bMAfIOIxru84QAeQrJ75SgAX0WyRcQcAPdq5jUGwBcAnA7gAQAxlews+AaAG4DkrlVI/sXxHJKtNq7t0hWwsNCAneAtQgelVBOAiUjuhFML4HdENMOHfgDJLpxAcsL+g1Jqnxvj/wCc6z73kVJqg1IqgWTPlJdVso/HBiQ3ldHBaqXUXqVULZI9259zz3eMMc3lNbt5TRdYOrKwAJDsYWxhEToopQ4AeBXAq0S0AclOfYtSUFtcbjrEO/yc6PA4Af3/JzoxrgUwyW0VDCSbUV2I5OYmFhaBwn6CtwgdiGgkEX22w6lxALa4P+8F0MfnpX9B8hNzxG1de5V7rltARH2R/IthiFKqTCXbBd8Cu0xjIQT7Cd4ijCgBMN/tHd+GZBtdbyu4BQBWEtEnHdbhAQBKqX8S0SIkW+4CwONKqbfdbRC7A1ch2cu94yf9PwL4byI66rDzFhYZw7YLtrDoAtw1/9OUUrcGHHcRkv3hlwUZ1yI/YZdoLCy6hmYA5V35opMfiGgJgPMBtAQV0yK/YT/BW1hYWOQo7Cd4CwsLixyFneAtLCwschR2grewsLDIUdgJ3sLCwiJH8f8B7AFxNse1wpoAAAAASUVORK5CYII=\n", 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" ] @@ -1383,19 +1433,19 @@ " color='gray',\n", " ls='solid')\n", "\n", - "plt.show()\n" + "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Manchmal ist es ebenfalls sinnvoll, besondere Linien einzuführen, um Dinge hervorzuheben. Hierzu könnt ihr die Funktionen `plt.hlines` und `plt.vlines` für horizontale und vertikale Linien verwenden." + "Manchmal ist es ebenfalls sinnvoll, besondere Linien einzuführen, um Dinge hervorzuheben. Hierzu können Sie die Funktionen `plt.hlines` und `plt.vlines` für horizontale und vertikale Linien verwenden." ] }, { "cell_type": "code", - "execution_count": 35, + "execution_count": 36, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:49.469050Z", @@ -1406,7 +1456,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1431,9 +1481,7 @@ " elinewidth=2, \n", " capsize=5, \n", " capthick=2 \n", - " ) \n", - "\n", - "\n", + " )\n", "\n", "plt.ylabel('Spannung [V]')\n", "plt.xlabel('Strom [mA]')\n", @@ -1455,7 +1503,7 @@ " ls='dashed'\n", " )\n", "\n", - "plt.hlines([2.2,3.4], # <-- Ihr könnt auch mehrere Linien plotten\n", + "plt.hlines([2.2,3.4], # <-- Man kann auch mehrere Linien plotten\n", " 200, \n", " 400, \n", " label='horizontale Linen',\n", @@ -1473,14 +1521,14 @@ "source": [ "## Mehr Text ist manchmal mehr Information:\n", "\n", - "Als Letztes möchte ich euch noch zeigen, wie ihr auf zwei unterschiedliche Arten und Weisen Texte zu eurem Plot hinzufügen könnt. Dies kann nützlich sein, um besondere Messwerte hervorzuheben oder einfach zusätzliche Informationen unterzubringen.\n", + "Als Letztes möchte ich Ihnen noch zeigen, wie Sie auf zwei unterschiedliche Arten und Weisen Texte zu Ihrem Plot hinzufügen können. Dies kann nützlich sein, um besondere Messwerte hervorzuheben oder einfach zusätzliche Informationen unterzubringen.\n", "\n", "Fangen wir mit `plt.annotate` an. Mit dieser Funktion können wir einen beschrifteten Pfeil in unseren Plot einfügen. Dies könnte zum Beispiel so aussehen:" ] }, { "cell_type": "code", - "execution_count": 36, + "execution_count": 37, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:50.595682Z", @@ -1490,7 +1538,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", 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" ] @@ -1515,9 +1563,7 @@ " elinewidth=2, \n", " capsize=5, \n", " capthick=2 \n", - " ) \n", - "\n", - "\n", + " )\n", "\n", "plt.ylabel('Spannung [V]')\n", "plt.xlabel('Strom [mA]')\n", @@ -1543,12 +1589,12 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "Eine andere nützliche Art, Beschriftungen in einen Plot hinzuzufügen, stellt die Methode `plt.text` dar. Diese Methode ist insbesondere nützlich, um Fitdaten in einen Plot zu zeigen. Führen wir zunächst wie in Kapitel 1. gezeigt einen Fit unserer Messdate durch:" + "Eine andere nützliche Art, Beschriftungen in einen Plot hinzuzufügen, stellt die Methode `plt.text` dar. Diese Methode ist insbesondere nützlich, um Fitdaten in einem Plot zu zeigen. Führen wir zunächst wie in Kapitel 1. gezeigt einen Fit unserer Messdate durch:" ] }, { "cell_type": "code", - "execution_count": 37, + "execution_count": 38, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:50.907823Z", @@ -1562,7 +1608,7 @@ }, { "cell_type": "code", - "execution_count": 38, + "execution_count": 39, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:51.302076Z", @@ -1575,18 +1621,18 @@ " strom, \n", " spannung,\n", " sigma=spannung_error, # <-- Dieses Mal mit Fehler\n", - " absolute_sigma=True # <-- Diese Option müssen wir auf Wahr setzen, da \n", - " # wir in der Regel absolute und keine relativen \n", + " absolute_sigma=True # <-- Diese Option müssen wir auf wahr setzen, da\n", + " # wir in der Regel absolute und keine relativen\n", " # Unsicherheiten messen.\n", " )\n", "\n", - "chi2 = sum([ (Spannung(I,para[0]) - U)**2/dU**2 for I, U, dU in zip(strom, spannung, spannung_error)])\n", + "chi2 = sum([(Spannung(I,para[0]) - U)**2/dU**2 for I, U, dU in zip(strom, spannung, spannung_error)])\n", "ndof = len(spannung) - len(para)" ] }, { "cell_type": "code", - "execution_count": 39, + "execution_count": 40, "metadata": { "ExecuteTime": { "end_time": "2020-08-26T06:41:52.290775Z", @@ -1596,7 +1642,7 @@ "outputs": [ { "data": { - "image/png": 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\n", + "image/png": 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\n", "text/plain": [ "
" ] @@ -1646,11 +1692,11 @@ "\n", "\n", "R = para[0] * 1000 # Widerstand in Ohm\n", - "deltaR = pcov[0][0]**(1/2)* 1000 # Fehler des Widerstands in hm\n", + "deltaR = pcov[0][0]**(1/2)* 1000 # Fehler des Widerstands in Ohm\n", "\n", "plt.text(100, # <-- X-Position des Textes\n", " 4.5, # <-- Y-Position des Textes\n", - " f'R: ({R:.2f} +/- {deltaR:.2f}) Ohm\\n$\\chi^2$/ndof: {chi2:.2f}/{ndof}', \n", + " f'R: ({R:.2f} +/- {deltaR:.2f}) Ohm\\n$\\chi^2$/ndof: {chi2:.2f}/{ndof}',\n", " fontsize=14\n", " )\n", "plt.legend()\n", @@ -1670,12 +1716,12 @@ }, { "cell_type": "code", - "execution_count": 40, + "execution_count": 41, "metadata": {}, "outputs": [ { "data": { - "image/png": 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6bh87dmxkMpk9+nfJJZfkdAyQZpnq6upCj4FGJpPJdIiIZTWPLVu2LDp06FCgEUFuvP7663H55ZfHK6+8Uqf2J510Utx7773RpUuXnI5j8eLF8c1vfjOmTJmy0zZlZWXxn//5n3HhhRfmtG8olNmzZ0fPnj1rHVNbaErmzJkTw4cPjzfeeGOnbfbff/8YM2ZMDBo0KOv+iqWmQSGpLTRlZ5xxRjz11FN1altaWhr/8i//Ej/+8Y+jWbPcrRVv6NoGxUBtoakrxNw+duzYGDly5B6dc/HFF8c999yTk/6h0JYvXx7777//tof3r66uXt4Q/Zc0RCcAjcHbb7+93Zep3bt3jy996UtRXl4eq1atiqlTp8aiRYsiIuK5556Lfv36xQsvvBCHHnpoTsbwySefxGmnnRYzZ85MjvXp0ye++MUvxscffxxTpkyJVatWxZo1a2LkyJHRrFmz+Na3vpWTvgHIj0WLFsXAgQNj8eLFERGRyWTihBNOiG7dusXy5ctj8uTJ8emnn8ayZctiyJAhMWnSpBgwYEBWfRZDTQOgYZSXl0ePHj2ia9euUVZWFuvWrYt33nknXnnlldi0aVNs2LAhbrjhhnj33Xfj3nvvzUmfhahtAORXMcztFRUVMXDgwN2269+/f077hTQTEgJs47DDDotLLrkkzj///DjooINqfbZly5YYO3Zs/NM//VOsW7cuFi9eHOedd15MnTo1MplM1n1/+9vfTgLCfffdNx5++OFaf3CtXbs2LrvssnjggQciIuJ//a//Ff3794/DDjss674ByI8RI0YkN9pdu3aNysrKOPLII5PPq6qq4txzz41nn302PvvsszjnnHNi/vz50a5du6z7LmRNAyB/TjrppBg8eHAMHDhwp/cCS5cuje9+97sxYcKEiIgYN25cDB48OIYNG5Z1/4WsbQDkRzHM7cccc0yMHj06Z9cDds87CQH+W8eOHWPMmDExZ86cuPbaa7f7MjUiolmzZnHRRRfF/fffnxx7+eWX449//GPW/c+cOTMJ/yIixo8fv92KrDZt2sS4ceOSFVMbN26Mn/zkJ1n3DUB+TJw4MV544YWIiGjZsmU88cQTtW60I7b+AqSysjL5Bd/KlSvjlltuyarfQtc0APLr+9//flx22WW7XCx4wAEHxAMPPFDrnuLuu+/Ouu9C1TYA8sfcDuklJAT4byeeeGJceOGF0bx58922Peuss6JPnz7Jfl3fB7Ird955Z2zZsiUiIk499dQ47bTTdtiuWbNmtf4Ie+ihh3L+0mgAcuP2229Pti+44ILo1avXDtu1adMmbrzxxmT/7rvvjk2bNtW730LXNACKQyaTqfWep9dffz3raxaqtgGQP+Z2SC8hIUA9HXvsscn2ggULsrpWdXV1PP7448n+7l7YfOyxxyarhjdv3lzrXACKw5o1a+LZZ59N9nc3tw8dOjTKysoiYuuq3Oeffz6v46splzUNgOLSoUOHZHv16tVZXasx1TYA6sbcDukmJASop5rva9q8eXNW15o3b14sWrQo2T/ppJN2e87JJ5+cbE+ZMiWr/gHIvalTp8aGDRsiYuuK2969e++yfatWraJfv37JfkPO7bmsaQAUl7feeivZ/od/+IesrtWYahsAdWNuh3QrKfQAABqrN998M9k++OCDs7rW7Nmzk+0DDzwwOnbsuNtzjj766B2eD0BxqDk39+rVK0pKdv+n99FHHx3PPPPMdufnWy5rGgDFY/HixTFq1Khkf9iwYVldrzHVNgDqppjm9lWrVsXDDz8cs2bNio8//jj22Wef6NSpU/Tr1y969epVa3EjkBtCQoB6WLhwYa2VUqecckpW13v77beT7a5du9bpnC5duiTbc+bMyap/AHKvscztua5pABTWunXrYsGCBfH000/HLbfcEsuWLYuIiB49esR1112X1bUbS20DoO6KaW6vrKyMysrKHX72hS98Ia699tq46KKLhIWQQ0JCgHr43ve+lzyOrUuXLjF48OCsrrdixYpk+4ADDqjTOQceeGCyvW7dutiwYUOUlpZmNQ4AcifbuX3lypU5H9OO5LqmAdCwXnzxxTj++ON32WbQoEHxwAMPxN57751VX42ltgFQd41lbp83b15ccskl8dhjj8WDDz4Ybdq0aZB+oanzTkKAPXTvvffG7373u2T/pptuyjqcW7NmTbK911571emcbdvVvAYAhZft3N4Q83o+ahoAxaN9+/YxYcKEeOqpp6Jdu3ZZX68x1DYA9kwxzO1dunSJa665JiZOnBh///vfY/369bF27dp4++2344477oiKioqk7ZNPPhkjRoyILVu2ZN0v4JeEAHvktddei8svvzzZHz58eIwYMSLr665fvz7ZbtmyZZ3O2fZL3E8//TTrcQCQO9nO7fme1/NV0wBoWJ06dYqrrroqIiKqq6tj9erV8fbbb8f06dPjo48+iuHDh8d//dd/xV133RXdu3fPqq9ir20A7LlCz+1DhgyJb33rW9Gs2fa/Z+revXt07949Lr744rj88stjzJgxERHx+OOPx/jx4+P888/Pqm9ASAhQZ++9914MHjw4+ePpiCOOiLvuuisn127VqlWyvXHjxjqds2HDhlr7dV3tBUDDyHZuz+e8ns+aBkDDOvTQQ2P06NHbHV+8eHH86Ec/irFjx8af/vSn6Nu3bzz33HNxxBFH1LuvYq5tANRPoef2uvzSvWXLlnHPPffEO++8Ey+88EJERNx8881CQsgBjxsFqIMPP/wwTj311FiyZElEbL0RnzRpUuyzzz45uX5ZWVmyXdcVWNu2q3kNAAov27k9X/N6vmsaAMWhU6dOMWbMmPjOd74TEREfffRRnHvuucl7aOujWGsbAPXXWOb2Zs2axfXXX5/sz5w5MxYtWtQgfUNTJiQE2I0VK1bEqaeeGvPnz4+IiI4dO8bkyZOjY8eOOetjv/32S7aXLl1ap3M+/3I3IqJ169beIQVQZLKd2/fdd9+cj6khahoAxeWmm25KFoLMnj07nn766XpfqxhrGwDZaUxz+wknnBAtWrRI9mfPnt1gfUNTJSQE2IVPPvkkTjvttJg1a1ZERJSXl8fkyZPjkEMOyWk/hx9+eLL9/vvv1+mchQsXJts1X+AMQHEotrm9oWoaAMWldevW0b9//2T/L3/5S72vVWy1DYDsNaa5vUWLFlFeXp7sV1VVNVjf0FQJCQF2Yu3atTFo0KD461//GhERbdu2jUmTJkXPnj1z3lePHj2S7SVLltRakbUz06dP3+H5ABSHmnPzm2++GZs2bdrtOfma2xuypgFQfNq3b59sr1ixot7XKabaBkBuNLa5fe3atcl2mzZtGrRvaIqEhAA7sH79+jjzzDOTVbatW7eOp556Kr785S/npb8vfOEL0blz52T/ueee2+05f/7zn5PtAQMG5GNYAGShf//+yaOg165dG6+99tou22/YsCFefvnlZD9Xc3tD1zQAis+HH36YbGfzWLhiqW0A5E5jmtvffffd+OSTT5L9Tp06NVjf0FQJCQG28dlnn8XQoUNjypQpERFRWloalZWVceyxx+atz0wmE2eeeWayP3bs2F22f+mll2Lu3LkREdG8efMYPHhw3sYGQP2UlZXFwIEDk/3dze2///3vY/Xq1RGx9QvcE044IesxFKKmAVBcVqxYES+99FKyn80vPoqhtgGQW41pbv/Nb36TbLdt2zaOOuqoBusbmiohIUANmzdvjhEjRsTEiRMjIqKkpCQeeuihOOWUU/Le9+WXXx7Nmm2dlv/whz/EM888s8N2W7ZsiX/+539O9s8555zo0KFD3scHwJ678sork+2xY8cm7wPc1rp16+InP/lJsn/ppZdGSUlJVn0XsqYBkD8rV66sc9stW7bEt7/97diwYUNEbF0scsYZZ2TVfyFrGwD5Uai5fc2aNXVuO3Xq1Lj11luT/XPPPVddgRwQEgL8t+rq6rj44ovjkUceiYiIZs2axX333VfrF371kclkkn833HDDTtv16tUrzjvvvGR/+PDh2z12dO3atXHhhRfGiy++GBERLVu2jH/7t3/LanwA5M/Xvva1OP744yNi62N5zjjjjJgxY0atNitWrIghQ4bEO++8ExFbV+Nee+21O7zeggULatWVna3yzVdNA6Dwxo0bF717945x48bVeuTatmbMmBGDBg2KBx98MDn2gx/8IPbbb7/t2ta1vkTkvrYBUHiFum955JFHok+fPjFu3Lj4+OOPd9hm/fr1cdttt8Upp5wS69evj4iIdu3axfXXX1+f/1RgG6J2gP925513xr333pvsd+vWLV588cUkkNud0aNHZz2G0aNHx/Tp02PWrFmxYsWKOPnkk+OYY46Jnj17xieffBJTpkyJjz76KGn/X//1X3HYYYdl3S8A+TN+/Pjo06dPfPjhh7FgwYI46qij4sQTT4xu3brF8uXLY/LkybFu3bqI+J9f+7Vr1y6rPouhpgGQP6+99lpccMEFUVJSEhUVFXH44YdH+/btI5PJxIoVK2LGjBnJl7ifGzp0aM6+UC1EbQMgvwo1t7/66qu1alpFRUW0b98+Nm/eHB988EG89NJLtRbF7LXXXlFZWRkdO3bMum9ASAiQWLZsWa39efPmxbx58+p8fi6+UN1nn33ij3/8Y3zzm99M3h81bdq0mDZtWq12ZWVlcdttt8UFF1yQdZ8A5Ffnzp1jypQpMXz48HjjjTeiuro6nnvuue1+Ld6hQ4cYM2ZMrfeB1Fcx1DQA8qO0tDTZ3rRpU8ycOTNmzpy50/Z777133HDDDXH11VdH8+bNczKGQtQ2APKr0HN7XWpanz59YuzYsVm9XxeoTUgIUGQ6deoUkydPjkcffTQeeOCBmD59enz44YdRVlYWXbp0icGDB8fFF18cXbp0KfRQAaijioqKmDZtWjz44IMxYcKEmDVrVixdujTatWsXhx56aJx99tkxcuTIKC8vL/RQAShyV1xxRQwcODAmT54c06ZNi1m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" ] @@ -1755,17 +1801,17 @@ "# 3d-Plots:\n", "\n", "Beim Praktikum kann es bei einem Versuch vorkommen, dass man 3d-Plots erstellen muss.\n", - "Wie dies geht, wird im Folgenden anhand eines einfachen Beispiels demonstriert." + "Wie dies geht, wird im Folgenden anhand eines einfachen Beispiels demonstriert:" ] }, { "cell_type": "code", - "execution_count": 41, + "execution_count": 42, "metadata": {}, "outputs": [ { "data": { - "image/png": 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EyBCKfAxVS2f3R6kh6L8fRVEwRZykfszajtu2mSOjv4eKA699Aw2e+3BqjdPeD8MwOH78OF1dXTidTrZu3Wq16S4EL5Tp4nQ6aWpqoqmpCSGEVSA7Ojpa0UF2sRTILgSkIFmYTFegQFawO51OXC6XFChLCClIFjmVvEUmdtFcDkGiJ/4VU99rvbZ7P4eqNQMQjX+FjH7Amhf0/x2augyA/sj9mCIOgIIDu62dUOolwGA09RS1rrtwqPUoyoXbZOPxOPv27SMSiVBbW1viugpzL0jmavsTC2RN0yQajcoC2YtECpLFQbFAyX9m+e/+nj17WLFiBW1tbRUjKDabTQ4UuAiRgmSRMhNvkbkUJEIkycQ+j5H6rjVNc7wRm/NeANKZvUTjX7HmRcJ30FT/G9m/U08zlviONa/W80GSeg+QSznhRFMCPNL7Kvz2tQTt69hY9TFUpfxr29/fz+HDh9F1ndWrV7NmzZpJL0ZzLUjmGlVVZ1QgW2zQNpMC2cUQSboYpCBZfBRb3Oex2+2oqloxxVPcZlw8Ds9S/MyXElKQLELyFs7T9RZRVZV0Oj3r+2EaZ0hHPoIwTljTFLUVu/ez2fkiRmj8Y+QFRjq9jOHBd7NuDejmGL3jn7TWc9muot73xwzGf2pN89jXMZ45gyGShNKHSOh9rA/+IbpI4VC92fcwTU6cOEFHRwcOh4Nrr72Wurq6ivt7ubxQLveN/EIFsn19ffT19QGFAtmamhqqqqqmVSC71C7iS1mQLPUOIsASH/loCJRGUIrH4ZnYYjzRRXYpfgcWM1KQLDKKoyL5trkL/ajyTxGziZ76MZnoXwEJa5qibcHh/78oqh+A8ejnMcyO/F4w2Pe7GIYTIQR9459BN7NP8QoOWoJfRFUcRIvqSXz2DYxnTlqvA451nI89yYujX8Zna6LFcQvG6S2Ew2Gqq6vZunUrLpfrgvu+2FI2M2VigWwymbTM2SoVyOYjKJejQHYhsJQFyVKNkBSTP8biaElxBGU6Ixk/8sgjfPWrX+X+++/nuuuuu/wHIamIFCSLhImFqzB9+/fZTNkIEScT+2uM1IMl0zXX+7F7/hxFcQCQTD1GIvn/rPk+zx+QTl2FEAbh5E8ZTz1izVvm+zgu2zoAYpmCIPHar6InUahLCdrXMZo+A0BU76Nr5BTecBsrV65k7dq1F7wILwS32PnA5XKVFcjmoyf5Atnz58+jqipVVVVWBGWpIgXJ4qY4QjIZk41knBcop0+f5sknn7TGn5IsDKQgWQRU8haZif27qqrWj/iS9kM/STr6xwjjTGGiEsThux/NcZc1yTCHCEc+Yb22267G5/koivIyqEP0RT5vzfPab6TW834AIukjRDPHrXk++0bGw4XalIB9HWfjP7Fe21L1tG+tIe09w9n4CGt8r5jWcSz1CMlUFBfILl++3DLOy0dP8v+eOXPGSueMj48Tj8eXTIGsFCSLm+Jox3SZKFDyQsTn883+DkouGilIFjDFroYzSdFM5FIjJEIIjNQPyMT+N5AsbNe2HbvvH1G1FmuaYQ4TGv9DTDGSm+Kiyv9lFMWOqoK/8b8wRTS7vuKjOXg/iqJiiCSnwn9Jvt7EqbXgUJuJG93Wtp3mCkaSpyF3HfIv9/BY/POQgFb31gsKksUgGC43+bbhYDBYUiA7OjrK8PAwuq4zMjLCyMjIJRXILiSkIFncVErZzBQpSBYmUpAsUC4lRTOR/MXpYiylhYiSif4VRvpnJdNtrg9j83wMRSkMTpdKv0go8hFMc9CaFvB9CpttDQCO4CM4vIWakCb/Z3HkWoM7Iv+XhH42N0dhbfBzRKzXoOHl5X17ESvS1jKr/DdxJP4YAMOpwrKTsVjbfi8nxQWyDQ0NvPzyyzQ0NGCz2WalQHYhcCUIkqV4bHmmk7K5EHlB4vf7Z2WfJLPD4riCXGFcaopmIhcrSEz9KOnIRxHmucJEpRqH7wtojtutSUKYROP/QjT+ZaAQiXE778Pjeg8ASf0kjurvW/MCztcQdL0BgFBqF32xB6x5zd73EHRey7lIIV1jxOowbP2F9W2tliW9EJA0FR4Z/DY9iTO8s/XPcGvlTz5LQTDMB16vl/b2dqBQIJtP7yzGAtkrQZAs1HM/G8yGIInHs95HXq93VvZJMjtIQbKAmMr+/VIoFiTT3o/Ud8jE/gYotAurtutw+L6MUuScmk3RfIx05tmiLdgJ+P4Sj+t9OTfWFD3hj6MoOgA2dRlNgf+NoijoZoTT4c9Ya7ptq2nz/zEAY8lCgavTaMO/2kE419RT7VjNcLoglMZ1eGnslwD0Js+y2rul7LimK0jmwzp+IVLpOKYqkB0bGysrkM0LFJ/Pt2AEgBQki5uLqSGZSD5CIgXJwkIKkgXCTL1FZkL+SWI6gkSYETKxT2Gkf1k0VcHm/gNs7j9GKTIlS6V3Eop8tCRFo6nLqQp8BYd9qzVtKPrPJPVCsWpz4O+wqdUAnBu/n5TRl38X1lX9DariZGRkiP7Ibsg27bBu+W2cir9gbaPGsZqeZFaQKApU2aoZyQwD0Js8w0rPZjIig1O9fE6tS5XJvoPTLZCFbCty8QCB81kgu5S9Oq4EQTJbNSRer3dJn6fFiBQkC4CJ3iLFI2LOBtONkBiZvWSiH0eYXYWJSh0O3xfRHDdbk4Qwcimaf6Q4ReNyvIag/35UNWhNi6V3MRz/mvU6OnQLvmW3AjCSfJzBRKE2Zbnv9/DaNnD27FlOjP0XomHEmlfj2sJY+NvW62rHavaPP2e9bnS1MZIZJmOqPDn8BI8OPs624A28pfk9hUORNSRzylQFsmNjYwwODjI4mBWvLperxOLe4XBctv1cynUWV4Igma0aEo/HsyS/A4sZKUjmkZnYv18KUwkSIQRm5mn0xH9g6i+Vrme7CYf/SyhqvTXNMIdyKZrnipZ05FI07y3Z97HEg/SNfxbI3qCF3kSo902IjYKMOcqZ8P+2lvXZr2aZ493s3buXwfFDmGuetOa1eF6DpvpIGKPWtICtjVCmx3q90rOFI5E9CBTG9Ww4titRWuh6pQuGy01xgSxAJpMpMWibWCCbT+/MdYHsUk7ZLOXoT55LTdkIIawIyVL8DixmpCCZJ4rbeWc7RTORSoJEiDRG6ufoya8jjFMT18Dm/mNs7j8oGdQulX4hl6IZsqZp6gqqA/+C3X514dhEgr7xzxJK/qhomzbM8EcQphPDMDgT+d9kzLHcu7loVD/Bzp27SKSiaOt/galkLzourZ5NVR9nKFVI+bi1GuLmOCIXndEUB02uNbm/C8fYk+imP9lPX6qf7cFtMkIyQ2b7OOx2O8uWLWPZsuzAislksqT+pKuri66uLhRFIRAIWBGU2S6QXcqCZDbqKxY6hmFc8si+sVhMtvwuQKQguczMlrfITCgWJMIcR0/9P/TEt0EMlC2r2LZi9/wFmv36on02iMa/QjT+T5SmaF5L0P/3qGrAmpbST9MV+gipIpGjKVW0BL9Ix1AN0M1Q8meMpgoRkID+fvYf7EVRFOo2HmFQKXiPbKn+NHbVbzm0AlTbVzOcKhS01jraGElnn7RVBApgCogYNv7qRDYKc//Gv52RYFgqomI2mKvvpsvlorm5mebmZuupNS9O8qMYz0WB7FIWJFdKhORSjy8Wi1FfX78kvwOLGSlILiOz6S0yEyzLdOMMydAHQZTbJav2V2Fz/w6q7dqS/cmmaP6EdOb5oqUdBHyfxuN6T8myocRP6R3/DKJofBu3fTvLg/+EXWtCUY6g2EfpiP5z4X1Tm+k6vhKPx82qzU4OFA2ut8J7H/WuGwAYTZ+2pk/ssKlzrKQ/1QlkC1z9Nq+VtslzPn6eZUo9c8lSi5BcThRFwefz4fP5SgpkiyMolQpka2pqcLvdM3qvpSxIroQaEtM0L6l+BLJtv7LDZuEhBcllYra9RWZC/uKkm60o9sYi63c7mvM+bO7fRtVWl603eYrmX7HbN1vTTJGkL/I5Qonvl6xf6/kdGnz/n2WepqjgWvF9TLJiQRhuxs+8gYaGRjZsWsOLo79NPgLj0VrYEMy2/0YyvfQkXrS2W+NYzblwYSycOkc7hyOHrdfLHE2M66fRFBNdaJgCnh3ejSvjQ7Fn2DZL4/pMRAqS2aO4QHblypUYhkEoFLLESaUC2XwE5UIFslKQLG7yKZuLxTRNq4ZEsrCQgmSOmStvkZlQGFROweb6IJn4/dhc78Lmem9JwWoe3egiFv868eS3yRekAricryPo+7sJKZqzdIU/Qko/YU3TlCAtwfvxO19lTRNCJ+H+b2zOQqFpquc+rlpzEytWrOBo+EvE9M7cHIWtNZ/BpnoQwmTnyBfQRday3qH6aXTuYDj1VWs79c5VDA4/bL1u967hdLwgSFKmjRfGjgKw1lmwuZdMzUISVpqmUVtbS21tLXBpBbJSkCxuDMO4pGELkskkpmnKGpIFiBQkc8jEFM3ljIoUk784GYaB5nwTmvNeFKX86SCTOUw08TWSqYfIjymTxUHA9xk8rneX7Hs48XN6I5/BLEoBuW1baK36vziKxrdJGYOcDP0FSecea5o5vp1r1v0u1dXVDCdf5nz0B9a8Vb7fosa5DYDjkZ8wkDpozbu+5iOkRJy0iFvTPFotEX3Men2Vbyu/HvqVVeCqKSaZ3LwhW6ikvXo2WaoRkoV4455YIJtIJErqTyoVyNbU1BAIBObks18oXCmCRJqiLU2kIJkjTNO0jM7mwltkJhQXtSqKEyg8XQghSGeeJRr/2oRW3iya2pbroilO0aToj3yescR3S5at9XyAZb4/RVUKIfNQ6kVOhv7C6qgBIN3Mjrb/g8dVTcaMcmCsMPqvz7aKdcEPAxDOdLEv9HVr3grPbbR77uBsvJC+CdgaGUsXUkoezY+Ry8houeiOpojcfsMASf6h/4ckBtL8+7aPL9kb05WG2+3G7XaXFciOjo4SCoWsAllN06zfQyQSWVAOsrPBUvZYyXOpNSRSkCxcpCCZZfIpmt7eXjKZDE1NTZc9RTORym2/GZKph4jGv4puHCtbR1NX4PV8CI/rbSiKy5qe0jvoDv8xSb2wjqr4aQncT8D16qLtG3RF/4Ou6L9RnPbJjF7Dlpa/w+PKPtkeDX2ZpJHt9lHQ2Fbzv9AUJ6YweGH4fgyRta53qVXcUPMRFEUp6bCpc7QzkOq0Xi9zrqA/nfUnURRwqXYSRia3DwoZoXE61QvAcDpMvbNqJqdySpZahGSxHseFCmRDoRAAL7/88iUXyC40lnqEJN+leCmCJBrNjjYuUzYLDylIZpHidt4zZ86QSqVoaWmZ96eVYkFiihiJxPeIJf4Tw+wpW9Zu24rX82FcjteUeJAAhJO/pHf8kyUpGpftapZX/RMObbk1LW2McCr0KULpndY0YdrwJD5ApGsNakv2oj+QeIbu+EPWMmsDv03QsR6Ao+PfZzhd8B65ofZjuLQqhBB0Jw9Z0+ucK+lPdlivG5xt9CULbcN1jmq6k4O59I2Ggsg1BsPxSCcZ06TZXTONsyhZrEwskN27dy/j4+O0trYyOjp6SQWyC43i1PBSZDZH+pWCZOEhBcksUMlbRNM06+Iw36iqis02jmr7DwZHfo4Q4bJlnI478bo/jMN+Y9k+myLJQOR+RhMPlEyvcb+HBv9foCqFFFA4vYeTY39Bumh8GzLL2FT7JcKZAIMcRwhByhjl0NjfW4sE7RtZ7X8vAGPpsxwIfcuat8r7alZ4stb1x6NP0Js8Ys1rcm7gQPh71utG5wpORguppzb3ipwgERgCq9BVNxX+8dSv0IXgO9d/FK+tEAW6WJZahCTPQvgOzzaaprFmTdZML51OEwqFrAhKcYGsz+ezIihz7SA7G8x0RO/FxmwKEpmyWXgs7F/XImAybxFN06wfz3yi62fImP/Khqt/iqrqlN4rbbidb8Tr+TB22/qydQ0zzGj8fxhJfBvDLIwroyo+mgN/S9B1jzVNCJOe2DfpiPwzxQWxTv0mtrb8H+xagPHhbCRjXD/BvsH7SZlZXwkVJ9tq/gpVsWGIDC+M/AMm2ZGBPVod19X8IQBRfZhnRopqStzbaXZtYihdiIjUO5bTnyq83uDfwPNju60CV1URCBOSup1krv34B907eX/7nTM5rZJFzMSiVofDMWmB7Ojo6JQFsgvt5n+lCJLZKGqVEZKFhxQkl8BU3iL5CMl8VfSnM3uIxr9GKv0oICj+/SqKD4/rt/C6P4CmNZWva/QyGv8mY4nvYRZ1swC4bJtYHvwnHLY2a1rGDHMq9JeMpZ6xpgmh0aD9PmtaP2Qdv6IqmDUvcyT1CCInOACuCv4BPns7AIfD3ykxQbup9uM4VB9CCB4f+mfSZvZi4lA8vLL+jxjN9GOI7LYUVDTFRcpMWes3OVsBijpuBIoCdtUgY2a//k8OHuGtra/AZ7v4VkJYehGSpXIcE7lQ5HImBbJVVVVWBGUhFMjmnZ+XKrM10i9IQbIQkYLkIpiOt0j+BzMbroIzIZn6NdH4V8noL5fNM80agv4P43H9VomXiLVu5gTD8a8TTv4CigQDgIKTGs+7Web7WEmKJpI+yInQn5Ey+goL67VsqP4Ctb4dhUlmnC7l/yKaizt5VNYHfo9239sBGEmd4FD4f6y5a3330uy+DoCjkcfoTOyz5t1W9yH8tnrOxwsOsnWOZobSBTv8Wns9w5lsZEdVwKYoCEUAArtmkjHBMBVORsb48wPf5193FEYGlixdZvKQcKEC2dHRUUZGst+xfIFsvv5kPgpkr5QIiRQkSxMpSGbIdL1FSrw/LqMgiSW+VSZGVHU158/eTMD3FloatpbME0IQz+xiOPYfRNNPl21PU6qo8bybGs+7sam1Jev1xb/D+fEvlkQ77JkdbG3+Ek5btTUtkjnH3pFPEuW8Nc2p1rC95nPUurKixRBpnh/5B2vAPK/WyI7qbPvveGaQZ0f+01q33XMtV/leCcBAamJBa5f1utHVSk+y13od1DyMiFg2bSMEpglpI/sT2DPWwa6Rs1xb3V7ptE6LpRYhyTPfT/2zzaVEEaZykK1UIJsXJ5erQFYKkgsja0gWLlKQzICZ2L8XR0guJz7P7zIafhYAh/16vO7fReFmxkaewucpfNxCGERSjzEc+w8S+sGy7djVFmq9H6Ta/VZUxVMyTzcjnA7/L0aSvy7ankq9+tusW/6HKErhgtgd+yWHQ/dj5JxWAXxs5oaG+3FpBYGzP/RNwpmCuLi57s+w55xaHx/+ZzIiOz6OU/VxZ90foigKMT3M/vBT1jqNrjZOxwqCpMnVSke8IEianXWM6DE0RWAqYFNNMqaJKbL7+5VTT/D1694/9QmWLHpmM4060UE2nU6XGLT19vbS25v9DuYLZGtqaggGg3NSIGuaJna7fda3u1CQNSRLGylIpkE+RZPvooEL27/nBcnlLmx12G/G6/4QLuc9OOzXAKDr2QhGtu03RSjxY0bi/0naOF+2vst2FXWeDxNw3YOiTLTcNhlNPcn58S+RNAo3fvQq1lfdT73/JmuSIVIcDX2ZzthPSrahDN7KmoaPlIiRs9HHOTpecGq9yv9mGlzZSM7hyK/oThyw5t1e+2F8tuy6Dw98g7gRAcCuONnkv4lnR16wlm1yLueF0YLYWuNu51CsAzVnlKapJnbVJGWomCYcGhvkMwd/zuc2vW6Sszs1Sy1CslSOYyJzWWfhcDhoaGigoaEBKBTI5lM8Ewtk8xGU2SqQlRGSCyMFycJFCpILIISwHFdnYv9enLK5nCiKQsD3l2X7omhxhOsHnBx+tKRjJo/X8QrqPL+D13FLhbbfNIOJn9MT/SZJo6Nkni2zhW3N/4jTVmdNi+nd7B35FOOZk9Y0uxJgpfYnnBlUEcuy2zdEmt2j/87J6M+s5QK25Wyv+m0Awpl+nh/5pjVvledG1vluB+DI+E6ORV+y5r2q/h24NT/D6UK7cb2jkcFUwcV1g2c1P+bpQoGrKlBVgZmBjJ79Kfy6/yR/uu6V+NTF5T8hmT6Xs9C8UoFssUFbOBzm3LlzJQWyNTU1eL3ei9rHhWI1MFfMRlGrNEZbuEhBMgXFUZH8U9V0f+zzFSGZSMboYzj2XzRv+g6qlrZs1bOoBJz3UOf9HdxF1vB5dDNCf/wH9Mb+h0zRiL+QHaivRnkPG5Z/rMRArT/xNAdGP4cuota0KvtGttf+DfGQHdiNaZpE9QGeGfrfjKQLg/I5VB+31H0Sm+rMpmqG/i+ZXKrHpfq5s+73rVTNLwe/Ya3X5t7AdVV305XsQORcYe2Kg7QwMHM1KTbFhklWJCq5//LCxGnTyegaoGAIwX+ee4mPrr51hmd66UVI8iy1G9x8db4VF8iuWLEC0zQZHx+3IiizUSArIyQXJh7Pdg5KQbLwkIKkApN5i8zkIjZfNSR5kvpJhmNfJ5z8OaCjFv1+FZxUud9KneeDOGwrytZNG0P0xh6gP/4DjCJhAVkhosS2s77hI9QHrrGmm0LnePhfORf9Tsny7b63sSH4EVTFTkLJXmxHxAF29v0XaTNiLVfjWMttdX+F355tQz44/hA9ycPW/Dvqfh+PrRohBA8P/FdJquYNjb+Loqj0Fzm0Nrpa6EsWOn+anI30Z4azx6+Az+YgoqdRMNFUFU0zMQwN04QHzhxgo7eR17RcNa1zbZ3XJSpIlhoLZXA9VVWpqqqiqqqKlStXous64XDYiqBcTIHslSJILrWGRFEUPB7PhReWXFakIJnATApXp2I+UjamiBNNvcBY4rsVO2aE4WNZ4P1lHTN54vo5eqPfYjDxc4Q1Pm5uXdNGZnQHNdpvsnn9nSVPKEljkL0jn2YsXajX0BQPW6o/RbPnLmuaoghi9c9xmBehSKet893LtTV/gJYblC+U6eWF0YJT6xrvzaz13QLA0ciLHIvusua9qv6dVDuy+frj0YKlfJOzpaTDpsXdTG+qkM5pctUQifajqVmjNJtmkErZMM3scf3NocdZHc8WLFZVVS3pi/xkLFVhtVAEyURsNtukBbKjo6OTFshWVVVZvkewdMexgdnzIfH5fEv6PC1WpCDJUcn+/VIGxbtcEZK00Us09SSR1JPE0jsRpMuWsastjPTcgpK6i8033FE2P5I+SHf0G4ymnqB4IDwARXhJDd6APnYrm9bfRHNzc8n8oeRL7B/9LOmi0Xz9ttVcU/u3+OwF87SEMcZLib8hXlcQDZri5MaaP2GVrzAonykMfj34T+i5QfXcapA76n4PgKge4uHB/7KWbXNv5Lqq7LpHI/s5OL7bmrfaexXPje61Xre4Wtg1csp6vdbbwsloP2pujBtNFdhtBql09nOLmAbfObePW7vqrCfZmpqaKfP7MkKyOFiogmQiMy2QraqqApZeiq2Y2SpqldGRhYkUJMxOimYil6OGJJp6jo7QByadX9wx03vkuZIwrxCCUOo5umPfYDy9u2xdu7oMMXYnY52b8HnquO66bSU519HUfs5E/pvB5PMl67V6Xsfmqj9DUwtjwwwmD/HM8OdJGIVi2oCtldvq/xfVjpXWtJg+yq8G/w99qcJIwnfU/z5uLZhL1XyDhJFNIWVTNR9GUVTiRowf9n7bWqfNvZrtwRv5Xs/PrWktrma6UwVTtu1V63loYA9aruNGVQR2u0kmk20DFib8JDnEmzZsxYgUnDohe6PIi5OamppFNwDbTFlqN7jFIkgmMp0CWYDBwUF0XbdSPBdbILsQuVRBkj9vS+mcLCWueEEyWymaiVyOlI3bvh0Fe0l6RVX8+By3Ue1+S0nHjKqqubbfDMOJR+iJfYO4fqp8m9pKqtXfpOPwMpJJnebmZjZu3IjNZkMIk8Hk85yJfJux9KGS9VScbK7+U5Z7X29NE0JwLPIge8e+ZhmeAdQYO7h7+f/CrhaeUnoSh/nV4P8hbhQiLet8t7PG+woAjkR2crwoVXNX/W9ZqZqf9X+XcT0EZItX397yARJGgpBeGEQwaK8mrBdqVuocNbnzlXVuVZVsbYnDoROPORGmigl8dfgE/3rTGywDrHzxYX9/P/39/UA2fF5TU2M9dckIycJmsQqSYioVyI6MjHDo0CHsdntZgWxx/cl8OMjOFrNVQxIIlDtVS+afK1aQTMf+/VK4HCkbTfXiddxI2ujE73wlfucr8dh3oCjlxkiqlkH4nmfv0OdKbd5z+O3baPF+gPGBNk6eOIWimGzatInW1lYEBt2xhzgTeYCofq5s3YB9HVurP0PAsdaaljajvDD8BboShaiEgoan/3ZWV73ZEiNCCPaFf8ILo98qES3rfXdwZ11+UL3QhK6ajVxbla1NORY5yO5QIUpzd/2baHA2cyJaaDn2aB7GM4Uxedw4GUtnIy2KAnaUXKJLYLOZKLm6EoBnB7rojIZZ4QuW5PeTyWSJfXhnZ6e1/YGBAWw22yW1by4ElqqwWgqCZCKqqloRzMbGRtrb2y0H2bGxMQYGBhgYyA6r4Ha7S+pPFlOEbzbqZOLxOE1NTUvuO7AUuCIFycV6i8yEy9X22xr8Z1TFM+m+Z8wx+mLfQWl7AEWLkZqwO9XO22n1fQC3cjWHDx9mYOAkHo+Hbdu24fHZOB/9Hmej/4+kMVC27RrnNaz2v4d6540l7z+aPsMzQ/+biN5jTfNo9dwQ+HMOHxuAYHZayozx+OD/5Ux8p7Wcio3b6j7EZv9rUBTF6qqplKpJGHF+2Fsofl3uXsntdb8BwPl4wS+lxdVMd7Lfel2vVLG/p5AWqnN46UtnLeVNFOyODCldBRSECe956kc89br3lxyjy+WiubnZCp9Ho1H6+/vp6uoikUhw+nR2gMArLb2z0BFCLElBAqU3a5vNRl1dHXV1WX+gfIFsXkRPLJDNR1DyBbILlfxQHJfy+eVTNpKFxxUnSCZ6iyiKMifV1pery0ZTy39YGXOMseSzjKaeZiz5LCZJKGn7tVHvfi0t3vfjsa9hfHycnft3Eo/HaWxsZN3GVroT3+N8/w/ImONl229w3c5q/3uodpZ7l5yJPsJLo/+EIQrFtU2uHdxS90nIuIABTNNkOHWOhwf+nrBeiNb4bfXcs+wTNLgKkZZsqqYwNk9xqubn/d8jrGdTPJpi4zebP4imaGTMDE8MP2Wts9zdSleiIEj8KTcnouchpw3WBproGz6dFSQCbDZBWjMxkzYQCiN6kgdOH+Q9a0vHAbLOp6Lg9/vRNI2uri6WL19OTU3NlOmdvH34Qr7451lKN+981GcpHVOeqaIHlQpk8+JkbGyMzs5OOjs7URSFYDBoRVD8fv+C6ka51LHBDMMgHo9LQbJAuWIEycXYv18Kl9MYTQhBQj/LaOppRpNPE8kcoKSvNr+c4aAl8Js0e9+DU2tECEFXVxfHjh1DCMHqDXWkAo/z9NDPMEWqZF0FGy2ee1jtfxc+e3vZtmP6IPtD3+Rs7NGStbYE383VwXejKhppIytSetU9PN37U6uTBmCF+xruXvb/4dYKud3uxCl+OVA5VXM6doxdoWeteXfXv4FGVwsAL4zuZCyTFyoat9XeylfP/9Ba1p920+0es07Rlqo2nskJEsi2JzucOslk4efx5YMv8q41W1Cn+L7kv0uKopSkd1KplCVO8umdzs7OaXfvSGaPK1WQTMTtdtPS0kJLS4sV4cuLk1AoRCgUKnGQXSgFsoZhXJJASiQSCCGkKdoC5YoQJMXtvHOVopnIXNeQmCLDeHpvLgryFEmje9Jl7Wo1InQn4e5trHzVm4Ds+DZHjx6lt7cXRyCEb9VBTulPI2KlAkpTPKzwvomVvnfgti0r23Y408GR8Pc5G/s1gsK6TjXALXWfpNl9nTXNIMPAsqcYdxwt6i5WuKH6nVxX9XZrUD4hBLtDj/HI4Lcxc9ssNkATQvCrwR9b2211tXFH3T3Z4xIGvxosiKJba26h2dVEb7zgQdLorOMZCjUf6/3LgdICV1UFzaljJO0gIJ0x+cizv+Irt90z6XmeDKfTSVNTE01NTdbFPy9OFnL3zlKsIckf00J66p8t8teamV7X8hE+v99f4iBb/P3MF8g6HA6rOHY+CmRN05Qj/S5hlrQgmW1vkZkwFykbU6QYTv6aseTTjKWexxCRSZe1q/XUOG+jxnU7Vc6bONB7FDMzYLW97d23l5g4hn3tyySch0nopes71GrafW+n3fcW7Gp5RfpQ6hhHwt+lK/F82bw6x1XcVv9XeIsEzHhmgIcH/57xqjPWNJfq5+5lH6fNU3B8TZtJHur/Oocihe2qaLy+8UNUO7LbOxM/zvn4aWv+m5rehZazr981touRzGhuPZW7617FsWPHUDLCSlslHDrpdJHxW260X0UBVQGhAAhsTh0jqYGuoQiFpzs76Y9FaPT6K57z6fiQFF/829raptW9s5jSOwsdGSG5MMUOspB9eJlOgWx1dfWcjzRsGAZOp/Oi15eCZGGzZAXJXHiLzIS5iJAIBGdCf52tCamA13YVNa7bqXbegc++wYo4QOEi1d3TxdGun6A3PAueLlITtuHWmljlfxfLvfeiKa6SeUII+pK7ORz+LgOpA0zEqy1jY+BtrPXfi1bU6XM+vptHB79EyizY0Dc413FPw1/gt9Vb00bSffyg58sMpgsjCftt1byl6aOs8Ky3pj02WPAXWePdQLtnDQCmMHl44BFr3g3B6zhz4AxjY2P4aj2Mk+20GS3aj4DNQ18yZL0O2l2MpVNZcaKC4jQQ6YIQ+P2nf8mPX/v2smO/WCYOX78Q0ztL6eYtBcnMmUmBrN/vt6Inc1Ege6k1JHJgvYXNkhQkc+UtMhPy7zebERJNcRF03sBYKmsLr+CgynkD1c7bqXHdhlNrnHRdoSQxq/ZxMPkvsHyobL7fvobV/vfS5H4lqlL6tTCFQWf8GQ6Hv8tY5kzZukF7O5sD76Dde0fJuqYw2DX2XV4Ofa9k+abUddy38hMlouV45GV+0v9vpM2ENa3NvZG3NP8xPluVNe1c7CRn4set16+uf4P19+7QXgZzo/0qKNR21DCWGKOtrY1mWy+94exYNoZSCAdF9QTnYoV0znJ3NWPpflRFIBQFm8MkYzNB10DA6eFRfnLqOG9aWz7OzWw4tV5Meqe6uvqSnhqvJJayILlc6ajiAlkhhOUgezkKZC9VkOQjJFKQLEyWlCCZa2+RmaJp2qwXtda7X4ddraHGdQdVjhvQ1MktkON6H4PJ5+iNPsVY9X6oKd+XyVp3AQyR5kz0UY6Of5+I3lu2br1zI5sC76TVfUNJNAYgYYzzyOAX6Erst6bZFCd1fbey0nmzJUZMYfDE8Pd4YfTnJevfVH0vr6p/B6pSevF5bKiw3ErPOlZ71+e2Y/Lw4K+sea2JFlwpJ5u3bKZqWTVHDv23NS8oCuFaE0FUL4igJneAg+F+FFWAmU3jKB4dEVJRDQUFlc/tfJY3rlk/59+r+U7vLOUakqUoSGbDNGym5Aep83g8ZQWyo6OjZQWyxfUnM43yFafdL5b8SL8yZbMwWTKCZGKKZj6iIhMpHvBqtqh3v4Z692sqzhPCJJQ+ymDyOQaSzxIpjmZMOA1Tte6mzSgnI7/g2PiDJIvGqMnT4r6eTYF3ssy5uez8Jo0oh8YfYn/45ySLWoar7C28tuET7D19EuHI3hSieogHe/+ZjsRRazmH6uaNjb/HBv/1Jds1hcljQz/jZOyINe3V9QVX2APjB+ktGkxvq341N910E36/nx/3/ZqEkU1zOUwbm5R2HlWPkTKzdSQutTiqo6OiIPKW8qpAs4FuM1GM7HK6Ifi3A7v5g22Fgl2Y+7FsZpLeCQazRm6zkd5ZSjfvpSxIFkLBbqUC2XA4bEVPRkZGGB7ORiqLC2RrampwuVxTbns2BtbLp2ykIFmYLAlBYpqmZXQ2l94iM2UuIiQTMcwkw6ldDCSeZTD5PClzdPKFdTdNnjtZW/0e/PaVZbMTxijHxn/EycjPyIh4yTwFlTbPHWwK/iY1jtVl60b1EfaHf8bh8V+REYmSeWu8r+BV9R/BoXpQlFOYpkln/AQ/7P1HokbIWm6ZYzlva/kYtY6mkvXjepTv9PxHyWi+be7VrPVuBLIX4l/0PWzNW2m2c88Nr8Fut5M0Ujw8UBj5eGO6HafTTrXdT38qe65sRd+V0UyMaoeXkXQUEOTvW4pPR6Szxa0AXz+wnw9v2VGy7uW+yU2V3snfBKBw4c9HUK7k9M5SFiQLcbRfVVUt0QGlBbKjo6NlBbLFFvcTC2Rna2A9yNa6SBYei1qQ5FM0mUyGxx9/nPr6erZu3bpgLjaqqs6JIEkaQwwmnmcg+SzDyd2YZaWpBbTMMloCd2KG1tJ7SmHtzbfht5f+GCOZXo6Of5/T0Ucwi8bFAdAUB6u9r2Fj4K347aUj/QKEMr3sDf2IY5EnMClt1bEpTm6qeTdbA28oeHSoCufte3m06zmrpRdgs/9m7m38HRxq6VNST6KDb3X9C6OZYWtanaOBd7Z+yNrmC9076UoV2p5/a/07rIvZE8MvEdGzFyGn6uDq9EqEQ1DjKAgSRSlENEbSEeocAUbSUcu5FQSqpmC4DNSEhoKCYQo+v/NZPnvz7WXnZD5SHRdK7xRf+L1eryVOpio8lCmbxcVCFCQTqVQgW2zQ1tPTQ09P1uF5YoHsbAoSWUOyMFm0gmRiO29enCykC42maei6fuEFL4AQgvHMKQaTzzKQeI5w5tgUS6so8RUQXseKqlexcfWtqKrKmdAZFE6VpJBG02c4Ev4uHfGnS8aRAbArXtb738hVgftwa9Vl7zKUOsue0IOcjj1ftq5T9bElcC9bg/eWGJ2lzSQnq59kyFNIJalo3L3sPVxXdXfZZ/dy6Hke7P02uiiIpM3+7fxmy2/j1jwIITh9+jQ/Dz1kua5u9m+izbMCgIyp84v+J61176q/CXfIiRCCqiJRZoricxLlal8TJyBbR2Jk0zamqYDTRKQ0lNziPzl1gg9s3EpbdRUw9ymbmXCh9E5+6Pp8eicvUHw+34L6Dc02UpAsLBwOB42NjTQ2Nl6wQDYvItLpNKZpXtRxyrbfhc2iEySTeYvM1s1/NpmNCMmx0D/Tm/h1xbFk8tgUL3XOGxGhNQydC+JQg2zZsoX6+kJLbf7HG9dHGIw8R0f8GfqSe8q25dZq2OB/C2v9r8Ohlj5FCCHoTR5hd+iHdCb2lq3r1WrYHnwTmwK/gUMtNUwaTvXwg94vM+QpjG/jt9Xw1uaPsty9rmRZ3czw0/7/x86xp6xpCgr3LHszd9Tdg6qoZDIZDh48yNHwMUZrC3Uur2soGJc9M/Iyo5lw7hxpvK7hDg6c3osQAq2oCFeIwmeUEQYBe3bfNVWgmCpGvp5EE5hOHZGwoaAgBPzOo7/gsd98d9m5WGhMJ71z5syZkvRO/ve0lG7eUpAsXKZTIAvQ19fH4ODgRRXIzlWEJB6P8+ijj3Lffff9J3AL0AYYwGngQeBLQohopXUVRXk/8AfARiANvAh8XgjxwmTvpyjKzcBfAjeSfRw7CnxFCPHtWTuoeWBRCZKpvEUuR73GTJmNfYrpXRXFiFtrosF9Kw2uW/CIDRw6eJSxsTGqgkG2bdtmOSgKIQhlztGlPsxY+4v8Otpfti0Av62ZjYG3s9p3N5pS6hAqhMn5+G72hH5IX+p42bpV9mauCb6Zq/x3lrTyQraL5sD4Mzwy8G3SouCf0u7ZyFuaPoLXFixZPpQZ5Vtd/0JXojCqsFfz8a7W32WdbxMAkUiEffv2EYvHONdUGETvKt96VntXAWAIg5/2P2HNu6PuemocQRRFYVzE2TlaKI5d52/BruwnkxMmbi17DIoCK31VnAjn6nIUwAkiDUruYx2Ix9jT28eO5qYFFSGZiqnSOxONryB7A8j7oCx2c7YrQZAslWObWCA7PDzMwYMHqa2tRdf1igWy+RqUyQpk50qQfOc73+FDH/oQwAeBY8DPgADwCuCvgXcqinK7EGKweD1FUf4R+CiQAB4FXMCrgbsVRXmrEOInE99LUZS3AN8DVOAZYBh4FfAtRVG2CCH+dFYP7jKyaATJhbxFbDbbghQkxYW2F8My9y0MJJ8BFKocm2hw3UKD+1Z8tlUoisLw8DA7D+wik8nQ1tbG+vXrEYpBX2IPXYmddMd3EssLmgouzzWONWwKvIMVnlvLWmxNYXAq+ix7Qg8ykukoW7fesYodVW9ltfemsnUzZpr94afYOfYLQplS35MVse28e93Hy9Y5FT3KA93/TswoPEgsd6/kva1/QLUjm3ro7e3l8OHDZMhwesVZujOFiMtrGwrdRztH9zOYytpdq6i8ofGV1ryXxBn0XP1KrSPAbXVb+ZrjaQZS2WiKvegJM+iw49I0orpAUbMiRbh0RCwbJVFQ+PhTj/HUb723/OQuEiZL7/T09DA+Ps7w8DDDw8NLIr1zJQiSxS4aJyP/2TU0NNDY2GgVyFYS0pMVyM6VILHb7Xz4wx/ma1/72kYhhJVTVxSlCXgI2A78I/BbRfPuIitGRoCbhBCnctNvAp4CvqEoylNCiFDROjXAf5H1nX6LEOJHuekNwHPAxxVF+YUQ4qlZPcDLxIIXJNP1FtE0jVRq8uLO+aDYrfViLxINrltRqv+SZa5X4NRqrelCCE6dOsWZM2ew2Wxs2rqGjL+D50Z+SG/i5bIumWK8WiPLPTex3HMzDc7yImDdTHE08jj7wj9iXB8sW7/FdTXXVr2V5e5tZeumjDi7Q7/mxbGHiRnhknlO1c360J1Ux1eUiBEhBE8O/5JfDj6IKAxyw43Vd/CmxndiU+2YpsmJEyfo6Ogg7c6wu34v/ZnCU/w671rWe7OpH1OY/KTvcWvezbXXsMyZu9mqOns5b827r+lW7KqNGoffEiRa0SGF9QSN7gDn9BC6rgEC7ApCEyhGdsHRVIJfnTnN3StXWcezmMmndwDGx8dZsybrhDsyMlKS3rHb7SVj7yyG7p2lFkUoZikfG5R32UwskE2lUlbtSV5Q5wtkf/rTn2KaJqFQCLvdPuuC5H3vex/ve9/7+OpXv1pS4CeE6FMU5Q+BF4A3K4riEMIaVfT/y/37+bwYya2zU1GUfwc+Avw28MWiTf4O2cjLT/NiJLfOgKIofw78CPg4WUGz6FjQgmQm3iILMWVTPJ7NxQoSp1bNcu/rS6alUikOHjzI4PhplKYe9Poenk4fQYxM7nkSVFaTGWhiS/NrWdN8XcVzmDJjHAo/zP7xn5GYICYAVnpu4Nqqt9DoKncpjenjvDT2S14OPUrKLBVDKhpXB27mttq3cHz4DKmikYSTRoLv9vwnhyOFmhSbYuPNTe/h+upbs8skkxw4cICxsTEitVGec71AIlNI/6z3rePDbb9tHdOe0BG6k4XU1BuLoiN71Q4yuXxLwObhNxqyfie1jsIFqrjIdTgdZZWrmY7YWLYbJ9t0g3CYiIRiRUk++/wz3L58Rdl5WQp4PB7q6upYsWIFhmEQDocvqXtnPrkSIiSLtYbkQlzI+M3pdFYskB0dHeXpp5/m7NmzQPazf/3rX89dd93FXXfdxY4dO7DZ5vRWmB9nwwnUAn2KoriB/IXphxXW+SFZQfJ6SgXJ66ZY5yEgCdylKIpLCFF5jJEFzIIWJPk0zXTs320224Irap3t8WxMYXB2eBeHex8mHjyBsSxX25ApX1ZTHDS5dtDqvokW9w1ERw32juzF09xSdg5j+igHxn/OofAvSVfwH1nnu50dVW+h1lF+ww1nhtk5+gv2hp9Et4R/FptiZ3vwTm6quZcqe7bAVlHOWuejP9nDt7q+wlC6EOmottfxvuV/SKu7DYCxsTH2799PMpWkr2WAF81dFDf13F1/F/c1vdEaXE8IwU/6fm3Nv77qalrdWUv9hJFij3remvf6xlfg1rJP9bXOQtdNWhS+R3EjTbXDg6KAppmYhgpCQWggbAJFV3LLZfjE40/wRqdj0UdIpkLTNEt0QOGpdGL3jqIoJWPvLJT0zkIwD5srLiRITDNEOvNLnI53LIjPYqbMJCU1sUB2z5497Nq1i89//vPs3LmTXbt28dRTT/HpT3+aQCDAM888w9atW+dq11fl/s0AeaOo9WQFypAQotJQ7fkntC0Tpm+dMN9CCJFWFOUwcC2wDjh4KTs9HyxoQZL/YU3H/l3TNKsDZ6FcbGZjxN+MmaAvuZfu+At0Rl8go0SgqvKyLrWaVs+NtLpvosl1DbYiT4+4mi3+yv+oR9PdnIu/xLnYrlyhaulNVFMcbPK/mu3B+wjYlzGR4VQPz4/+nEPjpX4ikE3NXFt1NzdW31NWtKqqKkII9od38f3eb5A2C9GS9b7NvKvlw3hsPoQQdHZ2cvz4cXRN52jbCU6lTxe9h5P3LX8P11ZdU7L9Q+MnORMvDM73pqa7rL8fGdhFUsmqN7fq4N7GV1jzRlKFkZNVBVQUzNw58docuX0XVDntjCV0UEHYBUIXVpTkqb5OXt1abji3WJmOsJr4VBqLxSxxkjfAWkjpnaUcIbE+L9GHEFUoSra11RRRkqlvkkz9F4IoqroCh/1mUsZpYpknqXZ+AEVZ0LcC4NKM0TRN48YbbySZTFJfX8+ZM2fYtWsXjz/+OE8//TTr1q278EYuno/m/v2VEFZ4OP90V0mMIISIKYoSAqoVRfELISKKogSA4FTr5aZfS7bLRwqS2WQmjqv5L6lhGAtGkFxshCSuD9OdeJHuxAv0JfYVzMoqXEOr7O20ul9Bq+cm6hzry8aUsVAECXcvh/QTPNV1nFBRMWgxDtXLlsDr2Bq8F49WVTa/N3mW50d+yrHoy0wUMV4twA3Vr+Xaqlfj0iqPsTOmDnMksJve7vMl019d/wZeXf8GVCXbKn3kyBF6e3tJ+VK8WP0yI+mCA22Dcxm/3/67NLtKHV0zps4Pewuj/W4NrGeVd7k170e9z1rz7mm4Eb89u48d8SGeHzlhzbuxZi1PDZ5lOB3LnZPs56go0OYLEE4PYxgaqGDaTbRM7gKpwH/19vHXTZMPcriUyXtF+Hy+BZveWcqCRFWGWdv2fUT8BXD8ITjeSzL9AInUfyBECJG11WEo/kkyBMiY2U42l3Y1HvuN87vz02A2xuqJxWJ4vV5cLhe33347t99ebmw4myiK8lqydSAZ4DNFs/I54smL/SBG9vHTD0SK1plqvVju30VpRbugBQlkLxzTeVLLX9B0XS+zHJ4vikXSdNk9+m8cizw46XwFjQbXFlrdN9HqvrGie2qetJmgM7GPc7GXOBd7mdTyaFZDVEjx+LQ6tgRfx9WBe3BMGLBPCEFH4hjPjfyEs/FDZesGbXW8oub1bAvegV11lM1Pmyn2h3exc+wputznSua5VQ/vbP0QG/3ZSGQ8Hmffvn1EIhFCy8I8a3uBjF7Y4a2BLXxgxfvwaKUtQ6PpEF8+8y1OxQrdQG9qerX19xNDexnNZMfW0YTCG5tvseZ9r+t5q5i23VPPjTXrqLE/bwmS4iJXE51ap5tBPQWKAE3JRklylvJnjCRDiUWXup2Si715T0zv5F055zO9sxQFiTBHEemvs275/6CqGYQQpFL/RjL1TYQYQQjIoJAQGgYKiBGyjR1ZxtMPkzSjjKWfoNH9Hry2DfN3MFMwW06teRv7uUZRlKuAB8g+Sv6ZEOLABVa54lnwgmS65IuSFlJh68WkbIL28joNxXBSb9vOuppX0uK5vsywrJioPsK5+C7OxXbRlThQZudeTJ1jJSs9N7DKewP1jlVlF2khTE7G9vLcyM/oSZ6qsH4LN9e8gc2BV6BVCPkOpvrYOfoUu0PPkzDLBX2zaznvXf6H1DmyKaHBwUEOHjxIWk/TtaKHPZl9VhBGQeGNja/nNcvuRp0QBToWOcs/nvkWYb2Qdrm2ajMb/HlPEpMf9hbGs9lktFDrCOT2McyjA4XI5juX34KqKNQ5vJzMPWsUd/6MZOI0uqsYSSUwTAVMBVMVaLmOG1T4wrHjvPL60oH3JOWunPOR3llKgkSIMCL9TUT620ACRRGkhCApTARxhIiXCpGSdSGDhkEV4eSjCLJjQTnURkuQmEJHXUCpnNkSJK2trZdjpO4W4FdANVlTtH+asEje22Dy4dohbyebv7AVG6t5gHHKmbjOomLhfNsukYuJRsw1F7NPLe5s6NRu1GALrcSvb+SG9a+nKlhTcXkhBMPp89l6kPguBlOnKy6XXVilljVsrruTld7r8dvqKy5mCoMjkZ08P/IzBtNdZfObXau5peaNrPftKEsRGULn8Ph+do49yelYZYv7YKqWe1bex7bg9dhUm2UBf+bMGXSHzoG2w3SkO63lvZqX32n7AJv8G8uO/VeDz/JA988wijpjXll3Ix9Y8Wbr9fMjh+hLZp8IFeA6o1Dn8cPuneg5Q7RlziCvWnY1iNKum0xRketoOs66quasJ4kmEEYuSmIWoiQ9eoLv7z/C27dtqnj8i4W5LM6dr/TOUhAkQuiI9H8h0v8JRBBCkCErRPK/goxQSAgVncLv08yJEJNqUiJBtjo8XrRdGEw9Skp4GEw9TZPrNaz0vutyHtqUXKrPihCCeDw+57bxOa+QR8nWcXwDqGRUlr/AtU6yDS/ZdM2YECICIIQYVxQlTLaOpJWsO+tE8tsrN45aBCw5QbKQOm0upoZEj9tp7vkj0uNOmhqb2HzN5rKWNENk6EkcsURIRB+aZGvgVL20e66lWdtGx54Yq1es46pgedsuwEi6jxPR3ewO/ZpQptx/pN2ziVtq3sRKz6ayC3rCiPP86OO8MPoE43p5y7BTdXJN8CZqh5pJDups33oDmqpZFvBDQ0Mkgkme97/IeLog/Je7l/P77R+mzlFbsr2UkebrnT/k2ZHd1jSbovGBFW/mVfU3WdOEEPyg5ynr9UZaCRjZYt9wJs7Pegv2+b/Z+gpsarZ9vMZReHCJG6X+NgF79old1UwMTQHNxDRVNL0QJfmHl3bytq0bF/WN73Iyk/RO3pyttrZ2xumdxS5IhEhgJv4UjCenJUTyIiQjNHRsZEOOsaLtgYGKLlzouND1cUb1rPv4YOppVnrfRdqMkjYj+GylNVuXm/xYZRf72RmGMeeCRFEUH/BLsjbwPwI+JCor+xNACqhXFKVFCDGxqC9frT+xMPUAcFtufokgURTFDmwm2/p78lKOY75Y8IJkpjUkizVCIoSgq6uL48ePI4SbjRuuYsWKFdaPL2VE6Ujs4WxsFx3xPWXtucUEbI2s8t7ASs/1NLk2oCk2kskk3eZTJeLIFCY9ydOciO7hZHQ3w+neittb77uWW2reSIt7Tdm8iB7m2ZHHeH70CVJmee1Ek7OVm2ru5Jrgjbg0N4dGDtFDT3bAwPFx9u3bRzwRZ6RpjOd4AdMo7N9N1TfyrtZ34JhQlzKYGuFLp7/J+UThN1xjD/Kx1e9nra+tZNndoROci/dZr29R11t//6RnF0kznTtnHl7bVOjY2RcuRIb8NhcBu4vxnPeJS8v+bBQVWvw+esIxMEEYhShJxm7yledf5o9vub7iOV1MzMfN+0LpnVAoxNmzZ630Tt42fDLL8DyLWZAIcwwz8fsI4wB6Tojkryy6gITQyOSEiCEUUsJGGo1CNXz22AsixIOOA92yqyj8fk0BQ+nTPDnyCYbTR2lwbue2mr++LMc5GfmGhYv97OLx7DVzrkb6zRlz/hS4HngEeKcoHiirCCFEQlGUJ4B7gLeRdXEt5q25f38+YfpDZAXJW8nWpxRzL1nr+V8sRg8SWASCZLos5hoSXdc5cuQIfX19uN1utm3bRjAYJJzpt+pBepNHytprCyg0Otex0nM9K703UGNfXvajze9L2kxxIrqbk9G9nIzuIWZUSkNm/UeuDtzMK2pezzLn8rL5o+lhnh55hJfGnikZjRdAU2xsDVzLTTV30u5eU7Iv+b97e3s5evwoPY4++pb306l3Fa2v8ZvNb+P22lvLjuNA+AT/fPa/iRoFQbbBt4qPrn5fyQi+AOFMlG93Frpurqu+isZIFSEzRMJI82DPS9a8t7TcgFvLCp9D4W4OjhfEzj2Nm9k3OmAJkmJr+Wq3k4FYHN0wMTUVVc/Wu6DAN44c4PdvuhabtjC6vhYrM03vFI9pMjG8v1gFiTC7MeMfImOeKxEihoB4kRAxBSSFfYIQyYoQHRVDeMlgwxApsimbYhGikBYaJlUkRQoQxNLZB/SB1D7SZgyHOn+j5F6K4zXM7Ui/hmHwzne+E7JmZ88Cby5yZJ2ML5EVJJ9WFOWhCdbxvwuEgP+csM7XyQ6q90ZFUd5cZB2/DPiH3DJfZJGyZATJQo6QTJWyiUQi7N+/n0h8HG+TSXCFzu70f9PfdZzRTOek69kUB8vd21jpuZ52z3V4bZNXjsf0MMejuzm57An22PoweiZPazU4V7DOdy3bArdT7Sj3HxlM9fHE8MPsDb1YJpDcqodbau/i5ppX4rMFKm5fURTiaoIfdv6IjvpOEmqS4rrbKluQ323/kDVIXh4hBD/rf4Lv9jxcUmR6z7LbeFfr67GppReq09Fu/ubEfzOULqSP3t5yJ7ET2fTWw317GdezosalOrivpRDJ+J/OglDZEmhlc6CFOqeX09Gsl0vx+4czCVq9fs7r49nRJUws4zbDLvjUI0/wD68teKEsJhaqwduF0jvd3d10d3eXpHdqamrw+/2LUpAI4yiZ+G+TMEfRc989IxcRSaMACqaAlLCRwkZeiBREiI+MUDFIk238LfxusyLEhkmQZIVIiRBgoiAUN8+NfY2MyPAbdX9+WY57IpfieA1zK0i+8pWv8OMf/zj/chj410m+Y38qhBgGEEL8WlGUfyLrU7JfUZTHyI7c+2qyH+IHisexya0zqijKB4HvAz9UFOUpsi1Td5GtOfnSYh3HBhaBIJnuhWMh1pBcKELS09PD0aNHidv76Fr7IwQmjE2+PbcWzEZBPNez3L0Nuzp598FwqocT0T2ciO6hO3kKEIX66yIUVNo8G1jvu5b1vh2Wo+pEuhMdPDH8EIfG95TckAH8tgC31f4GN1XfgWtCO24eU5gcGj3MT+M/p2dZL0Ipv9ld5VvPb694P0F7qZlawkjyb+e/y66xQjrVodr5cNvbuaV2R9l2Hh/aw1fO/LikGPWehhvY4G9jjzKMLgy+110Y2fsNzTsI5DxJzseGeXa4kH79reVZoVJfVOSqF213KBlji7+V89FwtpbEUFHNQpTkkZ6z/GZnLztWTN6eLbk0ZpLeyXfsZDIVet8XIEJ/nlT8D4nlUrSGgKRQSaECCkJAskiIZEWIRlpo6MKW+6WWXhMNoZARDkz8k4oQHRVTeMmg5iKgBuHE8wDEjFG8WuUi+7lktgTJXKRsxsZKLtz3TbHoZ8kKFgCEEH+iKMp+4I/ICpE08Gvgc0KIFyptQAjxoKIotwGfBm4kK2KOAl8RQnzr4o9i/lnwgmS6LMSUzWQREsMwOHbsGN3d3TidTm7c8io6Q5WGJoAa+3JWeq9nlecGGpzrJjU+M4VJd+Jkrh5kDyOZvorLAThUN2u8W1nvu5Y13q24tcl/oGdiJ3hi+CFORA+Xzau213Jn3Wu5rurmiv4jADE9zgtjO3ly8GmG9eHsT6cIm2JjR3A7d9TdxipPeetxb3KQL53+Bt3Jgr38MkcN/9+aD9DuaSlZVjcN/rPjIX7eX/gdq6h8sO0e3tiU9R1RFIUjyhCDuYH0bIrGW1sLRbAPdOy05NZKTx031awGoN5VOEcJs3Az04VJlcOVHQXYJrIxc1Mp2Ntr8HsPP8zTv/0+PAvEH2emLKZowoXSO9FotnPy8OHDeDweK3pSKb0z35iZn5FKfJK4yGAKSEwQIilspIQNkXudFhpJYUdQfo3IixADP6lJREgGDYGHtKlgoDMxmpJnKH0ap2s7NuXyfp8Nw7gkj6n8Zz8XguSzn/0sn/3sZ6GifeXUCCG+CXxzhus8Tzbds6RYMoJkIadsivcpFotlUzSRCLW1tWzduhWHw0FVrJmIPkSdYyXLnKupd6ymxb2ZqimNz5KcjR3iRHQPp2J7iRuTt54HbDW4xxpYoW3k7m1vqugbAllh05k4y5HIPo6M72cwXS5sljmbeFXd69gWvH7S7XTEO3lq5Gl2je0mI8qfRmts1dxRfzs319yE31bZVHB36DD/cu47JIzChXNLYD0fWfVufLbScM9YOsL9J7/D4UjBeC1g8/IX697J1mChGFcAL9oK9SF3N2xhmTMbkRlMjvPLvoLx2ztbr0PN3YzdWuFCOJ5J4NbsJIzscXltuXkq2DQFXRUlUZK0zeQzjz3FF19bMGqTXB4mpnfOnDlDR0cHtbW1RKPRKdM78yXEhBCYqa+TTH+RuGmSFCrJIiGSJi88sq8zOSFiThAiWRHixMB3ARHiI2WauRRs+fVTCHBr9TiUWgyh8ejIg0T1/+Sjbf8y6e9/LrjUGpJ8Uetct/1KLp4FL0gWc8pmoiDp7+/n0KFDGIbB2rVrWbWqEBF4U9Pn8GjVF/yBR/UQJ6N7ORHdw7n4obKC0mIanW2sy6ViGp3tPPHEE/j9/rL3yJhpTsWOcmR8P0ej+4nolQtdW11tvKr+Xjb5t5eZkwGkzTS7Q3t4avgZzifK2+AVFFZq7TQOLeO+HW8iGAiWLQNZUfRg76M82PdoyfQ3Nd7F21teU/beJ6Nd/O2JBxguqhdZ7W3hL9e/m2XO0tqaY8YAw2rC2p/fXH6zNe+7XbvQc34m9Q4/r6rPG0QJHu4reKqs8NTQ6YrTEQsBYM8VrSoK1Dls9BsZhKmg5KMkKjzeeY7OcJgVwcrHvBBZqDUkl0I+jbp69Wq8Xi/xeNyKnoyNjZWkd/LFsdPp3pkthDAwk39LPPUAYRSSxREQtNxr1RITSbMgRPLdM9lIiI/0ZCJEaAj8pISREyGZkvkmCkI4cWsN6EJj3BglpMeZ6FY+nO6hwVna1TaXXGrKZi4jJJLZYcELkumyEFM2+YufruscPXqUzs5OHA4H11xzDbW1pb4ak5uUmQyluzkV3ceJ6B56kqeZOIaM9X5otHs2ss63g/W+HQTtdWX7k08fxfQIR6MHOTK+jxPRw2SmKAhf5VnPXfX3stZb2VdjIDXIMyPP8vzoTuJGeTuyS7i4re4W7qi/jXB3mFOpUxUPYTwT5anhXfx66AUGi8aucalO/mDlO7m+euLAl/DY4G7+9exPSupF7qzbzh+tejNOrTS8ezY2wI+ShTqUW+uuos2TPe+RTJIfdxcG0Hx7yw7suULZ54fPcS5WMFZ7+/JtnAyHLEGiFncRqQKPTSWuC0RRlETY4Hd+/Aseed9vLaoUyFKjuKhVURS8Xi9er5fly5djmmZJemdwcJDBwawfT3F6p6qqak6GqxcihZH4U2LpRwkJlXSx8BA2zNxrHZWkaccg9xAmVNLClitOzYv10hZeXWgIxU/S1LO1aqSL3hcMkfMiEQ4rohkxrFKHipxNHCGsR1nnnXsDQNM0EUIs2BoSyeywZATJQk7ZDA0Noes61dXVbN26ddKnLVOYjKT76EuepS91lt7kOfqT58mIVMXlAZyqh7Xebazz7WCNd9ukg9oBJGxROm0n2XvuKc7FT5UVp+ZRUVnpXcdm/3Y2+rdR6ygXS4YwODh+iKeHn+VotLIja226hlf4b+Q31t6NI9dSG1GzaaX8jUEIwelYJ48OPc+Lo/tLhAVAs2sZH1/9AVrcDSXTM6bO18//gocGXizZ799pfx2vb3xF2U3/6aGj/N3xH1u+I5C1ic/zo549xI3sPL/Nxb2NBfHzQMfL1t+31q+mzVvDMmch7KsXWQ2EhM4yu4cOPY4QCkp+lgaDyRj/8PTz/MUdhfddDCwlATVVl42qqlRXV1NdXc3q1atJp9OMjY1Nq3vnUs+REGH0+O8RyewhLDQyQiWDWpKK0YVKYoIQSZgOMhUu42YuEoISIGmms791USpCdKFiTBAhFQe6AhAaflsDDsVPWpiE9BA/H/oZAH+16suTFrPPFrM1sB7IlM1CZsELkun+0PMjAy8kQTI0lG0x1XWdVatWsWbNmpIf1Gi6n57kaXqTZ+lLnqMveW5K8ZEnaKtjvW8H63w7aPNsmLIepDtxniORfRyO7GegJlc7UcFTzak6We+7mk3+7WzwXY3HVvkpIpwJ89zoCzwz8ixjmVDZfDt2WmPNrE2v4Y7Nt1NXVxqlyX+eST3FE0Mv8tjQC5yLl4+kraJyc+01fGDFm/FopQJuLB3h704+wNFIIS0UtHn5xLp3cXWwtF3YECbfOP8kD3Q+U5go4MMr72JDIOuynDJ0vtu5y5r9lpZr8OQE1OFwH/tChZqT97Zlx6hZVlTkmjQKF/GkMKnS7HSoIFSBMHJREkDY4btHj3FNSzOvXlu6n5LLw0zafh0OBw0NDTQ0NFi245XSOzabrWTsnZmmd4TZix7/IGH9LGHTRipXI2IUCZGkaUfPCRFDKCSEg7QojQBmRYgNFD8JMw0IKLqeFESIm4ywFXWLlYoQIcBnq8epVmEKlXE9QsgYY9wYo1IbYHeqgzWeyu7Ps8Wl2saDjJAsBha8IJkJmqYtiBoS0zQ5deoU585lCyz9fj/r1q0rW+7XQ9/hePTlsukTUVBodLbnUjHX0uBcMekFNWNmOB07xpHIfo5G9lW0cc8TsAXZ6N/OJv821ng3YFcrV7CbwuRc/BzPj77IzrEXMSqYDzY6GlmdaKdmqJpafy3brt+Gx1MerRkxw+zynuB7nc+QqODsWmX386q6m3hl/Y3UOqrK5h+PdPK3Jx6wRu4FWOtt5VPr3029s3T5iJ7gb449yIujhYEB3Yqd16VW87bmwnDrD/cdZDQ3sq9TtfHW1muteQ90FKzptwSb2VKVLTKuK4qQjOtJNEXByN3s3KqWze3YRLaWJH+6VBCa4JOPPEFrMMCGZaVibaGxFGtILtaHZK7SO8I4QSb+QcLGEGOmnahwWBEQQygkTbsVASkIkYLXiCkUMkLDxEvKzGQnl4kQDVO4c63A+eujbs03UTCFhketxUQjbIwTMaKUjuVW6VyCRwuyO7yPPeOHeXvDW+YsmjZbA+uBFCQLmSUlSGw227xHSJLJJPv37ycUChEMBkkkEpP+iJpcq8oEiYJCnaOFZtcqmlwraXKtotHZNqXnSFyPcix6kMORfZyMHiZlTh5l8etVXN94M5v822l1t1csToVsgerx6An2hw9wYPwQEb28g0dF5Zqq7Vzn2kH4eIhkIklLSwsbN24sOWZDGOwLHeORoec4NH4S3BTaYnNs8K3i7mW3cF3VZmxq5a/lIwO7+LdzPy1JkdxVv4M/WPUmHBPE1PnYIJ8+8l26E4Vh1ts89bzPeS3p3pB1YzKEyQMdO61l7m3eSo3DSyaToTM+xpODBTHznraCUEmbBeEbNzLUu7z0J7IXcLuauygrEHQ7GI+lLUt5YQPdMPnso0/z3Xe9eVGkQxbDPk6X2TJGm430jjBHSMffTcgYZ8x0EBVOBEpWiAh7NuWCgpkTIqmcEDEFpIWNjNAs8QIZq+E0X7hqinwLr0G2aKtUhOimHRRXVsgACbNyMXt+HYfqwa/VoihO4kaK4cwoESPFQDprJPjq2ldSY58bfxIpSK4MFrwgmcmFQ9O0eRUkw8PDHDhwgEwmQ1tbG+vXr+fZZ5+ddJ9aXKupd7TQ5FpFk2sVza5VNDhX4FAvHPIdSQ9Zrbnn4icxJ97hcygorPSsZZN/O/pZBSIar9r6qorLRvUoh8YPs3/8AEcix0iblQtdq+xV3F57K7fUvILoYJQjB44ghGDjxo0sX16wrQ9lIjw59CK/Ht7JSDpUth2X6uS22mt59bJXsNw9+cBdUT3BNzt/xa8GCg6qmqLy4fbX89qGG8u+I88OH+Nvj/+IhFHY/1tqr+KTV91Hx8mzdFIQJE8NnqA7kQ1Dqyi8a0UhcvKDrv1WlU2bp5pb61db83oTBYG21l9HJj1iCRJrdxSo9boJJ9IlURJscGpslB8dOsFbtsxtqFtSylw5tV5Meifo/1+M58RITDgwRbZmJG0JEUgKB0lhx/IeETbrdelxZUWIYbpzrqwGxao/L0IM4UDgtEQIk3TpqdgJ2uqxKW6SpsFIJkQkk2QkM/lAnucTnVTbqudEwEpBcmWw4AXJTNA0LT/A0WVFCMHp06c5c+YMNpuN7du309DQYO3TZIJklfdqfn/lF6a1/dHMMN2J83QlznMieoi+VHndRR674mC9bzObAtvZ6NuCN+fz8fK5lwmZoZJlh1PD7B8/yP7wAU7HzkwqbFRU1vnWckP19dxQdR0qKsePH6ezsxOn08n27dupqqpCCMHxyFkeHXqel8YOVkzvVOle7qp7Ba9beSdubXLxdTbWy8P9L/Lk8L7CBRSosvv4xLp3sTmwsmR5U5h8q+MpvtXxdMn0D7TdyXvabkNVCgNzCSF4bugUf3P0F9Zyr2zYQIun2vq8DoQLgw2+ffn2km6a87FCLn21r4bxZIaDY1nztvPpwmiqESNNayBAT2i8ECXRwLQJ7n/6OW5ftZw6nyyyu1xcDuv46aR3FPUbCM+zjJlOYqYjJ0QKEZBKQiSV8x4pHEuuhVf4SJpm7rcryHuJZNuAFUzhwBRO0pMUrgoBAVs9LjVARgjGMuOEjCghfZQLoaIR1Oqwqx5+NvAc3+h+iC9v+AQ2ZXZN5mazqNXvr+x7JJl/lpQgsdls1pfucpFKpThw4ACjo6MEAgG2bSutnZhpXYsQgrHMCD3JDroS5+lOnKc7eZ64MfVx+W0BNvq2sSmwjbXejRWdU1VVxTANOuKd7B8/wP7wAXqSlUf4hWyh62b/JrYFt7DZvxmvLXtcxWmpmpoatm7dirDBY4Mv8NjQ83Qmys3UNEXl+qotXGvbwPixYba1basoRjKmzgujh3mof2dJ0Wqedb7lfGrdu6lzlvp5RPUkf3v8R7wwcsKa5tGc/OVVb+bmukIUQlEUBIL/7nyR/+x8zoqAaIrK+9pfAWQNlAYGBzkfK6R7NgUbS97vfLQgSNp91bR5ani4O5ve6TTikCtIHErE2BZsojsyDrrIFriqgAa6Ifjgd3/O99/3Vlz2hfdTlDUks0NxemfVqlVEYvcTSj/EsO5kXLhLhEdS2EkKR5H7qs3yHsnuf1aE6KaLjFBzIqRwfcl7kWRFiKOiCDGFgi5UXGoAE42oESViRIDJjRWzG1cI2GpwqT4ypsKYHiGkxwhlwkChVq0nOUCbe3aHSpitola73Y7DUdlVWjL/LLyr4CVwuVM2o6OjHDhwgFQqxfLly7nqqqvKfjBTdf4IIQjrY1nRkThPVzL7b8yYupgszzJHE5sC29jk384K96pJ60F0U+dk7BTPazs5U3+WH5362aTbDNqCbA1ezdbAVq7yrSsrdB0dHWX//v2k02na29vxLA/wnYGHeGb4ZRIValdq7EFeVX8Tr6y7kWpHgMHBQfYyUmanP5wK88uBl3hkcBehTPnx+20eXttwA+9ofRX2CTUmHfEhPn34u3QlCr4Jy911fH7zOyyfkTwpYfB99SxHOwuCwq3Z+eymN7LO38jQ0BAHDhxgMBMjVRTd8cYMMu4MdrudaCbFUKogENu91TS6/dxQ18JLw9mOnHyRqwAimRS5MdAs/xVhA9MQdMcifPIXT/DFN726JAKzkJA1JLNHIvU1RtPfImS6CAsPaWHLRUDsJHK273kb+FSu5TcvQtKmzaoryWLmjikrQnTDjokDnfLuGUMo6EJDwU0yF21MmolJ91MI8GoBvFoVCI2wnmBEDzGux4CpH46ORs4S09Ns9Ldf1DmqxGylbLxe75L6Pi81FrwgmWkNiRAC0zQvKbR3IYQQnD17llOnTqFpGlu2bKG5ufITgaZpJTff8UyYnWNP0pU4T0/y/KSuqJWodSyj1dXGCvcqNvq3Uu9snHTZhJHg8PgRDowf5ND4ERJmInsdq/B7bnI2sS24ha2BLbR72ioKGyEEHR0dHD1xjFF7BFY5ecl8nGPHzlR8/83+tdy97GZ2VG1CKwrfFqdMhBAcGD/Dw/07eXH0WMV00VpvK69rvJFba7eWGZ0BvDB8gs8ff5C4URBDN9Ws4y83vAWfrTQC05sY43ODT9ClFp7mWtxV/J+tb2eVt56zZ89y8uTJ7FNUaz10Zf1Vgtg5c+wEZzhBMBhk1F04Py7NZrUAf3TTTfzW0z9EUcBQDTCyy52LhrLHrIGSv1fkzNIw4NlznTy4/xhv276x4rmUzB7zKUh0o5eB+FcYM12ETU9WZAgbCeEoCI8i91XLFt6wFxWv5o8ja2Zm4sQQtiL/nkK0pJIIqeQzIgQ4FBdBey0qTmJGmqH0GBE9DQxOeUxCgE/z4bcFEUIllInzH12PoqLw39s+hVubvBh/JlyqIMnX9UgPkoXNghckkAuzTyN8XGwfP1dhuXQ6zcGDBxkeHsbn87Ft27Ypi6TyURshBIqiYGLw2NDkEYo81fY6lrvbaXW10+puo9XVNqk3SJ6xTIgD4YMcGD/I8eiJivUbkC10XeVZxfbgFrYGt9LgXDbpNqN6nGPhMzx//mXOprsZqRnHUEyooKM8movba6/jrvpXlBmZ5VFVlRQ6j4/vZ+fw9+hOlBfJ2RUbt9Vt4XWNN7HOt7zidkxh8kDnM/zX+SdLpr93xe28v/2OMlH18ug5PnXoR4xnCk+FN9Ss4nNX34dPdXDgwAH6+/vx+Xxs3bqVB/sLgwmurWpgfdN6RkZGGBsbY99oIZXTqLkZHBigpqaGq6sbuMZVxd5kCFRwoJE2DAxMFNSsCFEFipm7GdrA1AVo8E9Pv8TrNq3F41g4A/DJlM3soZsjdI6/g1HTQdhwkRDOEiGSdV91WN4jGTNremaIwg3YclQ1HdlWXmtsgondMzYUxTWpCDEFBLQavFqQpGkynA4RMVOMZEaYCiHAqTipstegKnaieoqhVJiYnmYgVfo7NhGcjfexaZaiJDJCcmWwKATJdJlrt9ZQKMT+/ftJJpM0NzezadOmC/5A8pGa/MBQQVs1Pi1A1Cjc0avstSzPC4+cCPFeQHxA9uLal+pjX/gAB8IHK44fk8eu2FlOC1VjVbz12jdT553cA2MgNcLuscPsDh3iePRcwdF1kntlm7uZu5fdzM011+Ca4onofKyfHw08xbOBg2TC5dGQBmc19zTcyKuXXUvQPvmTTEdsiK+de4zni+pF3JqDT131Zm6t21CyrBCC73bt4p9P/dryCQF4W9M1/MmG15BJpXhx74tEIhEaGhq4+uqrURTFsooHWO2vp6WlhZaWFkzTZPehp6EnW1RcrascPXoUyBbLtShO9pLttFkVDHJ8dDRbM6JmRwEWKqhmwTlf2ECYkEgb/OXPnuDLb/2NSY9bcunMhyBJG510Rj7AqBEjZHgYNz1WxCMjJtjA54SInhMieTOzrJeIM9c9A/mBkgoiRMM0HWTyIkUU14yAbmrYFQ8GKnEjRbTC2DQTUdGottfgUNwkDZ2hdJhRM8PoBYQLgF9zczY+QL2j2hq88lKYraLWiUaNkoXFkhIkczWeTT5dceLECRRFYfPmzbS2tk5r3bxgyQsSRVG4pTbbdpuPfvhsgWltK5wJ05HopCPeSUeig/PxTsanSPl4NS9bAlezLbiFjb4NnD15lo5EB1619GYvhOB8vIeXQ4fYHTpcsSi1GIdqZ623jfW+lWwLbmCtt20KozadnaNHeKh/J0ci57MTixZVULimah33Nt7ENVXr0CargxEGLwyf4Ce9u9gbOlcyr8Vdw99seift3tJIT9LIcP/xh3m4aARfu6LxBn0FH15+C+OhEPv27SOTybBmzRpWr16Noih0R8fYNdpprdPuLXgrqKpKv1GIsuxoW8OGqlWMjIwwOjpKv14we1ujuRh3eelNxgqREQXM4iiJlnN0VeHZc1388vAp7tm8tuI5mC+W0hNlPlJ5uTBFko7I+xnRI4QMH+OmG4Fa2X3VcGSdVnOvy2tGCt0zJgqGacu28ObTNYpZ9L6QMTUU4SKZi5QmJ7OFz22zylaNR/OhmzCSiTCuxxmfULBaaT0bdmocVdhwkjZNonqK/kSUfz77a7oaw/zByrsv7uQVMVtFrW1tk1+rJPPPohAkM03ZzKYgyWQyHD58mIGBATweD9u3b59R21jxPtnt2RDDXfWvv+B6ET2SEx6dnI930JHoJFTBqn0idY46tgW2sC24ldXeVSX1G8XiSDcNjkXPsDt0mN2hwxV9QvL4VDcbAqtZ71vFet9KVnpasalTXxiGU2EeGdzFrwZ2MZYpr973KE5+o/F6Xtt4I02u2gpbyDKWjvKLvj38rG83Q6ly8XVDzVo+veEt+G2lY2kMJMf5i4M/4Nh4QVw1OAN8pO4V6B3D9PX1cf78eVRVLWnT3jfaxcf3/pjRdOHp8epgaX1QSctvsI6mpiaampoQQvDFh79lzQukDF5tD/CtZCzr0poTIkIFTWRvGihZS3kBmKbgrx9+mpW11VzVJJ/k5gIhxJzWl02kN3Y/Q3qUMcNL1HRj5Maj0YvdVw1HiQlaqkyIFPuI2BHCScqKgBRqRkyhkDFVEE5SIi9Oyq+F2YJVLwFbFSJXsDqcCRObRsEqQqHGXo1LdZMyBEPpCGEjTThT+cGoPxWa1nm6ELKG5MpgUQiS6VJcQzIbhMNh9u/fTyKRoLGxkc2bN894lM/8xW8qkRTT47nIR4f170jmwh4AedrcK9gW3MrWwBZaXM2TRysUnfOOfo51/4DD8VPEjMmr7Kt0L2uU5dyz9k42VK+etIOnGCEEh8bP8lD/i+wcPVKxSHWlq5GVo0Fes+ImNrZXNgUTQnB0vJsf9+7i6aEjZCrUwqz2NvKWlhv4jcZtZVGVA6EuPnHwh5YdPMC2quX83Za3Euoe4CTDnDt3rkxgPti5n7878ii6KOz3e9uuY52/0KljCJPO3Ci/ACu91dbfiqIwUFRce9f261gu7Dy96zHOJ6Og5QSJAroqUI3c55QTKzgVMqbgj/7fw3zvw2+l1jf5QImXg6VYQ2Ka5mV7Qh5KPkhH4mHGDC/jppukKBUeCaPUeyRl2kuESMFHxJ5r4S3vnsmLkOJIyERDNAHYDScu3U1KMRlXUsT0DIOpyU3O8uv6bX4Cmh9DqIymY4xl4kQz0xAuZI0GU0aGSCaJ3z6z8X0mcqkpG13XSSaT0hRtgbOkBMlspWyEEHR1dXH8+PGKDqQzoTgqARA3EnTm0y7xDs4nOhlOTz3MdzFVtiBtnjbaPCtoc7fR5l5BwD55xCaUGWdP6Ai7Q4c5FD6JHjAq2g0oKKxytbIsHKApVsXG5vVs2LDhgk8kQ6kQR8bPczRyngPh0/Qky4/FpmjcWruFextvoplqnn/+eewV2n1SRobHBw/xk95dnIxW9jK5vW4j97XcwOZA5c/jx917+cKJX5WIire07uBj6+7GzOgc6uoCIBgMsmPHDhwOBxnT4AvHHud7HXutdeyKxp+vfyVvbL26ZPv9iQgps/D9aisSJGOpBLEiS/nVVbXUOj184rrb+b1nHypN1yhFXcBKrgNHgOmGUDTFPz72Ip+775XlJ1xySVyOlI0Qgr7ENzkd/Spjho+Q6bW8RkwBSdNByiyygTdtljDJixDd1DCwF9U9lUdCVNwkrO+bUTQfDFNFU5xkTHKCXhDWJq8ZEQKcOKm2V6EqDiJ6ioH0OLFMmn4uUDMioNFZTYOzGq/mxhCCmJFmJBVnX2iQN774L/z6lv/vktraLzVCIl1aLx1FUX4AvPUCi90qhHjuYt9jSQmS2UjZ6LrOkSNH6Ovrw+12s23bNoLBiy/Kyu/TY6OPs69nPwOpqdvoivHb/LS5V9DuyQqPNs8KquxVF1yvNzmYK0o9zKlYR6EodQJ2xcbVgXVcW7WZpng1XSc6SgTYRExh0pkY5Oj4eY5EznN0/DxDU6R6ljmruKfhRu5edi1Be/ZCEI9nL4rFrdC9iVF+2vsyv+zfx7heHrWpc/h5fdO13Nu0g1pnZfGVMQ2+dOIRftRTEBU2ReXPr7qHN7ZsJxwOs3fvXsvJd926dTgcDkZTcf5s34/ZM9plrVfr8PD3V99blqqB0nRNg8uH21ao9O2IFs6F3+agxpFNI93cuJxr65vZPdQLmkATKgYCQyuKkmggDIGiKhg++NXxM7zh9GquXT35QIqXi/l+/9nkcgiSkdQvORn9miVG0sJuRUCSZsEELS1sljDJe4+kTVuRG2vhd2uIrEjJipBK6ZqsCFFwkjKN3JqT+R+BpmhUqQEU3UZMzxASKWKKyegF0sJCgF/zUGX3YwqVsUyC0UyMc3qUc7HJ/ZOG01GWTfLbnQ75yNbFRkjygqTSgJ+SaXMM+FaF6SuAO8mG7g5eyhssCkEy3QvIpaZsIpEI+/fvJxaLsWzZMq6++mqr7uNiyf+AYnpsSjHi1bwlwqPd3UaVvWpaxz6eiXI23sWxyBl2h47QkxyYdFmHaWNbYAO3NOxgS2A9DsXOsWPH6Og6h8vlYtu2bVRVVQHZgtTTsR6OjJ/jSOQ8x8Y7iE6R5slzTXAdr2u8kWurrypLp+SPRzcMXho5xY97d/HS6KmKomlrsJ37Wq7nltqrJq1ZMYTJC8On+ca55zgyXnCdrXF4uX/LW9lStZze3l4OH8628TY3N9Pbm13uxPgAf7LnQfoShfz3xmAjX9x+HzWaq2LK4nyR6Ggvio5MnNfmK3x2iqLwuhVrs4JEgTqvm4FoPBslUbIXecj5kmRyosQLf/bDx/jrm69iWV0ttbW1VFdXX/L38UpnrgVJxoxxZPyLjOh+QqaHjLCRNO2kTHuJ+2peeBQiJKU1IzCZCJnYPaOi4SRhRe0qiBChUG2vwqN6SZuC4XSU8UyS8eIumwqnRAiwCY2g4sWuOUgKk8FMlCE9w1Bq+illgN5EiHqH76LPvWEYchybeUYI8VcTpymK0g48RfaL+XYhxPSNtSqwKATJdLmUlE1PTw9HjmQHiVu/fj3t7e2zcuHK/4ia7YWnbY/mttItbZ4VtHnaqLXXTOv9YnqCs/Euzsa6OBvv5mysi6H01BeHOkc111Ztpi3TQOJUiOtWXkd9dT3JZJKX9r1EOBympqaGTVs2cyrZw8HOlzgyfo6T0e4iw6XJaXLWsjHQxkZ/O1uDa2h0TT7iZ8xMscvWy3+OHmJoqPyJyqU6uLthC29qvp5VvspeJgDhdJyf9R7gwe7d9CVLuwA2Bpq5f8tbqXP4OH78OOfPn8fpdHLNNdcwPj5Ob28vT4+c5R/OPUPSKFzgX9e8ic9c/RocikYmU8lASnA4XBB77b5SQdJRVFvS7qsqmdcbL+TJtjU08nKml9FUEmNCLQkqYGYLXcedgq/v6+D9m1L09fWhKAqBQIDa2tqykWPngqVYQzKXgiRjRnhp9HcY1G2EDA9x00nSLHVfTeeESaGLRiWvBsycz4ghNFScJM1KNSM5EaK4SBjl6Rohsikdl+ohYAsQ1zMMZSJEM1O3+QoBqqJSZw/iUl3EMxkG01GiwiBKAipELovRUFjmDFDr8OPTnDgUOyaQ0HVCmSSfPPgQv7f6Zt7YcvWU25kMwzBmZRwbKUhmjyIx0kxWjPzkUre5pATJxaRsDMPg6NGj9PT04HK52Lp1K9XV1RdecYb71KYt50MrPkibp416R920LooJI8n5eA9nYl2WCOlPTa/epM3dzLVVm7m2ejPt7hYURaG3t5eDHMQwDEZGRjhw4ADRdJxki41DzjN88eDDxIzklNtVUVjpbWKjv51NgXY2+NupdVy4bflUtI+f9Ozi14MHSdn1sge55e5a3tR8Pb/RuK3MYbWYE+P9/KD7ZR7tP0LKLBdLr2vawl9c9VpUU7Bnzx5GRkaoqqpi+/btOJ1OwuPjPGr28cTp/SXH9NGr7uC9K6/PmteZ5cW4GdPg/iNP88vegvfJal+p8OqIFoRR2wRB0hkpzFsVqGL71U38/e7nLQFiWcprgJm9aQoHHE0nOJxy8tatKy1jtnA4zNmzZ7Hb7dTU1FgCRY7RcWHmSpAkjUF2jf0JfekwY4aPcd2DiYopFNKmlrOIz44hkxYahtCy4kKoGGa2DTg/Xk2WgtmZIB8JcRXVjJSOX6ObKph2MkLBRJBAZ2yKBxUhoNrmx2/zYggYSsUYzyTpzESByVMv2aiJSpXpwosdp+bAtGlERIbeWJTzkcmLXXsSk7cPX4hLjZBEo9ljkoJkdpggRt4mhPjpbGx3UQiSuUrZxGIx9u3bRzQapa6uji1btsz6RT2v6t24WVO9ZtLlUkaa84mekshHb3Jw0vqPiQRsPlZ7l1s1Icuc5a20+X0503+eF0ePcc4+TLc7hB41Jr0GORQb6/zL2eRfycZAOxt8K/BMIRiKyZg6zwwf48c9uzg83lk2X0Xhptr13Nd8PddUr5y0kydjGjwxeIwfdu3mYLh8lGNNUbi9/iretvxarqluIxKJsG/fPuLxOK2trWzcuBFVVYnpKf6242lepBDl8Nmc3L/9jdxcv2rS48jWmTzMntFCSqjJ5ed1LaVdQiXpnAmCpFSsBLm7dTX/ffwgPdEIpiZQ9fIoCSoITfDt48e5fu0KbtqyxRo5Nu97MjAwwMBA9nj8fr8lTgKBwKy1t8oakgtvc/fYJ+hOhwgZPiK6G11opEwbutAQQsmNRaNhomajI4ZW1tqb3VZuvF4zuxzYiwq0y0WIipOkYRZdJcqvF0JkXZRr7AFUNEKZFIOpCH16kj4mfwARIvsbrXcEcKsukoZBfzJC3DSIkwbSYMYqudFXpPcSBclMOxyLyUdIZNvvpTNXYgQWiSCZLjOJkPT19XH48GEMw2Dt2rWsWrVqTi68E7tsIHuj7kz0ZiMfuehHV6J/2uLDp3lY5V3OKs9yVnlbWeVdTu0F6k16E8M8GtrN896D9MXHwV15OYdiY2twDZsDK9kUWMlqb3PZYHaTkTZ1jkd6OBTu4FC4k0PhrooRF7ewcbN7Nb+z9bU0uqom3d5QKsKPu/fy4569JS28eaodXt7Usp37Wq6hwZWN0gwMDHDw4EFM0yzpjuqKjfEnex7kTLQQYVrpreUfd7yFNt/kKaaT48P8yZ5f0FtUZ3J1VQNfuuZevLaCeDWFoHNCDUkeIQSdRYJkhb8Ku6bxR1uv45PPP5HtslEEisi1exZHSbTsLesjDz3KU7//XrxOhzVyLGRHmx4dHbUEyvnz5zl//jw2m43q6mpLoLhcl9Z2uVSYC0FyMvoAHekBRjM+QrqXtGnDQLPqQzJCwxQKhlBJmVqZHXzW5CzbCmwKG2bJdaDIkTW3DQ1HkQgpjeYJATbFRr0jiF1xEjcyDCQjjOoGo6kxpkIIqLZ7CWheDDMbNYnoKbqm2eabx4tGUDjwqU58dhd2hxM0jZ5ogo/t+QVf3nHvtLeVJ28sebHIlM3sMJdiBJaYIJlODYlpmhw/fpzOzk4cDgfXXHMNtbWTG3NdMiqMaOPsjB3gV+d3cjbeTWeib9JxZibi1lys8rTmxEf2v2WOC9ebCCE4HevhxdEj7Bw9SmciFxWo8In7NDfX12zgxuqNXFO1Dpc2vShRVE9yJNzFwXAHB8MdHI/0TllzcpW/hTc2XYdxoI/WquaKYkQIwf5QFz/s3s2Tg8cxRHn6ZHOwhbe1XssrGzbgyIklIQRnzpzh9OnT2O12duzYQU1NVmi8OHyeP9/3E8YzBXF0faCVL97w1in9EZ4YOMNnDv6aRFGdyb0tV/GZza/EqZWeyIFEtLQd2FfozBpJJojrhW2syM17bfsavnFkPydDowgNVD33fKuSHQTRyP4tDIGpKtz9tf/hmT98H1pR5MPpdJYYs42Pj1viZGhoiKGhrNeE1+u1xElVVdW0oidLtYZkNo3ROhPP8FL4+/RmaojoWRdWI5emyRRHRwzNGrcmL0AMoSKEOlFS5PazIEAMc+JypT4jplCwCxsO005aU4jqaaKTGJUVr+dWndQ5/NmoSTrJUDrGQCbFAOWjdhejKSotrgA1Dh8+zYmmaBgmxPQMo6k4vYlxzhsZIAOp0tCrT7UTDofx+/0z+hxkDcn8M0GMvFUIceFB2WbIohAkM03ZTCZI4vE4+/fvZ3x8nJqaGrZu3YrTOTujUVaiLznEn537B/TqXEpk8tQsAE7VQbunhVWe5azOiY9GZ920TMliepIzsR5ORbs5FevmWKSDkfTkF6V6RxU31mzkpppNbPS3X9B5FWA4Nc6hcGdOgHRyNjZwwaiOXdF45bLNvKn5ejYEsnb7vzowUHazSxoZHuk/zA+6dnMqWt4l5FA1Xt2wibctv5YNgdJ2XF3XOXToEAMDA/j9fq655hrcbjcjqRg/6jrAv596tmQcmztYxp+uunNSMSKE4D9Ov8y/nnrRmqai8CdX3cx7Vm6v+H0sTtcEFRueouhJcTtwlcNF0JH9zqmKwvs3buVTLzwJCnicdmKprHARGmDkoiS27CjBSWHwpv/4Hj/78Dsq7oOiKASDQYLBIKtWrSKdTjM2NmYJlM7OTjo7O1FVtSR6ciW1Qs5mhORU7Be8MPY1OlL1JAxHWX1Ixsy28WaFhULG1HJpmPL3nyhATKFW/GXllzOFgoqNjJn9BaaBGJnKTTYCbGjUOwO4FCcxPUN/MkJYGIQv4KQqBNTYvVTZvThVOxnDJJROcjYc5fSFLmgViJoZntu9C5/NQU1NDTU1NVRXV0/5HRRCzFqXjUzZXBxFYqSJORIjsEgEyXTJ96lXEiQDAwMcOnQIXddZtWoVa9asmXML6WXOGpRK/XRkPUDaPS1FqZfltLiWTUt8JI00Z2O9nIp1cyrazeloD93JqV0XAZptNbRE/dzRvIPb1l035YVZCEFXYoSDVvqlg97k1CFfAKdqZ2OglasDK9gSbGNjsBXPhAH3VFW1Uljd8VEe7N7Lz3v3E9HL0zuNrgBvbt3BG5q3Ue0ov5jE43H27t1LNBqlsbGRmtXL+WHfIR4fOMmBse6Si7pLtfGxtpsJdoRRJ/lc4nqav9z7Kx7pPWlN89kc/P2213DLsvZJj7tYdCybEGHqKCpobfOXetoUR05W11RzamiUhK4XzNLyUZJcSqc3GeM93/wx//3++y54Y3U4HDQ0NNDQ0IAQgmg0aomTfJoHwO12W+Kkurq67MIva0jKGUod5unRr9OZXEbcdJbWh5gaGVOzilgzhopJ6e86O3KvYomP6QiQ7HLF+175YUAIqLP78Wse0qbJYDJGzEjTkYlQ0RWxaD2v5qTW7gNUxlJJRjOJaUVNKuHW7DS5/VTbPXg1OyoqiVSa76VGeYujCaMogudyuazW9ont7fmHF5mymR8miJG3zZUYgSUmSCCbtikuajVNk5MnT3L+/HkrlF9fXz/FFmYPTdFY4WrmXLyLBq2WTbVrLfHR6mqcVlQiY+qci/dlIx/Rbk7HeuiMD0zIM09Osx5ko62VN254JXVagOeff54WrTzlowuD09F+DuWiH4fCnYQyF84bB2xurg6u4OpgG1cHV7DO13TBmhOhwOHUAP+z/7u8MHy64pFcV9PO21qv4+a6tdgmEY4jIyPs27eP7kyE/lobeyN7Ofnsryou2+gK8OUdb6Y2pbK3Y2/FdERvfJw/fuknHAsX/GJWeKr4p2vvZeUUdSZHQoP8x8k91utlaqkAK6kf8ZUKks5IIYq1KljNKxpa+ff9OXO3vFka2VoS9OzN9PjYKO/91o/59vsuLEryKIqC3+/H7/fT3t6OrutW9GRkZITu7m66u7tRVZVgMEhtbS3pdHpa215MzIYg0c00Pxn4AifizaSE3YpspE0tV8QKGVPNipJiG/gZCBBDKNk0jZjqoSFfsOrEZ9gRpkLKpjCSidObSQCTt+pma000ljn8OFUHkUyGgUSUUMYgNKGNfjIUoMHpo87lI2Bz4VC17MjVhk44laIvEeXUaOXB+d69YQe3LmtjbGzMEsg9PT309PQAEAgErAhKPnoiBcm88S2gDTgJvFlRlDdXWOY7QohHL/WNFoUgmckFRNM0K0KSTCbZv38/oVCIqqoqtm7dits9STXnHPFHbb/F3ud20768jU1tm6ZcVjcNOhMDubRLNv3SEe9Hn2a9iVdzscbXygpbHUp/krqEh3UtqwpdJrkfZSE6McJzI8d4efQMR8a7SZoXvgE1OINcHWxjSzAbAVnhmV5KCSCUjvPL/kP8t3KQkXiyzBbBozl4bdMW3tK6g1W+yUWjYZo8dnwvv+w4yBERZpgUTNIN3egKcFfjej64+kZqnF7riWyiINk30sNHdv2UkVRhp26sXc4/XHMPgSnqTB7pOc2n9z5O0iiI4G0TrPynEiRdRYJkuT/AO9dv4nvHjzKWTGajJLl0DXm7CpGNnBwbHp12pKQSNpuN+vp66uvrrYHH8tGTUCjE2FghGnb27FmWLVtGTU3NJXU6LAQuVZCkjDj/1PkpOpPBXH2IStqw5Vp8yYoSU0XkREW2WyYvLKZK1UwuQPKdN8LMp2pUFFQyud9xWDcI53M1k/yE81ETn81F2shGTRKGTkf6wmmXWoeHdk81PpsLFYWMaRLNpBlOxumNReiJXNgscSI98XHsdjvLli1j2bJlCCFIJBKWOBkbG2N8fJzz589bQiSRSBCPxy8qxSgFycWhKIoK7Mi9XJf7rxI/mI33W9xXlwrkBcnQ0BAHDx4kk8nQ3t7OunXrLuson3nqXTVoqGXeFoYw6UkMcSqWTbmcjHZzLtZbNIDW1LhUB6u9zaz1tbLW18oabytNrhp6e3o5evQo4GHjpo20trZa6yiKQp8S5cD4fo69/Cjn4xdO86z0LrPSL1cHV9AwRVfMRPqTYfaPdbI/1MX+UCfnYpVVQ5unlrctv5Z7mrbgs01e03Mk1MdPug7wWM8xQubkIeRVvlrubFjHKxvWsTHYWPEGVCxIftRxiM/uf6xk/Jt3tW/jo+tegWOSG7ApBP9+/GX+7cTL1jRNUXh37SrWZ0qPoaTl1z9RkBTmLfcH8NodfGjrNfzDSy/kNgpCL4+SCA1OjIzy7m/+mAcuUpTkURQFr9eL1+tlxYoVGIZBKBTizJkzRKNRBgcHGRwcLDFmq62txee7eOfN+eJSBElMD/GFjv/FYCprapavD8l7jWRFRbZWJGMUoiOl75+NlJhCQeRqTSotUyxAEGrJcmbR/ysfI/g0F7V2HwKFkWSCUCZJ3zSiJk7VxjKHD7tiI22YhNNJBqMpBqP90z1NZThUjSa3n1qHG6/NgU3RODoywneVw7xjzWYg+x30eDx4PB5aW1sxTZNIJMLIyAjDw8NEo1HGxsZ48cUXcblcJfUn03Evzg9ZsZAEiaIobuCTwDvI2q+PAr8CPiOE6JnPfcsjhDCBy3bSlpwgyUcC9uzZg81mKxlafj7QNA2BYDAT4unhA5yKdnE62sOZWA+JaUQkIFtvssrblBUf3qwAaXHXl9iym6bJ0SNH6e7uxuVysX37doLBIFE9yfHxHp4fOc6zw8cYdkUm7eCzKRrr/c1sCa7g6kAbm4PLCdin9zQihOBcbJj9oU4O5ARIf3LyoloFuKVuHW9ffi3X1ayc9CaRNnQe6z/Bdzv2cCjUW3EZgE3BJl7ZsI5XNq5jpW/yrqm8KBVCoJsmXzzyNN86U0i32BSVv9p6F29ovqqiQRpk6z4+vfdxHus9Y03z25188brfwDcQsqIw+feZLEIihKA7Wsjpr8iJlbet38ADRw7Rm5tXEiUp9igx4ORINlLywAcqRVEvDk3TqK2tZWxsjGg0yvbt24nFYtaTa7ExW772ZLEYs11sl03GzPC5M59nKGOvWB9iCoWMoZExC86r2ffLCRAza3w2qQARIHJCBXNi583k69gUDb/NhUibKCgodjvDyThjGZ2xZGjK9VUUljl9eDQnSV2nPx4jIUw6UpPXmUxGjcNFg9tPlc2V7UATCildJ5xO0R+Pcn5snPOUXg/CqZQlSCaSTx0Gg0Hq6+t5+eWXaWhowGazMTIyQm9vrzUERHF6ZzL/nYVmjKYoigt4ArgR6AN+CrQDHwDuVRTlRiHE2fnbw/lhUQiS6T7RpFIp4vE4hmEQCATYtm3bvHQQDKfCnIx2cTLazelYN8cC50mldDh14XU1RaXd08RabwtrfK2s87Wywt0wZb1JIpFg//79DIdHSVTZCDXZ+OfeX3PiRA9dialH6lzlbeCW2qvYXr2SDf6Wabf86qbBiUi/Ff04EOoinLlw6LbW4eNqvYpbHcu5d9urJl1uIBnhwc59/z977x1mSV6W/X8qnBw75zBpJ+fZ2dmcAyCwICJJSQpG4EUxvKA/FF5UVAREERVFVJCMAptzDhN7cuic88mpwvf3R9UJ3dPhdPfM7sw693WdqZ46VXWqzqlwf5/nfu6H7/cdZip3vuW1jMTuqhZuq7uKW+uuot6zuFtsKWJals+88EOeHesp7pvLy5f2vpkdFQ3zmuuNpOJ85MX7OBktRnva/WG+su8NtPnDHBuzyEd+JD6RSVkiVRulhGQ8nZqR6mnxW8fgVBTes3nrzCiJYYlahcxMjxLDipT8/vcf5i/edueSvoNy4Xa7qaioKIxcS43ZRkZGGBmxRs95Y7aqqqoll3W+Usg3aVsKTiTO8qWer5O2iUheH1KIjhgKhm0Bb+ZFqKZFUuaLkuRTNcK0IyBzfG4pURFCwq+6cEoqGcMgoVuDGR3IaCXRQmPuQY7lzOoh7PBiCMF4OkVS1xhaxFI+D6es0OgNUOWwohxWqa9JQtOYzKQYSiaYTCzSFXgWBpLltT3Jp+CDwWCh6WcqlZqhPylN71RUVBQIisfjQZIkkskkLpfrUuoF9SksMvI8cJcQIgEgSdLHgb8G/gW45VXbu1cJlwUhKQeTk5N0dHQUHiR79+591fLd/9H/EI+MF0fd8xR0ICPR4qm1Ui529GOVrx6nvPhFo5k6nclRDo6c5aWBEwwSZ8KTRmQF9CywooDVjirubt3NDdUbafLML9YsRcbQOBYdKBCQY9HBGf4c86HZU8H2cAs7wq3sqGilxVPBM888M2f1kRCCw9MDfLv3AI+NnJmRQsljk6+Wt6/ezc1166hwLo1spvQcT0728sNcP6eOnyJVYj2/IVTLV665l0ZvcN7IyJGpET764n1MZovE6/raVj6/5y6CzrlTTaXpmgqXe8ZyQ8niSNSjqHhKztd3btzMj86c4uy0bf+tYjliynYTPt1qwicM6/R6rKuXv7zvGT7x+hvK/0IWwVzC33zJcKkxW2nlTqkxW/6hUFVVdVHL65eCpaZs7h97km+P3GdFQEwVzdaH6AVSIhf6y1hRkJUSEAnTlAokpBSxnO3tseDxWVOP7KDW5UdGIZrNMpFLManlmEzPH5UVApyyTIs3RJ3bj0tWyRoG0WyW0XSS7qkY3ZRHIuaCKss0ev1UOb34VCcOSeH/vfQMf7DnuhneOrORJySlotZ8eqepqamQ3imtHpuYsAYMX/3qV/F6vWiaRigUuiRSjJIkOYHfsv/7m3kyAiCE+IIkSe8FbpYkabcQ4sCcG3mN4rIhJJIkzXmDFELQ1dXF2bNnURSFcDhMJBJ5VUdn6/zNMwmJjSZ3dSHqsdbXzGpfAx5l8Ru1IUx6k+OcTgxxKj7IqfggXYlRtLzYdZFD9atutgRbuL5qA7mOIdaEW9nRsmPBdaJaupB6OTzdz6n48JwmZaWQgLX+OnaEW9hR0cr2cAs1c7Qcn90vJm1oPDB0gv/qPcDp2PkdkVUkdinV/OrWW7i6cc3CBzv7OHIZnhjp5OGhszw71jNn/5u7G6/i/+26Z4Z3yGz8pO80nz78OLkS87P3rNnO72y+bkYVUP6GJ4TAFIL/6Sn2vpktaK33+vM6VdKGzn0953jjakszJksSH9uzl9982KoasgbgtpurDMIB6AJUCXSQZPj+kVMYpuAPfu7GJX1HK4HL5aKxsZHGxsYZef+pqamC9gSKxmxVVVWEQqFX5frM3z/KeSgJIfiPof/mgfEXyZmO8/Qh+eiIblfNzFx3JgERC1TULERA5t83QICMTNDhxi2rZNJZDEkiJQw00ySJSXd2fvKQv5XWOH0EVRdZw2QslSSnGXRmo3TOURlTDiqcLuo9foJOa78QEjndIJLNMJpK0j+VoH+Wf8kHNm+nwXf+fSKPPCGZ75wpTe+sWrUKTdOIRCJMTExw+vRpenp6Csted9113HXXXdx1111cc801r1bE5HogBHQKIQ7N8f73gW3AG4ErhORyQS6Xo6Ojg4mJCfx+Pzt27KCnp4dIJIKu669aTnudv5k6VwVrbb1HqnOSZrWK23bevOi6pjAZSk8XiMfp+BBnE8NkzPIaRrhlJ1cFGljvb2RDsIn1gUaa3MUy3wePPjhnBGA0E7WiH7YItSu5uODVISlsDDawo6KVHeFWtoWaF3Q+zUOWZXK6zonoCA8On+TH/UeIaud7kFTKLvaKSu4Mr+bG3deU/XuOZxI8OnyOR4bO8tJE/5yRFrCiEh9efy2/um7vvA8pUwi+dOIF/uXswcI8VZL51Pab+fn2TfPuQ0LL8fsvPcrTw8UePjuq6mcsU+/z87r2tdzXcw6Avzuyn3va1uCwR4LXN7Wwp76B/SPDAAR8LuKJrBVdsitwhGyNyWVdwlThRx2nEQL+8I0XjpSUO6osfTDkjdlKR615Y7bSsHpVVdUrVvlWLiHRTI3/7+zXOJMcwRQOy+TMKHqLGDYRESKvRyrxC7EjICshIIVxlwCnrBJS3aiSgm4KUrpGXLOiHCYwpWehDI8QISCguKh2eUFITKRTxLUc41qa8QWErrPhkGUa7CiH3xao6qZJMqcxlUkzlIxzKrG4X1EpBuLxsghJuWW/DoejUEHW0dHByZMn+fVf/3XOnDnDqVOnePHFF/nMZz5DIBCgp6en4Oj8CmK7PT04z/v5+dtegX25pHDZEpLp6WmOHDlCJpOhqamJTZs2oShKWfbxFxtX+Vv4+q7fL/z/me5nEMbc0Z2xbJRT8aEC+TgdH1q0424eCjLr/PU28WhiQ6CJVm/1DLHrbMiyjK7rlgB1uq+g/xguw3vAqzjZFm620i/hFjYFm86zUJ8PWUPnWHSIg1MDPJ44SqceJfvsC3MuuyvUxI6MjzU5D6va2tiwYcOiI+r+ZIRHhs7yyPBZDk8NzevS4ledbDC93NW8np/ftg+POv8IKaFl+eShx3hipKcwr8Lp5gt7X8ee6sY515EkiUkjxy89/mM6Y8Ub8/pwFb+6cdd5y//W9j081NuFLkwGk3G+d+4k71pfrDz46O69/NLPrHYRMS3LvZvW89PjZzDzVaSK5etiSgLZsDQMPz56GoHg/77xpgW/s4sNp9NJfX099fX1M4zZ8q98WN3r9RbISTgcXpHfxEIoh5Aci3fz2bP/Rk6YGLbBmV6SpjHy2pASAiIWKOldjIDkyYeVygFJyGB37AXIIMjkyiMMpUTGqzgIqi48ioOkpjGWThHXNOJlXOf5KEfY6cElqyAgaxjEsllG5olyLAVOWaHe66fS5cHnUHm8tweHJLOjrn7O5fMDqOWeFxs2bGB0dJT169fz/PPPs3//fh566CHOnDnzapARsCpqAM7vFDpzftsrsC+XFC4bQpJP2Qgh6O3t5fTp00iSxJYtW2aUti6lwd4rBUVRrCZouYRNPCzycSo+VJb5GFjh2RZXBeGUSoPp45qWzVy/djtOZfGQY9rIcSo2wqnYMI9J5+iKx0g8v7iHTYXTZ6VfbAKy1l83r0nZbCS0LEcigxyY6ufQVD/HosNo5vy/iVtx8MamLdzuayV+bsBqjrdlU0HENhtCCM7FJ3lk6CwPD5/lVPT8VE8eVS4vtzes487GdWx0hXnp+RdYG2xYkIwMJGP89gs/41y82MJ9bbCSv73mDTT75hfQnkxG+KtIH8kS75jbmlbx53tvxztHeLglEOLn123gO2dOAPC1owe5d/X6wrLbauu4rbWdx/p6ADg4NsxX7rqbj/zkQfR8MEoG4QQzXxIswX8fO0Mim+Mzb71twfz8QriQvWzmMmYrjZ6UGrOFw+ECQfF6vRcs778YIXlq8ghf7P6BZQFvOGboQwyblJimVPj7/O2XSUDs5RCAOTOaIkr+nfsYrLcVZIIOF25ZRQhIZDKkTRPDXjelG6SyC4hV7Y+odnmpdfvwKg4MUzCdyTCcTNhRjqVFOkpR4XJT5/ERcrrsqhtIazrRbIbRZJKB6RgDth7leQbxO53zEpKlRkjmQjKZxOfz4XA4uPbaa7n22muXva0LgHypz3w/UP6hMH/Y6DWKy4aQAGiaxtGjRxkbG8Pn87Fjxw4CgZm/Wf6kna9K4pVAysgyko4wnJmmJzXGc/ox+pkm9vzjZa0vIdHirbLSLoEmrvI3wEiCwZ5+nE4n23dun7chYM7U6UyMcSI2zInoECdjQ3QnJ2Y6u85zv2vyhAvkY0e4lRbv4k388pjKJjk41c+B6X4OTQ1wJja2qJusKslsDNVzd8NG3tS0hdHeATpPd+J0OtmzZ09BOFnYbSE4GhkpREJ6FggNN3mD3NGwjjsa17GjsrEQNYrH44VtzYeXxwf56PM/ZTpXjFTdUt/On+++E59j/rTRj7tP8ac9HTP65vzqxl389pa9yAt8jx/esov/7jxDxtCZyqT591NH+fDWYjTlI7v38kR/r9VROB6jJx1j30SY/e4pMtU22ShN4UiAJPHIuR46v/Z9vvKeN1ATWH4Pj4shBFRVdYYpVt6YbXJyslA9ce7cOVwuV0F7UlFRsSKh+kKE5DuDj/Hvg0+hGU4EFqnQTbmgHTFMCcM4v6R3KQREmJJVKbXgPub/AJ/isHw7sNMimkbSbjVgANNlpmvyH+hVHNS4fEgCptIZ4lqOSS3DZKK8iGwprNRNgEq3G5/iRJVkdNMgmdOYTKcZSSaIJsq3m++Pza93WSkhyZ9fV/rYXPq4bAhJNBrl4MGDpNNp6uvr2bJly5w3p1czZXP/yCG+1vXw3FGPBe7pDe4K1gca2RBoZL1NQHyqNfzN5XIcPnyYqakpQqEQO3fuLLSSN4RJT3KCE7EhTsaGOREb4lx8rCh2XQASsMZfWyQgFa1zClDnghCCoXSUg1P9HJwe4OBUP73JqUXXc8sq2yqaqEvLNGZV3nf7G/GoTnRd58iRI4yPjxMMBtm1a1fhGHXT5ODkAA8Pn+XR4XOMpOf3SFgTqOJOm4RsDNXO24Aufwyzj+no9Cj395/h388cQivRnXxw3S5+e9M186bCDNPki0df5F9PHy7Mc8gyf7LnFt7Uvn7R76XG6+M9G7bwz8et9b9x4gi/eNUmwi7rO1gVDnPvuvX88MwpAP752CH+8+Nv5vf/+Ed0xzLE2yWQpfNSOMgSXfEYb//a9/jzt97BNaub59mDVxdzGbPlSUmp50S+eWA+erJUY7a5CEkkl+RTp/+DM4lxhG0DnxeqCgGGIWPY+TEhKJAP05w/TbMQARGzlrNeEj7FgSLJJHWtQGiTukEyW6a+YwaRceJTHSi2m2syp5ExdNKaQd8C3kCzUeF0UefNC1QtMpDVDaIZS6BaGuVYDjyqSnMgSHMgyNaa2nmXW0zUuhhyuRy5XO6S8SCh2GZ1vjLBPHNauiHMZY7LgpAIIQp6kU2brDD+fDeiVzNl45TVRVMw1c4A623iYU0bCTvmZu7RaJRDhw6RyWRobm4m0F7Pk5FzBfJxOjZSttjVqzjZEKgnGBe0SgF+6frXEXSUJyY0haArMWERkKkBDk33M5pZ/FoJqC52Vbaws7KFXRXNbAzV45AVDhw4wER2Ao/qJJlMcvDgQZLJJI2NjWzevBkDwZMjXTwyfJbHhs8xvUAOfWu4ntsb13FHw1pWB+Y3RMujlJAYpsnBySEeHDjLI4OdDKdmHpNDlvmTHbfxxtb5SUVSy/F7LzzCk8O9xeOWFP72htezp758AvD+zTv47tmTxHJZElqOrx87xO/sLoaVf23Hbn7WeZasYTCRTvPT/k4+93/fzEc/9X0cCZ3oVTKG274mZArEREgQ13U+8p0HeMeezfz27deUnXZ7taAoCtXV1VRXVwOW50SppXgkEqGrqwuns9gxthxjttmEpCs5wkeOfYOsYWDktSJImKZFRExRJB+zoyPFbbI0AmJrRZgVTUnOUf11/odZL0Wy0jUuybp9pzVL6Jr/rJSuk8qWFyFu8Pqp8/jwOxyWQNWwIjFT6TTDyQRnyhhoLIQar5caj5eAw4lDVjANQVrTmU6n+Zc3vZGqMnyiVqohybu0XkIRkrzSfb4bRH5+7zzvv2ZxWRASSZLYuXMnuq4TCoUWXPbVTNk0uIspBoekUO8O0+ipJJSU8cfgHTe+gVrPwvsPNgHrPs3jZw8zJCeJBKF74hjxkfJCq05ZYZ2/nk3BBjYFG9kQbKDNV4UiyTz33HNomrYgGdFMg1OxUQ5N9XNwqp9D0wNzVsHMRo3Lz+4SArImUDNnqkKWZUvQOzZW8I6pXd3GkE/mW4cf5NHhcyT1uf0SLEO0Ju5ovIrbG9bS6F2aIZouTE7qCX7Wf5T9px5nap4RaJXLw99cfQ875xGvAgwmY/zWM/dzNlq8abe5/bzfU8v2qqW5AwedLj6weQdfPPQiAN86fZx3b9hKvc8a1dX5fLxz4xa+cewIAP969DBve9tGPv2J1/OHn/sJSocgsh60kE24FCwDNcXSlBgSfPvAcZ481cPfvvv1tFSWdx5eCphtKR6JRArRk1JjtrxjZ1VVFcFg8LxBSykhORjp4g9O/BeaKaGbasEl1TBkTFOyX+drRc4nIMzwHimXgMyJuaIckoxumCTsKAdY1TURbWnpGoRVVVbt9uJWVAzTZDqTYTSaZDRano5tLrgVhXqfnwq3B6/iQAI03SCezTGRSDExnWZyeu5rbDAeL4uQrDRlk+9jcwkRkiP29HyV+8z5Ha/AvlxSuCwICVg3m3KiHq9mhGSVr5Yvb/8A9Z4w1c5AoencsWPHGIgMUKHOffFFcilOxIas1Et0iKPT/UTNLOSvvwW0aYoksdpXy6ZgAxtsArLGX4tjHmfX2R4gYPmAHIsMFSIgHZHyTM9avRXsqmwpvJo85RkPCSGYMnN87eVH6RFpBhw6/SeOzbu8KslcW9vGnQ3ruLVhDVWupd1Y0rrGs6O9PDhwlscGuyyXyzm+UwnYU9PEHY1reEPTOvwLCIYPTgzzsWcfYCpbJGq3NrbzwcpWpkZGl/Uwf9f6zfzL8cPEcllypsG/nzrKJ0qiJB/ctoMfnDlJPJcjoWn8c8chfnfvtfzOh2/l8199lFCXxMQOGSQ7fVNqM+8AU4bBdJJf+Ifv8Z69W/mN2/Yiy4v/XpeCmVQesiwXIiJr164lk8kUyElpQ7a8MVve2t7lchV+k/sSJ/jRyEl0u4zXNGV0w5oahlwQnBaEp5T+PYug5KflEhBRXMkjOwg5XSAkMrpOXMthirwotfwoR357krBaGHgUFQnIGSbxbLaQAsoaBoO5pWcBqj12lMPpxCUrmKYVlYmmsgwn4vSlYvQtI3UzGIuzrYy2HitN2VxqtvHAs1gtkNdIkrRDCHF41vtvs6c/eUX36hLAZUNIysWrqSHxKE62hc+v1ColSVnJ5FRsmJOxYU7aJKSckts82rxVbAw2sDHYyKZgA1cF6nGXUWmTNXQGUhGOG9MMaBH2n3iEwXSUwVSE7sTkvF4deUjAVcFadlXYEZDKZqpd5V3gQgg645McmBzk5Yl+nh/qZFqUEJ457rseReXGutXc2biOm+pWE3AszekzoWV5YribhwbO8tRwD2lj7pu7Ksnsq2vhrqa13N60hmq3D9M00XV93nPov3tO8+n9TxS6rQJ8cMNOPrr1Gs6dPctygty6afLXB18gliuOeqcyM0eWQZeLD27bwRf3vwTAf508zrs3bWVtew1qzkSKyXhGBel6O0oigTV+L/EtsdM4//7yUe4/eo4/efMt7FndtIw9vjTgdrtnGLPFYrECQSk1ZvP7/Sh+N3+rHGEsqmGa6gwSYhpyofR2IcGXKCEUBeIxHwEp1YmYErKtQ8kjg0FmjrYIc27HnjplmYDDhUNSMIUgXSJ0BUgYORLztfydB05ZocHvp9LtxqM6UJHIGSaJTI6JZJrxSJKpyNI7+uahyhK1Pj91Pi9rKitpDgZoDgbLIiNg3TclSVo2IbnUOv0KIXKSJH0F+CTwd5Ik3SWESELBOn4b8OT/NpdWuIwISbmjtEuh7DdjaAxnogympxlORzga7aJXHufrB7roT08tUntSRIM7VIh65CMgfnVx4zHdNOlMjHM8OsLxyDDHo8Oci4/PJB09ffNvAOtBvSXcyK6KZnZWtrC9oolgGaZn+c8/HRtj/8QA+ycHODg5uKAOJI86t5891c3cVr+WWxvWlEW0SjGVTfPYYCcPDZ7judG+ecuMHUjsCtTw1o07ubVxNSFnecdlCsGXjr7I108dKm5Llvn0npt5c/uGGcsuJUISz2X53acf4bnhoi1Bg8/Pb2zbfd6y79y4hW+dOM5YKolmmvz9of185sZb+MAvXcfX//15gl0mmRoJoUiggCMi0L2AYl8/CgjZSuGMZ9P85rfu59r2Jj5+z3W0Vi+exrmUkS8ZDofDM4zZxicmeGLiHN9JdJI1wDQd85IQMYNsUCQaBSKywH1oFgGRZqd7Ftr5ks8NOJx4FQcyEjnDIJ7LodvkVzcE02WkT2cj4HBS4bZaF3hVB05ZIaPpRNMZRhIJ+sdj9K9AoBpwOqnz+Qi6XLgVFYQgoxlE01lG4wlGJhOEZBefvGnprQ0Mw1hxyS9cOoTExmeBO4DrgLOSJD2N5TtyDTAOfOBV3LdXDZcNISkXr4aGpCsxzr/1PMtQOsJQOsJEbg7TIJmFOn/jEyrNkp9dtau5uvEqNgYbqHQunpowhaA/Oc2xqEU8jkeHOR0dJVOOSK4EHsXBjopmdlU2s7OihS3hhrIJQdbQOTo9YpOPAQ5ODZLSF0/5tPnC7KluYU9VM7urmmjyLr3XxGgqwSOD53hw8Bwvjw8UQt6z4VOd3Nq4ilvr2jFO9bC2tY3NCzitzsZYOslnDzzFY0M9hXmVLjdfvP4edlU3FOYtdf8HEjF+6/EH6IwWS5i3VtXy5VvuptpzforPrar8+s7d/MmzTwHw086zvHfLNt78xh0MD0e575ET+PoFiXZrP3JhCJ0xSTbJmHnRq1RM4SDD872DvPOr3+Ntezbza7fvweO0fvdLRUOyHBjC5GhilEcjZ7h//BTRrBUVMQ0Z05CsVBbSrChHfu0ySEfh7+K6c/VnmrGePS1EOWQFYVoiz0SJZippaCQX6VkzGzLgVx24VQdCQDqnk8zlCvuWzGokExrLLdyQJYlan48qjwe/w4kiSRimIJnNMZ3MMJZI0pWILLiNgWhsyb2EwBK1XghCcglpSBBCZCRJuhX4Q+BdwL3AFPAN4I+EEPOZpr2m8ZojJK9GyiZn6jwwMr8GYjb8qouNwQbW++vxTeXwRXQafRXs2rVrwYtGCMFYJs7x6DDHoiMcjwxxPDpCQi+v3l+VZKpkN0FDYVvLGpq9YZq8YVq9YdYGasuuvkhqOQ5NDXJgcpD9kwMcnR6e0eNlLkhAo+xmb20bqyQvwakUb7rxzkJ571LQn4jw0MA5Hho8x+HJ4XmXCzvd3N60hrua1nJtXSsuRUXTNB493VfWw3YwGeex4R4eGejm8OTIjPfWhSr5yg2vo2kek7Rytn94fISPPvHgDB3K3W2r+ey1t+JewG/jTWuv4pvHOuiORjCF4G8PvMyX7ribD/3KTUxMJHiho5dUowPTKYEikauE4FmTZLOMVlFCSlRrakiADt/Zf5yXOgf4f2+/g9W1RYH2paQhKQf7J/v45NH7Gc+kMQwJYcqYhmod6GJpmUUiJOWSDmtZa3m3rKKb5oqjHB5VxWuX8+qGSSKbQ9MNS+8CJLI6iZL854L7Oge8Dgf1fh9hlxtXXoeiGcQyWcbiScamkoyxfAEsAhI5jYBraS09VhohuQQ1JAAIIdLAH9uvK+AyIiSXcsqm0RM+fz8kmQZ3iEZPmKCuwnSKPWs2sbthLc3eSlLJJIcOHSKZ1Kmvb53TVyWSS1tRj0gx+jGRLe+GoEoyawM1bAk1sDncwOZQA6v91Zw4doyhoSHu3HRn2Rf5dDbFgclBDkwOcGBygBOR8kzPNofraMdNTcJko7eSG/bsJRAIcOrUKXqme8oegecMg674FI/a6ZhTkfn77NS4fdzVvJY7m9ZydU3zeSRrPh+SPLqi0zzQd4aH+s5xYnpizmVubmjj8/vumNMkbbHt5/HT7rP88fMzdSgf2rKL39y+Z0ETNbC6pv7Wrqv5nccfBuCJ/l4OjY6ws66e3/34Xfzhp35EqnOKyEa7LLQWvMMQ6DNJZ2TStZyXwtEdIOnQGYvy3q/9gN//uZtY4758IiR5596vnXuBR0Y67UjIPCRkgSiHtVQZZMWeSrPmzbVuudFKWZIIOJy4FAVMyGg6iWyuoFvJZg2yzLyvLUY6FEki6HLhcai4FRWnoqDKMqos41ZUJCRS2RzTqQwj8QQ9ySgss7GeBFT7vFR7PficThySzOb6Gm5c3UpTKEjY7VoWuTUMY0WGeJdoyuYK5sBlQ0jKxatBSIIOD7+6+iZqXUEaPWGaPGFqXMHCw3BgYIBjU8fYHVpNja+KkZERjh49immabNiwgba2NtKGxuHJvgLxOB4ZZjBd3o1BAtp9VWwO17M5ZJGP9cG6OfvM5IVhC4VBR9Jx9k9Y5GP/5ACd8clF98GtqGyvaGRPdTO7q5rZ4Kvk9NHjTE9PU1Vbxfbt2ws+EfmbUr7aRwjBZDZFfyJKfzJKfyLKQDLGQNL6/0gqviD9afYFuat5HXc1rWV7VcOCD/TZhEEIwanIBA/1neOhvk7ORuc/1iZfgF9YvYn3r9+xIjv2v+vYz9eOFvtqOWSZP9l3c6HTbzm4va2drTW1HB23RJtf3P8i33j9m/B4nLz/l67lTz77UxJtAt0rgSQRWw2+YRPPhImalkg2MiOFgwTCCYYTUib8ySNPscbv5x2rXpVeH2XjbGyCh0bOcv/gGfoSMSsdUyAiFFW8sOwoR1lkpUy4FRW/oxjlSOZyZLV8lEMQz+RmJVUW/0SXLONAwuVwgJAwTBNNN8loOqYQRLNZouWUCJcBl6pQ7/cTdrtwqyoyElnNIJ7JMh5LMjmdYnK6KNRdV1nJlvr5Tc/KgWEYuFxLE7WX4lJM2VzB3HjNERJJklAU5RX3IfmV1fM3MsuTAF3XOXnyJCd7Ook6TGip4NnocY49/QjdiYnyxa6eYIF4bAk3sDFYj7/MKhRZltGFSVdsgjE9w2AqSn8ywkAyykAqykAySryMFFBAdbG7qond1c3sqWpmY7gOp11qHI1GOfTSfjKZDG1tbaxfv36GQj4tDE5oCQ6dfJEj0TFORcbnrYKZD2uDlQUSsiFcU/bIK98T6UwyyoMHn+Gh/nP0xucnfqsCYe5oXs2dzavZGK5e9HMWipBkdJ0/ev4JHujtLMyrcLn54s13sau24bzlF/ucj+3Zywfv/ykAh8dGebK/j1ta22hvr6bW7yF+KsXELosEakGJSFABU+BIgCMpMLOQC4A0u/RXBtMFZ7UEnzmd4JsjP+LNW9Zzw6pWVleGL4kUTlrX+N0D9/H0WJ9NQiQwrMgCpgzmPI/yZUY5lgJVkpCRLY8SE3TDtM4HATkMppYY5ZAAv9M5QyyayBb1IRoCDUEqc/51u5xjqfJ6qPJ6CDhdOGXZqubJakynMozGE/SnovSXua2B6PKFsnlcKA3JlQjJpY/LhpAs5SaoKMqrWmWTNXSG01EGUhEG01HOTAxyyhzgK0fOMmGmyWBCDuhZfFsVTq9NPurZHG5gS6iByjJ8OAxh0h2f4mR0zCIcNtnojk4wpWcQT59Y0jFVu3zsrmoqREDWBefuKjw0NMSxY8cQQhQaH05lUhyYGOLl8QH2TwxycnrM0hR2lXtbs8LZG8M13N28jjua1rImuLSRu2GaHJwY5sHec/xkuovpyfkJ0IaKau5oWs2tDa1cVQYJKQcT6RQfffJBOiaKTQBXBcP83a2voyWwNHO3PPbUN3JdUzPPDVr6t68dPsAtrW2Ewl7+6LP38gf/57vEJw2yVSU3c1lCC4Jmf6SkCeQMmHbq5jxyIkFvLMaXn3uZLz/3MiG3ixvaWrht7SqubmnAt4g76oXGcCrOj/tO8q9nD5LKGXOTkIsc5ZhRTZMnNCXbNwGTmWX0i32mU1bwOR04JBndECRzOXJ25AQgmZspdF3qMTgVa/seVcWlFlM3LkW2tFW6QSKrMRG3SnynV1Dm61IVmkJBmsMBtjcuzSBwNoQQr9UqmyuYA5cNIVkKXilCkjY0Hh05zUAqwkAqwlAqwkA6ynhmnhTDwlYf+FQnm0LFtMvmcAMN7vMdJ2dDCMFQKsbRyAjHpkc4Oj3M8ehoWZUu86HZG7KrX5rZXd1Mm2/hkbEQgjNnztDd3U1KldCaqvnHkVPsP/YonbHynDmCDhct/hDNvhAtvhDNviAt/jAtvhAN3gDOJd6UNNPgpdEBHuw7xyP9XUxk5vd82FZVx92ta7mrdS2t/hC6rqPr+pLJyFwRkjPTk/zWEw8wnCxWX13b0Mxf3XgHQefyQ9EvDw9xbLyop+mPF6sYmpor+Oxfvo3Pf+5nnOmJk2pQyFTLltC1BMIhoeeLqQSglTxVpfMHAtFMlp+dPsfPTp9DliTWV1dx57pVFzV6MpZOcv/AGe4bOMvxqXE7GkKBjEhCurCkYzahmUVAlrt9v8OJW1WRBOR0g0TGNkIToGEQzSyNxMgS+J0u3LKEpBsEvD5URUE3DHK6QTqnk9I00jkdHYNo2limOuR8VHjdVPssszSHLGOaglRWI5JM8zdvv4dVNRWLb6QM5NO6y/UggSIhmd2I9QouPbxmCckrkbIxhcmnjvx0Weu6FQfrAjVW5MMmH+2+qkUFjQBT2RRHbeJxzCYhU2X4fJRCRqLeE6DZF6LZG6LZF6bZmycCobLdUIUQdEUm+NEhK/3SbWYYN7Is5g7mRWZ3TRPXNa5iV3UjqwIVZfuBLIScofPscB8P9p3jsYFuIrm5qxkkYE9tE3e3ruXOljU0+Io3qwtZ7vrUYB+fePqRGeTw7es28QdXXzevm245+J+zZ/iT554qVG4AfHT33hmEoK29ir/60jv42t8+zpOPn8ZUJbJVMqlahUy1hBacdZO3dSQFmIAuig/mWdETUwhOjk9wcnzCip64XNzQ3sKta9vZ29JYdvRECKvt/UAsxlA8gRACRZZIaRrPjvfz0GAnpm7tj2yqi+tAyoAiG3g9WbzuHCFPiqAnzch4mMGxqvJ0JqVkZfZ7cy0PpHIaqVnlvItGThQFn8NhldkaJomMhm6YJZU12UKntvFkZMFtLQWqLFMb8FHpceN2qChIaLpJPJ1lKp4iEskQi8x9bQ1G4heMkKzUNh4uyV42VzAPLhtCstSUjaYtPzpQLnyqiwqnZ07TLxmJSsUqsa1RPIRMhU31bexetZ4mT4gKp7esY0pqOY5HRkqiHyMMpcvLy8pIrAlWsdpfaROPMGosRWpwjHv23UBN5eLN6GbDFIKz0Un2Twyyf3yAl8YGmMgu7jZZ4/ZydU0ze2qaadIkUj2D7Nt+DZWVKxdNpnSNpwZ7eLDvHE8M9ZDU5naqVCWZa+qbaUnkuLm+lduvuXbO5VYCSZIwhWA4meCZ3nP8zaEXC94osiTxid3X8u71W5YdSRBC8HeH9vNPRw4V5rkUhf93063c2b76vOU9Hicf/cRdhMMe/ueHh/CMC1xRgTgnoXkkMtUymWqJbFhCOM7XkhQIigAMkc9HzB09yZ4fPblj3SpWVYaRgISWYzqTYSqdZiKVZjgRZzARZzyVIicMS3sqAZJASKUPa5mlj48FisPAoRp4vDlcLg1VMqgKJ3C7c3gcOXyqhqlLhN3W+Ts5GUQSkkVWnDlqQ1HC3iTZnIPjPa2F72HFKZ8SSIDP6cStKFYlzXn6ECuyMXud5cKtqnidDtwOFbeq4JCt1I3XqSIJiUzOsoQfiyUYHY8zugzfksHIynUjeVwIQnKplv1ewfm4bAjJUqCq6iumIbmxZi0ZU6PZE6bRG6bZG6ZScjJ6qotkPEF1bTVr1qzhxRdfZI2/mXXh+Zu15Qyd07HxAvE4GhmhKz5Ztti1xRtiS0U9W8L1bK1oYGO4Fp86c5Ta09PDqeEoSpm3tYSWpTM2VdCAHJgYJJpbXPTa7AtaBKS6iatrmmn1F03P+vr6OCENnddTZzGkdY2BRIyBRJT+RIz+RJTu2DQvjQ4WGo/NhlNWuKGhlbta13Jb82rCLjcPP/wwoSW6wM5GIpez9yXGQCJuTeMxuqenGM2kMIbPzVjeqzr4yxtu56bmtmV/ZlbX+f+efZL7u4qi2Eq3hy/dcTfbFmjfLgR0vNSDpBkgFGTTxHTKONKgDpl4RyVMBbJhiWylTC4Muu98LYkovVvMip4UGINNKgwEx6bGOPbymPVevthl9guKPZtKPqy8s1OAIpCdBorTQHGYqA6dkD+F06UjSeBz5MgHdtxoOB3WfcEp2/1RjOLVtapuhBs3ncDnzjI+EeKqesvj5lDnKk50L/y7yZKEIknIkoSEVGgnVLqrphAIU2CaAt0QJZGT3IzWSuUcu8/poNLrwe90oudy5LJZgoEASLLV+sAwyekGOc0grWmkcxpZ3UTL6URT+gVJ3ThVxYqieD1sbKymMRyguSLI+vrqC7B1Cyvt9AtWysbj8axoG1fwyuCyIiT5ConFkNeQLMcVcKn40+1vmPH/iYkJjhw+gqZprFmzhrVr15JOWxGUPEmK5TIM5KtbUlH6khFORcY4FRuf1+58NqpcXrZVNLAlXG+TkDoqXIt3ziwt+wXL5n04FbdKbPNlt8lo4f/zpTxmY22wkj01zVxd08Se6ibqvfPna/P7MPu3NIVgLJ209iNu70+egMSjjC+gASmFR1G5pWkVd7au4ZamVfhn+YWUcx5pus5gLMpwOslA0hrJF4hHIk4kW76xVb3Xz1duvYf1FUuPSOUxlUnzfx59iMNjo4V5q0Nh/vbOe2heRBQryxKf/LO38MXP3seJo4Ogysg5EKpkN42zbM49k+COmpgKGG6JTAXkQhJawFp25kat6IkoiiqseaVEo/TvZUIUVKkgJAGqQPHoqF4dSTFxqCaKYu2DKhuohsDtscipnlWQ7Z9ezyo4fJnCVlXJOv8dapHIVvqT+D1Z+/CK50c260DSCqvOu6cGgnKHQYt9LVbkxIFLURFCkMnpZPLN9gRkchpDiVlR4OjCA4Xl/BRhj5sqvwe/y4lTVjBN09KKxDOMx5MMpWIkPVn+8b1vXMbWF8dKG+uBRUi83vIi0lfw6uKyIiTlQlEUhBArLhdbCoQQdHV1cfbsWVBkajeuZcyjcqDnCL2xKQ7n+oh39zHR+TAxbWmeAH7VyeZwPVsrrNeWcD31nkDZnXUjuYxFMhJRjg/1czw9zDcPPsyolmI4FS90Ay0XEtAku9noCXHPhu1c17SKSvfiZAisapeeVJyObJwz3SeJ9BwvkI+BRGxRx9f5EHA4ubV5NXe3ruXGhrYFnU7nIiSjqQSP9HTx5EAP3dEIQ4kY+gq1JNVuL1fXNfB7e66b0wa+XPREI/zWww/QHy+Gwq9paOKvbr2DYJn+DFU1AT79hV/gO994jh/850tIpkAIu5eLU0aYYKqWOZpkgGSCLyvhnRAYMmRqIFsBug9MB+dHOZaJGYQm708miUJUBdVEUk1kVSCpJg6HgfVsEqiqiSJbIRqHYqDKAqdafEi7lCLZUIRJ/nJxSEbh79LlHUrx3FOkYvQum3WerxW5AHDIMj6nE1WS0HSDVFbDKImcpHMa6RmVNRcGsiThdTrwOh24VAWnquCQZZyKgku1K27SOSZjKaLRDLHowuQ7ms6SyOTwuy98xdVKUzZCCFKpFD6f7wohuQzwmiQkpfbxF4uQTGaTBeOu3vgURwd7GEzHmEYjYmqYhzrOX6kMHuKUFTaGatlSUc9WO/XS5q8oS+w6mk5wdGqUo1MjdMamCvuXmEtTEVl8X/JwKQqbK+rYEa4lNJ2iPgdt9Y1s3bp1UQfFnGFwfGqMl0YHeHlskIPjw8X9iQ+VvxM2VEmmyR+gxR8qvNZXVHNNXXPZVTh5QjKUiPNQzzke7Onk0Nhw2amxPFyKQpMvQHMgSLM/SLM/gCudJTc+wZ1XX0PdBdDHvDw8xMcfe3hGF+C3rFvPJ6+7EccSR42KIvOuD97Axq1NfPlz9xOLZ2akcGRAKIAioWgCYQgMUyJ5lURqBQ2BS6McedKRf96bqhX1yL+HbP9fAkkWyGqeSAgcDptImOBwWsREmOByGCiyQOgSDo9ttmeA2118mAf8xYeqw/5ww5AKERSYn5yYuguPqhYOQQjrQSeEwBQCwxQzm/LNwpxkRoCBSTwz82FfziPTpciWDsTpwK2qGFoOUzcIBQPIklzcL8MySMvqBtmcTipnVdwIBKlsjtQSuwLPBQmoDfqYSqQvCiG5UCmbK/qRywOXFSFZSsoGLq5b672P/RuTZYg554NHUQuVLc3eEKsDVWytqGdtsLpgMLYQ4rksx6ZH6ZgaoWNqhKNTo4ym52jqVybqPH5afCG77DZold76raqbGrePqakpDh8+jKYprLtqHatXr55zxJHRdY5MjPDSmEVADo+PzKvvmA+VLg8tgRAt/qC1P/a0xR+i3utftksqQG8swkPRCQ6P9NB9/KVFl6/xeGn2B2ny+Wn0+WnyBSwS4g9Q5fZYmgG7NbokSQwMDHAuEsezAqvrPH5y7gyffvb8Spr3b92+otHezr2r+Kt/+iX+5rP3cXKOFI4wJYQsYcowvVkmU7vIZ5kg61gPWbcopm0EKElQdMmOukgWETHAdAuy9QYz1KqypQmRJJBkEyn/tyRQVYuMiJyEQ8lHSUAxQHHZomFDFCIfZlZBsou2cgkHcoX14M9lVAJ26kbXFKSSAJPLUSQkTzy/jVzWgduVI570kkvPfw5fgEDRDLhVtVDZIgGGYZLTdLI5A0OAhkk0fb776lBk8RHPcvbTqSrUBn0EbXdWCVhTV8m9ezfSEPbjcly8x8iFELUmk0kqKi5M1c8VXFxcVoSkXLwSHX9bfOEFCYkE1HsCtNikIz00zqpQFTdu3kGTN0SVq/ycZtbQORUZLxCPjqkRuuPTS9pfr+qgxRei1uFBiSXZ2tTG1uY2q/rGF5zTZh6skWBfXx+nTp1ClmV27dpFbW1RQJnQchwaHy5EQI5Ojs7ozzIXFEmiSnawKlTJ2upai2zYBKTZHzpP87FSnJue4sHeczzU08mpqbn704BlDX9H6yr21DfSGgjTHAjgUWeKX03TxDAMTNMsjJLz5k3AedPlQAjB3x86wD8eKdrLuxSFz954K3etOr+SZjmoqgnwJ1/4BT77ie/TcXhgRgrHdMqYDhjfo5CrKJ6jSkrgiIOSBTkHSk6yUjw6JFsE6RK9tmSAv1tGTVjqznxnYVOBXKVJtsEoeTraRMR+5swkIyZqPkqSklEGnChbisTb4SlJ0XiLI363p/h3LuoE+3lkZBUke7Bs6kU2pGsyqrc42EkkPaTTbqLLa45rfV+2yNUirVAq1s1HWSTANAWaZha+ilxOJ8fc964LSXw8ThWPw4HLoeJSFRyK1ePG41ARJqSzOSLxDBPxFMOpGKVtLL2qSntN+ALuzdy4UITkSsrm8sBrkpBc7I6/pmkS1CU8yFTLLtZU1rE6XGMbelkEpMEbnBHpeGTqEULuENsr56+yAUtj0RWfosNOvXRMjXAmOrHoQz6Peo+frZX1bKqopdWOcLT4QlS4PEiSxOTkJC+//DKb6lbT2tC66HEeP36cwcFBvF4vG7ZtZVoYHOo7x8HxIV4eHeTE9HihrHU+OGWFHdX1XF3XxJ7aJlokBycOH2Hz5s20tLSUdVzlwhSC0WSCvniU54cGeKj3HJ2R+clbezDMna2ruL1lFZuragqRjvkgy/IMYXDpS9d1pqetzxJCkMvlZkRPyhHmZXWdTz/7FPd1Fat0Ktxuvnz73WyrXZnr5Wykkzk6jw4iaTqoiv2UVNB9gpEbHDMqbTyjJpUdJpIpIVSrKkeoVtuYyAbI1hS3K2chdEZCzoKQrfSLIiSEIchWmWSaS89lK0Uj2boQSRHItkhVToMStMlIXEY+5kNZWzIIyEjItnZaZCXUgLWemZNweq1r3zQkzGTxOhQlHz2TkMy8FebSDqS5OMECPiPnzy5f6LrUR6Uqy3hdDtyqgjB0ZASqLCPZQn4Jq4WGJCkIyfIQyWqWMDaV0xCLEJ/FMDi5Aqa2BKxU1GqaZkFDcgWXPi4rQnIpdPzNZrMcPnyYn8uGeF/9Knbs2IHbvbihV6l7bDyXLVSz5CtbBmzR6WAqVjb5CDpcbKusZ0tlHdsq69laWUetZ+Fc6ewqm1IYplmocumanmB/51kGU3GiEkzHdSZ/eui8deaCV3Wwq6aBq2ub2FPXxPaqOpwlEZjJSauB3XINyJJajv54jIF4lP54zBLFxmP0xaIMJhb//pqcbnYHwnzw+ptZHQwDlE0YSlFKTtLpNMeOHSMej1NTU1PIWZdGT0rXmeuzVlJJsxz4g27+9O/fzRf+6McM9U8jORTS1TLDtzoxXcVrLdBtUHnM1mYo9sjekNBlmN4ikSuJhqtJCJ0CRcN6ytru56Zsklxtkmko/c1nkhFZNcl3I3D0OZACGoSs/8sTDhQNpNpi5EN1FL9XtcQGWaRUJJ+VvkiNenEoxfcko3hcpl78W9dKyIkuI3LlFsZfOKiyTNDjxOt04lIVVGRMYZLTrJRNRtNJZzVyuomJSTKTpbze3+djqccmSxK1IR9NVUEaKwO0174yKZCVakhyuRy6rl/RkFwmuKwISbm4WIQkEolw6NAhstksq9va2bBhw5wPFs00GEnFZxCOg7EeJiMakR8fKruUthQuRWFTuJatlfUF8tHmX7pVd8rQGdQzjI8P8mhqyi6tjTIQjzKQjJdddlyKoNPFnppGrq5r5uraRjZV1hY6Hc+FhUgRFKMcpWSjPx5lwJ5OZpbeZ2NzVQ13ta/hrva1DHYcA2BNqAIhxKJRkcUQi8U4fPiwdV6sXs3q1asLRCRf7ZVP7UylUgzEYwwlEwwkEgwlE1ZJcTzGaDI5Y7C91Eqa5aB9XS1/8fX38rXPP8j9necYvdkzo8S36ohG8IyBcMigSEiGQBig+QTjexW0kupu5zRUnATZkKzjkARCBqEI4usF2epZZMRhaz6EQHbYZESA+4wTx5hKbkeu8H3IOQm5SgOHPccA1WWdq0KAy18kKvqYE2qsR7WsmKiO+UIYxeM09OIDT9dnPvzkWakXa618LbIopF9MYXmMiFmHORvziVxNTKKZDFEWvj9cSKLkUhU8LssozWmnbRRZxqkqqJJMJqcTS2SYiCb50B17uHPX2gv46YtjpSmbK51+Ly+8pgnJhdKQCCHo7+/n5MmTSJLE1q1b8VZXciwyZnlkzIp0LKeUthSyJLEuWFUgHtsq61kbqirLatwwTUZSiQLR6E/EZnh6TGfth3mkd1n75pAVmv1B1oerCgTkqnB1WVVAeUiSRNY06YxHOdfbOSfxKDdKNB+qPV5Whyq4taWdO9vX0BKwhtqmaTIkSSSTSTo6OqipqaG6unrZ7c3HxsY4evRooZlgdV0t/bGYHcGJ0R+L0h+z/h6Mx0iU6SC83Eqa5cDtdRJ+Wxsj+0cK8yRDUPtsFv+QsJqm5EyEZAlfs5USI9erGJ7ib+4dEIRP2cJz2S7blSWEJIhsMWdEUbD9RCQJ5AzgL0ZGvMecOMbt21IJkZDSErQWH9RSTiqIVqW0jGz/fNq0g9yYBzZbqTNXKIccKX6Hcul1WcK9s6miVsjt1gi5k8Rj1kNMQtjpl8VxoQWuC0GWJLwuBwoCVYag34cqW4Qivw+maZ3zml1pk85oZDSdrK1Z0XIGWsqgHG/VoVcoTVOKK4TkfxcuK0JS7ij2QmpIDMPg+PHjDA0N4fF4+Kma4A9f+vHcpbRLgFtRrb4x/tJGcsVeMrPFlHMhpWucmBqjY2KUjslRTkyNMZCIoYuVPcyDskpbqIJVoUpbbJp/Ban1+pdEPgbiMQ6MDtEdjRTIRl8swlQ2AyOdi29gHjgVixi1BILWPgaCNAdCtAatqhyvY+b3VyjTNE3a29vp6+tjfHyccbs5XTAYpLq6murqaoLBhRsaRjMZ+mNRDnV3cay/n2nTIOtyMfLkowwnE4tqahaCT3Xwwa3b+eXNW5Ht/V2JKdRiMEyTz7/0PP918nhhnpoT1D8YxzMFQpYtYqHISLJEqgqGb1Jn2MyHT5mETtvREIdslQ5LEprbZGK3QC+NlpeQETUOgeMKsZuK16lrxCpbFTIIZwkhMYDaIplTPcXBhsNR/Dvb7UObLIqiFbeB5CpeD7Jckr4pCVVkki4ik37CVZZgtql9nNMdF+4hpuSrseyXIksotohUlWVURUZRJByK5QsiY1UUGma+fNcgq9mkwk7b5Mt385iORMren+WQpqHJC2cJXy5WSkiu2MZfXrisCEm5uFApm1QqxeHDh4nFYtTU1LBt2zbuO/hoWWREwi6ltUkG03GChsTde6+lxRei2r0050DdNDkbnbTJxwgdE6Oci04uKxLjQKLO7WVtVQ0t/hCNHh/a+BTOZIY1VTXs27V7WREDIQS9sSgvjwzy0sgg+0eGGEouf1RV7fEWiEYp8WgNhKjx+somRqVkxDRN6urqqK+vR9M0JiYmmJiYYHJykq6uLrq6ulAcDqSAn7TLRUyC4WTSIlN2pCOWWxkZ9TkctARDNAcsD5Mmf4BGn49Gn596rzXKLdWeLFUYWy5SmsYfPvkYT/QXo2VN/gB/df1t/O0DP2BciyMpwhK8mgbRdSqj1zsoeLGbgpqDBoFeAZKEMKyGk0KWyFYKxvaBWSqvKinrdU5KVBxUMEoqW9BBtrUnwhBQSkjCWrFEOAeK19a05CRUZ5GQGFNORErFzMnITlt/UEpISkhIabREy6p0nWoiGE4y1FvLcH/ljAjKfGmWsuaBHWMRizX8LhsXtMzYoeJ2KqiyhIxAEgJZsn7mba1hVjVWs66lnqvaFhbkXwysVNSaj5BcISSXB64QknkwPj5OR0cHmqaxdu1a1qxZgyRJtPhDhWW8qoNWf7hQydJse3i0+EI0zSql3b9/P9PT0+yqXrzKpjTlcjYyRcfkCCemxpfk51Hr8c3w78iX1dY5PRx9/kXaWlvZvHkz8XicgwcPks4KWlatZePGjWVd/GldszUdVsTjyPgoL48MMZ4uX2bnkGRagqHzohzWNIjvApT/lhKRfCsBWZaJ57IMxGL0Z9MMCIN+VaI7Hqc/FmM8k17Rg0MC6v1+yzAtEKQlaE8DQVqCIUIu17xkdLGyYlhYGFsuJtMpfvuRBzk+MV6Yt7m6hr+9426i3VEmeieRFBkcCqYQTO5xM7m7SFIlTdDwjI5vyLTcVVUJVAlFh1SdYPT6mc363OOCTKNFRhwRqH7W2nctVEIQspJNSASmS8z0KKkvRkcUnYLfiOhzIWpMqLFIourTMEacSGrxF1RKxa9qyfdYwjJETubUy+0zvqOLnyxbOWRJwqlKuFQFv9eDU5FRFNmKyNi0RZgC3TDQdZOcHWXJZDWyOeu70LMaCeZOJe68PoRDyhAZ7uHlkV7C4TCVlZVUVVW9IqW0KxW1XknZXF64rAjJUlM2y9GQlFrAq6rK7t27qakp1jTe276Jm+pX0ewPUeF0L6nyJy9yTGi5osYjHivRe0QZSsaXpJ/wqQ42V9ayrbqerVV1rAtV0uQPzpvy0XWd45KEaZqMjo7S0dGBaZps2rSJ1tZiGbApBOPppK1/iNJX0HhY/x9Pl28K1x4Ms6W6ltagRYxqHE4Gj59g+5p1bNywoeztLAWGaTKciNMfjdIbjdgaDqsfTX8sSjS7NPv+2XDJMq2hcJFQ2aSjORik0R8o2zV2NmaXFefJSP7v/Pz8jXo50ZOeaITfeOh+BhPF6NUtLW382c234XU4qNrk5Q+//A6+9Ic/IJnRGb0lSHRTkYwoaUHzQxlcU2YhlSPpIHRBqkFi+CYFlGIUpeqwhB4QZG23V0dEQjawmFuJTkTJgCQEICH8pfW5IMJGsRdfoPjwFN1uTFUvEpKQhiGJgiYFQHXOTUgy8SLhDdcvHsmTpKLANd9Az9oJe5JvnicEwrSWV2QJJZ+SkWVLNKrY25BlK8onFbef/8PtUJFlCQrN+Ew0zWqWl8lqpDMahmnZ5uuAjkEysrTIXTl3rg2bt1ETdDE5OcnU1BTT09NMT0/T2dmJ0+mkqqqKqqoqKioqcDhW1rByLhiGsSLR+ZUIyeWFy4qQlIvlRkg0TaOjo4Px8XECgQA7d+7E653Zg6TZ1ngshHzDOktMahGOowO9DCbj/NH3/pHoMqpswLJN31BRzdaqOrZV17Gtqp7VwYolOZfmH1rRaJTu/n5iMgRamnk8PkX/C90zhKXZZUaY1oUr2VPfxN76RnbXN1LnnXkzyGQyJE+dhRVoLQCSOav81xKO2uLRmLX/g/H4DIfT5aDO66PFJhgB00SOJ6hUVKpUFb+soCgKVVVVBe1JOeXfS0H+t1IUpUBAVho9OTg6wscefXAGIfvFDZv4/Wuum3Ee7bphHb/6mVv54+f3E20p3iac0wZN9ydxpiSQZSTdFrvaxCSysUhGJF1Q96zAOyIYv7a4D2pKIGeFVYVTQkjkjISSs3rZ5Fq0kvkUBaxxCcV25BcJGWlYxawq7p8S1pBdxYGIECCrxc/IV+YATPeEad0wBkBlYxSnqWHo9rbmqo6x3xBzvz1juYKoFIGJOU/8YWW4ULEJSQKPy4HX5SDkd+P3uPB5nPg8TtxOFa/Xi9frpaWlBcMwiEQiTE1NMTk5yfDwMMPDlmVaKBQqRE8CgfJ6bS2Glbb/uEJILi9cISQ24vE4hw4dIpVK0djYyObNmxe8EGK5LP3xKH2FSEexkmUoGVtRlQ0UUy6tgTBbKmvZVlXHxsqaeR1V50JplMOqYrGiBcfH+5kc0YjlS3yHlicudcgyTX4rMrAmXMnVdY3srmuk0uNZcL38jWoxH5JC+W8sxkAsSp8drckTj6lllP+Wwq2oNAcDdlolNCPF0uQP4LIjbUNDQ5w4cQI5EGLLli14vV4mJiYYHx8vTMG66eWrdkKh0AUNZ+cJxnymbOVETw6OjvDhB39GruS6+PjV+/jlzVvn3FcjoDBeQkY8QxrN9yVRNPuBLJmgykh5YgJo/uLytc8b+HutdI7pLm5fTYJkWoZppqskQpISVlmxQ6C1ljTGcxeJpTqkQqUVCZBky45eTBZH5nJYmxEFETkZqSTzVxotifYH0DIqDreOrAiq2iKMn6ue49u/tKHI4HKo+Dwuq3RXVazITOE6s9I2mmGgaya5nE4mp5HO6Jim9f1nszlaWgL8/R/8/MKfZZPwqqoq1q1bRzqdZmpqqvCKRqN0d3fjcDgK5KSyshKnc3np13yEZLnIi1qvpGwuD7ymCUm5KZvh4WGOHTuGaZps3LiR1tbW827QD/Se5f7es4XUSjS3spC/W1ELlSvFShZL87FQymU2coZBbyxiaTni0RlmYSuJcuRR4XbbGhR7P0s0H3Ve37L6ypQ+VFOaxkDM3udZxGMgtvLy3xqv9zwtR3MgSGswRJXHsyBpEELQ2dlJd3c3LpeLnTt3EghYxht+v5/29nY0TWNycrIgju3u7i7ckEujJxc6nD1faqc0cjJbGPudE8cKZMQhy3zuptsWtKIPqQ4qFJVpW7vkSYESy4EiI6mKJbLQDEQJMTG8xe/TGRXIhiVQNVz59r2gpkHRrUiDWSJcVdISsibItuqI/PNLB8lumIcB6gknbLHThV4TZAMxUbyNyV4TOVASIcmVGKHlZKSSgKeUlZnsDFO/2WonUNM2xcSpKvvNOb6Qcj1FSpctpGMkVLVYTaPIltZDliVk2arAKb6sdRyqjENVEAJMu9ImpxkWocjoZHIl1UUZjWx86XGY0sNMpJcu1vZ4PDQ1NdHU1IRpmkSj0UL0ZHR0lNFRy+QvEAgUCEowGCybZKy0Y/uVCMnlhcuKkJQ74pQkaYYz6nwwTZPTp0/T29uLy+Vix44d8zZh6o5Nc3/f2SXtb53XXyAZnoyGEktw++69rKuuXXKVDVgRg+7oNEfHR+mYGOXI+Cinp8q3lZ8LpVGOlkCI1lkCU/8yRzal+zyRsqM0dlqlLxrh2MgA00O9RJ99YkXbdyqKta/BoH0cAasbcDBIS6i88um5kC/3Hh0dJRgMsmPHjjkrjxwOB/X19dTX1yOEIBqNFsjJyMgIIyOWt0c4HC6QE7/ff1GiJ/kb93zC2I1VVTzQ01VYb2Nl5YJlxbIk8YZgNf8xbR3D1FoH1c0ulIEswjCtoblNRNAMTMWc4U2iRg3QJSRFwigJmjmiBpIuIakypqcknZIQSLpJdm2J5iNNgUQovSrylIyZlSDfUC9oII2qiIyE5LbmKcESjYlWYn6WVsiZKk6/9SAPNCeY7KwoEJLq1dPIpqVhuWAodAEW6DkDvSw3k/JwQQ3SHApOx8o6o8uyTEVFBRUVFaxZs4ZsNluInExOTtLb20tvby+qqlJRUVGIniyU6jQMY0Vk/gohubxwWRGSpWAxQpK3gJ+enqaiooLt27cveGGUVtfk4VFUWgO2l0hJJUuL36qycZd0fD137hznzp1ja7iagGf+8KFumowkE0XPDjvV0h+P0RONLMv/JORwEkai2uFiU2MzTEdoDgS5a+++ZUc5SpHR9ZkmYPa0P3ZhojRVHk8hMtMcDNEatKYtwSA1Xp/doKyYulip82r+3IjFYtTW1rJly5ayRmmSJBEOhwmHw6xdu5ZMJlMgJ1NTU4xMTjF1/Dg+t5uNDQ3U1tZSWVm5ohHgXJgvevLz6zbwnyePM5ZKoZkmXz18gE9fe2NhZD6X9mSPJ8BLIseZyBQAA3tdtHYnrQiJYVrERJbAoWD4Zx6HI2kimxKmAbqn+J6aBFkTCM3ALOF4SlpCeAS5kl43ak4UnumOYQUlC2JKQTRYpEKEdUtHMulAabKuDaWiGDmQSuzhzbRCfCBI1XbrWEKtUYYebSI57mHyXJipzgorZQRFIcis8ygvUlUUK9qhKjKmKTBME900MQwT3U5fvZJwOmR8bhdOp4JDsRxXresAsFM2+X3L5XSyWZ2br1nDu9+8B5/HuWIyMhdcLhcNDQ00NDQghCAejzM5Ocnk5OQMDyCfz1eInoTD4RnnoGEYK9JmXSEklxf+VxKS6enpgtV3W1sb69evXzSEuLW6jo9u2zcjvVK1hChHfvuGYVi9bGb1YMmnWoYS8SUbm80X5Wj0+YkPDBIZHcPn87Fr1y58Ph9PPPEELpeLRn9g8Y1jpS4m0ilLMJqPdNgplf5YjLHUcjtqlOy/reNoCQbtl0VAmoILl//OTlWslIzE43EOHz5MJpOhvb2dtWvXlr09UwjGkknLryRqC2yj1mswFmM6UxQzV3T2sNHnZVPAz97GRhrraqmurj5PRL1SlEZPnE4nv7Hraj79zJMA3NfVyXs2bGFtRUWhPDq/jiRZxlyKLPPxXfv4tcfuAyDV7iazxoXnTMpO3ahWFUxWRy8ZyMpZgZzRQVEwvVKx6gZQkiZguYmWRk7UiElmjVkY+itRcIxK5Brs7zdgIJkCaVJG2POkkI6SEzCpgF3Fg7fkui/9My2TOFskJME1cfp+orL/73cW93vW9yfOoxYCAxMDmG9oMK9ba8lMWZGs9I0qz0jfKLJkVS1J1lSRJJxOBQToepFQZLIambReMOEzsgaxRPmVb2Cl0iqCC+u9LhQkSSIYDBIMBlm1ahWaps2InvT399Pf31+IsuSjJyvVkOQJST7VegWXNi4rQrKUB42iKOdpSIQQ9PX1cerUKWRZZtu2bTQ2lmf20xYI85vbrilr2bmiHKdHhumaniT6k15iK3B5lYB1FVVsra5jW431WldReZ6tfCaT4dChQ0Sj0YKpWz70KcvyeX1ksrrOYDxeIBp9sWihYmUgFiO9Qhv+Cre7QDiaAyGifX2sqa7h9j17qF1GlGa22Vn+uGafI4ZpMp5KgQCnquBSFJyKYnVGnbXsxMREoQx68+bNc54bGV1n0CYaM4hHLMZgLD5DMLoQpnWd56IxnovG+MbgMOu8Hjb6vOyuqWZ9YyPV1dXnjRYvBO69agP/dvQI3dEIAvjq0UN88dY7zxPGlk6vqW3gmrpGXhwdAkC8p52afxpmvH8aDFtToqgYvuK+qgnT0lfoBoazOF/SBWrSBCwDNcNb1JYoKUFsU/G89B6Xceii8OA3K00UXWCOyQWfGFFpf98llTSyXGKoVnLaSgYkTvkRBkgKOHw6vtokqSHbIl6WUBwy1m7bwuAlfr8LrlPCbYQu0HQDLbuy6OFK0jbJZWhGLhQcDgd1dXXU1dUhhCCZTBaiJ3mSkkcqlWJiYoKKioolRxNTKYukXRG1Xh64rAjJUqCqKul0sQqj1ALe6/XOECguBxc6yjEbtV5fiWFYUUh6VWUV/kUMw0ojQKtXr2bdunUATKXT9MeivByLMp7Lct8TjxaIx2gysaIwsyrLNNrajeaCN0eoEO2YrUV5KBKjKhCkocwoTSlmk5GUpjGcSDAQixeiEnmyMF/5rwS4VBWnYpEUWQiEoeOQZUI+P76X9uOw33PIMuOpFIOxGGPJpY1CZ8OpKOeRFl0ITiZTnEym+OHYBPVnO9no87ElGGB3cxP1tbVUVVUtu99OKVRZ5mNX7+OjjzwAwFP9fRybmmRXfcMM7cnExATRaBSHw4Fpmvz2tt28+LBFSHozcd77N3ejPDXBz775HPFICowcmrv4G6txAzKalcrxlaZrLCdQJMk2Pys+UmXDQK8s7qvvhIRZYpxmVJhIuokyqZDnGaLSQM6ZM+zhSy3hzUgxbONqTSN0iWSfD/8qa+QcWhMj05ePSgnMnE1uCxuzevDJiozX68DjdaIqcok0RGAKKzqWt3o3DdOyfDetiEae3FxMqIqM1+PA5VRxqErB90S2czamAXt3tdLeUoXP68TvdVIZvjQe0pIk4ff78fv9tLW1oes609PTTExMMDw8TCaToaOjo5ASzUdPyjFmezWM0SRJ2gC8GbgH2IrVs3oSeA74GyHE0wus2wx8BrgbqAT6gG8DfyaEmNMvQpIkD/CHwDuAVmAKeAD4IyHE4AU6rFcElx0hyYeSF0NpyiaVSnHo0KFCa/jSaMFiGIjHeH6of4aWYyAeI5JdnpdIHm5FndF/pSVQ7MvS5J+pPykXOcPg4NkzvHDqJFO6jhQO8bPuc/QfOUB/PEZqdmO38ZG5NzQPQi5XoTy2kFaxSUedz79gh9/ZmCtKMx+EEIwnU1aqKBKlLxKlP2pbucfiTKWXXv4rsKIdmTkiP4OZlVVQVXo8NAeDtIQssW2zPW0JBan2eplMpXimt5+nent5vn/gvN9lJKcxkovw+HQET/8g631eNvq8XF1Xx6qG+rL67SyE29ra2V5bx5ExqwLiCy+9wL+/8d6ChqS/v59Tp07hcDjYtGkTkiSxsaKa17Wu5v4+SxT7tZOH+NF738bd797Lo987wE+/8SxjvuL+OBKmRTxyOrqzSEiUpDUPRUZ3l5wvukCNYP0wJZ3hHBPFZYQPUE3kgZKDCQhwmUjeEkKiFP/W+h2YWyRkp0B2CjxNKRKnAkVCsiFB9DmVTHbmeVA4EmFX0pgmqWiWVHTp58acV8Wsn06SrSocRSm+ZEUqVOGoqhXV03WryiabsSptDJvsCEySSZ2FkqfvevMubti3Zsn7/0pDVVVqamoIhUIMDw9TW1tLKBRicnKSSCTC9LTdONHlKmhP5jNmSyaT+Hy+i9oPag48gpVATAAvYBGETcBbgHslSfq4EOKLs1eSJGkt8DxQDRwDngb2AH8M3C5J0u1CiOysddzAY8A+YBj4b6AdeD/wc5Ik7RNCdHGZ4LIjJOUin7IZGxujo6MDXddnWMCXi47xUT717GPL2ofSKEelrJAbm+Ca9RvZuWo11Z6lV9kIIYhkM7O0HEUR6UgiPtPyfHJsSdtXJIkGf6CYWgla5bF5B9KQ68IZf0m2W2weWV0vRDX6o7Y41v57MBafkzi8WlBlmcaAn+ZQiOag9X01h2z/kmAA3yKVSTU+H2/ZtIG3bNqAZhgcGBrm6d4+nurtpTcSnbFs2jQ5HE9wOJ7gv0bGaD19ho0+H9vCIXY0N1FTU0NVVVXBnbgcSJLE/7l6H+/72X8DcHhshCf6eriltb1Q5uzxeNi1axder7eQzvntHXt5ZKAHzTQZTaf49pnjvG/jNu55zzXc9gu7ec8//wcTtmhDjWqQ00BVMEqIihq3iYphzhC0qilQdUs3YoSteUZYoJ7TkVIg7CCGXiVwDEiQAfKnY0CDUq+SkueSSKpkuzx4NliRLe+6JIlDAXidRcZd9UlMM4WcU4skQQaX24nikNEN8zyyslTMeZXPHlMZtr37EqtwlnIHSSRXRrRfaeQHlC6Xi5aWlgWN2fIalXz0JG/Mlkwm8XqXfq9dIU5hRSy+VxrVkCTpw8A/AH8lSdJDQogTs9b7BhYZ+bIQ4qP2OirwXSwy84fAp2et8yksMvI8cJcQImGv93Hgr4F/AW65gMd2UfGaJiQABw8exOFwnGcBXy5agsF531tKlGNiYoL9if1sDIap8c4fPtQMg+FEYg4th0U84its7OZ3OqlSVCplhV1r180gHvU+P44LVPEhhCBnGGR0vTDN6gaJXI6BWIynJyaZHh3n7/uH6I9GGU1eAGHsXFEJmyQ4FIWcbpA1rP2JJZMcOXacWCpFuKqSxuYWNNMkaxhkDQPNnuZ0naxhEHa7abEJSJ1/adGgBfdbUdjX0sy+lmY+ccN19EWiPNXby9O9fewfHJpR0i2A3kyW3kyWByanCPb0WcJYv4+9TY0019UVhLGL3YD3NDRyY0srT/f3AfDFl1+kKpZgdGSEYDDIzp07C2ZW+dFle0Ul79qwlX87cQSAfz3VwS+u24RHVTENk4l0kjxLUOI6mCbkTPTS0t64AVmLqOjB4neoJAUiq+EYVzDCdp+bKvCck1AnQLO7GphhHblbQR6TMVvt6EC1iVTSpK+0hZ1kGmROeguExLM+RfSBarSIA0dYQ5LBf1Wc6KGKIkkwIJcsXmcylJAVCa/PidfjtKzdS75ngZ1OJN9DKf8yC117dcPEuAhVOIoi4XE7cTlVnA4FVZVpaa4k4Hfh87nweZ2sXb30+9+ribk6/c5nzDY5Ocn09DTRaJSuri7+/M//nFAohCzLF7zMfjEIIe6YZ/7XJEl6K3AX8AvAn+TfkyRpL3A9MAb8Xsk6uiRJvw78HPARSZI+K4TQ7XWcwG/Zi/5mnozY631BkqT3AjdLkrRbCHHggh7kRcJlR0jKSdlomlYI6/n9/sJIbzloCYTYXddwnpajJRBcUpSjtMomls0WSmRnE4/hRHxFLq+yJFHv85ekVOyGdcFiY7cDBw4wPT3NnfuuW/L2hRBMpzOWgVk0L+qM0h+xdBspTSuQkAuNsNtlkQ3bY6Q0LVLrX7z7r+qU8eIgEokwdOoUIdNgz9YttLW1vdIjqHnRGg7xnvA23rN9G6mcxgsDAzzV28szvX3n6VdihsGLsTgvxuJ8c3iUNR43G31edlZVsqmpierq6gWFgB/bs49n+vsQQGdkmv85d4Y3tK9m27Zt867z4W27+fapY+RMg4Sm0Z9OsKWqFj1n4G0LEcEahatTWUQuB6qK7i8Ru8YNKwWiGRhq8TMkTVitbcYFGUvyhFZhgmaijhYJiV4jkEyBMiZh5klKjVHwJQEQgypUW1ENdU2W3KN+a3wJqDU5VFeWxHE/7uY0iZMB9AEfPrcDE8hktfM6GkhQQlYE6ViWdGz50YZyqnDA0q3MTONIOFQFwzDJZnUyaa3gtAqQTqcpTV5+7o/eREXFpaETWQ7Kaaw3lzHb2NgYk5OTvPDCC4Xl9u7dyz333MM999zDNddcs6SI4gXGESxCMlsx/wZ7+pPZaRkhxKgkSU8DtwE3AE/Yb12PpU/pFEIcmuOzvg9sA94IXCEkrwbyFvAZu8Ry+/btKyqlDLvcfOsNb1vSOrppFizPLaIRpWtyktOjI0QGe0noK+ts4XU4aAkEqXG6cKbTVCoqu9auZefqNWU1dpNleUGPFs0wGIrH7ZSJTTjs9MlANEZythblAkGRJBoDAYtshOwoRyBAUzBAg89PwOVccVnvyMgIx48fB6xzo7a29kLt/gWH1+ngttWruG31KoQQnJqY5OneXp7q6ePo6OiMUbYhBGdSac6k0vz3+CSb+wd5X2M96gL9dtZXVfG6VWu4r9tqHfBwPMrvLNIyIeBwzhBsh9weFEUhEPKjB1VIW/fSCtWFaSTAMNBLnolqVIdsDlQF52TxHDR8QFbDMeoAbKflastiXh2F/NPaqBZgmsijMvmaXrNu5rlsHHfCduv6V9dnyX4vjD7mQK21zlv3hjSj36231KoFWMsXrEckEJKE062iuhRMMTdZWQ7KqcIBELqJpi/cB2ehKyGZzF3WhGSuCMlCKDVmO3DgAD09PfziL/4io6OjdHZ28tnPfpbPfvaz1NfX09/f/2qRkrw18mwB33Z7enCe9Q5iEZJtFAlJOetgr3NZ4DVFSIaGhjh27BhCCKqrq5mYmLhon5XI5YpRjllajqHEyhq7SUBdSZSjVMvREgwRdrk4d+4cXV1duIIVCzrMzgVZlkkbBkdHRhmKx+mziYZVoRJlOJ4o+BtcSLgUBbdDpTEQwK1p1DidXLt5U4GANAQChVRIaRVN3k00b+C1HAgh6O7uLnQp3blzJ8EF0nGXGiRJYmNNNRtrqvnQnt1MpdM809vH0719PNfXf14q73gyxYDHyza3a95+O4qicJ2k8CDWo30yl+U7p07wvm075t2PqUx6xrlRa5v8GabJRKYYwfncP/06Xfef4kdffYyuEsM0Ka1bzVU0HedQcbtahYyQBc4hHbBEIFqNhDBM1LFihEWvEUiagTxcvL7MypJzNQvimNPqtiuDFDBRqjJkj7sLhMS7KQ2Hq8hpBro+8zotREMESAj0pIae1ArvlZIVj9eB2+0o+IbIsgSyZJMEyWoeiN1LJl8ZJiikcEzDRDesVI6xwkocVZUJ+N14fU58XitNI8uXRtRvucgTkuUKUtva2hgYGODqq6/moYce4uWXX+aBBx4gGo2+KmREkqQ1WKkXgP+Z9Xa+1foAcyM/v22F61zSuOwIyVwPpLks4CORCBMTE0vu+FvYphCMJBKFZm4FF1LbkbTU5Go58KjqeUQjn2JpLGnsNhuapnHo0CHGx8cJhULs3LlzTidDwzQZTSRmplXsiEfP1BRJXYfOnmXvv9/ppCUULJCJfAol7HbjUhVcimpNVbXg/VH62z377LMYhsFNW7ect+1SMpI3OyvnppTRdQYiMQajlm+K0/5chywz1N9HdGqKoN/P9o2byMgKIpMpLLNSt9pXGpUeD2/asJ43bViPZhgcGRnlqd5eHu7sYjAWB+B73b388rvfAaY5Z78dAB9wd0MT9w1b1YH/dOQgb12/keA8JcajJSZ4AYcTr13ZMJWdSVQaQ0Gu+qUbuOMd1/KO//4PTmCJdSP7fAT3x5FUFcckoAtQrQe5FgbHeAnR8EiYTgO1Twes/TFDVrmwVHJ5SKUhBMWyizf7VJR2K22jbMyRPe7Gd6v1vahrUmTiKYRhkwebaUiqjNvjAEkimzPOIwmzyUo2niMbvzBeHuedfbNvc/b/ZcXqbyMB2axGPlhVWe3mn/7l/RdkXy4VLDVCMhumaRaqbBRFYd++fezbt+9C7mLZsMWp38A6kb8zh6YjbyU7n69A/sIr9UlYzjqXNC47QjIbmUyGI0eOFCzg8z1H4nHr5rNcQnJqcoKf/8F3VrRvtXb7+pZgiAavj1j/AJuam7lp2/ZFG7vNhXg8zlMv72c8HsdfWYm7to5He/uIZ3PEs1lGEolCimUwtvIoTX3Ab1m12+mTAvkIhgi5XStKncyussljIefVgn4lGqPfJh790RgDEYt0jZfrEXLk9HmzVFm2PElUi6A47alLUXDmSVXJe67CVMWhyEVPE3uZ9sow2xvqLphIeCE4FIU9TY3saWrk7Zs386Zv/Re6aTIUj/P94yd557YtM/rt5CNFeVyrOHlUksgKQTSb5R/2v8gnrrtxzt+31JW3VJw9ni5+9x5FxWeXuqgOhd+7+Xbe99QPAUivchPf4iHYkQRdxjmhk6u3ls1Vgmsgixz3YAZsYWudhLtTIGUEwu4YrIf1YoUNIEWwHBvcWHe0lgzGcUeBkDg2a5gvVCJyE0hOgewWONdkyZ2xN5IPY+QMMjmjMKuUrMiqjGsBsrJSnPdNn28Qa01Mk5xWItq1p+n0xUmjvppYKSHJZDKYprlk2/i3vOUtnDx5cknrfPOb32Tv3r0LLfJlLP1HF/AbS9r4/yJc1oRkIQv4pXb8nY2WwOLhfJeilJiAFdMrea+O0iobXdd5ZDpKk89P9QKalpxhMByPz9Bs9Eej9ExNMRCLkc2L2Hr74dCRZR1bHm5VLUY5bKFo/v+NgQBO9eI9TGVZPk+cbJomOV1nyI7qDMYS1jRqfR+D0RjJ3MW58ep2L5LzvFpWAL/LyXVtzdy0qo3rV7VQ4bn4Nt3NoSBv3bSB7x6zKgr/cf8B3rxxPV6HAyEEvb29dHZ2FroXOxwOJiYm+DlT5wdD/QB8+9QJNuZ01tTVU1NTM6Pfzli6SEhqSwjJdLYop3QqCrowcUjWOntrmrm1YRWPD1tRGf0Dbaz61zjdR/pxDOeKhKTGWt4xapDNE5JKE88pDXVERWu33jfqQPZY9vMAchw4JcMO+0G90cA8qBZlgm05cqkM2VNO3NssjYtrYwo6PShOFcMU5BbwIUEIxAJkRVFkVIeMoirItvg03xtIkimkGkslKzPSOGa+F1M+fWORcsMoP22a39alIs6+EChH1LoQltvHpru7m9Onzx+0LIS8I+xckCTpk8CvA6PA3UKIqTkWy1fIzPdwyF9s8RWuc0njsiMk+SqbUgv47du309DQMGO5fI5wuRGSgMtF2O1GleSZ7qOhIgGp9i5e2ZFHaZVNNJOxRvZRO40SK5KPkcSF1W/U+LzWvoeCBbJhRiLkJsZ5/a23rsjBUAhBNJNlPJEkq+tkdIOcYZX3Zu0y36xR8rc9zRk6/UPDpLI5fhJ/kKyuk9Y0hmNxhmOJFVUZqbJMQ9CPT1WIJVJowrRszcEu4zUuSgXQXEhkczx0pouHznQhAVsb6rhpdSs3rWpjXXXlRXt4fHjPbv7n1Bkyus5kOs1/HjnKr+zeyenTp+nv78fn87Fz5048NkFqbm7m9+vqeOK7/8lkOo0mBPdNjvNW3WBwcLAgFqyurmYoVvRJqfUU74OrgxXIkoQpBNFclu91nuBd67YW3v/4lut5aqQHQwjGRIYtn7+Fsbf8F84RrRBXzlWByOVwDOtk19o6kloFjCzqsFEgJHotOEpTNnGBfAbMHdb/xXoD8QMVkZCQ/AJJAXm9Ru6oq0hINmdIfDeHlipJueRFIpKE0+1AdSjohkkuN/N8mU1WTNMgpxmwoPx06VioEuet79rL7a/fSjQ2SX9/N7t373pNkRFYeYQkT0iWWtRw+PDhZX3eXJAk6deAzwJR4B4hxLl5Fu0DdgLN87yfn987a53S98pZ55LGZUdIDMOgo6OD4eHhBS3g8yfxcgkJwBPvft+8Wo6FoNv6jf5oUbcxEI1yvH+Aqc4eUk89u+x9AmsEGnA5CThd1tTlIuB0UuX1FtIqrSGrMZ1nDvfCs2fP0hmZLsvxVjdNRmLWsQxErFTJQCRaSJskVuiLwnRsyav4nU6aw/k0UpCmUIAW+/91AT8jQ0OcOnUKRbFceauqqmasL4RAM0zLk0Qv8R3RZ3qP5MlLrjDfKKyTM6xXVs9PdXKGFeFJ5HIcHRlDKwnrC6BjeJSO4VG+8uzL1Af83LiqlRtXtbK3tWlZzrzzocbn413btvAvBw8D8K+HDrMJk1RJZ+vZrpZeh4Nf27mH//ec5Wr9XHSaj1x/E95crtCteHJykmOR0cI6AVkpCI4bfAHeunoj3++0IjN/d/Ql3ty+vtAYcU2wkre1b+E73UcB+OfjL1M7GbdMzggDkKtzgGHgGMwCFlnS6iQwTdQSEateC44Rg3yERAQF0iMy5P1HGgR4dYxjMuo++6G2KYf5mBthgHbOSfaoy7JgFQUJajF1g0BLZmfSixKy4vI4UNS5ycqFxEKGag2NYeobQuS0qO3menlpoMrBSkWtiYQVQHi1Ov1KkvQO4O+wNB5vEEIcXmDxI1h287vmeT8/v2PWOqXvlbPOJY3LjpCcOHGiYCe8devWeS3gV5qyARYkI8lcrphWsSMc/XaqYWie/inlQgLq/D5CkkRIkmivrGD3unW0V1bSHLKEoytBaWv6/LHkdRj9EdtTxP57OJZY0bEsBxJQF/BbRCMUpCkULBCO5lBwXv2KEIIzZ87Q19eHx+Nhx44dc96MJEmy9CCqktdKXnCkchov9g/yVFcvz3T3nadvGYkn+F7HCb7XcQK3qnJ1SyM3rWrjxtWt1AdWfgP9wM6dfO/YCeK5HIlcju+eOccHt2xiy5Yt897g37Z+I/929AgD8RiGEPzTiQ6+cPvdhf4iU1NTfOuFJwoSup6hIZ588kkqKyupqanhQ1ft4Kc9Z8gYOlPZNF8/eYiPlDSk/JX1uwuEZFrK8el/fj/f/taj5P2Ec3UOTMNAHSpSAa1ORWSzKD2CvHBEb1BQn8ySfb29zFUSjGRhWAY7UCo2C8wOBQqERCf7LwYTH6rEzOQVorolZlVkXF4HSDK5nD7D2wPOJyu5xCwPEmnWHxJW515VsfxDVBnZ7uYryflUTl5QK81gHvkUTj4F43CqGIaJltPJ5Qy0nI4Q4HRa96bSxpKvNbxaKZsLAUmSXg98E9CBtwghFhuF/gzLIv6NkiS5Sr1IJEmqA24EpoHS7TyLFXlZI0nSjjkIT96v4ifLPpBXGJcdIVm/fj0ej2dRM6uVpmxKIYTgKy++ZJEO2wBsOf1TSuFxqFZVTalgNBikNRzCrWkcP3qUXC63LLv7ufZ/PJmiP2JFOY729HJmeIxv/Ph+huOpFR+LS1XwOByF6hqnquBWS6a22NOlFitvpicm0NJpNqxbi1NRcDsc1AX8NIcCNAbnrzKaD7quc+zYMcbHxwmHw2zfvr3gNPpqwOt0cOuadm5d0255iIxN8FR3H09393FsZKalf0bXedp+j8fgqpoqblzVyk2rWtlSX7usCqCg28V7tm7mqwcsv6RnozE+uXr1gg8uh6LwkT17+b3HHwHgoe4ujo6PsbWmFlVVqa2t5da163nxZauc/sV0jHsdrehjY4yNWcd0Z6CGn0SGAfjGqUO8Y+1mar3WA6HRG8CnOkjaPjy1N7Typdd9nOse/CoAwi1j+ASOniRguYoaFQqmR0IdKvEsqZaRz6RBc4JDAq+EsUpG6hCIBlsAvVHH/I/iNSNVC6QGgRiWi89/0y6ZMUyyOWvgImBGNERWZZweJ0jSwmSFkj8ECFNYjfXm/4nKwl/8y3tZvb6+8H9L9G0W7gevZUJyoVI2r3SnX0mSrscyJZOAtwshHlpsHSHES5IkPYtldvYXwMfsbanA32PVwn9ZCKGVrJOTJOkrwCeBv5Mk6S4hRNJe7+NY/iNPXi4urXAZEhKXy0V7e/uiy12IlE0ekiTx/WMnmFhAuDQXan2+GWQjOTxEvdfL62+4nsp5qmz6+vo4fPIksiyzc+dO6urqZrwvhCCt6cSz2UJ1TWGayZHIZYllrP9P2CRkMDpfL5jEHPPmORa/j+awfSzhYsSiJRyiwuNeEmEyTZOOjg5GRkbw5FJUV1dTW1tLOBxe1o01k8lw+PBh4vE4DQ0NbNq06ZK6QUuSxMa6GjbW1fDhfbuZSKZ4pqePZ7r6eK73/OZ6Z8YnOTM+yddfOkSFx8317S3cuKqNa9uaCbrLC+nEYjHWpFL4FYWEYZAzTf7xwEE+dfNNC653z+q1/GvHYU5OWqTjiy+/wD+/7o2F3/ftV23mG8cPM5JKogvBUyLLZ26+uVBSfMu4xOPSGAlhkDZ0PvP0g3xqxw2FfjurAhUcm7bIS3ciwvaqBmrdPsYy1sOj4bZVjP3gLFLGRNjN93KVAmdvBnICnLZBWlhGOa1jbLG1JhsFriMG4m7rliY2g4iamN0gr7KOTd6cw+hTUZwqDpeKKZhbzFoSDRG2K2p+dilZURwKTrcDIUlks3pZKdClwuGceYuWJKvRXh5XCMn8eBUjJD/Fyjl2YzXTu3eOZZ4RQvzzrHnvx+pJ81FJkm4DTgBXY5mpPQf82Rzb+SxwB3AdcNZ2dG0DrgHGgQ+s+GheQVx2hKRcXEhCAlb1wmxC4lSUgn15wV3UrlZpCgbO028888wzCCGomkNkZZomJ06coKevn6SsEG5s4ZHBUQZOnLXSKZEYE6kU8Ux2RaLP+eBUFFuLYZf2hoOFv5tCQdyOlZ8qxaoCk/b2dhRFYWJigv7+/oJzYlVVVaFh3EIRjkTWSjOdGRph/6kzRDI5qisqqJ1O8/JLR2aW7trRmkLprh2lmV3Cm1/+YnuSVPu83Lt5A/dutpvrDQzzdHcfT3X10h+dqamZTmf46cmz/PTkWVRZZkdjfUEY214ZnnP7ExMTdHR0oAjBe7du5u8OWynkH544xfWtrdy6qn3efZMliY9dvY8PP/BTAF4cGuS5wQGub24BrMqs39qxl0899zgAP+06w/s272BjYyONjY1sMU0GO/x84eR+AB6dGubqgy/T6HBTUVFBjVT8TbviVrHBKn9lgZDc8vu3s/2X38THen/ClNu6drUGB65zGZQJHaPRJiBNMo6OXIGQ6FtUXP+dgpxikRavBKtNzCMS8irrepG3mRg/NTDSBka6JO1iEwwkCdWlorpUqw3PImTFNEwyGYtMivMWLPmjhKtLdudeWc139LVet927E9M00XJWN1/NfvkDC6dn/zcQkuUe26tISML2dJX9mg8zCIkQ4qwkSTuBPwXuwWp40Ad8BvjcbEt5e52MJEm3YjXeexdwL1Z34W8AfySEmM807ZLEZUdIyh2JXwgNSSneuH491zQ3F8hHSyhIja/8KhuwLqxsNksknWEgYgteI1F6pyKcGhhiLJ0mqhnWze3YfGLs5SPscdMSClLlcqCkkuxat5aNLU20hENl9YJZCUrJiGma+Hw+Nm7ciCkE09Eog6NjjIyNc6JvAK2nH10I3F4fnkAATXEwls4yGIkXyFkkPYcx3VgU6FnxvqqyXEJmin4jpaRlhheJqlLhdbOvvZkdzfVL8h5xKAr72prZ19bM7958Lb3TUYucdPdyaHBkhn5HN032Dwyxf2CILzz1AretbefTd94yI2oyODjIyZMnUVWVHTt2cGMgwI86uxiKW1qgj973AB/ctZPfvObqeRsEXtfUzDWNTbw4ZJmlffHlF7i2qblwfrx5zXq+ceII5yJTCOBvDjzPP975RsA6x9+37Wp+MHCW3ngUATwuZ/hIVRNTU1N4Sn63o0P9TNRP0OYN8yJWyXF3Yop3XbeDff713DdsCWRX/dw63GPDxI5lSNuEJLfZif9/IvAu2yl2tYJwSHDShO3W929uMjBe0lHvtW5z8kZh9bzJzjrPrRpc6ztOGeipeciK24HDqaIbFnEoxYwtzpHCKcBO5czGOz90I7Ky9Afva5mQlDo0LwevFiERQiz7RiqE6MeKlCxlnTSW/uSPl/u5lwouO0JSLi50hOQd2853FJ0P+cqUvDA0X5FyenCI8UyW9IGlme7MB5eqEHC58LucBF1WxY0/X3XjclHhcReqUZrDQQK2++bw8DBHjhxhx+pW6uvrF/mUIgzTZCyepH/a8gSJZ7JW5Yk+u7TXLu+1pxndqkzJaHph3itdgrsU6KaJnjNJLbGM819fOIzf6eTa1c3cuKaN61e3UOEt33tEkiTaK8O0V4b5pd3biGezPN87wFNdfTzb08f0LBL22Lkezoz/kL9+411cVV1JV1cXXV1duN1udu3aVcid/+ltt/KR+x4opIa+fvAQHaOjfP6uO+aM1kl2lOSd//0DAE5OTvBA1zlev8bqeqfIMh/ftY/feOw+AJ4Z6uf54QGubbCqDB2ywse3X8tHn3kAgBemRvj1nddyy7ZtTJw+zH0nrXRQbzLCoUOH0I2iLUNnzHpvlb9YGeXfUcMXnvkQ/3PiZf581NK35La5kf5WR5o2EBUKyBL6OoF6IIfYbn3nYoeC+T0NkRRIPgnJAdKaLOZBQJZBknC4nSgOBV23uvCeh1KykjTQS5tSl5AVh8eB6lALJfuGITB0o6zeN3nR63LwWiYkhmEsO10Dr56G5AqWj9csIZEkCUVRLhghmY1UTisphbWntmvo0ApdUhVJoj4YmKHTaA4FqQ/6C8Qj4HIt27is1BNlNjKaZb8+MG0f07RV5ts/HWMoGptRyvpqwyFLNIWCtFaFqQv4LIMruwRXM0yrFFcvlubm9Fnv2WW7FxKJXI6HT3Xx8KkuZEliW2MdN65t5cY1bayprljSaC/gcnHXVWu466o1GKbJ8dFxnurq5fHOHjonrW7WA9EYv/ztH/H+jatZg0EgEGDnzp24Sqzf9zY38a23vZWPP/AQXXYX7JcHh/jF736fv7z7TnbO8vAB2FpTy12rVvNQdxcAX97/Ene2ry5Ef25ubmNPXSP7R62GNF848DzfecPbClGUO5vXsKO6nsMTVg+xvzr0LN+56xfY3tgKJ61CgUmhs2rNGgaHBExb2zkzNcrzzz+Px1skgy9N9TKeTXDruq18fvRRTARmUOH9//ke/mfiZXorLN8nfacL9acJ+IBNAlfLmE4D84iMvFvGPCogi0Uw7HNfS+gzaadNVJAknF4XsiKja/P0mikhK1rCWJS+hmuD/Ok3fwVN09Gydmomq6Ov4BzME5LXmgcJXDhC8mqV/V7B0vGaJSTARSMkv/2j+3hiBX1gANyKQoVDodbtYlNrM2tra2yxaIj6gP+iWY4LIYhlNfqSGcY7+0h1DzMwHbWJR4zxRHLxjVxkuO1qnHw6JGxHeqo9TkQsQkAWVDkdBBxWf5xwOFxoGOfz+ZZ0cy71JNH0Em8SfQ7fkZL5Be8RO9pzZnSSl3oHZ0R8TCE4PDjC4cER/vbJl2gI+rlxbRs3rmllT2vjkiqJFFlmW0Md2xrq+I3rrubrLx3i7597GYFl+PYPx85yS0MNn7vpphlkJI/VlRV8621v5dNPPMkDZ6104FgyxQd//BM+ft0+3r1t63nf20f2XMOjPd0YQjAQj/H90yd55yYrUihJEr+zex/vvM+yhD8+Oc6DPed43ap1hfc/seN63v2IFWU5OjXGoYkRNlZUF7avCRNnbSX3NFzLXz9idWCOohPNpAjENXwoJDFIGxpf6HiYP93xc2wKNnIsZqWS4lcpvGv7HfzZmR8B4Lypgs2Hazg2MQnVMsgSbJXIfTmNSAK6DIqM6lQRgDmXE2rJQCIXm5XutcmKJMs4vU4kWUbLGedV3swHt9tBfWtlWcuWiysRkvlxhZBcfrjsCMlSHjaKolwwDUkpQmX6gOQrU/JRDhGNIKcSrK2rJReLFnrvzNUcbzEIIUjlNBLZHLGMXWmTyZKwp/Fs/u/8/3NMpdIMTEeL9uunhxb+kHlQ7fPSXBGkwuuxiYOKu3Rqay+s/jBWnxe3Q8XtcNgkY2YJsFNRcDmKfWHm+o2TySSHDx8mhZuWlhba2tqYmppifHycyclJIpEIZ8+exePxUFNTQ01NTVlVOxfSkySd03ipb5Cnz/XxdGcv44mZIujhWILvHjzOdw8ex+NQ2ddup3bWtFDjLz+sLEsSv3rNLq6qDPN/H3iMpD3CfmJ4nA/98D7+8g130BA83yzQ63TwF3fezo76Ov7q2ecLdvmff+Y5joyM8ulbb8ZXIiRuD4V56/qNfO+UpeX46sH9vHnd+kJDve019dzVtpqHeq0oyhcPvsjtratx2g+RXTUNM6IkpyMT7KppoNEbYChlRTW64xFurG/DozhIG9Z52bxjM82Sm95OmX+ZsLyfHp46x8bH76fZ6+SYvX8vTXXzp5vfXNjfpDPHB775Xv712H9z1NakOK7zoj8ZsZcwwDDQS9sPFEiGFRGRZMuLRMxFMuyHvzAMstGSbZSkblZva6GqoYJkPIOWtYSpuayOntOprLvwPc7y/Z5eizAMY0Wl+3ljtLmMM6/g0sRlR0igaB+/GFRVvSgRkpaw1edmrsqU5nCoYOY1uzLl0KFDjI7qaPEYLS0tc5anzpUyGYsnCoQjns2RsEt8L6TFfClUWaYxFKC5wk4XVVgalJaKEE3hIF7n3GZ0cL54Nd/HYyUh5ampKTo6OtA0jfXr19PaanXdbmpqoqmpCcMwmJ6eZnx8nImJCfr6+ujr61tS1c6FgMfp4Oa17dy81vYeL8407gAA6pVJREFUGZ3g6U6LnBwfHp+xbFrTefxsD4+f7QFgU30NN65p5ca1bWyoq15UYJxMJpFHBvno6ka+MxalM2JV5xwbGeOd//lD/vz1t7Ov7XxHaUmSeNe2rWyureF3HniYMXsU+eC5Tk5PTPI3r7uLNZXFUfyv79zDT87aZmeZNN88doRf27mn8P7Hdu7j0T4ritKfiPHdM8d5z8ZthffXhSoLhKQ7FgFglb+iQEh6EtPcLLXT7q/gZNQqBz4WHWVL+3Y+tPN2Hn2un96kJZ7d74qzK+cvKEgPR/roOdtJu6uanqylPfnxsadozAU4al963ltC/N9bPszhR4+z/+GjnDs0y0W7QDIgGy0ZvNgE4+p7tlO3qobh7nGGuscZ65/CnJ2+KUnd3Pym7dz9S9cXetlcbBiG8ZolJKZprihCku8vc0VDcvngsiQk5UJRFHIrtTafA7+wfTNv3rJhSZUpY7Z5lBCCutZ2jFCY+0+cK5CPvFZj9qj6YsElSzQG/aytry0Sj3CQ5gpLq7Kc0tdSIpJv9LXSm+XQ0BAnTpxAlmV27NhBTU3NecsoikJ1dTXV1dUIIUgkEoyPjzM+Ps7o6Cijo5bd+UpSO0uFJElsrK9hY30NH7p+NxOJFM90WeTkhe4B0trMyN2JkXFOjIzztWcPUO33cuOaVm5a08betiY8swhgJBLh8OHD6LrO9Tu2c29dPZ9/4lm+f9QSS0cyGX7jR/fxG9ft4QNX75zzHN1eX893f/Ft/P5Dj/DigJUC6YlEeM/3f8S33/7ztIfDgOWl854tW/nnI5bB2r90HObtGzZTaffBaQ+Fedu6TXznjJVy+eqR/dy7ZgN+m/y1B8KFz+yJR+x5FTw7ZrXh6IpbmpZt4foCIfn62Ze5t2UzbkXlg6v38cdHLfHsGRHjL296O//x7FlSpoaB4PnhM9QrTnrsr+iUNsqv193Mw/GTmAgiegLHZhe/uOvn+MVP/ByRsRgHHztO99F+hjpHGe4aY7Rvcl6SccvP7+G6N+0uzNY1g7GBKQY7Ry2S0jXGcM8EIz0TTAxFqGurKgyC8kRcluWLRhpe6xGSlaZsJElaci+bK3j18JonJBcjZVO5SOWEbpqMROP0R2L0T0U51tNH5+gYk1mdqaxG9lD3Bd0ft0Mt9rRxOwm4XcVqm5L/h9xuGsMBKh0KHftfZu3ataxbt+6C7MNsMoIkkTMMMplcQUyar8LJ6QZZbdb/53hvbGKSqWgUU5LxBYP85NH91nKajmYY+FzOgkOsc/ZLUXGpDmR3JVomQyadJDs5iNI5gCrL+NwuqisrqKmqpLqiArezmE5y2r4l85XFLgfVfi/3btvAvds2kNV1DvQN83RnL0+d62U4NtOgbiKR4kdHTvGjI6dwKgpXtzVy45o2brtqFUYyzrFjx5AkiR07dlBdbWkyPnXHTWxtqONzjz5N1jAwheArz77M0eExPnP3rXMaqlV6PPzDG9/A37+0n386cBCApKbxpedf5G9ed3dhuQ9s28l3T50gls2S0jT+8fAB/uDaGwrv/8aOq/mfrtOkdZ3pbIZ/PX6Y395ptWJfFawoLNdrE5JVM0iKRUjet3YPP+w/jmYajGTi/EfXQX5l3V6urWovLDueTTCYiXJ15SqenDgDQKrRx7WinhdsUWyfHGN0YIT6YIghyfq8g5EzrPY1Apaw9LZ3XAvvuLawXV0zGO2bYLhzjOGuMYtkdI0y1DVG45qZxoSqQ6FxVQ2Nq2YSY9M0SaesKqh8BLc0WggUSlgvZPQkXxr7WkP+e1spIfH7/a/J7+e1isuSkCw1ZXMx23KfHBnnpZ4B+qftapvpGMPR+Io71pamTBpCAUIeV4Fg+F0Wycj/f6kC2FQqhSRJhRvlfMjpBoPTdvpoypqOxezOvlqxrDer6+cRjAtejTMaXXyZJWPhJphKQV+i4lRla2rrYzxOlc1Ntdy4ro1tLfVLIi8uVeW61S1ct7qF37vjerompnmqs5enz/XRMTQ6IxWXMwye7ern2a5+/uax53lLSxXX1Feyc+dOgsHgjO2+efN61tdU8Ts/eYjBmJUSebKrl3d/64f81RvvYn3NzCaDYIllf3vfXlpCQf74sScAeLSrm46RUbbVWw/joMvFr27fxV+/9DwA3zl5nF/aso2mgPX5NR4v79u0g692WGZo3zhxmHds2EKNxzsjQjKQjJEzDNr9RZLSnbAISbM3xDvbt/PNLosYff3cy7y1dQuVLh/rA7WcjlvRkxcme2cQkgPRPnZm1+FQZDTJRJdMUjUOWpOVDDkiADzet5+rJiuprq6mqqrqPNGv6lBoWlNH0yzysRTIsozPb43E86TcMIwiQYcZ11uelKyUnLxWCclKTdHAIiRXoiOXFy5LQlIu8ux6pUx7ITzX1ceXn3hxyev5Xc6CLqOg0bD1GnVB/wUdnc9GaXO9WDpjk42ZxGNgKsZoLMHFUalcHjBsm/7Z6ZU8DvWN8B/PdxB0u7h2bQs3rWvj2rUtBMq0dwfrwbSmppI1NZW8f99OplNpnuvu5+lzfTzX3U8iW0w5Zg2D/+oZwwhVct08efENtdV8+90/zycfeMzqjQP0R2O8979+zCdvv5E3brpqzvXevGE9/3X0OCfGLa3Ll154kX9+c9Ey/l2btvCfx48ykkygmSZfOfAyf3bL7YX13795B985c5ypTJq0rvP3h1/m/7v2Zpp8QRRJwhACUwj6E1HWBIsalYlMiufH+rm2toUPrbuGH/cfJ6ZlSeg5/uHMi/zfrbeyr6q9QEhenOzhExtvK6zfm5kiZmbZGmrhYNIimBMhg7esuZMXTn4Nl+QgoHgYGR0ppO6CwWAhxRcMBi/4YCV/fZXef0rJSf5Vqm/Lp3WW+gC+mPe2VxMrbawnhCCZTF701OwVXFj8ryAkK81FLoTmcGje94IOheZwkHUNdbRUBHHpObITY9xx7TW0N9RfkAvFNAXJXI5EvpomkyORyZZU3OTn59/LEUtnGJuOkDnQR0p7fMX7UA4kwOUoqawpmbodVhRCQZCKx5GFSUU4RE1lRbEax1Fcx6UqOBSFRDZXiMjkCmW6VuRmRoluSeRmpi/JzHnLFQnHMlkePHaOB4+dQ5EkdrQ2cONVbdy4ro3WqvnPj7lQ4fXwhs1X8YbNV6EZBof6h/nRiwd5qn+UtB11+t6RU5ydiPAX994xZ3VO0O3iS2++Z0ZpcEbX+aMHH6djeJRP3HzdeR42kiTxsWuv4UP/Y1nGvzw4xPP9A1zXalnGu1SV39x9NX/0lG0Zf+4M79u6g/VVVtTF73Tya9t287mXngHg+2dP8MubtrEqVEGzP0hv3Ipw9cQj3N68mj3VjeyfsNIsf3X0Gb532zsIOd18eN0+/vLEk9Zx9nbwrlU7uKa6jX/reQmAA1P91LmC1DkCjGpWFEhrC3Odt4qDXRYheXm6k19pv53PbfgV1vtbUWVLS5bvtzM5OVkwkXM6nQVyku+3c6FRSjTyac0Z6c2S+fnfotzoiWma83Y8v5yx0j42YEVIZkcRr+DSxv8KQqLr+kWrsFhdXcGNa9vsCpsgTi1DenyMao+TPTt3UltbW1h2YGCAY+kYfoc6LxlJZTVL5DoVZSSamEUyZpX22vMvZhRDkSTqQwGaKy3Ba2M4iMdppS4cil3Wa5f0uhyzynltIpEvAV6IgI2Pj3P06FHMOjebNm2isbHxIh7V3NBNk5xukM7mGJucZHR8grGJSZKZLLopELKExxfA4/eTFjIv9gxxoGdohgmeIQQHeoc40DvEFx9+ntbKkEVOrmpj+xJTO5gm8sQIt1V6uL11G18/1c/psUkADg+O8O5v/JC/uPcOdjafb2yWLw3eXFfDH97/KNGMZYf+vY4TnBybmLM0eF9LM9c0NxVErl9+4SX2tRQt49+09iq+0XGYzsg0Avji/hf46t1vKKz/9qs28+8nO+iPxzCE4FunjvHJa26kPRCeQUgAfmfrDbzz8e8CcDIyzs/6T/PG1g28o30b3+o5xGAqhi5MvnjyGf5i1+twySpZUydtaDx27ggtWTejskVIjmfH+JWmoqalOzVGREuyOVhsI+J0Omm0++2YpkkkEikQlKGhIYaGhpAkiYqKigJB8Xq9FyV6UkpOZmuvlho9yVeyvdZwIQhJKpWioaHhNfn9vFZxWRKSpfazuVhurQDraqv4ytvfgGEYnDhxgsGpaeoqQ+zates8Qx5ZlhFCMJFIMZgeZmAqaqdKYoW/p5Lpi7av88HtUC29SqWVMmqqCNkEJERDeKZJ2+wb6Ep6TeS319fXx5kzZ3A4HOzcuZOKiorFV7wIUGUZ1SnjdTqoCvjY2N46o2pnYmKCaDQKySlCwHuvquU3966nK5Fjf98oz57rYzo10969byrKf77QwX++0EHA7eS6Na3ceFUb165pIeiZP7WTyWQ4ePAgyWSSlpYW1q9fzw17dvNnDz3NT45Z+omJZIoPf/un/J9b9/GO3Vvm/B2ua2/h2+/+eX73pw9zYtRKxyxUGvzRfdfwru9bZmcnxsd5pLOLu9auASy9yUevvoaPPGxZwj/d38f+4SH2NFjk0akovGfjNv7MjpKcmbbIU3sgzJO2XufopJU22V5Zz91Na3lw0DJp++Lx57mraS0uReVjG2/gEwesyppHR84xlkmwo6KJFyetbTzcfYxNnmr2G9bxvDzdzR+73ki9K8xINgLA/uku7q7bPud3K8sylZWVVFZWctVVV5FOp5mYmGB8fJzp6WmmpqY4c+YMHo+H6upqampqqKiouOBajblSO0uNnlzRkMyPfMrmCi4fXJaEpFzkw68Xk5CA9fA4dOgQ0WiU6upqNm/ZyngyQ8dInyUKtclG99gkQ5E4uRcvbJVNHh6Haold3bb4NV9h455ZbeN3Ozlz7CiNtdXcfPUeqvyeskhFfuSWH8WtlIyYpsnp06cZGBjA5/OxY8eOeUVoQghyutV48EJ0Hi4XkiQRCAQIBAKsXr2a7P/P3lnHR3Hnb/y9nmzcQ9xIQoAYEiBoKcWttJS6e3tX//Xu2uv1tNfe1a927VWhpYZTKO4aBWJI3F02yer8/pjNbEISCCRQoDyvV17ZnfnO7KzNPvP9PM/z0eulH6+OQDY1MNXDnsWRSdRY5GRW1LP7RBEnquq67Ku53cDGYyfYeEws7cQF+TJ+sFjaCfF0tY1rbiYtLQ29Xs/gwYMJDg5GJpNhp1Lyp1mTGe7nw6ub90jBZq9t2cvR8ipemD6xm0UYwM/Zic8Wz++TNXiYjzfXhoex+aQYdvbO/oNMCQ2RSOmUoBDivX1JrxKzRd44tJ+v5i6UPgfhLp1cNU3irEi85yA+zxUDzn4uPklOfQ3Rbp48OWwcW8pOYRIslLc2s/RkJvdEJjJ9UCTvOe4nv0V8/fZWF5LkHiwRklNyHc8nzmPp4RzMgkCDsY0TuipGuIWxrkIUxe6ty+2VkJwOe3t7AgMDCQwMxGw2U1dXJ82edHSiVigUuLu7S7Mn5xNmeDb0NHvS+ft2+uxJhzD9SiYk5ztDYjabaW1tvUpILjNc0YRkoDv+9oSGhgbpx6PdwZWXd2dTse5Qv1w2aoUCPzcn/F2dcdXanUYyuv7vWOegUZ2T20ZWlo+HiwOeTn1ToXe+ctMbTRgtgk1/cbqF19jx32b3NRht69uNJtoMBiqra9G1tSNTKNFo2/j02CZxjLGHfXXq9+Fop8bLyQEvZwe8nLV4Ozvg7eyIl7PWuswBN609cvnAT9VqNJpeA9lKSsR00Bilkgljo7DYOZBd18LeUyWkFJR1cR6ZBYHUwnJSC8t5e/N+gtxdGD84iDhfNyzV5SBYGD58eLfmhzKZjBsSYojy8eDZFZuoskb9/5R1guNVdfxr4XUEuXfXraiVil6twQaTmUfGjZLGPjZ6FFtP5WMRBAobG1mVk8sNQ2Okx39ydBJ3rl0FQEZVJVsLC5gaIpZHgp1dpf1UtenQGY1cGxBGuLM7J5vEgLPXM/by0eR5BDm6cnN4LF+eSAfgo5xDXB8Sg6vajmSvYImQ7Ksu5DqlzWZbbNGh1tgxxMkWI3+gLp8xboMlQrK7Nofc5jKinM6t9KdQKKSk3w5hZMf720FEQYwj78i0cXFx+UWEsTqdTppFMRgMF8RW/Euhv6LWtrY2BEG4Ght/meGyJCSXSsmmpKSEY8eOIZPJiI2NpUmmonRLap+2dbbTSGUR6b+bMwHuzng7OV6QH9PO6Jju7YDFIqDTGyhvaKaktpHiuiZKahspqWuktK6J5ja9JBK9MOi7rbfFKs7Nr67vdYxSIcfLyUpQrOTF28UBJzuNLbdEpTwtw6TrfY1SgUqp6DUkrrdAtpqaGsnR4QncMdibR0ZFUaAzcqiogj0niruV5orqGll24AjLADuFnKRQfyy1LXh6W3rUnQz382HZXYt4fvVmDheJ4tATNXXc9sWP/GXOFCZFhPR4zD1Zgz87nMGi4UPwcRJP3mHubsyPjmJFdg4AHxw6zJyoSOysM44jfP2YFBjMjmJxxuKtwweYFBSMUi5nkIMjarkCg0X8nBQ2NRDj4cXT8WN5ZOc6AHaVF7GvopixvoE8FD2KFQVZtJgMNBn1fJhziP+LncBYryC+yhfD2PZVFjJdpcFJpqJZMGJB4FBtIaPdQyVCcqgun1uDkgjVepPfKjpyPi3axitDb+31M3I2yGQyHB0dcXR0JDQ0FKPRSG1trURO8vPzyc/PR6VS4eHhIX0WLoTI9PTZk+bmZo4cOQKAj4+PtLzzsQ+ErfiXQn9nSK52+r08cVkSkr7iQpVsOkoNhYWF2NnZkZCQgIuLC05W4SCIrhIfZ8cupMNNo6S2qIDRQ6OJHRI1oMdktljQ6Q00t9kcNy3teprbrALYNn2n5QaKyisxmIuxbM8Rt9Hr+9Qq/XKByWyhvKGF8oaWsw8+CxRyORqlgkBPF8ZHBjEhOoSoQZ5dSOOZSjt1dXU0NDSgBK5xt+fGWaOps8jJqGhg94kijlfWdnm8drOFHSeK2XGimBHB2fx90bW4O3QP43N3sOe9m2bz7o6DfHFQLIm06A08+cNG7hubyIPjR/RIpjqswYu++JZqXSsGs5mPDqTy4rUTpTEPjRrBurzjGMxmqnStfHPkKHclxEvrfzsqiZ3FhQjAqYZ6Vh/P5fqoIchlMkJdXMm16kdWnswhxsOLyX4hjPTy43C11VmTvpfvpi/GTWPPA9Ejef3oXgCWnczg1vBYRngEoJTJMQkWWgUT7R4OjFOFs7FCJEkHaguZGxDD/wpEvUpmYwkGi4mHw67j+aNLmemTwF3Bk8/tjT4LVCoVvr6++Pr6IggCjY2NEjmpqKigokIsY7m6ukrkxNHRccBnT1paWkhLS8NkMhEXF4enp2efbcUdty919FdDcpWQXJ6Q9SVg7Az4RX7CzGZzn8owNTU1HD58mJiYGKn/SX9hMBhIT0+nrq5Oao7XOWhpz/Ei/Fyd8HN1QnOa1qGlpYXdu3cTHh7ea0Jqc5uesvpmmtraaW7r5Kxp62TfbTOgaz/tvn7gI/L7ApkMaWahiz33NJuuRqXAbDSga2pCKZfh5+uDm7NTz+NVtsRUjdUSLFqDFVgEqGnSUdWko7rT/+pmHVWN4v82w4Ur0XXA00lLclQQE6KCGRXmj90Z+vucXtppbxeFrx29dioaWzhQUM6JZj0nGnQYTguV83Z24NUbrmOov3dPuwdgc84p/vTTdlo7NY4bGxrA3+ZOxdW+Z73DtxnH+PtW8QddIZOx4q6bCOpkY//X7r18kZEJiOFo62+/BedOn/Xf79jC6uOiwNZH68C6xbdgp1Ty2bF0Xj0sEgylXM66BTcT6ORCRk0FSzZ9b9v/2OuYHRJJu9nErI1fUNEmksfZgZH8Lf4abtryBSdM4izO41Hj8HXQ8vJRUVDrb+/Cj+PvY+buN9GZxQuBP8fM51qfGMra6/Gzu7jC6Pb2domc1NXVST+odnZ2Ejlxd3fvd/xAR4nYYrFIZKQzegtl64zLYfakuLiY48ePn7fIPSMjgwkTJvDiiy/y5z//+QIcYa+4aunpBy5LQmKxWDAajWcdV19fz4EDB4iKiiI0NPSs48+G5uZmUlNTaWtrIzAwkCFDhpzTF7q1tZXtO3bg5uOHxs1LFLvWWkWvdU2U1jbS2KY/+44uINRKBf5uzqKGxd0ZfzcnAj1c8HDSWsmCjWColb135+0MQRCk3AeNRkN8fPwFywcQBLH0VNXUaiUsLVRbb1c36dAZjGL+iNF8WlZJd61KX6FRKRkV5sf4qGDGRwXj5dz7VdnpvXaampqkdS4uLji7uVPQamRTTiE782xJsiqFnOdmjmdBwpBe932qpp5nVvxMQV2DtMzPxYnXFkxjiG/3HkBGs5mFn39LSaN4DDOjI/jHTFvYWX1bG7O+XIbO+l27f0Qij48ZLa0va25m9nfLMFpLBU+NHsM9sQnozSZmrVhGuc5KMEIH89rEaQA8uXsDG4pFZ42/gxPrZ9+GWqFgVWE2vzu8Sdr3HzyiSWurZqNJLL+M9gjk74nTmbXjA2nMqgn381H+djZXiULdQHs3vhp9Pyr5LxsUZrFYqK+vl2bI2trE8pxcLpdsxV5eXtjbn7kFxemor68nLS0NQRBISEjAvVMTxDMdy+mzJ6fjfEPZLiQKCgo4deoUI0eOPK9zxd69e5kxYwb//Oc/ee655y7AEfaKq4SkH7iiCUlzczN79uwhIiKCiIiIfj1mRUWFmJNhsRATE0NgYOAZxxtMZg6fKqXYqsMoqW2iuLaBktpGTD21Nh9AOGhUoujVvpPLRrot/q8oKUKjkJGUmNBlnaNGDQgD5qTpsENXVFTg5OREfHz8BXEoDBQEQcBktnQjKi3tBlLyy9iVW8iRosozhqgN8fdifFQwE6KCiRzk0ePr1zHT1tjYiIuLC2q1utuVdWqDgWUZJ7s81oKEaJ6dMb5bsFkHdHoDf1q/nS15NieXWqHgd9eNZ35sdLfx67Lz+MMGMexMBiy/7QYiO0XMf3gohf8cPCQek1LJ+ttuwdPBJoT+5/49fHnUNouyYfGtOGs0rD6Zy/O7t0jjvp9zIzEeXhQ2NzBn3TJMgkhink8Yz53R8ZgFCzds+YbcRrFrb6LSmdsi43j2xHYAVHIFe6Y/zG37v6BAJ4pdfx8zjUT3AG4/+DEW66noicHXsjjAJtC9FKDT6aTZk/r6eokUODg4SLMnrq6uZyQEtbW1pKenI5PJSExMxNXa/PBc0JutuDMuldmTU6dOUVBQQFJS0nmVXTZt2sSiRYt49913efTRRy/AEfaKq4SkH7iiNSQDIWoVBIETJ05w8uRJ1Go1I0eO7NMUotFs5jefrT2vx9SolLg72ONk3+GmOY1Q2NuIhZOdBkfrOid7NQ4adZ869e7b14Zer2d0RID0PDtnjAD9JiOdf3S9vLwYPnx4tylriQCc7szp6JVjncmwVyvxdnHE01nbrRQ2kJDJZKisYtbTERPgze0T4mnQtbH3eDG7cwrZd6KYVn1XcpxdWk12aTX/3XoYb2cHceYkOpiRoX5oVEpaW1ulmbaQkBAiIiKQyWTdSjsxdhbuGeLLN8eraDGKn+GVaTkcr6zjnzdOw8e5u4PAQaPm1QXT+OJgBu/sOIhFEDCYzbz80w6OlFXx3LXJXcjMjKgI/nconZO1YtjZf/Ye4q35M6T1t8fFsuzIEerb2mk3mfgoJYXfT5wgrX8gPpEfc7PRGY006fV8kpnGk6PGMDt0MJ8eS5e0JK+n7OPj6+YR7OTK4oihLDsuCjLfP3aIhWFDcFZruD1oKC8cEVNaT9LOlMjhOBTsRWcyYLSYSa0rJckjRCIkB2oLWRQYzzy/eFaWWbsR5+9mhs8wnFXnNvtwIeHg4ICDgwPBwcGYTKYuwtjCwkIKCwul8l0HQekc5FhdXU1mZiZyuZzExERcXM4t/bcDAx3KdiFxVUPy68RlSUgulsvGZDKRmZlJVVUVzs7OJCQk9Hma1UGjxs3Bnvpegs7cHOxFwauHMwHuLvi7i/8D3J3xcBr4hMjT0dll03FiEgQBo8lEq96ITm+kVW8Sf9A6EQMbcTidNHQdo2vTU11bi95oRqFWo1A2o992HIOx+77ONbLdRWuHt4sDni5W26+Lo+imcbG6alwccbJXX7DX0NXBnlnxkcyKj8RoMpNaUM7u3EJ25RRS3tDcZWxVk44fD2Xx46Es7NVKEoJ88FOZiXBRMzJ2WJeZtp5cO+HV1YR4lfFhygmKW8Ry3rGyKm754DtenjuR5Oiwbs9TJpNxZ1I8Q3y9+N3qzVJY248Z2eRV1fLqgmn4WsmMQi7nseTRPLl6IyA240svqyDeT7Qba9UqHhgxgn/u3gPA98eyuXn4cELdXAFws7PnntgE3kkRo92XHj3CLTHD8HFw5MnEMTy0RXTW7C0vYW9ZMeP8Anlk2ChW5ufQajLSaNDzcVYKdwZGoS6qQoY47dpoMpDfXM8ojwC2V4qZKPtrihjjGczyItHJtq8mn3pDK/eFTuDnymO0mg00mdr5vHAvj0fYSk+XEpRKJT4+Pvj4+CAIAs3NzV2cWaf325HL5Zw4cQKVSsWIESNwcnI6yyP0Db3ZijufCzov72wnvhizJwPlshmo1+sqLg4uy5KNIAgYDGcXcZpMJjZv3oyfnx+xsbHn9Bg6nU5Kyhw0aBDDhg075y/Hc0s30NJuEMmGh0g2inKPERngS3LS6LPv4DxgMltEwWub3iaGbdPT0uGyaRPj5guKy2hqbcfO0Vkca11/+tX+5QqNSimRFU8rUfF2cZRIi7eLI26O9igVA3diFQSBU1X17MopZHduIUdLKnt1LskQZ1wmWGdPInzcz0igmnWt/HPdDjbmFknL5MDcCB9uSIjuNU20oqmF51Zu4mh5lbQs0M2Z5XffKAXMCYLAHd+s5EiFOGZEwCA+vsHWWM9gNjNv6deUNYuaED8nRz5dOJ9B1pN9q9HIzG+XUmvVStwQNYQ/TZiMIAjc/fMqDlaIzpoYdy++nXMDcpmM944e4p0jYlNKtVzOC66heKrt+I+pjKwmcVbl2eHjUatkvHJ0OwBRzl58mbyYGTs+oMUkkrMlQYk8O2Qqnxfs5cN8cXZllu9w/hA9+7KLDD+9305n4b6XlxeDBg26YP12OqO3ULbO6ExQLgQ5OXbsGJWVlUyaNOm8SMlHH33EM888w4YNG5g+ffqAH98ZcHl96C4xXNGERBAENm7ciI+PDwkJCX3ef3V1NRkZGZhMJqKioggJCRmwk9umTZtwdXVl1Kie69wms9lGHKxEoYNEiMTCSjDa9ZLFt+UKIxQqa3+cDueNWqmgpd1AXUvrgFqT5TIZ7k72UkaJl4sDnp1u+7k54+t2/rbNupY29uYVsSu3kP15RbSfQTA7yNWR5KhgbkwaSohX7yXBVWk5/POnXV1C1mI9HLg+zAutRt3jtL/BZOa1LXv4IT1b2uapa8Zy2ygbST9YVMoDP9hKjO9dP4txwbbZm00nT/H0hp+l+4HOznx6/Xy8rVPi32Qd5a97dwGiY2flopsIdXXjSE0lN637QdrutQnTmB02mFaTkelrvqSmvRWAcfZuvDl1Hp8UHuGj3MMATPAJ5v/ixjN/+xfS9tuve5B1ZUd5K2+H9bHkfJ98Dz52jvwley23BCUR43zx+yANNEpKSsjOzkahUKBWqyVh7MXot3M6+iqMHchQtiNHjlBdXc2UKVPO6/m98cYbvPTSS+zatYvx48effYOBw1VC0g9c0SUbmUyGQqHoc8lGEAQKCgrIzc1FqVQyYsQIvLy6uxP6A5lcTk1LO4ePl1BSKzprOv6X1jbR0v7L2HdPh0wG9ioVMplMdNRYG+d1/BeXWYPErMtaW5ppb23BXqMmKMAfJ629OMZq2e1s8bXd7rQ/q9W3t1A4k9lMTYdjptH612S1+zbpqG5spaZJ1+fwNosgUNPUSk1TK9kl1T2OCfBwJnlIMBNiQogN8T2nGRV3R3tmJ0QS7axgkrtAWauFKuzYf7KMysau+SjlDS18f+AYa1Jz+cP8iUyP69kWPj8hmggfd/7vu01UNon7yKzVUW+Scc/wIEydpv1dXV2lNNHfXzcBpVzO8tRjAHy6P43r44agtdqVRwf5kxToz4FiMWjszZ37ib/JV1o/LTyM/xufLJVuipuauH/VGv63YD4eWnsWRQ/h86MZFDeJjfXePnyQN66dznBPH6YHh7Ox8CQAb6UdYFpwGFqlipsHhfNOvqgl2d/WQLlZzxjvQImQHK4pxV/rgredA1Xt4hT8wZpibgpK5LvidMraGjELFt7J28FrCQv467CFfX5vLmUUFxeTk5ODvb09I0aMwN7e/hfrtwO9R9qfXtrpwECUdjo6tJ8v2eoo2VxNar28cFnOkADo9X2zx27duhWtVsuYMWPOOM5sNnP06FHKy8txcHAgMTFxQAVRL3+9hWNFlZTUNmK+wC4bEAmFY2cRrL1NDOtop6atuRFDmw57lRwPF2f8vD0I8PXGw9UZJzs1Wo26z2mxJpOJI0eOUFNTg6urK3FxcResu/LZIAgCja3tVDe2UtXYQnWTjprGTqSlqZXqxhaa286d+DnZaxgbFcj4mGDGRAbieIbmeCCepLOysigvL5c0SGq1GkEQOF5Rx+5csbRzrKSq27Y3jxvOY9eN6ZUA1eva+P2PmzlcUCYtc9So+eOcCUS62EuBbB1k3N7eHrWzC09sOiDN1DwyYRT3jUuUtj9SUcXtX6+Q7o8O9OPtBTOlhFaAT1PTeWPffun+YA93Pl04X8wpOXmc57ZtltZ9Pe96hnv7UNDUwNyVX0vtFH4/ajyjlXacKijg1aYiyo2ixmWiXzBvj5/JmNUforcmvX4xaRErio+wukSc3UnyDOS/Yxbxc0UOv8+0zeh8Mvpm4t26Ngq8HFFYWEheXh5arZYRI0b06Eg7vd9OR67Nxei3czrOxVbccbsvSElJobW1lQkTJpx9cA/43e9+x3/+8x+OHz/eb4flOeLqDEk/cNkSEoPB0OOH/3Ts3LkThUJBcnJyr2Pa2tpIS0ujqakJLy8v4uLiBrxOe987P3CksLLP4+UymUge7DU2t419x30b0ZCW2XUiHfYatGpVN0LRWbBmMBioqqqSgpw6rnA6enR4e3vj5OR01iuUtrY20tPTaWlpYdCgQcTExFxSeQa9oc1gpKbJSloabUSl43ZVYws1Ta29bq+Qy0kIG8T4mGDGDwnGz71rVoLJZCIjI4O6ujo8PT2JjY3ttRZe06xjZ04h7286SFOnHJrEUD/+tvha3B17FlKbLBb+s/UAX+3LlJbJgPsnjeTeCYkI1jyMzoFsG0rr2FbZAICDSsmK+xbj6WwT/r2ybTffpB+T7ieHBPLG3OldnDkfHDrMewcPS/dvGT6M5yeOxyII3LTye7JrRevuqEF+/G/WPGQyGX/ev4NvcsX9OilVvOAZiI+bO/Xerjyxz1YKWjvrFv6euYN9VWJfoIeHjCbR05eHDtiI0vtJC0n2CubOA0s51lgOwDCXQXyWdOtlpxvpjFOnTnHy5EkcHBwYMWJEl8DF3tAhfu4gJ42NjdJ50cnJSSInF6LfzukYyFC2Q4cOYTQaGTdu3Hkdy29+8xs+++wzysvLu/WDusC4fD+AlwCueEKyZ88ezGYzEydO7HF9R9iQwWAgPDxcsmAONF5atpkNqXnSfQ8nLf4eotjV38OZQE8X/D1c8HLR4minQatRDehxnG7x63xCMJlM1NXVSQSlI+NFo9FIjcbc3d27nUAaGxtJT0/HYDAQERHRTWtjsdgcOnqjtWleJ5eOeL+nZeJ9s8WCu5NW1Ha4OODt6oC7k3ZAhahnQkV9M3tyitiTVUjKydIuuo3TEebrzvghQYwfEkKYlzMZGSJJ8/f3Jzo6uk8kray+ieeW/czxCluUvI+LI/+8+TqG+PdeOtx07CR/WbOdNqNNBDl+cBB/XnANTnbij1rHD1d+aRkPr9tFm3WWJN7NkQfjB+Pj7S1eVdvb89LPO1iXc1za1zURIbw6e5rUU0cQBF7fu5/P08W4eqVczupblxDg7MzekmIe2GCbufhg+mzGBwZR3dbKjB+/os0q1Fzg7c9frpuDXC5nwU/fkNcoPuffJ05Aj1GKkk/0GMSXk27gvn0/cLBWJCkRTh58P+k2MhvKuO/g19Jj/SNuLtf5ds9audQhCAInT54kPz8fJycnEhMTz3uG8fR+Ox3f5YvRb+d09CeUbf/+/chkMpKSks7rse+9916+++47mpubL3bZ5ioh6QeueEKyf/9+2tramDJlSrd1xcXFZGVlIZfLe+ysOpDILCinrrmN+vIi7DEx47prL9hjARhNZpsItrWdJl07Ta3tUuy8ThLOiqLYFklEK/4HUMpAIQelXIZSIcdOo0Jrp8HB3g6L2UxDYxMmi4BSrcEiyLpkiRiMpjP+gJ8v5DIZ7s72eFmFp14uDni5Wt0znW6fKcr9fKDTGzh0vITdWYXsyS6i0Wql7QmOagWDPbVMHh7O7OQEtJq+/7i0G4z8fdVONmaekJaplQr+b+4E5iT23v/oRFUdz323keI6W/JroLszr944nQjvromeH+9N5b1dh6T7Y71cmB8gunzs7e1x9/Dg/ayT7CoqlcbMjI7gr9OnSBk3epOJeUu/obxF1LHMiYrk79deA8B961ezv0zcNsrdg+8W3ojFbOaPP69lpbWXjb1CyYZFt+Flr+W1tD38L0fMEZnqH8pDw0eyeOtyQBTI7pv7AIW6BpbsWiYdz5/jprEwaBjPpK1kW5VInvztXfhh/L2/eFLruUAQBI4fP05hYSHOzs4kJiYOGFk4vd9Oc7PNkn6h++2cjnMNZdu3bx8ajYaRI0ee1+MtWbKEjRs30t7efsFdSafhKiHpBy5bQmI0GrsIqXrDoUOHaGhoYNq0adIyi8VCdnY2xcXF2Nvbk5iYeNH86j0dT0/oQija9LS02shCZyuv5MZp7Uoq9MYL38/lUoaTVnMaael+21mrOa8Tsdli4VhRFbuyCtiTXUhBVUOvY9VKBSMj/Bk/JJjkIcF4uZxdlyQIAt/sO8I7G/d30RstGh3DkzPH9RjaBtDcruePK7ey+7jNGmynUvLsjGTmxkXZbLwmM49/v55DhTb9yQ3DBrMg1Jfa2lra29sxWQS+LKkiq0knjVk4LJoXr52I3LqfVdk5vLh1OyCehb9bciORHh4cra5iySqbs+Zv4yfj09BIdWMDf6sppskkXrUviRrKH8dMYldZIQ/sWAOAk0rNroX3MGndJzQZRWL81LBx3Bc1kudTf2Jdqdhcz9vOgTVT7qZa38yNez4lwtGTJ6ImM9oj+Kyv76UCQRDIycmhpKQEV1dXEhISLuiP58Xqt3M29BbK1hn79+/HwcGBhISE8yoBz507V+o5dpFLyFcJST9wxROStLQ0KisrmT59OjKZDL1eT3p6OvX19bi7uxMfH39RBZipqamcKConOGo4pTVNlNQ2UlrTRF1T6xVPKORWx45GJbp1bC4dpc3J08mJA1DX3Ep1g+ioaWod2D4/apWiK2mxkpUIPw+Gh/bdUVNS08hPB4+yLfMERQ3tnEmzHO3vyfiYEJKHBBPp13OsfAcOnyrlD8s309BpNmZYoDfPz5vIYF+PHrexCAKf7ErlvzsOd/ly3jshkYcm26zmrQYjjyxfR2aZTdf0QPIIHkweIfXaKa+q4s3MPI53CvebFRbE764Zj6OjIxZB4IZvvuNkfT0Ak0KCeWf2TACe3vIzG/NFZ42nSs3/DQokMjycfXodfz9ka+i3Zv7NeGm1jPnhYylOfvl1N7KhNI/PjouzJo5KNRtn3Emb2cjcbZ9hsApeH4sax4ORSRxtKCfGxVciSpcDBEEgKyuLsrIy6Tx0oYlAZ1hO0xed3m+nw511rv12zvdYOoey1dTUkJ2djaenJ1FRUeccyiYIAlOnTqW0tJSSkpKrhOQywhVPSDIzMykrK2PatGlS2Fl7ezvBwcFERUVddAFmRkYG7/2UQWZZy9kHDwAUcps41tG+k0i22/1Oy+xs+RUdTeh0be0cP3mKxuYW7Owd8PLxwWw00KZrob1Vh0ywoFTI0Npp8PJwx9fbEy8Pd+w1aivRUKDs5wm33WCkprHVZvltsNl/qxpEN01tU+s5J7/2BCethrFDAkkeGsKYIYE42PVOWjucEWq1msFDhnG0tI5dWYXszy0+YxdmHxdHpsSGcceUeFwdej7xVzQ0839f/0xOWY20TC6TsWh0DA9MHYVzL06f3ccL+ePKrTR3spH/ZmoSt4+Ll+43t+t58Ju15FTa9v3byUncmWQb09DSwqMrfuJYTZ20bJKnCzeE+OPt7U1Ou54Xd++V1n1+/XwSBg2ioLGB+d9/IzlrHo4eyqPjJ2Iwm5m78muKW8TS0nXB4bw5eTq3bf6BlGpRoPpk7BgWDx7GjA2fS7Mkd0TE83zcRF7P2smnJ1MA0CpUrJt6N56ayyse3GKxcOzYMSoqKvDw8CAuLu6ikpHTIQgCra2t/e63MxCoqqoiMzMTpVJJXFxcj06hs4WyCYLA2LFjMRgM5OXlXWyh81VC0g9ctoTEZDL1KV/k2LFjFBcXExMTQ05ODoIgMHToUAICfhmL4NGjR/lqayY7TjT0abxCLhOdM9rORKKz46aT80YrkgmtRoWDnQoHjQp7jarfJzudTkdaWhptbW0EBQURGRnZ5UsuCAINDQ1UV1dTVVUlXW11RKF3XG1dDCGdyWyhvrnNSlRaqG6wOmY6kZaqRh0GY9/bCSgVchLC/Rg/LJjkocH4uovlPUEQyMvLo6ioSJpe7nxFaTSZySgoZ3dWIbuzCymra+5x/072Gh6YPooFSUN67EPUbjTx6ppdrEvL67LcVWvHI9NGMzcxukeLdkVjC7/9ej2nquulZc/PmsCiETHS/frWNu5ftoZTtZ3GTBvP4sSh0v0WvYGHflzH0QqbPXmOnxeT3J0QBIF3S8ooaBNnceJ9fPh80QKampp4buN69jQ1AOBuZ8dPi2/FQa1mff5xntlp6+z79axF7Koo4D9HRV3LaG9/Pp+6kE9yU/j3UTH3RCmTs+6623HRaJi15VMarVbhm4JjeSH20oyJ7wkWi4UjR45QVVWFl5cXsbGxl5wr7fR+Ox0hlGfqtzMQ6AikVCqVjBw5UpyFO49QNkEQiI2Nxc3NjdTU1KuE5DLCFU9IsrOzKSwU27hrNBoSEhLOq1PmQCErK4u1+46xu6CVAC8XAjxd8Pd0xsfNESetxkYurBZeO7Wyz1+o0+uy/W2OB1BXV0dGRgZms5moqKizdjkWBAGdTkd1dTXV1dU0NjYC4lWNq6sr3t7e59V6fSAhCALNrXpxZqVR14WslNU2kXmq4oyC3Ag/D8bFBOFrZ8TOrMPNzY34+PgzEi5BEMivrGd3diG7swo5Vtw9Vn6wnwdPzx9PbEjP4uq9eUW8vn4vxbWNXZbH+HvxzJzxDA3w7rZNTbOOB75YLYldZcCf5k9hVmykNKa6Rce9S1dT0mATxP5p1mTmDbeJaJva9dz//Rpyq0U3jFwm4/PrZ+FgMrDnVD6v5dpcOY+GhRCuUtJoMvGP8iLard/TRxJH8kjiKNEevO57jtWKYXTTg8O5fWgst2626U6WTVtEjJsXs37+kvJWkcjNCojkX0kz+PJUKq8e60hqlfHjpDsIc+oq3L0UYTabyczMpKamBh8fH4YNG3bJkZHTcXq/naYm22eko9+Ol5dXnyICzoSamhoyMjJQKBS99uzpq61YJpMRGRlJVFQUu3fvPu9jOk9cJST9wBVNSIxGI/v27aO1tRVHR0dGjhx5UcKCzoTc3Fzy8/OZOHEiWq327Bv0EZ2/qGALINIbTbS0WsWwrZ0cNa2n/beuFxBQWxNZTUY9upZmVEo5g3y8cXF2FNNUOzQg1pRWdUfEu0rskmvu6N5rFEs9NXUN1Dc00tikw2g2YzILyORKlGoNCqUaQSYX7b4G0aWjVirwcnPA09XqmnG13nZzwMXB7oJf8bS2GziUV8Luo4XszSqiUde7o8ZFq2JSbDgThoeSONivz52I65pb+Sk1j0+3pHaL+5+ZGMkjs5LwcOr++TCYzHy9N5NPd6TSZuiqM5qbGMUj05K65ZaUNzRz3+erqLIKVBUyGf+4YRpTokOlMWWNzdy3dDUV1n41cpmMv829hulDbKFSda1t3P71CkqbRIJwbUQo/5p7HQAPrlrDvhLRWTNIreap4ADkMhkbWxrZYCUeWqWKn266BQ97LZsLT/Gb7RvE11CjYffiu1my6XuO1ln76XgN4sup17OmKIfnD9tmU5ZPuYloV0/mbfucklaRmF3jG85bo+ad/UX/BWE2myWR5aBBgxg6dOhlmZnSW78dtVotzZyca7+d2tpa0tPTz0hGekJvsydmsxk/Pz+io6NJT0+/6rK5jHDFEpKWlhZSU1NpbRXDrUaNGoWHR89CwIuJ48ePc/LkSZKTk8/6xRMEAYPRLLlsbMTC6q5ptbprWvU0t7ZL5ELXZpBcN6YLYL39JaFSKkSXTAdJkciKo3Tf3XngskrMFgtHCyrZc7SQ3ccKKTqDo8ZOrWR0VADjh4UwNiYIt14CzTqjtrmV99Yf4KfUruUYrUbFfdNGcsO4oT1qbyobW3hn4342HTnZZbmjnZoHrhnJotFDu7wGhbUNPPD5auqsAlWlXM7rS2YwNtw241VU18h9y1ZTo2uVxry2cBqTIkKkMRtzT/J/621prEtvvp6hvl5kV9dw07ffS8ufSYxnlKsLxZWVvHAql1YrUZ7uM4inR4zGzsWZST98KWlMfpi7mCZjO3dtXSnt4z8TZjPZP4RFW74mt9Eatubpz2cTr2djeR7PpqwHIMTBjWUTbsZJdfYgsV8CJpOJtLQ0Ghoa8Pf3Z8iQIZclGTkdFouFhoYGiaB0xLWfS7+dDjIil8sZMWIEzs7OPY7ry7EIgoDRaOThhx/m22+/xc/Pj6Kiooutz7n839hfEJctITGbzV26YXZGhzDKbDbj7e1NZWUlI0eOxNPT8yIfZXecOnWKvLw8xo4di4uLC0UV9Xy7JcNKLDoRjlbR1ms0XVmE4mJAyipxc8TTxaHTbEvXWReN+tyunJqamvh5536OlTZS1CxwvKyhVwGtTAbDQnwZPzSY8cOCCfJ2PeOPUGZBBf9etZvjZbVdlod6u/HUgmRGhPv3uF1qfhn/XreHE5V1XZaHe7vzuwUTGR7oIy07XlnLQ1+soaldFIpqlErevmUmicG2ZnQnqut44Os1NFg1ISqFnLdvmElSiKi5sggCtyz7kZwqkSCMCQrg/etnUVBQwEu79pBunWHxd3Zi9S1LUMrlfHT4IO9kpAKgAH7nF4yHSsXb9WWcbBN/xB6PH83DcSN5YPsadpWLJdZwZzdWzryZg9Ul3Ld7pXSM74+by0TfEH5zaDXJ3iEsChp2yWaPGI1G0tLSaGxs7FF/dSXh9H47HbO1vfXbqaurIy0trd9kpANms5nHHnuML774gpkzZ7J06VLc3HpvVHmBcGW+uRcJVxQhEQSBU6dOcfz4cVQqFfHx8ej1ejIzM0lISMDHx6eXvV08FBYWkp2dzejRo3F3d+fIyXIeefXHC/64KqUcR6tGxdFebb1tFclqxf8apYyy0lJaWtuw1zrg5uGJyWSxuW2MZgwmU6fbYgCa7bZ4X2nt0KtRK23/Vd3tvTb7rwIsZvTtbbS36Whs1tHcZqK53UyrEXR6C/UtevSGgbVCOzto8HJ1xNNVi4+7EwmRfoyOCcLBvrtYr6amhszMTARBYNiwYfj4+NDQ0sa+7GL2HC3gQE5xtxJKZwR4uUjkZFgvTfrMFgsrD2Tz0caD3XrtTI0N4/HZY/F27Z46aTJb+PFQFh9tOdTFVaNRKXn7zlnEBw+Slh0rreKRr9bSahDLRA5qFf+5fQ5D/Wz6k6yKah76ei0tVjGjnUrJfxbPIiFA3M+egiIeXfGTNP6PSfE46ZpoVar4U3aurWfNxPEsGT4MvcnE7O++pkInkpVr/Py51z+YL07l8FOTSMC0cgUfJSZjdLDj7n0bpBPLy6OmsDhiKPfvWsmeKjFfJdzJnRXX3iIlx16qMBgMpKam0tzcTEhIyAVLgb4UcbZ+O/b29hQXF6NQKEhMTMTFxaVfj2exWHjiiSf45JNPmDZtGqtWrfqldGq/jjf4AuGKISQmk4mjR49SUVGBo6MjiYmJaLVaKisrSUtLIzY2Fj+/X74teXFxMceOHZM6CeeX1XHHy1+fdTulQi6KXiUiocbB+uek1UhOnO5kQyQcZ9M2NDU1kZ6ejl6vJywsjLCwsF/s5KnX6yVRbEefHUEQUKrtUdg5YZFr0BmhpkFHTYOO6oYWqutFUWqTrn9ZJUqFnIRIP8bFhpA8PARvd0fKysrIyspCoVAQHx/f41WX3mgi7UQZu48VsudoIdWNuh72LsJZq2H+uBjuuDYBe013IWx9SxsfbjzImkM5XYSvdiold01NZMmE2C69ZaTtdG28v+kgq1Nt2zlo1Lx3zxyi/WzR8ymFZfx22Xr01vh4F3sNH9wxr0uia0ZJBQ9/u452ax6Og1rFh0vmEjPIC0EQuO+7NaSUijbdIHsNLyTGkJCQwCt79vHdsSwAPOztWXfbLWjVKlbk5fDizm2ANURt4Y142Nkxc+UyWq3f46mObsxz9mRZSyX72xsA8LLTsmHu7RS2NHDDlq+lE85fEqeyKNTmBLrUoNfrSU1NpaWlhfDwcEJDQ381ZOR0nN5vp6GhQVqn1Wrx8fHpV78di8XCc889x/vvv8/kyZNZu3btgDZGPUf8Ot/kAcJlS0gsFovUp6G1tZW0tDSam5vx8fFh+PDhkpCppqaGw4cPExMTQ1BQ0C91uBLKysq6zNg069r5ckOq6KrRnk4qNCLZ0GpQq8RW3B3i1Q4R10A4aaqqqjhy5IhkiR40aNDZN7pIMJvN1NbWSgTlbH122g1GahpaqW5osZIVnUhWrMSlpkHMKunrxz7I24lgdyXDgt2Ydc3YPgnuBEEgr6RGIid5pTU9jvN2deCx+WOZEtcz+csqruLfK3eTXVLdZXmgpwtPzhvHmKieP88HT5bw9FcbMFgJh6vWjg/unUeot41I7TlRxDPLN2KyTqu7O9jz3zvnE+Rhu1I9UFDCb7/fgMGq1XKx0/DpbQsI8XAltaSMe75bI4391+xruTYynCqdjjlffU27lWQ8ljSKB0aOwGyxsGjFt5ywhqhNCAji/Rmz+SDzMG+nHQRAI1fw4cgJ1NbV8lxRJibr6eUG9wDuiYzjPxXZrC8TI/W97RxYP/0OtMoLbyU/V7S3t0vdagcPHkxISMgvfUiXDBoaGkhJSUEQBNzd3WlqaupXvx2LxcILL7zAW2+9xfjx41m/fv1FS93uBVcJST9w2ROSDlGU0WgkIiKC8PDwLif3+vp6Dhw4QFRUFKGhoWfY48XB+c7YdBCQDlsv0GcyIggCbXojzTpRp6Lr0Kno9BSXVlBcVomAjEB/P5ydRG2FqrObRtX1dkepRXXa8p4yNAYSnfNOqqurJcHyueadmMwW6pqsCbD1IknJK6ph/7HCM86weLk6kBwbQnJsCHGD/cRSUx9QUd/M3mNF7D5WQOrxsm5C45GR/jxxfTIhPt1nXiwWgXWHc3l/wwEaTnP7TBwawm/mjO3WaRhgd24hzy37GbP1s+LlpOWj++fj52YbuyXrFL//cbOkg/FxduTju+bh62I7oe86WcjTP/4sEZfksEDeWHgd6enp/Ds9m+xm8T0Ic3fju9tvQCGX89a+A3ySak1ZVatZf/stuNrZsa0wn8c3bZD2/ens+Qz19GLGiqXUtIn7WTR4CH8ZN4VXDu/k8+NiF2M7mZwX3UIxIvC3lpMSUXk8ZgwPDxl91tf/YqKtrY2UlBTa2tqIioq6JC6CLhU0NDSQmipqiRITE3F1de1Xvx1BEPjzn//Mq6++SlJSEhs3bux36WcAcJWQ9AOXLSExm82cPHmSnJwc5HI5sbGxPWpEmpub2bNnDxEREURERPSwp4uL6upqUlJSGDZsWJ/D2SwWC216I03NbTTp2tG1GWhtM1odNVYxrFUIq2u13e+w9epaDQOSXno2KBRyq2ZEJCoqyRoskhZBENAbxO6/RqO1C7BB1KCYzRZcnOxE0am7I55unZwzbg54uonLOkocZ8s78fLywtvb+5zqyCazhWOnKtidkc+2w3nUNPVOTrR2KkbHBJIcG0LS0CCcHfpmJ9e1G/hqSzrfbMvoknWikMu5adJw7rouEW0PqbBNrXo+3nSIH/dldXkv1UoFt0+O57bJ8d3Kcj9nnuCP32+RZoP83Zz58L55eDnbprPXZuTy8urt0v1Ad2c+unM+no42y/G6Y3m8uHabdP+puHB8FAIWFzee35NiK6NMn8LcmEia9HpmfbmMJr01ZTU+jmeSxyIIAnesXUlaZQUAsV7eLJ13Pd/mZfHyfjFXRC6TsXLeTXhptUxf8yWNBnEfNwRGcotHIB8WZPBzq2gNtkPOW6FjCPf1uyBBXeeK1tZWUlJSaG9vZ8iQIb9Y+OKliMbGRlJTUxEEgYSEhF7Fpmfrt1NTU0N8fDyOjo688sor/PWvf2XEiBFs2rTplxCw9oSrhKQfuGwJSVFREWlpaWi1WhISEnqdpmttbWXnzp2EhoYSFdV7t9SLhbq6Og4ePMiQIUMIDu7eCExvMPH7t9ZZbb56iViYrzD77vnCUauWiIpEWtwccHFUoxAMWAw62nSNUiaBo6OjVNpxdnY+64xSR6+jxsZGFPZuVLQq2JtZSFZB9yCzDsjlMmLDB5EcJ86e+Hme3S1QXN3Imz/u4UBOcZflni5aHps3lqkJ4T0e6/GyWl5ftZuMgoouy/3cnfjt3HGMHxLcZbsVh7J4ZfUu6X6Ytxsf3DsPF62NQH176Civbdgj3Y/wdueDO+biYi+OEQSBe5auIqNU7HsT4mDHqzOSCQ8P5/cbtvJTjlhG8XN2YtVdN6FSKPhfahpv7jsAgFqhYO2tN+Pr5EhqRTl3rF0pPdab105nUlAw81ctp8Ca6npNYCjvXjOT/2Wn8lq6GEuvkstZN/tWnFUapm/8HJPZzCynQSRZtKhl4sxcxxW1l5cXDg4OF1Wz0dLSQkpKCgaDgWHDhl1SZc9fGh1kxGKxkJCQgLt730LsTu+309rayr333ktLSwvR0dFkZ2cTERHBzp07LwkHpRVXCUk/cNkSEpPJxLFjxwgLCzvjlZFer2fbtm0EBgYydOgvL4JrbGxk3759REZGEhYW1m29xSIw9b7/9FnjcK6wUytRK2WolTKcHe3w8nDFUatBpVJgNHZyzRhtrpkuLhujCaPRjN5oumDH2F9oVArcnO1x0iqwUwo42Mlxslfi7mxPkL8XESH+hAQOQnmaMLRzRP7pwt66plb2Hy1iT2YBh7NLztj8MNTPneThwYyLDSE62LvHWHcQf+h3HS3g7RV7qajv2tsoMcKPJ65PJmxQ95O3IAhsTDvOf9YfoNZaMunA2KhAXlg8pUsGytI9Gby9Yb90f4i/F+/eNUfqWQTw2Z40/rP1oHQ/xs+L/9w2B0eNOGZ37kl+s9KWP/LOjTNJDguiuKGRhZ9/K5V0np+SzJL4YbQZjcxd+jVV1kyTaeFh/Gv6NGQyGY9uXM+OYtHaG+riyopFN7G1OJ8ntm+U9v/VzIUM9fBi5tqltqTWoMH8O3k6B6qKGezigbtGi16v7xLU1XFFbW9vL5XwOltNLwSam5tJSUnBZDIxfPjwS8LNd6mgqamJlJSUcyYjp6OjXPv222+zbt06cnJypPc6JiaG2bNnM3v2bCZOnPhLi4evEpJ+4LIlJIIgSD0WzgSz2cymTZvw8/MjNjb2IhzZmdFRQgoPD2fw4ME9jpnz6H9p6aWzrUatFB02VvdMhxDWQdvJwtuxrEMcax1n0Ldy7OgRjEYjkZGRBAUFnfeXVxTXWtD3QGKMXUiMSUphlctlovVX3WH/VaJWi5oUuVxGfVObqOmo11FTL+o7qut11NS3UNvYiuVMbXTPEXIZuDiqCfJ1Y8KIcGIjvCguyMNkMhEdHX3G6fZ2g5HUnFJ2Zxaw70gh9c1tvY51d9YyzkpORkT595h90m4w8tWWdJZtzZCEqCCWcW6YOIx7po/osbmfrt3A/zan8O2eo5JWBCDSz5N3H5iDY6fGex9uOcT/tqdK9xNCBvHm7TOxU9v0Nu9tPcine9JsY4IG8fYtM9FbReMfZBeR1yQ+12gfT76683ox0XXLLr7LtDprtPasvedm7FUqvj+WxZ+375T293jSaO4fmcjxulqu//Fb6eTxp/GTWBQ1hJvX/0hmjTgLk+jty5czFrK6IJfn99uI0HfX3cgwj55/8M1mM/X19VIWRofV9EL2YGlqaiI1NRWTyURsbCze3t3j+3+t6ExG4uPj+x1MKQgCH374IU8//TRRUVE8++yz7N27l/Xr11NRUcHgwYPJy8s7+44uLK4Skn7gsiUkIM5+nA2CILBx40Z8fHxISEi4CEd1ZvSlhPTz3hzkMiRbr7ODHY4OGhzsNX0WUp6ODuuqXC5n+PDheHl5nX2jSwhmi4X6pjZq6qzuGSthOZ28GE19b5p3OnzdNIyLD2HGxDjCAtz7RNYsFoHsgkr2ZBay90gBBeX1vY51sFdz56wRXD95WI/pqyXVjby1Yi/7sou6LPdw1vLovDFMS+w5xyK/sp7XV+0m5WSZtCwu1Jc37pklEQ5BEHh9/V6+3X9UGjN2cCCv3TIdlXWmSBAE/r1xL8sP2caMDPJhob8jCpkMe78gHlu9VVr36vxpXBsdRlWLjnmffmNz1iSP4r7RiZgsFh5cvZZDpbbjen3GdVwbHsYfdmxl1fFcAHy0DqxbfAtHaiq5c+Mqaew7U2YyJTCERRuWk9NgDWLzCeB/U+af9b3psJp2TPd3aIxg4Eo7DQ0NpKWlYbFYiIuLu5TKBr84OmaNzGbzgJGRzz77jMcee4yIiAi2bdsmXTRYLBbS0tKoqalh+vTpA3H4/cFVQtIPXPGEBGDTpk24uroyatSoC3xEZ0dHCSkoKIiYmJgu6/rjpOkNgiBw8uRJ8vPzUanUREYPRSZXicJXnRg2plIqUKu7umlUqo5AM/G+YoCi2C8kBEGgSaenxkpOTicsNQ3ibV3b2WfWPFzsGBMbxORRUcRGdi/v9IaSqkb2HilgT2YBR05U9CgmDhnkxhM3TSA+srvLShAE9hwr5K0Veyk/rTtwfPggnrw+mXC/7id3QRB4Z91+vtmVKS0bGxXIK3fYCIfFIvC3VTtYm5orjZk6NIy/LJ4qOaQsgsBf1mxnbYbtSjPO04nXlszEzc2NZ1b8zNa8fPF5uLvy7b03opTLeWvXAT49nA6Ao0bN2rtvxtXejob2dm77/keKGsWmbHZKJT8suRGFXM7s75ZhtH7Onxo1hnviEnh4yzp2lIjlnDAXN1bOu4n9lcXcv91mMf5o0lwm+HXXX50JA13aqaurIz1dfL7x8fHnXYq4EtG5hBUfH99voiYIAl999RUPP/wwISEhbNu2rUf93SWCq4SkH7isCYnBYOix4+Pp2LZtG/b29owZM+YiHNWZYTQa2bJlCwEBAQwbNkxa3pmIWCyWLi21O2CxCLS1GyQyobNad3Udrhqro6ZFZ7P11tY1oms1oDda0BvOXxgrlltOswJ3SmBVdbYHq3se19kmrFGL2zjYqwkY5Iqn28UTIeraDFTXt5B+JJf9GQWcLG+lrrl3kmKvUZI4xI8poyMZPTy4xyTXntDY0s6BY6Lu5EBWEe36rrqTa0cN5uHrx+Dh0j3ESW8wsXRrOl9tTcdg7FzGkbFo/DDumTGiS0kGxM/QKz/sZM2hHGnZ1Ngw/nSzjXCYLRZe+HYLW4+dksbMTYzi9/MnSVoXs8XCU0vXsregXBrzzi2zGBMeyKmaem78pFO5xdoVuKldz6z/LaNFL76OY4ICeHfhTJRyOfn19dz2/QqarSXWGYMjePW6a3l1/x6+OCoSKGe1mp9uuo3K1hYWrl5uc+6Mm8z1EUO4Z9sq9leWABDl6sEP0286b5t5f0s7nfuv/NLdwy81tLS0cPjwYUwmE3Fxcf2eiRUEgW+//Zb77rsPf39/tm/f3qP27hLCVULSD/wqCMnOnTtRKBQkJydfhKM6MywWCz///DODBg0iLi4O6EpGBEFAJpN1uVL73atryDtVddHsu78EVCoFnh32XnfR+uvh5oCXuwOe7o54uTvi6mI/IFknFouFY8eOUVFRgYuLC3FxcZTX6NibUcDe9HyyT1X1uq1CLiMm1JOJowYzITEcL/fuUe49oaGljf+uOsC6PTldlmvtVNw9ZxQLJw3rMU6+tKaJt1fuZc+xwi7L3Z3seWTuGKaPHNyFyJktFl5atoWtRzoRjlHRPL/IJvYzmsw8u2wj+47bHD5Lxg7niZljASgoKCAn7zif5laS3yiKUocM8uLzexcik8n447ptrD0qzqAMcnZkxf1LUCsVfJmSyb937pP2eXP8MP5vividW5ubx+8328o9yxffgK+TAzOXL6PFKBKVe2MTeHL0GH6/ewsrT9rKOesX3sKppnpu2PgtAGq5gmXTFjHUvf96jXMt7VRXV5ORkTFgkedXEjqcRkajccDIyIoVK7jrrrvw8fFh69atl4RT8iy4Skj6gV8FIdmzZw9ms5mJEydehKM6OzZu3IiXlxeJiYl9Sl594s8/knW8ope9nTtkMnCwF4WwdholRpPF5p4xmDAYzJck8ZHLZXi4OXQjLp7utvsebg5SiaInGI1GMjIyqK+vx8vLi+HDh3frBlrboGNfRiF70/NJzS49oy4leJAz4xPCmDRqMGEBHmed5cnKr+TN5bvJK+qavhrm584TSyYQG9GzXXTvsULeXLGXstqmLstjQ315ctF4BvvbyjhGk5n/+3wj+/NshOOWibE8OmuMdHztBiO//WI96YW2z9W9kxOZFOBMUVERjo6O2A0K5IEv10nrX7vxOiZHh1La0MTC/y6XnDXPXZvMkhHDEASB/1u/mZ/zbGTohakTuCE2BosgsHj59+TVir1rkoMCeX/ubD5MS+GdFGtSq0LBusW3YBEEZq1YhsEivu5PJY7hvuGJPLdvEwqZjMeHJ+HncGHSOM9U2tFqtdTW1qJUKhk5cuQvnQh6SUGn03H48GGMRuOAiHsFQWDdunXceuuteHh4sHXr1m4l7ksUVwlJP3BZExKj0ShpLc6E/fv309rayjXXXHMRjurs6NC0jBgxok96kRf+tZaDGV2FjvZ2Khy0apwcNFbHjeimUcgttDTXo1bKCQ3xJ8DfFyeHTk4crQatvbpXK2oHzGZLF5eMwWjGYDDZ7hs6OWo6BZx1tw6brGNNXV041tv1Da3UNbae8VjOFW4u9ni6O0phah3ExdlRTVV5AXIMhIUGExUVdVYC0dZu5PCxYvak57M/s5DmMyS5ejjbMSYuiEmjIomL9OtVd2K2WFi7O5uPVx+k+TQ31XWjI3lw4Rg8XLTdttMbTXy9LYMvNqd1KePIZTJunRrPA7NGdSEcT3yynsxOeSUPTh/FndckSvdb2vU8+ulacsps0fYzw9yZPSyE+Ph4VCoVTy/fwM48a/ddL3eWPrAIhVzOP37exXdporPG1d6Or+68Hj8XJ9qMRu79djVZ1m7ASrmc96+fzahAP3YVFPLoOltTvk8WzGWotzezvl1mS2qNGsLLEybz6qE9fJaVAYCTSs3GRbfhrNYgv4iWzs6lnYqKCinivCMZ+EK4di5HXAgysnHjRm6++WacnZ3ZsmXLJeGQ7COuEpJ+4FdBSA4dOkRDQwPTpk27CEd1dmzduhWtVsvIkSP7JF7NL67FaDTj4CD2tXHQqnsUmRYVFZGbm4tKpSI2NvayEdrp2gxU1TRTW6+juq6FmjrR6ltdp6OmroXaet0ZicD5YHCIF+NGhDJuRCghfXTUmM0Wjp2sYE+aWNopq27qdWyH7mTyqMGMjQ/tsYleQ3MbH606wPq9Xcs4DnZq7pk7ivkTh/ZYximva+btlXvZdaSgy/Lbr43nwdlJ0v3mNj2PfbSG42W10rKn5yezaJxNu9Sga+OhT1aTX90gLXt+7ngWjhYze45X1nLrR9/bNB0LrmHG8MFUt+iY/6HNWTPYy51Pb1uAVq2iskXHbct+pNqaQeJip2Hpzdfj7+LE3StWk1oualOG+3jz1aKFLM8+xl/3iuFtcpmMlYtuwt3Onuk/fkWztZxzV0wcz436ZUquJSUlZGdno1ar8fX1pbGx8YK4di5H6HQ6KRBuIDJYBEFgy5YtLF68GAcHBzZt2kRiYuLZN7x08Ot58y8AfhWEJC0tjcrKSqZPn/6LnywEQWDHjh3IZDLi4uKkE1h/jstisZCXl0dxcTFarZb4+Pgzdrs0Gs20tRtQKETRqVLZ/wZ9Fxpt7UYbYakXSUu1lax0EJeGpt7zQM4EXy9nxiaGkDwilKGRg/rkKBIEgcKyevak57Mvo+CMuhMnrYrbZsUy75r4Hq+mj52q4M3luzle3LUJX7i/B7+9aXyvZZz92UW8+eMeSmpsxOiRuUncck28dL+upY1H3l9FUY3tB/SPN01hRmIkIH6Hduw/xL92ZlPfLpILmQz+cuNUpg0XWy384cfN/HzsJCBGy3/70GKUCgVrjuTy0vrt0n6nRIbw2oLrkMtkHKmo4t5vV0uN+cLc3fjy5gXk1dZy5482a++bM6czISSI+d8vp6hJPMZrQ0J589oZfHwklddTxUA3lVzO+oW34u94ccskxcXF5OTkYG9vz4gRI6RWBGcq7XSQkwsdyPZLo7W1lcOHD0vptL6+vv3e544dO1i0aBEajYaNGzcyevSl1auoD7i0T6SXOC5rQmIymaQTwZmQmZlJWVkZ1157rdQF+JdAh3g1JSWFuro6ABwcHPD29sbb2xsnJ6c+X6nrWvW06Aw0NbWSeSSb6poGFEo73N29aWs3iU4bnR6d1Y3TojPQomtHpzOgN3R1e8hlMlSdbL8qq0tGo1agklwzttsdDpkOR03nMZLz5rQxnR05arUCOzsV2j66VfoKg9FMrTVIrcZKUgpLqigorqSl1US7QUZDU/sZ9TFOjhqS4kMYlxjCiOFB2Nv1rZtsX3Qnwd72LJoczrCoILy8vNBqbWUZs8XCml1ZfLz6IC2n2ZKnj4nkwQVjcHfuXsZpatXz+LurOVleJy17bvFE5o0dIt2vbGjhofdXUdkgpsEq5DL+dtt1jBnsR2pqKs3NzWhcPXl121GqrcmvCrmct++cxcgwfwprG7jp/W8xW1+3Z2cks3iUOMvyxtZ9fHnIZjW+f1wiD08Q7fXrc47z+59sQta7R8bz2wlJPL7uJ3YUWK29bm58v+RGNuWf4tltm6Sxy+ZdT6S7BzNXLKWyVQfAgvAo/j5+au9vwgCjoKCA48ePo9VqGTFiBHZ2Pfcr+iUC2X5pdO7bM3z48AEhI3v27GHhwoXI5XI2bNjAuHHjBuBILzquEpJ+4FdBSI4dO0ZxcTFTpkxBo9GcdfyFQGfxqtls7tK1tiNx1s7OTmoK5+rq2uvV1VsfbGXDlqyLefgXBC7O9gT6uxHg54q/nysBfuLtQT4u/c49EQSBgoICTpw4gUajkfodmc0Wisrq2Zeaz77UAnLPMLOhUilIHBrAuBGhjEkIwa0HXUdP6Kw72XH45Gl6DxgV5UpyjDvubs7d+uzUN7fx0cr9/LQvt8s+HezV3Dt3NPMmxHQr49Q06nj03dWUWmdKZDJ4+Y5ruSY+XBpTVN3Awx+spr5FnEVSKeTcPToIfwc54eHhhIaGkl/dwEOfrKaxVfxBDfN246tHxQ6+f1mzndXp4jGpFQo+vHMuw/x9MFssPPHDBvacsgloX5l3LdcNER/7jZ37+TxF1ILYKZWsuXsJDXo9N3xjsw7/+ZrJzIuOYsmqH8iqEcW+I339+HT2PH48kc2Le7eLzwtYMe8mIt36F7J1NgiCQH5+PidPnsTR0ZHExMQ+nzcuRiDbL422tjYOHz5Me3v7gPXtOXDgAPPnz8disbB+/fpLxoBwHrg839RLBL8KQpKbm0t+fj4TJ07sclV6sdA5XwS66kU6ejRUV1dTVVVFW5v1B0Olkn6sPDw8ujhBPv5iDz+sSev+QFcIFAo5fr4uVqIikpQOsuLifPbuvYIgkJOTQ0lJCY6OjiQkJPR6dVtT18K+1AL2peaTnlWKqZcmhjIZDAn3YeyIUMYmhhLk17fOomXVTbz79W4OZHa17bo6qpma4EXEIDtkMhlqtVoio25ubmQXVPPm8l2cKKntsl1EgAdP3DSBYeFdr0jLapt4+O1V1DaJMxxKhZxX75vB6OhAaczxsloe/XA1Le0iAVYrZPxx4ViuGTVcGnO0uJL7/rtS6lP05xunMj02gqomHbf+93sarGTF01HL5/dej7ezA816PXd+sZKCugZAJB6f3DqPIb5etBqMzPn0a+paxc/1jbEx/GHqBP6weStrckXrsK+jI2tuXUJqZQX3/2QLQHt/+izG+geyYPVyTjXWMzUwlGdHjiPI+cJZbQVB4MSJExQUFODk5ERiYmK/ZjautNJOZzIydOhQ/Py6h/udK1JTU5kzZw4Gg4E1a9YwderFmwW7ALhKSPqBy5qQmM1mTKbem5x14MSJE5w4cYLk5OSLatU71+TVjqurqqoqqqqqaGlpkbbx9PTE29sbT09PPlu2mx/XHgNAa6/CydEOR0c7HLVqHBw0OFr/HBw0ODiocXKww8FB7H/j5Ci6cuzt1ZjNp7llDKJbxtjJHdNxW28wYTTY3DZGq0tGXN7JQWOwuW6MkjPHLFmKjcbzj3YHcHayE4nKIFe8PJ3w9HAU/9wd8PRwxN5OydGjR6mursbNzY24uDhUqr6VXXRtBg5nFrE3JZ+DGYXoWnsPSwsY5Mq4xFDGJoYQHeFz1nyUven5vPv1Hipru6avxkX6cv3EUGRmHa2t1nKJQoGHhwfuHh7sz63ls/Up3dJlZ46N4oEFY3BzshG0U+V1PPbuapqszh07tZI3HprN8FAbedl79AS/W7YVo1n86jrZa3jvoXmE+9oE0H9YvpnNR0XNSJCHC18/vhilQk5KYRmPfrVO6psT4+fFh3fMw06lpKiukTu+XEFTu/jYPk4OfHnH9Xg6avkm/SivbBO7CSvlclbcuRi5XMbcpd9I1uFnk8dye3wc961fw/4yawCauwffLbyR1Mpy5HIZid4XtoOuIAjk5eVRVFSEi4sLCQkJff7s9AWXe2mnvb2dw4cP09bWNmBkJDMzk1mzZtHa2srKlSsvCZ1fP3FZH/wvjV8FIcnPzyc3N5ekpCTc3Pp2ZdtfnE5GOoSr5/Jla2trk8hJQ0ODtNxgtCCXyUlMjMPH5/Jq5mWxCJhMZpqa2yktb6CkrIGSsnpKSuspKWugsrqpX12EVSo5jloFHm4OBAf52AiLh6NEZPryHhhNZo7klLEvtYC9qflU17b0OtbV2Z4xCSGMGxFKwtCAHhvoAbTrjXz9UxrLN6RhNNlmYlRKOYunx7NgcjRNjfVUVVVJU/0ymQyFxoEtR2rYfbS0y/4c7dX86b5pjBximwU5VljJE++tpc2qE3K0V/PuY/OI8POgtraWjIwMjlfrWJpejsnarNDDScv7D88jwEOceSiorufmd76TtDZ3TIjn0etE986PKVn8Y/0u6fFmDIvgzwuuQSaTcaCghMe+XS9pTYb7efPRzXORy2TM/2w5ZU0iGZsZHcE/Zk7llV27WZYp9s1xtbNj3W03U9TcxE0rv5f2/8rkqcyJiOz1tR8odJ5Vc3V1JSEh4YLqzS630k5nMhITE4O/v3+/95mVlcXMmTNpamri+++/Z86cOZfEc+0nLvsn8EviV0FIioqKyMrKYuTIkRelAdbZklfPB+3t7WRmZnY5cQG4uLhIU/1nctZcLjAYTJRVNIokpaxBIiolZfVnnLHoK/x8XRg7Kowxo0IZEunbZ0fNycIa9qbkszc1n1NFtb2O1aiVjIwNJHlkGJOSInoMaSuuaODdr3dz+Fhxl+W+nk48uiSZcfGh0lR/dXU1tbW1WCwWimvb2HSkjvL6dmkbO7WSfz0+p0sJ53BeCc9+9BNGa/nJ3cmel28eR21pAQqFgoSEBNKK63hx6WaJdAxyc+KDh+fjZY2x/9vKHaxOsdmR/3zDNUyPE7tT//OnXXx/2KZh+s3UJG4fFw/ANylHeXXzHmndnGGRvDxrMmuzj/Pixm2AeMb+5rYb8HTQMvurZbRa8z0eHDmCR5NG8czWTWw4dQKAACcn1txwM6oemhEOFARBICsri7KyMtzd3YmPj+8WlnehcSmXdtrb20lJSaG1tZUhQ4acsRN2X5Gbm8vMmTOpra1l+fLlLFy48EogI3CVkPQLlzUhsVgsUljRmVBWVkZmZiYJCQn99smfDaeTkf42xwMxkTYjI4OGhgY8PT0ZMmQIDQ0NVFVVUVNTQ0uLnoZGIzKZCo3GAYVCg9kst7lsdHpaWjocNwYUcpnNBaMWXTWic6aTo0atFJepOztvrG4Z9WnumtOdNdYxKpXirAFs5/K6NjS2UVJWT3FpPeWVTdTWtVBT20JVdTM1dS2Yzef2cXRxtidpRAhjR4eRMDwQjaZvV8QV1U2S7iQzpwyLpefHDfJz47E7JxIf0/1qUhAEdqac4r3le6ip13VZNyY2mMduHs8gL2dAJN61tbVUV1dTUVnFgbxath2rlcouDnYq3nxyHoMDbVHdOzLzefGzTRLhcLVX8sDEYK4ZPwZHRzHufu2hHP7+/Q5pmxBvV957aB6uDva06o3c99FKTlaJ7h2NUsGH981niL8XJrOZx5auJ6VQ7OIrA95YMpPkwUEIgsDfNu7ix4xsab9/nDGJucMjWfzV95ysFbshTwgN4p0FM3nv4CE+OJQCgL1Syfrbb0FnNDLv+28wCSKh+t3Y8dw61KZzGUhYLBaOHj1KZWUlnp6exMbGXnQycjoupdKOXq/n8OHDtLa2Eh0dTWBg4Nk3OgtOnDjBzJkzqaysZOnSpSxevPhKISNwlZD0C78KQlJZWUlaWhqxsbEDUvfsDR0OmoHq1Atif4j09HTa2toICgoiMjLytIZ7FlauOsT/PjvQr8e5UFAq5TbCohGJio+3M/7+bgT4uxHg74q/vxvu7uc3NV1dXU1mZiaCIBAaFgUyO2rqWqip1VFTKxKWmroWqmuaKS1v7HU/Go2SEXFBjB0dxujEYJydzi6eBWhqaedgRiH7Ugo4fKSItvbun8drxg3mgZuTcXftLqhuazfy5drDfL8pE3MnQa1apeDmWYksmRGPWmUjSoIg0NjYyM6UXN5akY7ZSoYc7RQ8uTCWIeGB0o/VugM5/OMbG+EI9nbhvd8swMXBJvBdviuTt9ba+s+Eervx/sPzcdZqKK1r4q4PfqSpTdSFeDs78NlD1+PhpKWhtY07P1lBWYNYhnHQqPn07gWEerlhNJt5ePk6UovFADRPRy2rHljC/qJSnly9UXqsTxfPZ7CXO7O/XEa99Uf3luHDeH7ieP6yZyfLs0WdlLudHT8tvhWHAf4BtlgsHDlyhKqqKry9vRk+fPglJy7tKO10kJOLWdrR6/WkpKSg0+kGjIwUFBQwY8YMSktL+fzzz7n11luvJDICVwlJv/CrICQ1NTUcPnyYmJgYgoKCBvw4zlW82lfU1taSmZmJ2WwmOjq616nSvftO8PdX1vfrsX5p2NurRIIS4NaJrLjh5+eKuhdNRkeCpkqlIj4+/qxdV6trmtl/OJ99B/PJzCrtQgA6Qy6XMWyIH2NGhTJ2ZBi+Ps59eg4Gg4n07FK27zvOlr15XbQwWns1d90wmrlTh/VYJiooq+PtpbvIyC3rstzf24XHbhnP6GHdP7c7007xp49tsyBuDkrumOiPk71Kavq2Ia2Qjdm2EtOQIG/eeng2Wjvbj/vHmw7zv80p0v3RgwP4190zUSrkHD5Vym8+XycRn9ggH/5z91zUSgUnKmu559OVtBnFsmmguzOf3XM9zvYaKptamP/RN1Iw2m8nJ3HH6DjuXL6SzHLRap3g58v/Fs/jq8wjvLZ7LyCKXlffsgQ7lZKZ3y6lzVqS/dP4SdwQPXC9TMxmM5mZmdTU1ODr68vQoUMvOTLSEy5WacdgMHD48GF0Oh1RUVEDct4sLi5m+vTpFBUV8d///pd77rnnSiMjcJWQ9Au/CkLS0NDA/v37iYqKIjQ0dECPYSDEqz2hpKSEnJwcFAoFsbGxeHj0nr1w5GgJ//jnehwd7awuG9Fto1HLARMWwQCYsNMo0GgUODs7o9U6YWenxWLB5oQxdOpXY7A5ZgwGWz8aY0dfGn2nbazLTw9cGwjIZODt5dyJqIgzKiZjI7W1ZWi1WhISEs5ZP9Oi03MotYD9h/I5lFbY48xGB0KDPRg7Koyxo0IJD/Xq03ube6qStz/byfH8rk30IoI9efyuiQyJ6B4kJQgCWw8e54Nv93Xr7zMhMZSHb0rGx6OrS2zdnmxeW2qbBQnyduahGYPRNTdIy3bnN7Ml23YcIwb78cq9M6Q4e0EQeH/DQb7ani6NuWViLI/NFrv/frv/KP9eZ9OFzBsRze/ni92Dt+fk8+x3P0vrksICePPmmSjl8i6haS52GlY/dDM5VbXc/73N2vvOgpkkBfkz96uvKbe6yuZEDubv06by9uEDbCss4MnRY5gQEDRgP15ms5n09HTq6urw8/MjJibmsvxh7K200+HS8vLyOq/STmcyEhkZSXBwcL+PtaysjBkzZnDy5Enef/99HnzwwcvyNe8DrsgndbFwWRMSQRCkULEzobm5mT179hAREUFERMSAPv5Ai1c7Ww/t7e2Jj4+Xav79QU+OHZlMhpubG97e3nh5efWa1XEux24y2azEImnpRGIMZlpb9ZSVNVJSWk9pqeiuaWw8v8h3tVpOYKAHgQHuBASIMyr+/m74DXLtsx4ExITXzKMl7Dt0in2H8qlv6L3Zn7enE2NGhTJmVCjDh/TeQA/E9NV1W7P49Lv93QS5MyfHcO/iMTg7dX/NW1r1fLH6MCu2HumiT7FTK7ltzghuuC6ui1j2m03pfLBiv3Q/1MeRG0d74e7mgqOjI9XV1azOqOBQoS1iPsTbhVfunUGAtysgvncvLN3MtiO2Tr0vLbmG6QmDEQSBv6/a2UXk+szsZG4cI6a1frIrlQ+2H5LW3ZI0nCevG0d9axvzPvwanUEkex0prg//uI59haK1N9LLg29uXcSa3Dxe3GITvX53040Eu7qglMvPaqk+F5hMJtLS0mhoaCAgIIDo6Ogr4odxoEo7BoOBlJQUWlpaGDx4MCEhIf0+tsrKSmbOnElubi5vvfUWjz/++BXxmveCK/aJXQz8KghJa2srO3fuJCQkhOjo6AF77IEWr5pMJilDw9XVlbi4uAsiXDMYDFIQW11dnVRmcnZ2lmLsL6Zjp7m5vQtBKSkRb5dXNGIynb1X0enomFXx93clIMCdIdG+jEgMRqs9e9qmxSKQd7KSfQdFclJcWt/rWEcHDaMSgxk7KowR8UG9RuHXN7by32/2sXl31/RVZ0c77r1pDNMnDulR/HuyuIa3l+7i6ImKLssjgjx59am5uDjayMyHK/fz9c/p0v2hQW688fQi1ColgiBQ39DA37/ewf7jldIYe5Wc+6ZEMSEuAk9PT0yCjAffW8nJClHIqlYq+ODh+UQHeGEwmXn00zVkFonbK+Qy3r5zNiPD/BEEgd//sJnN2TYy8+LcScyLj+bD3Yf5cI9VtKpSsubBW6hoaeGWZT9KY1+ZNZVpg8O44ZvvOFkvvt4Tg4N4d86sXl/784HRaCQ1NZWmpqYe9VhXEs6ntHMhyEhVVRWzZ88mKyuL1157jaeffvqKfc2tuKKf3IXGr4KQGAwGtm7dSmBgIEOHDh2Qxx1o8Wp7ezvp6ek0NzczaNAgYmJiznu2paW5nUMHTtHSbHXYNLejs3bL7eKSUStRKmQYTXra2ltpb9MhkwsoFDIcHbV4ernj5e2Jm5szGo1KcuR0uG76G+9+NpjNFioqmygtraewsJqMzJNUVbfQ2GhCpzt7qa4zlEo5cbGBjEkKI2l0GO7ufSNcJWX17D+Uz75Dp8jOq+g1I0WplJMwPJBpU4Ywfkx4j5+HzJwy3vlsJ4WldV2Wx0T48PhdkwgP7m5Jt1gEft6Xy3+/30dDs83uOyTMm9eemif12mlvb+eP76/h4HGbXmRifCi/v+sa7NTiGJPZwgdrD/DNdlvvGRkwbYg7Y0JcxIweO0de+GE/zdYgNm8XB/73+PW4O2mpbW7lrg9+pKpJdAU522v47KHr8Xd3ps1g5P7PV5NbITYIVCnkfHjHPEK93Jj34dc0tFlFqyOH88zUcTy7dhObjosEJtDFmR/vXMzuwiJ++5Moeg12dWHpDdfjPECtHgwGg9S3JzQ0lPDwnt+jKxEWi4W6urozlnZcXFw4cuQIzc3NREREDEhpu66ujlmzZnHkyBH+9re/8bvf/e7X8Jpf8U/wQuKyJiQgXgmcDWazmU2bNuHn50dsbOx5P9aFEq82NTWRlpaGwWCQ+or0Z5/FRbU8dt8X/TqmvkCplKOyOmhUaqXVRWOzA3exDquVeHg64h/oRkCgO/4Bbmgd+vZj09LSQlpaGu3t7dLro9PppdkUcXalgZKSuj7PqkRF+TI2KYwxSeEEBPQtLK++oZUDKfnsO3iKtCMlvabOxg7159H7JhEU4N5tnclkZsXGTL5ccYh2vU1zI5fJmH/dcO5YNBqHHmZamnV6PvxuLz/ttpVNRg4N5K+Pz8RkFK9sda2tbMrScTjPNgsSEeDBXx+cgW8n7cnPKcd5ZfmOLj12Rod5MiPaBRkCp+ra+DKtnI5qUWywD+88MBeVUkF2aTUPfrwKvbV5YLi3Ox8/sACtRkVFYzN3frKCOp1Ygovy9eSL+65n2aEjvL5NdPKoFHJWPrAEvcnMoi9sDftemDqBRcOH8MzGTYwLCmR+dBTKASrVdHaLhIeHExYWNiD7vRxxptIOgLu7O1FRUf127TQ0NDB37lxSU1N56aWXeOmll34NZASuEpJ+4VdBSARBYOPGjfj4+JCQkHBej3OhxKuVlZUcPSqmVQ4dOnRAumbW1bZw983/7fd+LjTc3B1EchLoRkCgG/4B4m0vb2ephFFfX096ejpms5mYmJiz2rbNZguVVU0SUcnPr+ZwSiHNnWYXTkdAgBtjksIYmxTO4ME+fcpOaWszkJJRxP5D+RxIKaBF1/VzqFTIWTQvgSWLRmKn6R4/Xl3Xwgdf7WHXoZNdlru7aHnw1mQmj4no9tkSBIG3l+1i9bZj0rLxCcFMGeqA0WggOjoaH18/XvxoAwc6ha65ONrx8n3XER9pe+1yi6v53f9+pqrBlkB744Rh3Dx+MNXV1aw8lMe6bFvjwUmRvjw1bxzu7u5sPnqKP35v6+I7eUgI/1hyHXK5jNTCMh78wiZafWXRNJIHB7Hgo2+oarF27Y2N5o8zJ/Hyph2sOCoSLC8HLavvXoL9AEa1Q9dQr4EqQ1xJ0Ol0pKam0t7ejkwmo+P3oD+unaamJhYsWMCBAwd4/vnn+fvf//5rISNwlZD0C5c9ITEYDPTlOWzatAlXV1dGjRp1zo/Rk3i1v2SkczdatVpNXFzcWW2rfYVeb+Kl53/AwVHsZ+PoZIdWq0Yml4nOmQ4HTZfbHW4aUxfnjEFvkpb376PSd6jVCvwC3PDw1KJQtuPmYUfSmOHEDAvBvhedxplgNls4llXG/gOn2H/gJFVVzb2OdXdzICkpjDFJYcQOD0ClOntIlslk5mh2OSvWpXMwpaDLOm8vJx6+ZyJjRvY8BX44s4h3v9hFWWXXK9X4GH8eu3NityZ+FovA3/67me2HTkjLIgMceO7uKYQGizkRJrOFD1fs57utttKMQi7nsRvHsWDiUOlzW9/cxoufbyL9ZLk07g+3TGHmqEgsFgt/WraJzUdsz2dOtCdjgt3w8PDgpxPVrEi3kan7pozg/mtGAvB/3/3M1px8AEI8XPnmoRtZlZnLXzfuFI9FJuO7exdjr1Yy99NO1uDxSdw9Kr7nF/k80NbWRkpKCm1tbQOWo3ElobOmJjQ0lLCwsLOWds7m2mlpaWHhwoXs3buXp556itdee+2ysFMPIK4Skn7gV0NItm3bhr29PWPGjDmn/V8I8arFYiE7O5uysjIcHBxISEjA3r5vQVy/FETdjAWD3kRTk47y8kqqqqqpq23AZBKwmAXs7B1w0Dphb+8AyEUioxcJT3u7kcqKRkqK6yktrkOvPz+LcEfZxz/AXZpVCQhyw8PTqU8zG2Jr+Rr2HTjJ/gOnyM+v6XWsVqtm5IgQxiSFMXJE30Sx+w6d4oP/7aKqpivpGTMylIfumYCPV/dME4PBxLfr0vh6TWqXMpBSIeeGWfHcMn9El1kWo8nMc/9eRWYngWqovzt/fmwmfp32v3F/Lv9athOjybbPWeOieeKmCaitRKvdYOTht1dxvFTUnqiVCv7z+DyGBHmjN5p49MM1ZBWLMyUKuYxHJwzGQ2XCIgh8dayCvDqbQ+qVJdOYMjSMU9X1LPngW+nk8NK8yUwfFsENn3xLcb3o9JkWHcY/50/j9Z37+CIlE3etPb8ZP5oFQwdGdK7T6UhJSUGv1w9Y75UrCSaTidTUVBobG3vU1JyPa6e1tZUbbriBHTt28Oijj/L222//2sgIXCUk/cKvhpDs3LkThUJBcnJyn/fdIV7tKNcMBBkxGo1kZGRQX1+Ph4cHsbGxF7SJ14XG+Th2LBaB2poWSkvqKC2up6TY9r+2pvcmdmeCWqPEP8AN/wA3qQwUEemDn/+Z9SEVlY0cOHCKfQdOkZXVewx8hyg2aXQYSaND8fDo3Yrd3m5k2feH+HFtepfwNY1GyS03jGLh7PgeZ17KKht578tdHMwo6rLc28ORO64fzdTxkSjkcioqKkhNy2TVvgpOlNli550cNPzxoetIHGIL0MspqOKFjzZS02AbNzTUhz8/cB0e1r41FXXN3Pf6jzToxCtiLxcHPnlaFLJWN+m49+0fqWkWrdCuDnZ8+NBc5MY2isrK+eumTGraRIGxWiHn5VkjGREVxuvbUlh/5DgAg1wc+f6RJWzNy+f3a7ZIx7HsrkX4Ojvyw5Fsbo4fhlY9MOWalpYWUlJSMBqNDB06lEGDLmyX4MsNnclISEgIERHdy4OnozfXzurVq9HpdMycOZOvvvqKzZs388ADD/D+++9fkmSktbWVn3/+mTVr1rB7924KCwtRKBRERESwaNEinnrqqV5jFj777DPee+89srKyUKvVjBkzhhdeeIFx48Z1HnaVkPQDlz0hMRqN0o/gmbBnzx5MJhOTJk3q0347z4oMFBnR6XSkp6fT2tpKYGAgkZGRF+1Lm3+iitKiOklg2kWEqlai0ViXWUWoZ8rX6A0mk4na2lqpx05H40MHBwepAaCzs3Ovr6PZbCY1NYO83BIM7UpUCmfKyxopLRZtwIbzmFUJCHJnzLhwxiRHEH4WfUhjUxuHDxewb/9J0tKKzhj0FhXpw5ikcMaMCSOwB/EqQGFxHf/5eDtHsrqmr/p4OXHbTUlMGR/ZzakkCAJ7UvJ5/6vd3ToMJwwN4K6FQykpOoVarSY+IYHvNmXx9U9p0hi5XMbDi8excOpw6XWubWzlpf9u5Ogp24yKp4uWPz8wnZhQsbdT6okynnx/rS2RNdSXtx6Zg0qp4GhhJY9+uFpq1hfl78n7D83DTq3iVGUt9320SsoacdUoeTjRH4tcwauH8yXR6rMzkrlh5FBu/vR7jleLLqPksEDeuXFgrb3Nzc2kpKRgMpkYPnz4Be9ddbmhcw5LcHAwgwcPPufzWmfXzt13301mplgalMvlBAUF8dJLLzFnzpyL0sj0XPHxxx9z//33AzBkyBCGDRtGU1MTe/fupbm5mejoaHbs2IG3d9cu6k888QRvvfUW9vb2XHfddbS3t7NlyxYEQeD7779nwYIFHUOvEpJ+4FdDSPbv309rayvXXHPNGcddKCdNXV0dmZmZGI3GAYtiPhd8+dFOflza9343coXMRlw6kxgrkemN2HSsV6rkmEwG2vVtmC1tOLoqcXFTo9XaS0FsncVyRqOR9PR0Ghoa8Pb2ZtiwYV2anFksAjXVzbYZlRKx9FNaUt/nWRUPT0dGjw1nTHI4w2IDzki62vVG0tOL2L//FAcP5dN0JlGsvxtzZscy/bph3WY+BEFg685c/vvFHhqbugbABQW4c8eSJMaNDuv2+WprN7Js1WG+/ymjyyyLq5OKJTNCmTktWSrzbT1wnNc+29bFNTMjOZrf3jZRKs0YjGbe+nYX6/bYXDoqpZynbp7IzLFimeT7nUd5c4UtkXXBuBieuXEC0L0R33XxEby05BpkMhl784p46qufJI3RyCAvbh3qy7KjhRyoFEs0LhoV/11yLfmtRp5ZtVnaz8e3zCMxcGBmMBobG0lNTcVsNhMXF4eXl9fZN/oVQST8qTQ0NAxYDkt7ezt33XUXJ0+epKqqitraWukCbuzYsXz55ZcDno7dH3z++efs3buXJ554giFDhkjLy8vLmT17Nmlpadx8880sW7ZMWrd582amTZuGh4cH+/btY/Bgsev1vn37mDx5Mlqtlvz8/A4N4FVC0g/8agjJ4cOHqa+vZ9q0ab2OuRDiVRBjk7OyspDL5QwfPvwXOVH+792trPku5ewDLyDkchkubhpc3NW4etrh4aUlNMKX8MGDqK2vpLW19bxOlK2tBspKuhKVwoJaSorqet3GwVHDyNGhjEmOIGFk8BnFsmazhazsMvbvP8X+A6eorGrqcZyPtzO33JzE5ElR3WY+mlva+fKbA6zffKxbD53BYV7cectYEmMDuz3vsspG/vv1Xvak5EvL7DUqnn9kGmMTQ6RleQXV/PE/P1HdqXPwkDAfXn5kOh6uYmlGEARW7TzGO9/txdzpO/PMLROZMz4GQRD4xzfbWX8wT1r37I0TmD9O7CHz+qo9fL/3qLTu0VlJ3DopHoAvd6fz7kYb4f3kgQU4qeXc/MlKaWZlRpA7Ewa58N9TVZTq2lmSEMPdySNwGoCskYaGBlJTUxEEgfj4+DO2Wvg1wmw2k5aWRn19/YCREaPRyL333ssPP/zAjTfeyLJly6irq2P9+vWsWbOGPXv2UFBQ0O8E6IuFffv2MW7cODQaDU1NTZJ4d9asWfz000+88cYbPPHEE122+e1vf8vbb7/Nv/71L55++mm4Skj6hcuekJhMJqmeeSakpaVRWVnJ9OnTe/wiXqgY+BMnTkhfyvj4eJycnM6+4QXAquWH2L01x+ao0Zskp43RYO610dzFgp1WgYeXluAwb8IG+xEU4ol/sAc+vi4olOf3PlSWN7J/70kO7D1B9rHe9SEqlYL4xCCSxkUwemwYLj105e2AIAjkF9SIjp39JznVgyg2KMid228dy5ik7jMfZRWNLP32INt253ZzLQ2P8ePOm8cyNNo2Y2CxWDh27BgrN2WxO61W+sLJZHDXDUksmZsoPUZdYysvv7+xS7Krh6sDf35kOtFhttJFel4ZL338M40t1rb2CjlvPjGPYeG+6I0mHnt3NdlF1dK6dx6dy/BQX0xmM098sp7Uk2IJSi6T8a+7ZzAmKghBELjnwxVklYrbjQ7355275vDW5n18tU+c0nfSqPjrlFgKK6uxk8twVCmkcl5HONf5/EjW1dWRnp4OQHx8PO7uPZfQfq3o3LsnMDCQqKioAUmVfvDBB/nmm2+YP38+y5cvR3MasTSbzV1mOS91tLa2Snq3srIyBg0aRFtbG25ubuj1eoqLi7s1ON21axcTJ05k0qRJbN++Ha4Skn7hV0NIMjMzKSsr49prr+0mIr0Q4lWz2czRo0epqqrC2dmZ+Pj4bl/YSwlmk8VKTmwWYKO+kw3YYBQtwnoT+k7jjAaTZA2WmvPpO+2n3Uh1VRMVZQ1YzOf+cVEo5Qzyd8M/yJ2AIHf8O/4C3XHooQ9Mb2hsaOXQ/lPs33uS9JTCXkPN5HIZ0TF+jBkXTlJyOL6DXM+434rKRn74MZWfN3Wf+Ygc7MMdt48jPq673bSgqJYvvjnAvkOnuq0bnRjMHUvGEBLkLnWk9fT0pNXszGsfbqW1UyPASUkRPH3/FMmFYzSZeWfZLtbtzJbGqJQKnr5zEtPGRknLymubeOS1FdRby0juzlo+en4Rnq4OVDW0cN/rP1LXLK7zcNLy8VPX4+XqQIOujXve+ZGKerFM5min5pPHryfQ04X9J4r57ee2rtPv3TOXcB83Frxj62dz34RE7puQSF1dnaQ16khbVqvVEjlxd3fv049ZTU0NGRkZyOVyEhISBsw6f6WgMxkZqN49ZrOZRx99lC+//JJZs2bxww8/XDazIGfC0aNHGT58OCqViubmZjQaDenp6SQkJODl5UVVVVW3bXQ6HY6Ojri5uVFXVwdXCUm/8KshJFlZWRQVFTFlypQuxOBCiFf1ej3p6ek0NTXh4+PD0KFDL6srhQsBo9FMZVkDpUV1lBTVcTynhIKTFTTU6tG3n/396wlu7g74WQlKQJA7foHuBAS74+ntfMZY+7Y2A+kphezfc4JDB/LRtfQerhcS5knSuHDGjIsgNLz3Tr9l5Q0s+/oAO3Z2n/mIiw3kjtvGEhXVPfQu93gln3+9n7Qjxd3WDYt2Z2SsC0OHBEutBApL63jp9fWUdSobRYR48acnZuBtTWMVBIHV24/xn2/2dCFJN14Xx/2LxkivTeaJcp58c41UvokJ9eHNJ+ahVinIPFXBb95bg8m6/ZAgb959bC4alZLjZbU8+N5K2o2i6DfE25X/ProQrUbFQ5+sJr1QnKGJDfLlo/vm8d+dKfx3p1gudHewZ81vbkVt1e8IgkBjYyPV1dVUV1ej04klJ7lcLllLe8u+qKqqIjMzE6VSSWJiIs7O3S3Vv2aYzWYyMjKora3F39+fIUOGDEhkwRNPPMEnn3zCtGnTWLVq1SUfWdBX3H///Xz88cfMnTuX1atXA6KLaP78+SQkJJCamtrjdm5ubjQ0NNDU1ISTk9NVQtIPXPaExGw2S26OMyE3N5f8/HwmTpyIVqu9YOLV5uZm0tPTaW9v/9X1zOgLxByQfE6ePCmVscxGuShQLayjpKiWsuJ6SgprqapoPK8wNq2DmsSkMMZMGEzimDDstb3rQ0wmM8eOlLJ/zwkO7D15RoGst48zSePCSRoXTsww/x5JT35BDV8t3ceBg/nd1o1JCuP228YSHNRd35BxtITPlu0jp1O2CIilmevnxHP3reOkx2tqaedv7/5M2rESaZyrsz0v/XYGQyNt5Z70nFJe/uBnmlpsgtyRQwN54YFpOFlj+1ftPMYb3+yS1s9JHsIzt4pOtFV7s3jtO9u6WaMj+d2SychkMrZmnuSFpTZx6vghwbxyx3Qyisp56BNbUusbt88kNtiXG95bzpToEO4Zn4iXU+99hHQ6nUROOrpSg5h90eHU0mq1VFRUcPToUVQqFYmJib9YKfRShcViISMjg5qamgElI8899xzvv/8+kydPZu3atRe1CeeFxPr165kzZw5KpZJDhw4RFxcHwLJly7j11ltJTk5m9+7dPW4bEBBAaWkppaWl+Pn5XT3Z9wO/GkJy4sQJTpw4QXJyMo6OjhdEvFpdXc2RI0ewWCx9ijm/FJCVXsQ7f1krOWYkC7DVSaPRqKzLrbc1HTZhFSq1ApWms/Om022NEidne9y9bIFlFouFnJwcSktLcXJyIj4+/oxTvQa9ifKSekqKajmRW0rByUrKSxqoq2nDaOib5kWpUhA3IpikCYMZlRyOq1vvJ1BBEDhxvJL9e0TdSXFh76JYJ2c7Ro0J47qZwxgytHvoVnZOOV98uZcjR0u7LJfJYPKkaG69JQlfH5duj797Xx4ff7mLqpqurp7EuECef2I6TtYOv2azhQ+X7WHlz0dsz1Uh5/G7JjJzcoy0rKKmiRff3cCpElvTPX9vF/782AxC/NwRBIHXlu5g/V6b++apmycyb4K4j9e+3cmqfbbyz5PXJ7NowjAAPthwkC+22SzH9147gnunjeQ3n6/jwAmRLEX5efL5Q9ejN5mwO8dY+I6Mm+rqampra6ULB41Gg16vR6VSMXLkyF5zI36t6ExG/Pz8iImJGRAy8oc//IG3336b8ePH89NPP10xr3tOTg7jxo2jvr6eN998k9/+9rfSuquE5OLiV0NI8vPzyc3NZfTo0bi4uAy4eLWoqIi8vDxUKhVxcXFi59TLAId3H+fvz3x3wfavsVPhF+SOX7A7CrURjYOF4HAfJl87Bq3DuU/1CoJAQ0MDJ48Xk5ddTGVZE/W17TTUGmiqN9BY37s9Vy6XET3Mn9HjIxgzcTA+Z9GHlJbUc2DvCfbvPUluVnmv40YmhXLbXcmEhnd1TwmCQHpGMZ9/sZcTJ7vWn5VKOdOvG8ZNN46SOg93BHrp9Xqa251Yv+kEZRW2hEz/Qa786f9mE9Ap7G3Djmze/nSHVFoBmD9tOA/dmizNqLTpjbz6v63sTLHpVbR2Kv72m1nERvphMJr57RuryC4Qj1GpkPPGE3MZHj4Io8nMb95by5F8sQyjkMt44+E5JEb4YbEI/N8XG9iTXSRtt/zZJdTr2rj7wxXSY3UkuPYHZrOZuro6CgoKusycnI/u5EqGxWIhMzOT6upqBg0axNChQ/tNRgRB4OWXX+a1115jzJgxbNiwARcXl7NveBmgtLSU5ORkCgsLeeqpp/j3v//dZf3Vks3FxWVPSCwWC0bj2VvRFxcXc+zYMRISEnB3dx/QGPjc3FxKSkpwcHAgPj4erbZ3l8alhr1bsvnXH1acfeAAQyYDL18X/IM98Av2ICDYA/9gD/xDPHB171unUUEQ0Ol0VFVVUVVVRXNzMwa9mdJCHaX5bZzIqqVVZ+h1+5AIL5LGDyZpwmBCzqAPAbFh4cF9pziw9ySZ6UXdOgrLZDBhchS33DGOQf6u3Y5z776TfLl0HyUl9V3WadRK5s6NY9rUCPLysjCbzQwbNgxfX1/a2428/t4Wdu2z9a1x0Kp5/onpjEwIlpYdyyvn5bc20NAp5yRhaAB/ePQ6nK3CX0EQWLoulU9XHpTGuDrZ8d4LN+Dj4UR1QwsPvvIjdU1iImtnkWttUyv3vf4j1Y2ivsPVwY6Pn7oeX3cnWtr03PbGd1RZ180dFc3vbpjEs0s3sjOnAIVcxv1TRnL35MReX9u+oqioiNzcXOzs7IiMjKSpqemcdSdXMiwWC0eOHKGqqmpAycg//vEP/va3vzFixAg2bdp02VxsnQ11dXVMmDCBrKws7r77bj755JNur9dVUevFxa+GkJSWlnLkyBECAwMJCgrC3t5+QHz4mZmZ1NXV4e7uTmxsLKoB7lZ6odFQp6PwRJWt2Z7+NHeN3uaukW53dtboTac5a6zr9CbaW3snA2eC1lEjkpNOfwHBHvgEuJ2x2V1bW5sUY19fX4/ZLFBerKMsv40T2XU01LX1uq3PIBdx5mRCJFHD/M4oitXp9KQcLGDtyjRys7vOnCgUcqbNHMbiW5O6xcubzRa2bc9h6dcHqK7u2utGo5YzcoQnd9w+GX9/m/hVEAS+/uEwXy63ZXzIZTLuvX0cC+fES5/hqtpm/vTmBk4UVEvjBnk78/KTswjplCS7Jy2fv3y4SepvExnsxZv/twCNWsmRk6LItWO2pbPINbuoikffWY2hYzt/T977jZjWuupANv/80do4Ty7j66dvot1k4otd6dx3zUiCPPp/NV1QUMDx48dxcHAgMTGxS6mvr7qTKxmdyYivry/Dhg0bEDLy73//m5deeom4uDg2b958Saavng9aWlqYOnUqBw8e5Prrr+fbb7/tcXats+23pKSkW0+kq7bfgcUVT0g6xKuNjY0cOnRIqkO7urri4+ODt7f3eVnWWltbSU9PR6fT4e/vT3R09CXZu+GXRHlZFbu2HqS6ogWl4EBTvZHSwlrKiuow9WK7PRPkChm+/m74BVlnVEJshMXJpWv5x2AwUFNTI6VHms1mqsrbKM1vIz+3gcqy3jv+OrtqGZ0cTtKEwcQmBqPW9NxrSBAEDu47xVef7qGosLbLOrVGyZwF8SxaPArH0+zJRqOJDRuPsfzbgzQ0diVJri723LR4NDOmD0Wlsj3ungMnee2dTV2aEl47KZrHH5iMWi2Oa9cbef3jbWzfb5tRsbdT8fzD1zI20ZaWuWF3Dq99tk26f924KJ67ewoymYzVu7J4/eud0rrZydE8c8skZDIZPx3K42/LbNtdmxjBS7ddg9liYcm/vqWsTnT+TE8YzEtLzpyI3FcIgsCpU6c4deoUjo6OjBgx4owzH6e/7x3f94HIO7lUYbFYOHr0KJWVlfj4+DBs2LABKUO/8847/O53v2Po0KFs3bq1W5z65Qq9Xs+sWbPYunUr06dPZ/Xq1Wf8TF0NRrt4uOwJiSAIUo5BT+s6tCIWiwWz2dyl10rnRnAd5KQvV1INDQ2kp6djNBoZPHgwwcHBV9QJbiBQVVXFkSOi4DI2NrZLOq3ZbKG6vJHSolpKC2opLRT/SgpraapvPa/Hc3bTEhTqSfyYcMZMjsSvk5PFbDZLXUurq6sxmUzU17ZTcqqVwuPNFJ2q73W/dvaqLo4dB8fuWTJms4Wd23JY9vk+qiq7prg6OGhYuHgkcxckYGffdfbs+Il8vv1uP6lptej1XUtA3t5O3HPXeMYnD5aWnSqo4eVX11HVaXYlerAPLz47C3c3WxrrN2tS+ez7A5JDSSaDOxeN5uZ5I6TP6VtLd7J62zFpP4/fMoEF14hi1X8t3cHaPZ2ErEsmMH/iUHG7FXv4bqctrfWReWO4ZUocP6Xk8Zdvt0mP99WTiwn16d/UfudgQScnJxITE8+pDNOhO+l43/uTd3KpojMZ8fb2Zvjw4QNCRj744AOeeeYZoqOj2bp16xXToNBsNnPjjTeyYsUKJkyYwIYNG856zj9TdPyUKVOwt7e/Gh0/QLhiCcnZklc7fqSqqqqorq6WskwcHR0lctKTiry8vJysrCwAhg8ffsVcNZwOQRDYujJNcs+oNErUGpXNTWNnbcTXablSpUAmk1FcXExOTg4qlYqEhIRzEsA1N7ZSWlgnkZSOv4rS+nMKVgsM8yRpUhRJk6IIi/KRfogtFgv19fWS7sRgMNDSZKAkv5WiEy3k59Vi7uVxlEo5wxODSZoQwdiJkTifluhqNJr5ef0Rvl12gIbTiJWrm5bFtyZx3czhKJVyyfqs1WoZHBnD+vVZrFmb0a2h3/ULErnzDpvlt6Gxlb/9ewNHs20N+zw9HHnpuVlEhNk+i/tSC/jn+5t6DVEzmsw886/VUqqrQiHn38/MY/jgQRiMZp58czXH8kULcmeRq8ls5qkP1pN6olNa6wMzGRHpz22vf0dhdQPXDA/j4ZlJ+Hucfy6IIAjk5uZSXFyMi4sLCQkJ/SqH9ifv5FKFIAgcPXqUioqKASUjn376KY8//jgRERFs27atWzrp5Yy33npLmuVYuHBhr9k1//rXv7qUpzqa62m1WqZNm4bBYGDTpk1Xm+sNMK5IQnI6GTmbeNVisUgzJ9XV1VIJyMHBAW9vb4mc5Ofnc+rUKTQaDfHx8Vd0EJNBb+Tm0X875+2UagUqtRw3by2DhwYRMngQ/qGe+Id64uXnekZtxplgNJqpLBHzScqsMyslVrLSeoZgMxDFs6MnRTJmUiTRcYHSMQiCQFNTk0ROWltbaW8zUZKvo+RUKyeya3vtMGxnr2LODSNYsGR0t1mT9jYja1amseLbw+h0XY/Nx9eZKdeF4u5lwsXFmYSEBCmor65Ox/JvD7Lh566pryNHhPDcM9PRajXSa/HeJzvYsCVLGqNRK3nykalM6jSj0mOIWrAnLz81Cy93R+oaW3noL99T2yD+OLs52/P+izfg5eZITYOOB175QRK5ujnb89Hzi/BydaShpY37Xreltbo62LH8hZs5Xl6LVqMi0q9/OgNBEMjOzqa0tBRXV1cSEhK6pSv3F2fTnXh5eV3SGRuCIHDs2DHKy8vx8vIiNjZ2QMjIl19+ySOPPEJISAjbtm0jODj47BteRvjTn/7Eyy+/fNZx+fn5hISEdFn22Wef8e6775KdnY1arWbMmDG8+OKLjBs3rvOwq4SkH7jiCEkHETnfsLOerqABFAoFZrMZrVZLYmLiFZNO2Bt0TW3cMeGfA7pPpUqBX7CHSFBCPCWi4hfigb32/GL1BUGgoU5HSUENx1KLOLA9l8KT1b2Od3a1Z9SESJImRRI7KlTSh/Tk2DEZLZQWtFBa0M7xY7U9Jro6Otux6NYkZi5MQKPpegXf3NTOj98eYu3KNAyGrpoZLx8t9zwwhbHju7d/Ly1r4B//XE9Bga1PTmCAGy++MBc/q1VZEARWb8jko892d+nRs+T6kdx+U5KU/dJTiFpIgDtvvbQIezsVWScrePLVVbZE1jBvXn92AWqVgqMnK3jizdW2dSHevPXkfNQqBcdLa3jorVXorWmt980cxV3X9d9JY7FYyMrKory8HHd3d+Lj4y94SaVDd1JdXd2llHup6k4EQSArK4uysjI8PT2Ji4sbEDKyfPly7r//fvz9/dm+fTthYf2zav9KcWl8SC5TXPaEBESR0oVIXhUEgerqarKzs7uQHo1GI82cuLm5XTInqoFES1Mbrz213Oao6XDf6I2Su8ZoOL/I957g4ePcjaj4h3ji7u10zq9veXEdB3bmcWB7HnlHS3pNe7XTqkkcG0bSpCgSx4Xj4GgTn7a3t0vkpKGhAbPZIjp2CtrJSq9G19yVnHh4OXLTXclcM2NYt2aAtbUtLP9yP5s2HO3W4C8qZhB33DOeYbFdp8Xb2gz8+42f2X/Alh3i5GTH756bSWysrTdOWmYxf399Ay2dZmLGjgrj2cevlToYm80WPvp6Lys2ZkpjJiVF8PtHpyGTyVi3M4vXv9ghrZs9cQhP3TEZgDW7s/j3MpvIdda4aJ69VRS5frT+IF9sEoPRHO3VrPzTbdipz7+s0lkP4enpSWxs7EXXd1zqupMLRUZWrFjBXXfdhY+PD9u2bSMyMnKAjvhXhyvvx+Ai4oohJJ1nRgYqebWlpYW0tDTa29sJCgrCx8eH6upqKisraWsT3REqlUoiJ+7u7r8qp43FYqGlSUfK4TQaG5rw8vQhMCCY5oZWSgtqKM2vkf5XlzWcVwy8nVbdI1EZFOSOSn32afz62hYO7szjwI48jh4u6JYf0gGlUs7wkSEkTY5i9ITBuHay7J7u3GhvM5JxoJqMA9UY9F1JmX+QO7fcO56xk2zt3Y1GI+np6RTkV5KZ0kxmWgWnI2FkMLffnUz4YFtXXotFYOmy/Sz/7pC0TKGQ8+D9E5k1M1ZaVlrewMv/XEdxqU2cGxLkwUvPzcbXx1ZW/OjrvXy/Pl26/8DN47hhVjwAr3+xg3U7bSWgJ2+fxJxJYlrrv5ftYM3u7iLXplY9i/+yjOGhvtw7cyTRgV2D4c4FnQO9BkoP0V+cSXfi4eGBt7f3RdWddC5leXh4EBcX129iJAgCa9eu5bbbbsPDw4OtW7cSExNz9g2vojdcJST9wGVPSKqqqlAoFNJJYSCSV0HsInrkyBHMZjPR0dFdhF2CINDS0kJlZSVVVVXSiUqpVEq5Bx4eHpe1er8vaGlpITU1Fb1eT0REBCEhIb2SQH27kfKiWpGk5NdQkl9DWX4NpYU1GNrPnrR7OuRyGd4BbviHeBIQ5klsUhhDR4V0scqeDl1zOyl7T3JgRy5p+07S3tazXVwmg6jhAaIodnIkvp2SUTs7dgoLyji0s4wjh2u6CW4jony57YEJRA8fRGpqKi0tLQQFBREZGUnBqRq++mwPhw9073eTPHEwt96VjH+A7TF37MzlrXc2dyn7zJ45nPvvm4jS2qROp9Pzz7d+5lBaoTTG2cmOPzw9k1hrtL3ZbOF3r64hPUuMs5fLZPzj/+aSMDQAg9HMU6+tIvuUTcj6+nPzGRruK657azVHresUclHkGhsxiNqmVjyc+5fx0bkJnK+vL0OHDv3FyUhP+CV1J4IgkJOTQ0lJyYCSkQ0bNnDLLbfg7OzMli1biI2NPfuGV3EmXCUk/cBlT0geffRRPv/8c6ZNm8b8+fOZMWMGTk7nPs3fGcXFxeTm5qJQKIiLi8Pd3f2M4zu0B5WVlTQ3i5ZMhUKBp6cnPj4+eHh4DLgo75dGXV0dGRkZmM1mhg4det62QIvFQk1FU5fZlI7bDWdodNcTHJzsGDExkqRrookfF4HdGZrq6duNZB4q4MCOXA7tOk5zY++hacER3iRNiiRpchQhEd7dHDt5OYWs+z6TrLTqbrNAQWHOjJrsS/LE2G6ELetoKV/+bzdZR8u6bKNSKXj86euYdE20tCzveCV//dta6up10rLY2AB+99wsnJxs/W0++3o/36+yRVwrFHIeuXcis6aJlt6GpjYe++N3VNWKr62Lkx3/+fONeHs6UdOg4+G/fE9doyhk9XDR8v6LN+Dh6kBto44HX/mBmkabyPXD/1uEt1v/+pmYTCbS09Opr68fsL4rFwMXU3fSmYwMlK5GEAS2bNnC4sWLcXBwYPPmzSQkJPT7WK/iKiHpDy57QvK///2Pjz/+mH379gFgZ2fH1KlTWbBgATNnzsTV1bXPJwVBEMjLy6OoqAh7e3sSEhLO+Yqnra1NmjlpbBT7kHRM8fr4+ODp6XnZpbmejj/d8xEFOeUoVQocnRzQOtqJDfe0anwC3PEP88I/zIuAcG9cPR3P+6Ssa2oTc0pOIyoVxXWYeym9dEBtpyR+bARJU6MZOSkKR+feRchmk4WsjCIObM/j4M48ak7LEumMwFBPbrp/AmOnRHd5XoIgkH20kK8/2c3RtO59bxKSgrjzoSkEh3W1iQuCQMqhAr763x7yT3UV495482huuXOcJFCtrW3hr/9Yx/FOHYEH+brwxxfmEhhoI81bduTw1ofbMHYKn5szfTgP3jUepVJBXn4VT/5lhbR+cKgXb7ywELVaydHj5Tz1r9WSy2douC//fnYeKqWCY/mVPPHGKowmC/YaFX99cDojos/fEtpRympoaCAwMJCoqKjLgoycjgupO+lsfx5Ike+OHTtYtGgRGo2GjRs3Mnr06H7v8yqAq4SkX7jsCQmIX9ri4mJ+/PFHVqxYwe7du7FYLKjVaqZMmcKCBQuYNWsWHh4evZ7wTCYTR44coaamBldXV+Li4vpdG+4sjKyvF+v7MpkMd3d3fHx88PLyuuxyDwoLC3nlvmVUF/eedNoZWic7G0EJ85Zu+wS6ozxDDPyZYDKaqSytl0hKbkYxGftO9mrRVSjlDB0ZQtLUIYyeHIW7d+92bUEQOJlTwYHtuRzYkUtJQW2P48KHDOL2RyYTOyq027qUA3l8+t4WSgu6zvDIZBA32o9Ft40iMjqky3tvsQjs3pHLR//ZRnOTrUHgmOQInnhuuiRQ1etNvP3uZnbszJPGaLVqnn16BqNGhkjLco5X8JfX1lPXKQ9l7KgwXnhmJnK5jJ935vCv/26V1k2fGM1T91nTWrcd5a2lu6R18yYP5be3TQRg7Z5svtmUzl8fnE7IoDPPHJ4JRqOR1NRUmpqaCA4OZvDg7m6jyxEDqTvpfIHk5uZGQkLCgJCRPXv2sHDhQuRyORs2bDjdtnoV/cPl/yH+BXFFEJLOEASB8vJyVqxYwYoVK9i+fTtmsxmlUsnEiROZP38+c+fOxdvbNvV+/Phxjh8/jkqlYtCgQcTExAx4DdtgMEjkpK6uTgprc3Nzk0SxHXkUlyI6X6l99/eD1JadWznldCiUcnyDPAgIt5EU/zAv/EK9cHA69yj/tlY96XtOcGBrDik7886YTRIZG0DS1CEkXRPNoE6Jrj2htLCWAztyObA9j+NZZd3Wx40O5bZHJhMeLZasampqyMjIAECFF6u+SedUXmWXbRQKGcNGenLNrEhCwgLw8vKSbOQV5Q389Y+rKC6sk8aHhnnxhz/Pw8tKpARB4LsfDvPFl/ukMTIZ3H3neBYuSJA+1zW1Lfz5tfUc79Rp+PabkrjlhlH8f3v3HRbVlf9x/H3pVemIomIXVBBBBXuPCsKQjbqpG1M2m2ZMNL9EN1ETY9wkpmiyrtk0NUVdAcWGFXtUpImKFRQVlF6kM8z9/YEzghQLw1A8r+fxMZmZO5wZgfuZc8/5fgG+XXWQLXvvVF19828jmDKuL7Iss3T1fnYcPqe5b/bfRjF5uCsApWVKjO9jQXFdysrKiI6OpqCggC5dutCtW7dWEUZq87DrTmRZ5uLFiyQnJ2NlZcWAAQO0EkaOHz9OYGAgKpWK7du3M2LEiAY/p1BN6/xG1pFWF0iqUm/bDQsLIyQkhIiICMrLy9HT02Po0KEEBgbSrl073nzzTRwcHNiwYQNdu3Zt9F+O5eXlmiZwVfttWFlZacJJc6pzUlFRwalTp8jIyMDa2po2Rg6UFpVTVlpeuf23VElpSTlFt0pIvZJJSlIGKUkZ5GU9XGixcWhTLaSoL//YOLa5r3+b8nIlpyMvc3zvOSL3nSMvu7DOx3bq4cDgMZXhxKVXu3qf/9rlDH5feYDIAxdq3DdkrCvjglzJzL2OgYGBpkKtSiVz9MAFfv/xEDfu6vRraKSHp68DHoPtsbG9828vYcCX/9pBdOSdRa9trcyYt3AKvd3aa247djyRpV/toqRKNdaxY1x547XRmsW9paVKPlm6nai4q0BlcPlo7hQGenamXFnBu5+GkXCxctePgb4eX8wLpE9PJ8rKlcz6LIzzVyrDjKWZMb9/9gzmpg2b0SstLSU6OprCwkK6d+9Oly41Z5haq/tddwJoSuZrszBcTEwMfn5+lJeXs3XrVsaM0U6/IaEaEUgaoFUHkqpkWSY7O5stW7YQEhLC7t27KS0tRV9fHz09PZ577jlmz55Np06ddPppTalUaraUZmZmakrYW1paakrYN2XFyLKyMuLi4sjLy3vgxl23cos04UTz53I6aVeza9TjuB+VW4CrBJVuDvQe0Blre8s6j6moUHHh5DWO7T1LZMQ50lNz63ysQwcrTTjpWaWi693On07ht3/v40zs1Wq3S3rQd2A7Xnp7Mh1d2lW7T6msICL8NOtX/Un2XYt1zS2N8B7mSG8Pa/QN9DA1NcXOzp59u5LZsfVOvxkDQ33eeHsco8fd2ZZ5+UomixZvIT39ziU0195OzJvrh/Xt0vYFhaXMfO9/3EirXNNkYW7M8s+m4eTYlqycQl7/cINmIauNlRn/XjQVWytz0rMLeHVRMKYmhnz02kS6dax/NuleSkpKiIqKori4mJ49e7a6KqAPor51J0ZGRhQUFNCmTRu8vLy0Ekbi4+OZPHkyxcXFbNq0iQkTJrTaWakmJt7UBnhkAklVKpWKBQsW8Mknn2BiYkK7du24cuUKAF5eXgQGBqJQKHQyW1JV1eZ/6iZwUNlfp2oJe12NqaioiNjYWIqKinBxcaF79+5a+drlZUpuJGdVCSrppCRmkHI5g5Ki2hsl1kWSJHp5dmLwhD4MHtcHx451r2uQZZkr529qwsnVS+l1PtbK1pyBo3ozeKwrfQfV3E4syzKxx5L4bcU+rlys/jxGxgb4Tx+I4hmfGotpS0vL2R4aS+jvxym4VVLtPntHS6a/2B9D0zJKSysvOV1IyGfvjmvV+us8Pt2bZ54fqglMeXlFfPqv7ZypcknJ3s6CD/7pT7fbi2gvJ2fy9j+DNd2Cu3a248vFf8HE2JAzF24w59OwOwtZe7bj87mBGBrocyE5g3a2lrSxePDLaFUVFxcTFRVFSUkJvXv3pmPHjvc+6BFRtYVBSkqKpnWFet2JevbkYdebJSQkMHHiRG7dukVwcDD+/v4ijDQe8cY2wCMXSMrLy3n55ZdZvXo17u7ubN68GRsbG8LDwwkJCSE8PFyzddfd3V0TTnS9A0ClUpGdnU1aWlq1/jpmZmaacNKmzf1dwngYeXl5xMXFUVZWRq9evejUqVOjfJ2qZFkmOy2f61VDyu3Qkp1e986Xqrq4OjF4fB8GT+hLxypbdGuTmpxFZMRZju09y8VTKXU+zszSmEGjehP04jCcu9wp/lVZqOoc+8NPEhWRSm5W9YBh0caEoGd9mTzVG2OT6jurCm+VsHHdCbYGR1Na5ZKLkbEBM+dOou8AJ00wvXg+ne2brlJSfGfXjPfgLsyeOxmz21uby8sr+M/3+9m1+86MirGxAe/MmsDQId0B2H/kAp99s0tz/5jhvZjz5rjKhax7TvPd6jsVWYMec+fVZ4bV+Z48iMLCQqKjoyktLcXNzY0OHTpo5Xlbm8TERJKSkjQNPrOyshpc7+T8+fNMmjSJrKws1q9fT1BQkAgjjUu8uQ3wyAUSlUrFtGnTKCkpYe3atVha3pnul2WZ4uJidu7cSWhoKFu3btX8QnBzc9OEk8ZY9HqvMefm5mpqnaind01MTHBwcMDR0VGrvTYyMjI4deoUsiw/cEfj8lIlr4/8BCcXe5x7ONKhmyPO3R3p0N0BG8eHH2NRQQmpSRm3w0rln8TT18m8kVfnMU4utgwe3xefCX3o3s+53q+dlZbPif3nOLb3LGeirtTaWVhPT2KMwpNp/xiFtb0FZ86c4ebNm1hbW9O3Tz/2bTvNhp8Pk3vXmhUbewumvzicMf4eNcrKZ2cVsGHNUXZtOVntaz714jCeeNYHSZIoLCzkbMJlVi47Qkb6nV0zDu3MeXP2KHq7Vu7YkWWZzVtP8tPPh6pdEnv+uSE88RdvAP676hAbt53U3PfqCyMImOSOLMt8+cM+dh06h4OtBfPfmkjPLg3vZF1QUEB0dDTl5eUNqlfT2iUlJZGYmEibNm0YMGCApjRA1XUnWVlZmku691Pv5NKlS0yaNIm0tDT++OMPpk6dKsJI4xNvcAM8coEEKq9lGxoa1rtqXZZlSktL2bNnD6GhoYSFhZGdXbnzoUePHgQEBBAUFKSVXhIPQr2tUF3rpKSk8lO5kZGRJpxYWVk99JiuX7/OuXPnMDAwoH///lhZWT3Q8cnnb/D2+Nqb8plaGNOhmyMdujnQoXtlUHHu5kA7F/uH2gIsyzKXE1I5vvsMx3af4Xo9l2Bs27Vl0Dg3Bo/vg5u3C/oGdX+9W3lFRB24wPGIs5z8s+Z2YkNjA7zHutDbxxbnzk7069dP871UXFTG1nWRhP1+nKK7Ov126GzDU6+Mwmd0zdm2k1FX+GLB5moN/IaPdeX19x7TNO0rKipj6adbiY68U43VxFSfyYpOuPXtoJk5SzibzudLwyksvHP56/3/m8SwoT1QKiuYtyiMU7cv7+jr6/GvBQr6uranrEzJj+uP8lSgN1b11G25X/n5+cTExKBUKunXrx+Ojo73PugRdPnyZS5duoSlpSVeXl511imqb92JnZ0dBgYGdOjQAQsLC65cucLEiRNJSUlh9erVPP300806jERHR7N7924iIyOJjIwkJaVyxvJe56dVq1axYsUKEhISNB14P/jgg6bcytx83+QW4JEMJA+jrKyM/fv3ExISwqZNm0hPrzz5ubi4aMKJt7e3zsPJrVu3NOGkqKjy07OhoSH29vY4Ojred38dWZZJSkoiKSnpoYvCAfy5LY6lr656oGP0DfRo19mODt0cKmdTujni3MOR9l0dMH+AE+P1xHQi9yRwbNdpEk/XfQnG0sqMgWPdGDzeDfch3TEyrrtQXUlRGccjzvK/7w9w82p2tftMzAz5y0sj8Hvap8YlmfzcIkJW/8mOkOgaTQi7uznx7Guj6VelbghAytVsFs8NrbYbp4erE+8vVmBzu7dORYWK31YdIXR9lOYx+voSoyd0oHdfq8rXZ2mJSjbl519iuJlWefnRxMSQr76YRqdOtuTkFvHme+vJuj2TY21lxnefT8fGWnuLp/Py8oiJiUGlUuHu7o69/cP3uWnN7jeM3K3quhN1vZP//ve/7N27F29vbzIyMrhw4QI//fQTM2bMaNZhBEChUBAWFlbj9vrOT7NmzWLZsmWYmpoyYcIESkpK2Lt3L7IsExwcjEKhaMQR16l5v9HNnAgkD6G8vJzDhw8THBzMpk2bSE2t/LTp7OxMQEAACoUCHx8fnfaykWWZwsJCTTgpKKjcyXE//XVUKhVnz54lNTUVS0tLPD09H7omSkFuEZfir5GSmMb1S2mkJKZz/WIauRn3twbkbtYObW5f8nG8E1i6O2Lbrv7LPxmpuUTuOcPx3Wc4G3Wlzl09JmZGeI3qzeDxfRgwohemFrW/bmV5BTs3RLL+P/sozK++8NbGwZLpr45idED/GjMvGTfzWP/jIfZvP1VjDHfXMAG4lV/M0oWbiY++s4PH1t6SeZ8G0bXnnRmGiN0J/PubPSirVGMdP6k3I8Y6k5WViVKpJDe3jHUbrlB6uwFghw5WfL10OmZmxpy9cJP/mx+KskKFjbUZH73vT/euDb9EA5CTk0NsbCyyLNO/f39sbRu2O6e1unLlChcvXsTCwgIvL68GFUksKiri+++/Z/369Zw5c0bTZFRd3iAwMJAePXpocfTa9dlnn1FYWMjAgQMZOHAgLi4umi7utdmzZw/jx4/H1taWo0ePal7b0aNHGTVqFGZmZly+fPmBZ3i1QASSBhCBpIGUSiXHjh3ThJPk5Mrp9Hbt2jFlyhQUCgXDhg3TeS8bdX+d9PR08vMrw4C6v466WqSBgQFKpZL4+HiysrKwtbXF3d29UcZamFdESlJ6ZUi5dPvvxDRuJmehqqi/DHxtbBzbMnhiP3wmeeA2qGu9l2Dysgo4EXGW47vPEP/npWon8aoMjQxwH9odn/F98B7tShubOzMGRUVFlZVFcwtITSjlQFhCjeJrHbrY8dQbYxg81rVGWLpXDZOX3hmv6TCsVFbw47K97Nx8Z62HsYkhb/1zMr4j7rSFP3smlSUfbSEv9866Eq+BLrz9/kTKyorIyMjgz6MXCd10p55J3z72zH57HLa2toTvSWD/4QvMffsxrc2OZGVlERcXhyRJeHp6Ym1tfe+DHkHJyclcuHBBK2FE7ebNm0yaNImUlBSCgoIoKipi586dmmqx69atY/r06Q3+OrpgYmJSbyCZPHky4eHhfP3118yaNavafW+99RbLly9n6dKlzJ49WwejrUYEkgYQgUSLVCoVJ06cIDg4mI0bN5KYmAiAnZ0d/v7+BAYGMmrUKJ2Xiy8uLtaEE/UiXT09PaysrCgqKqKkpIT27dvj6uqq8y6r5WVKbl7JrJxRSUwn5WIa1xMrZ1ZKCuuutlqVpbU5gyb0ZfBEdzyG9cLQuP6OvzEHznF81xliD12oc5uxnr4ebt4u+DzWF6+xPTh7/gxlZWW4urri7OzMrdwiQn48RPi6yBoBp0e/Djzz1jj61lJWvq4aJnbt2jDvi2m49KicpZBlmfCNsfz0bUS1mZWnXhrGE8/4aAJPelo+ny7YXK0PjnMnGz74OBCn9lbIssxPPx9g0+Z4zf1DhzjgM6jycp6dnT2Ojg5aCaEZGRnEx8ejp6fHgAEDNEW+hOquXr3K+fPnMTc3x9vbWyu/D9LT0/Hz8yMhIYGlS5fyzjvvIEkSJSUlREREEBYWxqJFix5ogXpTqi+QFBcXY21tTWlpKdeuXavWiR3g0KFDjBgxgpEjR7J//34djVhDBJIGEIGkkahUKuLi4ggJCWHjxo2cPXsWqNy65+/vT0BAAGPHjsXY2Fin13dLS0tJT08nNTVVM3MCaPrrODg4NIv+OrIsk3Uzj5RLdy79qP87p54twKYWxniNccNnogeeo10xNa/70lNpSTnxRy5ybPcZoiLOUlBHx19TSyO8J7kw9ZXH6ODcvtp9GTdyWb9iPwe2nqxxScZzWHeemTkOl17Vi6TVVcPExMyItz8KZODwO1PrcScu88XCLdVmY0aMd+X1dydidDt4FReX8fVnOzj+Z6LmMZaWJrw3359+Hh2pqFDx0aLNxNwOQW3aGPOPl/tRWnqnz4qNjQ0ODg4PXe8iPT2d+Ph4DAwMGDBgAG3a1N0v6FFWNYx4eXlppV1EVlYWfn5+nDp1ik8//ZT333+/2a8ZuZf6AklcXByenp7Y29tr1vJVVVhYiIWFBdbW1pqNCDrUst/4JiYCiQ7Isszp06cJCQkhNDSUU6dOAdCmTRsmTpyIQqFg/PjxmJqa6uQXSU5ODnFxcSiVSpycnCgvLycrK0vzw1+1v46JScMKYjWGvKwCovac5lh4PCcPn0dZVvslGCNjQ/qP7MXgie4MHNcXi9uVS2ujLK8gIeoyx3dVrjvJyajZPLBdJxuenDWBIZP61ZhJunopnT++3cuJ/eer3S5JMHxSP/76+hgcnatfvlCpZLaui2TNd3dmQSQJnntjLAFPDdJ8L1xPzmLx3FBupuRqju3p5sT7nyiwvn2ZR6WS+WP1n2xYG6l5jKGhPku+nkaPnu3Izy9m1ux1WFuZMfe9ydjZWVJSUqJpYZCTk6P593/QFgY3b97k9OnTGBoa4uXlhYWFxT2PeRRdu3aNc+fOYWZmhre3t1bCSG5uLv7+/sTGxrJgwQIWLFjQ4sMI1B9INm/eTGBgIJ6ensTExNR6vLW1Nbm5ueTn51cr7aADLf/Nb0IikOiYukmdeuYkOjoaqKwrMGHCBBQKBRMmTMDS0rJRfrGkpaVx+vRpJEnC3d0dOzs7oHKhbtUS9uo+G23bttVsJ26s/jqnj1zgVk4hzj3b4dTF4YG2ABfmFxOzL4Fj4fHE7DtLaXHtl2D0DfTo69sDn4nuDHqsH9b1dPxVqVQcjYhjT/AxEo6k1gg8Xfu055k5k/C4XXCsqnOxV/n1m92ci7tW7XYDAz0mTPXmiZdH0Na2+gk7+s9LfPXBJoqrXD4aO8WDv//fRAxvvxf5ecV8MT+M01We187BknlLHqdL9zvT8AcizvHtl7sov30ZycGxDV/++ynatDHl5s08bG3Na1SdhTv9le7us2JpaalZFF1bleDU1FTOnDmDsbExXl5eTdrmoDm7fv06Z8+exczMDC8vL60E/fz8fAIDA4mMjGTu3LksXry4VYQRqD+Q/PHHHzz99NMMHTqUw4cP13q8s7MzKSkppKSk0L59+1of00haxz9AExGBpAnJskxiYiKhoaFs3LiRY8eOAZU/jOPGjUOhUDBp0iStFT1TTxcbGRnh6elZ57R6RUUFmZmZpKWl1eivow4n2jzxfP7Cfzm6pfKTjr6BHu1c7HHu2Y4O3dvh3NOJDj0cce7RDjPL+gNRaUkZJw+e51h4PCd2n6Ywv/ZLMJIk0cvLBd/JHgx+rB8Od/VoUX+SNTY2pmvHHmxbdZw9G07UWHzrMbQ7z8yeSNc+1SuPyrJM1IEL/L58D9cSM6rdZ2JmRODfhjDlWd9ql5OSE9NZMmcD6VUKvfXx7MT//etxLNtWzuwolRX89+s97N56Zz2Iiakhs/7px+Aql3lOxl5l4dxQzazL8FG9mDNvcr3vXVVVWxhkZmZqqgSbmppqZk7atm1LSkoKZ8+excTEBC8vL8zM6p6BepSpw4ipqSne3t5aCSMFBQUoFAqOHj3KO++8wxdffKHz9V+NSQSSR5MIJM2ELMtcvXpVE04OHz6MLMsYGRkxevRoFAoFfn5+2NjYPHA4kWWZCxcucPXqVczMzBgwYMB9z3aoizGpS9ir++uYm5trwklD++vMHP4x186l3vNxNu3a0tW9E4MmejBokgdt7eqeilWWV3D66CWOhZ8kctcpcmu5BKPWta8zPpPcGfyYO2X6hSQlJdV4n1KSMlj7zS6O7jxd4/ihfu48NWsC7TpVDzYVFSoObotn3Yp9NSrKtrE2Y+rfRzJhqrdmRig3u5DP3w/hXPx1zePaOVszb+lUnF0qZ7JkWWZrSAyr/r2v2mWep18eweNVLvOE/u8Eq388TLfuDrz3oT+OTg+3wLRqleD09HRNjx19fX0qKiowMjLC29tbzIzUISUlhYSEBK2GkaKiIv7yl79w8OBB3njjDZYtW9aqwgiISzaPKhFImiFZlklNTWXjxo1s3LiRAwcOUFFRgYGBASNHjiQwMBB/f//KVvX3CAIVFRWcOXOGtLQ0rKys6N+//30XX7qbSqUiJydHE07UlSJNTU01C2Ifpr/O0pd+4PLp69y8knHfW4D19CTcfHvg6+/JYL/+2DrVvb20okLFhegrHNtxkmM74smoUnjsblZO5vT26UzA38bRy7NLjddy4eRVflu6gzORl6vdrm+gx4S/Dmbqa2NqXJIpKy1n5/+iCP7hYI2Fs25enXn3y2m0ub3ttrxMyYol2zkQfif4mFkYM2fx4/QffGfXTszxy3z50WaKqlRjHTXBjdfefQxDIwNkWWbH1njGTOiDcT27jh6EuhjXxYsXycm58x7Wtp1cuHM5y9TUFC8vL61c8iwuLmb69Ons3buXV155hRUrVrS6MAJiUeujSgSSZk6WZdLT0wkLCyMkJIR9+/ZRXl6Onp4ew4YNIzAwkICAAJycnGqcPMvLy4mLiyM3NxcHBwf69u2rtWJtsiyTk5NT45OzsbFxtRL2DxJOysuU3LxcWUjt+oUblbtqLtwg5WIaJUX1bwHu6d0FHz9PfP09aedSd1VQWZZJOn2d4zviORp+kpR6ys338urCc/Om4Dqwa43niD14gV+X7uDqhZvV7jMxMyLwxeFMeX54jSJrhbdKCFt9hK2/HqvWUK9dR2vmfvuUpnGfLMts/PUov63Yr3mMnr7Ei29PYNITXprbrl3JZPHcUNJS78y+9B/owvwvnmiUtQRVq/laWFjg6upKTk4OGRkZ5OVVjkGSJE2H2uayY6sp3Lhxg9OnT2NiYoK3t7dWwkhpaSlPPfUUO3bsYMaMGfzwww86Lb6oS/e77ff69es1mjWKbb8tlwgkLYgsy2RnZ7N582ZCQkLYs2cPpaWlSJKEj4+PpiJjx44duXjxIn//+9959dVX8fDwaNRuxer+OupwUlxcOQtgZGSkKWFvbW390J/kVCoV2TdyST6bSsye0xzbFkv2zbqb6rn0ccZ3iic+fp507FUzqFWVfD6VsFW7OH04iczk2rcTDxzfl2fe86djz+rbdysqVBzaEse65bvJqLIDBqCtrQVTXx/DuKkDMTSqPmOQk3GLVV/u5HDVWRBLY+YsnYaHTzfNbcf2n2fZws3VwsukJ7x4YdZ4TZO+/NwiPl+wmTNx15AkeO8TBYOHab8ipyzLXLx4keTk5BoN4ACt7dhpDRojjJSVlfHss8+ydetWnn76aVavXt1qwwiIwmiPKhFIWih1CNi6dSuhoaHs2LFDEwS8vLxISkoiJyeHJUuW8Oabb+ps9b26v446nKirRKr766hL2DdkmlmlUnEx5grHtsVydGssaVcy63xsh+6OlTMnUzzp6t6p2vtQdQapffv22Fo4cmL3af7cdpLz0dUvyejpSYyeNpjpb0/Ezsmq2n3lZUp2/nGM4P/s41aVqqlQ91ZhWZbZ+PNhfl++987X0Jd4ea4fE6Z6a25LOn+TT+dsILvKGpj+Pl2Z/YkCcwuT26+jcrFruw5W/OXpwffxDj4Y9c6wa9eu0bZtWzw9Peu97FfXji0LCwtNOGnouqPm6ubNm5w6dQpjY2O8vb21stC3vLycF154gdDQUKZOncoff/zR6i+L3SuQ1Fc6fvTo0ZiamorS8S2QCCStgDoEhIeHs2LFCg4ePIienh7du3fH1NRU0/yvZ8+eOj8JFBQUkJ6eTlpamqa/jr6+viac2NnZNeiTnizLXDmTwtGtMRzbFlfv4lj7jjb4+FXOnHTx6EBcXBwFBQV07tyZHj16VHtvzhxPZM2nm7kYm1ztOYyMDfF/cQRBr47FvG31k03hrRLCfjzIllWHKasyqwF1bxU+tieBZf8MpazkTkdh/2d8eO6dCejrVwaY7IxbLPm/YBLP3tA8Zs7iIIaMda32PgBa//eVZZmzZ8+SkpKCtbU1/fv3f6CToXrHjnpLcdUdO+rvgQe9tNdcpaWlcerUKc1CX22EEaVSySuvvMK6detQKBSsW7dOK/VLmptt27axaNEizf9HRkYiyzKDB98J2B9++CF+fn6a/1c31zMzM2P8+PGUlZWxe/du0VyvBROBpBVZs2YNL774IhYWFrzzzjucP3+erVu3aq7vu7m5ERgYSFBQUJOUiS8qKtKEE3WVWD09Pc2CSHt7+wZ/8ku5dJNjW+M4ujWGxJNX63ycubUJLgOcGB40iLGPj6i19oksyxzfEc9vn20lNan69l0LKzOeeHM8E58dhtFdnX6z0/LZ8O+97AmOuq+twokJqfxr5tpqsyBew3vw9mdPaLYGl5aU8+2irfy59yyKZ3x47o0x9/+mPCSVSkVCQgI3btzA1tYWDw+PBoXHqjt2MjIyKCkpAe5c2rO3t2/w7FlTUYcRQ0NDre06qqio4LXXXuO3335j8uTJhISENMtChdqwatUqZsyYUe9jfvnlF55//vkax3333XecPXsWIyMjfHx8+PDDDxkyZEgjjrZeIpA0gAgkrcSBAwcYNWoUnTp1Ijw8HDc3N2RZprS0lN27dxMaGsrmzZs1q8579uypmTlxd3fX+UmgpKREE07U/XXUCyIbUsK8qvRrWRzbFsuxrXGci0ysc/rXwtqcQY+54+PvicdI1xoBQ1lewd71x1j/9c4aXYvtOljz1JzJDFd4aWY01OrbKjzpGV+ef99PE4Sy0vJZMvMPLp+7s0i2Uw8HPvl5BuZtKtcgqFQyh3cnMGy8G3p6jft7T6VScfr0adLS0rC3t9f690hdl/Za4o4dddl8bYYRlUrFW2+9xc8//8z48eMJCwt7ZNbgtHAikDSACCSthCzLLFq0iJdeeqnOQkBlZWXs27ePkJAQwsLCNFvmunTpogknXl5eOg8npaWlZGRkkJaWplkQKUlStRL2DZ2mzr6Zx4HQo+wLPsr1M+nIqtq/dU3MjRk1bTDTZvth7Vi9dkdJUSlbfjzAppV7Kb6r029n1/Y8O3cKniN73/dWYY+h3Zn9zVOawFFSVMayeaFE7jsHwKgAD974WKHzyxkqlYr4+HgyMjJwdHSkb9++jf49UVhYqFkUW3XHTtUeO83xUkVGRgYnT57Uatl8lUrFu+++y8qVKxkzZgybN28WdV5aDhFIGkAEkkdUeXk5hw4dIjg4mLCwMFJTK9deODs7ExgYiEKhYPDgwTpfya8uYZ6Wllatv46VlRWOjo7Y29s/1CdFdSdaSZLo1rkHiZHXOLYtjrj9CZSXKms83sTMmIDXxqF4fTymFtWnyfOyCghevoudvx2p0em375AePDd3Ct09OlW7Xb1VeM0X4Vy7mKa53bmbA3O//xvtOtoAlSej35fv5fzJayz4/rkaO3QaW0VFBSdPniQrKwsnJyfc3NyaZPasrh076nUnzaEqrDqMGBgY4O3trbUwMm/ePL799luGDx/O9u3bRW+glkUEkgYQgURAqVRy9OhRTX+dq1cr1144OTkxZcoUAgMDGTZsmM6nz5VKpebEVHW3Rps2bTS1Tu7nxHTjxg3OnDmDgYEBnp6etG17Z+ajuKCE6N2nObo1hpg9Z2rUO2lrb8m02X5MeG54jXUmN69ksvbL7RwKq1ktcoh/f57+Pz+c7qqJUlpSznfvb+DP8FOa24b6ufPOV09We1x5ubLWnjONSalUEhcXR05ODh06dMDV1bXJF5s21x07mZmZxMXFaTWMyLLMwoULWbp0KT4+PuzcuVN0TW55RCBpABFIhGoqKio4ceKEJpwkJla2tLe3t8fPzw+FQsHIkSN1XvBK3V9HvSBS3V9HfWJS99e5+8Sk7t9jbGzMgAED6j1xlBaXsee3I/zvy23kZxVUu8+piz1P/1PBkIABNb5GYvw1fl2yhfgjF6rdrm+gx4SnhzD1rcewqlLmXqVSsX75HoL/sw/nbg58uu4fmss2TaW8vJzY2Fjy8vLo2LFjo9ateVjNZcdOZmYmJ0+eRF9fHy8vL62UJpdlmSVLlrB48WK8vLzYvXs31tZ1Vx8Wmq3m9UPTwohAItRJpVIRGxurCSfnzlWubbC2tsbPz4/AwEDGjh2LkZGRTk9eKpVK0/yt6onJzMxMU8LewsKCy5cv19qX5l6KbhWz6bvdhP1nN2XF1bfv9vTqwuwfXqrRkA8g7uA5fl2yhctnUqrd7jmqNx+u+UeNxx/aGkcPj06ayzVNpby8nJiYGPLz83FxcaF79+7NLozcra4dO1Xr3djY2Gj9kmNWVhZxcXFaDyNLly5l4cKFeHh4sGfPHk0XbqHFad4/OM2cCCTCfZFlmVOnThESEkJoaCinT1fuHGnTpg2TJk1CoVAwbtw4TE1NdR5OqpawV/fXUTd/MzMzw9vb+6EWRGbfzGXd51vZ+/sRTSM7uw7W/PvYxzV24lQdz6GwGNYu3U76tcodTUs2vkUvry61Pr6plZWVER0dTUFBAV27dqVr167NPozc7V47duzt7bGzs3voHk5q2dnZxMbGoqenh5eXl1Yup8iyzPLly5k3bx59+vQhIiICBweHBj+v0GRa1g9PMyMCifDAZFnm3LlzmpkTdcdNCwsLJkyYgEKh4LHHHqv1Ekpjjys7O5tz585RVHSnYqq6v46DgwPW1tYPPKZrF27w2yebiAw/yZvf/o0xf/W95zHlpUp2/naEq+dv8Nrnf33g16ILJSUlxMTEUFhYSPfu3enSpXmGpgfVGDt2GiuMrFy5kjlz5tC7d28iIiJwcnJq8PMKTUoEkgYQgURoEFmWSUxM1IST48ePA5XX9ceNG0dgYCCTJk2ibdu2jR5Oqu4QsbOzw8XFhczMTNLS0jRl9Q0NDTXhxMbG5oF2kFyIuUw3j8416o20RMXFxURHR1NcXEyvXr3o1KnTvQ9qgUpLSzWXdbKzszU7dtq2bav5PrjXwuicnBxiYmLQ09NjwIAB1RZFPyxZlvn555+ZOXMm3bt3Z9++fTg7Ozf4eYUmJwJJA4hAImiNLMskJyezceNGQkNDOXLkCLIsY2RkxJgxYwgMDMTPzw8bGxuth5OqizLbt29frRKtLMvVStirp/QNDAyq9ddpzc3KqioqKiI6OpqSkhJcXV0fmRNh1R07WVlZNRZG29vbY2lpWe17Mycnh9jYWKCyR5S2wsivv/7Ka6+9houLC/v27aNz584Nfl6hWRCBpAFEIBEahSzLpKamasLJwYMHqaiowMDAgJEjR6JQKPD398fe3r7B4aS0tJSYmJg6+9LcrbCwUBNObt2qLNfeEiuEPozCwkKio6MpLS2lT58+dRbRa+0qKirIzs6usTDaxMREM3MCaMLIgAEDtNKoTZZl1q9fz8svv0yHDh3Yv38/Xbt2bfDzCs2GCCQNIAKJ0OhkWSY9PZ1NmzYREhLCvn37UCqV6OvrM3ToUBQKBQEBAbRr1+6Bw0lRURExMTEUFxfTo0cPXFxcHuj44uJi0tLSqq030NPTq1bCvqGLIZuLW7duERMTQ3l5OX379qVdu3ZNPaRmQb1jR73uRL1jByrXnnTr1o1OnTo1eAZNlmVCQ0OZMWMGjo6O7Nu3j549ezZ0+ELzIgJJA4hAIuiULMtkZWWxefNmQkJC2Lt3L6WlpUiShI+PDwqFgsDAQJydne8ZTtQn2LKyMq1celD311FXCIXqiyEdHBx0Xn9FW/Lz84mJiUGpVOLu7i52ctRBlmVu3LhBQkJCtd5HDd2xI8syW7Zs4dlnn8XW1pZ9+/bh6up67wOFlkYEkgYQgURoMrIsk5uby9atWwkNDWXnzp2axacDBw7UlLB3cXGpEU6ysrKIj4+noqKCfv364ejoqNWxlZWVacJJ1cWQ1tbWmhL2LaXzam5uLrGxsahUKjw8PESNi3rk5eURExODSqXC09MTExMTzffBw+7YkWWZ8PBwnnrqKdq2bcvevXtxd3fXxcsRdE8EkgZokYHk3LlzhIWFsWPHDk6dOkVeXh62trYMGTKEt99+m+HDh9d57PXr1/nwww/ZuXMn2dnZdOrUiSeffJK5c+e2mBNMa6SuJbF9+3ZCQ0MJDw+noKCyWmr//v01zf969OjBhg0bWLx4MR999BHDhw/H1rZmkTJtUvfXUS+GVJcvb9u2raYQW3PtxKpelCnLMp6entjYNG0RtuYsPz+f6OhoTRi5+71SN4G8O6TWt2NHlmX27NnD9OnTMTc3Z8+ePXh6eursNTWG4uJilixZwrp167h69So2NjZMnDiRRYsW0aFDh6YeXlMTgaQBWmQgcXZ2JiUlBQsLC3x8fLCxsSEhIYHTp08jSRJfffUVs2bNqnHcpUuX8PX1JTMzk759++Lm5kZUVBRJSUkMHTqUvXv3NsuOoo8aWZYpLi5mx44dhISEsG3bNs2nU3d3d86cOYO5uTnBwcEMHTpUp2NTKpXVequod2pYWlpqwklz6cyqrioqSRKenp6iFHk9bt26RVRUFCqViv79+98z5Kp37GRkZFT7PrCwsCAzMxMbGxt8fX05dOgQf/nLXzA2Nmbnzp0MGjRIFy+n0ZSUlDB69GiOHTuGk5MTw4cP58qVK0RGRmJvb8+xY8ce9UW6IpA0QIsMJOPGjeNvf/sbU6dOrTar8f333/OPf/wDfX194uPjcXNzq3bcsGHDOHLkCDNnzmTZsmVA5Qlm2rRpbNy4kQULFrBw4UJdvhThHmRZprS0lN27d/PJJ58QGRmJhYUFZmZmWFlZERgYSFBQEP369dN5V1p1bxX1Tg2lsrJrcFM3foM73Y21WTujtbp16xbR0dFUVFTcVxi52907dhYsWEBUVBQODg7o6emRn5/Pzp07GTZsWCO9At354IMPWLx4Mb6+vuzatUvTG+qrr75i9uzZjBw5kv379zftIJuWCCQN0CIDSX0ee+wxdu3axcKFC1mwYIHm9sjISAYPHoyDgwNXr16tNhOSlpZGx44dsbCwID09vdVu+Wyp1F1QP/74Y3r27Mk///lPDh06RFhYGBkZGQB06dJFE04GDBig83CiUqk0J6X09PRq/XXU4aRNmzY6CSdpaWmcOnUKAwMDrfVbaa0KCgqIiopCqVTSv3//Bq+vkWWZ3bt3s3r1ag4dOkRWVhYAdnZ2BAQEoFAoGD9+fIu8PFxWVoaDg4Nmnc3dl548PDyIj48nKioKLy+vJhplkxOBpAFafsnJu3h4eACQmppa7fZt27YBMGXKlBqXZRwdHRk+fDg5OTkcPnxYNwMV7tv69ev5+OOP8fb25vDhwzz33HP88MMPpKSksGfPHv7xj39QUlLCN998w8iRI3Fzc+O9997jzz//1EylNzY9PT3s7Oxwc3NjxIgReHl50bFjR5RKpWZK+/Dhw5w/f56cnBwa+EGgTjdu3ODUqVMYGhri7e0twkg9qoYRbS32lSQJOzs7IiIiKCwsZOXKlcyfPx8nJyd+/vlnAgICWLt2rRZGr3tHjhwhLy+Pbt261boO5oknngBgy5Ytuh6a0Eq0uqmApKQkgBo1Fk6ePAlUFjiqzYABA4iIiCA+Pp5Ro0Y16hiFBzN16lQSExOZOXNmtROsoaEhY8eOZezYsXz77bf8+eefmhL23333Hd999x1OTk4EBAQQGBjI0KFDdTL7paenh42NDTY2NvTq1Yu8vDxNrZOrV69y9epVjIyMqvXX0caMTkpKCgkJCRgbG+Pl5dVs1rI0RwUFBURHR2vCiL29vVae9+TJkwQEBFBWVsamTZt47LHHAPjoo49ITExk06ZNTJkyRStfS9fu53coQHx8vM7GJLQurSqQJCYmsnXrVgACAgKq3Xf16lWAOmtVqG9PTk5uxBEKD0NfX59//vOf9T7GwMCAESNGMGLECL766isiIyM14eT777/n+++/x97eHn9/fxQKBSNHjtRJwTNJkrCyssLKyoqePXty69YtTTi5fv06169fx9DQsFoJ+4cJJ9euXePcuXOYmJjg7e3dbHf9NAfqarXl5eW4u7trLYycOXOGKVOmUFhYSHBwMBMmTKh2f7du3Zg9e7ZWvlZTEL9DhcbWagKJUqnk+eefp7S0lOnTp9e4hqneQlpXIy31p0l1KXGh5dLX18fX1xdfX18+//xzYmNjCQ4OZuPGjfzyyy/88ssv2NjYMHnyZBQKBWPGjMHIyKjR13dIkkSbNm1o06YN3bt3p7CwUBNOUlNTSU1NxcDAADs7OxwdHe+7v05ycjIXLlzAzMwMLy+vFrk+QVcKCwuJioqivLycfv36aa1A3Llz5/D39ycvL4/169fj7+/fJIuZG5P4HSo0tiYJJEFBQZw9e/aBjlmzZk29W+ZmzpzJ4cOH6dq1KytWrGjoEIVWQt0u3svLi08//ZRTp04RHBxMaGgov/32G7/99htt2rTRhJNx48ZhYmKik3BiYWGBhYUF3bp10/TXSU9P5+bNm9y8eVOzLsXR0bHO/jpJSUkkJiZibm6Ol5eX2LZeD3VTQXUY0VYxvYsXL+Lv709WVhZ//PEHQUFBrS6MCIIuNEkguXz5MufPn3+gY4qKiuq8b/HixfznP//B0dGRnTt31lr8Sb09ra7nUXeAFYsAWy9JknB3d8fd3Z2PPvqIs2fPai7rrFu3jnXr1mFhYcFjjz2GQqFgwoQJmJub6+TkYm5uTpcuXejSpQvFxcWacKL+o16Xoq4Sa2BgQGJiIpcvX8bS0pIBAwa02LL2ulBUVERUVBSlpaVaDSOXL1/G39+ftLQ01qxZw9SpU1ttGBG/Q4XG1iSBJC4uTmvPtXLlSj744APatm3Ljh076N69e62P69SpE7GxsVy/fr3W+9W3izbgjwZJknBzc8PNzY0PPviAS5cuacJJSEgIISEhmJqaMn78eAIDA5k0aZLOtu2amprSuXNnOnfuTGlpqSaUZGVlkZmZiSRJGBsbU1JSgoWFBV5eXq2mAWBjKC4u1nQ41mZTwatXr+Ln50dKSgo//vgjTz31VKsNI1D5OxQQv0OFRtOit/2uW7eO119/HTMzM7Zt20b//v3rfKx6O3BMTEyt96tvFz0mHj2SJNGjRw/ef/99jh07RlJSEl9++SUDBgxgy5YtvPjii3Tp0oWpU6fy66+/Visb3tiMjY3p2LEjXl5ejBgxAldXV00Ygcrr+idPnuTq1avVutQKlYqLi4mKiqKkpIS+ffvi5OSkledNSUnBz8+P5ORkVqxYwYwZM1p1GAHxO1RofC22MNr27dtRKBRIksSWLVtqrGi/2/0WRktLSxOfNgWgsshVamoqoaGhhIaGcvDgQVQqFYaGhowcORKFQoGfnx/29vY6ORnJskxCQgKpqalYWVnRvn17MjMzyczMrNZfp66+Ko+aqmGkT58+tG/fXivPe/PmTSZNmsSFCxdYvnw5b7zxRqsPI1C9MFpsbGyND4CiMBogCqM1SIsMJEeOHGH8+PGUl5ezYcMGFArFfR2nLh3/1ltv8c033wCVu3OmT59OaGioKB0v1EmWZdLS0ti0aRMhISHs378fpVKJvr4+w4YNQ6FQEBAQgKOjY6OcnFQqFWfOnOHmzZvY2tri4eGh2YFTUVFBZmYmaWlpNfrrVC1h/ygpKSkhKiqK4uJi3NzctNb0LT09HT8/PxISEli6dCnvvPPOIxFG1NSl44cMGcKuXbs0O2tE6XiNR+eboRG0yEBibW1Nbm4uXbp0YcSIEbU+ZtiwYbz00kvVbrt48SK+vr5kZWXRr18/3NzcOHHiBElJSQwZMoSIiAixS0G4J1mWycrKIiwsjNDQUPbs2UNZWRmSJOHr64tCoSAwMJAOHTpo5WSlUqk4deoU6enp2Nvb4+7uXmetEnVflbS0tGr9dczNzXFwcMDR0bHJ+uvoSmOFkczMTPz9/Tl16hSffvop77//fqt+H2tTUlLCqFGjOH78uKa5XnJyMsePHxfN9So9Wt8QWtYiA8n9/BL429/+xqpVq2rcfu3aNebPn8+OHTvIzs6mU6dOPPnkk8ybN0/UbxAemCzL5ObmsmXLFkJDQ9m5c6dmLcegQYM04aRz584PdfKqqKggPj6ezMxMHB0d6du3730XTlOpVOTk5GjCSVlZGVC5aFYdTnS1UFdXSkpKiI6OpqioCFdX1zqLeD2o3Nxc/P39iY2NZeHChcyfP79VvW8Pori4mCVLlvDHH39w7do1bGxsmDhxIosWLdLa+92CPZrfFFrSIgOJIDRHsiyTn5/P9u3bCQ0NJTw8XLMV0tPTk4CAAIKCgujevft9ncwqKiqIi4sjOzsbJycn+vTp89AnQVmWycnJ0ezYKS0tBSoXzarDiZWVVYs+yZaWlhIVFUVRURG9e/emY8eOWnne/Px8AgICOHHiBHPnzmXx4sUt+n0SGpX4xmgAEUgEoRHIskxRURHh4eGEhoaybds28vPzAejbty+BgYEoFApcXV1rPbkplUpiY2PJzc2lQ4cOdT7uYceWl5enCSfFxcUAGBkZYW9vj6Ojo9b66+hKaWkp0dHRFBYWajWMFBQUoFAoOHr0KLNnz+bzzz9vUe+LoHMikDSACCTNSGFhIaGhoURGRhIZGUlcXBxlZWX3tdj2+vXrfPjhh+zcubPapai5c+eKS1FNTJZlSkpK2L17NyEhIWzdupXs7GwAevXqRWBgIEFBQZrLMRkZGcybN4/HH3+crl270rNnz0b7RC7LMrdu3dKEE/WMjoGBgWZBrI2NzX2VsG8qZWVlREVFUVhYSK9evTT1MhqqqKiIv/zlLxw8eJA33niDZcuWiTAi3IsIJA0gAkkzEhcXV2tb73sFkkuXLuHr60tmZiZ9+/bFzc2NqKgokpKSGDp0KHv37hWLdZuR0tJSIiIiCAkJISwsjMzMTAC6du3K5MmTCQ8PJzExkSVLlvDmm2/q9PJAQUGBJpyoe5Lo6+trmv/Z2dk1q3BSNYz07NlTa0W5iouLmTZtGhEREbzyyiusWLFChBHhfohA0gAikDQj6pPQwIEDGThwINu2bWP+/Pn3DCTq7cwzZ85k2bJlQOWU/7Rp09i4caPYztyMlZeXc+DAAU112KysLFQqFV5eXvj4+BAUFMSgQYOaJAQUFRVpwkleXh6Apr+Og4ODpoR9UykrKyM6OpqCggJ69OiBi4uLVp63tLSUJ598kp07dzJjxgx++OGHZhXChGZNBJIGEIGkGfvXv/7F3Llz6w0U91vwLT09vUlPHkL9UlJSGDt2LOfPn2fYsGFcuXJFU4q7ffv2BAQEEBgYyJAhQ5rk37GkpIT09HTS0tLIzc0FKne72draasKJLnvpVA0j3bt3p0uXLlp73meffZatW7fy9NNPs3r1ahFGhAchAkkDiDnIFm7btm0ATJkypcZlGUdHR4YPH05OTg6HDx9uiuEJ9+HatWuMGDGC8+fPs3z5cg4dOsSVK1c4cuQI77zzDsbGxqxcuZJJkybRo0cP3nzzTfbu3Ut5ebnOxmhiYkKnTp0YOHCgpoS9tbU1WVlZJCQkcPDgQaKjo7l27ZpmB09jKS8vJyYmRuthpLy8nBdeeIGtW7cybdo0Vq1aJcKIIOiQCCQt3MmTJwEYMGBArferb4+Pj9fZmIQHY2lpia2tLf/973958803gcp1G0OGDOHLL7/k0qVLnDhxgvfeew8rKyt+/vlnAgIC6Nq1K//4xz/YsWMHpaWlOu2v4+zsjJeXFyNHjqRPnz7Y2tqSk5PDuXPnOHjwICdOnCA5OVmzg0dbysvLiY6O5tatW3Tr1k1rYUSpVPLKK6+wceNGFAoFv/76q5hRbCZ++uknJEni1VdfrfMx6i7LW7Zs0eHIBG0TP3Et3NWrVwHqLEikvj05OVlnYxIejJWVFX/++WedJ0A9PT28vb3x9vbm008/5dSpUwQHB7Nx40Z+/fVXfv31V9q2bcvkyZNRKBSMHTsWExMTnSyGNTQ0pH379rRv3x6lUklGRgbp6elkZmaSm5vLhQsXaNOmjabWSUP666hnRm7dukXXrl21VhG0oqKC119/nfXr1+Pn58fatWt1evlJqN+QIUOAysvTtYmIiCA4OJiJEycyZcoUXQ5N0DIRSFq4goICgDp/0at7Tah3TAjN0/1+GtfT08PDwwMPDw8+/vhjEhISCAkJYePGjaxdu5a1a9diYWHBxIkTCQwM5LHHHsPMzEwn4cTAwAAnJyecnJw0/XXU4eTSpUtcunQJCwsLTTgxNze/73Gp67Lk5+fTpUsXrYURlUrFrFmz+O2335gwYQIbNmwQ2+Sbmd69e2NjY0N8fDzFxcWYmppq7lMqlcycORNDQ0NNfzKh5RKBRIuCgoI4e/bsAx2zZs0aBg0a1EgjElozSZLo06cPffr04cMPP+TixYuazsTBwcEEBwdjZmbG+PHjCQwMZOLEiTorFa+vr4+joyOOjo6oVCqysrJIT08nIyODpKQkkpKSMDMzw9HREQcHBywtLescl1KpJCYmhry8PFxcXOjWrZvWegS9++67/Pzzz4wZM4bQ0NBqJzuheZAkCR8fH7Zv305MTAxDhw7V3Pfdd99x5swZ5syZQ69evZpwlII2iECiRZcvX+b8+fMPdExRUVGDvqa6i2tdz6MudGVpadmgryM0b5Ik0bNnT95//33ee+89rly5ogknmzdvJiwsDGNjY8aMGYNCoWDy5MlYW1vrJJzo6elhb2+Pvb29pr+Oejvx5cuXuXz5MiYmJppw0rZtW8241DMj6jByv2X370WlUjFv3jxWrlzJ8OHDCQsL08wmCs3PkCFD2L59O8ePH9cEkvT0dBYuXEi7du2YP39+E49Q0AYRSLQoLi5O51+zU6dOxMbGaraI3k19u7YKRgnNnyRJdOnShdmzZ/POO++QkpKiCSc7d+4kPDwcQ0NDRo0ahUKhwM/PDzs7O52FE1tbW2xtbenduze5ubmacJKcnExycrKmv46trS2XL18mLy+Pzp07azWMLFy4kG+//RYfHx+2bt2qCfZC86ReR3L8+HHNbe+//z55eXksW7ZMfOBqJcQumxbOw8MDgJiYmFrvV9/u7u6uszEJzYckSTg7OzNz5kz27dtHSkoKK1asYOTIkezbt4/XX3+dbt264e/vzw8//MDNmzd1tltHkiSsra3p1asXw4YNY9CgQbi4uKCnp8e1a9eIi4sjLy8Pc3NzrK2ttTIuWZZZsmQJX375Jd7e3mzfvp02bdpo4dUIjWnQoEEYGBhoAklkZCSrVq3Cx8eH5557rolHJ2iLKIzWjGmzMFpaWhqGhoY6GrnQ3MmyTGZmJmFhYYSGhrJ3717KysrQ09PD19cXhUJBQEAAHTp00HlnW6VSSVRUFLdu3cLAwAClUglULppVl7C3tbV94BohsizzxRdf8NFHH+Hh4cGePXuws7NrjJcgNAIvLy9iYmJITU0lMDCQqKgojh8/zsCBA5t6aFWJwmgNIGZIWrhBgwYxdOhQ0tPTee+99zS3K5VKXnvtNcrLyzWr0AVBTZIk7O3teemll9i2bRs3btxg9erV+Pv7Ex0dzbvvvkuvXr0YO3Ysy5Yt48qVKzqZOamoqODkyZPcunWLjh07MmrUKIYMGUL37t0xNTXlxo0bnDx5kgMHDhAfH8/Nmzc1gaU+siyzfPlyPvroI/r06cOuXbtafBgpLCzk119/5c0332Tw4MEYGxsjSdJ9tYm4fv06M2bMoH379piYmNCzZ08WLFhASUlJ4w/8Iakv27z66qucOHGCGTNmNLcwIjSQmCFpZoKCgrhx4wYAqampXLt2jQ4dOmjqiTg5ObFx48Zqx1y8eBFfX1+ysrLo168fbm5unDhxgqSkJIYMGUJERIRorifcF1mWyc/PZ/v27YSEhLBjxw7NwugBAwYQEBCAQqHQ2nqOqtRhJCsrC2dnZ3r37l3jaxQXF5OWllajv07VEvZ3h29Zllm5ciVz5szB1dWVvXv34uTkpNWxN4VHrRnn2rVreeqppwBo27YtFy5cwMHBoYlHVYOYIWkAEUiaGRcXl3qLmHXu3JkrV67UuP3atWvMnz+fHTt2kJ2dTadOnXjyySeZN2+eqKsgPBRZliksLCQ8PJzQ0FC2bdumqWfTt29fFAoFCoWi1uDwoKqGkQ4dOuDq6nrP51T310lPTycnJweonPmxsbHh8uXL+Pr64uTkxI8//sisWbPo0aMHERERdRYRbGketWacycnJmgaKX331FW+//XbTDqh2IpA0gAgkgiDckyzLlJSUsGvXLoKDg9m2bZsmBPTu3ZvAwECCgoLo06cPenoPdiVYpVJx8uRJMjMzad++PW5ubg8ccMrKyjThJC0tjeeee46SkhJcXV25cuUKNjY2HD58mE6dOj3Q87Ykrb0Z59mzZ3Fzc8PV1ZX4+PhmN77bRCBpALGGRBCEe5IkCVNTUwIDA/n111+5ceMG27Zt44UXXiAzM5PPPvsMHx8f+vfvz4cffkh0dDQqleqez6uNMAJgZGSEs7MzAwYMYPjw4SxcuJABAwZw/vx5CgsLuXbtGn/961/58ssva51hfFS05Gac7777LgDLli1rrmFEaCARSASdKC4uZv78+fTs2RMTExPat2/PCy+8QEpKSlMPTXgIxsbGTJ48mZ9++omUlBR27drFK6+8QkFBAV999RUjRoygT58+vP/++xw7doyKiooaz1FRUUF8fDyZmZk4OTk9dBi5m7m5Oe3atSM2NhZHR0e+/vprpk2bRnx8PHPmzKFLly5ER0c3+Ou0RC21GefPP//Mtm3bmD59OuPHj2/q4QiNRAQSodGVlJQwZswYFi1aREFBAYGBgXTs2JFffvkFT09PkpKSmnqIQgMYGRkxfvx4Vq5cyfXr19m/fz9vvPEGKpWKb7/9lrFjx+Lq6srs2bM5dOgQSqWS0tJSAgIC+P3332nXrh19+vTRShiRZZktW7bwwgsvYGdnx+7du5k1axbr168nIyODTZs28eqrr9a6GPRR0JKacZ49e5aXXnqJCRMm8NJLL9GpUye+++67ph6W0IhEIBEa3SeffMKxY8fw9fXlwoULrF+/nuPHj/Pll1+SkZHBCy+80NRDFLTEwMCAkSNH8u2333LlyhWOHDnC22+/jaGhIStXrmTixIl0796dMWPGsH//fi5duqS1mRFZlgkPD+e5557DysqK3bt34+rqqrlffclpxYoVD7zOpbVoSc04IyIi+Omnn4iMjGTKlClERES0+K3aQv3EhTihUZWVlWk+1fz73/+uVqL7nXfeYfXq1Rw4cIDo6Gi8vLyaaphCI9DX12fIkCEMGTKEpUuXEh0dzf/+9z9WrlxJXFwcPXr0ICYmhjfeeAOFQsHo0aMxNDR8qHAiyzJ79uzhmWeewdLSkl27dtGvX79GeFXaI5px1u/111/n9ddfb+phCDokAonQqI4cOUJeXh7dunWrdZr8iSeeID4+ni1btohA0orp6enh6enJ119/TUFBAePGjWPgwIGEhYWxZs0a1qxZQ9u2bfHz8yMwMJBx48ZpCn3djwMHDvDXv/4VU1NTduzY0SIuyYhmnIJQnQgkQqNqqYvoBO174403WLt2LY8//jjr1q3D0NCQxYsXk5CQQEhICKGhofzxxx/88ccfWFpaMnHiRAIDA5kwYQJmZmZ1hpPDhw8zbdo0jIyM2L59e4up3imacQpCdY/mhVRBZ1rSIjqhcT377LM8++yzrF27VlNNVZIk+vTpw/z584mNjeX8+fN8+umn9OrViw0bNvDMM8/g4uLCM888w//+9z/y8/OrlbA/duwYTzzxBJIksWXLFnx9fZvq5bUIohmn0JyJQCI0qpa0iE5oXEOHDmXNmjUYGRnVer8kSfTs2ZO5c+cSGRlJYmIiX3zxBR4eHoSFhTFjxgy6dOnCtGnT+P3339m/fz9BQUFUVFQQFhbGiBEjdPyKWh4/Pz8AtmzZQmlpabX70tLSOHToENbW1gwdOrQphic84kQgEQSh2ZEkia5duzJnzhyOHDlCcnIy33zzDYMGDWLHjh38/e9/x8/Pj6KiIkJDQxkzZkxTD7lFEM04heZMrCERGpVYRCc0lCRJdOzYkbfeeouZM2dy8+ZNVq9ezaeffsprr73GhAkTmnqITebuZpwAP/74Izt27ABqb8b5yy+/4Ovry7Jly4iIiKjRjHPu3Lm6fRGCcJsIJEKjUvcOEYvoBG2QJAknJyfef/993n33XfT09LTedbgliY2NrbH+KiUlRVMBubafqx49ehAbG6tpxrlx40Y6derEhx9+yLx585plp1/h0SACidCoxCI6obHo6+s39RCa3MP25VFXShaE5kSsIREa1dChQ2nbti2JiYm1bnMMDg4GKpt9CYIgCI8uEUiERmVkZMQbb7wBVFZeVK8ZAfjqq6+Ij49n5MiRoiiaIAjCI06quqf/ITToYOHRUFJSwqhRozh+/DhOTk4MHz6c5ORkjh8/jr29PceOHaNr165NPUxBEISGenQXNGmBCCSCThQXF7NkyRL++OMPrl27ho2NDRMnTmTRokV1Fk0TBEFoYUQgaQARSARBEARBO0QgaQCxhkQQBEEQhCYnAokgCIIgCE1OBBJBuE/R0dH861//4vHHH8fZ2RlJku6rKNeqVasYNGgQFhYW2NjYMHnyZP78808djFgQBKHlEGtIBOE+KRQKwsLCatxe38/QrFmzWLZsGaampkyYMIGSkhL27t2LLMsEBwejUCgaccSCIOiYWEPSACKQCMJ9+uyzzygsLGTgwIEMHDgQFxcXSktL6wwke/bsYfz48dja2nL06FF69OgBwNGjRxk1ahRmZmZcvnwZKysrHb4KQRAakQgkDSACiSA8JBMTk3oDyeTJkwkPD+frr79m1qxZ1e576623WL58OUuXLmX27Nk6GK0gCDogAkkDiDUkgtAIiouLiYiIAOCJJ56ocb/6ti1btuh0XIIgCM2VCCSC0AjOnz9PaWkp9vb2tRZ+GzBgAADx8fG6HpogCEKzJAKJIDSCq1evAtRZhdbc3BwrKytycnK4deuWLocmCILQLIlAIgiNoKCgAAAzM7M6H2Nubg4gAokgCAIikAiCIAiC0AyIQCIIjcDCwgKAoqKiOh9TWFgIgKWlpU7GJGjfuXPn+Oyzzxg9ejR2dnYYGhrSrl07Hn/8cQ4dOlTvsdevX2fGjBm0b98eExMTevbsyYIFCygpKdHR6AWheRHbfgXhIdW37TcuLg5PT0/s7e1JT0+vcX9hYSEWFhZYW1uTnZ2ti+EKjcDZ2ZmUlBQsLCzw8fHBxsaGhIQETp8+jSRJfPXVVzW2fANcunQJX19fMjMz6du3L25ubkRFRZGUlMTQoUPZu3cvxsbGun9BQkOJbb8NIGZIBKER9OrVC2NjYzIyMkhJSalxf0xMDADu7u66HpqgRb1792bNmjVkZGSwe/du1q9fz6lTp1i5ciWyLDNnzhwSEhJqHPf888+TmZnJzJkzOXXqFOvXr+f8+fMEBQVx5MgRlixZ0gSvRhCalggkgtAITE1NGTNmDAAbNmyocX9wcDAAU6ZM0em4BO3as2cPzz77LCYmJtVuf+WVV5gwYQIVFRU1/v0jIyM5cuQIDg4OfP7555rbDQwM+M9//oOhoSHLly9HqVTq5DUIQnMhAokgNJJ33nkHgE8++YSLFy9qbj969Cjff/89VlZWvPjii001PKGReXh4AJCamlrt9m3btgGVYfTuyzKOjo4MHz6cnJwcDh8+rJuBCkIzIQKJINynbdu24ePjo/lTVlYGUO029ckGYNy4cbz11ltkZWXRv39/FAoFkydPZsSIESiVSn755RfRx6YVS0pKAqBdu3bVbj958iRwpzje3UTRPOFRJQKJUKenn34aSZL45JNPatx39OhRzMzMsLW15dy5c00wOt3LyMjg+PHjmj/qxaxVb8vIyKh2zDfffMMvv/yCq6sru3fv5ujRo4wbN46DBw+KTr+tWGJiIlu3bgUgICCg2n33Kpqnvj05ObkRRygIzY/YZSPUKTExEVdXVywsLLh8+TJt27YF4OLFiwwZMoTCwkL27NnDkCFDmnikgtB8KJVKRo8ezeHDh5k+fTrr1q2rdn/Pnj25ePEiu3fvZty4cTWO//HHH3n55Zd5+eWX+e9//6urYQvaIXbZNIBBUw9AaL66devGiy++yMqVK/n6669ZuHAhGRkZTJo0iZycHEJCQkQYEVq0oKAgzp49+0DHrFmzhkGDBtV5/8yZMzl8+DBdu3ZlxYoVDR2iIDwyGjpDIrRykiS1By4BZUAfIAQYDLwiy7L4+Ca0aJIkxQEeD3jYaFmW99fxfP8EPgHSgGGyLF+q5TExgCcQKMvy5lrufwv4BvhKluXZDzg2QWixxBoSoV6yLKcC3wFtgTgqw8giEUaE1kCW5f6yLEsP+Gd/bc8lSdI/qAwjecDE2sLIbVdv/137IpI7t4tFJMIjRQQS4X58DagAO2CVLMvzm3g8QiORJMlMkiSFJEk/SZJ0XpKkEkmSCiVJOilJ0nxJkizqOfZ5SZIiJUkqkCQpW5Kk7ZIkPRLX9CRJ+ivwb6AI8JNlOa6eh5+8/Xft22zu3C622QiPFBFIhHpJkiQBX3Hne0VUa2rdngI2Ai8AFcBm4BDQBfgIOCFJksPdB0mS9A3wC9AX2ANEAuOBg5IkKXQx8KYiSdJkYA2VPxtBsiwfucch6r3hUyRJqlaIRJIkR2A4kAPc63kEoVURgUS4ly+AvwLbgRvA85Ik9WjaIQmNqBz4L+Amy7KbLMvTZFmeCPQCYoHeVK5v0JAkaRzwFpAFeMiyrLh9zAgqQ80vkiRZ6e4l6I4kSUOBYCp3V0yXZXnXvY6RZTmSyrDhAHxW5bkMgBWAIbBcluXyRhm0IDRTYlGrUKcqi+sigdHAS8AyYL0sy39twqEJTUCSJF/gT6AUaCPLctnt27cDk4C3ZVn+5q5jlgEzgTmyLH+p2xE3PkmScgAr4DJwsI6HHZZl+ce7jusBHAVsgVNAAjAQ6ErlezxGluXSRhq2IDRLIpAItZIkaSqwHkgCfGVZzpAkyYTKHTftgQH3uE4utDKSJJkBhbf/t70syzckSTKl8vKCMdBRluXrdx0znMoT9QFZlkfpcry6IEnS/fwCXS3L8vO1HNsR+BiYCNhQudh1LfCpLMsl2hynILQEIpAINUiSNALYBeQDQ6ruFpAk6XUqd91sl2XZr4mGKDQBSZL6UvlpvhywlGW5VJKk/lReysmQZbm2tSXmQAGQI8uyjS7HKwhCyyLWkAjVSJLkBoRRee1/Si1bF38ArgGTJUkapuvxCU3qrdt/76hyOaHT7b+v1/J4ZFkuBHIBa0mSLBt3eIIgtGSiUqtQjSzLCYB1PfeXceckJDwibu8keZHK2ZEPq9yl3gZcVM/hhVSus7AEbjXG+ARBaPnEDIkgCPWSJKk38BuVO0nelWX55D0OEQRBeGAikAiCUCdJkjoAO6icNftKluVldz2k4PbfZvU8jfntv8XsiCAIdRKBRBCEWkmSZEPl4ubOVBY9m1PLw+otg357UasVlYtaRSARBKFOIpAIglDD7RLx4YAbEAq8LNe+Je88lXVJ7G/PptxNlEEXBOG+iEAiCEI1t8uZhwGDgJ3Ak7IsV9T2WFmWi4GI2/87tZaHPHH77y3aHqcgCK2LqEMiCIKGJEn6wAYgiMoeNhNlWa5vB426dPxuKkvH+8qyfPH27b7APqAY6CLLcm4jDl0QhBZOBBJBEDSqtAuAyiZ7+XU8dI4sy5lVjvuGyjolRVSGEyMqm+tJwBOyLG9qnBELgtBaiEAiCIKGJEkLgQX38dAusixfuevY54E3AFegDDgGLJJl+U/tjlIQhNZIBBJBEARBEJqcWNQqCIIgCEKTE4FEEARBEIQmJwKJIAiCIAhNTgQSQRAEQRCanAgkgiAIgiA0ORFIBEEQBEFociKQCIIgCILQ5EQgEQRBEAShyYlAIgiCIAhCkxOBRBAEQRCEJicCiSAIgiAITU4EEkEQBEEQmpwIJIIgCIIgNDkRSARBEARBaHIikAiCIAiC0OREIBEEQRAEocmJQCIIgiAIQpP7fxQ3TTniXSEJAAAAAElFTkSuQmCC\n", + "image/png": 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\n", 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" ] @@ -1796,27 +1842,28 @@ "\n", "fig = plt.figure(dpi=150) # dpi: Die Auflösung der Abbildung\n", "ax = plt.axes(projection=\"3d\")\n", - "ax.contour3D(X, Y, Z, 50) # Wenn man einen anderen Wert für 50 eingibt, ändert sich die Dichte der Linien des Plots\n", + "ax.contour3D(X, Y, Z, 50) # Wenn man einen anderen Wert als 50 eingibt,\n", + " # ändert sich die Dichte der Linien des Plots\n", "\n", "# Achsenbeschriftung\n", "ax.set_xlabel(\"$x$\")\n", "ax.set_ylabel(\"$y$\")\n", "ax.set_zlabel(\"$z$\")\n", "\n", - "plt.show() # Oder plt.savefig(\"DATEINAME.pdf\")" + "plt.show() # Oder `plt.savefig(\"DATEINAME.pdf\")` (oder .png)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "Wir hoffen, der Zusatz hilft euch. Viel Spaß im PGP!" + "Hoffentlich hilft Ihnen der Zusatz. Viel Spaß im PGP und weiterhin mit Python!" ] } ], "metadata": { "kernelspec": { - "display_name": "Python 3", + "display_name": "Python 3 (ipykernel)", "language": "python", "name": "python3" }, @@ -1830,7 +1877,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.8.8" + "version": "3.9.7" } }, "nbformat": 4,